{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Demonstrating the Theil Index of Inequality\n", "\n", "This notebook provides an illustration of the pysal-inequality package and its implementation of Theil's entropy-based inequality index, along with spatially explicit enhancements of the index. The analysis focuses on Mexico’s regional income inequality over the period 1940-2000, utilizing PySAL's inequality module to measure and decompose inequality.\n", "## Spatial Inequality in Mexico: 1940-2000\n", "\n", "The data come from an early paper by Rey and Sastré-Gutiérrez (2010) and report per-capita gross regional product for the 32 Mexican States:\n", "\n", "-------------------------\n", "\n", "### Imports & Input Data" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2023-01-17T02:00:59.142457Z", "start_time": "2023-01-17T02:00:59.104306Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: 2025-01-04T09:54:06.368156-08:00\n", "\n", "Python implementation: CPython\n", "Python version : 3.12.8\n", "IPython version : 8.31.0\n", "\n", "Compiler : GCC 13.3.0\n", "OS : Linux\n", "Release : 6.9.3-76060903-generic\n", "Machine : x86_64\n", "Processor : x86_64\n", "CPU cores : 16\n", "Architecture: 64bit\n", "\n" ] } ], "source": [ "%config InlineBackend.figure_format = \"retina\"\n", "%load_ext watermark\n", "%watermark" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2023-01-17T02:01:01.756177Z", "start_time": "2023-01-17T02:00:59.145113Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2.5\n", "2.5\n", "2.5\n" ] } ], "source": [ "import geopandas\n", "import inequality\n", "import libpysal\n", "import matplotlib.pyplot as plt\n", "import numpy" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2023-01-17T02:01:01.770545Z", "start_time": "2023-01-17T02:01:01.761777Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Watermark: 2.5.0\n", "\n", "numpy : 2.2.1\n", "matplotlib: 3.10.0\n", "libpysal : 4.12.1\n", "inequality: 0.1.dev242+gcb10912.d20250104\n", "geopandas : 1.0.1\n", "\n" ] } ], "source": [ "%watermark -w\n", "%watermark -iv" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2023-01-17T02:01:01.776633Z", "start_time": "2023-01-17T02:01:01.772340Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "mexico\n", "======\n", "\n", "Decennial per capita incomes of Mexican states 1940-2000\n", "--------------------------------------------------------\n", "\n", "* mexico.csv: attribute data. (n=32, k=13)\n", "* mexico.gal: spatial weights in GAL format.\n", "* mexicojoin.shp: Polygon shapefile. (n=32)\n", "\n", "Data used in Rey, S.J. and M.L. Sastre Gutierrez. (2010) \"Interregional inequality dynamics in Mexico.\" Spatial Economic Analysis, 5: 277-298.\n", "\n" ] } ], "source": [ "libpysal.examples.explain(\"mexico\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2023-01-17T02:01:01.962407Z", "start_time": "2023-01-17T02:01:01.779047Z" } }, "outputs": [], "source": [ "pth = libpysal.examples.get_path(\"mexicojoin.shp\")\n", "gdf = geopandas.read_file(pth)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2023-01-17T02:01:02.103640Z", "start_time": "2023-01-17T02:01:01.964971Z" } }, "outputs": [ { "data": { "image/png": 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POLY_IDAREACODENAMEPERIMETERACRESHECTARESPCGDP1940PCGDP1950PCGDP1960...GR9000LPCGDP40LPCGDP50LPCGDP60LPCGDP70LPCGDP80LPCGDP90LPCGDP00TESTgeometry
017.252751e+10MX02Baja California Norte2040312.3851.792187e+077252751.37622361.020977.017865.0...0.054.354.324.254.404.474.434.481.0MULTIPOLYGON (((-113.13972 29.01778, -113.2405...
127.225988e+10MX03Baja California Sur2912880.7721.785573e+077225987.7699573.016013.016707.0...0.003.984.204.224.394.464.414.422.0MULTIPOLYGON (((-111.20612 25.80278, -111.2302...
232.731957e+10MX18Nayarit1034770.3416.750785e+062731956.8594836.07515.07621.0...-0.053.683.883.884.044.134.114.063.0MULTIPOLYGON (((-106.62108 21.56531, -106.6475...
347.961008e+10MX14Jalisco2324727.4361.967200e+077961008.2855309.08232.09953.0...0.033.733.924.004.214.324.304.334.0POLYGON ((-101.5249 21.85664, -101.5883 21.772...
455.467030e+09MX01Aguascalientes313895.5301.350927e+06546702.98510384.06234.08714.0...0.134.023.793.944.214.324.324.445.0POLYGON ((-101.8462 22.01176, -101.9653 21.883...
\n", "

5 rows × 35 columns

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" ], "text/plain": [ " POLY_ID AREA CODE NAME PERIMETER \\\n", "0 1 7.252751e+10 MX02 Baja California Norte 2040312.385 \n", "1 2 7.225988e+10 MX03 Baja California Sur 2912880.772 \n", "2 3 2.731957e+10 MX18 Nayarit 1034770.341 \n", "3 4 7.961008e+10 MX14 Jalisco 2324727.436 \n", "4 5 5.467030e+09 MX01 Aguascalientes 313895.530 \n", "\n", " ACRES HECTARES PCGDP1940 PCGDP1950 PCGDP1960 ... GR9000 \\\n", "0 1.792187e+07 7252751.376 22361.0 20977.0 17865.0 ... 0.05 \n", "1 1.785573e+07 7225987.769 9573.0 16013.0 16707.0 ... 0.00 \n", "2 6.750785e+06 2731956.859 4836.0 7515.0 7621.0 ... -0.05 \n", "3 1.967200e+07 7961008.285 5309.0 8232.0 9953.0 ... 0.03 \n", "4 1.350927e+06 546702.985 10384.0 6234.0 8714.0 ... 0.13 \n", "\n", " LPCGDP40 LPCGDP50 LPCGDP60 LPCGDP70 LPCGDP80 LPCGDP90 LPCGDP00 TEST \\\n", "0 4.35 4.32 4.25 4.40 4.47 4.43 4.48 1.0 \n", "1 3.98 4.20 4.22 4.39 4.46 4.41 4.42 2.0 \n", "2 3.68 3.88 3.88 4.04 4.13 4.11 4.06 3.0 \n", "3 3.73 3.92 4.00 4.21 4.32 4.30 4.33 4.0 \n", "4 4.02 3.79 3.94 4.21 4.32 4.32 4.44 5.0 \n", "\n", " geometry \n", "0 MULTIPOLYGON (((-113.13972 29.01778, -113.2405... \n", "1 MULTIPOLYGON (((-111.20612 25.80278, -111.2302... \n", "2 MULTIPOLYGON (((-106.62108 21.56531, -106.6475... \n", "3 POLYGON ((-101.5249 21.85664, -101.5883 21.772... \n", "4 POLYGON ((-101.8462 22.01176, -101.9653 21.883... \n", "\n", "[5 rows x 35 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gdf.head()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2023-01-17T02:01:02.975365Z", "start_time": "2023-01-17T02:01:02.141021Z" }, "scrolled": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 337, "width": 515 } }, "output_type": "display_data" } ], "source": [ "ax = gdf.plot(\n", " column=\"PCGDP1960\", k=5, scheme=\"Quantiles\", edgecolor=\"grey\", legend=True\n", ")\n", "ax.set_axis_off()\n", "ax.set_title(\"PC GDP 1960\");\n", "# plt.savefig(\"1940.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "------------------------------------------------\n", "\n", "### Classic Theil Coefficient\n", "\n", "The departure point for the Theil inequality coefficient is to consider a set of $m$ areas, each having per-capita income $y_i$. Let $s_i = y_i / \\sum_{i=1}^m y_i$ represent the \"share\" of area $i$'s income relative to overall income, where overall income is the sum of all per-capita incomes. This implies that $s_i \\ge 0$ and $\\sum_{i=1}^m s_i = 1$.\n", "\n", "Were per-capita incomes equal across the areas, then $s_i = \\frac{1}{m} \\ \\forall i = 1,\\ldots,m.$\n", "At the other end of the spectrum, one area would have all income, and per-capita income in the remainin areas would be 0, representing complete inequality.\n", "\n", "Focusing on the per-capita income shares distribution, its entropy is:\n", "$$\n", "H(s) = \\sum_{i=1}^m s_i \\ln \\frac{1}{s_i}\n", "$$\n", "\n", "This gives a measure of *income equality* with a maximum of $\\ln(m)$, and a minimum of 0.\n", "\n", "\n", "\n", "Theil's inequality coefficient is obtained by subtracting the entropy of the observed share distribution from its maximum:\n", "\n", "$$\n", "T = \\ln m - H(s) = \\sum_{i=1}^m s_i \\ln (m s_i)\n", "$$\n", "This can be re-expressed using the per-capita incomes as:\n", "$$\n", "T = \\sum_{i=1}^m \\left ( \\frac{y_i}{\\sum_{i=1}^m y_i} \\ln \\left [m \\frac{y_i}{\\sum_{i=1}^m y_i} \\right ] \\right ).\n", "$$\n", "\n", "Applying this to the case of Mexico, we have $m=32$ states, and for 1940 the Theil's $T$ is:\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2023-01-17T02:01:02.985182Z", "start_time": "2023-01-17T02:01:02.978350Z" } }, "outputs": [ { "data": { "text/plain": [ "0.20894344230358594" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "theil_1940 = inequality.theil.Theil(gdf[\"PCGDP1940\"])\n", "theil_1940.T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "--------------------------------------\n", "\n", "### Theil Regional Inequality Decomposition\n", "Like many of the popular inequality indices, Theil's $T$ does not take the spatial configuration of the data into account. However, early on, Theil (1967, p. 101) noted that the spatial dimension of inequality could be addressed by exploiting the additive decompositional property of $T$.\n", "\n", "More specifically, if one could partition the areas into a finite set of $\\omega$ multually exclusive and exhaustive regions, then the overall level of inequality can be decomposed into:\n", "\n", "- inequality between regions\n", "- inequality within regions\n", "\n", "The formal decomposition is as follows:\n", "$$\n", "T = \\sum_{i=1}^m \\left ( \\frac{y_i}{\\sum_{i=1}^m y_i} \\ln \\left [m \\frac{y_i}{\\sum_{i=1}^m y_i} \\right ] \\right ) = \\left [ \\sum_{g=1}^\\omega s_g \\ln \\left ( \\frac{m}{m_g} s_g \\right) \\right ]\n", "+ \\left [ \\sum_{g=1}^\\omega s_g \\sum_{i \\in g} s_{i,g} \\ln \\left( m_g s_{i,g} \\right) \\right ]\n", "$$\n", "where $s_g= \\frac{\\sum_{i \\in g} y_i}{\\sum_i y_i}$, and $s_{i,g} = \\frac{y_i}{\\sum_{i \\in g} y_i}$.\n", "The first term in the decomposition is the so-called *between-regions* inequality, while the second term is the *within-regions* inequality component.\n", "\n", "PySAL implements this regional decomposition in the `TheilD` class:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2023-01-17T02:01:03.023820Z", "start_time": "2023-01-17T02:01:03.017957Z" } }, "outputs": [ { "data": { "text/plain": [ "inequality.theil.TheilD" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "inequality.theil.TheilD" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To illustrate this decomposition, we can use the regionalization scheme suggested by Hanson (1996) for the study of the impacts of the North American Free Trade Agreement (NAFTA) on Mexico. This partion consists of five regions:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2023-01-17T02:01:03.029897Z", "start_time": "2023-01-17T02:01:03.026482Z" } }, "outputs": [], "source": [ "regimes = gdf[\"HANSON98\"]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2023-01-17T02:01:03.201808Z", "start_time": "2023-01-17T02:01:03.041647Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 337, "width": 515 } }, "output_type": "display_data" } ], "source": [ "ax = gdf.plot(column=\"HANSON98\", categorical=True, edgecolor=\"grey\")\n", "ax.set_title(\"Regions\")\n", "ax.set_axis_off()\n", "# plt.savefig(\"regions.png\")" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2023-01-17T02:01:03.234210Z", "start_time": "2023-01-17T02:01:03.204552Z" } }, "outputs": [], "source": [ "numpy.random.seed(12345)\n", "ts = inequality.theil.TheilD(gdf[ \"PCGDP1940\"], regimes)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.20894344230358594" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ts.T" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.0345889])" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ts.bg" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.17435454])" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ts.wg" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A measure of *spatial polarization* is obtained as the ratio of the `bg` component to overall inequality `T`:\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "np.float64(0.16554192687439245)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ts.bg[0] / ts.T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In other words, inequality between the regions accounts for just over 16 percent of overall inequality between the states in Mexico in 1940.\n", "\n", "This leads to a question of how to interpret this polarization measure. One way to answer this, is to compare this value against that obtained from a random distribution. That is, does the assignment of states to the regions actually matter?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inference on inequality decomposition" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We address the inference question by randomly assigning states to the regions. This is done though a random permutation of the 32 states. We repeat this random permutation a large number of times, and for each random permutation we calculate the decomposition. Since the random permutations are the counterfactuals where state incomes were random in space, this gives us a distribution of the between group (region) component under the null.\n", "\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "np.random.seed(10)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "ts = inequality.theil.TheilDSim(gdf[\"PCGDP1940\"], regimes, permutations=999)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.392])" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ts.bg_pvalue" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The p-value is a pseudo p-value obtained as the share of all realizations (including the observed realization) that generated `bg` values as large as the one observed. Since we asked for 999 permutations, our p-value indicates the level of spatial polarization in 1940 was not larger than what would be expect from a random spatial distribution of incomes across the partition. " ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "import seaborn as sbn" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 432, "width": 562 } }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "kdeplot = sbn.kdeplot(ts.bg, fill=False, legend=False)\n", "x_vals = kdeplot.lines[0].get_xdata()\n", "y_vals = kdeplot.lines[0].get_ydata()\n", "plt.fill_between(x_vals, y_vals, where=(x_vals > ts.bg[0]), color=\"red\")\n", "plt.xlabel(\"Between Regions Inequality 1940\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Repeating the decomposition for 1960 reveals a very different result regarding spatial polarization. Now the observed between-regions component is statistically significant as only 2 of the 999 random maps generated spatial polarization that was as extreme as what was actually observed." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "ts = inequality.theil.TheilDSim(gdf[\"PCGDP1960\"], regimes, permutations=999)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.003])" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ts.bg_pvalue" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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jaygz/6wsxURGONSRf2T0j9X/mzvWUisor9UTawsd6ggAAAAIboQyANBNH+4q18FjjZZaqA347ch1k4doQlY/S+3P7+9R2dF6hzoCAAAAghehDAB00/Ob9lmeTxjSX2PTkzp4d2iJcBn61bzTZRgnanVNLfr1WzucawoAAAAIUoQyANANB4426IOdhyy1r4fJKZkvTRjSXwsmD7XU3vqsjKG/AAAAQDcRygBAN7y2tVRe88Tz+KgIfWVChnMNOeRHl4xW/7hIS+3nDP0FAAAAuoVQBgC64Z/bDlieX35GuuKj3R28O3QNiI/Sjy4ZY6nll9fqyXVFzjQEAAAABCFCGQDoorKj9dpaXGWpXX5G+J2S+dJ1k4foDNvQ37+syFN1Q7NDHQEAAADBhVAGALroX7ZTMokxbk0fnuJQN86LcBn65ZWnWWpVdc16fA0rsgEAAICuIJQBgC6yX12aM3aQotzh/dvoxKEDdPG4QZba46sLdaS2yaGOAAAAgOAR3j9NAEAXVdQ0alPRYUvt0tMHO9RNYPnhxaMtK7KrGz16dFWBcw0BAAAAQYJQBgC64N3tBy1bl+KiIjRrVJpzDQWQ0YMTdaVtA9XSdYU6VN3gUEcAAABAcCCUAYAusF9dOn/0QMVERjjUTeC5+6JRinCdOC7T0OzVQx/mO9gRAAAAEPgIZQDgJI7WNWtdXoWlxtUlq5zUeF17Vpal9uxH+1RaVe9QRwAAAEDgI5QBgJN4f+dBedrcXYpyu3T+mIEOdhSYvnfRSEVFnPjPSlOLV39+b4+DHQEAAACBjVAGAE7CfnVp1shUJUS7HeomcGX2j9U3pg611P7xSYmKD9c51BEAAAAQ2AhlAKATtY0erdpdbqldenq6Q90Evu+en6uYyBP/aWnxmnp8TaGDHQEAAACBi1AGADqxYle5Gj3e1udul6GLxnJ1qSMDE2P0jSnDLLUXNhfraF2zQx0BAAAAgYtQBgA68c9tZZbn03NT1D8uyqFugsPNM7PVZhGT6ppa9PeNe51rCAAAAAhQhDIA0IHmFq9W7LJfXWLr0skMSY7TZeOtV7yWri1SU5sTRwAAAAAIZQCgQ5/sPaKaRo+lNmfcIIe6CS63njvc8vxQdaNe/3S/Q90AAAAAgYlQBgA6sHpPheX5uPQkDUyMcaib4DJhSH9NyUm21B5bXSDTNDv4BAAAABB+CGUAoAOr91ivLp07KtWhToLTbbbTMjsPVPsEXQAAAEA4I5QBgHYcqW3SZ6VHLbVZI9Mc6iY4XTBmoIanxVtqf11d4FA3AAAAQOAhlAGAdqzNr1DbmzYxkS5Nyh7gXENByOUy9O1zrKdlVu+p0I6yYw51BAAAAAQWQhkAaMfq3dZrNtOGpyjaHeFQN8Fr/lmZSom3rhB/fE2hQ90AAAAAgYVQBgBsTNPUKvs8Ga4unZKYyAhdP32YpfbmZ/t1tL7ZoY4AAACAwEEoAwA2+eU1KjvaYKnNGsmQ31P1zanD5HYZrc8bmr16fWupgx0BAAAAgYFQBgBsVtmuLqX3i9GIgQkOdRP80hKjddHYQZbasxuLWY8NAACAsEcoAwA2PquwR6bKMIwO3o2uWDBliOX5jrJj+qzkaAfvBgAAAMIDoQwAtNHoadGGgsOWGvNkeu7ckWnK7B9rqT23aZ9D3QAAAACBgVAGANr4eO8R1Te3tD43DOmcEcyT6akIl6HrJltPy7y+db9qGj0OdQQAAAA4j1AGANqwz5M5I7OfBthWOuPUfG3SELWZ96vapha98el+5xoCAAAAHEYoAwBt+M6T4epSbxncL0YXjBloqT23kStMAAAACF+EMgDwfypqGvXF/mOW2rmswu5VCyYPtTz/tOSovtjPwF8AAACEJ0IZAPg/a/OsV5fioyI0cegAh7oJTeeNTtPgpBhL7bmNxQ51AwAAADiLUAYA/s/6/ErL8+m5KYpy89tkb3JHuPS1SVmW2qtbSlXf1NLBJwAAAIDQxU8bAPB/NhZZV2FPG57iUCeh7WuTh8hoM/C3utGjd7YfcK4hAAAAwCGEMgCg4/NkCsprLbUpOckOdRPasgbE+awZf30rW5gAAAAQfghlAEDSpkLrKZn4qAiNS09yqJvQd9WZmZbnK3eX60htk0PdAAAAAM4glAEA+V5dOmvYALkj+C2yr1x82iBFt5nX4/GaentbmYMdAQAAAP7HTxwAIGmTLZSZks3Vpb6UGBOpi8YNstRe28IVJgAAAIQXQhkAYa+6oVnb9x+z1CYzT6bPzZuQYXm+seiwSqvqHeoGAAAA8D9CGQBh7+O9R+Q1TzyPjDB05pD+jvUTLmaPTlNSjNtSe+NTTssAAAAgfBDKAAh79qtLE7L6KyYywqFuwke0O0KXjU+31F5jCxMAAADCCKEMgLC3qfCI5TlXl/znyjOtV5h2lB3T7oPVDnUDAAAA+BehDICw1tDcoq0lVZYaQ379Z2pOigYlRVtqr3NaBgAAAGGCUAZAWPus5KiaPN7W54YhnZ09wMGOwkuEy9BXzrCelnnt01KZptnBJwAAAIDQQSgDIKzZ58mMHZykpJhIh7oJT/POzLQ8Lz5cr0/2VTnTDAAAAOBHhDIAwtrGQmsoM4V5Mn53emaShqfFW2qvbS11qBsAAADAfwhlAIStFq+pj/fahvwyT8bvDMPQvAnW0zLLtx2Q18sVJgAAAIQ2QhkAYWtH2THVNHostck5zJNxwhUTrKuxD1U3aktxlTPNAAAAAH5CKAMgbNmvLuWkxmtgYoxD3YS33LQEjRyYYKn964sDDnUDAAAA+AehDICwZR/yO5mtS4665LTBluf/+uIAW5gAAAAQ0ghlAIQl0zTbCWWYJ+Mkeyizt7JOOw9UO9QNAAAA0PcIZQCEpeLD9aqoabLU2LzkrNMzk5TZP9ZS4woTAAAAQhmhDICwtKXYunUpJT5KQ5PjHOoG0vEtTBefNshS+9cXBx3qBgAAAOh7hDIAwtJW22afM4f0l2EYzjSDVpfarjDtKDumfZV1DnUDAAAA9C1CGQBh6VNbKDNhSH9H+oDVpOxkpcRHWWpcYQIAAECoIpQBEHaaPF5t23/MUjuTUCYgRLgMzRlnvcK0nFAGAAAAIYpQBkDY2XngmJo8XkttQlZ/Z5qBD/sWpk/2HdGh6gaHugEAAAD6DqEMgLBjv7o0PDVe/eIinWkGPmaMSFFCtLv1uWlK725n4C8AAABCD6EMgLCzpZ0hvwgc0e4InT9moKW2fBtXmAAAABB6CGUAhB2G/Aa+S2yrsdfnV+pofbND3QAAAAB9g1AGQFg5Wt+s/PJaS42TMoHnvNEDFeU+8Z8oj9fUil2HHOwIAAAA6H2EMgDCymclVZbnUREujUlPdKYZdCgh2q1zRqRaah/sJJQBAABAaCGUARBW7FeXxmUkKdod4Uwz6JR9rszK3eVq8ZoOdQMAAAD0PkIZAGFlK0N+g8YFtlCmqq5ZW/YdcagbAAAAoPcRygAIG6ZpEsoEkcz+sRo9yHq1jCtMAAAACCWEMgDCRmlVvSpqmiw1QpnAZr/CRCgDAACAUEIoAyBs2E/J9I+L1LCUOGeaQZfYrzDtPFCt/VX1DnUDAAAA9C5CGQBhY+u+KsvzCVn9ZRiGM82gS84a2l/9YiMttQ9ZjQ0AAIAQQSgDIGx8aluHPYGrSwHPHeHSrFFpltqHO8sd6gYAAADoXYQyAMJCc4tXn5cetdQmEsoEhQvGWEOZtXkVamhucagbAAAAoPcQygAIC7sOVKuh2WupcVImOMweNVBtb5nVN7foo8LDzjUEAAAA9BJCGQBhwX51aWhynJLjo5xpBt2SHB/lc6rpQ7YwAQAAIAQQygAIC58VW68ucUomuNi3MH2w85BM03SoGwAAAKB3EMoACAvb9ttCmax+DnWCU3G+LZTZd7hO+eW1DnUDAAAA9A5CGQAhr8nj1e6D1ZbaaRmEMsFkXHqSBifFWGpcYQIAAECwI5QBEPJ2H6xWc4v1qsu4jCSHusGpMAxD59u2MH1AKAMAAIAgRygDIORt33/M8nxocpz6xUY61A1O1fmjrVeYNu89rNpGj0PdAAAAAD1HKAMg5NnnyZyeySmZYDRjRKrcrhO7sZtbTG0oqHSwIwAAAKBnCGUAhLxtpdZQhnkywSkh2q2zhw2w1FbvqXCoGwAAAKDnCGVsfvSjH8kwjNZ/VqxYcdLPLF++XPPnz1dWVpaio6OVlZWl+fPna/ny5X3fMIBOtXhN7SizD/nlpEywmjXKOldm1e5yhzoBAAAAeo5Qpo1PP/1UDz74YJffb5qmbr/9ds2dO1evvPKKSktL1dTUpNLSUr3yyiuaO3eubr/9dpmmefIvA9AnCitqVN/cYqlxUiZ4zRppDWUKKmpVfLjOoW4AAACAniGU+T9er1e33nqrPB6PBg4cePIPSLrvvvu0ZMkSSdLEiRO1bNkybdy4UcuWLdPEiRMlSUuWLNFPf/rTPusbQOe2lVqH/A5KilZaYrRD3aCnTstI0oA465BmrjABAAAgWBHK/J8///nP2rRpk8aMGaOFCxee9P15eXn63e9+J0maNGmS1q5dqwULFmjy5MlasGCB1qxZo0mTJkmSHnjgAeXn5/dp/wDa94V9yC+nZIKay2XoHNtpmdV7uMIEAACA4EQoI6m4uLj1NMvDDz+sqKiok37mwQcflMdzfBXr4sWLFRsba3k9Li5OixcvliR5PB798Y9/7N2mAXSJ/aTMaZmEMsFu1shUy/M1eRXytHgd6gYAAAA4dYQykr773e+qpqZGN954o84777yTvt80Tb322muSpDFjxmjatGntvm/atGkaPXq0JOnVV19ltgzgZ6Zp+pyUYchv8DvXdlKmusGjT0uOdvBuAAAAIHCFfSjzwgsv6M0331RycrJ+//vfd+kzhYWFKi0tlSTNnj270/d++XpJSYmKiop61CuA7ik5Uq9jDR5L7XROygS9wf1iNHpQoqXGFSYAAAAEI7fTDTipqqpK3//+9yUdn/uSlpZ2kk8ct2PHjtbHY8aM6fS9bV/fsWOHcnJyutVjSUlJp6+XlZV16/uAcLKt1Hp6YkBcpDL6xTjUDXrTuSNTtevgiVXnq3aX6+6LRjnYEQAAANB9YR3K/OhHP9KBAwc0Y8aMLg33/VJxcXHr46ysrE7fO2TIkHY/11VtPw+ge77Yb5snk9FPhmE41A1606xRaXpsTWHr863FVTpa36x+sZGdfAoAAAAILGF7fWnNmjV67LHH5Ha79cgjj3TrB7Xq6hN/O5uQkNDpe+Pj41sf19TUdL9RAKdsm32eTCbzZELFlJxkRbtP/CfMa0rr8liNDQAAgOASlidlmpqadNttt8k0Tf3gBz/Q+PHju/X5hoaG1scn29QUHR3d+ri+vr57jerkp2vKyso0ZcqUbn8vEA7sm5dYhx06YiIjNCUnWav3nAhiVu2p0Nzx6Q52BQAAAHRPWIYyv/3tb7Vjxw4NHTpUP//5z7v9+ZiYEzMpmpqaOn1vY2Nj62P72uyuONn1KADtO3SsQRU1jZYaQ35Dy6yRadZQZne5TNPkihoAAACCRthdX9q5c6f+67/+S5K0ePFiy/WirkpMPLH142RXkmpra1sfn+yqE4DeY7+6lBDt1rDkOIe6QV+YNco6nL20ql6FFbUdvBsAAAAIPGF3UubBBx9UU1OThg8frrq6Oj333HM+79m2bVvr4w8++EAHDhyQJH3lK19RfHy85fTKybYjtb1+xNBewH++sF1dGpeeJJeLExShZNSgBA1MjNah6hMnolbvqdDwNAJwAAAABIewC2W+vE5UUFCgr3/96yd9/3/+53+2Pi4sLFR8fLzGjRvXWtu5c2enn2/7+tixY7vbLoBTxJDf0GcYhs4ZmaqXPyltra3Nq9CNM7KdawoAAADohrC7vtQbcnJylJGRIUlauXJlp+9dtWqVJCkzM1PZ2dl93RqA/2Mf8nsaQ35D0szcVMvzDQWVavGaDnUDAAAAdE/YhTJLly6VaZqd/tN2+O+HH37YWv8yVDEMQ/PmzZN0/CTMhg0b2v21NmzY0HpSZt68eQyfBPykqq5JpVXWbWenc1ImJM0cYQ1ljjV4tK30aAfvBgAAAAJL2IUyveXuu++W23389teiRYt81l3X19dr0aJFkiS32627777b3y0CYWvngWrL86gIl3KZMxKSBveL0fA068D2tfkVHbwbAAAACCyEMqdo1KhRuueeeyRJmzdv1syZM/X8889r8+bNev755zVz5kxt3rxZknTvvfdq5MiRTrYLhJWdZdarSyMHJSgygt/uQpX9CtO6vEqHOgEAAAC6J+wG/fam3/zmNzp06JCeeOIJbdmyRQsWLPB5z8KFC/XrX//age6A8GU/KTNmMFeXQtnMEal6esPe1uebig6roblFMZERDnYFAAAAnBx/ddwDLpdLjz/+uN566y3NmzdPGRkZioqKUkZGhubNm6e3335bjz32mFwu/s8M+NMOWygzNj3RoU7gD9OHp6jttvNGj1ef7DviXEMAAABAF3FSph2/+MUv9Itf/KLL77/ssst02WWX9V1DALqsxWtqty2UGT2YUCaU9YuL1OmZ/fRZyYkBv+vyKjXDdq0JAAAACDQc4QAQUvYdrlN9c4ulxvWl0GcPYBj2CwAAgGBAKAMgpNiH/KYmRCktMdqhbuAvM0ekWJ5/VnJU1Q3NDnUDAAAAdA2hDICQwpDf8DRpWLKi2mzYavGa+qjgsIMdAQAAACdHKAMgpOw8YD0pM4Z5MmEhNipCZw3rb6lxhQkAAACBjlAGQEjxOSmTzkmZcDHTNldmXV6lQ50AAAAAXUMoAyBk1DZ6tLeyzlLjpEz4mDHCGsrsOlit8upGh7oBAAAATo5QBkDI2HXQekomwmVoxMAEh7qBv03I6qeEaLelto4rTAAAAAhghDIAQsbOMmsok5Mar5jICIe6gb+5I1yampNsqXGFCQAAAIGMUAZAyGDIL+xXmBj2CwAAgEBGKAMgZNhPyoxlyG/YmTkixfK85Ei99tnmDAEAAACBglAGQEgwTVM7OCkT9kYPSlRqQpSlxmkZAAAABCpCGQAhYf/RBlU3eCw11mGHH8MwNN22GnttHqEMAAAAAhOhDICQsMt2SiYxxq2MfjEOdQMnzcy1XmFan18pr9d0qBsAAACgY4QyAELCDvs8mcFJMgzDoW7gpJm2Yb+VtU0+69IBAACAQEAoAyAk7Dxg/aF7TDrzZMLVkOQ4DUmOtdS4wgQAAIBARCgDICTsLLMP+WWeTDibaZsrsy6/0qFOAAAAgI4RygAIeg3NLSqoqLXURrN5KazNsF1h+qigUs0tXoe6AQAAANpHKAMg6OUdqlGLbZAroUx4m2Eb9lvb1KLPSqqcaQYAAADoAKEMgKBnnyczNDlOCdFuh7pBIEhNiNYYWzC3No8rTAAAAAgshDIAgp7vPBlOyUCaYZsrw7BfAAAABBpCGQBBz77umFAGkjRzhPUK05Z9VapvanGoGwAAAMAXoQyAoLfnYI3l+ShCGUiakpOsCJfR+rypxatNRYcd7AgAAACwIpQBENSO1jfrwLEGS23UIEIZSIkxkZqQ1c9SW5vPFSYAAAAEDkIZAEEt75D16pLbZSg7Jd6hbhBoZtpWY69j2C8AAAACCKEMgKC223Z1KSc1XlFufmvDcfZhv9v2H1VVXZND3QAAAABW/OQCIKjttg35HTkowaFOEIjOGtZfMZEn/lNnmtKGAk7LAAAAIDAQygAIavYhvyMHMk8GJ0S7IzQ5O9lSW8sVJgAAAAQIQhkAQc1+UoYhv7CzX2Fi2C8AAAACBaEMgKB1tK5Zh6obLbVRXF+CzTm2Yb8F5bUqO1rvUDcAAADACYQyAILWbtvmpcgIQ9mpbF6C1biMJPWLjbTUuMIEAACAQEAoAyBo2a8u5aTGKzKC39ZgFeEyNH14iqW2Lo8rTAAAAHAeP70ACFo+Q36ZJ4MOzBxpvcK0Jq9Cpmk61A0AAABwHKEMgKDlM+SXzUvowMxc60mZQ9WNyi+v6eDdAAAAgH8QygAIWrttJ2UY8ouO5KTGK71fjKXGXBkAAAA4jVAGQFA6Utukihrr5iWuL6EjhmH4rMZew1wZAAAAOIxQBkBQsl9diopwKTslzqFuEAzOGWm9wrShoFKeFq9D3QAAAACEMgCC1O5D1qtLw9Pi5WbzEjphPylT3eDRtv3HHOoGAAAAIJQBEKT22E7KcHUJJzMoKUYjBlrnDq3lChMAAAAcRCgDICj5bl5iyC9O7pwR1tMyhDIAAABwEqEMgKC0x7Z5iZMy6IoZttXYm/ceUUNzi0PdAAAAINwRygAIOpU1jaqsbbLUWIeNrpg6PEUu48TzJo9Xm4uOONcQAAAAwhqhDICgs9t2SibK7dKwlHiHukEw6RcbqTOy+ltqa/O5wgQAAABnEMoACDp5h6zzZHLTEhTR9vgD0ImZI6xXmNYxVwYAAAAOIZQBEHTsJ2W4uoTumGlbjf1Z6VEdrWt2qBsAAACEM0IZAEHHZ/MSQ37RDWcNG6Bo94n//JmmtL6g0sGOAAAAEK4IZQAEnT2HbJuXWIeNboiJjNDk7GRLbR1zZQAAAOAAQhkAQaWiplGHfTYvcVIG3TPDNldmLXNlAAAA4ABCGQBBZU87m5eGJMc51A2ClX2uTH55rQ4cbXCoGwAAAIQrQhkAQSWv3BrKDE+NZ/MSuu30zH5KinFbapyWAQAAgL8RygAIKvm2eTIjmCeDUxDhMjQ913aFibkyAAAA8DNCGQBBJb+cUAa9Y+YI6xWmtXkVMk3ToW4AAAAQjghlAASVPE7KoJfYQ5mDxxqVX17rUDcAAAAIR4QyAIJGTaNHZbZhrLlphDI4NcNT4zU4KcZSYzU2AAAA/IlQBkDQKLBdXXIZUk5qvEPdINgZhuGzGnvNHkIZAAAA+A+hDICgYb+6NCQ5TjGREQ51g1BgX429oaBSLV7mygAAAMA/CGUABA2feTJcXUIP2efKHGvwaFvpUYe6AQAAQLghlAEQNOybl3IZ8oseGtwvRrlp1itwa/K4wgQAAAD/IJQBEDQ4KYO+YD8tw7BfAAAA+AuhDICg0Nzi1d7KOkuNkzLoDfZQZlPRETU0tzjUDQAAAMIJoQyAoLC3slYe2wBWTsqgN0wbniKXceJ5k8erj/ceca4hAAAAhA1CGQBBIe9QreV5akK0+sVFOtQNQkm/2EiNz+xnqTFXBgAAAP5AKAMgKNiH/I4YGN/BO4Hus19hWrW73KFOAAAAEE4IZQAEBZ8hv8yTQS+aNSrN8vyL/cdUXt3oUDcAAAAIF4QyAIICm5fQl84aOkDxURGW2po8TssAAACgbxHKAAh4pmn6XF9i8xJ6U5Tbpem59itMzJUBAABA3yKUARDwyo42qK7JuqKY60vobbNHWUOZ1XvK5bVt/AIAAAB6E6EMgIBnv7qUEO3W4KQYh7pBqLLPlamoadL2smMOdQMAAIBwQCgDIODZQ5nctHgZhuFQNwhVw1LiNSwlzlJbtYe5MgAAAOg7hDIAAp7PPBmG/KKPzBppPS3DamwAAAD0JUIZAAHP56QM82TQR+xXmD7ee0S1jR6HugEAAECoI5QBEPDsJ2UY8ou+Mj03RW7XiatxzS2m1udXOtgRAAAAQhmhDICAVlXXpIqaJkuNUAZ9JSHarbOHDbDUmCsDAACAvkIoAyCg2U/JuF2GhibHdfBuoOfsV5iYKwMAAIC+QigDIKDZ58lkp8YrMoLfutB3ZttCmaLKOu2rrHOoGwAAAIQyfrIBENDsocwINi+hj41LT1JKfJSltpIrTAAAAOgDhDIAAlp+ea3lOfNk0NdcLkPnjky11LjCBAAAgL5AKAMgoBWU29dhxzvUCcKJfa7M+vxKNXm8DnUDAACAUEUoAyBgNXpatO+wdZbH8FROyqDvnTvSGsrUNHq0ueiwQ90AAAAgVBHKAAhY+yrr5DWtteFpnJRB30tLjNb4zH6W2gc7DznUDQAAAEIVoQyAgGWfJ5OWGK3EmEiHukG4OX/MQMvzD3YRygAAAKB3EcoACFgFFdZ5MsNTOSUD/7nQFsoUlNdqb2VtB+8GAAAAuo9QBkDAKrCdlBnOOmz40fjMfkpNiLbUuMIEAACA3kQoAyBg+WxeYp4M/MjlMnTeaOvAX0IZAAAA9CZCGQABq6DCflKGUAb+dYHtCtNHBYdV2+hxqBsAAACEGkIZAAHpcG2TquqaLTXWYcPfzh2ZKrfLaH3e1OLVmrwKBzsCAABAKCGUARCQ7FeXIiMMZQ2IdagbhKvEmEhNyUm21D7kChMAAAB6CaEMgIBkH/I7LCVe7gh+y4L/2a8wfbDzkEzTdKgbAAAAhBJ+wgEQkPJZh40Acb4tlDlU3agv9h9zqBsAAACEEkIZAAGJddgIFMNT45WdEmepsYUJAAAAvYFQBkBAss+UYfMSnGIYhs9pGUIZAAAA9AZCGQABx9Pi1b7DdZZaLqEMHGSfK/NpSZUqahod6gYAAAChglAGQMApPlKv5hbrIFXWYcNJU3KSFRcV0frcNKUVu8od7AgAAAChgFAGQMCxX10aEBepAfFRDnUDSNHuCJ07MtVSe2/7QYe6AQAAQKgglAEQcBjyi0B04dhBlucrd5erobnFoW4AAAAQCghlAAScAtZhIwBdOGagXMaJ5/XNLVq9p8K5hgAAABD0CGUABJx8TsogAKUkRGtydrKl9q8vDjjUDQAAAEIBoQyAgON7fYmTMggMl5w22PL8/R0H5WnxOtQNAAAAgh2hDICAcqyh2WfVMOuwESjmjLPOlTlS16yNRYcd6gYAAADBjlAGQECxn5KJcBkamkwog8AwJDlOp2UkWWrvfMEWJgAAAJwaQhkAAcW+DnvIgFhFufmtCoHDfoXp3e0HZZqmQ90AAAAgmPGTDoCAwjpsBDp7KFNaVa9tpccc6gYAAADBjFAGQEBhHTYC3ahBCRqWEmepsYUJAAAAp4JQBkBA4aQMAp1hGD6nZQhlAAAAcCoIZQAEDK/XVGEF67AR+C45zbqFac+hGp95SAAAAMDJEMoACBilVfVq9HgtNUIZBKKJQwYoNSHaUntnO1uYAAAA0D2EMgAChv2UTGK0W2m2H3yBQOByGZozznpahitMAAAA6C5CGQABo6jSGsrkpMXLMAyHugE6Z7/CtGVflQ4cbXCoGwAAAAQjQhkAAcM+5Dc7hatLCFwzclOVGO221N76vMyhbgAAABCMCGUABAz7SZls1mEjgEW5XbrYtoXpjU/3O9QNAAAAghGhDICAUWTfvEQogwB3xYR0y/OtxVUqPlznUDcAAAAINoQyAAJCc4tXxUfqLTVOyiDQnTMiVf3jIi01rjABAACgqwhlAASE4sN1avGalloOM2UQ4CIjXJp7OleYAAAAcGoIZQAEBPs8meT4KPWznUAAAtEVZ2RYnn+x/5jPencAAACgPYQyAAKC7+alOIc6Abpn2vAUpSZEW2pvcloGAAAAXUAoAyAgsHkJwSrCZeiy8bYrTJ8RygAAAODkCGUABISiCuvGGjYvIZjYrzDtPlij3QerHeoGAAAAwYJQBkBAsM/g4KQMgsmkYQM0OCnGUuMKEwAAAE6GUAaA4xqaW7T/qG0dNpuXEERcLkOXn5Fuqb3xWZlM0+zgEwAAAAChDIAAsO9wnew/u+ZwUgZB5isTrFeYCitq9cX+Yw51AwAAgGBAKAPAcfbNSwMToxUf7XaoG+DUTMjqpyHJsZYaA38BAADQGUIZAI5j8xJCgWEYuny89bTMa1v2q8XLFSYAAAC0j1AGgOOKbEN+2byEYHX1xEzL8wPHGrQuv8KhbgAAABDoCGUAOK6AzUsIEaMHJ+q0jCRL7eVPSh3qBgAAAIEuLEOZY8eO6bnnntMPf/hDzZ49WyNGjFC/fv0UFRWlgQMH6rzzztPvfvc7VVZWdun7li9frvnz5ysrK0vR0dHKysrS/PnztXz58j7+NwFCg/2kDJuXEMyuOSvL8nz5tgOqafQ41A0AAAACmWGG4b7O9957T3PmzDnp+1JTU/XMM8/okksuafd10zR1xx13aMmSJR1+x2233aZHHnlEhmGccr+dKSkp0ZAhQyRJxcXFysrKOskngMBS2+jRaT//l6X2zg9madSgRIc6AnqmoqZR0377vjxtZsn8/toz9NVJQxzsCgAAAD3VFz9/h+VJGUkaMmSIbrjhBv3pT3/Syy+/rPXr12vt2rV6/vnn9dWvflURERGqqKjQlVdeqc8++6zd77jvvvtaA5mJEydq2bJl2rhxo5YtW6aJEydKkpYsWaKf/vSnfvv3AoJNoe2UjGFIQ5PjHOoG6LnUhGidNzrNUnvpkxKHugEAAEAgC8uTMi0tLYqIiOj0Pa+++qquvvpqSdL8+fP10ksvWV7Py8vT2LFj5fF4NGnSJK1atUqxsSdWodbV1Wn27NnavHmz3G63du7cqdzc3F7/d+GkDILdm5/t113Pbml9ntk/Vmt/coGDHQE99/bnZfru3z+x1Nb8+HxlDSBwBAAACFaclOklJwtkJOmqq67SmDFjJEmrVq3yef3BBx+Ux3N8RsDixYstgYwkxcXFafHixZIkj8ejP/7xjz3sGghN9nkyOQz5RQi4cOxAJcW4LbVXGPgLAAAAm7AMZboqPv74D4cNDQ2Wummaeu211yRJY8aM0bRp09r9/LRp0zR69GhJx0/ehOGhJOCkfDcvcZIAwS/aHaGvTMiw1F7eUsp/BwAAAGBBKNOBHTt2aOvWrZLUemLmS4WFhSotPf43nrNnz+70e758vaSkREVFRb3eJxDs2LyEUDXftoWpsKJWn+yrcqYZAAAABCRCmTbq6uq0Z88e/eEPf9D555+vlpYWSdL3v/99y/t27NjR+tge2Ni1fb3t5wAcV1RZZ3k+PI1QBqHhrKH9fa7jvczAXwAAALThPvlbQtvSpUt18803d/j6Pffco29+85uWWnFxcevjkw32+XIIkP1zXVVS0vkf4MvKyrr9nUCgOFrXrMO1TZYaJ2UQKgzD0PyJmfqfd3e31t74dL9+esU4xUSefLYZAAAAQl/YhzIdOfPMM/XII49o6tSpPq9VV1e3Pk5ISOj0e76cSyNJNTU13e6jbagDhJrCSuvVpQiXoSGsw0YIufosayhzrMGjf31xQPPOzHSwKwAAAASKsL++dNVVV+nzzz/X559/ro0bN2rZsmW6+uqrtXXrVn3zm9/Um2++6fOZtoN/o6KiOv3+6Ojo1sf19fW91zgQAuzzZIYMiFVkRNj/toQQkjUgTjNyUyy1ZRv3OdQNAAAAAk3Yn5Tp37+/+vfv3/p88uTJWrBggZ5++mndeOONmjdvnh5//HHddNNNre+JiYlpfdzUZL16YdfY2Nj62L42uytOduWprKxMU6ZM6fb3AoHAd/MSV5cQer4+ZajW5Ve2Pt9QcFgF5TUantb5SUsAAACEPv5KugPXX3+9vvrVr8rr9equu+7SkSNHWl9LTExsfXyyK0m1tSd+6DzZVaf2ZGVldfpPenp6t78TCBRsXkI4uPi0QUqOt56qfG5T92eMAQAAIPQQynRi3rx5ko4HK//85z9b622H+55sEG/bky7MhwGsimwzZdi8hFAU7Y7QtWdbh8L/4+MSNXpaHOoIAAAAgYJQphNpaWmtj/fu3dv6eNy4ca2Pd+7c2el3tH197NixvdgdENxM01RhOSdlEB6um2wN5Q/XNumdLw461A0AAAACBaFMJ0pLS1sft716lJOTo4yMDEnSypUrO/2OVatWSZIyMzOVnZ3d+00CQaqytknVjR5LLYeZMghRuWkJmpqTbKk9t4mBvwAAAOGOUKYTL774Yuvj8ePHtz42DKP1atPOnTu1YcOGdj+/YcOG1pMy8+bNk2EYfdgtEFzs82SiIlzK6N/9YdhAsPjG1KGW52vzKn3+dwAAAIDwEpahzNKlSy1rrdvz4IMP6u2335YkZWdn65xzzrG8fvfdd8vtPr68atGiRT7rruvr67Vo0SJJktvt1t13391L3QOhwb55aWhKnCJcBJcIXZecNlj94yItNQb+AgAAhLewDGV+8YtfKDMzU7fddpueeuoprV27Vp9++qnWrFmjhx9+WOecc47+7d/+TZIUFRWlv/71r60BzJdGjRqle+65R5K0efNmzZw5U88//7w2b96s559/XjNnztTmzZslSffee69Gjhzp339JIMCxeQnhJiYyQtecZR/4W6wmj9ehjgAAAOA098nfEpoOHz6sv/71r/rrX//a4XuysrL0xBNP6KKLLmr39d/85jc6dOiQnnjiCW3ZskULFizwec/ChQv161//utf6BkKFffNSTmqcQ50A/vP1KUP0+JrC1ucVNU16b8dBXTY+3cGuAAAA4JSwDGXef/99vffee/rwww+1Y8cOHTx4UJWVlYqJidGgQYN05pln6oorrtDXvvY1xcV1/IOiy+XS448/rmuuuUZLlizRpk2bVFFRodTUVE2ePFm333675s6d68d/MyB4FJTbQ5mEDt4JhI4RAxM1OXuANhUdaa09s2EvoQwAAECYCstQJjc3V7m5ubr99tt75fsuu+wyXXbZZb3yXUA4ME1TeyvrLLVsTsogTHx9ylBLKLMuv1J5h6o1YmCig10BAADACWE5UwaAsw4ea1R9c4ulxjpshIvLxqcrOT7KUntq/V6HugEAAICTCGUA+F1BRY3leWxkhAYlxjjUDeBfMZERWjB5iKX20sclqm5odqgjAAAAOIVQBoDfFVVYry4NS4mTi3XYCCPfnDZMbf+/fG1Ti176uMS5hgAAAOAIQhkAfue7eYmrSwgvmf1jdfG4wZbaU+v3yus1HeoIAAAATiCUAeB3vpuXCGUQfm6YMczyvKCiVmvzKxzqBgAAAE4glAHgd/aTMtmEMghD04enaORA6yr4J9cx8BcAACCcEMoA8KsWr6l9tnXYnJRBODIMQzfMyLbU3t95UMWH69r/AAAAAEKO30OZSy+9VC+++KKam9kyAYSj/VX1amrxWmqEMghX8ydmKjHa3frcNKVnNnBaBgAAIFz4PZR55513tGDBAqWnp+vuu+/Wp59+6u8WADiosMJ6dSkx2q2U+CiHugGcFR/t1rWTsiy15zYVq76pxaGOAAAA4E9+D2UGDhwo0zR1+PBhLV68WGeddZbOPvtsPfTQQ6qqqvJ3OwD8rL15MobBOmyEr+unWQf+Hq1v1itbSh3qBgAAAP7k91CmtLRUr732mq666iq53W6ZpqktW7Zo0aJFysjI0De/+U299957/m4LgJ/YT8pwdQnhbnhagmaPSrPUHl9TwHpsAACAMOD3UCYiIkJf+cpX9PLLL6ukpET//d//rdNPP12maaqhoUHPPfecLrnkEuXk5OhXv/qV9u3b5+8WAfQheyjD5iVAWnhOjuV5fnmtVu4pd6gbAAAA+Iuj25fS0tL0b//2b/rss8+0adMm3XHHHerfv79M09TevXv1y1/+UsOHD9ecOXP0/PPPq6mpycl2AfSCIp+TMnEOdQIEjnNHpmrUIOt67CfWFDrUDQAAAPwlYFZifzlXZv/+/Xr22Wd10UUXyTAMeb1effDBB/rGN76h9PR0LVq0SFu2bHG6XQCnoLnFq+Ij9ZZaTmpCB+8GwodhGD6nZVbvqdDOA8cc6ggAAAD+EDChzJeio6O1YMECvfPOO3rvvfc0ePDg1teOHDmihx56SJMmTdLUqVP16quvOtcogG4rPlynFtucjJwUri8BkjTvzEyfTWSclgEAAAhtARfK1NXV6amnntL555+vCy+8UAcPHpRpmjJNU+PGjVNsbKxM09SmTZt0zTXXaN68eWpoaHC6bQBdYN+8NCAuUv3iIh3qBggsMZER+pZtE9OrW/ervLrRoY4AAADQ1wImlFm7dq2+/e1vKz09XTfffLNWrlwp0zSVlJSkO+64Q5s3b9a2bdt04MABPfrooxo7dqxM09Sbb76p+++/3+n2AXRBYUWd5TmblwCrb00bpqiIE/9pbvJ49cyGvQ52BAAAgL7kaChTWlqq//qv/9Lo0aM1a9Ys/e1vf1N1dbVM09TMmTO1dOlS7d+/Xw899JDOOussSVJCQoJuvfVWff7557ruuutkmqaeffZZJ/81AHRRYUWN5TmblwCrtMRozTszw1J7ZsNeNTS3ONQRAAAA+pLfQ5mmpia98MILmjt3rrKzs3Xfffdpz549Mk1Tqamp+uEPf6gdO3Zo9erVuuGGGxQbG9vu97hcLv3gBz+QJO3dy98iAsGgyH5ShnkygI+F51oH/lbWNun1rfsd6gYAAAB9ye3vXzA9PV1VVVWSJNM05XK5NGfOHH3729/WvHnzFBnZ9fkSKSkpkiSPx9MXrQLoZYX2ddhphDKA3ZjBSTpnRKrW5FW01v66ukDXnp0ll8twsDMAAAD0Nr+HMkeOHJEkDRkyRDfffLNuueUWDR069JS+Kzk5WT//+c97sz0AfaShuUX7j1rXYWdzUgZo18JzcyyhzJ5DNVqx+5AuGDPIwa4AAADQ2/weylx99dX69re/rUsvvVSG0bO/8RswYAChDBAk9h2uk2ndhs1MGaAD541K06hBCdp98MQcpkdXFhDKAAAAhBi/z5R56aWXNHfu3B4HMgCCi/3qUlpitBKi/Z4LA0HBMAzdeu5wS+2jwsPaWlzlTEMAAADoE34PZW655RYtXLhQZWVlXf5MeXl56+cABKe9lbZ5MlxdAjo178xMDUqKttSWrMp3qBsAAAD0Bb+HMkuXLtXSpUtbZ8t0xbFjx1o/ByA4FVVaNy9lp8Y51AkQHKLcLt0y07qJafm2AyqynToDAABA8PJ7KAMgPNl/kBzGSRngpL4+dajlmp/XlB5bU+BgRwAAAOhNQRHKNDQ0SJKio6NP8k4AgWqv/aQMoQxwUkkxkfrGVOuGwhc3l6iyptGhjgAAANCbgiKUWbt2rSRp0CC2TgDBqL112MNSuL4EdMXNM7MVGXFiOH6jx6un1u91sCMAAAD0lj5fffKrX/2q3fpDDz2kgQMHdvrZxsZG5efn6/XXX5dhGJo5c2ZftAigjxWzDhs4Zen9YnXlhEy99ElJa+2p9UW6Y3auYqMiHOwMAAAAPdXnocwvfvELn/XXpmnq4Ycf7vJ3mKapmJgY3Xvvvb3dHgA/sA/5TU1gHTbQHbfNGm4JZY7UNevFj4t1w/Rs55oCAABAj/nl+pJpmq3/GIYhwzAstY7+iY6OVnZ2tr75zW9q/fr1mjBhgj/aBdDL7Ouws7m6BHTL6MGJOn90mqX22OpCeVq8DnUEAACA3tDnf1Xt9Vr/wOhyuWQYhrZt26Zx48b19S8PIAAU2UMZri4B3XbbrFx9uKu89fm+w3Va/sUBXXFGhoNdAQAAoCf8Puh36NChGjp0qKKiovz9SwNwSFGFffMSJ2WA7po2PFlnZPWz1B5dWSDTPrAJAAAAQcPvoUxRUZEKCws1YsQIf//SABxiPykzjHXYQLcZhqHbZ+Vaap+XHtX6gkqHOgIAAEBPBcVKbADBq9HTov1V1nXY2YQywCm59PTBGppsPWm2ZFWBQ90AAACgpwhlAPSpkiP18tpuVwxL5foScCoiXIa+fW6OpbZiV7l2HjjmUEcAAADoiT4b9HvBBRdIOn7c+v333/epnwr7dwEIfEUV1qtLKfFRSoqJdKgbIPh99ewhevDd3TpS19xaW7KqQH/42pnONQUAAIBT0mehzIoVKyQdD1Ls9S9XYnfVl++3fxeAwFdUaR3yO4whv0CPxEZF6Ibp2frT+3taa69v3a97Lxmt9H6xDnYGAACA7uqzUGbWrFnthigd1QGEpr32ddjMkwF67Ibpw/TIynw1erySJI/X1BNrCvUfl49zuDMAAAB0R5+flOlqHUBosp+UyU4llAF6KiUhWl+bNERPb9jbWlu2sVh3XTBS/WK5HggAABAsGPQLoE/ZZ8pwfQnoHd8+N0euNgdPaxo9+vtHezv+AAAAAAIOoQyAPtPk8arkiO2kDNeXgF4xLCVec09Pt9T+trZIDc0tDnUEAACA7grYUCY/P18fffSRDh486HQrAE5RaZXvOmxCGaD33D57uOV5eXWjXtlS6lA3AAAA6C6/hzLl5eV66KGH9NBDD+no0aM+r+fl5enss8/WqFGjNGPGDGVmZuraa69VVVWVv1sF0ENFtiG/A+Ii1S+OeRdAbzkjq79m5KZYan9dVaAWexoKAACAgOT3UOall17SXXfdpcWLF6tfv36W1xobGzV37lxt3bpVpmnKNE15vV698soruuqqq/zdKoAe8p0nwykZoLfdMTvX8rygolbvbj/gUDcAAADoDr+HMu+8844Mw9A111zj89rSpUuVn58vSbryyiv1pz/9SV/5yldkmqZWr16tF154wd/tAuiBvfbNSwz5BXrduSNTNS49yVJ7eGWBTJPTMgAAAIHO76HMrl27JElTpkzxeW3ZsmWSpAsuuECvvvqqFi1apNdee00XXXSRTNNsfR1AcLBfX+KkDND7DMPwmS3zaXGVPio87FBHAAAA6CpHZspIUkZGhqVeX1+v9evXyzAM3XbbbZbXbrnlFknSJ5984p8mAfQK+0mZnFRCGaAvXD4+XVkDYi21R1fmO9QNAAAAusrvocyXA3tdLusvvWHDBjU3N8swDF100UWW13JyciRJhw4d8kuPAHrO0+JV8WFrKDOM60tAn3BHuHTrudbTMh/uKtfOA8cc6ggAAABd4fdQJiEhQZJ04IB1COGKFSskSePGjdOAAQMsr0VGHt/W4na7+75BAL2itKpeHtsGGNZhA33nq5OyNMC23WzJygKHugEAAEBX+D2UGTNmjCRp+fLllvpLL70kwzA0e/Zsn898GeAMGjSo7xsE0CuKbFeXkmLc6s86bKDPxEW5deOMbEvt9U/3q7Sq3pmGAAAAcFJ+D2Uuv/xymaapJUuW6OGHH9a2bdt0zz33aPv27ZKk+fPn+3zmy1kyWVlZfu0VwKnbaxvym5MaL8MwHOoGCA83TM9WTOSJ/7R7vKYeX13oYEcAAADojN9Dmbvuukvp6elqamrSXXfdpQkTJujBBx+UJE2fPl3nn3++z2feeOMNGYahc88919/tAjhFhRVsXgL8LTk+SgsmD7XUntu0T1V1TQ51BAAAgM74PZTp16+f3nvvPZ111lkyTbP1n3PPPVcvvPCCz/s//fRTbdq0SZI0Z84cf7cL4BTZNy9lM+QX8IuF5+QownXiVFpdU4ueXr/XwY4AAADQEUcm544dO1abN29WYWGhDhw4oPT0dGVnZ3f4/r/97W+SpBkzZvipQwA9VVTJSRnACUOS43TFGel6bev+1trSdUW6ddZwxURGONgZAAAA7BxdZ5STk9O67rojEyZM0IQJE/zUEYDe0OI1fdZhZ6cSygD+ctus4ZZQprK2SS9+XKLrpw1zsCsAAADY+f36EoDQt7+qXs0t9nXYXF8C/OW0jH6aNSrNUvvrqgK12NbUAwAAwFmEMgB6nf3qUmK0W8nxUQ51A4SnO2YNtzzfd7hO/9xW5lA3AAAAaI9j15c8Ho/eeustrV69WgUFBaqurlZLS0unnzEMQ++//76fOgRwqorsQ35Zhw343fTcFJ2R1U+flRxtrT26skCXj0/nf48AAAABwpFQZs2aNbr++uu1b9++1pppdnyk2jAMmabJHyKBILHXZx02V5cAfzMMQ7fPytWdz37SWvu89KjW5Vdq5ohUBzsDAADAl/weyuzcuVOXXnqp6uvrZZqmoqKiNHLkSCUnJ8vl4jYVEArs15ey2bwEOOLS0wdrWEqcZUX9IyvzCWUAAAAChN9Dmd/+9reqq6tTRESEfvnLX+p73/ueEhIS/N0GgD5kv77ESRnAGREuQ7eeO1z3vbqttbZ6T4W2lR7V6Zn9HOwMAAAAkgODfj/44AMZhqHvf//7+vd//3cCGSDEtHhN7bOFMjmswwYcc+3ZWUpNsA7aXrKqwKFuAAAA0JbfQ5mKigpJ0tVXX+3vXxqAHxw41qCmFq+lNozrS4BjYiIjdNOMbEvtzc/2q/hwXfsfAAAAgN/4PZRJS0uTJMXGxvr7lwbgB0W2Ib/xURE+f0sPwL++NW2Y4qIiWp97Temx1ZyWAQAAcJrfQ5lzzjlHkrRt27aTvBNAMLIP+R2WwjpswGn946L09SlDLbXnNxfrcG2TQx0BAABAciCU+bd/+zdFREToT3/6kzwej79/eQB9bC/zZICAtPCcHLldJwLShmavnlxX5FxDAAAA8H8oM3nyZP3hD3/Q1q1bNX/+/NYZMwBCg/36EpuXgMCQ0T9WV56ZYak9tb5IdU38BQkAAIBT/L4S+1e/+pUkaerUqXrzzTc1bNgwzZkzR2PGjFFc3Ml/ePvZz37W1y0C6AH79aVshvwCAeP2Wbl6+ZPS1udH6pr1wqZi3TQzx8GuAAAAwpdhmqbpz1/Q5XJZ5kuYptmteRMtLS190VbQKikp0ZAhQyRJxcXFysrKcrgjhDOv19TYny1Xo+fE9qXnb5umqcNTHOwKQFu3LN2kD3Yean2e2T9WK+89T+4Ivx+eBQAACCp98fO3I38CM02z9R/785P9AyBwHaxusAQyEjNlgEBz+6zhluelVfV66/Myh7oBAAAIb34PZbxeb4/+ARC4iiqsQ35jIyOUlhjtUDcA2jMlJ1kTh/a31B5ZWcBffAAAADiAs8oAeo3vOuw41mEDAcYwDN0+K9dS21F2TKv2MHgfAADA3whlAPQahvwCweHicYM03Ha18NGV+Q51AwAAEL4IZQD0mr2260vZzJMBApLLZeg222yZdfmV+qykypmGAAAAwpSjocyHH36oG264QSNHjlRiYqLcbre2b99uec/q1av10EMP6ZlnnnGoSwBd5XtS5uRr7gE44+qzMn1mPj26ssChbgAAAMKT24lftK6uTjfeeKNefvllSWodLtje7ImIiAjdddddMgxDU6dO1ciRI/3aK4CuMU1TeyutJ2WGcX0JCFjR7gjdMjNHDyzf2Vr757YyFVXUcsoNAADATxw5KXPdddfp5Zdflmmamjx5su65554O3ztjxgyNHz9ekvTSSy/5q0UA3XSoulH1zS2WWnYqJ2WAQPbNaUOVEH3i72e8pvTX1ZyWAQAA8Be/hzKvvPKK3nrrLUnSkiVLtGHDBv3ud7/r9DPz58+XaZpauXKlP1oEcAqKKqxXl2IiXRqUGONQNwC6IikmUt+cOtRSe/HjEpVXNzrUEQAAQHjxeyjz5JNPSpK+9a1v6dvf/naXPnP22WdLknbs2NFnfQHoGZ+rS8nxcrlYhw0EulvOyVFkxIn/rTZ5vHpyXZFzDQEAAIQRv4cymzZtkmEYuu6667r8mfT0dElSeXl5X7UFoIcKbUN+hzHkFwgKg5JidPXETEvtqfVFqm30ONQRAABA+PB7KFNZWSlJyszMPMk7fXm93t5uB0Av2WvfvMSgUCBo3DYr1/L8WINHyzbuc6gbAACA8OH3UCYxMVGSdOzYsS5/Jj8/X5KUkpLSJz0B6LmiCuv1pWw2LwFBY8TABM0ZN8hSe3xNoZpb+MsQAACAvuT3UObLldYbN27s8me+3Lo0YcKEPukJQM+Ypqki+0kZri8BQeWO2dbTMmVHG/T61v0OdQMAABAe/B7KXHbZZTJNUw899JAaGhpO+v7ly5frpZdekmEYuuKKK/zQIYDuKq9pVF2TdR32MK4vAUHl7GEDNDl7gKX26Kp8mabpUEcAAAChz++hzF133aX+/furqKhI8+fPb50xY9fQ0KD/+Z//0fz58+X1ejV48GDdfPPNfu4WQFfYNy9FuV1KT2IdNhBs7Kdldh+s0Ye7DjnUDQAAQOhz+/sX7N+/v5555hnNmzdP//rXvzR06FDNnj279fX//M//VFVVldauXava2lqZpqnIyEj9/e9/V0wMP+QBgaiwwnp1aWhyHOuwgSB0/uiBGjkwQXsO1bTWHllZoAvGDOrkUwAAADhVfj8pIx2/wvT2228rLS1N9fX1Wr58uQzj+A9wL7zwgt555x3V1NTINE2lpqbq7bff1nnnnedEqwC6wGfzEkN+gaDkchm6bdZwS21j4WF9su+IQx0BAACENkdCGUmaM2eOCgoKtHjxYl100UXq16+fTNOUaZqKjY3VzJkz9cADDyg/P18XXnihU20C6AL75qWcVIb8AsFq3pmZGmy7fvjoynyHugEAAAhtfr++1FZcXJzuvPNO3XnnnZIkj8ejlpYWRUdHO9kWgG6yb14axkkZIGhFuV1aeE6OfvP2jtbaO9sPKr+8RrlpCQ52BgAAEHocOynTHrfbTSADBBnTNFVkmymTw+YlIKh9fepQJcac+Hsb05T+uqrAwY4AAABCk99PyrS0tGjTpk1avXq1du/erSNHjqi6ulpJSUlKTk7W6NGjdc4552jSpElyuQIqMwLQjoqaJtXa12GncH0JCGYJ0W5dP22YHlpx4trSy5+U6t/mjNJANqsBAAD0Gr+FMh6PRw899JD++7//W6WlpSd9/5AhQ3TvvffqjjvuUEREhB86BHAq7FeXotwuZfSLdagbAL3lppnZemxNoZo8XklSU4tXT6wt0k/mjnG4MwAAgNDhl6MolZWVuvDCC/WDH/xApaWlrQN9O/unuLhY3/ve93TxxRfr8OHD/mgTwCmwr8MexjpsICQMTIzRNWdlWWp/37BX1Q3NDnUEAAAQevr8pExLS4suv/xybdq0SaZpyjAMXXzxxbrooot01llnKSUlRQkJCaqurlZFRYW2bNmid999V++//75M09SKFSt05ZVXatWqVVxnAgKQfR02Q36B0HHbrOF6btM+mebx59WNHj370T7dPjvX2cYAAABCRJ+HMvfff782btwowzA0ceJEPf300xo3blyH77/ooot07733atu2bbrhhhu0detWrV+/Xr///e/14x//uK/bBdBNrMMGQldOarwuPW2w/rntQGvtibWFumlmtqLdXC0GAADoqT49etLc3Kw///nPrYHM2rVrOw1k2jr99NO1bt06TZw4UaZp6sEHH5TH4+nLdgGcAtZhA6HtDtupmIPHGvXalv0OdQMAABBa+jSUeeONN1ReXi7DMPT0008rJqZ7GxtiYmL09NNPyzAMlZeX68033+yjTgGcCtZhA6FvwpD+mjY82VJ7ZFW+vF7ToY4AAABCR5+GMmvWrJF0/ErS2LFjT+k7xo0bpzlz5kiSVq9e3Wu9Aei58ppGn3XY2YQyQMixn5YpKK/V8i8OdPBuAAAAdFWfhjIff/yxDMPQhRde2KPvufDCC2Wapj7++ONe6gxAb9hbaZ0nE+V2KT2peyfiAAS+2aPSNDY9yVL7y4d5Mk1OywAAAPREn4YyxcXFkqQzzjijR9/z5ef37t3b454A9B7WYQPhwTAM3Xm+9bTMF/uPacWucoc6AgAACA19GsocPXpUkjRgwIAefc+Xn//y+wAEBtZhA+Fj7unpGp5m/d/4/3JaBgAAoEf6NJQ5duyYJCkhIaFH3xMff/wPgdXV1T3uCUDvYR02ED4iXIa+Y5st8/HeI9pQcNihjgAAAIJfn4YyLS0tJ39TN3i93l79PgA9Y7++xJBfILRdNTFTmf1jLbX//XCPQ90AAAAEvz4NZQCELtM0fa4vZXN9CQhpkREu3XGe9bTM2rxKbdl3xKGOAAAAgpvbH7/IQw89pIEDB57y5w8dOtSL3QDoDazDBsLTV8/O0uL39+hQdWNr7S8f5umxGyc72BUAAEBw8kso8/DDD/vjlwHgR6zDBsJTTGSEbj13uH7z9o7W2ns7DmlH2TGftdkAAADoXJ9fXzJNs1f+ARBYWIcNhK9vTB2q/nGRltpfPsxzqBsAAIDg1acnZT788MO+/HoADvKZJ8PVJSBsxEe7dcvMHP3h3d2ttbc+L9MPymuUm9azjYsAAADhpE9DmdmzZ/fl1wNwkH0ddnYK67CBcHLj9GwtWVWgmkaPJMk0pYdX5Ou/vzrB4c4AAACCB9uXAJwS1mED4a1fXKSunz7MUnt1S6lKjtR18AkAAADYEcoA6DbWYQOQpIXn5Cgm8sQfJTxeU4+uLHCwIwAAgOBCKAOg21iHDUCSUhOi9fUpQy215zcX69CxBoc6AgAACC6EMgC6jXXYAL5026zhiow4sXmtyePVX1dzWgYAAKArCGUAdBvrsAF8Kb1frK49O8tS+/tH+3SktsmhjgAAAIIHoQyAbitiyC+ANu6Ynau2uWxdU4v+trbQuYYAAACCBKEMgG6zX19iHTYQ3oalxOvKCRmW2t/WFelYQ7NDHQEAAAQHQhkA3cY6bAB23z1/hOV5dYNHT60rcqYZAACAIEEoA6Bb2luHncM6bCDsjRqUqEtPG2ypPbamUDWNHoc6AgAACHyEMgC6pb112MM4KQNA0qILradlquqa9cyGvQ51AwAAEPgIZQB0S1EF67ABtO+0jH66aOwgS+2vqwpU18RpGQAAgPYQygDolqJK1mED6Nj3bKdlKmub9OxH+xzqBgAAILARygDoFtZhA+jMGVn9dd7oNEvt0VUFamhu6eATAAAA4YtQBkC32Ndh5xDKALBZdMFIy/Py6kY9v6nYoW4AAAACV9iGMp988ol++9vfau7cuRoyZIiio6OVkJCgUaNG6aabbtLq1au79X3Lly/X/PnzlZWVpejoaGVlZWn+/Plavnx5H/0bAM6wr8MelhLnUCcAAtXZwwbonBGpltrDK/LV6OG0DAAAQFtupxtwwuzZs7Vq1SqfelNTk/bs2aM9e/boySef1PXXX6/HHntMUVFRHX6XaZq64447tGTJEku9tLRUr7zyil555RXddttteuSRR2QYzN1AcDNN02emDOuwAbTnexeO1Jq8itbnB4416B8fl+ibU4c52BUAAEBgCcuTMqWlpZKkjIwMff/739c//vEPbdy4UevXr9cf/vAHZWZmSpKefvpp3XTTTZ1+13333dcayEycOFHLli3Txo0btWzZMk2cOFGStGTJEv30pz/tu38hwE/KaxpVxzpsAF0wJSdZU3OSLbWHPsxXk8frUEcAAACBxzBN03S6CX+74oordMMNN+iaa65RRESEz+sVFRWaOXOmdu/eLUlatWqVzj33XJ/35eXlaezYsfJ4PJo0aZJWrVql2NjY1tfr6uo0e/Zsbd68WW63Wzt37lRubm6v/ruUlJRoyJAhkqTi4mJlZWX16vcDbW0sPKyvPbq+9Xm026Udv7qU7UsA2rUur0LfeOwjS+2Ba8bruslDHeoIAADg1PXFz99heVLmzTff1Ne+9rV2AxlJSk1N1f/8z/+0Pv/HP/7R7vsefPBBeTweSdLixYstgYwkxcXFafHixZIkj8ejP/7xj73QPeAcn3XYKazDBtCx6bkpOnvYAEvtLx/my9PCaRkAAAApTEOZrjjvvPNaH+fn5/u8bpqmXnvtNUnSmDFjNG3atHa/Z9q0aRo9erQk6dVXX1UYHkxCCLGvwx7GPBkAnTAMQ9+70LqJad/hOr22db9DHQEAAAQWQpkONDU1tT52uXz/z1RYWNg6m2b27NmdfteXr5eUlKioqKj3mgT8jHXYALpr1shUTcjqZ6n95cM8tXj5SwoAAICw3L7UFStXrmx9PGbMGJ/Xd+zY0enrbbV9fceOHcrJyelyHyUlJZ2+XlZW1uXvAnqKddgAuuvL0zILn9zcWiuoqNWbn+3XvDMzHewMAADAeYQy7fB6vbr//vtbn3/ta1/zeU9xcXHr45MN9/lyEJD9c13R9rOAk1iHDeBUXTBmoE7LSNIX+4+11v73gzx95YwM5lIBAICwxvWldjz44IPauHGjJOnqq6/WpEmTfN5TXV3d+jghIaHT74uPP/GDa01NTS91CfhXe+uws7m+BKALDMPQoguss2X2HKrR8i8OONQRAABAYOCkjM3KlSv1k5/8RJI0cOBAPfzww+2+r6GhofVxVFRUp98ZHR3d+ri+vr5b/ZzsZE1ZWZmmTJnSre8ETkVRhXWeTLTbpcFJMQ51AyDYXDxukMYMTtTOAyf+UuPP7+/RpacN5rQMAAAIW4QybXzxxRe6+uqr5fF4FB0drRdeeEGDBg1q970xMSd+GG07FLg9jY2NrY/ta7NPpjf2ngO9gXXYAHrC5TJ01wUjdNezW1prOw9U670dB3XxaYMd7AwAAMA5XF/6P4WFhbr44ot15MgRRUREaNmyZZ1uVUpMTGx9fLIrSbW1J36YPdlVJyBQsQ4bQE/NPT1dIwZa/zv45w/2yDTZxAQAAMIToYyk/fv366KLLtL+/ftlGIaeeOIJXX311Z1+pu0JlpNtSGp7BYnBvQhWPkN+mScDoJsiXIYWXTDCUttWekwrdpU71BEAAICzwj6Uqaio0Jw5c1RQUCBJWrx4sW644YaTfm7cuHGtj3fu3Nnpe9u+Pnbs2FPsFHCWfaZMNidlAJyCK87I8Al1//Q+p2UAAEB4CutQ5ujRo7rkkku0fft2SdL999+vO++8s0ufzcnJUUZGhqTjw4E7s2rVKklSZmamsrOzT71hwCHtrcPOTolzqBsAwSzCZejO862nZbYWV2lNXoVDHQEAADgnbEOZuro6XX755frkk08kSf/xH/+hH//4x13+vGEYmjdvnqTjJ2E2bNjQ7vs2bNjQelJm3rx5MgwGoyL4sA4bQG+ad2aGhiRbB9//mdMyAAAgDIVlKNPU1KSrr75aa9eulSR9//vf169//etuf8/dd98tt/v4AqtFixb5rLuur6/XokWLJElut1t33313zxoHHMI6bAC9KTLCpTvPs56W2VR0RBsKDjvUEQAAgDPCciX217/+db3zzjuSpAsuuEALFy7Utm3bOnx/VFSURo0a5VMfNWqU7rnnHt1///3avHmzZs6cqR//+MfKzc1Vfn6+HnjgAW3Zcnz157333quRI0f2zb8Q0Md8Ny+xDhtAz8w/K0uLP8hTadWJv9D48/t7ND03xcGuAAAA/CssQ5mXX3659fEHH3ygM844o9P3Dxs2TEVFRe2+9pvf/EaHDh3SE088oS1btmjBggU+71m4cOEpncQBAoXvPBmuLgHomSi3S3ecl6ufvnriL0XWF1RqU9FhTc5OdrAzAAAA/wnL60u9yeVy6fHHH9dbb72lefPmKSMjQ1FRUcrIyNC8efP09ttv67HHHpPLxf+pEbx8QhnmyQDoBV+blOVzFfLP7+9xqBsAAAD/C8uTMn0xSPCyyy7TZZdd1uvfCwQC1mED6AvR7gjdPnu4fvnG9tba6j0V2rLviCYOHeBgZwAAAP7B8Q0AnWIdNoC+9PUpQ5WaEG2pLf4gz6FuAAAA/ItQBkCnWIcNoC/FREbo9lnDLbUPdh7S5yVHHeoIAADAfwhlAHSKddgA+to3pw1VcnyUpbb4A2bLAACA0EcoA6BTrMMG0Nfioty69VzraZl3th/U9v3HHOoIAADAPwhlAHSqkHXYAPzg+unD1D8u0lL73w85LQMAAEIboQyAThWWW0OZnDRCGQC9LyHarYUzcyy1f247oN0Hqx3qCAAAoO8RygDoVKHt+tJwhvwC6CM3zsxWYoy79blpSv/LJiYAABDCCGUAdMjr9V2HnZOa4FA3AEJdUkykbradlnnzs/3KL69xqCMAAIC+RSgDoENlxxrU6PFaatmpcQ51AyAc3DIzWwnRJ07LeE3pLx9yWgYAAIQmQhkAHbLPk0mIdistIdqhbgCEg/5xUbph+jBL7bWt+7XXdmoPAAAgFBDKAOhQYYX1ykBOarwMg3XYAPrWt88drrioiNbnLV5TD32Y72BHAAAAfYNQBkCHCirs82QY8gug7yXHR+lb06ynZV76pEQlR+oc6ggAAKBvEMoA6JB98xKhDAB/ufXc4Yp2n/hjisdr6uEVnJYBAAChhVAGQIeKCGUAOCQtMVrfmDrUUntxc4nKjtY71BEAAEDvI5QB0K4mj1fFR6w//BDKAPCnO2bnKqrNaZmmFq8eXVngYEcAAAC9i1AGQLuKj9SpxWtaatmEMgD8aFBSjBZMHmKpPbtxnw4da3CoIwAAgN5FKAOgXfZ12KkJUeoXG+lQNwDC1R2zcxUZcWLrW5PHqyWrOC0DAABCA6EMgHYx5BdAIMjoH6trz/Y9LVNV1+RQRwAAAL2HUAZAu+zrsLNTCGUAOOO75+UqwnXitExdU4ueXr/XwY4AAAB6B6EMgHb5bF5KI5QB4IwhyXG6fHy6pfa3dUWqb2pxqCMAAIDeQSgDoF3260vDub4EwEF3zM61PD9c26QXPy52qBsAAIDeQSgDwEdto0cHbNtNclITHOoGAKRxGUmaPSrNUluyqkCeFq9DHQEAAPQcoQwAH0WV1lMyhiENS4lzqBsAOM5+WqbkSL3e+rzMoW4AAAB6jlAGgA/71aWMfrGKiYxwqBsAOG7a8GSdOaS/pfbwinyZpulMQwAAAD1EKAPAR2E567ABBB7DMHxOy+w8UK0Vu8sd6ggAAKBnCGUA+CisJJQBEJguHjdIw23b4B5Zke9QNwAAAD1DKAPAh/36EqEMgEDhchm6fdZwS+2jwsPasu+IQx0BAACcOkIZAD58Qpk0QhkAgeOqiZkalBRtqT22utChbgAAAE4doQwAiyO1Taqqa7bUclIIZQAEjmh3hG6ZmWOp/XNbmfZV1jnUEQAAwKkhlAFgUWA7JeN2GcoaEOtQNwDQvgVThio+6sRWOK8pPbGW0zIAACC4EMoAsCiyhTJDU+LkjuC3CgCBpV9spBZMGWqpPb+pWFV1TQ51BAAA0H38pAXAwj5PZjhDfgEEqJtnZivCZbQ+r29u0d8/2udgRwAAAN1DKAPAgs1LAIJF1oA4XT4+3VJbuq5IjZ4WhzoCAADoHkIZABb2mTLZhDIAAtit51rXY5dXN+q1rfsd6gYAAKB7CGUAtPJ6TZ+ZMmxeAhDIxmf107ThyZbaY6sLZJqmQx0BAAB0HaEMgFZlxxpU32w99j88LcGhbgCga26bZT0ts/tgjVbuLneoGwAAgK4jlAHQqqC8xvI8PipCg5KiHeoGALrmvFEDlZtmPdX319UFDnUDAADQdYQyAFoVlNs2L6UlyDCMDt4NAIHB5TJ8ZsuszavUrgPVDnUEAADQNYQyAFrZT8oMT2OeDIDgcNXETKXER1lqS9cVOtQNAABA1xDKAGiVbzspk8s8GQBBIiYyQt+YOtRSe/mTUh2pbXKoIwAAgJMjlAHQipMyAILZt6YNk9t14splo8erZZv2OdgRAABA5whlAEiS6po82n+0wVIbnspJGQDBY1BSjC4/I91Se3r9XjW3eB3qCAAAoHOEMgAk+Q75laScVE7KAAguN8/MsTwvO9qgf31xwKFuAAAAOkcoA0CSVFBhDWUy+8cqNirCoW4A4NScOaS/Jg7tb6k9sYaBvwAAIDARygCQxDwZAKHjFttpmU/2VenT4ipnmgEAAOgEoQwASb7Xl9i8BCBYXXr6YA1OirHU/raW0zIAACDwEMoAkCTlc1IGQIiIjHDp+unDLLW3Pi/ToWMNHXwCAADAGYQyAGSapgorOCkDIHR8Y8pQRbtP/DGnucXUMxv2OtgRAACAL0IZADpwrEF1TS2WGidlAASzAfFRunpipqX294/2qaG5pYNPAAAA+B+hDACfeTJxURE+8xgAINjY12NX1jbp9U/3O9QNAACAL0IZAO3OkzEMw6FuAKB3jB6cqJkjUiy1v60tkmmaDnUEAABgRSgDwOekzPBU5skACA03z7CeltlRdkwfFR52qBsAAAArQhkAbF4CELIuGDNQw1LiLDXWYwMAgEBBKAPA96QMm5cAhAiXy9CN07MttXe3H1Tx4TpnGgIAAGiDUAYIc/VNLSqtqrfUcjkpAyCEfHVSlhKi3a3Pvab01Poi5xoCAAD4P4QyQJgrrKj1qeWkEsoACB2JMZH66qQsS+25TcWqbfQ41BEAAMBxhDJAmCuosM6TyegXo7godwfvBoDgdNOMbLVdKlfd4NFLn5Q41xAAAIAIZYCwl3+IeTIAQt+wlHhdOGagpbZ0XZG8XtZjAwAA5xDKAGHOflKGeTIAQtXNM63rsQvKa7Umr8KhbgAAAAhlgLDH5iUA4WJGbopGDbL+HvfkuiJnmgEAABChDBDWTNNUQbn1pMxwTsoACFGGYegG23rsD3Yd0r5K1mMDAABnEMoAYezgsUbVNrVYarmclAEQwq6emKnEmBPDzE1TenpDkXMNAQCAsEYoA4Qx+ymZ2MgIDU6KcagbAOh78dFuffXsIZba85uKVdfEemwAAOB/hDJAGMuvsM6TyUmNl8tldPBuAAgNN0wfZlmPfazBo1e37HeuIQAAELYIZYAwln+IeTIAwk92arzOG5VmqT25rkimyXpsAADgX4QyQBjLs4UyIwcmOtQJAPjXjTOyLc93HazWhoLDzjQDAADCFqEMEMbsocyIgQz5BRAeZo1MU06q9XQg67EBAIC/EcoAYepYQ7MOHGuw1AhlAIQLl8vQDdOHWWrvbD+g0qp6hzoCAADhiFAGCFP2eTIRLkPZqXEOdQMA/nfN2VmKi4pofe41pb9v2OtgRwAAINwQygBhyn51aVhynKLdER28GwBCT1JMpK45K8tSe25TsRqaWxzqCAAAhBtCGSBM5ZVbQ5lcri4BCEM3zrBeYTpc26Q3PmU9NgAA8A9CGSBM5R1kyC8AjBiYqHNGpFpqT65nPTYAAPAPQhkgTNlPyowklAEQpuzrsbeVHtMn+4440wwAAAgrhDJAGGpoblHx4TpLjZMyAMLVBWMGKmtArKW2dB0DfwEAQN8jlAHCUEF5rby2k/m5aYQyAMJThMvQ9dOss2X++XmZDh1rcKgjAAAQLghlgDBkv7qU2T9W8dFuh7oBAOddN3mIYiJP/LHI4zX194/2OdgRAAAIB4QyQBiyr8Nm8xKAcNc/LkpXnZlpqT27cZ+aPF6HOgIAAOGAUAYIQ/m2UGYEV5cAwGfgb3l1o/65rcyZZgAAQFgglAHC0J5D1ZbnDPkFAGlsepKm5CRbakvXFTnTDAAACAuEMkCY8bR4VVhRa6mNHEQoAwCSdJPttMyWfVX6rKTKkV4AAEDoI5QBwsy+w3VqbrGuXuL6EgAcN2fcIA1OirHUOC0DAAD6CqEMEGbsQ35T4qM0ID7KoW4AILBERrj0rWlDLbU3Py1TZU2jQx0BAIBQRigDhJk99iG/zJMBAIsFU4YqKuLEH5GaWrx6blOxgx0BAIBQRSgDhBmfzUuEMgBgkZoQrSsmpFtqz2zYK08L67EBAEDvIpQBwkxeOaEMAJyMfeBv2dEGvbP9oDPNAACAkEUoA4QRr9f0mSlDKAMAvs7I6q+JQ/tbagz8BQAAvY1QBggjZccaVNfUYqmNHJjoUDcAENhunJ5teb6x8LB2lB1zphkAABCSCGWAMGI/JZMQ7dagpGiHugGAwHbZ+HSlJlh/j3yS0zIAAKAXEcoAYcQeyuQOTJBhGA51AwCBLcrt0jemWtdjv7q1VFV1TQ51BAAAQg2hDBBG8g5VW56PZJ4MAHTqm1OHyu06EV43NHv1wmbWYwMAgN5BKAOEEYb8AkD3DEqK0dzx1vXYT63fqxav6VBHAAAglBDKAGHCNNvZvJRGKAMAJ3PTjGGW5yVH6vXBzkMOdQMAAEIJoQwQJipqmnSkrtlS46QMAJzcWUMH6LSMJEuNgb8AAKA3EMoAYWL3Qes8mZhIl4YkxznUDQAED8MwdOOMbEttTV6Fz5wuAACA7iKUAcLErgP2Ib+JinCxeQkAuuLKCRkaEBdpqT21fq9D3QAAgFBBKAOECftJmVGDEh3qBACCT0xkhBZMsa7HfunjElU3NHfwCQAAgJMjlAHCxC5bKDN6MPNkAKA7vjVtmNoeMKxtatE/Pi5xriEAABD0CGWAMGCapnYf4KQMAPREZv9YXTxusKX21Pq98rIeGwAAnCJCGSAMlFbVq7apxVIbPZhQBgC66wbbeuzCilqt2lPuUDcAACDYEcoAYcA+TyYxxq3BSTEOdQMAwWv68BSNtp00ZD02AAA4VYQyQBjYdaDG8nz0oEQZBpuXAKC7DMPwOS3z4a5y5ZfXdPAJAACAjhHKAGHAZ/MSV5cA4JRdPTFTSTFuS+2JNYUOdQMAAIIZoQwQBnbZhvzaj94DALouLsqtb0y1npZ56ZMSHa5tcqgjAAAQrAhlgBDnafEqz3asns1LANAzN83IlrvNfuyGZq/+vmGvgx0BAIBgRCgDhLi9h+vU5PFaaqMGJTjUDQCEhsH9YvSVCRmW2pPr96rR09LBJwAAAHwRygAhbrft6lJqQrRSEqId6gYAQsfCc3IszytqGvX61v0OdQMAAIIRoQwQ4nbZhvyOHswpGQDoDadn9tP04SmW2uNrCmWapkMdAQCAYEMoA4Q4n81LzJMBgF7z7XOtp2V2HqjWmrwKh7oBAADBhlAGCHFsXgKAvnP+6IEanhZvqT22mvXYAACgawhlgBDW0Nyioso6S23UYEIZAOgtLpfhM1tm5e5yn1OKAAAA7SGUAUJYQXmtWrzW2QYjBzJTBgB60zVnZWlAXKSltmRVgUPdAACAYEIoA4Qw+9/UZvaPVWJMZAfvBgCcipjICF0/bZil9trWUu2vqneoIwAAECwIZYAQ5rt5iatLANAXbpiRrWj3iT9WNbeYenwNs2UAAEDnCGWAELb7AJuXAMAfUhOidd3kIZbaso37VFXX5FBHAAAgGBDKACHM96QM82QAoK/ceu5wRbiM1ud1TS16ev1eBzsCAACBjlAGCFE1jR6VHLHOM+CkDAD0nSHJcbrijHRL7W/rilTf1OJQRwAAINARygAhao/tlIzLkHLTOCkDAH3p9lm5lueHa5v04sfFDnUDAAACHaEMEKLsm5eyU+MVExnhUDcAEB7GZSRp9qg0S23JqgJ5WrwOdQQAAAIZoQwQonbahvyO5uoSAPjFd86znpYpOVKvtz4vc6gbAAAQyAhlgBC1o+yY5TnrsAHAP6bmJOvMIf0ttYdX5Ms0TWcaAgAAAYtQBghBpmlq+35rKDMuPcmhbgAgvBiG4XNaZueBar2345BDHQEAgEBFKAOEoP1HG3SswWOpjcsglAEAf5kzdpBGDLQOV//z+3s4LQMAACwIZYAQZD8lkxTjVmb/WIe6AYDw43IZWnTBCEvt89KjWrGr3KGOAABAICKUAUKQPZQZm54kwzAc6gYAwtMVZ2RoeGq8pfYnTssAAIA2wjaUOXTokN5880397Gc/09y5c5WamirDMGQYhm666aZuf9/y5cs1f/58ZWVlKTo6WllZWZo/f76WL1/e+80DJ2Ef8svVJQDwvwiXoTvPt56W2VpcpdV7KhzqCAAABBq30w04ZdCgQb3yPaZp6o477tCSJUss9dLSUr3yyit65ZVXdNttt+mRRx7hpAL8ZnuZ70kZAID/zTszQ396f4/2Ha5rrf3p/T06d2Qqfy4AAADhe1KmrSFDhujiiy8+pc/ed999rYHMxIkTtWzZMm3cuFHLli3TxIkTJUlLlizRT3/6017rF+hMdUOz5Q//EpuXAMAp7giX7rKdlvl47xGtz690qCMAABBIwjaU+dnPfqY33nhDBw4c0L59+/Too492+zvy8vL0u9/9TpI0adIkrV27VgsWLNDkyZO1YMECrVmzRpMmTZIkPfDAA8rPz+/VfwegPTsPVFueu12GRg5K6ODdAIC+dvVZmT7D1v/0/h6HugEAAIEkbEOZX/7yl7riiit6dI3pwQcflMdzfO3w4sWLFRtr/QNXXFycFi9eLEnyeDz64x//eMq/FtBV9iG/IwYmKNod4VA3AIDICJe+e36upfZR4WFtKOC0DAAA4S5sQ5meMk1Tr732miRpzJgxmjZtWrvvmzZtmkaPHi1JevXVV9m4gD7nM+SXq0sA4Lhrz85Ser8YS+0P7+zmzwUAAIQ5QplTVFhYqNLSUknS7NmzO33vl6+XlJSoqKior1tDmGPILwAEnmh3hL5znvW0zMaiw1rFJiYAAMJa2G5f6qkdO3a0Ph4zZkyn7237+o4dO5STk9PlX6ekpKTT18vKyrr8XQh9nhavdtlmyrAOGwACw3WTh+jRlQUqrapvrf3+Xzs1i01MAACELUKZU1RcXNz6OCsrq9P3DhkypN3PdUXbzwInU1hRq0aP11LjpAwABIZod4S+f9FI/egfn7XWtpUe0/JtBzR3fLqDnQEAAKdwfekUVVefOI2QkND5Zpv4+PjWxzU1NX3WE2C/ujQ4KUbJ8VEOdQMAsJs/MVPD0+Ittf9+Z5davMyWAQAgHHFS5hQ1NDS0Po6K6vyH3ujo6NbH9fX1nbzT18lO1pSVlWnKlCnd+k6ELnsow9UlAAgs7giXfjhntO589pPWWn55rV7ZUqprz+785C0AAAg9hDKnKCbmxAaFpqamTt/b2NjY+ti+NvtkTnY1CmjLvg57bHqiQ50AADoy9/TBOi0jSV+0+T37wXd36ysT0hXtjnCwMwAA4G9cXzpFiYknftg92ZWk2tra1scnu+oE9MSOMtuQ3/R+DnUCAOiIy2XonktGW2qlVfV6flP35s4BAIDgRyhzitqeYDnZhqS2V5AY3Iu+cqi6QRU1jZYa15cAIDCdNypNk7MHWGp/fj9PtY0ehzoCAABOIJQ5RePGjWt9vHPnzk7f2/b1sWPH9llPCG/2q0txUREalhznUDcAgM4YhqF7LxljqVXUNOrRVQUOdQQAAJxAKHOKcnJylJGRIUlauXJlp+9dtWqVJCkzM1PZ2dl93RrClP3q0pjBiXK5DIe6AQCczJScZJ03Os1SW7IqXweONnTwCQAAEGoIZU6RYRiaN2+epOMnYTZs2NDu+zZs2NB6UmbevHkyDH5IRt+wb14am87VJQAIdP9+2Vi1zc8bmr36/b92OdcQAADwK0KZHrj77rvldh9fYLVo0SKfddf19fVatGiRJMntduvuu+/2d4sIIztYhw0AQWfUoEQtmDLUUnt5S4m2lR51qCMAAOBPYbsSe82aNcrLy2t9XlFR0fo4Ly9PS5cutbz/pptu8vmOUaNG6Z577tH999+vzZs3a+bMmfrxj3+s3Nxc5efn64EHHtCWLVskSffee69GjhzZJ/8uQH1TiwrKrVvAxnFSBgCCwg8uGqXXtpSqtqlFkmSa0m/e2qFnb53KCVsAAEKcYZqm6XQTTrjpppv05JNPdvn9Hf2fyev16tZbb9UTTzzR4WcXLlyoJUuWyOXq/YNJJSUlrRudiouLLVuhED4+3ntY1zy8vvW5y5C2/fISxUWFbe4KAEHlLx/m+Vxb+usNkzRn3CCHOgIAAHZ98fM315d6yOVy6fHHH9dbb72lefPmKSMjQ1FRUcrIyNC8efP09ttv67HHHuuTQAb40mcl1mPuIwcmEsgAQBBZeE6OMvrFWGr/9fYONbd4HeoIAAD4Q9gmBUuXLpVpml3+52Quu+wyvfrqqyotLVVjY6NKS0v16quvau7cuX74t0G4+9wWyozP6udQJwCAUxETGaEfXWpdkV1QUatnNux1qCMAAOAPYRvKAKHkM9tAyDMIZQAg6Fw5IcPn9+8/vLtb5dWNDnUEAAD6GqEMEORqGj3Ktw35PSOrvzPNAABOmctl6KdXjLPUqhs8+q9/7nCoIwAA0NcIZYAgt630qNresHO7DI0ZnOhcQwCAUzY5O1lXT8y01F7+pFQbCw871BEAAOhLhDJAkLPPkxk9OFExkREOdQMA6Kn/d9kYJUZbh7X/7LVt8jD0FwCAkEMoAwQ55skAQGgZmBijH8wZZantPFCtp9Yz9BcAgFBDKAMEuc9KqizPmScDAMHvhunDfK6i/uHd3Tp0rMGhjgAAQF8glAGC2NG6Zu2trLPUxmdyUgYAgp07wqX/vOp0S62m0aPfvM3QXwAAQgmhDBDEPrddXYpyuzRqEEN+ASAUTM5O1jVnZVlqr23dr1W7yx3qCAAA9DZCGSCIfVZaZXk+Nj1JUW7+Zw0AoeInc8coMcY69Pf/vfy5ahs9DnUEAAB6Ez+9AUHss2LrSZkJDPkFgJCSlhitn8wdY6mVVtXr9//a5VBHAACgNxHKAEHMfn2JeTIAEHq+PnmopuYkW2pPri/S5qLDDnUEAAB6C6EMEKQqahpVWlVvqbF5CQBCj8tl6IFrzlB0m+uppin9+KXP1NDc4mBnAACgpwhlgCD1eYn1lExsZIRy0+Id6gYA0JeyU+P1w4tHWWr55bVa/MEehzoCAAC9gVAGCFKf2UKZ0zOT5I7gf9IAEKpumZnjMzvskZUF2ma7ygoAAIIHP8EBQepz2+al8Zn9HekDAOAf7giXHrj2DEVGGK21Fq+pH77wKdeYAAAIUoQyQJCyn5Q5g81LABDyxgxO0nfPG2Gp7TpYrd8tZxsTAADBiFAGCEIHjjboUHWjpTaeUAYAwsKd54/QuPQkS+2JtYVatbvcoY4AAMCpIpQBgtBnJVWW54nRbuWkMOQXAMJBlNulPy0407KNSZLuefFTHaltcqgrAABwKghlgCD0eal9yG8/uVxGB+8GAISakYMS9e+XjbXUDlU36v+9/LlM03SoKwAA0F2EMkAQ+mTfEctz5skAQPi5YfowzR6VZqkt/+KAXvy4xKGOAABAdxHKAEHG0+LV1n1VltrEoQOcaQYA4BjDMPT7a89QcnyUpf6L179Q3qEah7oCAADdQSgDBJldB6tV22RdfXr2MEIZAAhHA5Ni9F/zx1tqdU0t+u7fP1Zdk8ehrgAAQFcRygBB5uO91qtLw1LilJYY7VA3AACnXXLaYH19yhBLbffBGt33yjbmywAAEOAIZYAgYw9lzubqEgCEvZ9/5TSNGZxoqb28pVTPbSp2qCMAANAVhDJAkPEJZbIJZQAg3MVERujhb52thGi3pf7z17/QNtvGPgAAEDgIZYAgcvBYg0qO1FtqzJMBAEhSTmq8fn/tGZZak8er7/z9Yx2ta3aoKwAA0BlCGSCI2E/JJEa7NXJgYgfvBgCEm7nj07XwnBxLrfhwvb7//Ba1eJkvAwBAoCGUAYKIPZQ5c2h/RbgMh7oBAASin8wd43OKcsWucv327R0OdQQAADpCKAMEEXsoM2lYskOdAAACVWSES//7jYlKiY+y1B9fU6jnN+1zqCsAANAeQhkgSDQ0t+iL/dZhjcyTAQC0J71frB65/mxFRlhPU9736jZ9VFDpUFcAAMCOUAYIEp+VHFVzy4l5AC7j+PUlAADaMzk7Wb+9eryl1txi6o5nPta+yjqHugIAAG0RygBBwn51aczgJJ/VpwAAtPXVSUN0+6zhltqRumYtfHITG5kAAAgAhDJAkPh472HLc64uAQC64keXjtGFYwZaansO1ejbT21SQ3OLQ10BAACJUAYICqZp+pyUIZQBAHRFhMvQn74+UaMHJVrqm4qO6K5nP5GnxetQZwAAgFAGCAKFFbU6YjtmTigDAOiqhGi3Hr9pkgYlRVvq7+04pH9/5XOZptnBJwEAQF8ilAGCwGbbKZmBidHKGhDrUDcAgGCUNSBOT94yRUkx1nlkL2wu0e//tcuhrgAACG+EMkAQ+KSdq0uGYXTwbgAA2jdmcJIev2myot3WPwI+tCJfS1blO9QVAADhi1AGCALMkwEA9JbJ2cn632+cJZct2//t2zv12OoCZ5oCACBMEcoAAa6qrkl7DtVYaoQyAICemDNukP5r/nif+q/f2qEn1hQ60BEAAOGJUAYIcB8VWldhR7tdOi2jn0PdAABCxXWTh+o/LhvrU//Vm9v1t7UEMwAA+AOhDBDg1uVVWJ5Pyh6gKDf/0wUA9Nyts4br/80d41P/5RvbtZRgBgCAPsdPdkCAW5dfaXk+IzfVoU4AAKHo9tm5+kk7wcwv3tiu//1gD+uyAQDoQ4QyQAA7VN3gM09mRm6KQ90AAELVHbNz9aNLR/vU//ud3frVm9vl9RLMAADQFwhlgAC23nZKJiHarfGZzJMBAPS+7543Qvde4hvM/G1tkX744qdqbvE60BUAAKGNUAYIYPZQZmpOstwR/M8WANA37jx/hH7xlXE+9Ve2lOrWpzarrsnjQFcAAIQufroDAph9nsx0ri4BAPrYTTNz9KcFZ8rtMiz1FbvKtWDJBh042uBQZwAAhB5CGSBAFR+u077DdZbazBEM+QUA9L15Z2bqsRsnKTYywlL/rOSo5v1ljT4vOepQZwAAhBZCGSBA2a8uJcdHafSgRIe6AQCEm/NGD9Qz356qfrGRlvrBY4366qPr9NZnZQ51BgBA6CCUAQLUuvwKy/Ppw1Pksh0lBwCgL509bIBe+s4MDUuJs9Qbmr2689lP9Kf39rCZCQCAHiCUAQKQaZrMkwEABIQRAxP06ndnatrwZJ/XHnxvtxY+uUlHapsc6AwAgOBHKAMEoPzyWh2qbrTUZhDKAAAcMiA+Sk/dMlVfnzLE57UPd5XrisVrtLW4yv+NAQAQ5AhlgAC03nZ1Kb1fjHJS4x3qBgAAKcrt0m+vHq+fXjFO9tu0pVX1+uoj6/TkuiKZJteZAADoKkIZIAC1d3XJMJgnAwBwlmEYWnhOjp5ZOFWpCVGW15pbTP389S90+9Mfq7KmsYNvAAAAbRHKAAHG6zW1vsAayszIZRU2ACBwzBiRqre+d66mZPvOmXln+0Fd8sfV+nDnIQc6AwAguBDKAAFme9kxVdU1W2rMkwEABJpBSTF69tapumN2rs9rFTWNunnpJt336ueqb2pxoDsAAIIDoQwQYNbbri7lpMYro3+sQ90AANAxd4RLP5k7Ro/dMEnJ8VE+rz+zYZ8u+/NqfWQ7AQoAAI4jlAECzKo95ZbnrMIGAAS6i8YN0vK7z9X5o9N8XiusqNV1SzboP175XNUNze18GgCA8EUoAwSQmkaPPio4bKmdM4J5MgCAwDcwMUZP3DRZv77qdMVE+v4R8+8f7dOcP6zSe9sPOtAdAACBiVAGCCBr9pSrqcXb+jwywtC5IwllAADBwTAMfWvaML39vXN15pD+Pq8fONagbz+1WXc8/bFKq+r93yAAAAGGUAYIIO/vsG6qmDY8RYkxkQ51AwDAqRmelqCXvjNDP71inGIjI3xeX/7FAV34Pyv0lw/z1OhhEDAAIHwRygABwus19eEuayhzwZiBDnUDAEDPRLgMLTwnR+/8YFa7pz4bmr36/b926dI/rtaKXazPBgCEJ0IZIEB8WlKlipomS+3CMYMc6gYAgN4xJDlOT90yRf/z1QntbmgqrKjVTX/bpBue2KidB4450CEA/P/27juuqav/A/gngwBh7yGIOEAUtc66WrTuVbWO1jqotdVa21/38OmwS5/W7qfLaiuOtrZ2Wa3WUSdOQKniQFFBQVCGIMgOnN8fNNdEkrAJgc/79cqLcO+5537vPZeQfHPOuUTmw6QMURNx+9ClDp72aO2mNlM0RERE9Ucmk2FSTz/sei4MM/q2hkxWucy+cxkY/WkkXvrlBK7lFjV+kERERGbApAxRE7Ez/rahSyEcukRERM2Ls1qFdyZ0wcYFAw1OBFwugJ9ikjHo/T34aMc55BdrGj9IIiKiRsSkDFETcCWnEGfS9Ltsc+gSERE1V138nPDb/P5YOrkrPB2sK60vLC3D/3YmYNAHe7Au6jI0OncmJCIiak6YlCFqAnbd1kvGWW2FHq2dzRMMERFRI5DLZZjayx97XhiEZ4YGQa2qfJemjLxiLPwtDqM+jcSu+GsQQpghUiIioobDpAxRE7DzzDW93wcFeUCp4J8nERE1f2qVEk8N7YA9LwzCtD6tITcw30xC+k08vCoGk746iIPnMxs/SCIiogbCT31EZlZQosHBC1l6y4aEcOgSERG1LJ4ONvjvfV2w9em7MTjYw2CZY5dz8OA3RzBt+WHEJF1v5AiJiIjqH5MyRGZ24HwWSjS3xsor5DLcHWT4zSgREVFzF+TlgIjZffD9I3eik4+jwTKHLmZh8rJDCF8ZhePJOY0bIBERUT1iUobIzG4futS7jQucbK3MFA0REVHTMKC9O/58ciA+nNIN/q62BsvsPZeB8V8cwCOrY3A6NddgGSIioqaMSRkiMyovF5Um+R3KoUtEREQAKiYDntTTDzufHYQlE7vAx8nGYLm/z1zD6P9FYsH3xxB/lckZIiKyHEzKEJnRPyk5SM8r1lt2T0dPM0VDRETUNKmUcjx4Z2vsfn4Q3hjXCe72lW+jDQCb49Iw8pNIzF0Tg7iUG40cJRERUc0xKUNkRhv/SdX7va2HHdp62JspGiIioqbNxkqBhwYEIvLFwfjP6I5wURse7rv99DWM+3w/HoqIwtFL2Y0cJRERUfUxKUNkJpqycvx5Ik1v2b3dfM0UDRERkeWwVSkw9+52iHzpHjw3LAgONkqD5faczcCkrw5i+jeHcfhilsEyRERE5sSkDJGZHLqYhcyb+kOXmJQhIiKqPntrJZ4c0gH7X7oHzwwNMjpR/oHzWXhg+WFMXXYI+85lQAjRyJESEREZxqQMkZn8cdvQpS6tnDh0iYiIqBacbK3w1NAOOPDyPXhpZEe42akMlotKuo5ZK6Mw5n/78cc/V6ApK2/kSImIiPQxKUNkBkWlZdh68qresvF3sJcMERFRXdhbKzF/UDtEvjQYr44JgaeD4QmBT6fl4qkf/0HY+3sQcSARBSWaRo6UiIioApMyRGawOz4dN4tvvQGUyYCxXZmUISIiqg9qlRKP3NUW+14cjLfHd4avkVtpX8kpxJubTqP/u7vw4fazlYYVExERNTQmZYjM4PahS30D3eBt5A0jERER1Y6NlQIz+7XBnhcG4937uiDQ3c5guZyCUny26zwGvLsL//k9DomZ+Y0cKRERtVSGp6onogZzo7AUu86m6y3j0CUiIqKGo1LK8UCf1pjSyx87Tl/D1/suIPZyTqVyxZpy/HDkMtZFXcbgYE/M6heAuzt4QC6XNX7QRETUIjApQ9TItp26ihLNrYkFrRQyjAr1MWNERERELYNCLsPIUG+M6OyFmEvZ+HrvBfx9Jr1SOSGAXfHp2BWfjkB3O8zsG4DJvfzgaGP47k5ERES1xaQMUSPbdFx/6NKgYE84qfkmj4iIqLHIZDL0buOK3m1ckXAtD8v3XcSGf66gtKzyrbITM/Px1p+n8cH2s7ivRyuE92uDDl4OZoiaiIiaI84pQ9SI0vOKcOB8pt6ye7tx6BIREZG5dPBywPtTuiHyxXsw7+62cLAx/J1lQUkZvjt8GcM+3ocHVxzG1pNXUcpbahMRUR2xpwxRI9p8Ig3lOl/CqVUKDA3xMl9AREREBADwdrLBwtEheGpoB2yITcXqg0k4ey3PYNmDF7Jw8EIW3O2tMalHK0zp5Y/2nvaNHDERETUHTMoQNRIhBH6KTtZbNqKzN2xVCjNFRERERLdTq5R48M7WmNbHH0cSr2P1wSRsP30NZeWVhzZl3izG1/su4ut9F9GjtTPu7+2PMV19YW/Nt9hERFQ9/I9B1Eiik7IRf1X/G7cJ3VuZKRoiIiIyRSaToW9bN/Rt64bUnEJ8f+QS1kUl43p+icHyxy7n4NjlHLyx8TTGdPXB/b390SvABTIZ79xERETGMSlD1EjWHErS+z3ATY272rubJxgiIiKqNl9nW7wwoiOevKcDNp9Iw/dHLuGYgVtqA0BhaRl+OZqCX46mINDdDuPv8MX4O1oh0N2ucYMmIiKLwKQMUSO4lluErSev6i2b2TcAcjm/PSMiIrIUNlYKTOrph0k9/XA+PQ/rY1Lw27EUZN403HsmMTMfn/ydgE/+TkBXPyfc280X47r5wsvRppEjJyKipopJGaJG8MORy9DojEW3sZJjSk9/M0ZEREREddHe0wH/GR2CF0YEY1d8On6OScbusxkG554BgBMpN3Ai5QYWbzmDfm3dMOGOVhgR6g0nW6tGjpyIiJoSJmWIGliJphw/RF3WWzbhjlZwUvNNGBERkaWzUsgxorM3RnT2RnpuEX49dgU/xyTjYma+wfJC3Lp706sbTmJQsAfGdPXBkBAvThBMRNQC8ZWfqIFtO3UVGXnFestm9gswUzRERETUUDwdbTB/UDs8FtYWxy7nYOM/V/DniTRkGZkcuKSsHNtPX8P209egUsoxKMgDo7v4YEiIJxxs+OUNEVFLwKQMUQNbe+iS3u+927igs6+TmaIhIiKihiaTydAzwAU9A1zw2thOOHghC3/8k4ptp67iZrHG4DYlGv0Ezd0dPDCmqzeGhHjBkQkaIqJmi0kZogZ0OjUXUUnX9ZbN7NfGPMEQERFRo1Mq5Lg7yAN3B3lgcWkodsWn449/rmB3fAZKysoNblOiKcffZ67h7zPXoFLIcVcHd4zu4oOhnbw4Bw0RUTPDpAxRA1p7OEnvdw8Ha4zs7G2eYIiIiMisbKwUGN3FB6O7+OBGYSm2nbqKLXFpOHA+E6VlhicILikrx874dOyMT4eVQoa7OlQMcRrGBA0RUbPApAxRA8kpKMGG2FS9ZdP6tIZKKTdTRERERNRUONlaYWovf0zt5Y8bBaXYceYatsSlITIhw2iCprRMYFd8Onb9m6AZ0L6iB83wTl5wVqsa+QiIiKg+MClD1EBWRF5EYWmZ9LtSLsP0O1ubMSIiIiJqipzUVpjc0w+Te/rhRmEp/j6tTdBkGh3iVFomsOdsBvaczcB/5BUJmjH/9qBxsWOChojIUjApQ9QAsm4WI+JAkt6y0V184OVoY56AiIiIyCI42VphUk8/TOrph9yiUuw8cw2bT1zFvnPG56DRlAvsPZeBvecyoPxdhn7t3DCmiw+Gd/aGKxM0RERNGpMyRA1g2d4LKCi51UtGLgP+b0gHM0ZERERElsbRxgoTu/thYnc/5BWVYueZdGyOS8Pecxko0RhP0EQmZCIyIROvbDiJfm3dMKqLN4Z38oaHg3UjHwEREVWFSRmiepaeW4Q1t90Ge0L3VmjvaW+miIiIiMjSOdhYYUL3VpjQvRXyikqxKz4dW+LSsOdsBoqNJGjKygX2n8/E/vOZeG3DSfRu44rRXXwwMtSbvXeJiJoIJmWI6tkXu8/rvTlSymV4ir1kiIiIqJ442Fhh/B2tMP6OVrhZrKlI0JxIw+6z6UYTNOUCOJJ4HUcSr2PRxlPoFeCCkaHeGNXFB62cbRv5CIiISItJGaJ6dCWnEOuikvWWTenlhwA3OzNFRERERM2ZvbUS93bzxb3dfJFfrMHusxU9aHbFp6Oo1HCCBgBiLmUj5lI23tl8Bt38nTE61BujQn3Q2k3diNETERGTMkT16PNd5/Um4VMp5HjiHvaSISIiooZnZ63E2K6+GNvVFwUlGuw9m4EtJ69i15lryNeZ6+52x5NzcDw5B//9Kx6dfR0xuosPRoV6o60Hh14TETU0JmWI6snlrAL8HKPfS2ZaH392CSYiIqJGp1YpMaqLD0Z18UFRaRn2ncvA1pNXseP0NeQVa4xudyo1F6dSc/H+trPo6O1QMcQp1AdBXvaQyWSNeARERC0DkzJE9eT97WehKRfS79ZKORYMbm/GiIiIiIgAGysFhnf2xvDO3ijWlOHg+SxsiUvD9tPXcKOw1Oh28VfzEH81D5/8nQB/V1sM6eiFoSFe6BPoCpVS3ohHQETUfDEpQ1QPdsenY9PxVL1lM/sGwJN3NiAiIqImxFqpwOCOnhjc0RNLyspx6EIW/jqZhm2nruF6fonR7ZKvF2LVwSSsOpgEB2sl7g72wNAQTwwO9oSzWtWIR0BE1LwwKUNUR/nFGry64aTeMidbK8wf1M5MERERERFVzUohx91BHrg7yANvjy9HVNJ1/BV3FVtPXUVGXrHR7fKKNdh8Ig2bT6RBIZehZ4ALhnT0xF0dPNDR2wFyOYc5ERFVF5MyRHX0wfazuJJTqLfsldEhcLO3NlNERERERDWjVMjRv507+rdzxxv3dsbRS9kVQ5xOXUXqjSKj25WVC0QlXkdU4nX89694uNurMKC9Owa2d8ddHTzg7cRew0REpjApQ1QHsZezsepgkt6y/u3cMKWXn3kCIiIiIqojhVyGPoGu6BPoikXjOuF0Wi52nknHzjPXcDzlhsltM2+W4I9/UvHHPxXDujt42mNgB3fc1cEddwa6wc6aHz+IiHTxVZGolko05Xj51ziIW3P7wlopx5KJXXh3AiIiImoWZDIZOvs6obOvE/5vSAek5xZhV3w6/j5zDfvPZ6KotNzk9gnpN5GQfhMRB5KgkMsQ6uuIXm1c0buNK3q1cYE7exYTUQvHpAxRLS3fdwFnr+XpLXt6aBDauNuZKSIiIiKihuXpaIMH+rTGA31ao6i0DAfOZ2JXfDr2n8/EpawCk9uWlQscT7mB4yk38O3+RABAWw879A5wRe9AV/Rp4wp/V1t+uUVELQqTMkS1cCIlB//beV5vWScfRzxyV6CZIiIiIiJqXDZWCgwJ8cKQEC8AwOWsAkSez8D+hEwcOJ+J3CJNlXVczMjHxYx8/BSTDADwcLBGNz8ndPVzRlc/J3Tzc4aLHe/uRETNF5MyRDWUnleEeWuPoqTsVndduQx4b1JXWCnkZoyMiIiIyHxau6kx3S0A0+8MQFm5wImUHOxPyETk+Uwcu5QNTbmoso6MvGL8fSYdf59Jl5b5u9qiq5+zlKwJbeUEe85NQ0TNBF/NiGqgWFOG+d8dQ9ptdyF49K626OLnZKaoiIiIiJoWhVyG7q1d0L21C54c0gEFJRr8czkH0UnZiE66jmOXs1FQUlatupKvFyL5eiE2n0gDAMhkQBs3O4T4OKCTjyM6+ToixMcR3o42HPpERBaHSRmiahJCYNEfp3D0Urbe8jsDXfH8iGAzRUVERETU9KlVSvRv747+7d0BAJqycpxOy61I0iReR8yl68i8WVKtuoQAEjPzkZiZjy1xV6XlLmorhPg4opNPRZIm2NsB7TzsYatSNMgxERHVByZliKrpu8OX8GN0st6yVs62+HJ6Dw5bIiIiIqoBpUL+77wxzpgzMBBCCCRlFeB4cg6Op+TgRMoNnLxyA8Ua03d30pVdUIqDF7Jw8EKWtEwmA1q7qhHk5YAgL/t/fzqgrYcdrJVM1hCR+TEpQ1QN+xMy8eam03rLbK0UWD6rJ9x4K0ciIiKiOpHJZAh0t0Ogux0mdG8FoKI3zblrN/9N0uTgePINnL2Wh7JqzE2jJQRwKasAl7IKsOP0NWm5Qi5DgKsabT3s/t2vPQLd7dDWww6eDtYcBkVEjYZJGaIq7I5Px2PfHa00Od37U7qisy/nkSEiIiJqCEqFHJ18K+aMmdanNQCgqLQM567l4UxaLk6n5uJ0Wi7OpOXhZnHVd3rSVVYucDEzHxcz8yutU6sUUoIo0N0Ovs628HW2RStnG/g620Kt4kcoIqo/fEUhMmFLXBqe+jEWpWX6CZkFg9thbFdfM0VFRERE1DLZWCmkYU9a5eUCKdmFOJ12A6fT8nA6taJHTfL1wlrto6CkDKdSc3EqNdfgeme1FXydbiVqvJ1s4WavgqtaBRc7FdzsKn462ijZ44aIqsSkDJERvxxNwYu/HMftPWTHdPHBc8M4sS8RERFRUyCXy9DaTY3WbmqMDPWRlheUaHA+/SbOXbuJc9fycO5aHhKu3cSVnNola7RyCkqRU1CK02mGkzZaSrkMLnYVyRpntRXsrZVQWythb62AWqWEnUoBtXXFTztrJdQqBWxVSthaKSoeKjlspOcK2CgVkMuZ5CFqbpiUIbqNEAKrDiZVmkMGACb18MN7k7rwHyIRERFRE6dWKSv1qgGAvKJSJKTfxMWMfCRm3kRiZj4uZuQjKSsfRaXVn1i4KppygYy8YmTkFddbndZKOWxVCilxY2OlgL21Ek5qKzjbWsFZbQVntQpOtlZw0v5uq4KrvQpeDtZQ8uYURE0OkzJEOm4UlOI/G+Kw+URapXUz+wbgzXs7MyFDREREZMEcbKzQo7ULerR20VteXi5wLa8IiRkVc81czMhHSnYBUm8UIjWnCNfzq3fL7oZUrClHsaYcOSit8bZyGeDlaAMfJxtpnhxfJxv4ONvC18kWfi62cLFTNUDURGQKkzJE/4pKvI5nfvrHYJfWeWFt8fLIjhwXTERERNRMyeUy+DjZwsfJFv3bu1daX1hS9m+CpuJxJacIqTmFuJZbhOyCEly/WYKs/JIa3ca7MZULIO1GEdJuFOHY5RyDZZzVVmjnYY+27nZo51nxs62HPQLc1LBiLxuiBsGkDLV4JZpyfL77PD7flVBp/hgAeHZYEJ68pz0TMkREREQtmK1KgXYe9mjnYW+yXGFJGbLyi5GdX4rrBSW4nl+MnIJSFJSUIb9Yo/fzZrEGBSUa5BeXoaBEg8LSMhSVlqOwtAwlZkju5BSU4uilbBy9lK23XCmXobWrGm097NHByx5BXvbo4OmA9p72sLFSNHqcRM0JkzL16PLly/jf//6HzZs34/Lly7C2tkb79u0xdepUPP7441Cr1eYOkXSUlQtsPH4FH+04Z3B2fme1Fd69rytGhnqbIToiIiIiskS2KgX8VGr4uVRd1pSycoGi0jIUlpahsKRM73lF8qZMSuxoJx/OKSzBjYJS5BSWIqegBDcKK5ZrDH3zWAManVuI/33mmrRcJgNau6rRwdMBQV72CPKqSNQwWUNUfTIhRN3+QgkAsHnzZkyfPh03btwwuD44OBhbtmxB27Zt63W/KSkp8Pf3BwAkJyfDz8+vXutvjoQQ2BWfjve3nUX81TyDZfq2dcXH998BHyfbRo6OiIiIiKj+CCFwPb8EaTeKcCWnEGn7jiBt/R9IdXBHqqMH0hzdcc3eDWXy+kuiyLXJGi8HdPg3SRPgpkaAmx3c7FTsgU4WqyE+f7OnTD04fvw4pk6dioKCAtjb22PhwoUYPHgwCgsL8eOPP2LFihU4e/YsxowZg+joaNjbm+7ySA3jRkEp/jh+BT9GJRu9haFSLsOzw4Mw7+52UHBCXyIiIiKycDKZDG721nCzt0ZoKyfgXDmwJ0KvjEYmxxUnT1xw9cNFNz9ccPXDBddWuOjqh0z7mnf5KRdAUlYBkrIKsOP0Nb119tZKBLip0cbNDq3d1Gjzb7KmlbMtPBys2cOGWhwmZerB008/jYKCAiiVSmzfvh39+vWT1t1zzz3o0KEDXnzxRcTHx+Ojjz7C66+/bsZoW5ZiTRkOX7yOX4+mYOupqybH5vYKcMHr4zpVum0iEREREVFzphTlCMi5ioCcq7jnYozeuhvWdrjo2goX3Pxw3s0fCe4BOOfeGsnOtRvif7NYg1OpuTiVavhLUkcbJTwdbeDpYA0PB2t4OljD08EGno7WcFGrYG+jhIO1EvY2SthZK2GnUvLLVLJoHL5UR9HR0ejTpw8AYN68eVi2bFmlMuXl5QgNDcWZM2fg4uKCa9euwcrKql72z+FL+srLBRLSbyIyIQORCZk4kpiFolLTk6R19HbAiyODMTjYk10piYiIiKh5+/134L776lxNgZU1zrv545x7ayS4tUaCe2ucc2+NlFoma+rCTqWAvY0S9tZK2KoUsFLI/33IpOcqhRxKvd9lUN72XKmQVZSTa9dVlFcq5LCSa5//+1Mug0oph1qlhK2VAjaqW8+ZJGq+OHypCdqwYYP0fPbs2QbLyOVyzJo1CwsXLkR2djb27NmDYcOGNVKEzZMQAjkFpUjOLkD81TycTs3F6dRcnEnLRV6xplp1+Lva4tlhQbi3Wyu+cBIRERER1YC6tBhdr55H16vn9ZbnW9lIyZrz7q2R4OaPJBcfJDt7o1RRP19M3y6/pAz5JWW4huIGqb+mVAo5bFUK2Fop9H6qVQrYWClgp1JAbV2RRFKrFLC3ruj1o32uVv27zlpnnZUCcn5maZaYlKmjyMhIAICdnR169uxptFxYWJj0fP/+/UzK6CgvFyjSlCG/uGI2+fySilsEFpRUzCSfdbMY1/NLkJlfgvTcYqRkFyAluxA3q5l80aVSyDGssxem9vLHwPbuTMYQEREREdUju9IidLuagG5XE/SWl8nkSHVwx2UXHyQ5++CSiw8u6fwsVNmYKeL6V1JWjpLCctwoLK3XetUqxb8JG4U0dMvO+t8Ej0o/iWOnqihja6WAtZUcKoX2pxzWVnJYKxVQKeWwVspv/VTIOXLADJiUqaMzZ84AANq3bw+l0vjp7NixY6VtqiMlJcXk+uTkZOl5Wlpates1l9OpN7BkyxkUlpSjsFTz7239TA8vqiuZDAjxccSIzl4Y0dkbzmoVgGKkpV5p0P0SERERETU5mZnm2a8ohyw3HQG56Qi4dFx/FYA8lS2y1E7IUjtXPOyckal2kpZl2jnhpkqNfJUtCq2aTwKnJnL/fTQkK6Uc1goZ5HIZFDIZFPKK53JZxe9yuQwKOaTnchkql/v3p1xWcScumUwGGf79+W/ORyYDZKj4XQ4ZfF1ssWBw+wY+urrT/cyt0dS8k4AhTMrUQVFRETL/fVGraiyZi4sL7OzskJ+fr5dIqYp2vFp1aOe2ocpSAOwA8Ly5AyEiIiIiospKCiseOVfNHQmZybvmDqCGMjIy0KZNmzrXI697KC1XXl6e9Lw6t7m2s7MDANy8ebPBYiIiIiIiIiIiy8CeMnVQVFQkPVepVFWWt7a2BgAUFhZWex9V9aopKipCfHw8vLy84OHhgYyMDKnHTFRUFHx8fKq9L7JMaWlpbPMWhO3dsrC9Wx62ecvC9m5Z2N4tD9u8+dFoNMjIyAAAdOnSpV7qZFKmDmxsbo1lLCkpqbJ8cXHFbOC2trbV3kd1brHVvv2tsXe689r4+Pi0+FtktzRs85aF7d2ysL1bHrZ5y8L2blnY3i0P27z5qI8hS7o4fKkOHBwcpOfVGZKUn58PoHpDnYiIiIiIiIioeWNSpg5sbGzg7u4OoOq7JGVnZ0tJmZpM3ktEREREREREzROTMnUUEhICADh//rzJW2LFx8dX2oaIiIiIiIiIWi4mZepo4MCBACqGJh09etRoub1790rPBwwY0OBxEREREREREVHTxqRMHU2YMEF6HhERYbBMeXk51qxZAwBwdnbG4MGDGyM0IiIiIiIiImrCmJSpoz59+uCuu+4CAHz77bc4dOhQpTIffvghzpw5AwB46qmnYGVl1agxEhEREREREVHTw1ti14NPP/0UAwYMQGFhIYYPH47//Oc/GDx4MAoLC/Hjjz9i+fLlAICgoCA899xzZo6WiIiIiIiIiJoCmRBCmDuI5mDTpk2YMWMGcnNzDa4PCgrC5s2b0b59+0aOjIiIiIiIiIiaIiZl6tGlS5fw6aefYvPmzUhJSYFKpUL79u0xZcoUPPHEE1Cr1eYOkYiIiIiIiIiaCCZliIiIiIiIiIjMgBP9EhERERERERGZAZMyRERERERERERmwKQMEREREREREZEZMClDRERERERERGQGTMoQEREREREREZkBkzJERERERERERGbApAwRERERERERkRkwKUNEREREREREZAZMyhARERERERERmQGTMk1cQUEB3n//ffTp0weurq6wt7dHSEgInn/+eVy+fLle93Xo0CHMnDkTbdq0gY2NDXx8fDBy5Ej8+OOPVW5bXFyMw4cP47PPPsPMmTMRHBwMuVwOmUwGmUxWr3FaosuXL+P5559HSEgI7Ozs4Orqij59+uCDDz5AQUFBve3nxx9/xIgRI+Dj4wMbGxu0adMGM2fOxOHDh6tdR1ZWFhYtWoRu3brByckJjo6O6NatGxYtWoSsrKx6i7U5s4T2zsnJwY4dO7B48WJMmDABvr6+0t/roEGD6i3GlsAS2vvs2bP4+OOPMWHCBAQGBsLW1hZqtRqBgYG4//77sXnzZggh6i3W5q6pt3lxcTF+//13LFy4EEOHDkVQUBBcXV1hZWUFNzc39O/fH6+//jpSUlLqLdbmrKm3tylffvml9Nouk8mwatWqeou3ubKE9m7Tpo1euxp7tGnTpt7ibc4soc115efn44svvsCQIUPQqlUrWFtbw8vLCz169MCTTz6J7du311vM1EgENVnnz58XwcHBAoDBh5OTk9i8eXO97OvNN98Ucrnc6L7GjRsnCgsLjW7/0EMPGd22pV9mf/75p3BycjJ6boKDg8WFCxfqtI/CwkIxduxYo/uQy+XirbfeqrKeqKgo4ePjY7QeX19fER0dXadYmztLae82bdoY3T4sLKxO8bUkltDes2bNMvn6rH2MGDFCZGdn1ynWlsAS2jwhIaFabW5nZydWr15dp1ibO0tob2OuXLkiHB0d9eqKiIioU6zNnaW0d0BAQLX+xgMCAuoUa0tgKW2utWvXrirbv1u3bnWKlxpfy/603ITl5eWJjh07Sn9cjz76qNi5c6c4ePCgWLx4sbC3txcAhFqtFsePH6/TvlasWCHtp127duLbb78VUVFRYsOGDWLw4MHSuunTpxutIzw8XCrn4OAgwsLChLe3t7Sspfrnn3+EWq0WAIS9vb1YvHixOHjwoNi5c6d49NFHpfPTsWNHkZeXV+v9PPjgg1JdgwcPFhs2bBBRUVHi22+/Fe3atZPWrVixwmgdKSkpwsvLSwAQSqVSvPjii2Lfvn1i37594sUXXxRKpVIAEF5eXiIlJaXWsTZnltTeuv/Qvby89N4sMClTPZbS3kOGDBEAhKurq5g7d6744YcfxMGDB0VUVJT4+uuv9ZL/AwcOFGVlZbWOtbmzlDZPSEgQnp6e4v777xcffPCB+Pnnn8X+/fvFkSNHxG+//SbmzJkjbGxsBAAhk8nEli1bah1rc2Yp7W3MxIkTBQDh6enJpEw1WFJ7a/+Hjx8/XsTFxRl9nD17ttZxtgSW1OZCCLFjxw7ptdvBwUE899xzYsuWLeLo0aNi69atYtmyZWL8+PGib9++tY6VzKPlflpu4hYtWiT9gS5durTS+oMHD0ofkgcPHlzr/WRnZwtnZ2cBQLRu3VpkZGTorddoNGLcuHFSLHv37jVYz48//igiIiLEyZMnpTf0YWFhLT4pM2jQICnJcfDgwUrrly5dKp2jN998s1b72LNnj1THuHHjhEaj0VufkZEhWrduLQAIFxcXo9+E6ybW1q9fX2n9+vXrpfWzZ8+uVazNnSW19/vvvy9++eUXcenSJWkZkzI1YyntHR4eLr7++mtRVFRkcB/5+fli4MCB0n7WrFlTq1hbAktp87KyMlFeXm5yP0eOHBFWVlYCgOjRo0etYm3uLKW9DdmwYYMAIDw8PMSHH37IpEw1WFJ7a5My4eHhtYqDKlhSm6enpws3NzcBQISEhIjk5GSj+ywuLq5VrGQ+LffTchNWUlIiJUpCQkKMfms5b9486Y88JiamVvvSfbFZt26dwTLJyclCoVAIAGLs2LHVrrulJ2WioqKk4583b57BMmVlZSIkJER6IS4pKanxfkaPHi0ACIVCYfQFet26dVIsH3zwQaX1V69eldp4xIgRRvc1YsQIaV9Xr16tcazNmSW1tzFMylRfc2hvXXFxcVId9957b63qaO6aW5sLIcTIkSOleuryLXBzZMntnZubK/z8/AQAsXr1ahEREcGkTBUsrb2ZlKk7S2vzOXPmCADC2tpaxMfH1zgOato40W8TtGfPHuTk5AAAwsPDIZcbbqaHHnpIev7bb7/Val8bNmwAADg6OuK+++4zWMbPzw9Dhw4FAOzYsQM3b96s1b5aGu25BYDZs2cbLCOXyzFr1iwAQHZ2Nvbs2VOjfdy8eRM7d+4EAAwbNgx+fn4Gy913331wdHQEYPha2bhxI8rKykzGCty65srKyrBx48YaxdrcWVJ7U901t/YODQ2Fu7s7AODChQu1qqO5a25tDgB2dnbS8+Li4lrX0xxZcnsvXLgQKSkpGDRokBQfmWbJ7U21Y0ltnpOTgx9++AEAMG3aNAQHB9coDmr6mJRpgiIjI6XnYWFhRsv16tVLekO1f//+Gu+npKQEUVFRAIB+/fpBpVIZLauNo7i4GNHR0TXeV0ukbUc7Ozv07NnTaDndNq5pO0ZFRUlvpE1dKyqVCn379pW2KS0tNRhrVfXUJdbmzpLam+quObZ3SUkJABj9IqCla25tnp6ejl27dgEA3N3d4ebmVuM6mjNLbe8jR47gq6++gkqlwldffVWjeFoyS21vqj1LavNNmzahsLAQADBlyhRpeV5eHhISEpCenl6juKjp4TuvJujMmTPS844dOxotp1Qq0a5du0rbVFdCQgI0Gk2V+7l9fW321RJpz1P79u2hVCqNlqvLua3utaK7XqPRICEhwWA9Tk5O8Pb2NlqHj4+PlMnndaDPktqb6q65tXdsbCxyc3Orta+Wqjm0eXFxMRITE7FixQr0798f2dnZAICnnnqqRnG2BJbY3qWlpXj00UdRXl6OF154gX/LNWCJ7Q0A+/btQ9euXWFnZwe1Wo3AwEDcf//92LBhA4QQNYqvpbGkNte9ZXa/fv2wdetWDBgwAI6OjggKCoKXlxd8fX3x7LPPIjMzs0YxUtPApEwTlJycDKAic+vs7GyyrL+/PwAgIyOjxl2PtfsBYLQ73e37uX07MqyoqEh6Uazq3Lq4uEg9nmp6buurDbW/V1WHbj28Dm6xtPamummO7b1kyRLp+dSpU2u8fXNnyW2+Z88eyGQyyGQy2NjYoG3btpg7d640TG369Ol44YUXahRnc2ep7f3+++8jLi4Obdu2xSuvvFKjWFoyS21vAEhMTERcXBwKCgpQWFiIpKQkrF+/HhMnTsRdd92FK1eu1CjGlsLS2vz06dMAKr48/eabbzBq1CgcPHhQr0xaWho+/vhjdO/eXSpPloNJmSYoLy8PAGBvb19lWd3x4DWd60W7n+rsqy77aYlqcm6BW+fXXG1Ym2uO18EtltbeVDfNrb1//fVX/PLLLwCAnj17YtKkSTXaviVobm0OAG3atMHWrVvx3XffwdrausbbN2eW2N7nz5/H22+/DQD44osvYGtrW6NYWjJLbG+VSoV7770Xn3/+Ofbs2YPY2Fjs3r0bS5YskT7cHzhwAMOGDcONGzdqFGdLYGltfv36dQBAYWEhXnrpJVhbW+Pdd99FSkoKiouLcfLkSWnum5SUFIwfP57v/SyM8b5aZDZFRUUAYHKOFy3dN1LasYY13U919lWX/bRENTm3wK3za642rM01x+vgFktrb6qb5tTe8fHx0gSHtra2WLNmDWQyWY3ibAksuc179+6NuLg4ABXDly5fvoyNGzdi7dq1mD17Nt5++23MmTOnRnE2d5bY3o899hiKioowZcoUjBw5skZxtHSW2N5RUVEGe9MPGjQITzzxBCZPnozt27fjzJkzePPNN/HRRx/VKNbmztLaPD8/H8Ctud/Wrl2rN7dM586dsXr1atjY2GD58uU4f/48li1bhueff75G8ZL5sKdMHWg0GqlLcF0eq1at0qvXxsYGwK0/PFN0hyzV9FsR7X6qs6+67Kclqsm5BW6dX3O1YW2uOV4Ht1hae1PdNJf2Tk1NxahRo5CXlweZTIZvv/0WnTp1qlGMLYUlt7mdnR1CQ0MRGhqKnj17YuLEiYiIiMC2bdtw/fp1PPLII3jrrbdqFGdzZ2ntvWrVKuzcuROOjo745JNPahQDWV57AzA5vYGDgwPWr18vTd69fPnyah1XS2Jpba5bT9++ffUSMrqWLFkiJXfWrVtXo1jJvJiUaYIcHBwAVK+LnDZzClSv+52h/VRnX3XZT0tUk3ML3Dq/5mrD2lxzvA5usbT2prppDu19/fp1DB8+HElJSQCATz/9FNOmTatRfC1Jc2jz2w0ZMkSa4PfNN99EfHx8jetoriypvTMyMqRvw99++234+vrWKAayrPauLicnJzzwwANSXTExMTWuozmztDbXrWfUqFFG63Bzc0OvXr0AAMePH+eduywIhy/VgVKprJc70Pj4+Oj97ufnhyNHjiA/Px85OTkms+HaiaA8PDxqPCZcd8KplJQUk2V1J5zSnYiKDLOxsYG7uzsyMzOrPLfZ2dnSC3FNz+3tbah9ITbEVBv6+fnh2rVrVcaqWw+vg1ssrb2pbiy9vfPy8jBy5EicOnUKQMUHuSeffLJGsbU0lt7mxowfPx5Lly5FeXk5fvvtN/znP/+pVT3NjSW19zfffIOsrCw4OzvDzc0NP/74Y6Vtjxw5ovdc+637PffcA09PzxrF3BxZUnvXhG7PR074q8/S2tzf31+6A1N1JwwuKytDVlaWybuqUtPBpEwdNcTtBjt16oRff/0VQMV4f+1962+n0WikuyeEhITUeD9BQUFQKBQoKyur8hsy3fW12VdLFBISgsjISJw/fx4ajcbo7fbqcm51/+FWtw2VSiXat29fqZ6jR4/ixo0buHr1qtEX8LS0NOm2ubwO9FlSe1PdWWp7FxYWYty4cYiOjgYAvPDCC3j11VdrFFdLZaltboqHh4f0/NKlS7Wqo7mylPbWDnnIycnBjBkzqtznsmXLsGzZMgDA7t27mZT5l6W0d03wltimWVKbd+7cGT///DOAimSLKbrrTd3qm5oWDl9qggYOHCg937t3r9FyMTExUuZ2wIABNd6PSqVCnz59AACHDh0yOdZRG4e1tbXJLC/dom3H/Px8HD161Gg53TauaTv27t1bmjjM1LVSUlIiZdh1t7k91qrqqUuszZ0ltTfVnSW2d2lpKSZNmiTV9dhjj2Hp0qU1iqkls8Q2r4rut+cc5qivObY3Gdcc21v3tsgc1laZJbX53XffLT3XfiFvjHa9ra0tXF1daxQvmZGgJqe4uFg4OTkJACIkJESUl5cbLDdv3jwBQAAQUVFRtdrXe++9J9Wxbt06g2WSk5OFQqEQAMTo0aOrXXdYWJhUd0t05MgR6fjnzZtnsExZWZkICQkRAISzs7MoKSmp8X5GjRolAAilUimSk5MNllm3bp0Uy9KlSyutT0tLE3K5XAAQI0aMMLqvESNGCABCLpeLtLS0GsfanFlSexuj3SYsLKzGcbU0ltbeGo1GTJ48WSo3c+ZMo/9byDBLa/PqePzxx6V6IiIial1Pc9Sc2jsiIoLtXIXm1N5CCJGTkyPc3NwEAKFWq0VRUVGt6mnOLKnNNRqN8PDwEABEcHCw0f/fFy9elN7PDxkypMaxkvm0zE/LFuC1114z+cd58OBBoVQqTX6ASkxMrPJDVlZWlpQACggIEJmZmXrrNRqNGDdunFTPrl27qn0MLT0pI4QQd911l/RCfPDgwUrrly5dKp2jRYsWVVqv+0bK0HohhNi5c6dU5t577xUajUZvfUZGhmjdurX0D+X69esG65k5c6ZUz88//1xp/fr166X14eHhVR57S2RJ7W0IkzI1YyntXV5eLmbPni3VM2nSpEr1UPVYSpv/8MMPIicnx+Sx/PTTT9IXLk5OTiIrK8tk+ZbIUtq7KkzKVI+ltPdff/0lCgoKjB5Hbm6uGD58uLSfJ5980vSBt2CW0uZC6H+R/t///rfS+pKSEjFy5EiT7+Wp6Wq5n5abuNzcXBEUFCT9Yc2dO1fs2rVLHDp0SCxZskTY29sLAMLW1lbExsYarKM6SRkhhFi2bJlUrl27dmLlypUiOjpa/PHHH2Lw4MHSumnTphmtIy0tTUREROg9goOD9d4E6D4SEhLqeIYsw7Fjx4Stra0AIOzt7cWSJUvEoUOHxK5du8TcuXOl8xMUFCRyc3MrbV+dF3shhHjggQekcoMHDxZ//PGHiI6OFitXrhTt2rWT1i1btsxoHZcvX5ay8EqlUrz00ksiMjJSREZGipdeeklKAnp4eBjN9Ld0ltTesbGxlf4utdsFBwdXWpeXl1cfp6hZsZT2fvbZZ6UyoaGh4ujRoyIuLs7kgwyzlDYPCwsT9vb2YsaMGWL58uVi79694p9//hEHDhwQK1euFKNHj5bqkMlkYtWqVfV1ipoVS2nvqjApUz2W0t5hYWHC1dVVPPLII2LVqlUiMjJSxMbGit27d4slS5YIf39/vf/nTLgaZyltLoQQhYWFokePHlLZGTNmiK1bt4qjR4+Kn376Sdx5553SutGjR7M3rIVhUqYJS0hIEB06dJD+wG5/ODo6ik2bNhndvrpJGSGEeP3114VMJjO6r9GjR4vCwkKj2+/evdvotoYeLelNwcaNG4Wjo6PRcxEUFGQ0SVXdF/uCggK9N9m3P+RyucnttQ4fPiy8vb2N1uPt7S0OHz5cyzPRMlhKey9atKhGf7OJiYm1PynNmCW0d0BAQI3aGuBbA1Msoc11e6qaeri4uIjvvvuujmekebOE9q4KkzLVZwntXd2/77vvvlukpKTU8Yw0f5bQ5lqpqamiZ8+eJtt99OjRBhNI1LTxnVcTd/PmTfHee++JXr16CWdnZ6FWq0VwcLB45plnRFJSkslta5KUEUKIAwcOiAcffFD4+/sLlUolPD09xbBhw8QPP/xQ5bZMypiWlJQknnnmGREUFCTUarVwdnYWvXr1Eu+9957Iz883ul11X+y1vv/+ezFs2DDh6ekpVCqV8Pf3Fw8++KDBLpnGZGRkiFdffVWEhoYKe3t7YW9vL7p06SJeffXVSsPbyDBLaG8mZepPU29vJmXqX1Nv85SUFLFq1SoRHh4uunfvLnx9fYWVlZWws7MTAQEBYuzYseLzzz+v1VCYlqipt3dVmJSpmabe3tHR0eLdd98V48ePFx07dhTu7u5CqVQKR0dH0bFjRxEeHi62bt3KnhI10NTbXFdpaalYtmyZCAsLEx4eHsLKykp4e3uLe++9V/z222/VroeaFpkQvF8aEREREREREVFj4y2xiYiIiIiIiIjMgEkZIiIiIiIiIiIzYFKGiIiIiIiIiMgMmJQhIiIiIiIiIjIDJmWIiIiIiIiIiMyASRkiIiIiIiIiIjNgUoaIiIiIiIiIyAyYlCEiIiIiIiIiMgMmZYiIiIiIiIiIzIBJGSIiIiIiIiIiM2BShoiIiIiIiIjIDJiUISIiIiIiIiIyAyZliIiIiIiIiIjMgEkZIiIiIiIiIiIzYFKGiIiIiIiIiMgMmJQhIiIiIiIiIjIDJmWIiIjIYrVp0wYymQwPPfSQuUOhFkomk0Emk+GNN96otG7Pnj3S+j179jR6bERE1PQxKUNE1Mzpfigw9LC3t0dQUBDCw8P5oaGZe+ihhwxeA3K5HE5OTggJCUF4eDh27txp7lCpBpKSkqS2ZHKK6ionJwc7duzA4sWLMWHCBPj6+krX16BBg2pU17Vr1/Dqq6+iZ8+ecHZ2hq2tLdq2bYuHHnoIhw8frlFdQgj8+uuvmDJlCgIDA2FrawtXV1eEhIRgxowZiIiIQFlZmck6Ll++jOeffx4hISGws7ODq6sr+vTpgw8++AAFBQU1ioeIqL4ozR0AERGZV35+PhISEpCQkIA1a9bg4YcfxvLly6FQKBpkf0lJSQgMDAQARERE8ENkEyCEQG5uLnJzcxEfH481a9Zg6tSpWLt2LVQqlbnDI2q23njjDbz55psAKv4Om4Lu3bsjKSmpzvVs3LgRM2fORG5urt7yxMREJCYmYu3atVi4cCHeeeedKuu6fPkypk+fjv379+stLyoqQnZ2NuLj4/H9999j4sSJcHZ2NljH5s2bMX36dNy4cUNaVlBQgOjoaERHR+Obb77Bli1b0LZt25ofLBFRHTApQ0TUgsyfPx+PP/649LsQAtevX8ehQ4fw8ccfIz09HStXroSfn5/0QYGap23btsHX1xcAUFZWhsuXL+PAgQP49NNPUVRUhPXr18PT0xOfffaZmSM1rT4+PBI1lEGDBjWZZEt16cbr5eWF3r17488//6xRHZGRkZg8eTJKS0thbW2NJ598EmPGjIGDgwPi4+Px8ccf4+jRo1i8eDFcXV3x7LPPGq0rOTkZgwYNQmJiIuRyOR544AFMmDABbdq0QUFBAS5duoT9+/fj999/N1rH8ePHMXXqVBQUFMDe3h4LFy7E4MGDUVhYiB9//BErVqzA2bNnMWbMGERHR8Pe3r5Gx0tEVBdMyhARtSCenp4IDQ2ttDwsLAz33nsvevXqhcLCQnzyySd49dVXYWVlZYYoqTEEBQWhTZs20u/dunXDuHHjMH36dNx5550oLCzEsmXL8Morr8Db29t8gRJRo3riiScQGBiI3r17o3Xr1gAq5s2pLiEEFixYgNLSUigUCmzevBlDhgyR1vfs2RNTpkzB2LFjsWPHDrz66qu4//770apVK4N1zZgxA4mJiXBwcMDGjRsNDqGaNWsWvvzyS6M9PJ9++mkUFBRAqVRi+/bt6Nevn7TunnvuQYcOHfDiiy8iPj4eH330EV5//fVqHy8RUV1xThkiIgIAdOrUCWPGjAEA5Obm4syZM2aOiMyhS5cumDZtGgBAo9FwniGiFub555/HpEmTpIRMTR07dgxxcXEAgAceeEAvIaOlUqnwxRdfAID0RYAh33//Pfbt2wcA+Oyzz0zOaaNUKg0mj6Kjo6XXsTlz5uglZLSee+45hISEAAA++eQTlJaWGt0PEVF9Y1KGiIgkuj0nioqKTJY9e/Ys/u///g+dO3eGk5OTNIHj7NmzcezYMYPbyGQyaT4ZAJg9e3alSWe1dzBZsGABZDIZfHx8DNaVkpKiN1FtRkZGpTJCCLi6ukImk+GFF14weiw7duzAjBkzpMkjHR0d0a1bN7z44otIS0szeR60oqKi8OijjyIoKAj29vaws7NDx44dsWDBAiQkJBjdbtWqVdJxJCUloby8HMuXL0f//v3h4uICOzs7dO3aFYsXL260iSh79OghPU9OTjZaTgiBX375BZMmTYK/vz9sbGzg4uKCPn364O2330ZOTk6V+7p06RIee+wxtGnTBjY2NvD19cWECROwe/duABVzbmjPjyHVvfvSpk2bMHnyZPj5+cHa2hpubm7o168f3n33Xdy8edPodvXZPkePHsWcOXMQFBQEOzs72NjYwN/fHz179sSCBQuwcePGBhnqojsR8KpVqwBUXPPjxo2Dt7c3rK2tERgYiPnz5yMlJaVaddb2etcqLCzE4sWL0a1bN9jZ2cHNzQ0DBgzAihUrUF5eXuVdi6rb7trJrXVf23RlZ2cjIiICM2bMQKdOnWBvbw+VSgVvb2+MGDECy5cvR0lJSTXOiGHGjkN7XekOEzU0CXdSUhJOnDgh/f7ee+9Vuc/PPvtMKn/w4MFax15b0dHR0vNRo0YZLdehQwe0a9cOAPDLL78YLPP5558DAAIDAzFr1qxaxbNhwwbp+ezZsw2WkcvlUv3Z2dlMRhNR4xJERNSs7d69WwAQAMSiRYtMlp08ebJUNi0tzWi5t956SyiVSqns7Q+ZTCZef/31StsZK6/70Ma4fv16admZM2cq1bV27Vq97X7++edKZWJjY6X1mzZtqrT+5s2bYuLEiSbjsbe3N7itVmlpqZg/f77JOqysrMTy5csNbh8RESGVO3nypLjnnnuM1tOnTx9x8+ZNo7FUJTw8XKorMTHRaLmvvvpKKvfRRx8ZLJOeni4GDBhg8ri9vLzE4cOHje5n+/btws7Ozug1tHjxYrFo0SJpmSEBAQECgAgPDze4vrCwsMo29vX1FbGxsQa3r6/2+eijj4RcLq/y+s/LyzN6voxJTEyUtjd0HnTXR0REiJdeesno/j08PMTp06eN7quu17sQQly5ckV07NjR6PYjR44U27Ztk37fvXt3pTqqanct7TUfEBBgcL22HlOP7t27m3w9NPX6qvv6q3scuteVqYf277R3794CgAgODjZ5vEII0b1792qXrS5tPGFhYVWWXbx4sVR+x44dJsv2799fKnvp0iW9dZcuXZLWvfDCC9LyoqIiceHCBZGcnCxKS0urjOeuu+4SAISdnZ3J8gcPHpT2Z+j/FxFRQ2FPGSIiAgDEx8dj8+bNAIDevXsbnUfk9ddfx+uvvw6NRoP+/fvjm2++waFDhxATE4Pvv/8e/fr1gxACb731VqVJYuPi4rBt2zbp93feeQdxcXF6D+1ExGFhYVI5Q99a3r7MVBm5XI677rpLb11ZWRnGjRuH33//HTKZDNOmTcPPP/+MmJgYHDp0CJ9++ilat26NmzdvYtKkSTh69KjB8zFnzhx89dVXACq+Ff7uu+8QFRWF6OhorFixAp07d0ZpaSnmzp2LTZs2GaxDa+7cudizZw/Cw8OxefNmHD16FL///rvU3T4qKqpadyqpq9OnT0vPDfUwyM/PR1hYGA4cOACVSoV58+bhjz/+wLFjxxAZGYnFixfDzc0N165dw6hRo3Dp0qVKdZw/fx4TJkxAfn4+FAoFFixYgJ07dyI6OhoREREICQnBK6+8gr/++qtOxxIeHi5NANqtWzesWbMG0dHR2LZtm9RTKzU1FUOGDMGVK1dM1lXb9jlx4gSef/55lJeXIzAwEB9++CF27tyJ2NhYREZGYuXKlZg5c2ajTC66YsUKvPfeewgLC8MPP/yAmJgY/P3331IvgYyMDDz88MNGt6/r9a7RaDB27FjEx8cDAIYPH47ff/8dMTEx+O233zB06FBs3boVr776agMcfWVlZWW488478fbbb+PPP/9EdHQ0Dhw4gO+++w4jR44EAMTGxuKBBx6o1/1OmDABcXFxmD9/vrTs9tfCuLg4aZ6VRx55BEBFD8VDhw4Zrff48eOIjY0FAJPt2JDs7Oyk57p3OjJEd73u6w4AHDlyRHrer18/nDt3DpMnT4ajoyPatWsHf39/uLi4YOrUqTh16pTRfWiH4rZv3x5KpfHpNDt27FhpGyKiRmHurBARETUs3W9q58+fL+Li4qTHiRMnxL59+8R7770nvL29BQDh6OgoDhw4YLCuqKgo6dv+V1991WCZsrIyMWPGDAFAODg4iOzsbL31t39rb0pISIgAIO6///5K69q1aycAiHvvvVcAEJ07d65UZvz48QKA6NGjR6V1H3zwgfSt/pYtWwzu//r166Jz584CgBg4cGCl9b/88ot0LCtWrDBYR2FhodS7ok2bNpW+qb39G/O1a9dWqqOoqEiEhoYKAMLNza1a3w4bUp2eMmlpacLFxUUAEE5OTiI3N7dSmSeeeEJaHx0dbbCepKQk4ePjIwCIGTNmVFqvbTfAcC+n/Px80adPH71zY4ipHhN//vmntO2QIUNEcXFxpTLLly+XykydOrXS+vpon9dee036pv7q1asGj0MIIXJyckRZWZnR9cbUpKcMAPHoo4+K8vLySuUeeeQRqcyxY8cqra+P6/1///ufVMfcuXMN1vHwww/rxduQPWXOnTtncvuVK1dKcfz9998Gy2jX16SnjFZVPcG0cnNzpV5ljz76qNFy//d//ycACKVSabJ3T01pY6xOTxndXk5PPvmk0XLXrl0TCoVCKvv111/rrX/jjTekdZ988olQq9VGexRZW1uL9evXV9pHYWGhVGbMmDFVxq49x3379q2yLBFRfWFShoiomdP9UGDqIZfLxbx58wwOFdKaNGmSACB69uxp8EOdVnZ2trC2tjb44a0mSZnHHntMABDe3t56y1NSUgRQMcTl6NGj0vP09HSpTHl5uXB1dRUAxLPPPqu3fUlJiZQweOaZZ0zGsGXLFinehIQEvXU9e/YUAMTEiRNN1nH69Gmj3fl1P/Tfd999RutYtmyZVO748eMm92eMsaRMWVmZSExMFKtXrxZ+fn5Smc8++6xSHRkZGcLGxkYAEJ9++qnJ/X355ZdS4is/P19anpKSIiX3TJ27f/75p05JmVGjRkn7v3z5stH9DB06VPogm5qaqreuPtrn0UcfFUDFMJiGUJOkjI+PjygqKjJYT3x8vFTOUNvWx/WuTbR6eXnpXRO68vLyhIeHR6MkZapDOxzoiSeeMLi+MZIyQtxKVjk6Oho8d8XFxcLd3V0AFcnq+lSTpExBQYH02mtvb2808TV37ly9v+8PPvhAb702waRNugAQs2fPFqdOnRLFxcUiOTlZLFmyRKhUKqnMP//8o1dHenq6VIeh5P7tPD09BQARGhpaZVkiovrC4UtERAQAKC8vx/r16/HNN98YnNiytLRUGkoyefJkk7dIdXZ2RpcuXQDAZFf7qmjvtHH16lVpuANwa1hSp06d0KNHD7Rt2xZCCOzdu1cqc+LECVy/fh2A/lAooGKYiXYC36lTp5qM4e6775ae6x7LlStXpCFNVdUREhICd3f3SnXcbvr06UbX9ezZU3p+8eJFk/urjsDAQGkyUIVCgcDAQISHhyMlJQXe3t74+uuv8cQTT1Tabtu2bdIk0NU9d6WlpXrDv/bs2YPy8nIAFcOLjOnWrRu6detW42MDKobJaK+HYcOGwd/f32jZRx99VNrG1ASftW0f7WTVp0+fRlRUVJWxN6TJkyfD2tra4Lrg4GBpCNXtx1Af13tqaqo0LGTq1KlQq9UGt7e3t69yHw1BCIGrV6/i3LlzOHnypPTw9fUFUDE0yJy0Q5hyc3Px22+/VVq/adMmZGZmAjDf0CUAsLW1lYaf3bx5E2FhYVi7di2ysrJQUlKCEydOYMaMGVi+fDlUKpW0XWFhoV49+fn50vPi4mIsWLAAK1euRKdOnaBSqeDn54eFCxdKk1cXFxfjlVde0atDd8J63X0Zo/3buD0WIqKGxKQMEVELsmjRIoiKXpLSo6CgACdOnMALL7yAvLw8fPjhhxg+fHilN6WnT5+W7i6zcOFCg3cK0X3ExMQAqEio1JaxeWW0z7VJG+1PQ2UMzSejjQ2omKvA1HHozvOheyy6dUybNq3K86H9sGTqfOjOaXA7V1dX6XleXp7RcvVh7NixRpMlusft4+Nj8phDQ0OlsrrHffLkSem5bjLDkF69etXqGC5evChdr3feeafJsrrrdWO7XW3bZ9q0abCyskJxcTEGDBiAcePGYdmyZTh16lSD3G3JFFPHAAAuLi4AKh9DfVzv2tskAxXzVpnSp0+f6h1QPdi8eTPGjh0LJycn+Pj4IDg4GF26dJEe2rm2tMdkLv369UPnzp0BABEREZXWa5d5eXlhzJgxjRrb7Z555hk89thjAIC0tDTMmjUL7u7usLa2Rrdu3fD999/Dzc0Nr732mrSNg4ODXh02NjbSc1tbW6PzaU2bNk16nfjrr7/05qnRraM6d9EqLi6W9kdE1FiYlCEiauFsbW3RpUsXLF26FF9++SUAYO/evfjvf/+rVy49Pb1W9dflNs7e3t4IDg4GUPukTNeuXaUPmlr1cSwNcT6M9RwAKpJLWmVlZbXat65t27ZJk4kePnwYa9asQd++fQEA33zzDSZPnmwwYVAfx52dnS099/T0NLmdh4dHrfan7SUFVHxINUV3Umvd7W5X2/bp2LEj1q1bBxcXF2g0Gvz555+YP38+QkND4enpiZkzZyIyMtJkjPXF1DEAt47j9mNo7Havqs3qgxACjzzyCMaOHYvNmzdXmexsCr0ntL1ldu/ejaSkJGl5Wloatm7dCgCYNWuWyQltG8tXX32FDRs24O6779aLR61WY9asWYiLi4Ozs7O0/PbXad0kTd++ffXK3m7EiBEAKnp86vbK063j5s2bVcas7Z3TGJNuExFpmf8Vm4iImow5c+bg5ZdfxvXr1/Htt9/irbfektbpfkh7//33pTuTVEX3Thy1ERYWhrNnz0pDUVJTU3H+/HnIZDKpJ83gwYMBVPTmycjIgLu7u/QhV5uw0aV7LHv27IGbm1u1YtH9IKlbx/fff4+uXbtWq47bP3iYS1BQkN6dle68805Mnz4dM2bMwLp16/Dnn3/ik08+wTPPPKO3nfa4VSqV0TtSGeLn51cvcdeGqaF2jWXSpEkYOnQofvrpJ2zbtg2RkZHIyMhAZmYmvvvuO3z33XcIDw/HypUr9RI8TUV9XO+6Sb6q2qQxehCtXLkS3377LQDgjjvuwNNPP40777wTrVq1glqthkKhAFCR5Fi7dm2j92oyZObMmXj55ZdRXFyM1atXY9GiRQCANWvWSG1kzqFLtxs/fjzGjx+PwsJCXL16FXK5HL6+vrCysgJQMcxUq1OnTnrb6g45rOr1Q7esbgLRxsYG7u7uyMzMREpKisk6srOzpaSMqeGORET1jUkZIiKSyOVydOjQAUeOHEFqaiquX78uDcvQTVyUlpbqDU1pSIMGDcLy5culeWWOHTsGoOINvLYXhZ+fH9q2bYuLFy9i7969CAoKQlZWFoDK88kA+seiUqlqdSy6ddw+VMdSyeVyLFu2DLt378bVq1fx5ptvIjw8XG9ojva4S0pK4ObmJs2XUhO6H9TT09NNfuDKyMiocf2A/nCiqobQ6a7X3a6+OTk5Ye7cuZg7dy6AiiTixo0b8dlnnyE1NRWrV69G9+7d8dRTTzVYDLVVH9e77rm9du2aybJV9czRJq60cxMZozsvye1WrFgBAGjXrh0OHjxodMiKbg8fc3Nzc8OECRPw008/YdWqVXj99dchk8mkeVX69etX5RA1c7C1tUVgYGCl5fv37wdQkTy5ff4o7VAtoOregbrrb+8lFBISgsjISJw/fx4ajcZoLyLdectCQkJM7o+IqD41va9iiIjIrDQajfS8tLRUet65c2dposTt27fXuv6a9lq4fV6Z24cuaekOYdKWkclkehP1anXv3l16XttjqY86miJHR0dpks4bN25g6dKleuvr47h1P2zpzlViSFXrjWnbtq00VOfIkSMmy+pOvtuYybVOnTrh5ZdfxuHDh6UeZevXr2+0/ddEfbS7dvJvAIiOjjZZtqr12mEpVSVMzp49a3TdqVOnAFT05jCWkBFCSInghlCbXlzaIUxJSUnYs2cPDh48KCUUmlIvmar8888/0sTPEyZMkHrPaPXu3VtqlwsXLpisS3d9q1at9NYNHDgQQEWCzlTvPt2J4gcMGFCNIyAiqh9MyhARkaSgoACnT58GcKvbt5ZarcaQIUMAVCQ+ansXGd2JF7WTKpri6+uLDh06SPutSVKmS5cuBns+DBw4UFq+bNky5Obm1vAogPbt20vd7X/88Udcvny5xnU0VY888oh0x5kvv/xSb56VUaNGSR+ePv74Y70kXnUNHjxY6umwZs0ao+WOHz9e6zveKJVKKaG3Y8cOJCcnGy37zTffAAAUCoXB4W4Nzd/fH0FBQQDMP5msMfVxvfv6+ko9EH7++Wejc7Tk5+dXmZzS9ro4duyY0WFFJ0+e1Jtc+Hbaa9fUPE8bN25EamqqyVjqoqavhwAwZMgQtG3bFkDF5L7aCX7t7Oxw//3313+QDUT3TkmPP/54pfVqtVoaJhsTE2P0b7i8vBx//PGHtM3tk4dPmDBBem5ogmRtHdrXImdnZ2lILBFRY2BShoiIJIsWLZI+KI0YMUKaU0HrlVdekb7ZfeCBB0x+e1lWVoYffvih0jh+Nzc3qcdNVd9+amk/XP/1119ISEjQm09GS3demb///huA4flkgIoPQs8//zyAiqErDzzwgMlhDnl5efj8888rLdf2KCkqKsJ9991ncqhNcXExvvzyS71btDZV1tbWeOGFFwBUHPunn34qrWvVqhVmz54NoCJpMm/ePJOJmfT0dCnpoVuH9u4wv//+O3755ZdK2xUWFkrDfGprwYIFACp6fD388MMG776ycuVKqefHpEmTajUcqyobNmxATk6O0fXJyclSTwdDQzyaivq43ufPnw+g4u/uueeeM7jtM888U+XwJe3ff2pqKtatW1dpfV5eXpW9RrTJ3k2bNhnscXPhwgWDyYL6pHu9Vff1UCaTScf266+/4qeffgIATJkypdIdjMwlNzfX6DUvhMB//vMfbNmyBQAwY8aMSnfI03r55ZcBVPw/efzxxw2+1ixevFg6d7Nnz6506+s+ffpI9X/77bd6t2nX+vDDD6VeO0899VSlXjtERA1KEBFRs7Z7924BQAAQ8+fPF3FxcXqP6Oho8cMPP4iRI0dK5WxsbMSJEycM1rdo0SKpnL29vXjqqafE5s2bxbFjx8ShQ4fEunXrxP/93/8JX19fAUDExcVVqmPAgAECgHBzcxM//PCDOH36tEhISBAJCQkiKyurUvnvvvtO2icA0blzZ4OxtW3bVq/cr7/+avS8aDQaMWTIEKls69atxZIlS8Tu3btFbGys2Ldvn1ixYoWYPn26sLOzE25ubgbrCQ8Pl+pwd3cXr7zyiti+fbuIjY0V+/fvF6tXrxaPPPKIcHV1FQBEXl6e3vYRERHS9omJiUbjTUxMlMpFREQYLWeKbqym9iWEEPn5+cLT01MAEM7OzuLGjRvSury8PBEaGirV1alTJ/HJJ5+IyMhIERsbK3bv3i0+//xzMWHCBKFSqUTPnj0r1Z+QkCDUarUAIBQKhXjiiSfErl27RExMjFi1apXo1KmTACB69+4t7ceQgIAAAUCEh4cbXD9lyhRp+zvuuEOsXbtWxMTEiB07dog5c+YImUwmAAhXV1eRkpJSafv6aJ+wsDChVqvFlClTxFdffSX27NkjYmNjxa5du8TSpUuFv7+/tO2GDRuM7qM6+zZ0Hmpy7VR1Put6vZeWloru3btLdYwcOVJs2LBBHD16VGzYsEEMHz68Urvv3r27Uhzp6enC0dFRer168803xeHDh8WRI0fEF198Idq1aydsbGykfQUEBFSq4/3335f20bFjR7Fy5Upx5MgRsXfvXrFo0SLh5OQkbGxsRI8ePYzWIYSQ6li0aFGldbqvv4aOIyEhQVo/fPhwsXfvXnHu3Dnp9bC0tNTgPq9cuSIUCoXe692+ffsMlq2p2NhYERERoffQ7iM4OLjSutvbWAghoqOjha2trQgPDxc//fSTiI6OFocOHRLffPON6Nu3r1Rf9+7dRXZ2tsl4Hn/8cal8//79xfr168XRo0fFX3/9JR588EFpnb+/v8jIyDBYx7Fjx4Stra30f2vJkiXi0KFDYteuXWLu3LlSHUFBQSI3N7c+TiMRUbUxKUNE1MzpfiiozsPDw0Ns27bNZJ0ff/yxsLa2rrIulUolEhISKm3/559/Sh+Gb38Y+mCTkpKiV2bBggUG43r44YelMjKZzOgbdK2CggIxa9asap2XwMBAg3VoNBrx4osvVvqAZOhhZ2cnCgoK9LZvqkkZIYR49913pfJLlizRW5eVlaWXyDP1GDx4sMH6t2/fLuzs7Ixut2jRIvHaa69JH7wNqSqJUFhYKCZOnGgyPl9fXxEbG2tw+/pKylR1jhQKRaVzXF2NmZSp6/UuREVCITg42Oh2w4cPF9u2bTOZzBBCiPXr1xuNw8bGRqxfv1665g0lVEpKSqQkkKGHra1tlXUIUbekjBBCTJ061WgMpq65sWPHSuWCgoKMlqsp3cR7dR6GYoyOjq5yu7FjxxpMwt9Oo9FU+Trdvn17ER8fb7KejRs3Sok8Q4+goCCD/6+IiBoahy8REbVwKpUK3t7eGDJkCD788EOcPXsWw4cPN7nN008/jQsXLuC1115D37594e7uDqVSCTs7OwQFBWHSpElYtmwZrly5gvbt21fafsyYMdi5cyfGjx+vd3tUY1q1aoV27dpJvxsblqQ7D0Dnzp315sQxxNbWFqtXr0ZMTAzmz5+Pzp07w8nJCUqlEs7OzrjjjjswZ84c/PLLL1LX9tspFAq89957OH36NJ577jl0794dLi4uUCgUcHBwQOfOnTF9+nSsXr0aaWlpRicUbYoef/xxae6djz/+WG/uDVdXV/z111/YuXMnZs+ejQ4dOsDe3h5KpRKurq7o3bs3FixYgC1btmDHjh0G6x82bBhOnjyJefPmISAgACqVCl5eXhgzZgy2bt2KN954Q5rvx8nJqVbHYGNjg99++w0bN27EfffdB19fX6hUKri4uODOO+/Ef//7X5w9exZ33HFHreqvjvXr1+P777/HQw89hDvuuAPe3t5QKpWwt7dHaGgoHn/8ccTGxmLhwoUNFkN9qY/r3dfXF7GxsXjnnXcQGhoKW1tbODs7o2/fvvjyyy/x119/VRqCYsiUKVNw8OBBTJw4ER4eHlCpVPD390d4eDhiYmIwZcoUk9tbWVlh8+bN+N///odevXpBrVbD1tYW7du3x2OPPYZjx45VWUd9+O6777B06VL06dMHTk5O1b4l+syZM6Xn2iGFTUVwcDA+//xzTJgwAe3bt4eDgwPUajXatm2LGTNmYOvWrdi0aVO17namUCiwevVq/PXXX5g0aRJatWoFlUoFV1dX3HXXXfjkk08QFxeH4OBgk/WMGzcOJ06cwDPPPIOgoCCo1Wo4OzujV69eeO+99xAbG2vw/xURUUOTCWFkdjQiIiIiMxs6dCh27tyJgQMHIjIy0tzhUCPZs2ePlGTdvXu3WSZgbupee+01vPPOO1AoFEhOTm6Q+ZCIiKjhsacMERERNUmpqanYt28fAKBv375mjoao6SgrK8Pq1asBVNwRjQkZIiLLxaQMERERmcX58+eNrissLMRDDz2E0tJSAMCsWbMaKyyiJu+nn36SbhH92GOPmTkaIiKqC6W5AyAiIqKW6ZFHHkF+fj6mTp2Knj17wtXVFXl5eYiJicGXX34pJW3mzJmDLl26mDlaIvM6f/48NBoNYmJi8MwzzwAAunTpgtGjR5s5MiIiqgsmZYiIiMhsYmJiEBMTY3T9xIkT8dlnnzViRERNU4cOHfR+t7KywldffQWZTGamiIiIqD4wKUNERERm8dFHH+H333/Hrl27kJKSgoyMDAgh4Onpib59+2LWrFkYM2aMucMkalJcXFzQo0cPvPXWW+jfv7+5wyEiojri3ZeIiIiIiIiIiMyAE/0SEREREREREZkBkzJERERERERERGbApAwRERERERERkRkwKUNEREREREREZAZMyhARERERERERmQGTMkREREREREREZsCkDBERERERERGRGTApQ0RERERERERkBkzKEBERERERERGZAZMyRERERERERERmwKQMEREREREREZEZMClDRERERERERGQGTMoQEREREREREZkBkzJERERERERERGbApAwRERERERERkRkwKUNEREREREREZAZMyhARERERERERmQGTMkREREREREREZvD/+aoZy7QA7JEAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 432, "width": 562 } }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "kdeplot = sbn.kdeplot(ts.bg, fill=False, legend=False)\n", "x_vals = kdeplot.lines[0].get_xdata()\n", "y_vals = kdeplot.lines[0].get_ydata()\n", "plt.fill_between(x_vals, y_vals, where=(x_vals > ts.bg[0]), color=\"red\")\n", "plt.xlabel(\"Between Regions Inequality 1960\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "-----------------------" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dynamics of Regional Inequality\n", "\n", "The different results for 1940 and 1960 suggest the dynamics of overall regional inequality and spatial polarization need to be considered together.\n", "We can carry out the regional decomposition for each decade and plot the resulting time series to provide insights into these dynamics:\n" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2023-01-17T02:01:02.993505Z", "start_time": "2023-01-17T02:01:02.988524Z" } }, "outputs": [], "source": [ "decades = range(1940, 2010, 10)\n", "np.random.seed(12345)\n", "\n", "ts = [inequality.theil.Theil(gdf[\"PCGDP%s\" % decade]).T for decade in decades]\n", "tsd = [inequality.theil.TheilDSim(gdf[\"PCGDP%s\" % decade], regimes, permutations=999) for decade in decades]\n", "\n", "\n", "p = np.array([(tsdi.bg_pvalue[0], tsdi.T, tsdi.results[0].bg[0]) for tsdi in tsd])\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "rdf = pd.DataFrame(data=p, columns=['p-value', 'Theil', 'BG'])\n", "rdf['BGshare'] = rdf.BG / rdf.Theil\n", "rdf['Year'] = decades" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 469, "width": 915 } }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "significant_points = rdf[rdf[\"p-value\"] <= 0.05]\n", "fig, ax1 = plt.subplots(figsize=(10, 5))\n", "ax1.plot(rdf[\"Year\"], rdf[\"Theil\"], marker='o', label=\"Theil\", color=\"blue\")\n", "ax1.plot(rdf[\"Year\"], rdf[\"BG\"], marker='s', label=\"BG\", color=\"green\")\n", "ax1.set_xlabel(\"Year\")\n", "ax1.set_ylabel(\"Theil / BG Value\")\n", "ax1.set_title(\"Time Series of Theil, BG, and BGshare (1940-2000)\")\n", "ax2 = ax1.twinx()\n", "ax2.plot(rdf[\"Year\"], rdf[\"BGshare\"], marker='D', label=\"BGshare\", color=\"orange\")\n", "ax2.scatter(significant_points[\"Year\"], significant_points[\"BGshare\"], \n", " color='red', label=\"Significant BGshare (p ≤ 0.05)\", zorder=3)\n", "\n", "ax2.set_ylabel(\"BGshare Value\")\n", "ax1.legend(loc=\"upper left\")\n", "ax2.legend(loc=\"upper right\")\n", "ax1.grid(True)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "\n", "The plot displays the evolution of three key indicators—**Theil, BG, and BGshare**—over time, with **BGshare** assigned a secondary Y-axis.\n", "Overall inequality was highest in the initial decades, with a substantial decline from 1940 through 1960 followed by relative stability from 1960 forward.\n", "In contrast, the between-regions inequality component is relatively more stable in the earlier decades and becomes more important in 1960 and 1970 where it accounts for over half of overall inequality, 50 and 58 percent respectively. In those two decades there is significant spatial polarization.\n", "While the polarization peaks in 1970 and drops in subsequent decades, it remains significant in 1980 and 2000.\n", "\n", "\n", "## References\n", "\n", "- Hanson, Gordon H. U.S.-Mexico Integration and Regional Economies. Cambridge: National Bureau of Economic Research, 1996.\n", "- Rey, Sergio J., and Myrna L Sastré-Gutiérrez. “Interregional Inequality Dynamics in Mexico.” Spatial Economic Analysis 5, no. 3 (2010): 277–98.\n", "- Theil, Henri. Economics and Information Theory. Amsterdam: North Holland, 1967.\n", "\n", "\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.8" } }, "nbformat": 4, "nbformat_minor": 4 }