{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [ "remove_cell" ] }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "from datascience import *\n", "%matplotlib inline\n", "plt.style.use('seaborn-muted')\n", "mpl.rcParams['figure.figsize'] = (10.0, 10.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Income Inequality Historically\n", "\n", "\n", "\n", "In the last chart on the previous page, you may have noticed that income inequality was rising in the United States in the last few decades. We will examine this in more detail, and also observe global trends in inequality." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The United States\n", "\n", "Let's look at historical trends of income inequality in the US over the last 100 years. The data has been collected from [The World Inequality Database](https://wid.world/), which is co-directed by Berkeley Economics professors Emanuel Saez and Gabriel Zucman. Specifically, we will observe income distributions for the bottom 50 percent, top 10 percent, and top 1 percent." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Percentile Year Income Share
p90p100 1913 0.4231
p90p100 1914 0.4295
p90p100 1915 0.4219
p90p100 1916 0.4439
p90p100 1917 0.449
\n", "

... (301 rows omitted)

" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "us_hist = Table.read_table(\"US_inequality.csv\")\n", "us_hist.show(5)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Percentile Year Income Share
p90p100 2013 0.4632
p90p100 2014 0.4702
p0p50 1913 nan
p0p50 1914 nan
p0p50 1915 nan
" ], "text/plain": [ "Percentile | Year | Income Share\n", "p90p100 | 2013 | 0.4632\n", "p90p100 | 2014 | 0.4702\n", "p0p50 | 1913 | nan\n", "p0p50 | 1914 | nan\n", "p0p50 | 1915 | nan" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "us_hist.take(np.arange(100,105))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's begin with some data cleaning: it seems like our 3 brackets are 'vertically stacked' on top of each other. Instead, we would like a table with 5 columns: `Year`, `bottom 50% income share`, `top 10% income share`, and `top 1% income share`." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Year Bottom 50% Share Top 10% Share Top 1% Share
1913 nan 0.4231 0.1884
1914 nan 0.4295 0.1933
1915 nan 0.4219 0.187
1916 nan 0.4439 0.2064
1917 nan 0.449 0.2014
1918 nan 0.4364 0.1895
1919 nan 0.4543 0.2101
1920 nan 0.4344 0.184
1921 nan 0.4653 0.181
1922 nan 0.4554 0.1763
\n", "

... (92 rows omitted)

" ], "text/plain": [ "Year | Bottom 50% Share | Top 10% Share | Top 1% Share\n", "1913 | nan | 0.4231 | 0.1884\n", "1914 | nan | 0.4295 | 0.1933\n", "1915 | nan | 0.4219 | 0.187\n", "1916 | nan | 0.4439 | 0.2064\n", "1917 | nan | 0.449 | 0.2014\n", "1918 | nan | 0.4364 | 0.1895\n", "1919 | nan | 0.4543 | 0.2101\n", "1920 | nan | 0.4344 | 0.184\n", "1921 | nan | 0.4653 | 0.181\n", "1922 | nan | 0.4554 | 0.1763\n", "... (92 rows omitted)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bottom_50_us = us_hist.where(\"Percentile\", \"p0p50\").drop(\"Percentile\").relabeled(\"Income Share\", \"Bottom 50% Share\")\n", "top_10_us = us_hist.where(\"Percentile\", \"p90p100\").drop(\"Percentile\").relabeled(\"Income Share\", \"Top 10% Share\")\n", "top_1_us = us_hist.where(\"Percentile\", \"p99p100\").drop(\"Percentile\").relabeled(\"Income Share\", \"Top 1% Share\")\n", "us_hist_joined = bottom_50_us.join(\"Year\", top_10_us).join(\"Year\", top_1_us)\n", "us_hist_joined" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Oh no, there are some `nan` values! NaN (not a number) values are very common in real world datasets: often, we may not have some observations simply because no data was collected, or perhaps the data collected was faulty. Sometimes, we can try to impute or replace NaN values in order to avoid having gaps in our data, but for now let's ignore NaNs and when plotting to see what's going on:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [ "remove_input" ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# mpl.rcParams['figure.dpi'] = 120\n", "us_hist_joined.plot(\"Year\", width=11, height=7)\n", "plt.title(\"Income Share over Time\", fontsize = 16)\n", "plt.ylabel(\"Proportion\", fontsize = 14)\n", "plt.xlabel(\"Year\", fontsize = 14)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Income Inequality for the Rest of the World" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's examine the trends of income inequality in other parts of the world." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Year Europe World Russia China USA India Brazil
1980 0.2846 0.4898 0.2102 0.2724 0.3424 0.315 nan
1981 0.283 0.4888 nan 0.2768 0.3472 0.3071 nan
1982 0.2819 0.4815 nan 0.2809 0.349 0.3005 nan
1983 0.2823 0.4893 nan 0.2819 0.3542 0.3528 nan
1984 0.2845 0.4916 nan 0.2867 0.3666 0.3338 nan
1985 0.2871 0.4971 0.2237 0.2952 0.3666 0.3479 nan
1986 0.2899 0.5008 nan 0.2987 0.3647 0.3507 nan
1987 0.2942 0.5043 nan 0.2974 0.3761 0.3447 nan
1988 0.2991 0.5078 0.2238 0.301 0.3895 0.3538 nan
1989 0.3024 0.5108 0.2372 0.3067 0.3867 0.3541 nan
\n", "

... (28 rows omitted)

" ], "text/plain": [ "Year | Europe | World | Russia | China | USA | India | Brazil\n", "1980 | 0.2846 | 0.4898 | 0.2102 | 0.2724 | 0.3424 | 0.315 | nan\n", "1981 | 0.283 | 0.4888 | nan | 0.2768 | 0.3472 | 0.3071 | nan\n", "1982 | 0.2819 | 0.4815 | nan | 0.2809 | 0.349 | 0.3005 | nan\n", "1983 | 0.2823 | 0.4893 | nan | 0.2819 | 0.3542 | 0.3528 | nan\n", "1984 | 0.2845 | 0.4916 | nan | 0.2867 | 0.3666 | 0.3338 | nan\n", "1985 | 0.2871 | 0.4971 | 0.2237 | 0.2952 | 0.3666 | 0.3479 | nan\n", "1986 | 0.2899 | 0.5008 | nan | 0.2987 | 0.3647 | 0.3507 | nan\n", "1987 | 0.2942 | 0.5043 | nan | 0.2974 | 0.3761 | 0.3447 | nan\n", "1988 | 0.2991 | 0.5078 | 0.2238 | 0.301 | 0.3895 | 0.3538 | nan\n", "1989 | 0.3024 | 0.5108 | 0.2372 | 0.3067 | 0.3867 | 0.3541 | nan\n", "... (28 rows omitted)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "world_hist = Table.read_table(\"World_Inequality.csv\")\n", "bottom_50_world = world_hist.where(\"Percentile\", \"p0p50\").drop(\"Percentile\")\n", "top_10_world = world_hist.where(\"Percentile\", \"p90p100\").drop(\"Percentile\")\n", "top_1_world = world_hist.where(\"Percentile\", \"p99p100\").drop(\"Percentile\")\n", "top_10_world" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "tags": [ "remove_input" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "top_10_world.plot(\"Year\", width=11, height=7)\n", "plt.ylabel(\"Gini Coefficient\", fontsize=14)\n", "plt.xlabel(\"Year\", fontsize=14)\n", "plt.title(\"Income Inequality over Time\", fontsize=18);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Just like the US, it seems global inequality has been rising around the world, especially in China, India, Russia, and across Europe. However, in absolute terms, the level of income inequality in Europe is much lower than that in the United States. \n", "\n", "Also look at Russia: income inequality spiked up around 1991. This was likely caused by the fall of the USSR: the failing Soviet state left the ownership of state assets uncontested, which allowed former USSR officials to acquire state property through informal deals. This led to the rise of many Russian oligarchs - those who rapidly accumulated wealth during the era of Russian privatization directly follwing the dissolution of the Soviet Union." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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x/jxqZpPxdK2akCNnICIiIiKFwutjplTYtG1XSHa2WadmlaSHBt+4/2z3Hzx48J5GjRo1adeu3dEuXbrEDhky5ECxYsUcwJQpU8oNHz58V9WqVY/36tWr7n/+85/d2Rd55nLzDsUioL6Z1TazYDzJway0jc65WOdcBedcuHMuHPgD+DuZ8N7BuBGf8RNmFmRmFbzPiwBXA753L0RERERE8o1T9N7HzHjttdd2LViwYE2nTp2OTJkypXzHjh0bAGzfvj1o69atoV26dIlr1qxZUlBQkFu0aFFobsWca3conHMpZnYvMAcIBMY651aZ2XNAlHNuVuYtcDGw3Tm3yacsBJjjTSYCgR+A93MgfBEREREpRM7lTsK5qFSpUkpsbGygb9nBgwcDa9eunQQQGRmZFBkZuW/YsGH7ypcv32L37t2BEyZMKHfkyJHAGjVqNAWIi4sLnDBhQvk2bdrEZHSM7JarYyicc1875xo45+o65170lg3PKJlwznX0nQrWOTfXOXd+ujrxzrlWzrlmzrlI59wDzrkTOX8mIiIikh8454iLT/B3GCJZVrp06dSKFSsenzVrVkmAPXv2BM6dO7f0ZZddFvfpp5+WTk1NBWDFihWhgYGBrkKFCiemTp1absaMGRtiYmJWxMTErFi4cOHqmTNnls2tmPPMoGwRERGR7Pbx9O+55cGX+G2RekRL/jF+/PjNL774YpWIiIjGl1xyScPHHntsZ2RkZNLEiRPL16lTp0lERETj/v371/7ggw82b9y4MTgmJib4sssui0/bPyIiIrlkyZInfvrpp+K5EW9uDsoWERERyTVrNmxl6te/EhJchP+O/oxHcLRv0zTXjh97JI7SpUrk2vGk4GjVqlXiwoUL16cvnz179qaM6u/du3d5+rLVq1evyYnYMqI7FCIiIlLgJCUlM2LsNMLKlWb0y0OJqFuDV0dPYd6fJ33uyhHfz4ti4COvsWr9llw5nog/KaEQERGRAmf8tO/YuecADwzsQbkypXh26AAa1avJq6On8OvCnEsqnHOMm/ItI8fNILJBLcKrV8qxY4nkFUooREREpEBZvmYjX/6wgGs6XUCzRnUBCA0N5pkHbyWyQTivjZnCL38sy/bjJiYm89I7k5n+7TyuvLQdTz/Yn+LFimb7cUTyGiUUIiIiUmAkJCbx1tjpVK1Unlt7dvnHttDQYJ5+oD9NGobz+vuf8/Pvf2XbcQ8ciuWx/4xh4dI1DO5zFXfdcg2BgYGn31GkAFBCISIiIgXG2M++Yd/BWB4c2JOQkOCTtqclFU0b1ubND6fx02/nnlRs3LqTYc+/x849Bxj+QD+u6XThKRcnEymIlFCIiIhIgbB4xXq+/WURPbq2p1H9WqesFxISzPAH+tG0YW1GjJ3Gj/OXnPUx/1iymsdeHkNgQCCvPnknrZs1POu2RPIrTRsrIiIi+V5cfAJvfzSDGlUq0qf75aetn5ZUvPD2JN4aNx2Ho1P7Vlk+nnOOGd/O56Opc6gfXo2n7r+FsqVLnsspiAAQGBjYqn79+n+vxtijR4+DL7300m5/xnQ6SihEREQk3xszeTaHYuN46r5bCA4ukqV9QkKC+ff9t/D8yImMHDcD5xydO7Q+7X4pKSd49+Mv+H7eYtq3acLQQb2yfEyR0wkJCUldu3bt6rPZ9/jx4xQpkvu/i+ryJCIiIvnawr/W8POCpdx41SXUC692RvsGBxfh3/ffQsvIeowcN4M5vyzKtP7RuGM8/cZHfD9vMb2v7sijd92kZEJyRbVq1Zru2rUrCODXX38t1rZt24YAw4YNq3rdddfVPu+88yJ69OhR+9ixY9arV6/wBg0aNG7UqFHjL7/8siTAyJEjy19++eV127Zt27BWrVpNHnrooSppbb/77rvlmjZt2igiIqJxnz59aqWkpJxRbLpDISIiIvnWkaPxvP3RDOrUrELvay49qzaCg4vwr3v78tKoybwzfibOObp2bHtSvZ179vPcWx+zZ/8hht3ei0svbHmu4UtetnN8BZK2h2RrmyE1kqh66/7MqiQlJQVEREQ0Tnv90EMP7brjjjsOZbbPhg0bQhcuXLi2RIkS7umnn65kZqxfv371X3/9FXrllVfW37hx40qA5cuXF1+xYsWqEiVKpLZs2bJx9+7dY0uUKJE6derUclFRUWtDQkLcLbfcUvN///tf+XvvvfdAVk9LCYWIiIjkW+9NnEV8QiIvPDyQoKCzn6Y1OLgITw7pw8vvfsKoCV/gnKPbpe3+3r5y3WZeemcyAC8+PJDGDcLPNXSRDJ1Nl6euXbseLlGihAP4/fffS9x33317AVq2bJlYtWrV5BUrVoQCtG/f/kjlypVPAFx11VWH5s6dWyIoKMitXLmyWPPmzRsBJCYmBlSsWPGMblEooRAREZF8ad6fy5m/aCX9e3YhvEblc27v/5OKybz78Sycgysva8eP85fwzoSZVA4rx/D7+1GlUvlsiF7yvNPcSchtgYGBLjU1FYCEhIR/DFsoXrx4albaSD+dsZnhnLMbbrjhwKhRo2LONjaNoRAREZF851DsUd77+Esa1K5Oj67ts63dIkWCeOKePrRtHsF7E2fx3FsTGDF2GpH1w3ntX3cqmRC/qV69evJvv/1WDGDKlCllT1Xvoosuips4cWI5gOXLl4fs2rUruFmzZokA8+fPL7Vnz57AuLg4+/rrr8tccsklcV27dj0ye/bssjExMUEAe/bsCVy/fv3Ji7hkQgmFiIiI5CvOOd75aCZJyccZenuvbF+RukiRIB6/52batWjEomXr6HpJG54ZeivFixXN1uOIZCRtDEXa45577qkGMHz48J2PPvpozSZNmjQKDAx0p9r/0Ucf3ZuammoNGjRo3Lt377qjR4/eUrRoUQfQrFmz+GuvvbZuZGRk5DXXXHPo4osvPtaqVavEp556Kubyyy9v0KBBg8aXXXZZg+3bt5/RTAPm3CnjKbBat27toqKi/B2GiIiInIUf5y9hxNhp3H7TlXTvclGOHScl5QRbY/ZQp2YVrXydg8xssXPu9PP15oJly5Ztad68eZ7q6pRdRo4cWT4qKqr4hAkTtp3N/suWLavQvHnz8Iy2aQyFiIiI5Bv7D8by/qdfEdkgnGs7X5ijxwoKCqRurao5egyRgkAJhYiIiOQLzjlGjptOSsoJHrith+4aiJyB+++//wCQ5algz4TGUIiIiEi+MOeXRfy1KpqBN3bT4GjJKampqanKVNPxXpNTziSlOxQiIiK5LCExiRdGTuREairnNanPeU3qU7dWVX3jnondew/y4Wff0KJxPbpdevKicyLZZOW+ffsah4WFxQYEBBS+gcYZSE1NtX379pUGVp6qjhIKERGRXHTixAleee9TVq7fQq1qlfh4+vd8PP17SpcsTsvIepzXpD4tI+tTpnQJf4eaZzjneGvcdAICArj/tuuVeEmOSUlJuX337t0f7N69uwnqyZMmFViZkpJy+6kqKKEQERHJRR9+9g2LV6xnSP/udO3YlsOxcfy1agNLVm7gr1XRzP1jGQB1alb5++5Fo3q1zmkV6PzGOcfOPfvZsDmGDVtiWLNhKxu2xPDAwB6ElS/j7/CkAGvVqtVe4Fp/x5HfaNpYERGRXPLlD78zZvJXXNflIgbddOVJ251zbNq2iyUrPQnGmuitnDiRSmhIMM0i6tCqaQNaRtYrUOMHnHPsO3DYmzzsYMPmGKK37uRYQiIAwUWKULdWFdo2j6DnlRfr7kQBlJemjZWzo4RCREQkF0QtX8dzb31M2+YRPHlvHwICTt+b4lhCIivWbmbxivUsWbmBPfsPAVClYnk6tT+P67pcRHDwGa0/5XeHYo96kofNO9iwJYYNm2M4EhcPeKZprV29MvVrV6deeFXqh1enRtWwbF+4TvIWJRT5nxIKERGRHLZl+24eeWk0VSuV55XHBxMaGnzGbTjn2LX3AEtWbmDhX2tZujqaymHluOPmq2jTvGGe/+b+lz+WMe7zbzlw6AgAZkatapX+Thzq165GePXKFCmi3tiFjRKK/E8JhYiISA46ePgID73wP1JTU3nj33dTvmzpbGl32eqNjJ40m+279tK6WUPuuPlKqlaqkC1tZ7dDsUe584k3qVKxHJdd2JL64dWoU7PqWSVWUvAoocj/lFCIiIjkkKSkZJ545QO27dzLf58cTJ2a2bvqckrKCb766Q8mzfyR4ykpXH9Fe268qmOe+6A+4sNp/LJwGaOevz/PJj3iP0oo8j9NhyUiIpIDnHO88cFUorfu5JE7e2d7MgGeMQfdu1zE6JeHcnHbZnz+1S/c/dQI5i9aQV75wnDdxu38+NsSrutykZIJkQJKCYWIiEgOmDDtO35fvIpBvbvRrmWjHD1W2dIlGXp7L/77xGBKlSjGK+99ylOvjmVbzJ4cPe7pOOcYPelLypUpyY1Xd/RrLCKSc5RQiIiIZLPv50Ux9etf6daxLdd2vjDXjtuofi3eHH4Pd99yLZu27+K+p9/hg0++Iv5YQq7F4OvH35awYUsMA3pdQdHQEL/EICI5T1MpiIiIZKPlazYyasIXtIysx+A+V+f67EsBAQFceVk72rdpwsfTv2fWDwuY+8cybruhK5dd1DLX4ok/lsBHn88hom5NOl7QIleOKSL+oTsUIiIi2WTHrn28NGoyVStW4LG7b/Lr6talShZnyK3X8ca/76ZyWDlGjJ3Goy+NYePWnbly/E9n/cyRuGPc2Tf3kyoRyV1KKERERLLBkaPxPDtiAkGBgTwztD/FixX1d0gA1Auvxqv/upMHB/Zk194DDH3uXSZO/z5Hj7l9516+/HEBXTq0pl54tRw9loj4n7o8iYiInKPjx1N44e2JHDx8lJceHUTFCmX9HdI/mBmXtz+P889rxPuffM1ns+dSpnQJrr78gmw/lnOO9z/5itCQYPr16JTt7YtI3qOEQkRE5Bw45xg5bjprorfx2N030bBuDX+HdErFixXl/tuuJy4+gTGTv6JyWDlaN2uYrcf4c+la/loVzeA+V1G6VIlsbVtE8iZ1eRIRETkHn335M3P/WEa/Hp1p36apv8M5rYCAAB4efCO1a1Tmlfc+Zcv23dnWdnLycd7/5CtqVq1It47tsq1dEcnbcjWhMLOuZrbOzKLN7PFM6vU0M2dmrb2vw80swcyWeh//86nbysxWeNscaRr5JSIiueSXP5YxaeaPXH7Redxw1SX+DifLQkODGf5AP4oVDeHZtyZwKPZotrQ787vf2LP/EIP7XO3XAekikrtyLaEws0BgFNANaAzcbGaNM6hXEngAWJhu00bnXAvv4y6f8veAO4D63kfXnIhfRETE19Yde3hr7HSaNKzNvbdel+9mMipftjRPP9ifo3HHeP6tj0lKSj6n9vYfjGXK7Llc2CqS5o3rZlOUIpIf5OYdirZAtHNuk3MuGfgU6J5BveeBV4DE0zVoZlWAUs65P5xzDpgAXJeNMYuIiJwkOfk4r42ZQrGiITzu5+lhz0WdmlV55M7eRG/dyRsfTMXzX+nZGTflW5yDQb27ZWOEIpIf5GZCUQ3Y7vN6h7fsb2Z2HlDDOfdVBvvXNrO/zOwXM+vg0+aOzNr0aXuwmUWZWdS+ffvO+iRERETGT/uOLTt2M/T2Xvl+4HG7lo0Y1Lsbvy9exYRp351VGyvXbebXP5fTs1uHPDfDlYjkvDwzy5OZBQBvAAMy2LwLqOmcO2BmrYCZZhZ5Ju0758YAYwBat2599l/BiIhIobZ4xXpmff8713S6gFZNG/g7nGxxbecLidm9n6lf/0rVSuXp3KF1lvc9ceIEoyfNJqxcGXp263D6HUSkwMnNOxQxgO9cetW9ZWlKAk2AuWa2BTgfmGVmrZ1zSc65AwDOucXARqCBd//qmbQpIiKSbWKPxDHiw2nUqlaJAb2u8Hc42cbMGNznalpG1mPUhC9YvmZjlved80sUW3bsZlDvboSEBOdglCKSV+VmQrEIqG9mtc0sGLgJmJW20TkX65yr4JwLd86FA38A1zrnoswszDuoGzOrg2fw9Sbn3C7giJmd753dqT/wRS6ek4iIFBLOOd4aN534Y4k8PPhGgoOL+DukbBUUFMhjd99E1YoVeGnUZHbsOn334EurLXIAACAASURBVKNxx/h4xvc0i6jDha3PqOOAiBQguZZQOOdSgHuBOcAaYIpzbpWZPWdm155m94uB5Wa2FJgK3OWcO+jddg/wARCN587FNzlyAiIiUqh98/OfLFq2jttuvILwGpX9HU6OKF6sKM8M7U9QYCDPjpjAkaPxmdafOOMHjiUkccfNV+W7Wa5EJPvYuczokF+1bt3aRUVF+TsMERHJJ7bv3MuDz75L04jaPP1g/wL/4Xndxu088coH1AuvyouPDKJIkZOHXG7atpMHn32Xqy8/n8F9rvZDlFJQmNli51zWB+5InqOVskVERDJx/HgKr46eQtHQYB4Y2KPAJxMADevWYOjtPVkTvY2R46afNJ2sc44xk7+iRLGi9Ol+uZ+iFJG8QgmFiIhIJj6e/j2bt+/igYE9KFu6pL/DyTUd2jajX4/OzP1jGZ99+fM/ts37cwWr1m+hf8/OlChe1E8RikhekWemjRUREclrlq6KZsac+Vx5aTvaNI/wdzi57oarLiFm934mzfyRKhXLc8n5zUlMTGbslG+oU7MKXS5WLxURUUIhIiKSoSNH43nzw6nUqFKRgTd29Xc4fmFm3Hvrdew9cJgRY6dRsXwZolas58ChIzx2100EBKijg4ioy5OIiMhJnHOMHDeDI3HHePjOGwr1+gpFigTx5JA+hJUrw/MjJzLj2/l0PL85jerX8ndoIpJHKKEQERFJ57tfo1i4dA239uxCnZpV/R2O35UsUYynH+yHwxEYGMCAGwrOon4icu7U5UlERMRHzO59vP/JV7RoXI/uXS7ydzh5RrXKYbz2rzs5lpBE+bKl/R2OiOQhSihERES8UlJO8NqYzwkuUoSht/csFFPEnolqlcP8HYKI5EHq8iQiIuI1aeYPRG+J4f7brqdcmVL+DkdEJF9QQiEiIgIsX7ORad/Mo+slbTj/vMb+DkdEJN9QQiEiIoXe0bhjvPHBVKpWKs+g3lf6OxwRkXxFCYWIiBRqzjneGT+T2KPxPHJnb0JDC+8UsSIiZ0MJhYiIFGo//raE3xev4pbrOlG3lqaIFRE5U0ooRETkb0tXRTP2s29ITj7u71ByxbaYPYyeNJtmEXXo0a2Dv8MREcmXNG2siIhwNO4YH372DT/+tgSAYwlJ3DvgOj9HlbPi4hN44e1JhIYEM+yOXpoiVkTkLCmhEBEpxJxzzF+0gtGTZhN3LIEbr+5ISsoJpn87j0b1anJ5+/P8HWKOSE1N5bUxU9h38DAvPTJIC7WJiJwDJRQiIoXU/oOxvPvxFyxato764dV4/qHbqF2zCqmpqURvieHdj2dRt1ZVwmtU9neo2W7SzB9ZvGI99/S7lkb1a/k7HBGRfE1jKEREChnnHF//tJB7nnqL5Ws2cftNV/LaU3dRu2YVAAICAnj4zhspUTyUl9+dzLGERD9HnL1+W7SSKbPncsXFbejasa2/wxERyfeUUIiIFCLbd+7lsZfH8N7EWTSsU4NRz99P9y4XERDwz/8OypYuySN39mb3vkO8/dEMnHN+ijh7bd2xhxFjpxFRtyZ39r1a4yZERLKBujyJiBQCKSknmPr1L3w2ey5FQ0IYOqgXl17YItMP1E0a1ubWnl0Y9/m3NK6/gGs6XZiLEWe/o3HHeOHtiRQrGsITQ26mSBH9Fygikh30r6mISAG3Nnobb380g20793Jx22YM7nMVpUuVyNK+13dtz+oNWxk75Vsa1K5Bw7o1cjjanJGamsqroz9j/6FYXn70dsqVKeXvkERECgx1eRIRKaASEpMYM3k2j748hmOJSQx/oB+P3NU7y8kEgJkx9PaelC9Tiv+89wlHjsbnYMQ55+Pp3/PXqmju6nsNEfVq+jscEZECRQmFiEgBtHjFeoY8NZLZP/7BVZe1490XHqBN84izaqt4saI8MaQPsUfief39z/PdeIr5i1Yw9etf6daxLVdc0sbf4YiIFDhKKERECpDU1FTGTJ7NM2+OJzQkmFcev4M7+15D0dCQc2q3bq2qDO5zFUtWbuCzL3/Opmhz3uZtuxjx4TQa1avJ4D5X+zscEZECSWMoREQKiMTEZF4bM4WFS9dwbecLGdDrimwdeHzFJW1YvWErk7/4iYi6NWkRWS/b2s4JR+OO8eI7kyheLJQnhvQhKCjQ3yGJiBRIukMhIlIAHI6N48n/fsCfy9YyuM9V3HHzVdk+i5GZcU+/7tSoEsaro6ew/2BstrafnU6cOMF///cZBw4f4ckhfSlbuqS/QxIRKbCUUIiI5HM7du3j4Rf/x9aYvfzr3r45Or1raGgwTwzpQ/Lx4/z3f5+SknIix451LsZP/Y6lq6O5p9+1+XZmKhGR/EIJhYhIPrZy3WYeeWk0iUnJvPzYINq1bJTjx6xeJYz7BlzPmuhtTJj2XY4f70z9unA5M+bM58pL29G5Q2t/hyMiUuBpDIWISD7168LlvPnhVCpVKMuzQ2+lUli5XDv2xe2asSZ6KzPmzCeibk0ubB2Za8fOzKZtO3lr7HQiG4Rzx81X+TscEZFCQQmFiEg+45xj2te/Mn7adzRpWJsnh/ShZIliuR7HwBu7sX7TDt4aN53aNSpTpVL5XI/B15Gj8bz49iRKlSzG43ffrEHYIiK5RF2eRETykRMnTvDuhC8YP+07LmnXnOeGDfBLMgFQpEgQj919E4EBAbz87ickJx/3SxzguS6vvPcph2LjeHJIH8qUzvrifSIicm6UUIiI5BMJiUk8P3Ii3/6yiBuv7shDg2/I9pmczlTFCmV5aPANbN6+i/9N+tIvMcQfS+DDz75h+dpNDOnfnfq1q/slDhGRwkpdnkRE8oGDh4/w7IgJbNmxh3tvvS5PrfjcqmkDbry6I1NmzyWyfjiXtz8vR46TmJjM9l172Rqzh20xe9m20/M8bfraazpdkGPHFhGRU1NCISKSx23dsYdnRownLj6B4Q/0o1XTBv4O6SR9r7uctdHbGPnRDD798mdKlyxOmVIlKFWyGGVKlaB0yeJ/l5UuWZzSpYpTqkTxDMc5JCcfZ8fufWzdsefvpGHrjj3sPXD47zpFgoKoUTWMpg1rU7NqRWrXrMJ5Tern5imLiIiXOef8HUOua926tYuKivJ3GCIip7Vs9UZeGjWZ0JAiPP1gf+rUrOrvkE7pyNF4ZsyZz74DscQejefwkTiOxMVz+Eg8qampGe5TonjRv5ONoqEh7Np7gF17D5L2f1NQUCDVKlWgVrVK1KxWkZpVK1KreiUqh5UjIEC9dkUKAjNb7JzTHM/5mO5QiIjkUT/OX8Lb42dQvXIYzwy9lQrlSvs7pEyVKlmcW3tdcVK5c464+IS/k4vYI/HEHo3zJh3///xQ7FHCq1fm4rbNqFW9ErWqVaJKxfKarUlEJI/L1YTCzLoCbwGBwAfOuf+col5PYCrQxjkXZWadgf8AwUAy8Ihz7idv3blAFSDBu3sX59zeHD0REZEctHnbLmZ+9xs//f4XLRrX4/F7bqJ4saL+DuusmRklSxSjZIliVKsc5u9wREQkm+VaQmFmgcAooDOwA1hkZrOcc6vT1SsJPAAs9CneD1zjnNtpZk2AOUA1n+19nXPqwyQi+VZqaip/Ll3LrB9+Z8XazYQEF+H6K9rTv2cXfUMvIiJ5Wm7eoWgLRDvnNgGY2adAd2B1unrPA68Aj6QVOOf+8tm+CihqZiHOuaScDVlEJGcdS0jk+3mL+fKHBezZf4iwcmW47YaudLm4NSWK59+7EiIiUnjkZkJRDdju83oH0M63gpmdB9Rwzn1lZo+QsZ7AknTJxDgzOwFMA15wGYw0N7PBwGCAmjVrnv1ZiIhkg117DvDljwv4ft5iEpOSaVy/Frfd0JXzz2tEYKDuSIiISP6RZwZlm1kA8AYwIJM6kXjuXnTxKe7rnIvxdpWaBvQDJqTf1zk3BhgDnlmesi9yEZGscc6xfM0mZn3/O4uWryMwMIAObZpybecLqRde7fQNiIiI5EG5mVDEADV8Xlf3lqUpCTQB5poZQGVglpld6x2YXR2YAfR3zm1M28k5F+P9edTMJuPpWnVSQiEi4i/JyceZ+8cyZn3/O1tj9lC6ZHF6X92Rbpe2pVyZUv4OT0RE5JzkZkKxCKhvZrXxJBI3AX3SNjrnYoEKaa+9szc97E0mygBfAY87537zqRMElHHO7TezIsDVwA+5cTIiIqcTeySOWT8s4Juf/+Ro/DFq16jCgwN70qFtU4KDi/g7PBERkWyRawmFcy7FzO7FM0NTIDDWObfKzJ4DopxzszLZ/V6gHjDczIZ7y7oA8cAcbzIRiCeZeD/HTkJEJIs2b9vFs29N4ODho7Rr0YjuXS4kskE43juwIiIiBYZWyhYRyWZ/rdzAy+9+QrGiIQx/oF+eXt1aRMTftFJ2/pdnBmWLiBQE38+L4p3xX1CzakWefrB/nl/dWkRE5FwpoRARyQbOOSbO+IEps+fSMrIej99zM8WKhvo7LBERkRynhEJE5BylpJxg5Ljp/LxgKZ07tOKeft21urWIiBQaSihERM5BXHwCL42axIq1m+nXozM3XHWJBl6LiEihooRCROQs7d1/iGfenMCufQcYdnsvLr2wpb9DEhERyXVKKEREzkL0lhiee+tjko8f57lhA2gaUcffIYmIiPiFEgoRkTO0aNlaXnnvU0qXLM6LjwykRtWK/g5JRETEb5RQiIicga9/Wsj/Jn1J3VpVGf5AP8qWLunvkERERPxKCYWISBY45/jo8zlM/3YebZo35NE7byI0NNjfYYmIiPidEgoRkdNITj7Omx9OZf6ilVx5aTsG97mKwEBNCysiIgJKKEREMnU07hjPj/yYNdHbuO2Grlzftb2mhRUREfGhhEJE5BSOxh3jiVc+YOeeAzx29020b9PU3yGJiIjkOUooREQykJiYzLMjJhCzZz9PP9CfFpH1/B2SiIhInhTg7wBERPKa48dTePGdSazfvINH7+ytZEJERCQTSihERHykpqby+vufs3R1NPffdj0XtIr0d0giIiJ5mhIKEREv5xyjxn/Bb1ErGdS7G53at/J3SCIiInmeEgoREa8J077ju3lR3Hh1R667or2/wxEREckXlFCIiABTv/qFqV//ypWXtuOW6zv5OxwREZF8QwmFiBR6c35ZxPhp33Fx22bcdcs1WmdCRETkDCihEJFCbf6iFYya8AWtmjZg6O29lEyIiIicISUUIlJo/bVyA6+//zkRdWvwxD03ExQU6O+QRERE8h0lFCJSKK2N3saL70yiRpWKPP1gf0JCgv0dkoiISL6khEJECp0t23fz7FsTKFemFM8NG0DxYkX9HZKIiEi+pYRCRAqV3XsPMvyNjwguEsQLD99GmdIl/B2SiIhIvqaEQkQKjYOHj/Dv18eRknKCFx4eSMUKZf0dkoiISL6nhEJECoW4+ASGv/4Rh4/E8czQ/tSoWtHfIYmIiBQISihEpMBLTEzm2RETiNmzn6fuu4UGdWr4OyQREZECQwmFiBRoSUnJvPjOJNZt2s6jd/ameeO6/g5JRESkQAnydwAiIjklMTGZ50ZOYOW6LTw4sCcXtIr0d0giIiIFjhIKESmQ4o8l8OyICazbtIOHB9/Ixe2a+TskERGRAilLXZ7M7GIzOyn5MLMgM7s4+8MSETl7R+OO8e/XxrFhSwyP3XWTkgkREZEclNUxFD8D5TIoL+3dJiKSJ8QeieNfr45l847dPDmkDxe2VjcnERGRnJTVLk8GuAzKywPx2ReOiMjZOxR7lH/9dyx79h9i+P39aNmkvr9DEhERKfAyTSjMbJb3qQMmmlmSz+ZAoAnwew7FJiKSZfsPxvLUa2M5cOgIzwztT9OIOv4OSUREpFA43R2KA96fBhwCEny2JQPzgfdzIC4RkSzbu/8QT/73Q47GJ/DcsAE0ql/L3yGJiIgUGpkmFM652wDMbAvwmnNO3ZtEJE/ZtecAT776IYlJybzw8G3Ur13d3yGJiIgUKlkaQ+GcezanAxEROVPbd+7lqdfGkpKSyouPDKROzar+DklERKTQyeq0seXM7D0zW29mh83siO8jqwczs65mts7Mos3s8Uzq9TQzZ2atfcqe8O63zsyuONM2RaRg2bJ9N0+88gHOwcuPDVIyISIi4idZneXpQ6AlMAbYScYzPmXKzAKBUUBnYAewyMxmOedWp6tXEngAWOhT1hi4CYgEqgI/mFkD7+bTtikiBUv0lhiGv/4RwcFBvPjIQKpVDvN3SCIiIoVWVhOKy4HOzrmFp615am2BaOfcJgAz+xToDqT/8P888ArwiE9Zd+BT51wSsNnMor3tkcU2RaSAWLdxO0+/+RHFi4by4iODqFwxoyVyREREJLdkdWG7vUDcOR6rGrDd5/UOb9nfzOw8oIZz7qss7nvaNn3aHmxmUWYWtW/fvrM7AxHxq5XrNvPUa2MpVaI4/3n8DiUTIiIieUBWE4p/Ac+ZWYmcCsTMAoA3gIdyon3n3BjnXGvnXOuwMHWPEMlPnHNELV/H02+Mp0K50vzn8dsJK1/G32GJiIgIWe/y9BQQDuw1s63Acd+NzrlmWWgjBqjh87q6tyxNSTwL5c01M4DKwCwzu/Y0+2bWpojkY/sOHObnBUuZu2AZ23ftJbx6ZV54+DZKl8qx7zZERETkDGU1oZiaDcdaBNQ3s9p4PvTfBPRJ2+iciwUqpL02s7nAw865KDNLACab2Rt4BmXXB/7Es+DeKdsUkeyVkJjEq6M/o0SxorRoXI/mjetQvmzpbD1G/LEEfl+8ip9+X8rKdZsBaFy/FkP6d+eS85tTNDQkW48nIiIi5ybX1qFwzqWY2b3AHCAQGOucW2VmzwFRzrlZmey7ysym4BlsnQIMcc6dAMiozXONVUQyNvazb4havp6SxYvx84KlANSoUpEWkXVp0bgeTRqGU6xo6Bm3m5Jygr9WbeCn3//iz6XrSD5+nKqVytP3usu59IIWVArTWAkREZG8ypzL2gywZhYKXA3UBUY75w6bWV3gkHPuYA7GmO1at27toqKi/B2GSL6yZMV6nn5zPD26dmDADVewefsulq3exNLV0axct4Xk48cJCAigYZ3qNG9UlxaR9WhYpwZBQYEZtuecI3pLDD8vWMqvC5cTezSeksWLcXG7Zlx6QQsa1KmOt/ujiIgUYGa22DnX+vQ1Ja/KUkJhZvWAH4ASQBmggXNuk5m9BpRxzt2es2FmLyUUImcm/lgCQ/49kmKhoYx4+h6Cg4v8Y/vx4yms3biNpas3snRVNBu2xOCcIzQkmKYRtT0JRuN61KxWkX0HDjP3j2X89PtfxOzeT5GgINq2iODSC1rQqmmDUyYgIiJSMCmhyP+yOoZiBPAdcDdw2Kd8FjAuu4MSkbzl/U++5lBsHP+6t+9JyQRAkSJBNI2oQ9OIOvTr0Zm4+ARWrN3E0tUbWbZmI4uWrQOgZPFiHI0/BkBkg3Cuv6I97ds0oXixorl6PiIiIpJ9sppQXAic75w7ka4LwjY8g6RFpIBa+NcafvxtCTddcyn1a1fP0j4lihflglaRXNAqEvDM1rR0dTSr1m+lSsVyXHpBCypWKJuTYYuIiEguyWpCAXDy15JQE4jNplhEJI85cjSed8bPpE7NKvS+5tKzbiesfBk6d2hN5w66oy0iIlLQZHVhu++AYT6vnZmVAp4F0q9qLSIFxHsTZxF3LIGhg3ppbIOIiIhkKKt3KIYBP5vZOiAU+AyoB+wBbsyh2ETEj+YvWsH8RSvp16Mz4TUq+zscERERyaOyug7FTjNrAdwMnIfnzsYYYJJzLiEH4xMRPzgUe5R3J8yiQe3q9OzWwd/hiIiISB6W5TEU3sRhrPchIgWUc45R478gKfk4Q2/vRWCgujqJiIjIqZ0yoTCzHsCXzrnj3uen5Jybnu2RiYhf/Pz7UhYuXcOg3t2oXiXM3+GIiIhIHpfZHYqpQGVgr/f5qThAX2GKFAD7D8Yy5pPZNK5fi2s7X+jvcERERCQfOGVC4ZwLyOi5iBRMzjlGjptOSsoJHhzYk4AA/dmLiIjI6ekTg4gAMOeXRfy1KpqBN3ajSqXy/g5HRERE8oksJRRm9qKZ3ZVB+V1m9nz2hyWSP+zcs59R42cyf9EKkpKS/R3OWduz7yAffvYNzRvVpdulbf0djoiIiOQjWZ3lqR9wQwbli4EngH9nW0Qi+YRzjhEfTmNN9Da+/WURoSHBtG0eQfs2TWjVtAHBwRktLp/3OOcYMXY6ZsYDA3tgZv4OSURERPKRrCYUFYF9GZQfACplXzgi+ccP8xezJnob9w24nsphZZn35wp+X7yaX/9cTtHQEM5v2YgObZvSMrJ+nl5levaPC1i5bjP333Y9YeXL+DscERERyWeymlBsAzoAm9KVXwzsyNaIRPKBI0fjGTdlDpENwuncoRVmRrNGdbnrlmtYvmYT8xatYMGS1fy8YCnFi4VyfsvGdGjblOaN6uap5CJm9z4++vw7WjdrSKf2rfwdjoiIiORDWU0oRgNvmlkw8JO37HLgZeCVnAhMJC8b9/m3HEtM5J5+1/6ji1BgYCAtm9SnZZP63NOvO0tXRzPvT09y8eNvSyhZvBgXnOdJLppG1M7SonHOOZKSjpOQlERCYhKJSckkJCZz/HgKVSuVJ6x8mbPqppSamsqbH0wjODiI+wZcp65OIiIiclaylFA45143swrASCDYW5wMvOWc+29OBSeSF61ct5kf5i+h15UXU7PaqXv8BQUF0rpZQ1o3a8jx4yksWbmBeX+u4Nc/l/PdvChKlyxO62YNCQgwb6JwnMSkZI4lJP6dNCQkJpGUfBzn3CmPU6xoKOHVKxFevTK1a1Smdo0q1KpWidDQ4FPuAzD9m3ms27SdhwffSLkypc76eoiIiEjhltU7FDjnnjCzF4DG3qI1zrm4nAlLJG9KSTnBuxNmUbF8GXpffWmW9ytSJIh2LRvRrmUjkpOPE7V8PfMWLSdq+TqCggIJDQmmaGgIRUODKV+2FEVDQigaGkJoSBFveYi3TvDfzwMDA4jZvZ/N23ezefsufl6wlK9/TgLAzKgcVs6bYFT+O9moWKEsZsbWHXuY9MWPXNgqkovbNcupyyUiIiKFQJYTCgDnXDywKIdiEcnzZs6Zz/Zdexn+QL/T3gE4leDgIlzYOpILW0eeczxNI+r8/dw5x979h9iyYw+bt+/yJhq7WbBk9d93OIqGhhBevRKHj8RTvGjoSV22RERERM7UKRMKM5sF3OKcO+J9fkrOuWuzPTKRPGbPvoN8MutnLjivMW2aR/g7nJOYGZXCylEprBztWjb6uzwxMZmtMf+fZGzZsZvEpGTuG3A9pUuV8GPEIiIiUhBkdofiAJDWcfugz3ORQsc5x+jJswkIMAb3udrf4ZyR0NBgGtatQcO6NfwdioiIiBRAmSUU44AEAOfcgFyJRiSP+mPJahYtW8fAG7tRoVxpf4cjIiIikmcEZLLtZ6AcgJltMrPyuROSSN6SkJjEmE++Irx6Za7pdIG/wxERERHJUzJLKA4Btb3Pw09TV6TAmjzzR/YfjGVI/+55alE6ERERkbwgsy5P04BfzGwXnvETUWZ2IqOKzrk6GZWL5Hebtu1k1g8L6HpJGyLq1fR3OCIiIiJ5TmYJxV3ALKA+8AaeMRVHcyMokbzAOce7E2ZRsnhR+vfs4u9wRERERPKkzBKKDsAc59xXZtYceN05p4RCCo05vyxi3abtDB3Ui5Ilivk7HBEREZE8KUuDsoFLgLNbxUskH4o9EsdHU+fQpGFtLr2whb/DEREREcmzNChbJAMffvYNScnHtZK0iIiIyGloULZIOsvXbOTnBUu58eqO1Kha0d/hiIiIiORpGpQt4uP48RTe/XgWlcPK0fvqjv4OR0RERCTPO2VC4ZxzwFcAGpQthcX0b+cRs3s/zwy9leDgIv4OR0RERCTPy9K4COfcbc65o2ZWwczamVlITgcmktt27TnAlNm/cFHrJrRq2sDf4YiIiIjkC1lKKMyshJlNAfYCvwPVvOX/M7Nnci48kdzhnGP05NkEBBh33Hylv8MRERERyTeyOnPTf/EkEecBCT7ls4Hrszsokdz2W9RKFq9YT78enSlftrS/wxERERHJN7KaUFwLPOicW4pnxqc0a4Asz/BkZl3NbJ2ZRZvZ4xlsv8vMVpjZUjObb2aNveV9vWVpj1Qza+HdNtfbZto2TcsjZ+RYQiLvf/IVdWpW4arL2vk7HBEREZF8JasJRVngQAblJYEMp5JNz8wCgVFAN6AxcHNawuBjsnOuqXOuBZ67Im8AOOcmOedaeMv7AZu9yU2avmnbnXN7s3hOIgB88OnXHIqNY0j/7gQGBvo7HBEREZF8JasJxSI8dynSpN2luBPPmIqsaAtEO+c2OeeSgU+B7r4VnHNHfF4W5593Q9Lc7N1X5JzNX7SC7+ctpme3DjSoU8Pf4YiIiIjkO5mtQ+HrSWCOmUV69xnmfd4WuDiLbVQDtvu83gGc1L/EzIYAw4Bg4LIM2ulNukQEGOdddG8a8IJ3yluRTO3df4h3xs+kQe3q9L2uk7/DEREREcmXsjpt7O/AhXg+5G8ELgd2Ahc455ZkZ0DOuVHOubrAY8BTvtvMrB1wzDm30qe4r3OuKdDB++iXUbtm9n/t3Xec3PV95/HXZ2d70UqrXpFAAkSxKEsxAmyKhGyKMMYYgzGJHcvEkHO5+IJj3yXHXS5u8cWJccE+CI4NCiZAhE03YAgGpKVIIIEK6gKhrt3V9t3P/fH9LTustdqi2flNeT8fj3nMzPc389vvfDXanfd82yIzqzOzup07d6ayypKFOjs7+d5t99DV5XztC5+ksFBDnURERESGYqA9FLj7a8D1h/GztgHJY0qmRGV9WQz8uFfZ1cDdveq1LbpuMLO7CL0mv+h9Mne/DbgNoLa2Vj0YeW7xkqd4Y91m/nLRVUwYVxN3dURERESy0rBdUgAAIABJREFU1oADRbSZ3bWECdUOrATudvfWAZ5iGTDLzGYQgsTVwDW9fsYsd18b3b0YWJt0rAC4itAL0V1WCIx0911mVgRcAjwx0Nck+en11Rv4t988zflnncyHzpwTd3VEREREstqAAkW0GtPDQDXwWlT8eeB/mtkCd3+jv3O4e4eZ3QQ8CiSA2919pZndAtS5+xLgJjO7EGgH9vL+HpFzgS3uvj6prIQwt6MoOucTwM8G8pokPzU0NvEPP/s1E8bWcMOnL427OiIiIiJZzwYyf9nMHgeagOu6V2IysxHAL4ESd79oWGuZYrW1tV5XVxd3NSTN3J2/v/Uulq1YzXe+vohZM6bEXSUREZG8Z2YvuXtt3PWQoRvokKe5wGnJy7q6e72ZfQN4YVhqJpJij/5+Gc+/vIrPXvURhQkRERGRFBnoPhQtwMiDlFdHx0Qy2uZt7/Kzux/i5ONncvlFc+OujoiIiEjOGGigeBD4mZnNNbNEdDkb+CmwZPiqJ3L42tra+e5P76GstJiv/NmVmFncVRIRERHJGQMNFF8irLj0LKFHogX4PbAG+PLwVE0kNW6/5xE2bt3OV/7sSkZVV8VdHREREZGcMqA5FO6+D1hoZjOB2VHxG+6+bthqJpICL77yBr998gUWzjuLU088Ou7qiIiIiOScfgOFmU0Dtrt7WxQg1kXlxWY2zd03D3clRYZi9979/OD2+zhy2kSuvzKrFiITERERyRqHHPJkZlcDD/V1GHjIzD6R8lqJHKauri6+/7N7aWtv57/d8EmKiga8h6OIiIiIDEJ/cygWAd9197beB6Idsr8N/PlwVEzkcNz70DOseHM9N3z6UiZPGBt3dURERERyVn+BYjbwn4c4/gfguNRVR+TwvbluM7964Hecc/qJXDD3lLirIyIiIpLT+hsHUg0UH+J4CTAiddWRbLd4yZP87rlXhvz8qooyjp05jdkzpzF75hGMqake1PMPNDXz3Z/+G2NGjeDGzyzUErEiIiIiw6y/QLEBOA14o4/jpwMbU1khyV6vrlzHrx74HccfPZ1xow+2D2L/du+t57Fn6njwiecBGFszMoSLWdM4btYRHDF5PIlE4qDPdXd+9Isl7Npbz7dv/jwV5WVDfi0iIiIiMjD9BYr7gL8zs8fd/Z3kA2Y2CfhfwL8MU90kizQ1t/BPd9zP5AljuOWrf0JxcdGQz9XR0cnGrdt5Y90mVq3dxMq1G3lm6QoASkuKOfao7h6MaRxz1FTKy0oBePK5V3hm6Qquu2Iex86clpLXJSIiIiKH1l+g+DbwMWCNmf0SeDMqnw1cC2wGvjN81ZNsccc9j7Br736++9dfOKwwAVBYmGDm9MnMnD6ZSy88C3dn5+59vLFuM6vWbuKNdZtZ/OBTuDtmxvQpEzj2qKk89fyrnHjsDK786LkpelUiIiIi0p9DBgp3bzSzucDfA58ERkWH9gH/CnzD3RuGt4qS6V5duY5Hfr+MKxacwzFHTU35+c2McWNGMW7MKD505hwg9IisWb/1vYDx1POvUlJcxFf/7BMUFAx0A3gREREROVz9Ls7v7vuBL5rZjcAYwv4TO93dh7tykvmShzpde/kFafu55WWlnHT8TE46fiYAnZ2ddHR0UlJyqDUERERERCTVBvxVrgc73X2HwoR06x7q9JXPXXnYQ50ORyKRUJgQERERiYHGhsiQdQ91unz+3GEZ6iQiIiIimU+BQoakuaX1vaFOn/7YhXFXR0RERERiokAhQ3L7vz3Mrr37+fJnPx7rUCcRERERiZcChQxa8lAn7fcgIiIikt/6XOXJzK4AHnT39uh2n9z9vpTXTDKShjqJiIiISLJDLRt7LzAB2BHd7osDiVRWSjJX91Cn73x9kYY6iYiIiEjfgcLdCw52W/JX91Cnj110toY6iYiIiAigORQyQM0trfzzv2iok4iIiIi8X787ZXczsynAucA4egURd/9+iuslGeaOex5h5579fPvmz2uok4iIiIi8Z0CBwsyuBW4HOoCdhHkT3RxQoMhhy1e9xcNPL+VjF53N7FlHxF0dEREREckgA+2huAX4B+C/u3vnMNZHMkxY1ek+DXUSERERkYMa6ByK8cDPFSbyT/dQpy/96RUa6iQiIiIif2SggeIh4IzhrIhknu6hTgvnnaWhTiIiIiJyUAMd8vQ48G0zOx54DWhPPqiN7XJP8lCn666YF3d1RERERCRDDTRQ/DS6/uuDHNPGdjlIqzqJiIiIyEAMKFBoY7v80j3U6fL5czXUSUREREQOacD7UEju6+zs5MEnnueX9z/BpPGjNdRJRERERPrVZ6Aws68CP3L3luh2n7SxXfZbt3EbP7zzAd7a9DanzTmGL163UEOdRERERKRfh+qh+AvgTqAlut0XbWyXxVpa2vjl/Y+z5InnGTmikpv//FOcVXs8ZhZ31UREREQkC/QZKNx9xsFuS+5YtvxNfvyvD7Jzzz4+8uHTuf7K+VSUl8VdLRERERHJIppDkYf27Kvntrt+y3N1rzNt0ji+8/VFmnwtIiIiIkNyyEBhZhXApe6+OLr/I6A06SGdwJfd/cBAfpiZLQB+QFhm9ufu/q1ex28AbozO2wgscvdVZjYdeANYHT30BXe/IXrOqcC/AGWEDfi+5O4+kPrkG3fn4aeWcue/P0Z7ewfXXTGPKxacQ2GhVv0VERERkaHpr4fiT4HzgcXR/euApUBTdH8OIQB8p78fZGYJ4FZgHrAVWGZmS9x9VdLD7nL3n0SPv4wwN2NBdOwtdz/pIKf+MfB54EVCoFgAPNxfffLNpq3v8sM7H+DNtzYzZ/ZR3PiZhUwcPzruaomIiIhIlusvUFwN/J9eZZ939/UAZvYp4MsMIFAApwPrkp67GFgIvBco3L0+6fEVhAnffTKzicAId38huv8L4HIUKN7T1tbO4gef4r5HnqW8tJSvfO5KzjvrJE26FhEREZGU6C9QzARWJt3fRxiO1K0OmD3AnzUZ2JJ0fytwRu8HmdmNwFeBYkLvSLcZZvYKUA98092fjc65tdc5Jx/sh5vZImARwLRp0wZY5ez26sp1/Ohfl/DOjt1cMPcUPnvVAkZUVcRdLRERERHJIf0FimrC3AQA3H3qQZ6f0s0K3P1W4FYzuwb4JnA98A4wzd13R3MmHjCz4wd53tuA2wBqa2tzco5Fa2sb6za9zZr1W1nx5nrqVqxm0vjR/N3XPssHZh8Vd/VEREREJAf1Fyi2ACcCb/ZxfA7v73U4lG1AciCZEpX1ZTFhfgTu3gq0RrdfMrO3gKOj508ZxDlzhrvz9ru7WP3WVlav38Lq9VvYsGU7XV1dAEwYW8PVl57HJy7+kDaoExEREZFh01+g+C3wt2b2oLu3JB+IVoD6m+gxA7EMmGVmMwgf+q8Grul1zlnuvja6ezGwNiofC+xx904zOxKYBax39z1mVm9mZxImZX8G+OcB1ierNB5oZs36LaxeHwLEmvVbaTgQ5saXlZZw9IwpXPnRcznmyKkcc+QUqkdUxlxjEREREckH/QWKvweuAlab2Q+BNVH5scBNQEH0mH65e4eZ3QQ8Slg29nZ3X2lmtwB17r4EuMnMLgTagb2E4U4A5wK3mFk70AXc4O57omNfpGfZ2IfJkQnZXV1dPLv0NV5ZuY7V67ew9Z2dAJgZ0yaN44OnHMcxR03lmCOnMnXSWAoKCmKusYiIiIjkI+tvywYzOwL4CTAf6F4ayIHHgC+6+4ZhreEwqK2t9bq6urir0adVazby07t+w/rN71BdVRF6HaLwMGvGZMrLSvs/iYiIiEgWMLOX3L027nrI0PW7U7a7bwI+YmY1hFWfICz/uucQT5Mh2LVnP3fc8wjPLF3BmJpqvvaFT3LO6SdqiVcRERERyVj9BopuUYBYOox1yVttbe3c98iz3PvQM7jD1Zeex8c/ci6lpcVxV01ERERE5JAGHCgk9dydP9St5PZ7HmbH7n3MrT2Bz161gHFjRsVdNRERERGRAVGgiMnGLdu57e7f8NqbG5g+ZYL2ihARERGRrKRAkWYNjU388v4nePjppVSWl/Hnn76Miz5USyKRiLtqIiIiIiKDpkCRJp2dnTz89FJ+9cDvaGpu5eLzz+CahRdQVVked9VERERERIZMgSINlq96i9vu+g2b397BnNlH8flPXcwRU8bHXS0RERERkcOmQDGM6hsO8MM7H+D5l1cxfswovnHTtZxx8mwtAysiIoendTsUlECRFvEQkfgpUAyj0pJi3tmxh+uumMfl8+dSXFwUd5VERCSbdbXDrt/C3t+BFcH4q2DEGaAvqkQkRgoUw6i4uIgf/O2NFBQUxF0VERHJds0b4J1fQtu7UP1BaN8Z7je+DhM+BYmKuGsoInlKgWKYKUyIiMhhSe6VKKyGqTdCxWzwLtj7JOx8EDZsgInXQsVxcddWRPKQAoWIiEimSu6VGDkXxl4OibJwzAqg5kIoPwbeuRO2/AhGfSg8pkBDbEUkfRQoREREMk1XO+z6TeiBKKyGqTdBxbEHf2zpVDjir2Dnf8Dep6FpNUy8PpRLdvIuaNsRJt0XlMRdG5F+KVCIiIhkkkP1SvSloAjGXwmVx4fnbvoejLkEai4IPRmS+ToPwIFV0LgyXHc2hcn2JZOhdDqUTQ/XxeM1CV8yjgKFiIhIJnhfr8TIQ/dK9KViNsz4a9h+d+ixOLASJl4HRaOHp865rvVtqH8ptF/pFCiemLrhZO7QujX8GzWuhJaNoaywEipPgLKZ0LEnBMz6Otj3n+F5ibL3B4yy6ZqQL7FToBAREYlb8/qoV2LHwHsl+pKogEmfg/oX4d17YMPfw/hPQvVpqa1zLutqgV0Pwd6nwof8bmahh6BkUug56L4UjhxYr0FncxiS1t0L0bE/lJdOg9ELoOKEcLv3udxDj1XzemjZFELG7kd66lY8LilgzAj1s0TPc+kE7wTviC697/cqKx4HxWMPsxElnyhQiIiIxCUVvRIHYwbVZ4Zvud/5RZi0feD1ECwS5Yd//lzlDg0vw477oLM+LM875tIQMFq3hR6Flm3QvAnqX+55XqI8ChfJQWMSWGEIAt29EM1vhQ/tiTIoPzYMUas4DgpHHLpeZlAyIVw4K5R1tYR6tGyE5o0hoOxfGj2+MAx16w4JgzX2Uhh90eCfJ3nLPDl554na2lqvq6uLuxoiIpJvvDOMle9shLZdsPOBnl6JcR+DgtJh+JldsOex8I174QiYcB1UHJP6n5Pt2t4NPToHVocJ7eOvCt/296WzGdregZatUdjYFoZIdbWF42aht6ijMdwvmRiGMlUcF85rKf5O171niFTLFsBDL4UlooARXThI2Xv3o2NFNWExgDQxs5fcvTZtP1BSToFCRERkqNyhqwk6GqCzIYSFjvoQGDobk8qj211N7x9CUzQKJlybml6J/jRvCj0VbTtg5NnhG+iiUcP/czNdVyvsfhT2/A4KikOPxMizhzaZ3R3ad/UEjPY9YRhS5fHhQ7oclAJF9tOQJxERkcHyDtj3B9j9UM830L0lyiFRBYVVUDwBymaFCbeJKkhUhvLSaelbFrTsCJj+V7BzCex7FvY/D9WnQ838/Bwv7w6NK2DHvdC+F6rPCHNXCquGfk6z0JbFY6HqpNTVVSTDKVCIiIgMlDs0vtYzVKl8FtR8ICkoVEW3K1I/pCUVCkpg/CfCcrJ7ngihaP8LMKIWai6KxujngbZdsOPXYV5DySSYdj2Uz4y7ViJZKwN/24mIiGSgls1hsm7TurAKzpQvhFV5snFPgKKaMEdg9EWw58nQY1FfB5VzQlmuborX1Q57Hofdj4UhTeOugFHnZmb4E8ki+h8kIiJyKO17YdcS2L8s9DyMvwpGnpUbH0ILq8Nk8Jp5YYnUvb+HhlfDmP/RCw49KTldulpg33MhyCUqwpCkRGVSb1BSz9Ch/k0aV4ZeibZdMOLUECbSOPFYJJflwG9DERGRYdDZHL7N7t6LYPS88ME7F5ddLawMS4XWXAD7ngm9Fpv+ASqOjoLFrPT3xHQ0wN6nQ306m0OvUFdrmODe11KoibKDhI3KsBpTw4qwh8TUv9AqVyIppkAhIiKSzDujCde/DROuR5wGYy/Jj92mE+UhQIw6L+zMvOcJ2PxPUHZkGApVcdzwB4v2PWHFpf1/CEOUquaEIFc2PRx3h67mvlfS6mwM99t2QeeGcN+KYOxlUHN+bvQsiWQY/a8SERGB8EH1wMow4bp1e5ikO/ljYXWkfFNQEnorRp4bVoPa8xhs/XGYWzHqvPANf6qHC7VuDz1C9cvC/RGnhSDRe6K4WbSCVjkwrv/zdu8UrSAhMmz0v0tERKRlC+y4H5rWhKE1kxdB5YnZOeE6lQqKwqTlkWeFXZj3PBZ23obQTuVHR5dZQ19utXlTOG/jivChf+Q5Icykat8GM/RxR2R46X+YiIjkJ3doXheG1tTXQUFZWFJ15Fx9m92bFYZQUX0mtG6FprUhfNUvC0OjIPQkJAeMREXf53MPz9/zKBxYE+Y+1MyHUR8+vH0gRCQW+o0pIiL5wz18IK6vg4aXoH1f2B151PlhjkAuTrhOJSsIm/GVTgu9CN4ZltPtDhj7X4C9z4RegZJJIVyUzQrDxxLl0T4ey8OyrS2boXAEjLscqueGUCEiWUmBQkQk13Q2Qes26GoDbw8TW70dvC2p7GDHum+3g3cBXdG197rf1TMu/X3HHSwRPmyWzQwfIkunh2EzcWvbGUJEfR20vRs+GFfMDjsjV56Yvt2qc40lwtKyZTNg9Pywg3jzphAumtbC3mdhz1NRwJgS3ndt70LxGJhwNYw4IzPeHyJyWBQoRERyQcf+sINzw/LwYa6vZTW7WWH4Zt6Kwgc6K46ui6CgPHzgpiC6tqT7BiSi66THdB/vaoWWDbD7IdjVHTCOCENgyo8KqwUVlA5zY0Q69kP9y9BQFz7kQgg5NedB1cmHHpIjQ2OF4d+5/CjgIyGktmzoCRiWgEl/EtrfEnHXVkRSRIFCRCRbte0IAaJxBbRsDL0GxWPCOPTyo8MQkveCQnFPgLCi4Z9s3NkEzevDh8jmt8Kk290efVM9NXywL5sZPnim8oN9Z1PYmK2hLvxsdyidEjZvqzoFikal7mdJ/wqKeuZViEjOUqAQEckW7tC6JQoRy8MymxCW8hx9MVR9AIonZsbKRIlyqDwhXCD0XDRvCJOgm9aFcfZ7ngzHSiaGcFE2Y+hDj7paQrBqfD30zhSPCXMiqmr/eNlRERFJKQUKEZFM5p3hA3jjihAi2veFwFA2C8afDZUfSN3ymsOpoAQqjg0XiIbCbIbmtdD0FtS/CPuePbyfUTgiLHFaVRvmcWRCsBIRyQMKFCIimca74MAb0PBymBfR2RQNHTkWxlwSJhFn+/j/gqKesfajCcGpbWeYED4UloDiCdFcDhERSScFChGRTNG+O+xKvP+F0BORKIuGDc0JKxLl8kpEltDQJBGRLKVAISISp672MJRp//NhJRwIPRHjPh7t1Kxf0yIiktnS+pfKzBYAPwASwM/d/Vu9jt8A3Ah0Ao3AIndfZWbzgG8BxUAb8DV3fzJ6ztPARKA5Os18d9+RhpcjIjJ0LVtDiKhfFoY0FdXA6I9C9RnZMSdCREQkkrZAYWYJ4FZgHrAVWGZmS9x9VdLD7nL3n0SPvwz4PrAA2AVc6u5vm9kJwKPA5KTnXevudel4HSIiQ9bZBPUvhSDRsjkM86k6Cao/COXHaBKxiIhkpXT2UJwOrHP39QBmthhYCLwXKNy9PunxFYBH5a8kla8EysysxN1bh73WIiKHwz0slbr/D2F/hK52KJkE46+EEadl/+RqERHJe+kMFJOBLUn3twJn9H6Qmd0IfJUwvOn8g5zn48DLvcLEHWbWCfw78L/d3Q9y3kXAIoBp06YN9TWIiAxM++4wnGn/i2H1ooJSGHFG6I3QkqYiIpJDMm62n7vfCtxqZtcA3wSu7z5mZscD3wbmJz3lWnffZmZVhEBxHfCLg5z3NuA2gNra2j8KHCIih617l+b6pWHvCAg7Qo/+SBjaVFAcb/1ERESGQToDxTZgatL9KVFZXxYDP+6+Y2ZTgPuBz7j7W93l7r4tum4ws7sIQ6v+KFCIiAwL7wh7RuxfGvaM8A4oHgdjLwlDmopGx11DERGRYZXOQLEMmGVmMwhB4mrgmuQHmNksd18b3b0YWBuVjwR+C9zs7s8lPb4QGOnuu8ysCLgEeGLYX4mI5Dd3aNkUeiLqX4LOA2EuxMi5MOJ0DWkSEZG8krZA4e4dZnYTYYWmBHC7u680s1uAOndfAtxkZhcC7cBeeoY73QTMBP6Hmf2PqGw+cAB4NAoTCUKY+Fm6XpOI5Jn23bB/WQgSbTvCHhGVJ4alXiuO1Z4RIiKSl+wg85dzXm1trdfVaZVZERmAziZoeCWaFxGNtiyfGXoiqk6CRHm89RMRyXJm9pK718ZdDxk6fZ0mItKbOzSvhX3PQ2O01GvxeM2LEBEROQgFChGRbu37oP4F2P8CtO2CRBmMOBOqz9S8CBERkT4oUIhIfvMOaHw97F59YFXonSifBaM/qqVeRUREBkCBQkTyU+v2ECLqX4SORiishpp5YeO54rFx105ERCRrKFCISP7oaoWGl8PciOb1YAVQeQJUnwUVs8EScddQREQk6yhQiEhu6mqFzkboaICOejjwOtTXQVdb2Hhu3OVhpabCEXHXVEREJKspUIhIdvCOEA46G6GzIQxT6mzoCQ2dDUnHG0NwSFZQDFUnh96IsiM1wVpERCRFFChEJPN0tULrNmjZCi1boHUrtL4N3vnHj7UEFFZBogoSlVAyHhIjws7V7yufAAWl6X8tIiIiOU6BQkTi1dnUExpatkLrFmh7N6y2BCEYlE6FmvOhaEwICIWVPUGhoFS9DSIiIjFSoBCR9OlohJZNITR09z607+45XjQSSqaEoUklU0OQKBypwCAiIpLBFChEZHi5Q9Ma2PcsNC7v6XkoHhM2ixs5NwSHkilhiJKIiIhkFQUKERkenU1hx+l9/wltOyBRDqPOD8u0lkwO90VERCTrKVCISGq1bIa9z0JDHXS1Q9l0mHgdVJ0CBUVx105ERERSTIFCRA5fVxs0vBSCRMvmsETriFoYeW4YziQiIiI5S4FCRIau7d0wpGn/i2GIU8kEGH9l2DBOQ5pERETyggKFiAyOd0Lja2GS9YHVYAVQOQdGnQNls7Qik4iISJ5RoBCRvnkHtL4bNpnrvrRsgc4DYYnXMZfAyA9CYXXcNRUREZGYKFCISNDRkBQcop2pW7f37E5tCSiZGFZpqpwDlceHMhEREclrChQi+ajtXWje9P6eh46GnuOF1WFp15rjoGRS2COieCyYfmWIiIjI++nTgUg+6WiAnffB/mXhvhWGXoeK40KA6L4UVsZbTxEREckaChQi+cAd9j8HO5dAVyuMnh9WYioeq2FLIiIiclgUKERyXcs2eHcxNG+A8pkw/uqwvKuIiIhICihQiOSqrlbY9RDsfRIKysNu1SNO17KuIiIiklIKFCK5qGEF7LgH2vfByLNg7EJIVMRdKxEREclBChQiuaR9N7x7b9h4rmQSHPFZKDsy7lqJiIhIDlOgEMkF3gF7nw5DnADGfQxGfUjLvIqIiMiw06cNkWzXvB623w2t70DliTD+E1BUE3etREREJE8oUIhkq84DsPMB2Pc8FI2EyYug6gNx10pERETyjAKFSLZp3wP7noN9z0JXM9RcAGM+CgUlcddMRERE8pAChUg2cIcDq2Dff8KB10NZxXEw5jIonRxv3URERCSvKVCIZLKORqh/IQSJtl1QWAk182DkXCgaHXftRERERBQoRDKOO7RsCEOa6l8JKziVHwVjLoHKOVBQFHcNRURERN6jQCGSKbpaoX5Z6I1o2RrmRFR/EEadE/aUEBEREclAChQicWvdDvuegf1LoaslhIfxn4Tq06CgNO7aiYiIiBySAoVIHLraoXF56I1oWgeWgKpTQm9E6Qwwi7uGIiIiIgOiQCGSTm3vhiVf978AnU1hYvXYhVB9JhRWxV07ERERkUFLa6AwswXAD4AE8HN3/1av4zcANwKdQCOwyN1XRce+DnwuOvZf3P3RgZxTJHZd7dD4aggSTevACqDyAzDybCg/Rr0RIiIiktXSFijMLAHcCswDtgLLzGxJd2CI3OXuP4kefxnwfWCBmR0HXA0cD0wCnjCzo6Pn9HdOkXi0bof9f+jpjSgeA2Mvg+ozoLA67tqJiIiIpEQ6eyhOB9a5+3oAM1sMLATe+/Dv7vVJj68APLq9EFjs7q3ABjNbF52P/s4pklbqjRAREZE8k85AMRnYknR/K3BG7weZ2Y3AV4Fi4Pyk577Q67nd2wP3e87ovIuARQDTpk0bfO1FDqV1O+x/Dva/2Ks34kwoHBF37URERESGTcZNynb3W4Fbzewa4JvA9Sk6723AbQC1tbXez8NFBqZpDex6KKk3Yk7YxVq9ESIiIpIn0hkotgFTk+5Picr6shj48QCeO5hziqRG+17YeT/UvwxFo9QbISIiInkrnYFiGTDLzGYQPvRfDVyT/AAzm+Xua6O7FwPdt5cAd5nZ9wmTsmcBSwHr75wiKdXVDnufhN2PAg5jLoaaC6GgKO6aiYiIiMQibYHC3TvM7CbgUcISr7e7+0ozuwWoc/clwE1mdiHQDuwlGu4UPe4ewmTrDuBGd+8EONg50/WaJM80roQd90LbTqiaA+OuCPtIiIiIiOQxc8+/6QS1tbVeV1cXdzUkW7Ttgh3/Do2vQfE4GH8lVBwXd61ERERygpm95O61cddDhi7jJmWLZIyuNtjzGOx+Iky4HrsQas4D038bERERkW76ZCTSmzs0Lg+9Eu17YUQtjL0cikbGXTMRERGRjKNAIZKsdTvs+DUcWA0lk2DaZ6B8Vty1EhEREclYChQiAF0mfmJvAAAOwUlEQVQtsOth2PsUFJSEeRIjzwFLxF0zERERkYymQCH5zTvD7ta7fgsd+6H6g2FPicKquGsmIiIikhUUKCQ/uUPDSyFItO2Esukw+c+gbEbcNRMRERHJKgoUkl/cw/Kvu34DrW9DyUSYvAgqTwSzuGsnIiIiknUUKCR/HFgNux6E5o1QPAYm/QlUnaogISIiInIYFCgk9zWvh52/gaY1YenXCddA9enaT0JEREQkBfSJSnJXy5YwtKlxJRRWhpWbqudCQVHcNRMRERHJGQoUkntat4fJ1g2vQKIMxl4Koz4cloMVERERkZRSoJDc0b4bdj0E9UvBimD0RVBzASTK466ZiIiISM5SoJDs1tUOB1ZCw8vQsByw0BtRM197SYiIiIikgQKFZJ+udmh6E+pfhsYV0NUKiQoYORdq5kHRqLhrKCIiIpI3FCgkO3hHWPa1IQoRnc1hKFPVKTDiVCifBZaIu5YiIiIieUeBQjKXd0LT2rCjdcNy6GwKk6wrPxCCRMUxWvpVREREJGb6NCaZxbugeV00nOlV6GiEgmKonANVJ0PFbC37KiIiIpJBFCgkft4BTetCL0Tjcuioj0LECVFPxPEKESIiIiIZSoFC4tHVCgfeCAGi8fUwJ6KgKISHqlOg8njtGyEiIiKSBRQoJH06GuHAa6Enoml1WK0pUR7mRFTOgYpjQ8+EiIiIiGQNBQoZXu27oWFF6Ilofgvcw7Ku1WdB1RwoO0qrM4mIiIhkMQWK4da8CUrGQ0Fp3DVJD3dofTss7dq4HFq2hvKSiWGzuaqToGQKmMVbTxERERFJCQWK4dTVBpu/F24XjYXSKVAyFUqjS6Ii3vqlSkdDGMJ0YHXYcK59bwgMpTNg3Meg8kQoHhd3LUVERERkGChQDCuDyV+Ali3QuhWaN4blULsVjQrf1pdO6wkbhdWZ/+19V1tY2rU7QLRsC+WJMig/BkZfFEJEYXW89RQRERGRYadAMZwKisLSp5Un9JR1HgjDgFq3QsvmEDYOvB6GCgEUVvb0YpRMgZIJUDQ63hWPvAtaNvX0QjSvD5vOWSLMgRh7CZQfG4KRFcRXTxERERFJOwWKdEtUhB2eK47pKetqhdZtIVx092bseSJ8kO9WWAVFY8KleHTP7aIxqe/VcIf2HVEPxGpoWhOWdYXQkzLqw2FFprKjtCqTiIiISJ5ToMgEBSVQdmS4dOtqh7bt0LYD2ndC2+6wYlLzW9BQ19OjAWCFoRejeEy47g4algBvg66WEFred+kui4577/L2cO6iUVB5UggQ5UeHYCMiIiIiElGgyFQFRT2Tt3vzjjDxuX0XtO0K1+27w3XTWyEU9MUsrDhVUBKurThcJyqisqi8aDRUzI6CSYbP6RARERGR2ChQZCMrhOKx4dJ7oSh36GoKQYNOsKSQUFASnquAICIiIiIpokCRa8xCb0NZjixJKyIiIiIZTUvyiIiIiIjIkClQiIiIiIjIkClQiIiIiIjIkClQiIiIiIjIkClQiIiIiIjIkClQiIiIiIjIkClQiIiIiIjIkKU1UJjZAjNbbWbrzOzmgxz/qpmtMrMVZvY7MzsiKj/PzF5NurSY2eXRsX8xsw1Jx05K52sSEREREclnadvYzswSwK3APGArsMzMlrj7qqSHvQLUunuTmf058B3gk+7+FHBSdJ4aYB3wWNLzvubu96bjdYiIiIiISI909lCcDqxz9/Xu3gYsBhYmP8Ddn3L3pujuC8CUg5znSuDhpMeJiIiIiEhM0hkoJgNbku5vjcr68jng4YOUXw3c3avs76JhUv/XzEoOdjIzW2RmdWZWt3PnzsHUW0RERERE+pCRk7LN7NNALfDdXuUTgROBR5OKvw4cC5wG1AB/dbBzuvtt7l7r7rVjx44dlnqLiIiIiOSbdAaKbcDUpPtTorL3MbMLgW8Al7l7a6/DVwH3u3t7d4G7v+NBK3AHYWiViIiIiIikQToDxTJglpnNMLNiwtClJckPMLOTgZ8SwsSOg5zjU/Qa7hT1WmBmBlwOvD4MdRcRERERkYNI2ypP7t5hZjcRhislgNvdfaWZ3QLUufsSwhCnSuDXIR+w2d0vAzCz6YQejt/3OvWvzGwsYMCrwA1peDkiIiIiIgKYu8ddh7Qzs53ApjT+yDHArjT+vGymthoctdfAqa0GTm01OGqvgVNbDU6+tNcR7q4JrlksLwNFuplZnbvXxl2PbKC2Ghy118CprQZObTU4aq+BU1sNjtpLskVGrvIkIiIiIiLZQYFCRERERESGTIEiPW6LuwJZRG01OGqvgVNbDZzaanDUXgOnthoctZdkBc2hEBERERGRIVMPhYiIiIiIDJkChYiIiIiIDJkCxRCY2e1mtsPMXk8qm2Nmz5vZa2b2oJmNiMqLzOzOqPwNM/t60nMWmNlqM1tnZjfH8VrSIYXttTEqf9XM6uJ4LcNtkG1VbGZ3ROXLzezDSc85NSpfZ2b/FO0kn1NS2FZPR/8PX40u42J4OcPOzKaa2VNmtsrMVprZl6LyGjN73MzWRtejonKL3jvrzGyFmZ2SdK7ro8evNbPr43pNwyXFbdWZ9N5aEtdrGi5DaKtjo/+jrWb2l73OlfN/E1PcXjn/N1GyiLvrMsgLcC5wCvB6Utky4EPR7c8C/yu6fQ2wOLpdDmwEphN2C38LOBIoBpYDx8X92jK1vaL7G4Excb+eDGqrG4E7otvjgJeAguj+UuBMwg7yDwMfifu1ZXBbPQ3Uxv160tBeE4FTottVwBrgOOA7wM1R+c3At6PbH43eOxa9l16MymuA9dH1qOj2qLhfXya2VXSsMe7Xk2FtNQ44Dfg74C+TzpMXfxNT1V7RsY3k+N9EXbLnoh6KIXD3Z4A9vYqPBp6Jbj8OfLz74UCFmRUCZUAbUA+cDqxz9/Xu3gYsBhYOd93jkKL2yguDbKvjgCej5+0A9gG1ZjYRGOHuL7i7A78ALh/uuqdbKtoqDdXMGO7+jru/HN1uAN4AJhN+79wZPexOet4rC4FfePACMDJ6b10EPO7ue9x9L6GdF6TxpQy7FLZVzhtsW7n7DndfBrT3OlVe/E1MYXuJZBQFitRZSc8vv08AU6Pb9wIHgHeAzcD33H0P4RfIlqTnb43K8sVg2wtC2HjMzF4ys0XprGzM+mqr5cBlZlZoZjOAU6Njkwnvp2759N4abFt1uyMaNvDfc3F4WG9mNh04GXgRGO/u70SHtgPjo9t9/Y7Kq99dh9lWAKVmVmdmL5hZzgX7ZANsq77k1fsKDru9IH//JkoGUqBInc8CXzSzlwjdmG1R+elAJzAJmAH8VzM7Mp4qZpShtNfZ7n4K8BHgRjM7N811jktfbXU74Y9uHfCPwB8IbZfPhtJW17r7icA50eW6tNY4zcysEvh34Mvu/r7ev6hHS2uJR1LUVke4ey1hOOc/mtlRqa9p/PS+GpwUtVe+/k2UDKRAkSLu/qa7z3f3U4G7CWNBIfwRecTd26OhFs8Rhlps4/3fkE6JyvLCENoLd98WXe8A7ieEj5zXV1u5e4e7f8XdT3L3hcBIwnjcbYT3U7e8eW8Noa2S31cNwF3k8PvKzIoIH2J+5e73RcXvdg/Pia53ROV9/Y7Ki99dKWqr5PfXesJ8nZOHvfJpNsi26ktevK8gZe2Vt38TJTMpUKSIRSvDmFkB8E3gJ9GhzcD50bEKwoS9NwmTR2eZ2QwzKwauBnJuBZC+DLa9zKzCzKqSyucDr/c+by7qq63MrDxqC8xsHtDh7quibvN6MzszGr7zGeA/4ql9eg22raIhUGOi8iLgEnL0fRW9F/4f8Ia7fz/p0BKge6Wm6+l5rywBPhOtYHQmsD96bz0KzDezUdFKNPOjspyRqraK2qgkOucYYC6wKi0vIk2G0FZ9yYu/ialqr3z+mygZKpUzvPPlQvjm8x3CJKmtwOeALxG+8VwDfIueXcgrgV8TxnavAr6WdJ6PRo9/C/hG3K8rk9uLsPLH8uiyMlfba5BtNR1YTZjU9wRhaEX3eWoJf1zeAn7Y/ZxcuqSirYAKwopPK6L31Q+ARNyvbZja62zCMIoVwKvR5aPAaOB3wNqobWqixxtwa/Qeeo2klbAIQ8vWRZc/jfu1ZWpbAWdF95dH15+L+7VlQFtNiP6/1hMWR9hKWEQC8uBvYqraizz5m6hL9ly6/9iKiIiIiIgMmoY8iYiIiIjIkClQiIiIiIjIkClQiIiIiIjIkClQiIiIiIjIkClQiIiIiIjIkClQiIiIiIjIkClQiIjExMx+aWavRht5JZdfYGbtZnZWXHUTEREZKAUKEZH43ETY0OpvugvMbARwO/Bdd//DcPzQ3gFGRETkcChQiIjExN33AX8K/DczOz0q/r/AXuBvAczsBDN72MwazWyHmf3KzMZ3n8PMzjCzx81sl5nVm9mzSefCzArNzM3sBjP7DzM7ANySthcpIiI5T4FCRCRG7v4E8GPgTjO7ErgWuM7d28xsMvB74BWgFpgHjATuNzOLTlEF3AmcA5wBvAY8bGajev2o/wn8B3Ai8JPhfVUiIpJPzN3jroOISF4zszJCaJgF3Ozu343K/w9wqrtflPTYscCOqPzlg5zLouN/4e6LzawQaAf+0d2/MvyvRkRE8o16KEREYubuzcD3gFbgH5IOnQqcFw13ajSzRmBDdOwoADMbb2a3mdkaM9sPNBDmZUzr9WPqhvVFiIhI3iqMuwIiIgJAB9Dl7l1JZQXAg8BfHeTx26PrXxKGQX0Z2EQIJU8DvSdeH0hlZUVERLopUIiIZK6XgYXARnfv6OMxZwOL3P0hADObCExIU/1EREQ05ElEJIP9MzAGuNvMTjezI81snpn9PJp3AbAGuM7MZkerOy0m9FKIiIikhQKFiEiGcvetwFwgATwKrAR+CDQRJloD/AlhyNMrwF3AT4Et6a6riIjkL63yJCIiIiIiQ6YeChERERERGTIFChERERERGTIFChERERERGTIFChERERERGTIFChERERERGTIFChERERERGTIFChERERERGTIFChERERERGbL/D9kKiwQd3derAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "top_10_world.select(\"Year\", \"USA\", \"Europe\").plot(\"Year\", width=11, height=7)\n", "plt.ylabel(\"Gini Coefficient\", fontsize=14)\n", "plt.xlabel(\"Year\", fontsize=14)\n", "plt.title(\"Income Inequality over Time\", fontsize=18);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Elephant Graph" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{figure} elephant_curve.jpg\n", "---\n", "width: 500px\n", "name: elephant-curve\n", "---\n", "The elephant curve {cite}`10inequality-elephantCurve`\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The elephant curve is a graph that shows the real income growth per adult across each income group’s percentile around the world. \n", "\n", "There are 3 key features of the elephant curve: a hump for the world’s poorest, valley for the middle class, and trunk for the upper class. The thump is made of the world’s poorest countries, most likely those from developing countries. The valley comprises the working class from the developed world and upper class from developing countries. The trunk is made of people from the upper class from developed countries. The hump and valley indicate growth among emerging countries, and the top global 1%’s growth is higher than any other income group, thus explaining the positively sloped shape of the trunk. \n", "\n", "\n", "A study done by the Brookings Institution] found that “poorer countries, and the lower income groups within those countries, have grown most rapidly in the past 20 years” {cite}`10inequality-brookings`. This supports the World Bank’s claim that inequality between countries and within countries is decreasing. The Brookings Institution used only household surveys, however, which usually excludes the top and bottom percentile of the population, due to non-response bias. Still, the study is useful in corroborating the trends and growth in global income inequality. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Factors that Affect Income Inequality\n", "\n", "Economists have isolated multiple factors that influence a country's income inequality\n", "- top marginal tax rates\n", "- unemployment rates\n", "- population growth\n", "\n", "We will look at each of these scenarios independently and see its overall trends" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Top marginal tax rates\n", "\n", "Let's also take a look at the top marginal tax rates in the United States throughout this time. Overall, the United States (and most of the rest of the world) has a progressive tax system, which means that the more income you earn, the higher percentage you will be taxed at. A good way to reduce income inequality is through progressive taxation; having the richer paying a higher portion of their income will help increase equality. Currently, the top marginal tax rate is 37%, as we can see in the table below." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{figure} MTR.png\n", "---\n", "width: 500px\n", "name: irs\n", "---\n", "Marginal tax rates. Image from the IRS\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The top marginal tax rate only applies to the portion of your income above a certain income level. For example, if you earned 19501 dollars in 2019, then you will pay 1940 dollars plus 12% of $19501-19401$, i.e. 12 dollars. For another example, if you earned 80000 dollars, then you will pay $9086 + 0.22(80000-78950) = 9317$ dollars in tax, effectively a $\\frac{9317}{80000} = 11.6\\%$ tax rate.\n", "\n", "In general, the idea is you will pay a lower tax rate for your first $x$ dollars, but a higher rate for dollars earned over $x$.\n", "\n", "Now let's look at the historical trends in marginal top tax rates, which is the % taxed at the highest tax bracket." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Year Tax Rate (%)
1913 7
1914 7
1915 7
1916 15
1917 67
1918 77
1919 73
1920 73
1921 73
1922 58
\n", "

... (95 rows omitted)

" ], "text/plain": [ "Year | Tax Rate (%)\n", "1913 | 7\n", "1914 | 7\n", "1915 | 7\n", "1916 | 15\n", "1917 | 67\n", "1918 | 77\n", "1919 | 73\n", "1920 | 73\n", "1921 | 73\n", "1922 | 58\n", "... (95 rows omitted)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "toptax = Table.read_table(\"toptaxrate.csv\")\n", "toptax" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "tags": [ "remove_input" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# mpl.rcParams['figure.dpi'] = 120\n", "toptax.plot(0,1, width=11, height=7)\n", "plt.title(\"Top Marginal Tax Rate over Time\", fontsize = 18)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "tags": [ "remove_input" ] }, "outputs": [ { "data": { "image/png": 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mpiZDSkpKalNTkyorKzOtWbNmLwC88sorwTt27PDZvXv3ruPHjxunTp068fzzz6+77777Ch999NGoL774Yj8AREVFtWRnZ/u98sorRwBg6dKlcRkZGQ3r1q078NFHHwUsXbp0TF5eXi4A5Ofne23atGnvDz/84D179uyUl19++cDTTz999Lzzzhv7zjvvBF177bVVbcf3wgsvRL711lthGRkZDU8++WRBRESEtbCw0PPMM8+scxwzatSo5oKCAs/rr7++YtGiRWNeeumliPvuu+/oQw89FLl48eLygIAAW0evf/ny5cXz588fP3ny5Po5c+ZUL1++vDw8PNwKALm5ub45OTm5Pj4+tnHjxqXfcccdxePGjWtZuXJlYVRUlNVisWD69OkTNm/e7DNt2jQzAISFhVlyc3N3A8BZZ501/tlnn80/7bTTmtavX+934403xv/3v//d293vHzNIREREREQu5iixO3To0K4PPvhg389//vMxNpsNX331VcAVV1xRYTQaERcXZ5k2bVrd119/7dvV+b777ruAX/ziF+UAcMkll9RWVVUZKyoqDAAwd+7cai8vLz116lSz1WpVl19+eQ0ApKWlmQ8dOuTZ9ly33nprSX5+/o7du3fnRkdHt9x0001xnT13WFiYdcOGDft37ty5e/r06Q1r1qwJWrp0aeVVV12VMG/evKR169a1m191yy23lO/YsWPXZZddVvHll18GnHHGGSlms1kBwDnnnFMTFhZm9fX11ePGjWs8cOCAFwC8/PLLoampqRNTU1NT9+3b552Tk3MiM7RkyZJKAKiurjZs3brV/yc/+cnYlJSU1JtuuimhpKTE6TyojjCDREREREQjVleZHleYO3dufWVlpfH48eMD8tncy8tLA4CHhweMRqM2GCRHYjAYYLFY2pXYxcXFnZjI8+tf/7p0wYIFyQAQGxvbXFBQcCKgOnbsmGdcXFxz68feeeedMXfddVfR888/H3r22WfXLV26tHL+/Plj586du6/t8yQmJrasWLGifMWKFeXJyclp2dnZPgDg6el5ogW7vWRP5eXleT7xxBNRW7Zs2R0REWFdtGhRYmNj44lkjyNbZbVaERAQYHFkz3qDGSQiZ6zmro8hIiIi6gdbt271ttlsiIqKssycObN29erVoRaLBceOHTN+9913/jNmzKgPCgqy1tXVeTgeExgYaK2rqzvxWX7atGm1L774YhgAfPzxxwEhISGW0NDQDkvcOpOfn38i4/LWW28FT5gwwQwAixYtqnr//fdDzWazysvL8zx8+LD3rFmz6h3H7tixw+vYsWOeCxYsqG1oaDAYDAatlELrQMZh9erVgY75T0eOHDFWVVV5tJ6T1FZlZaWHj4+PLTQ01FpQUGDcsGGD0wYVoaGhttGjRzevWrUqBJA5Xd9++61PT14/M0g0uDQXA+Z8IGiq+8ZQ+SVQ8h4QvwLwGeO+cRAREdGw5ZiDBABaazz11FOHjUYjrr322qpNmzb5T5w4MU0ppf/85z8fjY+Pt0RFRVk9PDz0hAkTUq+++uqyZcuWlT/yyCMxKSkpqbfffvvxhx566Ng111yTOH78+FQfHx/bSy+9dKi3Y7vllltG5+bm+gDA6NGjm1988cV8AMjKymr88Y9/XDF+/Pg0Dw8PrFy5Mt9oPBlO/P73v4996KGHCgHguuuuq1iwYMG4v/3tbzH33HNPYdvnWLt2beAdd9wR7+XlZQMAx+vsaExnnXWWOT09vWHs2LHpMTExzZmZmXUdHfvmm28e/OUvf5nw0EMPxVgsFnXppZdWnHXWWd2++q20Hp6LCGdlZens7Gx3D4N6QmvgyN8A80Eg8U7AO9b1Y7A1AQf/B7DUyfMn/A5QHl0/ri+qNgGNhwGfJMBnLGAKB1S3G8oQERENekqpLVrrLHePwyEnJ+dwRkaG20vryH1ycnLCMzIyEp3tYwaJBo+GvRIcAUDFZ8Con7t+DJVfSHAUOheoWAdUbgBC53R8vLUeqNsBBJ7Ru0DK2gCUrAZ0iwRKAGAMkEDJdwIQfA6DJSIiIiIXYoBEg4PWQNkngDEICDgdqPoSaL4Y8Ax33RisDUDFfwD/NCBiIdB8XMYUMAUwhbQ/3tYMHH0KMB8GtA0Int7z56z+r5wn8feAMgLmA3JrOADUbgM8vCX4IiIiIiKXYJMGGhwc2aOwC4Cw8wEYJFhxpYr/SHOG8AWStYm6AoAGSt5tf6y2AcdeBBrzJair+AzQ1p49n7ZJIOiTBHjHAV4xkjGKWQok/RkwBgK12/vlpRERERFR9zBAooFlawHKPwOK3wF0B/PuWmePgs6yf50GVH8LWGpcM05LrZTXBUyWYAUATGFA2IUSpLQOVLQGit+V0rrIRUDUlUBzGVDTwzlv9bnyuJAftd+nFOB/GlC/S95DIiIiInIJBkg0cOpzgcP3A6UfSWe4orcluGirdfbIYO8qGToXgFXmALlCxTqZBxR+0anbQ2cDXtGSRbI12Y/9HKj6SuYmhcySQMY7FihfK1mh7qrcYC8pzHC+33+SlN81dHvhZyIiIiLqIwZI1P9aKoDC54GCJ+V+3E1A+DzJCJV/euqxbbNHDp6RgP/pElhZGwZ2vJZqKXULPEOCodaUEYi+GmipBMrWANXfS8AXmAlE/Nh+jJJMU3MpULule8/ZXAzU59mbMHQwFdB3PGDwBOpYZkdERETkKgyQqP9oLZmYQ3+V0rCIi4HEuwC/VCDsIimbK1tzslsbADTsaZ89cgg7H7A1AlVfD+y4y9bK/KGw+c73+yQBwWcBleuBotcA33FA9E9P7S7nnyFziMr/3b0sUuVG6XoXfHbHxxhM8t7V7XSeeSMiInKo2QIc+l+5SNkdtg7X4yQXKCoq8khJSUlNSUlJDQ8Pz4iMjJzkuN/Y2Njr9rXPPfdcyNixY9MMBkPmpk2bTlkc9Xe/+11MfHx8+pgxY9I+/PDDAAAoKCgwTpkyJSU5OTntjTfeOLHw6uzZs8cdOXLE6RXcH374wfuMM86YkJKSkpqUlJR2zTXXxAPAypUrw6+77rq43o59MGGARP2n8QhQ8qFkPsb88dSgRykgejHglwIUvwnU7bJnj9YApuBTs0cO3nFyfOUXAzcPp6UcqN4EBE3vvGNexI8BDz/AMwKIvaF9MOfIIjUVSfe5zljN0r0ucIo0YuiM/yTJcDXmd+/1EBHRyKMtQOmH8jfo2EtdNw2q+QE49BepfCC3iI6Otubl5eXm5eXlLlmypHTZsmXFjvve3t69vio6ZcoU8wcffLB/8uTJpyyiunnzZp+PP/44eO/evbs+/vjj/bfcckuC1WrFCy+8ELZs2bLiLVu27H7ssceiAOCVV14JzsrKqu9o0dbly5fH33777UV5eXm5+/fv33XLLbf0yw9SS8vgmXPNAIn6T+0PgDIAMUsAU2j7/coIxF4PeMUCx16QbJP5IBB6fvuAwyH0PGmgULO5/8drqQVK3gegJJjrjIcfkHi3LBzr4ev8mIDTpUSv/NPOMz41m+XKXfCsrsfonybBV92Oro8lIqKRqXqzlIIHnSV/V9uWs7dmPggcfwUwhgLGYNeNkbrtnnvuiUpOTk5LTk5Ou++++yIBYOfOnV7jxo1LW7BgQVJSUlLa/Pnzk+rq6tplmjIzMxsnTZrU1Hb76tWrgxctWlTh7e2t09LSmkaNGtX89ddf+5pMJt3Q0GBoaGhQBoNBNzY2qieffDLy3nvvLepofCUlJaaEhIRmADAYDJg6darZse/YsWOmc845JzkhISF9+fLlsY7tixcvTkhPT584bty4tDvuuCPGsT0qKmrSTTfdFDtx4sTUV199NWTHjh1e55xzTnJaWtrErKysCdu3b/fq/TvZe1wHifqH1pI58U2RYKIjBm9g9I1A/iNA6T87zh45+I4HfBIkmAo6q3eLsbZma5Fgo2azNJHQGgi/0Pk6R20ZAzrfrwwSaB17GajLkYCpLa1lXpVPoryurnj4AT7Jcr6Ii7s+noiIRhZtkfJunwSZMwub3PcdL7fWmsuAo8/I315n1RAj1bGXw9FU0L8fxL3imjBqaVlPH7Z+/Xq/d999N2zr1q25LS0tKjMzc+J5551X6+vraztw4ID3M888c3jOnDn1l156aeLKlSsj7r333pLunLewsNA0a9asWsf9mJiY5iNHjnjecMMN5ZdffvmY559/PvLBBx88+uCDD0YuWbKkzN/fv8MrvcuXLy8+//zzJ0yZMqVuzpw5NcuXLy8PCwuzAsDu3bt9t27dmuvp6anHjRt32m9/+9uSxMTElr///e9Ho6KirC0tLTjzzDMnbNmypTIzM7MRACIjIy27d+/OBYBp06aNX7VqVX5aWlrTZ5995nfjjTfGf/PNN/t6+j72FTNI1D+aCqRczVlQ0JYxCBi9XEraIhZ2/gtaKckiNZcBtVt7Pz5rPVD0JnDgLuDYKqDxqHTKG3N3+851fRGQKQ0mOsoiNewGmkuAYCetvTs85yQpm2ApBBERtVXzvcw7Crvw5Bp+pgi5WGdpVWVlbQCOPglAy4VKo7/bhkwd27hxo//FF19c6e/vr0NCQmwXXnhh1fr16/0BIDY2tnnOnDn1AHDttddWbNq0qc/fxIiICOvGjRv379y5c3dWVlbDunXrAhcvXlx15ZVXJsybNy/piy++aFc2c9ttt5Vt375916WXXlq5YcOGwKlTp6Y45k2dc845NaGhoTZ/f3+dlJRkPnDggCcArFq1KjQ1NXViWlpa6sGDB723b99+Yn7U0qVLKwCgrKzMIycnx3/RokVjU1JSUm+++eaEkpISz76+xt5gBmkk0lo+qPuO77iDWk/VbpVfzB21rG7LKxpI+lP3jvXPkKCj4j8SgKhezF0sWyNd9AIzgcBp9tc+ANcHHFmk469KK3C/iTLPyGC/MFW5UTJRgZO7f07/04Di1dLNLnRO/4+ZiIiGJm2VbJF3HOCXJtsMXsCon0ulRtGrQOwyAFbpLttSDsT9GvCMcuuwB51eZHrcQSml29zv9mNjY2NbCgoKTgQbx48f94yPjz+lU8cf/vCHUX/84x+PP/vss2GzZs2qveqqq6oWLlw49txzz22XwRkzZkzLihUrylesWFE+ZsyYtK1bt3oDgJeX14kxenh4wGKxqB07dng988wzUdnZ2bvDw8OtCxcuHGM2m08MPiAgwAYAWmsEBwdb8vLycrv9wgYIM0gjUeMhacFdvrZ/zqe1BEi+Ezovr+stpYCQc4HGAsC8vxfjs0j7bf9JQMxSafwwEMGRQ2CW/PEpfgc4+Gdg7+3A3juAg3+Vsr7gs3sWmJrCZJ0ltvsmIqLWarZIhYUje+TgHQdEXioNkSq/kAqKhr1A9DWAb7L7xktdmjVrVu0nn3wSUldXp6qrqw1r164Nnj17dh0AFBYWem3cuNEXAF5//fXQ6dOn13V+tpMuu+yyqvfeey+0sbFR7dq1y6uwsNDznHPOObGOytatW73Ly8uNF1xwQV1DQ4PBYDDAYDCgsbGx3Qem1atXBzoaKhw+fNhUU1NjTEhI6LDDQlVVlYefn581JCTEmp+fb/ryyy+ddqiKiIiwRkREtLzyyivBAGC1WvHtt9/6ODt2oDFAGonMh+Vr+br+KdtqOiq/oAN6kBXpqaBp0hyhYn3PH1ufJ2UGgVP7f1zOKA8g4Xa5ShdzLRBxiYzfK0badvekvM7Bf5JMrLXUdn0sERENf9omFzq9Y6XSoK3gH8n2kveliUP4hUCQi/4OUq+de+65DYsWLSqfPHlyalZW1sTrrruu1NEEISkpqfGRRx6JSkpKSjObzYZbb7213Ye4VatWhURFRU3asWOH38UXXzx+1qxZ4wDgrLPOMs+fP78qOTk57aKLLkr++9//fsTD4+S87j/84Q+xDz30UCEAXHfddRVPPfVUZGZm5sTf/OY3xW2f45NPPglKTk5OnzBhQuq8efOS77///oJRo0Y57XgHAGeffXZDcnJy49ixY9MXL16cmJmZ2WFg9/bbbx949tlnIyZMmJCanJyc9uGHHwZ1dOxAUnqYrq+SlZWls7Oz3T2Mwen4y/Y22zbAZwww+qbela05lP4LqPgMGPvAwNY0l30spQRj7ulZeTOHihoAACAASURBVMCxVRIkjbu//0oKXa2xADj8EBBzTedNLYiIaGSoyZaW3rHXdzz/11oP5D8K+IyVBg59+VvfR0qpLVrrLLcNoI2cnJzDGRkZQ6K0DpAudpdffvnYwVB+Nlzk5OSEZ2RkJDrbxwzSSNRYIIFR+EVA/W7pkNZbWkt7b9/kgZ/wGTwTgAdQ8UX3H2NtAGq3S9nbUA2OAMBrtHTaq2WZHRHRiOfIHnlFyzzdjnj4ybqEMde4NTgiGmoYII00tmaguVjqk0NmSmq+ZDVga9cyv3uajkmZXsCU/h2nM8ZAIPAMadFt6WbZbe02mYPkqvK6gaKUlNk15HH1cyKiwab6e2mC4PibM9Bqt0l307Zzj5xhYDQspKenNzF75DoMkEaapkLJ+njFyVyZqCuBlirp8tYbdfbudZ1dwepPobNlLaOqr7t3fM130gHPuxtrDg12/pPktdfnuXskRETk0FIJFL8p1RiFzwP77wZK3pMLiP1JawmKKtYDpR9I9mgg5/4SjWBDuOaIeqWxQL56x8lXnySZ01L5BRB0pjQS6C6tgZqtspBpV4uo9hdHo4OqjdLyurM1lFrKgYb9QPiC4XEFzXcs4OEj3ewCJrl7NEREBAAl7wLQwJh7ZZ276m9lQfCKLwDveCDyMsB3XO/OrW2yuHl9rpTEt1TIdq9oucA5kB1ZiUYwBkgjTVOBdIMzhpzcFrFQrnwVvw3E3dL9YKK5SMr1QnrRla0vQmcDBU/I4njB0zs+ruZ7+Rp0hmvGNdCUUeZ6mQ+5eyRERATIvNDa7dKt1DNCbv5pUgZe871czCt4TBZvDT6n5+cv+xdQ/jlg8JQlKsLOl/X1TGH9/1qI6AReehhpGo9K9qh1EGT0l1/uDftPBhXdUftDzxaH7S++EwCvUUDlesliOaM1UP2dZF2G0x8SUwRgqej4dRMRkWvYmoCSdySbEzr71H1GfyD0XCDhd4BvClD0FlD0ds/mJ9mapJw8IANI/n9A7A0SZA2nv2lEgxQDpOGkqajz/doiNdFece33BZ0tpQA9WTy2dqu0DjW6uEW9UlJe11QkZQfONB6RUofAaa4d20Azhck8JGuNu0dCRDSyla2RObxRizvukurhC4xeJn+zqr6S6ofurmdX8z1gNctjh3IXVnKqqKjIIyUlJTUlJSU1PDw8IzIycpLjfmNjY6/nBTz33HMhY8eOTTMYDJmbNm06scjqp59+6j9+/PjU9PT0ibm5uZ4AUFxc7DFjxoxkm83m9FyvvfZacEpKSuqECRNSx44dm7Zy5cpwAFi4cOGYV199Nbi3YxwKGCANF3W7gEP/2/kE/qbjgLaenH/UmlJAYKYEFZbqrp+vqUhu7pogGpgpgVnFOudX5Gq+kz8oHa0NMVSZQuWrow6diIhcr7FQqhiCzpJKhc4oAxB5KRCzFGjMB/IflmqOzmgNVG4AvEcD3mP6bdg0eERHR1vz8vJy8/LycpcsWVK6bNmyYsd9b2/vXpeJTJkyxfzBBx/snzx58intfh9++OHodevW7X3wwQePPv744xEAcOedd4665557jhsM7cMBs9msbrvttvi1a9fu27NnT+7OnTtz586d2+fV6m02G6xWa19PM+BcGiAppeYppfYopfYrpf7QyXGLlFJaKZVlv5+olDIrpbbZb0+7btRDRK19UdzaTtY0atugoS0f+yTShn3deD579zp3BSDKCITOlbEeegCo23my7ExbZAE9/9Pk6t1wYgqXry3l7h0HEdFIpbV0rTP4ApE/7v7jgs4A4lbIhcqC/+v8YmTDXrkIGfKj4dFkiHrknnvuiUpOTk5LTk5Ou++++yIBWSh23LhxaQsWLEhKSkpKmz9/flJdXV27H47MzMzGSZMmtVu7xWQy6bq6OkN9fb3BZDLp7du3e5WWlhovuOACp+umVFRUeGitERkZaQEAHx8f3fq869evD5g8eXLK6NGjT3vllVeC7Y8xnHnmmeNTU1Mnjh8/PvXNN98Mcox97NixaZdccsmY5OTktCNHjpjeeeedwNNPPz0lNTV14kUXXZRUU1MzqJI2LsvZKqU8APwDwHkAjgL4Xin1kdY6t81xAQBuAbC5zSkOaK2HWTqgn9hagNod8u/6HYC+wvkv1KajgMFL5rE44z1a9jfsl4VVO1O/U1pnu7q8rrWQWVJyVvoBcPRpwG8CELlIggdrPRA0xNc+cuZEBmnILP5NRDS8VH8DmA8DMT+VhVh7wicBiL8ZOHQ/UPI+MOrnzo+r+lIu8AV08beY+sWj24rDD9Y0e/XnOZMCPZtuPz2qx3+s169f7/fuu++Gbd26NbelpUVlZmZOPO+882p9fX1tBw4c8H7mmWcOz5kzp/7SSy9NXLlyZcS9995b0p3z3nPPPccXL16c5Ovra3vzzTcP3XjjjXGPPvpoh6nM2NhYy8yZM2vi4uImTZ8+vWbBggXV119/fYWHhwcAoKyszLhly5a877//3ueqq65KWrJkSZWfn59es2bN/tDQUFthYaFx+vTpKYsXL64GgEOHDnm/+OKLh2bOnNlQWFhofPjhh2O++uqrvQEBAbbf//730ffff3/kgw8+2MVcEddxZbQ2FcB+rfVBrXUzgLcALHRy3F8BPASg0YVjG9rqdwO2Rik7a6mSQMiZxqMSBHV0NUp5yJwi8/7On89aL3N8/FL7Nu6+UkraXY+5W9qoNh4BDj8g3fg8/KTTz3Bj8JTJvyyxIyJyPUsdUPpP6Sja2zmunlHSja5mi/z9bqulXJZzCD6786UsaFjauHGj/8UXX1zp7++vQ0JCbBdeeGHV+vXr/QEgNja2ec6cOfUAcO2111Zs2rTJv7vnnTFjRkNOTk7et99+u3f79u3e8fHxzU1NTYaLLroo6cc//vGYY8eOtUuavPfee4fXrFmzNzMzs2HlypXRV1999YlFJS+55JIqg8GAadOmmUtKSjwBQGuNm2++efT48eNT58yZM76oqMjz+PHjRgCIi4trmjlzZgMArF+/3n///v3eZ5xxRkpKSkrq6tWrw/Lz8/s1QO0rV876iwVQ0Or+UQCn/HZRSk0BEKe1/kQp9ds2jx+jlNoKoAbAPVrrr9o+gVLqBgA3AEB8fHx/jt09bC2A+YB0bessxV67Va40RVwqneXqdrYvo9M2CZyCOmmLDchaDaUfySTSjtY2qs+TEoPBEoAoo3QQCpomk2arvgJCzh2+k1pN4SyxIyJyh4rP5YJk1E/6VvoWer6Ughe/DSTefWogVGn/eBM8o29jpW7rTabHHZRSus39Hp/DarXiwQcfjPnoo48OLF26NOGJJ54o2L59u/fDDz8c+be//a3d6sbTpk0zT5s2zXzdddeVp6enpwPIB4DW86S0fYrDk08+GVZTU+Oxa9euXJPJhKioqEkNDQ0KAHx8fGytj//Rj35U8+GHHw7adUsGTb2fUsoAYCWA253sPg4gXms9GcBtAN5QSgW2PUhr/azWOktrnRUR0UEZ2VBhqQaO/E063tRu6fg4W4usYRSQAZiCAe9EufLUVnMJYGvueP6Rg2+yfO0si1S/WwIy74SOj3EHDz/5ozXuASDiYnePZuCYQhkgERG5mqVaSt8Cs2Spib4wmGSh1+YyoOLfJ7fbWoDqTYB/xsmSahpRZs2aVfvJJ5+E1NXVqerqasPatWuDZ8+eXQcAhYWFXhs3bvQFgNdffz10+vTpTucPdeaxxx4LX7BgQWV4eLjVbDYbDAYDDAYDGhoaTokJKioqDJ9++umJDNV3333nO2rUqObOzl1dXe0RERFhMZlM+OCDDwJLSkqcpkDPPffcus2bN/s7uunV1NQYduzYMagySK4MkAoBtP50Ptq+zSEAQDqADUqpwwDOBPCRUipLa92ktS4HAK31FgAHAIx3yajdobFQutw0F0nQU/5Zx+ve1OdK4BOQKff906UZQ9vJn101aHDwjpMyro4aNWgtAZLvhMG7greH3/DNHgEy76qlUrKCRETkGuX/liZAYfP753x+KUDgGbIQrGOZjprvAWsDEDKzf56Dhpxzzz23YdGiReWTJ09OzcrKmnjdddeVTp061QwASUlJjY888khUUlJSmtlsNtx6662lbR+/atWqkKioqEk7duzwu/jii8fPmjVrnGNfdXW14e233w797W9/WwoAt912W/HcuXPH33nnnaN/85vfnHIurbV64IEHYhITE9NTUlJSH3jggZjnn3/+cGdjv+GGG8q///57P3uDhpCEhIR2zSIAIC4uzvLkk0/mX3HFFWMnTJiQesYZZ6Ts2rXLuxdv14BR2kULTiqljAD2ApgDCYy+B3C11npXB8dvAHCH1jpbKRUBoEJrbVVKJQH4CsBpWusOJ2JkZWXp7Ozs/n4ZA69uJ3BsFWDwkbUTmo4Dx1+Rf/untz/+2IsSsIx7QOYQNR2TyZ/RV526anfJB3LlK/kROa4zBY9Lid2Yu9rvayyUeT7RVwPBXZTr0cCo+loWHRz7V8AU4u7REBENfy3lwMG/SCl39NX9d15LDXDor4DXaCDuZiD/Qbn4lXjXsOtep5TaorUeNF0ncnJyDmdkZAyJ0jpAOsFdfvnlY/Py8jpYAJJ6KicnJzwjIyPR2T6XpQC01hYAvwbwbwC7Abyjtd6llPqLUuqSLh4+E8B2pdQ2AKsBLOssOBqSHGseFD4jEzgTfivZnMApkmYvX9s+i2RrAep2yFpEjqDHM0YyDHU7Tj22sUBKAroKjgAps2s6Js0Y2mqwr7M0WOYfjUSOVdRZZkdE5Bpl9kXUwy7s3/MaA4GIhVK1UfyWXIRka28it3NpHZLWeg2ANW223dvBsbNa/fs9AO8N6ODcrexjSd8HTJLF5Az2UkxlBELPk4mc5n2Ab6vKwvpd9vK6KSe3KSWZpupNss/gKYFVU8HJMryu+NjnITXsl7lNrdXnAl7RzFy40ykB0rhODyUioj5qLgFq/gsEzxyYv31BZwPV/wWqvgE8fKTsjqiN9PT0JmaPXGeQTiIZYWwtQOUXsujqqF+eDI4cgs6Uq0zl/z51e+0P0vLZt82HZP/T5Jz19mxPSzlgNXc9/8jBO14mkLZt1GBrkqDJ3e29RzpjiATCbPVNRDTwyj4BlAkIu2Bgzq8UELVY5vUGnd3+MwANFJvNZmOqboSyf+87nMzNAGkwMB+UbE/QNOdpdYMJCJ0D1O+RxekAOb5uJ+B/evuyOd9xgMH7ZJmdY12k7gZIBhPgPaZ9o4aG/bICOAMk9zKYAI9ALhZLRDTQGgvlYmTIj+RC5UDxjgXG/BEIv2jgnoPa2llaWhrEIGnksdlsqrS0NAjAzo6OGcatvoaQhjy5cuRose1M8NmSQar4DIi9oVV53eT2xyqjzBGq3ynldY0Fcn7PmO6PyXccUP6pdNPx8JVt9bny4dxnbM9eH/U/UxjnIBERDbTyTwDlBYTOHfjn8hziy5MMMRaL5fqioqLni4qK0sGEwUhjA7DTYrFc39EBDJAGg/o8wGeMZH06YvCWK1hln0pnuxpHeV0HQZX/abKAbGO+vUFDTM9W5PYdB5RpyW45uufV75b5SVzZ2/08w4CGA+4eBRHR4KB1/zc2MOcDtdslq+Ph17/nJrfLzMwsAdBVkzAaoRgxu5ulVkrgfLvRFS5kljRdKPtYskP+kztei8g/Tf5Y1O0Amo4AXt0sr3PwHiOle44yu5Zymajql9Kz89DAMIUBlkpZk4OIaKSy1AJH/g4ce6Hj9QJ7Q2ug9J9SQREyq//OS0RDAgMkd2vYI7+IuxN4ePgBwTOA2hxpwhA4pfNjfcZKZxxLXffnHzkYTIBP4skAqX63fOX8o8HBGCo/Ny1V7h4JEZF7NJcCRx6V+bG126QMvL/U5QANe4HwBdJZjohGFAZI7lafJ1eovOO7d3zobMnsGAO7ngvkfxpgqZZ/9zRAAuzrIRUAtkYJkEwhskYTuR/XQiKikcx8CMh/RDq0xq8APMOB0g+kkVBf2VqAkvdl7cDgs/t+PiIachgguZPWEnj4Tui4VK4tYxAQdSUQeVnXj3HMHVIK8Irt+fh8kmWMDfulg57fRC5eN1gwQCKikap2O1DwmGR2Em6XObMRPwaaioDqb/t+/op1soxC5KLuLa5ORMMOmzS4U3OxZHj8ujH/qLXg6d07zjMK8IwEoHq3roKPfR5S+WeSRWJ53eBhcqyFxACJiEaQyi+BkndlXu3oGwFjgGz3zwB8kmTNosCszpsedaalUrrFBpwO+E3ov3ET0ZDCDJI7OeqlB/KXcMxPgeirevdYgyfgnSCd7JQCfMf379io95SHLBjLxWKJaKSo/BIofkcu1sXfcjI4AuRvVOSl0rSh/PPeP0fph/I18tK+jZWIhjQGSO5UnycZHke51EDwSep8faWu+I6Tr95jTq6HRIMD10IiopGiPk8yR/5pshags6oInzFAYCZQuV4yQT3VsA+o2SILsw/k32UiGvQYILmLrQUw7+t5eZ2rOQKkwT7OkYgBEhGNBM3F0sbbMwqI+Vnn84IiLgG0TZbD6AltA0pWA6ZgIPT8Pg2XiIY+BkgDqT5PfrE7Yz4oQdJgDzx8x8vVtO7OeyLXMYXJHDZbi7tHQkQ0MKwNwNFnABiA2GVdt9w2hcm6RTXfySLp3VW9CWgsBCIuk/JyIhrRGCANlOrNQMETwJH/O9lqu7WGPLkK1pfyN1dQRqnFNga5eyTUlqMExMJ5SEQ0DGkLcOx5yZTH/lJaeXdH2AWAwQco+aDzxWNtTXIhs2wNUPqRVEwETO6fsRPRkMYudgOhdhtQ9JrUQzcVAoUvAPE3S7DhUL9b9vemuxwRAJhC5WtLOdenIqLhp/g9oH6vNBtylHt3h4cvED4fKF4N7F0hXT+NoVI+ZwyRrqzmg0DTUQmglAK8RgNRV3EpCyICwACp/9XnAcdelO5vcb8G6nYAx16SReeirpBjLLVA41EgYoFbh0pD3Im1kJhBIqJhRGtZi6jqKynxDjqz5+cInilZpKbjgKVSmjY07JWKDmWUxkOh5wO+YwHvRDYhIqJTMEDqT+aDQOGzcjV/9I2SHQrMkjroiv8A3vHyi75hjxzvO8jnH9HgZgyWMk02aiCi4aKxQFp5mw8BARlAxMLenUcZgKBp7bdrq30/F4Aloo4xQOovjYXA0acAYyAQtxzw8Du5L+IS+y/9twGvWCmv8/AFvOPcN14a+pSS0pHmMnePhIiob6wN0nmu6iv5+xnzUyBwWv+XvDEwIqJuYIDUH5pLgKNPSMYo7jftGxooD2DUz4H8h4DC5wDdAvilyBUuor4whbFJAxENXVoDNf8FSv8JWOuB4BlA+AKWvBGRW/ETen8wHwKggdG/7nhxOWMAMOqXgKVG5iD5prh0iDRMcS0kIhrKyj4Gjr8OmCKBhN/JXF0GR0TkZswg9YegaYD/aV3/UvdJAKKvktaj/mmuGRsNb6YwwFIn7WrZEZGIhpLq74HyfwNBZwHRV7ODHBENGgyQ+kt3r3gFnTkwddU0MrXuZOcV496xEBF1l/kQUPS6tO+OvpJ/E4loUGGJnTvwDwH1lxMBEsvsiGiIaKmQjq+mYFkAVvFaLRENLgyQiIYyBkhENJTYmoDCZwBbCxC77NSOr0REgwQDJKKhzCMAMJgYIBHR4Kc1cPxloOmYdHb1inb3iIiInGKARDSUKWXvZMdW30Q0yJV9DNRuByIuY6MiIhrUGCARDXWmMKCFi8US0SDWsA+o+Ew61oXMcvdoiIg6xQCJaKgzhrLEjogGL1sTcPw1uZgTdTkbFRHRoMcAiWio8wwHrGbA2uDukRARtVfyIWCpAKJ/yvXaiGhIYIBENNSZQuUrs0hENNjU7wGqvpKyOt9x7h4NEVG3MEAiGupM4fKVARIRDSZWM1D0GuAZCYRf4u7REBF1GwMkoqHOM1pq+hsL3D0SIqKTSt4HLFVAzLWyHAER0RDBAIloqDOYAM8YoPGIu0dCRCTqdgHV3wKhcwGfMe4eDRFRjzBAIhoOvOMlQNLa3SMhopHO2gAUvSELwYbNd/doiIh6jAES0XDgHQ9Y6wFLpbtHQkQjmdYSHFlrgZglLK0joiGJARLRcOAdJ19ZZkdE7lS1EajdBkQslAs3RERDEAMkouHAazQbNRCRe5nzgZIPAP90IGS2u0dDRNRrLg2QlFLzlFJ7lFL7lVJ/6OS4RUoprZTKarXtTvvj9iilLnDNiImGiBONGhggEZEbWBuAYy8AxkDpWqeUu0dERNRrLguQlFIeAP4B4EIAqQAWK6VSnRwXAOAWAJtbbUsFcBWANADzADxpPx8ROXjHA01s1EBELqY1UPS6tPQedR3g4efuERER9YkrM0hTAezXWh/UWjcDeAvAQifH/RXAQwAaW21bCOAtrXWT1voQgP328xGRg3c8YKmTDylERK5StRGozZF5R2zpTUTDgCsDpFgAret/jtq3naCUmgIgTmv9SU8fa3/8DUqpbKVUdmlpaf+MmmioYKMGInK1E/OOTuO8IyIaNgZNkwallAHASgC39/YcWutntdZZWuusiIiI/hsc0VBwolEDAyQi6oOmIqCliyUDbE1A+efA0X8AxiAg5qecd0REw4bRhc9VCCCu1f3R9m0OAQDSAWxQ8ks2GsBHSqlLuvFYImKjBiLqK0s1kP8QoC2ATzIQNBUIOB0weMt+WxNQuRGo+I+sveaXCkRexnlHRDSsuDJA+h5AslJqDCS4uQrA1Y6dWutqAOGO+0qpDQDu0FpnK6XMAN5QSq0EMApAMoDvXDh2oqHBOw6o3yWTpnk1l4h6qmKdBEehc4HarcDx14DitwH/DMAzQoIja4MERuEXcs4REQ1LLguQtNYWpdSvAfwbgAeAVVrrXUqpvwDI1lp/1Mljdyml3gGQC8ACYLnW2uqSgRMNJd7xQPVmadRgCnH3aIhoKLHUAFVfA4FTpeFC+CVA4yGg+jug9geghoEREY0MrswgQWu9BsCaNtvu7eDYWW3u3wfgvgEbHNFw0LpRAwMkIuqJiv9I9ijsfLmvFOCTJLfIRYC1FjCFuneMREQuMGiaNBBRP2CjBiLqDUstUPUVEJAFeEa1328wMTgiohGDARLRcGLwBDyj2aiBiHqmcj2gW4CwC9w9EiIit2OARDTceMcDTUekUcNgNZjHRjTSWOul+ULAFMAr2t2jISJyOwZIRMONdzxgqZNGDa7UVCQtgLtz3ME/AhXrB35MRMOVtgElHwJVmwBbS9/OVbEesDUDYfP6Z2xEREMcAySi4eZEowYXltlZqoHD9wNH/iadsDrSXAoUPA60VAHla7sXUBFRe3U7pCV30RvAwT/Jv63mnp/H2mDPHp0OeMX0+zCJiIYiBkhEw82JRg35rnvO2m1yRbu5GDiyEmgua39MSwVQ8JjMc4i+Wj6YVX3jujESDSeV66VpQtxNgFeUZJMO3guU/lOytI0FQP0eWcuo6hvpUFebI+V0p5xnA2BrZPaIiKgVl7b5JiIXcEejhtqtcvU5+mrg6FMSJI1eDnjHyn5LtWSObI1A3M2S5ar5Tj7khcwEFH8VEXWbOR9oOABEXibrEvmlyraKdXIr/7zjxyoFeI0CfJKlfXflF0DAJMB7tOvGT0Q0yPFTCdFw5B0P1O+SZghKDexzWWoA8wEgzL54ZPxtwNEngIK/A7G/ksCp4AkJkuJ+fbIEMPQ8CaZqsoGgMwd2jETDSeV/AA8fIHj6yW0+CUDsL4DmEsB8EDD4AB6+gMHX/tULaDoONOwDzHuB6m8kewTI/10iIjqBARLRcOQdB1RvlkYNA71gbO02CcQCJst9r2gJkgqeAI7+AzCFScnd6BvlirWDX6pkmMo/BwKnDXwgRzQctJRLxjZkNmDwbr/fM1JuzviOlRvmyYKwjUdkHqDjogUREQHgHCSi4ck7Xr66osyudpssLOnZqj2wKVSCJM8YuaIdez3gN+HUxyklWaTmYqBu+8CPk2g4qNwAQAEhs/p2HmWUCxZ+E/thUEREwwsDJKLhyNGooenIwD6PpRYw75MOWG0zQEZ/IP5WIOl/AP90548PmAx4hgMVn3FtJKKuWBukrXfAlIHPDBMRjWAMkIiGI4OnZHUGOoNUt/3U8rp24zBJiV1HlAcQMsc+6XzvwIyRaLio/lZK4kLnuHskRETDGgMkouHKe4x0utKWgXuO2q2SAfKK7f05gs4EjAFARSedt4hGOm2RjnO+yZwzREQ0wBggEQ1XARnSVrt+z8Cc31oPNOyR7FFfGiwYTEDIuUB9nmtbkxMNJbXbZIFlZo+IiAYcAySi4cp3grT2rds2MOfvqryuJ4LPkY5c5Z/1/VxEw43WstCrZyTgl+bu0RARDXsMkIiGK4NJmiPUbge0tf/PX7tNutV59UO5j4cvEDJDgrmmor6fj2g4Me+X7GrobLbDJyJyAQZIRMNZwOn2Urj9/Xtea4OUxPW1vK61kNmAMgHl/+6f8xENF+VrAQ8/WS+MiIgGHAMkouHML1UySXU5/Xveup2SlQo4vf/OaQwAgmcCtdnMIhE51O+RW9j58n+ZiIgGHAMkouHM4CVBUm1O/64zVLsVMAUD3on9d05AJqArk1wxJxrptAbK/iX/14Jnuns0REQjBgMkouHOPwOwVAONh3r2OG0Bit8FSv8l85gsNbLdagbqd/dveZ2DMQAI+RFQu4VZJKK6HYD5MBA2n9kjIiIXMrp7AEQ0wPzTZUHW2hzAJ6n7j6vNASo3ShDkyD6ZQgFjsARP/dG9zpmQ2fK85WuBUT8bmOcgGuy0DSj7SDrXBXHuERGRKzGDRDTcefhKy+/abT0rs6vcIIvAJj8CxN8KRF4KeCcAlgrAa5QsRDsQmEUiAmrsc/HCF8gFDiIichlmkIhGgoDTgaI3gKajgHc32nKb8wHzISBykcxj8h0rN1dhFolGMm0Byj4BvEcPXKaWiIg6xAwSer+BdgAAIABJREFU0Ujgf5qUytV2c9HYqg0SGAWdOaDD6hCzSDSSVW0CWsqB8Iu57hERkRswg0Q0EhgDAJ9kafcdcXHnx1qqgZofgOBzAA8f14zPmZA5zCLR0GdrkblE1ob2+zwC5OKFzxhA2a9X2pqA8k8B33HSgZKIiFyOARLRSBGQIV3pmooAr+iOj6v6GoBNMjjuZPSXMVSsA5rmdT7mzlhqgLrtkg1T/JVHLlb9X6DiC2nV3bZow1ItP99Ge6DknwE0HgEstUDsL5k9IiJyE35aIBop/O0BUt02wGue82NsLUDVV3Ll2jPSteNzxpFFKvsIiL2h54+31gMFjwNNx4HmUmk0QeQq2gJUfC4Zovjb2gc8VjNQv0s6RtZkS2kdAPin9azjJBER9SsGSEQjhSlYPqjVbgPCOgiQan8ALHVAyCyXDq1DRn8g7AJZi6k+D/BL6f5jbY3A0SclMPJLBSr+I68/4PSBG+9gYTUDTcdc21iD2qvJBloqgKgrnWeDPHyAwCy52VqAhj1yC3Zz9paIaIRjkwaikSTgdKDxqAQNbWktrb29ogHfHgQiAy1ktrQbL35Xrsh3h60FOPqslCuNuk7KlbzjgeOvAc0l/Te2nrRNd6Xit4DCp6VUi9xD24Dyf0snuu7MJTKYZM2yyEXy805ERG7DAIloJAk4XebhHFkJ1Gw59QN+4yGgsUCuXg+muQ8GExB5OdBcLOV2XdEW4NgLgHkfEL0ECJgk54j9hUyEL3wesDX3bUxaA+WfAft/d7IsqjfM+d3vLNgTYRfKayz9Z/+fm7qn9ge5EBE2b3D9fyIioi4xQCIaSUxhQMLtgDEYOPaiZBlaymVfxRdS8hM01b1jdMY/XeZllK2Rie0d0VqyRHU7gcifAEFnnNxnCgNilgLNxyXD0tvsj7VB3rfSjwDlKetLlX3S/fNpi5Re5T8C5D8MlH7Y/5kor2ggdLY0CDAf7N9zU9e0lu6LXtEy94+IiIYUBkhEI413HJDwWynladgHHLoPKPtYmjcETZf1jwajyEUSXJR+5Hy/rUWClZpsIOISIGRm+2P80+SKfvV3QPU3PR+DOR84/KDMh4r6CTD2z9Idr+xToOj1zksALbXyofnA/wDHXgKsdUDU5UDC7wcmwxA2T+adFb8DaGv/n586Vpcj3SLDLmD2iIhoCGKTBqKRSBmA0HPtrb/fBsrWygc5Z0HFYOEZKVmR8s+B4LNP7fJlzgeKXj35oTTs/I7PE3YhYD4kc5oAwODd5gCDtF02BkqmzeAlGYHqb+QxxgAgfoU0fACA6GsAU4gESZZqKeVznNNqlmxW7Q9A/W4JoPwmANGLAb+0gf3wbPCSoLLwBWnd7u627SOF1jL3yDMcCJji7tEQEVEvMEAiGslMoUDsMrnibWuUMrTBzJH9KX5XsmCwSVam/N+ARyAQd1PXE+KVAYj5GZD//4Cit7p+ToMX4OEn3cj8UoFRS+X+ifMpIPwiwBgCFL8JHPm7BCO1208GRcYgWXg3+Jzer+fUG/6nS0BW9jEQMFmCPhpY9bkyly/6akB5uHs0RETUC0oP1i5MfZSVlaWzs7PdPQwi6m812VKiFna+BCCNBTLXKPIngIdv989jawYsle23a6uUw1mq5WatAVqqAJ9E6ajXWdanbpc0iLA1S3lbwGS5eY9xX6lVUxFw+AFpJR1zbfv9jr8BLAXrO62lAYqlCkj6Hy5MTNSKUmqL1jrL3eMg6g7+9iaioSUgE/D9SrrIGf2B2Ot7t7aRwRPwjHK+r7fTsPzTgDH3AJYawDthcAQdjoYNbUsTWyqAmu8lI6ctMm6Dyb1jHeoa9kr5ZtQVDI6IiIYw/gYnoqFFKSD6p0D1JsnoGAPcPaJTmULlNpiEzZNgqPhtIORcCYrM+yTj4T0aaCwGardIwwnqnaYiadRhDAKCznL3aIiIqA9c2sVOKTVPKbVHKbVfKfUHJ/uXKaV2KKW2KaW+Vkql2rcnKqXM9u3blFJPu3LcRDTIeEYAEQsHX3A0WBm8ZC2pxkJpg26pAMLmA0l/ki56XjFA5ReDd+Hbwa5+D3DkUUC3ALE3MBNHRDTEuSyDpJTyAPAPAOcBOArge6XUR1rr3FaHvaG1ftp+/CUAVgKYZ993QGvdizoaIiKCf4asA+UZ1n5OVMi50iLdvB/wTXbfGIei6v/Ke+cZCYy+cfA3OiEioi65MoM0FcB+rfVBrXUzgLcALGx9gNa6ptVdPwC8nElE1B+UkmYWPknt50YFniENLiq/GPhxaOvwyFRpLd0Bj78G+IwD4m9jcERENEy4MkCKBVDQ6v5R+7ZTKKWWK6UOAPh/AG5utWuMUmqrUmqjUmqGsydQSt2glMpWSmWXlpb259iJiIYvg0lakNftwP9n777j26ru/4+/jiTLe+/EdoYTEmcHHAIk7L0plD3aMlLKKIUOxhdaSsso0MFqyii0ZTSMMlLK+AVIIGQPyJ7OHt57D53fH1KCkziJlciS47yfj4cetq7uvfooQ9Lnfs75HJpLu+Y5PE3eduxr7/G2Qw8Va6FxEzQf4GeEtd75Rtv/6V0/LH6st728Px0URUSkW+t2TRqstc8BzxljrgLuB34AbAdyrLVlxpijgPeNMUN3qzhhrX0BeAG8bb6DHLqIyKEr4Xgo/wwqv4K0iwN3XtsKlTO961W1VnuHolXO9A75ixkauOfxtHjnAO0tUWmr97aIr5rhnYvljIKcO73zrzrzGuoLvAlk3VJvErlj/avks7pHt0IREQmYYCZIW4HsdvezfNv2ZhIwEcBa2wQ0+X5f4KswHQFooSMRkUAIS/Su2VQ5E1LOAUfEwZ3PWm9nvNIPvQlFZH9vS/bwbNjwGBRNgqj/O/jnAahf411/qrXWu/5UeG8Iz/L+dEZ7O/jVLPAmURHZ3gSw/HPY/Cz02cfQONsKJf+FyhnehZSNy7vwbuKpEDPM+2cmIiI9TjATpHnAQGNMP7yJ0RXAVe13MMYMtNau8d09F1jj254KlFtr24wx/YGBwLqgRS4icjhIPAmqF0DVHEg88cDOYdugZqF3OF1TIYT38jYviB7yXaUl82rY9Gco/gAyLj/weK31VryK/wNhKZB6EjRth6atULf8u7lODjfEHe1dByoix7sterA3hs3PeOcPueJ2PXdrNWx7GerXehfZjT3Smxw5DnSRLBEROVQELUGy1rYaY24DPgWcwMvW2mXGmIeA+dbaycBtxpjTgBagAu/wOoATgIeMMS2AB7jZWlserNhFRA4Lkf0gsi9UTIOEE/wbOmZbvesrlf8/b8UoPAN6/dC7sO/u54nsDwknep8n7sgD65znafFWoarmeIfqZf5g1+F1nhZoLoSWCog+Ys9K1Y7EbfOzsOWvkP3T745v2AjbXoS2Ouj1A28TCxEROWwY2xO6CXUgPz/fzp+vEXgiIn6png/b/gFZN3uHke2Ptd5Fe8s+hpZK7xC25LMgZsS+EyxPE6x/BIwD+t6359pB9Wuh5H3wNENkH29r8si+4M6A1irY+qK32ULKWZB87oHPA6pbDlue95476zbvULzCSd6KUu+bvK9HRA6aMWaBtTY/1HGIdEa3a9IgIiIhFDsKXPHelt/7S5BsKxS+CVWzvNWn9Ct3HUq3L45wyLjKO8St9ENI+553e2uVNzGqmuedT+TOhJpFUDnru+OMA6zHuyhr7IiDe73RQyDzOtj+D9jwsLf6FX0EZF4PrpiDO7eIiBySlCCJiMh3jAsSj4eSD6Fx894rKG0NsO0lqFsFyWdCynn+V3GiB0HCcVDxBcSO9A5tK/2ftxtd8pmQfIY3IbIWWoqhYYP31lbjfb7wjIN9tV5xR4GnAYrehKRTIfUCMM7AnFtERA45GmInIiK7aq2F9b/1Dm+LPwaSTgd3ynePt1TAloneOT7pV3iTnAPVVg/rH4a2am8iFJ0H6d8Hd/rBvw5/eZrUhEGki2iInRxKVEESEZFduWKgz91QPgWqZnvnGMWNgaQzvNWdLX/zJhNZt3i7wR0MZxRkXusdZpd0mnd9pFCtK6TkSEREUIIkIiIdcadAxpWQfDZUfA6VX3vXEzIu79pCfe7ydoILhOjBB59oiYiIBIgSJBER2buwBEi7xFs9qpjqXWco4wpvIwcREZEeSAmSiIjsnyvW27xARESkh3OEOgAREREREZHuQgmSiIiIiIiIjxIkERERERERHyVIIiIiIiIiPkqQREREREREfJQgiYiIiIiI+ChBEhERERER8VGCJCIiIiIi4qMESURERERExMfl7wHGmLHAqUAauyVY1tqfBiguERERERGRoPMrQTLG/AJ4HFgLbANsu4dthweJiIiIiIgcIvytIN0B/NRa+2xXBCMiIiIiIhJK/s5BigM+6opAREREREREQs3fBOnfwFldEYiIiIiIiEio+TvEbjPwW2PMOGAx0NL+QWvtnwIVmIiIiIiISLD5myDdCNQCx/lu7VlACZKIiIiIiByy/EqQrLX9uioQERERERGRUDvghWKNMTHGmOhABiMiIiIiIhJKfidIxphbjTGbgCqg2hiz0RhzS+BDExERERERCS5/F4q9D7gXeBL42rf5eOAxY0yctfaxAMcnIiIiIiISNP42abgZmGCt/Xe7bZ8bY9YAjwBKkERERERE5JDl7xC7NGBeB9vnAukHH46IiIiIiEjo+JsgrQau6mD7VcCqgw9HREREREQkdPwdYvcg8JYx5gRghm/bOOBE4NIAxiUiIiIiIhJ0flWQrLXvAmOBQuA8360QONpa+37gwxMREREREQkefytIWGsXANd0QSwiIiIiIiIhtd8EyRiTZK0t3/H7vvbdsZ+IiIiIiMihqDMVpBJjTKa1thgoBWwH+xjfdmcggxMREREREQmmziRIpwDl7X7vKEESERERERE55O03QbLWftnu92ldGo2IiIiIiEgI+dXFzhjTZoxJ62B7sjGmrRPHn2WMWWWMWWuMuaeDx282xiwxxnxrjPnaGDOk3WP3+o5bZYw505+4RUREREREOsPfhWLNXraHA837PNAYJ/AccDYwBLiyfQLk84a1dri1dhTwOPAn37FDgCuAocBZwF995xMREREREQmYTrX5Nsbc5fvVAjcbY2rbPewEjgdW7uc0RwNrrbXrfOecBFwILN+xg7W2ut3+0Xw33+lCYJK1tglYb4xZ6zvfrM7ELyIiIiIi0hmdXQfpdt9PA9wItB9O1wxsAG7ezzl6A5vb3d+Cd9HZXRhjbgXuAtx4m0LsOHb2bsf27uDYCcAEgJycnP2EIyIiIiIisqtOJUjW2n4AxpipwPestZVdFZC19jngOWPMVcD9wA/8OPYF4AWA/Px8ddsTERERERG/dHoOkjEmDMijg8pNJ20Fstvdz/Jt25tJwEUHeKyIiIiIiIjfOp0gWWtbgBYOfB2kecBAY0w/Y4wbb9OFye13MMYMbHf3XGCN7/fJwBXGmHBjTD9gIDD3AOMQERERERHpUGfnIO3wDHCvMeZH1tpWfw601rYaY24DPsXb2OFla+0yY8xDwHxr7WTgNmPMaXgTsQp8w+t8+72Ft6FDK3CrtXa/bcVFRERERET8YaztfEHIGPNf4ESgAVgK1LV/3Fp7QUCjOwj5+fl2/vz5oQ5DRERE5LBnjFlgrc0PdRwineFvBakU+E9XBCIiIiIiIhJqfiVI1tofdVUgIiIiIiIioeZvBQkAY0x/YAjehg0rdiz+KiIiIiIicijzK0EyxsQBfwcuATzfbTb/AW6w1tYEOD4REREREZGg6XSbb5+ngBHAyUCk73aqb9tfAhuaiIiIiIhIcPmbIF0A3Git/dJa2+K7TQMm8N2iriIiIiIiIockfxOkSKCsg+3lQMTBhyMiIiIiIhI6/iZIM4DfGWOidmwwxkQDvwVmBjIwERERERGRYPO3i92dwKfAVmPMYt+24UA9cGYgAxMREREREQk2f9dBWmqMGQhcDQz2bX4VeN1a2xDo4ERERERERILJ73WQrLX1wItdEIuIiIiIiEhI+TsHCWPMkcaYfxlj5vturxpjjuyK4ERERERERILJrwTJGHM1MA/IBD7y3dKBucaYawIfnoiIiIiISPD4O8TuYeABa+0j7TcaY+4Ffg+8FqjAREREREREgs3fIXapwFsdbH8bSDv4cERERERERELH3wRpKnBSB9tPAr482GBERERERERCyd8hdh8Djxpj8oHZvm3HABcDDxpjLt6xo7X23cCEKCIiIiIiEhz+JkjP+H5O8N3ae7bd7xZwHmhQIiIiIiIioeDvQrF+twUXERERERE5VCjhERERERER8TmQhWLPNcZ8ZYwpNcaUGGO+NMac0xXBiYiIiIiIBJO/C8XeCLwHFAB3A/cA64H3jDHXBz48ERERERGR4PG3ScPdwF3W2vYNGf5ujFmAN1l6OWCRiYiIiIiIBJm/Q+xygE862P4x0OfgwxEREREREQkdfxOkTcDpHWw/A9h48OGIiIiIiIiEjr9D7J4EnjHGHAnM9G0bB1wL3B7IwERERERERILN33WQnjfGFAM/By72bV4BXGat/SDQwYmIiIiIiARTpxMkY4wL71C6r6y173VdSCIiIiIiIqHR6TlI1tpW4F0gtuvCERERERERCR1/mzQsAgZ0RSAiIiIiIiKh5m+C9CDwR2PMRcaYbGNMUvtbF8QnIiIiIiISNP52sfuf7+e7gG233fjuOwMRlIiIiIiISCj4myCd3CVRiIiIiIiIdAOdSpCMMVHAE8BFQBjwGfBTa21pF8YmIiIiIiISVJ2dg/Rb4Id4h9j9GzgdmNhFMYmIiIiIiIREZ4fYXQzcYK2dBGCMeR2YYYxxWmvbuiw6ERERERGRIOpsBSkbmL7jjrV2LtAK9OqKoEREREREREKhswmSE2jebVsrfjZ5MMacZYxZZYxZa4y5p4PH7zLGLDfGLDbGfG6M6dPusTZjzLe+22R/nldERERERKQzOpvgGOA1Y0xTu20RwIvGmPodG6y1F+z1BMY4gefwzl/aAswzxky21i5vt9s3QL61tt4Y8xPgceBy32MN1tpRnYxXRERERETEb51NkP7ZwbbX/Hyuo4G11tp1AMaYScCFwM4EyVo7td3+s4Fr/HwOERERERGRA9apBMla+6MAPFdvYHO7+1uAsfvY/wbg43b3I4wx8/EO7XvMWvv+7gcYYyYAEwBycnIOOmARERERETm8+LtQbFAYY64B8oET223uY63daozpD3xhjFlirS1of5y19gXgBYD8/HwbtIBFRERERKRH6GyThkDYircb3g5Zvm27MMacBvwfcIG1duecJ2vtVt/PdcA0YHRXBisiIiIiIoefYCZI84CBxph+xhg3cAWwSzc6Y8xo4Hm8yVFxu+2Jxphw3+8pwDjazV0SEREREREJhKANsbPWthpjbgM+xds2/GVr7TJjzEPAfGvtZOAJIAZ42xgDsMnXGS8PeN4Y48Gb1D22W/c7ERERERGRg2as7ZlTdfLz8+38+fNDHYaIiIjIYc8Ys8Bamx/qOEQ6I5hD7ERERERERLo1JUgiIiIiIiI+SpBERERERER8lCCJiIiIiIj4KEESERERERHxUYIkIiIiIiLiowRJRERERETERwmSiIiIiIiIjxIkERERERERHyVIIiIiIiIiPkqQREREREREfJQgiYiIiIiI+ChBEhERERER8VGCJCIiIiIi4qMESURERERExEcJkoiIiIiIiI8SJBERERERER8lSCIiIiIiIj5KkERERERERHyUIImIiIiIiPgoQRIREREREfFRgiQiIiIiIuKjBElERERERMRHCZKIiIiIiIiPEiQREREREREfJUgiIiIiIiI+SpCkW2n1WEoaWkIdhoiIiIgcplyhDkCkvb8uLWHK5hoGJ0ZwelYs4zNjiApTHi8iIiIiwaFvntLlNtc089W22v3uV1DVxGdbahidGkVdi4dnlpRw3ecb+fOiYpaWNWCtDUK0ImKt5as5i1m8ogCPxxPqcERERIJKFSTpUtZanvy2mHXVTUQ6DWPSo/e630vLy4gLc3LP6HQiXYbVld6E6ctttXyxpYbbhqdyZk5ckF+ByOFn0uSpvPHB5wAkxMVw3FFDGZc/lGGD+uFw6LqaiIj0bPqk6yFqmtt4enExNc1toQ5lFwtLGlhX3USEy8EzS0r2Gt+swjqWljdwzaAkosIcGGMYlBjBrcNTefW0PqRHhbGwpD7I0Yscfj74fzN444PPOXXckdz9kysYNqgvn89YyP898TLX3fkYr7z1CW1t3et9RkREJJBUQeohvtxWy5TNNQxNiuTUrNhQh7PTWwUVpES6uO/IdH45axsTl5Xyq9Hpu+zT0mZ5ZWU5fWLdnN5B7OFOBwPjw1lT1RSssEV6JGstxpi9Pv7Z1wt4adJHHHfUUG7/4UU4nU7GjxlOY2Mz85esYvrcJbz7yXSqauq44/qL93kuERGRQ5UqSD3E/GJvdWV5eWOII/nOsvIGlpc3cnH/BAYmRHDlgESmb6tl+m7zkf67oYrC+hZuHJKM09HxF67ceDdF9S3UtujKtciBqKiq4eqfPsKvHnmemfOX7TG3aMa8pTz9ynuMHjqAX0y4DKfTufOxiAg348cM595br+KqC0/l8xkL+fukjwI2L9BaS31D93nvEjkUba9r4Z2CCs3XFQkAVZC6iZKGFtwOB/Hhzv3vvJvGVg+LyxoAWFHRfb5kvL22kni3kzOyvVWh7+cmMLe4jonLShmaFEFShIuqpjbeXFvBmLQoRqVE7fVcA+LDAVhX1cyIlMigxC/Sk0yeMpPa+gbKKqp59K9vkJmWzAWnH8tp445i+ZoNPPniWwzOzea+W68mLGzvHw1XXHAyNXX1fDBlJnGx0Vx23kkHFVddfQNPvfwucxet5Oc3XcrxR484qPOJHK4mLivlm5J6eke7OTaj4/m+ItI5qiB1A9Za7p29nZ98tZklvkTHH0vKGmjxWEYkR7K5trlbzEMqqGpiQUk9F/aLJ9zp/WfmdBjuHJlGU5uHZ5eUYK3l9TXlNHks1+cl7/N8uXHeBGmthtmJ+K2uvoH/fTGHcflDefEPP+een1xJXEwUz7/+IT/65eM8/Owb5PRK4zc/u46ICPc+z2WM4aYrz+WkY0by6rtT+HjqnAOOa92mbdz50ETmLlpJr7QUnnj+LabN+vaAzydyuFpe3sA3JfU4jOGNNeWqIokcJCVI3cC66maK6lto9VgemLudTzZV+3X8vJJ6IlwOLh2QAMDKblBFeruggiiXg3P67Np1LivGzQ8GJTOvuJ5XVpbzyaZqzsmJIytm31/KYt1O0iJdFFQrQRLx1/++mENDYxOXnnsiDoeDcWOG8eT9N/P4vRMYMbg/uX0yeeiuHxId1bnqrDGGO66/hDEjBzHxtf/y9bwlfsc0Zfp8fvH752lqbubRX93Inx74CcMH9eNPL73D518v9Pt8Ioez11dXkBDu5JZhKWyobmZmYV2oQxI5pClB6gZmF9VhDDw1PotRyZE8t6SEF5aV0ubZ/xUgay3ziusZmRxJXmIETodheYgTpC213jfn8/rGEx2255DB8/vGMTw5kvfWVRLtcnDlwMROnTc3PpwCVZBE/NLU1MzkKTM5avgR9M/ptctjeQP7cO+tV/H4fT8mPi7Gr/O6XE7uvvkK8gbk8McX3+a9T76msmr/6501NTXz1Mv/4elX3mPIwD48/eBt5A3sQ0SEm1/fcS0j83J56pV3mTJ9fofHW2tpbm7xK1aRnmxxaQOLyxq4NDeR07NjyYpx8+81moskcjCCOgfJGHMW8BTgBF6y1j622+N3ATcCrUAJcL21dqPvsR8A9/t2/b219p9BC7yLzSmqJy8xgszoMH49JoOXV5Txwfoqtta18KvRaR0mGTtsqm2htKGVKwYkEu50kBvnDvk8pHcKKglzGC7oG9/h48YYfjYilXtnb+OKgYnEujs37yo3LpxZhXXUt3iIClNuL9IZU75eQFVNHd8/54SAnzs83JvUPPzs67z81sf8451POWr4QE4+dhRjR+XhdodhrWXL9hJWrN3E8jUbWbSigLKKaq44/2SuvPCUXdZVCg9388BPr+GR597g6Vfeo63Nw5knjmF7cRlLVq733lato6KqluPHDOfSc0+kb3ZGwF+XyKFix1D1pAgXZ+XE4jCGKwcm8sQ3RcworGN8ZscXPlraLAtL6xm7l7UJRQ53QUuQjDFO4DngdGALMM8YM9lau7zdbt8A+dbaemPMT4DHgcuNMUnAb4B8wAILfMdWBCv+rlJc38L66qadc3AcxnDjkBT6xLp5bmkpv5i5jceP7bXXJGJesbeMnp/mbXCQlxjBx5uqafVYXHvpCNeViutbmLatlnNy4vbZcCItKoyXTs7xq01wrq9Rw/qaJoYmqVGDyP60trbx7sdfkzcgh6FH9O2S54iOiuSRX93I5m3FfDHzG6bNXsS8RW8SFRnBEf2yKNi4jZo6b5fNuJho8gbkcMePLmbU0AEdns/tDuO+W6/isYn/5rl/fcAbH3xBRVUNAInxsQwf1I+42Cg++3ohX81dzNhReVx+/kkM7JfV6Zjr6hswxhAVGXHwfwAiQEVjK1vrWhiSFIEjiO3vF5V5u8XePDQFt2++7/jMaCatcfPG6gqOy4jeI56WNsujCwuZX1LPM8dn0yd230PcRQ5HwawgHQ2stdauAzDGTAIuBHYmSNbaqe32nw1c4/v9TGCKtbbcd+wU4Czg30GIu0vNLvJ+cThmt6s4p2fHkR4Zxv1zt/HeukquG9xxE4P5xfX0iwsnOcL7VzkkMYIP1ldRUNXEoMTgf/i/u64KA1zcP2G/+/q7hkpunPdNvKCqWQmSSCd8OXsRJeWV/OTa87t8zaLsXmn84Ptncu3Fp7N01Xq+mPktBRu3MXb0YIYM7MOQgX3olZ7SqTjc7jCmoNqjAAAgAElEQVTuveUq/vHOp1RW1TJ8cD+GD+63y/FXXXgqH34+m8mfzeSu301k1JABnDpuNH16p9M7IwW3O2zn+ay1bC0sZe63K5m7aCXL12zE4TAMH9SfY48cwjFH5pGUELe3cET2qa6ljXtnb2NrXQupkS5OzYrltKxY0qPC9n/wQbDW8toq71qDZ2R/9+/XYQxXHZHIHxYW8fX2Ok7o9V0VqdVj+cM3RcwrrufW4alKjkT2IpgJUm9gc7v7W4Cx+9j/BuDjfRzbe/cDjDETgAkAOTk5BxNr0MwpqiM7xk1m9J5vpCNSIjk+M4b/bqzmov4JxO1WRaptaWNFRRPfz/0uGcnzJUXLKxqDniDVtbQxZUs1J/eOISUy8P+0EiNcJEWoUYNIZ1hr+c/H0+mblUH+iEFBe16Hw8GIvFxG5OUe1HnCwlzcdOW5e308NiaKKy88hYvOHMdHX8zhvU+/5o8vrgW8F196pSeTnZlGQlw0i1asY3txGQD9sjO59NwTaWtrY9bC5Ux8bTITX5vMoP7ZjMsfxlknjSEyIvygYpfDh8danvimmMKGVn40OJlFZQ28ubaCSWsqGJEcyenZsYzPjOmSER0LShpYVdnIrcNTCXPuev5xGdH0ifXORRqf6a0itXosT3xTxJyiOn4yLIWzcnRRQGRvuuU6SMaYa/AOpzvRn+OstS8ALwDk5+d3+9mJNc1tLC1v5JL+Hc/VAbhiQCLTt9fy3rpKfrBbFembkgY81pKf+t36QYkRLjKiwlhR0cj3uizyji0pa6S5zXJqVmyXPUdunFutvkU6YfbC5WzeXswvf3x5l1ePQikyIpxLzjmBC88Yx9bCUjZtK2LT1mI2bfPeFq0oYMjAPlx0xjiOHjWYlKTv3m9/8P0z2bytmFkLlzNr4XJefutjJn82k1uuvYAxIweH8FXJoeKVFeUsKKnntuGpnJkTx8W5CZQ2tPL5lhqmbKnhj98W8+81FdyYl8yYA5jvs7mmma+215KfGsURCeE7/y9ba3l9dTlpkS5O6+Az1/jmIj22sIivttVyfGYMf/y2mJmFdUwYmsI5ffb+vUNEgpsgbQWy293P8m3bhTHmNOD/gBOttU3tjj1pt2OndUmUQTS/pB6PtRyzjwXdsmPdnJAZw383VHNRv4Rd5vXMK64n1u1kUOKuVzvzEiNYWFKPtTaoX4wWlzUQ7nQwKKHrKle58eHML6mnqc2zc30lEdmVtZa3//clGalJjMsfGupwgsLlctInK50+WemdPsYYQ07vdHJ6p3P5+SezYs1Gnv3n+zz01KuMHzOMm648V0PvZK8+31LD++srOb9vPGe2q8akRLq4fGAilw1IYH5xPX9fUcZD8ws5KjWKm4Yk03s/y1q0N3FZKUvKGpi0xjuUbnxGDOMzo6loamNtVRN3jEjda3XquIxo+sa5mbSmgnnF9Xy9vZYbhyRz/l4aKInId4L5DXMeMNAY088Y4wauACa338EYMxp4HrjAWlvc7qFPgTOMMYnGmETgDN+2Q9rswjqSIlwMjN/3cI4rBybS7PHwn3WVO7dZa1lQUs+RKZF7TMAckhRBVXMbhfWtXRL33iwqa2BIUkSXNocYEB+OtbChurnLnkMkWFpb27qkFe+i5QWs2bCVS84+Hqezc10ixdv2/KkHb+Pai09nzjcrueX+p/hk2ly1S5Y9rChv5NklJYxMieSGvSx0boxhTHo0z56QzfV5ySyvaOS26Vt4eUUZ9S2eTj3HkrIGrj4iiTtHptEv1s2HG6v4xcytPLKwkMzoME7uvfcRG8YYrhqYxNa6Fr7aVsuPBidzYb/9zw8WkSBWkKy1rcaY2/AmNk7gZWvtMmPMQ8B8a+1k4AkgBnjbV/nYZK29wFpbboz5Hd4kC+ChHQ0bDlXNbR4WljZwUq+Y/VZ5ese4OalXLP/bWMXF/eNJCHexurKJ6uY2xqRF7bH/4ARvwrW8orHDuU1dobKplU01zZzc27+1VPyVG+d9bQXVoWlCESqNrR6+LW1gXnE9vaLDuCRXH3I9wStvf0JRSQW3XHdBQCoV1lq+mPENf3v9v6QkxXPKcaMDEOXhxeVyctl5JzEufyjP/esDnvvXB8yYv4z7brtKc5MEgNKGVh5ZWEhqpIu7R6fj3M9FQZfD8L3+CZzcO4Z/rSrn/fWVzCqs4+njs4h07f069dsFFcS6nVzUL54Il4NTsmKpa2ljbnE9c4vqOTMndr/PfUx6FKdmxdI/LpwL+qlyJNJZQZ2DZK39CPhot22/bvf7afs49mXg5a6LLvCK61uIDnN0uI7R4rJGGls9e3Sv25srBiby5bZa/lNQxQ1DkplfUo8xcGTqnglSn1g30WEOVlY0dul8oPaWlHnXXhqZ3LXd5ZIjnMS5nYfFPKSShhbm+T4IF5c10OKxOB2GNo9lWFLEYZUg9lRpyQl8Mm0etz7wNBOuPJeTjh11wMNi6+obeO5fHzB97hKGDerHz2+6dJdObuKf3hmpPPzLG/hk2lz+9vqH3Pf433nwZ9f5vaCu9CwtbZbfzS+kqc3yyNiMTq/jB5AQ7uKnI9I4oVcMD8zZzhurK7hhSMfVp/XVTcwrrufqI5KIaJdERYc5Obl37D4rR+0ZY/jZyLROxygiXprE0UU+31LDj7/czM9nbKWqqW2Px2cX1RHpcjCikwlFr+gwTu4dw0ebqihvbGV+cT2DEyI6fHM2xjA4IYLlQVwwdnFZA1EuB/3juvYKqzGG3PhwCqq6xxC75jYPX2ypobi+JaDnnVdUx41TNzNxaSnb6ls4p08cD4/txWun9SE5wsVfl5bi0bCfQ96FZ4zj6d/eSnZmKn966R1+//RrlFdW+32eZas3cPuvn2XG/GVce/HpPPzL63dpRiAHxhjD2SeP5f7br2bT1mLufuxFiksP+eX35CBM3lDFuuomfj4qjewDbJE9KiWKM3PimLyhig176cr6TkElES4H5/XVHDiRUFCCFGBtHstLy0v5y6JiBsSHU9rYxv1zt1HT/F2SZK1lblEdR6VG7dGac18uH5BIqwdeWlHG2qqmnYvDdiQvMYJNNc3UtuyZnHWFRWUNDEuO3G+5PxBy49xsqm2mpS30CcInm2r486Jibpi6ibtmbOHdgsqDTpbKG1v5y+IS+sS6mXhiNs+fmM2NQ1IYkRJJTJiTG/KSWVfdxCeb/P8iLd1P74xUHrvnJm64/Gy+XV7ALfc/xdSZ33Rq3ktbWxuvv/cZ9/7hJVwuJ0/cN4HLzjsJh0Nv7YE0ZuRgfv+LH1FZXcsvH3mejVuKQh2ShEBlUytvrq1gTFoUYw+gI117PxiUREyYg+eWlu7xf31bXQvTt9dybp84YjoYgSIiXU+fogFU29LGg/O288H6Ks7vG8+jx/Ti/vx0ttS28OC87TsnZa6ubKKiqY2x6XtPcDqSGR3GqVkxTN9WC7BLe+/d7VgPaWVF1w9FK21oZXtdCyOSgzPkKzc+nFaPZVNt6KtIswrr6B0dxg99LdhfWVm2M1laVFrv9/mstfx5UTGNbR5+OSqNrBj3HkOuxmdGMyI5kn+tKu+wOimHHofDwUVnjufp395KTq+0TlWTCovLufvRF5n036mcctxonnrwVo7on73X/eXg5A3swx/umQDA3Y+9wIo1G0MckQTbq6sqaPbYvTZl8Ees28n1ecmsrGhkyuaaXR77T0ElLmO4UN3mREJGCVKAbK5p5q4ZW1la3shPR6QyYWgKLodhVEoU9xyZztqqZt+4ZQ+zi+pwOsw+K0B7c/mARJwOQ3KEi35xey/vH5EQjsMYVgRhmN3isgag6+cf7bCjUUOo5yFVNbWxrKKB43vFcEluAn8al8VLJ+fwo8HJVDa1MbGDK4P78+66Kr4tbWDCkJS9Dt8wxnDz0BQa2yz/XFUWiJci3URH1aQvZuxZTZo68xt++uCzbCks4Vc3X87PbrhEDQSCoE9WOk/c92PiY6O5/8lXWLyiINQhSZCsq2piypZqzusT51eb7n05pXcMQ5Mi+Meqcqp9o0xKG1r5YmsNp2fHkhjRLZeqFDksKEEKgAXF9fx85lYaWj08MrYXp2fvOmZ4bHo0Px+VxrKKBh5eUMSswjqGJUUcUOk8PSqMG/OSuXZQ0j4nc0e4HOTGu1leHpwEKdbtpM8Bjsf2V0aUi+gwBwV7GbsdLHOK6rDWu9bEDulRYVycm8D3cxPYWtfC5trOD7dbXdnIq6vLGZcZzRnZ+56Amx3r5qJ+8UzZXMPKIM41k663ezXpz39/h989/SrlldXU1Tfw5PNv8aeX3qFfdgZPP3gbxx89ItQhH1bSUhJ5/N4JZKQm8runX2PN+i2hDkm6mLWWF5eXERPm5MqBiQE7rzGGW4alUt/q4ZUV3otd76+vxGPhkv7qVCoSSkqQAiDK5aBvrJs/j8siL6njYWYn9Irh9uGpfFNSz9a6loMav3xe3/hOdafLS4xgdVUjrZ6um6tjrWVRWQMjkiOCtiitMYb+ceEUhLiCNLOwjvSoMPp2kBgemx6NMTCjsLZT52po9fDkt8UkhTu5bXhqp/4srxiQSHKEi4lq2NAj7agm3XjFOSxavo5b7n+K23/9LNPnLeGa753Go3ffSFpK4L6sSefFx8Xwu1/8iLiYKB7887/Ysr0k1CFJF5pVWMfS8gauOSKxw660ByPHd7Hrsy01zCqs45NNNZzcO4a0KHWgFAklJUgBkJcUwR+O7UVK5L7L4adnx3Hz0BTSIl27VB26LK7ECJrbLOu6sNJSWN9KaUNrp7vxBUpuXDjrq5u7NPnbl7qWNhaVNXBcRnSHyUxihIshiRHMLKzr1PkmLi2lsL6FX4xK63RlMcLl4MYh3oYNH29Uw4aeyOFwcOEZ43jmodvol52Jy+Xk8XsncPn5J6sRQ4glJcTx+19cjzHwwB9foaSscv8HySGnuc3DyyvL6RPr5szsrukod8WARFIjXTy2sIhmj0fVI5FuQJ+wAdLZ6sm5feN56eQckoMwtniIr1FDV85DCvb8ox0GxLtp8Vi2hKhRw/zielo9lmP3UQk8LiOGDdXNbKvb9zC7aVtrmLq1hisHJjIkyb8/x3EZ0YxMieTV1WrY0JP1Sk/h0btv5PlH72RQrhoxdBeZ6ck89PMfUt/QxAN/fIWq6s5VjOXQMXlDFUX1Ldw0JLnLurRGuBz8eGgKHuv9TDnQ9uEiEjhKkEIgWEPRkiJcpEW6mL6tjrLG1i55jsVlDSRFuOgVHdzhALnx3gnpBdWhSZBmFdWRGO5kcOLeJ8bvqBLO3Mcwu+Y2D39fUcaghAguy/V/uJQxhh8PSaG+1cP763UFu6cL1nuHdF7/nF78+o5rKSmr4sG//IuGxp6/iPXhoqKxlTfXVjI2PZqRKf43VfLH2PRo7j0ynVuGpXbp84hI5yhB6uEu6p/A2uombpq6iReWlQY0UbLWsqg0uPOPdugVHUaEyxGSeUjNbR7mFzdw7F6G1+2QEuniiITwfQ6z+2JrLZVNbVw7KPGAr05mx7o5LiOajzdV09DqOaBziMiBG3pEX+655QrWbdrOr//4Dw23C7JFpfUs9Y1mCKTXVlfQ6rFcH4C23p1xXGYM8eFa90ikO1CC1MOd3zeev52YzUm9Y/hoU3VAE6XNtS1UNbcFff4RgMMY+sW6Q9LJ7pvSBpraPBzbiXlkx2XEsKayqcPFYz3W8u66SgbEhx/0n+El/ROoa/HwqRaPFQmJMSMHc/fNV7BhSyG3/+YZvp63JNQhHRY+2VTNA3O389D8QsoDeAFwc00zU7ZUc06fuKCPkBCR0FOCdBjIiArjpyPS9kiUPtxQ5fc6Pe2Fav7RDgPiw1lX3Rz0Dm4zC+uIDnMwrBPzhb4bZrdnFWlWYR3b61r4fm7CQVfgBiZEMCwpkg82VIWscYXI4e64/KE8/eBtZGWk8oeJk3jq5f/Q2Bj6Ba17qncKKnhuSQnDkyJp8Vj+sbI8YOd+dXU5EU4Hlw9Qp0iRw5ESpMPIjkTp+ROzGZkSyfPLSvnzohKa2g5sWNbisgbSIl0ha0eaGx9OY6tnv00QAqnVY5lTVMfY9GhcnRgSlxkdRr+4PYfZWWt5p6CSXtFhnapEdcbF/eMpbWhl+nZNFBcJlcz0ZB675yYuO+8kPp/hXdBXayUFlrWWf6ws458ryzmxVwy/PTqTS/onMHVrTUCG2q2saGRWYR0X908gzq0hbyKHIy3TfBhKjwrj1/kZvLm2kjfWlLO+pon7jswg049hBB5rWVLWELAv9wciN87b6aegqomsAK1svj9Lyxuoa/H41ab9uIxoXl9dTnljK0m+7oWLyxpYW9XErcNTcQRo/lZ+WhQ5sW7eXVfJSb1iNKFfJERcLifXXnw6o4cO4I8vvs3Pf/83oiL3bOiSFB/HiceM4ORjR2lNq07yWMtfl5by6Sbv8Lebh6ZgjOHSAd4E6W/LSvnL+KxOXcDqiLWWf64sJyHcyUX94gMcvYgcKlRBOkwZY7hiYCK/yc+ktKGVO2dsYV5R59bsAVhf3Uxtiyck8492yI5x43aaoHaym1VYR7jTweiUzr/ucb5kala7KtI7BZUkhDs5pXdMwGIzxnBx/wQ2VDfzTWngJyyLiH+GDerHM7+9ncvPO4lTjhu9xy0+LprX3vuMG371JPf+4SWmTJ9PXb3+7+5Nq8fyxDfFfLqpmssGJO5MjgDCnQ4mDE1hY00z/9tYdcDPsaCkgaXlDVw5MJEIl74iiRyuVEE6zB2VFsVfxmfxyIIiHppfyHWDkri0E2Oud8w/CmWC5HQY+sa6WRukTnbWWmYV1nFUaiRuZ+c/OLNj3WTHuJlZWMe5feMpqGri29IGfjA4ya/zdMaJvWL416py/lNQyZGpXduWVkT2LyY6kqu/d9peHy8urWDa7EV8MfMbnn7lPf722odcfNZ4Lj//ZFwuDe9q7x8ry/h6ey3X5yXzvQ4WUz06LYr8tCheX13B8ZkxOyv2neWxln+uKiMzOowzumhRWBE5NOjyiJAeFcYTx/XiBN+X62lba/a5f3F9C/8pqKR/XLjfH0CBlhsfTkFV00E1m+islRVNVDS1+TW8bofjMqJZUt5AVVMb/1lXSZTLwdk5gf8AdjkMF/aN3zmET0S6t7SURC477yQmPvwznvy/mzlmdB6T/juVOx/6K+s2bQt1eN3GzO21fLC+ivP7xneYHIG3ij5hSAqtHsvLK8r8fo4vt9WyobqZa49IOuAheiLSMyhBEgDcTgd3jkxjWFIkzywpYU1lY4f7NbZ6+N2CQlqt5Zej04Ic5Z5y48Kpb/VQWN81C+G2N6uoDpfDkJ/mf2XmuIxorIX311fy9fZazu4TR3RY11wdPjMnliiXg3fXaS0WkUOFMYZBudn88ubLuf/2a6iqqeOu303k9fc+o7W1LdThhdT2uhaeWlzCoISI/a5JlBkdxiW5CXy5rZYlfjRsaGmzvLaqnNz4cMZnhm5urYh0D0qQZCeXw3DPkenEu508srCIit3WlLDW8uS3xWyqaeHu0elBa4ywLwPivROfu2o9pIZWD1O31vDg3O18sL6K0SmRB5TY9ItzkxEVxjsFlTiN4YK+XTf5NzrMyVk5cXy9vZaiDtZfEpHubezoPJ773U854egRO6tJazdsDXVYIdHc5uGxhUU4HYa7j0zrVGXn0twE0iJdTFxaSl1L55LLjzdVU9zQyg8HJ6nBjYgoQZJdxYc7uf+oDKqb23h0YdEua+r8a1U5c4rquHFIMqO7yfyWnBg3LoehIIDDyaz1tvL+w8IirvlsA3/6tpjNtc1c3D+e24enHtA5jTE7h+admhXb5UMTL+gXj9MY3l9/4JOVRSR0YmOiuOumS3ngp9furCY98bc32VpYEurQguqF5WWsq27izhGppEZ2rtOq2+ng5qEpbK5t5prPNvLw/EK+3l67x5IWrR7LyopG3ltXyaS1FYxKiWRUSvf4bBOR0FKTBtlD//hwfjYijce/KeJvy0q5dVgKU7fW8k5BJWf3ieO8Pt1n8mqY05ATE9hGDZ9vqeGpxSXEu52ckR3HCZkxDE4MP+iriqdnx/JtaQPfz+14/HwgJUe4OC4jmi+31TJhSLKuiIocoo4eNZi/DryDdz+ZzuQpM5k+bwmnjhvNlRec0uNbg0/dWsOnm6q5NDeBMen+DXsbkx7Nn8dnMW1rDdO31zG7qI4Il4Nj06NJjnCyoqKRNVVNNLd5LwJmxbi5cUhKV7wMETkEKUGSDh3fK4b11U28XVCJ08D/21zDiORIJgxJ6XZftnPj3cwuqsdaG5DYvt5eR2Z0GBNPyMYZwIm6WTFunjo+K2Dn25/8tCi+2lbL+upm+sfvuQaLiBwaYqIjue6SM7jgtON456Mv+WjqXKbNXsTp448ib0AO7rAw3G6X92eYi7jYKHqld7/3an9sqmnmuSWlDEuK5Oojkg7oHAPiwxkQH871ecksLWvky221zCispbHNkhvn5uycOIYkRjAkKYKEcH0dEpHv6B1B9uqaQUlsqGnmo43VZEaHcc+R6d2ys8+A+HCmbK6htLG100Mw9qax1cPisgbO6RMX0OQoFIYneVuwLy5rUIIk0gMkxMdw45Xn8r2zxvPWh1/y/6bP5+NpczvcNzoqgoF9sxjUP4tBudkc0S+L+LjArbvWVWpb2vhwQzWTN1QR4TT8cnTaQb8XO4xhREokI1Ii+cmwFDzWBnyJBRHpWZQgyV45jOHno9J4c20lZ+XEEevunmty5Mb5GjVUNR90gvRtaQMtHsvRaYd+F6OUSBe9osNYXNbARXtpiysih57kxHh+cu0FXHvx6VTX1tHc3EpLaytNzS20tLRSVlnN6nVbWLVuM29/9BUej3fuTd+sDI4eNZijRw7miP5Z3arCVNXUxvvrK/nfxmoaWj2MTY/mukFJAZ+v6b3I131et4h0T0qQZJ+iw5z7basaav3i3DiMYW1VE8ccwBpF7c0pqiM6zMGQpIgARRdaI5Ij+XJbLW0ee8hXxERkVzHRkcREd7xY92njjwKgsbGZtRu3snLtJhYsXcM7H33FWx9OIz42mjEjB3Hi2JGMGjogmGHvoqHVw2ury/lkUzUtHsv4zBguy02gb5yq3iISOkqQ5JDndjrIjgk76Fbf1lrmFddzVGpUtxxKeCBGpkTyyaZq1lY1MSixZyR9ItJ5ERFuhg3qx7BB/fj+uSdSU1vPwqVrmPvtSmYtXM5nXy/k/tuvYezovKDH1tJm+f38QpaUN3BK71guzU2gdzdYPkJERINwpUcYEB9+0K2+V1c2UdXcxlg/uyV1ZzvmIS0p7/yCiSLSc8XGRHHiMSP55c2X868/3UNun178+e/vUFRSHtQ4PNbyp0XFLC5r4M6RafxsZJqSIxHpNpQgSY+QGx9ORVMb5bstbuuPOUV1OIzhyNSOh6wciuLDnfSJdbOoVAmSiOzK7Q7jnp9cCcAfJk6ipeXA3z/9Ya3l+WWlfL29luvzkjm5d2xQnldEpLOUIEmPkBvnvfJ4MFWkucX1DE2KICasezajOFAjkiNZXtFIS5vd/84icljJSEviZ9dfwpoNW3lp0kdBec4311by0cZqLu6fwPfUQEZEuiElSNIj9I8LxxgoqG4+oOOL61vYWNPM2PSet4r6yJRImtssqyobQx2KiHRDxxw5hO+dOZ6Pps7hqzmLu/S5Pt5Yxeuryzk1K5YfDj6w9Y1ERLqaEiTpESJcDnpHu1l7gBWkOcX1AD2ivffuhiZFYIzmIYnI3l13yRnkDcjhmX+8x9bCki55jhnba5m4rJQxaVHcNjy1W7UZFxFpT13spMfIjXOzrOLAqiRzi+rIinGTGX1w6yh1RzFhTnLjwllc2siVA0MdjVdRfQvJEa4e0y1Q5FDncjn51c1XcMeDz/Hoc//mrpu+T3llDSVllZSUV1FaXkV9QxN9s9IZ0Lc3A/r2JjkxrtNJzvLyBv74bTGDEyK4u5suOi4isoMSJOkxcuPD+XJbLVVNbcSHd34eUX2Lh6XljVzQN74LowutEcmRTN5QRVObh/AuWEHeWsvUrbXkJUbsN8lcWFLPQ/MLGZsWxT1Hpusqskg3kZIUzy8mXMpv/vxP7njwuZ3bnU4HyQlxhLvdzFu8aufCs/Gx0Qzo25tTx41m/Jjhe/2/vLW2md8vKCIt0sUD+Rld8h4kIhJISpCkx8j1LSxYUN3Ekamdn0u0sLSeVo/tkfOPdhiRHMm76ypZUdHIqJTAv85FZQ38eVExCeFOHj2mF1l7ade7rqqJRxcWEeE0zCysY0ZhHeMzYwIej4gcmNHDBvKHe26irLKalMR4UpPjSYyPxeHwJjVNTc1s2FLEmg1bWLthG8vXbOTxv73JV3OWcMt1F5AYv2tHuqqmNh6cV4gD+M2YTGLdPasJjoj0TEqQpMfIjf+uk50/CdLconpi3U4G9+CFVIcmReB0GBaXNgQ8QbLW8sbqCpIiXHis5d7Z2zpMkorrW3hw3nZiwhw8fmwvHl1YxMSlpQxPivSr4iciXStvYJ+9PhYe7mZQbjaDcrMB8Hg8vP/pDF577zNuvf9pfnz1eZwwdgTGGJrbPPxufiHlTa08MrZXjxzCLCI9k+rc0mNEhznJjA6joLrzjRraPJb5JfXkp0bh6MFDvSJcDo6ID2dxWeA72S0qa2BFRSOXD0jg0WN6AXDv7G1srvmuo2BNcxu/mVdIs8fy2zGZpEaGcceINOpbPTy/vDTgMYlIcDgcDi4++3ie/u1t9EpP5skX3uKRZ9+grLKaP35bzOqqRn4xKp1BPfgClIj0PEqQpEfJjQtnbVXnW32vrGykprmtRw+v22FEciRrqpqob/EE7Jw7qkcpkS5Oz4ojK8a9M0m6b443SWpu8/D7BYUU1rdw/1EZ5MR6K0t9Yt1cMSCR6dtqmVVYF7CYRCT4sjJTefy+CVx/2dksXLqGs9wGSfAAACAASURBVJ58l3cWbeKa/nEcm9HzuoOKSM8W1ATJGHOWMWaVMWatMeaeDh4/wRiz0BjTaoz5/m6PtRljvvXdJgcvajmU5Ma7KapvobalrVP7zy2qx+UwjO6CeTndzYjkSDzWsiyA7b53VI8uzU0gzOmtwO2eJD2yoIjl5Y3cNTKNYcmRuxx/SW4C/ePC+evSEmqaO/d3JiLdk8Ph4HtnjeeMm35EdUY/WlYu5r3nnuetD6dR36B12ETk0BG0BMkY4wSeA84GhgBXGmOG7LbbJuCHwBsdnKLBWjvKd7ugS4OVQ9aAeG+jhnWdqCJZa5lVVMewpAiiwnp+MXVwYjhhDhOwYXa7V4/aa58kLSip5/q8ZI7vtWczBpfD8LORqdS0eHhxeVlA4hKR0Jm0poIPi1q5adxg3r75TPIG5PDqu1O44VdP8taH06ir13psItL9BbNJw9HAWmvtOgBjzCTgQmD5jh2stRt8jwVuDJAcVvr7OtmtrmpkRErkPvedU1TP9roWrh6YGIzQQs7tdJCXGMHissB8QdlRPbplWMrO6lF7WTFunjiuN2urmhi3jyE2/eLCuTQ3gUlrKjg+M5ox6RqOIxJK07bWkBLh2qPiuy/WWt5YU8GkNRWckhXLHSNScRjDr++4jjXrt/DvyV/w6rtTePO/0xg7ejCnHDea0UMH4HSqQYuIdD/BTJB6A5vb3d8CjPXj+AhjzHygFXjMWvv+7jsYYyYAEwBycnIOIlQ5VMW5nQxMCOfjjdVc2Dehwy/u4P0wf6uggszosMOqzfSI5EheX1NOTXPbQbXbbV89Om236lF7GVFhZETtv3PV5QMSmV1Ux7NLS3kqIZyEcDXYFNmftVVNZES5iAkLXJKxurKRP35bDMDJvWO5IS95v10mrbW8uqqctwsqOT07ltuGp+7S9GZgvyx+fcd1rNu0jSnTF/Dl7MVMn7uEhLgYThw7gmOPGkpbWxuV1XVU1dRSXVNPVU0dsTFR5A3IIW9ADtFRnU/W6hsaeeejr/hk2jxSk+MZnJvDEf2yGJSbTe+MFK29JiL7dSh9C+ljrd1qjOkPfGGMWWKtLWi/g7X2BeAFgPz8fBuKICX0rhuUxANztvPRpiou7JfQ4T7fljawprKJ24en4jyMVnQfkRzJa6vho43VXH4QlbP9VY/85XIY7hqZxi9mbuXRhUU8PLYXrsPo70XEX9vrWrhrxhYSw13cOTI1IO37rbX8Y2U58W4nZ2TH8t76KuYW1/HDwcmcmR3bYWJhreWVleW8t66Ss3LiuGXY3hOQ/jm9+PHVvbjh8nNYsGQ1X8z8hv9NncMHU2busp8xhtjoKGrrG/B4PBhj6NM7nbwBOQwZ2IcRef1JStjzwozH42HK9AW8+u4UqmrqOGb0EBoam5g661s+mjoHgOioCI4adgSXnXcSfbLSD/rPTER6pmAmSFuB7Hb3s3zbOsVau9X3c50xZhowGijY50FyWBqVEsWolEjeXFvJaVmxRHdwdfWttZWkRLo4JSu2gzP0XIMTwzkuI5rXVpfTZi1XDkz0+2pqZ6tH/uoXF87PRqTx+DdFPL+slFuHpwbs3CI9zWdbagCIdBoemLOdC/rF84NBSbidBz6fcmFJA0vKGpgwNIXz+8ZzSlYsf11aynNLSvhscw3XDUrCYaCquW3nbX11M7MK6zinTxw3D+1cdcblcjJ2dB5jR+dRU1vP8jUbiY6KID42mriYKGJjonA4HDQ2NrN6/WaWr9nI8jUbmTZ7ER9PmwtATq80Rg0dwKghuQwb1I9VBZv5+5sfs2FLIUMG9uE3P7uOgf2yAG/itGV7CavWbWbl2s1Mn7eEr+YuZvyYYVxx/ilKlERkD8ba4BRajDEuYDVwKt7EaB5wlbV2WQf7/gP40Fr7ju9+IlBvrW0yxqQAs4ALrbXLdz92h/z8fDt//vzAvxA5JKytavr/7d13fJ1lHffxzy8nOdl7Nd0T6KSlpYUyLRtEQIagDJGhKDxMER4HMkRFRXwARQQEBAVEkWEZZZRKKaOLQhdtSps0aZqkafY643r+OHchLUkHJDk9yff9euWVnOu+75MrvXon53uuxdVvbeQbo7M5d9+c7Y4tr2nhhgXln74I6G9CYcc9H1bx6sYGTh6eySXjcvcoJL27uYnbFlbw/Ql5nDCs+//9Hl21hX8W1/bY84vEurBzfOf1EkZm+PnRAYU8vKqGF9bXMSTNz3WTCxjpLVazTVMgxJbWEINSE7rsMXfOceVbZTQHw9x3xJBPe3Cdc8wtb+TBFVuo62SlybSEOI4fmsH5++b0+NC1cDjMupJNfLCimKUrilmxZgPtgQBxcXGEw2EK87K58MzjmTlt/E7r0tDYzLOvzOe5VxfQ0tqmoNRLzGyRc25atOshsjt6LSABmNmJwF2AD3jIOfcLM7sFWOice87MDgSeAbKBVqDCOTfezGYCfwbCRFbeu8s59+DOvpcCktyxZDPvbW7mL0cOITvps87Sm97bRHFdGw/OGkril3i3NZY553hoZQ3/+aSWrwxK5/9Myt/lkLZg2PHk2q08tbaWopR47j5sSLcMr9tR2DluXVjBkuoWbptetEcTxUX6g0WVzfz8/U3ceEAhM705lIurmvnDsirq20PMGpROczBMRXOAiuYAjd7eZ5PzkvnZtKJO79s3yxr47dJKrptcwBGDPt+z3hgIsay6hdSEODL9PjL9PtL9vqgOhW1vD7CquIQPVq4jMz2V4484EL9/13Met9kxKB150P6c9/VjKMjrHwv39DYFJIklvRqQepMCkmxqCnDZvFKOG5LOZRMiw7XW1LZyzfwyLtgvhzNG9e8/gs45/llcy99W1zCjMJXrpxR0OTxnQ0M7dy6tZF19G7MGp3PpuNxOhy52l6ZAiGvnl9EYCHPnIYMo2I2FHkT6i18v3syyLS08ctSw7QJKQ3uIP35UzXuVTeQlxVOUkkBhSjwDUhJoCzke/7iGQ4vS+OGUgu0WUQiGHd97s5TU+DjuOnRQv1vEoKGxmX+/9D+em7OAsAtz8lEHc9ZXjyQtVW/OdCcFJIklsbRIg8geKUpN4Lgh6bxc2sApI7IYmJrAP4trSU2I48ShGrplZpw1OpvU+DjuW17NlW+VMSk3iTGZiYzOTGRImh8zeGZdHY99XENqfBw/njqAg3ayZHd3SU3w8dNpA7hmfhm/WLSZO2YO7Le9fSId1beHeGdzEycNy/hc702638ePDijEOddpyEnyGQ+u3EJqQhw/6LCYwosl9WxuDnDz9KJ+F44A0tNSuOCM4zhp1kE89syr/OeV+cx5axFnn/wVTvzKDBIS9FJJpL/RXS992tmjs3ltYyN/W13DOWOyWVDRxNljsvvFxrC766ThmWQn+nh+fT2vlzUye0M9AH6fken3UdUS5OABqfxgQv4ul/vtToPS/PxwSiG3LNzE/cu3cMWkL7ZoQ1MgxJLqFmYOSN3uXXORWPRmeSPBsOOYIV0vkNJVyDl1ZBYNgTBPrd1KRkIc5++XS0swzJNrtjIpN5kpu9g7rq/Ly8nkqotO55RjZvLw0y/zwBOzeeG1d7joGycwY8rYfhkeRforBSTp07KT4jl1RCZPrt1KVUuQpPg4vtYPF2bYlZlFacwsSsM5R3lTgDV1bayta6OsKcB5++Zw5MC0qLw4mFaQwtdHZvGv4lqOGJi2y81/d9QSDPOz9zbxcW0bZ43O5rwdFuwQiSXOOV4prWdMViLD0v1f6DnO3Seb+vYQ/yyuJd3voyUYpq49xAX79fwiC7FixNAibr7m2yz5aA0PPDGbX9zzOJPHjebSb57EkIEF0a6eiPQCzUGSPq85EObiuSU0tIc4bWQW3xmbG+0qyR5oC4W5fN5GzOCewwbv9jLG7aEwN79fwUc1rUzISWLZlhaun1LIYQP7z8bA0rcU17Vx1Vsbv/QKj2Hn+M2SSt7a1EhCnHFgQQo3Th3QjTXtO0KhELPfeJfH//MaLa3tfPWog/jmKbP2aONaidAcJIklGmckfV5KQhzn7ZNNakIcp45Q71GsSfTFcfnEPDY1BXhizdbduiYYdtyxpJIPa1q4ev98fn5gEWOzk7hrWSXr6tp6uMYiPWNOaQN+n3H4lwz5cWZcO7mAKfkpOCKba0vnfD4fJx89kz/ffjXHHjaV519dwKU3/J5nX5lPe3sg2tUTkR6iHiTpN0Jh1+UeILL3+8MHlbxe1shdhw5iREZil+c557jzg0rmljVy2YQ8TvTead/aGuTq+WXEGfz+kMG9Op9K5MtqD4U5/7UNTMtP4bop3bNfTzDsqG0LkZes0fa7a11JOQ8+8SLLVq0jKyONM048nOOPOJDExM+GPDrnWF9awVsLP+L9D1YTDIZISU4kOSmR5CQ/yUmJZKanMmrYQEYPH8jAwt3bYDfWqQdJYokCkojEhIb2EJe9WUpBSjy/nTmo0wUXnHPct7ya2RvqO13KfU1tKze8U84+mUncOqMoqnu4iOyJeeWN/GbJZm6bUcT+eSnRrk6/99HqT/jHs69vF5TGjRnGO0tW8tb7H1K+eQtmxsR9R5CWmkxzSxstrW20trXT0trG1rpGAsEgAMlJiYwaNpAxwwdx0qwZFOb3zR49BSSJJQpIIhIz/lfeyB1LNnPxuFxOGZG13bHqliBPFW/lxQ31nDEqiwv263yu2RtlDdy5tJKThmXyvQl5vVFtkS/tp++WU94U4IGvDO0XvQ2xomNQAoiLi2PSfiM5ZNp4Dj5gHJkZnQ+HDAZDlJZXsnZDGWvXl1O8oZziknLSUpK59doLGT6k780JU0CSWKKAJCIxwznHrQsrWLallXsPH0xOYjzvVjYxp7SBJdXNOAcnD8/kknG5O30R+dDKLTyzrpbTRmbx1WEZ2ohW9mqVzQEunlvCOWOyOWdM3+xdiHUr12xgU2UNUyeO6TIU7UppeSU//d1faW1r5+dXXcB+o4d2cy2jSwFJYokCkojElKqWAN+ft5HcRB/1gTAN7ZE5FEcPTufowekU7kbYCTvHnUsrebO8EYAJOcnMGpzGIQPStEeW7HUeW13DU8VbeeDIoQrzfVxl9VZ+8tu/UlNbz48v/xZTJoyJdpW6jQKSxBIFJBGJOS+V1HP/8moOHpDKMUPSmZSb/IU2ga1sDjC3vJHXNzZQ1hTA7zMOGZDGd8fnkpqgRRwk+mrbglwyt5QD8pK1FHc/sbWugZ/97mE2VlRx3SVncciBE6JdpW6hgCSxRAFJRGKSc67b5mI45/i4to3Xyxp4ubSBiTlJ3HTgzhdx2NQU4J/FWzltRBZDvuCmnSK78qePqni5tIF7DxvMoDT9P+svmppbuPmuR1lVXMpl557M8UdOj/m5ZwpIEks0lkREYlJ3vlgwM/bNTuKyCflcMTGfpdUt/PGjKrp6A6m8KcCN75Qzp7SBa94uY0FFU7fVRWSbssZ2Xipp4Lgh6QpH/UxqSjK3XHMhU8aP5o9/e46rbr6Xd5es7PJ3koh0LwUkEZEOjhqczlmjs5lT2sC/1tV+7nh5U4D/+045gbDj5ulFDE1L4PZFFTy2ukYvXqRbPbq6Br/POGdM9q5Plj4nKcnPz648j6u+czotre3cdvdjCkoivUS7w4mI7ODcfbKpaA7wyKoaBqQkcGhRZFWqjuHo9oMGMizdz4ScJO5bXs2Ta7dSXN/GdZML9or5S905BFF638qaVt6uaOJb++SQlag/1f2Vz+fjqEMP4MiD92fugg948oW53Hb3Y4wcWsS3zzhul4s4fLT6Ex568kUSE/3MmjmZQ6ZNICU5qZdqLxK7NAdJRKQT7aEwP3l3E8X1bdw+YyDpft/nwtE2zjleLKnn/hVbKEyO58pJ+eyblYRvFxvRtofC1LaFun1lspdK6llY2cy1kwtIjtdAgVjjnONHC8qpaA5w/5FDSVIbiicUCjF3wQc88fwbVFTVMH3//bj47BMpKtx+37fmllYeefoVZr/xLgW5WSQkxFNWUY0/IYGDpoxl1iFTmDxuFD5f772ZozlIEksUkEREulDXFuKHC8poDoSJj7NOw1FHK2pa+OXizdS2hUiKj2PfrETGZicxPieJEemJVDQHWFvXFvmob6OkIcCIDD93HTq4W+s9e0Md9y2vZli6n59OHaCloaPIOcerGxsobQxQ1x6iri1EfSBEbVuI7EQf5+2bw+S8lO2ueaeiiV8squDyifkcNzQjSjWXvVkgEOTZV+bz5AtzCYZCnHrsIZz11SNJTkpk4bLV3Pvos2zZWs/Xjj6Yc087hsTEBD5et5HX317C/977kIamZrIy0vj1jZcwsLB3NsxWQJJYooAkIrITZY3tXPd2GXFmOw1H2zS0h1ha3cKKra2sqGnlk4Y2dvw1m+H3MTozkdGZieyTlciMwtRur/eSqmZ+vWQz8Wb8eOoAxuZ8flhNYyDE7A311LeHuGjszjfXlS/mxQ11/PGjavw+I9Pv+/Qjw+9jeU0LlS1BDixI4aKxuQxK8xMMOy6fV4qZcc9hg3fZCyn9W01tPY88/Qqvv72EnKx0xgwfzLtLVzKkqIArv/N19h015HPXBIMhFi5bzbtLV3LFt08jLq53eigVkCSWKCCJiOxCZXOA+DgjJ2nP54I0B8Ksrm1lfUM7A1ISGJ3pJy8pvlfCyMbGdm5ZWEFVS5DLJ+Zz1OB0ALa0Bnn2kzpeLKmnNRgG4NLxeZw8PLPH69Sf1LWF+N6bJYzISOQXM4o+1+btoTDPra/jqbW1tIcdJw7NICfJxyOravjJtAE9Epylb1pdXMr9f3+B4pJyzjzxCM766pEkJOxdc9cUkCSWKCCJiPRhDe0hfrV4M8u2tPC1EZm0BMO8UdZI2MFhRamcPiqLR1bV8FFNK/ccPpgBGo7Xbf7wQSVvlDdy96GDd7pXVl1biMc+ruHl0nqcg/E5SfzyoIHq0ZM94pyjqbmVtNTkaFelUwpIEksUkERE+rhg2PGXFdXM3lCP32ccMziD00ZmUuiFoeqWIN+fV8qYzERu66SnQ/bcyppWrl9Qxhmjsrhgv9xdXwCsr2/j+fX1nDIik6HafFj6GAUkiSV7V/+riIh0u/g447IJ+RxWlMaQND+ZiduvXJWXHM9FY3O558MqXiqp54RhGmr3ZYTCjj8uryIvOZ5vjN79PYyGZyRyxaT8HqyZiIjsDq0dKiLST0zITf5cONrm2CHpTM5L5qFVNVQ2B3q5Zn3LCxvqWF/fzqXj8rREt4hIDNJvbhERwcy4YmKk9+LuD6voq8Ove1pNa5DHP97K1PwUDipM2fUFIiKy11FAEhERAApSErhwvxyWVrfw6saGaFcnJj24cgvBsOO74/M0l0tEJEYpIImIyKdOGJrBxNxkHlixheqWYLSrE1Pe29zEvPJGzhydRVGqVgMUEYlVCkgiIvKpbUPtQg5+tXgz7aFwtKu0VwuEHG+WNXD922XcurCCQakJnD4yK9rVEhGRL0Gr2ImIyHaKUhO4Zv98frl4M3d/WMU1+xdouNgOqloCvFTSwMsl9dS1hyhKTeDicbkcNTgdv0/vPYqIxDIFJBER+ZyZRWmcu0+Axz6uYWianzP3YLnqvd22BSj2NPQ1BkK8vamJN8sb+bCmBYDpBamcNCyDyXnJCpEiIn2EApKIiHTqrNFZlDS28+jqGgalJjCzKO1z54TCjvcqmylvCtAYCNEYCHsfIcIOBqUlMCTNz7A0P0PTE8j0+6IaJKpaAty2cDNmcOMBhZ9ultuVtlCYdzc3M6+8kUVVzQTDjkGpCZw9OpujB6dTsIvrRUQk9iggiYhIp8yMKyfls7k5yJ0fVDEgJYGRmYkABMOO1zc28PS6WjY1RfZN8sUZafFxpCXEkZYQ2W9pXnkjTYHP5jGl+30cPySdb+2Tgy+ud4NScV0btyysoDUYxgyunl/G9VMKmJzX+XLc721u4k/Lq6luCZKbFM/JwzM5fGAaozL86i0SEenDrK/udTFt2jS3cOHCaFdDRCTmbW0Ncs3bZQD86qCBvFfZzL/X1VLdEmRMViJnjcpmcl4yiT77XHBwzrG1LURJYzuljQGW17Qwf1MTk3KTuX5KYZcb13a39zc3ccfSStIT4rjpwCL8ccZtiyoobWznwv1yOXVE5qd1r2kNcv+KauZvamJYup+Lx+Wyf66G0Il8GWa2yDk3Ldr1ENkdCkgiIrJL6+rauH5BOe3hMM7B+JwkzhqdzZQvMPfm9Y0N3PtRFekJPm48oJB9s5O+dP3W1LbSEAgzOjORDP/2oeu/6+v484pqRmUk8tNpA8hJigyeaA2GuWtZJfM3NXH4wDSumJjP3PJGHl61hfaQ45wx2Zw2Mov4Xu7pEumLFJAkliggiYjIbllU2cyrGxs4aVgGE3KTv9Rzratr4/bFm9nSGuSScbmcMDTjC/XQbGoK8NdVW1hQ0fRpWX5yPKMzExmdmciW1iCzN9QzvTCVH04uICl++xXmnHM8XVzL3z6uIdEXR2swzKTcZH4wMZ+B2stIpNsoIEksUUASEZGoaAyE+N3SShZWNjO9MJWcRB8twTAtIUdLMExrKExBcjxT81M4ID+F3KTPps02BUI8ubaW59fXER9nnDEyi7HZSRTXt7G2LvJR7s2NOnl4JhePyyVuJwFsUWUzf19Tw4nDMpk1KE3D6US6mQKSxBIFJBERiRrnHE+s3cqzn9QRb0ZKQhzJvjiS4o0kXxwbGtrZ0hoEYHiGn6n5KWT6fTxdXEtDIMRRg9I5b9+cT4fNddQUCFHXHlZPkMheQAFJYolWsRMRkagxM84Zk8M5Y3I6Pe6cY0NDO4uqWlhc1cyzn9QRDDsm5iZz8djcT1fV60xqgo/UhN5ZBEJERPqOXg1IZnY88AfABzzgnPvVDscPB+4CJgFnO+ee7nDsAuAn3sPbnHOP9E6tRUQkWsyM4RmJDM9I5PRRWbQEw1S2BBmalqBhcCIi0iN6LSCZmQ+4FzgG2Ai8b2bPOedWdDitBPg2cN0O1+YANwHTAAcs8q7d2ht1FxGRvUNyfBzD0v3RroaIiPRhcbs+pdtMB9Y659Y559qBJ4BTOp7gnFvvnFsGhHe49jhgjnOuxgtFc4Dje6PSIiIiIiLSf/RmQBoElHZ4vNEr67ZrzexSM1toZgurqqq+cEVFRERERKR/6s2A1OOcc/c756Y556bl5+dHuzoiIiIiIhJjejMglQFDOjwe7JX19LUiIiIiIiK7pTcD0vvAGDMbYWZ+4Gzgud289mXgWDPLNrNs4FivTEREREREpNv0WkByzgWBy4kEm5XAU8655WZ2i5l9DcDMDjSzjcCZwJ/NbLl3bQ1wK5GQ9T5wi1cmIiIiIiLSbcw5F+069Ihp06a5hQsXRrsaIiIiIv2emS1yzk2Ldj1EdkefWqRBRERERETky1BAEhERERER8SggiYiIiIiIeBSQREREREREPApIIiIiIiIiHgUkERERERERjwKSiIiIiIiIRwFJRERERETE02c3ijWzKmBDtOuxl8gDqqNdCflC1HaxSe0Wu9R2sUnttvcb5pzLj3YlRHZHnw1I8hkzW6jdq2OT2i42qd1il9ouNqndRKQ7aYidiIiIiIiIRwFJRERERETEo4DUP9wf7QrIF6a2i01qt9iltotNajcR6TaagyQiIiIiIuJRD5KIiIiIiIhHAUlERERERMSjgBSDzOwhM6s0s486lO1vZgvM7EMze97MMrzyY8xskVe+yMxmdbhmqle+1sz+n5lZNH6e/mRP2q7D8aFm1mhm13UoO97MVnttd0Nv/gz90Z62m5lN8o4t944neeW653rZHv6+TDCzR7zylWZ2Y4drdM/1IjMbYmZvmNkK7z660ivPMbM5ZrbG+5ztlZt3T601s2VmdkCH57rAO3+NmV0QrZ9JRGKHAlJsehg4foeyB4AbnHMTgWeAH3rl1cDJXvkFwN86XPMn4BJgjPex43NK93uY3W+7be4EXtz2wMx8wL3ACcA44BwzG9dTFRZgD9rNzOKBx4DvOefGA0cCAe8a3XO972F2/547E0j0yqcC3zWz4brnoiIIXOucGwccBPzA+ze/AXjNOTcGeM17DJG22XZfXUrkXsPMcoCbgBnAdOCmbaFKRKQrCkgxyDk3D6jZoXgfYJ739RzgdO/cJc65cq98OZBsZolmVgRkOOfecZGVOh4FTu352vdve9J2AGZ2KvAJkbbbZjqw1jm3zjnXDjwBnNJjlZY9bbdjgWXOuQ+8a7c450K656JjD9vOAaleyE0G2oF6dM/1OufcJufcYu/rBmAlMIjIv/sj3mmP8Nk9dArwqIt4B8jy7rnjgDnOuRrn3FYi7a03JkRkpxSQ+o7lfPYH+0xgSCfnnA4sds61EflDs7HDsY1emfS+TtvOzNKAHwE373D+IKC0w2O1XXR0dc/tAzgze9nMFpvZ9V657rm9R1dt9zTQBGwCSoDfOudq0D0XVWY2HJgCvAsUOuc2eYcqgELv667aSG0nIntMAanv+A7wfTNbBKQTeefzU2Y2Hvg18N0o1E12rqu2+znwe+dcY7QqJjvVVbvFA4cC3/I+n2ZmR0WnitKFrtpuOhACBgIjgGvNbGR0qijw6RtF/wKucs7Vdzzm9cRqrxIR6Xbx0a6AdA/n3CoiQ3sws32Ak7YdM7PBRMbZn++cK/aKy4DBHZ5isFcmvWwnbTcDOMPM7gCygLCZtQKL2L6HUG0XBTtpt43APOdctXdsNnAAkXlJuuf2Ajtpu28CLznnAkClmc0HphHpgdA918vMLIFIOHrcOfdvr3izmRU55zZ5Q+gqvfIyOm+jMiLzADuWz+3JeotI7FMPUh9hZgXe5zjgJ8B93uMs4L9EJiTP33a+N0Sh3swO8lbSOh94ttcrLl22nXPuMOfccOfccOAu4Hbn3D3A+8AYMxthZn7gbOC5qFS+H+uq3YCXgYlmluLNZTkCWKF7iS3FmAAAA35JREFUbu+xk7YrAWZ5x1KJLA6wCt1zvc67Rx4EVjrn7uxw6DkiCw7hfX62Q/n53mp2BwF13j33MnCsmWV7izMc65WJiHRJASkGmdk/gAXAvma20cwuIrKq0sdE/piXA3/1Tr8cGA38zMyWeh8F3rHvE1nNaS1QTIeV0qRn7GHbdco5FyTSri8Tmbj8lHNu+c6ukS9nT9rNmwh+J5EX1UuJzPv7r/dUuud62R7ec/cCaWa2nEj7/dU5t0z3XFQcApwHzOrwt+tE4FfAMWa2BjjaewwwG1hH5N76C5F7DW8O2a1E2vN94BavTESkSxYZwisiIiIiIiLqQRIREREREfEoIImIiIiIiHgUkERERERERDwKSCIiIiIiIh4FJBEREREREY8CkoiIiIiIiEcBSUSkh5nZY94+Lv4dyo8ys4CZzYxW3URERGR7CkgiIj3vciAXuGlbgZllAA8Bv3HOvd0T33THQCYiIiK7poAkItLDnHO1wIXA9WY23Sv+PbAV+DmAmU0wsxfNrNHMKs3scTMr3PYcZjbDzOaYWbWZ1ZvZ/zo8F2YWb2bOzL5nZs+aWRNwS6/9kCIiIn2EApKISC9wzr0K/Al4xMzOAL4FnOecazezQcCbwBJgGnAMkAU8Y2bmPUU68AhwGDAD+BB40cyyd/hWNwPPAhOB+3r2pxIREel7zDkX7TqIiPQLZpZMJASNAW5wzv3GK78dmOqcO67DuflApVe+uJPnMu/4Fc65J8wsHggAdznnru75n0ZERKRvUg+SiEgvcc61AL8F2oDfdTg0FfiKN7yu0cwagU+8Y6MAzKzQzO43s4/NrA5oIDKvaegO32Zhj/4QIiIifVx8tCsgItLPBIGwcy7coSwOeB74USfnV3ifHyMy7O4qYAORkDUX2HEhhqburKyIiEh/o4AkIhJ9i4FTgPXOuWAX5xwKXOqcmw1gZkXAgF6qn4iISL+hIXYiItF3N5AH/MPMppvZSDM7xswe8OYtAXwMnGdmY73V654g0oskIiIi3UgBSUQkypxzG4FDAB/wMrAcuAdoJrLwAsC3iQyxWwL8HfgzUNrbdRUREenrtIqdiIiIiIiIRz1IIiIiIiIiHgUkERERERERjwKSiIiIiIiIRwFJRERERETEo4AkIiIiIiLiUUASERERERHxKCCJiIiIiIh4FJBEREREREQ8/x+pPwJ8t39JsQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# mpl.rcParams['figure.dpi'] = 120\n", "us_hist_joined.plot(\"Year\", width=11, height=7)\n", "plt.title(\"Income Share over Time\", fontsize = 18)\n", "plt.ylabel(\"Proportion\", fontsize = 14)\n", "plt.xlabel(\"Year\", fontsize = 14)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This graph depicts income inequality decreasing between 1910 and 1970 and increasing from 1970 to present. \n", "\n", "In 1913, Congress implemented the current income tax to promote equality. Originally meant to help compensate for revenue lost from reducing high tariffs, the new policy essentially made the top 1% start contributing to taxes. Additionally, the top marginal tax rate increased from 7% in 1913 to 73% in 1918, thus helping reduce income inequality. Right before the Great Depression, income inequality peaked, where the richest 1% possessed 19.6% of all income. During the Great Depression, top marginal tax rates increased, peaking at 94% in 1944. The top marginal tax rate decreased but remained high over subsequent decades, where it was 70% in 1965 and 50% in 1982. These high top marginal tax rates are correlated with low income inequality. During the Great Depression, the richest 1% had about 15% of total income. For the 10 years after the Great Depression, the top 1% had below 10% of total income and 8% for the 30 years afterwards. This period was known as the Great Compression, as income differentials between the top 1% and the rest of the country decreased.\n", "\n", "In the 1970s, the economy took a turn for the worse with high unemployment and inflation (stagflation) and low growth. In order to stimulate economic growth, the government reduced top marginal tax rates (70% to 38.5% in 1980s), deregulated corporate institutions, and attacked labor union memberships (membership decreased by half within 30 years). Although these policies improved economic growth, it resulted in higher income inequality.\n", "\n", "The graph below better shows that the share of income earned by the bottom 50% percentile steadily decreased, while the share earned by the top 1% increased steadily. This means that the top 1% has more wealth than the entire bottom 50% of the population. Suppose a class of 100 people has \\$100 in aggregate. In a world with perfect equality, each person would have \\$1. With this current level of income inequality, one person would have more wealth than 50 people combined. \n", "\n", "The media continues to report on the nation's significant income disparity. [The Washington Post wrote a story](https://www.washingtonpost.com/business/2019/09/26/income-inequality-america-highest-its-been-since-census-started-tracking-it-data-show/) and found that “The number of families earning \\$15,000 or less has fallen since 2007, according to the latest census data, while the number of households bringing in \\$250,000 a year or more has grown more than 15 percent.” \n", "\n", "Can we conclude that high marginal tax rates lead to low income inequality but slow economic growth?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Unemployment rates\n", "\n", "Economists believe that unemployment is one of the leading factors that leads to income inequality. When looking at what influences the Gini coefficient, a paper from [Princeton](https://rpds.princeton.edu/sites/rpds/files/media/menendez_unemployment_ar.pdf) found that the unemployment rate had the largest effect on the income inequality rates\n", "\n", "Below, we look at the unemployment rates for the past 20 years across many different countries. These are the same countries and regions that we will further study below. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Year World India Europe Brazil United States China Russia
1991 4.76 5.45 8.1 6.37 6.8 2.37 5.14
1992 4.9 5.5 8.8 6.42 7.5 2.37 5.18
1993 5.21 5.61 10.14 6.03 6.9 2.69 5.88
1994 5.43 5.63 10.87 6.23 6.1 2.9 8.13
1995 5.58 5.64 10.65 6.42 5.6 3 9.45
1996 5.66 5.65 10.78 7.25 5.4 3.12 9.66
1997 5.69 5.64 10.76 8.16 4.9 3.23 11.81
1998 5.83 5.63 10.55 9.42 4.5 3.24 13.26
1999 5.94 5.69 9.82 10.21 4.2 3.25 13.04
2000 5.77 5.66 8.88 9.9 4 3.26 10.58
\n", "

... (19 rows omitted)

" ], "text/plain": [ "Year | World | India | Europe | Brazil | United States | China | Russia\n", "1991 | 4.76 | 5.45 | 8.1 | 6.37 | 6.8 | 2.37 | 5.14\n", "1992 | 4.9 | 5.5 | 8.8 | 6.42 | 7.5 | 2.37 | 5.18\n", "1993 | 5.21 | 5.61 | 10.14 | 6.03 | 6.9 | 2.69 | 5.88\n", "1994 | 5.43 | 5.63 | 10.87 | 6.23 | 6.1 | 2.9 | 8.13\n", "1995 | 5.58 | 5.64 | 10.65 | 6.42 | 5.6 | 3 | 9.45\n", "1996 | 5.66 | 5.65 | 10.78 | 7.25 | 5.4 | 3.12 | 9.66\n", "1997 | 5.69 | 5.64 | 10.76 | 8.16 | 4.9 | 3.23 | 11.81\n", "1998 | 5.83 | 5.63 | 10.55 | 9.42 | 4.5 | 3.24 | 13.26\n", "1999 | 5.94 | 5.69 | 9.82 | 10.21 | 4.2 | 3.25 | 13.04\n", "2000 | 5.77 | 5.66 | 8.88 | 9.9 | 4 | 3.26 | 10.58\n", "... (19 rows omitted)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "unemployment = Table.read_table(\"Unemployment.csv\")\n", "unemployment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see from the graph, the unemployment rates for China, India and the rest of the world have stayed somewhat steady. On the other hand, Brazil, the US, Russia and Europe are encountering drastically different unemployment situations than before." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "tags": [ "remove_input" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# mpl.rcParams['figure.dpi'] = 120\n", "unemployment.plot(\"Year\", width=11, height=7)\n", "plt.ylabel(\"Unemployment Rate (%)\", fontsize = 14)\n", "plt.xlabel(\"Year\", fontsize =14)\n", "plt.title(\"Unemployment Rate over Time\", fontsize = 18)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "tags": [ "remove_input" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "top_10_world.plot(\"Year\", width=11, height=7)\n", "plt.ylabel(\"Gini Coefficient\", size=14)\n", "plt.xlabel(\"Year\", fontsize=14)\n", "plt.title(\"International Income Inequality over Time\", fontsize=18)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The graphs above show a positive correlation between unemployment and income inequality. As unemployment increases, income inequality also increases. In 2011, Hanan Morsy, an Egyptian economist who serves as the Director of Macroeconomic Policy, Forecasting and Research at the African Development Bank, actually researched this topic {cite}`10inequality-morsy`. Her group examined the member nations of the Organization for Economic Cooperation and Development (OECD) between 1980 and 2005. She found that specific groups that were vulnerable to the economic shocks that led to an increase in income inequality:\n", "- young workers\n", "- low-skilled workers\n", "- workers who had been out of work for a long time\n", "\n", "Her solution was to increase job creation opportunities for temporary, recently fired, and recently hired workers, provide job assistance and training to prevent long-term unemployment, and improve incentives for working by aligning incentives with productivity of labor. Morsy's research found that the most vulnerable groups to economic shocks were young, low-skilled and temporary workers. Creating opportunities for these different demographics would help them be more protected from potential shocks and thus decrease income inequality." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Population growth\n", "\n", "As the number of people in a country's population increase, it becomes more difficult for a country to distribute its public goods to everyone. This leads to many social consequences in which resources are not fairly distributed to all members of the population, cause inaccessibility for different parts of the population\n", "\n", "The table below shows how the population growth has changed for the same countries we saw above. We are only looking at data for the past 10 years." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Year World India Brazil United States China Russia
1980 1.77 2.34 2.39 0.94 1.42 0.67
1981 1.77 2.35 2.38 0.94 1.39 0.68
1982 1.77 2.36 2.37 0.94 1.37 0.69
1983 1.78 2.35 2.33 0.94 1.41 0.7
1984 1.8 2.32 2.27 0.94 1.51 0.71
1985 1.82 2.29 2.18 0.94 1.65 0.72
1986 1.84 2.25 2.1 0.94 1.81 0.73
1987 1.85 2.21 2.01 0.94 1.93 0.72
1988 1.84 2.17 1.94 0.95 1.94 0.68
1989 1.79 2.13 1.88 0.95 1.81 0.58
\n", "

... (29 rows omitted)

" ], "text/plain": [ "Year | World | India | Brazil | United States | China | Russia\n", "1980 | 1.77 | 2.34 | 2.39 | 0.94 | 1.42 | 0.67\n", "1981 | 1.77 | 2.35 | 2.38 | 0.94 | 1.39 | 0.68\n", "1982 | 1.77 | 2.36 | 2.37 | 0.94 | 1.37 | 0.69\n", "1983 | 1.78 | 2.35 | 2.33 | 0.94 | 1.41 | 0.7\n", "1984 | 1.8 | 2.32 | 2.27 | 0.94 | 1.51 | 0.71\n", "1985 | 1.82 | 2.29 | 2.18 | 0.94 | 1.65 | 0.72\n", "1986 | 1.84 | 2.25 | 2.1 | 0.94 | 1.81 | 0.73\n", "1987 | 1.85 | 2.21 | 2.01 | 0.94 | 1.93 | 0.72\n", "1988 | 1.84 | 2.17 | 1.94 | 0.95 | 1.94 | 0.68\n", "1989 | 1.79 | 2.13 | 1.88 | 0.95 | 1.81 | 0.58\n", "... (29 rows omitted)" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pop_growth = Table.read_table(\"Population Growth.csv\")\n", "pop_growth" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "tags": [ "remove_input" ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pop_growth.plot(\"Year\", width=11, height=7)\n", "plt.title(\"Population Growth over Time\", fontsize = 18)\n", "plt.ylabel(\"Population Growth (%)\", fontsize = 14)\n", "plt.xlabel(\"Year\", fontsize = 14)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "tags": [ "remove_input" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "top_10_world.plot(\"Year\", width=11, height=7)\n", "plt.ylabel(\"Gini Coefficient\", fontsize=14)\n", "plt.xlabel(\"Year\", fontsize=14)\n", "plt.title(\"International Income Inequality over Time\", fontsize=18)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The graphs above show that most countries high population growth between 1-2% during the 1980's. The effects of this can be seen in the rising income inequality during the 90's. \n", "\n", "Recent research by University of Toronto's Marijn Bolhuis and Univeristy of Oxford's Alexandra de Pleijt shows that there is a strong correlation between a country's population growth (measured by birth rates) and its income inequality {cite}`10inequality-popGrowth`. Their most recent study in 2016 analyzed income inequality and birth rates data between 1870 and 2000 across 67 countries. They concluded that if a country had 50% higher income inequality, then that country's birth rate would be about twice as high as another country with the same level of economic development. Bolhuis says that these higher birth rates mean that economic growth has to be equal to or greater than the birth rate to offset the implications of higher birth rates. \n", "\n", "This is part of a larger debate about the relationship between birth rates and income inequality. Economist Thomas Piketty finds that low birth rates, rather than high birth rates, are causing today's income inequality. With lower birth rates, fewer children per couple are being borne, so these children get more of their parents' inheritance." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " " ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 4 }