{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Getting Started with Matplotlib" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Why are we using Pandas? \n", "\n", "Pandas actually has a few functions that are similar to D3 functions. So, we can learn two things at the same time. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "ename": "ModuleNotFoundError", "evalue": "No module named 'matplotlib'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[1], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpyplot\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mplt\u001b[39;00m\n\u001b[1;32m 2\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mpd\u001b[39;00m\n", "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'matplotlib'" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Getting the data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "url=\"https://gist.githubusercontent.com/dudaspm/e518430a731ac11f52de9217311c674d/raw/4c2f2bd6639582a420ef321493188deebc4a575e/StateCollege2000-2020.csv\"\n", "data = []\n", "data=pd.read_csv(url)\n", "data = data.fillna(0) # replace all NAs with 0s" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Viewing the data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DATEDAYMONTHYEARPRCPSNOWTMAXTMINWT_FOGWT_THUNDERWT_SLEETWT_HAILWT_GLAZEWT_HIGHWINDS
01/1/20001120000.000.044.0230.00.00.00.00.00.0
11/2/20002120000.000.052.0230.00.00.00.00.00.0
21/3/20003120000.010.060.0350.00.00.00.00.00.0
31/4/20004120000.120.062.0540.00.00.00.00.00.0
41/5/20005120000.040.060.0300.00.00.00.00.00.0
\n", "
" ], "text/plain": [ " DATE DAY MONTH YEAR PRCP SNOW TMAX TMIN WT_FOG WT_THUNDER \\\n", "0 1/1/2000 1 1 2000 0.00 0.0 44.0 23 0.0 0.0 \n", "1 1/2/2000 2 1 2000 0.00 0.0 52.0 23 0.0 0.0 \n", "2 1/3/2000 3 1 2000 0.01 0.0 60.0 35 0.0 0.0 \n", "3 1/4/2000 4 1 2000 0.12 0.0 62.0 54 0.0 0.0 \n", "4 1/5/2000 5 1 2000 0.04 0.0 60.0 30 0.0 0.0 \n", "\n", " WT_SLEET WT_HAIL WT_GLAZE WT_HIGHWINDS \n", "0 0.0 0.0 0.0 0.0 \n", "1 0.0 0.0 0.0 0.0 \n", "2 0.0 0.0 0.0 0.0 \n", "3 0.0 0.0 0.0 0.0 \n", "4 0.0 0.0 0.0 0.0 " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Acknowledgement \n", "\n", "Cite as: Menne, Matthew J., Imke Durre, Bryant Korzeniewski, Shelley McNeal, Kristy Thomas, Xungang Yin, Steven Anthony, Ron Ray, Russell S. Vose, Byron E.Gleason, and Tamara G. Houston (2012): Global Historical Climatology Network - Daily (GHCN-Daily), Version 3. CITY:US420020. NOAA National Climatic Data Center. doi:10.7289/V5D21VHZ 02/22/2021. \n", "\n", "Publications citing this dataset should also cite the following article: Matthew J. Menne, Imke Durre, Russell S. Vose, Byron E. Gleason, and Tamara G. Houston, 2012: An Overview of the Global Historical Climatology Network-Daily Database. J. Atmos. Oceanic Technol., 29, 897-910. doi:10.1175/JTECH-D-11-00103.1. \n", "\n", "Use liability: NOAA and NCEI cannot provide any warranty as to the accuracy, reliability, or completeness of furnished data. Users assume responsibility to determine the usability of these data. The user is responsible for the results of any application of this data for other than its intended purpose.\n", "\n", "Links:\n", "https://data.noaa.gov/onestop/\n", "\n", "https://www.ncdc.noaa.gov/cdo-web/search" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Correlation" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "snowdays = data[(data.SNOW>0)]\n", "\n", "plt.scatter(snowdays.TMIN, snowdays.SNOW)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Making Plots\n", "\n", "### Change Over Time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: I worked with Adam Lavely on these notebook, so a big thank you to Adam for helping!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This section covers making plots and doing several basic things:\n", "* Adding gridlines and a legend\n", "* Changing the way the data is shown (linestyles and marker types)\n", "* Adding titles and axis labels\n", "* Creating multiple plots within the same figure\n", "* Adding text to the plots\n", "* Saving the plot to be used outside of the Jupyter environment\n", "* Using the rcParams package to create uniform plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Basic Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![Anatomy of a Figure](https://matplotlib.org/stable/_images/anatomy.png)\n", "\n", "> Usage Guide — Matplotlib 3.3.4 documentation. (n.d.). MatPlotLib. Retrieved February 25, 2021, from https://matplotlib.org/stable/tutorials/introductory/usage.html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plots are ways of showing data. We will use pyplot from the matplotlib library as it is simple and common." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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V4IOLxrJdfL+HcSO25/KXqxtxxfI6hCIy7tm2D4GQOcsvDD4obyR7qZwQz3yw54OSFwxHlEBXZD7qXNH/6w9FMMJgNmuFIzLe7oyuVL/YRP0eiSRJwj9/fiUqiuz4qNeD/3j9iNFHmhaDD8obw7GR2Yokgw/2fFA6hsairzOrRVKybE6bFdWxCSuWXrLXgVNuuCeDKHXasLrJZfRxZlRT6sQ/fX4FAOBnrx/BgVPmK78w+KC8MZJi2UWZdmHwQSkQzabVJQ5YEq46V/o+2HSatcRW0wvnVyXVN2aka1c14uqV9bHyywfwh8x1R5W5nz0iFSmr1ZMtu4g9H2w4pRTE+z2mLp8Sy6iY+cheot/DTCO25/JP169AVbEDh/q8+PdXzVV+YfBBeWN4PPpDIZnV6kC852PMHzL9zDyZx8AZky5Co4u7PrLZZCCMPSdGAAAXmWS52GyqSpz451j55ZH2Tuw7OWrsgRIw+KC8MRwrn1QWO2f5zKjSAjvEZZXMflCyzpx0EeoTJl4o+7xzbAiBcASNrgLMqy42+jhJu2plA65b3YhwJLp8zCzlFwYflDfi0y7JZT6sFgllBaLplBMvlBzR83FW5qNc3O/Csks2UkZsF1ZDkqRZPttcfvCXy1Fd4sThgTH85JXDRh8HAIMPyiOpXConKOO2bDqlJM2U+RANp30eZj6ykWg2vXihOfd7nEtFsQM//EK0/PKL9k683zVi8IkYfFAeEbfTJrvnA4g3nTL4oGTN1PPRkNDzwUVj2WXQ68ehPi8A4DPzzbNSPRVXLK/H5z/RiIgM3LPtA/iCxpZfGHxQXvAFw5gIRP+xpRJ8uJTL5Rh8UHLiq9WnTrvUlRVAkoBAKKJk4Sg7vBXLeixrKEN1SXI9Y2b0/b9cjppSJzoHx/Hjlz829CwMPigviG/2dquU0n0M8cwHf1jQ7GRZVjIfZ5ZdHDaL8oOLTafZRZRcsmXEdiblRQ5s/cJKAMD7XaMIGTjFZ65bcYg0ktjvkUqzWEURd31Q8jy+kHKXxpllFyBaehn0+tEzOokVc8y7IZPiZFlWmk2zZcT2XDYsq8NjX78A6xbWwGoxrnGWmQ/KC+n0ewAJZRf2fFASBmOTLmUFNhTYrWd9XPR9sOk0e3QOjqHP44PDZsGn51YafRxV/MXiWkMDD4DBB+WJdCZdgISyCzMflIQBz/TNpoKYeOnhivWsIbIeF5xXMW1ASelh8EF5QQQflSUpBh9F7Pmg5A2OTb9aXWjgivWso4zYLsi+EVszY/BBeSHVS+WEcvZ8UApmzXyUc8tpNgmGI9h1dBgAcHEO9HuYCYMPygvDscxFspfKCa5C9nxQ8uKZj5nKLsx8ZJO93aMY84dQUWTH8sYyo4+TUxh8UF4Yid1oW1mU3Gp1QWQ+Rlh2oSQMeKZfrS6I4KPf7UckwkVjZif6PT6zoBoWgxs0cw2DD8oLQ7EbbVPNfIiGU68vZOhMPGUHJfNRNn3woSwaC0cwxEVjphfv92DJRW0MPigviMxHVZI32gquwnimxOMLqXomyj1Kz0fJ9A2ndqsFNcqiMZZezMzjC2Jv9ygABh9aYPBBeSHe85Fa2cVmtaA0thGVEy80m9kyHwCbTrPFO0eHEY7IOK+qCM2VRUYfJ+cw+KCcJ8tyfNolxbILALiKuOuDZucPhZXG5Jpz3P/RKJpOR5n5MLMdhwcBABdn+Up1s2LwQTnP6w8hFGvuS3XJGJAwbsuJFzqH02Px+4PKz9HYXJ9wuy2Z15vs99AUgw/KecOxHwrFDmtaGwrLxbjtJMsuNDNl0qXEec77gxpdLLuYXc/oJI4OjsMiAW3zGXxogcEH5bx0d3wI8S2nzHzQzAZjt9nWlE3fbCrUc9eH6Ykpl1VN5VOazkk9DD4o52XS7wEw+KDkDHjPvWBMaCxn2cXsxH4Plly0w+CDcl66l8oJouzCFet0LiL4mGnBmCAul+v3+LhozIQiERlviX4PNptqhsEH5bxh1TIf7PmgmQ0mmfmoLXXCIgHBsIzTsdFcMo9DfV4MjQdQaLfi/JYKo4+TszIKPh544AFIkoS77rpLeZ/P58OmTZtQVVWFkpISbNy4Ef39/Zmekyhtoucj3eBD1Hw5akvnMug992p1wWa1KLfesvRiPjuOREds186rhMPG38+1kvYzu3v3bvziF7/AqlWrprz/7rvvxvPPP49t27ahvb0dPT09uOGGGzI+KFG6Mu/5iP69EfZ80DnEMx/nbjgFgIZyNp2a1Zvs99BFWsHH2NgYbrrpJvzyl79ERUU8LeV2u/Hoo4/i3/7t33DZZZdhzZo1eOyxx/D2229j165dqh2aKBXDsdXqafd8KHs+WHahmSXb8wHEL5jrGWXmw0x8wTB2Hx8GAFyysMbg0+S2tIKPTZs24ZprrsGGDRumvH/Pnj0IBoNT3r9kyRK0tLRg586d0z6W3++Hx+OZ8kakphGl7JLeyFy5Scsubx85jSff6TL6GIRok6Lo35it5wOIN532eRh8mMl7J0bgC0ZQU+rEoroSo4+T02yp/oWnn34a7733Hnbv3n3Wx/r6+uBwOFBeXj7l/XV1dejr65v28bZu3Yr7778/1WMQJS3TaRexXt09GUQkIpvmau2/f3ovTo/58YnmcixrLDP6OHltdDKIYDg6uVJ9jtXqQjzzwbKLmSRuNT3XojjKXEqZj+7ubnzzm9/EE088gYKC2euaydiyZQvcbrfy1t3drcrjEgki+KgqyazhVJYBr0luth0ZDyi/ae87OWrsYUjp96gosifVpKhkPthwaipvcaW6blIKPvbs2YOBgQGcf/75sNlssNlsaG9vx0MPPQSbzYa6ujoEAgGMjo5O+Xv9/f2or6+f9jGdTifKysqmvBGpJRSOKPs50s18OG1WFDmia9nNsmL96Okx5b8P9rBUabSBJCddhAYuGjOdkfEA9p9yA+B+Dz2kFHysX78e+/fvx969e5W3T33qU7jpppuU/7bb7Xj11VeVv9PR0YGuri60tbWpfnii2Yg+DUlCRmuSlb4Pk0y8HB0cV/77YI/bwJMQkNqkCxAvu/R5fAhz0ZgpvN05BFkGFtaWoG6WFfmUuZR6PkpLS7FixYop7ysuLkZVVZXy/ltuuQWbN29GZWUlysrKcOedd6KtrQ0XXniheqcmSpIYs3UV2mGzpj+z7ypyoMftM03T6bHT8eDjo14vwhEZVpP0ouSjVCZdgGiQYrVICMcaVfnDznhivwezHvpIueF0Nj/+8Y9hsViwceNG+P1+XHHFFfjZz36m9pchSsqQ2PGRZslFqDDZltPE4GMyGMax0+NYUMvufKMku91UsFok1JU60eP2oWd0ksGHCYjL5C5h8KGLjIOP7du3T/lzQUEBHn74YTz88MOZPjRRxjJdMCaUJ0y8mIEIPsRvzwd73Aw+DJRq5gOI3m7b4/ah1+3DJ7U6GCXlxNA4uocnYbNIWDu3yujj5AXujqWcJlarV2QYfLhil8uZoecjEpGV4OMz86PfKD9k06mhkl2tnqihPDrxwqZT44mtpue3VKDYqXpBgKbB4INy2ohKZZf45XLGBx897kn4QxHYrRIuXx6dIuPEi7EGUmw4BYDGWNNpL3d9GI632OqPwQflNNHzkWnmIz7tYnzPh8h6tFYVY9UcF4DoxIssc2rCKIOedMouscwHt5waKhyR8XbnEAAGH3pi8EE5TWQ+qlTq+TDDtIsIPuZWF2NxfSmsFgkjE0Gm7w0yGQjD648un6stSz74YObDHPafcsM9GURpgU0J5kl7DD4opw3HyiTq9XwYn/kQOz7mVRejwG7Fwlij6YFT3PdhBDHp4rRZUJpCv0C9i4vGzKC9Izpi2zavKqNxfEoNn2nKafFpl/QXjAHmzHzMqykGAOVeF/Z9GGNwLBo81JY5U7oPpDHWcDrg9SMUjmhyNprdSwd6AQAbltUZfJL8wuCDclqml8oJyqitCRpOxWr1udXRjMfyRtH3weDDCAOi3yOJC+USVZc4YYuNSg/G7ukhfR0Z8OJQnxd2q4Qrlk1/BQhpg8EH5bRhtfZ8iLLLZNDQxk5/KIyTI9EegbnV0czH8ljm40OuWTeECBxSmXQBYovGysTttiy9GOHFfdHb1i9eUK3cXk36YPBBOWsyEMZkMAxAvSVj4YiMMb9xN9t2DU1AloFSpw3VsVt6Rdmlx+1Tykykn4E0Jl0E5Y4X9n0Y4sX9PQCAa1Y1GnyS/MPgg3LWSKw51G6VUJLh4qACuxXO2FXpRu76OComXWqKlf6CsgI7WiqLALD0YoRUV6snii8a48SL3j7u9+Lj/jHYrRI+x34P3TH4oJyV2O+RSiPgTETfiJEr1hPHbBMtV5pOWXrR20Aa202FBk68GObFfdFG03ULazK68ZrSw+CDcpbIfGRachHMsOX0mDJmO/Uel+WceDGM0vORwo4PIR58MPOhtz/sjwYf16xqMPgk+YnBB+UstSZdBPHb0eikcX0VyqRLzZmZj/imU9JXfNol9ZtpRfDBhlN9fdzvxeGBMTisFo7YGoTBB+UsZdKlRN3Mx4iRmY/T8QVjiUTm4+jpcUwEjGuIzTfhiKys8E8v8xHt+WDDqb5eECWXRdUoK2DJxQgMPkxuzB/iAqI0qXWpnCDGbd0GbTl1TwZxeiz6tc87I/ioLStAdYkTsgx81Os14nh5aXg8gHBEhiSlt8K/oTya+Rjw+vjvXCeyLOPFfWLKhSUXozD4MLHu4Qlc/K+v4euP7zb6KFlpeEKdS+UEo3s+jseyHrWlzmmnd7jvQ3+i2bSq2JHWau7qYifsVgkRGej3ctGYHjr6vegcHIfDZsGGpSy5GIXBh4k9uuMYRieCeOvIafhi+yooeSPj0SChUqXlQS6DV6zPNOkirJjDplO9iTHbmhQXjAmWhEVjfWw61YWYcvnsohqUsuRiGAYfJuWeDOI373YDACIy0Dk4ZvCJss/QePQHQ2WKa69nomw5NSjzcVS506Vk2o9zzbr+BrzpLxgTGmN9H2w61V605BINPq5lycVQDD5M6qk/d2EiEM92HO5n8JGqeOZD3bKL26Bpl6OxAPTMZlNBlF06+rwIsn9AF5ksGBPqueVUNx/1enH0dLTksp4lF0Mx+DChYDiCx986DgDKCu2P+9lEmKp4z4c6qdXyQmN7PmYruzRXFKHUaUMgHGGwqpNBFTIfoum0h2UXzYl16n+xuCbjrceUGQYfJvTivl70eXyoLnHitnXzAAAf84dJSmRZjk+7qNRwamTPhyzL8eCjZvrgw2KRsJSbTnWlRuZDlF16WXbRlCzL+MP+6EVyvMvFeAw+TEaWZfxqx1EAwM1trVgRq+MfHmDmIxUeXwihSPT2WbWWjJWL9eoT+t9sO+D1YyIQhtUiobmiaMbP46ZTfWWyWl0QZZdeD4MPLX3Y68Gx0+Nw2ixYv6TW6OPkPeadTGbX0WEcOOVBgd2Cmy5sRTj2A7RreAKTgTAKHVaDT5gdRNaj2GFFgV2d50yUXQLhCCaDYRQ59PvnczS2Vr25ohAO28y/M4im0w8ZfOginvlIb9oFSMx8sOyiJdFo+heLa1HMkovhmPkwmUdjWY+N5zehstiB6hIHKorskDnxkhK1d3wAQJHDCofVmJttlbXqM/R7CMquj14PIhF9szP5SI1pF5H5GBzzIxBio7AWZFnGi7zLxVQYfJhI5+AYXvloAABwy8VzAQCSJGFhXSkANp2mQu1+DyD6/wuXQYvGlAvlZhizFRbUlsBhs2DMH0LX8IQeR8tb4/6QMpGWSc9HVbEDDqsFshwv45C6DvZ4cGJoAgV2Cy5jycUUGHyYyH/uOAYA2LC0dsoPmUV10f8+PMDMR7LUvlROiE+86DtuO9uki2C3WrA4Fqyy70NbIutR5LBmlMa3WKR43wfHbTUh7nK5bAlLLmbB4MMkhscD+O2ekwCAv7tk3pSPLYr9MDnMzEfShjXIfAAJK9Z1nniZ6UK56SznxIsu1Jh0ERh8ANs7BnDRA6/hTwf7VH3caMkldpfLSk65mAWDD5N4YtcJ+EMRrJhThrVzK6d8bGGtKLsw85Es0fOhdvDhMmDLaTAcUUooM43ZJuLEiz7UmHQRGkXwkcdNpz9v78Sp0Ul8e9sH6Fdx8mf/KTe6hydRaLfiL5bUqPa4lBkGHybgC4bxv3eeAADcesk8SJI05eOi7NI9Ep14odlp0fMBJGY+9Cu7nByZRCgio9BuRV0SUxXLuGZdF2pMuggN5bGJlzzNfAx4fXjn2DCA6Jj8lmf2qzbOLqZcLltaq+uEGp0bgw8T+P0HPTg95keDqwBXrzy7E7uqxImqYgdkGTjCvo+kDMdWq2vV8+HWMfMh1qqfV10Mi0Wa5bOBpQ2lsEjA6TE/Brg7QjNqTLoIDUrZJT8zH3880AdZBlqriuCwWvDaoQGlDJ2JxCmXa6f53krGYfBhMFmW8eib0UbTr33mPNhnuJZ7YSz7wYmX5IwoZRd1b60sN2DaRen3SKLkAgBFDpvSsMzsh3YGPGoGH/md+RANof/Xha24+3OLAAA/eOHDjIOxfSfdODkyiSKHFZcu5pSLmTD4MNibh0+jo9+LYocVX/50y4yfJ5pOP+am06TEG07VudFWcMUyKXqWXY6m0GwqiL6PA6fYdKqVwTH1Gk5F5iMfb7bt9/iw+3i05HL1ygbceslcfKK5HF5fCN/5XWblF5H1WL+0jgsaTYbBh8F++WZ0qdhfX9AMV+HMv6UvVCZeWHZJRjz4UDnzYcDlcmLHx2xjtonYdKo9UdJSs+xyOg8Xjb20vxeyDJzfUo7G8kLYrBb8r79aDYfNgvaPB/Gbd7vTelxZlpV+j2tYcjEdBh8G6ujz4s3Dp2GRgL+9aO45P3dhLcsuyQqFI3BPatTzESu7uHUctU12x0cisWb9YC8zH1o5PaZew2llsUNZm6/mpEc2iG8ejY/BLqgtwT2XR8sv//TCRziVxhTQ3u5RnBqdRLHDiksXc8rFbBh8GOhXsazHlSvq0Vw582VhQLzscnJkEuP+kOZny2ZiB4ck4ZzZpHSU6zxqO+4PoS/2wyidzEf38KSugVK+CIUjGIpl19TIfEiSlNB0mj/BR5/bh93HRwAAV6+sn/KxWy6eh/NbyjHmD+E7v9uXcvlFZD3WL61T7X4nUg+DD4MMeH14bm908c0tF8+b5bOh3PMCcOJlNqLk4iq0wzZDA2+69B61FVmPymKHcqtuMsqLHJgTG9/kJXPqGxoPQJYBq0VSbZw7HydeXjoQDRA+1VqhNN0KVouE//VXq+G0WfDm4dN46s/Jl18iERl/4F0upsbgwyD/784TCIQjOL+lHGtaK5L6O/FlYyy9nItW202BePDhC0bgC2q/cyWVzaZnWsZNp5oRky5VxQ5Ykxh/Toa43Tafmk6VnowZAoR5NSX49hWLAQA/fPFDdCd5X9H73aPocftQ7LDis4tYcjEjBh8GmAyE8f/tii4VO3OV+rnwjpfkKAvGVO73AIASp035YaNH6SWdfg9BueGWmQ/VDY5FA4TaMvWmqcSK9b48yXz0uifx7okRSBJw1YqZsxNfv2guLjivAuOBMO793b6kbmsWQc3nlrHkYlYMPgzwu/dOYmQiiObKQlyxvH72vxDD222TI1arV2iQ+ZAkKT7xokPpRQk+ktzxkWg5N51qRtnxUaJe8CG2nPbkSc/HH/ZH73C5oLVSCbymY7VI+NEXV6PAbsHbnUN44s9d53zcSERWyjmJTaxkLgw+dBaJyMrttV//zNyUUraLOG6bFC0zHwDg0nHRWDo7PgSR+TgyOKZLiSifqLlaXWjMs56PF/fFLntLoifjvOpifOfKJQCArX/4CF1DM5df3u8eQa/bh1KnDZcsrFbnsKQ6Bh86e+3QAI6eHkdpgQ1/fUFzSn9XlF1OjU5ijBMvMxJTCFpkPgD9dn3IsoxjsdXqc6tLUv77Da4CVBTZEY7I6OhjtkxNaq5WF+Jll9zPfJwancR7XaOxkkty2d+vtp2HtXMrMREI49u//WDG8ssLLLlkBQYfOvvVjuh47Y2fbkGJM7VLjsqLHMo3O068zExkPqq0Cj5iGRW3xmWXofEAPL4QJCl650WqJEnCijksvWhByXyo2PMhGk5PjwXgD+V2puql2CTKBedVorYsueyRJVZ+KXJY8c6xYfyfncfP+hxOuWQPBh86OnDKjV1Hh2GzSPjaReel9RiLeMfLrIZjGYlsz3yIfo855YVp/wbHiRdtDHhj201V7PkoL7LDKRaNuf2qPa4ZiezEtSkGCC1VRdhyVbT88sAfD+F47N+IsKdrBP0eP0oLbLiYJRdTY/ChI7FU7NpVDWfNtCdLjNseZvAxoxGNVqsLSs+Hxsu70lmrfiY2nWpjQIPMhyRJaFSaTnO37+PkyAT2dkdLLlcmWXJJdNPaVnxmfhV8wchZ5Rcx5XL5sno4bSy5mBmDD530uieVaD+V8dozKRfMsel0RmLPh9qr1QW9tpxm0mwqiKbTj3o9CIXz684QrciyrEnDKZAfi8Zeik25rJ1bmdbzZ7FI+NeNq1DssGL38RE89vZxAEB4Sskl9aCG9JVS8PHII49g1apVKCsrQ1lZGdra2vDSSy8pH7/00kshSdKUt9tvv131Q2ejx98+jlBExoXzKpU6fDqUXR/MfMxoWOn5UPdGWyF+v4u2PR/HTotm0/SDj7lVxShyWOEPRZRghjLj8YXgj13+pmbDKRBvOs3lFesvTHOXS6qaK4vwD9csBQA8+MdDODo4hnePD2PAGyu5LOBiMbNLKfhoamrCAw88gD179uDdd9/FZZddhuuvvx4HDx5UPufWW29Fb2+v8vbggw+qfuhsM+YP4cl3orPpf5fEKvVzEbs+etw+eH28s+NMk4EwJmNjpRUalV3KdRq1PSrKLjWpT7oIFouEpQ3s+1CTyHqUFthUn6YQTae9ObrltHt4Ah90j8IiAVemsONoOjd+ugUXL6iGPxTBPds+wPOx0d0rltcrl/SReaX0/6HrrrsOV199NRYuXIhFixbhhz/8IUpKSrBr1y7lc4qKilBfX6+8lZWVqX7obLPt3W54fSHMqy7GZUtqM3osV6EddbE6Mzednm0ktmDMbpVSniZKlkuHhtNwRMaJ2C6DTMouQLz0cvAU+z7UoDSbqpz1AICG8twuu4iyyIXzqjJ+/iRJwr9+cRVKnDa81zWKJ2K/4HHKJTukHR6Gw2E8/fTTGB8fR1tbm/L+J554AtXV1VixYgW2bNmCiYlz7+L3+/3weDxT3nJJOCLjP9+KLhX724vnwqLCPRDxZWMsvZwpsd9DktS5c+NMopdkdEK7skvP6CQC4QgcNovShJguJfhg06kq4v0eGgQfOV52eVHlMdg55YX43rXR8ossR38xuGg+p1yyQcq/Gu7fvx9tbW3w+XwoKSnBs88+i2XLlgEAbrzxRrS2tqKxsRH79u3Dvffei46ODjzzzDMzPt7WrVtx//33p/+/wOT2n3Kje3gSZQU2bDy/SZXHXFhbijcPn2bT6TS0vFROKNdh2kX0Z5xXVZTxxWXxiRc3ZFnWLCjLF4PKgjF1m00BKFNwuRh8dA1NYN9JNywSUrpWYjZ//alm/GF/H9o/HsRVK1hyyRYpBx+LFy/G3r174Xa78dvf/hY333wz2tvbsWzZMtx2223K561cuRINDQ1Yv349Ojs7MX/+/Gkfb8uWLdi8ebPyZ4/Hg+bm1DZ/mlnPaDR9urCuFIUOderD3PUxM1F20TT4iE27TATC8IfCmoz0xTebZlZyAYCFdSWwWSR4fCGcHJlEc2XqC8soTo/Mx/B4AL5gOKc2dIqsR9v8KlSruB9FkiQ89JVP4tn3TuL6T8xR7XFJWymHiA6HAwsWLMCaNWuwdetWrF69Gj/96U+n/dy1a9cCAI4cOTLj4zmdTmV6Rrzlkn5P9DeY+iS3+CVjIe94mdGwxqvVgWijoUgeuDXKfsRvs02/2VRw2qzKa4all8xpsVpdcBXaURgLOHJtzfqL+2N3uaxU/7I3V6EdX7torqb/7kldGeenIpEI/P7pt/Ht3bsXANDQkL8NQP0e9ZcRLaiN/kDq8/g0++GXrbS+VA6ITpCIplO3Rk2nauz4SCT6Pj7kxEvGtMx8SJKkNJ3m0qKxE0PjOHDKA6tFwhXL64w+DplASsHHli1b8MYbb+D48ePYv38/tmzZgu3bt+Omm25CZ2cn/umf/gl79uzB8ePH8fvf/x5f/epXsW7dOqxatUqr85ueyHzUqZj5cBXalUzKkQGWXhINT2if+QASVqxrFPzFx2zVDT6Y+cicltMuQLz0kkuZD1Fy+cz8KlSpWHKh7JVSz8fAwAC++tWvore3Fy6XC6tWrcKf/vQnfO5zn0N3dzdeeeUV/OQnP8H4+Diam5uxceNGfPe739Xq7FlBi7ILEK3j93l8+Lh/DGtaK1V97GymNJwWabPjQ3AVOYChCU3GbX3BsPJbr1qZD14wpx6ttpsKudh0KtaeX7Myf7PgNFVKwcejjz4648eam5vR3t6e8YFyTV8s+FCz7AJEx22jEy/MfCRSgg+Nf7uKXy6n/rjtiaEJyDJQVmBTrXF2aUMZJCn6ehwa8/O3zzQFQhGMxAJOrTIfjbHMh2hWz3bHTo/jYI8ouXDtOUVxJkljA7GeD7UzH/E162w6TTQyHv3BoGXPB5C4Yl39zIeyVr2mRLWx2BKnDedVRbMozH6k7/RY9N+z3SopAaja6mOZj1wpu4jFYhctqGZDKCkYfGhozB/CmD8EQN2eDyA+8cLMx1Txng9tyy7lGm45VbvZVFgW6/s4wKbTtIlJl+oSpyoLA6cTbzjNjeDjBaXkwqwHxTH40JDo9yh12lCs8qrvhbGJlwGvX7OJi2wjy3J82kXj37BcYsupBpfLKc2mKgcfbDrN3IAoo2pUcgES7nfJgWmXzsExfNTrgc0i4fJlDD4ojsGHhvo16vcAgNICu1IbPsyJFwDR20ZDERlAfAW6VrTMfMR3fKgdfESbTj9k8JG2wTHttpsK4mbb0YkgJgNhzb6OHv6wjyUXmh6DDw1pMWabKF56Yd8HEN/xUeywar4ZUsubbUXwMU+lMVtBZD6OnR5XyoGUGtHDpVWzKRBtNC6ObUPO9uyH2ne5UO5g8KGhfo2aTQWuWZ9Krx0fQMLlciqXXUYnAsrEjmgQVUt1iVO5EfmjXmY/0iEyH1qWXSRJUrIf2dx0emTAi0N9XtitEq5gyYXOwOBDQ+IbR63GmQ+WXaL06vcAAJdGmQ+R9agvK1C9TwhIuGTuFJtO06FH5gOAcpNxNjedvrivDwBw8YJq5d8LkcDgQ0NiE2K9Bj0fQHTXB8CyizAk7nXRuN8DiPd8qN3sq1W/h8Cm08zokfkA4ltOe7N418cflJKL+ne5UPZj8KEhkfnQrOcjNvEy6PVrsuwq24jMR5UOmY/yWIDj9YcQDEdUe1y116qficFHZgY92q5WF8Suj15PdmY+Dvd70dEfLbl8bhnvcqGzMfjQUPxSOW2Cj2KnDXNi6VlmP/Tt+SgriJdEPCouGjum0Y4PQZRdDg94EQipFzTlA1mW45kPjf5NC41ZnvkQjaaXLKxRLmEkSsTgQyOyLMfLLi7tvlGx6TROz54Pm9WC0lgAoublckc1mnQRmioKUVZgQzAs8zWTotGJIILh6Ch3dYm2r7GG8uy+34V3udBsGHxoZHg8oHyjqtHwHg3R93GYP0gwHFutrkfPB6D+uG0kIuO40vNRospjnkmSJO77SJPIepQX2eG0aTvKrfR8ZGHw8XG/F4cHxuCwWrCBJReaAYMPjYiSS3WJAw6bdk8zd33EDY9Hn/NKjVerC+WF0SDHrdK4bb/Xh8lgGDaLhKaKQlUeczrxvg9OvKRCmXTR4VI+EXy4J4OYCGTXThaxTn3domqWXGhGDD40omw31XATIpBwwRzHbZXbRiuL9bmxVe3Mh2g2baksgt2q3T/N5XPYdJqOwTHtNhafqbTAjpLYqHU2ZT9kWcaL+3oAcLEYnZv6iwQIQDz40LLfAwAWxCZeTo9Fl1Pp0e9gVsNKz4c+v225VF6xflTjMVtBKbv0evBxvxfpXI9WU+pUJn7yhZ6ZDyCa/Tg8MIbeUR/m12hThlNbR78XnYPjcNgs2LCUJReaGYMPjfQpq9W1/UZV5LChqaIQJ0cm8XG/FxfOq9L065mVLxhWrrfX64eikvlQqeH0mEYXyp1pXnUxnDYLJgJhXP7jN9J6DKfNgtfuuVSZtsoH4kZbrSddhIbyQhweGENPFq1Y/+OB6GKxzy6qQWkBSy40M5ZdNKKM2WpcdgHYdAoAOw6fBhAN9vTY8wHEez7U2rFy7HS0b2eexr/l2qwW/O3Fc1FV7EBlGm8OqwX+UAQ7O4c0PafZDHr1zXyIwO7kSPYEHx190e9BbXn6SxAlj5kPjQzoVHYBgIV1JXjt0EBeN52KvQJXr2yAJKVTSEid2j0fWm83TXTvlUtw75VL0vq7P3j+Q/znW8dwsMeNL65pUvlk5iVG5/Xo+QCA1qoiAEDX0LguX08NXcMTAOJnJ5oJMx8a0avsAgCLavP7jhdfMIyXP+wHAFyrY5NbuXK5XObBRyAUQXfsN1ytdnyoJV+3pCqZD423mwotlbHgI/YD3exkWUbXUPSs4uxEM2HwoRFRdtFqtXqieNklPzMfb3w8iDF/CA2uAnyyuUK3rxu/3yXzskvX8ATCERlFDqvm94ZkSkzLfNTjQSQiG3wa/Sg9Hww+pjU6EYTXHx0LbmbwQbNg8KGBYDiCoXH9go8FtSWQpOjFakOxRUj5JLHkYrHoU3IB1G04TSy56FU2Stf8mhI4bBZ4/SF0j2THD8ZM+YJheH3RH6w1OvRxAUBLrHRxeiyAcb/5d32IIKmuzIkCu7ZL2Cj7MfjQwKDXD1kG7FYJlTpMXhQ6rGiuiH6jyre+D18wjFdiJRe99wqo2fMhmk316PfIlN1qwZL6aLYtX0ovouTisFmm3OujpbICu/Iay4Yg78QwSy6UPAYfGuhLWDCm12/i+bpsrP3jQYwHwphTXohPNpfr+rVdsWkXjy+IcIblB60vlFNbvm1JTSy56JmZEj/ITwyZP/joVoKP7HgNk7EYfGhATLro1RUPJK5Zz6/gQ1xgddWKet3LFWLJmCwDXl9m2Q+x3VTrMVu1LIstKjtwKl8yH9F/03o1mwoi+OjOgr4PNptSKhh8aEA0m9brtIwISLzdNn/KLr5gGK98ZEzJBYim4Isd0dp2pqUXPcds1ZBvEy+DOjebCtnUdHpiOHY9QFX+LJ6j9DH40EB8zFa/4GNhbXzRmCznxwTC9o4BTMRKLp/QueQiqDFu6/UFlbT+eVkSfCytL4NFAk6P+ZVMXy4b0HnMVhD7MrKj7BIdFWfZhZLB4EMD/QYEHwtqS2CRopernR5TZ+Om2YnbM69Zpd9isTPF73dJ/zk/fjr6g6W6xJE1t4AWOqxKiSgfsh/xzId+/6aB+Miq2csugVBEWQPPsgslg8GHBvp1XDAmFNityj/6fFizPhkI49WPBgAA16w07vZMMY3gziDzcTSLJl0S5VPTqVGZD/Fv+uTIZMZNzVo6OTIBWQaKHFZUl+TXhYOUHgYfGjCi5wPIr6bT1zsGMBkMo6miEKuaXIadQwQfI+PpZz6yrd9DyKe+D6N6PhpchbBbJQTCEaWca0ZdCWO2Zt9TQ+bA4EMD/W4x7aJv8KE0nQ7kftOpWCxmZMkFiI/bZtLzoYzZZsmki7AiNvGSD8HHgEHTLlaLhKYKcceLeUsvoizEzaaULAYfKhv3h5QVw3qWXYD8ud12IhDCa7GSy7UrGw09S4UKi8bEmG22ZT6WxTIfXcMT8GQ4amxm4Yis9FHp3fMBxH+gdw2b94I50RDbyuCDksTgQ2WiNlzssKK0QN/mQTHx8nH/WE5PvLx+aBCTwTCaKwuxInbPiFEy7fmQZTnrFowJ5UUO5dr3D3M4+zEyEUA4IkOSgCoD+hlas2DcVim78DZbShKDD5X1ufWfdBHm1RTDIkV/EIoadS56cX8PAOCalY2G15fLRdklzWmXwTE/xvwhSFJ2fuPOh76PgVgPV2WRA3ar/t8y47s+JnX/2snqYtmFUsTgQ2WiNmxE8FFgt6K1Kvrbc64uGxv3h/DaoVjJxYDFYmdyZXi53LFYyaWpohBOW/ZdxrVc6fvI3YmXwTFjJl0EpewyZM6yiyzLSvDBsgsli8GHyuKZD2O+US2sFZtOc7Pv47VDA/AFI2itKlJ+6zZSeWwvhzvNno/4pEt2NZsK4v8HuVx2EUvUjAo+xKIxs5ZdhsYDmAiEIUnAnApuN6XkMPhQmRizrXPpn/kAEppOc3TiRdzlcs1KY6dchEw3nGZrv4ewPNZzc3hgDL5g2ODTaENkPoxoNgXimY+RiaApG3tFs2lDWUFWZu/IGAw+VKYsGDPoG9VCcbttDmY+xv0hvN4RWyxmgpILEG84HZ0IIJLGEqhO5UK57Aw+6ssKUFnsQDgio6Mv915zQLznw6jMR4nThqriaJBrxnHbbjabUhpsRh8g1xixWj3RooRFY7IsmyI7oJZXDw3AH4pgbnUxljUYX3IB4uvVIzLwxZ+/DUuKz/dHvdFyRbaN2QqSJGF5YxnePHwaB3s8WG3QHTuz+eOBPvznW8fSChBFdkrvBWOJWqqKMDQeQPfwBFbMMW6p3nQSF4wRJYvBh8r6Yw2n9S5jvlHNqymG1SLB4wthwOs3LAjSwov7xJSLOUouQLTJd055IU6NTuK9rtG0HsNhtWBJvTmCqXQsU4IP8zadbn3po4wvZ1tcX6rSaVLXUlmE97tGTdn3oez4qMrOAJqMweBDRbIsKz0fRtWHnTYrWquKcHRwHB/3e3Mm+Bjzh/B6xyAA4GoD73KZzm+/0YYPukfT/vvzakoMS+mrYbnJN512D0/gxNAErBYJP/3yJ2CzpB64Vpc4saa1QoPTJUdkFU6YMPjgdlNKB4MPFY1OBBEIRQAAtQZNuwDAotrSWPAxhksW1hh2DjW9+lE/AqEI5lUXY2mDcb+BTqfBVYgGV/52+YuJl0N9HoQjMqxp/HDX0o4jpwEAn2wux7WrjN2Im64WE99uy7ILpYMNpyoSFz9VFjsM7fpelINNpy/sM8ddLnS2uVXFKHJY4QtGcHTQfFNWOw5Hg4+LF1YbfJL0tZh0y6kvGFa+73HHB6WCwYeKRLOpkY1pQO7dbuv1BdEeK7mYZcqF4iwWCUsbzLnpNByR8VZnNPi4JIuDD9FPcWpkEqFwxODTxJ0ciQZDpU6bMvlFlAwGHyoSwUe9QTs+hPgFc7lxx8srH/UjEI5gfk0xFteZq+RCUSuUNevmajr9sMeD0YkgSpw2rGoqN/o4aastdcJhsyAUkdEbW2RoBolr1ZmRpFQw+FCRsmDMoGZTYW51MWwWCV5/SEmJZjNlsdgq4+9yoemZten0zSPRjNmF86oMuZdFLRaLhObY9tBMp3bUFJ90YcmFUpPSv8ZHHnkEq1atQllZGcrKytDW1oaXXnpJ+bjP58OmTZtQVVWFkpISbNy4Ef39/aof2qyUHR8GZz4cNgvOq86NO148viDe+DiaNjfDXS40vWUJF8yZKdsm+j2yueQiiNKLmfo+2GxK6Uop+GhqasIDDzyAPXv24N1338Vll12G66+/HgcPHgQA3H333Xj++eexbds2tLe3o6enBzfccIMmBzej+IIx48cmc6Xp9JUPoyWXhbUlSjmJzGdRXSnsVgnuySBOjZrj9tXJQBjvHh8BkN3NpoIZm07FxlWO2VKqUhq1ve6666b8+Yc//CEeeeQR7Nq1C01NTXj00Ufx5JNP4rLLLgMAPPbYY1i6dCl27dqFCy+8UL1Tm5Qou9SbYLfGwtpSAH1Z33QqSi5m2+1BUzlsFiysLcWHvR4c7PGgqcL4H0a7jw8jEI6gwVWQtXfnJFJutx02z+22ym22LLtQitLe8xEOh7Ft2zaMj4+jra0Ne/bsQTAYxIYNG5TPWbJkCVpaWrBz584Zgw+/3w+/36/82eMxV804FX0Gr1ZPJLIEbx4+jfufP5jWY3yqtRJXr6w3rM/CPRnEG4c55ZItljeWRYOPU25csbze6OMo+z0uXlCdE71CrSbLfMiyzLILpS3l4GP//v1oa2uDz+dDSUkJnn32WSxbtgx79+6Fw+FAeXn5lM+vq6tDX1/fjI+3detW3H///Skf3GxC4QhOi9svTVB2ETX4XrcPj711PK3HeOyt4/jL1Y34lxtWosSp/z66lz/sRzAsY1EdSy7ZYHljGbbtMU/T6Zs5sN8jkbi4zSyXyw14/fCHIrBaJDSW5++SPUpPyj9RFi9ejL1798LtduO3v/0tbr75ZrS3t6d9gC1btmDz5s3Knz0eD5qbm9N+PKMMjvkhy4DVIqG62PjgY251MX765U+kXXYZnQji6d3d+P0HPdh/yo3/uPGTykSDXuJ3uWTnVsp8s3yOeSZeTo/5lUv7LlqQG8FHc6yU5fGFMDoRQHmRw9DziKxHY3lBVk8SkTFSDj4cDgcWLFgAAFizZg12796Nn/70p/jSl76EQCCA0dHRKdmP/v5+1NfPnIJ1Op1wOo3/YZ2p+J0uTlhMsl76+k/Myejvf+GTc3DnU+/j2OlxfOFnb+N71y7D36xt0SWF7Z4IKr+5XrPK+BQ+zW5pQxkkKVp+HBrzo6rEuH/Xb8VKLksbylBt4DnUVOiworbUiQGvH13DE8YHH0MsuVD6Mg5XI5EI/H4/1qxZA7vdjldffVX5WEdHB7q6utDW1pbplzG9fhP1e6jlU+dV4g9/fwnWL6lFIBTB9/7rAO548n14fEHNv/afPuxDKCJjSX0pFtSy5JINSpw2nBcbBzU6+5FLI7aJzDTxckLp98j+Zl7SX0rBx5YtW/DGG2/g+PHj2L9/P7Zs2YLt27fjpptugsvlwi233ILNmzfj9ddfx549e/D1r38dbW1teTLpYp4xWzVVFDvwq5s/he9esxQ2i4QX9/fi2od2YN/JUU2/rrJYjFMuWSVx34dRZFlWMh8X50jJRVButzVB30c3m00pAykFHwMDA/jqV7+KxYsXY/369di9ezf+9Kc/4XOf+xwA4Mc//jGuvfZabNy4EevWrUN9fT2eeeYZTQ5uNspq9RzKfAiSJOHvLpmHbbe3YU55IbqGJ7Dxkbfx2FvHNFkoNToRUH54XM0pl6yy3ARr1o+eHkeP2weH1YILzqs07BxaEE2nZrjdlpMulImUej4effTRc368oKAADz/8MB5++OGMDpWN+txi0iX3gg/hky0V+MPfX4L/+bsP8KeD/bj/+Q+x6+gQHty4Gi4VL5X674P9Ssllfk2Jao9L2hNNyR8amPkQJZdPnVeBQodxt0trwUyZD65Wp0ywRVklA97c6/mYjqvIjp//zRp8/7plcFgt+NPBflz90Jt4v2tEta/xwv5oyYXr1LOPyHwcGxrHuD9kyBlybcQ2kfhBb3TPx0QgpKwW4HZTSgeDD5XkctnlTJIk4WsXzcXvvvEZtFQW4dToJP7q5zvxqzePZlyGGRlPKLmw3yPrVJc4UV9WAFmGMuqqp1A4gl1HhwDkXr8HEP9B3+ueRCAUMewc3cPRFfquQjtcheplPSl/MPhQSZ87NxtOz2Vlkwsv/P3FuGZVA0IRGf/84kf4u//9LkbGA2k/5p8O9iEckbGsoQzzWHLJSssNbDr94OQoxvwhlBfZdd9Lo4eaEicK7VZEZBh6h86JoeiKd5ZcKF36r63MQZOBMDy+aIrZ6Btt9VZWYMd/fOWTaJtXhR+88CFePTSAax56E3dcthAF9tRj26f+3AWA69Sz2fLGMrx6aMCQplNRcrlofjWsJtm3oyZJktBSWYSOfi+6hicw16A7a0TZhyUXSheDDxWIkkuh3YpSA9aQG02SJPzNha04v6UCdzz5Ho6eHsc/PLs/o8fkiG32WtZo3KZTZcQ2B/s9hOaE4MMonHShTOXfT0oNKP0eroKcuMAqXcsay/D7Oy/GT1/5GB39Y2k/Ttu8KpyXA7eQ5itRdvm434tAKAKHTZ/q7pg/hPe7RgHkZr+HoCwaGzLudlvlNlsGH5QmBh8qELfZ1pbmT7/HTEqcNvw/1ywz+hhkoKaKQrgK7XBPBvFxvxcr5ujTe7GrcwihiIzWqqKcLgeYYeKFmQ/KFBtOVTAQu9cl18dsiZIhSRKWNUSzH3ru+9iRo1tNzxRfsW5Mw2k4IuNk7Gu3sOGU0sTgQwWJZRciMmbTab4EH80JZRctNgzPpt/jQyAcgc0iocFVqPvXp9zA4EMFLLsQTbV8jr7jtr3uSRwZGINFAj4zP7eDj6aKQkgSMB4IYziDsfZ0iZJLU0VhTk4UkT4YfKhAlF2Y+SCKEjs2Pur1IBLR/rdzsVJ9ZVO5qqv+zajAblWWGRrR99EVW6veUsWmcEofgw8V9HnyY7U6UbLmVRfDabNgPBDGcR2mMsSI7SU5XnIRlNKLEcGH0mzKkgulj8FHhmRZzqvV6kTJsFktWNKgT+lFlmXsOBJdqX5RngQfrUrfh5HBB5tNKX0MPjLkngzCH7tjoYY9H0SKFTqtWT/U58XpMT8K7Vac31qu6dcyC+V2WwMyHyeU4INlF0ofg48M9cf6PcqL7Ciw59b13USZWK5sOtV24kX0e6ydVwmnLT/+DbYYuOujm5kPUgGDjwyx5EI0PTFu+2GPR9OR0HwZsU0kfvB36xx8eH1BZcKGOz4oEww+MqSM2TL4IJpicX0prBYJQ+MBJUOoNn8ojHeORfs9cvk+lzOJ4KPP44MvGNbt64pMS1WxAyV5eI8VqYfBR4YGlMwH+z2IEhXYrVhQUwJAu9LLnhMj8AUjqCl1YnFdqSZfw4wqYz/8ZRk4OaLfptNu3mZLKmHwkSGO2RLNTJReDpzSpun0rYSSSz5d6ihJkhIA6Fl6ORGbrmllyYUyxOAjQyKdzLIL0dmWabxmXTSb5suIbSKxZ+OEjrfbcsyW1MLgI0NsOCWaWXziRf3Mx+hEAPtORYOafGo2FVpjG0b1vGCui2UXUgmDjwz1K2UX9nwQnUlkPk6NTmJ0Qt17SN7uHIIsAwtrS/LyagMjtpyKr9XK4IMyxOAjA+GIjEFv7F4XZj6IzuIqtKM5Vh74UOXshxixzceSCxAvfXQN61N2CYUjOBVrbuWYLWWKwUcGTo/5EZEBq0VCVQkzH0TTWd6gTelF9HtckkcjtolaEzIfWu5REXrdPoQiMhw2C+pK+csWZYbBRwZEyaWmxMmrpYlmsFyDptOuoQl0DU/AZpGwdl6Vao+bTRrLC2GRAF8womRgtaT0e1QUwsLvd5QhBh8Z6HOz34NoNsvnqH/Hy5tHBgEA57dU5O2yK4fNggZXtKSlR98HJ11ITQw+MtDv5Zgt0WzExEvn4BgmA+ps43wrz/s9hFYd73hh8EFqYvCRgX43x2yJZlNb6kR1iRMRGTjUl3n2IxyR8daR/FupPh3ldtshHYKP2NdoqeJttpQ5Bh8Z4Jgt0ewkSUro+8g8+Dhwyg33ZBClThtWN7kyfrxspueWU2Y+SE0MPjIgyi5crU50bmoGH2LE9sL5VbBZ8/tbGMsulK3y+19uhvrdvNeFKBmi7+NDFSZe8n3ENpFSdtE4+HBPBOGeDE75mkSZYPCRgX5vrOcjD7crEqVCZD4+6vMiGI6k/TiTgTD2nBgBkJ8r1c8kAoFBr1+1Zt7piKxHTakThQ6rZl+H8geDjzT5gmGMTkR/E+DCHaJza6ksQonThkAogs7BsbQf551jQwiEI5hTXoi51Wx8LC9yoKwgOmrcPaJd9uNEbIsq16qTWhh8pGkgdput02ZBWWF+7hkgSpbFImFZQ6zv41T6fR/xEdsqSBIXXQHxVedaTryw34PUxuAjTX2eeMmF3wSJZrdMhabTN2P9HhcvrFHlTLmgtVLcbqtd8NHN22xJZQw+0qSM2bLkQpSUTNesD3r9ONTnBQBcND8/V6pPR7nddki7C+ZEVqWVF8qRShh8pEkJPthsSpQUZeKl15PWRWhvd0azHssayniRY4KWSu3HbVl2IbWxWSFN8cwHvwkSJWNhXQkcVgu8vhC+8LO3YUvxcrJTo9Hr3DliO5XWuz6C4Qh6Ys89gw9SC4OPNPXHGk45ZkuUHLvVgjWtFdh5dAh7u0fTfpzPLatT71A5QAQE3SOTiERk1W+cPTUyiYgMFNgtqOEvW6QSBh9pEg2nvFSOKHk/u+l8/Pn4cFplFwCoKS3AmtYKlU+V3RpcBbBZJARCEfR7fcpNt2pJLLmwuZ7UwuAjTQMsuxClrKLYgSuW1xt9jJxis1owp6IQJ4Ym0DU0oWnwQaQWNpymQZblKaO2RERG0nLNejz44FI3Ug+DjzR4fCH4gtEV0bzXhYiMpuXttl1DIvhQN6NC+Y3BRxpEycVVaEeBnfccEJGxWjUctxWP2VrFzAeph8FHGkTJpa6M/R5EZDyl7KLyinVZlpXgg9tNSU0pBR9bt27FBRdcgNLSUtTW1uLzn/88Ojo6pnzOpZdeCkmSprzdfvvtqh7aaGLMliUXIjIDrcouIxNBjPlDkCSgqYJlF1JPSsFHe3s7Nm3ahF27duHll19GMBjE5ZdfjvHxqWt9b731VvT29ipvDz74oKqHNpqyYIzBBxGZgLhcbmg8gDF/SLXHPRFb2V5fVsASM6kqpVHbP/7xj1P+/Pjjj6O2thZ79uzBunXrlPcXFRWhvj53x+n6WXYhIhMpK7CjosiOkYkguoYmlEv8MsWSC2klo54Ptzt6QVRlZeWU9z/xxBOorq7GihUrsGXLFkxMzJwK9Pv98Hg8U97Mrs8dG7Nl5oOITEKLO166ueODNJL2krFIJIK77roLF110EVasWKG8/8Ybb0RraysaGxuxb98+3Hvvvejo6MAzzzwz7eNs3boV999/f7rHMES/N9rzwe2mRGQWLVXF+OCkG13D6t1uq9xmy+CDVJZ28LFp0yYcOHAAO3bsmPL+2267TfnvlStXoqGhAevXr0dnZyfmz59/1uNs2bIFmzdvVv7s8XjQ3Nyc7rF0IUZtmfkgIrMQezjUzHwoC8aqGHyQutIKPu644w688MILeOONN9DU1HTOz127di0A4MiRI9MGH06nE05n9vROhCMyBrycdiEic2mNbSDtGp5U7TG72fNBGkkp+JBlGXfeeSeeffZZbN++HXPnzp317+zduxcA0NDQkNYBzWZo3I9wRIZFAqpLHEYfh4gIQDxA6BpSp+ziD4XRG8vysuxCaksp+Ni0aROefPJJPPfccygtLUVfXx8AwOVyobCwEJ2dnXjyySdx9dVXo6qqCvv27cPdd9+NdevWYdWqVZr8D9Bbvzua9aguccJm5Y42IjIHURo5OTKJcESG1ZLZDbQnRyYhy0Cxw4rKYv6iRepK6afnI488ArfbjUsvvRQNDQ3K269//WsAgMPhwCuvvILLL78cS5Yswbe+9S1s3LgRzz//vCaHNwJ3fBCRGdWXFcBhtSAUkdHrzrz0kjhmK0mZBTJEZ0q57HIuzc3NaG9vz+hAZtfH4IOITMhqkdBUUYijp8fRNTSBporMSiXiQrlWNpuSBlg3SNEAF4wRkUk1q7jro4s7PkhDDD5SJO514ZgtEZmNyFKoGnzwNlvSAIOPFLHsQkRmpdxuq0bwMcTMB2mHwUeKRMNpLcsuRGQyat1uK8syyy6kKQYfKRLBR72LmQ8iMhdRdhFr0dM1OObHZDAMiwTMKS9U42hEUzD4SIE/FMbIRBAAUFfK4IOIzKU5NuHingzCHftelQ6ROWlwFcJh448JUh9fVSkYiDWbOmwWlBfZDT4NEdFUxU6bsnm5eyT97AdLLqQ1Bh8p6E8Ys+XSHSIyI6XpNIPSywnu+CCNMfhIAcdsicjsWlTY9dHFC+VIYww+UtCnTLow+CAic1Ij+Ohm2YU0xuAjBcp2UzabEpFJiaVgXcPp327LsgtpjcFHCvqUMVvu+CAic8o08zEZCGPA65/yWERqY/CRAt5oS0RmJ7IVPaM+BMORlP/+ydiUTFmBDeVFDlXPRiQw+EiBaDhl8EFEZlVT4oTTZkE4IqNndDLlvy9KLi0suZCGbEYfIFvIsszMBxGZnsUiobmyCEcGxvDO0WEEQqllP97vHgHAkgtpi8FHksb8IUwEwgCiez6IiMyqNRZ8/M/f7Uv7MVoqeZstaYfBR5JE1qO0wIYiB582IjKvv/pUEw72eBBIo+cDiH6fu2Zlg8qnIorjT9Eksd+DiLLFlSsacOUKBg9kXmw4TVKfOzZmy+CDiIgoIww+ktTvFdtN2e9BRESUCQYfSepn5oOIiEgVDD6SxJ4PIiIidTD4SJIouzD4ICIiygyDjySJsgt3fBAREWWGwUcSIhFZuWiJmQ8iIqLMMPhIwtB4AKGIDEkCakqZ+SAiIsoEg48kiFseq4qdsFv5lBEREWWCP0lnEYnI+NGfOgAAq5tcBp+GiIgo+zH4mMUT75zA251DKLBb8L1rlxl9HCIioqzH4OMcuoYm8C9/OAQA+M6VS3BeNW95JCIiyhSDjxlEIjK+/dsPMBkMY+3cSny17Tyjj0RERJQTGHzM4P/sPI53jg2jyGHFj764GhaLZPSRiIiIcgKDj2kcPz2OB/4YLbdsuXopWqqKDD4RERFR7mDwcQZRbvEFI/jM/Crc9OkWo49ERESUUxh8nOGxt49j9/ERFDus+NeNq1huISIiUhmDjwRHB8fwYKzc8v9cswzNlSy3EBERqY3BR0w4IuOebR/AH4rgkoXV+Mqnm40+EhERUU5i8BHz6I6jeK9rFKVOG/514ypIEsstREREWmDwAeDIwBj+139/DAD47rVL0VheaPCJiIiIclfeBx+hcATf2vYBAqEIPruoBn/9KZZbiIiItJT3wccv3zyGD7pHUVpgwwMbV7LcQkREpLG8Dj4+7vfixy9Hyy33XbccDS6WW4iIiLSWt8FHKBzBPds+QCAcwfoltdh4/hyjj0RERJQX8jb4+MUbR7HvpBtlBTb8yw0stxAREeklL4OPQ30e/OSVaLnl/uuXo66swOATERER5Y+Ugo+tW7figgsuQGlpKWpra/H5z38eHR0dUz7H5/Nh06ZNqKqqQklJCTZu3Ij+/n5VD52JYDiCb/3mAwTDMj63rA6f/wTLLURERHpKKfhob2/Hpk2bsGvXLrz88ssIBoO4/PLLMT4+rnzO3Xffjeeffx7btm1De3s7enp6cMMNN6h+8HQ9sr0TB3s8KC+y44dfWMFyCxERkc4kWZbldP/y4OAgamtr0d7ejnXr1sHtdqOmpgZPPvkkvvjFLwIADh06hKVLl2Lnzp248MILZ31Mj8cDl8sFt9uNsrKydI82rYM9blz/H28hFJHx0Fc+ib9c3ajq4xMREeWrVH5+Z9Tz4Xa7AQCVlZUAgD179iAYDGLDhg3K5yxZsgQtLS3YuXPntI/h9/vh8XimvGkhEIrgnm37EIrIuHJ5Pa5b1aDJ1yEiIqJzSzv4iEQiuOuuu3DRRRdhxYoVAIC+vj44HA6Ul5dP+dy6ujr09fVN+zhbt26Fy+VS3pqbtdkw+n92HsdHvR5UFjvwzyy3EBERGcaW7l/ctGkTDhw4gB07dmR0gC1btmDz5s3Knz0ejyYByN9c2Io+tw+fbKlAdYlT9ccnIiKi5KQVfNxxxx144YUX8MYbb6CpqUl5f319PQKBAEZHR6dkP/r7+1FfXz/tYzmdTjid2gcDBXYrvnvtMs2/DhEREZ1bSmUXWZZxxx134Nlnn8Vrr72GuXPnTvn4mjVrYLfb8eqrryrv6+joQFdXF9ra2tQ5MREREWW1lDIfmzZtwpNPPonnnnsOpaWlSh+Hy+VCYWEhXC4XbrnlFmzevBmVlZUoKyvDnXfeiba2tqQmXYiIiCj3pTRqO1OT5mOPPYavfe1rAKJLxr71rW/hqaeegt/vxxVXXIGf/exnM5ZdzqTlqC0RERFpI5Wf3xnt+dACgw8iIqLso9ueDyIiIqJUMfggIiIiXTH4ICIiIl0x+CAiIiJdMfggIiIiXTH4ICIiIl0x+CAiIiJdMfggIiIiXTH4ICIiIl2ldautlsTCVY/HY/BJiIiIKFni53Yyi9NNF3x4vV4AQHNzs8EnISIiolR5vV64XK5zfo7p7naJRCLo6elBaWnptBfZeTweNDc3o7u7m3e/zILPVfL4XCWPz1Xy+Fwlj89Vasz4fMmyDK/Xi8bGRlgs5+7qMF3mw2KxoKmpadbPKysrM80TbnZ8rpLH5yp5fK6Sx+cqeXyuUmO252u2jIfAhlMiIiLSFYMPIiIi0lXWBR9OpxP33XcfnE6n0UcxPT5XyeNzlTw+V8njc5U8Plepyfbny3QNp0RERJTbsi7zQURERNmNwQcRERHpisEHERER6YrBBxEREekqq4KPhx9+GOeddx4KCgqwdu1a/PnPfzb6SKb0/e9/H5IkTXlbsmSJ0ccyhTfeeAPXXXcdGhsbIUkS/uu//mvKx2VZxj/+4z+ioaEBhYWF2LBhAw4fPmzMYQ0223P1ta997azX2ZVXXmnMYQ22detWXHDBBSgtLUVtbS0+//nPo6OjY8rn+Hw+bNq0CVVVVSgpKcHGjRvR399v0ImNk8xzdemll5712rr99tsNOrFxHnnkEaxatUpZJNbW1oaXXnpJ+Xg2v6ayJvj49a9/jc2bN+O+++7De++9h9WrV+OKK67AwMCA0UczpeXLl6O3t1d527Fjh9FHMoXx8XGsXr0aDz/88LQff/DBB/HQQw/h5z//Od555x0UFxfjiiuugM/n0/mkxpvtuQKAK6+8csrr7KmnntLxhObR3t6OTZs2YdeuXXj55ZcRDAZx+eWXY3x8XPmcu+++G88//zy2bduG9vZ29PT04IYbbjDw1MZI5rkCgFtvvXXKa+vBBx806MTGaWpqwgMPPIA9e/bg3XffxWWXXYbrr78eBw8eBJDlryk5S3z605+WN23apPw5HA7LjY2N8tatWw08lTndd9998urVq40+hukBkJ999lnlz5FIRK6vr5d/9KMfKe8bHR2VnU6n/NRTTxlwQvM487mSZVm++eab5euvv96Q85jdwMCADEBub2+XZTn6OrLb7fK2bduUz/noo49kAPLOnTuNOqYpnPlcybIsf/azn5W/+c1vGncoE6uoqJB/9atfZf1rKisyH4FAAHv27MGGDRuU91ksFmzYsAE7d+408GTmdfjwYTQ2NmLevHm46aab0NXVZfSRTO/YsWPo6+ub8jpzuVxYu3YtX2cz2L59O2pra7F48WJ84xvfwNDQkNFHMgW32w0AqKysBADs2bMHwWBwymtryZIlaGlpyfvX1pnPlfDEE0+guroaK1aswJYtWzAxMWHE8UwjHA7j6aefxvj4ONra2rL+NWW6i+Wmc/r0aYTDYdTV1U15f11dHQ4dOmTQqcxr7dq1ePzxx7F48WL09vbi/vvvxyWXXIIDBw6gtLTU6OOZVl9fHwBM+zoTH6O4K6+8EjfccAPmzp2Lzs5O/MM//AOuuuoq7Ny5E1ar1ejjGSYSieCuu+7CRRddhBUrVgCIvrYcDgfKy8unfG6+v7ame64A4MYbb0RraysaGxuxb98+3Hvvvejo6MAzzzxj4GmNsX//frS1tcHn86GkpATPPvssli1bhr1792b1ayorgg9KzVVXXaX896pVq7B27Vq0trbiN7/5DW655RYDT0a55Mtf/rLy3ytXrsSqVaswf/58bN++HevXrzfwZMbatGkTDhw4wD6rJMz0XN12223Kf69cuRINDQ1Yv349Ojs7MX/+fL2PaajFixdj7969cLvd+O1vf4ubb74Z7e3tRh8rY1lRdqmurobVaj2ri7e/vx/19fUGnSp7lJeXY9GiRThy5IjRRzE18Vri6yw98+bNQ3V1dV6/zu644w688MILeP3119HU1KS8v76+HoFAAKOjo1M+P59fWzM9V9NZu3YtAOTla8vhcGDBggVYs2YNtm7ditWrV+OnP/1p1r+msiL4cDgcWLNmDV599VXlfZFIBK+++ira2toMPFl2GBsbQ2dnJxoaGow+iqnNnTsX9fX1U15nHo8H77zzDl9nSTh58iSGhoby8nUmyzLuuOMOPPvss3jttdcwd+7cKR9fs2YN7Hb7lNdWR0cHurq68u61NdtzNZ29e/cCQF6+ts4UiUTg9/uz/zVldMdrsp5++mnZ6XTKjz/+uPzhhx/Kt912m1xeXi739fUZfTTT+da3viVv375dPnbsmPzWW2/JGzZskKurq+WBgQGjj2Y4r9crv//++/L7778vA5D/7d/+TX7//fflEydOyLIsyw888IBcXl4uP/fcc/K+ffvk66+/Xp47d648OTlp8Mn1d67nyuv1yvfcc4+8c+dO+dixY/Irr7win3/++fLChQtln89n9NF1941vfEN2uVzy9u3b5d7eXuVtYmJC+Zzbb79dbmlpkV977TX53Xffldva2uS2tjYDT22M2Z6rI0eOyD/4wQ/kd999Vz527Jj83HPPyfPmzZPXrVtn8Mn1953vfEdub2+Xjx07Ju/bt0/+zne+I0uSJP/3f/+3LMvZ/ZrKmuBDlmX53//93+WWlhbZ4XDIn/70p+Vdu3YZfSRT+tKXviQ3NDTIDodDnjNnjvylL31JPnLkiNHHMoXXX39dBnDW28033yzLcnTc9nvf+55cV1cnO51Oef369XJHR4exhzbIuZ6riYkJ+fLLL5drampku90ut7a2yrfeemve/jIw3fMEQH7ssceUz5mcnJT/x//4H3JFRYVcVFQkf+ELX5B7e3uNO7RBZnuuurq65HXr1smVlZWy0+mUFyxYIH/729+W3W63sQc3wN/+7d/Kra2tssPhkGtqauT169crgYcsZ/drSpJlWdYvz0JERET5Lit6PoiIiCh3MPggIiIiXTH4ICIiIl0x+CAiIiJdMfggIiIiXTH4ICIiIl0x+CAiIiJdMfggIiIiXTH4ICIiIl0x+CAiIiJdMfggIiIiXTH4ICIiIl39/18YTy18W+KHAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Some data for us to plot\n", "xVals = data[(data.MONTH==3) & (data.YEAR==2020)].DAY #independent\n", "yVals = data[(data.MONTH==3) & (data.YEAR==2020)].TMIN #dependent\n", "\n", "# Creat the figure\n", "fig, ax = plt.subplots(1)\n", "\n", "# Put the data on the plot\n", "ax.plot( xVals, yVals )\n", "\n", "# Show the figure (here in Jupyter)\n", "plt.show( fig )\n", "plt.close( fig )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This seems very simple and basic, but let's discuss the objects here to more easily understand how to add new things. \n", "* We're importing a the matplotlib.pyplot module, which gives us access to functions like subplots. \n", "* When subplots is called without any arguments, a single plot is made \n", "* We have an internal name for our figure (fig) and identify the specific set of axes (ax) we are using (this allows us to have multiple subplots on the same figure)\n", "* We can then add things - think about if we are acting on the whole figure, or the individual subplot\n", "\n", "We can add things like labels and a title to help provide context." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Some data for us to plot\n", "xVals = data[(data.MONTH==3) & (data.YEAR==2020)].DAY #independent\n", "yVals = data[(data.MONTH==3) & (data.YEAR==2020)].TMIN #dependent\n", "\n", "# Creat the figure\n", "fig, ax = plt.subplots(1)\n", "\n", "# Put the data on the plot\n", "ax.plot( xVals, yVals )\n", "\n", "# Add labels, a title and grid lines to the plot\n", "ax.set_xlabel( 'Days' )\n", "ax.set_ylabel( 'Minimum Temperature' )\n", "plt.title( 'Minimum Temperature per Day in March 2020' )\n", "ax.grid()\n", "\n", "# Show the figure (here in Jupyter)\n", "plt.show( fig )\n", "plt.close( fig )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can change how the data is shown on the plot. Some common things to change are linestyle, color and marker. Look at https://matplotlib.org/api/_as_gen/matplotlib.pyplot.plot.html#matplotlib.pyplot.plot for a complete list of options and https://matplotlib.org/2.0.2/examples/color/named_colors.html for the named colors.\n", "\n", "You can either specify these things individually, or with shorthand notation" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Some data for us to plot\n", "xVals = data[(data.MONTH==3) & (data.YEAR==2020)].DAY # independent\n", "yVals = data[(data.MONTH==3) & (data.YEAR==2020)].TMIN # dependent\n", "zVals = data[(data.MONTH==3) & (data.YEAR==2000)].TMIN # dependent\n", "\n", "# Creat the figure\n", "fig, ax = plt.subplots(1)\n", "\n", "# Add our data and change the color, marker type and linestyle\n", "ax.plot( xVals, yVals, color='mediumorchid', marker='o', linestyle=':' )\n", "ax.plot( xVals, zVals, 'gs-.' )\n", "\n", "# Add labels, a title and grid lines to the plot\n", "ax.set_xlabel( 'Days' )\n", "ax.set_ylabel( 'Minimum Temperature' )\n", "plt.title( 'Minimum Temperature per Day in March 2000/2020' )\n", "ax.grid()\n", "\n", "# Show the figure (here in Jupyter)\n", "plt.show( fig )\n", "plt.close( fig )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also add legends and text to our figures. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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BmUyGKVOmQCAQ4MMPPzQ4VlNTAx6PZ9SGz+frj9f9t7G6da2spvYJ1FpkFQoFxo4d26j8t2/fxqJFi9C/f3/Mnj3b4DxNyVT/XHUpKCjAtGnTEBISgldffdUqfToijdu4KDbFw8MDI0aMwM6dOyGTyaDRaPDoo4+a3U9gYKDBZxcXFwBAaWkpxGKxWW0lEgkAICAgwKi8tLTUbNl08Pl8o6UNiUQCf39/o0mtpedKTk4GAIOJoD7l5eX6cQIaHgc+n29gitWVN2TuDg8PN/jMYDAQFhamjwdiiUwhISFGdUpKSrBy5Ur89NNPKCgoMGpvC+rLkZycDEKI0TXr4HA4JvVbv31oaCiYTKbBmJlzHj8/P3C5XJPO3Ry65Ze6ymlGRgbeeecd/Pnnn0b3Z92xHzlyJHx8fLBjxw4MHz4cWq0WP/74Ix566CGD/syh/v0J1D7n5j4n06ZNw8yZM5GRkYE//vgDH330UaN1Tb1eAGCz2fD39zcoS0lJga+vL1xdXZuVyxrXp9Fo8PjjjyMhIQF///03fH19DY4LBIIGt9XL5XL98br/Nla3roJnap8AsHfvXvTq1QteXl4Nyp+Xl4fx48dDIpHg119/BYvFMjhPUzLVP5eO6upqPPjgg6isrMTJkyf1CnpL+nRUqCJjR6ZNm4b58+cjLy8PY8eOhVQqNbuPujd8Xch/PhOWtG2ovG5/9ZUPHRqNpsXnqX8uc9FZNj7++GN07969wTp1H+jG5LCmbJbI1NAkMnXqVJw+fRqvvPIKunfvDmdnZ2i1WowZM8bIotMQ5n5vDcmh1WrBYDDw999/NzhG9a/DVOrLZu55rDnp3rhxAwAQFhYGoHZ8Ro4ciZKSErz22muIioqCk5MTsrOzMWfOHIOxZ7FYmDZtGr799lts2rQJp06dQk5ODmbMmGGxPNa6FydOnAgej4fZs2dDoVAYWEPrYs71ArVv9fX9RMzBGtc3f/587NmzBzt27MADDzxgdNzHxwe5ublG5boyneLj4+OjL6//Qpebm4s+ffqY3SdQa2lszGJYXl6OsWPHoqysDCdOnDBSwurK1NC5XF1djSwrSqUSjzzyCOLj4/Hvv/+iS5cuBsd1bUyV39Ghiowdefjhh/H000/j7Nmz+Pnnn+0tjsnoLAf1HS7T09PtII0hOhO1WCzGiBEjWuWcOouLDkII7ty5g9jYWKvJVFpaikOHDmHlypV45513Gj030LjCYo3vLTQ0FIQQhISEICIiwuR29UlOTjaw9ty5cwdarRbBwcFWPY8l6BzbR48eDQC4fv06kpKSsHXrVgNn1wMHDjTYftasWVi7di3++usv/P333/Dw8ND3ZU8EAgEmTZqE7du3Y+zYsUYWRx3mXm9DhIaG4t9//0VJSYlJVpmW8Morr2DLli1Yv3693tG9Pt27d8eJEyeg1WoNlK5z585BKBTq7zHdi8bFixcNlJacnBxkZWUZOKSb2ueNGzeQkZGB8ePHG8kll8sxYcIEJCUl4eDBg/pgeXXx8/ODh4dHg0Htzp8/b/RypNVqMWvWLBw6dAi//PILhgwZYtSOyWSia9euDfZ57tw5dOrUyWILoj2gPjJ2xNnZGV9++SVWrFiBCRMm2FsckwkKCgKLxTLawbNp0yY7SXSPnj17IjQ0FJ988ol+iaAu9SNhWoNt27YZ+FP8+uuvyM3N1a+HW0Mm3Vtr/bfU9evXG9V1cnICYKywiMViuLu7t+h7e+SRR8BisbBy5UojWQghJu80+eKLLww+b9iwAQD0Y2at85jLzp07sXnzZvTv3x/Dhw8H0PDYE0Lw2WefNdhHbGwsYmNjsXnzZvz22294/PHHm9yp0posXboUy5cvx9tvv91oHXOvtyEmT54MQkiDOyhbYnGtz8cff4xPPvkEb7zxBp5//vlG6z366KPIz8/H7t279WVFRUXYtWsXJkyYoLdodO7cGVFRUfjmm28MLJVffvklGAyGwfK/qX3u27cPXl5eRjuENBoNHnvsMZw5cwa7du1C//79G5V/8uTJ2LNnDzIzM/Vlhw4dQlJSEqZMmWJQd8mSJfj555+xadMmPPLII02OyYULFwyUmcTERBw+fNioT0fHMZ6uDkxTfhOOikQiwZQpU7BhwwYwGAyEhoZiz549Rn4b9oDJZGLz5s0YO3YsOnfujLlz58LPzw/Z2dk4cuQIxGIx/vrrL6ue09XVFQMHDsTcuXORn5+P9evXIywsTL9d2RoyicViDB48GB999BFUKhX8/Pywf//+Breq9+zZE0Bt+PnHH38cHA4HEyZMgJOTE5566il8+OGHeOqpp9CrVy8cP3680ZDoDREaGor3338fy5YtQ1paGiZNmgSRSITU1FT8/vvvWLBgAZYuXdpsP6mpqZg4cSLGjBmDM2fOYPv27Zg2bRq6detm1fM0xa+//gpnZ2colUpkZ2fj33//xalTp9CtWzfs2rVLXy8qKgqhoaFYunQpsrOzIRaL8dtvvzXpwzFr1iy9fC1ZVrI23bp1049xY1hyvfUZNmwYZs6cic8//xzJycn65c8TJ05g2LBhVsmv9Pvvv+PVV19FeHg4oqOjsX37doPjI0eO1PukPProo+jXrx/mzp2LhIQEuLu7Y9OmTdBoNEbK1scff4yJEydi1KhRePzxx3Hjxg1s3LgRTz31FKKjo/X1TO1z7969GDt2rJGl9OWXX8aff/6JCRMmoKSkxEj+uvfNG2+8gV27dmHYsGF4/vnnUVVVhY8//hhdu3Y1WLJav349Nm3ahP79+0MoFBr1+fDDD+tfdJ599ll8++23GD9+PJYuXQoOh4N169bBy8sLL7/8ssnfg0PQWtujKIbbr5vCnO3X9beQNraFs6Ht1/XlaKxPXdCruhQWFpLJkycToVBIXFxcyNNPP01u3LjRaEC8+uiCmJly7U3RWEC8K1eukEceeYS4ubkRHo9HgoKCyNSpU8mhQ4csut6GZNZtv/7xxx/JsmXLiKenJxEIBGT8+PEGW1StIRMhhGRlZZGHH36YSKVSIpFIyJQpU0hOTk6DW9bfe+894ufnR5hMpsH9IJPJyLx584hEIiEikYhMnTqVFBQUmHx/6fjtt9/IwIEDiZOTE3FyciJRUVFk0aJFJDExscH69ftNSEggjz76KBGJRMTFxYUsXry4wYB4ppynsXupORl0f3w+n/j7+5MHH3yQfP/99w1uZU1ISCAjRowgzs7OxN3dncyfP1+/TbihLbW5ubmExWKRiIgIk+VqKiBefYYMGWIQEqExYELk3Ia+a1Ovt7FnhZDaUAYff/wxiYqKIlwul3h4eJCxY8eSS5cuNStf/TmrKbkb+6sfHqKkpITMmzePuLm5EaFQSIYMGdLoXPz777+T7t27Ex6PR/z9/clbb73VYJqX5vosKysjbDab/PLLL0ZtdWEDGvurz40bN8ioUaOIUCgkUqmUTJ8+neTl5RnU0W2Hb+yvfkiGzMxM8uijjxKxWEycnZ3Jgw8+SJKTkxsbcoeFQYgV7XwUSgfi6NGjGDZsGHbt2mXRjrOOyIoVK7By5UoUFhY26qPRHigqKoKPjw/eeeedJpdxKO2bX375BdOnT0dRUZF+VyjF+lAfGQqFQrEycXFx0Gg0+ijBlI6JVCrF559/TpUYG0N9ZCgUCsVKHD58GAkJCVi1ahUmTZqk34VF6ZiMGjXK3iJ0CKgiQ6FQKFbi3XffxenTpzFgwAD9TiwKhWJbqI8MhUKhUCiUNgv1kaFQKBQKhdJmoYoMhUKhUCiUNku795HRarXIycmBSCRqNHQ7hUKhUCgUx4IQgsrKSvj6+jaZz6vdKzI5OTlGyb8oFAqFQqG0DTIzM40yrNel3SsyusRXmZmZEIvFBsdUKhX279+PUaNGgcPh2EO8NgMdK/Og42U6dKxMh46V6dCxMh1HHauKigoEBAQ0m8Cy3SsyuuUksVjcoCIjFAohFosd6stzROhYmQcdL9OhY2U6dKxMh46V6Tj6WDXnFkKdfSkUCoVCobRZqCJDoVAoFAqlzUIVGQqFQqFQKG2Wdu8jQ6FQKBSKtdFoNFCpVPYWwyqoVCqw2WzI5XJoNJpWOy+HwwGLxWpxP1SRoVAoFArFRAghyMvLQ1lZmb1FsRqEEHh7eyMzM7PV461JpVJ4e3u36LxUkaFQKBQKxUR0SoynpyeEQmG7CLSq1WpRVVUFZ2fnJgPPWRNCCGQyGQoKCgAAPj4+FvdFFRkKhUKhUExAo9HolRg3Nzd7i2M1tFotlEol+Hx+qykyACAQCAAABQUF8PT0tHiZiTr7UigUCoViAjqfGKFQaGdJ2g+6sWyJvxFVZCgUCoVCMYP2sJzkKFhjLOnSEoVSh4zyDBTJiho97i50R6AksBUlolAoFEpTUEWGQvmPjPIMRG6MhFwtb7QOn81H4uJEqsxQKBSKg0CXliiU/yiSFTWpxACAXC1v0mJDoVAozUG0BCU3q5B7sgwlN6tAtMSm51u9ejV69+4NkUgET09PTJo0CYmJiQZ15HI5Fi9eDDc3Nzg7O2Py5MnIz8/XH7927RqeeOIJBAQEQCAQIDo6Gp999pnRuY4ePYoePXqAx+MhLCwMcXFxNr02gFpkKBQKhUJpNfLPlSMxLheKYrW+jOfGRuQcH3j1ldjknMeOHcOiRYvQu3dvqNVqvPHGGxg1ahQSEhLg5OQEAHjjjTdw8OBB7Nq1CxKJBIsXL8YjjzyCU6dOAQAuXboET09PbN++HQEBATh9+jQWLFgAFouFxYsXAwBSU1Mxfvx4LFy4EDt27MChQ4fw1FNPwcfHB6NHj7bJtQFUkaFQKFZkxYoV+OOPP3D16lV7i0KhOBz558oRvzbTqFxRrEb82kzEvgybKDP//POPwee4uDh4enri0qVLGDx4MMrLy7F9+3Zs374dDzzwAABgy5YtiI6OxtmzZ9GvXz88+eSTBn106tQJZ86cwe7du/WKzFdffYWQkBCsXbsWABAdHY2TJ0/i008/takiQ5eWKBQHZc6cOWAwGFi4cKHRsUWLFoHBYGDOnDk2lSEuLg4MBgPR0dFGx3bt2gUGg4Hg4GB92dKlS3Ho0CGLzzd06FAwGIxG/4YOHWpx3xSKrdDItdDItSDk3hKRVl1bplVpAdQuJyXG5TbZT+KWXINlJn2/2rr9tnwZqry8HADg6uoKoNbaolKpMGLECH2dqKgoBAYG4syZM032o+sDAM6cOWPQBwCMHj26yT6sAVVkKBQHJiAgAD/99BNqamr0ZXK5HDt37kRgYOs4HDs5OaGgoMBoMvruu++MZHB2dm5RoLDdu3cjNzcXubm5OH/+PADg4MGD+rLdu3db3DeFYisOz0rA4VkJUFXey1OU9mcRDs9KwO3vapWX0lvVBstJDaEoUaP0VrX+84lFiTg8KwHV2Qp9Wc7R0hbJqtVq8cILL2DAgAHo0qULgNpoxVwuF1Kp1KCul5cX8vLyGuzn9OnT+Pnnn7FgwQJ9WV5eHry8vIz6qKioMJjDrA1VZCgUB6ZHjx4ICAgw+AHfvXs3AgMDcd999xnU/eeffzBw4EBIpVK4ubnhwQcfREpKiv74tm3b4OzsjOTkZH3Zs88+i6ioKMhkskZlYLPZmDZtGr7//nt9WVZWFo4ePYpp06YZ1F2xYgW6d++u/zxnzhxMmjQJn3zyCXx8fODm5oZFixY1GvzK1dUV3t7e8Pb2hoeHBwDAzc1NX5aQkIBBgwZBIBAgICAAzz33HKqr7038wcHBeP/99zFr1iw4OzsjKCgIf/75JwoLC/HQQw/B2dkZsbGxuHjxor5NXFwcpFIp/vjjD4SHh4PP52P06NHIzDReAqBQLEVR2rQSY249S1m0aBFu3LiBn376yeI+bty4gYceegjLly/HqFGjrCidZVBFhkJxcJ588kls2bJF//n777/H3LlzjepVV1fjpZdewsWLF3Ho0CEwmUw8/PDD0GprTduzZs3CuHHjMH36dKjVauzduxebN2/Gjh07mo1U+uSTT+KXX37RKzxxcXEYM2aM0dtXQxw5cgQpKSk4cuQItm7diri4OIt2MqSkpGDMmDGYPHky4uPj8fPPP+PkyZP69Xkdn376KQYMGIArV65g/PjxmDlzJmbNmoUZM2bg8uXLCA0NxaxZswyWAWQyGVatWoVt27bh1KlTKCsrw+OPP262jJSOyQPbYvDAthhwRPdC7AdPdMcD22IQNa82hxDPxTSX1Lr1Bn0RiQe2xcDJj6cv8x3qYrGcixcvxp49e3DkyBH4+/vry729vaFUKo0SYebn58Pb29ugLCEhAcOHD8eCBQvw1ltvGRzz9vY22Omk60MsFuvTEdgCqshQKP/hLnQHn81vsg6fzYe70L2VJKplxowZOHnyJNLT05Geno5Tp05hxowZRvUmT56MRx55BGFhYejevTu+//57XL9+HQkJCfo6X3/9NXJzc/Hcc89h3rx5WLFiBXr27NmsDPfddx86deqEX3/9FYQQxMXFGTn/NYaLiws2btyIqKgoPPjggxg/frxFfjSrV6/G9OnT8cILLyA8PBz3338/Pv/8c2zbtg1y+b1t8+PGjcPTTz+N8PBwvPPOO6ioqEDv3r0xZcoURERE4LXXXsOtW7cMJlyVSoWNGzeif//+6NmzJ7Zu3YrTp0/rl7colKZg8Zlg8ZkGUWqZ7NoyJqf2Z9Yl2gk8t6aVGZ4bBy7RTsb9Muv2a34kXEIIFi9ejN9//x2HDx9GSEiIwfGePXuCw+EYPJeJiYnIyMhA//799WU3b97EsGHDMHv2bKxatcroPP379zd6tg8cOGDQhy2gigyF8h+BkkAkLk7EpQWXDJSVUaGjcGnBJVxacMmkYHhES1CaIAMrzRmlCbIWx4jw8PDA+PHjERcXhy1btmD8+PFwdzdWppKTk/HEE0+gU6dOEIvFeifcjIwMfR0XFxd89913+PLLLxEaGorXX3/dZDl0lqFjx46huroa48aNM6ld586dDZLB+fj46DPemsO1a9cQFxcHZ2dn/d/o0aOh1WqRmpqqrxcbG6v/v85i1LVrV6OyujKw2Wz07t1b/zkqKgpSqRS3bt0yW04KpSEYTAYi5zSd4TlyjreB0mItFi1ahO3bt2Pnzp0QiUTIy8tDXl6e3m9FIpFgxowZWLp0KY4cOYJLly5h7ty56N+/P/r16wegdjlp2LBhGDVqFF566SV9H4WFhfrzLFy4EHfv3sWrr76K27dvY9OmTfjll1/w4osvWv2a6mJXRWbFihVGuxKioqL0x+VyORYtWtRogB4KxdoESgLRw6cHFOp7znWZ5Zno4dMDPXx6NKvE5J8rx4lFibi2KhO8U164tioTJxYlIv9ceYvkevLJJxEXF4etW7c2agmZMGECSkpK8O233+LcuXM4d+4cAECpVBrUO378OFgsFnJzcw38S5pj+vTpOHv2LFasWIGZM2eCzTbNVM7hcAw+MxgM/XKXOVRVVeHpp5/G1atX9X/Xrl1DcnIyQkNDGzyf7g25oTJLZKBQWoJXXwliXw4wsszw3DiIfTnAZnFkvvzyS5SXl2Po0KHw8fHR//3888/6Oh988AHGjx+PyZMnY/DgwfD29jbwzfv1119RWFiI7du3G/RR9wUgJCQEe/fuxYEDB9CtWzesXbsWmzdvtunWa8AB4sh07twZBw8e1H+uOzm++OKL2Lt3b6MBeigUW1H+ejmSS5IRuTESicWJqFHVQMBpeo3XljEixowZA6VSCQaD0eCkUFxcjMTERHz77bcYNGgQAODkyZNG9U6fPo01a9bgr7/+wmuvvYbFixdj69atJsng6uqKiRMn4pdffsFXX31l0XW0hB49eiAhIQFhYWFW71utVuPixYvo06cPgFqzellZWYPbzimUluDVVwLP3uLaXUylavBc2HCJdrKJJUZHXX+wxuDz+di4cSM2bdrU4PEVK1ZgxYoVzfYzdOhQXLlyxVwRW4TdFRk2m23kTATU7k//7rvvsHPnzkYD9FAotoLBYCDcNRweQg8Uygpxo+AGevv1brS+STEi4vLg2Vts0YTFYrH0yxx1l2l0uLi4wM3NDd988w18fHyQkZFhtGxUWVmJmTNn4rnnnsPYsWPh7++P3r17Y8KECXj00UdNkiMuLg6bNm1q0RZrS3nttdfQr18/LF68GE899RScnJyQkJCAAwcOYOPGjS3qm8PhYMmSJfj888/BZrOxePFi9OvXT6/YUCjWhMFkwLWzs73FaDfYXZFJTk6Gr68v+Hw++vfvj9WrVyMwMLDZAD2NKTIKhQIKxb1lgYqKCgC1znz1t3zqPje2FZRyj446VrGesTiUdgiXcy6ju2f3RuuVJsiajxFRrELh9Qq4xDS9Q0iHVquFVqvVj7nO61/3uf7x7du348UXX0SXLl0QERGBTz/9FCNGjIBarYZKpcKSJUsgFAqxcuVKqFQqREVF4b333sPTTz+NXr16wc/Pz0gGjUZjcE42mw2xWKz/XP+4RqMBIaRRGXVldes0dm/VLVepVIiOjsahQ4fwzjvvYNCgQSCEoFOnTpgyZYpBW41GY9SXbgwa6lej0UAoFOLll1/GtGnTkJ2djYEDB+Lrr792uPu9oz6HlmCLsVKpVCCE6O/r9oLOYqO7ttak7nxQ/yXN1O+OQUyxOdmIv//+G1VVVYiMjERubi5WrlyJ7Oxs3LhxA3/99Rfmzp1roJQAQJ8+fTBs2DCsWbOmwT5XrFiBlStXGpXv3Lmz2S2mFAoApMhSsCt/F4L4QVBoFfij8A+Mcx+HBf4LGm3DSnMG71TzW5EVA/KhCa6ypriUFnLo0CG99ZdCaQrdCkJAQAC4XK69xWkXKJVKZGZmIi8vD2q14cugTCbDtGnTUF5eDrFY3GgfdrXIjB07Vv//2NhY9O3bF0FBQfjll18s3nO+bNkyvPTSS/rPFRUVCAgIwKhRo4wGQqVS4cCBAxg5cqSRQyLFkI40VrsSduFs0lmwxWx8NPwjjCkYg35+/RDjEdNom9IEGa6daj6AWp+hvUy2yHQU7H1vFRUVgcPhmLwLy57Ye6zaErYYK7lcjszMTDg7O4PPbzpUQ1uCEILKykqIRCKDLeStgVwuh0AgwODBg43GVLei0hx2X1qqi1QqRUREBO7cuYORI0fqA/TUDZvcUICeuvB4PPB4PKNyDofT6M3c1DGKIR1hrMqVtTuM3J3c0T+oP/oHNR8DwaOrGDw3dpPLSzw3Djy6WuYj0xGw172lM2e3pfu6IzyH1sKaY6XRaMBgMMBkMsFktp/oJbrlJN21tSZMZm38nYa+J1O/N4f6JqqqqpCSkgIfHx+TA/RQKNamuKYYAOAmMN2h1Z4xIigtY86cOUYRTSkUStvBrorM0qVLcezYMaSlpeH06dN4+OGHwWKx8MQTT0AikWDevHl46aWXGg3QQ6HYgmKZoSITnx+Pry5+hat5V5tsp4sRwai3qcjWMSIoFAqlI2PXpaWsrCw88cQTKC4uhoeHBwYOHIizZ8/qk8V9+umnYDKZmDx5MhQKBUaPHt3oHncKxVroLTLCWkXm07OfIu5qHJYPWY7u3t2bbOvVVwL2myzknS5FWl4qej0YC8/uEmqJoVAoFBthV0WmueybfD4fX3zxBb744otWkohCMV5aGhQ4CHlVeQhzNS0Qm1sXZ1xdkw6uwhWCJzlUiaFQKBQb4lDOvhSKI1BSUwLgnkXmyfuexJP3mZYgUQdXzEZNuRzqmvYTa4JCoVAcEYdy9qVQHIH6PjLmoKpSo+hqJbq86IuaKWkQBbefLZoUCqVlZJRn4HLu5Ub/Msozmu/EAlavXo3evXtDJBLB09MTkyZNQmJiokEduVyOxYsXN5nbMCMjA+PHj4dQKISnpydeeeUVo9gvR48eRY8ePcDj8RAWFoa4uDibXFNdqEWGQqmHbmnJVeBqUF5QXQAOkwMXgUujbSvuynHlg3Q4+XOBITYVk0KhtCEyyjMQuTEScrW80Tp8Nh+JixObTU5rLseOHcOiRYvQu3dvqNVqvPHGGxg1ahQSEhLg5OQEAHjjjTdw8ODBRnMbajQajB8/Ht7e3jh9+jRyc3Mxa9YscDgcfPDBBwCA1NRUjB8/HgsXLsSOHTtw6NAhPPXUU/Dx8bFp4kiqyFAoddBoNSitKQVwb2kJAGb+PhPb47djw9gNWNxnceMdMADnID4E3jTGB4VCuUeRrKhJJQYA5Go5imRFVldk/vnnH4PPcXFx8PT0xKVLlzB48GCUl5dj+/bt2L59e6O5Dffv34+EhAQcPHgQXl5e6N69O9577z289tprWLFiBbhcLr766iuEhIRg7dq1AIDo6GicPHkSn376qU0VGbq0RKHUoUxeBoLarB11LTJBkiAAwLW8a022d+vqjP4fh8FrgBjcMx7IO1FuO2EpFIpDUK2sbvavRlVjtX5bSnl57bzk6lo7xzWX2xAAzpw5g65du8LL614qltGjR6OiogI3b97U16nbh66Org9bQS0yFEoddMtKIq4IXNa9XCrdvLoBAK7mXzWpn6oMOdh3xShPrEHAA1YXk0KhOBDOq22TyTr4s2AUyYqMyslyy1MkarVavPDCCxgwYAC6dOkCAMjLywOXyzWIog8AXl5eyMvL09epq8TojuuONVWnoqICNTU1Fqceag6qyFAodeCz+ZjbfS5Y9aLadfOuVWRuFNyAWqsGm9n0o+PS2QlJyUnw6OtvM1kpFArFXBYtWoQbN27g5MmT9hbFalBFhkKpQ6AkEN8/9L1ReahLKJw4TqhWVSO5OBnRHtENtr/9XQ6qsxUImOgCdZcyuHZ1srXIFArFzlQtaz6j/dW8qxi4ZaBZ/aY9n2ahRA2zePFi7NmzB8ePH4e//72XLG9vb31uQ91yE2CY29Db2xvnz5836E+3q6lunfo7nfLz8yEWi21mjQGojwyFYhIsJgtdvboCAK7lN+4nU36nBiU3qqGRW276pVAobQsnrlOzfwKO+T/kjfVlLoQQLF68GL///jsOHz6MkJAQg+Om5Dbs378/rl+/joKCAn2dAwcOQCwWIyYmRl+nbh+6OrbOj0gVGQqlDlXKKlQrq0GIsSKi85NpyuE3YrY3uizxhyiEB8iZkOUpbSYrhUKhmMKiRYuwfft27Ny5EyKRCHl5ecjLy0NNTa0DskQiwYwZM7B06dJGcxuOGjUKMTExmDlzJq5du4Z///0Xb731FhYtWgQejwcAWLhwIe7evYtXX30Vt2/fxqZNm/DLL7/gxRdftOn1UUWGQqnDhyc/hPNqZ7z4r/GDp8uz1JTDr0uUE3wGSQEGA8LfQnD+lVQQLbXOUCgdHXehO/jspgNk8tl8uAvdrX7uL7/8EuXl5Rg6dCh8fHz0fz///LO+zgcffIDx48dj8uTJGDx4MLy9vbF79279cRaLhT179oDFYqF///6YMWMGZs2ahXfffVdfJyQkBHv37sWBAwfQrVs3rF27Fps3b7bp1muA+shQKAboYshI+VKjY6ZYZHRwRLXOwmw+E+oaLThOrGZaUCiU9kygJBCJixMb3IWkw13obvUYMgAatDDXh8/nY+PGjU0mZg4KCsK+ffua7Gfo0KG4cuWK2TK2BKrIUCh12DhuIz4c8WGDx7p6dQUDDORW5aKwuhAeTh4Gx9UyDcqSZOBJ2eD7sSF7IgXjHhwHDocqMRQKpVaZsYWi0tGhS0sUSh0YDAZEPBFEPJHRMWeuM0JdQwE07PBblaXAlQ/Sce2T//Kl0KeLQqFQbA6daikUM9D5yTS4vERq0xM4+dNEkRQKhdJaUEWGQqnD/D/n46k/n0JWRVaDx3V+MonFiUbHpJFC9P84DPe9XpvOgJUiwu2vc1Ec33yMCQqFQqFYBvWRoVDqsOP6DtSoa/DGoDcaPL6g5wLM6T4HfiK/Zvti5QuQl1oBUaAAbrG2CWFOoVBaH1OcZymmYY2xpIoMhfIfNaoa1Khr4yq4CdwarOPp5Glyf5rAKoT3CYFLDI3uS6G0Bzic2qz2MpnMppFqOxIymQzAvbG1BKrIUCj/UVJTAgBgM9kQ88Rmt0/anoeKlBoET3SHpAsfGn8Zgsa5tegBpVAojgOLxYJUKtVHtxUKhWAwGHaWquVotVoolUrI5XIwma3jcUIIgUwmQ0FBAaRSKVgsy3d3UkWGQvkPXeZrV4Frk5PTtmvbsPvWbszuNhsPRz+sL69IqUHpzWr4DXexuawUCsU+6PIK1Q3V39YhhOizU7e2YiaVSvVjailUkaFQ/qNYVqvINLaspONy7mX8L/F/CJGGGCgyYU94oSZfCWmksLZACygr1FBrCQQeXJvJTaFQWg8GgwEfHx94enpCpVLZWxyroFKpcPz4cQwePLhVLcgcDqdFlhgdVJGhUP5DZ5FxEzatyDwa8yhCpCEYEjzEoFwaIYQ0olaJUalUYBbycfqZFAh9uRiwPsI2QlMoFLvAYrGs8iPsCLBYLKjVavD5/Da5FE4VGQrlP0y1yAwMHIiBgQOb7Y/wNLX/alouG4VCoVAahioyFMp/6C0yzSgyDaFRaFGaUA2uhA1xp9rdDESiwuBtEeDx6bIShUKh2AoaEI9C+Q+9RaaZpSUASCxKxA/XfsDNgpsAAFmeEldWp+PyB2n3KjEAJqvt72igUCgUR4YqMhTKf5hjkXnv+HuY9ccs/HH7DwAA0RCIgvlwDqDpCSgUCqU1oYoMhfIfujgyplhkdKkKruZfBQCIOwnQ76Mw9FoeYlAv469i3NyUhapMuXWFpVAoFAoAqshQKHrqxpFpjm7etYpMg8kj61B4oQo5R8sgy1W2XEAKhUKhGEGdfSmU/xgWPAweQg90cunUbF2dReZOyR1UK6vhxG04DYHvAxJo+krg5MezqqwUCoVCqYUqMhTKf7z/wPsm1/Vy9oK3szfyqvJwveA63E+FoOy2DAFjXOHVV6Kv5zNU2ibjMlAoFEpbgS4tUSgWorPKXMu7hspUOUpvVkNVSYPGUCgUSmtCFRkKBYBGq0GVssqslPLdvbsDAK7mXUWnRz3Q5Tl/uHYxXGLSagiU5WooSttHKHMKhUJxNKgiQ6EASC1LhWi1CB4fe5jcRm+Ryb8GSZgQPgOlEHob+sLkHS/Hsfm3kfB1jlXlpVAoFEotVJGhUHAvGJ4z19nkNrqdS/H58dASbYN1OKLaXCxaVcPHKRQKhdIyqLMvhQKgj18fVC6rRKWi0uQ2EW4R4LP5qFZV48LJeET5RkLciQ8G4140X7f7nDH8x840wi+FQqHYCGqRoVAAMBgMOHOd4SPyMbkNm8lGF88uAIA9Ww/j4oq7BkoMUJuigCoxFAqFYjuoIkOhtACdn0yWdwpEgTQ9AYVCobQ2VJGhUAD8eP1HzPvfPH3uJFPp5dsLnT06o+v4UPRZFdpgnaTtebjxRRZUVWorSEqhUCiUulAfGQoFwMmMk/j+6vfwE/thUtQkk9st7LUQC3stbLJOzuFSqKo0CJ7oDo4zfeQoFArFmtBZlUKBeZmvzSVoojuAezuYKBRLIFqC0gQZWGnOKE2QwaOrGAwm9b+iUBxmaenDDz8Eg8HACy+8oC8bOnQoGAyGwd/ChU2//VIolmBOwsj6pP5RiHMrkpF6LK/B4yGTPBAyyQM8KU1VQLGM/HPlOLEoEddWZYJ3ygvXVmXixKJE5J8rt7doFIrdcQhF5sKFC/j6668RGxtrdGz+/PnIzc3V/3300Ud2kJDS3tHFkXETmm+RWXnrbQwhsYhL+c7aYlEoyD9Xjvi1mVAUG/pYKYrViF+bSZUZSofH7opMVVUVpk+fjm+//RYuLi5Gx4VCIby9vfV/YrHYDlJS2jstWVryjnKFgilHhjClweNaNYGiTA1lBXX2pZgH0RIkxuU2WScxLg9Ea3pqDQqlvWF3H5lFixZh/PjxGDFiBN5/3zj78I4dO7B9+3Z4e3tjwoQJePvttyEUChvtT6FQQKFQ6D9XVFQAAFQqFVQqw3w3us/1yynGtPex0llkxByx2df49OD5mNl/OkJdQo3GSaVSIeXXQmTuKYH/WBeEzfC0ruDtgPZ+b7WE0gSZkSWmPopiFQqvV8AlpvF5sSNC7yvTcdSxMlUeuyoyP/30Ey5fvowLFy40eHzatGkICgqCr68v4uPj8dprryExMRG7d+9utM/Vq1dj5cqVRuX79+9vVAE6cOCAZRfQAWmPY6XSqlCtqgYAXD55GUnsJIv6uYM7RmUHDhwAO1sKDlyRmpyGpH0XWyRre6Y93lsthZXmDB68mq13/uhFaNKqWkGitge9r0zH0cZKJpOZVI9BzEn3a0UyMzPRq1cvHDhwQO8bM3ToUHTv3h3r169vsM3hw4cxfPhw3LlzB6GhDcfsaMgiExAQgKKiIqNlKZVKhQMHDmDkyJHgcKgjZlO057HKqcxB8IZgMBlMyF6XgckwfcWVaAlKrlWDI2ZBFMLX7yKpO14ssMBgMegOk0Zoz/dWSylNkOHaqsxm63V7M4BaZOpB7yvTcdSxqqiogLu7O8rLy5t0K7GbRebSpUsoKChAjx499GUajQbHjx/Hxo0boVAowGIZblft27cvADSpyPB4PPB4PKNyDofT6BfU1DGKIe1xrCpUtcuPrgJX8LjG905TKMrUuP5JNo5I9iF19FXMiJ2O8RHj9cfb43jZCjpWxnh0FYPnxm5yeYnnxqFbsZuA3lem42hjZaosdnP2HT58OK5fv46rV6/q/3r16oXp06fj6tWrRkoMAFy9ehUA4ONjej4cCqU5WuLoq1VqIQrhI9EzHj/d/BFH045aWTpKR4bBZCByTtPzXeQcb6rEUDo0drPIiEQidOnSxaDMyckJbm5u6NKlC1JSUrBz506MGzcObm5uiI+Px4svvojBgwc3uE2bQrGUlmy9Fnhy0W9NGEZfGozde3bgWv41ozqqKg3u7i6ApkaLmKf9WiwvpWPh1VeC2JeB29/lQll2zzLDc+Mgco43vPpK7CgdhWJ/7L5rqTG4XC4OHjyI9evXo7q6GgEBAZg8eTLeeuste4tGaWdYI6pvd+/uAICreVdh7HZGkLGn9hxR83zAZNs96gGljeHVVwLP3mIUXq/A+aMX0WdoL7qc1M4gWoLSW9VQlKrBc2HDJdrJ5O+3xW3beMRoh1Jkjh49qv9/QEAAjh07Zj9hKB0Gf7E/JkVNQl+/vhb30cWzC5gMJgplhciryoM7311/jC1kIWiiO7giFojWGhJTOiIMJgOiTnyQ82oQDWlzPzaUxsk/V47EuFwDXyieGxuRc3yatbhZqy0PXrh2KtPkto4EfTWkdHjGhY/D74/9jtcHvm5224x9Rbi44i5KTygQ7hoOAEbLSwwmAxEzvBH8kAdYXPrIUSwj+3ApMv5XDP4BPyR9l29vcShWoiWRm+3V1tGgsyqF0gIqMxS1QctKVejm3Q0AcC3P2E+GQmkJarkGCV9lI+PPEhCeBgIvTgNLmJS2RksiN9urrSNCFRlKh0ehVlj8oxA41g1dn/eHZ28xunn9p8g04PCrS1OglmlaJCulY6JVELj3EEEcIUDNo2notiwADAZdWmrrlN6qNilyc+ofhTj1fBJubsoyu23prdpgn9fWZuDU80kouVlldltHhyoylA7P8G3DwXufhz1Je8xuKwriw3uAFM6BfL3Db0OKzPX1mTi+4DZyT5a1UFpKR4QrYeO+14PQY3mgvUWhWBFFqWn51xSlashylZAXqwzKzDmHvEgFWa4SGgUxu62j41DOvhSKPSiuKYZKq4Iz17lF/egsMreLbqNGVWNwjCNiAQxAI6fevhQKpRaei2k/wW5dneB9vwRsp3vx1Uxtq6sXvcAXGrkWzgE8VKbLrSqfvWkbUlIoNuTi/IsorimGh9DD7LaFlyvBFbMgChHAV+QLN4EbimuKkVCUYFAvcq4Pouf70p0mlBbDThLj0pl0+A52QeA4y0MGUOyPS7STaZGbexlviTa1rUu0EwBAHCKwuK2jQ5eWKB0eJ64TAiWBEHAEzVeug0auxdUP03H+jbvQqrRgMBh6h9/4/HiDuiwukyoxFItJ3p6HU88nIedwGSBnofKuHFUZpr1VUxyXlkRutnnb2W0nYjRVZCgUC1HLtRB14kPowwWLV/so6ZaX4gvim2pKoZiFLE8JWa4SWjWBJqgKXV70RfAk9+YbUhwer74ShD5hnOGc58ZB7MsBTcZzqY36HACem+HiSkvaMjkMRMz2hle/thNHhi4tUTo0uZW5ePPwm/AT+eG9B94zqy1Pyka/D8P0nzPKMxDuGo4ZXWcg0i0SKakpuJJ3BWw2GzVFSijPsxDgHIiwx4wnLQqlKSJmeyNgjCs47kyQcyq49xI5VHK/9kBGeQaKZEWNHncXuiNQYhtna9/BUhCNFjV5Srh1F5kVnVcX9dmSyL7tJWI0VWQoHZrMikxsuboFAeIAsxWZumSUZyByYyTk6lpz//br22sPJN2rw9FysbPkH6rIUMxG4MGFwIMLlUrVfGWK2dR/fhuCz+YjcXGiTZQZvhsHoY9aPi8wmAy4drZsswKDyYBLjBCatCq4xAgNlJiaAiU0Si2c/fkWy9Ya0KUlSoemJQkj61IkK2pyEgQAFVMJwWC6a4nScsqTa5B7sgwqGpfIKpjy/MrV8iYtNu2N0oRqnH31Dq59kgG13LHvM6rIUDo0LUkYmXWwBBeW30Xm/mKT2/gMdDH7PJSOjUqmQdaBEhRdqdSXJWzIwY3Ps1CdpbCjZBRrUJ4sQ+ntamg1jhVF18mfBxafCY4zC5oax34Bo0tLlA5NSU0JAMssMtVZCpTdkkEaKbS2WBSKHlmOAre+zQHPlY3+G0IBAJIIAVTljv2WTDGNu7sLUXSpEmHTvBAyyfwQELaCK2aj14oQ8N25YLId22eGKjKUDo1+ackCi4zfcBdIIoQQ+nBRiRyT2igr1dC4aWnySIrJMNkMuPcUgVMnGFrMYl/q7NtO4EnYYDux4N69ZQE5bYHQm2fwmWgdM+s6VWQoHRrd0pKrwNXsts4BfDgH/OcE13T+NT2X309D+CsxcOvqeJMWxTERBQtw32tBAECdfdshMQv9EDXfFwwHfrchhCDr3xLknihDz+UhDvci5ljSUCitTEt8ZCyCAZo4kkKhGMBkMRw6CaiqSoOUXwtqncyPldlbHCOoRYbSoWnJrqWiq5XgOLEgCjF9a2LfD0Lh5dd2Ak1RHJOqDAWSvssAk8NA75Wd7C0OxQIIIVBVacAVOf7PMFfERpfF/pDlKOA3wvE2LDj+CFIoNsRSiwzRElxZnQ4QYPA3kXAXuoPP5jcbh8LD2XGc+Shtg6sfpaM6W4GoJ30gjqlVmplcBiru1IDJZYAQ4tBv820BU59fd6H1oilXZypw5pU7cO3ihB5vBTv8d+jeXQR0F9lbjAahigylQ2OpRUYt10LcSQBluRocERuBrEAkLk7Ux5l4bt9zOJV1Cq/1fw1Tu04FYNvIoJT2iyy3Nj0Bg3Xvh47vzkG3pYHge3AAAsCxfwMdnkCJ4fO7/85+LDu8DPd534fNEzcDsP7zW5YsA0itM7ejKzH10WoIsg+Vwu8BF4fY0UQVGUqHxlKLDEfIQt/VoQZlgZJA/UTXy7cXTmWdgkKjQA+fHgCA8jsyJP6RC6EXFwFjaNZiiml0fy0Q8mIVRCECALXxPJhsBjz7iO0rWDtD9/zuSdoDV2Gt83+RrEj//Fob/+GucO/mDLWDx2hpiPi1GSi8WImaAgXc7xOZnRrB2lBFhtJhUWqUqFJWAWh5ZN/6hLuGAwCSSu7lKJDlKJGxtxiuXZ2oIkMxGaE3T78NVqVqez96bYkaVQ0m/DhB/zm7MhsqjQoclm22uvPduTbp19b4DJaiOL4KOYfLkP7nvYCgPDc2Iuf4NJms0hbQXUuUDotCrcDDUQ9jSNAQSPlSq/Yd5lKbTPJOyR19mXMwH8ET3eEz2LrnonRMqnMUyD1ZhvJkmb1FaTeU1JSgr19fBEuDwWPxoCVaZFVk2Vssx4MBaJW1zsp1URSrEb82E/nnyltVHGqRoXRYRDwRdj+226K2ucfLkHWoBJ69xQh60NgBMNyt1iJzt+wu1Fo12Ew2RIF8iGZ4t0hmSsdClqdAyfVqCP14cI1xMjiWc7QUaX8UIWCMKyThNLq0NfAT++HsU2cBAJEbI5FUnIT08nSEuIRY9TyJcbnQyLUIHO92LxZVG4FoCRLjmg6clRiXB8/erZdFu0WKjFwuB5/ftr4ECsUaVGfXpicQBTV8//uJ/MBlcKHUKpFWloYw17BWlpDSHihLkuHWtzlw7eoE1xjDH1NREB/SaCEEXm1zecLRWdhzIapV1QgQB1i1X62GIOdYGdTVGvgOlVq179ag9FY1FMXqJusoilUovVVtcUZuczFbkdFqtVi1ahW++uor5OfnIykpCZ06dcLbb7+N4OBgzJs3zxZyUihWR6PVgMlgWrRjwGeIFM5BfAg8G147ZzKY8OX5Ik2ehqTiJL0io1UTqKrU4IrZDhnqm+JYcMVsePQS/efoa4j3ACm8B0hbX6h2TN2t7C/2f9Em52AwgNgX/FF8rQqSiLZnSVOUNq3EmFvPGpjtI/P+++8jLi4OH330Ebjce28CXbp0webNm60qHIViS7Zc3QLe+zzM2D3D7LZOvjx43y+BJKzxiciH5wMASCqudfglhODI7AQcX5AIeQkNNU9pHvfuInR/NQihUzztLUqHYPi24YjYEIHj6cdtdg4GkwG3biJEzPJpky8zPBfT7B+m1rMGZisy27ZtwzfffIPp06eDxbqXxKxbt264ffu2VYWjUGxJsawYKq0KLCar+coW4MvzBXBPkWEwGOA4s2rTFFTRNAUUiqNxs/AmkkuS4cx1hlKjxK3CWziffd7eYjkULtFO4Lk1raTw3DhwiXZqso41MVtlys7ORliY8Xq/VqulCc0obYrn+z2PaV2nWaTIFMdXgS1gwjmI32gCNZ0ik1ySrC/r/2k42Hxmm3wTozgel1enofJuDXq8GQxRsPHyE8V0yuRlKKguAFAbPuF89nkM2jIInVw6IeW5FKucQ16sQv7Zcnj0FBlllm4rMJgMRM7xQfzazEbrRM7xbtU5zmyLTExMDE6cOGFU/uuvv+K+++6zilAUSmvAZ/MRIAmAr8jX7LbXPs7A+TfvQtHEEpEf3w/APYsMUBtIjyoxFFM59XwSTj6XhOpsRYPHVRUaKMs1qCmgL5EtJbm49oXDx9kHIp4IQZIgiHliuPBdQAixyjkKL1QgaWsebn6ZbZX+7IVXXwliXw4wsszw3DiIfTmg1ePImG2ReeeddzB79mxkZ2dDq9Vi9+7dSExMxLZt27Bnzx5byEihOBRatRZO/jwoK9TgShp/hHQ+MhnlGahR1UDAoW/MFNPRaghkeUqAACxBw++cUfN8wGAx4OTTNt/uHQndC0eEWwQAwF/sj/LXrRsPhefGgWtXJ7j3cMycRebg1VcCz97i2l1MbS2y70MPPYS//voL7777LpycnPDOO++gR48e+OuvvzBy5EhbyEih2ITVJ1ajuKYYT/V4ClHuUSa3Y7KZRukJGkLMEuOLMV8gwiNCv3xVdLUSxVerII0SwqsfzYJNaRwGAxjwWTjkJWrwpA1P1U05m1PMQ6fI6KJy2yL/kWdvMTx7t5/UEgwmo9W2WDeFWYqMWq3GBx98gCeffBIHDhywlUwUSquw/fp2JBQmYFz4OLMUGVNhMBiY32M+OJx7W7TLk2TI2FcMrZpQRYbSJAwmwyA9AcW26HzZdBYZStvBLB8ZNpuNjz76CGp16+0Pp1BshT7ztZkJI1uCNNoJwQ+5w727/d9iKG0fVZUauSfLkH241N6itHnqLy0BwPqz69FlUxesO7Ouxf1XZcmhpbmybILZS0vDhw/HsWPHEBwcbANxKJTWgRCiz3ztKnA1q23+2XJk7CuG+30ihDzs0WTdzIpMnMo6BSeuEx6JfgRuXZ3h1pUqMZTmKU+WoSJVDnEnfqNLSIoSNW58ngWOMwt+D7i0soTtB0JIg4pMubwcNwtv4lbhrRb3f/m9NKhlWvRaGQJxJ+ovZ03MVmTGjh2L119/HdevX0fPnj3h5GS4V3zixIlWE45CsRWVykqotbWWRXMzX8tyFCi7LYPQu/nQ8GeyzmDWH7MwIGAAHol+xCJZKR2TggsV93IpNaLI8D04tWkKPLjQagiYLLojzhLyq/NRqawEk8FEJ5dO+vIgaRAAIK08rUX9K0rUIAAICJz86VKhtTFbkXn22WcBAOvWGZvaGAwGNBoa6Ivi+OiWlfhsPoQc8xwmve6XQOjDA8+t4fQEdYlxj8Gw4GHo7dtbX6ZVa6Gq0jbqwEmhALXRoz16iZp8e2cLWOi9slOjxymmobPGBEmCwGPfUzSCpcEAgPSy9Bb1z3fjYPCXkagpVDUad4piORblWqJQ2jq6ZSVL/GPMccDs4tkFh2cf1n+WFylx4tkkMNgMDN8RY5OdEZT2ge9QF/gOpctFrYEuhkx9R98gSa1FJr08HVqiBZNhuRLCYDIgpAk+bQJVDSkdEr2jr5nLSi2FI6p9dyAaAo2CvhRQrIe1grZ1RBryjwFqY8kwGUwoNUrkV+Vb1Df9XmyP2RaZd999t8nj77zzjsXCUCitRUssMiU3qsDkMiEK4oPFM+1doFpZDbVWDQlfgqHfR4FNI/xSmqFuJuamSN9ThLT/FcFniBQRM7xbQbL2x9O9nkYv3176pSQdHBYHfiI/ZFZkIq0sDT4iH7P7zj1WhvS9xQgY5Qr/keZtLKCYhtmKzO+//27wWaVSITU1FWw2G6GhoVSRobQJSmpKAFhmkbn+WSaU5Rr0+yjUpPw2S/cvxdoza/HO4HewcthKcJwdzzeGaIlDROik1KKWaXDs6dvguXBw/9owMDmNK8wMJqAsV6OmQNmKErYvOrl0MnDyrUuwNBiZFZlIL09H/4D+ZvddeLkSVelym2S8zyjPQJGsqNHj7kJ3BEoCrX5eR8PsGfXKlStGZRUVFZgzZw4efvhhiwX58MMPsWzZMjz//PNYv349AEAul+Pll1/GTz/9BIVCgdGjR2PTpk3w8vKy+DwUCmB5DBlCCAReXDC5anBNdNb1cqq9X5NKkpqpaR/yz5UjMS4XiuJ78aF4bmxEzvFp9ZwplFrkJSpoFQSqCnWTSgwAePWXQBrlBIEn9b+wBUHSIJzIOIG0sjSL2kc/5QvPXmKIw6y75TqjPAORGyMhV8sbrcNn85G4OLHdKzNW8ZERi8VYuXIl3n77bYvaX7hwAV9//TViY2MNyl988UX89ddf2LVrF44dO4acnBw88gjdwkppOZbGkGEwGOjzfigGfREJnrT5XUvAvXV33Tp87skyJMbloux2tVnntgX558oRvzbTQIkBAEWxGvFrM5F/zrq5ZiimIfThYcDn4ejxVnCzdXkuHIg7CcBxNj+LOwUoqC7AujPr8M+dfxo8HiwJBmD5ziWumA2fwVI4+Vp323WRrKhJJQYA5Gp5kxab9oLVnH3Ly8tRXm7+pFdVVYXp06fj22+/hYvLPQ/98vJyfPfdd1i3bh0eeOAB9OzZE1u2bMHp06dx9uxZa4lN6aC0xEfGXHSKTHJxMgghKLxYiYx9xShPqbH5uZuCaAkS43KbrJMYlweipc6KrQ2TVZuegOZSsj1X867i5f0v4+X9Lzd43FqxZCi2w+ylpc8//9zgMyEEubm5+OGHHzB27FizBVi0aBHGjx+PESNG4P3339eXX7p0CSqVCiNGjNCXRUVFITAwEGfOnEG/fv0a7E+hUEChuJfyvqKiAkCtL49KZbhGqftcv5xiTHsbqwiXCAwOHIwQSYhNrqnueAU4B4DJYKJSWYmssiy43icE140FYSDHruNZmiAzssTUR1GsQuH1CrjE2O4Htb3dW7aksbEqvFAJWa4S3oMk4Lk4ng+WPTD1vnJiOWFK9BT4i/0brOvv7A8ASCtNM/sevfNDAUSd+HDv7Wz1+DGmpgpSq9XNyu2oz6Cp8ph9x3/66acGn5lMJjw8PDB79mwsW7bMrL5++uknXL58GRcuXDA6lpeXBy6XC6lUalDu5eWFvLy8RvtcvXo1Vq5caVS+f/9+CIUNT8Y0AabptJex6o7u6O7aHbgD7Luzz+R2zGwhODel0HrXQBXbfH4b3Xh5cDyQr8zHD/t+QGfnzoAYwN3//uwEK80ZPDTvb3b+6EVo0qpsLk97ubesATNLCKaMDY1XDYjEeDKvP1b8vf5glvFwqyAeWl/7WvocDVPuq+m86YAC2LfPeC7IUeQAAO6W3MXevXtNjv3EqOBA8E8gCJOgpigV4FjXspkiSzGp3smTJ5ErbNryqsPRnkGZTGZSPbMVmdTUVLOFaYjMzEw8//zzOHDgAPh8vlX6BIBly5bhpZde0n+uqKhAQEAARo0aBbHYMH26SqXCgQMHMHLkSIMMxRRj6FjVkvVPKe4cLYB3J090Htf4Dob649Wtohv2390Ptwg3jOs+rhUlbpzSBBmuncpstl6fob1sbpGh95Yh19dlo/hSFcLnesJvxL0l98bG6m5FIRSlavgNC4Q4lObxAax3XynUCuR75CNIEoQxnceAxTTNF0lerEIOyqCq1iDyIfNXK5rjSt4VwIT9AwMHDsR93vc1WcdRn0HdikpzmK3IPPnkk/jss88gEokMyqurq7FkyRJ8//33JvVz6dIlFBQUoEePHvoyjUaD48ePY+PGjfj333+hVCpRVlZmYJXJz8+Ht3fjsRJ4PB54PGOnKg6H0+gX1NQxiiHtZaxMjdFRH+++Ugg9eOBK2CaNg268It0jsf/ufqSUpYDD4UCr0kIt14Irst8ygEdXMXhu7CaXl3huHHh0FbfKVuz2cm9ZA9doJzAZDEiCnBock/pjFTnTtzXFa1M0d19lV2TDR+TTaNReDoeDFcNWmH9ebw4iZ9ruBYDNNm3uYLNNm6sAx3sGTZXF7EW7rVu3oqbG2HRZU1ODbdu2mdzP8OHDcf36dVy9elX/16tXL0yfPl3/fw6Hg0OHDunbJCYmIiMjA/37m7+Xn0LRodKowHufB69PvFBa0/zyUF0Enlx49ZPAJdqp+cp10Dv8liSj5EYVDk1PwMUV1rFuWgqDyUDknKYDfEXO8abxZOxA8EQPdH81CC4x5t1nFPNQqBUIXB8Ipw+cUFhdaG9xKBZi8utgRUUFCCEghKCystJgOUij0WDfvn3w9PQ0+cQikQhdunQxKHNycoKbm5u+fN68eXjppZfg6uoKsViMJUuWoH///o06+lIoplAqL4VKq0JBdQHEPHHzDaxA3S3Yum2y6ir7J1j16itB7MtoII4MB5FzvGkcmTaGVk3AZFPF01Tult6FlmjBZrLhLnRvtF5WRRZuFNyAj7MPunl3a7bfqiw5iJrAOYhvs3xq7kJ38Nn8ZuPINHVd7QWTFRmpVAoGgwEGg4GIiAij4wwGo0En25bw6aefgslkYvLkyQYB8SiUluAmcEPmi5korSk1eb1bR2lCNRhsBpwDeWDzTW+rU2TulNwB34+Dod9Hgy10jFRnXn0l8OwtppF9HQRdbh5zfgCrsuS4tDINDCYw+OsoW4nW7qibY6mp8f7i/Bf48NSHWNx7MTaM29BoPV2E7JRfClB2S4bgR9wR/rht0kYESgKRuDgR+1P2Y/et3RgaPBQPhDyACT9OQF5VHlY/sBrTYqe1+2B4gBmKzJEjR0AIwQMPPIDffvsNrq73AolxuVwEBQXB17dl67RHjx41+Mzn8/HFF1/giy++aFG/FEpdWEwW/MX+8Bf7m9325pdZqMlXofd7nSCNNH39O0AcAC6LC6VGiayqTIS4hJh9bltRlSGHRqGFuJMAbAENqmZvKlJqcHFFKsShAvRe2XDY/PpwxWwoy2stalqVttlowJRakksaznpdnyj3KHT17ApPp8ZXHRqKkJ19sBTiEIHNLJuBkkDcLb2Lv+/8DU8nT7w64FU8dd9TeP/E+ziReQKvD3rdJud1NExWZIYMGQKgdtdSQEAAmEz6oFA6HgIPLkBgcnoCHSwmC2GuYUgoTEBScZJDKTLpe4uQc6QMnaZ4gi1gIu90OYInusOrH11WsgeKEjW0SgKiNn27LkfEQt8PQyHw5IBBl5ZMRm+RcW1akZndfTZmd5/d6HFdhOz6qCo0iF+bidiXYTNl5uGoh8FisPR5oGZ2m4n3T7yPf+/8i7yqPHg7t/9EomZvmQgKqo1yKJPJkJGRAaXSMFFZ/TQDFIqjcSL9BH6//Tv6+vXFY10eM6ttz3csV0C2TtoKMU+MEGkIMv4phixXicCxrhB6Wzd0ubmw+CzwXNhw9ueh9FY1Ku7UoOy2jCoydsK9hzMGfB4OrRmKDIPBgLgT3XZtLnWXlizF1AjZnr1ts/uvt19v9Pbrrf8c4RaB/v79cSbrDHZe34mX+r/UROv2gdmKTGFhIebOnYu///67weMajf0dGCmUpjibdRafnv0UM2JnmK3ItIRevr30/885WorKu3K4dXO2uyITNdcHUXN9QAgB35MLSYQQ0igaGt9eMNlMu98THQWdIhPuFm5S/Yb8l0pvVZsUIbv0VjVcOztbKKl5zOo2C2eyzuCnGz91CEXG7PWhF154AWVlZTh37hwEAgH++ecfbN26FeHh4fjzzz9tISOFYlVaM89SY/gMkiJ4kjsEHo4Ts4HBYEASKoDPQCkE7jSTclujPKUGqX8UovCiaUHEOjpVyirkVtVaUsJdm1dkHtj6ACQfSnAt/5pBuaLUtFQBptYzh3/v/Is/E/9EmbzMoPyxzo/hmwe/wf6Z+61+TkfEbIvM4cOH8b///Q+9evUCk8lEUFAQRo4cCbFYjNWrV2P8+PG2kJNCsRrFMssUmZKbVbjzUwGkkUJEzDB/3blIVoSvLn6FkpoSrBu/zuz2lI5B9uESaFUEHj1F4JuhUJZcr8KdnfnwGSyFR6/WCSvQlkkurnX09RB6wEXg0kztWsWnUlmJtLI0dPfuri83NbeVLXJgfXDyAxxPP46vH/waC3ou0Je7CFwwv+d8q5/PUTHbIlNdXa2PF+Pi4oLCwtogQl27dsXly5etKx2FYgP0FhmheYpMTb4S5YkyVGc2HrehKdRaNd4+8jY+O/cZFGpF8w1agayDJTj3Rgoy/inWl9UUKZF7sgxlt6vtKFnHJe1/Rbj9XS5kecrmK9dBEiaAz2CpTdNJtCfM9Y/RZcFOL0s3KHeJdgLPrWklhefGMTuIZnPI1XKcyzoHABgSNKTJurolsfaK2YpMZGQkEhMTAQDdunXD119/jezsbHz11Vfw8Wk6SiiF4giU1JQAMN8i4xrrjNiXAhA0wbIAU15OXpjfYz7eH/Y+VFoVNEotVDL7+pRV3K1BxZ0aKMvqbBk9UIobn2ch+4h5UY8p1sGjlxgevUUQeJm3vOfaxRldFvvD7wHX5itTzFZkgiXBAIC0sjSDcntFyD6XdQ4KjQJeTl6NXsO2a9vQ+9ve2JdsemLctojZtq7nn38eubm164rLly/HmDFjsGPHDnC5XMTFxVlbPgrF6lhqkRG4c1vkO8JgMPDNhG8A1FpCznyTBo/eInR/JcjiPltK8EMecIt1htD3nnOpJFIISbgATn7U4dQeRMxs/9tlHYGkEgstMuXpRse8+koQ+xKQuLX1ImQfSz8GABgaPLTRYH6Xcy/jYs5F/BD/A8ZHtF+3D7MVmRkzZuj/37NnT6Snp+P27dsIDAyEu3v7D4XcVtFFnKSRW+/5yLgK7PfmqktToLJzmgKhFxfCem/+Hj1E8OghaqQFxdHRKLVgMBk0VUEz6HxkTLbISIMBGFtkAEAj1+LOj/nw6ieGWzcRVFUam8+zOkWmqWWlBT0XoJNLJzzR5QmbyOAomKXIqFQqREVFYc+ePYiOjgYACIVCgwzWFMejoYiTPDc2Iuf4dLhcOoQQi3ctld2uBhgMOAfwwBZaFgFXqVEipSQFNX5yDN0SC7aABpak3INoCcAwLz1BXS68fRdliTL0XB7calt92yp/T/8bySXJCHMNM6l+kKRxi0zBhQrIcpUovFiFiFk+NsuvpEOpUeJM5hkAwJDgxhWZGI8YxHjE2FQWR8CsWZTD4UAut8zRkWIfdBEn68c5UBSrEb82E/nnyu0kmX2oVlVDqal1ojR3aenW5hxcePsuypNlFp9/181diNkUgxcPvQCOE8uuVjFZngK5J8pQ1YjzMiEEajmNC9Wa5B4vw+GZCbjxRZZF7Zm82vtJXqSypljtEheBC/r49THZMqtbWiqpKUGlotLgmFd/Mbq9Gojw6V42V2IA4EL2BdSoa+Ah9EC0e7TNz+fomP06uGjRIqxZswZqtfX3xFOsi6kRJ4m2fXu010W3rMRlceHEMW8XAd+dC4EXBzwXy2O/6MzYOrO2PSm+WoUbG7KQvDPf6Fj+mXIce+o2bm7KtoNkHRd5iQpaJYGlv4UxC/0w5Lso+AyWWlUuCiDmieHCr92mXd8qw2Qz4dlL3GrRsHXLSoODBpukOMVdjcOQuCEOMe/YArN9ZC5cuIBDhw5h//796Nq1K5ycDH8Mdu/ebTXhKC3DESNO2pu6y0rmvjnd93rLnXJ1EURzq3IR//NdcGUChD3mafFSVUtgO7Mgja517K0PR8yCqlKDylRqgW1Ngie4w3uAFAwLVxxpIEPTOHj3IP5K/AvDOw3HxMiJJrcLkgahNK8UaWVp6OLZxYYSNo0p/jF1+enGTziefhw/xP+Ad4e9a0vR7ILZioxUKsXkyZNtIQvFytgz4qSjog+GZ+aykrWQ8qXwdPJEQXUBzhy8jE7lUQgY7WoXRcZnoBQ+A6UNHpOECdHng04QBfFbV6gODpPDNHK+plifw6mH8fn5z6HSqsxSZIKlwbiad1UfS4YQghsbsuAS7QSfQVKw+Lb3eVNpVDiVcQpA0/4xdZndbTb+TfkXP8T/gBVDV4BpqabsoJityGzZssUWclBsgD0jTjoqQo4QQ4OHopO0k91kCHcNR0F1AWS9ihAscm+Vyc9cWDwmJGE0sFpbQ1mhRvbhUmhqtAh7wsve4jgsw0OGQ61VY1DgILPa6Rx+dTuXKlJqkHeyHAXnK+A9oHWWlS7nXka1qhquAleTrUIPRT0EEVeEtLI0nEg/YbIC1Faw6BdMrVbj6NGjSElJwbRp0yASiZCTkwOxWAxn546xRNEW0EWcbGp5yRYRJx2ZAYEDcGT2EbPblSfLkLg1F+JOAkQ96dsiGSLcInAq8xSqogoRPsQ+MUMaSn5HsT+puwvAdmLBe5AUHAusdFqlFnd25oPBAkIf8+ywIRaaY3in4RjeabjZ7XRbsHU+MgJPLsJneEMt07SaVVW3rDQocJDJlhUhR4ipnafiuyvfYdu1bVSRSU9Px5gxY5CRkQGFQoGRI0dCJBJhzZo1UCgU+Oqrr2whJ8UCdBEn49dmNlrHFhEn2yM1hSqUJ9VYJTaHzuFXF5DLHpTdluHaJxlw7eqM2BcCGqxTU6RE7tEyaDUEYY/Rt3tbo1UT3Pm5ACCAZ18JYIFBjOfKgc9gKfjuHGjVBCwufbatyZiwMQaWEK6YjeCJrRs/LcItAhMjJ2J8uHkB7mZ1m4XvrnyHXQm7sGHcBgg57cfialFk3169euHatWtwc7vnZ/Dwww9j/vyOk6SqreDVV4LQx5W4+2sBiPre7iRbRpxsj0ijhIh9OQBsKywD6RWZ4iRolFoQLQGb37o+MtVZCqgqNVDXNL69WlWhQcovBWA7MRE61ZNab2yMVq1FwChXKErV4Iotux8YTAa6LPa3smTtiwpFBa7mXUWEWwS8nc2ziEa5RyHKPcpGkpnGpKhJmBQ1yex2AwMHIkQagtSyVPxx+w9M6zrN+sLZCbMVmRMnTuD06dPgcg0d0oKDg5GdTbdqOiKdHvFA8ENuKE2QQVnesSP7Pvm/J7EnaQ9WD1+NeT3mmdyO78oB30pKn06RuZ2biEMzbiJ4oodF2bRbgs8QKSThAjSVS845kA+fwVKIOwlANAQMB4kUm1GegSJZUaPH3YXuCJQEtqJE1oHNZyFqXsuWLa1JS8bZ3t8R0RKUJsjASnNGaYIMHl3F+vnuYs5FDN82HBFuEUhcnGjxOTL+LoZzAA8uMW1jLmUymJgZOxPvHn8XW69t7diKjFarhUZj/BaXlZUFkYiGNXdUmCwm3Lo6oyxJhqz9JShNkCF0iqe9xWp18qryUCgrtKt1IdQlFAwwUKEtRwWrDKpKl1aXgcVlQhRsvO26Lky2473dZ5RnIHJjJOTqxreF89l8JC5ObJPKjLXQKLXQqgg4TpZZdloyzvb+jupGMufBC9dOZRpEMjc3WWR9jqQewa3s2/DYEQOp0g3914bBOaB1dvfdKrwFAUeg99Uxl1ndZuHd4+/i4N2DyK7Ihp/Yz7oC2gmz7eSjRo3C+vXr9Z8ZDAaqqqqwfPlyjBs3zpqyUVpIyY0qZB0sgVat1Zcpy9TIPV6GwosVdpTMfsRNikP8wniztlwCQFmSDGW3q62SG0nAESBAUuuX4vlubRAzimkUyYqa/IEEALla3qQ1wFHRqrV6J+yWkPZnIQ7PSEDy9jyL+2jJONvzOzIlkrlekXG1TJF5/p/nsejQsyjtkwWXzk6tpsQAwLJDyxDyWQi+OP+FRe1DXUMxIGAAtESLHdd3WFk6+2G2IrN27VqcOnUKMTExkMvlmDZtmn5Zac2aNbaQkWIBhBAk78jHrW9ykPbHvQlDHCZAp6meCO2gzpueTp7o6tUV7kLzHPSStuXiwjupKE2otoocurfBu9UprW4dUss0SNlVgPyz5Sb9cKqqNC1Ky0AxjZSfC3B4RgJSfi1oUT9cca2hvSPFhwJMj2TeUovM0OChGB8+HjGTgtDznWCL+rAUpUYJFoOF3n69Le5jdrfZAICt17ZaRXF2BMxeWvL398e1a9fw008/IT4+HlVVVZg3bx6mT58OgaBpUzWl9SBawGeQBKpqDfxH3sslwnflIPTRjrek1FL4rhwovTRWi7kT4RqBQ3cPIbey6YnXFlRlKXB3VwF4ruxmQ6rXFChxcnESmBwGhm2NoRmVbYiiRAWtioDFadkYe/YVw72nSJ9h3ZasObkGnk735hMpX4qHox+2+XkbwtRI5rdza/1idFG2zeXzsZ9b1M4a7Ju+D1XKKgjYlv/WTuk8BUv+XoKEwgRczr2Mnr49rSihfbBoVmaz2ZgxY4a1ZaFYESaLgcBx7ggY49YmHNFaA41Wg6X7l8JN6Ial9y8Fn226STj2Jeuu5b/3wHtYff8aFB6SIXl7HsJb0dmXxWfCd6gULEHzP3R8Dw7YTixwnJlQlKgg8KRRZ21FzEI/hD7m1eIAiWwTvldr8UvCLwaf/UR+dlNkTLFAqaFCenUaAMstMiU3qyD04oJvp3QQztyWxWqT8qWYFDUJ+5L3IbE4seMqMomJidiwYQNu3boFAIiOjsbixYsRFWXfbWkUYxpSYjRKLaoyFQAhHSp6a0lNCdafWw8AeH3g63aVxVXgCqVSjbu/pAEMIPQJLzBZraNwigL56PysaU68DAYDg76MaPXt4R0RJofZ5hTFp+57Cj4iH/1nMU9sN1lMsZbmc3OgJmoIOUL4iszfIUa0tSkJ5KUqRL3hgcBurfcCotQowWVZ5/5YN3odvn/o+3YTS8ZsRea3337D448/jl69eqF///4AgLNnz6Jr16746aefaB4mO6PzjfHsLYY0suGbNPd4GW59kwPXWCf0fCuklSW0HyU1JQAACU8CNtP+aRnYziz4DXcBV8wG0RCglRQZc6FKTNsj62AJKtPkCBjjCmd/2zmjPtP7GfTw6WFQdjn3ss3O1xSmRDLPd88CUJsmxJJ8Q8oKNXJ80vCU1xRIDoqR3a11Qo4QQhC0Pgj+Yn/8NvW3Fu/2skSJc2TM/iZfffVVLFu2DGfOnMG6deuwbt06nD59Gm+88QZeffVVW8hIMYPShGqk/1mES++mQlnR8AMtCuaDI2JZvDWzraLPfG1mwsjKdDnOv5mChK+sO2kt/mcRnuFNA3+8Cixu6+VbUslavvOKYl3UNRok78xD5j/FVnHAzD1ehqz9JahKNz17uZZoEXc1DjJV23Ts1kUybwpF/9o5wFL/GJ6Ug+FLe6KaWYXcqlwo1AqL+jGXhMIE5FXl4WbBTbOD+DUFIQR3S+9arT97YfbsmZubi1mzZhmVz5gxA7m5re+4SDFE4MmF3wMu8B/pqt+9UB9xqABDNkch9sWOFWdDl/naVeDaTE1D5EVKlCfXoCKtxqryHEo9hOPpx5FYZHlQLnNR12hwdM4tHFtwG2q5aQqNVk1w44ssnH4pGWo7K0HuQvdmfZv4bL7Zu9LsjbxYhbQ/inDn53yr7GLzHihFyCMecPLjmdxm9h+zMfd/c/HmoTdbNM72/I68+krg0dPYh4TnxkHXF/yRoU0FYPnWa6D2+gRsAQgIMisaT/9iTXT5lfoH9Lfa8lJpTSk6b+qM6C+i9dbqtorZ9vWhQ4fixIkTCAsLMyg/efIkBg0yL5MoxfoIPLiIWejX5FtdRw01r7fICMyzyIhDhei2NNDqkW3fGfwOACBKGg2NUtsqVhlZnrL2P8T0JSMmm4HSm9WQF6lQcbcGrl3slxg2UBKIxMWJGLN9DG4V3cLyIcuNYgK1xci+LC4TAaNdASvdYgGjzFPWAeCJLk9g963dCHMN04+zJdF5G2p7Luscnt33LERcEfbP2A9fsa/NvqOYZ/yRe6IMGo0GCak30GdoL0gChbj6cQauaG8AAsscfWuKlOCK2WBxmQiWBuNW0S2kl6UjzDWs+cYtRKfIDAmyXrJHF4ELuCwumAwmLuVeslq/9sBsRWbixIl47bXXcOnSJfTr1w9ArY/Mrl27sHLlSvz5558GdSn2oaMqK02hs8iYu7TEk7Lh2cf6TozTY6fj2toMJJwrAXmaD//h5v/4mIs4RIBhcdGQl6jMahc+wxssPhOiTvYPscBhcnCrqHajwTO9noGXc9uPiSTw5NokPUFTqQIKqwtRXFOsD1U/LnwcUp9P1W+nDpQEWqxs1G/bzasbPjj5AbIqspBdmY1+Af0s6tcUuGI2gsa7Q6VS4fq+KrjECMFisMFgAFmcNACWKTI3v8hGZVoNuj4XgCBpEG4V3UJaWZp1hW8AQgiOpVlfkckoz8Abg96Al5MXBCwBTspO4kreFbDZtWpBW3ohMFuRefbZZwEAmzZtwqZNmxo8BtT+kDaUyoBiG8qSZMg/W47gie7gSTnN1i+6Wom7vxXC2Z+HmKc7RmRZSy0ytoQtqLXCqCpb71lhC1lwFprnH+V9v+MkF92XvA8A0MevD7ycvfBrwq/4K+kvzOg6AyNDR9pZOschrSgNUV9FQaFp2o8j1CUUff37AoBBTBhrwmKyMKPrDHx46kNsvbYVk2Nad1MIk81AxHOekH8vA5Tm+8ho5FrU5CuhrtbCKYCH4OxgAEB6eboNpDUkqTgJ+dX54LF4+u+ppTSaRiLp3n/bUqoPs23ZWq3WpD+qxLQud38rQMaeYqT8bGJUUAKUJ8pQltg2HfssQW+RMVORKb8jQ+ntaigrrRspVaaSIW1wPDKWXkDwQ23Lp8Oe7EneAwAYHz4eAHDw7kFsu7YNB+8etKdYLUKjtE56Ah2yfCX2vXS+WSUGQKsFZZzVrda38u87f6OgumXRixtCVa3B9c8zUXS1ssGxlHqJUPZ6GXJfzjV7DmDxmRi4MQJ9VodC4M5FkDQIAFrFInM8/TgAoK9/X7NiXzVFe0v10XpbJSg2JXCsG6TRQpN/ECXhAnR5zh+xLwXYWDLHwdJdS3d+zMfFd1JRdKXSqvKU1pTiwd/G4+l/5kOtbZ1w8olbc5H6R6FFSlllWg0y95c0uhuuNVCoFTiQcgAA8GDEgwBqLTMAcD7nvN3kainxn2bi8IwE5B4vs0p/5kSgDpS2zht3tEc0evv2hlqrxo/Xf7R6//lnypF3shxJPzSeY4rBYMDb2RuVaXJcePuuWUusDCYDktDapVVd0sbWsMjYwj+mvWFRMI0LFy7gyJEjKCgogFarNTi2bt06qwhGMQ/37iK4dzc9+zjHmQ2fgVLbCeSA6DzzzX0b47lwIPDmgu/a/JKdOfiKfCHkCGstM2VpFm8JNRWNQouMfcUAAfyGmZ9x+8bGLFRlKMBzYcOzt30Cnx1LP4ZqVTV8nH1wn/d9AO4pMhdzLkKj1YDFbHthBRSltekJ2ELrvFuyuMzaPEAOlhdwdrfZuJBzAdvit+H5fs9btW9ppLA2bk4Av0kfQUIIbn2bg4o7NUjenoeuzzX9MqdVacHkGH4vQZLWscgQQqgiYwJmKzIffPAB3nrrLURGRsLLy8vghqEOphRHxlKLTJfFpkXBNRcGg4FQcRiuF8fjxN8XED7DtooM0RCEPuYJeaEKXIn57zCusc7guXDA4tnPkLs3aS+A2mUl3XwT7R4NJ44TqpRVuF10G509O9tNPkvp814nKErV4Iitp4RxnOwf9LE+j3d5HC/++yIu517GjYIb6OLZxWp9OwfwEfVk4w7T7xx5B/H58VjSZwn6LR6IlF8KEPVk03FngNpEk2VJMoRP99K/LOosMtkV2VBr1TYLsJlaloqsiixwmBz0D+hvk3O0B8we/c8++wzff/895syZYwNxKOaSGJcL50A+fAZLzU7opyhVofSWDCwuAx697BdavLWwNI6MLQkVhuJ6cTyuXLsB2Dh9GVvIQqdHLHfmjJzV/KRvSwgh+CvpLwDA+Ijx+nIWk4Vevr1wLP0Yzmefb5OKTFtMT2AJbkI3PBjxIH6//Tu2XduGj0Z+1GrnPpx6GKcyT2Fa12lw6sRD7AvNL6sTLUHBhQooy9QG6V68nL3AZXGh1CiRVZGlV2ysjW63Um+/3u0mnYAtMPvVislkYsCAAbaQhWImlelyZOwrRsLX2ZDlmR9hsji+CtfXZyLtr7bh0NVSunl3Q6xXrM12ZlhCpFckAKAkMMfOkjg+t4tuI7UsFVwWFyM6jTA4pveTyW67fjLWpuKudQM4Wgud0+/2+O3QaFu+KYRoCdL+LGx2Dlz1wCpsGLsB/fyNt36X3Khq0PeLwWTg/nVhiFnoC9cuTvpyJoOpX15KL7OdnwxdVjINsxWZF198EV988YUtZKGYidCLi/CZ3ggYbVk+FXEnASThgg6TOHLvtL24tvCaWdsJq3MVOP9mCm5ssE0Ez2i/2kSreRLbRwiV5SuhkWubr9gMWg2BVtXyfsyluKYY3by6YVjwMKMMwG3Z4bc6V4HknXnIOV5q1X5l+Uqr9mctxoWPg5vADblVuVbZaVZ2W4bk7fk491pKk/flkOAhWNxnsdHzn/lPMS69l4abm7Ib3O3EcWbD7wFXowS8rbFzSZe3iioyTWP20tLSpUsxfvx4hIaGIiYmBhyOoQPk7t27rSYcpWlYfCaCJ1i+bdc5gI8+q0KtKFH7Q1GiQnlyDdQy2/xw6wJzJRcn26T/ulz5IA2yXCV6rQiBS4xT8w0a4NbmHOQcLUXMAj/4DJZaV8BmGBg4EFcXXm0wv41OkYnPj0eNqgYCjv0D95lKVbocaX8UQRIphO9g852wGyM4wg+8GzwoSOOWCnukc+CyuHiiyxPYeGEjtsVvw+iw0S3qj8FmwK2bM/juHCOnXFOQRgnBZDPAc6lN3mpqBO+VQ1fizUFvoqtnV7PPaSqXn76Mq3lXEeMRY9V+dWkkmtqC3ZZSfZityDz33HM4cuQIhg0bBjc3N+rg24oQLUHprWooStXgubDhEu1k9JZAsS7OAXx0Wxpos0AFOkUmsyITVTXVcBaYr2A0Fb0VqJ20/J0DoP7PGiPwttwXg8lmQKskqEitaXVFRgePbZw/KEAcAC8nL+RX5+Nq3tU25RjJ9+AiYIwr+O7W9ZGJ6RKBpIAkbLmyBSuOrcB93vdh88TNBnXsFb11Xo95EHAEmN1tdov7kkYI0ePNYBBt43F4ruVdw/WC6+jh08NIKRAFC9B/XTiEXrXjr5tnc4+XQZanROhUT7h2Nk7LcX/A/S2WvTnYTDZ6+fayer/100jIlXIMjhsMDTTYM20PfJx92ndk361bt+K3337D+PHjm6/cDF9++SW+/PJLpKWlAQA6d+6Md955B2PHjgVQm9fp2LFjBm2efvppfPXVVy0+d1sj/1w5EuNyDVLUc8UsRM33hVfflkVdJYRAqyKtmoG5tTmadhRTdk1BX7++2DNtj8ntuGLbpCfQ4SZ0g5hIUcEow5UrNzDofvMidzYaobMOugidQ76OgrJCDY7I8p0xgePc4D/KFcIWKEOWkFuZCzFPDCduw4oeg8FAb7/e2JO0B+ezz7cpRUYSKtDHJ7E2gZJAhLiEINo9GiM6jUAPnx42OY+5dPfuju7e3a3aZ1Mvdb/d+g3vHX8P83vMxzcTvjE6rlNiGppnr32cgZhn/Fo8zzoaddNIqFQq+PB8kKXIAo/Fc5j7xFTM/uVydXVFaKh1liP8/f3x4Ycf4tKlS7h48SIeeOABPPTQQ7h586a+zvz585Gbm6v/++ij1vNydxTyz5Ujfm2mwcMFAMoKDeLXZiL/XLnlfZ8tx/EFt3Hj86yWiunQFFYXokhWhApFhb1FMSIQIQCAxALzs2CbG6GTK2a3yIoq8OTCyZfX6pbA1w6+BreP3LD58uZG6/Txbbt+MrZCq9JisudjiJ97HWtGrLG3OFan+HqVSX5fScW1sfebyrHU2DyrlmkbnGfL5GX49tK3+OT0JxZI3jyjt4/GU38+heyKbJv0Xx9fXu3Wdd1YtSXMVmRWrFiB5cuXQyZreWj7CRMmYNy4cQgPD0dERARWrVoFZ2dnnD17Vl9HKBTC29tb/ycWt/9twnUhWoLEuKZDiCfG5TVpVm0KjjMLynINKjOa/jFs64wNH4vrz1zHl+O/NKtdxd0alN6qtmk029joWlN3vqvtHX7bKreKbkGhUTT5Q9RWdy6pZRqrpieoy4V3UnH6+WSU3Kx2SDeA/Sn7Me23aUgtTTW7rbxEhcvvp+HY07ebjVSdXFLrg9bY/WPJPFupqMSCPQvwxqE3rLL7qi7ZFdnYn7IfW65uMXJstxU+vNrwCq3hr2dtzF5a+vzzz5GSkgIvLy8EBwcbOftevnzZIkE0Gg127dqF6upq9O9/zyy8Y8cObN++Hd7e3pgwYQLefvttCIWN77JRKBRQKO45t1VU1L6Bq1QqqFSG4ah1n+uXOxKlCTKjN4T6KIpVKLxeAZcY83cfCYM46PFuIJz8eU2OQ1sYq6bgMXiIdKnd6mzONaT8mo+ii1UIn+sFvxFSk9uZM14RnuHAbSCxKNHs8VWrTVOw0v8pBLcmE74jpBCFtCxfS9ltGYouVUESKYBHL9OjSTeGKWN1avYpJBQlINItstF63T2749mez6KXby8olUqH/OFuiHOv34W8WI3ubwZAEt70EpO5zyFxVYFkaaCoVDrks/vRyY9wKO0Qwl3C8dagt8xqW5VbA74HB1wpGww+aXR+VyqVeitDiDikwXGwZJ714HtgXNg4BIoDUVlT2eiypyWI2CL8b+r/kFSSBCFLaPPvTqVS6S0ylsxDtsJUORjEzFeBlStXNnl8+fLl5nSH69evo3///pDL5XB2dsbOnTsxbtw4AMA333yDoKAg+Pr6Ij4+Hq+99hr69OnT5M6oFStWNCjjzp07m1SAHBVWmjN4p7yaracYkA9NcFUrSNSx4Jx3BytPAGWPYmj9bZNg82TpSWzO3ox+kn5YGLDQrLYpshS8nPRys/U25G9HZFE3yIflQOvbsvginHgXcK67Qh1SCeX91k/+16EggOCXEDDUTNRMTAcRWdfytyd/L37I34Zx7uMw27fljrXW5mzZWcRXxWOk20iECELM74AAUDABfuPLSyWqEjx580kwwcTPsT+DwzRONULnWeB65XW8nfI2fLg++DLGPMu1rZDJZJg2bRrKy8ubXI0xW5GxNkqlEhkZGSgvL8evv/6KzZs349ixY4iJMd5udvjwYQwfPhx37txp1E+nIYtMQEAAioqKjAZCpVLhwIEDGDlypJFlyVEoTZDh2qrmlxy6vRlgkUXGVNrCWDXFjzd/xN3SuxgXNk6fo8eWmDNeFak1KLlcDb4nB96DzHMovJJ3BX2/b95B+J8+hxFSFgXfEVLwpC0Lp16eKEP+6Uq4dhXC3UoWmabGqq3mTzIVrUoLRZkGPFc2mKymrUjmPocL9i5A3LU4vDPoHbMtHm0d3Vjxo/gY89MYdJJ2wu1nbzdY11HmWXuhUqnwxz9/gNmJiWjPaKtv97aUiooKuLu7N6vIWDSjlZWV4ddff0VKSgpeeeUVuLq64vLly/Dy8oKfn59ZfXG5XISFhQEAevbsiQsXLuCzzz7D119/bVS3b9/aCbspRYbH44HHM96eyeFwGn3wmzpmbzy6isFzYzdp9uS5ceDRVWyxA2ZVlhwF5yrAFbPhP7Lp8P2OPFZN8UvCL9ibvBf+En/0CejTauc1ZbwUOVVI210Mt+7OCHjAvLgNbLZpj7BHdwkifKyTYsC9iwTuXay/g6Ohscosz0TsV7EYFz4OPzz8A5iMpt365Go5LuVcQqGsEJOiJlldRpvAAXhm/jaa+hx+99B3eHXAqxDxRG3yuW0MeYkKPBfTHNfTKtIAABHuEY2OQUvm2TJ5GVQaFTycPEy/gCYorC7EujPrMCxkGEaFjrJKn6bgxHLCuM7jHOo+MVUWs5194+PjERERgTVr1uCTTz5BWVkZgNpAeMuWLTO3OyO0Wq2BRaUuV69eBQD4WGlCbgswmAxEzmn6eiPneLdoF0lVhgIpPxcg+7B1I4s6EvqEkWZmvm4NnAL48BvhYlG+q3+S/7GBRI7D3uS9KJOXIb0svVklBgCu5F7BwC0DsXDPQps50LYl1FVa4H8SlHzvuGNBCMHx9ON4Zs8zqFE1v+ypVROcffUOzrx0x6ToxUkl/+1Ycm3cUdzSeXbV8VVwWeOCNw+/2awcpnI07Sg+PPUhXjnwitX6bO+Yrci89NJLmDNnDpKTk8Hn33MaHDduHI4fP25WX8uWLcPx48eRlpaG69evY9myZTh69CimT5+OlJQUvPfee7h06RLS0tLw559/YtasWRg8eDBiY2PNFbtN49VXgtiXA8BzM3z75rlxEPtyQIvjG0jCBPAZJIHPEGmL+nFkdAkjzcl8LS9R4dwbKbi2NsNWYgGojSMSF/IZBiX0wM7rO01ud6fkDladXNVsPR6LB36ps1XTChBCIC9SojrH/Bxf5rAnqTbmz/hw0+JWdffujgBxAPr694VMZRufJmtSeqsayTvzUHjRNmEBmCwGsvaXIP90OdQ11t1ZYy0ICGb+PhNfXfoKfyb+2Wz9qkw5NHItVFVq8N2bf2NvbseSDkvmWV9RrYOsNdMU2DO/0oWcC/jo1EfYn7K/1c/dEsxeWrpw4UKDyz5+fn7Iy8szq6+CggLMmjULubm5kEgkiI2Nxb///ouRI0ciMzMTBw8exPr161FdXY2AgABMnjwZb73VsdZ5dXj1lcCzt9gmkX0Fnlx0WdJ8Jti2jCUWGUWJChV3aqAotb0Hf7m8HOnl6bhd1PAafn0UagUe+/UxyFQy9PHrgw1jN4DNbPhxLvxRiewVSginFyP4IeuYv7P+LcHt73Ph2UdcG/nYBshUMhxKPQQAeDDiQZPaCDgCZLxoW8XTmpQmVCPtjyL4DpNaPQP9t5e+xdH0oxg+dgJGBYxy2F1cTAYTM2NnYtWJVdgWvw2PdXmsyfriEAGGfBOF6hxFsz5FwL3txM0pMoD586wu63V6ueWJI+tH5v7nTq2VNUAcgMu5l1s1wu5fSX/hw9Mf4umeT7fqslZLMVuR4fF4+i3NdUlKSoKHh3mT5HfffdfosYCAAKOovh0dBpPRYKhsStNotBqU1tQum5ljkRF689DtlUCLY/SYw5K+SzAtejq6+HQ2qf5rB1/D5dzLcBO4YffU3fATN+6bdoOXhUJhBZz8jX3HLMU5mA8GE9DYMHnkkdQjkKvlCJQEootnF5udx55IwgQIGOMKaaT1HUj3Ju/F/xL/h96je8O/X9O+b/ZGp8j8e+df5FXlwdvZu8n6bCHLpGS3GqLB3bK7AIBwt3CTZDFnntUljkwvS4eWaE1a/qxLU5G5Xz34KoB7kblbQ5np798f07pOa5X0C9bEZEUmIyMD/v7+mDhxIt5991388ssvAGpDg2dkZOC1117D5MmTbSYoBUj5JR95p8sRONYNAaOt7+uhkmmglmkgsHLOF3tTrigHQa0y4iowfULnOLPg2dv2ARgJISh4hQlNjSucvhIDzYSj+DPxT3x27jMAwNZJWw2UGI1Wg9SyVGRVZGFo8FAAQJdF/rX+IlbUxyThQgzbGgMWz3ZpLfYm7wVQu6xkrjWBEIIiWZHVHDBthVs3Edy6tXznV30IITiXfQ7AvUCBjkykeyT6+ffD2ayz2Hl9J17q/1KD9YiWmGWFLlIWQalRgsfiIUBsfauzv9gfTAYTCo0CBdUFzSpgRvKZEZm7NRSZsWFjMTF6os3PY21MnoVCQkJQVFSEtWvXoqqqCp6enqipqcGQIUMQFhYGkUiEVauaX6+nWE51jhKyHCU0SutbCHKOleLonFu4/W2O1fu2Nzr/GBFXBC7L8ZQ0BoMBJqd2clZVNu3HkFmeibn/mwsAeKnfSxgfYeg7kl2ZjfAN4Rj1wyiotfd2YDAYDKumFWCyGDZVYgghev8YU5eVdGSWZ8J3nS9CPguxesTVtkJWRRbyqvLAYrDQzb0bZHkKyPJs68/UUmbFzgIAbLu2rdE6F1em4upH6Sb7ZlVrqtHZozO6eHaxyRZ+Lour95NJL7N8eYnSMkyeiXQ7ACQSCQ4cOIC//voLn3/+ORYvXox9+/bh2LFjcHKyXmRDijERM7zQ851gePW1vpVA6F277KBs5oe0LaLzjzHHGgMAlWk1KE2ohqLMdukJdPT7MBSpL53BittvorC6sME6aq0aT/z2BEpqStDLtxdWj1htVMdf7A8+mw+VVtWmJ9brBdeRWZEJAVuAYcHDzGrrK/JFlbIK1apq3Cq6ZSMJrYOyUm2T3VW6NA2xXrEoOlSDU88l486P+VY/jzV5rMtj4LK4uJZ/DdfyrhkdrylQouyWDEWXK8EWmvbT1UnYCVfmX8GF+ResLa4enZ+MNR1+7YlGq8Hd0rsOmZeuMcx6papr3h04cCCeffZZvPrqqxgxYoTVBaMYw3fnwrWLMwSe1rcqiEP5GPp9FPp+YJ2EoI6EJTuWACDtzyJcXJGK3BNlNpDKEL47Fx+dX4N1Z9choTChwTon0k/gTNYZiLgi/DT5pwatS0wGE2GutXGZkoqTkPlPMS6uTEXOUetvra9Mq8HVj9Nx/XPr54jam1S7rDS803AIOOZlhmYxWejl2wuAY+dd0qoJjs27jUPTE5rNFWQuuuvu49cHAk8umDzHdPSti6vAFRMiJgBo2Coj8OSi/7owRC/wA09qXqwTWzo6B0n+85NpgcOvIzFs6zCEfh6Kf+/8a29RTMYsZ9/m8hwBwLp161okEMU+MNlMMJ1tt1RgTyyNIcOVsCH04YLv1joBosLdwpFSmoKk4iQMCTbeejksZBgOzzqMMnkZQl0bVzgj3CJwo+AGkoqTEJDcBaU3q+HW1TbW0sILlWALmGb7LjTHnmTztl3Xp49vHxxNO4rz2efx5H1PWk0ua6Is/095IQDHybrLHroM4H38+sCjmwgPbItx2F1LdZndbTZ+u/UbdlzfgTUj1xjtxHP258PZv2W5wqxNe7PIdHLphBMZJ/Tb1tsCZiky169fB5fbuDWgLTwobRVVtQb5p8vB9+DAvbv1nQPbM5ZaZCJn+yBydusEXyy5UQWvYn8A0Ce4a4iGFJz66AJ/JZckY94kD7jGOkMcYp5VwxScAvgIn+kNSZh1+y6SFeFM5hkALVBk2kAmbL4bB8N3xkBZrrGqEqjRanAx5yKA2nGwZt+2ZkzYGHgIPZBfnY/9KfsxLnxci/p7/vbzWJ67HD89+hOi3KOsJKUh7c0iE+5au7urqXnI0TBLkfn999/h6elpK1koTVCdrcCtb3PAd+dg0KZIm5yjPFmGzP0lEHhwEDq1+QRqbQVHjuqrozi+CqIET8DnXiRSANASLV7850U80/sZkydi3TbTpOIkOAfw4RxgmzdYJouB4AnmpVQwhX/u/AMCglivWARILNtpolNk4vPjUaOqMXt5qrVgspngu1nXEnq76DaqlFVw4jgh2j3aqn3bGg6Lg2ldp+Gzc59h67WtekUmeXseiJYgYIybyUvrCrUCGfIMpMvTIeVLbSZze7PI6OLttCVFxuQniFpb7AuTw4B7TxFcu9jOoVpRrkbusTIUXKi02TnsgbvQHd28uiHUxXH9f6SRQnTv3BXAvQBeAPDZ2c/w+fnPMXjLYJMj1bbFiaguiUWJYICBB8PN261UF3+xP7ydvaEhGlzJu2JF6RwfnRWql28v/U6d1D8KceXDdJQlOn6041ndancv/e/2/1AmL4NGrkXm/hKk7ymGosT04JQcFgcbozZi95Td8HKy3YtZ3Vgy5jpuuwvdwWM1Hd+Jz+bDXWj9F4bGaIvzh8kWGZq3pGXUj95Yn+aiN4pDBLjvtSBbiKZHEiZApymeEHdyrDXolvJCvxfwQr8XzGqjrFDhwjupYPGYCJ/hDdfO1omi3Bg1YWXwFomAH2sVmQvZF8BishDjEYPevr3xaPSjEHJMC5qmm4gyyjOQcaYAHqFSmziIA4BGqUVZYjVK4qvhHMQ3O+I00RKUJsjASnNGaYIMHl3FeO+B9/Bc3+egJZYH22MwGOjj1wd/Jv6J89nnHTLAV97pclSm1cD9PhFcoq33glLX0VdH6a1qFF+pAlfKglattVpUcFvgJnBDqEsoUkpTsGHfJvThDYBitArKMjVSxAp4lHs0OlfWnWfVajXkWjn8RH56ZdYWUXJ1/VWrqlFSU2LWEnagJBBJS5Jwu+g2ruRewcjQkUZ1WjOyLwD9ZoHimmKU1JSYvdvTHpisyGzZsgUSifUz3nYEmoreqKM1ozc2Bk/KQegUunSYf64ctzfnQFleuxX98ntp4LmxETnHp8V5rRqi/v2hJmr02WwYxOx6wXU83vVxk+4PD6EHJDwJyhXl+HfTafTt2ROxL9gmBUXO0VLc3pxrUGbqWOWfK0diXC4UxWrw4IVrpzLrtG15ILs+vrWKjC4wnKNReKECeafKwXFmW1eRyTFUZPLPlaPiTm0yxpzDZcg5XGbT+7klZJRnIOqLKP2z8M71eskYv218rmx0nq1jWLDFPMtn83F8znH4i/0tWsIKlAQiUBLoMCkBnLhO8BP5IbsyG8nFyejr39feIjWLyUtLs2fPBo9nvRDnHQlzojdS7Ev+uXLEr83UKzE6FMVqxK/NRP65cquf09r3B4PB0PvJFAfkQBxiGwtbrcKXa1RuyljpxllRbLjtuLq4xmrj7OgOv+49RQgY4wpJhPX8d2pUNYjPjwdQe/26ca4faNGW93NLaMmzYM95dlDQIIS4hJgddM/U3GqtTVtbXmqf+23bIRdXpuLU80kou11t0/NoVVpU3K1B+R3HX0s3le5fdUfEhohG47PoIFqCxDjjH+a6JMbltUrupZaim4gY4yqtliiyLi0Zq6baLgp9DC8Hz8GBH063eJx1sWTult51yJcEn4FSRD3pC5co6/q9bZ20Fa8PeB3+zv5t7n42VRZHktlSLuZcRPQX0Ri3Y5zDRaBua4qM2UkjKfahOlsBZZkaTK5tdc/cE+VI+Cobrl2c0POdEJueq7VILkmGTCUDn920ZaL0VrWRhaA+imIVSm9VO3zyTt0WbFtNROaMVdr/ilCTr0SXJf6QhAkbbVvAzkMqPxlMwoJThqTF4+wicEGEWwSSipNwIfsCxoaPtbivtoKAI8C0rtOArkDJzao2dz9XpNaYVG/SjklGMc2as8bYkvPZ5/Fn4p+IdIvEzG4zTWpzLuscWAwW3IXuNkmf0BL0ikwJVWQoVqT3uyGQF6vg5Gfb5T1RMB9sJxbYVg7QZU/OP3UexTXF8BM1niEaABSlpkVXNbWePdFNRLqt59bGnLGSF6ogy72XI6yxtp5qb2xN+hvJggQ4a8VWGec+fn2QVJyEm4U3HUqR0WoI1FUacEQsmzndtsX7WVlhmmUiqyYLME3naRUu5VzCqhOrMDFyosmKzKI+izA2fKxR0D9HoK3FkmnRCFZVVUGrNdxZIBbbPltwR0TozdPnQ7IlopDaVAXtabt9Z8/OJtXjuZj2OJhaz54MVA3H3/kXEehjXjZeUzFnrDov9odWqYVzIL/Ztj4qf/io/M06R1O8N+w9fDzyY7OzEtsaWbYCZ5beAdeFjSFfWy9Q29cXv0a0RzT6+fdrk/czV2zaC9T6HhvQI7abQVlicSLm/zXfFmI1S2+/3nim1zNmZxrv5NLJRhK1DN2LUHJxMgghDv97YPYdnJqaisWLF+Po0aOQy++Z8nQXq9E41lofxTwc/Ya1JS7RTuC5sZs0x/PcOFbdYWIrtLlMsIp4zWbTthRzxqq+xaE1x1kXrMzRUFbUXjtXZD3LZ0lNCRbuXQgAKH61GC7RLm3ufjY1AvXAHv3R06+nQZkT137X0cu3l94nqzlSSlIgV8tNfsGyByEuIWAxWKhWVSOvKg8+otaJcG4pZisyM2bMACEE33//Pby8vDr0D19rUZlWg7KkGoiC+ZBGmBZLhFJLcnEyfrzxI8Jdw/FE1yearMtgMhA5xwfxaxtPghg5x9th42/UxW+YCyRhQjA5tpG1JWPVUNvzzsfxl+svGFH2IIZUjGkz42wprl2cMXxnDNQyy2Pl1KdCUYFHoh9BsaxYH/ujrd3PpsriSDKby5uH38TPN3/GulHr8GL/F+0tToNwWVxcefoKgqRBEPMcf5XFbEXm2rVruHTpEiIjbRMmvz3iLnQHn81vNo5MY9Ebi65W4c7OfPgMlraKIlMcX4W7uwog9OOh88Km/UocnWv517D86HIMCBjQrCIDAF59JYh9Gfr4Jjp4bhxEzvG2SdyNlt4fDcEWsrCl5GvsTd6L51TPYWLkRGuIakBLxqp+21PiwzgnOgY/ZgCWzJ9v1XHefHkzdt/ajWd6PYMJkROs1m9LYbKZ4Iqt57wfLA3Gb1N/Myizx/3cElryLNjiOTKHcnk50svTESgJbDSezK3CW/jl5i8AajO7OzJdvbraWwSTMVuR6d27NzIzM6kiYwaBkkAkLk5ERnkG3j7yNu7zvg99/fri8d8eB4fJwZHZRxAgCWg0SJPAkwv3niJIwlsnXwzREpQlyqCsdBwnQEsxN2FkWaIM0gghBn0RWbu7plRtdrRac9HdHzePpECWo4RrVydIwgwVVkuie94svIlDqYcwMHCgTRQZoPaH0rO32OyxyijPQFFgEZzeIlAkV+HUsYMAgGGT+yI7MAWKcutFM72SewV/3/kbMR4xDqXItBa67yj7SCmy/i0B25mFnm8FO6RVQ/csFMmKEP9ZBmQ5SvgMkUIaKYQ4RAAGk9Hos1C3LVAb2ffkyZMYOHAg2OzanzpbRskdvm04LuVewh+P/YGHoh5qsM6qE6tAQPBw1MOI9Yq1iRwdEbMVmc2bN2PhwoXIzs5Gly5dwOFwDI7HxtIvpyECJYG4XXQbR9OOIrU0FWtHrcVrB19Denk6SmpKMCBwQKNtve+XwPv+1ntzkoQJ0WWJP0TBbT9VQUlNCQDTEkYSLcH1zzMhL1Kh59vBcO3SeltSAyWBCJxknQlWWalGzpEyTBQ+ikEPDUI//35W6bcxGEyGWdt3m4p0veSfJQCsG4H1ia5PIMYjBsNChrW4L2uRvqcIynI1fAZLrZLUkxCC9PJ0BEmCGlzuZzAZEIcIUJkmB0dsu51S1kAX6fa+D+6DvEgFrpgNFt80y5WuLQCoVCrkCnNxn/d9Rr9TtiBYGoxLuZcazYKdVJyEH2/8CAB4e/DbNpenpcTnx+Pri1/DXeiOlcNW2lucJjFbkSksLERKSgrmzp2rL2MwGNTZ1wSOpR0DAAwJHgIGg4EHIx7EFxe+wN7kvQ71pshxZsFnkNTeYlgFczJfqyo14LlyoK7SQBLedn2RqtLlSN6eBzefTpj42Rh7i2OEORFYraHIDAwciIGBA1vcjzXJPVGGylQ5pNFOVlFkMsozEPJZCHxFvkh/Ib3BLb1OvjxEPeUDoQ+vTexEYTAZNssRZguCJLW58BrLgv3BiQ+gJVpMiJiA+3zua0XJLKOgugCbLm5ClHtU+1NknnzySdx333348ccfqbOvmRxL/0+RCRoCAHpFZk/SniYnlrYw6TgqekXGhKUlroSNPu91grJSDRbPPkGvCSEgagImx/Lzs/hMeN0vAU/qONtqKYb4DXdBdbYSzv7WCalwIecCAMDb2bvRuCQsPhMBo0xPaEgxD90OuYYsMiklKdgevx1A27DGAEBXz65YNnAZYjxi7C1Ks5g906Wnp+PPP/9EWFiYLeRpt8hUMn3OF50iMzR4KIQcIbIrs/H/9u48vKkq/x/4+2Zpkm5pm+57SzegLTulggiyCIKiouKMjqC4gws4joPzU0dHB3RGVBTxqyOgIqgIyIigIEuRVVkLtpRSukE3uiVt0+z390cnkdItaW5yb9rP63l4Hprec+/p6e3NJ2f5nNPVpzE0fGiHcma9Bfseyoc8SIoxbya57Q1W32hEQ54WIi8GoSOFP2u9K7Y5Mnb0yFh5+fETANSfbcbJpaXwjpQh+1+9//tSJnkj85m2HqV9JftwrvYc7km/p1cb2vUVF+ovIKckBymqFFwfdz3f1eE8oLDteB3pWB4Toao91YT63GYEZfoieKgf39WxS1xA1z0ySw8shZk1Y3rSdIyKGuXmmvVOmG8Y/jnpn3xXwy4OvyveeOONOH36tCvq0qcduXQERosRUX5RtiRIcokckxMnAwC+P/99p+V0dUZY9Cz0DSaIvNzXK1N/tgVn3ilHyVbh7VHjCHt7ZHT1RlhM/O7fIlaIYTGyMDZzN8n6ga0P4PHvH8fZmrOcndMTfXLiEzz03UP4PPdzvqviErZApoeEbAaNCXW5zYLfS63udDNKt9WhLreZ76rYzdYj09i+R6aksQSfnv4UgOf0xngahz963nLLLVi0aBHOnDmDjIyMDpOobr3VNasjPN2182OsZiTPwH8L/otthdvwt/F/61BOEeaFsSuSYWwyu3V4yS9eDv8kBZRJ7lkp5Sr29sjkrboMzcVWpC+MRvAwfj4B+sXKMO79FEidTJJmNlgg/t+eXCmqFJQ0luB83XnBzRNxJyHthG3WWWDWWzjbnsBsMeNYxTEAPQcyFfsaULiuGuFjlch4WrjzwFSZbZPHVRnC2APKHtY5MnWtdWg2NMPXq63uyw4sg8liwpTEKciOyeazig6raanBbzW/Idg7WNDLsR0OZB57rC1z5KuvvtrhezTZt2vXzo+xmpE8A0DbBmJXWq4gxKf9TsUiMdO2NYGbM6z7RsuR9c8B7r2oC9jTI2PWW9BcpoOxyQzvCP4mF4qkIqcnNxo0JuQ8fA6KMC9ctzwZKUEp2Fm002P2THEV6xv82ZqzaDG08JoFtvZkE3LfLkfAQG+MesX5FPX5tfloMbbA18sXacHdb3fgEyWDd6QXvAS0LUFngof58faBoreUciUC5AFo1DWitLEUg0MHo1xdjtUnVwMAXrrhJZ5r6Li3D7+NZQeXYcGoBXj/5vf5rk6XHB5aslgsXf6jIKZzOpMORy4dAdAxkInyj8LQ8KFgwWLHhR18VK/PsrAW2/Jra6bTzohlIoz7IBWjXk1wy35WrtRyWQ+wACwsRBLm911s+3kgE+UfhUi/SJhZM05WneS1LsZmM8CAs8nY1l6mkZEje9xFOWSEP8a+k4LU+4Wdct5TXbty6Y2Db8BoMWJi/ESP7BH1lOcHP0sz+plfLv8CvVmPMJ8w241xtZnJMwEA285v6/C9ml80KN9Zj5YKvcvr2RWzgbs06u6k0WtgYdvq3tPQkkjMICCN/z1nKvY14MJX1Wi9YuhV+YA0b4z/KA1Dnmt7oCar2naxLawv5KyOzrJmYO2OKzKwCmV4KXpKECZ9MQgDH+Uma3Zfm+hr1lnQWmsAa+F3zlpvXL1yiWVZFDUUAfDM3hjg9+eH0AMZhz8SdDakdLWXXvLMX5grdTU/xmpGygy89vNr2F28G2aLud2nqku76lF3uhmDHouCT6R7ewtqftEg/+MKKJMVGLwo0q3X5oJ1foyP1AcySedtZzGzEImFs7S99Ps6NJfqEJDqDUWI48NMDMNAFiCxfdq/ehdbC2uBiOH/s4s1A+tHxz/C6z+/jtGRozHHdw6yho7BlUPN8I2VI2V0POcZWEdHjsa3577lPZAB2rYn6GKVtMPsnejrKep/a8apN8rgP0CBrKWeNbx9dY8MwzDYce8OHK84juERw3muWe9Ynx9l6jLoTLoeP4DwxeE/pS1btrT72mg0ori4GBKJBAMGDKBAphNdzY+xGhU5Cl/O/hJTBkzp0DUcONAbjISBD0f5Jhwh8RXDoDahuaz75GWdKVOX2VKFd8aVqcKt1y5pLEGKKgUysQwnKk90eu3Cz6vQWKDFgDmhgljmGTrKD/IQKZpKdBBJGYe2RmAtbIetAuKUcZCKpNCb9ShXl9uWiPItVhmLRWMWISsqC1JGCn2+HqOTRkE60HUZWLnqkemsnZ35HTkz4bfV2Irc6lwA9gcyF7+pQdVhNeJvDUbkDYG9vrarGNRmMGJAEeL6bLxcsT5zrDl8TlWdsj1zGIZBuabcZc87VwrxDoFSpoRar0ZRfZFgd+x2OJA5ebLj+LJGo8G8efNw++23c1KpvsRgNuBQ+SEAXQcyYpEYc9LndPq9hDtCXVa3nigHKDD69UT4xshhgf3zn7pLQW/FZQp6e6494qMRHa4d4xeD6sNq6BtMYAUwelZ9VI3LexugrzOh9lgTAECmkiB1XkSPm/tVH1V3sjFgW9mkoCTk1+bjfN15wQQyQNsE7FtSb4HRaMT2/O0uv97IyJEAgOLG4k4n1tuju3Z25nfU280bT1adhJk1I9w3HNH+0XaVMWhMaCnXo6Wcv+Hq7kTdGIiIGwJg1gngj9IOnT1zdl3chV0f7bJ97arnnasxTNs8u18rfsX5uvOCDWQ46Wf29/fHK6+8ghdfpDXynfnyzi89JkPi1cQyEZTJ3nbvc2LlSAp6rjlybUbEYMybSUh7MAKqIfwu86w+qkbuW+Xt3uQAQF9nQu5b5ag+qu512VhRPADhj3MDbT0WzZd0qD/Lff4QpVxpW9VjzYTrCFf+jror252rh5XsTc8QNSkIw/8Wh9gZws3yKxIzkPo4l4bAXfh83rmDJ0z45WzAXK1WQ63u3R9jX+Yl9sKtqbfin5P+2eOD5q1Db2Hc6nG4UH8BQNtDnWU9b8KbJ/FSShAzTcXrPBnWwqJgbWW3x5z7TwWKNlaj6lD7v7HS7bX47YPL3ZYNLG5boSKkB1FudS5e3vsy9hbvbfd6Q34LDi++gN9Wdv8z9VZvh5fs+R0VrKlE0cZqFH97pd3rNcc0Pf6OCtZW9Wpya1F922RSRyb6+sXJoRriB1mg5wzdEP54QiDj8NDSihUr2n3NsiwqKyvx+eefY/r06ZxVrD/afmE7DpYfxPfnv8fTY55G7alm5C4vgyrTF0P/ws+QQEuFHjVH1BB5C2dCbF/TkN/S4ZP6tQxqMy5uvILg4X7tdkIv2XoF5tbuu+DD1TGAj7BWLv144Ue8uv9VnL1yFuOif1+W6p+ogFghgjxUCrPewvmWHKMjR+Oz0585HMjY8zvS15twceMViKQMEm77fdjq8k/1Pf6O9HVGNOS3OLSLOAC8d/N7eOmGl/rMXmxmvQVnVpTDJ0KGAX8IE9RE/P4qOUh4Kx+v5XAg8/bbb7f7WiQSISQkBHPnzsWSJUs4q1hfYLKY8Nr+1zAudhwmxk/sMcfDU6Ofwl2D7sItKW07YevrjLAYWF7nbzSX6XDhyxr4JsiA6/irB9dqftXgTEk5YqapEJDCb4ZTfYN9WxIEDvaBamj7NzrlAG9c+d98mq5E69uCYCF9osoMy8TcIXM7zBuTKMSYuGYgJxlvO3N1j4wjm7E68jvyiWo/MV8ebF/Ph73XuFZv5vo05Leg5bIeoaP94eUvnOR42ioDrvzahEZfLZLvc3MWUNKpPtkjU1xc7Ip69EknKk/glZxXECgPRO1feh4fnZU2q93XkRMCEJThAz5Hl/wHKBA+TgnfBBlqOA6o9pfu53RZ4r6SffCW2heU1Pyihvi8Gv6JCt4DGZmdWVYT7wzp8Ik9doaqx0AmyhCHQK9AhPuGC2YJ9k1JN+GmpJsAtK18vJqrghigLYAaHjEcw8OHo9XUavf94szvKCxbiUs7Gzi7BhfyP6pAy2U9FCFSqIbwv1rPykspRuoDEbAYaUhdKKy5ZKpbqqHWqaGU925iuisJJxTvg+QSOe7LvA8+Up9evXmIpCLeM80qQryQ8VQMjEYjcjleWLLox0U4XX0a79z0jlN/HGqdGot/XIzVp1ZjwagFdpWJuzUYoblBCB/H/x9l4EAfyFSSbocuZCopAgd2TNhnT9kIZSTqnq9zaYDgCo70mNhLJpHh+CPHHS7n6t9RV2W78/bht7Hjwg48MuIR3DnoTofKBg72gSJUCpEX/0Ht1WQBUsROF+4k5P7IX+aPcN9wVDVXobC+0Lb6T0gcDmR0Oh3ee+897N27FzU1NbBY2n9MP3HiRBcl+5/MsEx8frtju+3WtNRgU94mGC1GPJX1lItqJhxrT63F7ou78dntn2FC/ASHy/908Sc8uPVBlGvKwYCB1mjfrr5+MQoMHC2MJH+MiEHqvAjkvlXe5TGp88I7DUTsKZs2L0JQQUxpYynUejUGhQyy5d24mr7RhLPvlUNbZcC491IEUXdX/466Ktud3cW7seviLtya6vhGvQMfEsa9TzxDiioFepPelmRUaBwOZObPn4+dO3fizjvvxOjR9i/5I/bJrc7FE9ufQJhPGGZW3wOpXILw6/wh9eW388zUagHTYl8drCnoe8ojs+72dXj+p+dR1FAEs8WxfbqaDc14ftfz+ODYBwCAAYEDsPa2tYhVxmLD2Q09Xpvr9PfOCstSIvNZdJJnRIrUeeHd5hlxpKwrejkc9cnJT/CP/f/A/GHz8Z9b/9Ph+1JfMRrPaWExstBWGVyS0dpgNuBiw8UeN1m8WliWEr4JV9Bc3P7e4vp3ZK+lk5ZiZspMTE6c7HBZodJcbIVXgASyQAnv96m97H3eCe2Z44gf7v0BCqmC72p0yeF3x23btmH79u0YO3as0xdftWoVVq1ahZKSEgDA4MGD8dJLL9lWP+l0Ojz77LP48ssvodfrcdNNN+GDDz5AWFiY09d2tarmKtS01CA9NN2hYaXxcePh6+WL6pZq/PDtXiQ3D4ZqiC+kPKY5qchpwG8rL0MWEI6GwVqEZPh3++nRmoK+VlsL1sJCU9wKg8YML38x/BMUYESMLbvutKRp2F64HZMSJ9nK12proTVqu8y7cKLyBP6x/x8oU5cBABaMWoA3Jr9h29HYeu3ONJW2QnRRgRC98CYShmUpETrKv1eZX3sq+/npz/Hq/lcxNXEqVs5Y6eofpVvWFUMjIkZ0+n2RhEHG0zFQhEqhCON2N/IydRnOVJ/B7V/dDhEjwv55+yER//4Y7Cnj9NA/x+LKMQ2kvmKAYTj9HTkqIywDGWEZvSprJYTA9monXi+BscmMrDcGwD9BuG+cV7v6edcVV2YydwchBzFALwKZqKgo+PlxMzksOjoay5YtQ3JyMliWxaeffopZs2bh5MmTGDx4MBYtWoTvv/8eGzduhFKpxMKFC3HHHXfg4MGDnFzflTac2YDFOxfjzkF3YuNdG+0u5yX2wtQBU7E5fzN+S/8F2cYxkAfx1xtTfVSNws+rAACiRhlOv15uVzbS+tZ6vLP9PVx3ehoGVA2GCIAJQMs1ZX28fHDX4Lts5YobipH5YSZaja0ws9330kT6ReKz2z5rFwQBbQ+Wrh4aZzdfQmVOI4qbr2DQI9xs2sclRsQ4vATXnrIMw+BC/QXE+Mc4Uz2nsSxr195AoaP9Ob92ZxlYsz7JandMTxlYFSFeiJ3e+0/Wzvx+uWTSmvHry8VorTZgwuo0iCT8z5Ux6y2Q+Ihh0prhHcFtAOtq3T1ziOs5fPe+9dZbeP7551FaWur0xW+55RbcfPPNSE5ORkpKCl5//XX4+vriyJEjUKvV+OSTT7B8+XLceOONGDFiBNasWYNDhw7hyJEjTl/b1az7K42McHxilHU37F/89mPY83EQSfl5yFizkRo07QMKe7KRvr9jFT6/tBZfST51qOzWgq1oNjT3GMQAwIbZGzoEMT0JGeGHoEwfQe4x40pTEqdgz/17sO6OdbzWo6ihCA26BsjEMqd7ExzVlzKwbszbiI+Of4TSxt49h8UKEVprDG07TVcbey7gBmKZCONWpODGzwdDIveMrL79RU1LDWaun4kRH40QZJJWhz/qjxw5EjqdDomJifD29oZU2j5HQn19fa8qYjabsXHjRrS0tCA7OxvHjx+H0WjE5Mm/j/+mpaUhNjYWhw8fxpgxY3p1HXewsBb8XPYzgLYdrx01PbltaO1YxTFUNlUiwi+C0/rZw65MpmurEDrKH7o6I5pLdfAKkECZ5A3WwmLoyfGYIqrCJPXMbste263+zJhnIGJEePqHp3uso6+X459sw8YoETaG/5VK7hbmG4YwX/6HZK29McMihsFL3PWnbtbCovZEE9QXWpF4ZwjvPQYsy6JwXTUCB3lDNcQPIgm/wzEfHPsABy8dxNpZazF36FyHyzMMg2F/jYNXgASKUGH1fvDdtqQjf5k/thduBwsWNS01gniWXM3hQOYPf/gDLl++jH/+858ICwtzenz1zJkzyM7Ohk6ng6+vL7Zs2YJBgwbh1KlT8PLyQkBAQLvjw8LCUFVV1eX59Ho99PrfN0PTaDQA2nJVXJuvwvr1ta87K7cmF/Wt9fCR+iAzONPh86tkKowMH4ljVcfw3bnv8MDQBzitnz0a8rQ9ZzKtM+LKGQ1aqw04/59qqIb7IOPZaDTkaZFaNQTPYUiPZQMHdczjMSbSviDVZDJx/rvjiqvuLU93pLytN3Vk+MgObXR1W7Esi7MrL8HUYkHQcG/4JcidvrbJZF/Cuc7uq6YSHUq/q0X5TgZjP0yCmOUnsDIajTCzZpysbtu8d1jYsF7fY75JbQGM2WKC2TP2Z3QI/Q3ar6e2EkOMT275BFF+UfAWe7utTe29jsOBzKFDh3D48GEMGdL1m5QjUlNTcerUKajVanzzzTeYO3cucnJyen2+pUuX4pVXXunw+s6dO+Ht3Xnyq127dnX6em9tu7INAJAsT8auH3t37tSKTBwTHcPa7esQVuH+6Fdc4gsZer7uL/uOAWILJKpAVLU2onx7rkNlzSUdNwcs0hbZVccDBw6g0rv7XiMrRiuGqEYBc3QLIHFf1yjX95YzjmmOIb85HyP9R2Kg70Be6rDz/E4AgLRGiu3b2ycmuratpJHBYMwMDhz+GWy+8w9OZ+4rRiOFJEUJsMCPP/3gdF2cUa4rh9aohUKkQNHRIhQzfSNJqfRkEJgmKUxpalhCux8CdISQ/gaFrru2CkIQWtGKPXl73FYfrda+dBoOBzJpaWlobW11uEJd8fLyQlJSEgBgxIgR+PXXX/Huu+9izpw5MBgMaGxsbNcrU11djfDwrlecLFmyBIsXL7Z9rdFoEBMTg6lTp8Lfv/0EQqPRiF27dmHKlCkdhsic8emmtnkhdwy/AzePvblX59AWivFFy2qcFh3HpKmTIJO4NzFeQ54Wpw92nffCavSEke16Vepb6/HSf1/BUPlEJOm6f7O8tqzVyaqTgB3ZsMeNG4dh4cN6PhBA6X/rUHywFkGZPsh8PtquMs5w1b3ljE3fbcKmi5uQkZaBm8f17r50htFsxJwzcwAAD938kG0Ply7biuMquuK+cjej0Yi/fPkXAMCYmDGYOaPzoVt7GNQm1J1shsUERE0O4KiGvXfsYAmay/UYelcqgkc4PyFaiH+DQiXUtrKOqPTE4UBm2bJlePbZZ/H6668jIyOjww99bbDgKIvFAr1ejxEjRkAqlWL37t2YPXs2AKCgoABlZWXIzs7usrxMJoNM1vFNXyqVdvkL6u57jmJZFgfKDwAAbky8sdfnvfPJaVi8IgJV2kocrjiMKQOmcFI/e4Vk+NuVjfTapdibTm3CR0WrkBS7Dx+c/7qbspIul3FLJPbdlhKJxO72lfl5QR4iRfh1AW79Q+Xy3nJWWkhbzpSixiJe6nSm9gz0Zj0C5AEYGDqww7C0q9vKFfcVH85r26KxrOgsp+qpbTSi4ONqeAVKED/d8f2auJZyXwSay3UITPHltP2F9DcodN21VUVTBXYW7YREJMF9mfe5rT72cDiQmTZtGgBg0qT2q0Ws+QjMZvsTmy1ZsgTTp09HbGwsmpqasH79euzbtw8//vgjlEol5s+fj8WLFyMoKAj+/v548sknkZ2dLeiJvvm1+biivQKFRIFRUaN6fR6pTIKZqTPwn5P/wbbz29weyPQ2G+lnpz8DANyf8aduP/2m/i/bLGthcf6zKsRMV8Gb45whV4uZGoToyYG8bsDJN+vmb3ztYnv1smtH5tYZNCZIFCLeVu81X9K1bRfiwvvTEYUtbb+/7pav28M7QgbVEF94R3iBtbC8Z1BWZfpClcn/0nTSudzqXDyw9QGkh6a7LZCxl8OBzN69ezm7eE1NDe6//35UVlZCqVQiMzMTP/74I6ZMaXvTfvvttyESiTB79ux2CfGELKekbX5Pdkx2t6sy7DEj5X+BTOE2vDPtHbcnrnI0G2lBbQGOXj4KMSPGIzMeBOLlPZYt216Hsu11qD6sxrj3UyCSilyWKZMRMRDAfom84XsXW1sgE2n/G/CvL19EY74WI16KR1C6c29yvb2vLm6sQfVhDVLuD0fcTH6zs7YYWlCma0sE6WwgI/URY/jf4jmoFekPbB+E6goFs/mslcOBzA03OL6cuCuffPJJt9+Xy+VYuXIlVq7kNxOpI6z5Y26I6307GZpMKP2uFgNVw+El9sLFhosoqCtwKJ06V6zZSK+c0eCXfccwesLILoeErL0x05Onty3Py0KPmUxDRvmj5lcNIm8IsH3idiQzcHdYC4v6s81QX2iFMsUbQYN6n0W1L0gKapuLVt9ajzptHVTe7t2cz55EeNeSKdseUS0VBgSlO3f9azOwvnvkXXyW+xnuGXwPnhv7HIDOM7BajCwYERCQys8u6WXqMludj106BgssCFYEo7qlGtUt1R6fNRYAWir0MGhM8ImSwcuP9jIWojhlHKQiKfRmPcrV5YgLiOO7SjZ23TG5ublIT0+HSCRCbm5ut8dmZmZyUjFPxLIsJ4FMa5UBJd/WQq6SYtn9y5AYmMjrg4oRMQgc5A1zSTMCB3l3GgxYWAs+z23bIPP+zPvble0uk6l3mBdGvpwAXHXK5nIdJEV+iJIrUfBpJUx1si4zA3el+qi6k94g+8r2Vd5Sb0T7R+OS5hLO151HtnfXc824ZrKYIBVLIWJEDg25ptwfjoGPRUHqzU2CtKszsGZFZ+Gz3M/QamrF8IjhXZYZ+pc4GFvMkCjc/wm0s2zEAFDbWosRH7Vt8dBTNuKesCwLi4GFWMbfJ+zLexpQ+t9axN6sQuo89+fNIj0Ti8RICkpCfm0+zted97xAZujQoaiqqkJoaCiGDh0KhmE6ze7n6ByZvqawvhBVzVWQiWXIis7quUAXJD5ixNwUBLFMhEXZizisoevsK9mHck05AuQBuCX1FofKXh0YWUwszr5/CU3FnXf/WzMDZz6LLgMSa0bi3pTt61JUKbikuYTC+kJkx7gvkJGIJDj56ElojVp4S+3v2ZAHu25eSnxAPACgpLGkx2OlPvxkmnUkG3FvApnLe+pRsKYKoVn+SF/o+tV8XRF7MZCHSOHtgg1CCXeSVcnIr81HYX2h2+dtdseuQKa4uBghISG2/5PO1WprkRmWiSBFEOSS3ifw8omUIW1+JIc1c71PT7ctOZ8zeI5TPzsjAkKz/NFUogO6SfdSsLYKQek+MGktEHuJ4PW/IQjWwuLcJ/ZlJO6Pw0wpQSnYU7yHt3kyjgQxrhanbPtEWaruOs2/xcT26UyzEm8xzHoLtJX6ng92oQF3h2HA3cLKFks6Sgnid55dV+wKZOLi4jr9P2nvupjrcPqx0zCauc16eLrqNDblb8L1sdcLKgq2ajY0Y1PeJgDA3CGOp0u/GiNi2uYi9JCzTl9nxMXNV1D2XR2CR/hh2PNt92VDfgsMjT1nJG7IbxHE5n3uxteEX2cmB1YeaETt8SZE3hgIVQZ3vzNr13ijrhFqnRpKefteOm2VHkeeL0LIcD+kPxUtqF2iuRKU6Yvr3k6GIoyWJ5Oe8b1goCu9mlVVWFiIvXv3oqamBhZL+/WsL730EicV82RSsXMPBbPOApGMsT04vzjzBf516F/4U+afBBnIbM7fjBZjC5KCkjAm2vml8foG+1LJm1stEEmZdp+Y7S1r73F9DV8PorT306DyVmHd7eswIGiAQ2Ubzrag6qAailAvTgMZXy9fqBQq1LXWoVRdikx5+/l9daebYW61wKA29ckgBgCk3mLO5h+Rvq/PBDIff/wxHn/8cQQHByM8PLzdHzjDMP02kGk1toJhGKeGVayO/6MYTaU6DH0uFqohfrg97XaUNJZgVuosDmrKPVvumMz7OXngywLtuy3Dxyox6JGoXpW197i+JlnVlk23sL7QlvvJ1aqaq1BYX4iihqJebTYXlu0PeagUqiF+nNctPiAeda11KGksQWZY+0AmekoQ/AcoYMdG7MQJ9Webcf7zKqgyfJF8X9dZ2wn/rM+P4sZiGMwGp1OMcMXhp/lrr72G119/Hc8//7wr6uOxvvrtKzy27TE8PPxhvHfze06dS1drhMXAQvq/ZYjZMdlunZjpiHJ1OfYUt+298achf+LknIEDfezKKhw40IfTsv1BQkACxIwYWqMWFU0ViPKP6rmQk8J8wlD4ZCHyruT1asdy1RA/lwQxQNvw0vHK451O+GVEDJRJwpnT4yp1p5vQkKdFUKYPL8OtzWV6NBXroAgRxpsi6VqEbwR8pD5oMbbgYsNFXlKCdMbhQKahoQF33XWXK+ri0Y5VHIPerIefzPkH7tj3UqCvN0KuEv649Y4LO8CCxQ1xN9hWgTirt1mFnS3bH0jFUsxMmQm5RA6D2eCWazIMg6SgJFseGyG5e9DdGBI2BNnRwvyg4A41vzbh0s56AOAlkAkd4w9FqBQSGuISPIZhkKJKwcmqkyisK/TcQOauu+7Czp078dhjj7miPh7rvenv4amspzgZWhJ7ieAd3n4ZIsuyKKgrwKHyQ3hw2INOX4Mrj4x4BGOix/S4RNRRjmYV5qpsf/DtPd/yXQWHmQ0WNJXoIPEWwTfa+b8xqznpczp9/eLmGrAmFpETAqEI5a+nwFVZrq8WlNHWO6nkKeGfPEgKeZDwP7SRNtZARkjzZBwOZJKSkvDiiy/iyJEjnW4a+dRTT3FWOU9ijVRdoUxdhgv1FzDps7b9rcJ9wxHu+/tYMt+ZPa+dW8AVa1bh7jIDu6Is4Y6FtWDet/OQGZaJx0c+Dh+v3g3pXdhQjbLv6xAzLQhpD7o2NQFrYVG+ox4GtQkBaT68BjLWbMRXWq5gyudT0KBrwN/i/4Zbb7zVtgmms3//YVnKfh/cE/sNCRuCgroCTkYfuOJwIPPRRx/B19cXOTk5yMnJafc9hmH6bSDDlcbzWlw5poEyxRuhI/07zew5Y/2MdmWczezZWyaLCRKRayfN9pQZ2FVl+zoLa0F9a71Tn+TtcaH+Aj7P/RwysQxPZz3d6/MokxSQ+os5z+litphRWF+IS5pLmJw4GQDAWoDke8NQd7otkzXfrNmI6/5Shwp1BX7Z9wuGhQ/rEzs6W4wWVB1UwztSBmWyos+uDutLlly/BEuuX8J3Ndpx+F2IEuJ19Nef/oqihiI8k/UMxsaOdepcDXktKPm2FhHXKxE60t/lmT17S2/SI/m9ZIyPG48V01cgSBHktmsT5xwuP4yJn05EfEA8zi0859JrWfdXGh4x3Km0BGHZSoRdp+T8ja7J0ISBKwcCAJqXNMPHywciCYPICYGInBDI6bWcxTAMQn1CXbJZH8uyMGrMECtEEHu5b6sCbbUBv31wGRKFCBPWDnTbdUnfIpztKz3YpvxN+CbvGzTqGp0+l3+iAjE3BblslQZXdhfvRrmmHHtL9kIpo25pTxLtHw29WY9LmkswW1y7trg3G0V2hhExLvm0HiAPQIx/DAaHDEZ9az3n5/cUR5cUIefhc1Cf17r1uqyJRVC6DwIG+VBvjIexsBZYWEvPB7qBXT0yixcvxj/+8Q/4+Phg8eLF3R67fPlyTirmKSqaKnCh/gIYME73xgCAKtMXqkzhD4dMT5qOI/OPoLK5EmIRrTbwJFH+Ubj41EXEKmNd/rvjKpBxpbJFZbb/GzQm1J9tgWqIL2/7K3Vm2YFlOFR+CPOHznfJ+WUBUjQxOujquM1K3hO/eAVGvJTg1msS501YOwFHLx/FoQcPYVjEML6rY18gc/LkSRiNRtv/u9IfI+qckrZ5QkPDhyJAHsBvZdyIYRinNsYk/BExIiQEuv7Nw2A24GRV2/MiK8r5e+XKiSZc/KYGfrFyDHrMNflvrhzTIO/DCiiTFRj9umMZiF0ppzQHP1z4ATOTZiIM3O9JNPjxKLcPKxHPZbQYoTPpUFhf6DmBzN69ezv9P2l7wADADXE3cHI+Q5MJUl+xoINCd2WEJZ4ttzoXBrMBQYogJAYmcnJOzYVWmFtd153NSBj4RMmgGiasoV3rUtekoCQ0VTRxfn7rpquE2OPDGR/CW+pt26+Mb3T3OskWyMQ7H8iYDRbkzD8HkZTB+I/TBLsHyuTPJyMxIBEvT3gZ0f7RfFeH9MLui7ux+tRqDA0biufGPueSa1w9rMRF4BuQ6o2Mp6Phz3G23a3ntuKlfS9hdORofHzrx4gcHwjW0sOupW6kN+ltmYeTg5JxAif4rRCHDi0qhFguQuaiGF6XuRPHZIRl8F2FduwOZB580L4kbKtXr+51ZTxNdXM1ztW2rfq4PvZ6p8+nr28bvmNEDCQKYXbx/nblN+wp3oP9ov3456R/8l0d0kvlmnKsP7MeNS01rg9kIrmZHyP1ESN8bAAn57qamTUjtzoX3tLfAyQh5Ru62HARFtYCPy8/hPlwP6wEtH2IKvn2CrSVBgxeEM35MvfOmLRmtFzWAwAkvsL80EY8g92BzNq1axEXF4dhw4aBZYXzaYVP+0v3AwAyQjOg8lY5fT7vcBkmfTGo3W679mT2ZMC4bfOudWfWAQBuTr4ZIT4hbrkm4Z41eWNhXaHLruEJE30BIE7Z1j1eUl8iyGFT67BSiirFZXUTSRiUfFcLi55F4t2h8ImQ9VzISWK5CNn/TkJrjUGwvc+kc2qdGu8ceQflmnL859b/8F0d+wOZxx9/HBs2bEBxcTEeeOAB3HfffQgK6l+5Q8rUZajV1tq+/ibvGwDAwOCBOFF5gpMMuyKpCPLg34MSa2bPq69r1aRvwh82/QGVzZVY9esqrJyx0qlrX+vqn9dkMqGwpRCfFnwKoK0HqkxdxmtGYdJ7yUFtu9iWqcvQamyFQqrg9PxqndrWWzkqahRn5zVoTKg73QyzwYLoSdw8f6x7hFVpq7B7wRlkPZ8CvzjutkFwVmF9W7Bp3XnYFRgRg/hbQyCWMZAo3BNUMCIGvrFy+MYKp62JfSQiCf6e83cAwBuT3+Dkg7xT9bH3wJUrV2L58uXYvHkzVq9ejSVLlmDGjBmYP38+pk6dKrhPMVzrLMOu1dd5X+PrvK9dlmHXmtmzM9/e8y2WHViGVya+wuk1u/t5AeC5Xc/hxb0v8pJRmDgv2DsYAfIANOoaUdRQhPTQdE7Pf7zyOFiwiA+IR6hPKGfnbanQ4+x7lyALlHAWyAQpgmw7+l5qKceEsMGcnJcrth6ZINdsgWI14C7ufk+kb/Px8kG0fzQuaS7hfN15ZHvzu+mqQxMxZDIZ/vCHP2DXrl3Iy8vD4MGD8cQTTyA+Ph7Nzc2uqqMgOJJht7cu721A4foqqC/Yn5RqdNRobJ6zmfNU8+74eQl/rt4bzBWbv7lqWMk/QQFlqjdCxyhhMXGzeolhGFuvjPJBCyRyYQ1zXD201JdUH1Gjcn8jdPXuzV1DuOHK54ejej2jVCQSgWEYsCwLs9m12UH7i+rDapR8W4vmst7vJP1N3jdoMbRwWCvSV7nyQXR97PX4c/afMXvgbE7PK5aJMPofiUh7IAIiCXcT4q3LSGt9qzg7J1fcGcgYm01ovsTtTvZdKdlai7PvX4LmQqtbrke4Ze0htA598smhJ4Fer8eGDRswZcoUpKSk4MyZM3j//fdRVlYGX1/hZ6MVurBsJWJuCoJfQu/mKzy38znctfEuPLWDNu4kPbPOk3FFIDM2diz+NfVfuHvw3Zyf2xXilfEAYFvmLBRN+iZUNlcCcO0cGQBQF2qx78FzOPl6qUuvYxUw0BuBg7zhE+36icWEe0LqkbF7jswTTzyBL7/8EjExMXjwwQexYcMGBAe7dufc/iZqYiAwsfcb1c1ImYF3j76LxMBEQa6+IMIipAeRo1iWhUFtgizA+R2ga37RQHKyLQFeqdo9b+L2sn7aDfEOQYA8wJZh3RUUYb8vMrCYLJz2eHUm9f4Il56fuJY1sBbC88PuQObDDz9EbGwsEhMTkZOTg5ycnE6P27x5M2eVI46ZED8BF5++SEnqiF1sS7A57houqC3AJc0ljIwcCaWc+w1FW2sMOLqkCBYTi4lrBjqd86XmFw38SoKBGOH1yLhzWEnqJ8aNnw2CWC7MHFZEWK5+flhYi0t2ZbeX3YHM/fffT5/wXchssMCss0Dq59z2BFcHMa3GVogYEWQSx7tue5roSzyfdWippqUGjbpGzvYK+/T0p1h6YCkeGvYQPr71Y07OeTWZSgqzwQLWDOhqjU5nhE24PQQjgtKBQuH1yKSHpuPVCa8i3Dfc5ddiGAZiuXue8RYzC5GY3k88WUJAAsSMGFqjFhVNFbx+gHYoIR5xnYa8Fpz8Zyn8ByiQtdT5zerO1Z7D3RvvxsT4iXh3+rsOl5dLKLdDX+cn80O4bziqmqtQWFfIWb4XH6kPEgISXJYITyRmkLV0ALzDvCCSOv8p0CdKhutuHQa8BVzWXIbBbHBbgsmepIemc740XgiKvqrG5Z8aEH9bMOJvpcSankgqliIxMBGF9YU4X3ee10CG+hDtZM2w2x25RN7rZdAGtQkAd5u3FdUX4UzNGaz4ZQW2ntva4/FN+iY8tu0xrD7ZtsWEq39eIgyumCfzt/F/w8WnL+Kh4Q9xds5r+UbLOQlirEJ9QiGXyMGCxSXNJc7O62ka8ltwZkU5Lm6qcel1tBUGGJvNLp+HQ1zLHRnC7UGbRtqpuwy7Vs5k9o28IRDh1ylh0nGTG2NGygwsHrMYy48sx5+2/Akb7tyACN+Ok+usdf4893P83/H/w5dnv8TsgbM7/LwmkwkHDhzAuHHjIJFI2pUlnmvO4DkYEzUGacFpnJ/b1UPRrIVFQ34L9A0myAIlCBzoY/d8GWvZyz/Vwz9JgeipKrw5+U34y/wRKO/9hHsusSyLHy78gKSgJAwIGuCWOQj6BhOqDqihTPVG4mzXJchLXxgNbZWedt32UNas79Y5cD+X/dyuR9fd7w10Fzmguwy7XBBJRfDi8FPm46Mex9tH3kaToQkz18/s9BhrNuJHRzyKn8t+xiPDH7HdnFf/vEajEZXelRgWPgxSqfMrRYgwPDHqCU7P12JogUKqcPmbbtWhRuT9XwXMrb8H/jKVBKnzIhCW1f0E4+qjahSsrYS+rq0XtOqgBiX/rcPdD96PsKHcT07urVptLW5efzMAQPuClvNtJDqjTFIg6Y9hLt82QCwXwS/e9T8P4V5nWd+/OPMFvjjzhe1rV2W57wr16/VhGr0GLLrf4NOanVcsEmPD7A2YmDDRTbUjfdHzPz0P1ZsqrPp1lcuuUX1UjTPvXGoXxACAvs6E3LfKUX1U3W3Z3LfKbUGMlaGh57Lu1qBrQGZYJtKC09wSxACAItQLCbeFIGS4n1uuRzyPELO+UyAjEOc/q0Th+ipK103cimVZVDZV4ufSnznZ1f6Xy7+gUdeIQIVrhmdYC4uCtZXdHlOwtgqspePP0lNZtbgB69Zvwr7ifc5WkxMpqhScfuw08p7I47sqnGou0+HiNzWoPdXEd1VIH0GBjACwLIvyH+tR8m0tLAZu5sgQYg+D2YDot6Mxfu141LQ4N8FTb9LjVNUpANzvsWTVkN/SoTelQz3qjGjIb0FTSSvOra5A6bZau8oe9z2EPwfNx4s7XuK0zs5yd9oLo9YM9QUtWmsMLjl/Q34Lir6uQfmP9S45P+l/KJARANYMDLg7FDHTgiBX0fwT4j4yiQyJgYlIDEzEFe0Vp851uvo0jBYjVAoVEgISOKphe/qG7oOYq49rrTGi/Id6VB/V2FU20hCLON0AREvinK6nJytcV4VfXriIy3sbXHJ+7wgZIicGIHgobWtDuEGTfQVAJGEQP4tyKRB+nFtwDmKR8zs+X73jtat6EWSB9j2yZIESeCklSJgdYvtw0FPZtNYMfFz0LUbcF+9sNTlx3SfXocXYgjWz1mB4xHC3Xdc7QgavAInTGZO7osr0hSqTghjCHQpkCOnnuAhigPaBjKsEDvSBTCXpdohIppLalmInzZH3qizfLKwFp6pOodXUCj8v9068jZupQvwtlB+KeA4aWhIAg8YEg8bEyWRLQvjijkCGETFIndf9ZoOp88I77U1wpKyF5Xeu2mXNZbSaWiERSRAfEO/Wa7tyTg5rYWHUml12ftI/USAjAKXf1SLnoXM4/2kVp+el7LzEHmdrzmLs6rG4Ye0NvT6HWqdGQV0BAGBUJDdbHXQlLEuJzGdjIFO171CWqaTIfDam2zwyPZV9seY5BCwLwPoz611Sd3tZMy0nBiZCKu478+a0VQbsm5ePA0+epw9uHkqI7ys0tCQAJm3bpz9ZELe/DldnIyZ9g4/UB4fKD0EmlsFsMfdqqOlYxTEAbRvJhfi4fr5XWJYSoaP8e5XZt7uy5q1mqPVq3nfBdueu150pXF+FhnwtUv4UjoAUb87Oa10JJVGIaBNiDyXE9xVeA5mlS5di8+bNOHfuHBQKBa677jq88cYbSE1NtR0zYcIE5OTktCv36KOP4sMPP3R3dV1m4MORSJ0XDlf0Zrs6GzHxbNZU4xKRBHqzHjsu7ECkX6Tt+909kKxlAWDLuS0AgKSgJJyoPNFjWS4wIgZBg3s3abSrsnEBbSuW+A5kCuvb9q5JCeInkGkq0UFdoEVzmY7TQCZ4qB8mrh0IYzMNL3kyob2v8BrI5OTkYMGCBRg1ahRMJhNeeOEFTJ06FXl5efDx+X3C3cMPP4xXX33V9rW3N3d/WELB5QZ4hNijs1Tjt2y4pd0xXaUa76wsAOy6uAu7PtrVbVkhs85HKVWX8loPvntk4maoEDUxEEoOgxgribcYEm9uJpgTAvAcyPzwww/tvl67di1CQ0Nx/PhxjB8/3va6t7c3wsPD3V09Qvo0R1KNXxuMOFNWyOKUwuiRsQYyyapkXq6vGkJbFBDPIahuALW6bZ+ToKCgdq9/8cUXCA4ORnp6OpYsWQKtVstH9VzCoDHh7HvluPBVNd9VIaRTW/K32IaLAKChtQFb8rfwWCPXsfbIlKnLeFu5ZDQbcbHhIgD+emRc5dyaShRvrqGhJcIpwUz2tVgseOaZZzB27Fikp6fbXv/jH/+IuLg4REZGIjc3F88//zwKCgqwefPmTs+j1+uh1+ttX2s0bVk9jUYjjMb2+xhZv772dXdqutyKyp/VkAVJEHdHUM8FeCKEtvIkntBeJpN9WXJf+/k1gAUygjMAAGUNZW2v2XmNntpASG0VqgiFmBHDYDagvKG83Xwhdzlfdx5m1gxvqTdC5CHt2sVdbcVaWDSX6dFaaUBIlh8nyfHMOgvKd9QBAMIm+gNG1waKQrqvhE6obWVvfRhWIGvgHn/8cezYsQMHDhxAdHR0l8ft2bMHkyZNwoULFzBgwIAO3//73/+OV155pcPr69evF+TcGqZFDHGJHyBiYRoonJ13Sd9XpC3Cs+ef7fG4wT6DcVPwTRgf2Dbce8VwBe+UvoPfWn7rsexbKW9hgHfHv1Mhe/i3h3HFeAXLkpchzSfN7df/Vf0rXi9+HfHyeLyT9o7brw8AsACKrxLAWERonVUK1te+oLdbBhEkBf5gtBIYs9y3MzLxXFqtFn/84x+hVqvh7+/f5XGC6JFZuHAhtm3bhv3793cbxABAVlYWAHQZyCxZsgSLFy+2fa3RaBATE4OpU6d2aAij0Yhdu3ZhypQpkEr7Tq4GV6C2cowntNfJqpPA+Z6PWz1nNYaFD2v3WmZVJrJWZ/VYdty4cR3KXktobZVWl4Yr5VcQOSgSNw++2e3XL/ylECgGRsSPwM03t7++O9vq5KkysGZgZPYN8I2RufRariC0+0rIhNpW1hGVnvAayLAsiyeffBJbtmzBvn37kJDQ80Zzp06dAgBERHSeoVMmk0Em6/hHJ5VKu/wFdfc90h61lWOE3F4SiX1//hKJpMPP4EzZrgilrRKCEvBz+c+43HyZl/oUNRQBANJC0nh9Zo1+xbN60roilPvKEwitreytC6+BzIIFC7B+/Xps3boVfn5+qKpqy2yrVCqhUChQVFSE9evX4+abb4ZKpUJubi4WLVqE8ePHIzMzk8+qc6a1xgCxXASpn5gSRBEiAHyvXFo4eiHGRI9BRlgGL9d3ldZaA6S+YkjktPSacIvXQGbVqlUA2pLeXW3NmjWYN28evLy88NNPP+Gdd95BS0sLYmJiMHv2bPy///f/eKita5x5txzqwtYeU6sTwjVrqvHullF3lWrcmbJCx3cumcGhgzE4dDAv13alM2+3PeuGPBeL0FFdz3cgxFG8Dy11JyYmpkNW377GYmprA7lKON15pH9wJtW4ENOUc4XvHhmhaKnUI+/Dy7AYWWT90/lhJmNL25JrRQg96wi3BDHZtz8b80YSLCYLJ8sbCXGUM6nGhZamnCtDwodgzaw1SApKcvu1L2ku4buC75Aemo7r4653+/WvJlGI0ZivBRjAYrQ4nX187DspMDabIVYIKn0Z6QMokBEAkYT+sAkRimDvYMwbOo+Xax+5dARPbH8CWVFZOPLQEV7qYOWlFCPj6WgowmUARx+0pL40P4ZwjwIZQggRiAB5AGamzMTgEP7nyDAMg/CxAXxXg5AeUSDDo7ozzajY24DAwT6IniTcrL6E9De/Xv4Vp6tPY0z0GKSHpvdcgCOTEydjcuJkt13PXS7vqUdjgRZh2UoED6V9nAi3aEyDR5qiVlQdUKMxr4XvqhBCrvL2kbfx8HcP44cLP/R8cB+mbzCi+ogaV040OXWeutPNqNjbiJZL+p4PJsRB1CPDo6AMXyTfC/hEeV7WTEL6sjHRY9Coa0SMf4xbr1urrYVKoRJMTqn631pwdsUlBAz0Rsjw3vekRE4MhE+0HIGDfDisHSFtKJDhkXKAAsoBCr6rQQi5xlNZT+GprKfces361nqE/CsEgfJAVDxbAblE7tbrd8Y3WgZlsgL+Cc49p4KH+tGQEnEZCmQIIUQACusKAQAKqUIQQQwA+MUrMPr1vrFVAem7aI4Mj5pKWmHQmHpMDEgI4YdGr3Hb3+f5urYdPFNUKW65nrsYNCY0lepg1lv4rgrpo6hHhidmgwVH/tK2OdyE1WmQ+tKvghChMJgNCP93OBp0Daj7Sx2CFK5fVVhY39YjkxIkrECGtbBoyG+BvsEEWaAEgQN97E7gyVpYFH97BWXb6uCfJMfo1wZQ8k/COXr35ImxyQwvpQRmvQUSH0oSRYiQeIm9IBW3pdIvbSx1SyBj7ZFJViW7/Fr2qj6qRt6qyzBpf+9NkakkSJ0X0ePecNVH1ShYWwl9nQkAoLmgw88LCuwqS4gjaGiJJ3KVFDd8nIYJqwcKZoUCIeR31s0j3bXnktCGlqqPqpH7Vnm7IAYA9HUm5L5Vjuqj6h7LWoMYR8oS4igKZHgmklAQQ4gQWTePdMcu2CzLCiqQYS0sCtZWdntMwdoqsJa2+UMWowUWowWshXW4LCHOokCGEEI64c4emarmKrQYWyBiREgMTHT59XrSkN/SoTflWvo6Ixry25J57n+0ALvvzYO20uBwWUKcRXNkeFK6rRaai62InBAIVaYv39UhhFzDnT0y1t6Y+IB4eIm9XH69nugbug9EujvOmbKE9AYFMjypO9OMupPNCEqnTJeECJE7e2SENKwEALJA+94arMeNW5kCsIBYLoK+0cjpNQjpCd1JPImdrkLQIB8oU7z5rgohpBNxAf/rkWl0X4+MUJZeBw70gUwl6XaISKaSInBg2wcxieL3lZeOliXEWTRHhifBQ/0QPysEvtHCyOBJCGnPOrTUoGuARq9x6bVsOWQE0iPDiBikzovo9pjUeeGd5oRxpiwhvUGBDCGEdMJP5mfLH+PqXhkh5pAJy1Ii89kYyFTtO+5lKikyn43pNheMM2UJcRQNLbkZa2FRe7IJTaU6+EbLEDLSnz6ZECJQ8QHxqG+tR6m6FBlhGS67zk/3/4TzdecxNHyoy67RG2FZSoSO8u9VZl9nyhLiCApk3OjaTJeA/VkyCSHuF6eMw4nKEy6f8BvpF4lIv0iXXqO3GBGDoMG9W1npTFlC7EVDS25CmS4J8TzWlUvumPBLCOkd6pFxA3szXYaOomEmQoTkoeEPYWbKTAwMHuiya2wv3I6fS3/GlAFTcGPCjS67DiF9FQUybuBIpkvqhiVEOAaFDMKgkEEuvcaOwh14/9f3wYKlQIaQXqBAxg0o0yUhpCuTEyeDBYuJ8RP5rgohHokCGTdwNEsmIUQYLKwFa06uQUljCZZcvwTeUu4TWM5Km4VZabM4Py8h/QVN9nUDa6bL7lCmS0KEhwGDxTsX47WfX3PLVgWEEMdRF4AbWDNd5r5V3uUxlOmSEOFhGAb3ZtwLlmUhl3CfhbtR14ii+iIkq5LhL/Pn/PyE9AcUyLgBa2H/l+kSneSRkSJ1XjjlkSFEoD6Y8YHLzr2vZB9u/+p2jIgYgWOPHHPZdQjpyyiQcTGzwYLjrxQjekoQIicEUqZLQoiNdWuC1OBUnmtCiOeiQMbFLu2sh7qwFa011QgZ7Q+pt5iWWBPiYTR6DTR6DaL9ozk9r9B2vSbEE1Eg42KxN6tg1lmgTPGG1FvccwFCiKBsPbcVt311G8ZEj8Hh+Yc5Pbd112shbRZJiKehQMbFGBGDxDtD+a4GIaSXrL0wrtimwNYjo6IeGUJ6i5Zfu4DFZMHlvQ1gLSzfVSGEOCkuIA4AUNlcCZ1Jx9l5NXoNqpqrAADJQdQjQ0hvUSDjAoXrq5G36jLOvn+J76oQQpykUqhsifDK1V2nUHBUYV3bsFKYTxiUclq1SEhvUSDjAj5RMoi8GIRdRw8nQjwdwzC2XbC5TIpnHVai+TGEOIfmyLhA9KQghIzwhyyAmpeQviBOGYe8K3koVXM3T4ZWLBHCDeqR4YjFzMJisti+piCGkL7DFT0y1hVLNNGXEOdQIMOR4k01+PXFYmirDXxXhRDCsThl24Rfl/TIUCBDiFMokOGAUWtG+Y/10BS1Ql2o5bs6hBCOcd0jw7IsBTKEcITXQGbp0qUYNWoU/Pz8EBoaittuuw0FBQXtjtHpdFiwYAFUKhV8fX0xe/ZsVFdX81TjNqyFRf1vzag80Ij635ohkYuQ9cYAJN8XjohxAbzWjRDCPesSbK5yyTToGtBqagUDBgOCBnByTkL6K14ncuTk5GDBggUYNWoUTCYTXnjhBUydOhV5eXnw8fEBACxatAjff/89Nm7cCKVSiYULF+KOO+7AwYMHealz9VF1Jxs/SpA6LwLxtwbzUidCiGtZh5YuN12G0WyEVCx16nxBiiBoX9DictNll+yqTUh/wmsg88MPP7T7eu3atQgNDcXx48cxfvx4qNVqfPLJJ1i/fj1uvPFGAMCaNWswcOBAHDlyBGPGjHFrfauPqpH7Vsc8Evo6E3LfKkfms6BdrAnpg8J8wyATy6A363FJcwkJgQlOn1MsEiNWGctB7Qjp3wQ1R0atVgMAgoKCAADHjx+H0WjE5MmTbcekpaUhNjYWhw9zu+dJT1gLi4K1ld0eU7C2irL5EtIHiRiRLejgcuUSIcR5glkjbLFY8Mwzz2Ds2LFIT08HAFRVVcHLywsBAQHtjg0LC0NVVVWn59Hr9dDr9bavNRoNAMBoNMJoNLY71vr1ta93piFP2244qdNr1xlx5YwGgYO8ezyfp3GkrQi1lyM8pa3W3bYOfl5+iFPGOV3XF/a+gHJ1OZ4c9SRGR422u5yntJUQUFvZT6htZW99BBPILFiwAGfPnsWBAwecOs/SpUvxyiuvdHh9586d8PbuPMDYtWtXj+cVl/hChrAej/tl3zGYS5p7rqiHsqetyO+oveznCW1ViUqcx3mnz7Px3EaU6kqRqktFrX+tw+U9oa2EgtrKfkJrK63WvlXAgghkFi5ciG3btmH//v2Ijo62vR4eHg6DwYDGxsZ2vTLV1dUIDw/v9FxLlizB4sWLbV9rNBrExMRg6tSp8Pf3b3es0WjErl27MGXKFEil3U/ea8jT4vTBnvdZGT1hZJ/tkbG3rQi1lyP6Y1sxKQzyavNwb/q9CPft/FnWmf7YVr1FbWU/obaVdUSlJ7wGMizL4sknn8SWLVuwb98+JCS0n0A3YsQISKVS7N69G7NnzwYAFBQUoKysDNnZ2Z2eUyaTQSaTdXhdKpV2+Qvq7ntWIRn+kKkk3Q4vyVRShGT4gxEx3Z7Lk9nTVuR31F72E3pbFdUX4bPTn0EhVeCv4/7q1LluHXgrbsWtvS4v9LYSEmor+wmtreytC6+TfRcsWIB169Zh/fr18PPzQ1VVFaqqqtDa2goAUCqVmD9/PhYvXoy9e/fi+PHjeOCBB5Cdne32FUuMiEHqvIhuj0mdF96ngxhC+rPK5kq8uv9VfHT8I76rQgi5Cq89MqtWrQIATJgwod3ra9aswbx58wAAb7/9NkQiEWbPng29Xo+bbroJH3zwgZtr2iYsS4nMZ9FJHhkpUueF09JrQvqwFFUKHh3xKJKCkpw6z4nKEyhuKMbwiOGcLOMmpL/jfWipJ3K5HCtXrsTKlSvdUKOehWUpETrKHw35LdA3mCALlCBwoA/1xBDSx4X6hOLDmR/2qmyZugy12rZJvf8+9G9sOLsB92Xch0XZiwAAwd7BlFOGkF4SxGRfT8OIGAQN9uW7GoQQD1CmLkPq+6nQmXTtXl93Zh3WnVkHAJBL5ChYWEDBDCG9IKiEeIQQImTNhmacrTmLy5rLdpep1dZ2CGKupTPpbD02hBDHUCBDCCF2emrHU8hYlYG1p9byXRVCyP9QIEMIIXaybh5J2xQQIhwUyBBCiJ3iA+IBAKXqUn4rQgixoUCGEELsFBfgWI+M1qjFvw/924U1IoTQqiVCCLGTtUemTF0GC2uBiOn6s+Dh8sOY++1cFNYXuql2hPRP1CNDCCF2ivKLgogRQW/Wo7q5usvjdhTuwLg141BYX4hg72A31pCQ/ocCGUIIsZNULEW0f9vGtt3Nk5mYMBEDgwfivsz7sOf+PZBL5N2eVy6RU8BDSC/R0BIhhNjBmp1XpVChTF2GvcV74SX2AgCYzCbsLt6N58Y+B4lIArlEjkPzD8Ff5g8AKFhY0G2eGMrsS0jvUSBDCCE96Cw77wt7XsALe15od1yjrhFvTHkDAGxBDADEKmMpUCHERWhoiRBCemBPdl4ACFQEuqE2hJCrUSBDCCEcmTpgKt9VIKTfoUCGEEIIIR6LAhlCCCGEeCwKZAghhBDisSiQIYQQQojHokCGEEIIIR6LAhlCCOlBsHcwZeclRKAoIR4hhPQgVhlL2XkJESgKZAghxA6UnZcQYaKhJUIIIYR4LApkCCGEEOKxKJAhhBBCiMeiQIYQQgghHosCGUIIIYR4LApkCCGEEOKxKJAhhBBCiMeiQIYQQgghHosCGUIIIYR4rD6f2ZdlWQCARqPp8D2j0QitVguNRgOpVOruqnkUaivHUHvZj9rKftRW9qO2sp9Q28r6vm19H+9Knw9kmpqaAAAxMTE814QQQgghjmpqaoJSqezy+wzbU6jj4SwWCyoqKuDn5weGYdp9T6PRICYmBuXl5fD39+ephp6B2sox1F72o7ayH7WV/ait7CfUtmJZFk1NTYiMjIRI1PVMmD7fIyMSiRAdHd3tMf7+/oL65QkZtZVjqL3sR21lP2or+1Fb2U+IbdVdT4wVTfYlhBBCiMeiQIYQQgghHqtfBzIymQwvv/wyZDIZ31URPGorx1B72Y/ayn7UVvajtrKfp7dVn5/sSwghhJC+q1/3yBBCCCHEs1EgQwghhBCPRYEMIYQQQjwWBTKEEEII8Vj9OpBZuXIl4uPjIZfLkZWVhV9++YXvKgnO3//+dzAM0+5fWloa39UShP379+OWW25BZGQkGIbBt99+2+77LMvipZdeQkREBBQKBSZPnozCwkJ+Ksuzntpq3rx5He6zadOm8VNZni1duhSjRo2Cn58fQkNDcdttt6GgoKDdMTqdDgsWLIBKpYKvry9mz56N6upqnmrMH3vaasKECR3urccee4ynGvNr1apVyMzMtCW+y87Oxo4dO2zf99T7qt8GMl999RUWL16Ml19+GSdOnMCQIUNw0003oaamhu+qCc7gwYNRWVlp+3fgwAG+qyQILS0tGDJkCFauXNnp9998802sWLECH374IY4ePQofHx/cdNNN0Ol0bq4p/3pqKwCYNm1au/tsw4YNbqyhcOTk5GDBggU4cuQIdu3aBaPRiKlTp6KlpcV2zKJFi/Ddd99h48aNyMnJQUVFBe644w4ea80Pe9oKAB5++OF299abb77JU435FR0djWXLluH48eM4duwYbrzxRsyaNQu//fYbAA++r9h+avTo0eyCBQtsX5vNZjYyMpJdunQpj7USnpdffpkdMmQI39UQPADsli1bbF9bLBY2PDyc/de//mV7rbGxkZXJZOyGDRt4qKFwXNtWLMuyc+fOZWfNmsVLfYSupqaGBcDm5OSwLNt2H0mlUnbjxo22Y/Lz81kA7OHDh/mqpiBc21Ysy7I33HAD+/TTT/NXKYELDAxk//Of/3j0fdUve2QMBgOOHz+OyZMn214TiUSYPHkyDh8+zGPNhKmwsBCRkZFITEzEvffei7KyMr6rJHjFxcWoqqpqd48plUpkZWXRPdaFffv2ITQ0FKmpqXj88cdRV1fHd5UEQa1WAwCCgoIAAMePH4fRaGx3b6WlpSE2Nrbf31vXtpXVF198geDgYKSnp2PJkiXQarV8VE9QzGYzvvzyS7S0tCA7O9uj76s+v2lkZ2pra2E2mxEWFtbu9bCwMJw7d46nWglTVlYW1q5di9TUVFRWVuKVV17B9ddfj7Nnz8LPz4/v6glWVVUVAHR6j1m/R343bdo03HHHHUhISEBRURFeeOEFTJ8+HYcPH4ZYLOa7eryxWCx45plnMHbsWKSnpwNou7e8vLwQEBDQ7tj+fm911lYA8Mc//hFxcXGIjIxEbm4unn/+eRQUFGDz5s081pY/Z86cQXZ2NnQ6HXx9fbFlyxYMGjQIp06d8tj7ql8GMsR+06dPt/0/MzMTWVlZiIuLw9dff4358+fzWDPSl9xzzz22/2dkZCAzMxMDBgzAvn37MGnSJB5rxq8FCxbg7NmzNC/NDl211SOPPGL7f0ZGBiIiIjBp0iQUFRVhwIAB7q4m71JTU3Hq1Cmo1Wp88803mDt3LnJycviullP65dBScHAwxGJxh9nY1dXVCA8P56lWniEgIAApKSm4cOEC31URNOt9RPdY7yQmJiI4OLhf32cLFy7Etm3bsHfvXkRHR9teDw8Ph8FgQGNjY7vj+/O91VVbdSYrKwsA+u295eXlhaSkJIwYMQJLly7FkCFD8O6773r0fdUvAxkvLy+MGDECu3fvtr1msViwe/duZGdn81gz4WtubkZRUREiIiL4roqgJSQkIDw8vN09ptFocPToUbrH7HDp0iXU1dX1y/uMZVksXLgQW7ZswZ49e5CQkNDu+yNGjIBUKm13bxUUFKCsrKzf3Vs9tVVnTp06BQD98t7qjMVigV6v9+z7iu/Zxnz58ssvWZlMxq5du5bNy8tjH3nkETYgIICtqqriu2qC8uyzz7L79u1ji4uL2YMHD7KTJ09mg4OD2ZqaGr6rxrumpib25MmT7MmTJ1kA7PLly9mTJ0+ypaWlLMuy7LJly9iAgAB269atbG5uLjtr1iw2ISGBbW1t5bnm7tddWzU1NbF//vOf2cOHD7PFxcXsTz/9xA4fPpxNTk5mdTod31V3u8cff5xVKpXsvn372MrKSts/rVZrO+axxx5jY2Nj2T179rDHjh1js7Oz2ezsbB5rzY+e2urChQvsq6++yh47dowtLi5mt27dyiYmJrLjx4/nueb8+Otf/8rm5OSwxcXFbG5uLvvXv/6VZRiG3blzJ8uynntf9dtAhmVZ9r333mNjY2NZLy8vdvTo0eyRI0f4rpLgzJkzh42IiGC9vLzYqKgods6cOeyFCxf4rpYg7N27lwXQ4d/cuXNZlm1bgv3iiy+yYWFhrEwmYydNmsQWFBTwW2medNdWWq2WnTp1KhsSEsJKpVI2Li6Offjhh/vth4rO2gkAu2bNGtsxra2t7BNPPMEGBgay3t7e7O23385WVlbyV2me9NRWZWVl7Pjx49mgoCBWJpOxSUlJ7HPPPceq1Wp+K86TBx98kI2Li2O9vLzYkJAQdtKkSbYghmU9975iWJZl3df/QwghhBDCnX45R4YQQgghfQMFMoQQQgjxWBTIEEIIIcRjUSBDCCGEEI9FgQwhhBBCPBYFMoQQQgjxWBTIEEIIIcRjUSBDCCGEEI9FgQwhhFfz5s0DwzBgGAZSqRRhYWGYMmUKVq9eDYvFwnf1CCECR4EMIYR306ZNQ2VlJUpKSrBjxw5MnDgRTz/9NGbOnAmTycR39QghAkaBDCGEdzKZDOHh4YiKisLw4cPxwgsvYOvWrdixYwfWrl0LAFi+fDkyMjLg4+ODmJgYPPHEE2hubgYAtLS0wN/fH998802783777bfw8fFBU1MTDAYDFi5ciIiICMjlcsTFxWHp0qXu/lEJIRyjQIYQIkg33ngjhgwZgs2bNwMARCIRVqxYgd9++w2ffvop9uzZg7/85S8AAB8fH9xzzz1Ys2ZNu3OsWbMGd955J/z8/LBixQr897//xddff42CggJ88cUXiI+Pd/ePRQjhmITvChBCSFfS0tKQm5sLAHjmmWdsr8fHx+O1117DY489hg8++AAA8NBDD+G6665DZWUlIiIiUFNTg+3bt+Onn34CAJSVlSE5ORnjxo0DwzCIi4tz+89DCOEe9cgQQgSLZVkwDAMA+OmnnzBp0iRERUXBz88Pf/rTn1BXVwetVgsAGD16NAYPHoxPP/0UALBu3TrExcVh/PjxANomFZ86dQqpqal46qmnsHPnTn5+KEIIpyiQIYQIVn5+PhISElBSUoKZM2ciMzMTmzZtwvHjx7Fy5UoAgMFgsB3/0EMP2ebUrFmzBg888IAtEBo+fDiKi4vxj3/8A62trbj77rtx5513uv1nIoRwiwIZQogg7dmzB2fOnMHs2bNx/PhxWCwWvPXWWxgzZgxSUlJQUVHRocx9992H0tJSrFixAnl5eZg7d2677/v7+2POnDn4+OOP8dVXX2HTpk2or693149ECHEBmiNDCOGdXq9HVVUVzGYzqqur8cMPP2Dp0qWYOXMm7r//fpw9exZGoxHvvfcebrnlFhw8eBAffvhhh/MEBgbijjvuwHPPPYepU6ciOjra9r3ly5cjIiICw4YNg0gkwsaNGxEeHo6AgAA3/qSEEK5RjwwhhHc//PADIiIiEB8fj2nTpmHv3r1YsWIFtm7dCrFYjCFDhmD58uV44403kJ6eji+++KLLpdPz58+HwWDAgw8+2O51Pz8/vPnmmxg5ciRGjRqFkpISbN++HSIRPQYJ8WQMy7Is35UghBCufP7551i0aBEqKirg5eXFd3UIIS5GQ0uEkD5Bq9WisrISy5Ytw6OPPkpBDCH9BPWpEkL6hDfffBNpaWkIDw/HkiVL+K4OIcRNaGiJEEIIIR6LemQIIYQQ4rEokCGEEEKIx6JAhhBCCCEeiwIZQgghhHgsCmQIIYQQ4rEokCGEEEKIx6JAhhBCCCEeiwIZQgghhHgsCmQIIYQQ4rH+P76CpQJSsZB1AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Some data for us to plot\n", "xVals = data[(data.MONTH==3) & (data.YEAR==2020)].DAY # independent\n", "yVals = data[(data.MONTH==3) & (data.YEAR==2020)].TMIN # dependent\n", "zVals = data[(data.MONTH==3) & (data.YEAR==2000)].TMIN # dependent\n", "\n", "# Creat the figure\n", "fig, ax = plt.subplots(1)\n", "\n", "# Add our data and change the color, marker type and linestyle\n", "ax.plot( xVals, yVals, color='mediumorchid', marker='o', linestyle=':', label = '2020')\n", "ax.plot( xVals, zVals, 'gs-.', label = '2000')\n", "\n", "# Add some text; note the starting point and rotation\n", "plt.text( 11, 50,'Max Min Temp' )\n", "\n", "# Add labels, a title and grid lines to the plot\n", "ax.set_xlabel( 'Days' )\n", "ax.set_ylabel( 'Minimum Temperature' )\n", "plt.title( 'Minimum Temperature per Day in March 2000/2020' )\n", "ax.grid()\n", "\n", "# Put in the legend - we put it in location 2 (top left)\n", "ax.legend( loc = 0)\n", "\n", "# Show the figure (here in Jupyter)\n", "plt.show( fig )\n", "plt.close( fig )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multiple plots on the same figure" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take advantage of adding an additional subplot, and change the y-axes of the different plots separately. We use the sharex to indicate that the x-axes should be the same. Note that the figure handle refers to the entire figure and the axes are individual sets of axes that occur within the figure." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Type of figd:, \n", "Type of axA: \n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Some data for us to plot\n", "xVals = data[(data.MONTH==3) & (data.YEAR==2020)].DAY # independent\n", "yVals = data[(data.MONTH==3) & (data.YEAR==2020)].TMIN # dependent\n", "zVals = data[(data.MONTH==3) & (data.YEAR==2000)].TMIN # dependent\n", "\n", "# Create the figure. Note that there are two plots here, and that they share the x axes\n", "figd, [axA, axB] = plt.subplots( 2, sharex = True )\n", "print( \"Type of figd:,\",type(figd) )\n", "print( \"Type of axA:\", type(axA) )\n", "\n", "# Add data to the plots. note that we add to the subplot we desire\n", "axA.plot( xVals, yVals, color = 'mediumorchid', marker = 'o', linestyle = ':' )\n", "axB.plot( xVals, zVals, 'gs-.' )\n", "\n", "# Add the axis labels and grid\n", "axA.set_ylabel( '2020' )\n", "axB.set_ylabel( '2000' )\n", "axB.set_xlabel( 'Days in March' )\n", "axA.grid()\n", "axB.grid()\n", "\n", "# Set some axis limits - note we only have to set X once\n", "axA.set_xlim( [ 0 , 32 ] )\n", "axA.set_ylim( [ 15, 55 ] )\n", "axB.set_ylim( [ 15, 55 ] )\n", "\n", "# Show the figure in the Jupyter environment\n", "plt.show( figd )\n", "plt.close( figd )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Saving the file to use later\n", "\n", "NOTE: this may require one more step in Google Colab" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Everything so far has just been in the jupyter notebook environment. We can save the files using the savefig function. You can then use the Home tab within jupyter to download the file to your local machine." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Type of figd:, \n", "Type of axA: \n" ] }, { "data": { "image/png": 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JeqHGTNhYWq0WCQkJGDVqFGQy8ZtCxJblno8/C/MQOMwfQSN613pcfeV28YssZCTmo9VYL7QbJ157eO75Ypw6UPusnZX6DevTKDUyfNZqVnCtFLpSPTw6VP/7ravc8v4oxp+7chH2N1+4Btl351FLasxnTdALSH71KjSoXvNZmdS45fpgwP19bX6UoJh/o5UtKvURLZFJSUlBdnY2eve++8Gg0+mwb98+rFy5Ejt37kRZWRny8vKq1MqoVCoEBATUel2FQgGFovofr0wmaxZvlJZc46K5lFl9gkf4IniELwTBuPWVais3n25K3DpaCEeFg6jl2qKb0qi1VOqb/MqS+KxVd+OnTGQfVqPNY35o+2jNiW9N5fbnjjzcOlYIJ285wqcbt4Bgc9IYz9qdc4VVmpNqorlTjsLLZRadGM6axPgbNfZ+oiUyI0eOxJkzZ6psmzZtGsLDw/HWW28hODgYMpkMiYmJmDRpEgAgNTUV6enpiIyMFCNkm1c5EuVe1lzjojlpaIc8v/5K+A9ovOSgNkatpTLV8iMLyHiCIEDu4QgHZyn8+pg2Y2/IAz6QezqiVRQ7/YrF2AnfLD0xXHMlWiLj7u6Orl27Vtnm6uoKHx8fw/YZM2YgJiYG3t7eUCqVmDVrFiIjI2vt6NucGTsSxdJrXDR1RRkauATILVJmtjQRXos+SnSfE1yt9k7u6YjwGdZZoZaMJ5FI0Om5IHSYEgCpzLTnxruLm918y28sgl5A7vliOFxzQ+75YqvXNoo1MVxzZdOluGzZMkilUkyaNAkajQZjxozBqlWrxA7LJuX+UWTUSBRLr3HRlOnL9TgcewVSRwn6x7WFs5/cYtfWlemrTEPemHSleiS/dRkBgz0xcFl7qK+U1Dqzr7HNaWQdYj0jTclfm9sV8MepAzfMbm43hiAIyL9cArmnI8ry6m6+tfTEcM2VTSUye/furfLayckJ8fHxiI+PFycgO8KqTMsrziiDRFLRFOPka5m24eIsDU4vvwFtvg6DVnUQJUnI3J+H4swyZOzJRdhDvjUmtuWlOqR+kQm3EKdqK9ySdZUVlEOvFeDk3bBnriSnDDd33YFvT3d4dW6eH5hiNLdf+SYbaT/cglOLun9/1pgYrrmyqUSGzKMt1iH7sHG9u1mVaTy3ECcM/bwTSrLLLPaGo/CWoeiGBnqtgBJVmSiLT7Yc6QVHFwc4OElr/caffViNjL15kMokCBzsCbkHn5vGcnPXHVz5NhthE3zR/snaBzbU5/pPObix4w6KbmqaZSIjVnN7qygvZCTlovUjLSBzd6hh8IUMHZ8NYPOtBfHdqQnQFetw60T9iQyrMk0ndZRYdAirg1yKnm+GwDXYqcHfuM0lkUgQMLDuN9HAIZ5QXy6Bf6QHk5hGVpxZBgho8HMXPMYHRTc1CBrmVf/BTVBjNreX5pTBybei6dnJV477Pupg+JLg11fJhVmtjO9QdkqTq4XCq+KD0MlXjk7TW6LkVhnSvr9V6zmsyrQNPj1MG4ViKZq8csjcHYzqdCyRSBA+g0N3xdB1Ziu0+Zsf5B4ODbqOa0sFIua2tlBU9qcxmtsFvYDLm1VI/+U2+ixoDY92FfMu/bWmUyKVsF+ilTGRsUGCXqg1g9eX63Hh80xk/p6HAe+3M3xrazmi4luXe5hT9ZEoXo5wCZTDuyv/mIx1/eccZB9RI2ScD/wH2H8VsCAIOLM8HWX5OnSd1QrKNqZNi16mLkfhjVK+ITcSF3/LdSxvrkwdOaQt0sHRRVpjv7W63pOL/qxoKr5zpsiQyFDjYiJjY+qb0E7qKIUmVwu9VkDO8YJq1c/+/T2qVGXKPR1x8atM5J0vxuVNKnR6jt+yjZF9VI28C8Xwr6cJpiHXv3VMjeAxPiYnFeYozdGi8IYGulI9ZErTvukXZWpwbF4a9Bo9BrzfzqKjt+guvU4ABAFSR8uOVNKV6aE6mA+ZuwNaRNS+8GRT49XJ1aiJHyub208vTUdZXjk6/b0lPDvcTUjqe0/uGt0Kd84W1bmoJ1kXExkbYmwP+47TAtH6kXJ4htfc3+XeqsyOU4Nw5RsVgu/nBFnG6jqzFXKOF6BFH+u8OWX+nofsZDWcWsgbJZFxblHRbp9/qRjOvqYlIs5+cjj7y1FeqIOujIsRWsvtkwU4t+pPBI/xRtvH6l8Ly1g3d93BxS+z4N7aCb693Zv8cHp9uR76cgGOTg71T/z4/83tZQXlyLtYDH2ZUKUmJ/P3PJz9+Ga18+59T2YSIy4mMjbClB72LgEKk0a7eHd2hdf81k3+DcySnFvIETzGemtzBQ7yhHMLOXx7NF5TjczNAb69TO+fI3WQoMecYDg6O8BBwXlNrOXW0QJoC3QoL7Zsshg41BM3f7sD/0gPCHpA0rCuNzat9I4Wp5fdgFzpgB5zQuDf3wPd56DekUNyd0cMWROO3PNFcG5RkegLegF/fPpnnffjJKO2gYmMjbB2D/u/JjE6jZ4fSCLz66dslG9xZQXlKFGVNbjtXuFZdYSVoBf45m1h4c8HwT9SCWcL94+Ruzti4LL2zeKLjOaOFuorJXCQS1CcVQbXIIWhuf3WGTWO7D2GfsP61Dizr8zVAX597/5N3jlXBJ1GqPt+nGTUJvDTzEY0Vg/79F9z8PtLqSi8WWr2dZoyfbmAC19k4NYxdUWfBTt39btbOPKPq7jyrcpi18w6mI9Dr19GmZqTK1qS1EECnx7uVplbqDkkMQDg0c4F3V5phX5xbav0H5RIJfDq7AJdWCG8OrsYlYSX5XOSUXvBRMZGNMraHBLg9ukiaAt1uJmQa/51miBBL+DOuUJc/U6FGzvu4Oyqm7D2e78gCCi8UYo754usdn2dpqKZwtNC8wfpy/W4uiUbRTc1uP5zjqHcMvfn4c65Qgh645O/e9e/MeVcMp0gVIy8ufpdtlm/L7HV9KzpNHpc+CIDpbe1huP8B3jANbDhySDXS7If/A3YCFN72JtDIpEg/LlA3D7hjpYjm+ckWTWpaVSCUF4xssias2/eOlqAUx+kwzVYgYEftrf49SUSCbq82BJhE3wt8sYOAFJHKbq92gqqw2q4hTjh9+jUWkdz1KWx17+xZSU5ZTj94Q0EDvFE8P3eVqs9ubxJhWs/5lTZZi9lXtvIIWd/OfLOF6MgrRR9Flq2H2BjvCeTZbBGxkZIpBJ0fDawzmMsMaGds68crUZ5s3/D/6scKXbvm5WuVI/TH96A6nC+1e7t2ckFDgopnLxl0GutNxrIUklMJfcwZ7iHOeHMsurlVjmao65yq63MjTm3Kcr6PR/qKyXIPqK2WhKjOpxfLYkB7KPM63pe8s4XQ+7liLaP+1m87BrrPZkajomMDanoYR8MhXfVijKFjwzd5wRb/FuToBdwK8W4NZqaImNHilmr+l3u7ohh6zqh9z/DIJVZ7k9R0AtI+/EWtIU6i13z3uubW25il7ktajnSCx2nByL0QeuMkrPnMjcmdokUVqsVMbwn+zTOezKZh01LNubeCe2stTaHXicgZX4a8lKL0ePNEPhZab4UW9aYa7HURupo+W9zGXtzcXmjCn8m5uK+j9pb/NkxttxOxF1D73/enSL/yrcq5JwoEL3MbY1c6YiQ+6031N8WnnNzGRd7uVVjb6z3ZDIfExkbotPoIZVLGmVtDqmDBJ4dXVCYXgpdafOc5KwxRooZS6/VQ+IosUj1uLOfHK7BCrQc7mWVN1tjy0OdVnVknPpqKdRXjBstx5EglmNLz7mpbCV2rpdk25jI2JDLmyq+sbZ/OqDKfAbW0uZvfgge5yPaKsxis4VRCYIg4OSS67h9qhDtHveHsq2zyd/2qq0D09kVA5a0A6zUUmBsedxbyxD6oA/cQhQ19tUw9x5iqWvtHWPPLb1dDtXBPLQa5Q3fXu5W+4ZvC8+5uew5dmo8/O3bCEEvIPuoGqW3tFZpbqiJg0LarCfGU3g5QuHtCM0d8UYlZB9R4/bpIgjlwKX/qv7/nsaPJKlvHRhrMHY0R+uJLaps8+7qBq/Orsj8Pc+uR4I0pMxrOjfnRCG6vRqMACut62XPo2/sOXZqPA36FNNoNNBoNJaKpVmTSCWI/LAdukS3hE8jTltfqeB6Kc6uvAl9ue11+LOGzP15SH7zCry61P0GaM1RCZWjMQRt1TI3diSJWKN/GjKaw5hz2z3uZ7P9DxpS5rWdCwE4s9w2f19ik0gl6PCMfcZOjcfkRCYhIQHjxo2Dl5cXXFxc4OLiAi8vL4wbNw6//fabNWJsNhydHBA01Dr9Guqi1+px/L1ryNyXh2s/3WrQJGUNmSCtMelK9dCXCSgv0qN7TOOPSmjoSBKxR6I0ZDRHbefKPR3h5CdD1oF8m3xu7Hm0lj2PvtGVVoy+k9xTU20PsVPjMKlpacOGDXjuuefw6KOPYtmyZfD3r1ihVaVSYdeuXRg3bhzWrl2LZ555xirBNlWCIIg6hbhUJkX7p/1xY+cd3NhxB2V55k1SJkYzh7lajvSCXOmIFn0q+ib49WvcUQnGjiS5c64IWQcqvqmHTws0NAWm/XhL9JEoDRnNUdP6N86echz5x1XoSvQoyS6zylT9DWHq6J/M/Xm4c7YILXq7w9FVapO/L4/2Lsjclwd1WgmUra2/Crt5JJC5OyBsgi+UbZ05coiqMSmRee+997B8+XJER0dX2/fss89i0KBBWLhwodGJzOrVq7F69Wpcu3YNANClSxfMnTsXY8eOBQCUlpZizpw52Lx5MzQaDcaMGYNVq1YZEqim4uqWbKivlCDskRbwChenrddBLoX6Ukm17fcuV1+bympzc8+3trzUYlzfnoNur7aCVCaFRCKpsmhjY49KMGU0RsbuiuUkOjwTAIf//2wvuFr9d9WQ+5irIeVmWP/mWsX6NzKZDN1nB8O9jbNNdkA3dQRN/sViZOzOhcLLEa4tjUvKGvv3lbo+E+m/3oZvLzf0ig2z6r3N1XKEF/wjlZA4SOAgb759+qh2Jj0V6enpiIqKqnX/yJEjcfPmTaOv16pVKyxatAgpKSk4duwYRowYgQkTJuDcuXMAgNmzZ2P79u3YsmULkpKSkJGRgYkTJ5oSss0T9AL+3JOLnBOFKBNp+KOgF5C6wX6bOeqj0+hx6oPryD6iRtq2+kfMNAZTRmO0e8If7Z7wh1R299unZ2fjEl57G83Roo/SJpMYwPQRNC0i3NHuCX/4dHOz2dE3rcZ4Q+HtCJ8ebhAE22vOq+To7MAkhmpl0l9Nly5dsHbtWixZsqTG/V988QU6d+5s9PXGjx9f5fV7772H1atXIzk5Ga1atcLatWuxceNGjBgxAgCwbt06dOrUCcnJyRgwYECN17y3A7JaXTFzrVarhVarrfEcsfWIDYbqgBqePZxEiTH3fLFR1d4nl16HT083BA69W7Ny7fscFN7UGHX+rTNqeHV2qfUYQS8g70IJyvLKIfd0hGe4s8nDkGs8Xwp0fCEAWb+rETTGw2plXHldY67v1k5e/4gpb0e4d5BDGV7xbV4PHfTaiv4CgSOVuP5TTr3nu7WT2+xzD9RdZuqrpbh9vBCtH/Vt7LBq5NZODrmnA8ryap8x+a9lruzsBGVnJwAVz6Yxv29jf1+mPGt1kftK0X95G0gdJCgvt615ZG6fLITcwxHurZ0scj1LlVlzI2a5GXtPiWBCGr537148+OCDaNOmDaKioqr0kUlMTMTVq1fxyy+/YMiQISYHrNPpsGXLFkydOhUnTpxAVlYWRo4cidzcXHh6ehqOCw0NxWuvvYbZs2fXeJ358+djwYIF1bZv3LgRLi61f4g2Zw7X3KA4YFxzXXlwIcqGqAyvnX4IhbTEuHxY2z4fulZF0PuVAo5VHzuHdFfIUnwhLb57Lb1LObQROdCF1L86dI3nO5VD29e488XgkO4K+e8V5S7B3YRN+P8JYMoGq+qMvaHn27QSBzj/GAKJXgrN4Cyb+TkaUuZN+vdlaToJnLaFQFriiNKhmdC3KhY7IhJBcXExnnzySeTn50OprH1uNZMSGQC4du2aodYkKysLABAQEIDIyEi8+OKLCAsLMynQM2fOIDIyEqWlpXBzc8PGjRsxbtw4bNy4EdOmTas2vLtfv34YPnw4Fi9eXOP1aqqRCQ4ORmZmJnx8rDcNuD3LPV+MU+9V799yL79Id/j0coP/fXcfqOvbbqPohgbZhwrqPV8qk0CvFdAnLgxuIRW1DEU3NVAdUCP9pzu1ntfltSC06Ote6/5bRwtwbnmG2edbilarRUJCAkaNGgWZzLjmkVtHC3D5y+wq39QV3o5oN8XPqJgber7Y6iqztO9yUPynBh2eC4DM1UGkCCtG9ZWotHBtVfHMNqTMLfX7MudZq0/+pRLcPl6INpNb1H+wlZUVlOPKV7eQf7EE/d63zFpk1iiz5kDMclOr1fD19a03kTG5QTYsLKzWJMIcHTt2xMmTJ5Gfn4/vvvsOU6dORVJSktnXUygUUCiqd6yTyWQ29/De2HUbxRllaDXaG65B4o3QaNFNadSkU91fDanW1NPu0QAIegG/X0yt+3xvR3iGu6DopgYeYa6QOlRcJ/tgTp1JDABc/uoWAgd4IedkIdSXi+HVxdXQYbG8VIcLn2QZdX5jjXAw5VkLGuiNwAFeZo+Yauj5tqKmMms/OQCQQNQRfboyPc6uyEBeahEi3mkNZRvnBpW5pX9flnpfK8svx8l/34CgE+DX2wNeRvbBshaZd8X7jU6jt/iknbb4WWAPxCg3Y+8nek9AuVyOdu3aAQAiIiJw9OhRfPTRR5g8eTLKysqQl5dXpWlJpVIhICBApGgtRxAEXP/5NkqyyuAW6iRqIlM5YVZNo44q1TXplFHnT6t5CHZ5Uf3rPFUOS805XoCbu+6gDWBIZO6cK4KupO5r2OqCeJUaOmKqqa4Dc+/zVpJdBmc/eaPGIOgFlBfpoC8Tqqwm3tDRWrb2+5J7OKLVKC/oygQ4+dnOh3xznnmcjGfyU7Jq1SpERUXhscceQ2JiYpV9OTk5aNOmTYMC0uv10Gg0iIiIgEwmq3KP1NRUpKenIzIyskH3sAlCxbwg/gM94B8p/srTDZ0wy9zzjf3mp8kth1cnF7Qa7Q1lu7t9nbQFtXe8vPd8sk+CIODSf7Nw4JWLuHOusFHv7ejkgF6xoYiY1xo+3W0r+bC0jtMC0eXFlnD2bdxk8a/KS3W48q0KZQX8eyXjmVQjs2LFCsTGxmLatGnIz8/HuHHjMH/+fMTGxgKo6LB7/fp1o68XGxuLsWPHIiQkBAUFBdi4cSP27t2LnTt3wsPDAzNmzEBMTAy8vb2hVCoxa9YsREZG1jpiyZ5IpBL49nKHby/b6cdQ0yRlLbopja72NmeCNFOGpXp3cUPAfZ5Vtju3MO7bo70NQ6a7JBIJygp1EPTAnTPWr1nTafTISy02JC6OLg7w7ND0BwqI2YRX6caOO7j63S3cSilA/0VtbSImsn0mvbt/8skn+Oyzz/Dkk08CAF566SU8/PDDKCkpwcKFC02+eXZ2NqZMmYLMzEx4eHige/fu2LlzJ0aNGgUAWLZsGaRSKSZNmlRlQjyynnsnKTO17d7UavOGLgrHReWah/BnA+HXT4kWva2b+OvK9Dix6DpyzxdZdSFHW1aWX460bbfg28sdPt0atxbKPcwJ7mFOCBnnwySGjGZSIpOWloaBAwcaXg8cOBC7d+9GVFQUtFotXnvtNZNuvnbt2jr3Ozk5IT4+HvHx8SZd19apkvNRll+OgEGeoo7GsAWN0j+Hi8rZPQcnqdWTGACQOkrg3EIGtZMUTj6201ekMV3bdgvpP99GfmoxvLu6NmpC4dvTvck34ZHlmZTI+Pr64saNG1WGWHft2hW7d+/GiBEjkJFR+xBYqiAIAq5+fwuF10sh6ICQcRwSXtG/BjWs0yRDx2cDjOyfY/75ZF/KS3W4+GUWWo3yRnmxzqzRP4JeqLEJVCKVoPOLLRH2cAtRO+CLKfQhX6jTShE2QZyJCPmlg0xlUiIzaNAg/PDDDxg8eHCV7Z07d0ZiYiKGDx9u0eCaJAFoOdwTGfvyEDCYH7CVGrIAoSXOJ/tx6b8q/PlbLjL25EL4S19vYxcorWlxU0dXKTr/vSX8B3hAIpU02yQGABSeMvSZ17pR73nztztwcJIiYKAH/2bJZCYlMm+//TZSUlJq3NelSxfs3r0b33//vUUCa6okUglCxvkiZJxtTLtuSzgMmYyhbFuxSrNwz4A1YxYorW1x0/IiPU4vFX9x0+ZIW6TDpf9mobxYDwcnKfz6iD+Kk+yLSYlM9+7d0b1791r3d+3aFV27dm1wUERENRH0Aq58q6rzmNT1WfDrq0T2ETUEPdCitzscnKQQ9AIurK1/cVO/vsaP1GvK9DoBWb/n4daxAnSfE2y1vjJSBwlCH/LF7VOFjdIPipoes8akHjlyBIcOHaq2REG/fv0sGlxTc+d8EYRyoaIDHd8oiUyW+0eRUQuU5v5RhLMrb0JfJmBQfAc4O8mR+0cRyvKMO5c1e0B5sQ4XvsiErlSPW0cL4NfPOjUlDk5StJnoh9aPtOBIJTKLSYlMdnY2Jk6ciIMHDyIkJKTKopGzZ8/Gfffdh++//x5+fn5WCdbeXdmsQt6FYnSYEoDQB9m0RGQqYyc2rJhA0RX6cgFSmcTkcwmQuzuizd/8AEFolJFETGLIXCYlMi+//DL0ej3++OMPdOzYscq+1NRUTJ8+HdHR0diyZYtFg2wK9DoB7mFOKPpTA/9mODcFkSWYMoFi73+GmX0uVQgbb70vXGXqclz4IhOtH2kB91Anq92Hmj6T/mJ37tyJffv2VUtigIrFH1esWIFhw4ZZKrYmReogQfj0IHSYEgipI795EJmjIRMgcvLEhhMEwWI1J9d/yoHqYD5KVGXo9582rJEhs5m01pJCoYBara51f0FBQY0rT9NdTGKIzFc5AWJdapsAsSHnNnfqqyU4EXcNqoP5Frtm4DBP+A/0QJu/+TGJoQYxKZGZPHkypk6diq1bt1ZJaNRqNbZu3Ypp06bhiSeesHiQ9q4wvRQl2WVih0HUJDRkgdOGLo7aXOWcKEDOiUJc+T4bt88WInN/Hu6cK4SgF4y+hqAXcOfc3XNdgxTo/lowRypRg5nUtLR06VLo9Xo8/vjjKC8vh1xesUpqWVkZHB0dMWPGDHzwwQdWCdSeXfw6C7dPFKLTC0FoFeUtdjhEdq8hEyBy8kTThYz1Qe4fRShM1+D4wmuG7Q2ZhNDYc4nqY1Iio1AosHr1aixevBgpKSlVhl9HRERAqeRERvfS6wRAACABvLuy7Z3IUhoyASInTzTN7TOFuHO6qNr2hkxCaMy5RMYwq3u+UqnkcgT1+OtaLmETfNH5xSA4ecvFDouIyCSCXkDq+vomEsyEs78cUqkEbiF3RyCV5JThwud1r8HHSQipoUxOZEpKSpCSkgJvb2907ty5yr7S0lJ8++23mDJlisUCtEesRiWipsK4SQjLcfjNK5A4ShC1sYth+4W1mSjL19VxJichpIYzqbPvxYsX0alTJwwZMgTdunXD0KFDq6x4nZ+fj2nTplk8SHtSWY167x9+ZTWq6rDlev0TEVmbsRMEOjhLIPdwqLrRyL7AnISQGsKkROatt95C165dkZ2djdTUVLi7u2PQoEFIT0+3Vnx2xbgq2CyTevoTEYnJ2AkCe74ZiiGrw6tsCx3vY9F7ENXEpETm4MGDiIuLg6+vL9q1a4ft27djzJgxGDx4MK5evWqtGO2GKevAEBHZg8qJBOtS3ySE5pxLZCyTEpmSkhI4Ot59KCUSCVavXo3x48dj6NChuHjxosUDtBeaPC1uJtwx7lhWoxKRneAkhGTrTEpkwsPDcezYsWrbV65ciQkTJuChhx6yWGBiu3fypvqag2787w5UB2uf9fivWI1KRPaEkxCSLTPpE/WRRx7Bpk2b8Mwzz1Tbt3LlSuj1eqxZs8bo68XFxeGHH37AhQsX4OzsjIEDB2Lx4sVV1nIqLS3FnDlzsHnzZmg0GowZMwarVq0yrLxtDfWNOirNKcOfe/Lg319pGGrYcqQXbp8tQHFGGcqL9LVem9WoRGSPOAkh2SqTamRiY2Px66+/1rp/1apV0Otr/xC/V1JSEqKjo5GcnIyEhARotVqMHj0aRUV3+5DMnj0b27dvx5YtW5CUlISMjAxMnDjRlLBNYsyoo4tfZeHqluwqTUnOfnL0f68dOr/Yss7rsxqViOxV5USCgYM84d3FzaT3soacS1QXUds4duzYUeX1+vXr4efnh5SUFAwZMgT5+flYu3YtNm7ciBEjRgAA1q1bh06dOiE5ORkDBgywaDzGjjrq/PcglKl18Kphpt6KalTUUKMjQ8dnA1iNSkREZEE21VkjP79ijhVv74r1iFJSUqDVahEVFWU4Jjw8HCEhITh06FCNiYxGo4FGozG8rlzcUqvVQqvV1nn/3PPFRo060kv06PGPVobr3su7twsG9GyDvAslKMsrh9zTEZ7hzpBIJfXGYAsqY7SHWG0Jy810LDPzsNxMxzIzj5jlZuw9JYIg2MSkJnq9Hg899BDy8vKwf/9+AMDGjRsxbdq0KokJAPTr1w/Dhw/H4sWLq11n/vz5WLBgQbXtGzduhIuLS50xOFxzg+JA/X1vNPepoAsrrPc4IiIiMk9xcTGefPJJ5Ofn17mWo83UyERHR+Ps2bOGJMZcsbGxiImJMbxWq9UIDg7G8OHD4eNT9+RMueeLcepA9cXN7tVvWB94da47KbJnWq0WCQkJGDVqFGQymdjh2A2Wm+lYZuZhuZmOZWYeMcutskWlPjaRyMycORM///wz9u3bh1atWhm2BwQEoKysDHl5efD09DRsV6lUCAgIqPFaCoUCCoWi2naZTFbvL6FFNyUUPo51Ni8pfGRo0a15LHBmTJlRdSw307HMzMNyMx3LzDxilJux9zNp1JKlCYKAmTNnYuvWrdi9ezdat25dZX9ERARkMhkSExMN21JTU5Geno7IyEiLx8PJm4iIiOyLqDUy0dHR2LhxI7Zt2wZ3d3dkZWUBADw8PODs7AwPDw/MmDEDMTEx8Pb2hlKpxKxZsxAZGWnxEUuVOOqIiIjIfoiayKxevRoAMGzYsCrb161bh2effRYAsGzZMkilUkyaNKnKhHjWxMmbiIiI7IOoiYwxA6acnJwQHx+P+Pj4RojorsrJm4iIiMh2idpHhoiIiKghmMgQERGR3WIiQ0RERHaLiQwRERHZLSYyREREZLeYyBAREZHdYiJDREREdouJDBEREdktJjJERERkt5jIEBERkd1iIkNERER2i4kMERER2S0mMkRERGS3mMgQERGR3WIiQ0RERHaLiQwRERHZLSYyREREZLeYyBAREZHdYiJDREREdouJDBEREdktUROZffv2Yfz48QgKCoJEIsGPP/5YZb8gCJg7dy4CAwPh7OyMqKgoXLp0SZxgiYiIyOaImsgUFRWhR48eiI+Pr3H/kiVLsGLFCqxZswaHDx+Gq6srxowZg9LS0kaOlIiIiGyRo5g3Hzt2LMaOHVvjPkEQsHz5cvzrX//ChAkTAABffvkl/P398eOPP+Lxxx9vzFCJiIjIBomayNQlLS0NWVlZiIqKMmzz8PBA//79cejQoVoTGY1GA41GY3itVqsBAFqtFlqt1rpBNxGV5cTyMg3LzXQsM/Ow3EzHMjOPmOVm7D1tNpHJysoCAPj7+1fZ7u/vb9hXk7i4OCxYsKDa9j179sDFxcWyQTZxCQkJYodgl1hupmOZmYflZjqWmXnEKLfi4mKjjrPZRMZcsbGxiImJMbxWq9UIDg7G8OHD4ePjI2Jk9kOr1SIhIQGjRo2CTCYTOxy7wXIzHcvMPCw307HMzCNmuVW2qNTHZhOZgIAAAIBKpUJgYKBhu0qlQs+ePWs9T6FQQKFQVNsuk8n48JqIZWYelpvpWGbmYbmZjmVmHjHKzdj72ew8Mq1bt0ZAQAASExMN29RqNQ4fPozIyEgRIyMiIiJbIWqNTGFhIS5fvmx4nZaWhpMnT8Lb2xshISF47bXX8O6776J9+/Zo3bo13nnnHQQFBeHhhx8WL2giIiKyGaImMseOHcPw4cMNryv7tkydOhXr16/Hm2++iaKiIrzwwgvIy8vDoEGDsGPHDjg5OYkVMhEREdkQUROZYcOGQRCEWvdLJBIsXLgQCxcubMSoiIiIyF7YbB8ZIiIiovowkSEiIiK7xUSGiIiI7BYTGSIiIrJbTGSIiIjIbjGRISIiIrvFRIaIiIjsFhMZIiIisltMZIiIiMhuMZEhIiIiu8VEhoiIiOwWExkiIiKyW0xkiIiIyG4xkSEiIiK7xUSGiIiI7BYTGSIiIrJbTGSIiIjIbjGRISIiIrvFRIaIiIjsFhMZIiIislt2kcjEx8cjLCwMTk5O6N+/P44cOSJ2SERERGQDbD6R+eabbxATE4N58+bh+PHj6NGjB8aMGYPs7GyxQyMiIiKROYodQH2WLl2K559/HtOmTQMArFmzBr/88gu++OILvP3229WO12g00Gg0htf5+fkAgDt37jROwE2AVqtFcXExbt++DZlMJnY4doPlZjqWmXlYbqZjmZlHzHIrKCgAAAiCUOdxNp3IlJWVISUlBbGxsYZtUqkUUVFROHToUI3nxMXFYcGCBdW2d+jQwWpxEhERkXUUFBTAw8Oj1v02ncjk5ORAp9PB39+/ynZ/f39cuHChxnNiY2MRExNjeJ2Xl4fQ0FCkp6fXWRB0l1qtRnBwMG7cuAGlUil2OHaD5WY6lpl5WG6mY5mZR8xyEwQBBQUFCAoKqvM4m05kzKFQKKBQKKpt9/Dw4MNrIqVSyTIzA8vNdCwz87DcTMcyM49Y5WZMBYRNd/b19fWFg4MDVCpVle0qlQoBAQEiRUVERES2wqYTGblcjoiICCQmJhq26fV6JCYmIjIyUsTIiIiIyBbYfNNSTEwMpk6dij59+qBfv35Yvnw5ioqKDKOY6qNQKDBv3rwam5uoZiwz87DcTMcyMw/LzXQsM/PYQ7lJhPrGNdmAlStX4v3330dWVhZ69uyJFStWoH///mKHRURERCKzi0SGiIiIqCY23UeGiIiIqC5MZIiIiMhuMZEhIiIiu8VEhoiIiOwWExkiIiKyW0xkiIiIyG4xkSEiIiK7xUSGiIiI7BYTGSIiIrJbTGSIiIjIbjGRISIiIrvFRIaIiIjsFhMZIiIisltMZIiIiMhuMZEhIiIiu8VEhoiIiOwWExkiIiKyW0xkiIiIyG4xkSEiIiK7xUSGiIiI7BYTGSIiIrJbTGSIiIjIbjGRISIiIrvFRIaIiIjsFhMZIiIisluOYgdgbXq9HhkZGXB3d4dEIhE7HCIiIjKCIAgoKChAUFAQpNLa612afCKTkZGB4OBgscMgIiIiM9y4cQOtWrWqdX+TT2Tc3d0BAGlpafD29hY5Gvug1Wqxa9cujB49GjKZTOxw7AbLzXQsM/Ow3EzHMjOPmOWmVqsRHBxs+ByvTZNPZCqbk9zd3aFUKkWOxj5otVq4uLhAqVTyD94ELDfTsczMw3IzHcvMPLZQbvV1C2FnXyIiIrJbTGSIiIjIbjGRISIiIrvFRIaIiIjsVpPv7EtUl/T8dOQU59S639fFFyEeIY0YERERmYKJDDVb6fnp6LiyI0rLS2s9xsnRCakzU5nMEBHZKDYtUbOVU5xTZxIDAKXlpXXW2BARkbiYyBAREZHdEjWRmT9/PiQSSZV/4eHhhv2lpaWIjo6Gj48P3NzcMGnSJKhUKhEjJiIiIlsieo1Mly5dkJmZafi3f/9+w77Zs2dj+/bt2LJlC5KSkpCRkYGJEyeKGC0RERHZEtE7+zo6OiIgIKDa9vz8fKxduxYbN27EiBEjAADr1q1Dp06dkJycjAEDBjR2qERERGRjRE9kLl26hKCgIDg5OSEyMhJxcXEICQlBSkoKtFotoqKiDMeGh4cjJCQEhw4dqjWR0Wg00Gg0htdqtRpAxXoRWq3Wuj9ME1FZTk29vMrLy40+zpiyaC7lZkksM/Ow3EzHMjOPmOVm7D1FTWT69++P9evXo2PHjsjMzMSCBQswePBgnD17FllZWZDL5fD09Kxyjr+/P7Kysmq9ZlxcHBYsWFBt+549e+Di4mLpH6FJS0hIEDsEq7pSfMWo4/bv349Ml0yjr9vUy80aWGbmYbmZjmVmHjHKrbi42KjjJIIgCFaOxWh5eXkIDQ3F0qVL4ezsjGnTplWpXQGAfv36Yfjw4Vi8eHGN16ipRiY4OBiZmZnw8fGxavxNhVarRUJCAkaNGtWkV4lNz09H1zVdUaqrfQi23EGO8y+eN2oemeZSbpbEMjMPy810LDPziFluarUavr6+yM/Ph1KprPU40ZuW/srT0xMdOnTA5cuXMWrUKJSVlSEvL69KrYxKpaqxT00lhUIBhUJRbbtMJuPDa6KmXmZtfdsidVYqUnNSMfq/owEAiVMS4enkidLyUry+63Uc+fMIinRFJpVDUy83a2CZmYflZjqWmXnEKDdj7yf6qKW/KiwsxJUrVxAYGIiIiAjIZDIkJiYa9qempiI9PR2RkZEiRklNSYhHCO6U3AEA9PDvgRGtR6B3YG8MDB6IIPcg6AQdnt/+PHR6nciREhFRTURNZF5//XUkJSXh2rVrOHjwIB555BE4ODjgiSeegIeHB2bMmIGYmBjs2bMHKSkpmDZtGiIjIzliiSxqz7U9AIDhYcOrbF8xdgU8FB448ucRxB+NFyM0IiKqh6iJzM2bN/HEE0+gY8eOeOyxx+Dj44Pk5GS0aNECALBs2TI8+OCDmDRpEoYMGYKAgAD88MMPYoZMTZAhkWldNZEJcg/C4qiKvlj/SPwH0vPTGz02IiKqm6h9ZDZv3lznficnJ8THxyM+nt+GyToyCjJw8fZFSCVSDAkdUm3/8xHP46vTX+HAjQOI/jUaPz3+EyQSiQiREhFRTWyqjwxRY9uTVlEb0yugFzydPKvtl0qk+HT8p5BJZfj54s/47vx3jRwhERHVhYkMNWuVzUrDwobVekznFp3xj8H/AADM+t8s5JbkNkZoRERkBCYy1KzV1tH3XrGDYtHRpyNURSq8/dvbjREaEREZgYkMNVvp+em4mnsVDhIHDA4dXOexCkcFPhv/GQDg0+OfYt/1fY0RIhER1YOJDDVbe6/tBQBEBEVAqah91shKg0MH44XeLwAAXtj+AjTlmnrOICIia2MiQ83WmLZjsOHhDXhj4BtGn7N41GIEuAUg9XYqPjj4gRWjIyIiY9jUEgVEjcnfzR9Tekwx6RxPJ0+suH8Ffr70M/7e5+9WioyIiIzFRIbIRH/r8jf8rcvfxA6DiIjApiVqpn67+hs+PPgh/rj1R4OuIwgC0nLTLBQVERGZijUy1CxtOLUB/z39X+SW5uLdEe+adY380nxM+nYSkm8m47u/fQdvJ29cKb6CE1kn4OhY8afl6+KLEI8QS4ZORI0kPT8dOcU5te7n37dtYCJDzdLwsOHILcnFmLZjzL7GnZI72J22GwIEjN049u6Oi3f/6+TohNSZqXyzI7Iz6fnp6LiyI0rLS2s9hn/ftoFNS9QsTe81HT8/+XO988fUJbc0FwKEOo8pLS+t8xsdEdmmnOKcOpMYgH/ftoKJDBEREdktJjLU7Oy7vg/p+elih0FERBbARIaaFUEQ8NiWxxC6PBQHbxwUOxwiImogJjLUrFzIuQBVkQpOjk6ICIwQOxwiImogJjLUrFSudj0weCAUjgqRoyEiooZiIkPNSmUiMzxsuMiREBGRJTCRoWZDL+gNK15bIpHxdfGFk6NTncc4OTrB18W3wfciosbl6+ILmVRW5zH8+7YNnBCPmo1z2eeQU5wDF5kL+rbs2+DrhXiEIHVmqmEeifLycuzfvx8/l/2MPdf2YGTrkfhiwhecLIvIDgW5ByHIPQjX869jZt+ZmNZrGm4X38a4r8ehXCjHV498hSGhQ2zy77u5zUhsM4nMokWLEBsbi1dffRXLly8HAJSWlmLOnDnYvHkzNBoNxowZg1WrVsHf31/cYMkuVTYrDQoZBLmD3CLXDPEIMbwhaLVaZLpk4sMhHyLi8wgkpiUityS3Sb1hEDUX/z39X1zPvw5fF1/ERcXBTe4GAJjcdTK+PvM1EtMS8XT3p0WOsrrmOCOxTTQtHT16FJ988gm6d+9eZfvs2bOxfft2bNmyBUlJScjIyMDEiRNFipLsXWP1j+nq1xWPdXkMADA/ab5V70VElqfVabEwaSEA4K373jIkMQAws99MAMCmM5twq+iWKPHVpTnOSCx6IlNYWIinnnoKn332Gby8vAzb8/PzsXbtWixduhQjRoxAREQE1q1bh4MHDyI5OVnEiMke6QU9kq4lAWicjr7zhs6DBBL8eOFHpGSkWP1+RGQ5G05tQFpeGvxd/fFy35er7Ovfsj/6BPWBRqfB2hNrRYqQ/kr0pqXo6Gg88MADiIqKwrvv3l2FOCUlBVqtFlFRUYZt4eHhCAkJwaFDhzBgwIAar6fRaKDRaAyv1Wo1gIpqf61Wa6WfommpLKemVF4nsk4gtzQX7nJ3dG/R3So/21/LrZ1nOzze5XFsOrcJc/fMxY+P/Wjx+zUFTfFZawwsN9MZW2ZlujL8O+nfAIDXI1+HDLJq57zY+0U8l/EcVh9djVf7vgpHqegfpQbl5eVGH2fM8yPms2bsPUUt/c2bN+P48eM4evRotX1ZWVmQy+Xw9PSsst3f3x9ZWVm1XjMuLg4LFiyotn3Pnj1wcXFpcMzNSUJCgtghWMy27G0AgA5OHbBrxy6r3quy3AbpBuEbfINfL/+K5VuWo4NrB6ve1541pWetMbHcTFdfme3I2YF0dTq8HL0Qkh2CX3/9tdoxSr0S7g7uSFenY+HmhRjgWfMXazFcKb5i1HH79+9Hpkum0dcV41krLi426jjREpkbN27g1VdfRUJCApyc6h7CaorY2FjExMQYXqvVagQHB2P48OHw8fGx2H2aMq1Wi4SEBIwaNQoyWd3DD+3Fp99+CgD4W5+/YdyAcVa5R03llrw9GaoiFaKGRqGrX1er3NeeNcVnrTGw3ExnTJmVlpdi5uqKPjBzh8/FI30fqfV6R12P4v1D7+MIjmDhuIVWidkcJ7JOABfrP27QoEHoFdCr3uPEfNYqW1TqI1oik5KSguzsbPTu3duwTafTYd++fVi5ciV27tyJsrIy5OXlVamVUalUCAgIqPW6CoUCCkX1GVtlMhn/4E3UlMqsjVcbBCuDEdU2yuo/01/L7fMJn1tshFRT1pSetcbEcjNdXWX2yYlPcLPgJlq6t8SL/V6EzLH2so3uF40Pkz/E7mu7cSnvEjq36GytkE3i6Gjcx/rKoyvx/uj34e9m3ChgMZ41Y+8nWmffkSNH4syZMzh58qThX58+ffDUU08Z/i+TyZCYmGg4JzU1Fenp6YiMjBQrbLJTH4/7GNdfu47egb3rP9iCmMQQ2YcSbQn+8/t/AAD/HPzPeie7DPUMxYSOEwAA8UfirR6fsRKvJtZ/EICvznyFYRuGoVxvXJ8aWyZajYy7uzu6dq1a1e7q6gofHx/D9hkzZiAmJgbe3t5QKpWYNWsWIiMja+3oS1QXiUQi2r2zCrOwaP8iPNr5UQwKGSRaHE1Bc5vsyxY0pMzt5ff1acqnyCzMRIhHCKb3mm7UOTP7zcTWC1ux4dQG/Gfkf+Dh5GHlKOt2LOMY3tnzTr3HyR3kCFGG4N3h79pUR2Vz2fRPsGzZMkilUkyaNKnKhHhEpkjLTUOoZyikEvFmG/h30r+x6tgqnFadxu6pu0WLw941x8m+xNaQMren39euqxWDAP41+F9GLyg7PGw4Ovl2wh85f+DLU19iVv9Z1gyxTjfVN/HQpoeg0WkwLHQYFo9aXGuS4uvii0C3QMgc7jbdnMs+hzZebeAsc26skC3GphKZvXv3Vnnt5OSE+Ph4xMfbTrUd2RetTovua7pD7iDH8ReOI9QzVJQ43h70Ns7eOou3B70NQRBErR2yZ6ZM9iX2B2NT0ZAyt6ff189P/IxfLv2C0W1HG32ORCLBzH4z8c/d/4RWL95Q+MKyQozfNB6ZhZno0qILtj2xDUqF0ujzb6pvYsSXIxCsDMb3j30v2vukuWwqkSGytCu5FUMRJZAg2CNYtDiCPYKR9GySaPen5q0xmnd2XdmFy3cuV9l2Nfdqg67ZmCQSCR7s8KDJ503rOQ1Te0yFq9zVClEZ51TWKVy8fRF+rn74+cmfTUpiAOBG/g3o9DqkZKYg4tMIrBi7AuG+4QAq5pu5UnwFJ7JOGDoS20pzYCUmMtSkhfuG486bd3At75qoTUv3Yq0MNZaGNu+czjpt1H1iE2PNjlFMh24cQle/rnBXuJt1vi00xdwXch9+n/Y7ynRlCPMMM/n8yOBIpLyQgknfTkJKZgqe+uGp6gf9ZUi3rTQHVmIiQ02ezEGG9j7txQ4DAKDWqLH00FIc/vMwfn3yVyYzZHXGNu98d+475GnycDzzOF6IeAEPdXyoYp+u7nMrRQRGVEsGCjQFSMm03SU6CjQFeHDTg5BAgqRnk9DFr4vZ1xIEAXuv7UU773aNVvurKdcY+vM0dERmqGco9k/fj8e2PIbtF7fXeaytNAdWYiJDTZYt1noUa4ux5MASlJSXYOeVnbi/3f1mX8teRoOQfZiTMMfw/06+nQyJTCffTkad/+n4T6t9mB7PPI6ITyMsF6SFXc+/Dh9nH0gkEnT07diga73484v49PineD3ydbw/+n0LRVi73Wm7MfXHqfjub9+hf6v+Frmmk6MT5g2dV28iY2uYyFCTdeDGAUzbNg2PdnoUcVFxYocDAAhwC8BLfV7C0uSlmLtnLsa0HWNWsmVPo0EsadOZTWKH0GS1826HQSGDEBEYgWFhwwzbzW1ysQdd/brifPR53Mi/0eBhyA92eBBfn/m6ykggaxEEAf/e92/cVN/EmpQ1FktkAHGnqTAXExlqsvak7cHlO5cNHX5txZv3vYk1KWtwNOMofrn0i1kdDO1pNIilLDu0DB8c+kDsMJqsbx79ptEnjPwrvaBHdlE2Atxqn7ndGhyljmjt1brB1xnXfhz+jPmzUeaSkUgk+Onxn/Cf3/+DecPmWf1+ts52ej8SWdiea3sAVMz1YEv83fwxs+//r+eyZy4EQRA5Itv3/oH3EbOrYg01B4lDncdKJVL4OHNdNUvxdfGtd5ZbJ0cn+Lr4Nujcfyf9G91Wd8PuNOvPs5RbkovVR1dDU66x2DUdpA4WTWLS89NxPPN4lX8pGSmG/+eW5iIuKq7e8m0OWCNDTVJpeSkO3jgIABje2rYSGQB44743sOrYKpzIOoFtqdvwcPjDYodksxbtX2QYETN3yFxM7zUdt0tuVzvuXPY5TNs2DTpBh4SrCXiu93ONHWqTFOIRgtSZqWb1xzL23AC3AGy/uB05xTkY9dUoLI5ajDmRc6zWzLEseRn+ve/f2H5xO359qvrq1g0hCAIO/3kY7nJ3szsPN9emY3MxkaEmKflmMjQ6DQLcAtDRp2Gd+KzB18UXr/R7Bf/Z/x/M2zsPD3V8yOjh4adVp7F4/2IrR2gb3t33rmHK9QXDFmDu0LkAUOOEXb0DeyOzMBNv/fYWXvnfK7gv+D50amFcR1WqW4hHiNkfmMae+/u03/HiLy/iy1Nf4o2EN3DkzyP4YsIXcJO7mXXf2twuvo3lycsBwCrJ7r/3/Rvz9s7D5C6TsfnRzWZdozk2HTcEExkL40gS27An7W6zkq12XpvcdTKWJy/HadVpfHjwQ4xsM7LK/nuflXPZ5zD9p+k48ueRxg610QmCgAVJC7AgaQEA4L0R7+Efg/9R73mvD3wdCVcT8NvV3/DE908g+bnkZl/1Xtm8U9+3+5qahhqTs8wZ6yesR/+W/fHqjlex5fwWnLt1DvHj4uuc4M3YdZ4qJ3b7YfcPKCgrQAefDlbpE/RQx4cwb+88fP/H98goyECQe5DF72FN9vK8/BUTGQtidaDtsNX+MZXS89PR//P+hmflzd/erHaMk6MTjjx3BN38uwEAgtyDcFp1GjKpDENChyAxzbhVbu2NIAiYu2cu3v39XQDA4qjFePO+6uVTE6lEii8f/hLd13THKdUpvJXwFj4a+5E1w7VpgiA0qGmosUkkErzc92X0DOiJR799FOdvncfwDXX/DZu7ztPF2xfRKb6Txd+Pewb0xKCQQdifvh+fHPsEC4YvsNi1G8O9z0t5eTn279+PQYMG2ezMvuzsa0GmVAeS9RRri5F8MxmAbfaPAYx/Vp78/knDay9nL3z3t+9wM+YmloxaYu0QRSEIAv65+5+GJOaDUR8YncRUCnQPxIaHNwAAVhxZgZ8v/mzxOO1Bub4cY78ei/Un1yNYGYzegb1r/WdLH0oAMDB4II7//Th6BvSs99ja3lPFfD+u7Mz/SconKNOVmXy+2AMAQjxCDM9Gr4BeaOvSFr0CeqF3YG94KDxwMuukqPHdi4kMNTkHbxyEVq9FK2UrtPVqK3Y4DZJ6OxU31TcNrx/o8AD8XP0aNJJEbH8djXEi64RhHZfjmccxbds0xO2vmPNn+ZjlmDNwTj1Xq9m49uPwav9XAQDTtk1DZkGmxeK3F1+e+hI7r+zEK/97BdlF2WKHY7IAtwB88sAnRh2bWZBZ7WcU83c+sdNEBLoFQlWkwvfnvzfp3HPZ5/Dizy9aKbKGOfrnUXRc2RFTtk5Bbkmu2OEYsGmJmhx76B9jrF1P70IrZatq22trLjieeRx+rn5opWxlc9W/QB3V/Rervlw4bCFeHfBqg+61OGoxkq4n4WTWSTyz9RnsemaXTa23ZW1Te0yFqlCFMM8w+Lv5ix2OWRwdjPuIenDTg3gk/BH8MPkHw7aHNj1krbDqJXOQ4cU+L2Le3nn4+MjHeKLbE/Wek1+aj/l75+PjIx9DJ+gaIUrTRQRFoFOLTghWBiNfkw8vZy+xQwLARIaaIFvvH2MKpVPtnRxrGg0i5oRmxjCmuh+oqHlqKIWjApsmbULEpxFITEvE+wfex1uD3mrwde2Fg9QBsYPtcyFHU8kd5JA7yKtuc5Qb9axZywsRL+Ddfe/i0M1DSMlIQURQ7Us1HP3zKB7c9KChVml42HDD+5gtkUqkODD9gMmra1sbExmyCDFHa/313sXaYsOonhauLXA887hN1kw0hjOqMwjzDGvSU8zXJ9w3HCvuX4Hntj+Hf+35F4a3Ho5+LfuJHZbVCIKAz49/jqe7P20TqzI3lkMzDlVL4g9MPyDqOk9lujKMaD0CO6/sxIKkBZg/bH6V/X99Xwr3DYeDxAEdfTpixdgVCPcNN2rgiBhNx7aWxAANTGQ0mopZERUKhUWCIfsk5mituu49ftN4q97blr2V8BaWHFxi9LDlpmx6r+nYeWUn7pTcqbGZrin57Phn+PvPf8fqY6tx5PkjDV4/iMxz7/vS9ovbqy3E6Ch1xKVZlwxfNn6b8hvaebcz1CzZ+kizzIJMvH/wfcQOikUL1xaixQGYkcgkJCRg2bJlOHToENRqNQBAqVQiMjISMTExiIqKsniQ9mLLuS1GHXcj/4bNNwGYQszJmzhxVM26+3cHAFzPuy5yJOKTSCRYN2EdnGXOTbqPzPlb5/HajtcAAE91e4pJjIiMeV8q15fjy1NfGiZ57Nyic5X9DZmEsDH8bcvfcODGAcikMiweJe4EnSY96Rs2bMBzzz2HRx99FMuWLYO/f0UHMpVKhV27dmHcuHFYu3YtnnnmGasEa8u2/rEViw4sMurYv//8d3Ru0RntfdpbOSr70BwnEbT2pFOPd30cPQN6mj1FelPjKncFcPdZyy7Mhp+bX7Xj7PVZKy0vxePfPY6S8hKMaTsGsyNnix2SRTTk78QeJnYLUdrfs1bp7UFvY/ym8Vh5dCViImNE7VBuUiLz3nvvYfny5YiOjq6279lnn8WgQYOwcOFCoxOZ1atXY/Xq1bh27RoAoEuXLpg7dy7Gjh0LACgtLcWcOXOwefNmaDQajBkzBqtWrTIkULZkYPBADGg1AN38uuHFPjUPncspzsHMX2fi0p1LGLp+KPZM3YOOvrY3fX5jaq6TCFp7kjIHqQOTmHuk56ejw8cdoNHVvlCgvT5rb+x6A2eyz8DP1Q8bHt7QZGqeLLnOky1O7NY9oLto926oB9o/gL5BfXE04yiWHFiCD8d8KFosJiUy6enpdTYdjRw5EnPmGD/vQ6tWrbBo0SK0b98egiBgw4YNmDBhAk6cOIEuXbpg9uzZ+OWXX7BlyxZ4eHhg5syZmDhxIg4cOGBK2I3C380fe6bugUwqg4O09tV590/fj5FfjsTZ7LMYun4odk/dXa1KsSkr0ZZg/t756B3YG492ftTopqGsgizklebdXQE26zh+nPxj4wRtJY1VdZyWm4ZTqlPNfmHKnOKcOpMYwD6bIbenbsfKoysBABse3mC3Q61rY6l1nrRaLTJdMtEroBdkMpklQ2yWJBIJFg5fiLFfj8WqY6vw+sDXEegeKEosJiUyXbp0wdq1a7FkSc2zin7xxRfo3Nn4D+Xx48dXef3ee+9h9erVSE5ORqtWrbB27Vps3LgRI0aMAACsW7cOnTp1QnJyMgYMGGBK6Fah1qjx29XfMLHTRAAwak0XP1c/7J6yG1FfReG06jQSrybafSKjKa/7w+GvTqtOY8nBJWjh0gKPdXnM6PMGrx9cbYbM45nHRe9kZutOZJ5Av8/7wdnRGWmvpsHHxUfUeDIL65+kTOzqfltV07pBO6/sxDM/VtSAP9frOdzf7n4xQ6RmZkzbMYhsFYlDNw9h0f5Foi0HYlIi8+GHH+LBBx/Ejh07EBUVVaWPTGJiIq5evYpffvnFrEB0Oh22bNmCoqIiREZGIiUlBVqttkoNUHh4OEJCQnDo0KFaExmNRmMYTQXA0CFZq9VCq9WaFVtNyvXlmLxlMnZc2YG4EXGYM8D4mihPuSd2PrETP138CdN6TrNoXJZQGY8xcV3Pv47p26Ybdd3y8nI4OzrjhV4vwMnRCeXl5SgvLzfq3DJdGZQKJXr690TvgN7oGdATXX274s+CP42+t7XL2ZRyayydfTqjS4suOKU6hSUHluDdYe+KFkthWSFm76jouzEkZAiWjFyCcl05DicfRv8B/SFzrPiW7OPsg0CXQIuXo7HPWmM8K6ZKz09H1zVdUaqrfSLBr05/hbcHvm1XtUmNqTH/Pu35WbtXfeU2d/BcjN00Fp+kfILX+r1m0ZGBxpaNSYnMsGHDcPbsWUOtSVZWFgAgICAAY8eOxYsvvoiwsDCTAj1z5gwiIyNRWloKNzc3bN26FZ07d8bJkychl8vh6elZ5Xh/f3/DfWsSFxeHBQuqL9K1Z88euLi4mBRbXT6/+Tl25OyAXCKH401H/PrrryZfwx/++DWj4rxiXTFyynIQ4mw7b0IJCQl17j9VcAofXPsABboCo663f/9+tHVpi3EYB2iBX3/9FVeKrxh17tthb6OfR7+Ktv8yAOnAsfRjRp+/f/9+ZLo0zpTl9ZVbY3vA5QGcwimsSF6BLuou8HD0ECWOj9M/xqU7l+Aj88HzyueRdaLi77itS1vknL7bByITmTiLsxa/vy0+K8a6UnylehJzD41Og20J29DWxb6X5bC2xvj7tOdnrTa1lZsgCOjs2hnni84jenM0/t7q7xa7Z3FxsVHHmTw+LywsDIsXW26oVceOHXHy5Enk5+fju+++w9SpU5GUlGT29WJjYxETE2N4rVarERwcjOHDh8PHxzLV6mtS1uDnkxUL0W14eAMmdZrUoOsVaArwwOYH8EfOH1gxpmIypJr4OPs0yrctrVaLhIQEjBo1qsa2ZEEQ8EHyB1hwagH0gh5dW3TFpTuX6u5E6eCECaMmVIv/RNaJatPT1+SREY+gV0CvatvT89Pxzyv/rPNNvrZ7W1p95SaWscJY7Fi3A8ezjuO022nEjYhr9Bi+OfcNEk8mQgIJvnnsGwwJHQKgccvM2Gdt0KBBNT5rYrLn2G1FYz5rtvS+1FDGlJvbdTeM+noUfrvzGz6e/LHFfqbKFpX6mDXRQHl5Oc6dO2eoGQkMDESnTp3MejjkcjnatWsHAIiIiMDRo0fx0UcfYfLkySgrK0NeXl6VWhmVSoWAgIBar6dQKGqcoE8mk1nk4d15eSdm76qoHn9vxHt4vPvjDb6mg84BGp0G+Zp8TP1paq3HNfaIitrKLKswCx8mfwi9oMe0ntOw6oFVyC7KNmtkQeXogfo4OjrWGEtb37ZInWVbE0dZ6lmzpIXDF+LBTQ9idcpqvHHfG43aITQtNw3ROypGOv5ryL8wst3Iasc0Rpk19FkTkz3Hbmsa41mzxfelhqqr3KLaRRmWVXg/+X2seXCNxe5pDJMSGb1ej7lz5yI+Ph75+flV9lWOKlqwYAGkUvOH/un1emg0GkREREAmkyExMRGTJlXUeKSmpiI9PR2RkZFmX78hzt86j8e+eww6QYcpPaYgdpBl1jHxcPLA8vuXY+j6oXUeZysjKgLcArB50mZczb2KFyJegEQiEXXyJlufOMoWjGs/Dv1a9sORP4806lBJrU6LJ394EmqNGgODBxom/yJq6prb+9KCYQuwZ/0erD2xFm8PehthnmGNdm+TEpm3334b69evx6JFizBmzJhqE+K98847KCsrM7rpKTY2FmPHjkVISAgKCgqwceNG7N27Fzt37oSHhwdmzJiBmJgYeHt7Q6lUYtasWYiMjLTqiKXaJmfLLcnFlK1ToNaoMThkMD598FOLrqzsJnez2LXMUdOIiBNZJwzfBI/9eQwtlS0Ni/mNajvKIve1h0mrmgKJRIKFwxbi/q/vb9ShkguSFiD5ZjI8FB74euLXos42y2eNyHoGhw5GVJso/Hb1N7y77118/tDnjXZvk95VvvzyS3z11VcYM2ZMle1hYWF44YUXEBoaiilTphidyGRnZ2PKlCnIzMyEh4cHunfvjp07d2LUqIoPyWXLlkEqlWLSpElVJsSzFmMmZ5NAghVjV0Dh2HTWl6r1576nTd5d7o7TL522aKZt7Ynh6K7RbUdjYPBAHLxxsFGGSu5J24P//P4fAMBn4z9r1G9oNantWfv69NdYmrwU7bza4bcpv/FZIzLTgmELcFN9E2Pajqn/YAsyKZEpKChAUFBQrfsDAwNRVFRk9PXWrl1b534nJyfEx8cjPj7e6Gs2hDGTswkQoBf0jRJPTcp1xg3rM4UxPzcAjO84Hi3dW1r8/s2tClYslbUyUV9F4ZOUT/DGfW9YbRHFnOIcPL31aQgQMKPXDPyty9+sch9T1fSstfZsjTUpa3A59zKu5V1DqGeoSNER2beBwQNx7uVzjT6ztMnDr19//XV8/fXX8PWtWv2ak5ODt956C8OGDbNkfHSPcRvH4YWIF/Bc7+fQxqtNlX3WXrNoTuQcyBzYkdCejWg9AkNCh2Df9X2I+z0O8Q9Y50vC7rTdyCrMQkefjvjofnEmyTKWl7MXnu72ND49/ilWHl2JoWF191UTg6+LLxyljijX1/5Fhs1iZAtuqm82eg27SYnMmjVrMG7cOAQGBqJbt25V+sicOXMGnTt3xs8//2zRAKmq2yW3Ebc/DnH74zCy9Ug83/t5PBz+MFRFqma5ZhGZprJWZtiGYfjs+Gd4a9BbVnkeHuvyGILcg+Audzcs2GjLZvabiU+Pf4qtf2zFTfVNq9VUmSvEIwQrxq7Af37/D16KeAlRraNsbt0gIrHWzjMpkQkODsapU6ewc+fOKhPi9evXD//5z38wevToBo1YovotiVqCxLRE7LqyC4lpiUhMS4SPsw9e7vOyUWsW5RTnQKlQ4njm8Yp1izJTcPDGwUaKnmzB0LChGNF6BPJK83Cn5I7VPvwGhQyyynWtoZt/NwwNHYqk60lYc2wN3h0h3gzItXmpz0t4vvfzkEACvU7PdYPI5hi7dp6lR9+aPIRAKpVi7NixhhWqyTKMHVExuetkvHHfG7iWdw1fnPgCX5z4An8W/Amlk9Ko+zy06SGjp/WnpmvZmGXQ6rTQC3oczzxebX993+5rasYsKS/BwqSFeKH3C+jbsq/d1Q7M7DcTSdeT8GnKp3hnyDs22aG/ctSXXidePz0iW2PWWMgjR47g0KFDVZYoGDhwIPr27WvR4JoTU0fvhHmGYeHwhZg7dC52Xt5pdNt4ZRLT2rM1egf2RkRgBNwV7pj1v1kN/yHILqTnp6P/5/3Nrv6tr/p415VdcHJwQuos+2rGnNBxAlq6t8SfBX9iy/kteLr702KHBABYcXgFZFIZpveabpPJFZHYTEpksrOzMWnSJBw4cAAhISFV+sjMnj0b9913H77//nv4+flZJdimzpzRO45SRzzQ4YEav1XXZPW41Xis62PwdvY2bDP2XGoaGlr9a9T5OtuYvNEUMgcZXurzEv6151/Yd32fTSQyt4tv41+7/4WCsgIEuQdhQvgEsUMisjkmJTIvv/wydDod/vjjD3Ts2LHKvtTUVEyfPh3R0dHYsmWLRYNsLM1hwqx+rfpVSWKA5vFzExnj733+jtFtR6NvS9uoXf7w0IcoKCtAz4CeGN9xvNjhENkkkxKZnTt3Yt++fdWSGKBi8ccVK1bY9fDr5jo5270/d3l5OUdEEObsmgNPJ89q2/NK8xo9lsbi6+JrMwn7raJbWHF4BYCKicYae24OInthUiKjUCjqXI2yoKCgxgUb7UlznZztrz+3VqvliAjC3mt7xQ5BVLkluXCQOkCpMK4jvaW9f/B9FGmLEBEYgfEdWBtDVBuTEpnJkydj6tSpWLZsGUaOHAmlsuIPXK1WIzExETExMXjiiSesEijVjc1DZGn/HPzPWjv7vvf7eyJE1HjeP/A+5u2dh3eGvIPYwZZZHNYUqkIVVh5ZCaBi5XJLrutGZC1ifQ6ZlMgsXboUer0ejz/+OMrLyyGXywEAZWVlcHR0xIwZM/DBBx9YNEAyTnNtFiPrmdhpInoH9q62/Xjm8SafyPi7+aOkvAT7b+wX5f6LDyxGSXkJ+rfsj7HtONUF2QexPodMblpavXo1Fi9ejJSUlCrDryMiIgw1NCSO5tosRmRpj3V5DK09W4syqV9mQSZWH1sNoKJvDGtjyJ6I8Tlk1jwySqUSw4cPt3QsRNQIGlr92xyaMZ0cnTA4dLAo9160fxFKy0sxMHggRrcdLUoMRPbE5ESmpKQEKSkp8Pb2RufOnavsKy0txbfffospU6ZYLEAisqyGVv82t2bMwrJClGhL0MK1hdXvdVN9E5+kfAIAWDiMfWOIjGFSInPx4kWMHj0a6enpkEgkGDRoEDZt2oSgoCAAQH5+PqZNm8ZEhsjGNbT6t7k0Y64/uR6v7ngVT3V7CqseWGX1+8X9HgeNToMhoUMwovUIq9+PqCkwaWKCt956C127dkV2djZSU1Ph7u6OQYMGIT093VrxERGJJswzDGqNGl+e+hL5pflWvVd6fjo+O/4ZANbGEJnCpETm4MGDiIuLg6+vL9q1a4ft27djzJgxGDx4MK5evWqtGImIRDE0dCi6tOiCIm0R1p9cb9V7eTp54p+D/4lHwh/B0LChVr0XUVNiUiJTUlJimOkVACQSCVavXo3x48dj6NChuHjxosUDJCISi0Qiwcx+MwEA8UfjoRest+q0UqHEvGHz8MPkH6x2D6KmyKREJjw8HMeOHau2feXKlZgwYQIeeughiwVGRGQLnu7+NDwUHrh05xISriSIHQ4R3cOkROaRRx7Bpk2baty3cuVKPPHEExAEwSKBERHZAje5G6b1nAYAWHl0pcWvf/nOZQz6YhB2Xdll8WsTNQcmJTKxsbH49ddfa92/atUq6PXGV73GxcWhb9++cHd3h5+fHx5++GGkpqZWOaa0tBTR0dHw8fGBm5sbJk2aBJVKZUrYREQN8nLflwEAv1z8BVdzLdsfMO73OBy4cQAfHf7Iotclai5EXU41KSkJ0dHRSE5ORkJCArRaLUaPHo2ioiLDMbNnz8b27duxZcsWJCUlISMjAxMnThQxaiJqbtr7tMf97e6HAAGrjlp2GPZ7I9/D7AGzsWDYAotel6i5MGtmX0vZsWNHldfr16+Hn58fUlJSMGTIEOTn52Pt2rXYuHEjRoyomFNh3bp16NSpE5KTkzFgwAAxwiaiZmhm35nYcXkH1p5Yi4XDF8JF5mLS+en56bVOIvh096fteiZkIjGJmsjcKz+/Yp4Gb29vAEBKSgq0Wi2ioqIMx4SHhyMkJASHDh2qMZHRaDTQaDSG12q1GgCg1Wqh1WqtGX6TUVlOLC/TsNxMZ09lNjJ0JNp4tsHVvKv46uRXmN5zutHnpueno+uarijV1bGsg4MTzr541qiJBu2p3GwFy8w8Ypabsfe0mURGr9fjtddew3333YeuXbsCALKysiCXy+Hp6VnlWH9/f8OClfeKi4vDggXVq2j37NkDFxfTvkE1dwkJHKFhDpab6eylzIa6DMXVvKtYtHsR/P/0N3rSuivFV+pMYgCgVFeKbQnb0NalrdHx2Eu52RKWmXnEKLfi4mKjjrOZRCY6Ohpnz57F/v37G3Sd2NhYxMTEGF6r1WoEBwdj+PDh8PHxaWiYzYJWq0VCQgJGjRoFmUwmdjh2g+VmOnsrs2BVMDau34hrpdegClKhV2CvKvt9nH1qrFE5kXUCMGKarUGDBqFXQK96j7O3crMFLDPziFlulS0q9bGJRGbmzJn4+eefsW/fPrRq1cqwPSAgAGVlZcjLy6tSK6NSqRAQEFDjtRQKBRQKRbXtMpmMD6+JWGbmYbmZzh7KLD0/HfdtuA8aXUXT9Yv/e7HaMU6OTkidmWpIZkq0JTitOo2tqVuNuoejo6NJ5WAP5WZrWGbmEaPcjL2fqImMIAiYNWsWtm7dir1796J169ZV9kdEREAmkyExMRGTJk0CAKSmpiI9PR2RkZFihExEzVROcQ5Ky+tpHiovxceHP8at4ls4nnkc52+dh07QNVKERM2TqIlMdHQ0Nm7ciG3btsHd3d3Q78XDwwPOzs7w8PDAjBkzEBMTA29vbyiVSsyaNQuRkZEcsURENumDQx9Uee3n6od2Xu1w8OZBkSIiatpETWRWr14NABg2bFiV7evWrcOzzz4LAFi2bBmkUikmTZoEjUaDMWPGYNUqy87jQERkKVGto3BfyH2ICIxA78DeCHIPwomsE4j4NELs0IiaJNGblurj5OSE+Ph4xMfHN0JEREQNs3jUYvQO7C12GETNhqgz+xIRNQe+Lr5wcnSq8xgnRydOikdkBpsYtURE1JSFeIQgdWZqrTP7AhXJjjGT4RFRVUxkiIgaQYhHCBMVIitg0xIRkRHYPERkm1gjQ0RkBDYPEdkmJjJEREZi8xCR7WHTEhEREdktJjJERERkt5jIEBERkd1iIkNERER2i4kMERER2S0mMkRERGS3mMgQERGR3WIiQ0RERHaLiQwRERHZLSYyREREZLeYyBAREZHdYiJDREREdouJDBEREdktJjJERERkt0RNZPbt24fx48cjKCgIEokEP/74Y5X9giBg7ty5CAwMhLOzM6KionDp0iVxgiUiIiKbI2oiU1RUhB49eiA+Pr7G/UuWLMGKFSuwZs0aHD58GK6urhgzZgxKS0sbOVIiIiKyRY5i3nzs2LEYO3ZsjfsEQcDy5cvxr3/9CxMmTAAAfPnll/D398ePP/6Ixx9/vMbzNBoNNBqN4bVarQYAaLVaaLVaC/8ETVNlObG8TMNyMx3LzDwsN9OxzMwjZrkZe0+JIAiClWMxikQiwdatW/Hwww8DAK5evYq2bdvixIkT6Nmzp+G4oUOHomfPnvjoo49qvM78+fOxYMGCats3btwIFxcXa4ROREREFlZcXIwnn3wS+fn5UCqVtR4nao1MXbKysgAA/v7+Vbb7+/sb9tUkNjYWMTExhtdqtRrBwcEYPnw4fHx8rBNsE6PVapGQkIBRo0ZBJpOJHY7dYLmZjmVmHpab6Vhm5hGz3CpbVOpjs4mMuRQKBRQKRbXtMpmMD6+JWGbmYbmZjmVmHpab6Vhm5hGj3Iy9n80Ovw4ICAAAqFSqKttVKpVhHxERETVvNpvItG7dGgEBAUhMTDRsU6vVOHz4MCIjI0WMjIiIiGyFqE1LhYWFuHz5suF1WloaTp48CW9vb4SEhOC1117Du+++i/bt26N169Z45513EBQUZOgQTERERM2bqInMsWPHMHz4cMPryk66U6dOxfr16/Hmm2+iqKgIL7zwAvLy8jBo0CDs2LEDTk5OYoVMRERENkTURGbYsGGoa/S3RCLBwoULsXDhwkaMioiIiOyFzfaRISIiIqoPExkiIiKyW0xkiIiIyG4xkSEiIiK7xUSGiIiI7BYTGSIiIrJbTGSIiIjIbjGRISIiIrvFRIaIiIjsFhMZIiIisltMZIiIiMhuMZEhIiIiu8VEhoiIiOwWExkiIiKyW0xkiIiIyG4xkSEiIiK7xUSGiIiI7BYTGSIiIrJbTGSIiIjIbtlFIhMfH4+wsDA4OTmhf//+OHLkiNghERERkQ2w+UTmm2++QUxMDObNm4fjx4+jR48eGDNmDLKzs8UOjYiIiERm84nM0qVL8fzzz2PatGno3Lkz1qxZAxcXF3zxxRdih0ZEREQicxQ7gLqUlZUhJSUFsbGxhm1SqRRRUVE4dOhQjedoNBpoNBrD6/z8fADAnTt3rBtsE6LValFcXIzbt29DJpOJHY7dYLmZjmVmHpab6Vhm5hGz3AoKCgAAgiDUeZxNJzI5OTnQ6XTw9/evst3f3x8XLlyo8Zy4uDgsWLCg2vYOHTpYJUYiIiKynoKCAnh4eNS636YTGXPExsYiJibG8DovLw+hoaFIT0+vsyDoLrVajeDgYNy4cQNKpVLscOwGy810LDPzsNxMxzIzj5jlJggCCgoKEBQUVOdxNp3I+Pr6wsHBASqVqsp2lUqFgICAGs9RKBRQKBTVtnt4ePDhNZFSqWSZmYHlZjqWmXlYbqZjmZlHrHIzpgLCpjv7yuVyREREIDEx0bBNr9cjMTERkZGRIkZGREREtsCma2QAICYmBlOnTkWfPn3Qr18/LF++HEVFRZg2bZrYoREREZHIbD6RmTx5Mm7duoW5c+ciKysLPXv2xI4dO6p1AK6NQqHAvHnzamxuopqxzMzDcjMdy8w8LDfTsczMYw/lJhHqG9dEREREZKNsuo8MERERUV2YyBAREZHdYiJDREREdouJDBEREdmtJp3IxMfHIywsDE5OTujfvz+OHDkidkg2bf78+ZBIJFX+hYeHix2Wzdm3bx/Gjx+PoKAgSCQS/Pjjj1X2C4KAuXPnIjAwEM7OzoiKisKlS5fECdZG1Fdmzz77bLVn7/777xcnWBsRFxeHvn37wt3dHX5+fnj44YeRmppa5ZjS0lJER0fDx8cHbm5umDRpUrUJRJsbY8pt2LBh1Z63F198UaSIxbd69Wp0797dMOldZGQk/ve//xn22/pz1mQTmW+++QYxMTGYN28ejh8/jh49emDMmDHIzs4WOzSb1qVLF2RmZhr+7d+/X+yQbE5RURF69OiB+Pj4GvcvWbIEK1aswJo1a3D48GG4urpizJgxKC0tbeRIbUd9ZQYA999/f5Vnb9OmTY0Yoe1JSkpCdHQ0kpOTkZCQAK1Wi9GjR6OoqMhwzOzZs7F9+3Zs2bIFSUlJyMjIwMSJE0WMWnzGlBsAPP/881WetyVLlogUsfhatWqFRYsWISUlBceOHcOIESMwYcIEnDt3DoAdPGdCE9WvXz8hOjra8Fqn0wlBQUFCXFyciFHZtnnz5gk9evQQOwy7AkDYunWr4bVerxcCAgKE999/37AtLy9PUCgUwqZNm0SI0PbcW2aCIAhTp04VJkyYIEo89iI7O1sAICQlJQmCUPFcyWQyYcuWLYZj/vjjDwGAcOjQIbHCtDn3lpsgCMLQoUOFV199Vbyg7ICXl5fw+eef28Vz1iRrZMrKypCSkoKoqCjDNqlUiqioKBw6dEjEyGzfpUuXEBQUhDZt2uCpp55Cenq62CHZlbS0NGRlZVV59jw8PNC/f38+e/XYu3cv/Pz80LFjR7z00ku4ffu22CHZlPz8fACAt7c3ACAlJQVarbbKsxYeHo6QkBA+a39xb7lV+vrrr+Hr64uuXbsiNjYWxcXFYoRnc3Q6HTZv3oyioiJERkbaxXNm8zP7miMnJwc6na7a7L/+/v64cOGCSFHZvv79+2P9+vXo2LEjMjMzsWDBAgwePBhnz56Fu7u72OHZhaysLACo8dmr3EfV3X///Zg4cSJat26NK1eu4B//+AfGjh2LQ4cOwcHBQezwRKfX6/Haa6/hvvvuQ9euXQFUPGtyuRyenp5VjuWzdldN5QYATz75JEJDQxEUFITTp0/jrbfeQmpqKn744QcRoxXXmTNnEBkZidLSUri5uWHr1q3o3LkzTp48afPPWZNMZMg8Y8eONfy/e/fu6N+/P0JDQ/Htt99ixowZIkZGTd3jjz9u+H+3bt3QvXt3tG3bFnv37sXIkSNFjMw2REdH4+zZs+yzZqLayu2FF14w/L9bt24IDAzEyJEjceXKFbRt27axw7QJHTt2xMmTJ5Gfn4/vvvsOU6dORVJSkthhGaVJNi35+vrCwcGhWq9qlUqFgIAAkaKyP56enujQoQMuX74sdih2o/L54rPXMG3atIGvry+fPQAzZ87Ezz//jD179qBVq1aG7QEBASgrK0NeXl6V4/msVait3GrSv39/AGjWz5tcLke7du0QERGBuLg49OjRAx999JFdPGdNMpGRy+WIiIhAYmKiYZter0diYiIiIyNFjMy+FBYW4sqVKwgMDBQ7FLvRunVrBAQEVHn21Go1Dh8+zGfPBDdv3sTt27eb9bMnCAJmzpyJrVu3Yvfu3WjdunWV/REREZDJZFWetdTUVKSnpzfrZ62+cqvJyZMnAaBZP2/30uv10Gg09vGcid3b2Fo2b94sKBQKYf369cL58+eFF154QfD09BSysrLEDs1mzZkzR9i7d6+QlpYmHDhwQIiKihJ8fX2F7OxssUOzKQUFBcKJEyeEEydOCACEpUuXCidOnBCuX78uCIIgLFq0SPD09BS2bdsmnD59WpgwYYLQunVroaSkROTIxVNXmRUUFAivv/66cOjQISEtLU347bffhN69ewvt27cXSktLxQ5dNC+99JLg4eEh7N27V8jMzDT8Ky4uNhzz4osvCiEhIcLu3buFY8eOCZGRkUJkZKSIUYuvvnK7fPmysHDhQuHYsWNCWlqasG3bNqFNmzbCkCFDRI5cPG+//baQlJQkpKWlCadPnxbefvttQSKRCLt27RIEwfafsyabyAiCIHz88cdCSEiIIJfLhX79+gnJyclih2TTJk+eLAQGBgpyuVxo2bKlMHnyZOHy5ctih2Vz9uzZIwCo9m/q1KmCIFQMwX7nnXcEf39/QaFQCCNHjhRSU1PFDVpkdZVZcXGxMHr0aKFFixaCTCYTQkNDheeff77Zf+moqbwACOvWrTMcU1JSIrz88suCl5eX4OLiIjzyyCNCZmameEHbgPrKLT09XRgyZIjg7e0tKBQKoV27dsIbb7wh5Ofnixu4iKZPny6EhoYKcrlcaNGihTBy5EhDEiMItv+cSQRBEBqv/oeIiIjIcppkHxkiIiJqHpjIEBERkd1iIkNERER2i4kMERER2S0mMkRERGS3mMgQERGR3WIiQ0RERHaLiQwRERHZLSYyRGSznn32WTz88MNih2ERYWFhWL58udhhEDU5TGSImrlnn30WEokEEokEMpkM/v7+GDVqFL744gvo9XpRY/voo4+wfv36Bl1j/vz5kEgkuP/++6vte//99yGRSDBs2LAG3YOIxMNEhohw//33IzMzE9euXcP//vc/DB8+HK+++ioefPBBlJeXixaXh4cHPD09G3ydwMBA7NmzBzdv3qyy/YsvvkBISEiDr6/Vaht8DSIyDxMZIoJCoUBAQABatmyJ3r174x//+Ae2bduG//3vf1VqRJYuXYpu3brB1dUVwcHBePnll1FYWAgAKCoqglKpxHfffVfl2j/++CNcXV1RUFCAsrIyzJw5E4GBgXByckJoaCji4uJqjevepqVhw4bhlVdewZtvvglvb28EBARg/vz59f58fn5+GD16NDZs2GDYdvDgQeTk5OCBBx6ocuzRo0cxatQo+Pr6wsPDA0OHDsXx48erHCORSLB69Wo89NBDcHV1xXvvvQcA2L59O/r27QsnJyf4+vrikUceqXJecXExpk+fDnd3d4SEhODTTz+tN3YiqhsTGSKq0YgRI9CjRw/88MMPhm1SqRQrVqzAuXPnsGHDBuzevRtvvvkmAMDV1RWPP/441q1bV+U669atw6OPPgp3d3esWLECP/30E7799lukpqbi66+/RlhYmElxbdiwAa6urjh8+DCWLFmChQsXIiEhod7zpk+fXiUp++KLL/DUU09BLpdXOa6goABTp07F/v37kZycjPbt22PcuHEoKCioctz8+fPxyCOP4MyZM5g+fTp++eUXPPLIIxg3bhxOnDiBxMRE9OvXr8o5H374Ifr06YMTJ07g5ZdfxksvvYTU1FSTfn4iuofYy28TkbimTp0qTJgwocZ9kydPFjp16lTruVu2bBF8fHwMrw8fPiw4ODgIGRkZgiAIgkqlEhwdHYW9e/cKgiAIs2bNEkaMGCHo9XqzYhs6dKgwaNCgKsf07dtXeOutt2q9xrx584QePXoIZWVlgp+fn5CUlCQUFhYK7u7uwqlTp4RXX31VGDp0aK3n63Q6wd3dXdi+fbthGwDhtddeq3JcZGSk8NRTT9V6ndDQUOHpp582vNbr9YKfn5+wevXqWs8hovqxRoaIaiUIAiQSieH1b7/9hpEjR6Jly5Zwd3fHM888g9u3b6O4uBgA0K9fP3Tp0sXQhPPf//4XoaGhGDJkCICKpqKTJ0+iY8eOeOWVV7Br1y6TY+revXuV14GBgcjOzq73PJlMhqeffhrr1q3Dli1b0KFDh2rXAgCVSoXnn38e7du3h4eHB5RKJQoLC5Genl7luD59+lR5ffLkSYwcOdLo2CUSCQICAoyKnYhqx0SGiGr1xx9/oHXr1gCAa9eu4cEHH0T37t3x/fffIyUlBfHx8QCAsrIywznPPfecoQln3bp1mDZtmiEZ6t27N9LS0vDvf/8bJSUleOyxx/Doo4+aFJNMJqvyWiKRGD26avr06diyZQvi4+Mxffr0Go+ZOnUqTp48iY8++ggHDx7EyZMn4ePjU+VnBCqa0v7K2dnZqrETUc2YyBBRjXbv3o0zZ85g0qRJAICUlBTo9Xp8+OGHGDBgADp06ICMjIxq5z399NO4fv06VqxYgfPnz2Pq1KlV9iuVSkyePBmfffYZvvnmG3z//fe4c+dOo/xMXbp0QZcuXXD27Fk8+eSTNR5z4MABvPLKKxg3bhy6dOkChUKBnJyceq/dvXt3JCYmWjpkIqqHo9gBEJH4NBoNsrKyoNPpoFKpsGPHDsTFxeHBBx/ElClTAADt2rWDVqvFxx9/jPHjx+PAgQNYs2ZNtWt5eXlh4sSJeOONNzB69Gi0atXKsG/p0qUIDAxEr169IJVKsWXLFgQEBFhkiLWxdu/eDa1WW+s927dvj6+++gp9+vSBWq3GG2+8YVRty7x58zBy5Ei0bdsWjz/+OMrLy/Hrr7/irbfesvBPQER/xRoZIsKOHTsQGBiIsLAw3H///dizZw9WrFiBbdu2wcHBAQDQo0cPLF26FIsXL0bXrl3x9ddf1zp0esaMGSgrK6vWfOPu7o4lS5agT58+6Nu3L65du4Zff/0VUmnjvRW5urrWmTitXbsWubm56N27N5555hm88sor8PPzq/e6w4YNw5YtW/DTTz+hZ8+eGDFiBI4cOWLByImoJhJBEASxgyCipuWrr77C7NmzkZGRUW14MxGRJbFpiYgspri4GJmZmVi0aBH+/ve/M4khIqtj0xIRWcySJUsQHh6OgIAAxMbGih0OETUDbFoiIiIiu8UaGSIiIrJbTGSIiIjIbjGRISIiIrvFRIaIiIjsFhMZIiIisltMZIiIiMhuMZEhIiIiu8VEhoiIiOzW/wEnT7lBBhljbwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Some data for us to plot\n", "xVals = data[(data.MONTH==3) & (data.YEAR==2020)].DAY # independent\n", "yVals = data[(data.MONTH==3) & (data.YEAR==2020)].TMIN # dependent\n", "zVals = data[(data.MONTH==3) & (data.YEAR==2000)].TMIN # dependent\n", "\n", "# Create the figure. Note that there are two plots here, and that they share the x axes\n", "figd, [axA, axB] = plt.subplots( 2, sharex = True )\n", "print( \"Type of figd:,\",type(figd) )\n", "print( \"Type of axA:\", type(axA) )\n", "\n", "# Add data to the plots. note that we add to the subplot we desire\n", "axA.plot( xVals, yVals, color = 'mediumorchid', marker = 'o', linestyle = ':' )\n", "axB.plot( xVals, zVals, 'gs-.' )\n", "\n", "# Add the axis labels and grid\n", "axA.set_ylabel( '2020' )\n", "axB.set_ylabel( '2000' )\n", "axB.set_xlabel( 'Days in March' )\n", "axA.grid()\n", "axB.grid()\n", "\n", "# Set some axis limits - note we only have to set X once\n", "axA.set_xlim( [ 0 , 32 ] )\n", "axA.set_ylim( [ 0, 55 ] )\n", "axB.set_ylim( [ 0, 55 ] )\n", "\n", "# Save the figure so that we have access to it outside of Jupyter\n", "plt.savefig( 'MarchWeather.png' )\n", "\n", "# Save the figure so that we have access to it outside of Jupyter\n", "plt.savefig( 'MarchWeather.svg' )\n", "\n", "# Show the figure in the Jupyter environment\n", "plt.show( figd )\n", "plt.close( figd )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Publication Quality Plots" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Some data for us to plot\n", "xVals = data[(data.MONTH==3) & (data.YEAR==2020)].DAY # independent\n", "yVals = data[(data.MONTH==3) & (data.YEAR==2020)].TMIN # dependent\n", "zVals = data[(data.MONTH==3) & (data.YEAR==2000)].TMIN # dependent\n", "\n", "# Creat the figure\n", "fig, ax = plt.subplots(1)\n", "\n", "# Add our data and change the color, marker type and linestyle\n", "ax.plot( xVals, yVals, color='mediumorchid', marker='o', linestyle=':', label = '2020')\n", "ax.plot( xVals, zVals, 'gs-.', label = '2000')\n", "\n", "# Add labels, a title and grid lines to the plot\n", "ax.set_xlabel( 'Days' )\n", "ax.set_ylabel( 'Minimum Temperature' )\n", "plt.title( 'Minimum Temperature per Day in March 2000/2020' )\n", "\n", "###################################################\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['bottom'].set_visible(False)\n", "ax.spines['left'].set_visible(False)\n", "###################################################\n", "\n", "# Put in the legend - we put it in location 2 (top left)\n", "ax.legend( loc = 2 )\n", "\n", "# Show the figure (here in Jupyter)\n", "plt.show( fig )\n", "plt.close( fig )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, I want to move the labels to the end of the lines. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Some data for us to plot\n", "xVals = data[(data.MONTH==3) & (data.YEAR==2020)].DAY # independent\n", "yVals = data[(data.MONTH==3) & (data.YEAR==2020)].TMIN # dependent\n", "zVals = data[(data.MONTH==3) & (data.YEAR==2000)].TMIN # dependent\n", "\n", "# Creat the figure\n", "fig, ax = plt.subplots(1)\n", "\n", "# Add our data and change the color, marker type and linestyle\n", "ax.plot( xVals, yVals, color='mediumorchid', marker='o', linestyle=':', label = '2020')\n", "ax.plot( xVals, zVals, 'gs-.', label = '2000')\n", "\n", "# Add labels, a title and grid lines to the plot\n", "ax.set_xlabel( 'Days' )\n", "ax.set_ylabel( 'Minimum Temperature' )\n", "plt.title( 'Minimum Temperature per Day in March 2000/2020' )\n", "\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['bottom'].set_visible(False)\n", "ax.spines['left'].set_visible(False)\n", "\n", "###################################################\n", "ax.text(32, yVals.iloc[-1], '2020', horizontalalignment='left', verticalalignment='center')\n", "ax.text(32, zVals.iloc[-1], '2000', horizontalalignment='left', verticalalignment='center')\n", "###################################################\n", "\n", "\n", "# Show the figure (here in Jupyter)\n", "plt.show( fig )\n", "plt.close( fig )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's make the Axis Titles larger" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Some data for us to plot\n", "xVals = data[(data.MONTH==3) & (data.YEAR==2020)].DAY # independent\n", "yVals = data[(data.MONTH==3) & (data.YEAR==2020)].TMIN # dependent\n", "zVals = data[(data.MONTH==3) & (data.YEAR==2000)].TMIN # dependent\n", "\n", "# Creat the figure\n", "fig, ax = plt.subplots(1)\n", "\n", "# Add our data and change the color, marker type and linestyle\n", "ax.plot( xVals, yVals, color='mediumorchid', marker='o', linestyle=':', label = '2020')\n", "ax.plot( xVals, zVals, 'gs-.', label = '2000')\n", "\n", "###################################################\n", "# Add labels, a title and grid lines to the plot\n", "ax.set_xlabel( 'Days' , fontsize=18)\n", "ax.set_ylabel( 'Minimum Temperature' , fontsize=18)\n", "plt.title( 'Minimum Temperature per Day in March 2000/2020' )\n", "###################################################\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['bottom'].set_visible(False)\n", "ax.spines['left'].set_visible(False)\n", "\n", "ax.text(32, yVals.iloc[-1], '2020', horizontalalignment='left', verticalalignment='center')\n", "ax.text(32, zVals.iloc[-1], '2000', horizontalalignment='left', verticalalignment='center')\n", "\n", "# Show the figure (here in Jupyter)\n", "plt.show( fig )\n", "plt.close( fig )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Considering we moved the legend titles to the end of each line. This might not be as important, but if wanted to get some \"print friendly colors,\" we should use colorbrewer. \n", "\n", "https://scitools.org.uk/iris/docs/v1.1/userguide/plotting_a_cube.html#brewer-colour-palettes\n", "\n", "http://colorbrewer2.org" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Blues\n", "BrBG\n", "BuGn\n", "BuPu\n", "CMRmap\n", "GnBu\n", "Greens\n", "Greys\n", "OrRd\n", "Oranges\n", "PRGn\n", "PiYG\n", "PuBu\n", "PuBuGn\n", "PuOr\n", "PuRd\n", "Purples\n", "RdBu\n", "RdGy\n", "RdPu\n", "RdYlBu\n", "RdYlGn\n", "Reds\n", "Spectral\n", "Wistia\n", "YlGn\n", "YlGnBu\n", "YlOrBr\n", "YlOrRd\n", "afmhot\n", "autumn\n", "binary\n", "bone\n", "brg\n", "bwr\n", "cool\n", "coolwarm\n", "copper\n", "cubehelix\n", "flag\n", "gist_earth\n", "gist_gray\n", "gist_heat\n", "gist_ncar\n", "gist_rainbow\n", "gist_stern\n", "gist_yarg\n", "gnuplot\n", "gnuplot2\n", "gray\n", "hot\n", "hsv\n", "jet\n", "nipy_spectral\n", "ocean\n", "pink\n", "prism\n", "rainbow\n", "seismic\n", "spring\n", "summer\n", "terrain\n", "winter\n", "Accent\n", "Dark2\n", "Paired\n", "Pastel1\n", "Pastel2\n", "Set1\n", "Set2\n", "Set3\n", "tab10\n", "tab20\n", "tab20b\n", "tab20c\n" ] } ], "source": [ "import matplotlib.cm as brewer\n", "for colors in brewer.datad:\n", " print( colors )" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Some data for us to plot\n", "xVals = data[(data.MONTH==3) & (data.YEAR==2020)].DAY # independent\n", "yVals = data[(data.MONTH==3) & (data.YEAR==2020)].TMIN # dependent\n", "zVals = data[(data.MONTH==3) & (data.YEAR==2000)].TMIN # dependent\n", "\n", "# Creat the figure\n", "fig, ax = plt.subplots(1)\n", "colors = brewer.get_cmap('Set1',2)\n", "# Add our data and change the color, marker type and linestyle\n", "ax.plot( xVals, yVals, marker='o', linestyle=':', label = '2020', color=colors(0))\n", "ax.plot( xVals, zVals, marker='s', linestyle='-', label = '2000', color=colors(1))\n", "\n", "# Add labels, a title and grid lines to the plot\n", "ax.set_xlabel( 'Days' , fontsize=18)\n", "ax.set_ylabel( 'Minimum Temperature' , fontsize=18)\n", "plt.title( 'Minimum Temperature per Day in March 2000/2020' )\n", "\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['bottom'].set_visible(False)\n", "ax.spines['left'].set_visible(False)\n", "\n", "ax.text(32, yVals.iloc[-1], '2020', horizontalalignment='left', verticalalignment='center')\n", "ax.text(32, zVals.iloc[-1], '2000', horizontalalignment='left', verticalalignment='center')\n", "\n", "# Show the figure (here in Jupyter)\n", "plt.show( fig )\n", "plt.close( fig )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we might want to highlight a certain data points with a line or lines. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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jDn//8MMPYBgGixYtKtfW/p4DAP3790ejRo1sf7dp0wbBwcEe3weKioowfvx4qFQqrFixwmGfwWCAQqEod4xSqbTtt//XVVv7KLW7fQIlEe3i4mIMGTLEpf3//vsv5syZg65du2LatGkO41RkU9mx7MnIyMDkyZPRoEEDPP/886L0SfkP17FJSkAQFRWF/v37Y8OGDSgqKoLVasW4ceM87icxMdHh77CwMABAbm4ugoODPTo2JCQEAFC3bt1y23Nzcz22jUepVJabugoJCUFCQkK5m663YyUlJQGAw42qLDqdznaeAOfnQalUOoTa+e3OpjOaNGni8DfDMGjcuLFND0mITQ0aNCjXJicnB0uWLMHGjRuRkZFR7nhfUNaOpKQkEELKvWcemUzmVr9lj2/UqBEkEonDOfNknDp16kAul7s1dmXw02v2znNycjIWLlyIn3/+udz1aX/uBwwYgLi4OHz77bfo168fOI7Dd999h5EjRzr05wllr0+g5Hvu6fdk8uTJePDBB5GcnIyffvoJb775psu27r5fAJBKpUhISHDYdvXqVcTHxyM8PLxSu8R4f1arFffffz8uXryInTt3Ij4+3mG/SqVyKtthNBpt++3/ddXW3gF1t08A2L59Ozp27IiYmBin9qelpWHYsGEICQnBli1bwLKswzgV2VR2LJ7CwkLcd999KCgowMGDB20PEN70SXGEOlrVgMmTJ2PmzJlIS0vDkCFDEBoa6nEf9l9Ie0hpzo6QY51tt++vrHPEY7VavR6n7FiewkeG3nrrLbRr185pG/sbjis7xLRNiE3ObnITJkzA4cOH8dxzz6Fdu3bQaDTgOA6DBw8uFxFzhqefmzM7OI4DwzDYuXOn03NU9n24S1nbPB1HzB+FCxcuAAAaN24MoOT8DBgwADk5OXjhhRfQvHlzqNVq3LlzBw899JDDuWdZFpMnT8bnn3+Ojz76CIcOHUJKSgoeeOABwfaIdS2OGDECCoUC06ZNQ3FxsUM02R5P3i9QEhUpm6fkCWK8v5kzZ2Lbtm349ttv0bdv33L74+LikJqaWm47v413zOLi4mzbyz5wpqamonPnzh73CZREal1FXHU6HYYMGYK8vDz8+eef5ZxEe5ucjRUeHl4uMmUymTBmzBicO3cOv/32G1q3bu2wnz/GXfspzqGOVjVg9OjRmD17No4ePYpNmzb52xy34SMvZROSb9686QdrHOGnIIKDg9G/f/8qGZOPWPEQQnDlyhW0adNGNJtyc3Oxe/duLFmyBAsXLnQ5NuDaoRLjc2vUqBEIIWjQoAGaNm3q9nFlSUpKcoiWXblyBRzHoX79+qKOIwR+4cegQYMAAOfPn8fly5fx9ddfOySD79q1y+nxU6dOxTvvvINffvkFO3fuRFRUlK0vf6JSqTBq1CisX78eQ4YMKRex5fH0/TqjUaNG+O2335CTk+NWVMsbnnvuOaxZswYrV660LQQpS7t27fDnn3+C4zgHp/DYsWMICgqyXWP8g9DJkycdnKqUlBTcvn3bYcGGu31euHABycnJGDZsWDm7jEYjhg8fjsuXL+OPP/6wiZnaU6dOHURFRTkVHT1+/Hi5hzeO4zB16lTs3r0b33//PXr16lXuOIlEgrvuustpn8eOHUPDhg0FR2BrEzRHqxqg0Wjw8ccfY/HixRg+fLi/zXGbevXqgWXZcivwPvroIz9Z9B8dOnRAo0aN8Pbbb9umgOwpq6QsBt98841DPs+WLVuQmppqy8cQwyb+qb/sU/7KlSvLtVWr1QDKO1TBwcGIjIz06nMbM2YMWJbFkiVLytlCCHF7pdiHH37o8Pfq1asBwHbOxBrHUzZs2IAvvvgCXbt2Rb9+/QA4P/eEELz//vtO+2jTpg3atGmDL774Aj/88APuv//+CleaVSXPPvssFi1ahFdeecVlG0/frzPGjh0LQojTFdDeRKzL8tZbb+Htt9/GSy+9hHnz5rlsN27cOKSnp+PHH3+0bcvKysLmzZsxfPhwW0SoVatWaN68OT777DOHSO/HH38MhmEc0jvc7XPHjh2IiYkpt8LParVi4sSJOHLkCDZv3oyuXbu6tH/s2LHYtm0bbt26Zdu2e/duXL58GePHj3do+8QTT2DTpk346KOPMGbMmArPyYkTJxycrUuXLmHPnj3l+qQ4JzC+1ZRKqShvJ1AJCQnB+PHjsXr1ajAMg0aNGmHbtm3l8ob8gUQiwRdffIEhQ4agVatWmD59OurUqYM7d+5g7969CA4Oxi+//CLqmOHh4ejevTumT5+O9PR0rFy5Eo0bN7bJIYhhU3BwMHr27Ik333wTZrMZderUwe+//+5UCqNDhw4ASsqr3H///ZDJZBg+fDjUajUeeeQRrFixAo888gg6duyIAwcOuCz54YxGjRrhtddew4IFC3Djxg2MGjUKWq0W169fx9atWzFr1iw8++yzlfZz/fp1jBgxAoMHD8aRI0ewfv16TJ48GW3bthV1nIrYsmULNBoNTCYT7ty5g99++w2HDh1C27ZtsXnzZlu75s2bo1GjRnj22Wdx584dBAcH44cffqgwh2jq1Kk2+7yZNhSbtm3b2s6xK4S837L06dMHDz74IFatWoWkpCTb9Paff/6JPn36iFLfcOvWrXj++efRpEkTtGjRAuvXr3fYP2DAAFtO1Lhx43DPPfdg+vTpuHjxIiIjI/HRRx/BarWWcwbfeustjBgxAgMHDsT999+PCxcu4IMPPsAjjzyCFi1a2Nq52+f27dsxZMiQcpHm+fPn4+eff8bw4cORk5NTzn776+all17C5s2b0adPH8ybNw96vR5vvfUW7rrrLocpyZUrV+Kjjz5C165dERQUVK7P0aNH2x7EHn/8cXz++ecYNmwYnn32WchkMrz77ruIiYnB/Pnz3f4cajVVtbyR4j728g4V4Ym8Q9kl6q6WiDuTdyhrh6s+eVFCezIzM8nYsWNJUFAQCQsLI7NnzyYXLlxwKVhaFl5k0p33XhGuBEvPnDlDxowZQyIiIohCoSD16tUjEyZMILt37xb0fp3ZzMs7fPfdd2TBggUkOjqaqFQqMmzYMIcl8GLYRAght2/fJqNHjyahoaEkJCSEjB8/nqSkpDiVxHj11VdJnTp1iEQicbgeioqKyIwZM0hISAjRarVkwoQJJCMjw+3ri+eHH34g3bt3J2q1mqjVatK8eXMyZ84ccunSJafty/Z78eJFMm7cOKLVaklYWBiZO3euU8FSd8ZxdS1VZgP/UiqVJCEhgdx3333kq6++crpU/uLFi6R///5Eo9GQyMhIMnPmTJsMgbMl+6mpqYRlWdK0aVO37apIsLQsvXr1cpBccQXcUF539lm7+35dfVcIKZFKeeutt0jz5s2JXC4nUVFRZMiQIeTUqVOV2lf2nlWR3a5eZeVncnJyyIwZM0hERAQJCgoivXr1cnkv3rp1K2nXrh1RKBQkISGBvPzyy07LmFXWZ15eHpFKpeT7778vdywvS+LqVZYLFy6QgQMHkqCgIBIaGkqmTJlC0tLSHNrwchuuXmUlX27dukXGjRtHgoODiUajIffddx9JSkpydcopZWAIETE+S6FQyrFv3z706dMHmzdvFrRitDayePFiLFmyBJmZmS5zhGoCWVlZiIuLw8KFCyucpqPUbL7//ntMmTIFWVlZtlXdlJoDzdGiUCgUP7F27VpYrVabyjyldhIaGopVq1ZRJ6uGQnO0KBQKpYrZs2cPLl68iNdffx2jRo2yraKk1E4GDhzobxMoPoQ6WhQKhVLFLF26FIcPH8a9995rW0lJoVBqJjRHi0KhUCgUCsVH0BwtCoVCoVAoFB9BHS0KhUKhUCgUH0EdLQqFQqFQKBQfQR0tCoVCoVAoFB9BHS0KhUKhUCgUH0EdLQqFQqFQKBQfQR0tCoVCoVAoFB9BHS0KhUKhUCgUH0EdLQqFQqFQKBQfQR0tCoVCoVAoFB9BHS0KhUKhUCgUH0EdLQqFQqFQKBQfQR0tCoVCoVAoFB9BHS0KhUKhUCgUH0EdLQqFQqFQKBQfIfW3ARRKTUav18NoNLrcr1QqodFoqtAiCoVCoVQl1NGiUHyEXq/Hpk2bYLVaXbZhWRYTJ06kzhaFQqHUUOjUIYXiI4xGY4VOFgBYrdYKI14UCoVCqd5QR4tCoVAoFArFR1BHi0KhUCgUCsVHUEeLQqFQKBQKxUdQR4tCoVAoFArFR1BHi0KhUCgUCsVHUEeLQqFQKBQKxUdQR4tC8RFKpRIsy1bYhmVZKJXKKrKIQqFQKFUNQwgh/jaCQqmp8MrwOTk52Ldvn217165dERcX55YyPLFaYTp2HNaMdLDRMZB36QymEgeOQqFQKIFBtYhoLV68GAzDOLyaN29u2280GjFnzhxERERAo9Fg7NixSE9P96PFFEoJGo0GkZGR5aJWVqsVkZGRlTpZhh07kdalK7LGT0DunCeQNX4C0rp0hWHHTl+aTaFQKBSRqBaOFgC0atUKqampttfBgwdt+55++mn88ssv2Lx5M/bv34+UlBSMGTPGj9ZSKI4UFxc7/J2Tk1PpMYYdO5Ezaza41FSH7VxaGnJmzabOFoVCoVQDqk2tQ6lUitjY2HLbdTodvvzyS2zYsAF9+/YFAKxZswYtWrTA0aNHcc8991S1qRRKOXhHSyaTwWw2V+poEasVeQsXAc5m9gkBGAa6RYuhHDSQTiNSKBRKAFNtIlpJSUmIj49Hw4YNMWXKFCQnJwMATp06BbPZjP79+9vaNm/eHImJiThy5IjL/oqLi5Gfn+/wKht1oFDEgq9nyD8s5ObmVlgH0XTseLlIlgOEwJqSAtOx46LaSaFQKBRxqRaOVpcuXbB27Vr8+uuv+Pjjj3H9+nX06NEDBQUFSEtLg1wuR2hoqMMxMTExSEtLc9nn8uXLERIS4vBavny5j98JpbbCO/ERERGQy+UghCAvL89le2uGezmG7rajUCgUin+oFlOHQ4YMsf2/TZs26NKlC+rVq4fvv/8eKpVKUJ8LFizAM88847BNoVB4ZSeF4gre0VIqlQgPD0daWhpycnIQERHhtD0bHeNWv+62o1AoFIp/qBYRrbKEhoaiadOmuHLlCmJjY2EymcpFB9LT053mdPEoFAoEBwc7vKijRfEVvKOlUCgQHh4OoOKEeHmXzpDExQEM47wBw4CNj4e8S2fRbaVQKBSKeFRLR0uv1+Pq1auIi4tDhw4dIJPJsHv3btv+S5cuITk5GV27dvWjlRTKf/A5Wu46WgzLInTpktI/yjhbpX+HLFlME+EpFAolwKkWjtazzz6L/fv348aNGzh8+DBGjx4NlmUxadIkhISEYMaMGXjmmWewd+9enDp1CtOnT0fXrl3pikNKwFB26hCoXOJBNXQIwj/7FJIykVk2Lg7hn30K1dAhLo6kUCgUSqBQLXK0bt++jUmTJiE7OxtRUVHo3r07jh49iqioKADAe++9B4lEgrFjx6K4uBiDBg3CRx995GerKZT/sJ86VKvVAIDCwkIYjcYKS/Cohg6BctBAqgxPoVAo1ZRq4Wht3Lixwv1KpRIffvghPvzwwyqyiEJxH47jHBwtuVwOrVaLgoIC5OTkID4+vsLjC9etAzgC1bChYGNo8juFQqFUJ6rF1CGFUp0xmUy2//MLLtydPgSAgtUfQvfKQlhpWSkKhUKpdlBHi0LxMfaq8GzplJ8njpbqvmEAgMwhw1Dw6Wc+spJCoVAovoA6WhSKj7GfNuTh9bOys7MrPT50yWKoZ8wAAHButKdQKBRK4FAtcrQolOqMvbQDDx/Rys3NBSEEjCu9rFI0s2dCPfl+sBVow1EoFAol8KCOFoXiY+ylHXiCg4PBsiwsFgvy8/MREhLi9FjCcQDDQFqnTpXYSqFQKBRxoVOHFIqPcTZ1KJFIEBYWBqDiPC3j778jpWFjZD803bdGUigUCsUnUEeLQvExzqYOgf+mDyvK0+KycwCTCdbsHBR+txGF31UsdUKhUCiUwIJOHVIoPsZZRAv4LyG+oohW0LixUPTqCfPffyPn4UcgiYqCetL9vjOWQqFQKKJCHS0Kxcc4y9EC3JN4YBQKSBMSwCgUUPTtCzY6yneGUigUCkV0qKNFofgYVxEt3tHKz8+H2WyGTCZz2QcbFYXIdV/7zkgKhUKh+ASao0Wh+BhXOVoqlQoqlQpAicyDMwo3bYL+iy9huXXLt0ZSKBQKxSdQR4tC8TGupg6ByqcP9Z9/Cd2ixbBcveo7AykUCoXiM0RxtDiOw4kTJ7BlyxZ88803YnRJodQYXE0dApUrxKsG9Idq+H1g6yYi++EZSGl1F4z79/vOWAqFQqGIitc5WqtXr8Zrr72GrKws27apU6fa/p+bm4sePXrAYrFg//79iImJ8XZICqXawHFchY5WZRGt4Beet/2fFBaB5OWVSD5QKBQKpVrgVURrzpw5eOqpp5CZmQmtVuu0jEhYWBjat2+PpKQkbN682ZvhKJRqh8lksv2/MkeLEFJhXyGvLUX0nj+gHDRQXCMpFAqF4jMEO1q//vorPv74Y2g0GmzduhV5eXmIinK+9Hzy5MkghOCPP/4QbCiFUh3ho1kymQwsy5bbHxYWBoZhUFxcjKKiIod9hOMcnC9ZkyaQNWsGiVrtW6MpFAqFIhqCHa1PPvkEDMNg6dKlGDlyZIVtu3btCgA4f/680OEolGpJRdOGAMCyLEJDQwGUz9MynTyJlAaNkDl6jE9tpFAoFIrvEOxoHTt2DADw8MMPV9o2JCQEwcHBSEtLEzochVItcSXtYI+rPC0uKxswmwGuJKpluXEDhRu+g+G333xkLYVCoVDERnAyfE5ODkJCQqDVat1qL5FIwHGc0OEolGpJRdIOPOHh4bh69Wo5R0vZvx9ijh8tcbYAmE6dRt5zz0PRvTtUgwb5zmgKhUKhiIZgRys4OBi5ubmVKloDJU6ZTqdDfHy80OEolGpJZVOHgOuIFiOXQ1qnju1vaf36UPTrB/ldrX1gKYVCoVB8geCpw7vuuguEENsUYkV89913IISgY8eOQoejUKol7kwd8lpaubm5sFqtLtvJO7RH5DdrEfzcs+IaSaFQKBSfIdjRGjduHAghWLx4cYVTgn/99RdefvllMAyDSZMmCR2OQqmWuBPRUqvVkMvlIIRAp9PZthf93/9B//kXMF+54nM7KRQKheIbBDtaM2fORMuWLbF3714MGDAA27Ztsz2NJyUlYdeuXXjyySfRrVs36HQ63HPPPRg/frxohlMo1QF3crQYhrFNH9qvPCxcvwG6xUtgpqt1KRQKpdoiOEdLJpNh+/btGDx4MPbu3Yt9+/bZ9jVv3tz2f0II7rrrLvzwww9OBU0plJqMOxEtoCRPKy0tzSFPS9mrJ9jICEgbNQJQ8l3K6NMP1swMxOzaBTY+zneGUygUCkUUvFKGr1evHk6dOoUlS5YgMTERhBCHV3x8PBYvXozDhw8jNjZWLJsplGqDOzlagPOEeO3cOQj/+CPI27QBUBL54nJzQfJ04HJzfWQxhUKhUMTE61qHQUFBeOWVV/DKK68gJSUFKSkpsFqtiI2NRb169cSwkUKptrgzdQhUXvOQJ+KbtWBUKkjpd4tCoVCqBYIdrb59+4JhGHz22WdoVDq1ER8fTyUcKBQ7PJk6BIDCwkIYjUZb+7LT7fK2bX1gJYVCoVB8hWBH6+DBg5DJZDYni0KhOMJxnNuOllwuh1arRUFBAXJychBVWIiMAYMgbdAAMXt3V4W5FAqFQvEBgnO0YmJiIJfLxbSFQqlRmEwm2/8rc7QAx+lDLiurRBHeYnHs88IFFG74DsUnToprLIVCoVB8gmBHq2fPnsjPz0dSUpKY9lAoNQY+miWTycCybKXt7R0teceOiDl+DOFrvnJoY/j5F+Q99zwM27aJbzCFQqFQREewo/Xss89CKpVi/vz5IISIaROFUiNwd9qQh1eIz87OBiOTQVonHrLGjlPzshbNoejXD7ImTcQ1lkKhUCg+QbCjdffdd+O7777Dvn37cO+992Lr1q1IT0+nTheFUoq70g48fEQrNzfX5fcoaPRoRH6zFuoHpohjJIVCoVB8iuBkePupkGPHjmHcuHGVHsMwDCxlck4olJqKu9IOPMHBwWBZFhaLBRk7dkCdkgpFt26QtWrpSzMpFAqF4kMER7TKipO6+6JQagueTh1KJBKEhYUBADIO/And4iUodqNoO4VCoVACF8ERrb1794ppB4VS4/B06hAomT7MyspCQePGqDNyBGTNmjnst9y+jayJkwCrFbFHD4tqL4VCoVDER7Cj1atXLzHtoFBqHJ5GtID/EuL19RIRPvORcvsZlQrWGzcAAMRiASP1urgDhUKhUHwIvUtTKD7C0xwtoPJSPJLQUET+uAWSsDBA4lWpUgqFQqFUAdTRolB8hJCIFu9o5efnw2w2QyaTOexnWBaKLl3EM5JCoVAoPkWwo3XgwAFBx/Xs2VPokBRKtUJIjpZKpYJKoYChuBhJw0eixfZfwLghdkqhUCiUwESwo9W7d+9yBW8rg8o7UGoTQqYOASAsKAiG4mLkhwQ7dbKKjxyB5foNyLt0gaxRQ1FspdRsiNUK07HjsGakg42OgbxLZ+rAUyhVhFdJHp5KO3Ac57XBK1asAMMweOqpp2zbeKfP/vXoo496PRaF4g1Cpg4BIKJOHQCAeeqDTvcXfPQJ8p57Hqbjx70zkFIrMOzYibQuXZE1fgJy5zyBrPETkNalKww7dvrbNAqlViDY0eI4rsJXXl4efvvtN/Tq1QsRERHYv3+/147WiRMn8Omnn6JNmzbl9s2cOROpqam215tvvunVWBSKN3AcJ9zRiowEAOS5+L7IO7SHsn9/sNHR3hlJqfEYduxEzqzZ4FJTHbZzaWnImTWbOlsUShXgs2VLwcHBGDBgAPbs2YNu3bphxIgRuH79uuD+9Ho9pkyZgs8//9wm6mhPUFAQYmNjba/g4GBvzKdQvMJkMtn+76mjZb/y0JnIb/BT8xDx9Roo+/X1zkhKjYZYrchbuAhwJhRduk23aDGI1VrFllEotQufrw9nGAZvvvkmdDodXn31VcH9zJkzB8OGDUP//v2d7v/2228RGRmJ1q1bY8GCBSgqKqqwv+LiYuTn5zu8+AgEheIt/LUkk8kcylW5g+rC32BK+6jsOqZQXGE6drxcJMsBQmBNSYHpGJ2CplB8SZUI8TRr1gzBwcHYtWuXoOM3btyI06dPY/ny5U73T548GevXr8fevXuxYMECrFu3Dg888ECFfS5fvhwhISEOL1f9UyieInTaEADMv/4KdUYmACA7O1tUuyi1B2tGuqjtKBSKMKpER8tsNsNgMNiWu3vCrVu3MG/ePOzatcvl6q1Zs2bZ/n/XXXchLi4O/fr1w9WrV9GoUSOnxyxYsADPPPOMwzYhP4oUijOESDvwyO5uh7AbN6FHyfRhYmKiw/7ig4eQ+8KLkDZqhMhv1opgLaUmwkbHiNqOQqEIo0oiWj/99BPMZjOiBSTvnjp1ChkZGWjfvj2kUimkUin279+PVatWQSqVwuokv6BLqaDjlStXXParUCgQHBzs8KKOFkUshEo7AIB64kTEDhwAwIVCPMPAeuMGrMnJXtlIqdnIu3SGJC4OcCXDwzBg4+Mh79K5ag2jUGoZPotomUwm3Lp1Cz/88AOWLVsGhmEwZMgQj/vp168fzp8/77Bt+vTpaN68OV544QWn+S9nz54FAMTFxQmynULxFm+mDoGKS/HI7mpdUoYnMkq4gZQaD8OyCF26BDmzZjvZWeJ8hSxZTPW0KBQfI9jR8iTBlxCCOnXqYNGiRR6Po9Vq0bp1a4dtarUaERERaN26Na5evYoNGzZg6NChiIiIwLlz5/D000+jZ8+eTmUgKJSqwJupQ0KIrbh0bm4urFarw/dNEhxMy/BQ3EI1dAjCP/sUeS+8CM7OaWfj4hCyZDFUQz1/+KVQKJ4h2NFytuzcGSqVCmPHjsXy5csRHx8vdDiXyOVy/PHHH1i5ciUKCwtRt25djB07Fi+//LLoY1Eo7iI0okUsFqQ0bgomLAzyJ+fCZDZDp9PZIlwUiqeohg6Bon8/GHftgiUpCWx0DIImTqCRrGqOULV/b6oE0AoDwhDsaO3du7fijqVShIWFoWnTppBKxZ2h3Ldvn+3/devWxf79+0Xtn0LxFqE5WlxODmA2g2RlISw8HOnp6cjOzi7naBl+3wUuIwOqYUMhcaIrR6HYI5HLoezdG6mzSipmqIbfB0ar9bNVFKEYduxE3sJFDvIdkrg4hC5dUmGUUuhx3h5b2xHsAfXq1UtMOyiUGoXQiJYkIgKxJ4+Dy81DRE420tPTneZp6V5+BdY7dyBr1RJy6mhR3ECiVoMJDQUjlYLLzoaEOlrVEl7tv6wQLa/2H/7Zp04dH6HHeXsspYpWHVIotQ2hOVoMy4KNi4OsZYsKE+IV93aDckB/MAJWNVJqH4WbNqHgk08R9eMWxP11BtL69f1tEkUAQtX+vakSQCsMeI9gR0sikaBOafFbd2jQoIHoU4gUSqDijbwDD58Q78zRCnvvXUSsXQNZixaC+6fUHgrXrUf+q6/BcuOGv02heIG7av/6Tz5Feo9eyHnyKY+Os68SkPPY40jv0Qv6z7+kFQa8xCvPx92EeKHtKZTqitCpw+ITJ2E6fRrytm0Q1r49AKCwsBBGo9Erp41Su1ENHAhp/fqQNmzob1MoXuC22n9aGizXrkESE+PZcXbtrHdSYLl2Ddb0NFFtq41UWYjJZDJBIqEzlZSaD8dxwh2tPXtQsGo11A9NQ+g990Cr1aKgoAA5OTk+WbVLqR1on3wCAFB84gRy5j0NWcMG0M570s9WUTzFXRV/+b3doLpvGCTaYI+Os28Xsux1kEI9rHk6FH72uWi21UaqxPPJy8tDRkYGwmjSLqUWYDKZbP/31NGStmgB1ehRkJdGs1zlaRV+uwFp93aH7tXXvLSWUpvg0tJh2LIFxr37/G0KRQDuqv2rBgyAoksXyFq28Og4+yoB8tatoOjSBar+/WiFAS9xO6J17tw5m+I6j8FgwDfffOPyGEII8vLysGXLFnAch7vvvluwoRRKdYGPZslkMo+EfQEgaMRwBI0Ybvs7PDwcN2/eLOdokeJiWG/chPX2He8NptRoiMUCAGCkUsjatkHwghchbdrEz1ZRhGBT+585y8lO12r/DlUCGMYxsb2SKgEVHgsAhNAKA5XgtqO1detWLF261GFbfn4+pk+fXumxhBAwDFOuiDOFUhPxtvyOPXxCfHZ2tsN21eDBkN3VGiwtM0WpBOPefch5eAYUPbojcsO30M6d42+TKF7AC9AW/7HbYXtlav+2KgFltLDcqRLg6lgAQFAQZG3bCn9DtQC3Ha3Q0FAkJiba/r558yYkEgkSEhJcHiORSBAcHIzWrVtj1qxZ6NGjh3fWUijVAG/L7zClT5h6vd72/5ycHGRmZtr+hlwGZYsWUGg04hhNqbFw6ekAx4GRyf1tSo1Dr9fbvu/OUCqV0PjgOxr59VpYs7JgOnMGpLDQbZV21dAhUA4aKEjdveyxkvAI6N54A7K6dSFRB4n11mokDBG4FFAikSA2NhYpKSli20ShVGuSkpKwd+9e1KlTB8OGDfPo2NS72gIsC9XGDfjh0CFYK9CmYVkWEydO9MmNnFJzIFYruJwcEJMZ0jrx4PLyYLl9B2x8HFha2kkwer0emzZtqtXfUa6gAIxG898DIMUpgpPhFy1ahPnz54tpC4VSIxBc59BkApeTAy4zE8UyeYU3cACwWq3I3fqTUDMptQSGZcFGRUFap2TVas6sR5E5aDCKaUK8VxiNRre+oxVFvIQQSDJJEq3WwcniDAY/WhO4CJZ3WLRokZh2UCg1BsFThzIZYk+dgDUrGzqte0/ABSvfBzduLCQqladmUmopbEIdSCIiQOxWx1KqB4QQZA67D9LERIQsXAg2PjByNElxMfLfeBPGXX8g6tcdkKjV/jYpoKBS7RSKyAiNaDEMAzY2FmxsLJisLLeOkd/TBSguBqijRXFBwSefAiAIGjUKbGwsQt9+CwzVNKyWWK5dh/mvczD/8y9C33nb3+bYIAYDDL9sgzUlBcbffkfQmNH+NimgEMXROnz4MA4ePIjbt2+jsLDQZWiTYRh8+eWXYgxJoQQsYpTfcZfQJYshCQ31+TiU6ov+40/AZWVB0b1HiRNPnaxqi7ReIiL/7ydYriQFVNRIEhqKsA9WgdPpoBo40N/mBBxeOVpJSUmYPHkyTp8+7bDdfuVU2W3U0aLUdIRGtEwXLqD44KESkcGWLX1hGqWWQQhB0MQJsKamgqWVBao9jFQKRccOUHTs4G9TyqHo0sXfJgQsgh9tsrOz0bdvX5w6dQrR0dEYP348CCFQKpV44IEH0K9fP2g0GhBCEBERgWnTpmHq1Kli2k6hBCRCc7RMR44i/9XXULRxky/MotRCGIZByEsLEL56FdjwksocXF4ecp96GllTHgioxGpKzYErLETBRx+DVLJYoLYg2NFauXIl7ty5gy5duuDq1avYuHEjACAkJATffPMNfv/9d6SkpOC5555DVlYWVCoV1qxZI5rhFEqgInTqUNqgQUn5nc7ul7LIemg6Cku/exSKOzBKJYo2b0Hxvv3gcvP8bQ7FTYpPnET+eythvviPv02pEMJxyBozDvmvL4P+o4/9bU5AIHjqcPv27WAYBsuWLUNQkHOxMrVajTfeeAMmkwmrVq1Cnz59MH78eMHGUijVAaFTh8r+/aDs36/kD70eLMtWuHxcwnGQXr0Ga2qaYFspNRtSXAywLBjpf7d6RqlEyOJFkERGgFF6X72gtqJUKiv9jrIsK1qupuGnn1C49mtw6ekIXbFclD59ASORQP3wQyh4+13IA3CK0x8IjmhdvXoVDMOUU3s3OVky/OKLLwIAPvvsM6HDUSjVAo7jRCnBo9FoMHHiRIwZMwZjxoxB48aNAQCNGjWybRt7772o+81aqKdMFsV2Ss2j8LvvkFK/IXKfdix/ppn5CIJGj4bExUMypXL472jXrl0dtvfv39/2HRVTrFTRtSuUQwZDOSjwk82DJkxA9L49UJQ5N96yfPlydOrUCVqtFtHR0Rg1ahQuXbrk0MZoNGLOnDmIiIiARqPB2LFjkZ6ebtv/119/YdKkSahbty5UKhVatGiB999/v9xY+/btQ/v27aFQKNC4cWOsXbtWsN2CI1pmsxlhYWGQ2j0pBQUFoaCgoFzbmJgYhISE4Ny5c0KHo1CqBfYPGh4LlpZZRKLRaGw36djYWFy5cgVmsxmRkZElDfh/KRQXWNPSAULAUIfKJ2icqKLLZLL/vqMiorpvGFT3eVZpwl8wDAPGblWkNT8flgt/e1z2pyz79+/HnDlz0KlTJ1gsFrz00ksYOHAgLl68CHXpeE8//TS2b9+OzZs3IyQkBHPnzsWYMWNw6NAhALDlla9fvx5169bF4cOHMWvWLLAsi7lz5wIArl+/jmHDhuHRRx/Ft99+i927d+ORRx5BXFwcBg0a5Pn5EFqCp3HjxkhNTUVhYaFtW6NGjXDjxg0kJSWhYcOGtu1msxkqlQpSqVR0lVwKJZDQ6XTYtGkTZDKZWwXX7Unv2RucToeIdV9D3qaNw747d+5g+/btCAkJwcSJE8U0mVKDIRwHLicHAMDa/fhzej0sN26CkUkha9bMX+bVCA4dOoS///7b9nf37t3Rkq4atqF7+x3o318FcJxtmyQuDqFLl1RYyNodMjMzER0djf3796Nnz57Q6XSIiorChg0bMG7cOADAv//+ixYtWuDIkSO45557nPYzZ84c/PPPP9izZw8A4IUXXsD27dtx4cIFW5v7778feXl5+PXXXz22U/DUYb169WA0GnH79m3btk6dOgEA1q9f79B27dq14DgOderUETochVIt8Gba0JqeDi4rC0xQeX2ckJAQAEBBQQG40huWNScHhu07YNi50wuLKTUZRiIBGxnp4GQBQNH3m5E5aDDy33nPT5bVHPLz8wHANruj1+tFH6P4+HFwTmaLAh3Djp3Qv7fSwckCAC4tDTmzZsOww7t7l06nAwCEl9bsPHXqFMxmM/r3729r07x5cyQmJuLIkSMV9hNuV/fzyJEjDn0AwKBBgyrsoyIEO1p8bta+ffts2x588EEQQvDaa69hzpw5+PzzzzF37lzMnTsXDMNg1KhRQoejUKoFgsvvAIjZvxfRv/8GaWLdcvvUajVYlgXHcbYbueXqNeTMmg3d0te8M5pS62DrxEMSEQFJEK0o4C38j31cXEk5HLEdLc5gQNb9k5Haug0sdoGNQIdYrchb6KJUX+lEmm7RYsESEBzH4amnnsK9996L1q1bAwDS0tIgl8sRWkbEOSYmBmlpzhcNHT58GJs2bcKsWbNs29LS0hATE1Ouj/z8fBgE1HMUnKM1fvx4fP3119i9ezceeOABAMCwYcNw//33Y+PGjfjkk09sbQkhaNGiBRYuXCh0OAqlWuCNKjxffscZDMMgODgYubm5yM/PR3BwMNiYaMg7dQKbQCPFFOfolq+AJDQU6gemQKLV2rYrBw5EnIBcE4ojHMfZ8pLr1KmDW7duie5oWW/fLhGbNZvBVqNZIdOx4+BSU103IATWlBSYjh2HopvnSfNz5szBhQsXcPDgQcE2XrhwASNHjsSiRYsw0IeK9oIdrVatWuH69evltn/77bfo06cPNm3ahFu3biEkJASDBw/G/PnzbdMfFEpNRYwVh67gHS2dToeEhARIExMR9dOPoo9DqRkQgwH6Dz4EAKgnT3LYVzaBmyKMgoICEELAsiyio6MBiB/RkjVpgtiDB8Dl5larz82akV55Iw/a2TN37lxs27YNBw4cQEJCgm17bGwsTCYT8vLyHKJa6enpiC3zEHvx4kX069cPs2bNwssvv+ywLzY21mGlIt9HcHAwVALqyopeVJphGMycORMzZ84Uu2sKJeAROnVovnIVxj92QdqoMVQD+jttwz+o8FMVFEpFEKsVmscfA5eZCSY42N/m1Ej472JwcDC0pRHDwsJCcBwHicg1JSVhYaL252vY6JjKG3nQDiiZHXviiSewdetW7Nu3Dw0aNHDY36FDB8hkMuzevRtjx44FAFy6dAnJyckOMhx///03+vbti2nTpuH1118vN07Xrl2xY8cOh227du0qJ+XhLoIdraVLlwIApk+fjrp1y+eUUCi1EaERLfPZs8h/9XUoevRw6WgFl/5Y8sm3FEpFSDQahPzvJZf78994E8UnTiL4heegKF3IRPEM/rsYEhKCoKAgSCQScByHoqIiUfSziMVSIjhbjSJZPPIunSGJiwOXlmbLyXKAYcDGxUHexf1KGHPmzMGGDRvwf//3f9Bqtba8q5CQEKhUKoSEhGDGjBl45plnEB4ejuDgYDzxxBPo2rWrbcXhhQsX0LdvXwwaNAjPPPOMrQ+WZREVFQUAePTRR/HBBx/g+eefx8MPP4w9e/bg+++/x/bt2wWdC8Eu95IlS/Daa6+VC8dRKLUZoTlabHw8VGNGQ9H9XpdtnEW0smc9irRu96L45CkB1lJqM6bz52E6cgSWK1f9bUq1xT6ixTCMTctJrOnDwrVfI/3e7tB7IZbpLxiWRejSJaV/lHEUS/8OWbLYIz2tjz/+GDqdDr1790ZcXJzttWnTf/Vh33vvPdx3330YO3YsevbsidjYWPz4438pFlu2bEFmZibWr1/v0Ecnu4eNBg0aYPv27di1axfatm2Ld955B1988YUgDS3Ai4hWZGQkrFYrZDKZ0C4olBqH0IiWolvXShNCy0o8SCQSWFNTYb2ZDC4zQ5jBlBoLV1QERiYD4+IerZnxMILGjoG8Y8cqtqzmYB/RAkoETAsKCkRztIz798N6MxnEWCxKf1WNaugQhH/2KfIWLnJIjGfj4hCyZLHHOlruyH4qlUp8+OGH+PDDD53uX7x4MRYvXlxpP71798aZM2c8ss8Vgh2ttm3bYs+ePcjOzkZERIQoxlAo1R1v5B0qg5d4sFqt0Ov1CA4ORuiSxSBWC2RNmog+HqV6U/Due9B/8im0Tz6B4OefK7df2aePH6yqWfARLXtHC4DTCilCCP/4IxQfOgRZ67tE6c8fqIYOgXLQQJiOHfdaGb66InjqcPbs2eA4Du+++66Y9lAo1RqhU4fuPKnxEg/Af0/S8vZ3Q9GpEyRldGMoFGt6Rkn5nWBt5Y0pHmMv7cB/L/mEeLEiWhKNBqpBgyCtEy9Kf/6CYVkounVF0KhRUHTrWqucLMALR2vs2LF45plnsGLFCjz//PPIysoS0y4KpVoidOowa9QYpLZpB+OfFWvC8Dd0uvKQUhlh77+H2HNnoZ40yel+YjLBdOFvGA8cqGLLagb20g58bhYf0fKFOjyl+iJ46rBv374ASqYz3nnnHbz33nto3LgxoqOjwbrwVhmGwe7du4UOSaEENBzHCXa0rBkZ4LKzwVQSCSubEG+5fRvms39BEh4uSPSPUnNhJBKwFaR1WDMzkTloMCCTIf7aFTAiyxHUdMomwgPiOVqEEOS98CLkrVtDNXYMJOryZbko1QfBjpZ96R0AsFqtuHTpEi5duuTymOq4RJVCcReTyWT7v6eOVtT/bQWXlQ22fr0K25WdOizetx95L7wI5cAB1NGieAQbEwNJTDTY2FiQ/HwwdPrZI8omwgOOjhYhRPBvnuXadRR9uwFFcjlUY8d4byzFrwh2tBYtclHDiEKppfDRLJlM5jKq6wo2OhpsqbJ0RZSNaLGJdSHv1AlSmgxPsYMrKkL+ijfBxsVCM3uW02gVI5Ui7jSVBRGKfUSLh3e0zGYzTCaT4EUxEq0GwS88D2tODo1m1QCoo0WhiIQvy+/wlJV4UPbsCWXPnj4bj1I9saakovDLL8FotdA+9qi/zamROItoSaVSKJVKGI1GFBQUCL4XsNHR0D75hCh2UvyP6CV4KJTailBpB8udFBh+/hnSunWhum9YhW2dSTxQKGWRBAVBM+dxgOP8bUqNpay0A49Wq4XRaIRer0dkZKQ/TKMEGDT7kUIRCaHSDpZ//0X+a6+jYNXqSts6k3igUMrCxsch5KUFCHn5fxW2M/yyDZnjJiD/vZVVY1gNwZm0A4+36vDmpCQUHztWUn6HUiPw2tEqKirCqlWrMGzYMLRu3RqNGjVy2K/T6bBhwwZ899133g5FoQQ0QqcOJRHhUI0ZA0Wf3m61t5d4IFYrMobdh7Ru94LLy/NoXAqFy82F6cgRmP/6y9+mVCucSTvweLvysHDt18gaMw66JUu9tpMSGHg1dXj27FmMHDkSt2/ftgkull1lERwcjNdeew2XLl1CTEyMTRaCQqlpCJ06lLdrh/DV77vd3j4hnmFZWJKugBQWgsvJ9btwKbFaa7UCdKDA5eeDUalclt/hUfTojrDVqyBtShdTeIIzaQceb0VLGZUKTGhohXVPhaDX6233KGcolUpRCmFTyiM4opWdnY1hw4bh1q1baN++Pd5++22n+SIMw2DGjBkghODnn3/2ylgAWLFiBRiGwVNPPWXbZjQaMWfOHERERECj0WDs2LFIT0/3eiwKxROqIhkeKC/xEP7FZ4j8aSvYOP8WeDfs2Im0Ll2RNX4Ccuc8gazxE5DWpSsMO3b61a7aSN5zLyClQSMUfrOuwnbSBg0QNGY05K1bV5FlNQNnifA83ka0Ql7+H+LOnYWyXz/hBpZBr9dj06ZN+PHHH12+Nm3aRIVWfYRgR+u9995Damoq+vXrh2PHjuGZZ56BSqVy2nbYsJIE3yNHjggdDgBw4sQJfPrpp2jTpo3D9qeffhq//PILNm/ejP379yMlJQVjxlDtEUrV4svyO/aUlXhQ9uwJRaeOYFx8/6oCw46dyJk126FwLABwaWnImTWbOltVjDUrEyAEkrAwf5tSI3Em7cAjRr1DhmXBSMVbq2Y0GmG1WitsY7VaK4x4UYQj2NH65ZdfwDAM3nzzTUgqURRu1qwZZDIZrl69KnQ46PV6TJkyBZ9//jnC7G4eOp0OX375Jd5991307dsXHTp0wJo1a3D48GEcPXpU8HgUiqcIjWjlTH8YqW3awbB9h1vty0o8+BtitSJv4SLAmcNYuk23aDFIJTd6inhEbv4esefOQtGv8lQN86VLMPz+O6zZ2VVgWc3AnYiWwWCo1LkpC1dY6L1xlIBDsKN17do1yOVytGvXrtK2/Eopb1ZJzZkzB8OGDUP//v0dtp86dQpms9lhe/PmzZGYmFhhBK24uBj5+fkOL/6HkkIRgtAcLWtmJrjsbEDm3hMsL/HAcRz0en3JD+Uv22C++I/HNouB6djxcpEsBwiBNSUFpmPHq86oWg5ffkcSFFRp29wn5iFn+gyYz5z1vWE1BFfSDkBJRJsXLPZkKo4zGJDW9m5k3DeCLmypYQh2tDiOg1QqdavEACEEer2+3OoMd9m4cSNOnz6N5cuXl9uXlpYGuVyO0DJJwDExMUhLS3PZ5/LlyxESEuLwctY/heIuQqcOI75ei+g/fofinnvcal9W4qFw3XrkPPoYikTIgRSCNcO9fEh321GqFlmrlpC1bQOwVO3HHSqSdgBKvp9C8rTMZ86CGAzgMjPBOHHgKNUXwZPAderUwdWrV5GRkYHoSkqHnDhxAsXFxWjRooXH49y6dQvz5s3Drl27PP4Bq4gFCxbgmWeecdjm6yRmSs1G6NQhGxkJ1kNhw+DgYOTm5kKn0yG0cWPIO3cCGxfnUR9iwUbHiNqO4h2W27eh/+wLSBvWh+ahhyptH/beu743qgZRkbQDj1arhU6n88jRUnTritgTx2G5c5vWBa5hCH6E6d27NwBgzZo1lbZdsmQJGIbBgAEDPB7n1KlTyMjIQPv27SGVSiGVSrF//36sWrUKUqkUMTExMJlMyCsTak1PT0dsrOtVWAqFAsHBwQ4v6mhRhMJxXJWtOgQcE+I1D01D1NYfoZk21efjOkPepTMkcXGAqx8HhgEbHw95l85Va1gtxXL1Kgq//BKF67/1tyk1koqkHXiErjxk4+Og6NTJOwMpAYdgR2vevHlgGAbLli3DH3/84bRNeno6pkyZgp07d0Iul2POnDkej9OvXz+cP38eZ8+etb06duyIKVOm2P4vk8mwe/du2zGXLl1CcnIyunbtKvTtUSgeYTKZbP/3xNGy5uSi4KOPUfTjVo/GCyR1eIZlEbp0SekfZX54Sv8OWbKY6mlVEWx8PDRzHkcQXXntEypKhOcRY+UhpeYgeOqwVatWWLZsGV588UUMGjQId999t83Tnzx5Mm7evGlLVAeA999/H4mJiR6Po9Vq0bqMxotarUZERIRt+4wZM/DMM88gPDwcwcHBeOKJJ9C1a1fc42bOC4XiLXw0SyaT2RJh3cF68wbyX18GNj4eQWNGu31cWYkHf6MaOgThn32K3GefA7GzSRIejtAVy6EaOsSP1tUuZE2aIOSlBW63t9y8idz5zwEWC6J++tGHltUMKpJ24OEdrUI3VxEWfr8ZpuPHETR+HBRdunhvZBn4BP2KVkGyLCtqeg7lP7wS6nj++ecRERGBZ599FqdPn7Zt37Rpk00bKDQ0FCtXrsTUqb6b1njvvfcgkUgwduxYFBcXY9CgQfjoo498Nh6FUhah04aMRgPV2LGQaD1TZLaXeDBdvYq8uU8ArBTR2/yTEA+UOFum8+eht6vZqOjXlzpZAQ6jVMJ05AggkYCYzZWqydd2PIloVTZ1yFdS0H/2GSz//Au2YUOfOFoajQYTJ05EcnIyDh48CKVSiYEDB2LHjh2wWCzo0aMH6tatS5XhfYTXimgzZszAxIkT8cMPP+DQoUNISUmB1WpFbGws7r33XowfP77CC1II+/btc/hbqVTiww8/xIcffijqOBSKuwiVdpA1aYLwVSs9Ho+XeLBardBbrTCfOw/I5SCE+DWRNvj556CZ/hCMe/fC8NP/QV5GXJjie6w5uZBo1GDkcrfaS6KiELZ6Fdg68a7z7Cg2KpJ24LF3tFx9Jw07diJv4SIHaZTCzz6HrH59nzycaDQaFBUVAQASEhIQGxuLhg0b4vLly8jKyhK0WI3iHqJIz2o0GkybNg3Tpk0TozsKpdohVNpBKLzEQ25uLgplMkSuXRMQKuAMw4CNjoZ64kSoJ070tzm1kuypU2E+cxYRX6+Fsn/lZVwYicSjaevaTGXSDjy8o2W1WmEwGBBURs+Mr6RQVuSXy8pCzqzZCP/sU584W7zkEb9QrEmTJrh8+TKuXbuGbt26eZT2QHEfKpxCoYiA0KlDT8vv2GNLiC8qgmpAfyg6dqDLwingsnMAAJLICD9bUvNwR9oBACQSiW1/2elDf1VS4DgOGRkZAP5ztOLi4hAUFITi4mLcunVL1PEo/yFaMaW///4bJ0+etH2Q0dHR6NixI1q1aiXWEBRKwCJ06jDv6Wdg3L0HwQtehHryJI+ODbSEeEtyMvQffwJZ69ZQT5kMoORHhej1kFABxioj5tCf4HJzIdFq3T7Gcvs2zBcvgo2JgbxtWx9aV71xR9qBR6PRoLCwEHq93kFr0pNKCopu4q2cz8rKgsVigUKhsJWxk0gkaNy4Mc6dO4ekpCTUr19ftPEo/+G1o7Vt2za89NJL+Pvvv53ub9WqFV577TWMGDHC26EolIBFaETLmpUFLidHkCq3vcSD6exZWG/dhqx9e0jrxHvclxiYz19A4TfrIGvXFuopk1G4cSN0Ly+EcuhQQXloFGHw5Xc8oWjT9yh49z0ETZlMHa0KcCcRnkej0SA9Pb1cRMtflRTspw3tnUTe0UpOTobJZILczdw+ivt4NXW4dOlSjBw5EhcuXLCFU6OjoxEdHQ2WZUEIwYULFzB69GgsXrxYJJMplMBDaI5W2Kr3Eb17F5QCxHztI1q615Yh59HHYDrhv3qC0oYNoJk7x6bfxEZFgxgMsCRd9ptNFPeQNm4MWds2fqsuUF1wR9qBx9XKQ39VUkgtjaKVFfKOiIhAWFgYrFYrrl27JuqYlBIEO1q//vorFi9eDEIIevbsid9//x0FBQVITU1Famoq9Ho9fv/9d/Tu3RuEELz66qv47bffxLSdQgkYBJffCQ+HrHlzsOHhHo9pL/HAtmoJeedOkGjcny4SG1mLFghZ8CI0Mx4GAMjv6YLofXsQtX2b32yqbZjOnUPewkUo2rzFo+OCRo5A9I7tCH76Kd8YVkPwNKIFlBct9UclBUKILaIVV8aZZhgGjRs3BgBcuXJFtDEp/yHY0Xr33ZL6WOPHj8fevXvRv39/hx8ZuVyO/v37Y/fu3Rg/fjwIIbZjKJSahtAcLW/gJR44joN0/jOI2vqjW6vMqgqJWg1ZkyZgJHTNTVVhPn8BhV9+BcP27f42pUbijrQDj7Y0R65sRMsflRTy8vJQXFwMqVSKSCd1VXlHKyUlxW2RVYr7CL4Dnjx5EgzD4N13360wKZBhGLzzzjsASopLUyg1ESFTh8RgQMGHH6Fw0yYQjvN4TF7iAfB/KR5CCMxJSSCllSAo/kHWsgU0c+dAOYSKxIqNu9IOPBWJlqqGDkHwiy9AEuM4PcjGxflE2oGfNoyOjobEyYOPVqu1TSnSqJb4CE6GN5lMCA0NRZ06dSptm5CQgLCwMId6cJSaBa9wbM1IBxsdA3mXzrWqtp2QqUNrRgbyly0Ho1IJ1pzitbR0Oh0SEhIE9SEG1pQUZPTuC0apRNylf8BIS24t5qQkFG36HhKtFtp5T/rNvtqC/O67Ib/7bkHHZs96FOYL5xH+2WeQt6arxcvirrQDD+9oFRcXw2w2Q2anuM8ZDChYtRqEEIStXgVIGJ/eN8vqZzmjcePGSEtLw5UrV9CWLogQFcERrYYNG0Kv17vlPBUXF0Ov16Nhw4ZCh6MEMIYdO5HWpSuyxk9A7pwnkDV+AtK6dIVhx05/m1YlcBwnLEdLKoVq3Dio7hsmeGx+CiPn4kVkDBmK3KeeFtyXN1hT08AEBYFNSLA5Wfx2/cefoPD77/1iF8V9rCl3YL2ZDOttqqfkDE+kHYCS9Bl+BV+5lYc3bkASFgY2MhKq0aMQNGoUFN26+uzh1FV+lj0NGzaERCJBdnY2cnJyfGJHbUWwozV58mSYzWZ88803lbZdt24dzGYzJk+eLHQ4SoDCKxyX1YXh0tKQM2t2rXC27B82PHG0pHXqIPz99xC28j3BY9umDouLYT53HuZLlwT35Q2Kjh0Qd+kfRG51LEosb3MX1A8+AO3cuV6Js1Lcw5qeDiJw5iDk5f8h8sctUHQVT7upJuFJIjyPq+lDWYsWiDlyCJFbNvtcZFiv10Ov14NhGAc9r7IolUrUrVsXAJ0+FBvBjtb8+fPRvXt3PPnkk/j6669dtvvmm2/w5JNPokePHpg/f77Q4SgBiL8UjgMNPpolk8mqvIQFf9PXSyQIX7sGoW+9WaXj28NIJGDDHcsASUJDEbpiOdST7qeq9VVAxqAhSGnQCOaL/3h8rOKee6Do0oWKy7rAE2kHHlcrD4GS70tVaN7x+VmRkZEO05fOaNKkCYASR4s+GImH4Byt5cuXo2fPnjh//jwefvhhLFq0CL1797blbN25cwf79+9HcnIyQkJC0KNHDyxbtsxpXwsXLhRqBsWP+EvhONDwpvyOt86HTeKhqAiKfn2dJrpSagfEYgFXUBJ1kURH+dmamodYES1OpwPj5vSjGLiTn8WTmJgImUwGvV6PtLS0CqcaKe4j2NFavHix7UIhhCA5ORnr1q1zaMN7xDqdDsuXL3fZF3W0qif+UjgONIRKO+QvfRVFm7dAM+dxaB97VNDYvMSD1WqFXq/36GlbTLJnPQo2Ngbap+aV0wQjhIBLS4M1LU1wojalchipFPFXkkrK7wgoMM7pdCg+dgzEYETQSFrJoyyeSDvwOHO0sqc+BE6nQ9h771TJ98Gd/CweqVSKBg0a4PLly7hy5Qp1tERCsKPVs2dPOhVQy/GXwnGgIVQV3pqVBS43F/Dia8RLPOTm5iLryFHITCYo+vaBxI1VUWLB5ebCWKrbFPzC8+X2m44fR9aYcWDr1EHs8aNVZldthGEYQeK3AGC5dQs502dAEhlJHa0yeCrtwFPW0bJmZ8N04TxgMoON9/20odFoRG5uLgD3IlpAyfTh5cuXce3aNXTr1q3K0yFqIoIdrX379oloBqU6wiscu5w+ZBiwcXGiKhwHIkKnDkOXLoF27hxB0Qd7eEcr7euvodh/ANF//A5JixZe9ekRMhlC334L1tRUpw6erGVLQCYDExwMzmCARKWqOtsobiOtUweyNneBTagLwnFUaNYOT6UdeMqKlrIREYg7cxqmEyfBxvj+AZSPZoWGhrr9IBgXF4egoCAUFRXh1q1btNC0CHhdVJpSe2FYFsFPPYW8F15wstM3CseBiNCpQ0lYmNdOFvDfVIaxaVPIjUbXpT18hESjgXrS/a73a7WI//ciGA8jfhTPMO7dC+OevVB06wqVAMFSSVgYonfu8IFl1R9PpR14+IhWYWEhOI6DRCKBJDgYyn59fWJnWTzJz+KRSCS2QtNJSUnU0RIB+shC8Qr1A5MRsnwZmDJ5C75SOA5EhEa0xIKfyjDd0wVRP/4AWfPmfrGjIqiT5XuKjx1H4VdrUHzosL9NqXEISYQHgKCgIEgkEhBCUFRU5AvTKoRfcehprhVfkic5OZkKjYsAjWhRvEYz9UGop0yutcrwgsrvEAL9x59AEh6GoFGjvHJE+Js//9Rd1ZjOnoUkNBRs3brV5jPX6/W2SKQzlEqlLRpRXVB06wYQAnnHjn61w5tz68/PpaLqFkKkHYCSnDm1Wo2CggKkffQxwv79F5rHH4eiYwfR7S+L2WxGVlYWAM8iWgAQERGBsLAw5Obm4tq1a2gegA9v1QmvHa09e/Zg48aNOHfuHHJzc2GuoNYZwzC4evWqt0NSAgT7fBuGZaHo1hVcfj6sGRnV5gdXDIREtEhBAfJfL5E7CRo50qvxbRIPBQW26YmqJOfxObDeTEbk5u9dynhY09KQ98pCWFNSEL19W5XaVxa9Xo9NmzbBWoG+G8uymDhxYrVytpQ9e0DZs4dXfeg/+xz6tWsRNGECgp+a5/nxXpxbf34uhh07kbdwkUO+qSQuDqFLl0A1dIjgiBZQMn1YUFCA3JMnoTp0GEH3u55mF5OMjAwQQqBWq225Yu7CMAwaN26MEydO4MqVK9TR8hLBjpbFYsHUqVOxadMmAHBL3IyuUqw5WO6kIKP/AASNH4eQV14GI5Oh+OhRZI0dD7ZBA8QePOBvE6sMITlaxGKFatw4kEI9GC+Tw+0lHm6On4DIXr2gffIJr/p0F2K1QqLRwqpQQNqksct2TEgIjL/+BnAcrGlpYD18whYTo9FY4Y85AFitVhiNxmrlaIkBKS4uKcNz44ag4705t/76XPjqFmWFl/nqFuGffQpdvufSDjy8rZJHZkDbqROUvXt5b7QbCJ025OEdrZSUFBQWFnq0CIDiiGBH64033sDGjRsBAD169MCgQYMQExMDqZTORtYGDD//DJKfD/PFf8CUqg1LS+f1YTaDmM227TUdIVOHbHgYwt8XXnrHHnuJB11mJkKvXROlX7fGZllE//5rifp/BZE0iUqF0LffhDQxUZQFAJTyWO7cARsZCcaLXEHVqJGQd+kMaS1JgK60ugXDIHfxEhTMnAHA86lD4L+Vh0UqFYKfe9Yrez1BSCK8PVqtFrGxsbTQtAgI9oq+/vprMAyD//3vf1i6dKmYNlGqAZpHZ0PWqhUk2v+eLNnISMT9fR6S0FD/GeYH/J0MD/wn8YB5T0LTpk2Vj+/OVLF64sQqsKR2QgwGpHe+BwAQd/GC4DI60rp1IS2td+dLzp49C1WZSK7BYPD5uGVxp7qFvqhIkLQDj6t6h76E4zhkZGQAEO5oASVRLepoeY9gR+vWrVtgGAYvvviimPZQqgkMwzjNB6ltThbHccJytEQov2MPP6VRFBcHWWm9MkrtwZqTA8jlgIQB46fqAJ5wrQqjrhXhTtWKwogSAVhPpR145JeTAAAF2dkeHyuUrKwsWCwWKBQKhHkRQW7YsCEOHz6M7Oxs5OTkIFygGG5tR3DWbFRUFIKDgxEUFCSmPZQAhxiNIBaLv80IGOyXPnviaOk/+BApre6CbsUbotjBT2nwSbtVRd7iJcia+hCKDx+ptC2xWFB85Aj0X35FC9aKjLROHcRfu4K4Uye9duCNf+yGfs1acHl54hjnhObNm6N9+/YOL38kXLtTtaKw1LkQkp8FAJIdJdpk+sLCKrvu7acNvbkelEol6pZGOK9cuSKKbbURwY5Wz549odPpcPv2bTHtoQQ4+i++RHqPXjBs2+50v/nSJeQ+9TRyX1hQxZb5Bz6aJZPJPCpVYc3MAsnLc54bIgD+RyAvLQ2GnTtF6dMdig8eQvHu3eAKCytvbLUia9IU6BYugpXeN0SHYRhRIsp5L/0PupdfgeWqZ1EnQgiSkpLcatuyZUt07NjR4dWyZUsh5noFX93Cpcgvw8BQ6mgIrSMaMapkVbGFYapMk4pPhPdm2pCnSWmE/MqVK/QBSSCCHa0XX3wRKpUKLzhTBafUSAghKNq6FdbkZBAX+RTEZELR5i0wbt9eK76UQvOzguc/jeg9f0AzbZoodtgkHgwGZM16tCQ5vQoIXfYaQpcvg7xd5fkbjEIBZe9eUA4dAlJ63iiBh6JXTyiHDAY8uKYLCwuxY8cOnD9/3oeWiQ/DsghdusT5A0+p81VcqnklNKKlHTzYtlCGr5foSwghHhWSrozExETIZDLo9XpbvxTPEJyj1bp1a2zatAkPPPAAhgwZghdeeAGdOnWiS0BrMAzDIGrbLzD88CNUo5xrP8maNIH22fmQtWhuW7VTkxFcfickRHDCsjNsEg8ArL16ghgMYKpAmkDRuTMUnd2vZRmxdo0PrXEPpVJpk8NwBcuyHhcJ9ydFW36A6exZKAcNgrJHd6/6CnvrTY/aX7t2DX/++SeKi4ttKugVPWS5Orf++lxUQ4dA0asnivc7StKwcXHQLngR+qKSaK1QRwsoWcFnNBqh1+sRGRnplb2VkZeXh+LiYrAsK8pYUqkUDRo0wOXLl3HlyhVRnLfahldaDIMHD8YTTzyB1157Db///nul7RmGgYXm91RrJCoV1A9McbmfUSoR/PRTVWeQnxEi7eAL7CUe2OXLIKll+k+eoNFoMHHiRJw9exYXL15EdHQ0srKywHEcBgwYAK1WW+2U4Y3798Pw41awCQleO1ruYjKZcOjQIdt0YWRkJPr27QupVCpI3Z3/XOyPTUpKwvnz5xEeHo7evXv77HMJXbEcRT/8CCYkFGx4KNjoGDAhwcia/RgKHpgMSCQeTx1a7txB8f4DUA0bCrVajczMzCpZechPG8bExIgmXtykSRNcvnwZ165dQ7du3TxKk6B44WgVFRVh6NCh+PPPPwG4J1hKqb5wBQWQeKguXBsQOnWo//IrMEFBUA0bColIq8R4R6uqEuJN58+Dy8mBrGVLsFFRHh3LGQxglEq/iRhrNBrk5OQAAJo2bQpCCDIzM2G1Wn0ecfAFqmFDwcbHi1p+p6CgwHZ9lyUzMxOnTp1CUVERGIZBu3bt0KFDB9sPu1BnSKPROByrUqlw4cIF5OTkQC6X+8z5lSYmlntAtKanowgAkUjASiQez9YUbd6CgrfehmHHDmgefwxA1Ug8eKuf5Qz+4cNoNOLvv/9GfHy8w/7q9mBS1Qh2tJYvX44DBw6AZVlMnjyZCpbWYIjVisz7RoBNqIPQFcsr1dkhRiPMSUkghYVQ3HNPFVnpHwSpwhMC3dJXAYsFyl69AJEcraqueVj49Tco+m4jtE8/heBn57t1DCEEmcNHwnzuHGL27YW0YQMfW+mc4uJipKeXLO2vW7cucnJykJmZiaysLFtB3eqEavBgqAYPFqUv05kzuP38C9gzZjS4SiIXarUa/fr1E/VHvWz/8fHxuHPnDq5cuYL27dv7ZBxnsDExkLy6BEhKQnBIiMcPBWxcLKTNmkI1fLhNtLQ6Olp6vR6bN2+2TekePXq0XJvqWLKqKhHsFX333XdgGAYrV67EnDlzxLSJEmCYz52D5do1WDMz3VL1Nh44gJzpMyBt0QIxf1Q+pVydERTRMpkQNGY0rFnZkESIp0vDT21k/vEHDDm5UN03TLS+nSGJjIS0SRPIPFiWzzBMSd6e1QrThQt+c7Tu3LkDQghCQ0Oh1WoRVRqRy8zM9Is9gQSjVsOYk1upkwUAffv29ZmTxdOkSRPcuXMHSUlJuPvuu0WNgnIFBchf8QZUo0ZB3rFDub6LoqKApCRB+VnqiRMRNGECQAg0N28C8L2jpdfrodfrwTAMYmIql65wB1qyynsEO1p37twBy7J45JFHxLSHEoDI774bMQcPwHzpslu5P7IWLSAJCwMbEy26MGegISRHi1EoEPbeu6Lbwv8Y6KUyWG7fEr3/cuO9+AJCXvR81XHYGysgCQ2FJM5/9Q6Tk5MBwKYRxDtaWVlZ1e6aJWZzSf3I6Givyu/wSOvVQ+g7bwGXL1faVlYFZbbq168PlmWh0+mQlZVl+6zEwLBjJwrXfo3ig4cQvW9Puf18dDg4OBjGAwdg2LYDoW8sd/v64B8seAfE16sO+fysyMjIKvlsKO4h2NGKjo5Gfn6+X8uOUKoOab16kNar51ZbNiEBsef/qlY/VkIJhPI7PDZ1+MgIKIYM8bM1rpG1bOHX8QkhNv0/3tEKDQ2FVCqF2WxGXl6eV2raVY3lZjIyevUGo9Ui/t+LXvfHKBSQt27tlqNVFcjlctSrVw/Xrl1DUlKSqI6WrFlTqMaNg7xVS6f3Kz7fUSuRIPuhh4HiYii6dEbQ2DEu+yQWC0ynTkHeqROYMjlrBoMBVqvVZ8nkvsjPoniP4CUJAwcORH5+Pi5duiSmPZQAgxOQ78MwTK1wsgDh8g6+gJd4IACMIkpH1DSys7NRVFQEqVRqW6oukUhsSfDVbfqQy80FFAqwIk0VBSK8aObVq1fBcZxo/crbtUP4++9BM2um0/18RCssIQEhL74A9dQHoRxa8UNM8aFDyBozDplD77MtEuOlKwDfTh+KqZ9FEQ/BjtYrr7yCkJAQPPnkkzCbzWLaRAkQik+cQFqHTtAtW+5vUwIWIVOHheu/RUqr1shb8JKotvASD4DvE+ILN25Eeq8+yF/5vqDji37cirwXF8By/brIllXOrVsl06rx8fEOkQXe0crKyqpym7xB0akj4q8mIWr7L6L1af73X9H6EoOEhAQoFAoYDAakpKRUyZgcx9mm+oKDg6Ge+QhCly+DpEwx7LJYU1LBaLWQ393O9sDJ2E0f+srRMhqNJYXlQSNagYZXIhtffvklTpw4gQ4dOmDt2rX4+++/kZycXOGLUn0w/LIdxGAQVPOs+OhRZI4ag5zHa/ZCCSFTh9bMTJA8nU9qRgaX/gjknDkjet/2mC/+C8uVKyACHbrC9etRuG49TCdPiWxZ5fCOVmJiosP26pwQzzCMqNppxj17RetLDFiWRaNGjQDA7TI/lVG05QdYMzJc7i8oKAAhBCzLQq1Wl4vSmy/+4/Q49aT7EXfmFLTPPeuw3dcrD/loVmhoqN91/SiOCM7RatDgv9VCOp0OM2bMqPQYKlhavQhZsgjKvr0hbdjQ84NZFqYTJ8DW4BA2x3GCHC3NIzOgGjYUjA9uhmpjiT2Z+w8AI0aI3j+P9ok5UPbvK3i6Kmj0aMjbt4e0eTORLauYsrIO9tgnxHMcJ5rYY3VE2rwZ4MOi0kJo3LgxLl68iBs3bsBisXglJWS+fBm5854ClArE/XXWqZNqnwhv72QRjkPec8+jaOMmRHz3LZQ9e5Y7llGpwJaJfPk6okXzswIXwVeqEIFSKmpavWAYBsrevQUdK2vZEmEfrIKshX8Tn32JfYFYTxwtiVbrM/HXkIhwICcbRTHRPumfh42K8lik1B71gw+IaI37lJV1sCckJAQymQxmsxm5ubmIiIjwi42eUvDJp7DeuoWg8eMgb9dOlD7Dhg4Fu2lTQJUpiomJgVarRUFBAW7cuOGV3hkp0EPWvj3YiHCXkUA+Eb6stAMjkYCRywGGgfniPw6OFpeX57Kwt69XHvIrDsXOz6qJJauqGsGO1nU/5FZQfAuxWmE6dhyWmzfAJtSFoltXMAJXx0jUagSNHi2yhYEFH82SyWQBU5IivGlTICkJBjdXiJZFr9cLKp9SXSgr62APwzCIiopCSkoKMjMzq42jZfz1N5hOnCgRBxbJ0eLL4Zw5cwb//PMPEhIS0LlMTcuqvhYYhkHjxo1x5swZXLlyxStHS96hPaJ/+b8Ki5vbR7TKErzwFajGjIGiU4kSP7FaYfjjD+TOnA1ZixaI+GEz2DLnhj9XhYWFgu12hdlstuUWih3RKlsa6fz580hKSkLDhg3RrvR6q+73BV8j2NGqJ/BGLoSPP/4YH3/8MW7cuAEAaNWqFRYuXIghpUvYe/fujf379zscM3v2bHzyySdVZmN1x7BjJ/IWLgJX+lQEAJLwcIS+sQKqSlbZ1FaESjsUbvgOAKAcNBCsyD/m/NN3fn6+x9Nfer0em9yIYozt2RPSw0cga9UKio4dBNtKOA6Wq1chiYgEG+57OQVnsg5liYyMREpKSrVKiFc/+ADk93SBtGVLUfvVaDQoKioCUJKMHgiliXhH69atWzAajV5HUSrSHXMV0QJKar7yTlbZe6f5wgVk9O6L0KVLHO6dvoxoZWRkgBACtVpdLlIrBvalkeLi4pCUlASTyRQQ10R1oFokISQkJGDFihU4deoUTp48ib59+2LkyJH4+++/bW1mzpyJ1NRU2+vNNz2rQF+bMezYiZxZsx2cLADgcnKQM2s2DDt2CurXmpGBop9/geHXX8UwM+AQKu2Q/+ZbyHvueXBp6aLbZJN4IMTjXBB3FaALzpyB7qX/IX/ZMm9MRfZDDyOjd18Yq+j6cCbrUJbqmBAfNHYMQl58AbJGAnIpXUAIQXqffkg/fx4ARNWu8oawsDBERkaCEIKrV68K6sN8+TKIGyvl+YhWRarwLu+daWnl7p32ES2x02h8NW3oDD7CV1U1VWsCojlamZmZOHnyJA4cOCBWlzaGDx+OoUOHokmTJmjatClef/11aDQah5pLQUFBiI2Ntb08rbReWyFWK/IWLgIq+OLrFi0GqeQH2BnFR44i97HHUfDBR96YGLAIkXYAAOWA/lD06weJD/KoGIaBunRqIuf8BdH7BwBJcDCU/ftD0bWrV/3ImjcDo1KV6EBVAa5kHezhHYrs7OxKnc6aDMMwMLAsjMHBYICAilzwU4ZXrlzx+FhiMiFz9FikdegE89VrLtuVlXZw2ldF987Sbfb3Tt7RslqtMBgMHtteEVWZCM87ngUFBaJqmtVkvHa0fv75Z7Rv3x6xsbHo0qUL+vbt67A/NzcXgwcPxuDBg0XR9rFardi4cSMKCwvR1e5G/+233yIyMhKtW7fGggULbCFvVxQXFyM/P9/h5apSfU3GdOx4uacxBwiBNSUFpmPHPe5b1qoVZHffDXmHqisEW5UInToMe+tNRH6zFqyPfryCsnMAAHkZ4kfMAEDRsSMivl6D4DLL1z1FO+9JxP17Edo5j4tkWcW4knVwsEmrhUKhAMdxyMnJqRK7vIErKoIlORmkgrw6wX0vXgigRC4gkMq5NGrUCAzDID093eOoiuX69ZK8UykLaX3X6S9lpR2c4em9UyKR2PoSc+Uhx3HIKJWpqApHKygoCFKpFIQQn5cUqil45WitWLECo0ePxtmzZ0EIsb3sCQsLg0qlwq5du7BlyxbBY50/fx4ajQYKhQKPPvootm7dipalOQmTJ0/G+vXrsXfvXixYsADr1q3DAw9UvKpp+fLlCAkJcXgtX177hDmtbv4Yu9vOHlnjRoje9jNClyz2+NjqQCCpwtsTfldrAEBhgKvDS9RqMF4s0feEimQd7OET4oHqMX1oOn4c6V3vRcZ9w0XvO6c0UhsV7dsVrJ6iVqsRHx8PwPOolqxZM8SePonI77+vcKGPK2kHe4TcO30h8ZCVlQWLxQKFQlElpaOqUhi5piDY0Tp69Cj+97//QSqV4r333kNWVpbLauEPPPAACCHYtWuXYEObNWuGs2fP4tixY3jssccwbdo0XLxYUtdr1qxZGDRoEO666y5MmTIF33zzDbZu3VrhHP6CBQug0+kcXgsWLBBsX3WFjXZPB8nddrWJQKpzaE946QNIvo8itEKmkf1NRbIOZalOpXi4/AKfld/h338gTRvy8CV5kpKSPM53YqRSyBo3qrBNRYnwPELunb5wtOynDauq9BnN0/IMwY7W+++XlN5YsGAB5s2bh/DwcJdte/XqBQA444VatVwuR+PGjdGhQwcsX74cbdu2tdlQli5dugCo+GlHoVAgODjY4RVoP5hVgbxLZ0ji4gBXX1CGARsfD3mXzs73u0lFy6irK0JytAzbdyClZWufKubbrzz0BZmjxiDjvhGiJPQWfr8ZWZMmo2iz8Gi3O1Qk61CW6NIITnVYeRg0YjjiryYh4ovPRe2XEILM0gig9sxZUfsWg/r164NlWeh0Orc/J0+mVyuSduARcu/0haPFJ8JXpVApf4+hES33EOxoHTp0CAAwd+7cSttGRkZCrVaLWqPKXpW7LGfPngVAC2u6A8OyCF26xMXOkhtIyJLFgvW0DNu2I7Vde+TMfVKoiQGL4PI7Oh2Indip2GhK7eIlHtylsrxGGyYTYDaL8vRsvXEDxQf+RLHdwhaxcUfWwR4+gpOTk1MtKlkwDAOmkvp7nlJYWAijyQTGaoVszVpR+xYDuVxukxhytyRP9kMPI+O+4TCV/j5UhDsRLYd7Z9nvgot7p9gSD4QQvyjCU0fLMwQnSGRkZECr1bodVlYoFIIvrgULFmDIkCFITExEQUEBNmzYgH379uG3337D1atXsWHDBgwdOhQRERE4d+4cnn76afTs2RNt2rQRNF5tQzV0CMI/+7ScjhYbF4eQJYu90tFigoPBZWbCEmBFasVASI5W0PhxUHS/F4zEdwKnkj92Q2KxgJNKodfr3VqBy3EcTp8+XWk7lmUR/+06BInkgCiHDil56u/cSZT+nOGOrIM9arUaKpUKBoMB2dnZLlMiajL8tGGw0Qj1gP5+tsY5TZo0wbVr13D16lXcc889FWrGcXl5Jc682QxJBbMvPO5IOwCe3zvFrneYl5eH4uJisCxbpVO8dOrQMwQ7Wmq1GgUFBbBarZWqYuv1euTl5QnWYsnIyMDUqVORmpqKkJAQtGnTBr/99hsGDBiAW7du4Y8//sDKlStRWFiIunXrYuzYsXj55ZcFjVVbUQ0dAuWggTAdOw5rRjrY6BjIu3QWHMnikXdoj6htP0ParGpr2lUFQqYOJWo1JF4oWruDNCEB6r8voCAkBDqdzi1H69y5c8jIyADLsujbty+0Wi1u3LiB06dPIyoqCj169AAgvgK0vHVryFu3Fq0/Z7gj62APnxCfnJyMzMzMgHa0dK+9DlJUBPWMGaLqaPGOVlyHDghxUssvEEhISIBCoYDBYEBKSgoSEhJctpWEhiL2xDEUHz4MaQWrTgH3pB3s8eTeKcbUoX31hmvXSiQqwsLCkFsqk1IVKu1lJR5qc11QdxDsaDVr1gzHjh3DuXPncPfdd1fY9qeffgLHcTa5fk/58ssvXe6rW7duOVV4ijDM586BjYuFvFNHMCIt55ao1ZBXcn1UVwI1GV41dAjCWQkKbt5064kzMzMTJ06cAADce++9toLxFosFp0+fhtFoDMiEaHdxR9ahLPaOViBj+On/YE1NRdCE8aL2y7/vQBEqdQbLsmjUqBEuXryIpKSkCh0toKQ+Z9DIkZX26460Q1kYloWiW+W6crwDVFxcDLPZ7LFshqvqDVlZWfjxxx8BlJyXiRMn+tTZ4iUeLBYLCgoKKo381XYEu6EjRpQkw1YmiXD79m28+OKLYBgGY8eOFTocpQrImvIg0rv3hIXWsawU+xxBTxytoh9+ROG3G2BNqUB/RwTczaEwm83Ys2cPCCFo0KABmtlFHvmneb1eD6vVCkIIdMuWo3DDdyAiCi5as7Nh2PUHTKcqn7r0FHdlHcrCOxiBnhCvfWoetE8+ATZRvJJohBDb+46KigLhOJ/mFHoDL15648YN0fLp3JF2EIpcLodcLgcgLKrlbvWGiuqVigGVePAMtx2tpUuX4t1337X9PXfuXNSpUwc//PADpk6digsX/lOhNpvNSEpKwrvvvosOHTogJSUFTZs2xbRp08S1niIapLgYbEQEGJUKrMiLCMyXLqFg1WoUfr9Z1H79icnuh8cTR6vggw+R9/wLsFxzrUotBu7eBI8cOQKdTge1Wo0ePXo4/LCoVCrIZDKbMCGXng79hx8h74UXARGnCgq/WYech6ZD//U3ovXJ44msgz18BC83NxdmN8q1+Av1A1MQ/MLzotaKLCgoQHFxMSQSCZj3ViKlYWMUfrNOtP7FJCYmBlqtFmaz2VYLtywFqz9AzpNPwXTunFt9upMI7w2+WHnoD2ielvu4fbdcvHgx3n77bdvfGo0Gv/zyCyIjI7F+/Xq0bdvWpk6rVCrRvHlzPPfcc8jMzER8fDx++umngFIXpjjCKBSI+XM/4pIuQSJyUVLT2b+Q/8abPl/CX5Xw0SyZTOZW3g+PomcPKPv3B1sn3lemlSxjX/0BACC/Akfr2rVr+Ld0kUKfPn3K5Zo5e2pVz5iBoHFjKyzG6ynydm0hbdYUUh+cE09kHewJCgqyTRsFelRLbPhpw4iICEgVCsBshqV01WagwTBMhSV5CCEo/HYDDD/8AMuNm2716Y60gzf4srh0VUJXHrqPV7LM7dq1w19//YX//e9/+O6778qFK+VyOSZPnoxly5ZV6dJTinB8IXgnv7sdVGNGQ96hg+h9+wuh+VlVopKvUEB+8BBwdzvku0hW1ev1+PPPPwGUfI95pe2yhISEIDs7GzqdDvXatEHo0sWim6vs0wfKPn1E79dTWYeyREVFobCwEJmZmQEpFcPl5YHT6cBGR4sq72Cfn6WZNRPqh6eDDeD7d+PGjXHmzBncunULRqOx3AND2AerYfj5Z6jcXD1JI1ruQR0t9/G6/kVsbCy+/PJLfPTRRzh16hRSUlJgtVoRGxuLTp06ISgoSAw7KdUYWdOmCF+9yt9miEqglt8BSpzluNdehSQjHRwh5SQeOI7Dvn37UFxcjMjISHSowAGuztMDnso6lCUqKgo3btwI2IR4w7btyHvhRSgH9EfE2jWi9WvvaAWyg8UTFhaGyMhIZGVl4erVq2jVqpVtH8MwUHTsAEVH9x/y3JV2EEpNcbSq872hqhGt0JhCoUC3bt3E6o5SxRR+txHG336DavhwBI0d429zAh4h0g5ViXrkCIRs3ozc3NxyEg/nzp1DSkoKpFIp+vbtW+HUp/1TqzU7G5LwcJ+W+SAWi2j1Dz2VdShLoCfEE4MBUCogiRHPGSqbCF9daNy4MbKysnDlyhUHR8tTPJV2EEJNcbSoxIP70DNDAVCSR2Xc9YdPVxxyBQWwpntenDoQETJ1WHz4CFJatELWAw/6yiwHnD1x2ks5dOvWDaGhoRX2YV/OJ2PgIKQ2bQ7zP/+Ibqth506kdb0XuU+IV0FAiKyDPXxCvE6nc1mFwp9oZj6C+CtJCH3VRWUHAeh0OpjNZrAsi9DQUBCrFfq1a0v0ukRcaSo2jRo1AsMwSE9Pt13vxYePIP+9lbDcdC83CxAm7eApYouW+gte4oFfLENxjUePjlarFbdu3fKqxpnQmx7Ft6gnTYT8rtaQ3eUb8Uj9l19Bt3ARVGPGIHy18xqV1QkhU4fWrCyQ/Pwq+cGy3LgBdenNj58KqUjKwRX2Eg/mPB1YoxFsnTqi28uo1bAmJ8MkESdaJlTWwR6lUgmtVouCggJkZWWhjg/et7cwDAOUygWIgX0haYlEAkII8l9fDlJUhKBJk0QVRRUTtVqN+Ph43LlzB1euXEH79u1R+M03MPyyDZxOh9DFi9zqx5fSDjx8RKuwsNDjSJA7EXSWZask0s4vlsnJyYFOp6NaWhXgkaOVlZWF+vXrCx6MYZhqUTusOmKvFuyMytSC5e3aQS5QUNYd2NIfOy5A8108xdOIFrFawWi1CH7lZUjCw0r+9lJ13xV6vR4Zn3+B4ps3gZ49kJmZiaysLJw+fRo6nQ4qlaqclIMreIkHs9kM7dHD0BboIfHBlIq8fXuEb/gWKC5G0U8/eVyZgFitDsrct6OjBMk6lCUqKgoFBQXIzMwMSEdLbMoKlTIMA9WE8eAyMmHcvx9cerooFSPERq/XIzY2Fnfu3ME/Z/9C1JUrsDRpDMuQwZAMGgipXu/y/md/7+Tr8SqVStsUqthK60FBQZBIJOA4DkVFRR71bR9ZHTBggNNruyqU4Xl4R4vmaVWMx8kQ3kSzKL7BlVqwPVWhFlwRyh7dEXfhHCRh4un9+BNPcrQMO3aWq4WW/+bbCF26xKs6ks6wXQv1EoF6JdHj9PR0m2o0b7u7Dzz8U2t2djbyi4oQ1rCBqPbabDrwZ7lzJImLc+scOTu/l++fADRrJjiaxRMVFYVr164FZEJ8zrynIQlSQTv/GbAiKfeXdbQMO3bC+Nvv4FJTYdyxA4D7n0tVUfb+V2gxY2deHqDVAp07AefPg7140en9z9W9MzU11WdK6wzD2ErY6StwAJ1xtrQgdsOGDW0VHPxJVa88fOihh/D1119j9uzZ+OSTTxz2zZkzBx999BGmTZuGtWvXVok97uKRoxUcHIyVK1f6yBSKUDxRC3b2pSYmE0wnT4GNiwVbv75PQuaMSiXqEnR/425Ey7BjJ3JmzQbKPKBwaWnImTUb4Z99KuoPljvXAsdxLq8FZ9hLPPgCb86Rs2MJgIxSuYro1DSvbOMdjkBztIjZDMMPPwCEQDv/GVH65DgO2dnZAEred1Vfu0Lx5v7n7b1TKBqNBgUFBSgoKHBb+kin09lqGwotZyc2/pB4qFu3LjZu3Ij33nsPqtLfFKPRiA0bNgRsapJHjpZKpaLq7jUQ6507yBo/AUxQEOIu/+tvc6oF7uRoEasVeQsXlfuhKtlJAIaBbtFiKAcNDLipGHv4PK3MfftgDgqCTMSi2N6cI1fH5sfEoFirBWsyQfnGmyAjRwg+v3xCvF6vh8FgsN3Y/Q7HIeT118Clp0MSHi5Kl3l5ebBYLJDJZAjWaJBeTa5dUomj5Gm7qkDIysO//voLhBDUrVs3YGqP+kPioX379rh69Sp+/PFHTJkyBQDw448/IjEx0SHKx3Ec3njjDXz22WdIS0tD06ZN8corr2DcuHEAShzoWbNmYc+ePUhLS0NiYiIef/xxzJs3z9bHQw89hLy8PHTv3h3vvPMOTCYT7r//fqxcudIjAXbR5B0o1ReusAjSRo3ABAX5dOm+8c+DMPz4I2Rt20LzUPV22N2ZOjQdO+4wnVUOQmBNSYHp2HG3CtL6C9tT650UWFNSRXW03D1HGUOGIeb3X22b8xa8BMOuP5wem9mkxL6I6zeA27e9Or9yuRwhISHQ6XTIysryeipSLBiFApppU0Xt0z4R3nz8RLW5ds0X/nar3e/bt0NaZiVhZdEsX+HpysPCwkJcvnwZAHD33Xf7zC5P8ZfEw8MPP4w1a9bYHK2vvvoK06dPx759+2xtli9fjvXr1+OTTz5BkyZNcODAATzwwAOIiopCr169wHEcEhISsHnzZkRERODw4cOYNWsW4uLiMGHCBFs/e/fuRVxcHPbu3YsrV65g4sSJaNeuHWbOnOm2vdTR8iGEEBjMvv8iG0xWmLjKHSSDyYoik5PcnKbNoP3jDwBwvl8k9FeuIf/H/4MiOw+SyVN8Nk5VUGAoholjwDFSl+esKDUdBmnlK8IKUtNhFem8e30tOEEepIGJY6BLqAdz4ybgRLxG3D1HTEYWtHbj6tOzYMzMBpwce7tRU5g4BsFXb8AglXt9foPDIpGZm49bqemIiAk8hXixuJWaARPHQBsWiQI/XLtC0Wdmu3XNm0xWwOQs8iLu98UdpIogmDgG2boCt/o9fvovGC0EsbFxCA6P9Ol92iOkcnASKSwWK9Kz8xASUvlCGZWM9fqB/oEHHsCCBQtws1S649ChQ9i4caPN0SouLsayZcvwxx9/oGvXkgeBhg0b4uDBg/j000/Rq1cvyGQyLFnynzRKgwYNcOTIEXz//fcOjlZYWBg++OADsCyL5s2bY9iwYdi9e7dHjhZD3Mxul0gkiI2Nta3KoFROkcmClgt/87cZFAqFQqEEBBeXDkKQXFiMh5/K++mnnzB27Fi0adMGhBBcuHABW7ZswahRoxAaGornnnsOrVu3LqeFZjKZcPfdd+PYsWMAgA8//BBfffUVkpOTYTAYYDKZ0K5dOxw/ftw2XmZmJrZv327rY968eTh//jz27Nnjtt00okWhUCgUCqVa8fDDD2Pu3LkAShwme/gp2e3bt5eTZeHzajdu3Ihnn30W77zzDrp27QqtVou33nrL5oTxlM3FYhgGHMd5ZKvbjlZiYiJiYmI86ry2o5KxuLh0kM/Hyc7Kxv/9/HOl7UaOGIGIyIhy23XLVsB68wbUjzwCRaeOvjCxRqHT5eOHH36ATCbFgw9WrPJu+O135M59EiVr4ewpCZ2HfbAKqkEDRbPN22vBGZaUFGw7fAQ5+fno378/EhPFzVP67xwBjuep8nNU9tjzQ4fiTts2qH/8OJrv3ivK+TWbzVi//lsQQjBx4kSo1f6v36pb8SaK1n8LzZzHoX1sttf98deNQiHH5MmTwTCMV59LVeLNNe+L74s7WCwWfPPNOgDA5MmToVQ6X1RjMpnx/febYDKZ0adPHzRoUF80G8TixImTOH/+PFq0aIGuXe+ptL1KJs7iicGDB8NkMoFhGAwa5Pg727JlSygUCiQnJ6NXr15Ojz906BC6deuGxx9/3Lbt6tWrothWFrcdrRs3bvjEgJoMwzCCQ6SewAWroZJJKtXRCgtWO7VHf/QwuPPnoZx8P1Q+tpcUF8OcdAWMUiFqUnVVoicWyCUEGpWi0s83aPhQSA7sQ9GG7xy2s/HxCFmyWPTl8d5eC87IeedtaBkG+tatYCoqEP2aDho+FEEsU04Ly51zZH+sNTUV+Y3rQy4hSMzJQp2PV4tzfuVSRIeHIDc3F0X5uYgK800NPE8IWvgSyCsLAKtVlNqQN3U5kEsI4qMjoVaUPMF787lUJd5c8774vriFXIrgIAWMRiM4kwFBwc7L/ST98zdgMSEqLAQtmzby6WIlocREhOKShKC4ML9Kfu94WJbFP6XlwMrWMtVqtXj22Wfx9NNPg+M4dO/eHTqdDocOHUJwcDCmTZuGJk2a4JtvvsFvv/2GBg0aYN26dThx4oRP9Mno1GENQKPRYOLEiTAYDNi+fTtMJhPat2+P06dPg2EY3HfffdBqtS51YIL/9xKsN29C7qPyO/YUrHwfBatWI2jKZIS9+YbPx/MFnpbfkTVpAoSEQD1qJOSdO3mseu4J/LVgNBphvnkTXHY2pA0agLUTivVUOZoUFiKoVODUV8u4VUOHQDlooIO6uzvnSK/Xw9i5E6Tbf0HeqVMovn0bEgDRH3+EQpkMVg8FIV0RFRWF3NxcZGZmol69el73JwYMwwAiFeAuK1TKw38uOfOegnHrT1AOHIDwLz73u6SDPfbXfNG27dCv/gBsw4bQPjobstatwJSWpHF2Hdgf6wpfKa1rtVoYjUbo9Xqncg0WiwXnzp0DUKKbFYhOFuAfiYeyYzvj1VdfRVRUFJYvX45r164hNDQU7du3x0svvQQAmD17Ns6cOYOJEyeCYRhMmjQJjz/+OHbu3Cm6ndTRqiFoNBqYzWaYTCawLIu7774bly9fhl6vh8lkqvBGoezRHejRvUrslLZoASY0JKBu1J7iiSo8AGhmzYT6oWkgViskVaDDpNFooNFokPHQw+DOnEHwl59DNXiw4P4ivvoSCRcu4Orhwz4VJmRY1iOpAFeq3hyAn3/5BYB4qt5RUVG4fPlywAmXioUrRwso+VzUEyaADY+Aonu3gPzu8te8dcQIWBo3BhRyKDp18ujYqkatViMzM9OlxMPly5dhMBig0WjQpEmTKrbOfapS4qEyxfeffvrJ9n+GYTBv3jwHXSx7FAoF1qxZgzVr1jhsX758eYXjCRFtp45WDSItrUQFOyYmBizLIjExERcvXsStW7cC5ilcNWwoVMPvC9inM3fwtM4hADByuRuLyMVF2qgRiNEARuq+sJ4rQkqfuAOppllVqnrbK8QTQvx6/RKDATlz5oKNiUHIksVgvCwqbbFYkJOTA8C5owUAyp49oOzZw6txqgI2PAxs93v9bYZbVCRaynEc/vrrLwBAmzZtqkyfSghBQUGQSqWwWCwoKCigxaWdELifHsVjUkvzKPiSDry44q1bt1zWqLRmZqL48BFYbt2qEhsZ1nsNFX/j7tQhIQSWO3eqwiSnhL//HmL+2AVl/35e98WH6PV6vd9EHv1JeHg4GIaB0WhEYWGhX22xZmTA+NvvKPz+e8ADdWpX5OTkgBAClUpVbjk8xXdUJFp65coVFBQUQKVSoXnz5lVtmkfw9VCBqi3FU52gjlYNgo9o8Y5WfHw8JBIJCgoKXH4Big8eRNb4Cch9en6V2VndcTeiZT5/Humd70HWpMnVthh70U8/IWf2YyC//w6ZTAZCCAoKCvxtVpUjlUoRXlrqJiMjw6+2SIKDEbp8GYKfe06UhxZ7RfiK+iMcB2tKKriiIq/H9AWE46D/+hsYDxwAcbNouj9xFdEihNiiWXfddRekIuXh+RJ/5mlVB6ijVUPQ6/XQ6/VgGMYmwyGTyRAXV6JknZyc7PxAiQTSRo0gbdiwqkxF0ZYfkDl6DAo++bTKxhQTd3O0TKdPAwwDSUhItY3iFR85BsO2bbD8e6nWP7Xy02pZWVl+tUMSFgb11AehfdR7WQeg4vwse7JGjUFap84oPnhIlHHFxpqaBt1L/0P2g9WjvBfvaJV9cLl58yZyc3Mhl8vRsmVLf5jmMf4oLl2dCHxXmeIWfDQrMjLSQWCtbt26uHPnDm7duoU2bdqUOy5o5EgEjRxZZXYCgDU7G6bjJyCJrPjGHqi4G9HSPPQQVIMGgVSwosmXGA8cgP7DjyFt0RyhixcJ6kM9YTykDRtA0bEjQnJzkJ2dXWtvplFRUfj3339rXEK8u44WGx8HnGXB+dnRdInZBOWA/iAiSV74Gt7RMhgMsFqtYFkWhBCcOXMGANCqVSvIvcy/qyqoo1UxgX81UtyibH4WT926dXH06FGkpqbCbDZ7VHHcVyj79wcbFQVZm7v8bYogPJF3YOP8VxuP5Beg+OBBEFOx4D7kHdpD3qE9ACC4tCxFbZ0eCJSEeEtyMmC1go2NBePlKlaz2Yy8vDwAlTtaoSuWI2z1KjABcA9xhrR+fUSsXVN5wwBBqVSCZVlYrVbo9XqEhITgzp07yMzMBMuyaN3a93I7YkGnDiuGTh3WEMrmZ/GEhoZCo9GA47iAqVMpa9QQQWNGV1vBUnemDkkAJIzL7r4bYatXIXjBi6L0V9ufWsPCwsCyLEwmk19/UPLffAvp3XtC//XXXveVnZ0NQgjUajWCgipWvJeEhgask1UdYRimXJ7W2bNnAQAtWrSAqgqkYMSirMQDxRGvHC1CCL766isMHDgQsbGxUCgUYFnW5as6JPVVR4xGI3JzcwGUd7QYhkFiYiKAktWHZcm6fzKyp02H5U5gOGHVgcqmDjmDAWmd70Hu/GfBudDIqQqkdeIRNGY0FJ07CzrempGB4hMnYM0pubb4m2mgPLXyEYGKYEvFKsWAZVlbQrxfpw8ZBoxSCVaEkmh8Yn9l0azqQHVccGK/8jA9PR0pKSlgGMZpmkcgw0s81NbFMpUh2PPR6/UYOnQoDh06VC0v8JoEH80KDQ11+hRUt25dm56W/ZQHMZtRfPAgQAhC33mrSm223L4N89m/wCbWhbwa3VQ4jqvU0SresxdcWhqKDx0GU42Xyxt370Hes89B0bMHIr/bUE7ioTInx9fwqt6HDx/GjRs30LRp03LTLWKrekdFRSEzMxNZWVlo7KeIbPjqVSCrCCDCfZdP7HemTF4WYjIh/+13YLl+HeEfrAbjgY5cVZA5dBiIwYiw1e9Dflf1SEuwj2hdv34dANC0aVO/CKh6Ay/xkJOTA51OR7W0yiDY0Vq8eDEOHjwIlmUxefJkDBo0CDExMTRq5QdcTRvylJV5CA0Nte2L+HotrKmpkJQ+qVcV+i++ROHnX0A942GPHS29Xl/lJTP4MXknCygJkxeVLnW3H1M5ZDAif9gMTqfzr7Cl1YrC7zbCeisZiq7doOjR3W1Vb2K1wpyUBCYsDIxGC2K1QqVSQSaTwWw2o6CgwOE68hcajcb2BF2vXj1ERkaCWK2wXLoM8z//IGjsGFHHs8/TEgqxWj0uNSTGsc5wNxEeACCToXDt1yCFhbAkJ5eUlgoQCMfBfPkyYCyGpDRKFMjw9xP+/nD16lVbrlxiYiL0IpWOqkp4RytQIt6BhGCvaPPmzWAYBu+//75D9WtK1VOZo8XLPNy5cwfJycm2H0hGJoOyX9+qMtMBebu2MLVrW7KSyQNclV2xR6yyK5WN+X//939Ox2QkEijuqbyKvS8x7NjpUAxY/8FHkMTFIXTpkkqLAZc91rhjB9K6dEXo0iUIDg62rTwMBEfLmao5KS5GxqDBAMdBcW83sC6+F0Kwl3gQUm6k7LkFIPhz8eRYZ5hMJlu+nTuOFsMw0D75BBilEpIA+OwdYBjE7N0Dy40bYBMS/G1NhTi7n/BOFgDs2rVL9HtYVVDbczgrQnCOVkZGBqRSKR555BEx7aF4iNlstj2VxlWwws1eJT4QCBo1CtHbt0H76KMeHedJ2RWx8MeY3mDYsRM5s2Y7/CADAJeWhpxZs2HY4bpoamXHakojeIFyM+WTue1VzSVBQZC3bw95167gRH66Dg0NhVQqhdls9vgc+PJzqehYV/DThlqt1u08Nu3cOdA8MgNsgOV0MQwDaWIilD17Bry0Q3W7n7gLdbRcI9jRiouLQ1BQULXR+aipZGRk2FYNVfT0wztavMwDAJgvX0bxocOwlkbEKN6T+/QzKPjwI3ClixOqGmK1Im/hIuf5O6QkryfvlYW2VZGm02eQv/J9GH79tfJjAcgPHwEQOAnxrlTNo/5vK6K2fA9Z06aijieRSGz5TJ5MH7rzueQ+Mx8FX37lsKvo/36G7t33kLfgpQo/F92ixR6vdK1JifAU/0MlHlwj2NEaNGgQ8vPz8e+//4ppD8VD7KcNK8oHcibzULh+A7ImTIT+iy+rxFZXkBqyHNiSmoqi7zcjf8UbICaTX2wwHTteLupRFi4tDaZjJZpYppMnUfDW2zBs2175sYRAdfMmgMB5auWjMlXpLPCOlicK8e58LqSgAPoPP3TYZvhxK/TvvFuxSCghsKak2D5Td/EkEf6/oQis6ekw//OPR2P5GsOuP1C4bj3MV67625RaC5V4cI1gR2vBggUIDw/Hk08+aYuQUKoe3tGqaNoQcC7zIAkLLSm/U7++T210RcGq1Uht3wH6Tz/zy/ju4u5NQxISgtC334Jm9ixRlt4LwZqR7lE7afPmCJoyGYpu3dw6Vl0q9RAoT62VJXMTjhN9VbSQhHh3PxdZu3YOfyt694L83m6ijsHjUSJ8KaYTJ5DWviOyH3rYo7F8TdHGjch7cQGK//zT36bUWqjEg2sET2YnJiZix44dmDBhAjp06ID58+ejY8eONl2Qio6jiAPHcUhPL7m5ukqEt6eszEPw008h+OmnfGxlBRACLj0D5ouB9XRsT35+Pg4cOOBWW0lQENST7vexRRXDRrvn4PHtlD17QNmzBwCguHRasCLUpYnngSDxYDabbfpxZZ0FQgiyJ0+B6fQZRO/eBamICdJCEuLd/Vy0ZXJeNdMfgqxZM2QdOizaGEBJnhD/Y+hJREvaoAEgkQBSKYjFEjD5UPKOHUHMFshaVY/agDURKvHgGq++Jc2aNcPw4cPxwQcf4OGHK3/CYRgGlmpQVb26kJWVBYvFAoVCgbCwsErbVyTz4A9UY0ZD0b07pM2bid73mTNn0KdPH8FyI4QQXLp0CYcPH65W16y8S2dI4uLApaU5z+lhGLBxcZB3KS9i6s6xqpCQgJF44Ke+nKmaMwwDLicXRK+H+exfojpaIXbnIDc3FxEREZUe4+vPxdWxruCjWSEhIW6VkuKRREYi/moSmADLzdU+9ii0j3m2sIYiPlTiwTmCpw6zsrLQrVs3fFiaU0AIqfRF523FhZ82jImJcUuviZd5AIDk5GSf2uYO0rp1Ie/QHhIfiHpev34dP/zwgyC9I4PBgN9//x0HDhyAxWJx+4nfeOgQSLHwuoJiwLAsQpcuKf2jzDVR+nfIksVOtZfcOTZ0yWJb0qu/87TsE+GdEfLaUkT/8TuUgweJOi7DMB5PH/r6c3F1rCuETBuWDMcEnJNFCRzoykPnCHa0lixZgosXL0KlUuGVV17BwYMHkZSUhOvXr1f4ooiHu/lZ9vCrD5OvXkXGgEHInvFItVL2VyqVlU7VSCQSKJVK6HQ6/PTTTzh9+rTbTn5ycjK2bNmCmzdvQiKRoEuXLujfv3+lU2QSiwXGF1+Ccb9704y+RDV0CMI/+xSSMtPJbFwcwj/7tELNJXeODZSbaWXOgqJTJ8hatPDJ9JaQlYeqoUOgfe5ZMKWOKo9Yn4snCEmED1SIyVStFtRUdemoqiTQynQFCoLvQL/88gsYhsFXX32FCRMmiGlTOT7++GN8/PHHuHHjBgCgVatWWLhwIYYMKbm5GI1GzJ8/Hxs3bkRxcTEGDRqEjz76CDF+SkiuCgghlQqVOqNu3bo4evQo0rKyYEhKgsLP6uXGY8dh2LIFbGwsFF27Vqp0rdFoULduXdy8eRMN6tdHK1YKa0422PAIyFq3AlN6g5JKpTh48CCuXbuGkydP4tatW+jcuTNkLorims1m/PPPP7hy5QqAkgLCffr0sf0QTZw40aWuDVdUBMu3GyBNSICydy8vz4g4qIYOgXLQQEEq4pUdGyjLuP2x4hAoyU/jp9tSU1PLrT6sqDKB5coVEJ0OylGjoBrQT9TPxROERrQAwHjgAIq+/Q6yNndBO8f/YtVF32+GbtFiBE0Yj9Dly/xtTqXwpaOqurpFVRAo0e5AQ7CjlZGRAblcjrFjx4ppj1MSEhKwYsUKNGnSBIQQfP311xg5ciTOnDmDVq1a4emnn8b27duxefNmhISEYO7cuRgzZgwOHTrkc9v8RV5eHoxGI1iW9eipNDQ0FFqtFgUFBTCvfh/RLhyPqsCwYydy5z0FUiqCWYD3KlW6NpvNuHPnDgAgfuUqkL/+ggQAAWApc2y/fv2QmJiIQ4cOIT09Hb/88otbdrVu3RqdO3d2yO/SaDQV3/gWvFjyCiAYloWiW1fRjw2EiFZxcbFbquaGXX/AdPIk1FOnQlon3utxy6p65+Xl4ccff3RoU5Gqt6x1a1iuXYNm6gNQdOni8fjefKY8RUVFKCwsBMMwgiJa1tQ0GLZtA6fTBYSjZbl+HcRoBPx4L/OUSu8n1ZSyEg+eVk6oqQg+C/Hx8ZDJZFWy6mj48OEYOnQomjRpgqZNm+L111+HRqPB0aNHodPp8OWXX+Ldd99F37590aFDB6xZswaHDx/G0aNHfW6bv+CjWdHR0R59BgzD2KYP08LCoBo82Cf2VQavdM07WTyVKV3fvHkTFosFQTm5CPnrrwqPZRgGTZs2xbhx49xKWAaAe++9F926daM1OysgEKYH3FU1L3j/feg/+BCmkydEGddbVW/t7FmI3r5NkJMlFnw0KzQ01GWEtyIUnTshZNFCaOfOEds0QQS/+AJiDh6AZvYsf5tS66ESD84R7GiNGDEChYWFOHnypJj2VIrVasXGjRtRWFiIrl274tSpUzCbzejfv7+tTfPmzZGYmIgjRypfrl5dSS0VP/QkP4vHvhyPP/Kz3FHJ5pWuucJCGH7fBeOevQCApMuXAQDx58+j3ISnC5VsrVaLHj16uGWbp9PNpgt/w1zLRHv56QFe4sEfuDv1pRo2DEGTJ4GtE9j176oSb6YNgRKJB82smVB0v1dMswTDyGSQNmgAaZ06/jal1sNLPAB0+tAewY7Wyy+/jPj4eDz66KMOBTF9xfnz56HRaKBQKPDoo49i69ataNmyJdLS0iCXy8stM4+JibFFfZxRXFyM/Px8h1exn1eMeYKQ/Cye+Ph4SBgGBQUFyEmu+tqH7qhk80rX1rR05Ex/GDlz5sJgMOD27dsAgDrnLzg/0IVKtq9C2PlvvoWMfgP8rq5flahUKshkMr8+tVa24pBH+9ijCHvrTSg6dqgKsyrE/O+/AZG0XZMS4SmBR6DkcAYSgudHLly4gGXLlmHevHlo2bIlZs6cic6dO1cqWNqzZ09B4zVr1gxnz56FTqfDli1bMG3aNOzfv19QXwCwfPlyLFmyxGHbokWLsHjxYsF9VhV6vR56vR4MwwhK+JfJZIjIyERmVCRuHDmCiHpVKyLriXo5Wy8RsrvvhkStxtWrV0EAhNxJgSY7W5QxvIFwHCQqFSCTQdFL2HX9/+3deXxTVf4//tdNmqR7aVq6sZZdZdEpW2VABGRTR0Z+7qOAIssUHKmKU0dpUUZUvoo7qCB8nBEVFFwQBAQKouzIQAU6UOtUoXtp2nRJ0+T+/iiJTdc0uTc3aV/Px6MPJbnL6eWSvnvOua/ji2y/tRYXFyuWx6bURHhXWYqLUTBhIlR6PaJ/OACVQvNzRFG0F6lRUVEuH8dSUoLarCyo47pIMvfN5XYUFcH4zrvw69sXQXfeoVg76HfeMIfT27hcaI0dO9b+tJrBYMCyZcta3cedwFKtVos+ffoAABISEnD06FG89tpruOuuu1BTU4PS0lKHD/z8/PwWe3tSUlKQnJzs8FpbgvuUZOvNioyMdGmOBQDE1taiEEAuPD902Jb0cr8uXRC19UsAwIHPPwcAdDl9WrJzuENQqaB/ZxWsZWVQNXhkv70LCwuzF1qe5kqquaWwEIK/P1St/CIol9r//hdCUBDU0dGKFVkAUFFRgaqqKgiCAL1e7/JxDCn/QNXWrQhLXYLgOQ9L2MK2qc38L4xvr4I6Pp6Flpfwhjmc3sat8RRnQkrlCiy1Wq0wmUxISEiARqPB7t277e9lZmYiJycHiYnNP52j0+kQGhrq8OUrhZZtfpYrw4Y2/R9ZCADIMxo9vlalLem6UfiijSBAHRfnkHRtMBhQUFAAQRDQpbCo+X0BqCIi2pSS7a6OVmQByg4PtDXVvHj2w8i79g+o3rFT7qY1S5eYiNiMU9C/v0axNgC/Xzu9Xu/WAx9+vXtB3bVr3XI8ClJF6BE0ayYCb/uTou2g33GOVmMu/0vzZMp7SkoKpkyZgu7du6O8vBwbNmxAeno6duzYgbCwMDz00ENITk6GXq9HaGgoFi5ciMTERIwcOdJjbfQkd+Zn2dSPebh06RJ69OghVfNaZUu6Lpkzt65gqj8pvpmka1u+VZcuXRCT8vem972i0wvL7fuKoihLTpjVYAAEoUMWWYCywwNtncyt7tIFEATUXpnfpxRBo4HflQdRlOLuRHibkCceR+jiJ6Rokls0Awag07LnlG4G1cOIh8Z84goUFBTggQceQP/+/TF+/HgcPXoUO3bswE033QQAWLlyJW655RZMnz4dY8aMQUxMTKNsm/aiurravpCuO4VW/ZiHX3/1/IT4tiRdi6JoL7T69OnT/L5xcdC/9659X0tJCQonTkbVzl2SpzEb161H7rV/QPnrbzi1fXuj5PCAsxPhbUIeWYjYzLMIffRvbp/b11O9pSq0lAw5Ju/GiIfGfCIsaO3alp/o8vf3x1tvvWVfd7E9s/VmderUCQEBAS4do3r3HpS98CL0E8YB4eH2mAdPf3g6m3RdWFgIg8EAtVqNnj17Or2v8c23YD5zBmXPL0fUrh32NGbRYoE546cmE+VbCxEULRbUHD6C6h07AJMJghsTin1Zw4gHT+Tp2bR1IrzayQw1ZzRM9U5PT0dJSQmGDx+OrlcWrm54H5W/9jqq9+9H8MOzPZ5bZzQa7W0VRREFBQUAAD8/PxQVFflsArmNpbgYKr2ehZ8XsT0sU1JSAoPBYP+lrCPziUKLfifFsGHtL7/AfOYMInr3hioiAuXl5Yo9PeZM0rWtN6tnz57Q1lvQtrV9Qxc/AQgCAqbdBkGjQbBGA/X+71C6JBVibm6zifLNqdq2HaVLUh2iKcpX/D+oQ0PbvNacr7NFPJjNZpSXl3vs3nE31VwK9VO9w8PDUVJSApVK1Wx7qnbtgvnHk7De8f95spmNUuzr27u3LpeupRT71lx+YjHMGRkIf/NNaHr3cru9bSVarcgbPgKCSo2o9L2KPv1IjmyFFifE13G50Hr22Wdd2m/JkiWunpIgTaEVcPNU+MXHQwgNRWx+Hi5evIicnBxFCq3WWK1WZGVlAQD69u3bpn0Ff3+EPfO0/c9V27aj5OHG6dG2RPmWFue1Jdk3nBNmzc9vdd/2SKmIB1dTzSu//ArV27Yh4NZbEXDzVMnaYytQjEZjs9vo33oT1Xv3wn/cOMnO64y2pNi7UmiZT52GOSMDtVlZihRa1sJCoMYMUWWBOrpj9ix7K0Y8OHK50EpLS2tTd61taIqFluvMZrP9B40rifA26pgYqK8Uat1OncLFixfx66+/YvDgwZK0U0oXL15EVVUV/P397UMzrhAtFpQ+/Uwzb9YVT6VLlsB/0kQIajXE6mpYioogqNVQRUW1nGQvCDCkptn37SiUiHhwdY6R+dQpVH21FarwcFkKrZbmovj16IHgmTMlO6e3CHlsESCK0Cb8QZHzq6OjEZd1HpbcXAhcMsurMOLBkct355gxY1ostAwGA86ePQuTyYTw8HCv/CHuawoKCiCKIoKCgiSbV9GtWzccOnQIubm5MJvNLudyyeX8+fMAgF69ern19ErN4SOw5rccYmrNzUPN4SPQXZ+ImtOnUTTtdqjj4xH+0ostJ9nXS6N3d8FfX6JExENbJ8Lb+E+aBFWnTtCNul7S9tgCmlvq0WqvAiZOVLoJELRa+HnwiWlyDiMeHLlcaKWnp7e6jdFoxIoVK/DPf/4Tt956a6OAUGqb+sOG7kz+rPp6G1RhYdAk/EHRmIfWmM1m/PLLLwDaPmzYUFvS6AEAggrw10HQadu+bwfh6eEBURTtE+HbmmquGzYUumFDJW9TS0OHosUCw3PLoBs1Cv5jb4DgZb/EEMmFEQ+OZP3ug4ODsXTpUixevBiLFy92qjij5tkKLXeGDUWrFSULFqLorrthLSlRPOahJf/73/9QW1uLkJAQt5YLAdqWRg8AuqEJ6JJ1AdG7v23zvh2Fp4cHpEo1l5Kt0DKZTI2Cf83/OYWK99bg8sJHlGia7MSaGtQcP4Gqr7cpcv7y1athWP4CzFd6vcl7BAYGQq1WM+LhCo+UmY899hhEUcSKFSs8cbp2yWq1Iv/K0Jc7E+HFqiroRo6AX9++UF8pXuoXWmJT85AUYhs27Nu3r9uPb7uSRi/Fvu1Zw4gHubmbam6trITp6FGYz56VrE1ardb+JGzDXi0hNARBD9yPwDvvaJe9WVaDAYV/ug0lc+dBNJk8fv7KjZtgfPMtWC5e9Pi5qWWCIHBCfD0eKbQiIiLQqVMnHDlyxBOna5eKiopQW1sLnU6H8PBwl4+jCgpC5EcbEJ2+x/7hHxcXB5VKZY958AZVVVX47UqSt22NS3fY0ujr/tCgYGomjV6KfdszW8SDp35rdTdss/z1N1A07XYY174vZbOaHT7U9OmDTsuf//3eaWdUkZHw69MH2sREWBWY9Bw0YwaCZjwATb/+Hj83tU7JZbq8jUcKrfLycpSWlqKiosITp2uXbMOG0dHRkofzaTQa+3BkTk6OpMd2VVZWFkRRROfOnSWLDmhLGr2U+7ZXtogHwDO/tbpbaGmHDIYqOgpCUJCUzXLqyUMlyJ1iLwgCovftRedNn0DtZtK8K4JnPIBOz/8T6jjXp1KQfNij9TuPPBP78ssvQxRFxMfHe+J07ZIUC0k3x2g0Qq/X4+LFi8jKykJcnGPwnxLp0fWX3JGSs2n0Uu/bXnkq4qH+RHhXCy3/SZMQO0X6gripHi1z1s8QNH7w695d8vM5q36K/bFjx5CTk4OrrroKV111lX0bX0+GJ+/FiIffuVxo7d+/v8X3q6ur8euvv+Kzzz7Djh07IAgC7rnnHldP16GJoijJRHigbvik6qutCLr/Lwh64P5G6dGFhYWN1ol0Jz3aFQaDAQUFBRAEAb1795b8+M6k0cuxb3vkqeGB8vJymEwmqFQql4fOBZmefGqq0CpfuRJVWz5H6NP/QMj8ebKc1xm2FPuamhoAdZ8fSiXqS8lypXdTFRnJ5Xe8FCMefudyoTV27FinbnDb5Oobb7wRTzyh/Grvvqi0tBQmkwlqtdrtD0nz+QswnzkD65UfCnKnR7vC1pvVpUsXBAYGeuSc5BpPDQ/Yhg0jIiIkWVdRyrU9myq0xOpqQK2G9rprJTmHu2x/P1KvO2c6dAiGZf+EOq4LIt5dLemxW2Jc/Q6Mq99B8Nw5CFvSTBAxKYoRD79za+iwpSfU1Go1wsPDMWTIENxzzz2YOXNmh77Q7rD1ZkVFRbn9Qyb08WQE3j4NflcWZ/Y2oijKNmxI0vPU8IC787NsqnbuQvkrK6EZNBDhK16SomlNhpZGrHkPVoNB8vlgrqipqUFVVRUA6QstqFR16zgWFUt73FZYy8rqnva98sQ0eR9bxIPFYkF5eXmHXlza5ULLarVK2Q5qgW1+lrvDhkDdciDenKRcWFgIg8EAtVqNnl5aDNLvGkY8SNHb1BSpCi0IAsynT9f1OEnE1qNVUVHh8Ju7ykt+sNiKYH9/f4dF2aWgueoq6N97F369PDv/NnzFS+i07DmI/DnktWwRDyUlJTAYDCy0yLtJsZC0r7D1ZvXs2VPyHwokPVvEg9lsRnl5uSyLS0sxEd5GN2wo9O+shmaIdEuCBQYGQqVSwWq1orKyEkEBAV71gISt0JLjB50qJESxJ24FnQ6cneXdQkNDUVJS0uEnxHMsz8sZjUYYjca6R6mj3Uset1ZUoHLTpzB9/4NErZOW1WpFVlYWAPeX3CHP8ETEg8FggNlshlqtdruQU3XqhIBbboafhENOgiAg6MoQoeHiReQOHoLiOfMgNkiKV4rt78X290TkKYx4qMNCy8vZerMiIyPdXvC5NvsXXH50EUr+miRF0yR38eJFVFVVwd/fH127dlW6OeQkuT9M6y8k7a3zPG3Dh6U//gix1ABLdrbXpMHLNRHepjY7G5VbtsB07Lgsx2+o5j//Qcn8v8L4/jqPnI9cx4iHOm4PHV64cAEbN27EqVOncPny5UbrfdUnCAJ2797t7ik7FCnzswRBgG7MaAjBIW4fSw62JXd69erltT9QqTG5Ix4km591haWwEKb0fRCtVgTddackx7QVWjX9+qHzV1/an+r1Bra/F7l6tCo+2QjjG28i6IH7oRuaIMs56jOfzkDVl1/BaqxA8IOzZD8fuY4RD3XcKrSeeuoprFixAlar1ak18ph30nZSzs/SXHM1Ij/a4PCaLT26pYgHlUrlcnq0s8xmM3755RcAHDb0NZ7q0ZKq0DKfOYPLjy6CumdPyQot+5OHFRXQjh4tyTGlInePlnbgQGhHDIfaQw+vaIcmIPSZp6FuEKxM3ocRD3VcLrTefvttvPDCCwCA+Ph4jB8/HtHR0S4t9kq/MxqNqL7yRJTJZMLly5cB1C2TU1RUJHmSc/306IYyMzPx008/QRAEyRcNrv99AnULWtfW1tonFhuNRiZW+wg5hwesVqtkE+FtNIMGQzt8GLTXXgvRapUkyLS59Q6VJmu0wxUBt9yMgFtuluXYTdEMGADNgAEeOx+5jhEPdVyuilatWgVBEDBz5ky89957HbZSlVLDlPb6tm3bBkCelHZbenRDer0eJSUlyM3NxZ49e3DbbbdJ8vfc0vdZWVmJLVu2eDyNnlwnZ8RDaWkpLBYLNBqNZB/San04Om/Z3PqGbWC7T8t++QXmCxeg8ZIMODmjHYhaw4iHOi7/1LQ9hv/KK6+wyJJIW1LaXVH88FzkT5gI04HvndpepVLhxhtvhE6nQ2FhIY4dO+bSeRuS+/skz7JFPIiiKPnCygUFBQDqJsJ789QDe49WbS1MR48q3JrfyRnt0BRnppC4dXyrFaZjx2EpKZH9XCQNTy3T5c1crpDCw8MRFhbWYStUX1SbmYnas2eBNhTGwcHBGH1lzsnJkydx6dIluZpHPkrOiAephw3rE0XRvmaeu2yFlkWng2rUKEmOKQVPRTtcXpSM3EFDUL3rW1nPY8nNQ9Ft05B3XQIg8XQGkgcjHtwotIYPH46ysjL7ByF5P/2adxHx7w+guebqNu3Xq1cv9O/fHwCwd+9emEwmOZpHPkyuD1OpJ8Lb1GT8hNyrB6Lwlj9Jcjw/Pz/7AyOVXrQ+p9wT4W3EyipYS0pQm50t63msl0ugjo2FX48eEDgf2Ccw4sGNQuuJJ56AIAj45z//KWV7SEaafv3gf+ONLi0Ncv311yMsLAwVFRX47rvv2G1PDuQYHrBYLCgurltDT+pCy69Hd4hlZbAUFdatmyeBptY8VJrc0Q42IYv+hs47tiPo/r/Ieh7twIGIOXYEUbt3yXoekg4jHtwotEaNGoVVq1bh7bffxrx58+yP5lP7pNFocOONN0IQBPz888/473//6/KxuE5m+yNHj1ZJSQmsVit0Op29iJGKKiQEUXu+Rdy5s1C5WYSIFguqvt6GIJ0OgHcVWp7q0dIMGADtwIFQeag3z1vCYKl1DSMeOiK3+l5nz56N4uJipKSk4L333oNer2/xA1EQBPsSK+RZtdnZMB09Bk3fPtBed51Lx4iKisLQoUNx9OhRfP/994iJiWnzB3hpaSnS09NdOj95LzmGB+onwssxEV5zZTjcXeb/nELJnLkQ/nQrcN21XlNoeSLagag1jHhwo9CyWCx44IEH8PHHHwOom1haXFxs7+pvijc/NdTemX44iNLFT0I3fjwiP1jv8nGGDBmC3377rc2RD6Io4uzZszh06BBqa2tdPj95JzkiHuScCC8la5kBfn36ICQiAoD39Gh5MtpBtFhQtfVr1GZnI2T+PAhXevekVpK0ABAEhD6WDL/4eFnOQdJixIMbhdarr76Kjz76CAAwevRoTJo0iYGlbnImpV2tVruU0q6K0EM3ZjS0113rRgt/j3z47LPP7JEPw4cPb3GfyspK7N+/Hzk5OQDqesaKiopa7EZ29fskZdgiHsxmM8rLy91e/BmQbyK8jbW0FMb31qD2f/+D/s03XD6O/9ix8N83FhWZmcC+fV5XaHnkB5tKhdInFkOsqEDAzVOhkWF1B9FqRdU33wDVJoQ+/pjkxyf5hIaGoqSkpMNOiHe5Klq7di0EQUBKSgqWLVsmZZs6rJZS2m1cTYYPmDwZAZMnu9M8O1vkw7fffouTJ08iJCSk2R+GhYWFOHr0KKqrq6FWqzFs2DAMGjQIFRUVsnyfpAxbxENxcTEMBoPbhVZtbS1KSkoAyNijpdWi/LXXAVGEcehQaPr1g3bEcAhO9saJFgtqDh+BpSAf6qhoBPfuBQCSZ4m5ylPRDkDd33/ALTcDVisEtUy/bFut0L/xBmqzs6HmovM+wbYCiObKnLq8vDyH5eTa+jm/fPlybN68GefOnUNAQACuv/56vPjii/an4oG6nMbHHnsMH3/8MUwmEyZNmoS3334b0dHR9m1ycnIwf/587N27F8HBwZgxYwaWL1/u0FGUnp6O5ORk/PTTT+jWrRuefvppzJw506Xr4PK/iF9++cVeaJF0mktp9za9evVCr1698PPPP+O7775rdXu9Xo9x48ZBr9cD8J3vk5wXFhZmL7TcVVxcDFEUERAQgKCgIAla15gpfR+EoCCIRiMM/3gaAKCKjUWnZ5ciYOqUFvet2rYdpUtSYb2y6DsAmOPjgQf+gqqqKskT8l3hqYnwNuGvvCzr8QU/v1b/Xsh7NLUCyM8//4yff/7Z/ue2rgCyb98+JCUlYdiwYaitrcVTTz2FiRMn4syZM/bPiUWLFuHrr7/Gpk2bEBYWhgULFuD222/H99/XBXVbLBbcfPPNiImJwQ8//IDc3Fw88MAD0Gg0eP755wEA2dnZuPnmmzFv3jx8+OGH2L17N2bPno3Y2FhMmjSpzdfC5UIrPDwcVVVVsn0Ikve75pprHP7RNKdPnz644YYbFP/BQ/KSMuJB7onwVdu2o2TOXKBBTIk1Lw8lc+ZC/+47zf5Qb25fv19+gcpshlWjQUVFhUd6klriqWgHoqa0ZQUQZwutb775xuHP69evR1RUFI4fP44xY8bAYDBg7dq12LBhA8aNGwcAWLduHa666iocOnQII0eOxM6dO3HmzBl8++23iI6OxrXXXovnnnsOTz75JNLS0qDVarF69WrEx8fj5Zfrfnm46qqrcODAAaxcudKlQsvleAfbN3Xx4kVXD0EelDciEfkTboKl3m/g7tI4+Yj14MGDWWR1AFJGPMiaCG+xoHRJaqNCqe7NutcMqWkQm/gh0dK+gigi4Mr3XuYFmUGe7tGyEWUKNK7JyEDNjz/C6iVz4Eh5tnvcNlJy/PhxmM1mTJgwwb7NgAED0L17dxw8eBAAcPDgQQwaNMhhKHHSpEkoKyvDTz/9ZN+m/jFs29iO0VYuF1opKSnQ6XRYvHixq4cgD7GWl8Py22+oPXsOAn+7JZlIGfEg50T4msNHHIb8GhFFWC5dQsmcuSh9+hmI9R7aKH/9jRb3DSit++A3nDotWXtdoUS0g/nMWeRe+wfk33CjLMcvf2UlCm/5Eyo3fSrL8cm3WK1WPProoxg1ahQGDhwIoG4OmFarbTRHNDo6Gnl5efZt6hdZtvdt77W0TVlZmf3fVVu4XGgNHjwYmzdvxvbt2zFlyhTs3bsXFRUVrh6OZCQEBCBqz7eI2PBvqDjUSzJpGPHgKrPZjNLSUgDyFFqWgnyntqv+Zgcq1q136L2qOXGixX0CyuoKrfLSyy63TwqejHawUXWOhLWwEJbffpOlV0sVFgZVdBT84ntKfmzyPUlJScjIyLBHTHkzl+do1R8K2rlzJ3bu3NnqPoIgMENJAYKfHzT9+0sW0EjUFKkiHoqKiiCKIoKCghAoQ9K4Oiq69Y0ABEyfDr9uXYF6c8R0I0fCtGdv8/tc6dGq1HimuGmOR6MdrlBFRqLz9q/r1iGUIUcrfOUrkh+TfNOCBQuwdetW7N+/H13rPYEaExODmpoalJaWOnz+5Ofn2592jImJwZEjRxyOl5+fb3/P9l/ba/W3CQ0NRUBAQJvb63KPliiKLn0RUftki3gA3JunJXd+lnbEcKhiYx0KKAeCAHVcHMJXvozQJx6HUC+QN3je3Bb3DbhS4FQGtv3DWEqejHawEQQB2sGDXVpLlcgZoihiwYIF2LJlC/bs2YP4BqG1CQkJ0Gg02L17t/21zMxM5OTkIDExEQCQmJiI06dPo6CgwL7Nrl27EBoaiquvvtq+Tf1j2LaxHaOtXO7R2ru3+d/qyLuYDh9G7S//g/a6a6Hp10/p5lA7JkXEg20ifGRkpFTNciCo1ej07NK6JwcFwXFi+5UCKmxpWpN5Wq3ta5sMr/Q0CqUmwhPJKSkpCRs2bMAXX3yBkJAQ+5yqsLAwBAQEICwsDA899BCSk5Oh1+sRGhqKhQsXIjExESNHjgQATJw4EVdffTXuv/9+vPTSS8jLy8PTTz+NpKQk6K70xM6bNw9vvvkmFi9ejAcffBB79uzBxo0b8fXXX7vUbpcLrRtuuMHVXcnDKj/9DJUbPkLI449JWmjJmWRPvkmKiAe5e7QAIGDqFOjffadRFpY6NhZhS9NazGtqad+YJ58E8nJhNBohiqJiy44pFe1gPncO1bu+hTouDoHTb5fsuJWbt8C4bj0CbrkZIXPnSHZcko8cPx9WrVoFABg7dqzD6+vWrbOHia5cuRIqlQrTp093CCytf86tW7di/vz5SExMRFBQEGbMmIFnn33Wvk18fDy+/vprLFq0CK+99hq6du2KNWvWuBTtALi5qDT5Bk2/ftDdMAaaAdLO0ZIzyZ58k7sRDyaTyb6v3GscBkydAv9JEx3S3Z1Nhm9uX1EQgDVrYLFYUFVVJcscM2co1aNV85//oOyFF6EbM1rSQst85gzMJ064vYQYeY4cPx+cmX7k7++Pt956C2+99Vaz2/To0QPbtm1r8Thjx47Fjz/+6HTbWuIThZYzsftjx47Fvn37HPabO3cuVq9e7enmep3gh2cj+OHZ8hybCe+E35fasH0QXr582T4ECLT8gWrbF4B93kRgYCCMRiOMRqOsxbqgVkN3vWvzLpraVwAQFBSEiooKGI1GRQotJaIdbLQDByFg+nTJC6Kg+/8C7ZAhUHfvJulxSV78+VBHEJ0oEW2LAWs0GsTGxjq81lbdu3dv8z6TJ0/G3Xff7RC7n5GR4RC7P3bsWPTr18+h+y8wMJCpyEQya2qpjYaaW2rDnX291RdffIH8/HxMmDABvXr18vj5i4qKsHnzZvj7++OBBx7w+PmJyJFTPVq2mf0DBgywJ6c2nO3vDFfjHVqL3bcJDAx0WLCSiOTnzlIbcizTobTg4GDk5+fDqFCCuRLRDkTUPKfiHZqKZ3Al2sFaL2HZHQ1j920+/PBDREZGYuDAgUhJSUFlZaUk5/Nl5gtZuHTNQBROk26+BJErsrOzce7cOYev7OxspZslOVtBqFShpUS0Q0PWykrJlsqxlpai8osvUJORIcnxiDzNqR4t24dh/bXtlPqAbCp2HwDuvfde9OjRA3FxcTh16hSefPJJZGZmYvPmzU0ex2QywdQgvVin09kf72wvLLm5EEsNsHrB2mvUsUk1sdTb2Qqt8vJyRc6vdLTD5cV/R+WHHyJ0yTOSPCFo/ukMLv91AdTx8Yg5sF+CFhJ5llOFVo8ePZx6zRNssfsHDhxweH3OnN//QQ8aNAixsbEYP348srKy0Lt370bHWb58OZYuXerwWmpqKtLS0mRpt1J0w4Yias+3EFt48oPIE2JiYhr9ImMymexZOO2F0j1aSkU72Kj04QAg3QL2KgHaYcOgdmF+L5E38ImnDm2ai91vyogRIwAAFy5caLLQSklJQXJyssNr7a03CwAEf38uvUNe4frrr28UQmqbuN2ehISEAFB+6FCpHq3gOXMQMncOVOHhkhxPl5iIzp+3r3uEOhafKLREUcTChQuxZcsWpKenOzUR/+TJkwBgf0qyofY4TEhEyrP1aJlMJpjNZocpF3JTMtrBRq2XpsAiai8kKbQuXbqE06dPo6SkBGazucVtXXncuLXY/aysLGzYsAFTp05FREQETp06hUWLFmHMmDEYPHiwS99Te1H5xRcQq03wHz0a6rimi04iko5Wq4VWq0VNTQ2MRiPCJerZcYZt2NDf3x9arbILWxNRHbcKrdOnT2PhwoX47rvvnNpeEASXCq3WYve1Wi2+/fZbvPrqq6ioqEC3bt0wffp0PP30020+V3tjfPNtmM+cQcS/PmChRbJwZ6mN9rqMU3BwMEpKShQrtJSOdjCuWw/zmTMIeWQh/Lq5HjIqWq3ITxwFdWws9O+vgbrBk+ZEvsDlQiszMxOjR49GeXk5RFGEVqtF586d4ecn/Whka5mq3bp1a5QKT3W0o66HKqoz1Ao9vEDtnztLbbTXZZzqF1qe5A3RDgBQ+fEnMGdkwP+mm9wqtCy5ebD89hsseXlQMXyafJTLVVFaWhrKysoQFxeH1atXY8qUKVA7sUYYeVantFSlm0AdgDtLbbTHZTqUinhQeiK8TeBdd8I68Sb49XTvFzx150h03v41LHn5EGT4JZ7IE1y+c/fu3QtBEPDBBx9g3LhxUraJiMinKRXxoHS0g03wg7MkOY6g1UI7eDDQsafako9zKhm+KQaDATqdrtG8KfIezqx0TkTSU6rQ8pYeLSL6ncuFVmxsLNRqNVQqlw9BMqv6bDMuXTMQl59YrHRTiDoUJbK0vCHaoT6xqgrmC1luHaNq69eo+morLEVFErWKyPNcrpJuvfVWVFZWdphlNXyRbfkdtBK5QUTSsvVoVVRUSLbGa2u8KdrBUlyMS337o2DsjRAbLHXWFmWvvIKSefNh5jqH5MNcLrT+8Y9/IDIyEo8++mijNQPJOwQ9OAtRe3cj5G+PKN0Uog4lMDAQKpUKoih6bHF7b4l2AACVXg8hMBBCSAgs+fkuH0c7dCi0CQnw69VLwtYReZbLk+Grq6uxbt063H///fjDH/6Axx9/HMOHD7d3mTenO9er8hhVUBBU/fop3QyiDkcQBAQFBaG8vBxGo9EjT1V6S7QDUPf9xxw9DCE0FIIguHyc8JdelLBVRMpwudCqvwxOaWkpZs+e3eo+giCgtrbW1VMSEfmM4OBge6HlCd42EV7lJe0gUprLhZYrT7TxKTjPKl/9DlTh4Qi45WaogoKUbg5Rh+LpLC1viXaQiiiKbvWGEXkLlwut7OxsKdtBEhNNJpQ9twwA4H/TTQALLSKP8vSTh97Wo1Vz5gzKXlwBQETI3LnQjhgOwclQa9FiQcmChTCl70Pg9NsRtjTN6X2JvI3LhVYPLuni1USTCYH33A1LQSFU4Z2Ubg5Rh+PJLC1vi3ao2rYdpX9PgbW4GABg+nY3VLGx6PTsUgRMndL6vktSYc3NBQBUrFuPqm92OLUvkTdiCFY7pQoNRfj/W4HID9az+51IAZ4stLwp2qFq23aUzJlrL7JsrHl5KJkzF1Xbtre+75Uiqy37EnkrFlpERDKoX2jJPT/VW6IdRIsFpUtSgaa+3yuvGVLTIFosdV8mE8SamjbvS+RLnBo63L9/P4C6bJihQ4c6vNZWY8aMcWk/ahvRYuGcBiIF2Qots9mMmpoa6HQ62c7lLdEONYePNOqNciCKsFy6VLddeRlKHpwNbUICOn/5eZv21V2fKH3jiWTiVKE1duxYCIKAAQMG4KeffnJ4rS0Y7+A5hrSlqPxsM0If/RuC5zysdHOIOhw/Pz/4+/ujuroa5eXlHim0lO7RshQ4F05qKciHEBDg8r5EvsTpyfCiKDZaSqKt3eGMd/Acy6VLEA0GQKtRuilEHVZwcDCqq6thNBoRGRkp23m8JdpBHRXt9HbaYUMRe+4McKXnvS37EvkSpwqtptbq8tT6XeSa8FdXwpKbC5Ver3RTiDqs4OBgFBUVyT4h3lt6tLQjhkMVGwtrXl7Tc60EAerYWHvUg6DRuLQvkS/hZPh2ShUSAk2/flDL+Fs0EbXME08eelO0g6BWo9OzS6/8ocHUkit/bi4Ty519ibwZCy0iIpl4IrTUm6IdACBg6hTo330HqpgYh9fVsbHQv/tOi1lY7uxL5K1cDiwl7yRaLKjatQtVm7fAr1cvhD7xOH8DJFKIJ3q0vGXYsL6AqVPgP2kiag4fgaUgv25OlpPJ8O7sS+SNnC60cnJyJDlh9+7dJTkONdYwURkAKj/9jInKRArxRKHlLRPhGxLUapdjGNzZl8jbOF1o9ezZ0+2EccY7yMeWqNxwEqktUZnd7kSeZyu0KisrYbFYoJahV8Ybe7SI6HdtmqMliqLbXyQ9JioTeSd/f397cVVRUSHLOby1R4uI6rRpjpYgCOjZsydmzpzJhHcvwkRlIu8kCAKCg4NhMBhQXl4uSzHEHi0i7+Z0oTVlyhTs3LkT2dnZSEtLQ69evTBr1izMmDEDXbp0kbON1AomKhN5r5CQEBgMBlnmaXlTtAMRNc3pocOvv/4aOTk5eP7559G3b19kZWXhmWeeQc+ePTFlyhRs2rQJNVcWByXPYqIykfeSc0K8t0U7EFFjbZqjFRsbi7///e84d+4cvvvuO8ycORMBAQHYsWMH7r77bsTFxeGRRx7BiRMn5GovNcGWqNwo5M9GEKCOi2OiMpEC5Cy0OGxI5P1cDiwdNWoU1q5di7y8PKxduxajRo1CSUkJ3nzzTQwbNgxDhgzB66+/juLiYinbS01gojKR9/JEjxYnwhN5L7eT4QMDAzFr1izs378f58+fR0pKCrp06YLTp09j0aJFePHFF6VoJ7XAWlkJ/0kTmahM5IXYo0XUsUmaDN+7d288+OCDsFgsePXVV2E2m6U8PDVBFEWUPvY4LAUFCH/9NcQcPshEZSIvUr/QEkXR7TzC+tijReT9JCm0KisrsXHjRrz//vv4/vvvAdQVAIMGDcL48eOlOAU1w5KTg+rdeyCaTLAWFMCvSxdGOBB5EVuhZbFYUFVVhcDAQMmOzR4tIu/nVqF14MABvP/++/j0009RUVEBURQRHh6Oe+65B7NmzUJCQoJU7aRm+PXogagd21Fz/AS0112ndHOIqAGVSoWgoCBUVFTAaDRKVmgx2oHIN7S50Lp06RLWr1+P9evXIysrC6IoQqVS4aabbsKsWbPw5z//mY8Ze5hffDz84uOVbgYRNSM4ONheaEVFRUlyTEY7EPkGpwutjRs3Yt26dfj2229htVohiiJ69+6NmTNnYsaMGejatauc7aQGKv71b2hHjoCmb1+lm0JErQgODkZ+fr6kE+I5bEjkG5wutO6++24IgoDAwEDccccdmDVrFkaPHi1n26gZpkOHUJryFASdDlHpe+DXrZvSTSKiFsjx5CEnwhP5hjYPHQYGBiI9PR3p6eltPpkgCMjKymrzfuTILz4eutF/hDo2lkUWkQ+wFVrl5eWSHZM9WkS+oU2FliiKKCwsRGFhoUsnk/Kx5o5MHR2NiA//DXDJIyKfwB4too7L6UIrNTVVznaQE6xlZVBd+VAVVCrA31/hFhGRM0JCQgBIW2ixR4vIN7DQ8hG12dkouOVWhMyZg+AFSQwhJfIhth4tk8kEs9kMjUbj1vEY7UDkO9xegoc8o/LzLyCWGlD93XdKN4WI2kir1dojGKTo1WK0A5Hv8IlCa/ny5Rg2bBhCQkIQFRWFadOmITMz02Gb6upqJCUlISIiAsHBwZg+fTry8/MVarH7RIsFph8OovLzz2H64SCCFy5A+GuvIvy1V9mbReSDpJynxWFDIt/hE4XWvn37kJSUhEOHDmHXrl0wm82YOHEiKioq7NssWrQIX331FTZt2oR9+/bh0qVLuP322xVsteuqtm1H3ohEFN1xJy4nLUTRHXcif+T1EAID4deli9LNIyIXSFlocSI8ke+QdFFpuXzzzTcOf16/fj2ioqJw/PhxjBkzBgaDAWvXrsWGDRswbtw4AMC6detw1VVX4dChQxg5cqQSzXZJ1bbtKJkzFxBFh9eteXkomTMX+nffQcDUKQq1johcJWXEA3u0iHyHT/RoNWT7kNHr9QCA48ePw2w2Y8KECfZtBgwYgO7du+PgwYOKtNEVosWC0iWpjYqsujfrXjOkpkG0WDzcMiJyF3u0iDomn+jRqs9qteLRRx/FqFGjMHDgQABAXl4etFotOnXq5LBtdHQ08vLymjyOyWSCyWRyeE2n00Gn08nSbmfUHD4Ca25u8xuIIiyXLqHm8BHork/0XMOIyG2co0XUMflcj1ZSUhIyMjLw8ccfu3Wc5cuXIywszOFr+fLlErXSNZYC5ybvO7sdEXkPqbK0GO1A5Ft8qkdrwYIF2Lp1K/bv3++wiHVMTAxqampQWlrq0KuVn5+PmJiYJo+VkpKC5ORkh9eU7M0CAHVUtKTbEZH3sPVoVVRUwGq1QqVy7fdcRjsQ+Raf6NESRRELFizAli1bsGfPHsTHxzu8n5CQAI1Gg927d9tfy8zMRE5ODhITmx5i0+l0CA0NdfhSutDSjhgOVWws0NxSRYIAdVwctCOGe7ZhROS2wMBAqFQqiKKIyspKl4/DYUMi3+IThVZSUhL+/e9/Y8OGDQgJCUFeXh7y8vIcus8feughJCcnY+/evTh+/DhmzZqFxMREn3riUFCr0enZpVf+0KDYuvLnsKVpzNEi8kGCICAoKAiAe8OHnAhP5Ft8otBatWoVDAYDxo4di9jYWPvXJ598Yt9m5cqVuOWWWzB9+nSMGTMGMTEx2Lx5s4Ktdk3A1CnQv/sOVA2GPNWxsYx2IPJxUkyIZ48WkW8RRLGpLAFSmmixoObwEVgK8qGOioZ2xHD2ZBH5uL179+L8+fMYNmwYrrvuOqf3MxqNqK6uBlAX4FxcXIxhw4ahW7duAOrma9mKOCLyLj41Gb4jEdRqRjgQtTOu9GgZjUZ88sknsDTIzzt69CiOHj0KAFCr1bjrrrtYbBF5IZ8YOiQiag9ciXiorq5uVGQ1ZLFY7D1eRORdWGgREXmIlKGlROQbWGgREXlI/UKL02OJOgYWWkREHmIrtMxmM2pqahRuDRF5AgstIiIP8fPzg7+/PwCgvLy81e3NZjOOHz8ud7OISEZ86pCIyIOCg4NRXV0No9GIyMjIZrfLz8/H3r177QGlROSbWGgREXlQcHAwioqKmp0Qb7VaceLECfz4448QRRH+/v58opDIh3HokIjIg1p68rC0tBRffPEFTpw4AVEU0adPH9x8881QtxJWrFar7UOSRORd2KNFROQBtnR34cq6pcXFxSgqKgIAiKKIX3/9FSdPnkRtbS20Wi3++Mc/ok+fPgCAu+66q8VeLSbDE3kvLsFDRCSz5tLdmxIXF4exY8eycCJqJ9ijRUQkM2fS3QFg0KBBGDlypL3Xi4h8H+doERF5ib59+7LIImpnWGgRERERyYSFFhEREZFMWGgRERERyYSFFhEREZFMWGgRERERyYSFFhGRzPz9/ZnuTtRBMbCUiMgDbMnwzWG6O1H7xEKLiIiISCYcOiQiIiKSCQstIiIiIpmw0CIiIiKSCQstIiIiIpmw0CIiIiKSCQstIiIiIpmw0CIiIiKSCQstIiIiIpmw0CIiIiKSCQstIiIiIpmw0JKZyWRCWloaTCaT0k3xWrxGreM1ah2vUct4fVrHa9Q6XqO241qHMisrK0NYWBgMBgNCQ0OVbo5X4jVqHa9R63iNWsbr0zpeo9bxGrUde7SIiIiIZMJCi4iIiEgmLLSIiIiIZMJCS2Y6nQ6pqanQ6XRKN8Vr8Rq1jteodbxGLeP1aR2vUet4jdqOk+GJiIiIZMIeLSIiIiKZsNAiIiIikgkLLSIiIiKZsNAiIiIikgkLLZm99dZb6NmzJ/z9/TFixAgcOXJE6SZ5jbS0NAiC4PA1YMAApZulqP379+PWW29FXFwcBEHA559/7vC+KIpYsmQJYmNjERAQgAkTJuD8+fPKNFYBrV2fmTNnNrqnJk+erExjFbB8+XIMGzYMISEhiIqKwrRp05CZmemwTXV1NZKSkhAREYHg4GBMnz4d+fn5CrXY85y5RmPHjm10H82bN0+hFnveqlWrMHjwYISGhiI0NBSJiYnYvn27/f2Ofg+1FQstGX3yySdITk5GamoqTpw4gSFDhmDSpEkoKChQumle45prrkFubq7968CBA0o3SVEVFRUYMmQI3nrrrSbff+mll/D6669j9erVOHz4MIKCgjBp0iRUV1d7uKXKaO36AMDkyZMd7qmPPvrIgy1U1r59+5CUlIRDhw5h165dMJvNmDhxIioqKuzbLFq0CF999RU2bdqEffv24dKlS7j99tsVbLVnOXONAODhhx92uI9eeuklhVrseV27dsULL7yA48eP49ixYxg3bhxuu+02/PTTTwB4D7WZSLIZPny4mJSUZP+zxWIR4+LixOXLlyvYKu+RmpoqDhkyROlmeC0A4pYtW+x/tlqtYkxMjLhixQr7a6WlpaJOpxM/+ugjBVqorIbXRxRFccaMGeJtt92mSHu8UUFBgQhA3LdvnyiKdfeLRqMRN23aZN/m7NmzIgDx4MGDSjVTUQ2vkSiK4g033CD+7W9/U65RXig8PFxcs2YN7yEXsEdLJjU1NTh+/DgmTJhgf02lUmHChAk4ePCggi3zLufPn0dcXBx69eqF++67Dzk5OUo3yWtlZ2cjLy/P4Z4KCwvDiBEjeE/Vk56ejqioKPTv3x/z589HcXGx0k1SjMFgAADo9XoAwPHjx2E2mx3uoQEDBqB79+4d9h5qeI1sPvzwQ0RGRmLgwIFISUlBZWWlEs1TnMViwccff4yKigokJibyHnKBn9INaK+KiopgsVgQHR3t8Hp0dDTOnTunUKu8y4gRI7B+/Xr0798fubm5WLp0KUaPHo2MjAyEhIQo3Tyvk5eXBwBN3lO29zq6yZMn4/bbb0d8fDyysrLw1FNPYcqUKTh48CDUarXSzfMoq9WKRx99FKNGjcLAgQMB1N1DWq0WnTp1cti2o95DTV0jALj33nvRo0cPxMXF4dSpU3jyySeRmZmJzZs3K9hazzp9+jQSExNRXV2N4OBgbNmyBVdffTVOnjzJe6iNWGiRYqZMmWL//8GDB2PEiBHo0aMHNm7ciIceekjBlpGvuvvuu+3/P2jQIAwePBi9e/dGeno6xo8fr2DLPC8pKQkZGRkdft5jS5q7RnPmzLH//6BBgxAbG4vx48cjKysLvXv39nQzFdG/f3+cPHkSBoMBn376KWbMmIF9+/Yp3SyfxKFDmURGRkKtVjd6EiM/Px8xMTEKtcq7derUCf369cOFCxeUbopXst03vKec16tXL0RGRna4e2rBggXYunUr9u7di65du9pfj4mJQU1NDUpLSx2274j3UHPXqCkjRowAgA51H2m1WvTp0wcJCQlYvnw5hgwZgtdee433kAtYaMlEq9UiISEBu3fvtr9mtVqxe/duJCYmKtgy72U0GpGVlYXY2Film+KV4uPjERMT43BPlZWV4fDhw7ynmvHbb7+huLi4w9xToihiwYIF2LJlC/bs2YP4+HiH9xMSEqDRaBzuoczMTOTk5HSYe6i1a9SUkydPAkCHuY+aYrVaYTKZeA+5gEOHMkpOTsaMGTMwdOhQDB8+HK+++ioqKiowa9YspZvmFR5//HHceuut6NGjBy5duoTU1FSo1Wrcc889SjdNMUaj0eG35uzsbJw8eRJ6vR7du3fHo48+imXLlqFv376Ij4/HM888g7i4OEybNk25RntQS9dHr9dj6dKlmD59OmJiYpCVlYXFixejT58+mDRpkoKt9pykpCRs2LABX3zxBUJCQuxzZsLCwhAQEICwsDA89NBDSE5Ohl6vR2hoKBYuXIjExESMHDlS4dZ7RmvXKCsrCxs2bMDUqVMRERGBU6dOYdGiRRgzZgwGDx6scOs9IyUlBVOmTEH37t1RXl6ODRs2ID09HTt27OA95AqlH3ts79544w2xe/fuolarFYcPHy4eOnRI6SZ5jbvuukuMjY0VtVqt2KVLF/Guu+4SL1y4oHSzFLV3714RQKOvGTNmiKJYF/HwzDPPiNHR0aJOpxPHjx8vZmZmKttoD2rp+lRWVooTJ04UO3fuLGo0GrFHjx7iww8/LObl5SndbI9p6toAENetW2ffpqqqSvzrX/8qhoeHi4GBgeKf//xnMTc3V7lGe1hr1ygnJ0ccM2aMqNfrRZ1OJ/bp00d84oknRIPBoGzDPejBBx8Ue/ToIWq1WrFz587i+PHjxZ07d9rf7+j3UFsJoiiKnizsiIiIiDoKztEiIiIikgkLLSIiIiKZsNAiIiIikgkLLSIiIiKZsNAiIiIikgkLLSIiIiKZsNAiIiIikgkLLSIiIiKZsNAiIo9LS0uDIAgOXyqVCqGhoejatSuuv/56JCUl4dNPP0VNTY3SzSUichkLLSJSVHR0NKKjoxEVFQVBEHDp0iUcPHgQb7/9Nu644w7ExcVh9erVSjeTiMglLLSISFF5eXn2L4PBALPZjFOnTuHll19GfHw8iouLMX/+fNx3333gimFE5GtYaBGRV1Gr1Rg0aBCSk5ORkZGBu+++GwCwYcMGvPDCCwq3joiobVhoEZHXCgwMxP/93//huuuuAwC88MILKCkpsb9vtVqxe/duPPLIIxg5ciS6du0KrVaLiIgI3HDDDVi9ejXMZnOj465evRqCIECv16O6urrZ81utVvTs2ROCICAtLc3hvXPnzmHOnDno168fAgMD4e/vj27dumHkyJF46qmncO7cOWkuAhH5NpGIyMNSU1NFAKKzH0GbNm2yb7927Vr769nZ2fbXAYjBwcFiWFiYw2ujR48WKysrHY5XVlYmBgcHiwDEf/3rX82ed/v27SIAUa1Wizk5OfbXd+7cKep0Ovs5NBqN2KlTJ4fzpqamtu2iEFG7xB4tIvJ6kydPhlqtBgDs27fP/rqfnx/uu+8+fPnllyguLkZ5eTlKS0tRXl6OdevWIS4uDt999x3+8Y9/OBwvJCQEf/nLXwAA7733XrPntb03ZcoUdOvWzf76/PnzYTKZMHHiRJw+fRo1NTW4fPkyqqqqkJGRgaVLl6Jnz55SfftE5MMEUeTsUiLyrLS0NCxduhQAnJ7g3q9fP5w/fx6jRo3CgQMHnNrn2LFjGDZsGIKCglBUVAR/f3/7e//5z39w7bXXAqgbBuzfv7/Dvvn5+ejWrRvMZjO+/PJL3HrrrQCAgoICREdHAwAuXbqE2NhYp9pCRB0Te7SIyCfo9XoAcJij1ZqhQ4ciKioKFRUVOHnypMN7Q4YMQWJiIgDg3XffbbTvunXrYDab0bVrV0ydOtX+ekhICFSquo/O3Nzctn4bRNTBsNAiIp9WU1OD1atXY+LEiYiLi4NOp3MIQi0oKAAA/Pbbb432nTdvHgDggw8+cAhGFUURa9asAQA89NBD9mFLAAgICMD48eMB1A1pLlmyBIcPH2awKhE1iYUWEfkEW09WRESE/bWCggIMHToU8+fPx65du5CbmwuVSoXIyEh7EKqt96mioqLRMe+8807o9XoUFRVh8+bN9tf37NmDrKwsqNVqzJ49u9F+a9aswZAhQ1BYWIjnnnsOI0eOREhICP74xz9ixYoVbep1I6L2jYUWEXk9o9GIn3/+GQDQu3dv++uLFi3C6dOnERERgffffx+5ubmoqqpCYWGhPQQ1Li4OQNNzwfz9/TFz5kwAjsOH9SfBd+3atdF+3bt3x4kTJ/DNN9/gkUceQUJCAqxWK77//nssXrwYffr0wZ49eyT7/onId7HQIiKv980338BisQAAxo4dCwAwm832Xqg333wTs2bNQkxMjMN+FosFRUVFLR577ty5EAQB6enpuHDhAoqKirBlyxb7e81RqVSYNGkSXnvtNRw7dgwlJSX48MMP0b17d1y+fBn33nsvhxOJiIUWEXm3mpoaPP/88wCAsLAwTJs2DQBQWFhoDxu1BZo2dODAgRYDSYG6pxnHjRsHURTx3nvv2edrdevWDVOmTHG6nSEhIbj33nuxdu1aAHVPLZ4+fdrp/YmofWKhRUReq6qqCjNnzsSPP/4IAEhJSUGnTp0AAKGhoRAEAUBdVENDtbW1jfKzmmObFL9+/Xr7EOKDDz7oMAneprVeqoCAAPv/2+aHEVHHxU8BIvIqVqsVGRkZeOWVV3DNNdfgo48+AgDcf//9WLx4sX274OBgjBo1CgCQnJyMPXv2wGq1AgAyMjIwdepUHDt2DEFBQa2ec9q0aYiJiUFBQQEyMzObnQQPAD/88AMGDx6MlStX4uzZs/ZziqKIH374AfPnzwcAdO3aFYMHD3b9QhBRu+CndAOIqGOrP6/KZDKhrKzMXrwAQGRkJJYtW9bkfKlXX30VN9xwAy5evIjx48dDp9NBq9WivLwcfn5+eP/99/HMM880+cRhfX5+fpg9ezaWLVsGoPlJ8DanT59GcnIykpOTodFoEBoaCoPBgNraWgB1vW0bNmxoskeMiDoW9mgRkaLy8/ORn5+PgoIC1NbWIiYmBiNHjsT8+fPx6aef4uLFi81OSk9ISMCRI0dw5513IjIyElarFSEhIbjzzjvxww8/4P7773e6HXfccYf9/1uaBD9s2DBs3LgR8+fPR0JCAiIjI1FWVgZ/f39ce+21WLx4Mc6ePYvRo0c7fxGIqN3iEjxERABefvllPP744+jWrRuys7PZG0VEkmCPFhF1eBaLBatWrQIAPPzwwyyyiEgyLLSIqEOzWq1ITU1FVlYWgoKC7E8gEhFJgZPhiahD+vTTT/H444+jpKQE5eXlAIClS5eic+fOCreMiNoTFlpE1CEZjUb873//g0ajwYABA7BgwQIkJSUp3Swiamc4GZ6IiIhIJpyjRURERCQTFlpEREREMmGhRURERCQTFlpEREREMmGhRURERCQTFlpEREREMmGhRURERCQTFlpEREREMmGhRURERCST/x/i4dYXXAvTMwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Some data for us to plot\n", "xVals = data[(data.MONTH==3) & (data.YEAR==2020)].DAY # independent\n", "yVals = data[(data.MONTH==3) & (data.YEAR==2020)].TMIN # dependent\n", "zVals = data[(data.MONTH==3) & (data.YEAR==2000)].TMIN # dependent\n", "\n", "\n", "\n", "# Creat the figure\n", "fig, ax = plt.subplots(1)\n", "colors = brewer.get_cmap('Set1',2)\n", "# Add our data and change the color, marker type and linestyle\n", "ax.plot( xVals, yVals, marker='o', linestyle=':', label = '2020', color=colors(0))\n", "ax.plot( xVals, zVals, marker='s', linestyle='-', label = '2000', color=colors(1))\n", "\n", "###################################################\n", "meanValue = pd.concat([yVals,zVals]).mean()\n", "plt.plot([0, 31],[meanValue, meanValue]) # [x1, x2], [y1, y2]\n", "###################################################\n", "# Add labels, a title and grid lines to the plot\n", "ax.set_xlabel( 'Days' , fontsize=18)\n", "ax.set_ylabel( 'Minimum Temperature' , fontsize=18)\n", "plt.title( 'Minimum Temperature per Day in March 2000/2020' )\n", "\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['bottom'].set_visible(False)\n", "ax.spines['left'].set_visible(False)\n", "\n", "ax.text(32, yVals.iloc[-1], '2020', horizontalalignment='left', verticalalignment='center')\n", "ax.text(32, zVals.iloc[-1], '2000', horizontalalignment='left', verticalalignment='center')\n", "ax.text(32, meanValue, 'Mean', horizontalalignment='left', verticalalignment='center')\n", "\n", "# Show the figure (here in Jupyter)\n", "plt.show( fig )\n", "plt.close( fig )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Changing the size of the figure." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "###################################################\n", "plt.rcParams[\"figure.figsize\"] = (15,10)\n", "#plt.rcParams[\"figure.figsize\"] = (8,6)\n", "###################################################\n", "\n", "# Some data for us to plot\n", "xVals = data[(data.MONTH==3) & (data.YEAR==2020)].DAY # independent\n", "yVals = data[(data.MONTH==3) & (data.YEAR==2020)].TMIN # dependent\n", "zVals = data[(data.MONTH==3) & (data.YEAR==2000)].TMIN # dependent\n", "\n", "\n", "\n", "# Creat the figure\n", "fig, ax = plt.subplots(1)\n", "colors = brewer.get_cmap('Set1',2)\n", "# Add our data and change the color, marker type and linestyle\n", "ax.plot( xVals, yVals, marker='o', linestyle=':', label = '2020', color=colors(0))\n", "ax.plot( xVals, zVals, marker='s', linestyle='-', label = '2000', color=colors(1))\n", "\n", "meanValue = pd.concat([yVals,zVals]).mean()\n", "plt.plot([0, 31],[meanValue, meanValue]) # [x1, x2], [y1, y2]\n", "\n", "# Add labels, a title and grid lines to the plot\n", "ax.set_xlabel( 'Days' , fontsize=18)\n", "ax.set_ylabel( 'Minimum Temperature' , fontsize=18)\n", "plt.title( 'Minimum Temperature per Day in March 2000/2020' )\n", "\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['bottom'].set_visible(False)\n", "ax.spines['left'].set_visible(False)\n", "\n", "ax.text(32, yVals.iloc[-1], '2020', horizontalalignment='left', verticalalignment='center')\n", "ax.text(32, zVals.iloc[-1], '2000', horizontalalignment='left', verticalalignment='center')\n", "ax.text(32, meanValue, 'Mean', horizontalalignment='left', verticalalignment='center')\n", "\n", "# Show the figure (here in Jupyter)\n", "plt.show( fig )\n", "plt.close( fig )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "first = January, February, and March\n", "second = April, May and June\n", "third = July, August, and September\n", "fourth = October, November, and December\n", "\n", "To update the figure size and font, use rcParams:\n", "\n", "plt.rcParams[\"figure.figsize\"] = (14,12)\n", "\n", "plt.rcParams.update({'font.size': 12})\n", "\n", "For the color, I used colorbrewer, set \"tab20\"\n", "\n", "The y-limits were all [ 20 , 100 ]" ] }, { "attachments": { "2020Weather.png": { "image/png": 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" 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