diff --git a/yearly_analysis_cal.ipynb b/yearly_analysis_cal.ipynb index c957a41..7bc9be9 100644 --- a/yearly_analysis_cal.ipynb +++ b/yearly_analysis_cal.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "92c39160", "metadata": {}, "outputs": [], @@ -32,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "c2628bdb", "metadata": {}, "outputs": [], @@ -56,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "0b443880-912d-4a9b-9d97-7418fcf8d9fb", "metadata": {}, "outputs": [], @@ -89,7 +89,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "032f7587-3db9-42cf-9a12-dee3f78c2b9c", "metadata": {}, "outputs": [], @@ -109,7 +109,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "938f582f-e0b9-42c1-bbe4-571f6982f466", "metadata": {}, "outputs": [], @@ -121,7 +121,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "8242c936-30b9-4e67-b1c8-1e813a5e5f10", "metadata": {}, "outputs": [], @@ -147,25 +147,10 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "0ab9be28-c75a-4ffd-b34b-a8833c848fbb", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "year\n", - "2021 1\n", - "2022 7\n", - "2023 29\n", - "Name: title, dtype: int64" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "dfs[utils.Sport.climbing].groupby(\"year\")[\"title\"].count()" ] @@ -180,7 +165,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "ebe88ebc", "metadata": {}, "outputs": [], @@ -190,50 +175,20 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "a2be5ed0-569b-49e0-9f66-9e1f7d3b84a2", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "title\n", - "gym: ub 62\n", - "gym: c 36\n", - "gym: lb 16\n", - "Name: count, dtype: int64" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "gym[gym[\"year\"] == 2023][\"title\"].value_counts()" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "260d49e4-0769-4a29-b2d2-347b9d262760", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "year\n", - "2021 82\n", - "2022 113\n", - "2023 114\n", - "Name: title, dtype: int64" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "gym.groupby(\"year\")[\"title\"].count()" ] @@ -248,139 +203,50 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "c14138b9", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "year\n", - "2021 1394.18\n", - "2022 1147.05\n", - "2023 1311.93\n", - "Name: distance, dtype: float64" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "dfs[utils.Sport.running].groupby(\"year\")[\"distance\"].sum()" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "9bb328be", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "year\n", - "2021 125\n", - "2022 127\n", - "2023 139\n", - "Name: distance, dtype: int64" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "dfs[utils.Sport.running].groupby(\"year\")[\"distance\"].count()" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "eb934f14-b328-4808-9a3c-0e9891d2382b", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "year\n", - "2021 10.00\n", - "2022 8.90\n", - "2023 8.35\n", - "Name: distance, dtype: float64" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "dfs[utils.Sport.running].groupby(\"year\")[\"distance\"].median()" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "91e0133b-b364-40ec-a964-c927e51d6ac5", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "year\n", - "2021 0.542735\n", - "2022 0.389571\n", - "2023 0.397183\n", - "Name: title, dtype: float64" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "df_exercise.groupby(\"year\")[\"title\"].agg(lambda x: x[x == \"running\"].count() / x.count())" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "87668062-1ae6-4a16-8816-4f72a3a03ccc", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/kevinklein/Code/life-monitor/monitoring/cal.py:432: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", - " fig.show()\n" - ] - }, - { - "data": { - "text/plain": [ - "PosixPath('/Users/kevinklein/Code/life-monitor/cumulative_running.png')" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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UCgWaNWsGQL/DSafTmfTaSkxMRHp6Ovbv348BAwbgwIEDiIyMlIIhAOjevTsiIyOxf/9+mwFRVVUVqqqqpPuGreRERETeqK4u9Q2pOm1rVsg8X6ix5ArZ0mgCouvXr+Of//wnRo4cKWWJl5SUQKlUIioqyuTcuLg4qaZOSUkJYmNjLV4vNjZWOseaxYsX47nnnnPiOyAiInIdTbVGCobMu9Q7mjgthMDlSq1FMOSpfmOu1CgCIp1Oh4ceegi1tbV4/fXX6z3fvNeWtf9htvpxGcyePRvTp0+X7ldUVCApKUnmyImIiNzPGV3qrc0MeaILvbt4fUCk0+mQnZ2NwsJCfPHFFyY1BOLj46HVanHlyhWTWaLS0lL06NFDOueXX36xeN1ff/3Voh+XsZCQEISEhDjxnRARETmfIYna2QnU5vlCvjgrZMyrG0oZgqHvv/8eu3btQkxMjMnjXbt2RXBwsEnydXFxMb755hspIMrMzER5eTkOHToknXPw4EGUl5dL5xARETUmQgiodWqodWpkb8tGtw3dkLUpy6mvP3zVAen+kWf6ebS4ojt4dIbo999/x7lz56T7hYWFOH78OKKjo5GYmIi//OUvOHr0KLZt24aamhop5yc6OhpKpRKRkZEYP348ZsyYgZiYGERHR2PmzJno2LGjtOvs1ltvxcCBA/HYY49h9erVAPTb7gcPHswdZkRE1OjU147DOIHaWo8xe6i1NThdrN9MlJYQ4dMzQwYeDYiOHDmCPn36SPcNOTtjxozB/PnzsXXrVgBA586dTZ63e/duqf/WK6+8gqCgIGRnZ0Oj0eCuu+5CXl6eVIMIAN5++21MmzZN2o02ZMgQrFixwoXvrHFYvHgxPvjgA5w5cwahoaHo0aMHlixZYhIoCiHw3HPPYc2aNVIvs3/961/o0KEDAKCsrAzz5s3Djh07cOnSJTRv3hxDhw7FggULEBkZKb3OokWL8PHHH+P48eNQKpUsjElE5CBrXerbR7fHuoHrANxIoHZWzSBfnxky8GhAlJWVVWdzT3varDVp0gSvvfYaXnvtNZvnREdHY/369Q6N0Zft2bMHkydPxu23347q6mrMmTMH/fv3x+nTpxEWFgYAWLp0KZYtW4a8vDy0a9cOCxcuxN13342zZ88iPDwcRUVFKCoqwksvvYS0tDRcuHABEydORFFRETZv3iz9LK1Wi+HDhyMzMxNvvPGGp94yEZFPMbTjsLaLTKOzXTPIXhnJURatOHyV1ydVk+sYKncbrF27FrGxsSgoKECvXr0ghMDy5csxZ84cDBs2DACwbt06xMXFYcOGDZgwYQLS09Px/vvvS69x8803Y9GiRXjkkUdQXV2NoCD9R8xQwiAvL889b46IyA/Y26XeWo8xu17fB3eT2eLVSdXkXuXl5QD0M2qAPqerpKTEpPBlSEgIevfujf3799f5OhEREVIwRERErmXZX6z+HmP23PwlGAI4Q+QSxn1k3K0hxbemT5+Onj17Ij09HQCkJHbz8gRxcXG4cOGC1de5fPkyFixYgAkTJsgeAxER1U0IgTHbx1gc89X+Yu5kV0B04sQJ2S+clpbmtzMEmmoNum3oVv+JLnBw5EGHinFNmTIFJ06cwL59+yweMw+wbBW1rKiowKBBg5CWloZ58+bJHgMREdkmhEDZ9TKpGnX76PYIDQqts78Y0Ph7jLmLXRFL586dpYx1ewQEBOC7775DmzZtGjQ4co+pU6di69at2Lt3L1q2bCkdj4+PB6CfKUpISJCOl5aWWswaXbt2DQMHDkTTpk2xZcsWBAcHu2fwRER+wNpWe8OuMvN6Qea5Qv6UB9QQdk/hHDx4EC1atKj3PCGEtOTir0KDQnFw5EGP/Wx7CSEwdepUbNmyBfn5+UhJSTF5PCUlBfHx8di5cye6dOkCQL9bbM+ePViyZIl0XkVFBQYMGICQkBBs3boVTZo0cc6bISIiAJZb7Q21hjQ6/6sX5Cp2BUS9e/dG27ZtpS7z9enVqxdCQx3rqusLFApFg3vIuMPkyZOxYcMG/Pe//0V4eLiUMxQZGYnQUH0uUk5ODnJzc5GamorU1FTk5uZCpVJh5MiRAPQzQ/3794darcb69etRUVGBigr9X84WLVpI9aAuXryIsrIyXLx4ETU1NTh+/DgAoG3btmjatKn73zwRUSNhnpean52P6CbRFoGPv9QLchW7AqLdu3fLetFPPvnEocGQe61cuRIApCKXBmvXrsXYsWMBALNmzYJGo8GkSZOkwow7duxAeHg4AKCgoAAHD+pnw9q2bWvyOoWFhWjdujUA4Nlnn8W6deukxwwzTsZFNomIyJS1pTJbm2cYCzWMf2Y9EwD7Cl8qFArMnz8f8+fPt/p4fcU1DfLy8liDiIhIJmtLZU0Cm0CtrQYAk631ZEQIQKfW/1lbaddTZAdEQghs3rwZu3fvRmlpKWpra00e/+CDD+S+JBEREdUjPzsfUSFRGL76a26xN2ccAAkBrB0IlJzU36+yb0OY7IDoiSeewJo1a9CnTx/ExcVxvZKIiMgJrNWwM7kvlChT66wGQ369tV4I4M0BwKWGbWaSHRCtX78eH3zwAe69994G/WAiIiLSq6+DPQB0XbALEErpvvEWe7/bWm+yJKa2HgzFdwQe3Q5cuwa8kFjvS8oOiCIjI1lfiIiIyImsdbA3Vq1OBsSN+m4ZyVH+u8W+rhmhmecA5R+7vINV+kzzqlrL86yQHRDNnz8fzz33HN58802/3lpPRETkCp8+8LlUU06trcGdS3YDIhhHnrmbM0KA7RmhpO5AWHOHt9vJDoiGDx+Od955B7GxsWjdurVFReKjR486NBBfYG8lb6ofryUR+auei78yWRoD9H82NGj1O3JnhBwk+8qOHTsWBQUFeOSRR5hU/QdDUKhWqzlr5iRqtf5fAmwBQkS+TgiBMZ+OqfMcv0qaNp4NAlw2I2ROdkD08ccf47PPPkPPnj2dMgBfEBgYiGbNmqG0tBQAoFKpGCg6SAgBtVqN0tJSNGvWTKp0TUTkq9Q6Nc5c0Tdsrbme8MfymGlPMr9ZIqtvx5gTZ4TMyQ6IkpKSEBER4bQB+ApDI1RDUEQN06xZM+maEhH5KiEEytQ66b76x4nISI72z4RpIYDK32wHQ06eETInOyB6+eWXMWvWLKxatUpqy0D6is4JCQmIjY2FTqer/wlkU3BwMGeGiMjnCSHwl1UHUHDxF4S31x/78qm+aBkZ6Z/BkPnMkPFsEOD0GSFzsgOiRx55BGq1GjfffDNUKpVFjkdZWZnTBtcYBQYG8suciIjqpdHV6IssGn3HR6uC/S8YAvQ5Q8bBkItng6yRHRC98sor/vk/i4iIyMX87vvVkECtNUqinnnO7cEQ4OAuM1s0Go3Nx4iIiEhPCMHGrLYSqJWuXRqzJUDuEyZPnmz1eGVlJe65554GD4iIiMiXGXKHMhbu8vRQ3E8Iffd5baX1BOqk7vpcIQ+QPUO0Y8cOPPPMM1i4cKF0rLKyEgMHDnTqwIiIiHyRlDv0hz+1aobvPTget7GnwKKLE6fr4lBA1LNnT8TExOAf//gHrl27hgEDBiAoKAiffvqpK8ZIRETkE8yXyo480w+hymp0f8eDg3I14zwhNxRYdJTsgCglJQWfffYZsrKyEBAQgI0bNyIkJAQff/wxwsLCXDFGIiKiRq+2thYPrt6DYxevSjvLFAFaXK/RenRcLmVrVsiFBRYd5VBTlPT0dGzbtg39+vVDt27dsG3bNrasICIiskI/K1SN8TvH4pzqhFRzCACy3nvWcwNzpbpmhbxkRsicXQFRly5drG4FDAkJQVFREe644w7pmD83dyUiIjJWWysw+LV9OF3yG8Lbn6jz3C6xXaQu941afbNCXjIjZM6ugGjo0KEuHgYREZFvEeKPYKi4HIrAG8tiN6tfxNvj77SYaAgNCm3cdYga4ayQMbsConnz5rl6HERERD5Fo6vB6eJyqJJXIVB1QTr+9vg7Eab0sZzbRjorZMyhHCIiIiKqmxAAFDqTYKhLbBeoPFRnx2VsNWVtBLNCxuwKiKKjo/Hdd9+hefPmdr1oq1at8OWXXyI5OblBgyMiImqMhBAYvuqAybH87HxEN4lu3Mti5upqytoIZoWM2RUQXb16FZ9++ikiIyPtetHLly+jpsbPS5ITEZHfMiyXGecONfocIWO28oUa2ayQMbuXzMaMGePKcRAREfkMIYRF7pDXMAQzDXn+2oFAyUnT4x5qyuosdgVEtbW1rh4HERFRoyOEgEZnuSJSpqm0yB3yii31dbXPaIhGPDNkwKRqIiIiBxiatBr3JZMotFIBxk8f+Bw3hbfw3HKZ8YyQrfYZjojvCDy6XR8ENbJ8IWsYEBEREclgmBVSaw1NWgWg0Jmcowi4kTsU1STMs8FQfQ1VHeUDQZAxBkRERER2spwVqj9XyCPBUCNpqOpNGBARERHVw3JW6A9mdYbMuT13SAhAW2k76dnLGqp6EwZEREREdbCeKyTw5T97QhGgxT1b9Efys/Mtgh+3bLU3zAbZ2v0FcEbIDrIDooqKCqvHFQoFQkJCoFQqGzwoIiIib2ExKwSBFu3+H+7972yT80KDQt1XhdqeIMjHkp5dTXZA1KxZszqj3ZYtW2Ls2LGYN28eAgICGjQ4IiIiTzKvOH3kmX6Aogp9NpsGQ25ZGrMnCAJuBELKMAZBMsiOWPLy8pCYmIinn34aH374IbZs2YKnn34aN910E1auXInHH38cr776Kl544YV6X2vv3r247777kJiYCIVCgQ8//NDkcSEE5s+fj8TERISGhiIrKwunTp0yOaeqqgpTp05F8+bNERYWhiFDhuCnn34yOefKlSsYNWoUIiMjERkZiVGjRuHq1aty3zoREfkRIQQuV2pxuli/MpKWEIFoVTD+/sV46Zz87HwcHHkQ6wauc+3SWG0tsPpOIDcRWHyTZTAU3xGY/TPwdBEw4UsgpCmDIZlkzxCtW7cOL7/8MrKzs6VjQ4YMQceOHbF69Wp8/vnnaNWqFRYtWoSnn366zteqrKxEp06d8Oijj+LBBx+0eHzp0qVYtmwZ8vLy0K5dOyxcuBB33303zp49i/DwcABATk4OPvroI2zcuBExMTGYMWMGBg8ejIKCAgQGBgIARo4ciZ9++gnbt28HADz++OMYNWoUPvroI7lvn4iIfNUfMzBCCKi1NXjkjUM4U1IBw7zPe+N64vr1MpwpOwMAaN+sHaIDQqBoaOVne8a1uhdQ9oPpcS6JOZVCCCHkPEGlUuF///sfUlNTTY5///336NSpE9RqNQoLC9GhQweo1fZ/QBQKBbZs2YKhQ4cC0EfmiYmJyMnJwVNPPQVAPxsUFxeHJUuWYMKECSgvL0eLFi3w1ltvYcSIEQCAoqIiJCUl4ZNPPsGAAQPw7bffIi0tDV9//TW6desGAPj666+RmZmJM2fO4JZbbrFrfBUVFYiMjER5eTkiIiLsfl9ERNQI2FnBWa1QoFvrJADAwR8vQSXvK7Thom8GJuxlECSDvd/fspfMWrZsiTfeeMPi+BtvvIGkJP2H5PLly4iKipL70iYKCwtRUlKC/v37S8dCQkLQu3dv7N+/HwBQUFAAnU5nck5iYiLS09Olcw4cOIDIyEgpGAKA7t27IzIyUjrHmqqqKlRUVJjciIjICxm2mjfkVvlbvcGQADAmIc4978ma+I7AlCP65TDmBzmd7CWzl156CcOHD8enn36K22+/HQqFAocPH8aZM2ewefNmAMDhw4elGRtHlZSUAADi4kw/fHFxcbhw4YJ0jlKptAi+4uLipOeXlJQgNjbW4vVjY2Olc6xZvHgxnnvuuQa9ByIicjEX9Obqen0l1AjBl7P6ICZMKeUGaao1OPNeHwD65bLQfx5wb1DCGSGXkh0QDRkyBGfPnsWqVavw3XffQQiBe+65Bx9++CFat24NAPj73//utAGaJ6kJIepNXDM/x9r59b3O7NmzMX36dOl+RUWFNANGRNQouDq3xRs4szcXgMO17XAZEQAUUDWNgEIZpC/KWK2Bxug7Y929b0Hhri325BYOFWZs3bq1XbvIGiI+Ph6AfoYnISFBOl5aWirNGsXHx0Or1eLKlSsms0SlpaXo0aOHdM4vv/xi8fq//vqrxeyTsZCQEISEhDjlvRCRH/NUUFLf1mxfVEdvLltd6YWAlDwNABqEAFAgIzkKocGBEEJg9KejcfzX4y4cOHkDhwKiq1ev4tChQygtLUVtba3JY6NHj3bKwFJSUhAfH4+dO3eiS5cuAACtVos9e/ZgyZIlAICuXbsiODgYO3fulHa9FRcX45tvvsHSpUsBAJmZmSgvL8ehQ4fw5z//GQBw8OBBlJeXS0ETEVGDWQt8/DEo8ZQ6KjHX2ZVe0gSAfmv9exMzoVIGQqFQQK1TWwRDbm/HQW4hOyD66KOP8PDDD6OyshLh4eEWS1NyAqLff/8d586dk+4XFhbi+PHjiI6ORqtWrZCTk4Pc3FykpqYiNTUVubm5UKlUGDlyJAAgMjIS48ePx4wZMxATE4Po6GjMnDkTHTt2RL9+/QAAt956KwYOHIjHHnsMq1evBqDfdj948GC7d5gREdXJBXksTmO8NduXWcmvsdl/zArzQEh6frVGOsfQmsMt7TjI7WQHRDNmzMC4ceOk4KQhjhw5gj59+kj3DTk7Y8aMQV5eHmbNmgWNRoNJkybhypUr6NatG3bs2CHVIAKAV155BUFBQcjOzoZGo8Fdd92FvLw8qQYRALz99tuYNm2atBttyJAhWLFiRYPGTkQk0dWTx+LJoMRPE3FtzQodeaYfVMpAi/NDgwNNgpxaUYsR20ZINYcAN7fmILeTXYcoLCwMJ0+eRJs2bVw1Jq/EOkREZJO2Ul9BGLCex+KnQYknqbXVSHv2M5NjGclReG9ipl0bc7K3ZZsEQ11iu7i+GjW5hL3f37JniAYMGIAjR474XUBERGQXpUpfI4Y8yvif+oZZIfNZIFs01RopGEqOSMamwZu4TOYHZAdEgwYNwpNPPonTp0+jY8eOCA4ONnl8yJAhThscEZFXsbVjTOvjW9sbGfOGrCplIFRKh/YQYdPgTVwm8xOyPyGPPfYYAOD555+3eEyhUKCmxnJbIxFRo+fNidNkQqOrMWnIGhpsmTNkixACY7aPcdXQyIvJDojMt9kTEfkFbWX9wVBSd32+ELmNtfpCau2N+/bkDEmvU60xWS5rH92e2+v9iGNziERE/sRQT8jAVgFAJk+7lT31hez532Gr+CKTqP2LXQHRq6++iscffxxNmjTBq6++Wue506ZNc8rAiIg8zpAzpFXfKK4Y39FmAUByL42u7vpChmrTthjPCrH4Itm17T4lJQVHjhxBTEwMUlJSbL+YQoHz5887dYDegtvuifyMrZyh2T/ru42TxxgXXMxYuAuA9fpCde0qszUrxOKLvsep2+4LCwut/pmIqNGra+eYeTCU1J1b6j3M1jKZvTvJ6psVim4SzUDITzGHiIj8l707xww5Q8wR8pi62nDUtzRm/BqcFSJbZAdENTU1yMvLw+eff261uesXX3zhtMEREbmUvTvHmDPkUfW14ZBTcJGzQmSL7IDoiSeeQF5eHgYNGoT09HR+iIioceLOMa9mvJ3e1qxQTJjS4e8gzgqROdkB0caNG7Fp0ybce++9rhgPEZF76LhzzFvVtZ2+rlkh8+705owfY6NWMic7IFIqlWjbtq0rxkJE5Bme6kRPFoQQuFyptRoM1TUrZCs/iMhesgOiGTNm4P/+7/+wYsUKTjMSkW/g7zKvYG1myHg7fV25Qtbyg2xhjSGyRnZAtG/fPuzevRuffvopOnToYNHc9YMPPnDa4IiIyPfZ2kFmT56Q8TZ6A0N+kC3MGyJrZAdEzZo1wwMPPOCKsRARuYcQ7FDvJeraQWZPMGRtmYz5QeQI2QHR2rVrXTEOIiL3YNd6r1BfXSF7dpCx5QY5EwszEpF/Ma89xA71btfQukJ1LZNxOYwcJTsg+uWXXzBz5kypMKN5K7SamhqnDY6IyKms1R7idnu3s9aUtb5ZIeMt9WO2j8GZsjMmj3OZjBpKdkA0duxYXLx4EXPnzkVCQgIjcSJqPFh7yOvYMytU35Z6LpORMzi0y+zLL79E586dXTAcIiI3Ye0htzPOGzKwpymrtVyh9tHtsW7gOgDcNUbOITsgSkpKslgmIyJqdPgF6lZ1VZ+u73ljto+R7jNXiFwlQO4Tli9fjn/+85/48ccfXTAcIiIHCaFPmK7zxq32niKnS70QAmqdGmqdGmXXy6R8ofbR7RHdJBqqYBWDIXI62TNEI0aMgFqtxs033wyVSmVRmLGsrMxpgyMiskttLbCm1438IPIqQggMX3VAul9fPzJb+ULrBq5jIEQuIzsgWr58uQuGQUTkICHkB0Pcau8Sxh3qjam1NThdXAEASEuIqHM3ma0WHEycJleTHRCNGTOm/pOIiNxFW3kjGIq+GZiwt/78oGAVc4iczN4cofcmZto9y2PcgoM5Q+RqsgOiixcv1vl4q1atHB4MEZEs5nWFJuwFQpp6bjx+zFptIXMZyVFSo1Z7sLYQuZPsgKh169Z1RukszEhELiGEvo6QMa1ZXSFlmPvHRQD0/3sMjDvUG6uv1pCmWoPsbdmuGiJRnWQHRMeOHTO5r9PpcOzYMSxbtgyLFi1y2sCIiCT29B9jXSGPMU+atqe2kPnzzROp20e3Z84QuZXsgKhTp04WxzIyMpCYmIgXX3wRw4YNc8rAiIgkOnXdwVBSd84OeZBGZ5o0bW0rfZ3PN0ukbh/dHu8Ofpc5Q+RWTmvu2q5dOxw+fNhZL0dEZN3Mc4DSLK+ESdJuZdxXDAA01TWAQgsA+M/fOps8Zg/zJq3RTaIZDJHbyQ6IKioqTO4LIVBcXIz58+cjNTXVaQMjIpLyhowLKipVnA3yIFt1gsLb6//bZ/OzDXp97iYjT5EdEDVr1sxqIa2kpCRs3LjRaQMjIj9nT94QuZUQAmWa3202WW0o1hoiT5IdEO3evdvkfkBAAFq0aIG2bdsiKMhpK3BE5O+s5Q2xoKJHCCGg1tZg+KoDOF3ymzQb9Pt3z0DUKk3OLZjbT3YOkQFnh8iTZEUwOp0OeXl5mDt3Ltq0aeOqMRGRP7O2TGbIG2KukNtZFFw0uvyiVgmIGwFRRnIUokObMqihRklWQBQcHIwtW7Zg7ty5rhoPEfkzW8tkzBvyGNOmrAK3JISg6I97BXP7mSxx1VVniMjbyV7jeuCBB/Dhhx9i+vTprhgPEfkzLpO5hK0eY/U/Dxj82j7DPXTv+Q5OXT4hPR4aHAhVMFMlyDfI/iS3bdsWCxYswP79+9G1a1eEhZn+q23atGlOGxwR+RnjcsdcJnMKe3uM1ad9QhOTYIgJ0ORrFEIY/waqX0pKiu0XUyhw/vz5Bg/KG1VUVCAyMhLl5eWIiIjw9HCIfI8QwOo7b7TieLqIy2ROoNZWI+3Zzxr0GmkJEdg08U/I3NgdAGsFUeNi7/e37BmiwsLCBg2MiAiAZW8y875kXCZzOls9xurTJCgAV6puzDBxNxj5Ii7+EpH71VdjiH3JnMKwXd5Abo8xw2tYK8RI5GsYEBGR+9XVm4x9yZzCWblD5n3GmDtEvirA0wOoS3V1NZ555hmkpKQgNDQUbdq0wfPPP4/a2lrpHCEE5s+fj8TERISGhiIrKwunTp0yeZ2qqipMnToVzZs3R1hYGIYMGYKffvrJ3W+HiIQAtJWWNYaeLrpxG8fZIWfQ6GpMgqGM5Ci7CyYKIaDWqaHWqZG9LVs6np+dj3UD13G5jHySV88QLVmyBKtWrcK6devQoUMHHDlyBI8++igiIyPxxBNPAACWLl2KZcuWIS8vD+3atcPChQtx99134+zZswgPDwcA5OTk4KOPPsLGjRsRExODGTNmYPDgwSgoKEBgoGMVVYlIJtYYcivj7TJHnumHmDClXYGMrSWy9tHtmUhNPs2rA6IDBw7g/vvvx6BBgwAArVu3xjvvvIMjR44A0P/FXb58OebMmYNhw4YBANatW4e4uDhs2LABEyZMQHl5Od544w289dZb6NevHwBg/fr1SEpKwq5duzBgwADPvDkifyIEUPkbawy5iRACw1cdkO6rlPYXTDRfIgP0wdC7g99lMEQ+zaGA6OrVqzh06BBKS0tNlq8AYPTo0U4ZGAD07NkTq1atwnfffYd27drhf//7H/bt24fly5cD0O94KykpQf/+/aXnhISEoHfv3ti/fz8mTJiAgoIC6HQ6k3MSExORnp6O/fv3MyAicjVrM0OsMeR0xsUX1doanC6uAKDfMm++VCaEgKZaY/V1jI/nZ+cjNCiUu8rIL8gOiD766CM8/PDDqKysRHh4uMlfEoVC4dSA6KmnnkJ5eTnat2+PwMBA1NTUYNGiRfjrX/8KACgpKQEAxMXFmTwvLi4OFy5ckM5RKpWIioqyOMfwfGuqqqpQVVUl3a+oqHDKeyLyO+YJ1EndgbDmDIScqK4E6vcmZpr8npazayw0KBQqzuCRn5CdVD1jxgyMGzcO165dw9WrV3HlyhXpVlZW5tTBvfvuu1i/fj02bNiAo0ePYt26dXjppZewbt06k/PM/+UihKj3XzP1nbN48WJERkZKt6SkJMffCJE/M68+zaRppxJC4HKl1mowlJEcZVJ3SAiBsutldgVD3E1G/kb2DNHPP/+MadOmQaVy/b8annzySfzzn//EQw89BADo2LEjLly4gMWLF2PMmDGIj48HoJ8FSkhIkJ5XWloqzRrFx8dDq9XiypUrJrNEpaWl6NGjh82fPXv2bJN+bRUVFQyKiOQSAlg78MZ9JZfInMnazJBx8UXjZqvWZoYMS2LWcJmM/I3sGaIBAwZISc2uplarERBgOsTAwEApbyklJQXx8fHYuXOn9LhWq8WePXukYKdr164IDg42Oae4uBjffPNNnQFRSEgIIiIiTG5EZIW0ld7KrfI3Vp92IdNO9PoZoZgwJVTKIKiUQSYBjbV6QtFNoqEKVlm9MRgifyN7hmjQoEF48skncfr0aXTs2BHBwcEmjw8ZMsRpg7vvvvuwaNEitGrVCh06dMCxY8ewbNkyjBs3DoB+qSwnJwe5ublITU1FamoqcnNzoVKpMHLkSABAZGQkxo8fjxkzZiAmJgbR0dGYOXMmOnbsKO06IyIHGAKhtQNvBD118ePq0452m6/7NY070cvbWs9eZESWZAdEjz32GADg+eeft3hMoVCgpsZ5f+lfe+01zJ07F5MmTUJpaSkSExMxYcIEPPvss9I5s2bNgkajwaRJk3DlyhV069YNO3bskGoQAcArr7yCoKAgZGdnQ6PR4K677kJeXh5rEBE5qr7WG+b8uPq0sypG1yUtIaLOYMh8VxmXw4gsye5276/Y7Z7ISNXvwOKbbtyP71j3DJAfbq83zAqptTXIWLjLZT8nLSEC26b2RECA7WDIPHfo4MiD3D1GfsNl3e6JyM+ZJ0rPPMdt9GZszQo52m2+LsaJ09awFxmRfewKiF599VU8/vjjaNKkCV599dU6z502bZpTBkZEXkqnNk2UZjAEwLIwonkwZEh49uRSFXOHiGyzKyB65ZVX8PDDD6NJkyZ45ZVXbJ6nUCgYEBH5KiH0wZBxY1Y/TpQ2VleekGFWqL6ZHFeNi7lDRPaxKyAqLCy0+mci8hO2kqj55QrAsrO8gSdnheRUpCYi5hARkT3M228AbMwK08RpA1uFEd2NuUNE8jAgIqL6mbff8OHGrPbWDBICGL7qgNRE1UClDIRK6f5frebLY+ZNWpk7RFQ3BkREVDdr7Td8tKZQba3A4Nf2WQQ59spIjrLoLO8O9S2PMXeIqH4MiIiobua7ynx0mUwIx4KhtISIPzrKe2aJrL6GrVwqI7IPAyIiss7PdpVpdDVSMJTSPAzbpva06616Mk+oVtRixLYROFN2Rjpm3rCVs0NE9nEoIPryyy+xevVq/PDDD9i8eTNuuukmvPXWW0hJSUHPnj2dPUYicjc/31W2bWpPhIV4978XhRAWwZChYSsDICL5ZHe7f//99zFgwACEhobi2LFjqKqqAgBcu3YNubm5Th8gEXmAn+8qawzxhKZaIwVDyRHJODjyINYNXMdgiMhBsgOihQsXYtWqVfj3v/9t0um+R48eOHr0qFMHR0RuYuhcL92MlslmngOeLgLG+eZymRACam21ydb5xmbT4E1QBasYDBE1gOw54bNnz6JXr14WxyMiInD16lVnjImI3Km+zvU+vKvMHZ3oG8p8O72BtWNE5DjZAVFCQgLOnTuH1q1bmxzft28f2rRp46xxEZG7WFseM/DxZTJrFaY9tXXeGlabJnIf2QHRhAkT8MQTT+DNN9+EQqFAUVERDhw4gJkzZ+LZZ591xRiJyFWEsFweUxoFQD5afNEaT/Ycs8W82rQ13FZP5ByyA6JZs2ahvLwcffr0wfXr19GrVy+EhIRg5syZmDJliivGSESuYG2pzIeXxwDLKtTGeUOeqjBtjWGZLHtbtnTMfDu9AbfVEzmHQ3/7Fy1ahDlz5uD06dOora1FWloamjZt6uyxEZErGNcXMg6GfHx5rDHkCwHWl8naR7fndnoiF5MdEJWXl6OmpgbR0dHIyMiQjpeVlSEoKAgRERFOHSAROZGtBOqZ54Cw5j69PGarIz3gXXlD5stk7aPb493B7zIYInIx2QHRQw89hPvuuw+TJk0yOb5p0yZs3boVn3zyidMGR0ROZqu+kI8HQ+aMO9IDnq02XRc2ZSVyH9kB0cGDB7Fs2TKL41lZWZgzZ45TBkVELuLDXevr61Lv7flCBsZ/Zn4QkfvI/o1QVVWF6upqi+M6nQ4aDetiEHktH+5a31jyg8xxWz2R95Bdqfr222/HmjVrLI6vWrUKXbt2dcqgiMgFfLhrfV35Qea8OV/IGLfTE7mX7BmiRYsWoV+/fvjf//6Hu+66CwDw+eef4/Dhw9ixY4fTB0hELuBDXev1rTduLIeZ5weZ8+Z8IXapJ/Ic2QHRHXfcgQMHDuDFF1/Epk2bEBoaittuuw1vvPEGUlNTXTFGInKUYYs9YFqA0Ue+aK0tlXlTfpAcoUGhUPnQrB1RY+PQb43OnTvj7bffdvZYiMiZ6utR5gPMl8q8aTnMnLWeZOxHRuQ9HAqIamtrce7cOZSWlqK2ttbkMWuNX4nIA2z1KPPRAoxHnumHmDClVy4zMXmayPvJDoi+/vprjBw5EhcuXIAw3sILQKFQoKbG9rZXInID40rUBsY9ynxkm705ldI7c4OA+nuSMYGayPNkB0QTJ05ERkYGPv74YyQkJHjtLyAiv2RrmcyHttg3dtZ6kjGBmsjzZAdE33//PTZv3oy2bdu6YjxE1BC2KlH72BKZoQij8e4yb2OcM2RebJHJ00TeR3ZA1K1bN5w7d44BEZE38uFK1AaNoQgjc4aIGh/ZAdHUqVMxY8YMlJSUoGPHjggODjZ5/LbbbnPa4IhIBh+uRG0ghMDlSq1FMORtu8ts5QwxV4jIe8kOiB588EEAwLhx46RjCoUCQggmVRN5ihBA5W8+W4kasD4zZCjC6C3FFg3LZMZLZMY5Q8wVIvJesgOiwsJCV4yDiBxlLZHahypRG1irOeRN2+xtLZMxZ4iocZAdECUnJ7tiHETkKPNE6qTuPrdUZs4baw5ZWybjEhlR4+FwffvTp0/j4sWL0Gq1JseHDBnS4EERkQzmidRhzX1udsi8X5m31Rwyr0JtWCbjEhlR4yE7IDp//jweeOABnDx5UsodAiD9pWcOEZEbWUuk9rEvYG/fVWZtqYzLZESNT4DcJzzxxBNISUnBL7/8ApVKhVOnTmHv3r3IyMhAfn6+C4ZIRDbp1D6dSA14f78y86UyLpMRNU6yZ4gOHDiAL774Ai1atEBAQAACAgLQs2dPLF68GNOmTcOxY8dcMU4iqo8PJlKbL5V5W+6QtaWy6CbRXjM+IrKf7ICopqYGTZs2BQA0b94cRUVFuOWWW5CcnIyzZ886fYBEZIW1fmU+9iVsbanMm3KHbC2Vecv4iEge2QFReno6Tpw4gTZt2qBbt25YunQplEol1qxZgzZt2rhijERkzFa/Mh/jzUtlQgiUXS/jUhmRD5EdED3zzDOorKwEACxcuBCDBw/GnXfeiZiYGGzcuNHpAyQiM37Sr8yYNy2VWZsZ4lIZUeMnOyAaMGCA9Oc2bdrg9OnTKCsrQ1RUFH8ZELmCYXnMwHiZzAf6lRkatZrzxm32tmaGGAwRNX6yd5mNGzcO165dMzkWHR0NtVpt0s7DWX7++Wc88sgjiImJgUqlQufOnVFQUCA9LoTA/PnzkZiYiNDQUGRlZeHUqVMmr1FVVYWpU6eiefPmCAsLw5AhQ/DTTz85faxETmdYHstNvHF7yaixsqFfWSP9MjbkCaU9+5nFLWPhLk8Pz4RhZihrU5Z0LD87H+sGrmMwROQDZAdE69atg0ajsTiu0Wjwn//8xymDMrhy5QruuOMOBAcH49NPP8Xp06fx8ssvo1mzZtI5S5cuxbJly7BixQocPnwY8fHxuPvuu02CtpycHGzZsgUbN27Evn378Pvvv2Pw4MGsmUTezdCfzFaukA8sk5nnCVnjqdwhIQTUOrV048wQkW+ze8msoqICQggIIXDt2jU0adJEeqympgaffPIJYmNjnTq4JUuWICkpCWvXrpWOtW7dWvqzEALLly/HnDlzMGzYMAD6gC0uLg4bNmzAhAkTUF5ejjfeeANvvfUW+vXrBwBYv349kpKSsGvXLpMlQCKvYS1x2rA8ZtCIl8kA61vqVUrLwMcTjVtt9SUzYM4Qke+xe4aoWbNmiI7W/wJo164doqKipFvz5s0xbtw4TJ482amD27p1KzIyMjB8+HDExsaiS5cu+Pe//y09XlhYiJKSEvTv3186FhISgt69e2P//v0AgIKCAuh0OpNzEhMTkZ6eLp1D5HWs9ScLa65fHjPcGvGXsWGpzHhZTKUMhEoZZHFzR9BR32yQMc4MEfkmu2eIdu/eDSEE+vbti/fffx/R0dHSY0qlEsnJyUhMTHTq4M6fP4+VK1di+vTpePrpp3Ho0CFMmzYNISEhGD16NEpKSgAAcXFxJs+Li4vDhQsXAAAlJSVQKpWIioqyOMfwfGuqqqpQVVUl3a+oqHDW2yKyzjh52jxx2sf6k3nTlnp7ZoOMt9Oz1hCRb7I7IOrduzcA/axMq1at3PILoba2FhkZGcjNzQUAdOnSBadOncLKlSsxevRo6TzzsQgh6h1ffecsXrwYzz33XANGTyRDXbWFfLA/mTFPb6m31qXegLNBRP5DdlL1t99+i6+++kq6/69//QudO3fGyJEjceWKc5svJiQkIC0tzeTYrbfeiosXLwIA4uPjAcBipqe0tFSaNYqPj4dWq7UYm/E51syePRvl5eXS7dKlSw1+P0Q2aSutB0M+kDhtTJ83VO01W+qttd44OPKgdOMOMiL/ITsgevLJJ6Xlo5MnT2L69Om49957cf78eUyfPt2pg7vjjjss2oF89913SE5OBgCkpKQgPj4eO3fulB7XarXYs2cPevToAQDo2rUrgoODTc4pLi7GN998I51jTUhICCIiIkxuRC5h3rF+5jng6SL9bZzv9Ccz3mLv6S31hpyh7G3ZJtvoDV3qDTcGQ0T+Q3ZhxsLCQmnW5v3338d9992H3NxcHD16FPfee69TB/ePf/wDPXr0QG5uLrKzs3Ho0CGsWbMGa9asAaBfKsvJyUFubi5SU1ORmpqK3NxcqFQqjBw5EgAQGRmJ8ePHY8aMGYiJiUF0dDRmzpyJjh07SrvOiDzKvGO9j+ULGQovqrWWW+w9kTtkK2eIrTeI/JvsgEipVEKt1id87tq1S8rliY6Odnri8e23344tW7Zg9uzZeP7555GSkoLly5fj4Ycfls6ZNWsWNBoNJk2ahCtXrqBbt27YsWMHwsPDpXNeeeUVBAUFITs7GxqNBnfddRfy8vIQGOgdfZHID9lKoPaxjvXWGrQCN7bYu3tLvbVK0+2j22PdwHVMlibycwohhJDzhCFDhkCr1eKOO+7AggULUFhYiJtuugk7duzAlClT8N1337lqrB5VUVGByMhIlJeXc/mMGqauBOqni/Rb6hs541kh8+WxjOQovDcx0+2BkKZagzHbx+BM2RnpOOsJEfk+e7+/Zc8QrVixApMmTcLmzZuxcuVK3HTTTQCATz/9FAMHDqzn2UR+zDArpLXSnBXwmQRqb5wVsrVExmCIiAxkB0StWrXCtm3bLI6/8sorThkQkU+yNStkXH26kVeeNrDWjiMjOcrtW+sNs0Lm2+q5REZE1tgVEFVUVEjTTPXlCXE5icgK88rTwI3q0z78pexts0JcIiMiW+wKiKKiolBcXIzY2Fg0a9bM6i8TQ6FDNkwlMmK8TGZgmBXyshkh85o8jlLragCFFgCgCNACikBoqhv8srJYK7bIJTIiqotdAdEXX3whterYvXu3SwdE5DNsLZMpVV6XOF1f+wq5wtvr/5v13rNOeb2GMLTe4BIZEdXFroDI0LbD/M9EVAdby2RemDhdV/uKxoyzQkRkL7sCohMnTtj9grfddpvDgyHyCY1omcwa82am9RFC4Hp1LQBAra3BnUv0s8iG/CFP4qwQEdnLroCoc+fOUCgUdjVNZQ4R+bVGsExmLVfI+L6hfYW9r2W5xV4JAFAFh0IVLHsjKxGRR9j126qwsFD687FjxzBz5kw8+eSTyMzMBAAcOHAAL7/8MpYuXeqaURI1Fl6+TObsXCFrW+wBz7TkICJqCLsCIkMzVQAYPnw4Xn31VZO+ZbfddhuSkpIwd+5cDB061OmDJGqUvHCZrL5cITn9vPSd62/MCBsvkbl7mz0RUUPJns8+efIkUlJSLI6npKTg9OnTThkUUaNl3AnHi5bJrLGWK2Rvzo21pTKVMhAqJZfIiKhxCpD7hFtvvRULFy7E9evXpWNVVVVYuHAhbr31VqcOjqhREQJY23ja1xhyhYxv9s7qmHeu5xIZETV2sv85t2rVKtx3331ISkpCp06dAAD/+9//oFAorLb0IPIb2kqg5KT+z/EdvSZvyMBZhReFEBi+6oB0/8gz/dzeloOIyNlkB0R//vOfUVhYiPXr1+PMmTMQQmDEiBEYOXIkwsK8d3mAyKXMZ4ce3e41eUOAc5KpjTvYny7Wt/BJS4hgMEREPsGhBX+VSoXHH3/c2WMharx0atPZIQ/mDtnaVm8cDMlJnja8prUO9u9NzGQwREQ+gRmQRA0lhGkRRg/ODtkzE+RIg1NbHew9XXiRiMhZGBARNYS1QoweCIYMs0L2bKtvaCsLT3WwJyJyJQZEROYMrTfsoTUrxOiBIoy2ZoUasq2+LtxeT0S+iL/ViAyE0O8UWzvwRj6QHDPPAWHN3T5DZG1WSO5MkCFh2hbjAoxERL7IoYDo6tWr2Lx5M3744Qc8+eSTiI6OxtGjRxEXF4ebbrrJ2WMkcj1bPcjsldTdI8GQOcOskJyZIFsJ00RE/kR2QHTixAn069cPkZGR+PHHH/HYY48hOjoaW7ZswYULF/Cf//zHFeMkci3zHmTxHeUlR7uxPYf5LjJHG7NKz7fRj8waFmAkIl8lOyCaPn06xo4di6VLlyI8PFw6fs8992DkyJFOHRyRSxnnChnvEvPQ0pc9nN2c1ZxxPzJrmEhNRL5KdkB0+PBhrF692uL4TTfdhJKSEqcMisjl6loiU3pHM1Z76gkZk1tbyBomTBORv5L9m69JkyaoqKiwOH727Fm0aNHCKYMichnDrJD57jADD+wSs8beekLGAZAzdpAREfkr2QHR/fffj+effx6bNm0CACgUCly8eBH//Oc/8eCDDzp9gEROU1sLrOlluYNs5jn9rBDg1lyguriynpD5jjLuICMiciAgeumll3DvvfciNjYWGo0GvXv3RklJCTIzM7Fo0SJXjJGo4WprgRUZQNkPpse9ZHdYXZxZT4g7yoiIrJMdEEVERGDfvn344osvcPToUdTW1uJPf/oT+vXr54rxETWMobbQ6l43gqHom4EJe/VBkJfMCNXFkZ1jttS1o4w7yIjIn8kOiH788Ue0bt0affv2Rd++fV0xJiLnsJY4HX0zMOUIEBDguXEZsZY4DcDqMWcz31HGHWRE5M9kB0Rt2rRBjx49MGrUKAwfPhzR0dGuGBdRwwgBVP5mWVvo8b1eFQy5cgu9tZ9nnC/EHWVERDfI/mY4cuQIMjMzsXDhQiQmJuL+++/He++9h6qqKleMj0g+w8zQS21vHJt5DpjwpceDISEE1Do11Do1yq6X1RsMOWMrveHn/mXVAWQs3NXg1yIi8kUKIYRw5IlCCOTn52PDhg14//33UVNTgwcffBBvvvmms8foFSoqKhAZGYny8nJERER4ejhki2FmyDgYSuoOjJNRddpF6poRspY4DTR8K71hR5laW2MSDGUkR+G9iZlcIiMin2fv97fDAZGxo0ePYvz48Thx4gRqanxzCy8DokbA2rZ6L6g6bcgT0lRrkLUpy+LxLrFdsG7gOqcHJ7Z2lB15ph9iwpQMhojIL9j7/e1wAsGlS5fwzjvvYMOGDTh58iQyMzOxYsUKR1+OqGGEsAyGvGBLva1ZIeMZIVcVVLS2oywjOYrBEBGRFbIDojVr1uDtt9/GV199hVtuuQUPP/wwPvzwQ7Ru3doFwyOyk059IxgybKtXhrk8GLK1S8zAWoHFhhRVtHtMfyyTGRh2lHEnGRGRdbIDogULFuChhx7C//3f/6Fz584uGBKRDMatOAwm7AVCmrrhR8vbJWaYFXJliw1by2TcUUZEVDfZvyEvXrzIf2GSd7DVoNVNn8/62msYc/WskDQmG8tkLLhIRFQ3uwKiEydOID09HQEBATh58mSd5952221OGRhRvbSVlsGQm5qzmi+V2dolZuDqxqtcJiMiahi7AqLOnTujpKQEsbGx6Ny5MxQKBYw3pxnuKxQKn91lRl5GCGDtwBv3DQ1a3dCKw9pSmTPbazgyHi6TERE1jF2/LQsLC9GiRQvpz0QeZag1ZEiiju/o1t1k5ktlziqe6PB4uExGRNRgdgVEycnJ0p8vXLiAHj16ICjI9KnV1dXYv3+/yblETmctb+hRzxVdzM/Od0tukC3m7Ti4TEZE5BjZ8+l9+vRBcXExYmNjTY6Xl5ejT58+XDIj5zPsJAP0u8mMg6Gk7vrt9S798ab5QsZ/dnVuUF2sLZVxmYyIyDGyf3MacoXMXb58GWFhrv1iIj9kaycZ4JYq1O5uwCqH+VIZl8mIiBxnd0A0bNgwAPoE6rFjxyIkJER6rKamBidOnECPHj2cP0LyT8b1hawFQ26qQl3X1npP5w4ZYzsOIqKGsTsgioyMBKD/F3N4eDhCQ298ESiVSnTv3h2PPfaY80doZPHixXj66afxxBNPYPny5dJ4nnvuOaxZswZXrlxBt27d8K9//QsdOnSQnldVVYWZM2finXfegUajwV133YXXX38dLVu2dOl4yUG2ZoUMO8kAp+wmq6/KNABkb8uW/my+td7dy2WGrfUGxrlDKiVzhoiIGsLugGjt2rUAgNatW2PmzJluXx47fPgw1qxZY1HnaOnSpVi2bBny8vLQrl07LFy4EHfffTfOnj2L8PBwAEBOTg4++ugjbNy4ETExMZgxYwYGDx6MgoICBAZyicHr2Kov5MQZIblLYe2j23s8edra1noiInKOALlPmDdvntuDod9//x0PP/ww/v3vfyMqKko6LoTA8uXLMWfOHAwbNgzp6elYt24d1Go1NmzYAECf7P3GG2/g5ZdfRr9+/dClSxesX78eJ0+exK5du9z6PsgO1uoLPV0EjHPuTjI5VabbR7fHu4Pf9WgwdLlSazMYYu4QEVHDObQdZfPmzdi0aRMuXrwIrVZr8tjRo0edMjBjkydPxqBBg9CvXz8sXLhQOl5YWIiSkhL0799fOhYSEoLevXtj//79mDBhAgoKCqDT6UzOSUxMRHp6Ovbv348BAwZY/ZlVVVWoqqqS7ldUVDj9fZEVxk1a3VRfyNNVpq0xLI8JAQxfdQCni298/gxb66XxcYs9EVGDyZ4hevXVV/Hoo48iNjYWx44dw5///GfExMTg/PnzuOeee5w+wI0bN+Lo0aNYvHixxWMlJSUAgLi4OJPjcXFx0mMlJSVQKpUmM0vm51izePFiREZGSrekpKSGvhWyh1EFdHfVFzJUmbZ180Qw9JdVB5D27GfoMO8zk2AoIzkKMWFKqJRB0o3BEBFRw8kOiF5//XWsWbMGK1asgFKpxKxZs7Bz505MmzYN5eXlTh3cpUuX8MQTT2D9+vVo0qSJzfPMvxBslQaQc87s2bNRXl4u3S5duiRv8CSf+XKZn37Rq7WWlafTEiJw6rkBeG9iJgMgIiIXcKjbvWF7fWhoKK5duwYAGDVqFLp3744VK1Y4bXAFBQUoLS1F165dpWM1NTXYu3cvVqxYgbNnzwLQzwIlJCRI55SWlkqzRvHx8dBqtbhy5YrJLFFpaWmdZQJCQkJMSguQG5gvl3moN5gnCSEwfNUB6T4rTxMRuYfsGaL4+HhcvnwZgL6lx9dffw1An89j3PDVGe666y6cPHkSx48fl24ZGRl4+OGHcfz4cbRp0wbx8fHYuXOn9BytVos9e/ZIwU7Xrl0RHBxsck5xcTG++eYb1k3yJkLoaw4ZOHm5TAgBtU4t3erbbu8pGl2NtESWlhAhLY8xGCIici3ZM0R9+/bFRx99hD/96U8YP348/vGPf2Dz5s04cuSIVLzRWcLDw5Genm5yLCwsDDExMdLxnJwc5ObmIjU1FampqcjNzYVKpcLIkSMB6OsnjR8/HjNmzEBMTAyio6Mxc+ZMdOzYEf369XPqeMlB1uoOOTkY8tZq03Xh8hgRkfvIDojWrFmD2tpaAMDEiRMRHR2Nffv24b777sPEiROdPsD6zJo1CxqNBpMmTZIKM+7YsUOqQQQAr7zyCoKCgpCdnS0VZszLy2MNIm9hXncoqbtTl8u8udp0XcUWGQsREbmPQjh7nctHVVRUIDIyEuXl5YiIiPD0cHyHEMDqO2/kDrmgP5lap0a3Dd0AeL7atLH6ii2efn4AG7USETWQvd/fdv22PXHihN0/2LySNJFNQgCVv7m17pBhi72nGM8IWdtNZsBii0RE7mVXQNS5c2coFIp6k6YVCgVqamrqPIcIgPW8IScmUhv3KfOWBOq6ZoRYbJGIyLPsCogKCwtdPQ7yNzq1Zd6QsuEtYQyB0JjtY3Cm7EyDX88p46lnRshQbJEBEBGR59gVECUnJ7t6HORvjGcbnZQ3VN9uMncnUNs7I8TZICIiz5Odsfmf//ynzsdHjx7t8GDIT9TWAqt73bivVDUoGDLMCpnvJmsf3R7rBq6T7rsrgdowK8QZISKixkN2QPTEE0+Y3NfpdFCr1VAqlVCpVAyIqG5CAGt6AWU/6O83sCK1rVmh/Ox8RDeJ9lgfMvNAiDNCRETeTXZAdOWK5b94v//+e/z973/Hk08+6ZRBkQ8zbs8RfTPw+F6HZ4eEECi7XmYRDHWJ7eKxYOhypdYiGOKMEBGR93NKkZPU1FS88MILeOSRR3DmjOcTWclLCKEPgIwZt+eYsBcIkN095o+XtpwZMtQY8kRtIWszQ+xDRkTUeDit6ltgYCCKioqc9XLU2FnbVm/OiTNDnpoVMtDoTPOFOCtERNS4yA6Itm7danJfCIHi4mKsWLECd9xxh9MGRo2c+bZ6cw6257A1M+TJYMjckWf6MRgiImpkZAdEQ4cONbmvUCjQokUL9O3bFy+//LKzxkW+ZOY5/U4yY8GO7Swz30nmyXwhWz3IVEoukRERNTayAyJDY1ciuylVTim6aM7bdpIREVHjxc6R5Bou6BkshMCY7WOk++5MnmYPMiIi3yY7IBJCYPPmzdi9ezdKS0stZow++OADpw2OGikhgLUDnf6ymmqN1I6jfXR7t1WdZg8yIiLf51BhxjVr1qBPnz6Ii4vjL3/SM95ir1WbdrB3MHnavCmr8f11A9e57bNnvoPMgDvJiIh8h+yAaP369fjggw9w7733umI81BjVtcXegQ729fUkc7W6EqZZcZqIyDfJDogiIyPRpk0bV4yFGgvzgotaG1vsHexgb76TzJwrm7TWlzCtUgZCpWTqHRGRr5H9m33+/Pl47rnn8OabbyI01H2dw8lL1Fdw0XiLvQNb680Tpw3Vp401JJnafPbHHBOmiYj8k+yAaPjw4XjnnXcQGxuL1q1bIzg42OTxo0ePOm1w5IXqKriY1B0Ia96gzvXmidPO3FYvd7s8E6aJiPyH7IBo7NixKCgowCOPPMKkan9nXnDRwWKLtjg7cdpWcrQ1TJgmIvIvsgOijz/+GJ999hl69uzpivFQY+KigouuYlwayXz2xxxng4iI/IvsgCgpKQkRERGuGAuRywghMHzVAek+k6OJiMhYgNwnvPzyy5g1axZ+/PFHFwyH/Jl5QnVDX0utrZZulyu1OF1cAQBIS4hgcjQREZmQ/U/kRx55BGq1GjfffDNUKpVFUnVZWZnTBkf+xVmVqOtLnn5vYiaXw4iIyITsgGj58uUuGAZ5LWs1hxr8kpZVqAHnVaKuK3k6IzmqztwhIiLyT7IDojFjnLOkQY1AfTWHHHpJ91ah5tZ5IiKyh+yA6OLFi3U+3qpVK4cHQ16mvppDDvQoq68KNeB4JWpD0UXjVhtMniYiInvI/qZo3bp1nf/CrqmxXQWYGjEX1ByyVoUacKwStdyii0RERMZkB0THjh0zua/T6XDs2DEsW7YMixYtctrAyMvIrDlkT55QaFAoVA7MMlljLW+IrTaIiMhesgOiTp06WRzLyMhAYmIiXnzxRQwbNswpAyMPMiRSO5hA7Yo8IXt6kBkY8oaYL0RERPZyWnJFu3btcPjwYWe9HHlKAxKpDbNCzs4TkrscxrwhIiKSS/a3RkVFhcl9IQSKi4sxf/58pKamOm1g5CHWEqntSKC2NSvkjDwhuT3IuExGRERyyQ6ImjVrZvFFJoRAUlISNm7c6LSBkYcYN/wyJFLbkUBtbVaoS2wXp3arB9iDjIiIXEN2QPTFF1+YfOEEBASgRYsWaNu2LYKCuEzRqAkBrB14476DzVsNs0KO7BbTD8M0X4jb6ImIyNVkf7NkZWW5YBjkFXRqoOSk/s/xHR2qMwQ0bPcYt88TEZEnyG7uunjxYrz55psWx998800sWbLEKYMiNxMC0Faa7ip7dLvddYYa2pTVuBHr5UptnW03mB9ERESuIHuGaPXq1diwYYPF8Q4dOuChhx7CU0895ZSBkZvY2lUmY6mrIU1Z65oRYtsNIiJyF9kBUUlJCRISEiyOt2jRAsXFxU4ZFLmRg7vKDMwLMMptymprB1lGchRiwpQMgIiIyC1kB0RJSUn46quvkJKSYnL8q6++QmJiotMGRm7i4K4y/VOdW4DReEaIs0FEROROsgOiv/3tb8jJyYFOp0Pfvn0BAJ9//jlmzZqFGTNmOH2A5CKGvKHVvW4ck7mrzHyrvb3FFo13kXEHGREReQPZ3z6zZs1CWVkZJk2aBK1WCwBo0qQJnnrqKcyePdvpAyQXsJY3JGNXmXFFaoP87Hy7ag5xFxkREXkj2QGRQqHAkiVLMHfuXHz77bcIDQ1FamoqQkJCXDE+cgXzvKH4jsDjexu0TGZvzaG6coa4g4yIiDxF9rZ7g6ZNm+L2229Henq6y4KhxYsX4/bbb0d4eDhiY2MxdOhQnD171uQcIQTmz5+PxMREhIaGIisrC6dOnTI5p6qqClOnTkXz5s0RFhaGIUOG4KeffnLJmBsF87yhCV8CAfZ9FGxVpK5vqezG1nrTJqynnx+A088PwHsTM5kzREREHuNwQOQOe/bsweTJk/H1119j586dqK6uRv/+/VFZWSmds3TpUixbtgwrVqzA4cOHER8fj7vvvhvXrl2TzsnJycGWLVuwceNG7Nu3D7///jsGDx6Mmhrb3dN9lrVq1A7WG8rPzsfBkQfr3VlmWCZLe/YzZCzcJR035AyplEEMhoiIyKO8OoN1+/btJvfXrl2L2NhYFBQUoFevXhBCYPny5ZgzZw6GDRsGAFi3bh3i4uKwYcMGTJgwAeXl5XjjjTfw1ltvoV+/fgCA9evXIykpCbt27cKAAQPc/r48Qgj9UplWXjVq42315vWG6ssZMiRPq7WWy2RcIiMiIm/i1QGRufLycgBAdHQ0AKCwsBAlJSXo37+/dE5ISAh69+6N/fv3Y8KECSgoKIBOpzM5JzExEenp6di/f7/NgKiqqgpVVVXS/YqKCle8JfewVXyxnmrUdW2rt3dWyDwQMmyt57Z6IiLyJl69ZGZMCIHp06ejZ8+eSE9PB6AvEgkAcXFxJufGxcVJj5WUlECpVCIqKsrmOdYsXrwYkZGR0i0pKcmZb8e9bBVfrGeLvbV8IcC+nCFrydOGYotcIiMiIm/TaGaIpkyZghMnTmDfvn0Wj5l/uQoh7Nr+Xdc5s2fPxvTp06X7FRUVjTsoMpBZfNHA0MEesH9HmQFnhYiIyNs1ioBo6tSp2Lp1K/bu3YuWLVtKx+Pj4wFYthMpLS2VZo3i4+Oh1Wpx5coVk1mi0tJS9OjRw+bPDAkJ8Z1SAsa7yuwovmitzpC1DvbGBRbNseAiERE1Jl79LSWEwNSpU7Flyxbk5+dbtAtJSUlBfHw8du7ciS5dugAAtFot9uzZgyVLlgAAunbtiuDgYOzcuRPZ2dkAgOLiYnzzzTdYunSpe9+QJ5jvKqv3dPvacbDAIhER+RKvDogmT56MDRs24L///S/Cw8OlnJ/IyEiEhuqXbXJycpCbm4vU1FSkpqYiNzcXKpUKI0eOlM4dP348ZsyYgZiYGERHR2PmzJno2LGjtOvMZwkBVP4ma1eZvXWGbBVYNMfdZERE1Bh4dUC0cuVKAEBWVpbJ8bVr12Ls2LEA9K1ENBoNJk2ahCtXrqBbt27YsWMHwsPDpfNfeeUVBAUFITs7GxqNBnfddRfy8vIQGOhjX9SGrfWGP68deCMYAurdVWbOkDdUX86QcVNWc8wbIiKixkAhhHGCCdlSUVGByMhIlJeXIyIiwtPDsWS0tV4A0JgHIS1vB0Z9WG9ApKnWIGtTFgDg4MiDNvOG1Noaqcji6ecHMEeIiIi8kr3f3/wW8xV/bK0XAEYnxOF4E/OE8BLgne4N+hHMGyIiIl/FgMjHaBQKK8GQfIa8IeOdZKw4TUREvooBUWNmnDOkVVs8bFw7SC7D82zNCLG2EBER+RIGRI1VbS2wppeUNG3IGzLOHbJWO0gOtbbaajBkqDjNQIiIiHwFA6LGSAiLYMh63pAjL226RGZgvJOMs0JERORrGBA1Rjp9x3oBQBPdBpox/8XxDweZnGJPvzFjQgiotTUYvuoAThdbNrJltWkiIvJl/IZrpG7MClUDRsGQvbWDjNXWCgx+bZ/VQAhg4jQREfk+BkSNiSGJWqu2upusS2wXRDeJlrWcJYRlMJSWEIH3JmZKJYu4REZERL6OAVFjYVR4EYBJgUVHZoUMNLoaKRhKaR6GbVN7QqVkAERERP6FAVFj8UfhRWsc2U1mXHHaYNvUnggL4UeCiIj8D7/9GhkBQJNzEpoABbDlXsdew0bFaU4KERGRv2JA1IhIidT/HVTvuSbPM9pKD7DiNBERkTkGRI2FEDYTqevaXl9f/zFWnCYiImJA1DgIAawdaHLInkRqIQQuV2ptBkOsOE1ERKTHgMibGPcmM6ZVQ5SchCYgQDpUVyK1rSKLxtWmAW6nJyIiMmBA5C3Mt9UbPwT7W3PYWiLjbBAREZFtDIi8RR3b6s1zh7rEdkGTwCZQa6stzjVPmDYUWWRtISIiItsYEHkDIQCt0VLZzHOAUqXfHVZzHZpqjbTFPj87H1EhURi++mubuUEGR57px1khIiIiOzAg8jRrS2VKFUSwCqM/HY3jvx43OT00KBTXq2vrDYa4REZERGQ/BkSepq2UgiEBQJP0ZwCA5nqZRTBk2GJvXFPIPFHagAnTRERE9mNA5Em1tcDqXgD+SJzOuAfHL58C3ulucpphi32TwCYW7TZUykColPzfSERE1BD8JvUUIYA1vYCyHwAAmvh0fTBkxtDBXghYdKUnIiIi52BA5Ck6NVByUv/n6JuBRz8DNmYCuDEjBED6r7VgiO02iIiInIMBkZsJIfS7xqo1N7qpjv8Mmtoq6RzzootqbbUUDKU0D8O2qT2hUDBPiIiIyFkYELmREMJ051jrJP1/N/c1OU+jqwHEjRpDxjlD26b2RFgI/7cRERE5E79Z3UhTrbHYOWauSc3N6Pr8HgDWZ344IUREROR8DIg8JH/Q+wj9l36LPZ48BwSroNHV1BkMMWeIiIjINRgQuZMQ0h9D//VnqP64LwKbQCOUELU1MARD1uoLMWeIiIjINRgQuZoQENpKfQsOdZnlw0nd8Zc3/oeCi1dNjrO+EBERkfvwG9eVhIB4sz9GV1+w7FT/xAlAFQN1rRIF83eYPMSlMSIiIvdiQORKOjU0Px3GccNusj90EUqERrSEUCgw/NV90nHDMhmXxoiIiNyLAZGrmHewB5D/wCf6FhwhUdBU10KtrZHqC6UlRLAZKxERkYcwIHKFP5bKND8dhsYowAkNjUFoUCj+suqARbf69yZmMhgiIiLyEAZEziQEoFNDVFXq84bMlsoAfZFF82AoIznKasd6IiIicg8GRM5iNit0PLmlycNdWnRBbU0w7lvBnCEiIiJvw4DIUX/MBkl3bcwK5Q/fjSZBoRj1xnGkG+0mY84QERGR92BA5AghgDcHAJcOSoc0CoXlbrIWXRAdGgONrgZHL1yVjqclRPzRoJXBEBERkTdgQOQIndokGDKXP3w3QoNVCA0KtQh6jjzTjzNDREREXoYBUUPNPAcoVfog6Y+u9YZgSKPTd6k37lavUjJfiIiIyNswIHKEUU8yKFUQwSqM+WysdEitrcFfXt8n1RgiIiIi78aASC4hgLUDpbtqbTU01b/jTNkZAEDN9QRkLLDesZ4tOYiIiLwTAyK5Ki8DJScBAOeD2qDvwi8BhQ7h7fUPq3+cCEMwlJYQ8UfBRf1j3F5PRETknQI8PQB3ev3115GSkoImTZqga9eu+PLLL+W/yGudpT8O/v0ZmM8EtY+PwKnnBuD08wPw8bSeCAsJgkqpvzEYIiIi8k5+ExC9++67yMnJwZw5c3Ds2DHceeeduOeee3Dx4kXZryUA7BOpUCsUgEKLnTO6S4+9//dMKQhiAERERNQ4KIQwzhD2Xd26dcOf/vQnrFy5Ujp26623YujQoVi8eHG9z6+oqEBkZCRSc/6DwCZBCGqfa/W8gyMPQhWsctq4iYiIyHGG7+/y8nJERETYPM8vZoi0Wi0KCgrQv39/k+P9+/fH/v37Zb3W3jmDsG/uYKuPdYntgtCgUIfHSURERJ7hF0nVv/32G2pqahAXF2dyPC4uDiUlJVafU1VVhaqqKul+eXk5AKD6uhqhweHYOXinxXNCg0Jx7do1J46ciIiIGqKiQl8Cp74FMb8IiAzMc3qEEDbzfBYvXoznnnvO4nhSkmUHeyIiIvJu165dQ2RkpM3H/SIgat68OQIDAy1mg0pLSy1mjQxmz56N6dOnS/dra2tRVlaGmJgYv0+WrqioQFJSEi5dulTneqy/4XWxxGtiidfEEq+JJV4TS45eEyEErl27hsTExDrP84uASKlUomvXrti5cyceeOAB6fjOnTtx//33W31OSEgIQkJCTI41a9bMlcNsdCIiIvgX1QpeF0u8JpZ4TSzxmljiNbHkyDWpa2bIwC8CIgCYPn06Ro0ahYyMDGRmZmLNmjW4ePEiJk6c6OmhERERkYf5TUA0YsQIXL58Gc8//zyKi4uRnp6OTz75BMnJyZ4eGhEREXmY3wREADBp0iRMmjTJ08No9EJCQjBv3jyLJUV/x+tiidfEEq+JJV4TS7wmllx9TfymMCMRERGRLX5RmJGIiIioLgyIiIiIyO8xICIiIiK/x4CIbJo/fz4UCoXJLT4+XnpcCIH58+cjMTERoaGhyMrKwqlTpzw4Yufbu3cv7rvvPiQmJkKhUODDDz80edyea1BVVYWpU6eiefPmCAsLw5AhQ/DTTz+58V04V33XZOzYsRafm+7du5uc40vXZPHixbj99tsRHh6O2NhYDB06FGfPnjU5x98+J/ZcE3/7nADAypUrcdttt0l1dDIzM/Hpp59Kj/vb5wSo/5q483PCgIjq1KFDBxQXF0u3kydPSo8tXboUy5Ytw4oVK3D48GHEx8fj7rvv9ql+bpWVlejUqRNWrFhh9XF7rkFOTg62bNmCjRs3Yt++ffj9998xePBg1NTUuOttOFV91wQABg4caPK5+eSTT0we96VrsmfPHkyePBlff/01du7cierqavTv3x+VlZXSOf72ObHnmgD+9TkBgJYtW+KFF17AkSNHcOTIEfTt2xf333+/FPT42+cEqP+aAG78nAgiG+bNmyc6depk9bHa2loRHx8vXnjhBenY9evXRWRkpFi1apWbRuheAMSWLVuk+/Zcg6tXr4rg4GCxceNG6Zyff/5ZBAQEiO3bt7tt7K5ifk2EEGLMmDHi/vvvt/kcX78mpaWlAoDYs2ePEIKfEyEsr4kQ/JwYREVFif/3//4fPydGDNdECPd+TjhDRHX6/vvvkZiYiJSUFDz00EM4f/48AKCwsBAlJSXo37+/dG5ISAh69+6N/fv3e2q4bmXPNSgoKIBOpzM5JzExEenp6T59nfLz8xEbG4t27drhscceQ2lpqfSYr1+T8vJyAEB0dDQAfk4Ay2ti4M+fk5qaGmzcuBGVlZXIzMzk5wSW18TAXZ8TvyrMSPJ069YN//nPf9CuXTv88ssvWLhwIXr06IFTp05JjXLNm+PGxcXhwoULnhiu29lzDUpKSqBUKhEVFWVxjnmzYV9xzz33YPjw4UhOTkZhYSHmzp2Lvn37oqCgACEhIT59TYQQmD59Onr27In09HQA/JxYuyaA/35OTp48iczMTFy/fh1NmzbFli1bkJaWJn15++PnxNY1Adz7OWFARDbdc8890p87duyIzMxM3HzzzVi3bp2U1KZQKEyeI4SwOObrHLkGvnydRowYIf05PT0dGRkZSE5Oxscff4xhw4bZfJ4vXJMpU6bgxIkT2Ldvn8Vj/vo5sXVN/PVzcsstt+D48eO4evUq3n//fYwZMwZ79uyRHvfHz4mta5KWlubWzwmXzMhuYWFh6NixI77//ntpt5l5BF5aWmrxLxxfZc81iI+Ph1arxZUrV2ye4+sSEhKQnJyM77//HoDvXpOpU6di69at2L17N1q2bCkd9+fPia1rYo2/fE6USiXatm2LjIwMLF68GJ06dcL//d//+fXnxNY1scaVnxMGRGS3qqoqfPvtt0hISEBKSgri4+Oxc+dO6XGtVos9e/agR48eHhyl+9hzDbp27Yrg4GCTc4qLi/HNN9/4zXW6fPkyLl26hISEBAC+d02EEJgyZQo++OADfPHFF0hJSTF53B8/J/VdE2t8/XNiixACVVVVfvk5scVwTaxx6edEVgo2+ZUZM2aI/Px8cf78efH111+LwYMHi/DwcPHjjz8KIYR44YUXRGRkpPjggw/EyZMnxV//+leRkJAgKioqPDxy57l27Zo4duyYOHbsmAAgli1bJo4dOyYuXLgghLDvGkycOFG0bNlS7Nq1Sxw9elT07dtXdOrUSVRXV3vqbTVIXdfk2rVrYsaMGWL//v2isLBQ7N69W2RmZoqbbrrJZ6/J3//+dxEZGSny8/NFcXGxdFOr1dI5/vY5qe+a+OPnRAghZs+eLfbu3SsKCwvFiRMnxNNPPy0CAgLEjh07hBD+9zkRou5r4u7PCQMismnEiBEiISFBBAcHi8TERDFs2DBx6tQp6fHa2loxb948ER8fL0JCQkSvXr3EyZMnPThi59u9e7cAYHEbM2aMEMK+a6DRaMSUKVNEdHS0CA0NFYMHDxYXL170wLtxjrquiVqtFv379xctWrQQwcHBolWrVmLMmDEW79eXrom1awFArF27VjrH3z4n9V0Tf/ycCCHEuHHjRHJyslAqlaJFixbirrvukoIhIfzvcyJE3dfE3Z8TdrsnIiIiv8ccIiIiIvJ7DIiIiIjI7zEgIiIiIr/HgIiIiIj8HgMiIiIi8nsMiIiIiMjvMSAiIiIiv8eAiIiIiPweAyIi8oisrCzk5OR4ehiSNWvWICkpCQEBAVi+fLmnh0NEbhbk6QEQEXlaRUUFpkyZgmXLluHBBx9EZGSkp4dERG7GgIiI/N7Fixeh0+kwaNAgqYu2N9LpdAgODvb0MIh8EpfMiMjlKisrMXr0aDRt2hQJCQl4+eWXTR5fv349MjIyEB4ejvj4eIwcORKlpaUAACEE2rZti5deesnkOd988w0CAgLwww8/1PvzL168iPvvvx9NmzZFREQEsrOz8csvvwAA8vLy0LFjRwBAmzZtoFAo8OOPP9p8rR9//BEBAQE4cuSIyfHXXnsNycnJMLSHPH36NO699140bdoUcXFxGDVqFH777Tfp/O3bt6Nnz55o1qwZYmJiMHjwYJP38uOPP0KhUGDTpk3IyspCkyZNsH79+nrfKxE5hgEREbnck08+id27d2PLli3YsWMH8vPzUVBQID2u1WqxYMEC/O9//8OHH36IwsJCjB07FgCgUCgwbtw4rF271uQ133zzTdx55524+eab6/zZQggMHToUZWVl2LNnD3bu3IkffvgBI0aMAACMGDECu3btAgAcOnQIxcXFSEpKsvl6rVu3Rr9+/SzGs3btWowdOxYKhQLFxcXo3bs3OnfujCNHjmD79u345ZdfkJ2dLZ1fWVmJ6dOn4/Dhw/j8888REBCABx54ALW1tSav+9RTT2HatGn49ttvMWDAgDrfKxE1gCAicqFr164JpVIpNm7cKB27fPmyCA0NFU888YTV5xw6dEgAENeuXRNCCFFUVCQCAwPFwYMHhRBCaLVa0aJFC5GXl1fvz9+xY4cIDAwUFy9elI6dOnVKABCHDh0SQghx7NgxAUAUFhba9Z7effddERUVJa5fvy6EEOL48eNCoVBIz587d67o37+/yXMuXbokAIizZ89afc3S0lIBQJw8eVIIIURhYaEAIJYvX27XmIioYThDREQu9cMPP0Cr1SIzM1M6Fh0djVtuuUW6f+zYMdx///1ITk5GeHg4srKyAOiXugAgISEBgwYNwptvvgkA2LZtG65fv47hw4fX+/O//fZbJCUlmcz6pKWloVmzZvj2228dek9Dhw5FUFAQtmzZAkA/W9WnTx+0bt0aAFBQUIDdu3ejadOm0q19+/bS9TD8d+TIkWjTpg0iIiKQkpJi8p4NMjIyHBojEcnDgIiIXEr8kVNjS2VlJfr374+mTZti/fr1OHz4sBRoaLVa6by//e1v2LhxIzQaDdauXYsRI0ZApVLZ9fMVCoXdx+2hVCoxatQorF27FlqtFhs2bMC4ceOkx2tra3Hffffh+PHjJrfvv/8evXr1AgDcd999uHz5Mv7973/j4MGDOHjwoMV7BoCwsDCHxkhE8nCXGRG5VNu2bREcHIyvv/4arVq1AgBcuXIF3333HXr37o0zZ87gt99+wwsvvCDN4pgnLAPAvffei7CwMKxcuRKffvop9u7da9fPT0tLw8WLF3Hp0iXp9U+fPo3y8nLceuutDr+vv/3tb0hPT8frr78OnU6HYcOGSY/96U9/wvvvv4/WrVsjKMjy1+zly5fx7bffYvXq1bjzzjsBAPv27XN4LETUcJwhIiKXatq0KcaPH48nn3wSn3/+Ob755huMHTsWAQH6Xz+tWrWCUqnEa6+9hvPnz2Pr1q1YsGCBxesEBgZi7NixmD17Ntq2bWuyBFeXfv364bbbbsPDDz+Mo0eP4tChQxg9ejR69+7doOWoW2+9Fd27d8dTTz2Fv/71rwgNDZUemzx5MsrKyvDXv/4Vhw4dwvnz57Fjxw6MGzcONTU1iIqKQkxMDNasWYNz587hiy++wPTp0x0eCxE1HAMiInK5F198Eb169cKQIUPQr18/9OzZE127dgUAtGjRAnl5eXjvvfeQlpaGF154wWKLvcH48eOh1WpNlqfqo1Ao8OGHHyIqKgq9evVCv3790KZNG7z77rsNfl+2xpOYmIivvvoKNTU1GDBgANLT0/HEE08gMjISAQEBCAgIwMaNG1FQUID09HT84x//wIsvvtjg8RCR4xSivgV+IiIv8dVXXyErKws//fQT4uLiPD0cLFq0CBs3bsTJkyc9PRQiaiDmEBGR16uqqsKlS5cwd+5cZGdnezwY+v333/Htt9/itddes7q8R0SND5fMiMjrvfPOO7jllltQXl6OpUuXmjz29ttvm2xvN7516NDBoZ/XoUMHm6/59ttvY8qUKejZsyd69+4ta/mOiLwXl8yIqFG7du2a1IbDXHBwMJKTk2W/5oULF6DT6aw+FhcXh/DwcNmvSUTejQERERER+T0umREREZHfY0BEREREfo8BEREREfk9BkRERETk9xgQERERkd9jQERERER+jwERERER+T0GREREROT3/j99CgGcHfJVGAAAAABJRU5ErkJggg==", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "cal.plot_cumulative_day_distances(dfs[utils.Sport.running], utils.Sport.running, Path(git_root()))" ] @@ -395,89 +261,30 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "c571cfe3", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "year\n", - "2021 624.17\n", - "2022 1312.83\n", - "2023 1264.37\n", - "Name: distance, dtype: float64" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "dfs[utils.Sport.cycling].groupby(\"year\")[\"distance\"].sum()" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "a5e2e7e1-c183-4c00-8c4e-3ada12f8c560", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "year\n", - "2021 17\n", - "2022 35\n", - "2023 41\n", - "Name: distance, dtype: int64" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "dfs[utils.Sport.cycling].groupby(\"year\")[\"distance\"].count()" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "id": "73723447-0500-4691-bb53-fd319a10ffb5", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/kevinklein/Code/life-monitor/monitoring/cal.py:432: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", - " fig.show()\n" - ] - }, - { - "data": { - "text/plain": [ - "PosixPath('/Users/kevinklein/Code/life-monitor/cumulative_cycling.png')" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "cal.plot_cumulative_day_distances(dfs[utils.Sport.cycling], utils.Sport.cycling, Path(git_root()))" ] @@ -492,21 +299,10 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "id": "dcec733e-5724-406d-bf11-029dffc48d4a", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{2021: 234, 2022: 326, 2023: 355}" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "year_counts = df_exercise.groupby(\"year\")[\"title\"].count().to_dict()\n", "year_counts" @@ -514,32 +310,17 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "id": "0bc6f8cd", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "year\n", - "2021 11\n", - "2022 17\n", - "2023 16\n", - "Name: title, dtype: int64" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "df_exercise.groupby(\"year\")[\"title\"].nunique()" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "id": "c848457e-8c63-4e15-be76-b8f60f19232b", "metadata": {}, "outputs": [], @@ -549,31 +330,10 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "id": "733c780c-f4af-4191-941d-f2fccc29bb57", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Relative frequencies of various disciplines')" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig_context, axs_context = plt.subplots(ncols=2, figsize=(10, 5))\n", "_relative_frequency_plot(probabilities, fig_context, axs_context[0])\n", @@ -590,21 +350,10 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "id": "018d95e5-70f2-415f-8839-551a8149f173", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{2021: 0.4136986301369863, 2022: 0.5534246575342465, 2023: 0.5534246575342465}" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "endurances = {k: v / 365 for k, v in df_exercise.groupby(\"year\")[\"endurance\"].sum().to_dict().items()}\n", "endurances" @@ -612,21 +361,10 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "id": "808a497d-b002-4e0d-9ce6-d0ba2295144a", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{2021: 0.2273972602739726, 2022: 0.3232876712328767, 2023: 0.39452054794520547}" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "strengths = {k: v / 365 for k,v in df_exercise.groupby(\"year\")[\"strength\"].sum().to_dict().items()}\n", "strengths" @@ -634,21 +372,10 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "id": "2ba9332a-0200-4774-b501-fc9b2adb57fb", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{2021: 0.44959659976831556, 2022: 0.6400743446628605, 2023: 0.6280172631844656}" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "from math import log\n", "max_entropy = log(len(probabilities[2022]), 2)\n", @@ -658,21 +385,10 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "id": "9337eaa4-21bc-4182-8dc2-ee5035296526", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{2021: 0.36650846379260044, 2022: 0.3007684694468051, 2023: 0.1636355287514836}" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "from collections import defaultdict\n", "durations_h = df_exercise[\"date\"].diff().dt.total_seconds() / 3600\n", @@ -685,30 +401,10 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "id": "b98c226e-a4ea-423b-9b77-57a01844907c", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Inverting the order to make sure color-coding checks out.\n", "df_exercise_aux.iloc[::-1].groupby(\"year\", sort=False)[\"durations\"].hist(\n", @@ -720,22 +416,10 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "id": "fce8b308-d7a4-44ab-b24c-ec18b8d95f6b", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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tWuHIkSOYP38+Pv30U/j5+WnUr0VGjx6Nnj17SrfFGBoa4vPPP8e8efPQr18/TJs2DZaWlrh69arChbjiSvPZVtpzaXX++usvtGvXDmPHjoWlpSXu3LmDpUuXokOHDrhy5QoMDQ0BvPxcpKJyk+I0XQ/wis9JBFWKiIgIAUCcOnVK5ObmirS0NHHw4EFhb28vOnXqJHJzc6W67u7uomXLlgplQgjRq1cvUadOHZGfny+EEOLo0aMCgDh69Kja9ebl5Ynnz58LMzMz8dVXX0nlP/zwg9rXjhgxQjg7O0vPHz9+LIyMjMSnn36qUG/AgAHCzs5OinPr1q0CgNixY4dCvbNnzwoAYvXq1aXqo7NnzyqUd+7cWQAQv/zyi0J5WFiY0NPTU6r/448/CgDiwIEDQgghfv75ZwFAYfuFEGLBggUCgJg9e7babS8ye/Zs8eLb5+TJkwKA+PLLLxXq3bt3T5iYmIjp06crxX/69GmFuh4eHqJ79+7S87lz5woAIjo6Wmn9Lyoe87hx40SNGjXE3bt3FeotWbJEABDXrl0TQggxceJEUbNmzRLbVmXt2rUCgPj+++8VyhctWiQAiKioKKmsc+fO4o033nhpm7m5ucLOzk4MGTJEoXz69OnCyMhIPH78WOXr8vPzRW5urti0aZPQ19cXT548UVi3qv2kaFnnzp013qbbt28LACIiIkKpzeJ/hxo1aoigoKCXbboSb29v4eDgIDIzM6Wy1NRUYWVlJYp/ZDs7O4sRI0ZIz3v16iVatGhRYvtvvfWWqFmzpkhKSlJbR9VnyYgRI0p838TGxqqNS1W/Fb2HFi9erNBeYGCgMDY2FgUFBUKI0r+3zp07JwCI3bt3l7j9pP6z9UV2dnaiSZMm0vPi75kixT8ji/7Wrq6uIicnp8Q48vLyRG5urhgzZoxo2bKlwjIzMzOFfahI8X0zPz9fODg4iKZNm0rHQiGESEtLE7a2tsLHx0cqK+0+V/RZ+ezZsxLjL66kz4fSrvtFzs7OomfPnqVap7rPjG7dukll3bt3F/Xq1RMpKSkKbUycOFEYGxtLn59Fx2hV29GhQwfx1ltvSc8bNmwo/v3vfws9PT0RExMjhBDiu+++EwDEH3/8IYQo/Xs4PT1dWFlZid69eyvUy8/PF82bNxdt2rSRysrSny/q2bOnymP74cOHBQBx/PhxIYQQmzdvFubm5iIwMFB06dJFqufm5qZwvGrbtq2wtbUVaWlpUlleXp7w9PQU9erVKzGeTZs2CQDiv//9r9o6Bw8eVLm927dvFwDE+vXrpTJnZ2dhbGyscA6QmZkprKysxLhx46QyT09P0bdvX7XrFKL055+jR48WhoaG4vr162rbKvrcuX37tkK5quONur+PEMrH2uXLlwsA4ubNm1LZkydPhFwuF9OmTZPKSrv/q6LJOV5WVpZo2bKlcHFxEdevXxd2dnaic+fOIi8vT6pT2n4t6rPhw4cr1Pv777+Fvr6++OCDD9TGLITy53NpPttKey5dGgUFBSI3N1fcvXtXABB79uyRlpXmXKQichMhlPchTdbzqs9JOPS9krVt2xaGhoYwNzdHjx49UKtWLezZswcGBoWDHf7880/cuHFDusc3Ly9Perz99ttISEjAzZs31bb//PlzfPLJJ2jYsCEMDAxgYGCAGjVqID09Hb///nuZYra2tkbv3r2xceNGaajy06dPsWfPHgwfPlyKff/+/ahZsyZ69+6tEHeLFi1gb29frll7a9WqhbfeekuhbP/+/fD09ESLFi0U1te9e3eFYVVHjx4FAKX7pocMGVLmePbv3w+ZTIahQ4cqrNve3h7NmzdX2lZ7e3ul++6bNWum8E3ozz//jEaNGmk8odP+/fvRpUsXODg4KMRSNGIgJiYGANCmTRs8e/YMgwcPxp49e0o1GzEAHDlyBGZmZujfv79CedE3wKqGW76MgYEBhg4dip07d0rDFvPz8/Htt9+iT58+sLa2lupeuHAB77zzDqytraGvrw9DQ0MMHz4c+fn5+OOPPxTaVbWfvKptatOmDSIjIzF//nycOnVKaWi+Kunp6Th79iz69esHY2Njqdzc3By9e/cu1TovXbqEwMBAHDp0CKmpqQrLMzIyEBMTgwEDBiiMUNGEuvdN0ftKU++8847C82bNmiErK0uaeby0762GDRuiVq1a+OSTT7B27dqXjgyhkhWey5TdO++8I105edEPP/yA9u3bo0aNGjAwMIChoSE2bNhQ5uPRzZs38eDBAwwbNkxhxEyNGjXw3nvv4dSpU0q3Zrxsnyu6ajpgwAB8//33uH//fpliU+Vl6y4rdZ8Zx48fR35+PrKysvDLL7/g3XffhampqdK5RFZWFk6dOvXS9XTt2hW//vorMjMzcffuXfz5558YNGgQWrRoIQ3rPXz4MJycnKSrWqV9D8fFxeHJkycYMWKEQr2CggL06NEDZ8+eVRp6q+3+bN++PYyNjaVblKKjo+Hr64sePXogLi4OGRkZuHfvHm7duiUdm9PT03H69Gn0798fNWrUkNrS19fHsGHD8M8//5R4nvbzzz/D2Ni4xFsriq54Fr/S+v7778PMzEzpGNWiRQs4OTlJz42NjdGoUSOFc4w2bdrg559/xowZM3Ds2DFkZmYqtKHJ+efPP/+MLl26oEmTJmq3oaJ88MEHkMvlCrdWFY2sKbqKWt79X5NzPLlcju+//x7Jycl48803IYTA1q1boa+vD6Bs5/Uv3kYCFO6X+fn5mDBhgkZ9VZrPttKeS6uTlJSE8ePHw9HRUfqMd3Z2BgDpc14b5yLFlTY3Ka9XfU7CRL2Sbdq0CWfPnsWRI0cwbtw4/P777xg8eLC0vGi468cffwxDQ0OFR2BgIACUmGANGTIEK1euxNixY3Ho0CGcOXMGZ8+eRe3atZU+lDUxevRo3L9/XzowF30ovngQefjwIZ49ewYjIyOl2BMTE0udGKpSp04dpbKHDx/i8uXLSusyNzeHEEJaX3JyMgwMDBSSP6AweS6rhw8fQggBOzs7pfWfOnVKaVuLrxso/HB/8W/y6NGjMs1s+vDhQ+zbt08pjjfeeAPA//aXYcOG4ZtvvsHdu3fx3nvvwdbWFt7e3gr3UKmSnJwMe3t7paFPtra2MDAweOnQbnVGjx6NrKwsbNu2DQBw6NAhJCQkKAxXio+PR8eOHXH//n189dVXOHHiBM6ePSvdY1Z8n1a1n7yqbdq+fTtGjBiBr7/+Gu3atYOVlRWGDx+OxMREta95+vQpCgoKVO6Lpdk/Q0JCsGTJEpw6dQoBAQGwtrZG165dce7cOan9/Pz8Ms+YW9L7pqx/9+LtFQ3fLPpblva9ZWlpiZiYGLRo0QKffvop3njjDTg4OGD27Nml+pKE/ic9PR3JyclwcHAocxuq3ns7d+7EgAEDULduXWzevBknT57E2bNnpfd+WRTtd6rW5+DggIKCAjx9+lSh/GX7XKdOnbB7927k5eVh+PDhqFevHjw9PZXu3S2Ll627rNR9ZuTk5OD58+dITk5GXl4eVqxYofQ+KhoaXJpjcrdu3ZCdnY3Y2FhER0fDxsYGLVu2RLdu3aTk9pdfflH4grm07+Gi853+/fsr1Vu0aBGEEHjy5IlCPNruT2NjY4W5RH755Rf4+flJk/2eOHFCOkYWbePTp08hhFC7DwIlfz4+evQIDg4Oam/NKnq9gYGBUlIjk8lgb2+v1H5pzjGWL1+OTz75BLt370aXLl1gZWWFvn37Sj8RrMn5Z1nPV7TBysoK77zzDjZt2oT8/HwAhcPe27RpI533lHf/1/Qcr2HDhujYsSOysrLwwQcfKOwbZTmvL75vFc3zpGmfl+azrbTn0qoUFBTA398fO3fuxPTp0/HLL7/gzJkz0pcgRftfec9F1ClNblJer/qchPeoV7ImTZpIE8h16dIF+fn5+Prrr/Hjjz+if//+sLGxAVB4Av7iRAgvaty4scrylJQU7N+/H7Nnz8aMGTOk8qL7BMuje/fucHBwQEREBLp3746IiAh4e3sr3INsY2MDa2trHDx4UGUb5fmpNVX3x9jY2MDExETtvWlFfWltbY28vDwkJycrHMxUJVDGxsYKk4kVKf5BZWNjA5lMhhMnTqi8x7css/fWrl27TJNg2djYoFmzZliwYIHK5S+efI8aNQqjRo1Ceno6jh8/jtmzZ6NXr174448/pG9Ai7O2tsbp06chhFD4OyQlJSEvL0/qZ015eHigTZs2iIiIwLhx4xAREQEHBwf4+/tLdXbv3o309HTs3LlTIT51v/dbmllRNdmmoitWxfcJVSdhNjY2CA8PR3h4OOLj47F3717MmDEDSUlJat8TtWrVgkwmU7kvlpTgFzEwMEBwcDCCg4Px7NkzHD58GJ9++im6d++Oe/fuwcrKCvr6+mWeXK2k942qE0Nt0OS91bRpU2zbtg1CCFy+fBmRkZGYO3cuTExMFD4DqWQ//fQT8vPzFSaPMzY2VjlJl7qTNlXvvc2bN8PFxQXbt29XWK7qM7a0iva7hIQEpWUPHjyAnp5emX7qtE+fPujTpw+ys7Nx6tQphIWFYciQIahfv750z7cuUfeZYWRkhBo1asDQ0FC6wqvuKpyLi8tL1+Pt7Y0aNWrg8OHDuHPnDrp27QqZTIauXbviyy+/xNmzZxEfH6+QqJf2PVz0ObtixQq1szJr41cIXqZr1674/PPPcebMGfzzzz/w8/ODubk5WrdujejoaDx48ACNGjWCo6MjgMLPbT09PbX7IIASj4u1a9dGbGwsCgoK1CbrRectjx49UkjWhRBITEyUrpRqwszMDHPmzMGcOXPw8OFD6ep67969cePGDY3OP0tzvqLu+FmeizZFRo0ahR9++AHR0dFwcnLC2bNnsWbNGml5rVq1yrX/a3qO9/XXX+Onn35CmzZtsHLlSgwcOBDe3t5SW4Bm5/XFP0+L9oF//vlH2g9L62WfbaU9l1bl6tWruHTpEiIjIzFixAip/M8//1SoV95zEXVKk5uU16s+J+EVdR2zePFi1KpVC59//jkKCgrQuHFjuLm54dKlS2jVqpXKh7qEt2jiNFUfIEXfOhbR9Fvoog+83bt348SJEzh37pzSsK1evXohOTkZ+fn5KuNW9wVDWfXq1Qt//fUXrK2tVa6vaNbGLl26AIA0wVmRLVu2KLVZv359JCUlKUzklZOTg0OHDimtWwiB+/fvq1x30YQzmggICMAff/yh8QRGvXr1kn4WTVUsqq6SmZmZISAgADNnzkROTo7003iqdO3aFc+fP8fu3bsVyjdt2iQtL6tRo0bh9OnTiI2Nxb59+zBixAhpuBjwv4PVi/u0EAL//e9/y7xOoPTbZGdnB2NjY1y+fFmhXvFZq4tzcnLCxIkT4efnh99++01tPTMzM7Rp0wY7d+5UuMKYlpam8WRtNWvWRP/+/TFhwgQ8efIEd+7cgYmJCTp37owffvihzCdH6t43qmYE14ayvLdkMhmaN2+OZcuWoWbNmiX2OSmKj4/Hxx9/DEtLS4wbN04qr1+/Pv744w+Fk+zk5GSFWalfRiaTwcjISOGkMzExUeX7p/jVP3UaN26MunXrYsuWLQrD9dPT07Fjxw5pJviyksvl6Ny5MxYtWgSg8NYbXaTuM6Njx47Q19eHqakpunTpggsXLqBZs2Yq30tFX3qUdD5gaGiITp06ITo6GkeOHJEmx+rYsSMMDAwwa9YsKXEvUtr3cPv27VGzZk1cv35d7fmOkZGRVvqrpP2rW7duyMvLw2effYZ69epJE7cWjRooPumpmZkZvL29sXPnToU2CwoKsHnzZtSrV09hguDiAgICkJWVpfLXRIoU9efmzZsVynfs2IH09PRyHXeBwmPbyJEjMXjwYNy8eRMZGRkanX8GBATg6NGjJQ7xLzoHK378fHFW9iKlff8X8ff3R926dREREYGIiAgYGxsrjE7VZP9XRZPj0JUrVzB58mQMHz4cJ06cQLNmzTBw4EBpZE95zutf3F59fX2FLyM0pe6zrbTn0qqoOkcDoPALIgBKfS5SEblJedfzqs9JeEVdx9SqVQshISGYPn06tmzZgqFDh2LdunUICAhA9+7dMXLkSNStWxdPnjzB77//jt9++w0//PCDyrYsLCzQqVMn/Oc//4GNjQ3q16+PmJgYbNiwATVr1lSo6+npCQBYv349zM3NYWxsDBcXlxI/uEaPHo1FixZhyJAhMDExUZrVdNCgQfjuu+/w9ttvY8qUKWjTpg0MDQ3xzz//4OjRo+jTpw/efffd8nXYC4KCgrBjxw506tQJU6dORbNmzVBQUID4+HhERUVh2rRp8Pb2hr+/Pzp16oTp06cjPT0drVq1wq+//opvv/1Wqc2BAwfi888/x6BBg/Dvf/8bWVlZWL58udIXHe3bt8dHH32EUaNG4dy5c+jUqRPMzMyQkJCA2NhYNG3aVGEG3NJuz/bt29GnTx/MmDEDbdq0QWZmJmJiYtCrVy/pC4fi5s6di+joaPj4+GDy5Mlo3LgxsrKycOfOHRw4cABr165FvXr18OGHH8LExATt27dHnTp1kJiYiLCwMFhaWpb47fzw4cOxatUqjBgxAnfu3EHTpk0RGxuLhQsX4u2339b4nvoXDR48GMHBwRg8eLDK4Up+fn4wMjLC4MGDMX36dGRlZWHNmjVKQ1s1VdptKrov6ZtvvoGrqyuaN2+OM2fOKH3Jk5KSgi5dumDIkCFwd3eHubk5zp49i4MHD6r9Br3IvHnz0KNHD/j5+WHatGnIz8/HokWLYGZm9tKRML1795Z+G7t27dq4e/cuwsPD4ezsLN0vWjT7qre3N2bMmIGGDRvi4cOH2Lt3L9atW1fiCYKRkRG+/PJLPH/+HK1bt5ZmfQ8ICFCaWVtbSvve2r9/P1avXo2+ffuiQYMGEEJg586dePbsmZRMkKKrV69K99clJSXhxIkTiIiIgL6+Pnbt2qVw5W7YsGFYt24dhg4dig8//BDJyclYvHhxibOxF9erVy/s3LkTgYGB6N+/P+7du4d58+ahTp060nDbIk2bNsWxY8ewb98+1KlTB+bm5iq/3NXT08PixYvxwQcfoFevXhg3bhyys7Pxn//8B8+ePcMXX3yhcb98/vnn+Oeff9C1a1fUq1cPz549w1dffQVDQ0N07txZ4/ZeBX19ffj5+SE4OBgFBQVYtGgRUlNTMWfOHKnOV199hQ4dOqBjx47417/+hfr16yMtLQ1//vkn9u3bJ30p7OrqChMTE3z33Xdo0qQJatSoAQcHB+lL3q5du2LatGkA/jf828TEBD4+PoiKikKzZs1ga2srrbe07+EaNWpgxYoVGDFiBJ48eYL+/fvD1tYWjx49wqVLl/Do0aNyJSYvatq0KXbu3Ik1a9bAy8sLenp60uhGLy8v1KpVC1FRUQq3XnXr1g3z5s1T2O4iYWFh8PPzQ5cuXfDxxx/DyMgIq1evxtWrV7F169YSR3cNHjwYERERGD9+PG7evIkuXbqgoKAAp0+fRpMmTTBo0CD4+fmhe/fu+OSTT5Camor27dtLs763bNkSw4YN07gPvL290atXLzRr1gy1atXC77//jm+//Vbhy63Snn/OnTsXP//8Mzp16oRPP/0UTZs2xbNnz3Dw4EEEBwfD3d0drVu3RuPGjfHxxx8jLy8PtWrVwq5duxAbG6vR30cVfX19DB8+HEuXLoWFhQX69esHS0tLhTql3f9VKe0+nJ6ejgEDBsDFxQWrV6+GkZERvv/+e7z55psYNWqUdDGgrOf1RerXr49PP/0U8+bNQ2ZmpvQThdevX8fjx48V3vcvKs1nW2nPpVVxd3eHq6srZsyYASEErKyssG/fPpW3VJbmXKQichNVNFnPKz8nKddUdFRmJc26m5mZKZycnISbm5s0S+SlS5fEgAEDhK2trTA0NBT29vbirbfeEmvXrpVep2rmzH/++Ue89957olatWsLc3Fz06NFDXL16VWlWZiGECA8PFy4uLkJfX19hxld1M58LIYSPj48AoHbmydzcXLFkyRLRvHlzYWxsLGrUqCHc3d3FuHHjxK1bt8rURyXNJP78+XMxa9Ys0bhxY2FkZCQsLS1F06ZNxdSpU0ViYqJU79mzZ2L06NGiZs2awtTUVPj5+YkbN24ozQQphBAHDhwQLVq0ECYmJqJBgwZi5cqVSrO+F/nmm2+Et7e3MDMzEyYmJsLV1VUMHz5cnDt37qXxq+rnp0+fiilTpggnJydhaGgobG1tRc+ePcWNGzekOqpifvTokZg8ebJwcXERhoaGwsrKSnh5eYmZM2eK58+fCyGE2Lhxo+jSpYuws7MTRkZGwsHBQQwYMEBcvnxZZd++KDk5WYwfP17UqVNHGBgYCGdnZxESEiKysrIU6pV21vcXDRkyRAAQ7du3V7l837590v5Ut25d8e9//1uayf/Ffb+kdauawbq025SSkiLGjh0r7OzshJmZmejdu7e4c+eOwt8hKytLjB8/XjRr1kxYWFgIExMT0bhxYzF79myRnp7+0j7Yu3evaNasmTAyMhJOTk7iiy++ULnPFX8ff/nll8LHx0fY2NhIrx0zZoy4c+eOwuuuX78u3n//fWFtbS3VGzlypLSt6mZ9NzMzE5cvXxa+vr7CxMREWFlZiX/961/SPqUurpJmfX/06JHCa9XNDPyy99aNGzfE4MGDhaurqzAxMRGWlpaiTZs2IjIy8qX9/bop6uOih5GRkbC1tRWdO3cWCxcuVDsL78aNG0WTJk2EsbGx8PDwENu3b1c76/t//vMflW188cUXon79+kIul4smTZqI//73vyr37YsXL4r27dsLU1NTAUB6v6r7dZPdu3cLb29vYWxsLMzMzETXrl3Fr7/+qlCntPvc/v37RUBAgKhbt67UN2+//bY4ceJEif1amlnfS7u/C6HZrO+LFi0Sc+bMEfXq1RNGRkaiZcuW4tChQyrrjx49WtStW1cYGhqK2rVrCx8fHzF//nyFelu3bhXu7u7C0NBQ6Rhz6dIlAUC4ubkpvKboFyCCg4NVxlqa46MQQsTExIiePXsKKysrYWhoKOrWrSt69uwpfvjhB6lOWfrzRU+ePBH9+/cXNWvWFDKZTGn/e/fddwUA8d1330llOTk5wszMTOjp6YmnT58qtXnixAnx1ltvSdvXtm1bsW/fvhLjKJKZmSk+//xz4ebmJoyMjIS1tbV46623RFxcnEKdTz75RDg7OwtDQ0NRp04d8a9//UspFnX7TfHj3owZM0SrVq1ErVq1hFwuFw0aNBBTp05V+pWV0px/ClE46/Xo0aOFvb29MDQ0lM4pHj58KNX5448/hL+/v7CwsBC1a9cWkyZNEj/99JPSe7qkv4+qc56itos+09T9Wk5p9391XrYPDx06VJiamkq/rlOkaFbxZcuWadSvL/uFjk2bNonWrVtL59ctW7ZU+Pwp/vlc2s+20p5Lq3L9+nXh5+cnzM3NRa1atcT7778v4uPjVf7dXnYuIkTF5CaqYtF0Pa/qnET2/wETEQqvmM6ePRuhoaGVHQqRThk5ciR+/PFHPH/+vLJDIdJJd+7cgYuLCzZs2IDhw4dDX1+/1PNkvCg/Px9CCDRs2BCenp7Yv39/BURLRES6jveoExEREWnJmDFjYGhoiB07dpTp9V5eXjA0NFT4KS0iInr98B51IiIionJycHDA2bNnpeeurq5lamfLli3Sb78Xn0+GiIheHxz6TkRERERERKRDOPSdiIiIiIiISIcwUSciIiIiIiLSIUzUiYiIqNyEEEhNTQXvqCMioqpMV45n1WYyuYKCAjx48ADm5uZl+jkUIiKiyiaEQFpaGhwcHKCnV7W+S09NTUXNmjVx7949WFhYVHY4REREZZKamgpHR0c8e/YMlpaWlRZHtUnUHzx4AEdHx8oOg4iIqNzu3buHevXqVXYYGklLSwMAHouJiKhaSEtLY6KuDebm5gDAb/KJiKjKKvoWv+iYVpVo+zicm5uLqKgo+Pv7w9DQsNztVRfsF2XsE9XYL8rYJ6qxXxTpyrG42iTqRcPdLSwsmKgTEVGVVhVv4dL2cTg3NxempqawsLDgieML2C/K2CeqsV+UsU9UY7+oVtnH4qp1AxwRERERERFRNcdEnYiIiIiIiEiHVJuh70REVLHy8/ORm5tb2WFUeUZGRlVuRnciIqp8FXUczs3NhYGBAbKyspCfn6/19nWNoaEh9PX1KzuMl2KiTkREJRJCIDExEc+ePavsUKoFPT09uLi4wMjIqLJDISKiKqCij8NCCNjb2+PevXuVfl/2q1KzZk3Y29vr9PYyUSciohIVnRzY2trC1NRUpw9quq6goAAPHjxAQkICnJyc2JdERPRSFX0cLigowPPnz1GjRo1qP+JLCIGMjAwkJSUBAOrUqVPJEanHRJ2IiNTKz8+XTg6sra0rO5xqoXbt2njw4AHy8vK0Mrvu8ePH8Z///Afnz59HQkICdu3ahb59+wIoHM44a9YsHDhwAH///TcsLS3RrVs3fPHFF3BwcJDayM7Oxscff4ytW7ciMzMTXbt2xerVq6vcb7kTEVU3r+I4XFBQgJycHBgbG1f7RB0ATExMAABJSUmwtbXV2WHwZfpLrF69Gi4uLjA2NoaXlxdOnDhRqtf9+uuvMDAwQIsWLZSW7dixAx4eHpDL5fDw8MCuXbvKEhoREWlR0b1wpqamlRxJ9VE05F1b9wGmp6ejefPmWLlypdKyjIwM/Pbbb/jss8/w22+/YefOnfjjjz/wzjvvKNQLCgrCrl27sG3bNsTGxuL58+fo1avXa3GvIhGRLuNxuGIU9acuz72j8RX17du3IygoCKtXr0b79u2xbt06BAQE4Pr163ByclL7upSUFAwfPhxdu3bFw4cPFZadPHkSAwcOxLx58/Duu+9i165dGDBgAGJjY+Ht7a35VhERkVZxiLb2aLsvAwICEBAQoHKZpaUloqOjFcpWrFiBNm3aID4+Hk5OTkhJScGGDRvw7bffolu3bgCAzZs3w9HREYcPH0b37t21Gi8REWmOx2Htqgr9qXGivnTpUowZMwZjx44FAISHh+PQoUNYs2YNwsLC1L5u3LhxGDJkCPT19bF7926FZeHh4fDz80NISAgAICQkBDExMQgPD8fWrVtVtpednY3s7GzpeWpqqqabQkRE9NpJSUmBTCZDzZo1AQDnz59Hbm4u/P39pToODg7w9PREXFyc2kRd3XE4NzdXK1coitrQ5asdlYH9oox9ohr7RVlV7JPc3FwIIVBQUICCgoIKWYcQQvq3otahawoKCiCEQG5urtLQd13ZPzRK1HNycnD+/HnMmDFDodzf3x9xcXFqXxcREYG//voLmzdvxvz585WWnzx5ElOnTlUo6969O8LDw9W2GRYWhjlz5mgSPhER0WstKysLM2bMwJAhQ2BhYQGgcJIiIyMj1KpVS6GunZ0dEhMT1bal7jgcFRWl1SGaxUcEUCH2izL2iWrsF2VVqU8MDAxgb2+P58+fIycnp0LXlZaWVqHt65KcnBxkZmbi+PHjyMvLU1iWkZFRSVEp0ihRf/z4MfLz82FnZ6dQXtLB/NatW5gxYwZOnDgBAwPVq0tMTNSoTaDwqntwcLD0PDU1FY6OjqXdFCIiKqfD1x++vJKWdPOwe3klKlFubi4GDRqEgoICrF69+qX1hRAlDg1Udxz29/eXvgQob7zR0dHw8/PTyqR71QX7RRn7RDX2i7Kq2CdZWVm4d+8eatSoAWNjY4Vlv/yuneOwEEBmZiZMTExQ0ojwrk2qz7E4KysLJiYm6NSpk1K/6spI7TLN+l78wK3uYJ6fn48hQ4Zgzpw5aNSokVbaLCKXyyGXyzWImoiIXhdhYWHYuXMnbty4ARMTE/j4+GDRokVo3LixVEcIgTlz5mD9+vV4+vQpvL29sWrVKrzxxhsAgCdPnmD27NmIiorCvXv3YGNjg759+2LevHmwtLSU2nnnnXdw8eJFJCUloVatWujWrRsWLVqkMKt6ZcvNzcWAAQNw+/ZtHDlyRCGRtre3R05ODp4+fapwVT0pKQk+Pj5q21R3HDY0NNTqCbC226su2C/K2CeqsV+UVaU+yc/Ph0wmg56entKM7DKZtmZoL/j/9kpuU9MZ4XX5WKynpweZTKZyX9CVfUOjRN3Gxgb6+vpKV7qTkpKUrogDhcMnzp07hwsXLmDixIkA/nc/gIGBAaKiovDWW2/B3t6+1G2+SuW9WsQrQERElSMmJgYTJkxA69atkZeXh5kzZ8Lf3x/Xr1+HmZkZAGDx4sVYunQpIiMj0ahRI8yfPx9+fn64efMmzM3N8eDBAzx48ABLliyBh4cH7t69i/Hjx+PBgwf48ccfpXV16dIFn376KerUqYP79+/j448/Rv/+/Uu8JexVKkrSb926haNHjyr9vI+XlxcMDQ0RHR2NAQMGAAASEhJw9epVLF68uDJC1q6bP5fv9Y1VT9RHREQl47G4fDRK1I2MjODl5YXo6Gi8++67Unl0dDT69OmjVN/CwgJXrlxRKFu9ejWOHDmCH3/8ES4uLgCAdu3aITo6WuE+9aioqBK/ySciIlLn4MGDCs8jIiJga2uL8+fPo1OnThBCIDw8HDNnzkS/fv0AABs3boSdnR22bNmCcePGwdPTEzt27JDacHV1xYIFCzB06FDk5eVJt3O9eOxydnbGjBkz0LdvX+Tm5r6Sb+WfP3+OP//8U3p++/ZtXLx4EVZWVnBwcED//v3x22+/Yf/+/cjPz5e+GLeysoKRkREsLS0xZswYTJs2DdbW1rCyssLHH3+Mpk2bSrPAExERaep1OhZXBI2HvgcHB2PYsGFo1aoV2rVrh/Xr1yM+Ph7jx48HUHjP2v3797Fp0ybo6enB09NT4fW2trYwNjZWKJ8yZQo6deqERYsWoU+fPtizZw8OHz6M2NjYcm4eERFR4UznQGFyChQms4mJiQozncvlcnTu3BlxcXEYN26c2nYsLCzUzrny5MkTfPfdd/Dx8XllJwbnzp1Dly5dpOdF942PGDECoaGh2Lt3LwCgRYsWCq87evQofH19AQDLli2DgYEBBgwYgMzMTHTt2hWRkZFKM+ESERGVVXU+FlcEjRP1gQMHIjk5GXPnzkVCQgI8PT1x4MABODs7AygcLhcfH69Rmz4+Pti2bRtmzZqFzz77DK6urti+fTt/Q52IiMpNCIHg4GB06NBB+pK46KqyqolM7969q7Kd5ORkzJs3T+WJwyeffIKVK1ciIyMDbdu2xf79+7W8Fer5+vpKP62jSknLihgbG2PFihVYsWKFNkMjIiICUP2PxRWhTDMQBAYG4s6dO8jOzpaGLhSJjIzEsWPH1L42NDQUFy9eVCrv378/bty4gZycHPz+++/S8AciIqLymDhxIi5fvoytW7cqLSvtRKapqano2bMnPDw8MHv2bKXl//73v3HhwgVERUVBX18fw4cPL1WCTERE9DrgsVhzZZr1/XVh8+BI+RrwGKydQIiIqEwmTZqEvXv34vjx46hXr55Ubm9vD6Dw2/w6depI5aomMk1LS0OPHj1Qo0YN7Nq1S+UwOhsbG9jY2KBRo0Zo0qQJHB0dcerUKbRr166CtoyIiKhq4LG4bLQ1pz8REZHOEEJg4sSJ2LlzJ44cOSJNXlrExcUF9vb2iI6OlspycnIQExOjMJFpamoq/P39YWRkhL179yr91qq6dQNAdna2lraGiIio6uGxuHx4RZ2IiKqdCRMmYMuWLdizZw/Mzc2l++AsLS1hYmICmUyGoKAgLFy4EG5ubnBzc8PChQthamqKIUOGACj89t7f3x8ZGRnYvHkzUlNTkZqaCgCoXbs29PX1cebMGZw5cwYdOnRArVq18Pfff+Pzzz+Hq6trlf0Gn4iISBt4LC4fJupERFQm3TzsXl6pkqxZswYApFnNi0RERGDkyJEAgOnTpyMzMxOBgYF4+vQpvL29ERUVBXNzcwDA+fPncfr0aQBAw4YNFdq5ffs26tevDxMTE+zcuROzZ89Geno66tSpgx49emDbtm2Qy+UVu5FERPRa09ZxuKCgAKmpqbCwsICenvYGXPNYXD5M1ImIqNopzeQxMpkMoaGhCA0NVbn8ZbOpA0DTpk1x5Eg55zMhIiKqhngsLh/eo05ERERERESkQ5ioExEREREREekQJupEREREREREOoSJOhEREREREZEOYaJOREREREREpEM46zsRERG9ti7ee1bi8sf5D3X6pwiJiKh64hV1IiIiIiIiIh3CRJ2IiIiIiIhIhzBRJyIiIiIiItIhvEediIjK5ubPr25djQNe3bqIiIiqAm0dhwsKYJCZCZiYAHolXMflsfiV4hV1IiKqdsLCwtC6dWuYm5vD1tYWffv2xc2bNxXqCCEQGhoKBwcHmJiYwNfXF9euXZOWP3nyBJMmTULjxo1hamoKJycnTJ48GSkpKVKdO3fuYMyYMXBxcYGJiQlcXV0xe/Zs5OTkvLJtJSIi0kU8FpcPE3UiIqp2YmJiMGHCBJw6dQrR0dHIy8uDv78/0tPTpTqLFy/G0qVLsXLlSpw9exb29vbw8/NDWloaAODBgwd48OABlixZgitXriAyMhIHDx7EmDFjpDZu3LiBgoICrFu3DteuXcOyZcuwdu1afPrpp698m4mIiHQJj8Xlw6HvRERU7Rw8eFDheUREBGxtbXH+/Hl06tQJQgiEh4dj5syZ6NevHwBg48aNsLOzw5YtWzBu3Dh4enpix44dUhuurq5YsGABhg4diry8PBgYGKBHjx7o0aOHVKdBgwa4efMm1qxZgyVLlryajSUiItJBPBaXD6+oExFRtVc0RM7KygoAcPv2bSQmJsLf31+qI5fL0blzZ8TFxZXYjoWFBQwM1H/PnZKSIq2HiIiICvFYrBkm6kREVK0JIRAcHIwOHTrA09MTAJCYmAgAsLOzU6hrZ2cnLSsuOTkZ8+bNw7hx49Su66+//sKKFSswfvx4LUVPRERU9fFYrDkOfSciompt4sSJuHz5MmJjY5WWyWQyhedCCKUyAEhNTUXPnj3h4eGB2bNnq1zPgwcP0KNHD7z//vsYO3asdoInIiKqBngs1hyvqBMRUbU1adIk7N27F0ePHkW9evWkcnt7ewBQ+sY+KSlJ6Zv9tLQ09OjRAzVq1MCuXbtgaGiotJ4HDx6gS5cuaNeuHdavX18BW0JERFQ18VhcNkzUiYio2hFCYOLEidi5cyeOHDkCFxcXheUuLi6wt7dHdHS0VJaTk4OYmBj4+PhIZampqfD394eRkRH27t0LY2NjpXXdv38fvr6+ePPNNxEREQG9kn6DloiI6DXBY3H5cOg7ERFVOxMmTMCWLVuwZ88emJubS9/WW1pawsTEBDKZDEFBQVi4cCHc3Nzg5uaGhQsXwtTUFEOGDAFQ+O29v78/MjIysHnzZqSmpiI1NRUAULt2bejr6+PBgwfw9fWFk5MTlixZgkePHkkxFF0pICIieh3xWFw+TNSJiKhsGgdUdgRqrVmzBgDg6+urUB4REYGRI0cCAKZPn47MzEwEBgbi6dOn8Pb2RlRUFMzNzQEA58+fx+nTpwEADRs2VGjn9u3bqF+/PqKiovDnn3/izz//VBjOBxReSSAiIqow2joOFxQgLzUVsLAAtHglmsfi8mGiTkRE1U5pDswymQyhoaEIDQ1VudzX1/el7YwcOVI62SAiIqL/4bG4fKr+4H0iIiIiIiKiaqRMifrq1avh4uICY2NjeHl54cSJE2rrxsbGon379rC2toaJiQnc3d2xbNkyhTqRkZGQyWRKj6ysrLKER0RERERERFRlaTz0ffv27QgKCsLq1avRvn17rFu3DgEBAbh+/TqcnJyU6puZmWHixIlo1qwZzMzMEBsbi3HjxsHMzAwfffSRVM/CwgI3b95UeK2qGf2IiIiIiIiIqjONE/WlS5dizJgx0g/Ih4eH49ChQ1izZg3CwsKU6rds2RItW7aUntevXx87d+7EiRMnFBJ1mUym0ax82dnZyM7Olp4Xzf5HREREREREVJVplKjn5OTg/PnzmDFjhkK5v78/4uLiStXGhQsXEBcXh/nz5yuUP3/+HM7OzsjPz0eLFi0wb948hQS/uLCwMMyZM0eT8ImIqIyq8qypuoZ9WbmOPb2u8PzvzPQS66c+M4HBvZpql/s6+mohKiIiIkUa3aP++PFj5Ofnw87OTqHczs5O+l08derVqwe5XI5WrVphwoQJ0hV5AHB3d0dkZCT27t2LrVu3wtjYGO3bt8etW7fUthcSEoKUlBTpce/ePU02hYiISsHQ0BAAkJGRUcmRVB85OTkAAH19/UqOhIiIiHRVmX6eTSaTKTwXQiiVFXfixAk8f/4cp06dwowZM9CwYUMMHjwYANC2bVu0bdtWqtu+fXu8+eabWLFiBZYvX66yPblcDrlcXpbwiYiolPT19VGzZk0kJSUBAExNTV/6eU/qFRQU4NGjRzA1NYWBAX8hlYiIiFTT6CzBxsYG+vr6SlfPk5KSlK6yF+fi4gIAaNq0KR4+fIjQ0FApUS9OT08PrVu3LvGKOhERvRpF84cUJetUPnp6enBycuIXHkRERKSWRom6kZERvLy8EB0djXfffVcqj46ORp8+fUrdjhBCYSI4VcsvXryIpk2bahIeERFVAJlMhjp16sDW1ha5ubmVHU6VZ2RkBD29Mv06KhEREb0mNB53FxwcjGHDhqFVq1Zo164d1q9fj/j4eIwfPx5A4b3j9+/fx6ZNmwAAq1atgpOTE9zd3QEU/q76kiVLMGnSJKnNOXPmoG3btnBzc0NqaiqWL1+OixcvYtWqVdrYRiIi0gJ9fX3eV01ERKQjjt07ppV2CgoKkJmZCZMUkxK/SObkma+Wxl/pDxw4EOHh4Zg7dy5atGiB48eP48CBA3B2dgYAJCQkID4+XqpfUFCAkJAQtGjRAq1atcKKFSvwxRdfYO7cuVKdZ8+e4aOPPkKTJk3g7++P+/fv4/jx42jTpo0WNpGIiIiIiIhepbCwMLRu3Rrm5uawtbVF3759cfPmTYU6QgiEhobCwcEBJiYm8PX1xbVr16TlT548waRJk9C4cWOYmprCyckJkydPRkpKikI7CxYsgI+PD0xNTVGzZs1XsXkVrkwz2QQGBiIwMFDlssjISIXnkyZNUrh6rsqyZcuwbNmysoRCREREREREOiYmJgYTJkxA69atkZeXh5kzZ8Lf3x/Xr1+HmZkZAGDx4sVYunQpIiMj0ahRI8yfPx9+fn64efMmzM3N8eDBAzx48ABLliyBh4cH7t69i/Hjx+PBgwf48ccfpXXl5OTg/fffR7t27bBhw4bK2mSt4pSzREREREREpFUHDx5UeB4REQFbW1ucP38enTp1ghAC4eHhmDlzJvr16wcA2LhxI+zs7LBlyxaMGzcOnp6e2LFjh9SGq6srFixYgKFDhyIvL0/6BZU5c+YAUL5oXJVxNhsiIqIq7Pjx4+jduzccHBwgk8mwe/duheUvG1YIANnZ2Zg0aRJsbGxgZmaGd955B//8888r3AoiIqruioarW1lZAQBu376NxMRE+Pv7S3Xkcjk6d+6MuLi4EtuxsLCo9j9zykSdiIioCktPT0fz5s2xcuVKlcuLhhWuXLkSZ8+ehb29Pfz8/JCWlibVCQoKwq5du7Bt2zbExsbi+fPn6NWrF/Lz81/VZhARUTUmhEBwcDA6dOgAT09PAJB+8rv4z3zb2dkp/Rx4keTkZMybNw/jxo2r2IB1QPX+GoKIiKiaCwgIQEBAgMplpRlWmJKSgg0bNuDbb79Ft27dAACbN2+Go6MjDh8+jO7du7+ybSEioupp4sSJuHz5MmJjY5WWyWQyhedCCKUyAEhNTUXPnj3h4eGB2bNnV1isuoKJOhERUTX1smGF48aNw/nz55Gbm6tQx8HBAZ6enoiLi1ObqGdnZyM7O1t6npqaCgDIzc1Fbm5uuWMvaqPcbeULhaeiQPHkTyZKHlwoKwBEsTZepI1t1YTW+qUaYZ+oxn5RVhX7JDc3F0IIFBQUoKCgQGFZ8efaUFKbZV3f5MmTsXfvXhw7dgwODg5SO7a2tgCABw8eKFxVf/jwIWxtbRXWl5aWhoCAANSoUQM7duyAvr6+yniKyl4Wa0FBAYQQyM3NVfrpWV3ZP5ioExERVVMlDSu8e/euVMfIyAi1atVSqqNu6CFQ+LM7RZP3vCgqKgqmpqblDV0SHR2ttbYKuSo8s3pJbatkIDU5Ve3yA5cOaCEmzWm/X6o+9olq7BdlValPDAwMYG9vj+fPnyMnJ0dhWWZmplbX9bL2ir6QLS0hBKZPn46ffvoJ+/btg7W1tUIb1tbWsLOzw/79++HqWvjZnJOTg5iYGISGhkp1U1NT0b9/fxgZGWHTpk3IyclR6osiWVlZEEK8NNacnBxkZmbi+PHjyMvLU1iWkZGh0XZWFCbqRERE1VxphxVqUickJATBwcHS89TUVDg6OsLf3x8WFhblCxiFVzSio6Ph5+cHQ0PDsjd0S/GEPPbZDYXndx6XfEKWauWJZvUs1S7vULdD2WMrA631SzXCPlGN/aKsKvZJVlYW7t27hxo1asDY2FhhmUmKidbWk5mZCROTktvT9LN9woQJ+OGHH7Br1y7UqVNHSoAtLS2ldQUFBeGLL76Ap6cn3NzcEBYWBjMzM4wePRrm5uZIS0vDgAEDkJWVhe+++w7A/xLp2rVrS1fD4+Pj8eTJEzx69AgFBQX4+++/AQANGzZEjRo1lGLLysqCiYkJOnXqpNSvmn4hUVGYqBMREVVT9vb2AAqvmtepU0cqT0pKkq6y29vbIycnB0+fPlW4qp6UlAQfHx+1bcvlcsjlcqVyQ0NDrZ4Al7s9/WJD3fWKDYWXlTw8UugBMn31X1hU1sm+tvu5OmCfqMZ+UVaV+iQ/Px8ymQx6enrQ01O8Vect57e0so6CggKkpqbCwsJCaR3lsXbtWgDAW28pxhkREYGRI0cCAD755BNkZWVh4sSJePr0Kby9vREVFQVLy8IvSC9cuIDTp08DABo1aqTQzu3bt1G/fn0AQGhoKDZu3Cgt8/LyAgAcPXoUvr6+SrHp6elBJpOp3Bd0Zd/grO9ERETVlIuLC+zt7RWGeRYNKyxKwr28vGBoaKhQJyEhAVevXi0xUSciIiqJEELloyhJBwpHfIWGhiIhIQFZWVmIiYmRZoUHAF9fX7XtFCXpQOHvp6uqoypJryp4RZ2IiKgKe/78Of7880/p+e3bt3Hx4kVYWVnByckJQUFBWLhwIdzc3ODm5oaFCxfC1NQUQ4YMAVA4BHHMmDGYNm0arK2tYWVlhY8//hhNmzaVZoEnIiKiV4uJOhERURV27tw5dOnSRXpedN/4iBEjEBkZienTpyMzMxOBgYEKwwrNzc2l1yxbtgwGBgYYMGAAMjMz0bVrV0RGRirNhEtERESvBhN1IiKiKqxoWKA6RcMKQ0ND1dYxNjbGihUrsGLFigqIkIiIiDTFe9SJiIiIiIiIdAgTdSIiIiIiIh1WUFDyL1SQZqpCf3LoOxERERERkQ4yMjKCnp4eHjx4gNq1a8PIyAgymfqfjCyLgoIC5OTkICsrS6s/z6aLhBDIycnBo0ePoKenByMjo8oOSS0m6kRERERERDpIT08PLi4uSEhIwIMHDypkHUIIZGZmwsTEROtfAugqU1NTODk56fQXE0zUiYiIiIiIdJSRkRGcnJyQl5eH/Px8rbefm5uL48ePo1OnTjA0NNR6+7pGX18fBgYGOv+lBBN1IiIiIiIiHSaTyWBoaFghibS+vj7y8vJgbGz8WiTqVYXuXusnIiIiIiIieg0xUSciIiIiIiLSIUzUiYiIiIiIiHQIE3UiIiIiIiIiHcJEnYiIiIiIiEiHMFEnIiIiIiIi0iFM1ImIiIiIiIh0CBN1IiIiIiIiIh1SpkR99erVcHFxgbGxMby8vHDixAm1dWNjY9G+fXtYW1vDxMQE7u7uWLZsmVK9HTt2wMPDA3K5HB4eHti1a1dZQiMiIiIiIiKq0jRO1Ldv346goCDMnDkTFy5cQMeOHREQEID4+HiV9c3MzDBx4kQcP34cv//+O2bNmoVZs2Zh/fr1Up2TJ09i4MCBGDZsGC5duoRhw4ZhwIABOH36dNm3jIiIiIiIiKgK0jhRX7p0KcaMGYOxY8eiSZMmCA8Ph6OjI9asWaOyfsuWLTF48GC88cYbqF+/PoYOHYru3bsrXIUPDw+Hn58fQkJC4O7ujpCQEHTt2hXh4eFl3jAiIiIiIiKiqkijRD0nJwfnz5+Hv7+/Qrm/vz/i4uJK1caFCxcQFxeHzp07S2UnT55UarN79+4ltpmdnY3U1FSFBxEREREREVFVp1Gi/vjxY+Tn58POzk6h3M7ODomJiSW+tl69epDL5WjVqhUmTJiAsWPHSssSExM1bjMsLAyWlpbSw9HRUZNNISIiIiIiItJJZZpMTiaTKTwXQiiVFXfixAmcO3cOa9euRXh4OLZu3VquNkNCQpCSkiI97t27p+FWEBEREREREekeA00q29jYQF9fX+lKd1JSktIV8eJcXFwAAE2bNsXDhw8RGhqKwYMHAwDs7e01blMul0Mul2sSPhEREREREZHO0+iKupGREby8vBAdHa1QHh0dDR8fn1K3I4RAdna29Lxdu3ZKbUZFRWnUJhEREREREVF1oNEVdQAIDg7GsGHD0KpVK7Rr1w7r169HfHw8xo8fD6BwSPr9+/exadMmAMCqVavg5OQEd3d3AIW/q75kyRJMmjRJanPKlCno1KkTFi1ahD59+mDPnj04fPgwYmNjtbGNRERERERERFWGxon6wIEDkZycjLlz5yIhIQGenp44cOAAnJ2dAQAJCQkKv6leUFCAkJAQ3L59GwYGBnB1dcUXX3yBcePGSXV8fHywbds2zJo1C5999hlcXV2xfft2eHt7a2ETiYiIiMrGIvkyoGemvkJGpvpljQO0HxAREb0WNE7UASAwMBCBgYEql0VGRio8nzRpksLVc3X69++P/v37lyUcIiIiIiIiomqjTLO+ExEREREREVHFYKJOREREREREpEOYqBMRERERERHpECbqRERERERERDqEiToRERERERGRDmGiTkRERERERKRDmKgTERERERER6RAm6kREREREREQ6hIk6ERERERERkQ5hok5ERERERESkQ5ioExEREREREekQJupEREREREREOoSJOhEREREREZEOYaJOREREREREpEOYqBMREVVzeXl5mDVrFlxcXGBiYoIGDRpg7ty5KCgokOoIIRAaGgoHBweYmJjA19cX165dq8SoiYiIXl9M1ImIiKq5RYsWYe3atVi5ciV+//13LF68GP/5z3+wYsUKqc7ixYuxdOlSrFy5EmfPnoW9vT38/PyQlpZWiZETERG9npioExERVXMnT55Enz590LNnT9SvXx/9+/eHv78/zp07B6Dwanp4eDhmzpyJfv36wdPTExs3bkRGRga2bNlSydETERG9fgwqOwAiIiKqWB06dMDatWvxxx9/oFGjRrh06RJiY2MRHh4OALh9+zYSExPh7+8vvUYul6Nz586Ii4vDuHHjlNrMzs5Gdna29Dw1NRUAkJubi9zc3HLHXNRGudvKFwpPRYFM4blMvPyaRfHXvCi3WPuKC8vfD8pNaqlfqhH2iWrsF2XsE9XYL4p0pR+YqBMREVVzn3zyCVJSUuDu7g59fX3k5+djwYIFGDx4MAAgMTERAGBnZ6fwOjs7O9y9e1dlm2FhYZgzZ45SeVRUFExNTbUWe3R0tNbaKuSq8MyqFK9IfaR+2YFHJZzQ3TpQupDKQPv9UvWxT1Rjvyhjn6jGfimUkZFR2SEAYKJORERU7W3fvh2bN2/Gli1b8MYbb+DixYsICgqCg4MDRowYIdWTyRSvHAshlMqKhISEIDg4WHqempoKR0dH+Pv7w8LCotwx5+bmIjo6Gn5+fjA0NCx7Q7cUTzxjn91QeH7n8ctPyOrbqP/ioUNNd/UvdPN7adua0lq/VCPsE9XYL8rYJ6qxXxQVjRCrbEzUiYiIqrl///vfmDFjBgYNGgQAaNq0Ke7evYuwsDCMGDEC9vb2AAqvrNepU0d6XVJSktJV9iJyuRxyuVyp3NDQUKsneuVuT7/YUHe9YkPhZQV4meKveZGhvvph8ajAE15t93N1wD5Rjf2ijH2iGvulkK70ASeTIyIiquYyMjKgp6d4yNfX15d+ns3FxQX29vYKwx5zcnIQExMDHx+fVxorERER8Yo6ERFRtde7d28sWLAATk5OeOONN3DhwgUsXboUo0ePBlA45D0oKAgLFy6Em5sb3NzcsHDhQpiammLIkCGVHD0REdHrh4k6ERFRNbdixQp89tlnCAwMRFJSEhwcHDBu3Dh8/vnnUp3p06cjMzMTgYGBePr0Kby9vREVFQVzc/NKjJyIiOj1xESdiIiomjM3N0d4eLj0c2yqyGQyhIaGIjQ09JXFRURERKrxHnUiIiIiIiIiHcJEnYiIiIiIiEiHlClRX716NVxcXGBsbAwvLy+cOHFCbd2dO3fCz88PtWvXhoWFBdq1a4dDhw4p1ImMjIRMJlN6ZGVllSU8IiIiIiIioipL40R9+/btCAoKwsyZM3HhwgV07NgRAQEBiI+PV1n/+PHj8PPzw4EDB3D+/Hl06dIFvXv3xoULFxTqWVhYICEhQeFhbGxctq0iIiIiIiIiqqI0nkxu6dKlGDNmDMaOHQsACA8Px6FDh7BmzRqEhYUp1S8+cc3ChQuxZ88e7Nu3Dy1btpTKZTIZ7O3tNQ2HiIiIiIiIqFrR6Ip6Tk4Ozp8/D39/f4Vyf39/xMXFlaqNgoICpKWlwcrKSqH8+fPncHZ2Rr169dCrVy+lK+7FZWdnIzU1VeFBREREREREVNVplKg/fvwY+fn5sLOzUyi3s7NDYmJiqdr48ssvkZ6ejgEDBkhl7u7uiIyMxN69e7F161YYGxujffv2uHXrltp2wsLCYGlpKT0cHR012RQiIiIiIiIinVSmyeRkMpnCcyGEUpkqW7duRWhoKLZv3w5bW1upvG3bthg6dCiaN2+Ojh074vvvv0ejRo2wYsUKtW2FhIQgJSVFety7d68sm0JERERERESkUzS6R93Gxgb6+vpKV8+TkpKUrrIXt337dowZMwY//PADunXrVmJdPT09tG7dusQr6nK5HHK5vPTBExEREREREVUBGl1RNzIygpeXF6KjoxXKo6Oj4ePjo/Z1W7duxciRI7Flyxb07NnzpesRQuDixYuoU6eOJuERERERERERVXkaz/oeHByMYcOGoVWrVmjXrh3Wr1+P+Ph4jB8/HkDhkPT79+9j06ZNAAqT9OHDh+Orr75C27ZtpavxJiYmsLS0BADMmTMHbdu2hZubG1JTU7F8+XJcvHgRq1at0tZ2EhEREREREVUJGifqAwcORHJyMubOnYuEhAR4enriwIEDcHZ2BgAkJCQo/Kb6unXrkJeXhwkTJmDChAlS+YgRIxAZGQkAePbsGT766CMkJibC0tISLVu2xPHjx9GmTZtybh4RERERERFR1aJxog4AgYGBCAwMVLmsKPkucuzYsZe2t2zZMixbtqwsoRARERERERFVK2Wa9Z2IiIiIiIiIKgYTdSIiIiIiIiIdwkSdiIiIiIiISIcwUSciIiIiIiLSIUzUiYiIiIiIiHQIE3UiIiIiIiIiHcJEnYiIiIiIiEiHMFEnIiIiIiIi0iFM1ImIiIiIiIh0CBN1IiIiIiIiIh3CRJ2IiIiIiIhIhzBRJyIiIiIiItIhTNSJiIiIiIiIdAgTdSIiIiIiIiIdwkSdiIiIiIiISIcwUSciIiIiIiLSIQaVHQARERGRWreiAX1ZpYbw96N0tctqPn+GFo41X10wRET0WuAVdSIiIiIiIiIdwkSdiIiIiIiISIcwUSciIiIiIiLSIUzUiYiIiIiIiHQIE3UiIiIiIiIiHcJEnYiIiIiIiEiHMFEnIiIiIiIi0iFM1ImIiIiIiIh0CBN1IiIiIiIiIh3CRJ2IiIiIiIhIh5QpUV+9ejVcXFxgbGwMLy8vnDhxQm3dnTt3ws/PD7Vr14aFhQXatWuHQ4cOKdXbsWMHPDw8IJfL4eHhgV27dpUlNCIiIlLh/v37GDp0KKytrWFqaooWLVrg/Pnz0nIhBEJDQ+Hg4AATExP4+vri2rVrlRgxERHR60vjRH379u0ICgrCzJkzceHCBXTs2BEBAQGIj49XWf/48ePw8/PDgQMHcP78eXTp0gW9e/fGhQsXpDonT57EwIEDMWzYMFy6dAnDhg3DgAEDcPr06bJvGREREQEAnj59ivbt28PQ0BA///wzrl+/ji+//BI1a9aU6ixevBhLly7FypUrcfbsWdjb28PPzw9paWmVFzgREdFrykDTFyxduhRjxozB2LFjAQDh4eE4dOgQ1qxZg7CwMKX64eHhCs8XLlyIPXv2YN++fWjZsqVUx8/PDyEhIQCAkJAQxMTEIDw8HFu3btU0RCIiInrBokWL4OjoiIiICKmsfv360v+FEAgPD8fMmTPRr18/AMDGjRthZ2eHLVu2YNy4ca86ZCIioteaRol6Tk4Ozp8/jxkzZiiU+/v7Iy4urlRtFBQUIC0tDVZWVlLZyZMnMXXqVIV63bt3V0ryX5SdnY3s7GzpeWpqaqnWT0RE9LrZu3cvunfvjvfffx8xMTGoW7cuAgMD8eGHHwIAbt++jcTERPj7+0uvkcvl6Ny5M+Li4lQm6uqOw7m5ucjNzS13zEVt5OaLcrf1IlEgU3guE+WbrqdAlBCjFvpBuclchX+JfaIO+0UZ+0Q19osiXekHjRL1x48fIz8/H3Z2dgrldnZ2SExMLFUbX375JdLT0zFgwACpLDExUeM2w8LCMGfOHA2iJyIiej39/fffWLNmDYKDg/Hpp5/izJkzmDx5MuRyOYYPHy4db1Udi+/evauyTXXH4aioKJiammot9ui/87TWViFXhWdWamqV1r0M4N4tNSd1tw6Us3X1oqOjK6ztqop9ohr7RRn7RDX2S6GMjIzKDgFAGYa+A4BMpvhttBBCqUyVrVu3IjQ0FHv27IGtrW252gwJCUFwcLD0PDU1FY6OjqUJn4iI6LVSUFCAVq1aYeHChQCAli1b4tq1a1izZg2GDx8u1dPkWKzuOOzv7w8LC4tyx5ybm4vo6Gj4NTCAof7LzzFKK/bZDYXndx6X74SsuYkrmta1VL3Qza9cbasi9YufHwwNDbXeflXEPlGN/aKMfaIa+0WRrozU1ihRt7Gxgb6+vtKV7qSkJKVv4Yvbvn07xowZgx9++AHdunVTWGZvb69xm3K5HHK5XJPwiYiIXkt16tSBh4eHQlmTJk2wY8cOAIXHYaBwhFudOnWkOiUdi9Udhw0NDbV6omeoL9Nqoi7TUxymLmQF5WpPTwb18VXgCa+2+7k6YJ+oxn5Rxj5Rjf1SSFf6QKMbs4yMjODl5aU0LCI6Oho+Pj5qX7d161aMHDkSW7ZsQc+ePZWWt2vXTqnNqKioEtskIiKi0mnfvj1u3rypUPbHH3/A2dkZAODi4gJ7e3uFY3FOTg5iYmJ4LCYiIqoEGg99Dw4OxrBhw9CqVSu0a9cO69evR3x8PMaPHw+gcCjc/fv3sWnTJgCFSfrw4cPx1VdfoW3bttKVcxMTE1haFg4VmzJlCjp16oRFixahT58+2LNnDw4fPozY2FhtbScREdFra+rUqfDx8cHChQsxYMAAnDlzBuvXr8f69esBFA55DwoKwsKFC+Hm5gY3NzcsXLgQpqamGDJkSCVHT0RE9PrROFEfOHAgkpOTMXfuXCQkJMDT0xMHDhyQvpVPSEhQ+E31devWIS8vDxMmTMCECROk8hEjRiAyMhIA4OPjg23btmHWrFn47LPP4Orqiu3bt8Pb27ucm0dEREStW7fGrl27EBISgrlz58LFxQXh4eH44IMPpDrTp09HZmYmAgMD8fTpU3h7eyMqKgrm5uaVGDkREdHrqUyTyQUGBiIwMFDlsqLku8ixY8dK1Wb//v3Rv3//soRDREREL9GrVy/06tVL7XKZTIbQ0FCEhoa+uqCIiIhIpfL9eCgRERERERERaRUTdSIiIiIiIiIdwkSdiIiIiIiISIcwUSciIiIiIiLSIUzUiYiIiIiIiHQIE3UiIiIiIiIiHcJEnYiIiIiIiEiHMFEnIiIiIiIi0iFM1ImIiIiIiIh0CBN1IiIiIiIiIh3CRJ2IiIiIiIhIhzBRJyIiIiIiItIhBpUdwOvk8PWH5Xp9Nw87LUVCREREREREuopX1ImIiIiIiIh0CK+ov0I2D46UrwGPwdoJhIiIiIiIiHQWr6gTERERERER6RAm6kREREREREQ6hIk6ERERERERkQ5hok5ERERERESkQ5ioExEREREREekQJupEREREREREOoSJOhEREREREZEOYaJOREREREREpEOYqBMRERERERHpECbqRERERERERDqEiToRERERERGRDmGiTkRERERERKRDypSor169Gi4uLjA2NoaXlxdOnDihtm5CQgKGDBmCxo0bQ09PD0FBQUp1IiMjIZPJlB5ZWVllCY+IiIiIiIioytI4Ud++fTuCgoIwc+ZMXLhwAR07dkRAQADi4+NV1s/Ozkbt2rUxc+ZMNG/eXG27FhYWSEhIUHgYGxtrGh4RERERERFRlaZxor506VKMGTMGY8eORZMmTRAeHg5HR0esWbNGZf369evjq6++wvDhw2Fpaam2XZlMBnt7e4UHERERERER0etGo0Q9JycH58+fh7+/v0K5v78/4uLiyhXI8+fP4ezsjHr16qFXr164cOFCifWzs7ORmpqq8CAiIiIiIiKq6jRK1B8/foz8/HzY2dkplNvZ2SExMbHMQbi7uyMyMhJ79+7F1q1bYWxsjPbt2+PWrVtqXxMWFgZLS0vp4ejoWOb1ExEREREREemKMk0mJ5PJFJ4LIZTKNNG2bVsMHToUzZs3R8eOHfH999+jUaNGWLFihdrXhISEICUlRXrcu3evzOsnIiIiIiIi0hUGmlS2sbGBvr6+0tXzpKQkpavs5aGnp4fWrVuXeEVdLpdDLpdrbZ1EREREREREukCjK+pGRkbw8vJCdHS0Qnl0dDR8fHy0FpQQAhcvXkSdOnW01iYRERERERFRVaDRFXUACA4OxrBhw9CqVSu0a9cO69evR3x8PMaPHw+gcEj6/fv3sWnTJuk1Fy9eBFA4YdyjR49w8eJFGBkZwcPDAwAwZ84ctG3bFm5ubkhNTcXy5ctx8eJFrFq1SgubSERERERERFR1aJyoDxw4EMnJyZg7dy4SEhLg6emJAwcOwNnZGQCQkJCg9JvqLVu2lP5//vx5bNmyBc7Ozrhz5w4A4NmzZ/joo4+QmJgIS0tLtGzZEsePH0ebNm3KsWlEREREREREVY/GiToABAYGIjAwUOWyyMhIpTIhRIntLVu2DMuWLStLKERERERERETVSplmfSciIiIiIiKiisFEnYiIiIiIiEiHMFEnIiJ6jYSFhUEmkyEoKEgqE0IgNDQUDg4OMDExga+vL65du1Z5QRIREb3mynSPOhEREVU9Z8+exfr169GsWTOF8sWLF2Pp0qWIjIxEo0aNMH/+fPj5+eHmzZswNzevpGi14+K9ZwrP/85Mr5xAiIiINMBEnYiI6DXw/PlzfPDBB/jvf/+L+fPnS+VCCISHh2PmzJno168fAGDjxo2ws7PDli1bMG7cOJXtZWdnIzs7W3qempoKAMjNzUVubm654y1qIze/5AlpX6ag2MtlQruDCQtECTFqoR+Um8xV+JfYJ+qwX5SxT1RjvyjSlX5gok5ERPQamDBhAnr27Ilu3bopJOq3b99GYmIi/P39pTK5XI7OnTsjLi5ObaIeFhaGOXPmKJVHRUXB1NRUa3FH/51XzhYUY7FC03K2p+heBnDvlpqTulsHtLquF0VHR1dY21UV+0Q19osy9olq7JdCGRkZlR0CACbqRERE1d62bdvw22+/4ezZs0rLEhMTAQB2dnYK5XZ2drh7967aNkNCQhAcHCw9T01NhaOjI/z9/WFhYVHumHNzcxEdHQ2/BgYw1JeVuZ0r91MUnl/K/Ku8oSlobuKKpnUtVS9089PquoAX+sXPD4aGhlpvvypin6jGflHGPlGN/aKoaIRYZWOiTkREVI3du3cPU6ZMQVRUFIyNjdXWk8kUk2EhhFLZi+RyOeRyuVK5oaGhVk/0DPVl5UrU9Yq9VMgKyhmRcvtq46vAE15t93N1wD5Rjf2ijH2iGvulkK70AWd9JyIiqsbOnz+PpKQkeHl5wcDAAAYGBoiJicHy5cthYGAgXUkvurJeJCkpSekqOxEREb0avKJO/3Pz5/K9vnGAduIgIiKt6dq1K65cuaJQNmrUKLi7u+OTTz5BgwYNYG9vj+joaLRs2RIAkJOTg5iYGCxatKgyQiYiInrtMVEnIiKqxszNzeHp6alQZmZmBmtra6k8KCgICxcuhJubG9zc3LBw4UKYmppiyJAhlREyERHRa4+JOhER0Wtu+vTpyMzMRGBgIJ4+fQpvb29ERUVV+d9QJyIiqqqYqBMREb1mjh07pvBcJpMhNDQUoaGhlRIPERERKeJkckREREREREQ6hIk6ERERERERkQ7h0HciIiKqki7ee1bZIeC3zFt49tRM9cJ7Jhq35+voW76AiIioWuAVdSIiIiIiIiIdwkSdiIiIiIiISIcwUSciIiIiIiLSIbxHvQo7fP1huV7fzcNOS5EQERERERGRtvCKOhEREREREZEOYaJOREREREREpEOYqBMRERERERHpEN6jXoXZPDhSvgY8BmsnECIiogoS++wGZHpC5bK/M9NfcTRERESvBq+oExEREREREekQJupEREREREREOoSJOhEREREREZEOKVOivnr1ari4uMDY2BheXl44ceKE2roJCQkYMmQIGjduDD09PQQFBamst2PHDnh4eEAul8PDwwO7du0qS2hEREREREREVZrGifr27dsRFBSEmTNn4sKFC+jYsSMCAgIQHx+vsn52djZq166NmTNnonnz5irrnDx5EgMHDsSwYcNw6dIlDBs2DAMGDMDp06c1DY+IiIiIiIioStM4UV+6dCnGjBmDsWPHokmTJggPD4ejoyPWrFmjsn79+vXx1VdfYfjw4bC0tFRZJzw8HH5+fggJCYG7uztCQkLQtWtXhIeHaxoeERERERERUZWm0c+z5eTk4Pz585gxY4ZCub+/P+Li4socxMmTJzF16lSFsu7du5eYqGdnZyM7O1t6npqaWub1U6GL956V6/UtGmsnDiIiIiIioteZRlfUHz9+jPz8fNjZ2SmU29nZITExscxBJCYmatxmWFgYLC0tpYejo2OZ109ERERERESkK8o0mZxMJlN4LoRQKqvoNkNCQpCSkiI97t27V671ExEREREREekCjYa+29jYQF9fX+lKd1JSktIVcU3Y29tr3KZcLodcLi/zOomIiIiIiIh0kUZX1I2MjODl5YXo6GiF8ujoaPj4+JQ5iHbt2im1GRUVVa42iYiIiIiIiKoija6oA0BwcDCGDRuGVq1aoV27dli/fj3i4+Mxfvx4AIVD0u/fv49NmzZJr7l48SIA4Pnz53j06BEuXrwIIyMjeHh4AACmTJmCTp06YdGiRejTpw/27NmDw4cPIzY2VgubSERERERERFR1aJyoDxw4EMnJyZg7dy4SEhLg6emJAwcOwNnZGQCQkJCg9JvqLVu2lP5//vx5bNmyBc7Ozrhz5w4AwMfHB9u2bcOsWbPw2WefwdXVFdu3b4e3t3c5No2IiIioajl271iJy0W+AADE3o+FTL/k+YF8HX21ExQREb1yGifqABAYGIjAwECVyyIjI5XKhBAvbbN///7o379/WcIhIiIiIiIiqjbKlKgTERERvQp3HmdAyAoqOwwiIqJXqkw/z0ZEREREREREFYOJOhEREREREZEOYaJOREREREREpEOYqBMRERERERHpECbqRERERERERDqEiToRERERERGRDuHPs1GFOXz9Yble383DTkuREBERERERVR28ok5ERERERESkQ5ioExEREREREekQJupEREREREREOoSJOhEREREREZEOYaJOREREREREpEOYqBMRERERERHpECbqRERE1VxYWBhat24Nc3Nz2Nraom/fvrh586ZCHSEEQkND4eDgABMTE/j6+uLatWuVFDEREdHrjYk6ERFRNRcTE4MJEybg1KlTiI6ORl5eHvz9/ZGeni7VWbx4MZYuXYqVK1fi7NmzsLe3h5+fH9LS0ioxciIioteTQWUHQERERBXr4MGDCs8jIiJga2uL8+fPo1OnThBCIDw8HDNnzkS/fv0AABs3boSdnR22bNmCcePGVUbYREREry0m6kRERK+ZlJQUAICVlRUA4Pbt20hMTIS/v79URy6Xo3PnzoiLi1OZqGdnZyM7O1t6npqaCgDIzc1Fbm5uuWOU2hB6kJW7tYolCtREmC+0v67/b1OUom1t/B2qgqLtfF22t7TYL8rYJ6qxXxTpSj8wUSciInqNCCEQHByMDh06wNPTEwCQmJgIALCzs1Ooa2dnh7t376psJywsDHPmzFEqj4qKgqmpqdbitcIbgPbzXa1KfaRmwaPUCltn2tWX35Jw4NKBClu/LoqOjq7sEHQS+0UZ+0Q19kuhjIyMyg4BABN1IiKi18rEiRNx+fJlxMbGKi2TyRSvDAshlMqKhISEIDg4WHqempoKR0dH+Pv7w8LCotxx5ubmIjo6Gk9wDZAVlLu9ilTfRs0XEw4ttb4ukS+QdjUN5p7mkOmXPNagQ90OWl+/LiraV/z8/GBoaFjZ4egM9osy9olq7BdFRSPEKhsTdSIiotfEpEmTsHfvXhw/fhz16tWTyu3t7QEUXlmvU6eOVJ6UlKR0lb2IXC6HXC5XKjc0NNTuiZ6sAELHE/Xbyc9VlqciRfp/C8ea5VrHxXvPABR+Z1EfMlxJSIUoNiVw8XW8bifcWt/3qgn2izL2iWrsl0K60gec9Z2IiKiaE0Jg4sSJ2LlzJ44cOQIXFxeF5S4uLrC3t1cY9piTk4OYmBj4+Pi86nCJiIhee7yiTkREVM1NmDABW7ZswZ49e2Bubi7dk25paQkTExPIZDIEBQVh4cKFcHNzg5ubGxYuXAhTU1MMGTKkkqMnIiJ6/TBRJyIiqubWrFkDAPD19VUoj4iIwMiRIwEA06dPR2ZmJgIDA/H06VN4e3sjKioK5ubmrzja6sMi+fL/nuiZad5AXS/tBUNERFUKE3UiIqJqToiXT5suk8kQGhqK0NDQig+IiIiISsR71ImIiIiIiIh0CBN1IiIiIiIiIh1SpkR99erVcHFxgbGxMby8vHDixIkS68fExMDLywvGxsZo0KAB1q5dq7A8MjISMplM6ZGVlVWW8IiIiIiIiIiqLI0T9e3btyMoKAgzZ87EhQsX0LFjRwQEBCA+Pl5l/du3b+Ptt99Gx44dceHCBXz66aeYPHkyduzYoVDPwsICCQkJCg9jY+OybRURERERERFRFaXxZHJLly7FmDFjMHbsWABAeHg4Dh06hDVr1iAsLEyp/tq1a+Hk5ITw8HAAQJMmTXDu3DksWbIE7733nlRPJpPB3t6+jJtBREREREREVD1odEU9JycH58+fh7+/v0K5v78/4uLiVL7m5MmTSvW7d++Oc+fOITc3Vyp7/vw5nJ2dUa9ePfTq1QsXLlwoMZbs7GykpqYqPIiIiIiIiIiqOo2uqD9+/Bj5+fmws7NTKLezs0NiYqLK1yQmJqqsn5eXh8ePH6NOnTpwd3dHZGQkmjZtitTUVHz11Vdo3749Ll26BDc3N5XthoWFYc6cOZqET0TadPPn8r2+cYB24iAiIiIiqmbKNJmcTCZTeC6EUCp7Wf0Xy9u2bYuhQ4eiefPm6NixI77//ns0atQIK1asUNtmSEgIUlJSpMe9e/fKsilEREREREREOkWjK+o2NjbQ19dXunqelJSkdNW8iL29vcr6BgYGsLa2VvkaPT09tG7dGrdu3VIbi1wuh1wu1yR8IiIioqrj/nnpvxbJ6QAAmdAD0BQWT65CyAoU6+uZ/e//db1eQYBERFRRNErUjYyM4OXlhejoaLz77rtSeXR0NPr06aPyNe3atcO+ffsUyqKiotCqVSsYGhqqfI0QAhcvXkTTpk01CY+qucPXH5br9d08VH+ZREREREREpEs0HvoeHByMr7/+Gt988w1+//13TJ06FfHx8Rg/fjyAwiHpw4cPl+qPHz8ed+/eRXBwMH7//Xd888032LBhAz7++GOpzpw5c3Do0CH8/fffuHjxIsaMGYOLFy9KbRIRERERERG9LjT+ebaBAwciOTkZc+fORUJCAjw9PXHgwAE4OzsDABISEhR+U93FxQUHDhzA1KlTsWrVKjg4OGD58uUKP8327NkzfPTRR0hMTISlpSVatmyJ48ePo02bNlrYRCIiIiLd9vej9MoOgYiIdIjGiToABAYGIjAwUOWyyMhIpbLOnTvjt99+U9vesmXLsGzZsrKEQkRERERERFStlClRJ6oMNg+OlK8Bj8HaCaSq4s+pERERERFVCWX6eTYiIiIiIiIiqhhM1ImIiIiIiIh0CBN1IiIiIiIiIh3CRJ2IiIiIiIhIhzBRJyIiIiIiItIhTNSJiIiIiIiIdAgTdSIiIiIiIiIdwkSdiIiIiIiISIcwUSciIiIiIiLSIQaVHQARERERad+xe8e02p6vo69W2yMiIvV4RZ2IiIiIiIhIhzBRJyIiIiIiItIhHPpORERERC/FofRERK8Or6gTERERERER6RBeUSciIiKqYH8/Sq/sEDRz/3zZX1vXS3txEBG9ppioU4WxeXCkfA14DNZOIERERERERFUIh74TERERERER6RBeUafX1uHrD8v1+m4edhXaHhERUZmVZ+j6K6KtyelEvtBKO0REuoRX1ImIiIiIiIh0CK+oE+koXqEnIiJNaGPCuga1zbQQSdXHn6IjosrGRJ1eW5zsjoiIiIiIdBETdaLXxMV7z8r1+haNtRMHERERERGVjIk6kZbwCj0REdHLveyL4xaONV9JHEREuoyJOhGVCa/QExERERFVDCbqRERERFQqpZmwrkHdcq5E05+WK5ABcEXs2RWQ6Qmgrlc5A9B9pZnsruhn62Lvx0KmLyuxbqVPdnfz57K/tnGA9uLQVHniBio39krGCRtfjok6EemEi4e3luv1LboVu3WAB0/SBPcXIiIi0iFl+h311atXw8XFBcbGxvDy8sKJEydKrB8TEwMvLy8YGxujQYMGWLt2rVKdHTt2wMPDA3K5HB4eHti1a1dZQiMiIqJy0PQYT0RERNqn8RX17du3IygoCKtXr0b79u2xbt06BAQE4Pr163ByclKqf/v2bbz99tv48MMPsXnzZvz6668IDAxE7dq18d577wEATp48iYEDB2LevHl49913sWvXLgwYMACxsbHw9vYu/1YSVUGcnK58tH0PvbZ/117X29P6FWZdb48AaH6MJ1Ll74vHS1xu8bIGKvO33F8Ydl+qYf7FY62iw+7LPQz5hX7zreVRvrY0pcnx4P9vB8CtaKDodgAeD0hHaZyoL126FGPGjMHYsWMBAOHh4Th06BDWrFmDsLAwpfpr166Fk5MTwsPDAQBNmjTBuXPnsGTJEilRDw8Ph5+fH0JCQgAAISEhiImJQXh4OLZuVT0cNjs7G9nZ2dLzlJQUAEBqaqqmm6TW8/SMcr2+eCxsj+2xvarbXvrztHK2Z1Kl2sPz8vUfin8Wv27tlbmZwnaEEFppT1OaHOPVHYefPHmC3NzccseSm5uLjIwMZCIHkBWUu71qQ+ghAxXXL8+NSz41zErP0fo6NY2hOFEgQ0ZGBvTSsgvvUX/2vOwrT/vfPl2abVWKVc26k02Tyx6TqvWWYhtFvijsl2d6L71Hvdxe6LdkvZd/wVFZcvMFMjLykJxiAMOiPkkux98mpZzbWp51a1HR521ycjIMDQ1fyTpLsw9rQpvvsbS0wnOqyjoWS4QGsrOzhb6+vti5c6dC+eTJk0WnTp1UvqZjx45i8uTJCmU7d+4UBgYGIicnRwghhKOjo1i6dKlCnaVLlwonJye1scyePVsA4IMPPvjgg49q97h3754mh2et0PQYz+MwH3zwwQcf1flRGcfiF2n0leXjx4+Rn58POzvFIZJ2dnZITExU+ZrExESV9fPy8vD48WPUqVNHbR11bQKFV92Dg4Ol5wUFBXjy5Amsra0hk1Xwt4YovOrh6OiIe/fuwcLipYO42B7bY3tsj+2xvZcSQiAtLQ0ODg4Vuh5VND3GV/Rx+FX2e1XCflHGPlGN/aKMfaIa+0VRZR6LX1SmWd+LH4CFECUelFXVL16uaZtyuRxyuVyhrGbNmiXGXREsLCy0ukOzPbbH9tge23s92lPH0tKywtdRktIej1/VcfhV9XtVw35Rxj5Rjf2ijH2iGvvlfyr7WAxoOOu7jY0N9PX1lb5ZT0pKUvoGvoi9vb3K+gYGBrC2ti6xjro2iYiISLvKcownIiKiiqFRom5kZAQvLy9ER0crlEdHR8PHx0fla9q1a6dUPyoqCq1atZImK1BXR12bREREpF1lOcYTERFRxdB46HtwcDCGDRuGVq1aoV27dli/fj3i4+Mxfvx4AIX3rN2/fx+bNm0CAIwfPx4rV65EcHAwPvzwQ5w8eRIbNmxQmM19ypQp6NSpExYtWoQ+ffpgz549OHz4MGJjY7W0mdonl8sxe/ZspWF/bI/tsT22x/bYXlX1smP8q/Q69bsm2C/K2CeqsV+UsU9UY7/oJpkQms87v3r1aixevBgJCQnw9PTEsmXL0KlTJwDAyJEjcefOHRw7dkyqHxMTg6lTp+LatWtwcHDAJ598onTQ//HHHzFr1iz8/fffcHV1xYIFC9CvX7/ybR0RERFppKRjPBEREb0aZUrUiYiIiIiIiKhiaHSPOhERERERERFVLCbqRERERERERDqEiToRERERERGRDmGiTkRERERERKRDmKhXsnPnzuHbb7/F5s2bce7cucoOR3L27FmcPn1aqfz06dM6E2d+fj5+/PFHzJs3D/Pnz8ePP/6IvLy8yg6LiIjKafXq1XBxcYGxsTG8vLxw4sSJyg7plQoNDYVMJlN42NvbS8uFEAgNDYWDgwNMTEzg6+uLa9euVWLEFeP48ePo3bs3HBwcIJPJsHv3boXlpemH7OxsTJo0CTY2NjAzM8M777yDf/755xVuhXa9rE9GjhyptO+0bdtWoU5165OwsDC0bt0a5ubmsLW1Rd++fXHz5k2FOq/jvlKafnkd95eqROPfUSft+OeffzB48GD8+uuvqFmzJgDg2bNn8PHxwdatW+Ho6Fip8U2YMAHTp0+Ht7e3Qvn9+/exaNEilUn8q3T16lX06dMHiYmJaNy4MQDgjz/+QO3atbF37140bdq0UuPTtoMHD6JGjRro0KEDAGDVqlX473//Cw8PD6xatQq1atV6aRuXL18u9fqaNWtW5ljLqiLjCw4OVlkuk8lgbGyMhg0bok+fPrCystKoXW27fv064uPjkZOTo1D+zjvvVFJEFWPv3r0qy1/8e7i4uLziqP6nVq1akMlkSuUvxjdy5EiMGjWqEqKr/rZv346goCCsXr0a7du3x7p16xAQEIDr16/DycmpssN7Zd544w0cPnxYeq6vry/9f/HixVi6dCkiIyPRqFEjzJ8/H35+frh58ybMzc0rI9wKkZ6ejubNm2PUqFF47733lJaXph+CgoKwb98+bNu2DdbW1pg2bRp69eqF8+fPK/RpVfGyPgGAHj16ICIiQnpuZGSksLy69UlMTAwmTJiA1q1bIy8vDzNnzoS/vz+uX78OMzMzAK/nvlKafgFev/2lKuHPs2lAXSJRdPLm5OQEuVxeqrb8/f2RmpqKjRs3SonmzZs3MXr0aJiZmSEqKkqj2LSdiNSoUQOXL19GgwYNFMpv376NZs2aIS0tTaP4tH3i27ZtW9ja2mLjxo1Skvr06VOMHDkSSUlJOHnypEbxaZu2E5GmTZti0aJFePvtt3HlyhW0bt0awcHBOHLkCJo0aaLwAauOnp4eZDIZ1L3li5bJZDLk5+eXOjZAO/tfRcbXpUsX/Pbbb8jPz0fjxo0hhMCtW7egr68Pd3d33Lx5EzKZDLGxsfDw8NCobW34+++/8e677+LKlSsKfVD0ntF0e/Pz87Fs2TJ8//33KhP/J0+eaBzj/fv38euvvyIpKQkFBQUKyyZPnqxRW+r+1i/+jTt06IDdu3eX6ksobVu2bBkWLFiAgIAAtGnTBkIInD17FgcPHsTUqVNx+/ZtfPvtt1ixYgU+/PDDVx5fdeft7Y0333wTa9askcqaNGmCvn37IiwsrBIje3VCQ0Oxe/duXLx4UWmZEAIODg4ICgrCJ598AqDwipednR0WLVqEcePGveJoXw2ZTIZdu3ahb9++AErXDykpKahduza+/fZbDBw4EADw4MEDODo64sCBA+jevXtlbY5WFO8ToPAK6bNnz5SutBep7n0CAI8ePYKtrS1iYmLQqVMn7iv/r3i/ANxfdB2vqGugRYsWKpPNIoaGhhg4cCDWrVsHY2PjEts6ceIE4uLipCQdABo3bowVK1agffv2Gsd24cKFEhOR1atXY9q0aaVORORyOR4+fKiUqCckJMDAQPPd5vPPP1d74jthwgTcvn0b//rXv5CXl1eqE99Lly7h3LlzCifxtWrVwoIFC9C6dWuN4yt6vba+TOjbt69WE5Hbt29Lf7cdO3agV69eWLhwIX777Te8/fbbpdq+27dvl6peWWhj/6vI+Iq+JIiIiICFhQUAIDU1FWPGjEGHDh3w4YcfYsiQIZg6dSoOHTqktp3ly5eXep2aJK9TpkyBi4sLDh8+jAYNGuDMmTNITk7GtGnTsGTJklK3U2TOnDn4+uuvERwcjM8++wwzZ87EnTt3sHv3bnz++ecatxcREYHx48fDyMgI1tbWCu8TmUymcaIeHR2NmTNnYsGCBWjTpg0A4MyZM5g1axY+++wzWFpaYty4cfj444+xYcOGUrX57rvvvvT9O2TIEIXPXHViY2Mxf/58jB8/XqF83bp1iIqKwo4dO9CsWTMsX76cibqW5eTk4Pz585gxY4ZCub+/P+Li4iopqspx69YtODg4QC6Xw9vbGwsXLkSDBg1w+/ZtJCYmwt/fX6orl8vRuXNnxMXFVdtEvbjS9MP58+eRm5urUMfBwQGenp6Ii4urtknGsWPHYGtri5o1a6Jz585YsGABbG1tAeC16JOUlBQAkC4OcF8pVLxfirzu+4tOE1Rqu3fvFo0bNxZff/21uHz5srh06ZL4+uuvRZMmTcS2bdvE5s2bRb169cS0adNe2lajRo3E6dOnlcpPnz4tXF1dNY5t2bJlol+/fiIlJUUqS0lJEf379xfh4eEiPT1d9OnTR/j7+5eqvYEDB4rOnTuLZ8+eSWVPnz4VnTt3Fu+//77G8fXr10+sWbNGqXzt2rWiX79+Qgghli9fLjw9PUvVXvPmzcUvv/yiVP7LL7+Uuo3ili5dKqytrcXQoUPF8uXLxVdffSWGDh0qbGxsxIIFC8TYsWOFXC4X69evf2lbhw8fFt7e3uLw4cMiNTVVpKamisOHD4u2bduKn376ScTGxoo33nhDjB49ulSx1apVS1y7dk0IIUT79u3FunXrhBBC3L59W5iYmJRpe7VJ2/uftjk4OEj996KrV68KBwcHIYQQ58+fF9bW1iW2U79+/VI9XFxcNIrP2tpaXLp0SQghhIWFhbhx44YQonB/btGihUZtCSFEgwYNxP79+4UQQtSoUUP8+eefQgghvvrqKzF48GCN26tXr56YP3++yM/P1/i1qrzxxhvi119/VSqPjY0VHh4eQgghoqOjhaOjY6nbHDFihLC0tBTOzs6iX79+4t133xX169cXNWvWFAMGDBCNGzcWcrlcxMbGvrQtMzMzcevWLaXyW7duCTMzMyGEEH/++acwNTUtdXxUOvfv3xcAlPaPBQsWiEaNGlVSVK/egQMHxI8//iguX74soqOjRefOnYWdnZ14/Pix+PXXXwUAcf/+fYXXfPjhh5X2GfsqABC7du2SnpemH7777jthZGSk1Jafn5/46KOPKjTeV6F4nwghxLZt28T+/fvFlStXxN69e0Xz5s3FG2+8IbKysoQQ1b9PCgoKRO/evUWHDh2kMu4rqvtFCO4vuo5X1DWwYMECfPXVVwrfHjVr1gz16tXDZ599hjNnzsDMzKxUV8EWL16MSZMmYdWqVfDy8oJMJsO5c+cwZcqUMl1B+89//oPo6GjpaiEAWFhYIDQ0FP7+/pgyZQo+//xzhW/ESvLll1+iU6dOcHZ2RsuWLQEAFy9ehJ2dHb799luN4zt06BAWLVqkVN61a1dMmzYNAPD2228rXUV5UWpqqvT/hQsXYvLkyQgNDZUmvTh16hTmzp2rcj2loc2raFOmTMH69evh4+MjlXXt2hXGxsb46KOPcO3aNYSHh2P06NGliq1Dhw4IDg5G+/btcebMGWzfvh1A4X359erV03BL/0db90RrY/9Td7uAKprGl5KSgqSkJKWr+Y8ePZL2q5o1ayr1Q3EVddU/Pz8fNWrUAADY2NjgwYMHaNy4MZydnZUmfimNxMREaZ6GGjVqSN+i9+rVC5999pnG7WVkZGDQoEHQ09PO/KN//fWXwr5SxMLCAn///TcAwM3NDY8fPy51m/b29hgyZAhWrlwpxVlQUIApU6bA3Nwc27Ztw/jx4/HJJ58gNja2xLasrKywb98+TJ06VaF837590pWI9PT0anUvsK4pPjpC/P9IpNdFQECA9P+mTZuiXbt2cHV1xcaNG6Vj3uveR0XK0g/Vua+KhicDgKenJ1q1agVnZ2f89NNP6Nevn9rXVZc+mThxIi5fvqzyc/513lfU9cvrvr/oOibqGrhy5QqcnZ2Vyp2dnXHlyhUAhcPjExISVL6++NDq9PR0eHt7S0PJ8/LyYGBggNGjRyvcb1Qa2kpEitStWxeXL1/Gd999h0uXLsHExASjRo3C4MGDYWhoqFFsgHZOfGvWrKnQf0IIDBgwQCoT/z/MvHfv3hrf0wto58uEItpORFauXInAwED8+OOPWLNmDerWrQsA+Pnnn9GjR49StfEibd8TrY39r7T7fFnuUe/Tpw9Gjx6NL7/8Eq1bt4ZMJsOZM2fw8ccfS+s9c+YMGjVqpFG7QOFQ3du3b8PV1bVMt4UAhQfHojkhvL29sXjxYhgZGWH9+vVKt5+URr169ZCQkAAnJyc0bNgQUVFRePPNN3H27NlSz6PxojFjxuCHH34o1b5fGl5eXvj3v/+NTZs2oXbt2gAK95Xp06dLt67cunVLoy+hNmzYgF9//VXhywQ9PT1MmjQJPj4+WLhwISZOnIiOHTu+tK3PPvsM//rXv3D06FG0adNG2l8OHDiAtWvXAigcvt+5c2dNNptKwcbGBvr6+khMTFQoT0pKgp2dXSVFVfnMzMzQtGlT3Lp1S/rMSkxMRJ06daQ6r1sfFc2CX1I/2NvbIycnB0+fPlW4zSwpKUnhi/TqrE6dOnB2dsatW7cAVO8+mTRpEvbu3Yvjx48rHD9e931FXb+o8jrtL1UBE3UNuLu744svvsD69eulGRFzc3PxxRdfwN3dHUDhhEvqDpTh4eEVFltFJCJmZmb46KOPtBKfNk58jx49qpVY1NHmVTRtJyJOTk7Yv3+/UvmyZctK9fritH1PtDb2v+ITlGnTunXrMHXqVAwaNEj6CT8DAwOMGDFC6kN3d3d8/fXXpW4zIyMDkyZNwsaNGwEUjm5o0KABJk+eDAcHB42S2lmzZiE9PR0AMH/+fPTq1QsdO3aEtbU1tm3bVup2irz77rv45Zdf4O3tjSlTpmDw4MHYsGED4uPjlfbv0ggLC0OvXr1w8OBBNG3aVOnLuqVLl2rU3oYNG9CnTx/Uq1cPjo6OkMlkiI+PR4MGDbBnzx4AwPPnzzW6+p+Xl4cbN24o7WM3btyQvtgxNjYu1RWADz/8EB4eHli5ciV27twJIQTc3d0RExMjnZgUfXlH2mVkZAQvLy9ER0fj3Xfflcqjo6PRp0+fSoyscmVnZ+P3339Hx44d4eLiAnt7e0RHR0sj3nJychATE1PmEWVVUWn6wcvLC4aGhoiOjsaAAQMAFM61c/XqVSxevLjSYn+VkpOTce/ePSlBrY59IoTApEmTsGvXLhw7dkxpst7XdV95Wb+o8jrsL1VKZYy3r6p+/fVXYW1tLWrXri26du0qunXrJmxtbYW1tbU4efKkEEKITZs2icWLF7/y2NLS0sTYsWOFkZGR0NPTE3p6esLIyEh8+OGH4vnz50IIIS5cuCAuXLjwymMrEhsbKwYNGiRatmwpWrRoIQYNGqTyPtXKsn79eqGvry969+4t5s2bJ+bPny/eeecdYWBgIL7++mshhBBLliwRAwYMeGlbN27cEI0bNxZGRkbC1dVVNGzYUBgZGQl3d3dx8+ZNIYQQu3btEps2bVLbRvH7vUt6aErb90RXhf2vKM5Lly6JixcvirS0tHK1NXnyZOHl5SVOnDghzMzMxF9//SWEEGLPnj1l6sPikpOTRUFBQbnbEUKIkydPii+//FLs2bOnTK+fO3eukMlkwt3dXXTu3Fn4+vpKjy5dupSpzYKCAvHzzz+Lr776SoSHh4uDBw+W6x74SZMmCRsbG7F06VJx4sQJERsbK5YuXSpsbGzE5MmThRBC/Pe//xXt27cv8zro1di2bZswNDQUGzZsENevXxdBQUHCzMxM3Llzp7JDe2WmTZsmjh07Jv7++29x6tQp0atXL2Fubi71wRdffCEsLS3Fzp07xZUrV8TgwYNFnTp1RGpqaiVHrl1paWnSsQP4v/buPKzm9P0D+PuU9qRdIS2ijewMkZLJ0BDNIFnSwsQMaWKYpew0tsIM2SpZv7Ysg2LakGTQMiiSRg2hxFAxbZ/fH67Oz3FOdT6nc3yaul/X1XXlOefc3Z1OOffneZ77AbNx40YmPT2defjwIcMw4j0Pfn5+TKdOnZjff/+duXnzJjN8+HCmZ8+eTHV1NVffVpM09Jy8fv2aCQwMZK5cucLk5+cziYmJzKBBg5iOHTu26Odk9uzZTLt27ZikpCSmqKiI/1FRUcG/T2t8rTT2vLTW18t/CRXqLL1+/ZrZtm0bExAQwMyfP58JDw+X6D/Ghw8fNvjRlPykVYg0N5mZmWJ/SEqaFxOaWojIyckxT58+ZRiGYXg8Hr8Afv+jbpwtTU1NfmFpZmbGJCQkMAzzrkFWU5rTSfP1V1ZWxpw5c4bZtm0bs2nTJoGP5qBz5878C3Tq6ur85zM3N5dp27Ytq1heXl4i/46UlZUxXl5eTU+2iTQ1NZnIyEiu02hQdXU1s3LlSsbAwIDh8XgMj8djDAwMmFWrVvHfTDx8+JApLCwUK15NTQ1z9+5d5tKlS0xycrLAB5G9X3/9lTE2NmYUFRWZPn36tLrnfdKkSYyhoSGjoKDAdOjQgXFzcxNoiFlbW8ssWbKEMTAwYJSUlBh7e3vmzz//5DBj2UhMTGQACH14enoyDCPe8/DmzRvmm2++YbS1tRkVFRXm888/ZwoKCjj4bqSjoeekoqKCcXZ2ZvT09BgFBQWmc+fOjKenp9D329KeE1HPBwCB/7da42ulseeltb5e/kvoHHWO1J0jXB9J9lg3d7W1tbh//77Ic5jrznNsSGPnbNeRZA9zc5ScnAw7Ozu0adMGycnJDd6X7V7ZoUOHIjAwEOPGjYOHhwdevHiBn376CTt27MCNGzdw69atpqTeZOnp6Rg9ejQqKipQXl4ObW1tlJSUQFVVFfr6+vx9/uIqLy9HSEgI4uPjRb7+2MYDAFVVVdy6dQtmZmZo27YtMjMzYWZmhszMTNjb2/MbuIlDXl4eRUVF/ONQ6pSUlMDAwIC/XF9c9TXme/+oMnGWwNUxMDDApUuX0LVrV1Z5NCQ+Pr7en0dERESTYtf1RRDVJ0IcV69ehYeHBx4+fCjyiMWW8PeFEEIIIc0b7VFn6d69e0hKShL55pLN+cTp6ekC/66qqkJ6ejo2btyIVatWsc5LFoWINEnjja8sz9mu09SLCe9raiHyfvEt7aZVDe2Jrusoz4a0X38BAQEYM2YMtm3bBk1NTVy9ehUKCgqYOnUq/P39Wefn6+uL5ORkTJs2DYaGhlLpVNq/f3+cOXMGc+fOBfD/jfh27tyJQYMGiRXj1atXYN6tbMLr16+hrKzMv62mpgZnz54VKt7FMW7cOJEXterGeDwehgwZghMnTgg0h6mPv78/tmzZwuoc+YYsW7YMy5cvR79+/aT283ifpAV6HT8/P/Tr1w9nzpyRSX6EEEIIIY2hGXUWdu7cidmzZ0NXVxcGBgYCb954PB5u3rzZ5K9x5swZrFu3DklJSaweN3ny5AYLEUmKG2nq1asXunXrhmXLlonMr127dhxl9v+kOYvWWCESExPDOr+XL1/i2rVrIgvh6dOns473odLSUqGTCcQl7defpqYm0tLSYGFhAU1NTaSmpsLKygppaWnw9PRETk4O63hnzpyBnZ0dq8c15MqVK/jss88wZcoUREVF4auvvsLt27eRmpqK5ORk9O3bt9EYja2s4fF4WLZsGX788UdWucXHx+PHH3/EqlWrMGDAAADvmvn99NNPCAoKQrt27fDVV19h4MCB2L17d6Pxxo8fj4SEBOjo6MDGxkaomdzx48dZ5WdoaIi1a9di2rRprB7XkKdPn2LBggX8i0Uf/g6z+f1VU1NDZmYmzM3NpZYfIYQQQggbNKPOwsqVK7Fq1SosWrRIZl+jW7du+OOPP1g/7ty5c1IvRLy9vWFoaCgww//DDz/gyZMnrJem5ubm4ujRo836ja80Z9HCw8MRFRUltULk9OnTmDJlCr/r/IcXidgW6v/88w9qamr43eyBd13vS0tL0aZNG9YzktJ+/SkoKPC/x/bt26OgoABWVlZo164dCgoKWMfT0tIS+F6lYfDgwUhJScH69evRpUsX/hFoqamp/DPMG5OYmAiGYTB8+HAcO3ZMIEdFRUUYGxujQ4cOrHPz9/fHjh07BI5OcXJygrKyMmbNmoXbt28jLCwM3t7eYsXT1NRs8DxVtiorK6V+rMuMGTNQUFCAoKCgJv/+Dhw4EPfv32/Wf68IIYQQ0rJRoc7CixcvMGHCBKnEqttDWYdhGBQVFWHp0qUS7QOVRSGSn58vNHP76NEjFBYWso71X3jjK82LCdIuRAIDA+Ht7Y3Vq1dDVVW1yfHc3d0xZswYzJkzR2D88OHDOHXqFM6ePcsqnrRff71798b169fRrVs3ODo6Ijg4GCUlJdi7d6/YRfD7VqxYgeDgYOzZs0cqz1+dHj168I9nk0Tdlob8/HwYGRkJnAHeFHl5eSIvtmhoaPC3IXTt2hUlJSVixYuMjJRKXnV8fX1x4MABVsevNeby5cu4dOkSevXq1eRYc+fORWBgIJ48eSLyODpbW9smfw1CCCGEkIbQ0ncWfHx80L9/f/j5+TU5lqglrwzDwMjICIcOHRJ7j2udffv24eTJk1IvRKQlJiYGP/30ExYuXNhs3/gOHz4c3333HT777LMmx1q0aBHU1dWlVoioqanhzz//hJmZmVTiaWtrIyUlBVZWVgLjOTk5sLOzw/Pnz1nFk/br7/r163j9+jUcHR1RXFwMT09PXL58Gebm5oiMjETPnj1Zxevduzfy8vLAMAxMTEyEXn/iblv58AJbQyTZJ11RUYGCggJUVlYKjLP9/RgyZAjatm2L6Oho6OnpAQCKi4sxffp0lJeX4+LFi/j9998xZ84c3Lt3r9F4S5cuhZeXF4yNjVnlUR9/f39ER0fD1tYWtra2TT6XHQCsra2xf/9+/hm5TSHqgsn7+/upmRwhhBBCZI1m1FkwNzdHUFAQrl69KrLYnDdvntixEhMTBf4tJycHPT09mJubo00b9j+WDRs2IC8vD+3bt29SISIrX3zxBQAILLVtbm98pTmL9vbtW+zYsQO///67VAqRkSNH4vr161Ir1P/991+RncSrqqrw5s0b1vGk/frr168f/3M9PT3WM/wfGjduXJMeX0dTU1PsJdVsXtPFxcXw8vLCuXPnmhwLAHbv3g1XV1d06tQJRkZG4PF4KCgogJmZGU6ePAkAKCsrE/tC0unTp7Fy5UoMGzYMPj4+cHNzE2h8x1ZWVhZ/5vvDEwYkXbIeFhaGxYsXY/v27TAxMZE4N+DjNK4khBBCCGkIzaiz0NBxRjwej9PO6suWLWvw9iVLlrCO+ejRI6SkpIhsXsbmogQAPHz4sMHbpTVT1xTSnEVzdHSs9zYej4eEhARWue3evRvLly+Hl5eXyIsIY8eOZRXPwcEBPXr0wJYtWwTGv/76a2RlZeHSpUus4sni9QcAz549w927d8Hj8WBhYcGfHebK+8fk/fXXX1i8eDFmzJjBXwGTmpqKPXv2YM2aNfD09BQ77pQpU/DXX38hLCwMjo6OiImJwdOnT7Fy5Ups2LABLi4urHNlGAZxcXG4d+8eGIaBpaUlPv30U4mX12dlZSEyMhIHDhxAZWUl3N3d4e3tjf79+0sUT9q0tLRQUVGB6upqqKqqCv2OlJaWcpQZIYQQQgh7VKgTkSIjI+Hn5wdFRUXo6OgINS/j+rg3QLrN7oDmfTGhoeJKkhUJKSkpGDFiBPr37w8nJycA7zqF//HHHzh//jyGDh3apHyb6tWrV/j6669x6NAh/vcmLy+PSZMm4ddff20WpwQ4OTnB19cXkydPFhg/cOAAduzYwerkBkNDQ5w8eRIDBgyAhoYGf3/+qVOnsHbtWly+fFnK2Uuuuroap0+fRmRkJGJjY2FhYQFfX1/MmDGD059LY70CGrtwcurUKYwaNQoKCgr1nkNfh+2FMUIIIYQQtqhQJyIZGRnBz88P33//vcQzcLJ+4+vo6AhjY2NERUXxxzw9PVFYWMh6xro1ysjIwLp165CRkQEVFRXY2tri+++/l6iZobRNnDgRGRkZ2LJlCwYNGgQej4crV67A398ftra2OHz4cKMxtLW1ce/ePejq6jZ67Jwks62qqqrIzMwUer7u3buHXr16oaKiQuxYGhoayMrKgomJCUxMTLB//37Y2dkhPz8fNjY2rGLVSU5Oxvr165GdnQ0ejwcrKyssXLiwyRdhKisrERMTg4iICCQkJGDw4MF4+vQpHj9+jJ07d2LSpEkiH+fm5oaoqChoaGg02kGe7XFv0iAnJ4cnT55AX19f6hfGCCGEEELYoj3qjfj222+xYsUKqKmp4dtvv23wvpI0QGoKWRYiFRUVcHd3b1IX6nHjxvHf+Da0R1jSN74f7vMHGp9V+5A0LyY090LkQ7169cL+/fslfrwsX39nzpxBXFwchgwZwh8bOXIkdu7cKXazv9DQULRt2xbAu/3L0mZkZITw8HBs2LBBYHz79u0wMjJiFcvCwgJ3796FiYkJevXqxd9nHR4eDkNDQ9a57du3D15eXnBzc8O8efPAMAyuXLkCJycnREVFwcPDg3XMGzduIDIyEgcPHoSSkhKmT5+OX3/9lX9KwoYNGzBv3rx6C/V27drxXyMaGhpNOj6tzqtXr/hN+xpr9NdYc7/3t/d8uNWHEEIIIeRjo0K9Eenp6aiqquJ/Xh9pvOlkS5aFiI+PD44cOYLFixdLHOO/8MZXmhcT3i9EZLEEOD4+HvHx8SJ7Boiz1F+aRQ0g29efjo6OyOewXbt20NLSEivG+0ud2ewXF1doaCi++OILxMXF4ZNPPgEAXL16FXl5eTh27BirWPPnz0dRURGAd/v5R44cif3790NRUVFgxYi4Vq1ahbVr1yIgIIA/5u/vj40bN2LFihWsC3VbW1vcuXMHI0eOxO7duzFmzBjIy8sL3Gf69OlYuHBhvTHeP+JNku9JFC0tLRQVFUFfX7/eRn+S9JgoLCys92LL1atX+T9vQgghhBBZoaXvRKSamhp8/vnnePPmjcjmZR979YAo0mx219wtW7YMy5cvR79+/WBoaChUkMTExDQaQ15enl/UiDoeEJCsqJGFHTt24MiRI4iOjubPKD958gSenp5wc3PDV1991WgMaV+YEOXvv//G1q1bkZOTA4ZhYG1tDT8/P9Yz6h+qqKhATk4OOnfuDF1dXdaPV1JSwu3bt/mz3XXu37+P7t274+3bt6zirVixAt7e3ujYsSPrXEQZPnw4jh8/Dk1NTYHxV69eYdy4cWJvXUlOToadnR3atGmDpKSkBi+Y1p1ZLw5LS0ukpKRAR0dHYDwlJQUuLi54+fKl2LEIIYQQQiRBM+ocamozNFme6bx69WrExcXBwsICAISayUkiPj4eoaGh/D2zlpaWmD9/PkaMGME6VmPN7iQp1JvzLFp4eDiioqIwbdo0iWMkJCRAW1sbgOhtA9Lw7NkzkRdOxDnarnfv3gI/x9zcXBgbG6Nz584AgIKCAigpKaG4uFisQl1Ws63v69SpE1avXi3RY+tUVVXBwsICv/32G6ytrQG82//ep08fiWMaGRkhPj5eqFCPj4+X6CJCaWmp0BJ/4N3vmrKyMszNzeHq6sp/fTUmKSlJ6Kx44N2xhmxOHHi/+B48eDAUFRVF3q+kpETsmAAwdOhQODs7Iykpib9q5OLFixgzZgyWLl3KKhYhhBBCiCSoUGehvLwcISEh9S4/ZtsJPT8/XyjGo0ePUFhYKNbjxTnTWdJCZOPGjYiIiMCMGTNYPa4+v/zyCwICAvDll1/C398fwLvid/To0di4cSO++eYbVvGCg4MRHBzcpGZ3H/r000+bNIv2YaHZELbnildWVmLw4MGsHvOh94saU1NT/vna72MYRuzX3/tu3LgBT09PZGdn48NFOuK+/qR11nmd9y9MJCQkyGx7SkVFBQoKCoQKT3EuTgCAgoIC/v33X6nmFxgYiHnz5iEjIwODBw8Gj8fD5cuXERUVhU2bNrGOl5GRgZs3b6KmpgYWFhZgGAa5ubmQl5eHpaUltm7disDAQFy6dAk2Njb1xsnKyuJ/fufOHTx58oT/75qaGsTGxko8az9x4kQcP35c6O/B06dP4eTkJHRee0N27NiBCRMmwMXFBefPn0dqairGjh2LlStX8v9+EUIIIYTIEi19Z2Hy5MlITk7GtGnTRC4//thv4N4/07kxbJZ9AoCBgQEuXboktQ7gHTt2xPfffy9UkP/6669YtWoVHj9+zCqejo4Orl27hi5dukglPwCYOXMmbt68We8s2vv7fUV5/yzxt2/fYuvWrbC2tuafsX316lXcvn0bc+bMwZo1a1jltmjRIqirqyMoKIjldyXa+8vg3/f8+XPo6+uzvrBja2sLc3NzLFq0CO3btxf63eDyaDvg3YWOhmZbJVleXlxcDC8vL5w7d07k7Wyew5CQEOTk5GDXrl1o00Y6109jYmKwYcMGZGdnAwC/67urqyvrWGFhYbh06RIiIyMFthP4+PhgyJAhmDlzJjw8PPDmzRvExcXVG+f9LRei/utRUVHBli1b4O3tzTrHgQMHwtraWmAvfFFREYYPHw4bGxscPXqUVbyqqiq4uLigvLwcWVlZWLNmDesLioQQQgghkqJCnQVNTU2cOXMGdnZ2XKcic2vWrEFRURE2b94slXht27ZFenq60FLc3Nxc9O7dG2VlZazifffdd9DW1m5Ss7sPMQyDCRMm4NmzZ02eRfP19YWhoSFWrFghML5kyRIUFhayPufd398f0dHRsLW1ha2tbZN7BsjJyeHp06fQ09MTGH/48CGsra1RXl7OKl59P19JzZgxA97e3rC3t5dKvHHjxklttrXOlClT8NdffyEsLAyOjo6IiYnB06dPsXLlSmzYsAEuLi5ixxo/fjzi4+Ohrq6OHj16QE1NTeB2tqcESPv569ixIy5cuMBfml/n9u3bcHZ2xqNHj3Dz5k04Ozs3uMz84cOHYBgGZmZmuHbtmsDrT1FREfr6+kJN6sT1/Plz2Nvbw9nZGaGhoXj06BGGDx+Onj174tChQ42uvHl/tr/O69evMXnyZLi4uGD27Nn8cXFXSxBCCCGESIqWvrOgpaUl9h5McUizGVpkZCTU1dUxYcIEgfEjR46goqKCddfra9euISEhAb/99htsbGyECkO2hcPYsWMRExMj1BX65MmTGDNmDKtYwLsLCZ9//jliY2Ol1uyOx+Ph4MGDcHFxgZOTU5Nm0Y4cOYLr168LjU+dOhX9+vVjXahnZWWhV69eACBUVLJZMl13xCCPx0NQUBBUVVX5t9XU1CAtLY3/ddhwcnJCZmam1Ar1169fw9nZGUZGRvDy8oKnp2eTGpkVFRXBx8en3tlWSSQkJODkyZPo378/5OTkYGxsjE8//RQaGhpYs2YNq0JdU1MTX3zxhUR5iPLh8zdjxgx06NBB4nj//PMPnj17JlSoFxcX83tlaGpqitx3/r66lRWyOAVCR0dH4Ei/M2fOoE+fPti/f79Y22N69eoFHo8nMNNf9+/t27djx44dzabZIiGEEEJaPirUWVixYgWCg4OxZ88egQJHEtJuhhYSEoLw8HChcX19fcyaNYt1oa6pqdnoWeCNeX823srKCqtWrUJSUpLAUvCUlBQEBgayji2tZneiZtGWLFmCyZMnY+rUqbC3t+ffh80smoqKCi5fviy0deDy5ctQVlYWO04daTV/qztikGEY/PnnnwLLwRUVFdGzZ08sWLCAddxdu3bB09MTt27dQvfu3YUunDR2Bv2Hjh07hufPn2Pfvn2IiorCkiVLMGLECPj4+MDV1VUofmPOnj0Le3t7BAQEiJxtlUR5eTl/64C2tjaKi4vRrVs39OjRg1UPgurqajg4OGDkyJEwMDCQKJcP1ff8eXt7Y9y4cayfP1dXV3h7e2PDhg3o378/eDwerl27hgULFvB7C1y7dg3dunVjFffOnTsi9/ezfb3U6dSpEy5cuIAhQ4bg008/xd69e8X+e5Cfny/R1ySEEEIIkQVa+s5C7969kZeXB4ZhYGJiIvRml82bcyMjI/j5+UmtGZqysjJycnJgYmIiMP7XX3/BysoKb968afLXYMvU1FSs+/F4PNaN+LS0tBAaGtrkZnd1e2ZFzaK9/znbWbSQkBAsXboUvr6+AmdsR0REIDg4WOIl+/fv30deXh7s7e2hoqLCz40tLy8vbNq0SeJjyT506tQpTJs2Da9fvxa6TRozkOnp6YiIiMCuXbugrq6OqVOnYs6cOax6KPz9998YMmQIxo8fLzDbKulS6/79+2PlypUYOXIkxo0bx59J37x5M44ePYq8vDyxY6mqqiI7O1tme/mb+vyVlZUhICAA0dHRqK6uBgC0adMGnp6eCA0NhZqaGjIyMgBArBUZDx48wPjx4/Hnn38K/b4B4u/v19LSEvn6r6iogJKSksDPtrS0VKyYhBBCCCHNAc2osyDNrtQVFRVwd3eXWsdyfX19ZGVlCRXqmZmZQl3MxbF06VJ4eXk1qXCQ5QyVkpKSVHoFyCrHxYsXw8zMDJs2bcKBAwcAvFtVEBUVhYkTJ7KO9/z5c0ycOBGJiYng8XjIzc2FmZkZfH19oampKfLorIa8vwS8sLAQPB4PnTp1Yp1XnXnz5mHatGkICgpC+/btJY4jSlFREc6fP4/z589DXl4eo0ePxu3bt2FtbY21a9c22uSvTlNmW0WZP38+ioqKALxbhTFy5Ejs27cPioqK2LNnD6tYAwcORHp6ukwKdWk8f+rq6ti5cydCQ0Px4MEDMAyDLl26QF1dnX8fNlsm/P39YWpqit9//52/X/358+cIDAzE+vXrxY4TFhYm9n0bc+rUKYwaNQoKCgo4depUg/eVdMafEEIIIURsDOHEwoULmTVr1kg1nrGxMZOQkMBUV1cz1dXVTHx8PGNsbMwEBgayjtenTx9GXl6eGT58OLN//37mzZs3UstVGlavXs3MnTuX6zREqqqqYpYuXcoUFBRILea0adOYkSNHMoWFhYy6ujqTl5fHMAzDxMXFMdbW1hLl+NNPPzEaGhqMnJwcIycnx2hoaDA//vgjU1lZyTqeuro6c//+fdaPq09lZSVz9OhRxsXFhVFQUGD69u3LbNu2jXn16hX/PgcPHmQ0NTXrjaGpqcloaWkJfSgpKTEaGhoCY01VW1vLlJeXMzdu3GCKi4tZP/7w4cOMmZkZs2XLFubKlStMZmamwAdb0nj+ZElHR4f/fWloaDA5OTkMwzBMfHw806tXL05y4vF4zNOnT/mf1/chJyfHSX6EEEIIaV1o6bsEKisrRTaA69y5s9gxampq8Pnnn+PNmzdSaYZWWVmJadOm4ciRI/zjnWprazF9+nSEh4fXezRVQ7KyshAZGYkDBw6gsrIS7u7u8Pb2Rv/+/VnHYhgGR48eRWJiosjnjm1zuvHjxyMhIQE6OjpNanYnq1k0dXV13Lp1S2iFg6QMDAwQFxeHnj17om3btsjMzISZmRny8/PRo0cP1l3z/fz8EBMTg+XLl/N7BqSmpmLp0qVwdXUV2e+gIZ6enhg6dCh8fX1ZPa4+urq6qK2txeTJkzFz5kyRs7UvXrxAnz596l0VwWZWm20Phzq7d+9GaGgocnNzAQBdu3bF/PnzWT8PolbWSLrtApDO8ydLWlpauHHjBszMzNClSxfs2rULjo6OyMvLQ48ePVBRUdGk+G/evEFVVZXAmLS2eRBCCCGEfAy09J2Fe/fuwcfHB1euXBEYl+TNtLSaodVRVFTE//73P6xYsQKZmZlQUVFBjx49mrSU1tbWFqGhoVi3bh1Onz6NyMhI2NnZwcLCAr6+vpgxYwbatWsnVix/f3/s2LEDjo6OIs/ZZksaze6Ad9sZnjx5An19/Qa3NrD9+Y4YMQJJSUlN3kNfp7y8XGQDw5KSEigpKbGOd/DgQRw6dAijRo3ij9na2qJz585wd3dnXah369YN33//PS5fvizywhPb5oihoaGYMGFCg433tLS0GiwyJS2+xRUUFITQ0FDMnTtX4GJHQEAA/vrrL6xcuVLsWNIulqXx/MlS9+7dkZWVBTMzMwwcOBBr166FoqIiduzYATMzM4lilpeXY9GiRTh8+DCeP38udDt1aieEEELIfwnNqLNgZ2eHNm3aYPHixTA0NBQqNnv27Cl2LGk1Q6uTlJQEBwcHqcT6UGVlJWJiYhAREYGEhAQMHjwYT58+xePHj7Fz505MmjSp0Rja2trYt28fRo8eLZMcm5vt27dj6dKlmDJlCvr27St0LjbbPa4uLi7o06cPVqxYgbZt2yIrKwvGxsZwd3dHbW0tjh49yipe+/btkZSUBCsrK4Hx7Oxs2Nvbo7i4mFW8hhoHStIssI60mufdvHkTCgoK6NGjB4B3xwJGRkbC2toaS5culWjFia6uLrZs2YLJkycLjB88eBBz585t8Dzx1i4uLg7l5eVwc3PDgwcP8PnnnyMnJwc6Ojo4dOgQnJycWMf8+uuvkZiYiOXLl2P69On49ddf8ejRI2zfvh0hISGYMmUKq3jx8fGIj48XuQKI7fGKhBBCCCFsUaHOgpqaGm7cuAFLS8smxzIwMMClS5dYda1uiLKyMjp27Mg/M7kpjcHq3LhxA5GRkTh48CCUlJQwffp0+Pr68s/K3rBhA9auXYunT582GsvU1BTnzp2TynMHSKfZnSj1vTnn8XjYvXu32HEaahIoyVLmO3fuwMHBAX379kVCQgLGjh2L27dvo7S0FCkpKejSpQureMuXL0dOTg4iIyP5M/L//vsvfHx80LVrVyxZsoRVPGmrr3mej4+PRM3z+vfvj8WLF+OLL77AgwcPYG1tDTc3N/zxxx9wcXGRqCmZlpYWrl27JvQ7fO/ePQwYMAAvX75kFW/v3r0IDw9Hfn4+UlNTYWxsjLCwMJiamsLV1ZV1fv81paWl0NLSAiDZqqLOnTsjOjoaDg4O0NDQwM2bN2Fubo69e/fi4MGDOHv2rNixli1bhuXLl6Nfv34iL8rGxMSwzo8QQgghhA3ptBxvJaytraU2S+bv748tW7ZIJRYAPH78GP7+/jh+/DhMTEwwcuRIHD58WOh8YnHZ2trik08+QX5+Pnbv3o3CwkKEhITwi3QAmD59utgzr0uXLsWyZcukdkzc6dOn0aVLFzg5OeHAgQN4+/Ztk2MuW7YMzs7OiI+PR0lJCV68eMH/YHu0U21tbb0fkizBVVdXR0ZGBgYMGIBPP/2UPxuZnp7O+kxs4N1xXb/99hs6deqEESNGYMSIEejUqRNOnz6NzMxMuLm58T+4EBAQAAUFBRQUFAgs+Z80aRJiY2NZx7t37x5/n/aRI0cwbNgwHDhwAFFRUTh27JhEOU6dOhXbtm0TGt+xYwfr2dtt27bh22+/xejRo/Hy5Uv+a0RTU1Oqnc2bizVr1giNaWtrg2EYeHh4SBSztLSUv7JDQ0OD/zs7ZMgQXLx4kVWs8PBwREVFIS0tDSdOnEBMTIzAByGEEEKIrNGMOgsJCQn46aefsHr1apH7cNk0K5JWMzRRMjIyEBERgYMHD6K2thZTpkyBj48Pq6X5K1asgLe3Nzp27ChxHu+rqKiAm5sbUlJSmnwGfR1pNrsDAENDQ6xduxbTpk2T6PGyJC8vj6KiIujr6wuMP3/+HPr6+qyLfy8vL7Hv+/5RbvWRdrNAaTfP09DQwI0bN9C1a1d8+umn+Pzzz+Hv74+CggJYWFhIdAFp7ty5iI6OhpGRET755BMAwNWrV1FYWIjp06cLvMYbaw5pbW2N1atXY9y4cQLf761bt+Dg4NDiltG3b98eK1aswKxZs/hjNTU1cHd3x61bt5Cdnc06pq2tLbZs2YJhw4bB2dkZtra2WL9+PTZv3oy1a9fi77//FjuWjo4Orl27xnqlCiGEEEKItFAzORZGjBgBAEL7JyVpJietZmii9OrVC4sXL4a2tjZCQkIQERGBrVu3YtCgQQgPD4eNjU2jMYKCgqSa04wZM3Djxg1MnTpVKs3kAOk2uwPe7cUfPHhwk/OqU15ejuTkZBQUFAitbGDbXK2+62llZWUNNgyrjzjFNxvSbhYo7eZ5/fr1w8qVKzFixAgkJyfzZ8Lz8/MlPvf91q1b6NOnDwAgLy8PAKCnpwc9PT3cunWLfz9xnov8/Hz07t1baFxJSQnl5eUS5decnT17FiNGjICmpiYmTpyIqqoqTJo0CTk5OUhMTJQoppeXFzIzMzFs2DB8//33cHFxwZYtW1BdXc36FA1fX18cOHBA6n8HCSGEEELERYU6C5K+gRRF2oUSAFRVVeHkyZOIiIjAhQsX0K9fP/zyyy+YPHkySktLsWjRIkyYMAF37txpNNa3334rcpzH40FZWRnm5uZwdXWFtra2WLmdOXMGcXFxGDJkCKvvSRy1tbWorKzEv//+C4ZhoK2tjW3btiEoKEjsZneAdN+cp6enY/To0aioqEB5eTm0tbVRUlICVVVV6Ovri12o1/0ceDwegoODBYrXmpoapKWliTx662Pbt28fjh8/LrVmgfb29oiOjsaKFSsAvPv+a2trsW7dOjg6OrKOFxYWhilTpuDEiRP48ccf+Vs4jh49KvHFGWn+PTA1NUVGRoZQz4Vz587B2tpaal+nuejbty9iYmLg6uoKJSUl7N69G3l5eUhMTJT4wklAQAD/c0dHR+Tk5OD69evo0qWLWKuJ3v+bV1tbix07duD333+Hra1tk4/PJIQQQghhi5a+c0TazdDmzp2LgwcPAni3d9bX1xfdu3cXuE9BQQFMTEyEliWL4ujoiJs3b6KmpgYWFhZgGAa5ubmQl5eHpaUl7t69Cx6Ph8uXL4tVSFhaWuLw4cOwtbWV7BsUQRrN7j58c75nzx7Y2to2+c25g4MDunXrhm3btkFTUxOZmZlQUFDA1KlT4e/vL/ZqirqiNDk5GYMGDRLoTq6oqAgTExMsWLBArKaEffr0QXx8PLS0tNC7d+8GZ3rZbkWQdrNAaTfPq8/bt28hLy8v0T5/aYqMjERQUBA2bNgAHx8f7Nq1C3l5eVizZg127doFd3d3TvOTlVOnTuGLL76AlZUVEhISoKurK3Gs/Pz8Bk8faIy4F4B4PB4SEhIk/jqEEEIIIeKgQp2FxhoS2dvbix2rb9++/GWaPj4+cHNzk2gJcx0nJyfMnDkTbm5u9R41VV1djZSUFAwbNqzReGFhYbh06RIiIyP5e+9fvXoFHx8fDBkyBDNnzoSHhwfevHmDuLi4RuOdOXMGW7ZsQXh4OExMTFh9b6LY2toiOzsbzs7OmDlzJsaMGQN5eXmB+xQXF6N9+/YNXpiQ1ZtzTU1NpKWlwcLCApqamkhNTYWVlRXS0tLg6emJnJwcsWMB75b1btq0iVUfhA8tW7YMCxcuhKqqKpYtW9bgfdl2fd+zZw9iY2MREREBFRUViXN835MnT7Bt2zbcuHEDtbW16NOnD77++msYGhpKJX5zs3PnTqxcuRKFhYUAgI4dO2Lp0qXw8fHhODPpqO/i1NWrV2Fubi5QpEvSo0NeXh729vbw8fHBl19+2aS/p4QQQgghXKNCnQVRR269PyvJtqGXNJuhrV69GgYGBvD29hYYj4iIQHFxMRYtWsQqXseOHXHhwgWh2fLbt2/D2dkZjx49ws2bN+Hs7CxWoystLS1UVFSguroaqqqqQjOYbLuqS7vZnbTp6ekhJSUF3bp1g4WFBTZv3oyRI0ciJycHffr0QUVFBdcpSpUsmgW2dKdOncKoUaOEnquSkhLU1tYKNQ78r5N2A8MP3bp1CxEREdi/fz/+/fdfTJo0Cd7e3hg4cCDrWIQQQgghXKNCnYV//vlH4N9VVVVIT09HUFAQVq1aJdRkTlzV1dX8ZmixsbESNUMzMTHBgQMHhPbbpqWlwd3dHfn5+axyUldXx2+//QYHBweB8aSkJIwZMwavX7/GgwcP0KtXL7x69arReHv27Gnwdk9PT1b5NXfOzs6YMWMGPDw84Ofnh/T0dMybNw979+7FixcvkJaWxnWKUlV35vmXX34pspmcODP0WVlZYn89aW6h4Iq8vDyePHkCPT29erv6E/bq/p5GRUXh3Llz6Nq1K3x8fDBt2jTo6elxnR4hhBBCiFioUJeCixcvIiAgADdu3JDo8ZWVlYiJiUFERAQSEhIwePBgPH36FI8fPxa7GZqysjKys7OF9mg+ePAA1tbWrM8ZnzJlClJTU7Fhwwb0798fPB4P165dw4IFCzB48GDs3bsXhw4dwvr163H9+nVWsaVB2s3upO369et4/fo1HB0dUVxcDE9PT1y+fBnm5uaIjIxkdVSetGhpaYndjZ3tCgc1NbUmNwuUk5MDj8ert8N9HbYnLDRXBgYG2LlzJ8aMGQM5OTk8ffq01RSSb968AcMw/OaIDx8+RExMDKytreHs7CyVr/Hvv/9i69at+P7771FZWQkFBQVMmjQJP//8c4vdPkEIIYSQloO6vkuBnp4e7t69y/pxopqh/frrrwLN0ObNmydWoW5kZISUlBShQj0lJQUdOnRgndv27dsREBAAd3d3VFdXAwDatGkDT09PhIaGAnjXIG7Xrl31xnj16pXA/vaGsN17nZ6e3mCzu61btyIwMFDsZnfS1q9fP/7nenp6OHv27EfP4UNhYWEyi21kZNSk/fMAWK/6YCMpKUlodQjX/Pz84OrqCh6PBx6PBwMDg3rv2xIuTLzP1dUVbm5u8PPzw8uXLzFgwAAoKiqipKQEGzduxOzZsyWOff36dURERODQoUNQU1PDggUL4OPjg8ePHyM4OBiurq64du2aFL8bQgghhBDpoxl1Fj5cmsswDIqKihASEoKqqiqkpKSIHUtazdDq/Pzzz1i3bh3WrVuH4cOHAwDi4+Px3XffITAwEN9//73Yub2vrKwMDx48AMMw6NKlC9TV1cV+7PvLeetmSz8kyRn0gPSb3clKcXExv0O+hYVFk7paN2fSbhYobcrKyujYsSO8vLzg6ekJIyMjrlMCAOTk5OD+/fsYO3YsIiMjoampKfJ+rq6uHzcxGdPV1UVycjJsbGywa9cubNmyBenp6Th27BiCg4ORnZ3NOubGjRsRGRmJu3fvYvTo0fD19cXo0aMFeovcv38flpaW/IuPhBBCCCHNFRXqLNS3NPeTTz5BREQEq6OppN0MjWEYLF68GJs3b0ZlZSWAd8XJokWLEBwcLJWvwVZycjLs7OzQpk0bJCcnN3hfcTrRv0/aze6krby8HHPnzsXevXv5FyHk5eUxffp0bNmyReA89I9FnF4CddjOjkujWeCpU6fE/npjx45llV9paSn27duHqKgoZGVlwcnJCT4+Phg3bly9pyR8TO935G8NVFVVkZOTg86dO2PixImwsbHBkiVLUFhYCAsLC4maLXbt2hXe3t7w8vKqd3VCZWUlDh48KFZPjL179yI8PBz5+flITU2FsbExwsLCYGpq2uIunBBCCCGk+aFCXUxVVVXo2rUr4uLi+Mf+yMnJQU9Pr1kdA1RWVobs7GyoqKiga9euUFJS4jolmZB2sztp++qrr/D777/jl19+gZ2dHQDg8uXLmDdvHj799FNs27bto+dU36qG90m6wkEazQJFnaogSlP3qGdkZCAiIgIHDx5EbW0tpkyZAh8fH076BrRWtra28PX1xfjx49G9e3fExsZi0KBBuHHjBlxcXPDkyRNO89u2bRuCg4Mxf/58rFq1Crdu3YKZmRmioqKwZ88eJCYmcpofIYQQQlo+KtRZ0NPTQ2pqKn8PeVM092Zo0iDLLt7Nvdmdrq4ujh49KnQhITExERMnTkRxcfFHz6mxVQ3vY7vC4b/m8ePH2LFjB0JCQtCmTRu8ffsWgwYNQnh4OGxsbLhOr8U7evQoPDw8UFNTAycnJ5w/fx4AsGbNGly8eBHnzp2TOHZFRQUKCgr4K4vqsPkbY21tjdWrV2PcuHFo27YtMjMzYWZmhlu3bsHBwYGTVTqEEEIIaV2oUGchMDAQCgoKCAkJaXIsR0fHBpuh1e1r5qoZmjTIsot3WVkZAgICEB0dLbLZnZqaGjIyMgAAvXr1kiT9JlFVVcWNGzdgZWUlMH779m0MGDAA5eXlHz2nD126dAnbt29HXl4ejh49io4dO2Lv3r0wNTUVq3u7LJsFykJVVRVOnjyJiIgIXLhwAf369YOPjw8mT56M0tJSLFq0CBkZGbhz5w7XqbYKT548QVFREXr27MlfTXHt2jVoaGiw2kZUp7i4GDNmzEBsbKzI29n8jVFRUUFOTg6MjY0FCvXc3FzY2trizZs3rPMjhBBCCGGDur6zUFlZiV27dvHf5KupqQncvnHjRrFj1c2WN9YMLSAggNNmaE0hyy7e6urq2LlzJ0JDQ+ttdsdFgV5n0KBBWLJkCaKjo/lbI968eYNly5Zh0KBBnOVV59ixY5g2bRqmTJmC9PR0/PvvvwCA169fY/Xq1WJ1qdfS0uI3C9TU1JRqs0Dg3QqA9evXIzs7GzweD1ZWVli4cCGGDh3KOtbcuXNx8OBBAMDUqVOxdu1adO/enX+7mpoaQkJCmmUjvJbKwMBAaC/5gAEDJI43f/58vHz5ElevXoWjoyNiYmLw9OlTrFy5Ehs2bGAVy9TUFBkZGTA2NhYYP3fu3H/2wikhhBBC/ltoRp0FR0fHem/j8XhISEgQO1Zzb4YmbWvWrEH79u3h7e0tMB4REYHi4mIsWrSIo8xk49atW/jss8/w9u1b9OzZEzweDxkZGVBWVkZcXBzny6t79+6NgIAATJ8+XWDGMCMjA5999plYe4TfbxaYlJTU4P53tkvp9+3bBy8vL7i5ucHOzg4Mw+DKlSuIiYlBVFQUPDw8WMVzcnKCr68vvvjii3qbx1VXVyMlJaXFL/tvqQwNDXHy5EkMGDAAGhoauH79Orp164ZTp05h7dq1uHz5stixIiMjERQUhA0bNsDHxwe7du1CXl4e1qxZg127dsHd3V2G3wkhhBBCCBXqnGnuzdCkzcTEBAcOHMDgwYMFxtPS0uDu7i7T2XeuvHnzBvv27UNOTg4YhoG1tTWmTJkCFRUVrlODqqoq7ty5AxMTE4FC/cGDB7C2tsbbt285zc/KygqzZs1CQECAwPjGjRuxc+dOVsd3VVVVYdasWQgKCoKZmZm0U5Wa8vJyJCcni9xfPW/ePI6y+u/Q0NBAVlYWTExMYGJigv3798POzg75+fmwsbFh3Ul+586dWLlyJQoLCwG8u7i6dOlS+Pj4yCJ9QgghhBABtPSdI66urvD29hbZDG3cuHEA3u3X7NatG7eJSsmTJ09gaGgoNK6np4eioiIOMpI9FRUVzJw5k+s0RDI0NMT9+/eFlnpfvnxZomLWzs4Ow4YNg4ODA+zs7IS2hbD14MEDjBkzRmh87Nix+OGHH1jFUlBQQExMDIKCgpqUkyylp6dj9OjRqKioQHl5ObS1tVFSUgJVVVXo6+tToS4GCwsL3L17FyYmJujVqxe2b98OExMThIeH13tcW0NmzpyJmTNnoqSkBLW1tdDX15dB1oQQQgghool3HhKRuu3bt8PJyQnu7u4wNjZG586d4e7uDicnJ4SHhwMALC0tsWvXLo4zlQ4jIyOkpKQIjaekpKBDhw4cZCR7d+/exTfffAMnJyeMGDEC33zzDXJycrhOC8C74+P8/f2RlpYGHo+Hx48fY//+/ViwYAHmzJnDOt7nn3+Omzdv4ssvv4SWlhYGDRqExYsXIzY2FmVlZazjGRkZIT4+Xmg8Pj4eRkZGrOONHz8eJ06cYP24jyUgIABjxoxBaWkpVFRUcPXqVTx8+BB9+/bF+vXruU7vP2H+/Pn8i35LlixBbGwsOnfujE2bNmHNmjUSxSwuLkZOTg5yc3NbxBYkQgghhPx30NJ3jpWVldXbDK0l+fnnn7Fu3TqsW7cOw4cPB/Cu6Pruu+8QGBiI77//nuMMpevo0aOYPHky+vXrx28ed/XqVfzxxx84cOAAJkyYwHGGwI8//ojQ0FD+MnclJSUsWLAAK1askDhmTU0N/vjjDyQlJSEpKQkJCQng8Xj8ZnXi2rZtG+bPnw9vb28MHjyYfwJCVFQUNm3ahK+++opVvFWrVmH9+vVwcnJC3759hWb8uZ6x1tTURFpaGiwsLKCpqYnU1FRYWVkhLS0Nnp6ezeYCjzTt3bsX4eHhyM/PR2pqKoyNjREWFgZTU1O4urqyjrdv3z5MnTqV/++Kigrk5OSgc+fO/L8/4iovL8fcuXMRHR2N2tpaAIC8vDymT5+OLVu2QFVVlXV+hBBCCCGsMIR8BLW1tcx3333HKCsrM3JycoycnByjqqrKLFu2jOvUZMLU1JQJCgoSGg8ODmZMTU05yEi08vJy5o8//mDS0tKY169fNzlednY2Ex4ezri7uzOGhoaMjo4OM27cOIliHT9+nLGzs2O0tbUZbW1txs7Ojjlx4oREsUxMTOr9aA4/D11dXebu3bsMwzBMt27dmNjYWIZh3j2fKioqXKYmE1u3bmV0dXWZlStXMioqKkxeXh7DMAwTGRnJODg4SBSzXbt2zOnTp4XGAwICGAMDA1axZs2axZiZmTFnz55l/vnnH+aff/5hzpw5w3Tp0oXx8/OTKD9CCCGEEDZoRp18VGVlZcjOzoaKigq6du0KJSUlrlOSCVVVVWRlZcHc3FxgPDc3Fz179mTd2Kq5mzRpEi5evIja2lrY29vD3t4ew4YNg62trUTxvLy8MHXqVAwfPrzBbvIthbOzM2bMmAEPDw/4+fkhPT0d8+bNw969e/HixQukpaVxnaJUWVtbY/Xq1Rg3bpxAM8Nbt27BwcFBomXmsbGxcHd3x6lTp2Bvbw/g3bF8x44dQ0JCAquz2XV1dXH06FGhZp+JiYmYOHEiiouLWedHCCGEEMIG7VEnH5W6ujr69++P7t27t9giHQAcHBxw6dIlofHLly9LdA54c3fkyBHU1NTA09MT3t7e8PLykrhIB4Dnz5/DxcUFnTp1woIFC5CRkdGk/JYvXy7y4sibN2+wfPnyJsWWhtWrV/ObLa5YsQI6OjqYPXs2nj17hh07dnCcnfTl5+ejd+/eQuNKSkooLy+XKOZnn32G8PBwjBs3DtevX8ecOXNw/PhxJCUlsSrSgXfL5tu3by80rq+v3+IushFCCCGkeaIZdUKk5NSpU/zPHz9+jODgYEycOBGffPIJgHd71I8cOYJly5bBz8+PqzRl4uXLl7h48SKSkpKQnJyM27dvo2fPnnBwcICDgwNGjRolUczDhw/jwIEDuHTpEiwsLDB16lR4eHgIdatvjLy8PIqKioQ6dz9//hz6+vqoqalhnR+RnLW1NdasWQNXV1eBGfXNmzdjz549uHHjhsSxt23bhoCAAOjp6SExMVFoVYs4nJycoKOjg+joaCgrKwN4d1HH09MTpaWl+P333yXOjxBCCCFEHFSoEyIlcnLiLVDh8XgtvjDMy8vDypUrsW/fPtTW1jb5+/37779x8OBBREREIDc3F9XV1aweLycnh6dPn0JPT09gPCEhAZMmTaKlzB9ZZGQkgoKCsGHDBvj4+GDXrl3Iy8vDmjVrsGvXLri7u4sV59tvvxU5fvToUfTu3RtdunThj23cuFHs/G7duoXPPvsMb9++Rc+ePcHj8ZCRkQFlZWXExcXBxsZG7FiEEEIIIZKgc9QJkZK67tCtUWlpKZKTk/nd3m/fvg1tbW24urrC0dGxSbGrqqpw/fp1pKWl4a+//hK5JLk+Wlpa4PF44PF46Natm8B+95qaGpSVlXG2uqFPnz6Ij4+HlpYWevfu3eBe/Js3b37EzGTPy8sL1dXV+O6771BRUQEPDw907NgRmzZtErtIB96dPy9Kly5d8OrVK/7tbPscdO/eHbm5udi3bx9ycnLAMAzc3d0xZcoUqKiosIpFCCGEECIJmlEnRAYqKipa1RFO8vLy0NXVxdChQ/nL3bt3796kmImJiThw4ACOHTuGmpoauLm5YcqUKRg+fLjYqxf27NkDhmHg7e2NsLAwtGvXjn+boqIiTExM+MfnfWzLli3DwoULoaqqiqVLlzZYTC5ZsuQjZvZxlZSUoLa2VmhbAiGEEEJIa0aFOiEyoKioiH79+sHBwQHDhg3DkCFDhM7ubkmysrJgZmYGdXV1AMDDhw8RExMDa2trODs7s47XqVMnPH/+HCNHjsSUKVMwZswY/l5hSSQnJ2Pw4MFQUFCQOAZpXe7du4ekpCQ8e/ZMaLVMcHAwR1kRQgghpLWgQp0QGUhNTeUvBb9y5Qrevn2LPn368At3SZqrNWfOzs5wc3ODn58fXr58CUtLSygoKKCkpAQbN27E7NmzWcXbsWMHJkyYAC0tLanlWFtbi/v374ssvOqO8+JKazuO7unTp1iwYAHi4+Px7NkzfPjfENc9HHbu3InZs2dDV1cXBgYGAj8THo/X4rYiEEIIIaT5oUKdEBmrqanBH3/8gfDwcOzfv18qzdWaG11dXSQnJ8PGxga7du3Cli1bkJ6ejmPHjiE4OBjZ2dmc5nf16lV4eHjg4cOHQkVhc2juN3bsWJw/fx46Ojpwd3fHtGnT0KtXL05zkqVRo0ahoKAA33zzDQwNDYUuTri6unKU2TvGxsaYM2cOFi1axGkehBBCCGm9qJkcITKSk5PDP64sKSkJVVVVGDNmDIYNG8Z1alJXUVGBtm3bAgDOnz8PNzc3yMnJ4ZNPPsHDhw85zg7w8/NDv379cObMGZGFIddOnTolcBxdWFhYk46ja+4uX76MS5cuNduLES9evMCECRO4ToMQQgghrRjNqBMiAwYGBqiqqsLw4cPh4OAAe3t79OjRg+u0ZMbW1ha+vr4YP348unfvjtjYWAwaNAg3btyAi4sLnjx5wml+ampqyMzMlOhMbS409Ti65s7a2hr79+9H7969uU5FJB8fH/Tv35+zEwEIIYQQQmhGnRAZMDAwQHZ2NgoKClBQUIC///4bpqam/GZrLU1wcDA8PDwQEBAAJycnfif18+fPN4tibODAgbh///5/olBvynF0/xVhYWFYvHgxtm/f3mxWC2zevJn/ubm5OYKCgnD16lX06NFDqAnhvHnzPnZ6hBBCCGllaEadEBl5+fIlLl68iOTkZCQnJ+P27duwtbWFo6MjQkJCuE5P6p48eYKioiL07NmTf3zatWvXoKGhAUtLS05zi4mJwU8//YSFCxeKLLxsbW05yuz/SeM4uv8KLS0tVFRUoLq6GqqqqkI/j9LS0o+ek6mpqVj34/F4ePDggYyzIYQQQkhrR4U6ITJWWlqKpKQknDx5EgcOHGiRzeSaO1GFLo/HA8MwzaKZnLSPo2vu9uzZ0+Dtnp6eHykTQgghhJDmiQp1QmQgJiYGSUlJSEpKwu3bt6Gjo4OhQ4fCwcEBjo6OsLGx4TrFVqWxhnbGxsYfKRPRZHEcHZGempoa/PnnnzA2NqafESGEEEI+CirUCZEBfX192Nvbw8HBAQ4ODujevTvXKRHCqVevXkFDQ4P/eUPq7seV+fPno0ePHvDx8UFNTQ3s7e2RmpoKVVVV/Pbbb3BwcOA0P0IIIYS0fFSoE0JavOjo6AZvnz59+kfKpPWSl5dHUVER9PX1IScnJ/KIvOa0FeHEiRPo168fTpw4ga+//hqJiYmIjo5GYmIiUlJSOM2PEEIIIS0fFeqEyEhNTQ1OnDiB7Oxs8Hg8WFlZwdXVFfLy8lyn1up8uFy5qqoKFRUVUFRUhKqqKifNy1qb5ORk2NnZoU2bNkhOTm7wvsOGDftIWYmmrKyM+/fvo1OnTpg1axZUVVURFhaG/Px89OzZs9EVAYQQQgghTUXHsxEiA/fv38fo0aPx6NEjWFhYgGEY3Lt3D0ZGRjhz5gy6dOnCdYqtyosXL4TGcnNzMXv2bCxcuJCDjFqf94tvrgvxxrRv3x537tyBoaEhYmNjsXXrVgBARUUFXWgjhBBCyEdBM+qEyMDo0aPBMAz2798PbW1tAMDz588xdepUyMnJ4cyZMxxnSADg+vXrmDp1KnJycrhOpcXLysoS+75cH5e3dOlShIWFwdDQEBUVFbh37x6UlJQQERGBnTt3IjU1ldP8CCGEENLyUaFOiAyoqanh6tWr6NGjh8B4ZmYm7OzsUFZWxlFm5H3p6ekYNmwYLWX+COr2pTf2X05z2KMOAEePHkVhYSEmTJiATp06AXh3rJympiZcXV05zo4QQgghLR0tfSdEBpSUlPD69Wuh8bKyMigqKnKQUet26tQpgX8zDIOioiL88ssvsLOz4yir1iU/P5/rFMRWUVGBL7/8UmiczncnhBBCyMdCM+qEyMD06dNx8+ZN7N69GwMGDAAApKWlYebMmejbty+ioqK4TbCVkZOTE/g3j8eDnp4ehg8fjg0bNsDQ0JCjzEhzpKioiH79+sHBwQHDhg3DkCFDoKamxnVahBBCCGlFqFAnRAZevnwJT09PnD59GgoKCgCA6upqjB07FlFRUWjXrh3HGRLCrXv37iEpKQnPnj1DbW2twG3BwcEcZfVOamoqkpOTkZSUhCtXruDt27fo06cPv3AfNWoUp/kRQgghpOWjQp0QGcrNzUVOTg4YhoG1tTXMzc25TqnVq/uTJ+ocb/Jx7Ny5E7Nnz4auri4MDAwEfhY8Hg83b97kMDtBNTU1+OOPPxAeHo79+/ejtra2WeyhJ4QQQkjLRoU6IaRViI6Oxrp165CbmwsA6NatGxYuXIhp06ZxnFnrY2xsjDlz5mDRokVcp1KvnJwcJCUl8WfWq6qqYG9vj2HDhsHf35/r9AghhBDSwlEzOUJkoKamBlFRUYiPjxe5tDchIYGjzFqnjRs3IigoCN988w3s7OzAMAxSUlLg5+eHkpISBAQEcJ1iq/LixQtMmDCB6zTqZWBggKqqKgwfPhwODg744YcfhE5wIIQQQgiRJSrUCZEBf39/REVFwcXFBd27d6dl1hzbsmULtm3bhunTp/PHXF1dYWNjg6VLl1Kh/pFNmDAB58+fh5+fH9epiGRgYIDs7GwUFBSgoKAAf//9N0xNTaGurs51aoQQQghpJWjpOyEyoKuri+joaIwePZrrVAgAZWVl3Lp1S6hHQG5uLnr06IG3b99ylFnrtGbNGmzcuBEuLi7o0aMHv+FinXnz5nGU2f97+fIlLl68iOTkZCQnJ+P27duwtbWFo6MjQkJCuE6PEEIIIS0cFeqEyECHDh2QlJSEbt26cZ0KAdC9e3d4eHjghx9+EBhfuXIl/ve//+HPP//kKLPWydTUtN7beDweHjx48BGzaVhpaSmSkpJw8uRJHDhwgJrJEUIIIeSjoEKdEBnYsGEDHjx4gF9++YWWvTcDx44dw6RJkzBixAjY2dmBx+Ph8uXLiI+Px+HDhzF+/HiuUyTNSExMDJKSkpCUlITbt29DR0cHQ4cOhYODAxwdHWFjY8N1ioQQQghp4ahQJ0QGxo8fj8TERGhra8PGxkZoae/x48c5yqz1unHjBkJDQ5Gdnc0/Li8wMBC9e/fmOjXSzOjr68Pe3h4ODg5wcHBA9+7duU6JEEIIIa0MFeqEyICXl1eDt0dGRn6kTAhpHr799lusWLECampq+Pbbbxu878aNGz9SVoQQQgghzRN1fSdEBrZu3Yra2lqoqakBAP766y+cOHECVlZWGDlyJMfZtT5nz56FvLy80HMfFxeH2tpajBo1iqPMWo/09HRUVVXxP69Pc9kqUlNTgxMnTiA7Oxs8Hg9WVlZwdXWFvLw816kRQgghpBWgGXVCZMDZ2Rlubm7w8/PDy5cvYWlpCQUFBZSUlGDjxo2YPXs21ym2Kra2tggJCRHqwh8bG4tFixYhMzOTo8xIc3T//n2MHj0ajx49goWFBRiGwb1792BkZIQzZ86gS5cuXKdICCGEkBZOjusECGmJbt68iaFDhwIAjh49ivbt2+Phw4eIjo7G5s2bOc6u9cnNzYW1tbXQuKWlJe7fv89BRqQ5mzdvHrp06YLCwkLcvHkT6enpKCgogKmpabM4Oo4QQgghLR8tfSdEBioqKtC2bVsAwPnz5+Hm5gY5OTl88sknePjwIcfZtT7t2rXDgwcPYGJiIjB+//59/vYEQuokJyfj6tWr0NbW5o/p6OggJCQEdnZ2HGZGCCGEkNaCZtQJkQFzc3OcOHEChYWFiIuLg7OzMwDg2bNn0NDQ4Di71mfs2LGYP38+8vLy+GP3799HYGAgxo4dy2FmpDlSUlLC69evhcbLysqgqKjIQUaEEEIIaW2oUCdEBoKDg7FgwQKYmJhg4MCBGDRoEIB3s+t0HNjHt27dOqipqcHS0hKmpqYwNTWFlZUVdHR0sH79eq7TI83M559/jlmzZiEtLQ0Mw4BhGFy9ehV+fn50YYcQQgghHwU1kyNERp48eYKioiL07NkTcnLvroldu3YNGhoasLS05Di71odhGFy4cAGZmZlQUVGBra0t7O3tuU6LNEMvX76Ep6cnTp8+DQUFBQBAdXU1xo4di6ioKLRr147jDAkhhBDS0lGhTghpVf7++2906NCBf/GEkPrk5uYiJycHDMPA2toa5ubmXKdECCGEkFaCCnVCSKuioaGBjIwMmJmZcZ0KIYQQQgghIlHXd0JIq0LXJkljampqEBUVhfj4eDx79gy1tbUCtyckJHCUGSGEEEJaCyrUCSGEkPf4+/sjKioKLi4u6N69O3g8HtcpEUIIIaSVoUKdENKq/PDDDwLnYxPyoUOHDuHw4cMYPXo016kQQgghpJWiPeqEkFanpqYGf/75J4yNjaGlpcV1OqSZ6dChA5KSktCtWzeuUyGEEEJIK0VtjwkhLd78+fOxe/duAO+K9GHDhqFPnz4wMjJCUlISt8mRZicwMBCbNm2ifgaEEEII4QzNqBNCWrxOnTrhxIkT6NevH06cOIE5c+YgKSkJ0dHRSExMREpKCtcpkmZk/PjxSExMhLa2NmxsbPhnqdc5fvw4R5kRQgghpLWgPeqEkBavpKQEBgYGAICzZ89i4sSJ6NatG3x8fLB582aOsyPNjaamJsaPH891GoQQQghpxahQJ4S0eO3bt8edO3dgaGiI2NhYbN26FQBQUVEBeXl5jrMjzU1kZCTXKRBCCCGklaNCnRDS4nl5eWHixIkwNDQEj8fDp59+CgBIS0uDpaUlx9mR5ubNmzdgGAaqqqoAgIcPHyImJgbW1tZwdnbmODtCCCGEtAa0R50Q0iocPXoUhYWFmDBhAjp16gQA2LNnDzQ1NeHq6spxdqQ5cXZ2hpubG/z8/PDy5UtYWFhAUVERJSUl2LhxI2bPns11ioQQQghp4ahQJ4S0Si9fvoSmpibXaZBmSFdXF8nJybCxscGuXbuwZcsWpKen49ixYwgODkZ2djbXKRJCCCGkhaPj2QghLd7PP/+M//3vf/x/T5w4ETo6OujUqROysrI4zIw0RxUVFWjbti0A4Pz583Bzc4OcnBw++eQTPHz4kOPsCCGEENIaUKFOCGnxtm/fDiMjIwDAhQsXcOHCBZw7dw6fffYZFixYwHF2pLkxNzfHiRMnUFhYiLi4OP6+9GfPnkFDQ4Pj7AghhBDSGlAzOUJIi1dUVMQv1H/77TdMnDgRzs7OMDExwcCBAznOjjQ3wcHB8PDwQEBAAJycnDBo0CAA72bXe/fuzXF2hBBCCGkNaEadENLiaWlpobCwEAAQGxuLESNGAAAYhkFNTQ2XqZFm6Msvv0RBQQGuX7+O2NhY/riTkxNCQ0M5zIwQQgghrQXNqBNCWjw3Nzd4eHiga9eueP78OUaNGgUAyMjIgLm5OcfZkebIwMAABgYGAmMDBgzgKBtCCCGEtDZUqBNCWrzQ0FCYmJigsLAQa9euhbq6OoB3S+LnzJnDcXaEEEIIIYQIouPZCCGEEEIIIYSQZoRm1AkhrUJeXh7CwsKQnZ0NHo8HKysrzJ8/H2ZmZlynRgghhBBCiABqJkcIafHi4uJgbW2Na9euwdbWFt27d0daWhqsra1x4cIFrtMjhBBCCCFEAC19J4S0eL1798bIkSMREhIiML548WKcP38eN2/e5CgzQgghhBBChFGhTghp8ZSVlfHnn3+ia9euAuP37t2Dra0t3r59y1FmhBBCCCGECKOl74SQFk9PTw8ZGRlC4xkZGdDX1//4CRFCCCGEENIAaiZHCGnxZs6ciVmzZuHBgwcYPHgweDweLl++jJ9//hmBgYFcp0cIIYQQQogAWvpOCGnxGIZBWFgYNmzYgMePHwMAOnTogIULF2LevHng8XgcZ0gIIYQQQsj/o0KdENKiVVdXY//+/Rg5ciQMDAzw+vVrAEDbtm05zowQQgghhBDRqFAnhLR4qqqqyM7OhrGxMdepEEIIIYQQ0ihqJkcIafEGDhyI9PR0rtMghBBCCCFELNRMjhDS4s2ZMweBgYH4+++/0bdvX6ipqQncbmtry1FmhBBCCCGECKOl74SQFk9OTnjxEI/HA8Mw4PF4qKmp4SArQgghhBBCRKMZdUJIi5efn891CoQQQgghhIiNZtQJIYQQQgghhJBmhJrJEUJavDVr1iAiIkJoPCIiAj///DMHGRFCCCGEEFI/KtQJIS3e9u3bYWlpKTRuY2OD8PBwDjIihBBCCCGkflSoE0JavCdPnsDQ0FBoXE9PD0VFRRxkRAghhBBCSP2oUCeEtHhGRkZISUkRGk9JSUGHDh04yIgQQgghhJD6Udd3QkiL5+vri/nz56OqqgrDhw8HAMTHx+O7775DYGAgx9kRQgghhBAiiLq+E0JaPIZhsHjxYmzevBmVlZUAAGVlZSxatAjBwcEcZ0cIIYQQQoggKtQJIa1GWVkZsrOzoaKigq5du0JJSYnrlAghhBBCCBFChTohhBBCCCGEENKMUDM5QgghhBBCCCGkGaFCnRBCCCGEEEIIaUaoUCeEEEIIIYQQQpoRKtQJIYQQQgghhJBmhAp1QgghhBBCCCGkGaFCnRBCCCGEEEIIaUaoUCeEEEIIIYQQQpqR/wPuV6j3CPV3ZQAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "fig_context.savefig(\"context.svg\")\n", "fig_context" @@ -743,7 +427,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "id": "b649727e-af74-4d42-a42e-9f4dc5a449a4", "metadata": {}, "outputs": [], @@ -758,7 +442,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "id": "c9fee885-21e1-4f42-8d75-0141b42791b7", "metadata": {}, "outputs": [], @@ -771,7 +455,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "id": "e0bd5c70-7627-4c7d-a37c-f609c2735745", "metadata": {}, "outputs": [], @@ -789,21 +473,10 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "id": "370bdf48-8594-4345-a663-59a1a8ec2e62", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = plt.figure()\n", "radar = yearly.Radar(fig, dimensions, labels.values())\n",