diff --git a/anthroposouth_viz.ipynb b/anthroposouth_visuals_version_1.ipynb similarity index 92% rename from anthroposouth_viz.ipynb rename to anthroposouth_visuals_version_1.ipynb index d5e2e0f..17d2256 100644 --- a/anthroposouth_viz.ipynb +++ b/anthroposouth_visuals_version_1.ipynb @@ -33,7 +33,7 @@ "metadata": {}, "outputs": [], "source": [ - "data = pd.read_excel(\"1. Oil production_1900-2023.xlsx\", sheet_name=\"Latin America (TWh)\", header=2)\n", + "data = pd.read_excel(\"version_1/input/1. Oil production_1900-2023.xlsx\", sheet_name=\"Latin America (TWh)\", header=2)\n", "data.rename(columns={'Unnamed: 0': 'year'}, inplace=True)" ] }, @@ -69,7 +69,7 @@ "ax.set_title(\"Latin American oil production in terawatt hours by country (all countries)\")\n", "\n", "plt.legend(loc=\"upper left\")\n", - "plt.savefig(\"twh_year_all.png\")" + "plt.savefig(\"version_1/output/twh_year_all.png\")" ] }, { @@ -90,7 +90,7 @@ "ax.set_title(\"Latin American oil production in terawatt hours by country (lower tercile)\")\n", "\n", "plt.legend(loc=\"upper left\")\n", - "plt.savefig(\"twh_year_low.png\")" + "plt.savefig(\"version_1/output/twh_year_low.png\")" ] }, { @@ -111,7 +111,7 @@ "ax.set_title(\"Latin American oil production in terawatt hours by country (median tercile)\")\n", "\n", "plt.legend(loc=\"upper left\")\n", - "plt.savefig(\"twh_year_middle.png\")" + "plt.savefig(\"version_1/output/twh_year_middle.png\")" ] }, { @@ -132,7 +132,7 @@ "ax.set_title(\"Latin American oil production in terawatt hours by country (higher tercile)\")\n", "\n", "plt.legend(loc=\"upper left\")\n", - "plt.savefig(\"twh_year_high.png\")" + "plt.savefig(\"version_1/output/twh_year_high.png\")" ] }, { @@ -192,7 +192,7 @@ "ax.set_title(\"Latin America's share of the world oil production\")\n", "\n", "plt.legend(loc=\"upper center\")\n", - "plt.savefig(\"world_percentage.png\")" + "plt.savefig(\"version_1/output/world_percentage.png\")" ] }, { @@ -210,7 +210,7 @@ "metadata": {}, "outputs": [], "source": [ - "trade = pd.read_excel(\"5. Energy trade_1971-2015.xlsx\", sheet_name=\"LA, Energy trade, 1971-2015\", header=1)\n", + "trade = pd.read_excel(\"version_1/input/5. Energy trade_1971-2015.xlsx\", sheet_name=\"LA, Energy trade, 1971-2015\", header=1)\n", "trade.rename(columns={'Unnamed: 0': 'year', \"Unnamed: 1\": \"trade\"}, inplace=True)\n", "trade[\"percentage\"] = trade[\"trade\"].astype(float).abs().round(2)\n", "trade.loc[44, \"percentage\"] = -6.61" @@ -238,7 +238,7 @@ "ax.set_title(\"Energy trade in Latin America, as percentage of use, 1971-2015\")\n", "\n", "plt.legend(loc=\"upper center\")\n", - "plt.savefig(\"trade_balance.png\")" + "plt.savefig(\"version_1/output/trade_balance.png\")" ] } ], diff --git a/anthroposouth_visuals_version_2.ipynb b/anthroposouth_visuals_version_2.ipynb new file mode 100644 index 0000000..1ab84e7 --- /dev/null +++ b/anthroposouth_visuals_version_2.ipynb @@ -0,0 +1,440 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 23, + "id": "c09834e2-1f4d-4b97-b5bb-50f8940bfcab", + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "import csv\n", + "import matplotlib\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "id": "67f7914b-a7a7-4d96-b92f-9cb6c788f063", + "metadata": {}, + "source": [ + "# 1 - Oil production\n", + "\n", + "Relative oil production per country between 1900 and 2023" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "6f8dcf94-577f-4b44-a658-1e9fd07469d4", + "metadata": {}, + "outputs": [], + "source": [ + "# load data, set index, and workout total production in given unit\n", + "oil = pd.read_csv(\"version_2/input/oilproductionrelative_v2.csv\")\n", + "oil.set_index(\"Year\", inplace=True)\n", + "oil['Total'] = oil.sum(axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "19d81163-1d42-407b-bf34-2fe194593285", + "metadata": {}, + "outputs": [], + "source": [ + "# relative percentage of production into \"country_percent\" columns\n", + "for column in oil:\n", + " oil[column + \"_percent\"] = oil[column] / oil.Total" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "49ba427d-7d99-4b11-a121-1bfe1c9aec42", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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e6ThRQ6EbKScQCGj+/PnKy8tLuF7bkWC1WtXa2qoNGzb0+9iRI0fqrrvuUnp6ehSSARiItrY2nXfeeWpoaDAdBQAipqamRr///e9VXFxsOooxa9as0S9+8Qvt3r3bdBQAAIwaaKH7rLPOikKafXvggQf6fcy5556rRYsW6bvf/a7uvvvuXtsuuugi3XXXXTrnnHO0cOHCQefzer1qbm5WaWlpUk9gtJoOAMRSMBjUFVdcofz8/JQsckufPAeVlZVyOp39Pvbjjz/WySefrB07dkQhGYD++vDDD3XKKadQ5AaQdLZs2aJ58+ZpwYIFCgaDpuPE1LZt23T++efru9/9LkVuAACSXFVVlf7+97+ru7s7/FhPT4/++te/qrq6OmLncTgcKisrS+oit0ShGykkFArpJz/5ibKzs1O+p2FHR4eOOOKIAR3b3d2tb3zjGwNqfwIgch577DFdeOGFLDwGIKktWrRIJ598sl5++WUtWbJEzz77rJ544gk9+OCD+r//+z/ddttt+uUvf6mf/OQnuuSSS3Tuuefq8ssv19///netXLlSjY2N/VqbxKTGxkZddtllOuOMM7R+/XrTcQAAQAxMmzZNVVVVeuKJJ8KPPfHEE6qurtbUqVPDjwWDQf3617/WsGHDlJGRocmTJ+uxxx6T9Em967jjjtMJJ5ygPY07mpubNWTIEP3iF7+Q9EnrEovFotbW1vCYr7/+uubMmaPMzEzl5+frhBNOUEtLi6RP1lC59NJLVVJSovT0dB155JFavnx5tJ+OQWMxSqSEUCikq6++Wunp6b3+U6eylpYWjR07VmvWrBnQ8VdffbVOPfVUXXzxxUl/RRCIJ8FgUNdff71efvll01EAICba2tp07bXX9nn/jRs3atmyZb0eczqdmjlzpg455BCNGjVKlZWVysnJkc1mi3Da/nO73brtttv0/PPPm44CAAAMOO+883T//ffrjDPOkCTdd999+ta3vqUlS5aE9/n1r3+tBx98UHfffbdqa2v12muv6cwzz1RxcbFmz56tRYsWaeLEibrjjjv0gx/8QBdeeKEqKyvDhe7PWrlypebOnavzzjtPt99+u+x2u1555ZXwRKorr7xSjz/+uBYtWqSamhrddNNNOuGEE/Txxx+roKAg6s/JQFHoRtILhUL65S9/KbvdHr4yhU9UVFQMuNAtSY8++qjWrFmj2267TQ6HI4LJAOxLZ2envvOd72jbtm2mowBAQvF4PFq6dKmWLl3a6/FTTz1V3/rWt5SVlRXTPIFAQC0tLXrsscf017/+NabnBgAA8eXMM8/UT37yE23ZskXSJzOt//73v4cL3R6PR7/61a/04osvatasWZKk4cOH6z//+Y/uuecezZ49W5WVlbrnnnt09tlna9euXfr3v/+td999V3b7vku/N910k6ZPn6677ror/Nj48eMlffK+809/+pMWLlyoz3/+85Kke++9Vy+88IIWLFigK664IlpPxaBR6EbSu+mmm8JvJtBba2urCgoKBrXY7Pvvv6+vfvWruv/++1N6wSgg2jZt2qRvf/vb8nq9pqMAQNJ49NFH9eijj+rzn/+8vve97ykvLy/i5/D7/WpsbNSGDRv09ttv69VXX1VjY2PEzwMAABJTcXGxvvjFL2rhwoUKhUL64he/qKKiovD2jz/+WF1dXTr++ON7Hef1enu1Nzn11FP15JNP6je/+Y3+9Kc/qba2dr/nXLlypU499dR9btuwYYN8Pl+vlrdpaWmaOXPmoCZLxgKFbiS12267TT09PRS59yMYDGrChAl67bXXBjVOe3u75s2bp5tvvlkzZ86MUDoAe7z55pu68sorTccAgKT1zDPP6JlnntHs2bN16aWXDvjivc/n0+7du7V+/XotW7ZMr776qtxud4TTAgCAZHPeeefp4osvliT98Y9/7LVtz2uJxYsXq7Kystc2p9MZ/ntXV5feeecd2Wy2g673kZGREYnYcYdCN5LW3Xffrba2tkHNVkb/XH755TrnnHN03nnn0bcbiJCXX365X71pAQAD9+qrr+rVV1/VIYccossuu0xDhgzZ776hUEjt7e3asGGD3nzzTT3//PO87gQAAANy4oknyuv1ymKx6IQTTui1bdy4cXI6ndq6datmz5693zEuu+wyWa1WPfPMM/rCF76gL37xizr22GP3ue+kSZP00ksv6brrrttr24gRI+RwOPT666+rpqZG0icX85cvX6758+cP/IuMAQrdSEr333+/du/ezZuNPujo6NDo0aO1bt26iIy3aNEiPf3007rllls0fPjwiIwJpKqnn35aN910k+kYAJBy3nnnHX3zm9/U2LFjddVVV2n48OHy+XzatWuX3nvvPb388st7LXgJAAAwUDabLdwW5LOLZWdnZ+vyyy/XD3/4QwWDQR155JFqa2vT66+/rpycHJ1zzjlavHix7rvvPr3xxhuaNm2arrjiCp1zzjlavXq18vPz9zrfT37yE02cOFHf//73deGFF8rhcOiVV17RqaeeqqKiIn3ve9/TFVdcoYKCAlVXV+umm25SV1eXzj///Jg8HwNFoRtJZ9GiRdq2bRtF7n6oqqqKWKFbkpqamnTuuefq+OOP11VXXcVClcAAPPzww3vdsgYAiK01a9bo3HPPlcViUSgUMh0HAAAksZycnP1uu+GGG1RcXKxf//rX2rhxo/Ly8jRt2jT99Kc/VUNDg84//3xde+21mjZtmiTpuuuu0/PPP68LL7xQDz/88F7jjRo1Ss8//7x++tOfaubMmcrIyNChhx6qb3zjG5Kk3/zmNwoGgzrrrLPU0dGh6dOn67nnnttn0TyeWEJ9fMVG0RDxzuv16uqrr5bL5VJTU5PpOAklLS1N77//vrq6uiI+ts1m03XXXaejjz464mMDyWrBggVatGiR6RgAAAAAYNyFF14Y7l8NHIjVdAAgEjZv3qwf/ehHstlsFLkHwOfzafLkyVEZOxAI6Oc//7nOP/98/m2APvjDH/5AkRsAAAAAgH6i0I2E99hjj+m+++5TWlqaOjs7TcdJWOnp6VEdf/369frKV76ihQsXKhgMRvVcQKL67W9/q0cffdR0DAAAAAAAEg49upGwvF5vuGdQW1ub6TgJr7W1VVVVVdq2bVtUz3Pffffpscce080336wxY8aEHw+FQvL7/fJ4POrq6lJHR4daW1vV1NSk+vp62e12TZ48WdXV1XK5XIPK4Pf71djYqE2bNslqtSonJ0dZWVnKyMhQenq6HA6H7Ha7rFauBSI2QqGQrrnmGi1ZssR0FAAAAAAAEhKFbiSkLVu26J577pHP55PX6zUdJ2nU1tZGvdAtSe3t7frOd76j6upq9fT0qL6+vl/H22w2HX744Zo9e7bGjRun0tJSpaWl7XNfv9+vpqYmrV+/XsuXL9fLL7/crwsjNptNJSUlGj58uA499FCNHTtWlZWVcrlcslgs/cqN+OL1ehUMBqN+N8PBhEIhXXnllXrrrbeM5gAAAAAAIJFR6EZEBQIB/fWvf9VZZ50VtXM8/fTTWrFiBW1KoqC7u1t2u11+vz8m59u6deuAjgsEAlq6dKmWLl0afiwvL08nnHCCZs6cKa/Xq7ffflsvvfSSWltbB5UxEAiorq5OdXV1ev3113ttGzNmjI466ihNmjRJ1dXVys3NZRZ4gvB4PDrzzDN19tln66STTjKWIxgM6tJLL9Xq1auNZQAAAAAAIBlYQqFQqC87Njc3RzsLksCDDz6o5cuXa8aMGTrzzDMjOrbP59Odd96pxsZGud3uiI6N/89isWjFihWmYySs8vJyTZs2TRUVFSotLVVRUZHy8/OVnZ2tzMzMcFsUmNPd3a0zzjhDjY2Nys3N1b/+9S9jWS699FKtXLnS2PkBAAAAIN5deOGFuvjii03HQAKg2oKI2blzp5YvXy5JWr58uaxWq775zW9GZOwdO3bo/vvvV1NTEwsZRllBQYHpCAmtrq5OixcvPuh+TqdTtbW1uvrqq1VeXh6DZJCkrq4uff3rXw/P9G9ra1NdXZ2Rf4N33nmHIjcAAAAAABHCPfaIiFAopDvvvLPXY2+99ZYeffTRQY/9yiuv6N5771VDQwNF7hhobm5WUVGR6RhJz+Px6P3339fpp5+uRYsWqY8312AQ3G63TjvttL3a2TzxxBMxz+L3+/XjH/845ucFAAAAACBZUehGRDzzzDP77Jn9n//8R48//viAxgwEArr//vv1zDPPqKWlZbAR0UehUEjjxo0zHSOlLFiwQKeffrp27dplOkpc8ng8+uc//zmohVLb29t16qmnqr29fa9tjzzySMwvot1zzz3yeDwxPScAAAAAAMmMQjcGrbW1Vc8999x+t7/22mv6xz/+0e8xb7vtNq1cuZJikAHMLo69Xbt26bTTTtNf/vIXnv//aW1t1e23367jjz9eN998s8444wxdcskl2rlzZ7/HOfXUU/e7gG0oFNKaNWsiEblPdu3apYcffjhm5wMAAAAAoK8sFoueeuop0zEGhB7dGLS77rrroPu8/PLLslqtOumkkw6676pVq/TEE0/s1V4AseN2uzV27NiYFv/wiT//+c96+umn9Yc//EGlpaWm4wxIIBCQzWYb8PE7d+7UHXfcof/+9797bVu1apW+/vWv65BDDtFVV12lsrKyA47V3Nys008//aAXzO677z7dcsstA87cH1dccUVMzgMAAAAAqeyGG26I2bmuvvrqfh9z7rnnatGiRXs9fsIJJ+jZZ5+NRKyUQ6Ebg/Lmm29q9+7dfdr3xRdflM1m0xe+8IV9bg+FQnrqqaf03//+V16vN5IxMQCVlZUUug3ZtWuXTj31VH3729/WmWeeKYvFYjpSn2zZskV/+MMftGzZMhUUFOhzn/ucDj30UI0YMUK5ubkH/TrWrl2rm266SR9//PFBz/XOO+/otNNO02GHHaYrrrhCxcXFe+3T0NCgr3/96/L5fAcdb/ny5erp6VF6evpB9x2Ml156SVu2bInqOQAAAAAAieHEE0/U/fff3+sxp9NpKE1keL1eORwOI+emdQkGrLu7W3/729/6dcxzzz23z6tS3d3d+tOf/qQlS5ZQ5I4Tra2tcrlcpmOktHvvvVdf//rX+3wxyYRgMKhly5bptNNO01lnnaVly5ZJ+mQm9d///nf98Ic/1Je//GXNnj1bl1xyiZ566ilt3LgxPMM6GAzqjTfe0CmnnKLvfOc7fSpyf9qbb76pefPm6Wc/+5mamprCj+/evbvPRe49Xn/99X6du788Ho+uv/76qJ4DAAAAAJA4nE6nysrKen3k5+dL+qQu893vflelpaVKT0/XhAkT9PTTT0uSrr32Wk2ZMqXXWLfddpuGDh0a/nz58uU6/vjjVVRUpNzcXM2ePVsrVqzodcz69et19NFHKz09XePGjdMLL7ywV8b33ntPxx57rDIyMlRYWKjvfOc7crvd4e3nnnuuTjnlFN14442qqKjQ6NGjI/Ts9B8zujFgCxYsGNBxzzzzjKxWqz73uc9JkjZt2qRFixax4GScCQQCmjx58j7bRyB26urqdOqpp2revHk6/PDDVV1drfz8/IhcHQ0Gg7JYLAOaMd7T06PFixfrrrvu6nMxedWqVVq1alX4c5fLJZ/PF5GLW0uXLtXSpUs1Z84cnXTSSbryyisVCAT6NcY999yjuXPnDjrL/vz2t7+l/zoAAAAA4KCCwaA+//nPq6OjQw8++KBGjBihDz/8sF9tQjs6OnTOOefoD3/4g0KhkG655RZ94Qtf0Pr165Wdna1gMKivfvWrKi0t1VtvvaW2tjbNnz+/1xidnZ064YQTNGvWLC1fvlz19fW64IILdPHFF2vhwoXh/V566SXl5OTss1AeSxS6MSBr1qzR+vXrB3z84sWLZbPZZLVatXjx4n7NukTsJPrtMsnk8ccf1+OPPx7+3GazacqUKZoxY4bGjBmjqqoq5eXlKS0tLbyP3+9XV1eXWltbVV9fr+3bt2vDhg1at26d1q9fHy4El5eXa+bMmRo/fryGDRum0tJSZWdn7/MXaENDg+677z4tXrx40F/T/haHHIwlS5ZoyZIlAzp2165dampqUmFhYWRDSdq4caNefPHFiI8LAAAAANFWXl6unJwc2e328IfNZgv/abVaZbVaZbFYFAqF1NPTo46ODjU3N6uhoYGazwE8/fTTysrK6vXYT3/6U02fPl3Lli3TmjVrNGrUKEnS8OHD+zX2scce2+vz//u//1NeXp5effVVfelLX9KLL76otWvX6rnnnlNFRYUk6Ve/+pU+//nPh4/561//qp6eHv3lL38J3/V/55136qSTTtJvf/vb8NpiLpdLf/7zn421LNmDQjf6ze/369577x30OP/85z8jkAbR1NraqpqaGnoKx6FAIKB33nlH77zzTq/H09LSVFhYqF27dvV5rLq6Ov3jH//QP/7xj16PO51OTZs2TZMnT9aQIUP00EMPJX3f9sWLF+vss8+O6JihUEiXXXZZRMcEAAAAgFiw2+0aNmyYuru7w48Fg0EFg8EDFrDT0tJUWlqq0tJSZWRkyOl0ymazKRAIqKenR263W9u3b0/5u/uPOeYY/elPf+r1WEFBgf785z9ryJAh4SL3QOzevVs///nPtWTJEtXX1ysQCKirq0tbt26V9Mkk1qqqqnCRW5JmzZrVa4w1a9Zo8uTJvVrbHnHEEQoGg1q3bl240D1x4kTjRW6JQndKCwaDqq+vV1lZWb+O+9vf/tbvlgBIXCNGjKDQnUB8Pl+/itwH4vF49MYbb+iNN96IyHiJ4C9/+YvOOuusiC4A+vjjj/fqHw4AAAAAiWLKlCm9itwD0d3dvdcYdrtdQ4cO1fjx45Weni6Px6OGhgZt2rQpvKZTKnC5XBo5cuRej2dkZBzwOKvVuldrzM9eeDjnnHPU1NSk22+/XTU1NXI6nZo1a1ZU1saLlzXeKHSnsK6uLv3617+Wy+XSV7/6VU2ZMkV2+4G/JXbs2KG33347RgkRD7q7u5WWlsatRkgJXq9XGzdu1IgRIyIyXkdHh+64446IjAUAAAAAsZaTkxPVWdednZ3htpYZGRmaMGFCuJVmV1eXdu7cKavVGrXzx6tJkyZp+/bt+uijj/Y5q7u4uFi7du1SKBQKT9RauXJlr31ef/113XXXXfrCF74gSdq2bZsaGxvD28eOHatt27aprq5O5eXlkqQ333yz1xhjx47VwoUL1dnZGS5mv/7667JarUYXndyf1PtOQdieHySdnZ164IEHdNlll+nBBx/s9U3/aaFQSHfeeWcsIyIO9PT0aNKkSaZjADHzwAMPRGysq6++OmJjAQAAAEAs1dTUxLy1SDAYVFtbm5qbm9XT06OCgoJwe4xk5PF4tGvXrl4fjY2Nmj17to4++mjNmzdPL7zwgjZt2qRnnnlGzz77rCRpzpw5amho0E033aQNGzboj3/8o5555pleY9fW1uqBBx7QmjVr9NZbb+mMM87oNVP8uOOO06hRo3TOOedo1apVWrp0qX72s5/1GuOMM85Qenq6zjnnHL3//vt65ZVXdMkll+iss86Ky38XCt0prLW1da/Hli9frhtuuEHXXHONVq9e3atFyb///W91dXXFMCHiRV5enukIQMy8/PLLEbmDYeXKlVqxYkUEEgEAAABA7O2rpQYi69lnn1V5eXmvjyOPPFLSJ20wZ8yYoW984xsaN26crrzyynCdbuzYsbrrrrv0xz/+UZMnT9ayZct0+eWX9xp7wYIFamlp0bRp03TWWWfp0ksvVUlJSXi71WrVk08+qe7ubs2cOVMXXHCBbrzxxl5jZGZm6rnnnlNzc7NmzJihr33ta5o7d27cToS1hD7b0GU/mpubo50FMfb666/rkUceOeh+Rx11lEaPHq0///nPMUiFeLVp06Z9XhwBktFNN92kww47bMDHBwIBfeELXxh0LzsAAAAAMCEzM1MTJkyIizamp5xyiubNm2c6BhIAM7pTWF1dXZ/2W7p0KUVuqKamxnQEIGbuvvvuQR1/7733UuQGAAAAkLCmTp0aF0VuoD8odKew7du3m46ABJKfn286AhAzGzduVHt7+4CO3bFjh/76179GOBEAAAAAxI7NZjMdAeg3Ct0pjEI3+oNfckg1L774Yr+P2bRpk84888wopAEAAACA2Bg/frw6OjpMxwD6jUJ3igqFQtyCgn5hIVKkmnvvvbdf+7/99ts655xzei3iCwAAAACJpqyszHQEYEAodKcov99vOgISTE9PD7/skFI6Ozv7fOfL008/rR/96EdRTgQAAAAA0VVUVKTW1lbTMYABodCdonp6ekxHQAIaMmSI6QhATD366KMH3WfBggW66aabYpAGAAAAAKJrwoQJCgaDpmMAA0KhO0XRawkDkZOTYzoCEFNPPvnkfluRhEIh/frXv9aiRYtinAoAAAAAIs9ut8vj8ZiOAQwYhe4U1dLSYjoCEpDFYjEdAYi5999/f6/HgsGgfvSjH+mZZ54xkAgAAAAAIm/KlCl0AEBCo9CdohobG01HQALq6OiQ1cqPDaSWzy5K6fV69a1vfUvvvPOOoUQAAAAAEHncxY1ER8UqRdXV1ZmOgATk8/no042Us3r1anV1dUn65GLPaaedpk2bNhlOBQAAAACRU1NTw93/Cejaa6/VlClTon6ec889V6eccsoB95kzZ47mz58f9SwHYjd6dhizbds20xGQoCoqKrR161bTMYCYWrp0qaZMmaIzzzyTnnUAAAAAks7IkSPV3NxsOkZEPfHEEzE711e/+tUBHbdr1y7deOONWrx4sXbs2KGSkhJNmTJF8+fP19y5cyOcMrqeeOIJpaWlGc1AoTtF7dy503QEJCiXy2U6AhBzv//979XT06NQKGQ6CgAAAABElMvlUkdHh+kYKWfz5s064ogjlJeXp9/97neaOHGifD6fnnvuOV100UVau3at6Yj9UlBQYDoCrUtSUSgUUjAYNB0DCSoQCJiOAMRcd3c3RW4AAAAASWnKlCny+XymY6Sc73//+7JYLFq2bJnmzZunUaNGafz48frRj36kN998U5K0detWnXzyycrKylJOTo5OO+007d69e79jBoNBXX/99RoyZIicTqemTJmiZ599Nrx98+bNslgseuSRR3TUUUcpIyNDM2bM0EcffaTly5dr+vTpysrK0uc//3k1NDTsNf51112n4uJi5eTk6MILL5TX6w1v+2zrkgceeEDTp09Xdna2ysrK9M1vflP19fUReOb2j0J3CuKHFwajo6PD+K0oAAAAAAAgMmw2m+kIKae5uVnPPvusLrroon3eOZ+Xl6dgMKiTTz5Zzc3NevXVV/XCCy9o48aNOv300/c77u23365bbrlFN998s1avXq0TTjhBX/7yl7V+/fpe+11zzTX6+c9/rhUrVshut+ub3/ymrrzySt1+++1aunSpPv74Y/3iF7/odcxLL72kNWvWaMmSJfrb3/6mJ554Qtddd91+s/h8Pt1www1atWqVnnrqKW3evFnnnntu/56ofqJ1SQrq7u42HQEJLBgMqqamRh9//LHpKAAAAAAAYBDGjx9P2xIDPv74Y4VCIY0ZM2a/+7z00kt67733tGnTJlVVVUmS/vKXv2j8+PFavny5ZsyYsdcxN998s6666ip9/etflyT99re/1SuvvKLbbrtNf/zjH8P7XX755TrhhBMkST/4wQ/0jW98Qy+99JKOOOIISdL555+vhQsX9hrb4XDovvvuU2ZmpsaPH6/rr79eV1xxhW644QZZrXvPpT7vvPPCfx8+fLjuuOMOzZgxQ263W1lZWX18pvqHGd0pqL293XQEJLjS0lLTEQAAAAAAwCCVl5ebjpCS+tIac82aNaqqqgoXuSVp3LhxysvL05o1a/bav729XTt37gwXq/c44ogj9tp/0qRJ4b/vqfFMnDix12OfbTMyefJkZWZmhj+fNWuW3G63tm3bts/877zzjk466SRVV1crOztbs2fPlvRJO5ZoodCdglpaWkxHQIJLT083HQEAAAAAAAxCUVERNSJDamtrZbFYjC04+emWtBaLZZ+PDWZ9v87OTp1wwgnKycnRQw89pOXLl+vJJ5+UpF59vSONQncKinbjdyQ/v99vOgIAAAAAABiEiRMnDqqYiYErKCjQCSecoD/+8Y/q7Ozca3tra6vGjh2rbdu29Zox/eGHH6q1tVXjxo3b65icnBxVVFTo9ddf7/X466+/vs/9+2vVqlW92iG/+eabysrK6jXjfI+1a9eqqalJv/nNb3TUUUdpzJgxMalHUuhOQTt37jQdAQmuvb291+0qAAAAAAAgcdjtdvX09JiOkdL++Mc/KhAIaObMmXr88ce1fv16rVmzRnfccYdmzZql4447ThMnTtQZZ5yhFStWaNmyZTr77LM1e/ZsTZ8+fZ9jXnHFFfrtb3+rhx9+WOvWrdOPf/xjrVy5Uj/4wQ8Gndfr9er888/Xhx9+qH//+9+65pprdPHFF++zP3d1dbUcDof+8Ic/aOPGjfrnP/+pG264YdAZDobFKFNQNHvhIHXU1NTssycUAAAAAACIb5MnT6bQbdjw4cO1YsUK3XjjjbrssstUV1en4uJiHXLIIfrTn/4ki8Wif/zjH7rkkkt09NFHy2q16sQTT9Qf/vCH/Y556aWXqq2tTZdddpnq6+s1btw4/fOf/1Rtbe2g886dO1e1tbU6+uij5fF49I1vfEPXXnvtPvctLi7WwoUL9dOf/lR33HGHpk2bpptvvllf/vKXB53jQCyhvnQ/l9Tc3BzVIIidSFzFAbKysrR06VLTMQAAAAAAQD/NnTs3YWp9p5xyiubNm2c6BhIArUtSDL2XECkOh8N0BAAAAAAAMADM5kYyotCdYqK5silSi8fjMR0BAAAAAAD0U3V1tbq6ukzHACKOQneK4QcZIqWzs1N5eXmmYwAAAAAAgH6orq42HQGICgrdKaajo8N0BCQRfjkCAAAAAJBYnE6n6QhAVFDoTjFNTU2mIyCJFBQUmI4AAAAAAAD6yOFwqK2tzXQMICoodKeY+vp60xGQRGw2m+kIAAAAAACgj2praxUIBEzHAKKCQneK2bFjh+kISCLd3d2mIwAAAAAAgD4qLS01HQGIGgrdKWbr1q2mIyCJdHd3q6SkxHQMAAAAAADQB8Fg0HQEIGoodKeY1tZW0xGQZKqqqkxHAAAAAAAAB1FQUEB/biQ1Ct0phB5MiIacnBzTEQAAAAAAwEGMHDnSdATEgYULFyovLy/8+bXXXqspU6YYyxNJdtMBEDter9d0BCQhq5XrZQAAAAAAxLvs7Gw1NzebjhEzq1evjtm5Jk2a1O9jzj33XC1atCj8eUFBgWbMmKGbbrppQOP11emnn64vfOELURvfJCpUKaSzs9N0BCQht9sti8ViOgYAAAAAANgPi8Wirq4u0zHwGSeeeKLq6upUV1enl156SXa7XV/60pf2u7/P5xv0OTMyMpJ2vTUK3Smkvb3ddAQkIa/Xq8rKStMxAAAAAADAftTU1Kinp8d0DHyG0+lUWVmZysrKNGXKFP34xz/Wtm3b1NDQoM2bN8tisejhhx/W7NmzlZ6eroceekhNTU36xje+ocrKSmVmZmrixIn629/+Fh5zz3Gf/ZgzZ46kvVuXJBNal6SQxsZG0xGQpCoqKrR9+3bTMQAAAAAAwD5UV1ero6PDdAwcgNvt1oMPPqiRI0eqsLAw3Jnhxz/+sW655RZNnTpV6enp6unp0SGHHKKrrrpKOTk5Wrx4sc466yyNGDFCM2fOVFVVlerq6sLj7tq1S8cdd5yOPvpoU19azFDoTiH19fWmIyBJZWdnm44AAAAAAAD2Iy0tzXQE7MPTTz+trKwsSZ+0HC4vL9fTTz/daz20+fPn66tf/Wqv4y6//PLw3y+55BI999xzeuSRRzRz5kzZbDaVlZVJknp6enTKKado1qxZuvbaa6P/BRlGoTuF7Nixw3QEJKlgMGg6AgAAAAAA2Aen06m2tjbTMbAPxxxzjP70pz9JklpaWnTXXXfp85//vJYtWxbeZ/r06b2OCQQC+tWvfqVHHnlEO3bskNfrlcfjUWZm5l7jn3feeero6NALL7zQq3ierCh0p5DNmzebjoAk1dHRIbvdLr/fbzoKAAAAAAD4lNGjRysQCJiOgX1wuVwaOXJk+PM///nPys3N1b333qsLLrggvM+n/e53v9Ptt9+u2267TRMnTpTL5dL8+fPl9Xp77ffLX/5Szz33nJYtW5Yyd+InfykfYayui2gJBAKqrq42HQMAAAAAAHxGUVGR6QjoI4vFIqvVqu7u7v3u8/rrr+vkk0/WmWeeqcmTJ2v48OH66KOPeu3z+OOP6/rrr9cjjzyiESNGRDt23KDQnSK4codo29P/CQAAAAAAxA/uvo5fHo9Hu3bt0q5du7RmzRpdcsklcrvdOumkk/Z7TG1trV544QX997//1Zo1a/Td735Xu3fvDm9///33dfbZZ+uqq67S+PHjw+M3NzfH4ksyikK3QbH8QdPT0xOzcyE17asXFAAAAAAAMKeoqEgdHR2mY2A/nn32WZWXl6u8vFyHHnqoli9frkcffVRz5szZ7zE///nPNW3aNJ1wwgmaM2eOysrKdMopp4S3v/322+rq6tIvf/nL8Njl5eV7LWiZjCyhUCjUlx1Toeofaw0NDSouLo7Juerr63XjjTfG5FxITTk5OXr11VdNxwAAAAAAAP9z6KGH7tW7OdGccsopmjdvnukYSADM6Daovr4+ZudqbW2N2bmQmjo6OpSenm46BgAAAAAA+J9UWYQQkCh0G9Xe3h6z3tlNTU0xOQ9SVygU0tChQ03HAAAAAAAA+mRhw87OTtMxgJih0G1Qc3OzPB5PTM61a9eumJwHqS1WrXgAAAAAAMCBDR8+nDXbkFIodBvU1NQkt9sdk3Pt2LEjJudBanM6naYjAAAAAAAASZWVlaYjADFFodughoYGtbS0xORcW7dujcl5kNpidYcCAAAAAAA4MLvdbjoCEFMUug3avXu3GhoaYnIuCpCIBbfbzUIXAAAAAAAYlpGRoba2NtMxgJii0G2Qx+PRzp07o34en88X9XMAe7AgJQAAAAAAZo0aNUrBYNB0DCCmKHQbsueHzebNm6N+LhYeQCwVFBSYjgAAAAAAQEorKioyHQGIOQrdhgQCAUmKyYzuWC14CUj0AAMAAAAAwDTu7kcqotBtiNfrlSSFQqGo30rS2toa1fGBT6MfPAAAAAAA5pSWlqqjo8N0DCShzZs3y2KxaOXKlaaj7BNTLw35dDsRr9er9PT0qJ0rVgteApLU2dkpp9NJwRsAAAAAAAOGDx9OG1tJzc3NMTvXYNq4vvHGGzryyCN14oknavHixRFMNTjnnnuuWltb9dRTT4Ufq6qqUl1dXdy2xmFGtyGdnZ37/Hs07Nq1K6rjA59VVlZmOgIAAAAAACnJ5XKZjoB+WLBggS655BK99tprB2xxHAqF5Pf7Y5hsbzabTWVlZXHbtpZCtyGfvoWkra0tqufatm1bVMcHPiter+wBAAAAAJDMrFYra7UlELfbrYcffljf+9739MUvflELFy4Mb1uyZIksFoueeeYZHXLIIXI6nfrPf/6jjo4OnXHGGXK5XCovL9ett96qOXPmaP78+eFjPR6PLr/8clVWVsrlcunQQw/VkiVLwtsXLlyovLw8Pffccxo7dqyysrJ04oknqq6uTpJ07bXXatGiRfrHP/4hi8Uii8WiJUuW7NW6ZE/Gl156SdOnT1dmZqYOP/xwrVu3LnyuDRs26OSTT1ZpaamysrI0Y8YMvfjii1F5Pil0G9Le3h7+e7Rbi2zfvj2q4wOflZWVZToCAAAAAAApZ8SIEbQSTSCPPPKIxowZo9GjR+vMM8/Ufffdp1Ao1GufH//4x/rNb36jNWvWaNKkSfrRj36k119/Xf/85z/1wgsvaOnSpVqxYkWvYy6++GK98cYb+vvf/67Vq1fr1FNP1Yknnqj169eH9+nq6tLNN9+sBx54QK+99pq2bt2qyy+/XJJ0+eWX67TTTgsXv+vq6nT44Yfv9+v42c9+pltuuUVvv/227Ha7zjvvvPA2t9utL3zhC3rppZf07rvv6sQTT9RJJ52krVu3RuIp7CU+55mngE/3CdpztSQaYrHYJfBZ8XoLCwAAAAAAyayioqLX5ErEtwULFujMM8+UJJ144olqa2vTq6++qjlz5oT3uf7663X88cdL+qRDxKJFi/TXv/5Vc+fOlSTdf//9qqioCO+/detW3X///dq6dWv48csvv1zPPvus7r//fv3qV7+SJPl8Pt19990aMWKEpE+K49dff72kTyYwZmRkyOPx9Kk97Y033qjZs2dL+qQw/8UvflE9PT1KT0/X5MmTNXny5PC+N9xwg5588kn985//1MUXXzyg521/qEYZ0tTUFP57NK5g7OHz+aI2NrA/gUDAdAQAAAAAAFKOzWYzHQF9tG7dOi1btkxPPvmkpE8mDZ5++ulasGBBr0L39OnTw3/fuHGjfD6fZs6cGX4sNzdXo0ePDn/+3nvvKRAIaNSoUb3O5/F4VFhYGP48MzMzXOSWpPLyctXX1w/oa5k0aVKvcSSpvr5e1dXVcrvduvbaa7V48WLV1dXJ7/eru7ubGd3J5NPfONEsdLPKLkzo6uoyHQEAAAAAgJSSnZ0d9XXgEDkLFiyQ3+/vNRs7FArJ6XTqzjvvDD/W38VF3W63bDab3nnnnb0ufHy61WxaWlqvbRaLZa+2KX316bEsFoskhTtMXH755XrhhRd08803a+TIkcrIyNDXvvY1eb3eAZ3rQCh0G/LpQrfP51MoFAp/I0TSpxe9BGLF5/OpqKhIjY2NpqMAAAAAAJASJk2axMSzBOH3+/WXv/xFt9xyiz73uc/12nbKKafob3/7m8aMGbPXccOHD1daWpqWL1+u6upqSVJbW5s++ugjHX300ZKkqVOnKhAIqL6+XkcdddSAMzocjojcsf/666/r3HPP1Ve+8hVJnxTiN2/ePOhx94XFKA357MIA0Wox0tLSEpVxgYMpLS01HQEAAAAAgJTBelmJ4+mnn1ZLS4vOP/98TZgwodfHvHnztGDBgn0el52drXPOOUdXXHGFXnnlFX3wwQc6//zzZbVawxNoR40apTPOOENnn322nnjiCW3atEnLli3Tr3/9ay1evLjPGYcOHarVq1dr3bp1amxsHHDtsra2Vk888YRWrlypVatW6Zvf/GbU1hPkf4AB+/rH7OrqksPhiPi5BtpbBxisvLw80xEAAAAAAEgJo0aNYhHKzygoKDAdYb8WLFig4447Trm5uXttmzdvnm666SatXr16n8f+/ve/14UXXqgvfelLysnJ0ZVXXqlt27YpPT09vM/999+vX/7yl7rsssu0Y8cOFRUV6bDDDtOXvvSlPmf89re/rSVLlmj69Olyu9165ZVXNHTo0H5/rb///e913nnn6fDDD1dRUZGuuuqqqH2vWkJ9bL7S3NwclQCpyOfz6fLLL+/12GWXXRa+5SCSHnroIS1btizi4wIHU1BQoJdeesl0DAAAAAAAkt7cuXOTtnZ3yimnaN68eaZjxK3Ozk5VVlbqlltu0fnnn286jlG0LjFgX83Wo9XLeNu2bVEZFziYgS5gAAAAAAAA+i4zM5PZ3Cnk3Xff1d/+9jdt2LBBK1as0BlnnCFJOvnkkw0nM4/WJQb09PTs9diuXbuicq5ojQsczGf70AMAAAAAgMibMmWKuru7TcdADN18881at26dHA6HDjnkEC1dulRFRUWmYxlHoduAzs7OvR7bvn17xM8TCoWYVQtjurq6lJ6evs8LOwAAAAAAIDIcDgeF7hQydepUvfPOO6ZjxCValxjQ0dGx12ObNm2K+Hn21SIFiKWKigrTEQAAAAAASFojRoxQW1ub6RhAXKDQbcC++iZ1dXVF/DxczYNphYWFpiMAAAAAAJC0hg4dajoCEDcodBuwv1Vw/X5/RM/DQgQwzeVymY4AAAAAAEBSysjI2GfXACBVUeg2oKmpaZ+PR3oG9v4K6kCs2O0sAwAAAAAAQDRMnjxZPp/PdAwgblDoNqC+vn6fj0d6Bvb+zgPESqTvUgAAAAAAAJ/IyMgwHQGIKxS6DdhfATrSM7B37twZ0fGA/urs7JTFYjEdAwAAAACApDJs2DC1traajgHEFQrdBng8nn0+vnv37oieZ+vWrREdD+gvv9+vkpIS0zEAAAAAAEgqw4cPNx0BiDsUumMsGAzud9v27dsjeq799QIHYolCNwAAAAAAkeN0OuV2u03HAOIOhe4YCwQC+922efPmiJ3nQAV1IJZyc3NNRwAAAAAAIGlMnTpVXq/XdAwg7lDojrED/SBqaWmJyXmAWHI6naYjAAAAAACQNFiEEtg3Ct0x1t3dfcDtB5rx3R9dXV0RGQcYrFAoZDoCAAAAAABJobq6mkUogf2g0B1jBytA9/T0ROQ8bW1tERkHGKxIfU8DAAAAAJDqRo4caToCELcodMdYR0fHAbdHajGB5ubmiIwDDFZ3d7cyMzNNxwAAAAAAIKE5HA51dnaajgHELQrdMdbe3n7A7ZEqUO/atSsi4wCRUFFRYToCAAAAAAAJbfLkyazJBhwAhe4YO1ghu6GhISLn2bFjR0TGASKhoKDAdAQAAAAAABJaTk6O6QhAXKPQHWNNTU0H3B6pAvWWLVsiMg4QCS6Xy3QEAAAAAAAS1pAhQ2hTCxwEhe4Yq6+vP+D2SBWoI9XrG4gEq5UfNQAAAAAADNSoUaNMRwDiHtWnGDtY7+y6urpBnyMQCAx6DCCSfD6f6QgAAAAAACSktLQ0dXV1mY4BxD0K3THWl4JfMBgc1Dk8Hs+gjgciraurSzabzXQMAAAAAAASzuTJk6n1AH1AoTuG+lrAHuwPr87OzkEdD0RaIBBQaWmp6RgAAAAAACSc3Nxc0xGAhEChO4b8fn+f9htsobqtrW1QxwPRUFxcbDoCAAAAAAAJ5ZBDDmERSqCPKHTHkNfr7dN+ra2tgzpPY2PjoI4HoiEnJ8d0BAAAAAAAEkZmZqacTqfpGEDCoNAdQz09PX3ar6GhYVDn2b1796COB6LB4XCYjgAAAAAAQMKYNWuWuru7TccAEgaF7hjq6wq5dXV1gzrPtm3bBnU8EA2DXWQVAAAAAIBUMWLECLW0tJiOASQUCt0x1NHR0af9tmzZMuBzhEIhrV+/fsDHA9HCVWgAAAAAAA7OarWqurpaoVDIdBQgoVDojqH29vY+7TeYGdlc7UO88ng8ys7ONh0DAAAAAIC4NmvWrEGv3wakIgrdMdTXVXIDgcCAr9q9//77AzoOiIXy8nLTEQAAAAAAiFuFhYXy+XymYwAJiUJ3DDU1NfV534H+UHvllVcGdBwQC/n5+aYjAAAAAAAQt6ZOnUqhGxggCt0xVF9f3+d9Ozs7+z2+1+vt86xxwITMzEzTEQAAAAAAiEuTJk3q1yRJAL1R6I6hXbt29Xnfvvbz/rTB9PYGYsFms5mOAAAAAABA3HE6ncrNzTUdA0hoFLpjqD+3njQ2NvZ7/LfeeqvfxwCx5PV6TUcAAAAAACDuzJo1S26323QMIKFR6I6RYDDYr/37M/t7j2XLlvX7GCCW3G637Ha76RgAAAAAAMSNqqoqdXR0mI4BJDwK3THi9/v7tf/WrVv7tX9ra6tCoVC/jgFiLRQKqayszHQMAAAAAADiRm1tbb8nSALYG4XuGOlvy4bNmzf3a/81a9b0a3/AlOLiYtMRAAAAAACICzNnzlRLS4vpGEBSoNAdIz09PVHd/5VXXunX/oAp2dnZpiMAAAAAAGBcdna2rFZKc0Ck8L8pRrq6uvp9TF8Xr/T7/dq9e3e/xwdMcDgcpiMAAAAAAGDczJkz5fF4TMcAkgaF7hgZyKIC3d3dfdpvx44d/R4bMCUQCJiOAAAAAACAUaNHj1Zzc7PpGEBSodAdI21tbf0+pr29vU/7LVu2rN9jA6YM5O4GAAAAAACSxdChQ1VYWGg6BpB0KHTHyEAWFujrlb033nij32MDpni9XuXl5ZmOAQAAAABAzNXW1qq0tLTPd/ED6DsK3THS1NTU72N27dp10H3a29tpBYGEU15ebjoCAAAAAAAxNXbsWOXn58vr9ZqOAiQlCt0xUl9f3+9j+tJ7e926dQOJAxjFjG4AAAAAQLyz2+2qqqqKyHvYiRMnyuVyyefzDT4YgH2ymw6QKvoyO/uzNm7ceNB9lixZMoA0gFkZGRmmIwAAAAAAIOmTgnZ5eblKSkqUlZWltLQ0+Xw+ud1uBYNBVVZWymaz6c033xzQXfVTp06VzWbjjnwgyih0x8hArtgdbDHKQCCg7du3DzQSYIzFYjEdAQAAAACQpGw2mzIzM5WRkaH09HSlp6fL6XTK4XAoLS1NNptNaWlpstvtvQrawWBwn7UYj8cjSTrqqKO0a9curV27ts9ZZsyYoWAwSJEbiAEK3TEQDAYHfGwgEJDNZtvntrq6ugGPC5i050UCAAAAAAADYbfbVVlZGZ6FbbVa5fF45PF45Pf793lMMBgc1PvRtrY2ZWRk6LjjjtOKFSvU3Nx8wP1nzZqlnp6eAZ8PQP9Q6I6B/f2A7Yvu7m5lZWXtc9s777wz4HEBk7q6uuRwOFiAAwAAAABwUIWFhaqoqFB+fr4cDkevWdh+v1+tra0xzdPU1KTa2lo5HA7997//3eds7aOOOkputzumuYBUR6E7BgZTzHO73fstdC9dunTA4wImhUIhlZeXa8uWLaajAAAAAADi1JAhQzR69OjwzOmOjg7Dif4/r9crr9erI488UvX19VqzZk142+zZsw/ajhZA5FlNB0gFg7lNZX+3wXR2drJSLxJaYWGh6QgAAAAAgDiUnp6uY445RqWlpQdtD2Jae3u70tPTddxxx6moqEjHHHMMRW7AEGZ0x0BXV9eAj62vr9e4ceP2enz9+vWDiQQYl52dbToCAAAAACDOTJ06VS6XK+btSAarqalJNTU1CZcbSCYUumNgMLfW7NixY5+Pv/baawMeE4gHaWlppiMAAAAAAOJERUWFxo4dq+bmZnV2dpqOMyDBYNB0BCCl0bokBtra2gZ87L56GAeDQW3YsGEwkQDjBrNIKwAAAADEm7S0NFVUVJiOkXCcTqfmzJmjioqKuG9TAiC+MaM7BlpaWgZ87O7du/v0GJBoBtPSBwAAAADiSV5enqZNmya/36+mpiZ5PB7TkRLClClTlJWVNagJggCwBzO6Y6CxsXFQx3/21pcVK1YMajwgHvh8PhakBAAAAJDwhg4dqgkTJqilpUUdHR064ogjTEeKe06nU3PnzpXFYknYNiUA4g+F7hior68f1PGfvRJMf24ki7KyMtMRAAAAAGDApk2bpuLi4l7F2paWFo0ePdpgqvhms9l05JFH0qYEQMRR6I6BwbYacbvd4b93d3erp6dnsJGAuJCbm2s6AgAAAAAMyOzZsxUKhfa5/lBpaamcTqeBVPFvzpw5FLkBRAWF7hjw+XyDOv7TPb5ZhBLJJCMjw3QEAAAAAOgXp9Op4447Tu3t7fvdhxYm+0aRG0A0UeiOss/21x6IT/f4Xrp06aDHA+KFxWIxHQEAAAAA+qyoqEizZs1SU1PTQfdtbW3VqFGjYpAqMRx++OEsOgkgqih0R9m+bmHqrx07dkiSQqGQ1q5dO+jxgHgRif8fAAAAABALo0aNUm1tbZ+LtaFQSGVlZXI4HFFOFv8OOeQQdXd3m44BIMlR6I4yr9c76DG2bt0qSWpoaBj0WEA84YUOAAAAgERw6KGHKicnp99rZtHCRBo3bhx38wKICQrdURaJhSO3b98uSVq1atWgxwLiidfrVXZ2tukYAAAAALBfxxxzjLxerwKBwICOb2trU21tbYRTJYahQ4cqOzt7wM8dAPQHhe4o6+rqGvQYwWBQwWBQS5YsGXwgIM4UFxebjgAAAAAA+3TssceqtbV1UGOEQiFVVFQoLS0tMqESRGlpqSoqKiJypzsA9AWF7ijr6OiIyDgbN26U2+2OyFhAPMnPzzcdAQAAAAB6sVgsmjt3rlpaWiIyXnt7u4488siIjJUI8vLyNHr0aNpVAogpCt1RFqkVhZ944omIjAPEm8zMTNMRAAAAACDMarVq7ty5am5ujui47e3tGjFiRETHjEcZGRmaOnVqxCb+AUBfUeiOskj9YtyxY0dExgHiTardvgcAAAAgftlsNh177LFqamqK+NjBYFBDhgxJ6vdAdrtdhx9++KDbvQDAQFDojrLGxkbTEYC4xurbAAAAAOKB3W7XMcccE5Ui9x7t7e064ogjoja+SdXV1Zo9e3bEZ8IDQF9R6I6yhoYG0xGAuObz+UxHAAAAQASUlpbquOOOU0FBgekoQL+lpaVpzpw5US1y79HR0aHhw4dH/TyxUlFRoeOOO06FhYUUuQEYZTcdINnt3r3bdAQgrnV1dZmOAAAAgEEaN26ccnNz1dTUpDFjxqixsVEfffSR6VhAnzidTh155JExKXJLn7QwqaqqUm5urux2u2w2m2w2m6xWa/jDYrGEPyQpFAopGAzK7/fL4/Gou7tbbrdbHR0dam1tld/vP+DXl5GRoYyMDDmdTqWnp8vhcKizs1MbN25UKBQa0NdRUlKiiRMnqrW1NWbPHQAcCIXuKGO2KnBggUBABQUFXPkHAABIUEcccYR6enrU09MjSeru7lZOTo4OO+wwvfnmm4bTAQeWnp6uI444IubvR9rb2yVJfr//gEXq/bHb7crLy1NeXp6qqqrkcDjkcDhkt9sVCAQUCATCYweDwX2OkZOTo1mzZikjI0MtLS1au3ZtnyYiFRQUaOrUqWpra+N9HIC4QqE7ivb3ywRAb9ziBgAAkHjS0tI0e/bsfc7k3FNomzt3rl599dUBFfKAaMvMzNRhhx2WFO9FvF6vvF5vv4/r7u5Wd3e3pP9/Z4bH49GGDRtUV1fXa9+cnBxNnz5d7e3tSfGcAUg+FLqjiBdzQN/k5eWZjgAAAIB+KCgo0OTJkw/arqC5uVmzZ8/WO++8o9bW1tiEOwi73a4hQ4YoGAxq69atpuMgxux2u3JycpSTk6Nhw4appaXFdKS4EQgEwgXssrIy1dbWym63a/fu3SouLlZXVxfPF4yw2ylfom/4TomigVxNBVJRZmam6QgAAADoo9raWpWUlPS5cN3c3KwJEyZo586d2rhxY3TDfUZOTo6qqqqUn5+v9PR0+f1+dXR0KBgMymazqbS0VMuXL49pJkRHTk6OKisrlZeXp7S0NNnt9nCP60AgIJ/PJ5/P1+t9erxcfIlXHR0dkiSHw6G2tjbDaZBKHA6HqqurlZubK5/Pp9zcXNORkCAodEfRnh51AA6Mq7MAAACJ4dBDD1UgEOj3guKdnZ0qLCxUUVGRli1b1qdjrFarqqqqVFFRobS0tPCCeaFQaL8f0ieTKGw2m3p6esI5Ozs71dnZ2Wv8QCAgSZozZ45effXVAS/Ih9hKT0/XkCFDVFRUpMzMTFksFnV1dYXff3+6XzyAxFFcXKzy8nI5HA51dHQoFAqFL7YAfUV1KYo++0IKAAAAABKRzWbTnDlzBtWXd09rx2OPPVavvvpquNC8R3FxsaqqqsJt7dxut3w+X78Ll/2dedrW1qa5c+fq9ddfD/cqRnw5/PDDlZGRIa/XK7fbLUnyeDzyeDyGkwEYqLS0NFVXVysvL09+v1/d3d1cqMKgUeiOIq48AX3DC1QAAID4lZeXp0MOOSRii8+1tLRozpw5qq+vV0FBgex2e3hBvFAoZKQHcFNTkw499FCtWbNGu3fvjvn5sX9Tp07ttWAigMRlsVhUXV2toqIidXd3h9tJAZFCoTuK2tvbTUcAEkJ3d7esVquCwaDpKAAAAPifkSNHaujQoWpra4tYkXuP5uZm2e32uHrP1NbWphEjRigvL0/r1q0zHQeSSkpK5HA4WP8KMMxisQyqvVNRUZGqqqoUDAbV3d1NcRtRQ6E7iiL9YhBIVsFgUEVFRaqvrzcdBQAAIKWlp6dr6tSpcjqdamtrU1NTk+lIMdXd3a3s7Gwdeuiheuutt0zHSWk2m00TJkwwMsMfwP/ndDo1atQoWa1WpaWlKRAIqLOzU83NzWpqatpvATwzM1MjRoxQWlqa3G437X0RExS6o6ixsdF0BCBhFBYWUugGAAAwpKqqSrW1ters7Ez5HqmBQECBQEDHHnuslixZwl2Hhhx11FEUuYE4MH78+HBv/E+3ECooKFBxcbEyMjJktVrl9XrV0dGhtLQ0ZWdny+1200sfMUehO4oo2gF9l5ubazoCAABASrHb7ZoyZYpyc3PV3NxMUfEzWlpadMwxx+iNN95QV1eX6TgpZdy4cf1eVBRA5BUWFh7w518gEAgXwaVPFpiUWLMO5lhNB0hmFLqBvktPTzcdAQAAIGWMGzdOM2fOVCAQoOXiATQ3N2vGjBkqLy83HSVl5ObmKj8/33QMAJKGDRvGXS1IKBS6o8jn85mOACQMu50bTAAAAGJh4sSJcrlcvW5Bx/61t7erpqZGkyZNMh0lJcyYMYMZ9EAcGDp0aFwtGAz0BYXuKOGKF9A//J8BAACIvj0LTfr9ftNREorH45HNZtOcOXNksVhMx0laRx11VMotgArEI4vFwp0VSEgUuqOEF45A/7BABQAAQHRNnz5dVqtVgUDAdJSE1dbWpmOPPVZZWVmmoySdESNGMJMbiBPjx49XZ2en6RhAv1HojhKv12s6ApBQurq6wgtXAAAAILIOO+wwBYNB7qKLgObmZk2dOlU1NTWmoySNzMxMVVRU8P0JxAHWz0Iio9AdJT09PaYjAAmnuLjYdAQAAICkc/jhh8vj8SgUCpmOkjTcbrdKSko0Y8aMAY+RmZkZwUSJbdasWXK73aZjANAns7mZvIlExepvUcItHkD/FRQUaOfOnaZjAAAAJI2jjjqKAmKU7GlXOXfuXL366qsHbV9pt9s1atQolZWVye/3q6OjQ06nUxkZGbJarfL5fGpra1N9fb12796dMrObDz30UDU3N5uOAUBSUVER9SwkNArdUdLR0WE6ApBwcnJyTEcAAABIGrNnz1Z7e7vpGEmvublZRx99tN599121tLT02lZYWKja2lq5XC653W55vd5e+3g8nl5r1VitVpWVlamyslIul0t2u12BQECNjY368MMPk674XVlZyZ0GQBwZOnQovzeQ0Ch0R0lbW5vpCEDCcTqdpiMAAAAkhWOOOUatra2mY6SMlpYWjRs3To2NjZKk8vJySZ+8L/xsMbsvAoFAr2JTWlqaZs2aJYfDofXr12v79u2RC29IWlqaamtree8MxInhw4dT5EbCo9AdJZ+9kg/g4Gw2m+kIAAAACe/YY4/l/YgBXV1d4b7b0SjednV1qaurS8XFxRo1apR6enr03nvvJdTdxCUlJRo6dKiys7PDrVoAmGe1WpWTk6Ouri7TUYBBodAdJXuu5APou0AgYDoCAABAQqPInRr2/BuPHj1aeXl5qq+v1wcffBBXr6ctFouqq6tVWVmpzMxM9fT0qLOzUz6fj57cQJwZP348RW4kBQrdUVJfX286ApBw+ntLJwAAAP4/p9PJwpMpJhAIqKmpSTabTYceeqjS09P13nvvqaGhIeZZXC6XqqurVVxcrLS0NHV2dsrj8ai7u1vd3d0xzwOgbzIzM5Ou/z9SF4XuKKHQDfRfd3e30tPT1dPTYzoKAABAwhk/frx8Pp/pGDBkT0G5pqZGkyZN0sqVK9XU1BSVc+Xn56uqqkp5eXlyOBzh2dqSEqqVCgBp7Nix/L9F0qDQHSW8wAQGpqSkRFu3bjUdAwAAIOHk5+fTEgIKBAJqbm7WsGHDNHnyZK1cuXJQ3xcul0ujRo1Sbm6u7Ha7urq6wjO0KY4Bia2kpIQ7gZBUKHRHAbd8AAOXn59PoRsAAKCfnE4nRUf0EggE1NLSohEjRmjKlCl69913+9y/fc+Cl+np6WptbVUwGGThSCAJVVdXq7293XQMIGIodEeB3+83HQFIWFlZWaYjAAAAJJxx48ZxVyn2ye/3hwveOTk5WrFihVpbW/fab9iwYaqpqZEktbW1qauri8XpgCQ2bNgwitxIOhS6o8Dr9ZqOACQsp9NpOgIAAEDCKSwsjFo/ZiSHPTO8R40aJZfLpVWrVqmiokKlpaXyeDzq7Oxk1jaQQgoKCrgTCEmHQncUsJAeMHBWq9V0BAAAgITidDqZlYc+8/l8am1tDc/epq87kJoCgYDpCEDEUVGKgj2rTQPoP1r/AAAA9M/48eNpWwIA6DOXy0XtCkmJQncUcOsHMHB7VnAHAABA3xQUFJiOAABIIJWVlbJYLKZjABFHoTsK6GsGDJzX62VBSgAAgD6ibQkAoL+ys7NNRwCigkJ3FLS0tJiOACS0kpIS0xEAAAASAm1LAAD9FQwGTUcAooJCdxQ0NjaajgAktLy8PNMRAAAAEkJ+fr7pCACABJKZmUl/biQtCt1RUF9fbzoCkNBcLpfpCAAAAHHP6XSyPhAAoF8qKytNRwCihkJ3FFDoBgbH4XCYjgAAABD3aFsCAOgv+nMjmVHojrBQKMSLTQAAAABRV1BQYDoCACDBhEIh0xGAqKHQHWE9PT2mIwAJz+/3m44AAAAQ15xOp9rb203HAAAkkIyMjITrz11dXa2ioiLTMZAg7KYDJJvm5mbTEYCE19XVZToCAABAXKNtCQCgv4YMGWI6Qp9lZ2dr2LBhCgQCslgspuMgQTCjO8J27NhhOgKQ8Px+v/Lz803HAAAAiFu0LQEA9Fci9Oe2WCwaNWqUampqFAgETMdBgmFGd4R9/PHHpiMASaG4uFgtLS2mYwAAAMQd2pYAAJJRSUmJysvL5ff76SWOAaHQHWEffPCB6QhAUsjJyTEdAQAAIC5NmDCBtiUAgH5JT0+X2+02HWOfnE6namtrFQwGWbMLg0KhO4JCoVDc/tAAEo3L5TIdAQAAIC7l5+erqanJdAwAQAKJ1/7cQ4cOVU5ODr24EREUuiOou7vbdAQgadjt/HgCAAD4LKfTqba2NtMxAAAJJicnJ64mZ+bn56uqqkqBQIBe3IgYKkkR1NzcbDoCAAAAgCQ2YcIEbusGACSsoqIiVVRUyO/3U+BGxFHojqDt27ebjgAkDa/XazoCAABA3KFtCQCgv9LT09XZ2Wk0Q2lpqUpLS8MzuGlTgmig0B1BH3/8sekIQNLo6uqS1WpVMBg0HQUAACAu0LYEADAQlZWVCoVCxs5dVFTEDG7EBIXuCPrggw9MRwCSRjAYVGFhoRoaGkxHAQAAiAvjx4+nbQkAoN9yc3MH1Z+7qqpK0icT0txutzwez0GPqa6uVn5+vvx+P7+7EDMUuiMkGAyqq6vLdAwgqRQVFVHoBgAA+J+CggLalgAAYio3N1c5OTmSFP7TYrHIarVK+qQe5vP55PF41N3drczMTOXk5FDghhEUuiOku7vbdAQg6ez5JQoAAJDqaFsCABgIp9M5qP7c1dXVe7UUDYVCvdqQ2O122e12uVwuSaLADWOspgMkC2ZWAJGXkZFhOgIAAEBcoG0JAGAghgwZMuD+3Pn5+fTVRkKh0B0hO3bsMB0BSDp2OzedAAAASJ+0LQEAoL9yc3MHfGxVVZUsFksE0wDRRaE7QtavX286ApB0TK0KDQAAEE9oWwIAGKiBFqqLioq4kwgJh0J3hHzwwQemIwBJpy8rOQMAACS7CRMmUGwAAPSbw+GQ2+0e0LEVFRXM5kbCodAdAcFgUD09PaZjAEmns7OT9iUAACDl5eXlmY4AAEhAA+3PXVJSQm9uJCQK3RHQ1dVlOgKQtEpKSkxHAAAAMKa0tFTNzc2mYwAAEtBAL5SWlZVFNggQIxS6I6Cpqcl0BCBpsfASAABIZWPHjjUdAQCQQsrLy5nNjYRFoTsCtm3bZjoCkLSys7NNRwAAADDCbrfL6/WajgEASEAOh2NAHQi4qxqJjEJ3BKxfv950BCBppaenm44AAABgxKRJk9Td3W06BgAgAVVWVioYDPbrmCFDhrD4MRIahe4IWLNmjekIQNKy2WymIwAAABiRn59vOgIAIEEN5HcIrUOR6Ch0D1IwGJTH4zEdA0ha9AYDAACpiEUoAQCxVF1dzftvJDwK3YPU2dlpOgKQ1Hp6ekxHAAAAiDkWoQQADFRaWlq/6lUWi4W7iJAUKHQPUmNjo+kIQFLr6emR0+k0HQMAACBmWIQSADAYlZWVCoVCfd6/pqaG3txIChS6B2nbtm2mIwBJr7S01HQEAACAmGERSgDAYPRndrbFYlFOTk4U0wCxQ6F7kD766CPTEYCkxy1UAAAglfDaBwAwGBaLpc/7Dhs2jN7cSBoUugdp7dq1piMASS8rK8t0BAAAgJhgEUoAwGDY7XZ1dXX1aV+r1cr7bSQVCt2DEAgE5PP5TMcAkh49ugEAQKpgEUoAwGBUVlYqGAz2ad8RI0YwmxtJhUL3IPRnBVsAA2e18qMKAAAkPxahBAAMVkFBQZ/2s9vtSk9Pj3IaILaoHg1CY2Oj6QhASmD1ZwAAkApYhBIAMFh9nShWU1PT55nfQKKg0D0IW7duNR0BSAk9PT2mIwAAAEQdi1ACAAbDbrf3uftAZmZmlNMAsUehexA++ugj0xGAlODxeFggAwAAJDUWoQQADNbo0aOZpY2URqF7ENauXWs6ApAyiouLTUcAAACIGhahBAAMlsPh6NN+RUVFFMSRlCh0D1AgEGBlWiCGcnNzTUcAAACIChahBAAMVk1NTZ/blhQWFkY5DWAGhe4BcrvdpiMAKYX+YQAAIFmxCCUAYLD6cxe00+mMYhLAHArdA9TQ0GA6ApBS+EUMAACSFYtQAgAGIz8/X+3t7X3a12az0bYESYtC9wBt3brVdAQgpVit/LgCAADJh0UoAQCDNXz48D7vW1paqlAoFMU0gDlUjgZo3bp1piMAAAAASHAsQgkAGAyHw9Gv9ld5eXnRCwMYRqF7gD766CPTEYCUwgJNAAAg2bAIJQBgsEaNGiW/39/n/e12exTTAGZR6B6AQCBAPyMgxnp6ekxHAAAAiCgWoQQADFZaWlqf93U6nf0qigOJhkL3AHR0dJiOAKQcv9+v7Oxs0zEAAAAihkUoAQCDMXz4cHV2dvZ5/7KyMlksligmAsyi0D0A9fX1piMAKamgoMB0BAAAgIgoKipiEUoAwKD094Ipk8eQ7Ch0D8DWrVtNRwBSUm5urukIAAAAETFy5EjTEQAACayoqEjt7e39OsZqpQyI5MZ3+ACsXbvWdAQgJblcLtMRAAAAIoLXNQCAwaipqelXG5KcnBwFAoEoJgLMo9A9AB9//LHpCEBKcjqdpiMAAAAMmsVi6VdPVQAAPi09Pb3fixkXFxdHKQ0QPyh095Pf71coFDIdA0hJNpvNdAQAAIBBGzZsmDwej+kYAIAENWrUKPn9/n4dk5mZGaU0QPyg0N1PHR0dpiMAAAAASGBDhgwxHQEAkKAsFku/WpYAqYRCdz/V19ebjgCkLJ/PZzoCAADAoKWlpZmOAABIUCNGjOh325LCwkIFg8EoJQLiB4XuftqyZYvpCEDK6u8vcwAAgHjjdDrV1tZmOgYAIEHl5ub2+5jCwsIoJAHiD4Xuflq7dq3pCEDK8vv99BUDAAAJbdSoUQoEAqZjAAASUGlp6YBa6qanp0chDRB/KHT308aNG01HAFIaV6IBAEAiKy4uNh0BAJCgBrLGg81mo20JUgaF7n7w+XwKhUKmYwApbSC3aQEAAMQLig0AgIHIzMxUV1dXv48rKSmhloWUQaG7HwZyewiAyMrKyjIdAQAAYEDy8/Ppzw0AGJDa2toBtb7Ky8uLfBggTlHo7ofdu3ebjgCkPKfTaToCAADAgNTW1pqOAABIQFardcB3BKWlpUU4TWylp6dzZzf6jEJ3P2zZssV0BCDl2e120xEAAAAGJCcnx3QEAEACqq2tlcfj6fdxTqczoRdAdrlcGjJkiGw2m+koSBAUuvthzZo1piMAAAAASFDd3d2mIwAAEtBAW3iWlpZGOEns5OTkqKyszHQMJBimRvbD5s2bTUcAUp7f7zcdAQAAoN+qq6sHtIgYACC11dTUDHjNuOzs7AiniY38/HwVFBTIYrGYjoIEw4zuPvL5fKYjAJDU09NjOgIAAEC/1dTUmI4AAEhARUVFAz42EVt+FBUVUeTGgFHo7qP29nbTEQBI8nq9Sk9PNx0DAACgXxwOh+kIAIAEU1FRMeDZ3FlZWQnXn7u0tFS5ubkUuTFgFLr7aNeuXaYjAPifwsJC0xEAAAD6LC0tjYkzAIB+q6ioGPCxJSUlEUwSfRUVFcrKyqLIjUGh0N1H9OcG4kdeXp7pCAAAAH1WW1vLOiMAgH4pLi4e1EVSl8sVwTTRVVVVpczMTIrcGDQK3X30zjvvmI4A4H8GuuI0AACACaWlpaYjAAASTHV1tekIMVFTUyOn02k6BpKE3XSARBAMBtXU1GQ6BoD/oUc3AAAAACBZ5efny+12D/j4wsJCBYPBCCaKPKvVqpqamoRcMBPxi0J3H9BPD4gvdjs/ugAAQGLIzs5Wa2ur6RgAgAQyfPjwAS9CKcX/ulZ5eXkqLCykVQkijmpRH2zfvt10BAAAAAAJaNSoUXE/qw4AED+ys7PV2dk5qDHS09MVCAQilChyHA6HKioqZLPZKHIjKujR3Qcffvih6QgAPoXFnAAAQKJgEW0AQH/U1tYO6gKp1WqNywusZWVlqq6ult1up8iNqGFGdx+wECUQXzwej+kIAAAAfcLrFgBAX2VkZKinp2dQY5SUlCgUCkUo0eBlZ2erpKSE4jZigkL3Qfj9/kH/kAEQWR6PRw6HQ16v13QUAACA/aqoqBj07ecAgNQxevRodXV1DWqM/Pz8CKUZHLvdrsrKSmZwI6ZoXXIQzc3NpiMA2Id4X1wDAABg2LBhpiMAABKEw+GISJvOtLS0CKQZnJKSEtXU1CgtLY0iN2KKGd0HsWXLFtMRAOxDXl6e6urqTMcAAADYr4yMjEHPzAMApIYxY8YMuqOAyUUo09PTlZOTo6ysLFmtzKuFGRS6D2L16tWmIwDYh6ysLNMRAAAA9stms6mjo8N0DABAArDZbBHpqz106NDBh+kDi8WirKwsZWVlKT09XTabLSbnBQ6GQvdBvP/++6YjANiHjIwM0xEAAAD2a8SIEawnAgDokzFjxgx68eK0tDSlpaUpGAxGKNX/Z7fblZOTo8zMTDkcDmZsI25R6D4Aj8cTlR8QAAYvHvqOAQAA7E9FRYXa2tpMxwAAxDmLxSK73S6fzzeocYYNGxa1GlZNTQ29tpEQuARzAA0NDaYjAAAAAEhAzHYDAPTF6NGj1d3dPagxbDab0tPTI5Sot4KCAorcSBi8+jqADRs2mI4AYD9MLbABAABwMJmZmczmBgD0SSQK1EOHDo3ae+Tc3NyojAtEA4XuA1ixYoXpCAD2Y7D9ywAAAKJl1KhRtEAEABzUyJEj1dXVNagxLBaLXC5XhBL1lp6ezh1KSCh8tx7A5s2bTUcAsB89PT2y21lmAAAAxJ/CwkLTEQAACSASs6VramqiNpu7uLiYtiVIKBS696Ozs9N0BAAHwZtIAAAQjwa7oBgAIPkNHTpUHR0dgx4nJycnAmn2ZrVa5XQ6ozI2EC0Uuvejrq7OdAQAB5Gfn286AgAAQC8lJSURKVwAAJJXQUFBRArUQ4YMidps7qKioqiMC0QThe79WLdunekIAA4iKyvLdAQAAIBehg8fbjoCACCOFRUVqbKyUj09PYMeq6CgIAKJ9i07OztqYwPRQqF7P9555x3TEQAcREZGhukIAAAAvXAhHgCwP8XFxSovL5fH4xn0WGVlZVGbzZ2dnU1vbiQkVnLbh2AwqKamJtMxABxEWlqa6QgAAACSJIfDocMPP1zNzc2mowAA4lBpaamKi4sjUuSWPmmVFa1CdzRnigPRRKF7H9rb201HANAHXGEGAADxYOzYsSouLlZbW5vpKACAOFRWVqaioiJ5vd6IjFdYWBi1IrfdbmdSGRIWhe592L59u+kIAPogGAyajgAAAFKYy+XSYYcdpubmZhagBADsU0VFhfLz8yNW5N4zZrTeD5eUlERlXCAWKHTvw4cffmg6AoA+iNQtXwAAAP01depUZWZm0qoEALBflZWVys3Nlc/ni9iYubm5UZ30xVpYSGQsRrkPLEQJJIaenh7ZbDbTMQAAQAopKCjQcccdJ0nq6uoynAYAEK+qqqqUm5srv98f8XGjpaCggBahSGjM6P4Mv9+vnp4e0zEA9EEoFFJ+fr4aGxtNRwEAACngsMMOkyQWrgcAHFB1dbVcLlfEi9wul0uhUCiiY35abm5u1MYGYoFC92dw6yGQWCh0AwCAaCsvL9e4ceN4rwAAOKihQ4cqIyMjKotFDh06NOJj7pGeni6rlcYPSGwUuj9j8+bNpiMA6IecnBzTEQAAQBKzWCwaPXo0RW4AwEGNHj1aVqs1KkXu9PR0WSyWqM3oLi4upm0JEh6Xaj5j9erVpiMA6AcWygAAANE0bdo0tbW1mY4BAIhjLpdL06dPVygUikqRW5KGDRsWtSK31WqVw+GIythALDGj+zM++OAD0xEA9AO/jAEAQLRYLBZlZWWpvb3ddBQAQJwaNWqUHA5HVH9XpKWlyWazRa3QXVRUxGxuJAVmdH+Kx+NRMBg0HQNAP/DLGAAARMshhxxCkRsAsE97ZnFLktfrjeq5ojmbW5Kys7OjNjYQS8zo/pSGhgbTEQD0ExenAABANFitVmVmZqqjo8N0FABAnInFLO497Ha7nE5n1N77ZmdnM4EMSYMZ3Z+yYcMG0xEA9FO0r5wDAIDUdMghh1DkBgD0kpmZGbNZ3HsMHz48qhO8CgsLozY2EGvM6P6UFStWmI4AoJ+6u7tltVqZ2Q0AACLGZrMpIyODQjcAIKy2tlbp6ekxbWllt9uVnp4etQUu9/T+BpIFM7o/ZfPmzaYjAOinUCikvLw80zEAAEASmT59OkVuAIAkyeFwaPr06bJYLPJ4PDE99/Dhw6NW5Jak4uJi2pYgqVDo/p/Ozk7TEQAMUEFBgekIAAAgSdjtdjkcDtMxAABxID09XRMmTDCyMPGe3tzRlJGREdXxgVijdcn/1NXVmY4AYIBYIRoAAETK9OnT5Xa7TccAABjmcrk0evRoY78Tot2bu6CggNncSDrM6P6fdevWmY4AYIAyMzNNRwAAAEnAbrfLbmcuEACkupycHI0aNcpYkTstLS3qs7lzcnKiOj5gAq/i/uftt982HQHAAHF7MQAAiISZM2fS0hAAUlxBQYGqqqqM/j4YNmxYVGdzS2IRSiQlCt2SgsGgmpubTccAMED8ggYAAIPlcDi4hRsAUlxJSYlKS0vV3d1tLMOe2dzRLHRnZ2fzOw9JiUK3ZGRRAQCRE+0r3QAAIPnNmDFDXV1dpmMAAAwpLy9XYWGhPB6P0RzR7s0tSbm5uVEdHzCFQrek7du3m44AYBC8Xq/pCAAAIIE5nU6FQiHTMQAAhlRVVSk7O9v4e8u0tDSlpaVF/XdStPt/A6ZQ6Jb04Ycfmo4AYBB6enpMRwAAAAlsxowZ9OYGgBQ1bNgwpaeny+/3m46i4cOHU+QGBsFqOkA8eOedd0xHADAIgUBAeXl5pmMAAIAElJ6eThs0AEhRtbW1cjqdCgQCpqPI4XDI4XBE/Tz5+fn050bSSvlCt9/vZzYokAQKCgpMRwAAAAlo5syZRhcdAwDEnsPh0Pjx42W1WuPmYmcsenNLUkZGRtTPAZiS8q1LmpubTUcAEAE5OTmmIwAAgASTmZkpn89nOgYAIMpcLpcqKiqUnZ0tSers7Iyrn/8Oh0NpaWlRL3RbrVZZrSk/5xVJLOUL3Zs3bzYdAUAEuFwu0xEAAECCmT59ujo6OkzHAABEWEFBgcrKypSZmSm/36/Ozk5ZLBa53W7T0fYpVrO5aVuCZJfyhe7Vq1ebjgAgAmLRywwAACSPzMxMeTwe0zEAAIPgcrlUUFCg7Oxspaeny2q1yuPxyOPxyO/3q729XZLiurjrcDhkt9ujvgilpPCMdiBZpXyh+4MPPjAdAUAEcPsVAADoj8MOO0wtLS2mYwAADsJisai0tFS5ubnKyMiQ3W5XMBiUx+MJtx/x+/1xO1v7YIYPHx6TIrck2Wy2mJwHMCWlC90ejyduFh0AMDixemEAAAASX01Njdra2kzHAAAchMvl0tixY9Xe3q5QKKSuri7TkSIq1rO543lmOxAJKV3obmhoMB0BQITE00IiAAAgvo0YMYLZ3AAQ54YMGaL8/Pxw+5FkFMvZ3Lm5uTE5D2BSShe6t2zZYjoCgAjp7u42HQEAACSAQw89lCI3AMS5iRMnyufzJfVaCk6nM2azufecD0h2Kd3Ulv7cQPIIBAIsrAEAAA4oOzub/qQAEMccDoemT5+e9K1mLRaLamtrKXIDEZbShe41a9aYjgAgggoLC01HAAAAcWzmzJncBQYAcaqoqEjjx49P6lYlkpSenq6JEyfGdJ2p/Px8+nMjJaRs6xKfz5fUVweBVJSTk2M6AgAAiFMjRoxQc3Oz6RgAgH2ora1VWlqaOjs7TUeJqqKiIlVUVCgQCMT0vBkZGTE9H2BKys7opi8fkHxcLpfpCAAAIA5ZrVZVV1ebjgEA+Ayr1app06ZJkvx+v+E00TV8+HCVlpbGvMhttVpltaZs+Q8pJmVndG/fvt10BAARRt8xAACwL4cddphaW1tNxwAAfEpWVpZGjx6tjo6OpG6rYbPZNHbs2Ji2Kvk02pYglaRsoZv+3EDyYXEpAADwWXl5eTGfPQcAOLDs7GwNGzZMHR0dpqNEVVZWlkaMGGF0tnpWVpaxcwOxlrL3Lqxevdp0BAAAAABRNn36dHm9XtMxAAD/Y7fbVVtbq56eHtNRoqqiokLDhg0z3pIlLS3N6PmBWErJGd2BQCDpf6ACqcjn85mOAAAA4siYMWPU1NRkOgYA4FOmTJmi9vZ20zGiavTo0bLb7QoGg0ZzZGdnGz0/EGspOaM72X+gAqmKC1gAAGAPm82m0tJS0zEAAJ8yefLkpK7JOBwOTZo0SXZ7fMwrzc3NNR0BiKmULHTv3LnTdAQAUeDz+eRyuUzHAAAAcWDWrFlJXUwBgEQzYsQIdXd3m44RNXl5eRozZkxcrQvhdDpNRwBiKiUL3evXrzcdAUCUFBYWmo4AAAAMKyoqoi83AMSRkpKSpC66VlVVaciQIRS5AcNSstC9cuVK0xEARAm3ZgEAgClTprB2BwDEiczMTJWXlxtflDFaxowZo+zsbIVCIdNResnPz5fFYjEdA4ip+GgaFEOhUEgtLS2mYwCIElqXAACQ2iZMmMAClAAQJ6xWq8aOHauOjg7TUSLO4XDEXauST8vIyDAdAYi5lJvR7Xa7TUcAEEXcngUAQOrKzMxUQUGB6RgAgP+ZMmVKUha58/LyNHbs2LgtclutVtlsNtMxgJhLuRndu3fvNh0BQBTFy+rWAAAgttLT03XYYYdx9yYAxInx48cn5WTDqqoq5ebmxnUrlvz8fNMRACNSriK0ceNG0xEAAAAARJDT6dQRRxyh5uZm01EAAJKqq6vjdrbzYIwZM0ZWqzXu+nF/VlZWlukIgBEpV+hevXq16QgAoiier6oDAIDIS0tL01FHHUVfbgCIE/n5+crJyZHX6zUdJWLivR/3Z6WlpZmOABiRcj26t23bZjoCgCjq6uqifQkAACnCbrfr6KOPpsgNAHHC4XBo6NChSVXkjvd+3J+VnZ1tOgJgTEoVuru7u01HABBlfr9fw4cPNx0DAABEmc1m05w5c2hXAgBxZNKkSers7DQdI2IqKys1ZMiQhLpzODc313QEwJiUKnQ3NjaajgAgBsrLy01HAAAAUWSxWHTMMccwkxsA4siUKVPU3t5uOkbE1NbWKi8vL+77cX+W0+k0HQEwJqXu79+8ebPpCABiwGazmY4AAACi6Nhjj6XIDQBxpLa2Vp2dnbJYLKajDJrVatX48eMVDAZNR+k3l8tlOgJgVErN6P7ggw9MRwAQA+3t7VzFBgAgSc2dO5d2JQAQR8rKymS325OiyJ2RkaEJEyYkZJFbkkpLS5Pi3wEYqJQqdK9du9Z0BAAxEAgENGrUKNMxAABAhB177LEUuQEgjrhcLpWUlCTMQo0HUlhYqNra2oT9WsrKymS1plSZD9hLyrQu8Xq9CddXCcDAFRcXm44AAAAiaM6cOWppaTEdAwDwPzabTWPGjFFHR4fpKINWXV2tnJychC1yO51O2pYASqFCNy+KgdTChS0AAJLHUUcdpba2NtMxAACfMmXKlKQoco8ZM0ZWqzWh30NWVFTQsgRQCrUu2bZtm+kIAGKotbVV2dnZpmMAAIAISOTiAwAkowkTJiR8kdtut2vixImy2WwJXSQuLi6WzWYzHQOICykzo3vNmjWmIwCIsVGjRumdd94xHQMAAAxCTU2NOjs7TccAAPxPTU2NfD6f6Rh9YrPZlJmZqczMTKWnp8vhcCgtLU02m01Wq1V+v990xEFJS0tTbm6u6RhA3EiZQvd7771nOgKAGMvLyzMdAQAADFJNTU3CzxoEgGSRn5+v7Oxseb1eozlsNptcLpcyMjJ6FbCtVmt4QcZQKKRgMLjP44PB4H63JZLKykrTEYC4khKF7kAgII/HYzoGgBhLlFkGAABg/+z2lHjLAgBxz+FwaOjQoTG/y6a8vFxFRUWyWCyyWCwKBAL7bWkVCoUSdkHJ/srPz+d3JPAZKfE/goVrgNTU0dGhov/H3p2Hx3XX9+J/n232fTSSRiONRrtk2fKa2NkdhxAogYReCuQ+FChQQikpAXovoTS/ALncknLhtkCgKVubEi572NeyxKWE7LET77tl2ZZkbTMazT7f3x/uHCSvWmbmzPJ+PY8e27J0zkc6mtGZ9/mcz7ehAWfOnDG6FCIiIloGh8PBc3kiogoxNDSEaDRatv3Jsoz+/n4AqInu62JSFAV+v9/oMogqTl0sRnny5EmjSyAig3R1dRldAhERES1TX18fww0iogqwbt26sobcXq8Xq1ev1ru4aSGOLCG6sLoIuvfv3290CURkEKfTaXQJREREtExer9foEoiI6t7AwEBZx5V0d3cjFArVzQiSpXI6ndA0zegyiCpSXYwuee6554wugYgMkkgkjC6BiIiIlkGSJMzNzRldBhFRXevr60MulytLV7XVakVPT88lZ3DXO0mS0NjYyC53oouo+Y5uIURZb68hosoyNzeHtrY2o8sgIiKiJers7OQFayIiA/X29pZtX62treju7mYX92W0tLQw5Ca6hJoPumdnZ40ugYgMFg6HjS6BiIiIlqi1tdXoEoiI6lZ3dzdkWS55Z7WqqhgcHITL5eKaDJdhs9lgsViMLoOootX86JLR0VGjSyAig1mtVqNLICIioiWS5ZrvySEiqkhdXV1QFKXkwbPf70drayuy2Sy7lBchGAzy+0R0GTV/9njo0CGjSyAig83OzvLFMhERURXxeDyYnp42ugwiorrT0dEBTdNK3snt9/sRDAaRzWZLup9a0dTUxJCbaBFqPvnZsWOH0SUQkcFSqRQ6OzuNLoOIiIgWqZxzYYmI6KxIJAKLxVLyTm6r1YqWlhYuOLlImqbB6XQaXQZRVaj5oHtkZMToEoioAoRCIaNLICIiokXiC3oiovJqb2+H1Wot+WKQsiyjt7eX87iXoLm52egSiKpGTQfdXKWdiApUteaXJCAiIqoJiqIgHo8bXQYRUd1oa2uDzWYrecgNAIODgxxXsgQWiwUmk8noMoiqRk0H3ePj40aXQEQVIhqN8gSBiIioCvT09CCVShldBhFRXQiFQnA6nWUJuXt6etjJvUTNzc2czU20BDUddB89etToEoioQmSzWfT09BhdBhEREV1GMBg0ugQiorrQ0tICt9tdlg7rUCjExqMlcjgcUBTF6DKIqkpNB927du0yugQiqiCNjY1Gl0BERESXwcXJiIhKS1EUrF69Gl6vtywht9vthtfrLfl+ak1jYyO7uYmWqKaH1u7bt8/oEoiIiIiIaJEaGhowMzNjdBlERDVJkiT09fXBbDaXbU0zk8mESCTCudxL5PV6Ics13ZtKVBI1G3Sn02l2gxDRAjMzM7Db7VzgioiIqEL19PQgmUwaXQYRUc3p7u6G0+lEPB4vW8gtSRL6+/sZci+Dz+czugSiqlSzl4cmJyeNLoGIKowQgnO6iYiIKpjNZjO6BCKimhIOh7FhwwbIslz2hp+BgYGyLHJZaziyhGj5araje3h42OgSiKgC8co4ERFRZdI0DbFYzOgyiIhqQjAYREtLC2KxGGZnZ8u+/87OToa1yyBJElwul9FlEFWtmg269+zZY3QJRFSB2FFARERUmXp7e5HJZIwug4ioqjU0NCASiWBmZsawi4eNjY2wWq2G7LvaBYNBo0sgqmo1O7pk586dRpdARBUoGo2yq5uIiKgCNTc3G10CEVHVam9vx8aNG+Hz+RCNRg3rpnY4HGhqajJk39VOVVVeICBaoZoMunO5HLtBiOiiuru7jS6BiIiIzsHzdyKipVFVFatWrcL69ethNpsNH/+kKAq6urqQz+cNraNaBYNBjnshWqGaHF0yMzNjdAlEVME484yIiKiyBINBwwMaIqKLaWpqgsViQTabRS6XQzab1d8ymYz+/nJxOp3o7u5GJpNBOp1GNpst274vZdWqVRVTS7Uxm80wmUxGl0FU9Woy6B4ZGTG6BCKqYMlk0ugSiIiIaJ7Ozk7Mzc0ZXQYR0QKqqmJoaEhfzNFsNl/y42VZht1ux7Fjx3DmzJmi19PS0qIvMBmPx4u+/ZXo7u5mJ/cKsJubqDhqcnTJgQMHjC6BiCpYPB5HS0uL0WUQERHRf7FYLEaXQES0QCgUwurVq/WQezHy+TxisRgCgQDWrFlTtOCyu7sbGzduhMPhQDQahRCiKNstlsbGxsteBKCLs9vtUBTF6DKIakJNBt3PPfec0SUQUYWLRCJGl0BEREQ42yHJ0YNEVCkURcH69evhcDiWfadJLpdDKpXCxo0b4fV6l11LOBzGxo0bIctyxY53stlsXEx4hRobG9nNTVQkNTe6JJ/PIxqNGl0GEVU4m81mdAlEREQEoL+/v6yzbYmo+jidTqTTaaRSqZLup7m5GcFgsGhjQaLRKILBIFpaWrBr165Ff15TUxPa2toQjUYrNuAGzo5q6enp4VzuFfB4POzmJiqimgu6E4mE0SUQURWIx+OQJKnibvsjIiKqNw0NDZicnDS6DCKqUE6nE+FwGJlMBpqmwWQyQVEU5PN5ZLNZJBIJzM7OYnp6etl5gCRJWLt2LZLJZNFnXxdC4E2bNmH//v2XbMzzeDzo7u5GNBqtiga+gYEBhtwr5PP5jC6BqKbUXNA9NTVldAlEVAWSySQ6Ojpw+PBho0shIiKqa6Xu0CSi6tbX16eHvplMBplMZsH/S5IEp9MJp9MJVVVhsVggyzIymQxisRjOnDlzydA4EAigra1tSbO4lyMajaKtrQ25XA579+5d8H82mw39/f2Ym5urioAbADo6OowuoeoFAgHIck1OFCYyTM0F3SdPnjS6BCKqEqFQiEE3ERGRgdra2orePUlEtaO3t3dJwW82m10QWKuqiubmZoTDYX2xxFQqhZmZGYyPj6O3txeZTKbkIXdBIaTftGkT9uzZg0wmg4GBgbLWUAx+vx92u513x66AzWaD2+02ugyimlNzQfeRI0eMLoGIqojT6azouXdERES1LBKJVFW4Q0TlY7PZYDabi3LXRzqdRjqd1v9ttVoRDoeRTCZXvO3liEaj6OjogCRJVTd+1Ww2IxQKcW2FFVBVFS0tLUaXQVSTau4eiT179hhdAhFVidnZWVx55ZVQ1Zq75kdERFQVNE0zugQiqlADAwM1PdqoHItrlkJfXx9D7hWQJAnhcNjoMohqVs0F3ZzRTURLMTk5ia1btxpdBhERUd2x2+2Ynp42ugwiqkCdnZ2867ICDQwMMOReoXA4zLncRCVUU4+uarwaSkTGm5iYwPXXX290GURERHVlYGCA812J6DxmsxkOh8PoMugcbW1tkCTJ6DKqWjAY5J1MRCVWU0H3zMyM0SUQUZWKxWLYuHGj0WUQERHVBVmWYbfbjS6DiCrQ6tWrDZudTRfm9XrhdrsZdK+A1+uFzWYzugyimldTg2lHR0eNLoGIqpgsy+jp6cGBAweWvY1NmzbpJ4FCCOTzeeRyOWSzWX0RnFQqhUQigdnZWUxOThbxKyAiIqoOV1xxBaLRqNFlEFGFCYfDHFlSYbxeL1pbW5HP540upWrZbDb4/X6jyyCqCzUVdB87dszoEoioimWzWQQCAUSj0SVfOHM6ndi8eTMmJiYuGV4rigKbzaaf7GzYsAFPP/00Z5QSEVHdMJlM0DQN6XTa6FKIqIKoqgqfz4e5uTmjS6H/wpB75VRVRUtLi9FlENWNmgq69+3bZ3QJRFTlEokE+vv7MTs7i3g8vqjPGRwchMfjwcTExJL3NzExgf7+fsiyjMcff5yzSomIqOZt3rwZs7OzRpdBRBVmaGiIzw0VhCH3ykmShHA4bHQZRHWlpmZ0Hz9+3OgSiKgGRKNRbNmyBYqiXPLjzGYztm3bBpPJtKLOk8Iok61btyISiSx7O0RERJXO6XSyk5uIzhMMBhfdZEKlx5C7OMLhMGS5pmI3oopXM4+4bDZrdAlEVEMmJyexdevWi/5/Z2cntmzZgqmpqaLtc3p6Gn6/H9u2bYPFYinadomIiCrFpk2bGHQT0QKKoqC5uZl3NlYIn8/HkLsIgsEgNE0zugyiulMzQTcXrCCiYpucnMR111234H2yLOOGG26Ax+MpySJa+XweU1NT2LRpE9atW1f07RMRERmloaGBYwmI6Dxr1qxhN3eF8Pl8CIVCDLlXyOv1wmazGV0GUV2qmaD7zJkzRpdARDVodnZWD5yDwSC2bt2KaDRa8o6TeDwOSZLwkpe8BIFAoKT7IiIiKoe1a9fyLkwiWiAQCCCZTBpdBoEhd7E4HA74/X5IkmR0KUR1qWaC7uHhYaNLIKIapWkatm7dira2tqKOKlmMiYkJdHR04IYbbuBq3UREVLXC4XDZf4cSUWUrLNTHYNV4DLmLo6GhAU1NTUaXQVTXVKMLKJaDBw8aXQIR1ahsNouZmRnD9p/JZJDJZNDU1ITu7m4oioKTJ0/iwIEDPBklIqKq0NPTg8nJSaPLIKIKYTKZMDQ0VJJRgLQ0DLmLo7W1FWazmZ3cRAarmaB7//79RpdARFRyhfUIbDYbtmzZAqvVisnJSezevRupVMrg6oiIiM7X39/PkJuIdJFIBG63myF3BfD5fGhpaWHIvQKqqqKtrQ2KohhdChGhRoLufD6PTCZjdBlERGWVSCSQSCQAAENDQ3C5XJibm8OLL77IBXqJiKhitLS0cGwJEcFsNmP16tWIRqP6OSwZp6OjA3a7veRrD9Uym82GYDDILm6iClITQffc3JzRJRARGSqbzerdcgMDA7Db7Xj22WcNHblCRES0fv16htxEhI6ODjidTsRiMYaCBmtsbERzczNyuRxD7hXw+/3weDz8eSaqMDURdPNWSCKiP8hkMpienkZfXx8DbyIiMoyiKHqwRUT1yWKx6F3cyWTS6HKWrbGxEUIIzMzMIJ1OG13OsjgcDnR0dCCXyyGXyxldTlXjPG6iylUTQffJkyeNLoGIqOIw8CYiIiNdccUVDLmJ6lhXVxfsdntVz+KWJAkDAwP63xsbG/VZzEIIpFIpJBIJxGIxRKPRipx1raoqenp6oCgK8vk8w9kVUBQF4XCY87iJKlhNBN2HDx82ugQioop1buD93HPPYXp62uiyiIiohpnNZgYBRHXKarVi1apViMViVd3Fbbfb0dXVdV738/x/a5oGTdPgcrkQCoWgKAqSyST2799f7nIvqDAyhmNKVo7zuImqQ00E3Xv27DG6BCKiilcIvHt7exl4ExFRSW3ZsqWquziJaPHsdjv8fj+cTifMZjMymUzV383R0tICv9+/5BEfuVwOqqoiEong6NGjpSluEebP4eaYkpVzOp1oamoyugwiWoSqD7qFEDyJJiJagkLg3dPTA7vdrnfcSZIEIYR+QpzNZpFOp5FOpzEzM4Pjx48bXPnlKYqCa6+9Fo899pjRpRAR1S2Xy1XVXZxEdD5JkuD1euHz+WC326GqKoQQ+rkicPYcM5PJlGT/ra2tSCQSmJycLHlncn9/vz7mYzkkSYLdbkdTUxNGR0eLXN2lBQIBBtxF5nA4GHITVZGqD7pTqZTRJRARVaVsNruomd2qqsLv96OjowPbt2+v6Nser776akSjUXR0dODIkSNGl0NEVJc2bdqEqakpo8sgomWQJAl+vx9er1cPtHO5HBKJhB78JhKJstbU1NQEl8sFt9uNYDAIWZb1RowzZ84ULVy3WCzo7e0tWkDc2NiIRCJR8sY8SZIQDofh8XiQzWY5h7uI7HY7mpubjS6DiJag6oNu3nZPRFQe0WgUN910Ex5//HHE43GjyzlPY2OjfvGzq6uLQTcRUZnJsowNGzbwbkuiKuFyudDc3AybzXbBQHtubs7gCs/OwG5qatLD58Ldh4qiwOfzwefzQVVVZDIZzM7OYnx8fFlBfGNj44L9FEM+n0dHRwf27t1bkgY9i8WC9vZ2mEwm5PN5ZLPZou+jntlsNobcRFWo6oPu06dPG10CEVHdmJiYwMaNG3H06NGKG2UyNDSEiYkJAGfr7OrqwqFDhwyuioio9plMJmzcuBGqqmJ2dtbocohoETo6OmCz2ZDJZCoi0L6Yvr6+y4bP2WwWkiTB6XTC6XRClmVIkqQH97Ozs5ientZHrJyrp6cHmqYte1TJ5Wrr7+/HCy+8ULTt+3w+hEIhCCEghChJ3fXOYrGgpaXF6DKIaBmqPug+duyY0SUQEdWVWCyG5uZmNDQ04NlnnzW6HADAhg0b9JC7oKOjg0E3EVEJ2Ww2bNq0CdlstuyjDIho+dasWYN0Ol2yedrFEgqFljWGY37wa7VaYbVaEQgEFgTgyWQS8XgcjY2NJZ9lnc1msWrVKrz44osr2k5bWxu8Xi9yuRzD7RIym81obW01ugwiWibZ6AJWat++fUaXQERUdzKZDIQQuPHGGyHLxv4qsdlssFqt571/YmICvb29BlRERFTbvF4vbrzxRqxZswaxWIwhN1GVkGUZGzduRCqVqug1V4CzYaPf7y/qrOl8Pq+H2haLBX6/v2wLNgoh0N/fv6zPDYfDGBoagsvlqrkFJi0WCywWC8xmMzRNg6Iohs4XN5lMaGtrM2z/RLRyVd/RPTIyYnQJRER1a3p6GjfeeCOefPJJxGIxQ2q46qqrMDk5ecH/a2trw/79+8tcERFRbWpubsbg4CCi0SjXySGqMhaLBatXr66aGfrFXBSyUsiyjEgkgqNHjy7q44PBIAKBAHK5XM19L5xOp95lfymFCzKSJOmjWnK5HLLZLDKZDNLpNFKpFJLJ5Iov3miahnA4vKJtEJHxqjrorvRbrYiI6sHk5CTWrVuH4eHhRZ+4F0tPT89FQ27gbG0DAwPYs2fPivbT0NCAWCxWkoWEiIgqnSzL2LZtG6ampi75nEtElcnn8yEcDldNyB0Oh2tyNIckSbDb7WhqasLo6OhFP66hoQEtLS01GXBbrVY0NTUtunN7/sdIkgRJkiDLMjRNW3BH5/yQuzCaZmZmZtF3HKmqypCbqEZUddBtVPcgEREtNDs7i0AggIaGBjz99NNl2aeqqgiFQpiZmbnkx7W0tKwo6DabzVi9ejVUVcWvf/3rmnvBQUR0OVdfffV56yAQUXUIh8NwuVwVveDkfDabDS6Xq+JHq6xEIBBAIpE478KD2+1Ge3s7stlszZ1vapqGYDAITdNKMppk/jZVVYXD4YDD4QAApNNpxONxTE9PX/D7qigK2tvbDR2ZQkTFU9UzusfHx40ugYiI/kvhpPyGG24oy/6uuuqqy4bcwNmu7sHBwWXv57rrrsPMzAwmJiZw4403Lns7RETVqKmpiXezEFWpVatWwWq1Ip1OG13KonV3d9d0yA2c7T6ORCIwm80AALvdjtWrV6O1tRW5XK6mAldZlhEKhRAOh2EymQz52kwmE7xeLyKRCDo7O9HS0qKH4IqiIBKJ1NT3nKjeVXXQPTw8bHQJRER0jmg0WvKwu6mpCclkckkfvxzXXHPNgi7GiYkJbNu2bVnbIiKqRqtXr0Y2mzW6DCJaAkmSsGHDBmSz2aoKjTs7O2uuk/licrkc+vr6sGrVKnR0dFTVcVqspqYmdHZ2wmq1VkSQXBh7YrPZ0NzcjO7ubnR0dFREbURUPFUddB84cMDoEoiI6AKi0Siuu+66km1/qcHL1NQUhoaGlrSPgYGBC4bpU1NTuP7665e0LSKianTllVdyJjdRlbFardi4cSNmZ2eNLmVJnE4nbDab0WWUVaF7u9ZCbq/Xi+7ubjidTqNLIaI6xKCbiIhKYnZ2Ftdee23Rt7tp06ZlBS9+v3/RH9vQ0ACv13vRhZBisRi2bNmy5BqIiKqFx+OBLFf1SwWiuuFwOLB69Wps3LgR7e3tVbPo5Hy12tVcT2RZRnt7O3w+n9GlEFEdq9qz11pcgZiIqNbE43FcffXVRduew+GAyWRa1udOT09j3bp1l/04TdOwZs2ay67Snk6nsX79+mXVQkRU6TZu3MjZ3EQVzOv1YmhoCBs3bkRLSwvS6TRisdhFL9JXsp6eHr62r3IOhwMdHR0lW2ySiGixqjborpZVo4mI6l0ikcBVV11VlG1t3rz5sgH0pXg8nsuefF9//fWYnp6+7LaEEFAUBQMDA8uuh4ioEq1du5YjS4gqUGNjI9atW4f169cjEAggmUwiFosZXdaKeDwefVFGqk7BYBBNTU0MuImoIlRt0D1/cTAiIqpsyWQSmzdvXtE2+vr6Vhy8zMzMXLIL+6qrrlrSPnK5HFwuFzo7O1dUFxFRpbDZbHA4HEaXQUQ4u3hea2srNmzYgHXr1sHj8WBubg7xeNzo0opCkiS0t7dzZEmVMpvN6OzshN1uZ8hNRBVDNbqA5Tp58qTRJRAR0RJkMhlcccUVeOqpp5b8uaqqorm5uSgzJ51O5wUX/unt7UU6nV7y9tLpNJqbm5FMJvm7iYiq3pYtWzA1NWV0GUSGkCQJZrMZZrMZJpMJJpMJmqZBVVWcOnWqLAGzoij6nONUKoVUKlV1C0suhizLGBwcXNLi4lQ5Ghoa4Ha7GXATUcWp2qD74MGDRpdARERLIIRAPp/Hxo0b8cwzzyzqczo6OhAOhyFJEmZmZopSRzQaxcaNG/H000/r7/P5fGhoaFj2WJREIoHOzk4kk0ne7k9EVauvr48hN9U8SZIQDof1RaoLaz/lcjlks9mLBnddXV2YmprC8PBw0WsymUzo6OiA0+nE3NwcstlsVS4ouVgWiwV9fX0MuauQoihobW2FpmlGl0JEdEFVG3Tv2bPH6BKIiGiJ8vk8JEnC+vXr8dxzz533/1arFf39/fD5fEgmk5ibmyvJCz2bzQZZlpHP56GqKtatW7ficCcej2PNmjV49tlnq35eJhHVH5PJhKamJj5/UU0ymUxob2+Hy+VCKpVCOp2+YJf0pbpTk8kkbDYb1q5dix07dqy4JkmS0N/fD7vdjtnZWeTz+ZoOtws8Hg/C4TBD7irkdDrR1NRkdBlERJckiUUOxKqkDjUhBO6++26jyyAiomWSZRmZTAY7d+5ES0sLurq6YDKZMDMzg1wuV5YaNE3Dk08+iZtuuqmov+N8Ph9++ctfFm17RETlcOONNy5qIV6iamG329He3g6bzYZ4PF7U8wuXy4UXX3wRyWRyWZ9fGE1SK7O2F6ulpQU+n48zuauMLMtoaWmBxWIxuhSqY4FAAMFg0OgyqApUZdCdSCRwzz33GF0GERGtgKIosFqths2ddDgcyGazy36ReimyLC96PAsRkdHa29vh9/sZPlFNWLVqFaxWa8nvTrBarRgfH1/S+hxerxddXV110bl9ru7ubpjNZqPLoCXyer36mB8iIzHopsWqytEl7DYhIqp+uVzO0MWVSrlvs9kMm82Gubm5ku2DiKgYZFlGZ2cnz6+p6pnNZqxZswbRaLQsI3gSiQRcLhd8Ph9efPHFS36syWTC4OAgEolE3YXckiRh1apVRpdBS2QymdDS0gJVrcrIiIjqmGx0Actx6tQpo0sgIiK6qEQigS1bthhdBhHRZV1zzTUMuckQHo8Ha9euLUqQFgwG0d/fX/YQOZ/PI51OY9OmTTCZTBf8mP7+fvT39yMejyOfz5e1PqMVLj5QdWlubkZbWxtDbiKqSlUZdB89etToEoiIiC5pZmYGkUjE6DKIiC6qubm5JOObiC7H4XAgEokgkUhgcHAQvb29y97W6tWr4Xa7kUgkiljh0kSjUQwODqKxsVF/XygUwoYNG5DP5+vyceZ2u9Hf31+2tVdo5ZxOJ7q6uuBwOC65MCsRUSWrykt0e/fuNboEIiKiS8rn8+js7MSxY8c495aIKk5HRwfa2trKMuKBaD6r1Yqenh59IcZCQL1p0yYMDw9jdHR0UduZP6qkEsTjcfj9fjQ2NsJsNiMWixk6os1IwWAQDQ0NyGazRpdCi6CqKkKhEFRVZcBNRFWvKoPuxZ78EBERGWlqagqbN2/G73//e6NLISICcHYm97XXXot4PM6Qm8rObDZjYGDgggFwNBqFx+NBa2sr9uzZc8l1Lpqbm9Hc3FwxIXdBLpdDLpdDOp02upSykiQJDQ0N8Hq9sFgsyOVydTempVo1NjbC6XQy4CaimlF1QXe9nTQQEVF1kyQJLper4l6ME1H9aW5uxqpVqzA1NWV0KVSHVFXF6tWrL3mBRQiBWCyGzs5OAMCuXbvOuytq9erVyGazXPDZQIqiIBAIwO12w2w2I5/P68eJo0oqnyRJCAQCDLiJqCZVXdDNoICIiKpJMpnEFVdcgV/+8pdGl0JEdWzLli3I5/MMuckQiqJg3bp1i34tV2huWrt2Laanp3H06NGKG1VST2RZRnNzM9xuNzRNWxBmM9iuHoqioKmpCTabzehSiIhKpuqC7vHxcaNLICIiWpLJyUn09vZi//79RpdCRHXG4/Fg06ZNmJiYMLoUqlOSJGH9+vXLCqjn5uZgMpmwadMmZLNZhtxl1tjYiEAgAEmS2LFdxcxmMxobG2EymdjBTUQ1r+qC7uPHjxtdAhER0ZK1tLTg0KFDfIFIRGWzdu1a2Gw2htxkqI0bN644oGbAXT4ejwfBYHBB5zYX1a5OdrsdgUAAqlp1sQ8R0bJV3TMeu+GIiKgazczM4KqrrsJvf/tbo0shohpntVpx9dVXY3JyEslk0uhyqI4VI+Sm0rPZbAiFQrDZbMhmswDYuV3NPB4PfD4fJEliBzcR1Z2qC7oPHz5sdAlERETLkk6n4fP5MDk5aXQpRFSDnE4n+vr6YLVa+TxDhlu/fv0lF54k44VCIfj9fj3ULoTctDQmkwkWiwUmkwmapiGVSpX9OZgLTBIRnVVVQXcul0M+nze6DCIiomXJZDLYsGED/v3f/93oUoioBmiaht7eXjQ2NkIIgZmZGeRyOczOzhpdGtW5tWvXIh6PG10GXUJ3dzdMJhM7txfJ7XbDbrdDVVUoigJZlgHggqGyzWaDqqoYGxsreV2apqGxsREWi4UBNxERqizo5kk7ERFVu4mJCQwODmLXrl1Gl0JEVUaSJLS3t6OtrQ0mk0kPtqenp40ujUi3evVqJBIJo8ugSxgYGNCDWrq85uZm2O32RQfJkiTB6XRClmWcPn26JDXZbDYEAgFomlaS7RMRVauqCrq5kA4REdUCv98PVVV5izARLUpTUxPWrFmDubk5JBIJNn9QxVq9ejVSqRQ7SyuUJElYvXo175JeglAoBKvVuuTPkyQJdrsdLS0tOHnyZNHq8Xq98Hg8kGWZjzMioguoqsu4J06cMLoEIiKiFYvFYrj66quNLoOIqkBXVxc6OzsxMTHBLlmqaIODgwy5K5iqqlizZg1D7iVob29fVshdIEkSbDYbWltbV1xLIBBAV1cX/H4/FEXh44yI6CKqKug+dOiQ0SUQEREVxdzcHJqamowug4gq2Nq1a+Hz+ZBMJo0uheiSVq1ahUwmw/CtQlksFgwODnIe9yLJsoyOjo6ijQWxWCxoa2tb1ue6XC50dXXB7Xbz8UVEtAhVFXTv3bvX6BKIiIiKIpfLYfXq1UaXQUQV6pprroGiKBxxRBVvYGCAP6cVzOFwoLe3l8dokVRVRUdHBxRFKep2zWYz2tvbl/TxkUgEgUCAATcR0RJUTdAthGA3CxER1ZTJyUmOMCGiBSRJwrZt2zA3NwchhNHlEF1Sf38/u4QrmNfrRUdHB4/RIhXC6FIFy5qmIRKJXHL7siwjFAqhra0Nqqoy5CYiWqKqCbo5k5CIiGpRNptFMBg0ugwiqgBmsxk33XQTpqamjC6F6LL6+/s577mCNTU1IRQK8Rgtkt1uR2tra8mDZVVVLxp2BwIBdHR0rGguOBFRvauaoJsn/EREVIsymQxWrVrFjh2iOud2u3HNNddgYmLC6FKILquvr493HFSwtrY2BAIBHqNFcrlcaG5uLtu5mKIo6OjogCzL+v45h5uIqDhUowtYrFOnThldAhERUUlMTk7immuuwW9/+1ujSyEiA7S0tKCrq4uNHVQVent7AaCuQlRZliu2M1qSJLjdbrhcLthsNmiahnw+X1fHZyX8fj+8Xm/Z91tY8DKXy0FRFAbcRERFUjVB95EjR4wugYiIqGSSySRCoRBGRkaMLoWIyqivrw8+nw+zs7NGl0J0WT09PZAkqSZDVIvFAqfTCbvdDovFAlVVIcsyhBDI5/NQVRX79+83bKTmuYG2yWQCgPPmb1dqIF9pbDYbGhoaoGmaYTVIkgRVrZpIhoioKlTNs+rOnTuNLoGIiKhkcrkcent7cerUKb5IJaoDqqpiw4YNyOfzXHCdqkJ3dzcURamZ31GNjY1oamqCLMvI5XLnhfdCiAUhcjabRU9PD0ZHRzE6OlrS2hRFgc/ng9vthsVi0WucjwtMLp0kSWhoaIDT6YQkSeyiJiKqQVURdOdyOUSjUaPLICIiKqnp6Wlce+212L59u9GlEFEJtLW1ob29HRaLBdFoFJlMxuiSiBalq6urZkJur9eLtrY25HI55PP5JX1NuVwODQ0N8Hg82LdvX1HqUVUVPp8PLpcLVqsVkiQtCLHPDdxp6Ww2G/x+P8xms9GlEBFRiVVF0M15hUREVC/m5uYQDodx/Phxo0shohXyeDzo7u6Gx+NBIpHA3Nwc4vE44vG40aURLVo4HIbJZDIsbDWZTOjs7AQAnDx5ctkNUA6HA5FIpCjBsaqqGBoawv79+5d1R4aiKIhEIrDb7QtqqYULCZWC3dtERPWpKoLuw4cPG10CERFRWeRyOXR2dmJkZIQdXERVxmq1oqurC4FAAEIIzMzMIJfLYWJiwujSiJalpaUFDocD2Wy27PtWFAVdXV0wmUz6WJG2tjaoqoq5uTmcOHFiUfOyLRYLurq6ij5bPJfLoaenB2NjY4seZWK1WtHe3q4vGMnf88WnqiqCwSC7t4mI6lRVBN3PPfec0SUQERGVzczMDK699lo89thjRpdCRJfQ0NCASCQCl8uFfD6PWCyGfD6P6elpo0sjWrFAIACfz4d0Ol3W/cqyjI6ODr3b+dxwOpvN6l3eiqJgdnYWJ06cOK9OVVXR3d0NVVUhhCjJApr5fB4NDQ1wu93Yv3//RT/O6/UiFAoBgL64JRWf3++Hx+Nh9zYRUR2TxCJ/409OTpa6lot697vfbdi+iYiIjCDLMiYmJnD06FGjSyEinL0NPhwOIxQKwWazIZlMcgQJ1Syv14vW1lakUqmy7rdw4Wipnc6F0RQzMzM4deoU2tvbYbVayxooK4py3iiTYDCIQCCAbDbL8LWENE1DKBSCqlZFHx8RLUMgEEAwGDS6DKoCFf+bYG5uzugSiIiIyi6fzyMSieDEiROG3DJORGdZrVZcddVVmJubQyqVQiKRWNS4BKJq5XQ60d7eXtbXYW1tbfB6vcjlcssa51Ho2HY6nXA6nQDKP+86l8uht7cXY2NjsFqtcDqd+tfDkLt02MVNRETzVXzQferUKaNLICIiMkRhhMlvfvMbo0shqksbN26ExWLhwuhUN6xWK7q7u8t2t0IwGERjYyOy2WxNzKvO5XLw+/3636l02MVNREQXUvG/Ffbs2WN0CURERIaJxWLo6urCoUOHjC6FqG6EQiH09/djcnKSdxdS3TCZTBgYGMDs7GxZ9tfT0wNN03jXEi1ZQ0MDPB6P0WUQEVEFqvig+4knnjC6BCIiIsPk83m0trbixIkTZZ+VSlRvzGYzrrrqKszOzhq6Pg0tZDKZ0NfXB1VVIcsyAOhjCgrLDRUW+Mvn83qH58zMDJ87F0lVVaxZswaxWKws++vt7YWmaWXZF9UOTdPQ2toKRVGMLoWIiCpURQfduVwO0WjU6DKIiIgMFY1Gcd111+GXv/wlFrmGNBEt0fr162G32zEzM2N0KTRPOByG1+tFIpFYcmCtKAoikQjsdjuEEJiensaJEyeQyWRKVG11kmUZ69atK9vrLobctBzs4iYiosWo6KCb8xCJiIjOmpiYwI033ohf/epXRpdCVFOCwSAGBwcxMTFRtrnEdHmapmFoaAixWGxFi38KIfRRHJqmobOzEw6HA/l8HpOTkzh9+nRdd3xLkoQNGzaULeQudOYTLUUwGITNZjO6DCIiqgIVfZZx+PBho0sgIiKqGFNTU7j66qvxu9/9zuhSiKre/DElExMTRpdD87S1tcHv95dkjIYQQt+u2WxGOByGxWKByWQCACSTSUSjUYyPjyOZTBZ9/5WmnCF3f38/R07QkrW2tsJisRhdBhERVYmKDrqfe+45o0sgIiKqKKlUCkNDQ9i5c6fRpRBVLY4pqUyapmHNmjWYnZ0t2yKgkiQhlUot6Oq2Wq16AF4YsRGNRnHgwIGy1FQuhY75chgYGNDnqxMtVnt7O8fcEBHRklT02caePXuMLoGIiKii5PN5WCwWRCIRo0shqjqtra246aabAIBjSipMW1sbBgcH9TEjlSCZTCIWiyEWi0GSJGzatEnv/K52XV1dZetYZ8hNSyXLMjo6OhhyExHRklVsR/fc3BwX3CIiIrqATCaDUCiE2dlZnDlzxuhyiHTt7e3o6elBJpPBiRMncPjw4aKczzU1NWF6enrZs5RtNhu2bNmCmZkZTE5OrrgeKh4juriXKxqNYnBwECMjIxgbGzO6nGVrbGyE2WxGNpst+b5WrVoFSZJKvh+qHYqioL29nRdHiIhoWSSxyFcf5X5RcOjQIXzqU58q6z6JiIiqidvtxhNPPLGihdqIimXLli3I5XILwjOr1Qqr1Yrp6Wns3bt3UV3UhZCjpaUFZrMZiUQCiUQCqqrC5XIhkUhg//79i77Ic+WVV0JVVT5OKoAsy7BarbDZbLBYLLDZbLBarRUfcJ9LURRIkoTdu3cbXcqS2e12dHd3l+XxMDg4WPJ9UG3RNA3hcJgXR4joPIFAAMFg0OgyqApUbND9wx/+EL/4xS/Kuk8iIqJq4/f78etf/xq5XM7oUqhOmc1mXHvttZc9V5QkCV6vF+l0GkePHsXw8DAAwGKxoLOzE4FAAKqqIhaLIZPJXHa/LpcLkiRhZGQEBw8ePK9zvLOzE5FIBFNTU8v/4mjJurq64PF4IEkShBDI5/P6BZBMJlNTAZbL5cKOHTsW9fNaCRRFwbp168oyl5shNy2VxWJBa2ur0WUQUYVi0E2LVbFB97333lu2FcCJiIiqmc/nwy9/+Uujy6A61Nraiq6urmWds9ntdmiahpmZmRWPNyl0jk9NTWFkZASrV6/miJIyczqd6Ovrq7vzd5vNhpGREYyPjxtdymVt2rSp5MdHlmUMDg4in8+XdD9UW+x2OwMsIrokBt20WBUZdOdyObz3ve8t2/6IiIiqnd1ux29/+1ujy6A6csUVV0CSpKrpZqXSKXTv1uvPgqIoEEJg7969RpdyUUNDQyVffNLhcKCrq6sss7+pdrhcLgQCgZq624OIio9BNy1WRa7wwFtMiYiIliYej2P9+vVGl0F1wGQy4aabbtJHUVD9amhowMaNG5HJZOr6ZyGXyyGfz2Pjxo1QVdXocs7T1dVV8pC7paUFkUiEITctmizLaGpqQmNjI0NuIiIqmso7EwNw+PBho0sgIiKqOoqioLu7GwcPHjS6lMsym81Yv349Dh8+jLGxMaPLoUUKBoPo6+vjWJA6pygK1qxZg2QyWZZ5z9UiFothzZo1GBsbw8jIiNHlAACamppgNptLGkD39fVBVdUVjyCi+mC32+H3+2EymYwuhYiIalBFji556KGHqnIVcyIiIqNpmgaz2QwhhP4GQP97YW6qEAIWiwWjo6PYv39/2epTFAWbN2+GJEmYm5uDJEnw+Xw4ceJERd/2T8CGDRugaRrS6bTRpZCBWltbEQgEEI/HjS6lotlsNgDA8ePHDbswZLfbS9rNbTab0dfXx8WQ6bJkWUZDQwMcDgdkuSJvKieiCsfRJbRYFRl033333ewIICIiKgNZluFwOLB9+/aS/+7dsGEDHA7HRTtA3W43EokEnn322boeg1BpFEXBDTfcwNFydc5sNmP16tXs4F4iIQScTifS6TSOHDlStgsEiqJg3bp1JTteDQ0NaGlpYchNl2Sz2dDQ0ABN0ziehIhWhEE3LVbFjS6Zm5tjyE1ERFQm+Xwe0WgU27Ztw/PPP4+JiYmi72PVqlVoamrC9PT0JUOXmZkZAGcXOTSZTNi5cydHZBjM7XZj06ZNPA51zuPxoL29nSH3MkiShNnZWQBAW1ubfrHv0KFDJR0nsn79ekSj0ZJsu7OzEzabjSE3XZCiKPD7/XA6nQDAgJuIiMqq4jq6Dx06hE996lNl2RcRERH9gdlsRiKRwI4dO4qyvY6ODnR2di77HEKWZXi9Xhw9erQq5o7Xmo6ODoRCIY6oqHM2mw19fX38OSgyTdNgtVqRTqeRzWb1xV3T6TRSqRSSySQSicQlw2RFUaBp2oI3VVXR2NhYkuOlKAoGBgbYlEQLmEwmuFwu2Gw2aJoGgOE2ERUfO7ppsSou6P7hD3+IX/ziF2XZFxEREZ3P5/Nh+/btyx4fEgwGMTg4WNTucI/Hg1QqhRdeeIFdpWVwxRVXQAjBjs06p6oq1q5dy8ecgWRZhqqqUBRFX2chl8shn8+XNXB2Op3o7OwsaRc6VQer1QqXywWr1QpFURhqE1FZMOimxaq40SVPPPGE0SUQERHVtcnJSVxzzTU4ePAgTpw4cdmPVxQFkUgEwWAQFosFU1NTRR+BMj09DQDo6+uDx+PB6Ogodu3apS+uWUxWqxUNDQ3weDxwOBz64p5PPPFEyRZ1qxScx00FkiRh3bp1JRt/QYuTz+cNXwDW4/EgHA4z5K5ThVEkdrsdsiwz2CYioopWUR3duVwO733ve0u+HyIiIrq8Qhfh73//+wXvN5lM6OzsRFNTE1RVRSwWM2TxSJvNBpPJhP3792NkZGTRn+d0OtHc3Ayv1wur1QpVPXvdP5vNIpVKIZVKXfDz7HY7pqen8eKLLxal/krjcrlwxRVXcB43AQA2btzITm6C3+9HS0tLSS4qUuWSJAk+nw9Op1P/HUlEZCR2dNNiVVTQfebMGdx///0l3w8REREtnt/vx9jYGHw+H2RZRjQarbiRFh6PB8lkEjt27MDc3BxsNhuam5vh8/lgt9uhaRpyuRySyeSKu7L9fj+efPLJmup0jUQiaG1t5RxmAgCsXbsWiUTC6DLIYIFAAE1NTZzJXUe8Xi9cLpc+a5uIqFIw6KbFqqig+8knn8QjjzxS8v0QERFRbVIUBSaTqeQhncViQSaTwdNPP13S/ZQD53HTfAMDA8hmsxxPUOeam5vR0NDAkLsOuFwueDweaJrGxz0RVSwG3bRYFXUf0vPPP290CURERFTFcrlcWTpRC13hL3nJS7Bz506MjY2VfJ/Fpqoqrr/+es7jJl1nZyfy+TzDrjoXCoXg9XoZctcYi8UCm80Gs9kMTdOgqiokSeLjnYiIakpFBd27d+82ugQiIiKiRZuYmEAkEkFPTw8ef/zxip9jK8sy+vv7EQwGMTs7y5CbdC0tLTCbzRXZ2W8ymdDW1obJyUn+zJZYOByG0+lkyF3FbDYbHA4HTCYTNE3jApJERFRXKibonpub4wkVERERVZ1MJoNMJoOtW7fi4MGDOH78uNElnaerqwvt7e1IpVKYm5vjgpO0gM/ng9/vv+hCrEZqb2+Hy+VCPp9HS0sL2trakM/nMT09jdOnTyObzRpdYs3o6OiAzWYzugxaIkVR4PF44HA49C5tIiKielUxQfepU6eMLoGIiIho2aamphAIBNDZ2Yn//M//RCaTMbSe1tZWdHd3I5/PIxaLsROWLshutyMcDmNubu68/3O5XPD7/bDb7cjn89i7d2/Z7lpwOp3o6OhALpdbsM9Cx7nb7YbH44Esy0gkEhgdHa2pBWLLraurC2az2egyaJEcDgfcbjfMZjNkWTa6HCIioopRMUH3nj17jC6BiIiIaEXy+TxmZmZw9dVX4+TJkzhw4EDZa7jmmmugaRpmZmYwMzNT9v1T9TCZTOjr68Ps7CwkSYLP54PP54PVaoUQQg+YhRCQJAmrV6/GwYMHLxiKF4skSejp6YHJZLrsGJXCIqqF0SaKoiCXyyEejyORSGBubg7xeLziRwoZrbe3t6idwCaTCfl8nt32RWSxWOB0OmG326EoCru2iYiILqJigu4nnnjC6BKIiIiIiiIajcLhcGDbtm343e9+py9eWWrbtm1j5zYtSmNjI1atWgWXy6UHk4UxghcLmHO5HLq7uzE2NobTp08XvaaGhga0tLQgl8sta6RhoW673Q673Q7gbBg+PxjM5XLIZrNIpVJIJpM4c+ZMXQey/f39UBSlKNuSJAmhUAhmsxmSJOkXSIQQ+kWJQgCezWaRyWSQTCbL9vy4WPMXaJz/Zzl+TsxmM+x2OywWC0wmk35sGGwTEREtTkUE3blcjrcaEhERUc2ZmprCpk2bMD09jRdffLGk+7r++usZctNlmc1mrFu3Dq2trXqn81IWoMzlcvD7/XC5XNi/f39RatI0Db29vUuuZTEkSTqvo1tVVaiqCrvdDr/fD0VRkEwmMTY2hunp6aLuv5INDg4WbVsOhwNNTU0LAtn5IbEkSfqIjQuNSCkE4YXwOx6PlywAV1VVH8lzoXovRgiBeDyOsbGxotwloGkaGhoaYDKZoKrqomogIiKiS5PEItslSrlo0ZkzZ3D//feXbPtERERERvP5fHjyyScRi8WKvu2rr74aiUSi6Nul2jIwMICuri6YTKaiLAKvKAr27t2LdDq97G20trbC5/MVPeBersL4k5mZmZpd7FKWZQwODhYlrC10cVssliJUdr75AXgikcDs7Oyyft4URYHf74fD4VjQsb1ciUQCY2Njy1qLwev16vPlGWwTES1OIBBAMBg0ugyqAhURdD/55JN45JFHSrZ9IiIiokpgtVqRTCbx7LPPFm2bV1xxRU2GcVQ8TU1NWL16NXw+X9F/VhRFwfDw8JLuJrDZbAgGg7Db7RUTcF+MoihIJBI4ffp0SS5SlZumaVi1alVRfg7sdjuam5vLHtYWRqGk02kkk0nMzs5esPtblmU93C5VqJxOpzE2NnbZ7nOTyYRAIACLxcJwm4hoGRh002JVRND9z//8z9i1a1fJtk9ERERUSXw+H5577rkVn18NDQ1BVdWidOdS7bFYLFi7du2CMSWlIEkSYrEYjh07dtGP8Xq9aGxshMViQSaTqcqwL5fLYf/+/VW7uKXFYkFvb29RLi60tLTAarVW1HEszP9Op9OwWCz6OJBSKyzceubMmfMuhvh8Prjd7qLNQSciqlcMummxKiLovvvuu/kCjYhqQjgcRkNDw4K5lIXnt8JCX4XFmNLpNA4ePMjnP6I6ZTaboWkaHn/88WV1V/b398PhcFR8RywZY9WqVejq6oKmaWX9PbNnzx7k83lIkoSmpib4fD6oqlozP6eKouDUqVMYHx83upQlcTgc6OzsXPFxKHTjV1LAXUny+Tyi0SgsFou+KCcREa0cg25aLMOD7rm5OXzgAx8oybaJiMrJ5/OhpaVlSbMjXS4XXnjhBaRSqRJWVj8cDgf6+/uxe/duzM3NGV0O0aI4HA7Mzc3hmWeeWfTndHR0oLGxcUWzkam2SJIEn88Hn8+H9vZ2eDweQ8JlVVX1C7u1fCFXCIH9+/dXxdggr9eLtra2Ff88FMbNEBERlRuDblqs8tzPdQmnTp0yugQiohWzWCxob29HPB5f0udFo1GsWrUKx44dK+mdM/XAZrOhp6cH0WgUvb29OHToUE3MU6XaNzs7CwDYtm0bhoeHceDAgUt+fEtLC4LBIBefrFOapqGhoQFutxs2mw12ux02m02/Q0CSJORyOcM6qKsh+C0GSZKwatUqjI+PV/TrmcbGRjQ1Na3o50FRFITDYY7fICIioopneEf3D3/4Q/ziF78oybaJqHbZ7XY4HA5YrVZYLBaYTCaoqgpJkjA2Nobh4eGy1SLLMtavX7+iUNVkMl12vildnNVqxcDAgB4YAmeD76NHj2J6etq4woiWwe/344UXXsDo6Oh5/9fQ0ID+/v4lX1Sj6tbR0YH29nZYrVaYzWZ99nCtjAOpZkIIyLKM/fv3V9wdFq2trfB4PCvqrDebzWhtbeUIDiIiMhQ7ummxDA+67733XkSj0ZJsm4hqx6ZNm5DL5fRFhi711CVJEsxmM3bu3Fm22orxPCbLMhRF4eK8S2Q2mzE4OLgg5C6wWq04ceIEJiYmDKiMaPkURYHT6cRTTz2l/2y73W6sXbuWdyrUEbPZjA0bNiAUCjHUrnCKomBqaqqsF9ovpaOjAzabbUXbcDgcaG5uLlJFREREy8egmxbL0KA7l8vhve99b9G3S0S1pbm5GS6Xa8mf53K58OKLLyKZTJagqrOGhoYWbN9utyMcDl/yc+Y/7R4+fPi8DjCn04lnn322pmebFovJZMKaNWv04E9RFHR3d+Pw4cPIZDIAzgZFo6OjGBsbM7JUomWxWCyQZRk7d+7Exo0bMTMzY3RJVCaRSAQDAwOwWq38fVBFZFnGyMgIYrGY/nuoXEwmExwOBxobGyHL8oq6sH0+H7xeLzu5iYioIjDopsUyNOg+c+YM7r///qJvl4hqy/r169HV1bXgfYVFrgpPYUIIffGr4eFhfSFCm82G06dP4/Tp00Wvq7u7G7Is6/+2WCzo7e1dUtedoig4duzYeeFVOUL6aqdpGoaGhhaE3IODg8jlcud9X00mEyYnJ3Hy5Mll7cvv90NRFIyPjzNwIkOoqlo3s4/rndlsxvr16xEKhZDP540uh1Zgfticy+WQyWSQSqWQSCQwOzu75EWTC0G23W6HxWKBpmlQFAWSJOnnQMXQ3NwMh8NRlG0REREVA4NuWixDF6PkLFoiWgy3233Z8FiSJH2RpO7ubpw+fRpjY2OYm5uD1+uFz+fD7t27i1ZTc3MzNE3T69I0bckhN3D2hW84HMaZM2cWLGYVjUYxMDCA48ePc+zGBaiqirVr1+ojY+aH3MDZ72tbWxucTidOnDiBdDoNr9cLRVGWdFt5Z2cnvF6vHqYHAgFYLBbk83nEYjGcPn36giNTiIqNIXd9iEQi6Ovrg91uZ8hdA849hpqmQdM0OBwOBAIBAFhSx/SFguxi/5y0tbXBbDYXdZtERERE5WJoR/dXv/pVPPHEE0XfLhHVjsbGRlxzzTXL+txkMolDhw7p/3Y6ndixY8eKAyOXy4X29nakUikA54esy3VuvcDZ7q3Z2VkcPXp0RduuJYqiYP369XrILcsyVq9efcHvf6HTf+/evfrnJhKJS34/zWYzent7oSjKorrtCouhptNpTE1N4dSpUwwliWhJTCYT1q9fj9bWVgbcZAhZltHe3q43DRAREVUSdnTTYhkadH/gAx9Y8i17RFRf1q1bh66urmW/8JckCbt379Y/3263r6hL2mQyYfXq1XoXryRJWLNmTVEXCdu9e/eCri1JkmCz2ZDJZBaMbJn/VrhlWQiBmZmZmu0Cl2UZGzZsWFTIPZ+iKNi7dy/S6TRkWUY2m8XBgwcXfIzP50MkEkEqlVrRXFVFUWC1WrF//352exPRZbW3t6O3txcul4shNxlC0zSEw2HO4yYioorFoJsWy7CgO5/P4z3veU9Rt0lEtefGG2+Ex+NZ0TZUVcWBAwf0C2uapiGdTuPAgQNL2o4kSdi4caMesgLAmjVrih5MKIqCffv26R3jSyWEgMvlwtzcHA4cOFAz3cXnfv8XG3IXFMaWTE1NQZZlCCGwb98+dHR0wO/3LziuxaAoCmw2Gw4cOFD0bRNR9Zk/X9lqtcJkMsFutyMUCnH2PxnGZrMhGAwy5CYioorGoJsWy7CgOxqN4t577y3qNomotvj9flx//fVF2ZaiKPrcbuAPYXA8Hsfs7Cyi0Shisdglw4b169cjHo/r/x4cHCxKbRer90KLVC6VpmmwWCw4ceIERkdHl/z5Ho8Hzc3NsNlsOHLkCKamplZUz3KtNOSev51YLKavEWGz2S57Z5GiKPD5fMjlcpiZmVnyPmVZht1ux6FDhzA9Pb2kzyWiymWxWGCz2WC1WvURRqqqQlVVKIoCIQRkWYbJZIKmaTCbzfrHFMZDFO7IITKC1+uF3+83ugwiIqLLYtBNi2VY0H3o0CF86lOfKuo2iai2rF27Ft3d3UUNARKJBA4fPnzB/5MkCRaLBaqqQpIk5HI5pFIpJBIJOByOBR3WAwMDkGW5aHVdrJ7JyUmcPHmyKNsrfA0HDx68aLd4IBBAU1MTLBYLMpkMEomE/n+KosBsNuOFF14o6qgWm82mdzjOD4sURYEkSRBCIJvN6rUsN+SeTwiBPXv2nHdhw2QywefzweVywWQyQZbl8/ZTCKgK359YLIbp6elFLZjqcDhw+PBhwy4YENHSORwO9PT0QJZl5PN5ZLNZqKoKi8WiP2cVnrdkWdY7YwsjpYgqUSgUgsViYSc3ERFVBQbdtFiGBd3//u//jh/84AdF3SYR1ZZt27bB7XaXZNt79uxZdoDe29sLTdOKXNHFLWXMiqIolw1XCiM1RkdHIYSA3++HyWRCMplEOp2+7D5sNhump6dXtEBmJBKB3+9HPB5f0nEoRshdoCgKJicn4XA4YDKZAADZbHbZL/rnB+DHjx9f0P0/X6HD+8iRIyVZ/4KIisPn86GjowMAEA6H9S5tdmBTNVMURf95JiIiqhYMummxDAu6//Ef//GiXZVERB6PBzfeeGPJtq8oCg4ePLjkBXE7OzsN6YAqBCyF/RY6nQEsWJRy/v+dOnWqpEGqy+XCvn37EIvFFvXxiqKgp6cHVqv1oiHwpRQz5C4HSZIwPDx80fEzkiTBbDZj586dZa6MiC6lubkZra2tkCQJbW1t7Mo2mCRJ+gitwoWGbDaLdDqNdDqNZDKJZDK56O2pqgpN0/QxM9lsFqlUalEXeqsd53ETEVG1YtBNi2VY0P3ud7+7qNsjotoyNDSEnp6eknbOSZIERVGQzWaRTCb1ERQXe7Hb3t4Oh8NRsnpKQVVVxONxHD9+fNkv4hVFgcvluuC4jcKIkV27dl30WFksFvT19SGfzy97gc1qC7nnk2UZJ0+exMTExAX/P51Or6g7noiKo729HYFAALIso62tjZ3bFaCxsRFOp3NRwWzhgm/hriZJkhaMkim42LbmXzwuhOmZTAaZTAapVArJZLIqfwcV+P1+eDwehtxERFSVGHTTYqlG7LQeOiaIaGX8fn/JQ4bC7GcA+qzVhoYGfTZ0IQCPRqOwWq1VF3IDZ0dxmM1m9Pb2QpIkjI+P4/Tp05f8HLfbDZ/PB5vNpne7AUBbWxtGRkYWBLbZbBbZbBZr167FmTNnMDw8rP+fx+NBZ2cnksnkglnfF2I2m/U53fMXbCvMQRdCVG3AkM/n0dzcjFAohNHR0fMWBXU4HHC73SteeJSIlk6SJHR3d8PpdMJqtSIYDCKbzTLkNthyQllJkvRweznm3zEly7I+h72g8Htoamqq6p6vW1tbYTabGXITERFRzTOko3tsbAwf/ehHi7Y9IqotDocDL33pS3m7eIkoioJUKoUTJ04gm82ioaEBTqcTJpPpsvNnhRCQZRmHDx8+b+yLEAIulwtnzpxBIBBALBa76DH0eDwIhUKLmileawqzwU+cOKG/z+FwYMeOHVUb5hNVm0AggFAoBODsGKbGxkY+/iqA2+2G3+8v+WLPKyWEQDwex/j4eEX/3KiqinA4XPHfTyIiosthRzctliEd3SMjI0bsloiqRCQSWTCDmoorl8tBVVVEIpEFc78X82K9cFw6OzuRzWZx8OBBveNbkiTEYjGYzWZEo9ELfn5rayt8Pp/+OZUcEJRKLpfTu+YLHd6zs7NYt24dnnnmGaPLI6pZwWAQzc3NC/5tt9uRzWbr8rlosSRJgt/vh6ZpGB0dLUm3u8PhQCAQqJoFEiVJgsPh0H9+JiYmMDs7a3RZCzgcDjQ1NbGLm4iIiOqKIUH3gQMHjNgtEVWJQCDA28bLZLkvgIUQUBQFq1atQjQaveSMaZPJhPb2dlitVuRyOeRyOb7wxtnAOxAIIJlMYmZmBrFYDP39/di7d6/RpRGtiMPhwNzc3Iqex1VVRXNzM7xeL8xms/68IcsystksEokEZmZmMDExgUwmc8FtSJKE1tZWBAIB5HI5mM1mNDU1wWw2I5vN6iOq6MKcTie8Xi80TdOfszs6OjA3N1e0wNtqtaKpqUkfGVZtJEmCpmlobm5GPp/H7Owszpw5Y+g5jNlshtvthsvlMqwGIiIiIqMYEnS/8MILRuyWiKqAzWaD1+tlN3eVyOVysNvtWLt2LU6dOoWxsTH9/1wuF9ra2vQucHZMnk8Igfb2duzbtw+pVAqSJKGxsXHB95GoWtjtdvT39yMajUKWZVgsFmiapq+HkEgkEI1GMTU1tWBhWlmW0dTUBJ/Pp18QAwCfzweHw6FvozCDOZvNIpVKIR6PY2ZmBvl8HpqmATi7DkwqlYLT6UQmk4HL5UJDQwNUVdW3y4ttF6dpGgKBAKxW6wW/R5IkwW63o7OzE/F4HKdPn17y72tFUdDQ0AC73a4f01ogyzJcLhecTidyuZw+liufz+v/Ltw9UFjfYv48+MV8HzVNg9lsXrCWhaIo+qKbtfK9JCIiIlqusgfdQoiL3tJORNTR0cGxJVWoMOu7qakJMzMz8Hg8eqckj+Wl5XI59PX14YUXXkAul0NLSwtmZmYWBIFElUySJAwODkKSJASDQX38FAA95Eun00gmk/B4PPD7/ZAkCWazGQCQyWTg8Xjgcrn0983viL3QRbJC2Ofz+fRObyEEUqkU0uk0HA4HJEnSt8MLbRcnSRJ8Ph9cLteSRofMD7xHR0cv+1zv8Xjg8Xiqtnt7sSRJgqou/yXWud/H+edEtfx9IyIiIiqGsgfd8Xi83LskoirS1NTEsSVVqhAqFbrZ+IJ88XK5HFatWoVdu3Zhbm4Oa9aswdNPP210WUSXFQwG9VnXzc3NCzpUCwrd3RaLBR6PR3/fhdYHWM7z//w7RjRN0zvAeZHt0gojNwoXF5ajMKva4XAgFothbGxswffdYrGgoaEBZrOZvxMW6WKd9ERERER0eWUPusfHx8u9SyKqEhaLBW632+gyiAzT3d2NgwcPIhqNYmhoCDt37jS6JKILslgsGBwcRC6XQyQS0ccyLBYvaBqn0Hlvs9mKul2n06kH3gD0rnqGtERERERULmUPuo8dO1buXRJRleDYEqp3ZrMZoVAIIyMjSKVSCIfDOH78uNFlES0wMDAATdPQ1NQEi8Wiz8+mytfQ0AC3212y4yVJEhdBJCIiohUzmUywWCz6mhR2u93okqhKlD3o3r17d7l3SURVorm5mSE31T2v14t4PI7p6Wm43W44HA7Mzs4aXRYRGhsb0dbWBovFgmAwiFwux+fsKuFyuRAIBHhBgoiIiCqOLMuwWq0wmUwwmUz6QstEy1H2oHv//v3l3iURVQGTyaTPbiWqZ0IIhMNhJBIJpFIp9PX14bnnnuOoBzLU2rVrAQDt7e36ApNU+QoXJebPRCciIiKqBG63GzabjecpVFRlvUSSyWTY+UNEFxSJRHjVlui/5HI59PX1QZZlxGIxrFu3zuiSqE5JkoRNmzahsbER3d3dHFNSJRRFQVtbG0KhEBRF4TEjIiKiiiFJEgKBAJxOJ89TqOjK2tE9MzNTzt0RURUJhULsWCWaJ5fLYWBgALt27UIsFsOqVas4/ovKStM0DA0Nobm5Gaqq8jm6QimKAqvVCrPZDJPJBE3TYDKZjC6LiIiI6DyqqqKhoQGqWvYBE1QnyvqTdfLkyXLujoiqhKqqHFtCdBE9PT04cOAAcrmc/neiUrPb7ejr60NbWxu7bCqAxWKB0+mEpmnQNA2yLPM2XyIiIqoqVqsVXq+Xd3JTSZU16D548GA5d0dEVSISiUCSJI42IroAk8mEUCiEkZERKIqC9vZ2HDt2zOiyqIb5fD5EIhF0dHSwi9sghQvAdrsdqqoy0CYiIqKq5nK54HQ6eU5DJVfWoHvnzp3l3B0RVYnW1laG3ESX4PV6kUwmMTExAbvdjpaWFt4lRSURDAbR3NyMzs5OLjhZRrIsw+12w+Fw6GNH+EKQiIiIqp0kSfD7/bBYLEaXQnWibEG3EAJTU1Pl2h0RVQlFUeD1eo0ug6iiCSEQDAYhhMDk5CR8Ph8ymQzGx8eNLo1qSEdHB3w+Hzo6Ohhyl4HFYoHP54PFYuEtvERERFRzFEVBQ0MDNE0zuhSqI2ULuhOJRLl2RURVpL29nWNLiBZBCIFQKKRfOA4Gg8hkMpienja6NKoBAwMDcDqdCIfDDLlLyGQywe/3w2azAWDXNhEREdUms9kMn88HRVGMLoXqTNmC7jNnzpRrV0RURdra2hhyEy1SPp9Ha2srAGBqagqRSAQHDhxAPB43uDKqZmvXroXD4UBzczND7hLQNA0+nw92ux2SJDHcJiIioprmdDrhcrl4zkOGKFvQffz48XLtioiqhCRJHFtCtET5fF6/QDQ9PY2+vj7s2rULqVTK6NKoykiShA0bNsDlcsHr9XLhySJSFAV+vx8Oh4NjSYiIiKgumEwmeDwefb0RIiOULejevXt3uXZFRFUiHA5DlmV2dFPFCwQC8Pl8OHHiREV0T+dyObS1tQEApqensXr1auzYsQPZbNbgyqha9Pb2wmazIRAIwGq18nm4CBRFgc/n08NtdjFVPlmW9VuqL/cYyOfzvBhERER0AYqiwOPxwGKx8PyHDFe2oHvv3r3l2hURVYn29naGK1TxZFlGV1cXLBYLmpubMTMzg5MnT2J8fNzQn9/5nd0zMzNYt24dnn32WQYxdEkdHR36nTRcdHLlCp3bdrud4XYVMJvN+puqqks+ZtlsFul0GolEgusPERFR3ZMkCW63Wx/PRlQJyhJ0Z7NZvpAiogVUVYXf7ze6DKLLCofDsFgsAM6ezHk8Hng8HiSTSYyOjmJkZATpdNqQ2vL5PNrb23Hs2DHMzMxgw4YNePrppw2phSpba2srmpubkUwm9btp8vk8X5QsA8NtYxRGwAghFnWRUZZlWK1WmEwmmEwmKIqy4jEyqqpCVVXYbDbk83lks1kkk0nMzc3xjhoiIqorTqcTTqeTI9qo4pQl6I5Go+XYDRFVkd7eXqNLILosk8mkL/54LovFgvb2drS2tmJychIjIyOYnp4ub4E4O8YkHA7j2LFjiEaj2LhxI06dOoXJyUkkk8my1yNJEu/UqCBNTU1oa2vD7OwsmpqaYLFYkM/neYyWSJblBTO3GW6Xh6ZpsNvtsFqt+ogR4Pywe/6/hRCQZbnkx0mWZT1Ed7lcC7q9k8kkH2NUd2RZ1i8GCSGQTqfZ7EZUg6xWK9xuN1S1bAMiiJakLD+Zp06dKsduiKiKFOYLE1Wyrq6uy57EKYqCQCCAhoYGxONxDA8PY3R0tEwVnpXP5xGJRHD06FFEo1E4HA44HA49hJFlGblcDolEArFYDJOTk0W/7V6SJPT29sJqtSKTycBsNkOSJGQyGcRiMZw5cwaxWKyo+1wJk8mE7u5upNNpjIyM1NwYAp/Ph87OTkSjUXg8HkQiEeRyOY62WSJZltHU1ASbzVaX4bbZbIbNZtNnbqZSKUSjUWQymZLtU1VVPdy+2POvJEkVdzzmd3sXgvfCXO9cLqff4ZrNZvU3okqnKMp5b4XZ9vMvKF3swtK5j4FsNotMJoN0Os3fR0RVRtM0eL1eLjRJFa8sQfehQ4fKsRsiqhJerxcOh4MnuFTRXC4XAoHAoj9ekiQ4HA709fUhn89jfHy8hNWdL5fLIRKJ4MiRI3qgnE6nzxurYrfbYbfbYTKZYDabMTc3hwMHDqwodOnu7obT6UQ8Hsfc3BwALAjCNE1DMBhEe3s7zGYzACCVSiEWi2Fqaqqsd375fD5EIhGkUilkMhnIsoy2tjbYbDYoioJ4PI7Tp08b0p1fDBaLBYODg4jH47BYLOjo6OAIuWWQJAnNzc2w2+1Gl1J288Pt+V3UwNkuLovFgkwmg3g8XrTFeQvhtsVigaqqFRdiL1UhiL/U7dyFMLwQ/qXTaf15iajUVFWF2WzWL4afG1oDKMo4gsJ2C/ubrxCCz38rXJAt/L3wVqzXDIqi6F+3yWTSL6YVHo+FC1QX+ve5NeVyOd65QTVLkiR9TYvCY+XccwKiSiWJRT47T05OLnsn//t//++yd7cRUeXavHkzWlpajC6D6JI2bNgAl8u1rM/NZrN47rnnihYCLUXhhWqha6owPzYWi110lnjhBd/x48dx5syZRe+rvb0dfr8fs7OzAM6GrJ2dnVAUBZlMBolEArOzs5ftAC288CycQGcyGczNzSEajWJqaqoowU9nZye8Xq9+EUBRFLS2tiKTyWB8fPy8fVitVmiahmQyibGxMYyNja24hlLr7u6G1WqF2WxGJBJBNps1NDCcHyZomgZFUfQFAAsByvxRN/ODhfndsIW3VCqFeDxe0iBQkiQ0NjbC4XBUfdi6FCaTSQ+al/JCNp/P688vS7mYoiiKfrGtsDBkPX2/L6UQpmUyGWQyGaRSKcPWgaDaUHisaZqmPxdX20zdCwXO84PnwgWj+c9DiqLAYrEs+B1U7KBu/u+q+bVlMhn93IioGhSeJ+Y/Xirt97LZbK7LBgRaupIH3UII3H333cv6XCKqPZIk4bbbbqu4X5xE8zU1NWFgYGBF20gkEnjmmWcq6vb0+Z1a+XweyWQSw8PDSKVSAM7+zna5XIjFYjh06NBFg6tQKITm5mY9NDaZTOjq6oKiKBfsbhJC6EFWLpdDKpXSx6jMzs5eMiATQuhhGAB9dMLY2NhlZ5CbzWb09vZCURS909zlcqG1tRWKoizoEFMUBblcTh+zUvj4+dtSVRXHjx/HxMTEJfdbbna7HQMDA5idndW/XqPMvxOiVM/zhSA8l8vpXbDxeFz/OV6OQsDtdDqLWGllUxQFLpdryeH2hQghkEqlMDs7u+BxKcvygoCt0BFWbSGb0eaHZ4U54LxLgy5EURT9rq3C462ezrkLYfPl7qgoh3w+j3g8jlgsxrtYqWL5/X6YzWbDHy+LwaCbFqvkQXcikcA999yzrM8lotrT0dGB9evX81Y/qliyLOPKK6+ExWJZ8bampqawY8eOIlRVOoVb7MfGxhbcfVXo6Dhy5Ig+xqOxsRHhcBgzMzOQJAmqqqKrqwsmk2nZL+KEEAteiM8PLwsd4Rebn13oPBFCIJFIYHp6GuPj4/B6vQiHw0gkEnpXcygUgs/nW3SXsyzL+nYnJib070HhYkAxRr4UQ39/P1RVhcvlQigUMrSewqgPo0KV+Z3g53b5FQLCdDp93u+fQsBdL2GQxWKB0+mEyWQqydeczWaRz+dL0j1Jf1D4+U6lUkgmk0vq+i48fxcu+LFjvLoVxg0V7oyql+eyalG4I2lmZsbwcwai+fx+P6xWq9FlLBqDblqskgfdJ06cwMc//vFlfS4R1Z6bbrpp2eMgiMqho6MD7e3tRdveyMgIDhw4ULTtlZKiKEgkEjh27NiC4KPwmC3M0pZlGV1dXbBYLGXpUip0Zgkh9LEmMzMziEaj54WWkiTp3VxWqxXhcBhms3nF3Y+FcSwjIyP690HTNFgsFoyMjOD06dMr2v5SuVwu9Pb2Ym5uDr29vYYGG7IsIxwOX3bh1kpxoZ+ZWldYQ8But1fNcaKlyefz+kWdwvoD8xcOnL9g4Lmde4XPTaVSenBOlUuSJH3UUGHEAFU+IQTS6TRisRgfY2Q4n88Hm81mdBlLwqCbFqvkZ7rDw8Ol3gURVQmbzQav18vbbalimc3mos+Pb2lpQTwex8mTJ4u63VLI5XIwmUx6cDo6OoqxsTE92JUkCR0dHXA4HEVdHOpyCmMqgLOBs9Pp1DtwCwF4YXzF9PQ0HA4HGhsb9fqK8ZyTy+UgyzJaW1uhqiqi0SiGh4cRi8XgcrkQDAaRyWRw8ODBkr+AHRwchBACNpsNkUjE0OdUi8WCUChUVWFxNdW6UoXxJFartSpuS6blk2VZn4m/ks91Op36XRHpdBrJZBLJZJJ34hlo/qJwhVFA9fQ8VivmH8fCDG8j1nIhqsaQm2gpSt7R/eUvfxnPP//8sj6XiGrLunXrEIlEeHJOFWvVqlVobGws+nZzuRx27tyJmZmZom+71ArzrbPZLNxuN2+7nUeWZeTzeZw+fVqf212Yj1ro3Jqbm8P09DSmpqZWfGHA6/Wis7MTqVQKPT09EEIY+nzq9Xrh8/n4nF6BLBYLHA4HzGYzjw+tWOFi4/xxQIXucf5OKK7C4sznLqDIx3FtKlxQKoxs4xghKjWv11u1XdHs6KbFKnlH965du0q9CyKqEq2trTxRp4rldrv1RfSKTVEUrFq1Cs8+++yKFswzQi6X0zuQGGgsVAium5ubEQqFEI/HMTw8rHfAA2ePvd/vRyAQWLDoXzqdRjweRzabhSzL573NHzMgSRI0TUMikYDL5YLP59PHsxglFArBYrHwOb1CSJIEi8UCq9WqL0JHVCyFmd6qquoLAxfk8/kLBuGJRIIL8F1GYQTJ/FCbd17UF0VRYLVa9TnJhbspstksw28qOo/Hw6CY6kJJz4ILq4MTEQWDQZjNZr7ooYrV1dVV0tDObDZj9erVeO655/g4qEG5XA4WiwW9vb16p3dh5m0ikUA8Hkc8Hl9w7AvB0bkuNHJFkiSsWrUK+Xze0J8fRVEQDoc5E7YCaJoGq9UKi8UCVVUZkJEhCj935z4neDwePaxLJBKcSTyP2WyGw+HgxUI6T+Fid+H5HVgYfhd+/xcWXy78vWD++y/mQj9zhYvqhbdz31f4dyaTQTweZ8ZThdxuNxwOh9FlEJVFSYPuWCxWys0TURXp7u5muEcVq7m5uSyLpDqdTvT392P37t0l3xcZ49x54jabDTabDX6/X39f4eMKnZDzu7eBsy8m57+ALXyc0c+hNpsNwWCQwYxBCgusFrq2ebGBKlnhThRN02C325HP55HJZJBMJpFIJOruDiFZluFwOGCz2XjHBS3J/PDbaIWLNIWLWHNzc7yIVQXcbjecTqfRZRCVTUl/y54+fbqUmyeiKqGqKgKBABcyWoH5wRcVlyzLiEQiZdtfY2MjZmdncfz48bLtkyrHuQtHFkLjy4XYRofLfr8fHo/H8DpqWSEYLHT6F2bzFkIOzumlaibLsj4Gq7DeQyaTQSqV0seeFN5Wso/5j5vCRcQLjYMqdKIXHlPndsXO/3vh34U7dTKZDDKZzKJqLczLN5lMvOuCakbh95TNZtPnjCcSCSQSCb5eqTAul4ud3FR3Shp0Hz58uJSbJ6IqUVg0jc6naZr+ws9iscBkMulvmqbpfwLAxMQEjh8/jtnZWYOrri2RSAQWi6Xs+4zH4/oChkSVrKmpCQ6HgyFrkciyDIvFArPZrM/lnR+8EdWDQlBWGM9QUAiWC3ex5HK5BXfKXGotg3I/RxVGSc0fLVF4K8zMZ/c21br5c8YLC3Enk0lks9miXMCi5XO5XHA6nTx/o7pT0t+8L774Yik3T0RVor293egSKoqiKAiFQmhpaVlSwNrY2IhAIIBoNIoTJ05gfHy8hFVWH0VR0N7ejubmZmQyGczNzelzkWOx2AVvrTSbzWhpaSl7rbIso7+/H88//zzi8XjZ90+0WFx0cuUKYd78Bef4/SS6sPmBtaIoFTGu4WIKgTsRnSVJkt7AM9/8i1eFP+dfJEokEpz7XWROp5MhN9WtkgbdIyMjpdw8EVUBj8cDh8PBK/k4270dDofR3Ny87BdukiTB7XbD7XYjkUjg5MmTGBkZMXx2r5FkWUY4HEYoFNK/ryaTCXa7HYFAQP+4bDaLRCKhB+Czs7NoaWkxrNtK0zSsW7cOhw8fxqlTpwypgehSwuEwTCZT0bdb6Gi2WCxQFEXv9prfDVmNvzMKIxMURdHvzCmMICEiIqpX544MOpfL5dLPA1KpFJLJJNLpdJmrrH6SJMFms8FqtcJsNjPkprpVslf3XJSAiACgr6+vKgOLYrJarQiHw2hsbCxq4GG1WtHV1YVwOIzR0VEMDw8jlUoVbfuVTpZltLa2orW1dVFhnKqqendDpdA0Db29vfB6vdi3b1/dP1aoMkiShPb29qJdBJJlWX/RVVhE8XIvvgrdX7lcbsH4gnPHGlzo34U5usWiaRosFgs0TbvgzF8AhoxNICIiqhWFC8Vmsxkul0v/XV4IvuvpNc5SFMJtm80GTdN4lwkRShh0T01NlWrTRFQlJElCMBg0ugzDuFwuhMNh+Hy+kp50aJqG1tZWtLS0YGJiAqOjo4jFYjV7QihJEkKhENra2s67NbIaSZKExsZGOJ1O7N27FzMzM0aXRHWsMAJoJc9Zywm2z3W57q/LKYTjmUxmwbzQxZi/ZgJfNBIREZWfLMv63VFOp1MfdTLfuWtAFS58S5J0wTEp88elzL+IXm1kWdY7t3meQnS+kgXdw8PDpdo0EVWJSCQCWZar8gRiJfx+P8LhMNxud1n3K8syAoGAPq4jm81ibm5uwaiO2dnZS87Am7+gTGG0QGHBtGg0ivHxcUSj0XJ9SedpaWlBOBwu++KR5WC1WjE0NITh4WEcPXrU6HKoDmmahra2thW9YPJ4PLDZbIa/6Cp0XWuaBpvNBgB6d1gmk0Emk0EymUQulzsvlDe6diIiIlqoVDPx599BVvizEIQXRqkZNVKt8DUXzk0Ka34U7jAjogsrWdC9f//+Um2aiKpER0dH3YXcXV1daGtrM7oMAGdHdbhcLrhcrgXvT6VS+qzq+YvGFLoXL8btdqOtrQ2pVAqTk5M4c+YMJicnl32MbTabvshdYQzAxf6uKAoCgYAeWNUqRVEQiUTg8Xiwd+9ejgGjsrFYLAiFQst+4WQ2m+H1eg2beb8Y87vDCgqdX0RERFR/FnsH2fxRaYV/S5J03vuW87qoUMO5tfD8hGh5SvZq5IUXXijVpomoClgsFni93rpaJLG7uxutra1Gl3FZhWDb4/Es+/ODwSCCwSCy2Symp6dx5swZjI+PX7DbwW63w+FwwG636zPkzGYzF2i7BI/Hgw0bNuDAgQMYHx83uhyqcXa7fdljpiRJgtfrhdVqrcoXZNVYMxEREZUX1+Igqh4lCbrz+Ty70IjqXH9/f9FC7kKX8aVGbhitWkLuYlNVFQ0NDWhoaEBPTw9isRhisdiC8ScMtJfHZDJh1apVOH36NA4cOFBXF42ofNxutz7uaKmsVis8Hg8f40REREREVBFKEnTHYrFSbJaIqshSQ9/CitHzu34LQammacjlcpicnMTw8LChM6IvpKenB6FQyOgyDKcoCjwez7I7xel8hQVdXS4X9u3bV3E/+1S9zGYzAoHAsubdy7IMn88Hs9nM7iYiIiIiIqoYJQm6x8bGSrFZIqoSTU1NMJvNl+xAlWUZ7e3tcDqd+kJgl5qNVpjRHAgEEI1GMTIygtHR0VKUvyQMuakc7HY71q1bh9HRURw+fLii726gyubz+eB2u/X590vlcDjgcrm4YCMREREREVWckgTdR44cKcVmiahK9Pb2XjLk9ng86Ovrg9VqXdb2CwssdnZ24uTJkxgZGUE2m11uucvW29uLlpaWsu+X6pMsywgGg/D7/Th69ChOnjxpdElUJTRNQyAQWNEcbVVV4fP5FizkSEREREREVElKEnTv2rWrFJsloipQ6Ly+0IrTsiyjq6sLLS0tRbnd3Ww2o6OjA21tbThz5gyGh4cRj8dXvN3FYMhNRjGZTOjt7UVTUxMOHDiA2dlZo0uiCuVyueDz+aAoyoqec9nFTURERERE1aAkQffRo0dLsVkiqnCSJGHTpk0XDLlX2sV9Kaqqorm5GU1NTZiZmcH4+DimpqYwNzdX9H0BQF9fH4LBYEm2TbRYbrcbGzZswKlTp3D48GHkcjmjS6IKIEkSGhsb4XA4VnxBUZIk+P3+Zc3xJiIiIiIiKreiB92pVKrYmySiKqBpGjZv3ozm5uYFgZssy+ju7kYwGCz5omWSJC1YDDGdTiMWi2FmZgZTU1NFWSiXITdVElmWEQqF4Pf7ceTIkYqYW0/GaWhoKNpisGazGV6vF6pakp4IIiIiIiKioiv6qxeOLSGqPw6HA1u2bIHL5VoQcpeyi3sxTCYT/H4//H4/ACCbzerB9/T0NGZmZi7YfX4xDLmpUlksFgwMDKC5uRkHDhwo2d0MVJlcLhcCgUDRLia63e6idIQTERERERGVkyQWmfJMTk4uaoMf/OAHOS+UqI40NTVh06ZNCxYoK2cX90rkcjnkcjnk83n97+e+L5vNIpfLwW63IxAIGF0y0WXl83mk02mkUin9LZFIIJlM6n8u5QIPVS6LxYLm5uYVz+AuUBQFfr+fC04SERERUUUxm82w2+1Gl0FVoKgd3aOjowy5iepIZ2cn1q5du+B9Xq8Xvb29hnVxL4WiKFAUxegyiIpKlmVYLJaLzlU+NwjPZDLIZrPIZrNIp9PIZDL6WzqdRj6fL/NXQJejqiqCwSBMJlPRLibabDZ4PB4uOElERERERFWrqEH3D37wg2Jujogq2Jo1a9DX16ePKtE0DT09PUW9fZ6Iiu9yQXiBEAJCCP3Ohmw2CyEE8vm8/mfhrfBxhT9TqRTi8ThmZ2e5SGYRSZKE5uZm2Gy2oj7P+nw+WK1WPncTEREREVFVK1rQnU6n8cILLxRrc0RUoSRJwubNm9Ha2qoHWMFgEJ2dndA0zeDqiKhYJEmCJEmQZXnZj+1cLod0Oo25uTkkEgnE43H9zagAXNM0+Hw+OBwOOJ1OSJKkjyia/+f8kUbZbFbvcE+lUmUf/WK1WuFyuYo6N1uSJNhsNjidTi44SURERERENaFor2yeeuqpYm2KiCqUyWTCtddeC4/Hg1wuB5vNhr6+PrjdbqNLI6IKpCgKrFbrglFGQghks1mkUikkk8kFf6bTaSSTSSSTyaLWURjL4XQ64XQ6YTaboarqRUPjQjd7oVt9fmd7IfC+UBieTqf1MDyTySyrVovFAofDAavVCk3T9AsOxWA2m2G1Wi/79RMREREREVWjogXd3/ve94q1KSKqQC6XC9dee62+SFlnZydCoRBnXBPRkkiSBE3ToGkaHA6H/v7541AKoXEh/E6lUvr4lML/F94ymcwF54i73W79zW63Q9O0RT9fze9mv5hC+D2/nkLQXain0Pk9PyyfPwomk8lA0zQ91C7286ksy7DZbLBYLCXZPhERERERUSUpStB9/PhxpFKpYmyKiCqMqqro6+tDT08PJEmC1+tFT08PbDab0aURUQ2RJElfILYQ/s43v7t6fsd14a0QIudyOZhMpgUd0aWqtzDyo3ABcH6t53aAp9PpkgbN8y8gmEwmmM1mKIrCrm0iIiIiIqobRQm6v/vd7xZjM0RUQTweD/r7+xEMBvVAh4tNEpFRLtVdXWlkWdZnmxcC+0Iwf24AXljEc/7bpaiqCpPJBE3ToKqqfnFAlmU+NxMRERERUV1bcdA9NzeHQ4cOFaMWIqoAHR0d6Orq0udwm0wmtLa2IhgMcrFJIqJlmt+xfm4H+Hzzg+5zg+/LjVMhIiIiIiKqZysOun/7298Wow4iMpDZbMbAwADC4TA0TUM+n4fb7UYoFILX62WwQkRUJvO7stmhTUREREREtHgrCrqFEPjJT35SrFqIqMwCgQD6+/vR2NiIfD4PVVXR0tKC5uZmzuAmIiIiIiIiIqKqsaKg+8CBA8jn88WqhYjKoKGhAZ2dnWhqaoLZbEYul4PD4UBrayt8Pp++uBoREREREREREVG1WFGi9a1vfatYdRCtiNlsxtDQENatW4euri7kcjkkEgmk02mkUqkFb4X3pdNpZDIZZLNZfWGwbDarLxZWWDAsm80inU5jdHQU2WzW6C91WRoaGtDV1YXGxkaYTCbk83mYTCYEAgEEg0E4HA6jSyQiIiIiIiIiIlq2ZQfdMzMzGB0dLWYtREtiMpmwevVqbNiwAX19fect7rXc8HZ+8F0IuzOZDMbHxzEyMoKRkREMDw9jenq6CF9F6TQ0NKC7uxuBQED/3ni9Xvh8Png8HthsNs5/JSIiIiIiIiKimrDsoPuXv/xlMesgWhRVVbF69WqsX78eAwMDMJvNJdmHqqqwWCwL3h8MBjE0NIR0Oo3Tp09jeHgYw8PDGBkZwYkTJypijI/H40FfXx8aGxuhaRocDgd8Ph+8Xi+cTicURTG6RCIiIiIiIiIioqJbVtCdy+Xw2GOPFbsWovNYrVYEAgE0NTVh1apVWLVq1XkBdLmZTCaEw2GEw2EAZ+9uOHHiBIaHh3Hs2DEcO3YM8Xi8bPVYLBb09/cjFArB6XTC7/fD6/XC7Xaf1+VORERERERERERUi5YVdO/atavYdVAdc7lcCAQCCAQCaGhogN/vR0NDA3w+X1XMjna73XC73RgcHEQ2m8Xo6KgefB8/fhwnTpxALpcr6j4VRUFXVxcikQiam5sRCATg9XrhcDg4joSIiIiIiIiIiOqOJIQQi/nAyclJ/e/33nsvotFoyYqi2tfT04OtW7eiu7vb8A7tUkqlUjh16pTe7X306FGMj48ve3utra3o7e1FR0cHmpub4fF42LVNRERERERERDXLbDbDbrcbXQZVgSV3dJ85c4YhNy2Lqqq44oorcP3116OlpcXocsrCbDYjEokgEonguuuuw9zcHEZGRnDs2DEcPnwYY2Nj0DQNmqbBbDYv+LPwZjKZoGkagsEgWltb4XK5IMuy0V8aERERERERERFRxVhy0P3jH/+4FHVQDXO5XLj++uuxZcsWOJ1Oo8sxlM1mQ09PD3p6egAAmUwGqqpy3AgREREREREREdEKLCnozmQyeOaZZ0pVC9WYcDiMrVu3Yu3atVDVZY2Dr3maphldAhERERERERERUdVbUvrIkJsuRZIkeL1edHR04LrrrkNHR4fRJREREREREREREVEdWFLQ/eijj5aqjronyzJcLhc8Hg88Hg/cbveCN7vdjkwmg0wmg3Q6veDvhbfCv2OxGE6fPo3R0VFks9mi1ShJEtxuNxoaGuDz+eD3++Hz+eDz+eD1euHxeKAoStH2R0RERERERERERLQYiw66R0ZGkEwmS1lLTZMkCR6PB42NjWhsbERDQwMaGhrg8XjgcrngcDiKvsBgPp/H5OQkxsbGMDY2htOnT+P06dM4derUBY+lw+GA1+vV39xutx66FwJ4jiAhIiIiIiIiIiKiSrPo1PKJJ55Aa2trKWupGQ6HA4FAYEGg7ff7yz6PWZZlPVg/18zMDMbHxyHLst41zhCbiIiIiIiIiIgqSbEbQ6l2SUIIYXQRRERERERERERERETLxUsiRERERERERERERFTVGHQTERERERERERERUVVj0E1EREREREREREREVY1BNxERERERERERERFVNQbdRERERERERERERFTVGHQTERERERERERERUVVj0E1EREREREREREREVY1BNxERERERERERERFVNQbdRERERERERERERFTVGHQTERERERERERERUVVj0E1EREREREREREREVY1BNxERERERERERERFVNQbdRERERERERERLIIQwugRagmw2u+DfPH6Vi8eGVkI1uoBzPf300/D5fPB6vfB6vRBCQJIko8uiC9i+fTvcbje8Xi/C4TCPVQXj46p68FhVDx6r6sFjVV14flE9+NiqHnxcVQ8eq+rwxS9+EQcPHoTX68Xtt9+O3t5eo0uiS3jooYfw9NNPo6GhATfffDO2bdvGx1WF4mOLVkoSFXKpJBaL4VWvehWOHz+OeDyO3t5e/K//9b9w/fXXG10anSMWi+GVr3wlDh8+DCEEzGYzPvaxj+E1r3mN0aXROfi4qh48VtWDx6p68FhVF55fVA8+tqoHH1fVg8eqOqTTabz2ta/F448/jle84hX4wQ9+gEgkgne84x1461vfinw+D1nmjfOVIpPJ4A1veAO2b9+O//7f/zt+8pOfIJFI4M4778Q999xjdHk0Dx9bVCwV8VOSyWTw5je/GZqm4de//jU+85nPoLOzE7feeiu2b9/O2xYqiBACd999N1RVxdNPP43/9//+H17zmtfgjjvuwMMPP4xkMml0ifRf+LiqHjxW1YPHqnrwWFUXnl9UDz62qgcfV9WDx6p6PPPMMzhy5Ah++ctf4ktf+hKeeOIJbN26FX/5l3+Jp556CrIsI5/PG10m/ZdDhw5h165dePTRR/GJT3wC27dvx913342/+Zu/wbe//W2jy6N5+NiiohEGy+fzYnx8XAwODoqvfvWrC95/6623ilWrVol9+/YZWCEV5PN5MTc3J6688krxwAMPLPi/t7zlLWJgYED8/Oc/N6g6mo+Pq+rBY1U9eKyqRy6X47GqIjy/qC5jY2N8bFUBPq6qB49VdfmHf/gH0dDQsOB9p06dEn/8x38sOjs79ffl8/lyl0YX8MgjjwiHw7HgeOTzeXHXXXeJpqYmcfLkSQOro/n42KJiMbSjW/zXvDFVVfUZPMDZWxYkScLXvvY1jI2N4cEHH9Q/nowjSRLy+TxOnDgBv98PAEgkEgDOzrxSFAVf/OIXMTMzY2SZdY+Pq+rCY1X5Ct/3wrE6dOgQj1WFKvxOkmWZx6oKRKNRADy/qAZHjx7FyMgIAEDTND62qgAfV9WhcN7OY1U9enp64PP58Pvf/15/X3NzM+677z6kUin8zd/8DQBw/rOB5nf9rlmzBjabDT/84Q8B/OEx95GPfARutxv33nuv/n4yFh9bVCyGBN1PP/00xsbG9CcTh8OBV7ziFfi///f/AgBMJhPS6TTsdjv+8R//EZ/97Gdx8uRJ/kAbLJ/Pw26349WvfjU+/vGPAwCsVivS6TRUVcWnP/1pfOMb38DRo0eNLbRO7du3D9FoFLlcDgBgsVjwyle+ko+rCvSf//mf2Lt3r34bqt1ux6233spjVYEefPBB/PKXv9R/X9lsNh6rCnXPPffgQx/6EHK5HPL5PBwOB49VBfvbv/1bvO51r8PExAQA8Pyigt1zzz3o7OzE/v37AZw9v+BjqzJ961vfwne+8x3s3bsXmUwGdrsdt912Gx9XFeipp57C2NiYHsjxWFWmf/iHf8D73/9+PPzwwzh06BAAoKmpCQ6HAz/72c8Qj8f1j+3p6cFb3/pW/OY3v8H4+LhRJde1H//4xwCwYMSF0+nElVdeiUcffRQTExP6hSWPx4P3v//9+PnPf46jR4/yd1aZ/cu//As+9alP4Qc/+AFOnz4NAAgEAnA6nXxs0YqVNeg+fPgw1q1bh9e+9rW48sorccstt+DIkSNQVRWvetWrFnSBaJoGAHjZy16Gnp4efO973ytnqXXvyJEjWL9+Pf7lX/4FABYM/r/99tuhKIp+RU1VVeTzeWzduhXr16/H17/+daPKrksHDhzADTfcgDvuuANbtmzB2972NgBnX4jefPPNmJiY4OOqQhw4cEA/Rtu2bcP111+PeDwOTdPw0pe+lMeqwnziE5/AXXfdhU9+8pM4cuQIgLOBDo9VZdm/fz8GBgbw1a9+FW984xuhKIre0X3LLbfwWFWYU6dO4corr8R3vvMdvP71r18wd/a2226DLMs8v6gQ+/fvR19fH772ta8hFArps0wtFgsfWxWm8Brrgx/8IN7//vfjxhtvxM9//nMAwKtf/Wqet1eQQ4cOYf369XjTm96EG264Adu2bcMLL7wAAHjd614HADxWFWB8fBybN2/GQw89hF27duEjH/kItm3bhv3792Pjxo146Utfim984xv64ww4e3GipaUFw8PDXDCvzEZGRnDdddfh1ltvxWc/+9kF/xeJRHDzzTdjx44dePjhhwFAPz5+vx/ZbBbpdLrsNderI0eOYN26dfjEJz6Bb3zjG7jrrrtw1113IZPJ4IorrsCNN96Ib37zm3xs0YqU5adECIHR0VG84Q1vwObNm/GjH/0I//RP/4QTJ07gz/7sz/DEE0/gNa95DdatW4d/+7d/w/bt2/UraqlUCjMzM2hsbCxHqQTgN7/5DW699VYcP34cd999t/6EUugUvvLKK/Ha174WjzzyCH70ox9BlmXIsoxoNIpUKoVIJGLsF1BHHn30UVxzzTVYvXo1PvWpT+HOO+/Ed7/7Xb0b5FWvehWGhobwla98hY8rg33ta1/D1VdfjSuuuALf/e538e1vfxsHDx7EZz7zGQBnAx4eq8pQ6N4OBoO4/fbb8dhjj+Fzn/ucfsswH1eV4wtf+AL6+/tx88034/jx4xgcHFzw/694xSt4rCrMV7/6VYRCITz99NN405vehMbGRmSzWQDA5s2b8brXvQ5f+cpXeH5hsPvvvx9DQ0N46Utfir179+KWW27B6dOn9Q4rPg9WjqNHj+J1r3sdbrjhBvz+97/Hiy++iGAwqF+Y4Hl75di/fz9uv/12bN26FT/84Q/x9a9/HdPT03j961+PX//617juuutwxx138DmwAvz0pz9FOp3G7373O/zwhz/EL37xC/T09OC2227D8PAwPvrRjyIQCODzn/88fvazn+mfZzKZEIlE9It/VHpHjx7FnXfeCbvdjj/90z/FQw89hJ07d0KWZT3Avuuuu7BmzRo8+uijeiMfcHYERnNzM9xut0HV15ddu3bhjjvuwObNm/G73/0Ov/rVr/DRj34Uw8PD+Pd//3cAwAMPPAC/348vfOELfGzR8pVrGPjevXtFS0uL2L59u/6+I0eOiI0bN4rXve514vTp0+KFF14Qt99+u4hEIuKJJ54Qx44dE//6r/8quru7xVNPPVWuUutaPB4XH/7wh8Vf/MVfiCeeeEJcc8014rrrrtP/P5fLCSGEOHDggPjzP/9zYbPZxDe/+U2xY8cO8ZWvfEW0traKX/3qV0aVX1dOnTolXvGKV4j7779ff18+nxd33323uP3228Xc3JwQQojHH39c/Lf/9t/4uDLQ+Pi4+JM/+RPx4IMPLnj/bbfdJn7yk5/o//7d734nXv3qV/NYVYi//uu/Fv/4j/8ofvSjHwlZlsU3v/lN/f+effZZcdttt/FYGejkyZOiq6tLXH/99fr7PvvZz4oPfehD4uMf/7g4cOCAEEKI3//+93xcVYhkMinWrFkjPve5zwkhhPif//N/ipe97GViy5Yt4vOf/7yYnJwU4+Pj4s/+7M94fmGgX//618LpdIof/ehH+vs+97nPCZfLJWKxmP4+nl9Uhscee0z09fWJF154QX/f+9//fvHZz35WxONxIYQQx44dE295y1v4uDLYd77zHXHFFVeI06dPi2w2K4QQ4oknnhCSJIlbbrlFHDx4UIyOjvJYVYA3velN4uUvf7kQ4g8L383OzoqWlhbx+te/XgghxM6dO8Uf/dEfiXA4LO666y7xkY98RLjdbvGhD33IsLrrUTKZFHfeeafYvn27ePzxx8XLX/5y8Ud/9Ef6/6dSKSGEEAcPHhTveMc7hM1mE69//evF+973PuF2u8X/+B//w6jS686Pf/xjcccddyxYtPr06dPC7/eLb3/72/r7duzYwccWrUjZgu6f//znoqmpSRw8eFAI8YcnnG9/+9uiv79ffPKTnxRCnA3EX/3qVwuv1yv6+vqE1+sVDz/8cLnKJCHEk08+Kfbs2SOEOHvy5XA4xEc/+lEhhNBPyoQQIhaLiXe+852ivb1d9PT0iEAgIP7lX/7FkJrrUTweFw888MB5Lybvvvtuceutty54365du/i4Mkjh5Pjpp58WIyMj+vv/9V//VTidTnHrrbeK22+/XTz//PNCCCH2798vbr/9dh4rAxWO2Wc+8xnx4Q9/WAghxKte9SoxODgonnjiCfHBD35QJBIJsW/fPj6uDFI4Rl/60pfE1VdfLe666y6xfv16ceWVV4obb7xRdHV1iebmZvHMM88IIYTYvXs3j5XBcrmciMfj4uabbxZf+9rXxNve9jZxxRVXiM9+9rPizW9+s+jp6RF33nmniMfjIpvNine84x08vzBQIpEQQvzhsbZjxw7R3t4uHnnkkQUfx/ML4/3bv/2b8Pv94mc/+5kQQoivfe1rQpZlcc0114ienh7x4IMPirm5OZHL5cSdd97Jx5WB7r//ftHW1rbgfT//+c/F0NCQWLdund68Mjs7K/7iL/6Cx8pAf/d3fydCoZD+HFjILn7xi18IWZbFz3/+cyHE2eavT37yk+KVr3yluOGGG8S//uu/GlZzPZucnNT//vDDD4uhoSFx3333CSHO/h4rHMdoNCr+7d/+Tbz5zW8Wt956q/jKV75iRLl1a+fOnfprXiHOnhvm83kxNDSkX1wvNFYeOXKEjy1aNkmI0iwve/z4cTidTn1FdgBobGzEnXfeifvvvx+ZTEa/7eDP/uzP8OKLL+I3v/kN7HY7AGDPnj04efIkNmzYsGAbVHwXOlYF2WwWDz74IN73vvfhiSeewMaNG5HL5aAoiv4xIyMjGBkZQW9vLzweTxkrrz/Hjx+Hw+GAz+cDsHB2ejabhaqqeNOb3gSLxYKHHnoIqVQKZrNZ//zdu3fj1KlTfFyVwaUeV5/85CfxwQ9+EPfccw+CwSAeeeQRjI6O4pvf/CbWrFkDgM+B5XSxY/Xe974X09PT+NKXvgQA8Hg8iMfj2Lp1K77zne/A6XQC4LEqpwsdq7e//e34wQ9+gNe+9rW49957YbFYYDabsXXrVkiShMcee0z/ncVjVV4XOl6bN29GQ0MDTCYT7rvvPqxbtw7A2QW/vvrVr+Kee+7BH//xHwMATp48iRMnTvD8ogzOPb8AFp5jjI6OYsuWLfirv/orvOc971lwHg/wsVVOF3pcXXPNNZienobX68VTTz2FBx54AMoZWXYAAA9vSURBVFdffTW+9rWvYfv27Xj729+Ot7/97QD4uCqnc4/Vc889h+uuuw4f+MAH8M53vhNTU1N4+ctfjre97W3YsWMH9uzZg2eeeUb/fB6r8rj//vuhaRoaGxvxlre8BcDZhePf+c534o477sA999wDAPpr4Ntvvx2zs7P6qAXg7Ni7bDbLsQplcKHjBfzh+MzMzOD//J//g29+85t48MEHcdNNN+mvk+c7N9Og4iscq0AggLe+9a36+wsRpCRJmJ6exuDgIH7605/qr4Pn42OLlqXYyfl//Md/iL6+PrFlyxYRCoXE3//93+td3H//938vzGaz3i1c6BY5duyYUBRF/P73vy92OXQJFzpWR44cEUL84UqaEEJMT0+L2267TfT39+vvi0aj4syZM+UuuW4t5lgVuu23bt0qHnjgAaNKrXuXOlaFboLt27fr7yswm83ndcpRaV3qWAkhxH333Se+9KUvCSGEeOtb3yrMZrOQJEn88z//84LnSCq9Cx2rwmiSkydPir/7u78TR48eXfA5O3bsEKqqcoSCAS50vPbv3y+EEOInP/mJkCRJeDwecfjwYf1z8vm86OjoEJ/+9Kf1f1PpLeZ3VuH57g1veIPYvHnzgs/nc2H5XOpxNTExIUZGRsQrX/lK8Xd/93cLPm/z5s3i3e9+94KuRiqtc4/VAw88IIaHh4UQQjz44INCURTR398vVFUVb3nLW4QQQuzbt094PB5x6NAhI0uvK3v27BHhcFhs2rRJbNu2TbhcLvHKV75S7N+/XySTSfEXf/EXYsuWLfro1cJrrf/v//v/xDXXXCOmp6f5HFhGFzpet91224KxTYXjsXPnTvEnf/In4tprrxVzc3MiGo0uGEFIpbWYY1Xwq1/9SgSDQTExMaG/j+futFJFDbp/9KMfiXA4LD72sY+JZ555Rnz2s58VgUBA/Omf/qkYGxsTExMT4sYbbxRr1qxZ8HnPPPOMaGtrE0888UQxy6FLuNSxOnnypBBCiEwmo3/8rl27RDAYFH/1V38lfve734n169eLr3/960aVX1cWc6zmn2R1dHToM/yef/55sW3btvMCICqNxRyrc2WzWXHgwAHR3t6+YDYZldaljtWJEyeEEGdfyKxZs0Z0dXWJoaEhcfToUfGe97xH+P1+8Z//+Z8GfwX141LHqhAczMzM6B9fCHIeffRR0dDQsOAWSSq9Sx2vwvimO++8U5jNZvHoo4/qn5fNZsXVV18t/umf/smgyuvPUs8vPvWpT4mhoSGxe/duo0quW4v5nTU2NiauuOIK8dhjjwkh/hDK3XzzzeKee+4xrPZ6s5jH1bPPPit+8pOfLHgsPfTQQyISiYjx8XGjSq87f/3Xf62Pe0yn02LPnj0iEomIO+64Q5w4cUK8+OKL4mUve5nYunWrmJqa0j/vr/7qr8RrXvMag6quXxc7Xm94wxvErl27hBALf2d997vfFVdffbV45StfKSKRiIhEIgvWmaDSWcqx+sIXviCuvfZaIYQQzz33nBgYGBBbtmwR6XSaF2dp2YoadH/gAx8Qr33ta4UQf3ih+a53vUtIkiTe/e53CyHOzqltbW0Vt956q/jNb34jZmZmxH333SeGhoYuGgRR8V3qWL3rXe/SP27+L4svfvGLQpIkIUmS+NM//dPyFlzHlnKsXnjhBdHR0SFGR0fFxz/+cWGxWPTPpdJb7LE613333SeuvfZaPbSj0rvUsfrLv/xLIcTZOeqtra3ir//6rxfM/guFQpwTV0aLOVYX8r73vU/cfvvtYnZ2tix10lmXOl533XWXEEKIM2fOiA0bNoihoSHxT//0T+LYsWPiYx/7mOjo6OCFiTJa7O+sQmD629/+Vtjtdr3Tii9Ay2exx6q/v1+88Y1vFKdPnxazs7PigQce4CKGZbac31mFdQne8pa3sEO4DHK5nMhkMuLWW28Vb3vb2/T3CSHE9773PTE4OCj+9m//Vghxdob6lVdeKbq7u8V9990n/uZv/kY4HA7x5S9/2ajy687ljteaNWvEBz/4QX3x3cL/jY2NiS1btghJksR73vMeY4qvM0s9VkIIce+994o///M/F5/73OeEpmni7W9/uyG1U22RizgCBb/5zW/Q2NgIAEilUgCA9vZ2rFmzBo8//ji++93vYuPGjfjFL36BEydO4I477sCWLVvwuc99Dv/wD/+AYDBYrHLoEi53rJ5++ml861vfAgB9NuPu3bvxyU9+Em1tbdi+fTsefvhhY4qvM0s9ViMjI5idncUtt9yC+++/H48++ii+/vWvG1Z/PVnKsQLOzjP90Y9+hJe+9KX4/Oc/j4997GNobW01pPZ6c7lj9dRTT+EnP/kJ/viP/xg//elP8fd///fwer3IZrMAgP379+ONb3yjYfXXk8sdq2eeeWbB42r37t344Q9/iFtuuQXf+MY38IEPfEBf+4NK73LH68knn8S3vvUt+P1+/PSnP0VPTw8+8pGP4NZbb8WDDz6If/7nf8batWuN/BLqxlJ+ZxVmmF511VVwOp34/ve/D+DsbE0qvcUcq29+85sAgE9/+tP49re/jc2bN+O6667Dgw8+iC9/+cu48cYbDau/niz1d9bhw4fx4x//GC95yUvwgx/8AO985zv1115UOrIsQ1VVZLNZTE9PAzg7rxkAXvWqV+EVr3gFvv/97+PZZ5/FzTffjO9///u49tpr8dxzz2H79u341re+hTe/+c3GfQF15nLH6+Uvfzl+/OMfY+fOnfrHnzhxAq9//euxf/9+/OpXv8InP/lJo8qvK0s9VrlcDr/61a/whS98AR/60Ifw6KOP4qGHHjKqfKohy/5NOjc3hx07diCfzwM4e7J7++234+GHH8bzzz8Ps9mMp556Cl/84hfxute9Dvl8Hk899RSy2Sz6+/vx05/+FL/4xS/wwAMP4OTJkzwBK6GlHqtsNovnnnsOwNkTtlgshs9+9rPo7u7GoUOHcO211xr55dS05R4r8V8LOpw8eRJnzpzB0NAQJiYm8LKXvczIL6emLedYPf/88wDOvvDZt28f7r33XrS0tODYsWO45pprDPxqattSj1Uul8N//Md/wOFwYHBwUA9zCovY2Gw2w76WWrfSx9WePXvwvve9D42NjTh8+DCuvPJKA7+a2recx9Zzzz2HTCaDQCCAhx9+GE899RQ+//nP48iRI3jJS15i8FdUu1Z6LggAyWQSn/zkJ3HfffcZ9nXUg5U8D77kJS/B9u3b8YlPfALvete7cPjwYT6uSmgljyvgbMjz1a9+FR0dHTh69Cg2btxo1JdS02ZnZ/GZz3wGjzzyCJ588kn9/e9617vwne98B08//TQ0TdMvTHzoQx/C2NgYfvaznwEAmpqa8OUvfxnf+973sH37dtxyyy2GfB31YjnH69SpU3jsscf0j7VYLLjmmmswOjqKrVu3lvtLqBsrPVapVAoDAwN429vehhMnTuAVr3iFIV8H1aDltIH/5Cc/EVarVWzYsEFfDEqIszMyX/aylwmXyyUGBgaEoijivvvuE0II8f73v3/BAja83bE8inGshBDi9OnT5Sy7LhXjWB05ckSfzUilU4xjlU6n9UWkqHSK9RxIpVeMY5VKpfQFr6m0eC5YPXisqgd/Z1WPYh2r0dHRcpZdd77zne+IpqYmcfXVV4u+vj5hNpvF97//fSHE2de3r3zlK8XAwID+8YU1qt74xjeKm2++2ZCa61kxjldh3BaV1kqO1Ute8hL9/adOnSpv4VQXlhx0/+Y3vxEbN24Uf/mXfylcLpd4z3ves2ARKCHOzrJ66KGHFiyA9453vEO8/OUvF7lcjk8+ZVKMYzV/QUoqnZUeq2w2yxehZcLnwOrBY1U9ivEcyGNVPnxsVQ8eq+rBY1U9+BqrOjzyyCOit7dXfOpTnxKZTEbkcjnxlre8Raxdu1b/mO3bt4u2trbz1p+65ZZbxIc//OEyV1zfeLyqB48VVbolB92///3vxQc/+EGRSCTE17/+dSFJkvjGN75xyROrqakpceONN4pPf/rTKyqWlobHqnrwWFUPHqvqwWNVPXisqguPV/XgsaoePFbVg8eqOrz//e8X73nPe0Q6ndYbgrZv3y6CwaA4dOiQEOJsl+mPf/xjoWmaeMUrXiE+/OEPi3e/+93C4/GIn//850aWX3d4vKoHj9X/3979vFLax3Ec/p4nFlYWSn4UZW1B0iwshOwtZSV7Uv4Bf4BsKc3SXo2zsCKyVGIhZadkMWlqkoVxPrPiSTNTz8zxjPtT17Vzusu3XqdOvc/dfai63x66v337Fl++fHn5e3Z2NgYGBuL8/PyHay8vL2N3dzcGBwdjZGQkbm5umjstv0WrPLTKQ6s8tMpDq1z0ykOrPLTKQ6scvn79GldXV69eq9fr0dfX98Md9YeHh7GwsBATExMxNTUVp6enf/OohF6ZaEXV/dEzuiPi1Ru4p6cn5ubm4vPnz6+u+fTpU0xOTsbi4uKfn5CmaZWHVnlolYdWeWiVi155aJWHVnlolUOj0Xi563RrayvGx8cjIn76+Jj7+/u/eTR+Qq88tKKq/njojvj3DXxwcBC1Wi02Nzfj6ekpLi4uYm9vLyLCt9YVoVUeWuWhVR5a5aFVLnrloVUeWuWhVQ7PnZaWlmJmZubl9bu7u1c/Juo3j6pBrzy0oor+KU1oaWkpjUajjI+Pl5WVlbK6ulqWl5fL0NBQ2d/fL6WU0t3d3cy/4I1olYdWeWiVh1Z5aJWLXnlolYdWeWiVQ0tLSymllLOzs/Lhw4dSSinb29ult7e3HB8fv1xXq9Xe5Xy8plceWlFJzS7lz9/M3N7eRq1Wi/b29vj48WPTCzxvT6s8tMpDqzy0ykOrXPTKQ6s8tMpDqxweHh5ibGws6vV6zM/PR1tbW2xsbLz3sfgFvfLQiqqpRUQ0O5YfHR2V6enpMjo6WnZ2dkpHR8dbbPD8D7TKQ6s8tMpDqzy0ykWvPLTKQ6s8tKq+6+vr0t/fX0opZXh4uNTr9dLV1fXOp+JX9MpDK6qmqUeXPGtraytra2vl6OjIh3rFaZWHVnlolYdWeWiVi155aJWHVnloVX29vb2ls7OzrK+vl5OTE0NcxemVh1ZUzZvc0Q0AAABQVY+Pj6W1tfW9j8F/pFceWlElhm4AAAAAAFJ7k0eXAAAAAADAezF0AwAAAACQmqEbAAAAAIDUDN0AAAAAAKRm6AYAAAAAIDVDNwAAAAAAqRm6AQAAAABIzdANAAAAAEBqhm4AAAAAAFIzdAMAAAAAkNp33BegTu0QKmYAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# grey palette for black and white printing\n", + "sns.set_palette(\"Greys\")\n", + "\n", + "# decent size and light grey background\n", + "fig, ax = plt.subplots(figsize = (17,8))\n", + "ax.set_facecolor('#fdfdfd')\n", + "\n", + "# actual plot\n", + "ax.stackplot(\n", + " oil.index,\n", + " oil.Argentina_percent,\n", + " oil.Brazil_percent,\n", + " oil.Colombia_percent,\n", + " oil.Ecuador_percent,\n", + " oil.Mexico_percent,\n", + " oil.Venezuela_percent,\n", + " oil.Others_percent\n", + ")\n", + "\n", + "# minimalistic x axis with fancy labels\n", + "plt.xticks(np.arange(1900, 2023, 10))\n", + "ax.get_yaxis().set_ticks([])\n", + "ax.tick_params(length=4, color=\"white\")\n", + "ax.tick_params(rotation=35)\n", + "plt.xticks(ha='left')\n", + "\n", + "# no border, clean layout, no non-sense\n", + "ax.spines['top'].set_visible(False)\n", + "ax.spines['right'].set_visible(False)\n", + "ax.spines['bottom'].set_visible(False)\n", + "ax.spines['left'].set_visible(False)\n", + "ax.set_ymargin(0.005)\n", + "ax.set_xmargin(0)\n", + "\n", + "# legend placement is manual (and tricky)\n", + "labels_legend = [\n", + " 'Argentina',\n", + " 'Brazil',\n", + " 'Colombia',\n", + " 'Ecuador',\n", + " 'Mexico',\n", + " 'Venezuela',\n", + " 'Others']\n", + "ax.legend(labels=labels_legend, loc='right', bbox_to_anchor=(0.558, 0.5, 0.545, 0.77), edgecolor=\"white\", reverse=True)\n", + "\n", + "# output to file\n", + "plt.savefig(\"version_2/output/1_oil.png\")" + ] + }, + { + "cell_type": "markdown", + "id": "6d1ead40-e7ae-4dc3-826e-3c437108080d", + "metadata": {}, + "source": [ + "# 2 - Selected\n", + "\n", + "Subset of 3 countries with raw amounts\n", + "\n", + "__Important__: match the colors to other graphics" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "afdca3f2-4605-4147-a0bb-f7a67af65341", + "metadata": {}, + "outputs": [], + "source": [ + "# load data, set index\n", + "selected = pd.read_csv(\"final_sources/1-laselected.csv\")\n", + "selected.set_index(\"Year\", inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "f051778e-eed5-4288-8027-e62b1c68598d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# custom palette to match country colors to first plot\n", + "palette_selected = [\"#d1d1d1\", \"#5c5c5c\", \"#2b2b2b\"]\n", + "sns.set_palette(sns.color_palette(palette_selected))\n", + "\n", + "# all plots with same lightest grey background\n", + "fig, ax = plt.subplots(figsize = (17,8))\n", + "ax.set_facecolor('#fdfdfd')\n", + "\n", + "# actual plot\n", + "ax.stackplot(\n", + " selected.index,\n", + " selected.Brazil,\n", + " selected.Mexico,\n", + " selected.Venezuela\n", + ")\n", + "\n", + "# minimalistic x axis with fancy labels\n", + "plt.xticks(np.arange(1900, 2023, 10))\n", + "ax.get_yaxis().set_ticks([])\n", + "ax.tick_params(length=4, color=\"white\")\n", + "ax.tick_params(rotation=35)\n", + "plt.xticks(ha='left')\n", + "\n", + "# no border, clean layout, no non-sense\n", + "ax.spines['top'].set_visible(False)\n", + "ax.spines['right'].set_visible(False)\n", + "ax.spines['bottom'].set_visible(False)\n", + "ax.spines['left'].set_visible(False)\n", + "ax.set_ymargin(0.005)\n", + "ax.set_xmargin(0)\n", + "\n", + "# legend placement is manual (and tricky)\n", + "labels_legend = [\n", + " 'Brazil',\n", + " 'Mexico',\n", + " 'Venezuela',\n", + "]\n", + "ax.legend(labels=labels_legend, loc='right', bbox_to_anchor=(0.558, 0.5, 0.544, 0.91), edgecolor=\"white\", reverse=True)\n", + "\n", + "# output to file\n", + "plt.savefig(\"version_2/output/2_selected.png\")" + ] + }, + { + "cell_type": "markdown", + "id": "d950448c-503b-4c77-a48a-a4ffcb686d14", + "metadata": {}, + "source": [ + "# 3 - Raffinage\n", + "Raw data of oil refinment by country of shorter period of time (1940-2023)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "863148f6-5ad4-456a-81ac-ccbbc347a9da", + "metadata": {}, + "outputs": [], + "source": [ + "# load data, set index\n", + "raffinage = pd.read_csv(\"version_2/input/2-refining.csv\")\n", + "raffinage.set_index(\"Year\", inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "44fd6c05-2fd9-4a71-8ff3-28e35eb2a4fb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Same palette as first (oil) plot but Ecuador is now Peru\n", + "sns.set_palette(\"Greys\")\n", + "\n", + "# same size and background color\n", + "fig, ax = plt.subplots(figsize = (17,8))\n", + "ax.set_facecolor('#fdfdfd')\n", + "\n", + "# actual plot\n", + "ax.stackplot(\n", + " raffinage.index,\n", + " raffinage.Argentina,\n", + " raffinage.Brazil,\n", + " raffinage.Colombia,\n", + " raffinage.Peru,\n", + " raffinage.Mexico,\n", + " raffinage.Venezuela\n", + ")\n", + "\n", + "# same minimalist look, update timespan\n", + "plt.xticks(np.arange(1940, 2023, 10))\n", + "ax.get_yaxis().set_ticks([])\n", + "ax.tick_params(length=4, color=\"white\")\n", + "ax.tick_params(rotation=35)\n", + "plt.xticks(ha='left')\n", + "\n", + "# same minimalist look\n", + "ax.spines['top'].set_visible(False)\n", + "ax.spines['right'].set_visible(False)\n", + "ax.spines['bottom'].set_visible(False)\n", + "ax.spines['left'].set_visible(False)\n", + "ax.set_ymargin(0.005)\n", + "ax.set_xmargin(0)\n", + "\n", + "# legend\n", + "labels_legend = [\n", + " 'Argentina',\n", + " 'Brazil',\n", + " 'Colombia',\n", + " 'Peru',\n", + " 'Mexico',\n", + " 'Venezuela',\n", + "]\n", + "ax.legend(labels=labels_legend, loc='right', bbox_to_anchor=(0.558, 0.5, 0.545, 0.80), edgecolor=\"white\", reverse=True)\n", + "\n", + "# output to file\n", + "plt.savefig(\"version_2/output/3_raffinage.png\")" + ] + }, + { + "cell_type": "markdown", + "id": "0d8dd45e-5b6d-4e1d-a283-10e05265b599", + "metadata": {}, + "source": [ + "# 4 - Energy mix\n", + "General proportion of energy production source from 1800 to 2000" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "85b04a56-62a4-46db-9b92-499b09177afb", + "metadata": {}, + "outputs": [], + "source": [ + "# load data, set index, and workout total production in given unit\n", + "mix = pd.read_csv(\"version_2/input/3-energymix.csv\")\n", + "mix.set_index(\"Year\", inplace=True)\n", + "mix['Total'] = mix.sum(axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "d05090cd-2c40-4920-88df-97b8d2aec519", + "metadata": {}, + "outputs": [], + "source": [ + "# workout percentages in their columns\n", + "for column in mix:\n", + " mix[column + \"_percent\"] = mix[column] / mix.Total" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "0a446974-6469-44ac-b406-88ab0247bbd1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# custom palette to prevent dark grey \"biomass\" to empty printer black ink\n", + "paletto = [\n", + " \"#ededed\",\n", + " \"#d1d1d1\",\n", + " \"#adadad\",\n", + " \"#828282\",\n", + " \"#5c5c5c\"\n", + "]\n", + "\n", + "# same settings as before\n", + "fig, ax = plt.subplots(figsize = (17,8))\n", + "ax.set_facecolor('#fdfdfd')\n", + "\n", + "# actual plot\n", + "ax.stackplot(\n", + " mix.index,\n", + " mix.Coal_percent,\n", + " mix.Oil_percent,\n", + " mix[\"Natural gas_percent\"],\n", + " mix.Electricity_percent,\n", + " mix.Biomass_percent,\n", + " colors = paletto[::-1]\n", + ")\n", + "\n", + "# changed x axis labels anchor\n", + "plt.xticks(np.arange(1800, 2001, 10))\n", + "ax.get_yaxis().set_ticks([])\n", + "ax.tick_params(length=4, color=\"white\")\n", + "ax.tick_params(rotation=35)\n", + "#plt.xticks(ha='left')\n", + "\n", + "# same clean look\n", + "ax.spines['top'].set_visible(False)\n", + "ax.spines['right'].set_visible(False)\n", + "ax.spines['bottom'].set_visible(False)\n", + "ax.spines['left'].set_visible(False)\n", + "ax.set_ymargin(0.005)\n", + "ax.set_xmargin(0)\n", + "\n", + "# legend\n", + "labels_legend = [\n", + " 'Coal',\n", + " 'Oil',\n", + " 'Natural gas',\n", + " 'Electricity',\n", + " 'Biomass'\n", + "]\n", + "ax.legend(labels=labels_legend, loc='right', bbox_to_anchor=(0.558, 0.5, 0.55, 0.832), edgecolor=\"white\", reverse=True)\n", + "\n", + "# output to file\n", + "plt.savefig(\"version_2/output/4_mix.png\")" + ] + }, + { + "cell_type": "markdown", + "id": "4cb24807-ee27-4f07-a850-a3d86b8ac20f", + "metadata": {}, + "source": [ + "__Note regarding x axis labels placement__\n", + "\n", + "In most of the plots (oil, raffinage, selected), labels on the x axis are \"anchored left of their ticks\". It means that they are shifted slightly to the right relative to the actual date. Their respective individual tick, placed on the x axis at the precise date, are aligned with the tip of the first character of the label, not the middle, as is the case with the above plot (mix).\n", + "This was done to prevent the first and last label to be visualy misaligned with the frame of the plot. The first label would be halfway out of the frame, and the last (2020) would be entirely inside the frame, as the source data have yearly datapoints until 2023.\n", + "Label have been shifted to visualy mark this imprecision. Conveying a sense of temporal blur, it underlines the function of these visual representations: these are not precise analytical tools, but allow the reader to perceive historical trends in the data." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "eac58e10-4305-4175-b01c-3744a319e014", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.12.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}