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Last active March 9, 2023 04:29
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japanmap.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"authorship_tag": "ABX9TyNdcYOwe/76P+itcBofkTNP",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/hirosh/97201697c73df0a1829007a566ff8d54/japanmap.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"source": [
"!pip install japanmap\n",
"!pip install japanize-matplotlib"
],
"metadata": {
"id": "gcjw_O4Om-12"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# 独立行政法人 統計センターのSSDSE(教育用標準データセット) 47都道府県×多分野90項目より\n",
"!wget https://www.nstac.go.jp/sys/files/SSDSE-E-2022v2.csv"
],
"metadata": {
"id": "iij-fPQ0m_xx"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 683
},
"id": "lrV4cweIm32F",
"outputId": "7d61b22f-78b7-4260-dc6b-36e79ec35d29"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 864x864 with 2 Axes>"
],
"image/png": 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x2Wef4XQ6vRus6DAkIW3HampqqKysPO12j8dDQUEB335bx9NPu44+r7WR11+/gzfeeIPS0vNaTlsIIUQbZbVaWbx4KampI3C7j290cLs1Vqvm97+vJjS0C19++SW1tbXSONEE0mXfOJKQtlNOp5OvvvqKb7755rRJpcvlIiMjg+HDh5+0zWSyMGzYg8yZM4fDhw+3dLhCCCFayQ8//MDgwWO49dalp33NwYNWnnuuHIMhgSVLlnD48GE8Hk+jz2Gz2aipqZFEVjSaJKTtVFlZGbt372H16m78+OOPOByO47YfOnSI7777jpoaM0VF/U/av65O8ZvfhHLo0GDWrFlDWVlZa4UuhBCihdTW1rJx4yYOHOh01tdu3VrGhx86+PzzYmbNWkR2dnajEkybzcb69etZsWIFVVVVzRG2zzN5+eELfCVOcY4qKirw9w/gs8/6cMMNLr777jv69euH0+lkx44dKKUIDo5m1arhzJ/vOuUxKiuNvPNOMlOnlhIcvI2RI0cSGBjYyj+JEEKI5rJ79246derE73+/n/rO5DNbubIIMLNzZyUezwr6989n3LhxKHXqfevq6li9ejXFxcW4XC5qamoICwtr3h9CtEvSQtpO2Ww2oqOjqa018fnng4iOjmbp0qVs3ryZzp0789prg3jlldHMn3/m45SX+zN37gDefTePjIwM3G536/wAQgghmt3atWu54IJxNCYZPVZ2dhBvvumhpKSMzz//nMLCwpNeU15ezscff8yBAw6+/roGPz8/WbpXNJq0kLZT1dXVmM1mnE6YNcvIkiX9sNlSGtb2DqSw0IDHc+qW0ZOPFcyoUVexaNHrdOrUidjYk1aCFUII0cbV1tZSV1fHbbdt53yGdublmfnzn+18/HFfZs6cSZ8+fRg5ciQej4e1a9eyevVqZsy4g1tv3Ya/fynXXBNKSEhI8/8gPkYBZm9nW437uPcqaSFtp6qqqoiMjATA4YDCQhMVFaGUlQWTn2/gHMamA/DXvxpISrqF99+fic1ma4GIhRBCtKSysjKcTieFhed/D8/Pd3LJJdtZuDCV6mo7zz//Em+99S5g5pNP+nPVVVvp0iWU558fRkhIiKz6JxpNrpR2qrKyki5dujbb8ZxOePDBMP72t0m8//5M7rjjdumKEUIIH1JSUkJiYiJGY9OOU1fnYds2Ow8+CNCz4dly6tsCPdjtVhwOTXx8/GnHmnYkSoHX83JpIRXecuDAAbp27dbMR1X88Y+9yc5OYsGCBdJSKoQQPqSwsJC4uDgMhiZmpMdRnDge1Wq1UV1dTVRUVDOeR7R3kpC2Q2VlZZjNZpYujeJcB643xjvvTGT2bM2yZctwuXzga5cQQnRwWmvy8/PZuNHJ+dy2L744kRtu6IKhEVmDzWbDarXKfANxTiQhbYc2bNhA3759+e1vW6YFU2sDa9ZMpK6ujpUrV7bIOYQQQtSvqFdUVITVam3ScUpLS7Hb7bz7bj52+7lNIpg+vQvXXquZOrWK//u/xDO+NjjYxE03JeJyuQgKCmpKyO2GUmA2evfhCyQhbWfy8/OprKzko4/6UFfXcldhba0fy5ePxWq1kpGR0WLnEUKIjkprzd69e/niiy9YsmRJk3qkcnNzSUtLO6+aoF262PB4SunatStJSft44onup32tnx9MnhxOcnKyjB8V50QS0nZEa83q1atJS0sjMzMat7vlbgZ2O3zyiT8//DCIHTt2kJWV1WLnEkKIjmrWrFmMHXslTz+dzbx587Db7Se9pqqqii1btpx2mWitNXv27OGpp/aQn3/uSe2+fftISEigZ8+eXHXVdFyuNfz1rz1P+Vqn08mBAweku/4YRyY1efPhCyQhbUcOHTpEXV0dv/61H/v2tfz6wXa74qOPQtm+fTjr1q2ntLRU1i0WQohmUlFRQU5OAdOnryYyMpWQkFDS09OP3me11pSWlvLKK6+wfv1G3n33Pfbt23fSfbi4uBilFG53CE7nme/RRqPCaFQYDGAwwLXXxnHJJRF06tQJs9lMfHw806ZNZcGCjzlVA6jL5aKwsJD4+Phmex9ExyAJaTtSVVVFSEgIFkvYOdcZPV8ul+LVV6PZsaM7CxcuwmazSVIqhBDNoLS0lJCQUGprXaxYcZh3360hK+sA2dnZVFdXs2PHDl5++VUGDLiVxx/3IzMzha+//oaioqLj7sM1NTUYDAaCgoJPOofFYiAy0kxwsMZiqWP16otYvXoU8+f34IMPokhL20pqajLdunU72gWflJTELbeM5OabzScdLzzchNVqJS4uruXeGNEu+UhDrmgMj8eDw+HwQkKoePPN3kyZspeAgEVcddW0Vj6/EEK0P1arlYSEhKP/XrCgis6du1JRsZzKymLS0yu5665fc/XV3wKKL76o5fbbg9m1axcxMTFHi9JrrTGbzZhMbsAJgNEIaWn+9Ovnz733xpOenk5mZjYzZ75Ct27dMBgMJCQkcP3119O1a9ejMSil8Pf3Jzk5ma+/XkpsbA+Ki+sn0JpMivnzx/PZZ0VSEP8YbWKlJh8gb1E74ufnh8Fg8FoppoULp5Oc/CJ9+/aiR48eXolBCCHai7q6OhwOx3HP/ec/Odx7bwopKf1YsCCDb7759rjtgYGBVFRUHNcwYbFYcLlc1NXVH2vMmCCs1sM8/HAkxcXFHDzoZMiQIcyYMYOQkJCzTkYymUyEhoZy8cWxdO+ewmuv7QTqE9+DB/NISkpqjh9fdDCSkLYjISEh2O12qqqqAO8MKK+ru4dVq+ZjNBpJTU31SgxCCNEe1NXVERAQeNLzb72Ve9p9QkNDsdkqj0tIAwMD8Xg8pKRUYrE4uf56E+Hh8YSFhTFq1KhzLmCvtUYpxfbtFezaVXTctoKCAumuP5ECfKT0kjdJQtqOhIWFoZTirrucvPYaFBS0fgwzZwYyatQwtF5GVFQU4eHhrR+EEEK0A3a7HYvl5HGaZ2IymU6aiR8aGkrv3r3x89tPVFQUMTExJCcnExh4crLbGG63m5qaGnJz3Wze/L+Z/VprCgry6d497byOKzo2SUjbEbPZTGJiImFhhzCZugH+XohCsW9fV4YMcTN37lxuu+02L8QghBC+r66uDn//c7uPh4SEUFNTc1KXfZ8+fUhNTcVisWA2m5tUI9ThcFBQUEB0dMxxz2utKSoqIiYm5jR7CnF6Msu+nenZsyfFxcVYrbWAd2a7l5UZeOyxJMLDI1i/fr3MuhdCiPNgt9vPOSENDw+ntrb2pPuu2WwmODgYi8XS5IL1LpeLmpoaUlJSTtpWVVVFREREk47f7ijqm/+8+fABkpC2M/Hx8Sil+PjjwwQHeycR1Bo2bAjguedS2L17P4WFhZKUCiHEObLb7acs1XQm/v5hFBcfxuPxtMh9V2uN1Wpl374s4uI6HbctNNRMZWXleQ8FEB2bJKTtjFKKcePGsW3bFpKTHXirlRQU6eld+fzzKNLT00+5uogQQojTczqdhIaGnNM+d9yxlJoa/4bJrc1Pa01mZia1tfH85jdrjtu2ffu1R+cyiGNIC2mjSELaDqWmpuLxeHjmmUxvh0J09Ch27Splz549uN1ub4cjhBA+o6am5pxbSAGCgoLJz89vgYjq613v3LmTnj1PXjrUarXKRFZx3iQhbaeuuOIKli1bwtVXV3s1jnnzDCxdOobFi3dw8OBB6boXQohGstlshIeHnfN+XbsmNyohdblcVFZWntOxq6qqyMrKZ/v2k5vdDAYDNTU153Q8IY7wkYZcca4SEhKYNGkiNtvnwN1ejWX58mjy8wdSUvIRf/nLo1gsFq/GI4QQvqCwsPC8WhwTE5PIzU0/42ucTierV68mLy+P5ORkBg0aRHDw2Vtjd+7cSWhoPG+/nXPSNqPRJD1hpyPZ1llJC2k7NnToUDp1CuH223d6OxSyslIZPXoC7733nrdDEUIIn+Dv709kZOQ579etW1cqKipOu11rzd69e1myZAfLlgXhdrv54YcfzrjPEcuXL2f8+PGn3GaW9TFFE0hC2o6ZTCamT7+cwMBvee45b9QkPd5vfjOAkJBwvv/+e+m6F0KIM6iqqqK6upphw2ad87633baBLVt2nrG1cufOnSQmduWbb6zcc08BGRl+zJw5k+rq6tPen8vKyrDZnNx996kbOfz8/E9ZckqIxpCEtB1TShEeHs7w4YPYsmURJi9/eS0uNvDYYxeSkZFDdna2d4MRQog27PDhw0RFRVFYaD3nfUtK6hg0aDAHDx485XatNdu3byctLQ273c3hwy5eeKGUbt0u4re/fZzS0tJTJpVr164lJSWNw4frTnnc5OQPMBiM1NWdenuHdWTpUG8+fIAkpO2cn58fQ4YMYfDgfB580NvRKGprA3j++YnMmjWL2tpabwckhBBtUmlpKd27dz/v/cPDI8jNPfWa906nE7u9Dj+//60573bDHXds5u67/8bjjz9HdnY2Lpfr6HaXy8XGjRtJSxtOfYZ1MofDTWhoiExsEudFEtIOICQkhKCgIHbt2uXtUAAICYknOno8S5cuxWazeTscIYRoczIzM0lISDjvmp69e/c+7Uz73bt3Y7GEM23aNydtu/DCb5gzpzcvvTSX3bt3Y7fb0Vqzbds20tLSuPbadac9p1KKyMhIaWw4kdQhbRRJSDuAkJAQYmNjiYo6SJcuHm+HQ0GBkZde6sbmzYr09HScTqe3QxJCiDalpKSEnj17nndCmpLSjYyMjFNu2717N8OGDTvtvi6XgVmzwnnnnbWsWrWKlStXkp+fT2VlD86WNsTGxrZYUX7RvklC2gGYTCYSEhKYMMFN165t40Zx4EAwH37Yg/fe20pBQYEMghdCiAaHDx9Ga80bbxzA4zm/e+Prr+djNps5dOjQcc9XV1eTm3uA+fPPvL/VamTuXAvLl1dgNBrJzEzg6aczcbnOHE9gYBCHDx8+r5hFx+YjDbmiqWJiYnA6nRQVFQHh3g4HgJKSBCIiRrBmzRqio6MJCgrydkhCCOF1u3btonPnzvz731l4zrNTa+bMfWzYcBtz585l2rRpxMfHU1RUxDfffMPUqZczadKWsx6josLA7Nmwe7edTZvyqK4+c2+WUoqYmGjKy8vPL+j26kiXvTgjaSHtICIiIjAYDPz+9y569247U+4+/zyF4uJYvvnmGymoLIQQwMGDBxk+fDj+/udfrs/t1tx33x6mTJnCZ599xl//+ldmzZrF5MmT+eUvc2hsp1RenpVFi/IpL2/czPmoqKhG1TMV4kSSkHYQBoOB+Ph4TKYy3O5zLyPSUkpLDfz978PYvr2MtWvXSte9EKLD0lqzdetWTCYLN9+8hkOHmjbpc/36YsaMWcm+fcMxm6fzt7+FMG7cWrZta5kWTKUUcXFxlJWVtcjxfZqUfToraUTuQDp37syGDRuwWmsBP2+Hc5TTaeT1139CVdWf6Nq1K0lJSd4OSQghWpXWmoqKCrZv38O//11Cdva5r2F/8jHBanXz8cdZDc8YcDpbtidK6xCKi4vxeDwYDNLmJRpPrpYOJCoqikOHDrXRkhyK6dOf4IsvvpAB8UKIds/j8eBwOLBarZSWlpKVlcU33yzmuef2NUsy6g0ul2bMmK8IDAyUmfbinEkLaQcSFhaGx+Nh3DgHCxZoHI7zKyfSUm65xcBDD03ghx9+YMqUKee1hrMQQrRFHo+H8vJycnNzsVqteDweamtrcTgc1NXVkZdXxty5TvLykr0dapMYjSZiY2MpKysjPDzc2+G0DTKpqVHkLepAlFIkJiYycmQNy5d7cDja1sASp9PAK6905corK4iN3cKYMWMICAjwdlhCCNEkWmtqampYunQpFosFo9HI7NkHSU8vxd/fn7i4OIKC0ti+vdDboTaZyVSfkB4+fJiUlBRvhyN8iCSkHUynTp0oKirC7e5NWxzpbLNZmDevHyUlywgM3MqoUaPOuzC0EEK0BQ6Hg/ff/4xPP1V06tSJwMBANm6MoaAgsOEVHsD3k1EAo9FIeHg4xcXF3g6l7ZAW0kaRMaQdTHR0NAUFBcetUdzWWK2BhIaOIisr67RrMQshhK946623GD16PBkZfixaVMLcubkUFLTFsfxNZzIZiYmJoaSkxNuhCB8jCWkHEx4eTnl5OZ7zrbbcSr79NpxduwawfPkKqqqqpByUEMLnaK356KOP6NmzL9ddd/ZC9O1BSUkdP/3pBkwmk9SWFudEEtIOJiwsjKqqKsLD23aC53Ao3ngjhe3bE1m2bIWsdy+E8Dm7d++mpqaGO+7Io6qqY9zDtIbaWjdWq1XqkR5L6pCelSSkHYy/vz8Gg4H160MwtvmLVPHuu6OYOfMAK1asklZSIYRP2bp1K+PGjcNo7FgDCAMDAwgJCaG0tNTboQgf0rF+SwRQv659WVkpWkdSP9q6bVu8+Db69HmJmJgoBgwY4O1whBCiUaqrq4mOjm4oEN9xuq8DA4MIC/OXFtIjZFJTo0gLaQcUHBzcRovjn57B8DM2bdrEnj17vB2KEEI0SkhICJWVlXg8Hat3p7zcw9KlhykpKWnz8xVE2yEJaQfk8Xh8bkzmyy9bWLx4PFu3biU7O9vb4QghxFnFxcVx4MABPJ6O0zoKUFhoZ8WKajweDzabzdvhCB8hjcgdkMlkatNln05Fa8WCBTGUlKSi9TpCQ0OJiorydlhCCHFa8fHxLF26FLc7mI7W/hMTE4PH46GsrIygoCBvh+Nd0mXfKPIWdUBGo9HnElIAt9vIxo09qKwsJiBgJVOnTsVsNns7LCGEOKWkpCTKy8vRuuMlZBs2ODCbC6mpqeGqq64iNDRUFjkRZ9SxvrIJAIKCgjCZfPO7iMdjZPDgyWhtIiMjQ8YnCSHarLCwMIqKisjOvsXbobQ6hwOWLYtk61Yjr7/+BvPmzcNut8s9W5yWJKQdUH5+PiEhId4O47x9+qmb1avHsmTJevbt2yc3OCFEm6SUIjk5mcLCPG+H4hVaK2bO1HTvfjUZGWW89tpr7N69u+MVzD/SZe/Nhw+QhLQDqqioICIiAl8o+XQ6b79t5sCBKXz//UqysrKkRqkQok1KSEggMzPL22EcJzXVTXx8GWlpTtLSAlr8fPfcs45nnjHSq9c1vPjiHLKysnxuYq1oeT6SN4vm4nbXr6Dx+ecmfD2He/fdCK66ahwJCbtxOBz07dvX2yEJIcRxUlNTWb9+ExBKUxsBBg2KxuXykJ5+/vU9O3cu5uab/bDbrXg8NdjtddhsfuTnt+x4fK3h1ltXkJzcjaysLNxuN717927Rc7YpbX4hGu+ThLSDqaioICQkhCefrENr358Q9PXXSXg84djt36O1pl+/ft4OSQghjurduzczZ37Ak08+xB/+sP6k7UrBv/41lro6OzabDavVis1mo7q6GqfTSUFBAXV1dZSVlZGUFEBwcBjduoUwePBg/vGPPbhcjWtZmDQpGpttM9dck8KcOYcxm+OAKq64wo/hw3NwOjtRXNzyraXV1Ua2bPGnrm4PoaGhJCUltfg5hW+QhLSD2b9/P6mpqZhMJurqvB1N85g7N5CDB0fx859vx+PxyGpOQog2Izw8nJCQYEymlVx/fQU2m42amhrcbjelpaXU1NSQlZVJZWUlbre7YVWn+vGnYWHBdOoUQlxcAuHhvdFaU1BQwJ496ZSX53P33Sm88cbZR97162dm4MAsvvuuho8/riM9XeNyVRMUZKG8XFFXV8rw4VZWr+5NebmlRd+PsrI63n67kKlT3QQEpBMWFkZwcHCLnlP4BklIO5i9e/fSs2dPLBYLPrZY0xkotm6N59VXDTz44HYCAgLo3r27t4MSQgiqqqo4fPgwDsd24uLCCQ0NJTAwiqioKEJDQ4mMjCQqKoqgoCBWrCjkF79YgFIKpRQGgxGz2YTJVIvZXN+C4HBobLZO/OUv3Zg//xOmTElk1Kgb+ctfTl4wJCrKwksvpTBnzmesXRvOvn0xeDyVR7fX1jrZts3JrbdeTGJiBpdeGscf/1hFRUXLTjqqqHAze7Zmz57viY+Pp3///kcT8XZJ6pA2irxFHYjdbufQoUP89a+DKC/33QlNp6K1YuvWWN59dwAzZqzG7XbTs2dPqXsnhPCqkJAQunbtyk9+ch+jRn0MgFIOlCoCDjUkn/Utom63xuEIPMVRXA2PI/z43e8KUeoCHn3UyL59n3P55X1ZsMAfpQxo7WH16il8993XfPHFf0hKuoQvvshD61PfDz/55AADBhQyYYIDp7MLLTng0WIxcOGFsVxzjY3582v57LPP6datGyEhIXK/7uAkIe1AMjMziY+Px98/DF+eYX86WitWrowlNnYc5eUL0FofTUrlRieE8AalFIGBgRw4cBCX69j7kG54nB+nUwNG3nrLj9/9bjJz5nzBvfd2pUePHuTk5HDnnT+lf/8xfP11HyCfM93z3W5NcnI3srO34XQm0JwJaXS0P/7+9YuxWCxOvvhiBO+//wkbN4aSl/dT4uJKWLjwB66+errP1sc+K2khbRR5izoIl8tFZmYmNlsnjMYwb4fTghRffRVNbOw1zJ8/C5fLRUpKiixdJ4Twms6dO1NUVNgixy4pqeNXv8pl0KCJlJeX8dVXm+nduxf79k1h167GHycsLAy3u+mtlGazom/fIKqqqqiqquKxx/ozalQMhw8fZvXq9fzyl+/j5zeSZctSAdi4MYh77plPjx47GThwYJPOLXybJKQdRGlpKQ6Hgw8+iCQnpx2P1WnwxhuBPPzwnTzxxFzuvDObIUOG0KlTJ2+HJYTogIKDg8nNPf9STY2xdauVrVv9gRRWrHCc8/5ZWVl0724+r7GcEyfGYbHYKCoqpKwsn7vu6kV1tQ2bzcVXXy3m7bf98Pf3p3Pn3qxd2+2k/aOibmD16u+IiIigS5cu53x+0T5IQtoBaK05ePAgS5Z4KC9P9HY4reb5593AVGpqVnPvvWvo0aOHfAMXQrS6gIAAnM5zTxJby8SJXYiKOkRaWhoWixmb7ez7dOkSyLRpkezatYvevQ8TGamJjIxE6/48/3w1CQld6NKlC0VFZrKz68e/btt26mM9/XQ1U6b0xM9vEdddd51PryR4SgqpQ9oIkpB2AFarlfz8fHJyosjL8/N2OK1MsXXraD799CC33baPyspKhg8fTkBAy9fbE0IIqB8y1Zb16hVCcHAww4cPx2LZD5y+JuA774xh06b1ZGSsRakApk1L4Ysv4ti/30xCQiJRUQnk5FSSkwNr1sDxk7FOR7FiRQy/+IU/ixcvZvr06c3zgwmfIglpB1BdXY3VaqVfvxGsW+ftaFqf221g5crOxMXFcvnl6/j888+58sorG5ZPFUKIluVwOBpa/dpmrb01a1YzYYKHJ57Ioqzs1Et6/v73XTlwYAXLlr1MREQEkydP5amnFCEhoVRWWrDZFIcOAVSecv+zsdsVf/lLEHfeaWf79u3tq560TGpqFHmL2jm3201+fj4ffVTOxo3trBvkHDidBmbNCmDu3Au49tpt5OW9zh133E5CQkL7rn8nhPC6wsJCoqKSgSJvh3KSSZMSmTDBTKdO8TzwwMVUV9dSWlpKdXUVhw4Vk5ubS35+Pvv3b2TkyBH89reX4PEYMRjM2O2q2epZezywYYOB6uoofv3rfXTt2pXQ0NDmObjwCZKQtnMOh4Pdu3fTt+8gVq/u2KWPXC5wuUx88MEQXnmlB8899w6TJg3gwgsnExAQIImpEKJFFBUVMWjQOCDD26Ecx2CA3NzdLF26lbq6Oj766CMsFguHD7uxWCwEBQXRqVMnxoyZzGuvJfHJJ0f2bJnPEq0V0dEpBAUdZPfu3QwfPlzuyx2IJKTtmNYau93Onj0HCQq63NvhtCGKBx4IAX5JcPBCcnPfZfLkyXTr1o3AwFMVpRZCiPPjdDrJy8ujstLf26GcJDpaM21aMP7+tzNw4EDCwsIICQlh0qQ9uI9ZrOn991svphUrbERHh3L55dl06dKF+Pj49lFHWrKts5K3qJ3Ly8vj4EE/5s5t2fWJfZPiP/+Zwm9+c4gXXljCddcdJC0tjS5dumCxyPt1NlprqqqqsNvtxMXFeTscIdqkgoICoqNjueGGObSlBUkMBk1sbBXr1wewZk0a9eNb28YYV7PZjNPpbPOTwUTzkrbwdkxrzfbt2xk2bJi3Q2mzHA7Fk0/Gs2rVdNavD2TTpk0sWrSIkpIStD7/VVQ6gq1bt7J48WJWrFhBYWHLFP0Wwtelp6czYsQI2lIyCvDzn/ehd28bMNnboRynUydNXFwu0dHRREVFtY/W0SNln7z58AGSkLZzu3btokePHt4Oo80rLg5k7txhzJw5goMHA5k3bx4LFy7Ebrd7O7Q2ae7cueTlFfDGG92Ii4tj69at3g5JiDZpw4YNba5RQCmIitpDr16jWbOm7QwlSEgw8dvfKvr1szJ48GAZQtXBSELajtntdjIzD/OHP3Tc2fXnYv9+zdq1sbz++mD++c8J2O2aJ598klWrVnk7tDblgw8+ICIiguefH86ePd2oqzt9zUIhOrLCwkICAgK4444l3g7lOC+9NJzMzEL++99Ub4dynLIyN4sXuzEajZSVtezKVqLtkYS0HSssLCQsLIrMTG9H4lsOHDBRXBzPQw+N5quv7iEzM4tnnnmGPXv2oLU++uhIjvzMn376GampaTz99BB27AjE6XSSnp4urfBCnMLWrVvp06cPu3e3reQqJ2ctAwcOISfH25Ecr65OM3eugYULO7F+/Qby8/Pbx732SB1Sbz7OFqJS1yul1iulNimlnj/F9l80bN+qlHrkmOdvU0qtadj2tVIqrOH5cKXUl0qp1UqpdUqpQWeLQRLSdqy4uJjevXt7OwyfVVVlpqgoil//+mpWrJjO669/xDPPPE9hYSEOhwOPx+PtEFuNx+Nh8eLFvPCCkenTB7BmTX2334oVVhwOBykpKd4OUYg2xePxsGPHDrp374fR2LYG8e3Zs4eePXt6O4xTcrkUs2YFkp7eg9mz51BRUdE+ktI2TCmVDPwNuBgYBnRSSs04ZvtY4CbgAmAEcJVSaphSygIMAiZorUcAe4B7G3Z7FliqtR4D3AO8d7Y4JCFtx6qrq70dQjug0NrA6tWd+eCDxygomMDf/vYZM2f+l507d1JWVobTeeqVTdoLt9vNtm3byM0tZ8KEGXg89ZMMUlLg66+/YsqUKe1j4oEQzejAgQOEhoZyxRVfU1PTtu4Rhw8fJiEhwdthnJbWitmzg9m61dY+uu7bfgvppcCXWutKXZ/9vwlcdcz2K4D3tNYOrbUDeBeY3vDvX2utHQ3JaSKwqWGfqcDbAFrr7UC1UuqMY0QkIW3HnE4nwcHB3g6jXfnwwz589tm9FBYO5YknfuSbb75h1apVZGVlYbPZ2t03ea01GzduZPv2XLKzr+Kdd6xHt738cj5OZx0DBw70YoRCtE179uyhR48eDUuGtj2xsTHeDuGM7r3XyPjxMcTExMgX3uYRrZTaeMzj3mO2RXH8MmKFQGxjtyulngUOAoeAlQ1Pm7TWtjMc8yRSh7QdU0phs9nO/kJxzv797x4EBqaRnJzP2rU7ueCCAgIDA4mNjSU1NZXY2Nh2cRNdvXo1e/bksWvXlbz77v8mL119tYsFC+Zw223XezE6IdqmmpoaCgsLKSmJxmptW19Sb765LxkZC3jnnQpvh3JG27Zt5/bbO+Pn5+ftUNqLw1rr05V7OAR0O+bf8Q3PHbs99nTbtdaPKqV+BzwP/A74M2BTSvlpretOtc+pSELajgUGBuJyHfZ2GO2W1Wrggw8606VLJ0pLy8jOzubOOw+TkZGBwWCgf//+9OzZ02dbqefPn09ERBTLlk1l3rzjx8sOG7aVyMhkunbt6p3ghGjDDh48SFBQEB98cIiSEuvZd2hF9947gD/9KYC//vUAbbmTNCDAn6qqqvYzVr9tZ1vfAouUUs9orauBnwJfH7N9DvCCUmom4AFuBx5pGHt6tdb6Ra21Uym1EzgyceUb4E7gDaVUbyBEa73/TEG07bdINElQUFD7GH/Txh04oDhwIAqI4t13bdjtpXzwgY09ezJYs2YNYWFhDBo0iO7du+Pv33Zq/p3JsmXLiIyM5Omn+7FixfEtvQ8+aOfw4Y1ce+1tXopOiLbL4XCQm5vLZ59lk5XV9r6MOhwOgoLaXlwnWro0EaWWMHx4Of7+/u2ix6mt0loXKqX+ASxXSjmAFVrrL5VSS4EbtdYblVJzgfWAC/i04TkDEKeU2gxUAzXAXQ2H/SMwUyl1O6CpT3LP6KwJqVLqWuB6YJTWukvDc12At4BQwAHcrrXObRjU+jr1GbI/8But9aJGvieimQUHB0uXfSvLygoAOnHrrRq7vRNjxtTxq18dYv369Xz++eeEhIQwePBghg0bRnh4OECbutFqrVm0aBEhISE88URvNm06+TWVlRu54oqBhIeHt6nYhfA2rTVlZWVUVVUREJBAdXXbaxBwOBzExMTQ1laOOtGhQ2auvfZ2XnjhHzz11FOYzWZvh9Suaa0/Aj464bmJx/z9OeC5E7Z7gMcbHicerxy48lxiaEwLaQlwP5B+zHPvAC9precppaYCrwDTgEeBCq31GKVUErBUKdXvmDEEohUFBARQWVnp7TA6pMJCBQTw3Xf+fP99GB5PGt99F4HFksGqVatYunQNaWmdueSSS4iPj8dgMHg9ufN4PKxdu5ba2jpee204GzcaOfFD6+GHNSEh++jR40pMJulgEeIIrTUul4sDBw7w1VfZLFrUNntDHA4HNTU13g6jUW66qYjPPruf5557jkcffdR37zlHlg4VZ3TWASRa62Va66MDEZVSgUAvrfW8hu3fAv0aWkevoL5cAFrrfGAN9XWrhBeYTKb2M/7GR3k8CqdT4XYbueSSKiZOTOT3v7+Or79+EEjmtdc+YenSpZSVlXn1/8rj8ZCZmUlOzmG++GIYy5aZOVULyt69u+jWLZmIiAivJ9BCeJvH48HpdGK326mqqmLv3r1s2bKDkSMvpK3eej0eN2azbyR2TqfmmmushIX1Z/bs2e2+xF5Hdz5XZTj1rabHKqa+LMDZSgcc1VBy4F6ATp06nUcY4myMRiMWi8XbYYhTKCy08PDDI7nwwkHU1i5my5bZXHfdxXTp0qXVEz2tNbm5uSxevIlVq4bz3XenL1Nz8OBBAgLCZOar6NDcbjelpaUUFhZSU1NDbW0tJSUlOJ0at3swf/vbCm+HeFoejyY0NNTbYZwDxV/+0oV//nMLu3fvZsCAAd4O6NwdqUMqzuh83qLD1Ceex4ppeP5IaYCqhudPO81fa/0W9eNQGTx4cNuqi9FOOBwOHA6Ht8MQZ/Djj37AZYwcmU7nzulUVla2+g03JyeHRYvWsnjxABYtOn2x7K5dPfTo4SAyMlK+6IgOy+12c+DAAXbu3Mny5bnk5loJCgomObkL0dGd+eMf29a69adSXl7h7RDOicFgZOjQoaxYscI3E1LRKOeckDZU5N+hlLpUa71AKXURsLNhyv8c4G7gt0qpOGAU/1tGSrQyh8PhY9+EO6516/oRGHiYu+7aS0XFcsaPH98q583IyGDlynV8/vlgNm3qesbXpqZWMWmSwWfLWAnRHOrq6ti1axf79jlZsyacnTtd1M/tzWx4tG0mk9HnFvBwu+Hzz4OIiXFRXFxMbOwZ66sLH3W+Rch+DjymlFpFfRHUBxqefwlIUkqtA+YBP5cJTd5TWVkpyYMPWbIkmldfHUR5eTkbN25s8Q+NrKwssrKyeOutEWzadMYV3QDIz89Da90wQ1eIjsnj8WC320lPL2HnTt+r82w2W3yuh8Plgo8/LicyMpKioqKz79DWtP2lQ9uERoeptY4/5u+5wKRTvMYB/KR5QhNNVVRURFxcnLfDEOdgzZoAqqtH8MADK1iyZAm33HILiYmJzX6e/Px8li5dyhtvTCIr6+ytDb17ax591EVoaCxhYWHNHo8QvsJkMhESEkJFRRZw6rHUF16YwE9+kkRERAQPPLCGgwfbzqx2Pz8/n2shhfo5EWFhYdTVSRtXe+UjebM4H+Xl5SQnn73lS7Qlip07Q/jlL6cwbFg2NTX/ITExnhtuuIGQkJAml4fSWnPgwAF+/HEpr78+hv37Y2lMPUKrtZTa2hz69BmOwdB2V3cRoqX5+fnRpUsXbrqplqSkID75ZDcAFouR7dtvZ9asWezYsZrs7G5kZNRx//3RPPmkorbW+0mg0ajYuHEjXbumeTuU8+J2u323traUfTorSUjbKY/Hw5YtW7j22su9HYo4R1or6upMrFqVxgUXPE5U1Dr+/e9XiY2NZOzYsXTt2hU/Pz/MZvM5JYcej4fs7GwWLlzJZ58NYv/+zjQmGVVK43KVUFpaSvfu3Zvwkwnh+5RS9OzZk9LSUvr338Ull6RSU1NDaWkpr732IiNGjOAnP7mBgIAAANauXcsbb1Ty4INZVFS4vBZ3YKCRv/99CAUF23jppfG09cL4J1JKYTQapZRhOyYJaTtVUlKCxwNXXOFbY4XEsRTPPOMEhvDRR5PJy1vLv/61iH79ND169CA5OZmYmBgCAwMJCgrCaDSesvVUa011dTWZmZls2LCHxYuHsWNH10ZHERpax+9/n0nXriOk9qgQ1CdHo0aNIioqiszMTKKiohg6dChpaWkn/Y6MHj2a9957j7/8JYlf/jLXSxHDjBlxVFVt4t13B1NX53ufC0op/Pz8MBqlqbG9koS0nVq9ejWXXTaVDz7wdiSiOdxySwXQi9DQngwZUsXs2VsID1/L8OEh+Pv7ExAQQHh4OMHBwQQEBODv74/WGo/Hw8GDBykpKeff/86lZ8+rWLw4vNHnVUozenQ5BQUFXHnlOa0CJ0S7ZjQa6dWrF7169Trra2+++Wb+8IcnGTGiO+vXl7dCdCfbtm0706ZNIDo6itJS32tl1FpTV1fnm6s1SR3SRpG3qB0qKSlh//79lJXd7u1QRDOrqlL86U9hwERGjQKHo4yDBw9QWFjA44/bcbmcuN1uPB4PWmsCAgJQSjFzZhLbtk1i27ZzO59SmilTVtGz5xgCAwNb5GcSor0zm82MGjWIuDgH69e3/vkHDoyjf38H8+bZKS313V4OpZSsad+OSULaztTV1fHtt9+ycOFoNm+24GvjhETjrV0La9dGApHAQD7/XFNTU4PNZsVur5+J6u/vT3x8HCvOc+GYP/6xlLy8PK677rpmi1uIjkYpxeDBg/n44xeB1p9o2qNHOEOH1vHkk7WUlrpb/fzNQWuNy+XyzWFD0kLaKPIWtSNFRUUsWLCAd9/twq5dffB4ZKxNx6FYuFABoQ2P5mEyLeWSSy6R1lEhmigiIoKePSMYNGgg//rXOXZVNJHdbsdisRAYGEhpaaueutlorXE4HDKGtB2ThNSHaa3RWpOVlcWyZcvIzy/gyiunk5TUk/R03/wWLNqOt98uZvfuAoYMkdLCQjTFkQk5vXuneaUmaV1dHVarFa2DWv3czeVIC6l02bdfkpD6qLq6OtLT01myZAn795dz6aWX4nTeykUXudBaklHRNIGBHtas+Za77rpG6o4K0QyUUphMJg4fbv3VndxuN35+fvj5nbqQvy/QWh9N7H2OdNk3irxFPkZrTVlZGUuXLmXlyiIuv/w2/vGPQD79VAFuZMyoaA6PPJJNUJCFlJQU3xyzJUQbYzAYCA0NpaJiL+e/avf5UUpRV1eH0+ls1fM2J4/HQ01NjW/OsheNIv+zPqaoqIhFixZRXd2befMuZuZMGU8jmle3bnYOHdrB3XdPlpu/EM3kSEJav9JQ63adWywW/PzcPrlk6BFHhqhZLL5XQxWQlZoaQfrifEhFRQUbN26ktLQvb7/dm7IyucJF85s48RBDhliIiYmR7nohmsmRngar1drq5w4KCsLj8Xjl3M3lSF1ln+yyF40inzY+wuVykZGRweLFDj74IJWcHG9HJNorg8FwtDVCCNF8lFJeWfpyw4ZDLFp0gDvvDCUx0TcbMtxuN5WVlVgsFqxWq08PPxCnJgmpj7BarWRnZ2Ox9CEnR7pRRctJSupEQUFBQ9eiEKK5WCwW/P39W/28OTkV7NhRzJAhitBQ3xwTrpTCYrHgdrv5/vvv2bZtGy6Xy9thNc6RSU3efPgASUh9gNYaq9VKTk4OaWmtX1RZdCz/+pdiy5ZADh486JXWHCHaI601NpvNa79TwcFBDSWTfLPnw+VycfDgQTZu3EhNTQ179uzx6SEI4mSSkPoArTXFxcXs3RvL449LN4VoWdXV0Lv3KHbs2InL5ZKueyGagdaa2tpagoJavxbo9df35vbb07j33iIyMnyvLGBAgIF9+4ZTV1fHu+8epqBgPIWFhxpqq/rA/UlaSBtFElIfUVNTg8ejkQYr0Rr++c9U5szZRkVFhbdDEaJd8Hg82Gw2QkJCWv3cBQX5BAT4Ex+f2Ornbg5aaw4ccNG58xguuGA6Tz9dzZ49oRQVFflGQioaxUfy5o7tyJJpYWHh3g5FdCC33XY7s2fP5t577/V2KEL4vCMJaXh4OHCo1c4bGmohIKCajAx/jMaYVjtvc7LbNWPH5gADgQIAgoOH8c03i0hOTiY8PFzqJbcD0kLqA5RSmM1mysvLvR2K6ED27x9MQUEJ2dnZ3g5FCJ/ndrspKysjKiqqVc+bkGDhuusSWb06jPT09pO0zZxpJjAwmTVr1ng7lMYxevnhAyQh9RHBwcEywUS0qqeeqmHXrhuZM2cOlZWV3g5HCJ/mdrspLS0lPj6+1c4ZGurHzTcn89lnOygrS2u187aW3r17c+DAAW+HIZqJJKQ+QClFREQEnTuXc999rV8yRHRcS5fGM3bsBSxYsMDboQjhs7TWVFdXk5FxmFdf3dZq51XKSUzMYcLD+5Ob274+O375S38OHtzM1KlTvR2KaCaSkPoApRQBAQHExJiJian2djiiA3G7Fb/5TXfi4+NZvny5t8MRwmcVFBQQHZ3E7t2lrXI+o1Exd+5VvPPOMn74oUernLO1PPBACMnJ67nkkvF07ty57Y8flVn2jSIJqY+wWOqXciwqKvJ2KKKD2b7dxMMPd2H//gPs379fZrUKcY601uzbt49u3bq12jlNJsW3337CjBk/oarKRwYRNsL06QbS0lYybFh/Onfu7O1wRDOShNRH+Pn5ERUVRWZmprdDER2OYv/+GF55JZmdO3f6zuooQrQRWmuysrLo2bNnq53z+++nsG3bQX73u9BWO2drqK6uo6LCytdff82iRYtwOp1t/0uytJA2iiSkPsJisRAXF4fWRcTGyuQm0doUnTp1xm63k5eX5+1ghPApdrudgoJDlJe3zjjOnj2DefPNN5g06UHqs6H2Y/FiM4cOXcm1197Jpk2bKCkp8XZIopn4SN4sDAYDUVFRzJgRSFhYFV9/He7tkEQHY7fHc/BgMElJhXTu3BmTSW4fQjRGRkYGsbHJPPTQD61yvuuuMxMc3I/HHnPQ3hLSrl0VGzemExJymMsuu4yEhIS2P4ZUNIp8oviQ8PBwTCYTBw4cBMK9HY7oYNavdxMfH0NiYiZ9+vRpKPAthDib9evXM2zYMCC9xc81bVonDhzYiMFwO+B7y4SeSVIS/OQnpaSkVJOS0ptevXphMPhAR6/CZ2qBepMkpD4kNDSU0NBQpk+vxuFQpKe38XEzot3p27cPVut2rFarJKRCNILH4yEraz9z57bOWM6LL+5EdvYuXnnFBlha5ZytISrKwO9/7yYoqIKxY8cRGRnp7ZBEM/OBrxbiCKPRSGxsLJ061WCxSPkn0freeUexYYM/WVlZMrlJiEZIT08nJiaWdetaZ6zjP/6xjeXLd7BgQUqrnK+1WCweOnWqwGKx+F4yKpOaGkUSUh8THx9PbW2tLCMqvKK42ENycl92794tCakQZ6G1ZtWqVVxwwXhaayxnUZGNHj16U1OzC2g/vWhKKQwGAzU1NW1/Vr04L5KQ+pjY2FhqamrweCowGOSXUrS+5OR+lJZW4nA45INBiDOw2WyUlZUxY8bqVj3v1VffzNtvv01YWPuZ7GOxWEhKSqKqqkruO+2UJKQ+xmQyERcXxyuvuElMlPJPovX9/Od2iopC2bat9ZZAFMIXLV++nEGDBmE0tm6f6fXXL6BLl268+mpNq563JblcLqqqqkhISPCNiUwnki77s/LB/1WRlJTE4cOHcTgc3g5FdFBjx46VhFSIMygpKaGgoIDq6ni0bv2P2qCgYcye/Rljxphb/dzNTSlNUlIO2dnZjB071tvhiBYiCakPCg4OprS0FKdTxvAJ71i1qhsHD5ZQVlbWbMfUWktXnGgXqqur2bRpE3v2WPjtb9dgt7f+vfq55/YwaFAqEybsa/VzNy/NtdfWcP31hVxwwQWEhIR4O6BzJ5OaGkUS0tNwuVwUFha2yclDISEhDR/e0mUvvOO//4UuXbqzfv368z6Gw+Fg8+bNfPrpp7zyyit8+OGHlJaWSlIqfF5+fn7D9e2kqso7tUC1hh9/9CM7eyU33xzglRiayw03ODEajb43u16cE0lIT6C1JjMzk1dffZUPPviAr776iqysLG+HdRyHw4HHI8mo8K6pU6eyZcuWc97Paq1fh/oPf/gDO3bsIC0tjUsvvRS73c6hQ4ckIRU+TWtNaWkp77+/m4wMqxfjgC1bbEyYMAi325eH1ygefzyI3bt3U1PTfsbEipNJQnoMrTXz58/n448/YdiwG/n3v+9g/fqxLFq0iLVr1+J0OtvEh2VdXR1hYWGtPlBeiGNNmWLBbLaQnn721We01ng8Hr777jseffQ3hISE8rOf/Y0//vEKbryxJ088sZvu3buTkpIiywAKn2az2aiurqa21kRtrXeHVVVVefjb3/bTuXMWd9wR7NVYmiI318y4ceNYunSpt0M5P0dWavLmwwdIQtrA7Xbz2WefYbebeOWVXzJ9ehB2ezCzZnXCYrmbFSu2MWfOPOx2u1fj9Hg8DYWWu+Dv79vdMMK3lZbCuHFTWbly5Rlb7D0eDwUFBbz44osUFVXyww9/5oYbRjB6tJMBAzQvvbSG66/3MHToUPz9/SUhFT6tpqaGysrKNjHWUWuwWMJJTEwgL28nJh9twzAYjPTv35+8vDxvhyJakCSk1I8X3bBhA0VFFh56aAQulxGPp/5DUWvFww/beeqpW9mxI5j3359JSUmJ17rMCwsLMRgMPP54DPn58t8nvEdrxYwZsXg8HjIyMk75GrfbTW5uLl99tYQePS7nk0+uISwsmLi4WuLisrnqqq9xuexcdtmlhISESDIqfN6RRovY2FgvR1IvJ8fBP/6xnRkzqrn0Uu8nyecjIcFJRkYGaWlp3g7l/MikpkbxkTBbVn5+Prt37+attyZitfqd9nUvvzyGJ55IYv78+QwcOJBevXoRENB6rZQ2m41t27ZRXZ2In18iIONIhXcZDP6Ehl7Mxo1riI+PPzrpQGuNzWYjMzOTDRuyWbhwKKtXd6Jv32pefbWCAwe2kJuby5gxl9GnTx8v/xRCNA+tNTU1NWRkFFJe3tXb4RwVEhJCTU1NQ1UM3yoDNXCgi0ceKUIpIxdddJG3wxEtSBJSYP/+/SQmJhIeHk5R0ZleqXjqqa488EAMCxf+wH33VdOvX79WmfnndDpJT08nPR3mzevBzp2SjArvq61V/OlP0dx1V29Wr15NfHw8ERERlJWVkZ2djc3mx7x5fVm9OoGBAyu4+eadFBba6Nq1K9dcc41vFrgW4jTcbjcVFRWsXl3Mhg1tp7Xf398fg8GA0+nElxLSCRNcXHnlPqKjOzNy5EhvhyNamCSkQGVlJTExMfj7+3G2tX+dTvjXv4IICbmY2Nh0qqpWM3r0aKKiolosPq01hYWFzJ+/l6+/HsOBAzJ2VLQd5eUWPv64J2azH253Nnl5eVgsFp57Lprk5IEsX+7PoEFVXHfdTvr0CWL48IlYLBZvhy1Es3M6nRw+fJiEhHja0zry3nLTTYHk5x9k6NCrvB1K00m2dVbyFlHfFW4ymRpmrTsbtU91dRBz5w4kISGfvLwvmDZtGomJiS0yBs7pdPLf//6Xfv3u4aWXgpr9+EI0VUGBkZkzU4iMjKOuzkFAQACZmf5kZiqGDoW77sohMdGfYcOGSTIq2i2Hw0F2djYhIWFApbfDOUrr+tjcbu/URD0f06dbiYqqYc+eGvLz80lOTvZ2SKKFdfiEVGtNUFDQeY0Fraz05/XXu/Lyy3F88cUnTJo0iQEDBpzytZmZmRQVFREREUGfPn0a3VWptea1115j1Khruf/+YORbt2irCgoUBQUnl5apqcnHz6+IXr3G4ud3+jHaQvg6rTV5eXns3r2QSy7pzNixYxk2bBjXXbcEq9VJ/eyW1qcUPjU85sILrVxwwT4OHKhjypQpJCQkeDukpjlS9kmcUYdPSAEsFguHDx9umB15bldNdbWRu+8ORus7KS9/nx9//JHJkycfLY68a9cucnNziYpKwt8/AJutlry8PC655JKz3iBcLhdffPEFfftewM03J+F0SjIqfImmWzc7jz+eSWxsAjExMd4OSIgWo7XG6XQSHBzK++//l/Xr17Fo0Y+sXr2Unj3zGTZsGOPGjWP/fn/++tfNGI1GDAYDdXUtPx/AbDZjsVh8popFdfUhYmKCGT9+KqGhoT4Tt2iaDp+QKqVITk4mKyuLkJBaDIaQoyWfGsvlAjDx2mt38d57+5k1aw3V1dUkJibRr99EZswYxJgxNVRXa7p0sdGt22Y2bdrEkCFDMBpPToC11litVmbNmoW/fwo339wTt1t+IUXbFxkJ/v5uXC4nZrOTl17KIi+vmlGjpno7NCFaXEVFBXv2hDFggD8woeEBs2fXsHTpfF5//Wvs9jKuvTaSIUOGMGjQIG6/fRU2GwQE+ONyGSgtbf5a11rrNt9lrxR06WIGFNHRZkwm99GkXXQMHT4hBejduzf79+/nF7/Yxocfjue77zTnsyCT26247bZUIPWELdVH/3bgQABPP92Fe+/dQ2hoKHFxcUe7Md1uNw6Hg8OHD7N9+3ZCQ8fy6KPxkoyKNmvsWEVtbQ01NbXU1FRz330ehg2zcfjwYSoqKsjNNXLzzTe3elw2mw2Px0NQkIy5Fq1Da83+/fuJjo4+advVVwcDNwA3MHq0m75997F48Sref/9zrr46iMBAM2lpCRQV+fHOO5mEhYURERHBhg2HcDiankQajcY23kKq6d+/ljffDEcpyM6G2NgEAgMDvR1Y8zhSh1SckbxFDaZOncpXX33FHXesJjZ2Iu+/X9di58rL68yHH4LLtZvU1L1YLBYMBgMul4u6ujpWrSqntrYXK1fGUFbWVm8goiMaPFjRtWs1RUWHKCk5xKOP+lNRUY7dbqe6uhqlFGVlcYSEhNCzZ0969OjR6jHa7XZ27txJeHg43bp1a/Xzi47pyIpk3bv3O+Pr1qwxsmZNL6AXAJdfbmPnzvXMnZtJbKydO+4wYjbbSUxU2GzVhIXFExgYwfz5uecdm1IKt9vdZltIp0yBCRO2sXatHy6Xi759+zJgwIBT9iCK9ksS0gZKKWbMmMGXX37JqFE/8P7741v0fHv3duabb0IJDCzCarUCYDKZ8Pf3p7h4JBkZoS16fiEaKyjIw223lbB//366dSulf38PBoOh4cPCj8TERKKjo4mIiCA4ONirHyJHVl1LSkoiJSXFa3GIjkdrTXZ2NmPHXnNO+z3/fABHuvetVgerV+eRnZ3NrbfaueqqEEpLD+B2FzJ0qI0hQ4awaZONzZtLzukcHo+H2tparrnGn+JiI0VFrZOYXnJJMH372ggKCuK556qx2+u7HgcODGTiRBs5OTksXx7P1KmFBAREMmPGDIA23JIrWpIkpCe44oor+OqrOVx33Sa++GJoi55r8+YwIKxFzyFEU7zxhod58z6kZ88gxoyJIj4+jdDQ0KOPtrT2vNaaBQsWMHjwYJKSkrwdjuhgSktLKS1VPPecH3B+CV9BgYWCghQghYULDdTVlVBQUEhoaA0/+9l+srM3MHhwBAUFlrMs4vI/kZEeunQpZNGiPaSmZjN0aDwDBozmqaciaMlZ/+PGBTJ58g7s9v14PB4GDy5j0qRLCA/vzfffH2b06Dx6964hImIr1dUepk69us3cS5qddNk3irxFJ7BYLFx66cXk5/+Xhx/uyvPPt1zBeyHaspkz3ezc+QZPP30LgYGB+Pn5HV3xpS364osvuOiii1pl5TQhTrRz504SErryySfN0/q4YYMHiAKiqKjw8MIL/ampqWbChI088ICT55+voLz8zOcKCPBw9dW1jBo1ki0Zv+Xdj80890Qm27d8Ru/eOdxzzz14PMN55JGDzRLzsUpL96BUIYvXXcWWnTF89mYOGzf8yJo1H9GvX38KCgIZOnQoAwdaiImJISIiotljEL5FEtITKKUIDw/n6qsv549/XIRS16N1O/3WJsRpGAyab755jSefvIvo6Og23XLh8XiYPXs2U6ZMITRUhroI79i+fTuDBk1qkWO7XAYOHQoCgli48FLc7g+47z54/nlFXd3JM3BNJgPg5p577OTkxfDgn2/H7THhdCoefjIJ7RnNjmXFPP3UP6irm89ll01l4cK4hgozTf9d79/fxL33VmM0hhMe2Y9qq5Fr743H5RpKl6QqJk2exfcLv6VHjx6MGjUKpVSbvsc0CxkOe1Zts6mjDYiJieGqq4K56aZdnEfNfCF82v33b+Tyy/sQERHRpj8oHA4HP/74I+PHj5d6hcJrXC4XhYWFdOo0sMXP5XabWLjwTjZsqOX111OJjvY/ui0oyEhYmIHly2/gkUec7N1vYu7yx7DXmXE663836uqMOJwB9BzThffmvcHK7b/CaJrNY48toHv3UsLCnDR1AZba2moKC3N5+uUg5i6sTzOsNgMOpx+ZOdH8sOZObrnlFvz8/DAYDPJ7KwBJSE9JKUVoaCi9evVi0qSDXH21vE2i44iOtpOevoqhQ4e26VmuNpuNzZs30717d2JiYuRDTXjN7t27CQ2NYfLk2lY6o+KHHx5k2bKV/Oc/w0lN9SM6uo7rrw/iD38I5LXXnmRPVjgL1v6d07d41reGHigaQETn/+LUQ+g/YDZPPLGF4OBsUlPr6Nr1/D77ampqqKqqolNSp5PO72fxEBleSmVl21laVbQN0mV/BvHx8WRmZpKVlQVI+Rjhu4xGzeTJNZSVlREZGcm+fcHk5Jz6g+qCCzK45pqBhIeHt9kkz263s2vXLqKjo+natau3wxEd3Pr167n44ot54YXWPW+nTvcxa9az3HBDMrW1NnbsPsTOzE5MnPQYL77dh8Z2v//3cyNwLY/cfxnfLZ7FPfdso3PnUgoKApk1y0zfvn3YuFFx6JDzrMfy91eMGWPE6XTSqXNn2Pq/bSaTmynjdzFm4BoMBiOJiYnn9XP7HJnU1CjyFp1BcHD9utwTJtgoKjKSm9s2a7gJcWaa+++vpVevJZjNZlwuFytWmBkwoBv9+vXjmWecHClPmJpaTadOh+jRox8BbXSsitPpZMuWLcTExJCWlubtcEQHV15eTlFRETk5KbT2WvXPPhvBu+9exieffMJFlz3O9+v6szszlPW7z+94z70WBNxGv4F2PvxqKcGBBfzsZ8VERbnJzU3l0CHLWY8RGmrgvvv8+f77YPzMcUefV2j+7ycHSE38kbi4biQnJxMfH39+gYp2SRLSM6iurl9hqbY2nJoaWUde+KZnngE/v+8ZOHAoERERVFRUkJBQTGHhXurqdnDZZWb69u2Py+XGbC5kzJhYOnfu3CZn02ut+fHHH+nTpw9dunTxdjhCsG7dOgYNGsRPf9r653a5DMybN5qRI/ezfaeJ3ZnNMalP8eJbAcBlxES5cS09hNv6Grfe2oVnnw2gtPTMDTNud/142i3poeRVHLPSktL07PIdaWm9GDlyZDPE6UOkhbRR5C06jbq6Onbu3MlXXxlZvjyWmhqPt0MS4ry4XAvp2TOZPn36AJCQkED37t2prq7GarXSpcteCgq2Y7fbSUtLY8iQIW22dfTLL79k4sSJp1yeUYjWZrVaOXDgAB9+eBEuV+t/gfN4YNYsE9u3D2HqFYu5/KKezF8U3mzHLyk1UlKaSJ8u0fTt68Tf/+wNMw6Hk+zsbGqsMezN+l+L8Qt/2orNWsvgwYObLT7RvkhCegpaa8rLy8nNzWX48Fv49tuzj5sRojHqh2RqtIaxYzVPPllORkYGubm55OfnU1ZWhsvlIiAgAJPJRFJSEqmpqQwYMIDLLw/Haq2/wZ+tFNmRoZ9vvFFDQUEBo0ZNO267yWQiIiKCiIgI4uLicLlcQP2a12azubl/7CbTWvPll19y8cUXS2kn0SZorVm+fDkpKWmUlkZ6rTyg223AbO5OStcDfLtkDXApzT10IDIyirq6OtzuMzfMKAUOh52cnBzGj7/26NCBBZ/ZeO8/z/HC889hsZy92190TJKQnkBrTU1NDR999CkWyzX89a+SjIqmCwoCcLJ+fSi7di1j7dq1HDiQyzffdCYtLY1hw1KZNu0CwsPDMZvNGI1GKisrKS0tZf/+/Sxc+Cm3317N4MGDCQ0dy223GRq61DWg0Lr+g8Lj8XD55X68+moAtbW1fPnlHC68cNIZk0yTyYTJ1HZvBU6nk0WLFjFx4kQp7STaBK01OTk55OaW8MYboyks9O7vz/btAbz8cgL335/Ff+ccZsO2mGY9fnR0NOXl+bhckcDx95KAAIXJ5MHhcPDFF4qvvvqKPgN/xWN/73v0Nd/M+4hpV1yOv78/HZJ02TeKvEUnsNlszJ37DZWVI3nlFVmlSTRdaKiDv/3NTmTkZp599kcmTJjA9OnTSElJITAw8LT7RURE0LVrV4YOrV/Ctry8nJUrV7J+/X94+GE/oqKicDqdWCwWKioqUEpRXl5OXV0dL70Ugclk4rLLLqNnz54+m8TZ7XY2b95Mv379pJtetBlHSo69804iubkJ3g4HUCQl9Wf//nTqrLsxm6NwOptvCEHP3pPZn/08BoMfoaHBmM0mPB4Pbrebe+4JZtiwMrZs2cLLr7uYNv1hfvGH3sftX1BQwMCB1zRbPKJ9koT0GE6nkyVLlvLttya++26At8MRPi40FAYOrKVz5+1UV++la9f+PPPMM+fdJR4REcG0adO47LLLKC4upqqqCpfLhcFgwGw2ExAQQFBQEEFBQe2iW8xut7Nz505iY+snWQnRFrhcLnbt2kVenpHo6MFkZno7ono//uhHeXkUv7h/H3/+9xDyCoOb7djPvOzHYw/+kgcefIPKim2YTCbcDaU5duyCZWsiGDt2Kku3XsAPG06uXRwREUF+fn7HKfN0Km23pHObIQnpMb7//ntMJjMLF17m7VCEj7NYPNx0UxFDh24jMDCQkSNvICqqeVrcTSYTiYmJ7frm7nA42L59OxEREVLaSbQZWmuKi4uZN28by5ZNZvt2P2+HdBx/f39qaqpwuZq/ROEzLwfx8P2/osKRTUleMRY/PyIjIiixxbN5bwAb955+38jISA4ePMjw4cObPS7RfkhC2mDDhg1orfnhhwvQWko8iabQ3HbbdkaMKKZbtzR69erVccdOnQePx8OKFStITU2VoveiTXG5XCxZsgSDIZXt22O9Hc5J8vLySE7uf8ahQE3x/GsGILXh0Tg/v0vjceXSpcuwFolJtB+SkAJr1qyhsrKSL78cxfz5Hq/NlhTtww03zGfYMMW4cZNl3ON5mDNnDmPGjCEuLu7sLxailWit2bhxI/v325k7t+2VLkpO3sO0aYr3v+hHwaG28dE+7eJ8LK73ueCCvvTv39/b4XiPTGpqlA77Fh1pBd26dSuHDhWzZMlk5s9XuFySjIrzpZk27XOuvDKJCRPGtVgrRXultWbWrFlcfPHFhIWFeTscIY7jdDqZPXsBn3zyILW1beujc/BgzW235fLKu13JLenWBj7HNH1SdzOo+zdMnjSWPn36YDKZfHZypWgdbeu3qhVorXG73dhsNhYvXkxZWSX791/Jhx8akJ56cb4MBhdjx37KPff0Y+TIEW26jFJb5Ha7+e6777jwwgsJCwuTDy7Rpng8HmbOnMnYsVN4++22tWiEUpri4kyKi3PoN+BeshZ6f/ZMcmIRd9/4I4MHjaBfv34YDIaO/TstLaSN0qHeIpvNRk1NDStWrGD16nX06nUJcCWvvmr1dmjChxmNNi64YDmPPNKPESNGtMnC8m1ZXV0d69evZ/DgwURGRno7HCFOsmfPHkpLS3n88X7eDuUk8fEeXnyxlD88GcGe/E7eDgeA0PBYomKGM2feD1itVgYOHEhAQEDHTkrFWXWIhNThcFBUVMSuXbuYNSuXmJhkxox5krvvdgCSjIrzZzJZGTx4FT/7WSBDhw6VZPQc2Ww2du7cSWJiIklJSd4OR4iT1NTUsGTJEjp3vh6lWn950LOpra1hy5YtDBp0IXvyvR1NvR27jNz+0CgundSV8E1zcDgcjB07VnqOxBm1+6ujpqaGzZs3k5eXx9atUSxaNIOqqgDefNPh7dCEjzOZHIwdu5H77gtk0qQzr4YkTlZXV8fOnTsJDQ0lNbXxs3aFaE3r1q2je/fu3HdfJG53W2zhUyil8Hja3pizBUvi6dmtD4cO7cLtdnfshNT7IynavHZ7dWit2bVrF2vXrqW4uBPbto1g9+54qqra4g1F+B4PY8Z8x69+1YnRo0dLMnqO3G43a9eupVOnTpKMijarpKSEAwcOsHv3OOz2tvk7bjQaCQoKorKywtuhnCQ5YRuJsYcYN26c3CPFWbXbhHT+/PmUlJSQmDiRV16JIDe3bRUwFr5t6tSvuO22BEaOHCk32nOktWb+/PkMGzasXRf3F75v69atJCUl8cEHMVjb6Ogus9lMbGwsJSUl3g7lOGldspk2eRkTLhhJfHy8jB8VZ9XuEtKDBw/y6quvMnXqdB56aBj+/mEUFHi8HZZoR+6+eykXXpjIhAnj8fOTLzrnatasWVx00UVERER4OxQhTquoqIicnBzmzRtIRkbb/aj087OQmppKbe1mb4dynCGDE5lwQTJvvfUW//d//0dqamrHTUplln2jtL0R2udIa43H48Fms7Fs2TJmzvyIhx76DT/9aX/KyoIlGRXNxmDQ3H33WoYNszJx4vh2sV58a/J4PMyZM4eLLrqI8PBwb4cjxFnl5+cTGPgK//znAqKibJhMbe/zJC8PZsywcfXUcu79SduZG/HlNxZuuP9yRo7/J6+//gZVVVWyCqI4I59OSG02G8XFxSxdupTnnnud9evzWLjwDvr0sVBWpqj/WiJE0wUEeLj77v0MHlzMJZdcjJ+fX8f9tn8eHA4Hy5YtY8SIEYSHh8t7J9o0j8dDZmYmXbr05e67H2fBgnVceumTvPbaCkJCqomObjvXr9bgcIDHXYfDUevtcI5yuxV1DhO/+0ckSckX8f3333s7JO850kLqzYcP8JEwj2ez2Th06BDp6els3bqbqqpulJdfz5dfShegaH4hIXDjjYcZMyaH4cMnSuveObLb7ezYsYPk5GQSEhK8HY4QZ1VRUUFOTg5r1w7hkUd6Ak/z5z9n8/bbM3nwwV306nUjf/pTFNnZbaPF1Gy2YDQaqa2tBdrO52ByZ81TjxdwMPsgQ4ZM9nY4oo3zuYS0traWtWvXUlpayurVnYiP/xlvvy31FABSUqBfPyulpaVYrVaUUgQGBqJ1BKtWBXk7PJ/VqVMFw4dvomvXHpJQnaMjpZ3CwsJISUnxdjhCnJXH46GgoICsLAdWa4+jz//5z90wmf5I//5rsVi+4tJLL+f11+O9GOnxHA4HDkfb6bIHuOKiAupqf2Dq1KkkJiZKz4g4I59KSK1WK5s2beLtt+vo1m0qH32kcLu9HZV3GY3wpz/5s3XrVoKCDjJ6tB2lFFpr/P39sdvtVFSYqalxM3DgQNatS2DPHkngG8vPz06vXpuIiYmhX7+2t0pLW+Zyudi4cSOxsbF0797d2+EI0ShOp5PNmzej1CC+/fb4UW0ul5HPPx/J1KkGAgKW06fPleza5e+lSI/ndrtxuVzeDuOo5KRSAk1rSU1NJS4urmMnozKpqVF86i0qLy8nPz+fjIwRLFzonYvbYtH86191lJeXYzabmT8/jOXLvVP25/XXw9i5czG1tWu45JJuJCcnExoaSkhICH5+fke7cKxWK6mpB8jPXwN4mD59EK+8kobVKonpmRgMbm65ZRVTpgQwatQoDAafHnLdqrTWfP/99/Tv35/OnTt7OxwhGkVrTVlZGcuW7Scj49pTvqa62sSmTUncf/8+cnJK2LXL+9e30WjEbDbj8bSNIQQA4cF59O9tpXPnzh27IL5oNJ+6SjweDyaTqVUTg9tu8+eWW2rZtm0b2dnZbNiwjoKCFEJCQrBabfTu7eHnP7+Ghx+OIS+v9WYQ3n33Ptat+4QLLhjJsGE3ERYWRnBwMEbj8UlmZGQkWmu6detGdXU1I0cWs2bNGsaP/5qLL57Bww+ntVrMvuYf/0jHYilj7NjrpbzTOfryyy+ZOHEi0dHR3g5FiHOyevVq0tIGM3v26Vs+j9xvy8rKAe8npHa7HYfDQWhYmLdDOSosPAy3201VVRVhbSgub9HS/nNWjUpIlVLXA78CXEAhcAfQHXgJ8ANKgNu01uVKqXDgHSCB+sWyfqa13toswZpM1NTUtPA4GU1wsIePPspmyZIl5OVlMWdOGGlpaVx9dT9+85vpWCyWo90PVquVTz/9lHnzbmDsWP8WLp6smTHDTt++8zAa7Vx//a+JiIjAbDafsTtEKYXFYiEqKoqIiAhSUlKYNKmAJUuWcu+98+nU6Tb+/OdwtFZIVY56X3xRxc6dm7jjjp9JeadzoLVm9uzZXHTRRfIhJHyO1pr169dz3XV/5dlnT/+6sLBwwsIiuP/+w7zzjotNm0x4q3EyPt7N3/9ewRP/CKHYGtei5zIYNGhNQrybOe8fYO/evRwqPoRSBpISExk6dBRpIwPxeAys3tgFXOFYLOlER0cTEBDQorEJ33fWhFQpFQn8BhintbYppZ4F7gH+D7hJa71VKXU/8FfgQeBZYKnW+mWl1ABgJjC4OYI1m80EBAS0aAupv7+dP/xhLhs2VHDllZNJTr79pFnVxyZ/fn5+3Hbbbbz88suYTHcAITR/uSlNWJiHLl3yGTx4Kd27pzFu3LjzKj1kMBjw8/Oja9eu3H77baSnp/P9958wZ85YvvxyAP/9L210vebWYzbb+de//sKXX/5bktFz4HQ6WbZsGWPHjiUsLKxjjxkTPmnnzp14PKFMmXLmj8bFizUxMaPp3ftDJk9+k08+uYcLLjBTVNT617zNVsvu3ZtISRlI/paW+WwMDtIYlINlc6zs2f0DS5ctY9YXoURHRxMbG4vL5aIgfxdLl3zNy3+5kF//7VLqHAEMHXYxhYXvUlpaSlJSktwTxBmdNSHVWpcppS7QWtuP2ccOlB/T8vk2kEF9QjoV+EXDvtuVUtVKqVStdVaTg23hFtK4uGpuvvkLevUayPjx4xu1j1KK4OBgpk6dSlDQbD744Eb272/O7l1Nz541PPdcFuvXr2fq1Kvp2rVrk4+qlMJoNDJw4EC6du3K/PnzGThwH7t3D8NqTSY9vWO2lkZG2pgy5Sv+7/9+LkuCngO73c62bduOTmAQwhetXLmSSy+9lHfeOXvi9Nln/vz2tw+g9Vz+9KcneeON6/jtb/uTkdEKgTZQSpOUVMP+7BJi4oe1yDnCQuz85dFDxISt4pWXFjN58mTuv+//6NSp00mv9Xg8LFiwgDuvfo/PFtzCv94M49opMSQmphMXF9dh76lagdunBkh6R6PeIq21XSnlDzxDfRd9OlB0zHaHUurIsUxaa9sxuxcCscBxCalS6l7gXuCUF/YpgzWZGrqnG/XyczJggItLL13C+PFDGT169DnvP3DgQA4dOsR99y3h22+vZMmS5kmaU1P388gj2eTn1/Gzn/2MwMDAZjnuscLCwrj55pvJyMgA1tG3r40//zmG1as71vi/Tp2cXHXVFiZP7kGPHj1kElMj2e12du3aRUREBN26dfN2OEKcl+rqag4dOkRwcOM79J5+2g5cwl//Oonf//4lHn/czdtvD2XFitYp/2IyebjrrpXM/qYTK5f1atZjhwRrxgyrJDp0HS5rOsbITjz55JNnHE9vMBi46KKLCAhYRUDQEj6eO57Ro0axd+9MJkyY0GETUtE4jR1D2gn4D/CS1vo7pVQq9Unmke1+wJEMzKaU8tNa1zX8Ox44dOIxtdZvAW8BDB48uFFtcUopampqcDqdjXn5ORk+PJ3OnT0MHjz4vLsVLrzwQl566SWuuGIPS5Y07YP54ovBat3ItGkFdO/elwEDBjTpeI3Rq1cvYmJi2LZtGzfdtB+LJQmzOY0ffghu8XN7W7duBm6/PY+uXW0MHDhMJjE1ktPpZNu2bURERNCjR4+z7yBEG7V161YSEzvx0EMeznURwyeeMGMw/ILly//AjTcmsWJFTMsEeYJbb61hwYIF3HTTi6zc0XzHNZs1P/vJQXp2+Z7g4GAGD76C2NjYs+8IWCwWRo8ejb//FhyO5QwZOJqF39qprKzE39+/Y3bbSwtpozRmDKk/8D5wp9b6IIDWOkspFayU6qe1Tgd+AnzXsMs3wJ3AG0qp3kCI1np/cwVc32rVvBf02LFVREfnMHLkyCYlIgaDgRkzZjBr1hKmTg3n22/Pb8WMkSNrGDt2LT16+DFw4ETi41uv+HJUVBSTJk1i3759xMTksHnzfMzmUPr27ctXXyWSldU+f6v8/QuJj99F//7DiYhoOyudtGVaa5YuXUr37t2bZRiJEN60bt06pk+/qqGO87nvbzAYGDhwIGvXrgWmNXt8p5KYOBuTZTizvm3O1lHNs08U46z5nJSUIfTp0+ecPxf9/f3p168fDsdmDmQvxOl0YrPZzr6j8JqGyeuPUD8ZfanW+uETtv8CuBWwAB9qrZ9reH4i8CTgBqzAHVrrQw3Pvw/kNBxil9b6/jPF0Jjs4iKgN/DfY77ZLKZ+pv1/lFIeoBS4vWHbH4GZSqnbAQ38tBHnaBTdcJdo7m9YdXXb6ds3jMTExCZ10yqlSEpKYty4PpjNy4iMvJEPP7Sffcdj9OhRzmWXrWHQoDiGDRtGQEBAq3+jVErRvXt3kpKSSEs7xOjRB9m3bxUjR1Zz112j+NOf+uF0tp/u7IgIK9dcs43ExESpmXkOZs+ezQUXXNDolhMh2qri4mIMBgMPPBB33rPllar/Qm8wVDVvcKfxyit2vvxyKX/66ztMvLr57sfvvFBI5u5Xufnmm0hKSjrv44SEhDB8+HCysrIIDw9v1YYVcW6UUsnA34ARQBXwqVJqhtb6y4btY4GbgAsadlmslFoKbAH+BVyitS5RSv0ceAz4NdAN+EdDb3ijNGZS0zfA6a7KkwZbaq3LgSsbG8C5cLvdhIeHN2t36gUXWJkxo4qkpLRmKUthNBrp3r07hYWFLF26BehF41p0NZGRFVx//QLGjRtKv379vDreRilFUFAQ3bp1o3PnzgwbNozLL69i/vz5XH/998yY8XOuucaf5q8o0Lr8/TXvvFPIgQPVjBx5hRRwbgStNV999RWTJ08+qQKFEL4oPT2dlJQUdu82c773NI/Hw6pVqxgy5A5mzmze+E6mWbz4FcZeMIkZP23OL9Gazz7+HS++8FizJJCBgYH06dMHrTVGo7FjdtdTP6nJZfR2I84Zv2ldCnypta4EUEq9SX1P95cN268A3tNaOxq2vwtM11pvVEqNPmHS+5Gm8K5Ad6XUTUAd8NuzlQD19jt0Tux2O1ar9WhLaVMZDFBZeQCTyUFycnKz/bKEhdXXLb3++mzGj6/kbI2uwcEQGFjJgw9+zWWXjWXQoEFtZvC3Ugqz2UxQUBDx8fH89Kc/5aGHbmXRon/z61+vISDAhe9WRtIYDDXMnv0ON9xwQ5t5z9syl8vFwoULGT9+POHh4R32A0a0Hx6Ph/T0dFJTB5z3PSAgwMOcORkUFYXyq1+1fEvgG29UY7Pt4/ob7qa0vHl+B/0sbm6/6k0e+sUNzdrrYTQaMZlMcq/wvmil1MZjHvcesy2KYyaq87/J6Gfd3jDp3aCU+j0wHvhHw2tygK+11pOor2P/mVLqjMsD+FRzkM1mIywsjICA5lk7uFcvD3/7Wy1WaxSRkZHNckyoT+L69OnD7t27eeyxAxQVhbF376l/GRMSXHz+eQ1vv/0cN930eJvu/lRKoZQiNTWV3//+d8yfP5/XX1/G1q2jeOONAOx2n/p+Q1KSi7vumsXkyXfJJKZGqKurY9OmTfTu3ZuYmNaZtCFES8vPzyciIoIbbgii/ByTu5gYjcFQxfPP5/Laa/P59ttf0tK9RrGx8Pnn7zJ16mSGXBTVbOe77ydbSYison///lJhpJlppXB7vffNcVhrfbraYIeo72I/4sTJ6Ic4PkE9ul0pFQa8R33y+fcjL9Bav3fM33crpSqBRODg6SL0qauurKwMi8XSbCs+VFZWkJub22ITMiZOnEhOTg7x8bkYjSc3l3frZuV3v9vJxo2L+Oc//9mmk9ETBQQEMH36dKKjo+nWbSGXXLIfi6X5qx+0pN/+diM9e6a2SgUDX2e329m5cycxMTEkJyd7Oxwhmk1GRgb5+dHUL2rSeFFRtdx3327+9KeFfPfdbhYufJDWGMJ0993V9OhRS1j0VZylwanREuJqOZCzhhEjRuDv3zwNPsKnfAtcrZQ68kvwU2DOMdvnALcppcwNrZy3A3Mbtn0A/EVr/cGxB1RK3dOwONKRMarh1Lesnpa3U/ZGq6uro6ysjPT0SCoqml6L099fc+mlVpxOZ4t9wEZFRTF48GA8nk306ZPIG2/8r2+7c+difvKTTCIinFx44Y0+2V1sNpsZM2YMsbGxhISkU1aWz8CBF/Pqqy25tGvzGD++nF27NvLnPz989hd3cA6Hgx07dhAaGkr37t29HY4QzaampoaioiI++aQPRUWNS8QiIhRXXFGF272S3bvL2LOnP999l4Lb3TqLla9evYoxYyJ59C+ROJ3NkwD3S9vJlMkWOnfujNEoi653NFrrQqXUP4DlSikHsEJr/WXDxKUbG8aKzgXWU7+E/KcNz/WjfqLTv48ZknFkNv164FWllIH6Aay3aa1dZ4rDZxLS/Px8Dh8+zLZto8nLa3rDrp+fm8svL8RmS2jRNXZ79epFTU0N1dWzgJvo3NnIrbeWUVu7mTFjOjNgwACf7y5OS0sjLCwMf/9NVFbO5pFHLuS559r2t+yhQ7czZEh/ufmexZGJGl26dCE1NdXb4QjRrAoKCggJCSE5OZmDp+1IPJ7FUsWFFy5j//4E3n57OAUFQS0b5DHGjzeQlJTPgAEDCJwbSEV104/Zr5eDvt0ziY6OJjQ0tOkHFKfkbuOfNVrrj4CPTnhu4jF/fw547oTt6dSPLz3V8bYB484lBp/osrfb7WRmZrJ8eRhbt57yZz9nDoeTnTt3tkr9xEGDBtG1axeuu+4L7rlnPUlJy7jppn4MHDiw3XSPxMTEMHHiRAYPHoS//8fce2+2t0M6o82bN9OrVy8ZaH8W8+bNo1evXpKMinbHbreTk5PDnDnB7NwZ3qh9zGY3P/vZNrZu1XzwQZ9WTUYBgoLy6NzZzpsf9qS0rHlmkwYHFNMztYrExESpMiK8yieuPpvNRllZGYGBQykpaXoCYTDA2rWRfPqptVW6IE0mE5MnTyI5OYuMjAwuumgagYGB7a51zt/fn+7du3PjjcF8/fV8rrqqnK+/HkxbKw31xz9qtA4nKqp5vty0R0dKO02aNEkWChDtUllZGQUFBQQFXUx5eePaZrR2UVe3hs6drycnp2XjO5WsrCxGjPCjoDiGOkfz3FeLS0oApE5oC9Io3LSvz/uW4BMJqdvtxuFwNGN3gqauLgelVKt9IzSbzfTq1YsePXq0u0T0WEopEhISuOmmawkK+oarr7YxZ854Zs92oXXbSEyNxircbufRqgHieG63mwULFjBx4kQiIiLkPRLtjsvlIj8/n6VLw5k/v/GJWHZ2IFOmpLN3789bMLpT0fTpU8Do0cv4z8dTKKxIbJaj9u3p5unHSziQ65HueuF1PtFlr7XGbrfjcjXPLG6tIScnh8TE5vmlbowjyU97TkaPUEoRERHBddfNAOqYNm0hgwdXoFTz1I9tqsrKSoKDgzvE/8W5cjgcrF69mgEDBhAVFSXJqGh3tNaUl5ezePFKevYch9vd2Gtck56+iXHjxuNytdbvhSY+3kW3bgXccsuP9Og5iLHjrmi2L/d2u43qqlLi4+Pld114nU8kpGazmdDQUKqqmmEEdwOr1UpwcHCzHU+cLDAwkGnTphEeHs5dd60gISGd/v29v55xTU0toaGhUmvvBHa7nR07dhAfHy9LqIp2S2vNsmXLMBoH8uyz5zYc5fvvf2DIkKEtFNnxBg820alTHs8/v46LLnoHtyeMXbm38sXc5qvIUldXR21tLXFxcc12THEyjcKF0asPX+ATn8gBAQHEx8cTGXmInj2bp4t93bokPB4PxcXFzXI8cXoTJkxg5MiRPPjgNh56aCPDhu1h4kTvfRuvrq7q0MvYnYrD4WDnzp0EBQVJaSfRrm3atInqahd2+4XntN8NNxjIyNjL7t0tP8FvwgQLjzySxYwZn7FvXxZ16naKa+5n5mfN24hS56ijvLycoKDWnZwlxKn4xBhSi6W+Plr//tvJzCxnz55zK2B8Iq0Vb7+dSkmJB7d7BQMGDCAtLU0SlBaUkpLCXXfdxdatW7n77kwOHcqjtLQfO3a0/jdzu91OQECAtJA2cLvdrFu3jvj4eElGRbu2YsUK9u3LYtWqq5k9231O+95/fyn//KeZF19s+Y/NKVMqWLv2M9Zsv4wePUfz8VfhLXIej9uD1pqQkKZ9pgrRHHwiIVVK0alTJ0pLS+nbdx0bNw6nqCisScd0Oo18800qWhuprV3D3r17mThxonxTbEEmk4mhQ4eSnJzM3r17yc9fwMiRKSxcOIKDB1uvFqvVasVsDpUvIA0WLFjAgAEDpJtetGurVq3CarXyxReXsm7dubc0rlu3jrFjxzJ/fgsEd4K8vDyMRtiZOYqNjSxJdT5cbjc2m80nF2bxNW7fSLe8ymfeIT8/PwYOHIjNZsNoXMbLL19MdXXTCtrb7Wa+/TaVZctiueaaXWzb9m8uu+wyBg0aJMlKC1FKERMTQ3h4OCkpKaxevRqD4WMuvvgKbropulUmCzidTvz9/eX/GPjyyy+ZMGEC0dHR3g5FiBZhs9lYsWIFNpuN114bx8aNYZxPKbrNmzdx002XN3+Ap5Cbm8uAAS0/8VJ7PLhcLrkXijbBZxJSqE9KL7jgAkymtSg1i2eeuQGtzecwS/JkNpsBmy2M994bwUcfDWLDhnksWbKE2267jcjISOnWbSFms5n4+HiuvPJK+vfP5pNPZvLYY/FMnnwnl1ziQGuFx9My566ursFsNnfo/1uPx8M333wjdUZFu6S1RmtNUVERH330CZ07JzNr1hQ2bgw87xnq1dXVpKW1zpCWvLx8goP38+8/L6Bbt1TcdOOS6+t7dbQ2NNsse4PBgNFoxOlsngo24tSkDmnj+FRCCmA0GhkzZgzx8fHs3fs4d975e264IZTq6qb9KE6nkeuv90ep6/jkk2z+8peXufbayQwfPhx/f/8Onby0FKUUZrOZ7t2788QTT7By5Uq+/fZZPv54JAcOjOb3v3fjcDT/L7HdbiMgIKDDtgo4nU5WrlzJsGHDpM6oaHccDgc1NTX88MMPHDhQRE7OpTz1VK+Gred3rUdEaHJzs/F4ooCK5gr1lIKCwOmsQmvN8mUbeP+9LzCbDdx6qR/du/dgzfar+GFFb1zupt8bzWYzgYGBVFVVyRdT4XU+l5BCfSKTkpLCiy/+izfffJM//nEMzzyTQmlpU9ekV2gNN96YQkzMg/TosY68vNn07dv36LJqJpPpuG6UI88ZDAb5YD9PR963cePGMXToUObOnUtZ2WtccskF7NjRmfz8MFyu5vlCEBcHnTsHddiyT3V1dezYsYMuXbq0ah1eIVqazWajpKSEPXv2sGLFKoKCLiAh4SaeesrV5GN/+KHmgw9iGDDgMC39sXn33UYsFhg48Ep++ctLKS0107kz/OpXtSxbtpxhvRdjtxtZsaFHk5NS/4AAoqOjKS8vJzk5uZl+AiHOj08mpFCfxAQEBPCzn/2MFStWcMstW/nkk76UlDTPahMlJQF89tk4Jk3KZM+ezfTpk3G0e8Pf3x+Xy4XBYMBkMhEcHExsbCzdu3fvkElOcwoMDOTGG28kPz+fdevWcfnlB/j3v8OJjOzJ6tXRNHUZ0quucpGS0kJjAdq4uro6du3aRXBwsKxNL9qNuro68vLyyMrKIjc3lz17Uhg48A/88pcGoOnJKNQvptJa3dplZWUEB9fQqVOnoysJHjwI06YFAZcxYMA2pk//kdLSQkLDUwkPD8dqD2HxinP/7AkMDCAmJoaioqJm/inEsaTLvnF8NiE9IiAggNGjR2M0rkepPXz2WT+KipraUlpv1y4ju3b15KKLelJSUkRZWRlWqxWPRx9dNcpms6N1GXfdVUpOTg6XXHKJtJQ2g6SkJKZPn05mZia/+tV2tN5EcbGdESNGUF3dlXnzHOd13PLycvz9/fHza71Z/W2B2+1m8+bNREZG0rNnT2+HI0STeTwecnNz2bp1K1prNm+OxeG4li+/DOXdd5v3Hvzhhwq73cwvf2ngxReb9dAnKS8vx2i0MWtWCLW1J/8c27cPRCkLd96xG6234XA4qLVFY61M4HDlMDJzYxt1ngB/zf131lcdyc3NxWq1EhgY2Nw/jhCN5vMJKUBISAgjRowA1mM0bubtt4dSVeXfbMdftAggvuFxav/9byX33ruO7777jqlTpzbbuTsyo9FIz549SU1NJS8vj6ef3s/Bg6vJyVnJww8PYv78FDIyzu0SLi4uJigoqEOV99Ja88MPP9C7d2/plhPtgsPh4LvvvqO6uhq7PY0vv+xKUVEMubkt0xjw6aeK++7rS7duPwBTWuQcR5SWlhITo/j4Y0VNzalfs21bb2bPTqGwMIvy8nK6davjttv28+33K7j28hm8P2sIRcWnbzFVSvOXR/aSu+ctNpeWYjAYyMnJoU+fPi30UwlpIT27dtO/HBISwsiRI0lOPsQzzxzAz691u2W3bAnj+efH4efnx9KlS1v13O2dyWQiOTmZ8ePHc9lllzFt2kDi4jYxevRM/vzntaxY0biatBMmmLjiihJCQ0M7VCHor7/+miFDhkgyKtqFPXv28Pzzz2M2h/LUU5fwyitDWbcutsWS0SNmz76J9etXcffd61r0PDabFT8/v7PWBl2+3I99+/pw+PBY0tMn8Nxz0xk59DYCTd/x98fW43+Gz8C/PrySjO3P0qfPNL766iFWr+5LUVERnpYqbSJEI7SbhBQgODiY6667joKCpWzY0PpdspmZ/vzyl33IytrP7t270Vq3egztlVIKk8lEbGwsAwcO5JZbbuFXv7qG6OhDfPTRb3j22U2AbnicmsNRSkyMh+Tk5Bav79cWaK35+uuvmTBhAjExMd4OR4gm0VqzcuVKFi78nnfeuYP77htLYWE0Bw60zu9yUVE4s2c/jtu9kF/9ai9H7jVK1bc4Hrn/1P/9/FVVVWM2m8+pWL3NZiQ3N4xnn03iqafu4dV/P8/GH8o51f3w3X9ls+i7P/Phh3/i178eRHV1CiEh3amursZmszUpdiGaol102R/L39+fwYMH8803/wVuoKmTYM6NoqAghBdeGI3FspFOnTp1qJa41mI0GgkICCApKYmbbroJj8fDe++9zxNPbCU8/GYee8wPp/P471oGA1RWFlBZWUlsbOPGWPkyl8vF0qVLGTVqlJR2Ej7P7Xazc+dOsrIKef/9Gygri6J17+0ACqs1gs8//wVTp77AtGmX8uOPw/jwwwBMps3s3LkTo9HE0KFD2LChC0884cJstmCzGfF4zi3WyMjI8xrnXlsLEMhPf/owr7z8VwL8nsFW97/haxazg48/fIkZM37K8uWhOBz1cXXu3ImamgPU1NR0qOFMrUWjcEmX/Vm1qxbSI8aNG8fKlStJTvZGsV9FWFgiSiWyZs0aKTjcgpRSKKUwGo3ceecdTJ48kZqaT7nppkz8/I6f9NSjh+aFFzxERkYSFta0ZWfburq6OjZt2kRqairx8fGSjAqf5nK52LFjB2vXZvLpp5PIyWl6tY3zp6itTWDt2nvp3XsTv/vdJ3z44QN8/vmnzJ69mzVrynn88ddZt+4Rbr31GV544XuSkzMJDy+kSxcrKSln/sgNCHBhMBzGZDI1aTnPBx7og7W2O088+BGhQTnERhYRE1nEtVM+IiTQxMMPX3hccX2TKZGiIhu1tbXSsye8pt21kEJ9C9rYsSO4/vp93HFH31Y/f0aGiVdfTWX69PV065ZDamqqlINqYUajkQEDBhAdHc3q1aspLq5myZJ+1NXVtzJUV9eQm5vb7meYHyntFBYWRrdu3bwdjhBN4vF4OHjwIEuXZrBq1YWsWxfp7ZAASExMJDo6mm3btpGYeA0DB07ms88CWb9e0b27i+uuO0R6ejpvv72bIUNWk5AQQpcuXQgJGcDf/65JSEg8Wgv5yKpStbU1hITsY8iQKgyG8dTVNa1azIcf/oSHHlrD/Te9SWBgIAaDgZ07/Vm06Oc4ncfPpv/ii0AmTQpl8uRKPB5PhxjS1Jrqyz61y3SrWbXbd6hnz56sXr0NaP2EFGDPnhh27uxMWto24uLiCA1tnvqo4swSExOZMGECoaFbsNtXsWLFONxuMzablfLycrp06eLtEFuMy+Vi27ZthIaG0qtXr7PvIEQb53Q6WbZsGVVV/fjxxyhvhwOA2VyDyfQt+/YFERr6BPPnx/PKK//bvm+fiUcfTQKSgCmkpZWSm5vN0qXpXH/9eq6/voLg4GCCg4Mxm804nU6UUlRVVVFVVYXVOoyvvhpCdnbTPp49HsWbb47ipz/tSXr6fiwWPzZuTKW6+tRd8lFR0eTm5tK7d29JSIVXtNuENCUlhU8/XerVGLKz+7BnTzEJCTsYOXLk0SLHomXFxMQwZswYPJ6VREevZv78cdx/v5WgoKB2212vtWbZsmV07dpVit6LdkFrzc6dO8nP16xfP9Db4QCaZ55xMHPmq1x11UTeeqs/+/ad/X7yySdRQBR+fkPZsKGaoqIiCguLuOGGSgYO9KC1xmQyERTUg6+/jqS2thv79zdPPdDaWgMvv1x//rNJSelGQcF3uFzNs5iAEOeq3WZI0dHRFBTkezWGXbtMlJWNoqTkQxITE+natauM52slwcHBTJgwgYiIHZhMn9CjRyIBAe13POXcuXMZMWIECQkJ3g5FiGYzb948xoy5i+ef936L3YcfGli27C/84x/38uijKezbd24x1dX9P3t3Hd/WdTZw/HevyJKZmeLYSWwncZjTUANtqCmnbQpr1xW2bt06brdu66Dtu3VlZlwp3CQNOuQwO2jHzGyLpXveP5ykEDDJEPd+Px8XpHvveSTL0qMDz5FYtswP8ANSWLxYYdMmBWieC2+3azh0qPvmb/bp04dDh0rVdQ+dRK1D2rJeO7GxebV9DB9+2L07T5SV+XD77ffxwQcfAKgTxruQ0Whk6NAh3HhjP9auXUufPn26OySPE0Lw5ZdfMn78eCIiLr5xg0p1uTl27Bhms4b77+/+1/UbbzhYs+ZXvPfer/jxj5PbnIxeSE6OzO7dWnbv1rBrl8zBg9372fC738nk5flTXFysfk6pukWvTUiFEJSXlxIW1v3fSmbMENx99x/405/+RFVVlVp8uAtptVomTJjA008/TUJCQneH41Fut5vVq1czbtw4goKCem3vr+qH5+zuYrNmXUd1dfd+TP373262bPkj9933c1yuMCoqujWcTlNbC/37DyQ3N1dNSD3s7F723flzOei1CSmATudFSUl3RwEuF6SnW1i48I88+uhLHDhwQC1A3EUkSUKWZbRaba9K2BwOBzt27GDAgAGEhYX1qsemUhUUFFBSUsp11/Xt1ji8vGy8995z9O8/mVmzonC5evffWUxMrJqQqrpNr51D2tjYSFGRnUWLGrs7FAAUBcaOdRIcfA+RkVsoLy9n4MCBhIeHq4udVG1ytrRTcHCwuh2oqtcRQrBhwwZCQubTffVGmw0cuIepU10899ww6ur03RpLV4iPj+PQoaLuDkP1A9VrM6Hy8nISEhLYvLm7I/mu6mo/Vq6cQl7eYfbu3cykSXEMHToUg8Gg9nKpWuR0Ojl8+DAmk6nX11RV/TCVlpZiNpv5z3/SvlO8vavFxrqJji4lMjISf/8Ain4AeVpmZhCVlWbMZrNaqtCDBKg7NbVCrx2yP3bsGGlp3VODtCUnT3qxZMlwvvxyCCdPWvjkk08o+iG826k6RFEUtm3bhp+fHwMGDOjucFSqTrFx40aGDx/erq0zPSk52cHYsQ2EhYVhNHasSP3l4pln3Pj7x1BQUNDdoah+gHptD+np06eZOPH67g7jknJyYnj99TCqq4Ooq1vMrbcuJDi4ZxR/VvU8K1euJCMjg5iYmO4ORaXqFCUlJSiKwosvJmA2d2+PkqIoOBwOhBD8kAavkpOTyc3NJT09vbtD6UXUnZpao1f2kJ44cYKGBit33hnYaW2MGaPjs8/Keeyxr8nMFMTFte/N88gRPWVlKTz//FV89NFHVPTWJZyqDvnyyy8ZPXo00dHR3R2KStVp9u7dS1xcHLm5QXR3OUxZljEajWi12h/UIp+UlBSqqqq6OwzVD1CvS0iFEGzfvp2rr76G4k6riy8oKjpKTs460tK8ef31P/LAA59y5IiERuNGq237m5fV6oder8disXRCvKrLlaIorFixgvHjxxMcHKzOM/4BOrvXeW9PikpLS2lsbOSvf40gO7v7P5oMBi+0WgNlZWU4HI7uDqfLNM+XVaeQqbper+tDzs/Pp7i4mEcemUvnrNAUhIcX8dBDe7n11tvR6XRMmzaNLVu28K9//Z5//COd0NArefhhbxwOL8zmS8cQFKTgdJq59953mDVroTocqzrH6XSSlZXFoEGDCAkJUZPRHxC3243dbsfpdNLU1ERTUxMBAQGEhIT0yn3GFUXh9OnTgC9BQUndupjprK++kjh8WM/991efSUh/GPNIg4KCqK2t7e4wepWzdUhVl9brEtLt27cze/ZsXnhBh6e35B04UKGmJp+HHspi4cJb0eu/KQMyYcIExo0bR1ZWFllZn/OPf8Swb186774bjtXqdd61YmNlfHzqefjhcqqrdzBp0jXExsZ6NmDVZctut3PkyBHCw8PV18UPhBCCpqYmampqqKio4PTp01RVVXG8qJoGryj6+DqZP20cqampvS4pra6uJjc3l/XrR/L1192fjAIYjTb8/Ooxm824XO7uDqfLnDrlT01N7Zm5sz3jd6H6YehVCWljYyP5+fk4ndNxuz33hzR0qBs/vypuuy0fq7WUa665BS+v85NMWZYZO3YsQ4YM4eDBgzid+xg61IhGM4ht28JxuWQCAhRGjqxnyJAqUlMLsVgsXHPNNYSEhHgsXtXlzeFwkJ2djZeXFykpKd0djqqTOZ1OysrKKCgooKKigvr6ej4+oSF5QDrpo+djdIfy3iGZOSElLF37DuHh4YSGhvaaZMHlcnHy5EkKCmSczn5A9yV/8+a5KCrKoaSkhNjYWqZPr8dkmorLFdBtMXW1W2+VuPJKJw6Ho9srHah+WHpVQpqTk0NcXByPP+6iI1N+/vAHLatXf4XD4cBisTB6tI4hQ7wwGr2ZPn1eiyVAjEYjo0aNIjk5mdDQ3ZjNh3C7D1NV1UhoKNxwgzdarZb4+ARSUlIumNyqfpgURWHXrl2EhISodUZ7OZvNxrFjxzh+/DiKorC5wpuTIo7+/fqznyh2OmXY/83xy6qiWOT2obCwkNDQ0G6L25OEENTW1rJ8+V62b7+GAwe6NhkdNEjmiiuqOXLkCKdPn2bQIAtjxmjQarU0NcWyd+8Cjh6NIy+v++e0dqXY2Djq6+sJCwvr7lB6DXXIvmW9KiEtKioiMjISg6H9Cd6TTzpxuz/gpz+NxN8/AkmSMJlMhIaGEh0d3aahsqCgIK688soz37ZLaWpqwsfHh6CgIMLCwvDx8Wl3nKreafXq1aSmpqo7MPVi5eXl7N69m8OHD5OamoozqC8v58dRHxxDscPEntKLnxscEtyrVkALIVi5ciXR0UM5cCCyS9qUJMFDD+1n3769GAzVaDQOrr46lvDwcH772wD8/WMJDQ3BYvFj506lS2LqaRRFwe3+4UxTUPUMvSohtdlsPPtsJOXl7fsm8uGHgezf/3dmzbqSlJQUdDodsiwjSVK7h8ckSSI6OpqIiAiEEGg0ml4z1KbyrMWLFzN27Fi1V6KXKikpYdOmTRQVFTFw4EBeN92DqTYYyeBDgayFFkZ1fptegyYrj9iRV3RNwF1g165dFBdb+fjjYZ3e1vz522hoWENeXi4azQAWLUrl9OkxPPNMIL6+vnh7e1NaqqOo6Oz78w8zGYXm6W86na67w+g11EVNrdNrElKz2Ux9fT2FhQKns30JnywX4HLZSEtL8/j+8r1tEYLKc4QQLF++/FxpJ1XvcLZUU1lZGYsXL+Z0Xj5z583jE68bebbMF7O3jmqXBJdcfCkYbSrmassSyr7KYcbUyfTt27erHkKnslgsfPDBx3z22d+x2Toz+RGMGPE1UVG7uOuumdxyy0Cee06PTqdDUTRYrTJNTZ3Y/GVKTUhVXa1XJaRarbZD8zGzs7OJjY1Fln9Y84VU3cflcrF582aGDh2q1hntJc7u8FNUVMSKlSvZd7yAO++4AyaPZv52Lc3VRFv+PUsIBhqr+JF+DWHRsdx+w1y8vb2b77vMXycOh4NnnnmGu+9+hPff17d8QgdMmlTMhAnHePPNa3nppXSay7lKHVpn0JsFBkJ9fd2515pK1VV6TUJqs9nw9vbu0J7DRUXFDBwYc9m/2asuD3a7nUOHDhEbG6vuwNRLWCwW8vPz2blzJzsLLGSMnspSn/EsPdT2a/npBL9OLqDySAMLrpnfa96XLBYLmzdvJjJyEjNnhtI59aK/UVBQgNPpICAgkOLi3vEcdqatWxX++EeTx0cJf8gEEi51yL5FveYV53A4cLlcHXrTrqysICJiqAejUqkuzOFwcPToUUwmU68Zgv2ha2xsZNeuXXyxq5Cg5GGsiBvNR4XtH/asd8r8dHsgv9SYsVgsvaLHqq6ujt27d7N3r57XXhuMzda5H9IhIdCnTz1arVZdRNpK1dXVahlCVbfoNQmp2+1GkiRkuX1vcPPnG/Dxsal/iKpO53a72bdvH35+fgwYMKC7w1F5gNVqZc+ePeyq1LEtahF5dUEeua6Xlxfeem+qqqou+4S0oaGBvXv3kpVl4IMPBlFX1/k7HyUluVm40InNFqUmpK1UWVmpfg52AnfvSbc6Ta+ZLClJ0plFBO1bGTl1qp2YGB0mk6nXDI2peh4hBOvXryc0NFRNRnsJRVEoKipi5YEyPlcmkef0TDLqqxP8bogZp9OJyWTyyDW7i9VqJTMzk337THz++TDKy327pF2zuYnq6mrWrw8mO1tNCFqjuLi419S5VV1ees1fqF6vP7OVZ/uSyfLy8l67T7Sq51i6dCmjRo0iIiKiu0NReYjL5WL37t14RSRzyuzX7uvcmWJhkm8hVVWV1NbWUV5ahPOQhenTpxMU5Jkktzs4nU6ee+454uKu5rXXEqmo6LqNQOrr6ykqKuL48RRKL1HfVfWNoqIihgzpmpqwKtW39ZqE1MvLi6amJiwWSzvOFmzdupUHHkhQS12oOoUQgqVLlzJu3Di1tFMv43a7KSwsZOzNt/P81+25gmB6aA0DCz7nSEEO/v7+xIaEMHFMEgMGDLhsR22EEJSXl/Pkk09xxx2/Ze7cABoauvYLf1OTGavVqtb2bYPi4mKuukpdS+FJah3S1uk1Cam3tzcGgwGDQUGSOFPa49JkWWAwKFx5ZQ6zZ3uTkZGhrixUeZzb7WbDhg2MHDlSLe3UywghOHjwIIUOX55c2/ZhdQnBEO9qrrF+QWxCNLfduODc66MjG3J0N7fbTXZ2Nm+++QkffPAX3nvPC7e76x+LEAomk4nAwMAub/tyZDI1L+5Vq36oukOvmUPq6+uLEILnnrMRH99yNirLgnHjzLz55nZGj97B6NEjCQoKumw/AFQ9k8PhYM+ePSQmJhIZGam+vnqh7OxsRowYgSLa/rsN83LzVMpBXE4HY8eORaPRIMvyuR3iLkdWq5UdO3bw5Zc7+OKLX+FyGbslGYXmLwxOp1PdBrOVvvzSRWCgAz+/9k89UZ3vbA9pd/5cDnpNQgowcOBA8vPzMZtbGrYXDBlSxN1378Rms3HLLbcQExPTJTGqfjgcDgfZ2dn4+vqSlJTU3eGoOsnx48dJTk5u83kSghGBDezYsYPx48d3QmRdS1EUqqur2bp1K5s3V/HZZwtobOzexEaj0SJJElartVvjuFwUFRURFRV12X4ZUl3eelVC2rdvX+rr6xk7tgCN5uKr7SdPzue223YRExPDvHnz8PXtmhWfqh8Ol8vFwYMH0ev16mr6XszhcFDbaGZNTVSbz9VK8KeUXPR6PfHx8Z0QXddRFIWjR4+yYcMGTp0ysnz5ZIqKAro7LAIDAzCZTERFnSYxUU2yWlJcXEJMjLo5jKp79KoJkwaDgWnTpmG3r2D8+FQeeeT8ofubbipl9OhDjB8/jj59+nRDlKreTgjB5s2biY2NVYve93JNTU24JR3/Pdj27S8VobBlyxYyMjI8H1gXKi0tZd26dTgcfnz0UT9kOZUjR3pGQlNbG8yuXX2YPv0UJ0+O5/Tpy7t8VmfLz89j+nR1/mhnUHdqalmvSkgB4uLimDBhAlu3fgzcwLfLQN11Vw1RUWu54opZxMXFdVuMqt5t+fLlDB06VF0Y8AMgyzJud/tqH386y87nf9/NDTfc4OGoOl9DQwM5OTns378ft9tNaupQfvrTOE6f7lnlqWpqdBQVxZCfv5+ioiIgpbtD6tFOnz5NdPRAtYdU1S16XUIKMGDAAIKDQ9i06a/ce++POXEimczMwyQmZjFr1nRiY2PVPzhVp1iyZAljx45Vdzr5gfDz8yM+Iog3RxdzV1bbvoBEWHNISEjAaOz8HYs8wel0smLFCvbt24fT6aRPnz4MHjyY++/vg9XqT0lJz5wBlpqaSnT0Ph5/vJrHHlPIy+uZcXa3f/5T5uTJJsLDw7s7lF6neVFTr0y3PKpXPkMajYaIiHBefPF3vPrqqxw7dpLk5ERmzbqJxMRENRlVeZyiKHz99deMHj2akJAQ9TX2AyHLMhMnjGfnjq/RybfjVFr/e6+pqenxG3EoioLb7Wb58uV88cUX3HTTHdx++70sWxbJ73/vRJZlHA6J9m5I0hWWLfNl5043v/jFQdzuQYBnt2DVahWEcPP++7vYtWszJSUl1NbW4u/vT2BgIIMGDSI9PZ3g4AEMHuxAo9Hgdsv0tIX/ilJBWJg/Op1Off9SdYtemZBCcw2/gIAAHnnkkXMlP9Qao6rO4HQ62b17N/369VN7F35gJElizJgxbN36NG8vauKWda1fINlkbuqxCyqFENhsNg4fPkxmZiZeXkn89a+fM3Ro49kjuFw+PhRFIiYmgYaGU9jtdjyZkBqNVv70p2yKi79k00EXoyaO4s7hC9FoNNTV1XHs2HGOHDnMile/wGF38Mgjw5g6dSqrV6fw3ntGamr0OJ09I/krKysjNjaox39JUvVel8c7SgdIkqQmoqpOc7a0U0BAAAkJCd0djqobaDQa+vbtS9aOHcC0Vp/n4+1DY2Njywd2MZfLRXl5Ofv27SMrq4bJk+/nnnu8ePTRJnpyT+ilSBI0NjZ6tB6pt3c9c+ZspFjZwy2PLmJJyCqOSnkcJa/5gAigP2jm+5DOCDR2mdBV/ryx4S0CtP785z8TeOGFfrhcCezYoaG7n9uKigqGDFG3z+4M6k5NraNmaipVOzmdTg4fPozBYFBLO/2AabVaBg0axK6vdjM05Qr2VrVu++HIqEiqq6s7ObrWO9srunfvXrZuLSEvL479+yfz4osGmntEL19Op+vMMLRnkj6TqZZZs7Yx6sZaqieF8kXAihbPcRsUyubVEjcvBe1xiczt25gw8xCp8anodIPZsqV7S39VVVUREhKhduCouo36ylOp2kFRFLKysggLC6Nfv37dHY6qG8myTGhoKP18bXh7l7C3qnWJxfOnIrDX1uF0OtHpWpfEdhaHw8G+ffsoKCigrs6bL74YwYkTvacSidvtxt/fv8PJll4Pv/xlI3v3LmPWA76UjnTiMLnafB1XP4FfvxD0R3VsOLqZseNO0tQ0gv37J3YovvaaOlUmMrIcP78UtYdU1W3UhFSlaodVq1aRnp6ulg9TAWAymQgLC2PDyZOgb11C+s4JEz/286W8vLzbdoqrqKhg9+7dFBQUEBwcyhNPpOPvH8eJE5fHyv/WslqtGAyGDiZbgieeKKC8/F3u+fNYjg85TYOhqUNx2QY4CekfiSvBwc1BhTgcK8nOvqpD12yPgQPthIZKmEwmdUFTJ1GH7FumJqQqVRstWbKEMWPGEBoa2t2hqHoIo9FIUFAQeTvyWl3qUpIlBg4cSFFRUZcmpGcX4e3YsYPGxkaGDBnC++/PorY2kNJSbzprLuOgQQp//3sdsizzxBP+bN3a8Xbi42VeeaWO1atXkZTUl5dfTuXwYa/zjmtsbEQIud3J1nvv6dmz5y2KK08ifqYnOyqHJo25o+EDZ9Y5DDFgCahlRlkZkuTNkSNXeOTarWWxWPH29kavb/sGDyqVp/SIhLSyspKXX365u8NQqVplwYIFhIaGqj0JqnNkWSY8PJyHR9bxlU8DS4ouvYe7RhJoEERERpKbm8vo0aM9Go8Q4ty/rVYr1dXV5Ofns3v3bioqKomIiGbq1Bl89lki994rY7NpEMLzr2eNRqDRuPn882N8ufhzPv6seRHXnT+aQUnJRE6f1tPeBNhkglWrmnj5pf8wedJEcnL2MWb0Mv7whxnceecwHA4tiiIhSeDn50NIiAmtti29VAJZVli06CCffv5frr56Jqdu9kPylmjCM8noORJYE5w0Xl3NdX6HiI0dzqpVni1PdSl1dXWAWommswgkdaemVugRr76QkBDuvffe7g5DpWo1NRlVfdvZah6Kw4qtqQG4eELqpVjIXGAmc/F7vPrKGlJTUz0Wh6Io2O127HY7OTk57Nq1i4MHD3Lq1ClGjJjJ5MnTiIsbyejRZh5/HDpzZbfJ5GDx4gY+/+IZ3l4J4371II/FNI8qFL37MY/8bgV//8vVFBW1Lyl1uZwsX/4Jyfo85uY+B0D5bc/yv61bufHGT5k2bRH33JPIXXf5ER/vQKPxRZZbLoofHg4Wi4VBg8qZMuULSmtL6PeXdHJiSpE6cyW8DBqDhsbGahoaqvF0vdSL0encVFaeJiQkBD+/S3+RUqk6U49ISCVJUj/gVSrVZc3b2xudTkeT+eK9Z17Wcq63f87DT+0mJT2dq6++2iMLmiwWC7W1tdTW1nLkyBFKqqvIlpyMGzeOW+9YyOf/fJrtmdfx8svRCGGhMxPRsDAwGquZP387/1l9gCtuuI4PRgxk9bfe43fffjNx/3mZ55/fy/z57ekdFqSk2MjaupF/LeyDVABIELHrZ/xMD8X3fcjqDYt56CETY8eOZdOmcsLCwrjU405JcWG1VvPll02sX7+W44UnSJo0kZgJfcjR5bUjxrYLDQvFbbDg61uFt3ccl3gpeYRe72LGjDyuvbaGtLTBeHt3Xa+sSvV9PSIhValUqsudRqPB6XRis1n5/uhcuEmQJPIJLV+J7xAjhXN/y0mDjoR/fsCUyZPb3abdbic/P5/8/HyKi4vZ4qclNCmWmGunkxmqJfPMcaPjIvj730tYsCAKm63zktHgYBd33FFMTMxWtsmCXdf9jM0+F05yYu+6nY9+/UcmTkwjM7PtPXNPPZXD+89VklRwfsml6C0LucMnkKIhv+br3Stwu42Ul5cTELCDoUOjCAuLY9UqHbGxgvR0Mzk5Odx/fxUW6zEeX7yTocOGMetnc9hp2NfmuDoiPj6euqBy5s7NpqwsnQMHOmtOp2DWLDO1tYe44YZKBg8e2m0L634I1K1DW0d9hlQqlcoDZFlGlmUURTkvIQ2wFnGTbhmN1w3is6GJWLRwfX4d1VVV9O3bt13tOZ1OTpw4wYkTJzgcG4Jz9FT2RPtj0ZyfcI4bP45ty9fhcmUAnZPk+Psr3H13IRUx2zgyKI3j6QOwGS7e+/tffyOPTRiLu3YDmZnz2tze+vUbGDRoILDzgvfL9lriDv+OO2MG0zR0Ekey1xH/UxP1jiIaG7MoLw8kLs7MuHE1TJ0qczK4kODEUAaMzcAqudlJ1yajADqtFr1ez6pVq5g+fTw5OfE0NV36C4S/P8yfr+Gdd1pX9P+GGxqprz/OvHmn0Go1pKWpyaiqZ1ATUpVKpfIAl8uFEAKd7rsJn5eznoG1i6mYmcRXw/pQpGlecBS/PJM+48e3a2Wzy+UiKyuLTQ2VHL1qJCXhAZRcYs3E2oHx+L1VzrPPCu6//8LHPPTQSY4e3YPD4aRv374UFAxhzZrzV6xfiE6n8NBDRzlt2sraKTNojI9t1XnrZk8n4o9P8pvfXMW//tX6qQuPP25hx7advDyrBFooAypXHcCv6gBjgBEmhWJzI3l1dfT54z/YsmUnmxtOM/bHEwmIDMWmbXtNUU8zmUxERERgNH4O3Av4XPRYWXZz1VVL8PI6xcSJwfTr15/U1AH8858BlJefP182I2MzGRn5xMcHEBWVQlJSEj4+F7++ynPUsk8tUxNSlUql8oCzBe59fLzhTHlKveTmnwk72eAs57Oxs6k+k4w+36Bn7aHD3DL/mja3I4TAbrfzxrrVHHrsJzQF+7d4zgGThrkxUcTEHAKG8f25lHfckYlWm8U994zAYDBQVFRIXFwJdXUz2LmzpYRF8Le/7aOYfaxcMBt7ZESrH8s2P28eH9yf2prtQOuLwpvNXzJ65FBiXV+3+hwAbdE64oG4IA01ltcp6XMVVYH11MY2tOk6nUXQ/DoyTDYT7xPJtGkvsGTJrxDiwsnME0/swW7P59prb6KgoID9+/dx4MD/SEszMmfOAMaMGYPL1Y977xUMGLCZBx+0MnLkBAICAvD29lbXbqh6FDUhValUqg4SQlBbW4vNZiM4PPhcQqq4nexf/SEzf/0zthm+SSoadu4nPjYWo7F9BeiPHz9OSHRUq5LRs6ZOm8ZX736GJA1HnNsJVDB//mqGDW/kn/Pu5iMfHyRJwuUaQsTnS/n1Qwd54onRZGd/v7et+QJvvWXn6NEPKaqt4YOH78NhatvjEZLEv+dNZ+7Tr/D889N48EFHi+e88ko9q1dv4a3Rq9rU1rdJwo2oPk590zh0od27S9a3CSHQ6/VoggQNU7KZVp2E0fgYCxc+ypw5Br7/RSI2tp7TVQqZae/g6ufCcIWDfk49D1TfRuaSbaxb/x/q681ce204iYnhpKdfTXR0tJqIqnokNSFVqVSqDnK5XNTV1fHW6WD22HzP3CpYM2Y/z5f68qf+Qd85/vTp04zNyEAI0a7koLKykoiI1vdEAvx8VCwxj+zi+HFvUlKal28vWpRPUlIuT85cQH2AP5yNRashrl8KtYePI0Q//P2DEUKgKAoul4uFC82MHLmJxWs3cusdt/PjkQNxtmcXJEnC4e1NVFQYu3dvBMZe8nCNxsHXX3/CIz+7G589i8/mxe1itVppamoiJCSk/RfxsLN1Yx0OB4rOhX3Rce5Kmccbr/yURx+9j3/8YyAu1zcJdEhICBv35mOSTKADSQd6NGT6vw8/FwzFD0NtLLUvehMYGEhycrKajHaD5kVN6pB9S1ouyqZSqVSqSzKbzRQVFZGQkMi5XiwBb73xOtcsWID4XhIw/Kbr2JiZyfHjx2lqavv2k1VVVW1OSIUkMWbMWLKytgJgNNrZuXMliRPHExAZ8U0yekbS6FHYDXr+9rfDbNlSyooVx/jwwx386U/v0mT4N7kGmZNP/ZU7x2S0Lxk9w2AykXb1VZw4sQt/f+fFjzM0cdVVS/jJTcEMO3AzsujYfE+73Y6iKERHR3foOp6kKAqKoiCf/V3IcHDsEgY9HUi9+B+zZq0iLKwKg6H5sUdFRVFaWnr+hSQBcvNuYEIIoqKiSE1NVZNRVY+m9pCqVCpVBwghqKur42hRLa7B/aC4+faBhlKarBZsowYDjd85515fK395+F4ee/0tbo9LIS4ujujoaAICAlrcb72iooLSygqM181oc6zz5s3jozdWExAwiBkzsgka48NfY8MoFcp5x77usnH/wuvZ9ekXFC75gqamRqKjYxgwYiiauxfxotEzQ921Evwu0MT9N4WyfPlR1qwZ9J37fXwEqanVBARs5aGbGxlX8SI6Z22H2hSynsaAoZTXVJAQ1cq9XrvA2R5oIb7b9WsIlYl/0EDol8cZP76Yjz9OoqYmgoICM0lJSZe8ptlsxt3YSFRUVGeGrroEtYe0ddSEVKVSqTrA7XZz6tQpSnUxLCkOOHf79PrPiJgwlt/rGi943mPhWrweuZOl24/A0X3MPHUKPz8/EhISiI2NRa/Xn9ejZTab+WrVKg5OGsqOCEObY92aGktZ2UnuvruSuLijLMsYTGlE2EWPf1E44bo55/4/B87VNvUkV1AgOUkJ+PsfJS6uHwUFzY9Np1NYsOAU48YdIl5fxjjz//Cy5HW4PUXnR3X/31BT/QJ5fkUdvp6nnO0hvWBPZridvvfGULfHwXXGI2gspziV68Xwu1Ko5MQFr6cVekIb+pJbX01AQEDnBq9SdZCakKpUKlUHOJ1Otm/fzpS5v+CLPd/cvmnTRt5+9SmevMS5Nr2WTVcMJmRIChU5RUzNq6Lh4EG++uorkpOTCQwMxM/PD51OR3FxMcXFxXwxNJHjEzLaFetLPm7mx/oTErKMg8ZAytP6t+s6nlYmSxxKTmT+hDyOHMkHUgDB1VevJSNpNyNrN5AeLtDWH/FIey63m5KSEgyGtif1ncntah6Kv9ie8iVSDgyH5CH9qC8xY/IWlAVdOBkF0Lh1xFSlUe1/oMc9VpXq+9SEVKVSqdpJCMHevXuxe0fyXO43cxHvCz9MQ3Qgv4xq3bB2lZ+RqiHJNPVPRKpvpLY6kReLXZzOzaWurg6NRkNkZCRfTkznRGrcefM9W0uSJCIjI/m6pIjjt15L3SUK13e1E+GhLPfxYuHCAkJDjbz99ttcMzuFyeXvEqutgmrPtaW4FRoaGggNvXjvcHdwuly4XK4Wp20Uao5DLLRUrMrldFJcXKwO1/cALnXIvkVqQqpSqVQdkJWVxZVXL+LFbd+sEW04sZUhA1N5WuPmvG2bLqHQqAVjIIQH8ItkBcfYeNxuNyCh0+lo9NIh5PYvTNFoNNxw44188Pe/Uuff+pJRnerMfMnBDhc3+AezcvX/CAwM5IXn76Zf5gxMBg9momc4nU5yCnMInxSGhdbtcNQVziajBkPrNiRoidPpoqioiPHjx3vkeipVZ2pVQipJ0q+B+YAR2Af8BIgAXgX8AAdwuxAiX5IkPfASMADwAn4thFjr+dBVKpWqe+3YsQMbeq7fnvyd2/Pz8rlm3jCk9iaPkkSVXgP69tUpvRgncFWIg3kh4fRxCP5o6J5V1zpFQbjc7MKLQ9u2s3XrVnKOH6UkI50H772TjBO/wHvTG6BcfNV9Ryiiea5mQmIi2ZzqlDbaw2KxYFDA29tEi1tQtUSAcEJJSYm6NWg3U/eyb50Wyz5JkhQC+APjhBBDABMwD3gDeEEIMRZ4Enj+zCmPAHVnbp8DvCRJkjp5RaVS9So2m42lS5cycf4duMR3E7u6ujoSEhJ6XpkdCeyKQl1NDU6rrcubN7rcBNTV86t92fzsmVf43Y3Tyd/1FbfNGMZHD4/it6a/MX7vTHyajiIpTjrj2ROAzRBBXlEeYX3CO6GF9tEIDdYKCy6NnfDY0A5fT0JmVulPCA4Oxr+n9IarVJfQYsouhKgC/gAgSZIPzT2i2UB/IcSyM8eslCTphTO9o7OB28/cXixJ0nZgPLCucx6CSqVSdb1t27YxaPBgrtn03d6n/oEKOreZUyG+iE5JqTpGliW8vLxwupw0D3p1DS+7gxlHTzFizwFE+V6mZSTzWMARNMoe2P1Cl8WBpKFs8hc4jv6RjT5bu67dFgQrgQysT+bzwNcxhnW8WL8QCjt27KB//56xcE2lakmr+5AlSfoAmE5zb2gdUPm9QyqA4DM/Zd+6vRQ4b+a4JEk/Bn4MqMMJKpXqslJeXk5OTg62QbfAke8mnXcnN3AwBH5uaMIteWYuoCcJmhc3eXl1XWxau4PxWXuYlbOTwcE1DPDdhVzwTpe1/x1CUFRUfNGV7N1FUQR2ux1xgZqw7ZHQOJis48e5++67PXI9VfupdUhbp9V/kUKIWyRJMgHvAfU0J57fFgpUAeU0J6BnFwBGnLnt+9d7leY5qAwZMqQDG8CpVCpV13G73axfv561riFsPBKG8r1e0LKyUoKCgtBqtT1ouUwzjYCfWfRskiDXQ4XtWyIrCvN27mPk/k1MD1xHSNmBLmn3YgTNvYfBchCDXWkc0HqmlFRHSRLIsnxeUfz20u+IJCyskdDQjg//q1RdoTVzSDMkSTo7BG8BTtA8j/SQJEkzzxwzDTgihHACS4C7z9weDowGes64iEqlUnVAdnY2sixzwpiBk/OTuurqGjQaDXIHVsN3GkUhMesQpsQEtmu6Jr7/qzETtvxzrtH/jxBL9yajABIKw8r+j6TwPmz+/XqOPXKA2qfLUCq79+uDLMvIsozV5pm5vR9++CGzZ8/2yLVUHedG060/l4PW7GV/HBgrSdJuSZI2AwnAa8ADwG8kSdoK/B548MzxzwLRkiTtAJYBDwgh7B6PXKVSqbpYfX09J06c4N26DErE9weJmjU2NmA0GpHl1ry9di1FUVi7di1Tpk7psjbzP/yYsSOHECn1jB2RJCCiYQsPmp7ljz5v899xSdw45Dosz9Tgbuq+pLRKqmGlfi0DlfEkutM7dK24XaNJSexPWFjPqrOqUl1KaxY1WYF7L3CXGZh8geMdwG0dD02lUql6DiEER44cwaUIIlKG4Dx94YTTYrESGBiIRtOz5igC/H3lfnbHRPNYSnyXtLekwcGre3fxJ8NXXdJea8koBFJFoDeI0//Fd2w/XsupIsrlj6abepPckpsG0YiwhoJDbvd6M0lIZK7YzjVX3ODZAFWqTtbzvsKrVCpVDyOEoLCwkINHT7LOazpfntZf9Fi73Y4kSe3dTKnT6GobWPG/z1j48C9wdFHv7aZVq8jIyECj9NxBMklxUl5SjKJ4ZjFRR3h5eaHT6XA42l9/dVjxHAKUUAYMGNDzyo79QAkkXGi69edyoCakKpVKdQlCCCwWC6s3bOFrx2A+q4yHS5RzcjgcZxKBnpMM+JdVM+axF5j5m19zldQ1yWGyW7B7y1YWTk7qSU/FBRWXlODr69vt0yxkSUJRFNzu9hfF375tO/369Wtx+1GVqqdRE1KVSqVqwfbt2zndpGeD4bxZSudRhIJOp+sxvVPpdhjz5lK8xo3n1wkRdFXX7U8r6/C32gjbcntPz0cpKCggISGh20tBKUIghGj3a8enKYSagnrS09PVhFR12VETUpVKpbqEDRs2UF7bRFX/m1t1vETznvE9JQtL2J1Nf3RsHD8KdxcmKYcOHaJfv37Ics9PjHJyckhPT0en65pSWBfjcDiQZRmjsX0TSHU5gcQZk/Hz8+sxX4hU32wd2p0/lwM1IVWpVKqL2Lx5MxWVVXysnc9n+T6tOkcIgdPpBA/Vk+yISW49xq17+XpwKjY/3y5te/fu3YwfPx5tD++pa4i6GlvQEI4nn8al7b5V9v6KH+OcIyk2naDCkN+uaxw+cpjIyEi8vb09HJ1K1fkuj7RZpVKpulhWVha5ubm8KC/kpDmg1edJZ4qbd386CpajJ4hxS2yIi8Gu6br+hwfdMhUNZurr6+kZz8TFFZh9sOuCKTGWYZS6L5Gz1lqo3u/A1F9Lk1TX5vMjGpLQW7VEJER0+9QD1fkul1qg3Ul91apUKtW3CCE4evQotXX1zcmoM5S2jL8b9Hr0ej1SW8bsBUhC8NdaCfPSrzl48CANDQ00NTUhyTIOux2dTkdAQAAARqORuLg43JNG8VpGLBLN24EqSN8J9fTp00zW6wkODqaw9dF02BuywoKRw3j77bf5XD+FMaPHkJo6gMQ+fYg8/Qr6I6+CJJ15jr6/11XXEUBOTi5BQcm4fXS4uyN5FiDbJcK+8OOEYR8Js9q3pau5xo6X8MfHx0cdrlddltSEVKVSqc5QFIXc3Fy27trPm44ZnNS0LRkF0Ol0mM3mVpcR0ghY0KAw4IMVfL1+GTOunMT1U4cTEOCPv78/RqMRu92Ow+HA5XRRX19PfUMDdbW1rP+/pxlW52To0GHccMMN3B6ro9agQe/lhRmBZLHhHRqK0c8XujDZskrwwfxZPBYWTtann7F2yx5Wb9qJzWZDliRiY+8kIyODUSOHMyBzGiYvHbKjoeULe5iSciM50gj6RoVQHlRPNbVd0q5W0YALHHYHE3eOZOXny6mPOU3S77zavebMYjZjVJRunwerUrWXmpCqVCoVzcno6dOnWbd9H1+4J3Fc07dd1zEajbjd7lbtSa4VMKtJMHn1atx+hbz1ZBU+ut+df6DhW/8d+c1/3j57ImW2X7Nz106ef/pOMqR+DBw4lPQZU3nF4GBSuZ1/hnpRLXVDz58k8Zdxw9CNHcYXdsjNzaWkpIS8vDxKioux7t/Pxk2ZBAffxi9vn0nfQz9Hbiro0hCrqqqor28ge2guwbrO3dVIEhIBNj/q6uqJK43EdETP4cOH+dj+DvMXzaVw9PYOtyHOrNJX9SzNi5rUIfuWqAmpSqX6wRNCcPjwYfadKGQ149lFaruv5ePji73WjiJa7iH1d7pZkJmN2fwlN05b3ea2ZGcmUZpM5o+G+aMhp2Yy+w/uYs2Lb5DkfTV7KyvxvXYu1e15IB7ilGCOF5Dap/mH8QD8vLYJy6lc1n/1Ff95bw2/mHUXKSf/3KWxNdTXI0kS/n5+ndZGH2c8NaU1lJ4uYXBJMu5cM7sbN+EVrWH6XdPJTbZRKHc8GZU1GrRarTpcr2oXSZJuAH4FaICNQohffu/+nwG3AnrgfSHE02dunwT8DXADFuAOIUS5JElxwKuAH+AAbhdCXHK1npqQqlSqH7yvv/6astomlkuT2ejs06FrBQYGUJNTw+12A1VFjZSWluLl5YWtfyKbdd+s4paEYNSB05w8tp7b53qmWH1S0NMkTYK5E/zIOt7IR0tMaLU9s2fmmUAfGDEI77Rkwp5/g7Vr19FFO5p+40zy1hm9ivGOWMzHGlD226DYToQukB3RXxE3OZ7RA/tS71vGSTZ7rL3Gxka8FAW9/uK7iKm6T0/uIZUkKR74KzASaAA+liTpWiHE52fuHwfczNlvk7BekqSNwD7gP8B0IUSlJEkPAL8BHgbeAJ4VQiyTJOkq4HlgzqXiUBNSlUr1g7ZkyRK8TD58rp3D5vqOD9sGBgZyorwcr/+8TojBQJgsYzab8Urvj/26Kew0NidBf7ea2PXaK8y7ex+BXic73O636TQN9IvJIjHxFjKd7d+GsitotVr69OlDzbau3+8+SuThV7GB8MqF1LjNNGgaPXLd0IYgpK8d2LIbqRh8EGOyjr79k/AK9AGqqfdIK98IUMLQ1ceg9fHG17dry3upLhshkiTt/tb/vyqEePXMf88EPhdC1ANIkvQKcCfw+Zn7ZwNvCSEcZ+5/E5gnhNgtSdIYIYTtzHFawCpJkgnoL4RYBiCEWClJ0guSJOnPXuNC1IRUpVL9YL311luMGDGCX54axq769hUj/z6dTkd4eDhzxrxOaJCCwWDALgaz5Uh/NB9/Tc2CiZzy96Lg+TeYMX0CiZH/80i73xfkfYoY/0+4ue6nrHQpHNT2zLLTiqLQ0NCATtf1PXve7koWTr+eV3aUkeYzkP1jjuHUdCyBD3UEE7DWyL7a9cQuCiAiygtJB1XkeSboC7BWO6BAJi4pSl3UpLqYKiHE8IvcFwyUfev/S4Gw792//Xv3jwIQQtgkSZKB3wFDgUVAAFD5vTYqzlyn9GIB9sx3KJVKpeokQgiKiop47rnnyMjI4OHcUeyuMeKprZV0Oj1ut5vk+CaS42uIiyilb+R65k3aiet0Po8ereK/649jVJxcPfwxj7R5IVqNGS2F6Msr0NlsLZ/QTRRFwWq14tfFhfvPCi94l/tnxLLls0xKf5nLdflXf7M4SND64gQCTE4jCWsj2Z67hrhbfNDHC6ROzg99RABjqxZgt9tJTW3/3GdV5xFIuNB0608LyvluAhpx5rYW75ckyR/4DCgUQlwrhDADVTQnn98Weub2i1ITUpVK9YMhhKC2tpatO7aTV17Eqq/XUFRR49FNlQwGA42NjbiVb80XxUGg9hUWXVPF8vfeIXfben5+/d/Razq3zJDJZEKj0eBydd8ORC1xuVyUlZWRlJTk0esKJNwabxStN0K+eFYoOZsI2XYP/xfzLDdPGM0bj/+Hk9cdIG9hNsH/ZyQoxw+htPwC0aDhmuMzeXf5y6T+IgidsWvmDJqbLOzbfpC0tDS1IL6qvVYC10iSdPZb4V3Akm/dvwRYJEmSTpIkDXA7sPTMfe8Cjwsh3j178Jlh+UOSJM0EkCRpGnBECHHJ4Qf11atSqX4QhBA0NjaSuWMrW6JqaLp7MhX/3c4dVc/xYfAvKXAH4oleUiEEJpMJWfru930JQd+Ql7lv0c9JCn0DL13n9lq6FQN1jQYs3iYwmTq1rXYTgkibg9LCXIZfOxKyPHNZJSCZwho3OUNeQ6fTEVP6If6Fn+Pt7YPenI/EdysgSEJBI8G0vHuYmuFL7VWrKCoq4vDhw2S/Uot8WxAiXbpkF05Dbh0vvfwSf3nmMdZrPvLMA2mJAG2TFydPnmTmzJld06aqzc7uZd9TCSFKJUn6O5ApSZID2CyE+PzMwqWbzswVXQrsBFzAx2duS6d5odN/v1XdIVsIcT/wAPC2JEmPAnaa56ReUs99hlQqlcpDhBA4HA5Wb1zHjrBammY1L+fWPjSGEy/v5T7z27ynW0i2M6LDbTU1NTYnpPKFs5f0qGc63EZrlNclc7r6Rj4ZHEqevmeu8JWBFwor+EQpwZD1B49cU4meSFb04yz9ajmly5prunpLicSE/JyU+BTiin9JdFggIb5aDNV7zjtfcjYStGQcQcAgYE/ERLZ8NZkqWcaRppz3nSXcHsKxfcfw/kLLon9dy3p9FyWjgCy0TCi/ic+1n2M0emYOtOqHSQjxAfDB926b9K3/fhp4+nv3H+b8ofmz9+UDk9sSg5qQqlSqH4SVK1dSI1monhX1ndvdPxnK5td2M7voTSxiKnn+ozrUTmVlFWEBAd06fCokf0pqR2G1WklLS+vE5TQdI4Tg0OHDJCcnA7s8cs31ultY9vkXLPxdKLbw5tucZVpO7DzEvuJV7JcW4lXvTYTTQVKDm/79+hHSuBNd0+kLXm8YmVjsTSx7YxT9/zCW4yE5AESKcOQ80O2WSMqNYeLfBrFF94VHHkPrCcxmM/7+/l3crkrleWpCqlKper1NmzbhQkHcks6FFnnqfjSM3JW5TFu/jJOOHBrip7LPEt6utnJychgYFY5O332rnS02I/tOjqIkUeFE6AU7MHoEIQRZWVn89LqxcPLDDl8vJ2Aui1dvYdpDEtawHec6M3URJ0mbC2mAu6SOE8f2UFOhocpxI+uymwi3WRkQNZyUlBTCg3wwbP/ublkTvPeSG3wtua+eQv8rPWH7Ayk7UEJQgz9lCTmMenAoWboVnloX1yZ6vZ76ek8XklJ5Wk+uQ9pTqAmpSqXq1bKysqioqODYzRGc1l+k4ogs4ZrZB78kwY0b61m7//+YNmwK79muoMzZtqHQysoKYkcloO+GMkZn1dXXs3PnTgIfup+TPXjp6ktWhbdzjzCoYp9Hrve/XWbGXHEDAf1evOie8JqovQyIAuE0YKnIoqqqEuX0VNbtcPLBoWIMOg2GynRsNhsGgwGbzUZQUBB13ifZsXc/vtn+TEuZwthho2icVIgUK5Pjtdcj8beVJEmEhoZSXd2de3GpVJ6hJqQqlarXKiwsZP/+/WQviqTR18ylurCEViK/v0xZbAD9UvtR+/ESUss/4s6x4xkzZgyukH4sWH7pXs+FSWai6yoI1/wbrfz9Mnxdw+XWsf7Qo5TFOVgZF9nyCd3I/9gJIsKC8Kpf2+Fr5cf8iLJcmfQJHyBpXC0eL+nseEeX4h0Nov8Wwia4sNubd8wyiv70tf4Dp9OJ1WrF7XZjs9kYf0U+b3z2Cl4PllPgk4lL5wCp5S1iO4sbF8u9XyEgIIDa2loCAwO7LRbVxal72beOmpCqVKpeyeFwsHXrVvbN88cRpeeiXWbf4pIELh84OsGEGDOOB4/FsOGdxfzfnz/Cx8uH63wDGDBgAFOmTOFn2WkcazDiROZsoltbcpqxEUGEBDmR6J5SS06XjqUr9jL0vh+zUdOzPwTz8vLx9vbu0DUEMoqk4eOlG5hx2zP4R72Kq41D55LBjLcBzkUiCin59qJgIRBA5HANU/NnoNmkYL2m7AJX6mIS2PVmwsL6UFBQoCakqstaDx7MUalUqvZxu91s374dXZAPwXERrUpGv03IgF7DOwNLKXh6JNFr7uff777E/DuuocpVzdP/+QcDN97LSwHvYLSUEqIxE+ujUJF/Al9vB4GB3VNmSQBV+oM4hSBhxMU2Zek5amqq2706XCDhNEZRG3EVn8e8jzT8NjRDX8elreh4YJJASI5vfmQnyE70XnD9LTPIXLsFxdINE0YvwMtgoG/fvpSXl7d8sErVg6k9pCqVqlc5uxPT4bJcTk3zp86nA29zUvM/zDj5dWAmTAemD+Na+000bj3Jh4uXMKdiNRMnTGRQ6iD2WAuI9n4Wb22eZx5MWwlYvnwZUmwMP5NbHrbublqtFqmNK4GUkMHUmt1U1jZxLOk/7N+/H7dmC2NuL8crrHN7LRXJRnHYb5kzfhKlS5sIulbBrjN3apst0RhkDDFwcGUOdrsdg8HQrfGoznd2pybVpakJqUql6lVsNhvZ2dnkRDqp69s5PZVLDCdhCvhOnseoo95sXruZ3W/uJiwsjOumpEA3Flras2cPg8ZPpuOzMjvf2LHj+O9XizmdOphE94FLHms29eW0NZTjrvkcqbJhNpsxHs4ifnQdI64Molqzo0ti1piaCB6xg7rFk/DeY0AMzcOht3ZJ2xdikRo5FLKBwMC+FBUVeXzHK5Wqq6gJqUql6jUURWnuHa0vxDAjETp7HqcEmalmAmKHM1xThV5sIyKooPX7n3eC2tpa0gICui+ANliW2pcR46bySXUlDw5MxKdw8XfuFxoj5iG/Zffu3ew5KVPgjicw0IKmzwZGDepD6uA+lEsb6Oo15qHxgvr+5ex6z4J1YyUJ6dF4z7IjdVMnmDZEUBNSQF5eKH369EFq4xQVVefryTs19RTqM6RSqXoNl8vFtm3bCB/Rh+zgrhuybmxooLi4mFvm6NCKY13W7oVotFq0usvjrf01t53R189jyOvvsjxb4Sbfb+7LTvgDe48VkPlBERDBsGHDuGLIMQISTqEJcYGcTTnZ3RK3W1dF1IQ9OLe48SsbglYJRSMEyuzibqlF6vKyocQ4qT5YTV1dnbq4SXVZujzetVQqlaoFQgiKi4vJs1VRPTyq5RM8RO+WmHs0lMPW10mJPNll7V6MQa/HYrZ0dxitI0nsiAylcPaVVLx8CsOUJzCbzezYsYMTq7YzIG0gM68ZgDTwPQIDStB6W3BL3Ttn8yyDv5nrb5vNx//O48c//jGbt2zm+H8Lifl596wVTurbl+rdDsrLy9WEVHVZUhNSlUrVa6xfv57UwemsNHRdySWnw8nBNXuZNmkEOs3OLmv3Yry9vZHky2fIVsgy/gPTuXLO9fz7xRfx9/fluusX8qfZV7PfdC06/R7QOIHKbiqkdXH6AatJH5/Bm2+9yaN/fJRXX6vF/H49poX1SF2cl5aHnKQx3kBVVQIOhwO9vvs2ZlB9l1qHtHXUsk8qlapXcLvdnMrJYcjEju1F31ZCCKqrq/H19evSdi8mLz+fAP+A7g6jTbJ1Gl4ZMYix06Yx/9eChNte40jQXHReTtA4uju8i5OdDLljF6cKd7Jn73bG/ehDHKdsuJYHgatrP16FpNAnNZ5D2Yeor69HiG6cyKxStYOakKpUql6huLgYQ4A3T3hndWm7Wq2WjIwMDhzKxyUiurTt77OL/ghkrInx3RpHm0kS+yLD2Ng/idodU3DUBjfPxbwMOnolCe7/9TX881//QnGauOKuTJzHGpG3hSA5urZXrKLvMUp1OeTm5qIo3beDlErVHmpCqlKpegWn00ljY2OXtyvrtMTOH8mJ/HCOFc/o8va/bf3BXxASm8Afo4K7NY72Ch4/jsO1NTTmR4Jy+cwoMwz9mClTprD02VRC4xpJnbGRuq3FuLf7gb1rP2YHXtWX7Xu24nQ61V7SHuLskH13/lwO1IRUpVL1CmFhYbhtDqY5urZ30CG5+SD4FE1Dg1i1oZFac2KXtn9Wves6Pvt8DQ133Not7Z81FJn7muzcUlzBraVV/KTByn3oWnXu5gAfTgcHULt3FIqzdef0FBNvc3P6VBk5u+JIGmwldfoOGrZUYNoXC+6u6+pt6l+IIVjL3r17u6xNlcoTLp+voCqVSnUJvr6+pCb3J+qABUZ0bdtOk4xuchLOdzUcLBzDxPQ3kFxdV/4pr2omHy6P4Zprp7Bo0IAua/f7wqtqyPh6E76l5XgrCl5eXtTU1CCZTAzQQnJyMokJicTGxfK0j4GyC+RpEeERlOTmk+ByI19Gmw45wtYwb/b9bP9iM8OGjaLfsE/x8d3H1687CCmIwuv6+rbuYHueGGcKymEfdu3cRUFhATarjcioSMbOHk5Nv1PnjguY52TxX74kPT0dP7+eMbf5h+5y6aXsTmpCqlKpeo25c+fy8RefsihjAe/qDnVp29URGqz9JPQHJdKiJUJ8Wz6nvQTeVGk+Z9/efezatYuCYlhw/UyeHT0EdzessPcCPmh08uZLb6Idn8ymKYnIGg2yJGOzRxCgaHmyNJqCggJyVqxid0kJYS4HgxMSiIqKIjw8HB9fXxoaGji1cw8bDx9G4zeYydNH4Ux9vssfT3tIspugiYup3RjAif0uwoZCdEoDM+/fxZoXJ3NyTQ7z5s0jZUYMu/SrWn1drdBxZc2dvP/B+2Ttz8SHAFJTUxk5cAq+vr7U1dWx682dGMa7CJvT/JFui6xh8tRJrFy5kptuuqmzHrJK5VFST5hjMmTIELF+/fruDkOlUl3mXC4X69at44iplkNzArp8UUzaSQ1Nz2/l7rnvkZ5c2+Eese8TAg5XfcKf//IC1XUSsfHxjB41irUTx7A7NpIGrYbuWMqisdlY9PhTzPz9vfw7OB+X7ruzwSQBPooGp9OJy+XC5XLxRMMA5JJ6Dh8+TFFREQ6Hg8DAQKZPv5Lg4BA+/fRTNm7cgF2p4Zr580mbXo87Zk3z9QBJGPA+/FeWL1+ORqPBz8+PoKAgfH19CQ0LIyRKR0nkb76J4dw/Oo+zyYd9L83E7r2COfeVnGvP2uiFeee/WbZsGdnHs0kflsq8efM4NXgTdbqKcxGeDU+c+WfcxnF8/ObnmCutDBs2lKuuugr/AUuxGVej1WqRJBlFcVNXEs7mD0dR1VBJ3L0G5AQbGrue/N/L3HrrrSQmds80kp4gKChojxBieHfGEDw8Qczc/Vh3hsCH0o+6/XloiZqQqlSqXuNsCaZly5fhmNWHrP5dvMe4APO/NvDw4HlcmXY3WqnMo5c/UvUGj/9jFb/+299wxMcyw9GABAhJwuPZbyt5OZ3MfORPLPrDT/l7fAmilWFIZz96hPjOTquS1JyYCSEwKRqeKkni9dffYN/OnSTFxnHVVVdhmvAy4cX/4NHf/5k506fjdrspKy2lyWympKQEh6O5QHxAcCB9Uwcwduw4Asd+hSYkB4NBjxtzpySnGmcIDV8/wOHDh1j4iItq6Z0zjxEEMgZ3P7QFf+GrlSvJ2pFFYUEV4eGRhISEEB8fj5+fH1aLhYKCQrKzs4mMDmDmzBlccWUylYH3IktS88Wk735uCwF+rnlkrx3Oe+/8j2uvu5Gi6VuZXngP7737Hr/61a/Qan+YA6I9ISENGp4ortz95+4Mgf9Jd3T789CSH+YrVKVS9UqSJBEUFER6Wjqvb1yLLjEDp6ELEzUJHE4nTU0WFEXg6Wlj7733IVfPuZ2pkQEoriaQZbqzSyFekrn185UUDIzjiYSSNp17LnH9XiItzvwgSZhlhfvjTsJfJjLddQPR20r4YOlSnO/64KV7CqPNRunPfw40r9D1O/NzlrFvX0yjxrD0tTeQPguk/6CZXLNgHlWJvwdjBZ4mawVeARZqampx2A3NcxkAJJBQcGiP4uhzPVc8CFc8CNqiX5N/ws2pU6fIL9hHUYUNnV5Hv0HJ3Hb3fegH/AO0T1HN2RXIF/5tSxI06pYQO2sJv0m9i8/eWUblGgNX/lQQGxvL1q1bmTBhArKsrmNW9VxqQqpSqXoVWZbp27cvs8vKKMzWcjRDpklydnq7fooeY4EFxaGlT3QJWq3zYvlDu4WHh1NTU0Nzn2L3F+n8R4OdL7duI/eVazu9rTXaMpgow8T5POzsz+qPvyD3lS8IHTKEyn37LniO9dQprH/7G8nAuN/9jg379vF6ZSVDRs0mcPQaohK9aZKOeyxGp1RNnuFJ3O4rsFgs3ySkF+GKeZLoGIie8v17DgFftCsGTfyb3PgYnPj6al5++WV0Oh3Z2dkkJCQQH3+Z1aftJZrLPqnpVkvUr0sqlcqjSktLOX36dLfWQAwMDCQ0NJTkkxDU1PoPgiBhZIiIbPXx0919GF0WSPj2OnwXnybugwJuTXbTL/QJZFHTntAv6epJNRw9vJsJJ057/Nrt8dVXXzFy5Mgu73n7t+4Yx27sx+S5c9FPn96qc7b+4x/ov/iCqQYDW55+hUMfD+PY0nTMx4cj2cI8HmN3F6ZPmbaSBx6PJXZQHg0NDWzYsAG73d6tMalUl6Km7CqVyiNqamrIysqivr4el8uFLMvd2iOTmJjImjVrqKw0gq9Pi8cbXBJDdrnJ2bwOTGZ8fX0RQiCEgl5vwOGw43K5URSFpqYmzGYz1YYUJKdCitFIaEApfQevZGBKPT5elZ3ymFKiVnHb1XFs+Lo/rspKtk0Y3SnttMbNko7yHTs5/vBsRDes7BdaDQXTEyh6Jpuhs2eTt3x5q87b/dRTRGm16GNjcUZdw5Z36rAZZfDSExsTgxDg6+eLwWCgsaERl8uJy+1Gp9PhdrlwKwqyJONW3GhkGUUIvAwGrDYbRqOR3KMVCJcLvd6Lbk3/JIEz5E0m3+LDwMHTObjBzenTp+nfv393RqVSXZSakKpUqg5xOp0cPnyYffv2kZqainPsCRo05fzv1TJ++sBP8fJqYdzSw4QQKIpCSEgIXl5eLKhOYGl8PY2aiw/bSwpMWKfgzC5g1uDxWK1WFEXB4XDgcrnQarQoBgWNSYNer8crzgs/Pz987beg15rx8/PD39eNtz6/0x/f+KEFhIW8Tv2qhfgajawePrjT27yQ5Jo6nHYHewOsSFLXF7FXZChM8mHexInkfPJJ26brulw41q+noaAAd3ExV/zhD8h9+lBaWkp1dTXWMzVUFUVBo9EgFAWh04GiICkKSBKSoiBrtciA1ssLk9uNl90LfdNJXBoXBkM3J6RnaAxNRA7ZgOKaytEjR4mMjMTf37+7w/rBUeuQtkxNSFUqVbsIIbDb7bz//vu43W76XuNDceJy3DobWtyEhASTnZ3N0KFDuywmt9tNVlYWx48fZ+HChfj6+uJfK5Ddl15gJNwKez9Zx+N/mE2k7g4URTnTO/rdaQfSmdXssiyjkWUkUYaEAlR17gP7TgyQEpfH3dPf4sWldq40Gvk6NbnLV9lXV1cTHBxMgVaLu0tb/kajj8yGsT70zRmOUlaGdPBgq891NDVRs38/RuDYX/4COh1OpxO3240QAteZ51O61PN6piLA2Q1rfaOjueLJJ1mz6zEa9Z0/b7m1FLmW8KHLyTk+gj17/Jk4ceIPdtW9qudSX5EqlapNFEXB5XKxZs0aPvn8Q268fx6NU7Ko1EjnytFIAlJT0zh58mSXJaRCCNavX09paSmxsbHs378fs9lMVHwMktwIAnTIOKXz5/aNfa0S74xIYvQ3IuFq3er4blzeLknQP6GUG8a9x8a1QWjjYvnK19ilMZibmnBbLN06V1iRoLCfL9I1/Un188Vhs0F+Pkob50paa86f7yu+9+/WcBqNOBwOnO5GxAVeZ91GaJC1LsbesoWP/tLE4MGDCQoKunSyrfKYs3vZqy5NXdSkUqlaJITA6XRSV1dHVlYWTz75JJX2Qq76Mpym6VlIWs6rjRiZEkhhYSFud9f1n+Xl5TFgYBpysIldu3ahC/Hlw/Qy6rQOfOoUflswEFHaiLbKhp9Fg06R8XdoycrcwqwrBzQno5cJSYLUAdGYdE3kbN+Ozt21CVD3V7A+Q5IoGB7KkaEBVM65iuFffIESHIwhzPMLlVqiKAo2mw2jV9d+ObggAZIzEluDP6JyFqL0ZmorNFwxcQpffvlld0enUp1H7SFVqXopt9uNy+Vqcw/W2V6Ts3MxLRYL9fX1lJeXc/z4cew+tVz38+kcjvkC18U6WCTYHP4SDkcoVVVVhIeHd/DRtI5Go6FG72BtahMDRB82J9up8tMRXCEIf+4or1ZkEi4E3t7epKWlkdXXwtAyXw4HBpDofVuXxOhJwd77GD/IF9d+f95Jr6AwKqLL2vYyeGEWorkqew9QeGUCyfGJvPjBMpJvX0RQUDDVzz5LgEaDq7S0S2JQhMBms2HyNgHmLmnzQkRTMmUlDegKHyUvL5+Kigrq6+ux22dgMhUweHD3zDtWqS5FTUhVql7E5XJRWlpKWVkZ1dXV5+Z5CiEwmUzNtREBLy+vc/PlALy9vTGbzbhcLhRFwWg0oigKer0eq9VKrb2ChpA8Mq7OwN7HxX7dRy0HI4HBYKC+vr5LElKz2UxNTQ3DoyKpCqpn8zQNZ8fek5dVU25p4rrHJ50rS5V7+gh+SyXez8ri7h8tAt7o9Bg7w/DBGjbtOU7MoQTKQ0Nw6LrmbV2n1zXPt+yS1lpnfYqAx2czYYWTZ/71FCNvu43aggI4dAi/sjJEXV2ntu92u6mvrz9XBqvkWARNtUZioqMxxm7p9Gm+kmUA+cfAmjeb4vwmvL1zSUtL48orr8THxwer1UpjYyOhoaHqcH0XEki41CH7FqkJqUrVCwgh2Lt3L0ePHkWWZQIDA1lttJPnq8N5pj670UtgPbOTpsEgcLnA7QYkMJnAYoaIkkaCdmQTMM6BV2RzEuvn50dklDc+4Q4q2NmGoMBqtRIcHOzRx+pwONi0aRMajYaQkBD0ej3l5eWcOnWK0RPHsSfh/O1CT508ydjBgzgesQ4iIHgIhLuS0NT6cOrBYwwYMMCjMXYljXMD8yfGUf5pLVOHj+QfQT64uyDXMBlNVF1g4VdPYDDoGTg0hSF3uSjaH4RlwA2cXLmSOH9/9Js2gatzpmacHVHwifCh5KiOgqzJ6EQ0x46D1VTB+Cn9ESFLO6Xt2qIwCrOGYauNJDY2loEz4wkPD/9O4mkymTCZTJ3SvkrVUWpCqlJd5vbu3cuSJUtITU0lcFB/Xo3REBISSrGvliq5bfMKY46VE3qqEt+hJQRlaAAHUEVjW1eRC0jJu5r6oBMEBga27dxLXVYIPv/8c4KDg9HpdOTk5GC32/H19WX3FTrqhuk5LJ9feqm2tpbQ0FC+fU+5NgdCQWOCuPg46EFrUNoqJb4Af59+BK1eCzfOBU3nLw/QajXYbDaEED1gz6jvqq6uJio+DH3qIVL6+mEutdN35EJydtWzp6yMmRMmUPnyy+edJwD7tdeSX1BASEgII4YPx7p+PaVbt16yvSGPP052fj4VNTWU7NuHpHfh5ZzAxNHz8fX1paGhgaNHvdnyWQFJ40YRMXCHxx6rcPpRvut69u0sZHC/EfQd3JfAwEA0GrVHridRd2pqmfoMqVSXqdzcXBYvXszRo0fxDwzk9ZuGofP1oUKjUAx0Z4YlgCNrCklPT/foLj7Z2dnkVhSx444QZMmOw2FAETp0Wi127zAOSxcuSF9QWEBMTAwXqhJqtdpw2B3Q9aU0Pepnt2zngb+6WXbNPK7qgjU1GzZsxFFY2CMT0pMnT9E/LQE4hEvfgCEetFG7SR5jZ9jov/LJu58SdvvtzO3fn42/+92581y3344uJoYbb72VwsJCVmdlUQX0vekm7v7Rj1g6axbie72rKb/5DXvsdgbNmkU/WcbpdGIymUhPT8ff3x9JkvDz8yMsLIy8vDyyNrrx9pHxTdze4cepuDXs/9/11JbruHbOQ/j7+6PTXeYvZNUPlpqQqnq1s8OJDoeDEydOkJmZSWlpKeHh4fTv358hQ4ZgsViorq7m1KlTFBcXM3jwYEaPHo2Xl1ePmmd1dpFRRUUFS5cupba2gVmzZvPggw9z77138pI5lJsCOraQQsgyCiDcIAkZgdKuLdMlIbN69Wreffu978R/drV+UVER8fHxyLLc6oRVURQ++eQTbrr/Tp4yndl/3CgDMtZLzGR8sHoQz2j82Jr86gXv9/XxoaGxAQLpCdvDt1uAbxOJCRFseuc9tD9Z1Kn1Am6qt+B77CSbzWb+p4zjHnEEl9Rzhu7r6mpJTp7wnS8gLl0D+iCwX/keV4/RUvvRWF7btJXBM2ZgXbcO4XYzbtYslm1bg2v2+4QLF1ff7Sak8FYOrWjkvsd+T8KcOUxIS6P8iSeQZZlpTz7Jl0VF3HHnnURGfrPlrCRJ537O/r/BYCA5ORkvLy/2bQomgQqCEnPa/RgVt8Tnf51Oev94rr51Clqttke9X6lUbaUmpKpezWazUV5ezpLlKylpcDF58mSmJiRQVlZKVlYWX67fidlsZkByIv1jQ7HZbDQ1NXX53tyX4nA4sNlsVFVVsWLFV2zdmsOiRYvIyxvH5MnNvSH33NOfdctWwE8mdaitfckhVA6PZ/RiLbO4hp1Jr6ExSbj158/LvJQBu2+mZtzOc8W3XS4XFouFLVu2sHnzZnbt2sWoUaNYsGABaWlpGAyGS36YKopCZmYmMYOTear/MdqSOa5ftYaxY8YgtLkXPCsmNoZtW7cxaHabHmKP9Nf7PmTWPaV8fcftTPbqnATRICB//37SnE6SkpJwNJih6xb3t0jTYKOmpobweL8L9ogLjROtn5M+dx9jQMatvPvGRyz44gtO/ulP7P7JT7DNm0d49iLKBr2GTgf1ySuI/Tk8/PNwvDfeyAfvfkLT7NnMnz+fsPHjkV59Fa1WiyzLLSaEsiwTFhaG4paprWkgKLF9j9HWpGPr2/MYnDaEqVOnqoloD6fWIW0dNSFV9TpCCBobG6mvr2ffvn18ua+M5LFzeK10EK+dBE4CxIH3KDizlqU+zEoGi0lNTeXKK6/EYDC02IbD4Ti3al2n02EwGDzSS3F2YYTZbKaxsZG8vDyOHTvGoUNGEhImsWbNH1mz5rvnpKXdwcq1vyfhjknkdWSnTkmi6LqJHJK3kv/cf0mMjGbAkGQK0tYSFRWJ7O/CKte3eBmrxYKPjw8NDQ3Y7XaKiorYuHc1EX2C+fX/3ccjiyqYNXc2m/MPUlxczLBhwwgNDUWv1593LZfLRV5eHltLjpDzo/hW7UjkLXQEWbSUlJRQdOI0t8yfzCk5r7nH93vGzRvK+3/+knvmZaBV9rfqaerJRo0ayQcfvA8/uqVTrj/W7mRWfgn14eFUVlZSXFKCSBY9onfZq7SRtLcO02dmAjt8/nzxkCRo1ObTOPplZoYksfPjzRQMHMigW24hpKyMY8ePETDom2PPXscy+X1uGB+Ab/bVrF22lfV/WY/Vam1TabOmpibcbjdexvb9oVrr/dj83giGDphKRkaGmoyqeg01IVX1Gi6Xi6qqKvLz8ykqKsLlcnFIl8bSxEWI0ku/aZ+usbMfPVP6BrVqMcCpU6coLCykoaEBl8uFXq9Hq9Wi1+sJCAjA5XKh0+nQ6XTnhqXPfnBotVqcTue5/7fb7ciyjMViwW63o9PpKC8vx2KxsGFDE/X10YwceQNLliTjcFy45/bnP09hzhyF27MbeHSoXxufufMdXzCOX82fz+6vviYr+xjDdkbhHx9P4HCBZvBR3KZL95gGDFfQH9OTmZmJy+XC7l1H5EIrUvRRVomjpA1Ko162U3BTDI5tdRzPXM7IqP6EhoYSGRmJn58fQohzv8+1ZQfJuTka4XXht6wMdzinDxyjsaERu92G0WZkcGUQvrlFDJozkNMD1yEussCrLCMLq9NOofV5Eg3jO/zcdbd7bvXj5t9uYvC1czkQ4Ovx6+fn52O1Whk1ahQnTpygrLQU0c3zHWKFCd3JSnyWZTN8ggntuG2tDkfum8PMX06h5FAQ2UcPEBSpZ/Q1Qzh2keOdujpqBn/AjIGDMB6by5v//azVC4jcbjdFRUXo/YsJjWpdfN9hi+H42uEkRY0mLS2tR43kqFQdpSakqsteXV0dx48fJy8vDyEE22t8OCn1JWNwBm+f9qc1Sy4KXQG8bR9B/d512Gw2Ro0adcFe0pqaGjIzM3G7BS+9FENwcDxOpwuz2UxtbS0/+pGFPn2ae2ihee6Y2+1GkqRz+6Pr9XocDgcajQaNRoPL5cJoNJ6pCyrxzDPBGI1xREVFcuJEHMeO+bJu3aXjlyTo378/W7dthaGz2vU8ft/TciVcnYHXrAwcxVYO7DpEwrpiomxJyONzceosFz13v/cS4q4fxencIwQFBeEX46DScOY5AYYMHcKmPbupnZ5O7ZW+BKboKT9ooTI7mz179qAoCv7+/pjNZkrCFfKuCkEEXbhHybinEmlrIX3r7Xh7e6PVGmnUVnEwcCeDbx1MY98juLS2Sz7W4SNGsGHDehJntvvp6hEkCUK1f2JUn4dQdu/nwLQJHr1+kFthdFEZbs0O0jKGYH3VSkVFBQjPVVJoq2CrRPq2UrwOl2Ec1IQ8Yh+0sbpEiXE9jITUkc3/f4yW6+xWygcxiEDS0tKIjo5usafy7BesY/mrSJ60CX1AbZtiBCg5EYqtKonRk9JaHMVR9RzqkH3rqAmp6rLU2NjIiRMnOHjwIEII/P39UYKTeD4/hsbAWIqcPmSdats1KwxxfGqZQnDhNrZvf4a0tDTGjRtHYGAgdrudo0ePsm/fPlJSUnj66Qz27o3m+90wa9YomEwOnE4XLpfzzG5JboRQUJTmRT1nP7hkWUKW5TOJqRadTodGo+PIkfOHrVsihMT69bfSb/h/ubFhHp/4Odp8jYuxybAi1khkzFgSYos49ulq5vWZQ3bcYlzSRfYMl6AgeAeaYKin/Ly7RwwfwX/fe4MA0gGojTdwMioAV5WO0lIrosnJTYYYNvjkQJw/rot09HkfqCFgaSH9U4dTO/MApkAFLy8vQr20+OsCsF5wFuH5rr32Wv7xp4e46zJPSAE0soZhw4bx9pEj4OGE1MfuYFhZJQ6/40gBfyYo1ERBQQFCpNAdPaReTS6SvsyloW4PYTPAL8mGouuarWqNdcnkZjlISxvSYm1PIQRHjx7l0KFDjJgWgT6x7cmoqzGW0iP9iY6O9nhtX5WqJ1ATUtVlw+l0cvDgQQ4fPkxxcTEREREMGTKEO/clg80HjeTLaZ0WnO1vo8YUz2tKIP2zl9HY2Mj27dvRarUEBwcTFhbG0qXTKS9P4cQJHRf6AN6wQQY6MomzvSQOH05gzBgvGrfsgasGeryFUsmFLiWBpqYmDJWhyLFy+3IQCTYFvkSkIYBpBREsiysD4JSuDiKByFA0QmINVhok/4texnS8gchlpQRNsmEbdwC3rooGSaGhHSEdTvmSJquRgqa/EOfzWDuu0HOcXdFdVlbm8Ws7XU5sNhvBYYG4pX2Ehk9k384chJjq8bZaZHcR/MQaYtL98F9Ygym46wqdBSr9sOwaToSvTFpa2rnFexdy7NgxVqxYQWikF0OuXYp3uLFdb1HVZS4c9ZH0HdJXrTF6GVJ3amqZmpCqejwhBO+++y4bN24kfeAgxo0bx5H4m3gh3x/dUR0NWg24JWjyTHtVwpf6Jgtz5vyY++4bysaN9Xz4oZZf/SoQu12P290z522ZTCbuuOMuPvniU340ZSxveDV2/KJn1qo0l88SrP36a5IUN9vD30ArtW3l/bc1aMuYNH4ihbuOQtz5w71uSVB2ib3AQ8w6hm/XcCwuF98JJhq17Y8FoE5TTt++A9hzoJ64cR26VLcTNJfWCg8PJ9fD13a73ZjNZkLO9PL37duXjV/v5U3bSO7S7fFwaxcnCUh/YgujRg9AN2s1ctsHFdpNCDh+OBfpZB+uueaaCw6dCyE4fPgwH330EWFhIcyddxXywB+j83LgpK7NbWpc0UiFD+N2FxAaGuqBR6FS9TxqQqrq8d577z28vb35/QufMOpTPdLx5sLrSBLWTii2+PEVNXyZZSQ2djB5eb4kJvrSXM60Z69mra2VmDkzlDvucHJi1x704/vh6GBtSD+nwnunNHz00UccOHAQ/yAfkn/tgybG2qGnQ9bIjJ08kr9++BrynHEo+jYk+UJQdbqYQ3uPM/FXI6jUHml/IGdoZJnp06eTlflvrrncE1JFUFxcjFbTCW/vorkHVnemGkJSUhIhIQXUFJRCWusuYRAystONAGw6WlU14ft+nmVgcUkR+sePdPr+8N8mBNTnamlYMYJ77rnhgouKhBCcPHmSQ0d288BDi5D6PopL87/mLLqdLBY7ZcV19OvXT13IpOq11Fe2qsc7deoUE6dcyajP9CBJZxYpdd6n0O5duxBCMGiQCZAQonPb8xwJf/9IoqPHkb4jh2nOjk0dCKq18NPPD/Hvfz+Fb5zEL/56D7e+NA5TqqPDSYAiuciMfIGRUVH0/7oBo7OVb0VC4F/kYODnFURfpacyruPJKDTnREkjojl5qhinEtnyCa0kkHCQSlVDDFX10ZidySh4e+z6F6IIheLiYmJiYzx+bbvDTkNDA2Fneumi4pyYzXUcOXy4Vef7KFquL/bnxyts3PllA5rsUvxr2jbfOUoYWblkKdf+aFqXJ6NN+V5UfzqKO+64A41Gc8GFTG63m/z8fHSxX+DufzsubUGHklForqdcXFys9o5eppoXNWm79edycHlEqfpBCwgIoKi4GIjvkvYOHDjAuNRUZFlGucz2N8/J0fDSS3246aZ9nDx5EtLan5RM+d929h4+wcOv3MZmzbucoNCDkYLs60I/L5+YTQb0WSaa+vlSEOLEcYkV0j7ZDcR9VkRV5DHSZnpuZbciKazQPovJfywF9bEkBf6tw9csrh7Mqdxqyl1/Ii8vD5vNRmxsLInBH9Cvj40Iv+1IkudfYEIRlJaWkhzp2RVaOmC8C+yuQmITm6dIGML+jNEnlf3798ONU1q8xjCrL6w6RIP3YZArGPDWbmIT7mfDCCPhA/uSb7r07Moklze3Fwby7KlCTog83FsEAQH+xA4IpFHTugVs7aWrSuD4K0buvH0+Xl4X/7LX1NRETU0NARG+QIVH2na5nFgsFjUhVfVqakKq6vEiIiKoqqrqsvaKiopImzypTUNj6enV9O1bxvr1fWhoaP1G4iNGCJxO2L/fc109NlsCBw8GET+kjOqUGGraubW1JEkYTV5kyu92Wv+wLtyJdeRRfDItBO4NoDSijr7pKQREhrAt6Jvf+cDGAE5t2kfcHiv2gfmkLfB8mSGdVkdYWCC5ubkkDWv/darMo9i608zJ8jnU1ilEep9gwJbl2Gw2LGYLe8Zcye4TiQyIsnHV+D0e7+UTQmC1WomJ8WwPqZcieKCiljV+pzAFHz13+6RJk9iYeZKrnBGs1F16IZXNasXpdJKSvoaUgSVMvwG2r9mAdstEGo4fw6t/AMEhIRiNRhACu92OzWajpraGyspKYhq92ZBTSVRUFNrdfdFJEkdPnyb0rjBI79yEtObrFNIG+F+0AL4Qgurqavbu3Yvev5jYfpcuNdZqQoev41oslqZLJsKqnkst+9Q6akKq6vEkScLL0DVvxAtiGnCYbLzxRiouV+sS0qSkciZO/BJv71xOnIDw8AFs2HAHlxrmDwqyM3fuFqqqtuBwuJk7dyDr1s3GbG59MnsxBQV+GAyRTCksJ8fioMa/fSs+sueMxO/RfcRtikE7qajDcV2MMUFB519L6dHTTM4bRc2KQspq9+IMNNN/wABkScJ57CQTvUOxza1Cm9E59Rf1Bj0pKSkUFmZBOxPSQ6fiWLyxHya/QYxZ/zEJgX5E+vkgn9px7pjaXF+yd65i84xbOJlTw8/vOO2hR9A8rFzhfJxSVxb/C/Ns0u5wOti2bRvpAwcC301Iv151iAGHzawcculrnK29K86MYEsSjJm+nYFDZA7v09JwdDY1NdnnyqP5yTIBAQHIsgajMRFd2JdoE/YTFh5OSHApDps//35cw8FDBxmQ7tGHe57jx49z23X3XvT+HTt2cODAAfoN9iFmWCY+YaUeaVdGR7h8F76+b3nkeipVT6UmpKoezWq1sn//fl6Qb+iS9gIbThAQ5c8ry0JQlJa7rkJDK5k37wtO9I1hu+9UXpxvpv7Ibuz2X5GYOJ0PPpjxvTMEy5bV8/TTfyIkRM+1116BVqvl4MGDOJ1/Y/XqP6Mo7ezS/BaNRkNTUxNOpxNoX0J6JNIHv9/eTOxb66BAQ9yizqvv6AysI2Qs6DJy0FfVE9kI86tvY/fu3WzZsgWLxcKM3/yG44MO4+qk7lqtRktQUBA5B6vbdX5ucRTr913L6MP7GFK3naDSPOSc84egA4/tZRyQtOFD1t/zGH949j1+dk8fwo2vd/ARNMs6FE9M/1pW6zzYIyMEty5fi8Odw8gpm75zV2jyn+nbdxiZmZtgyNBLXkaSZZxOJy7XN6sRJcmBb9gGRk7xw1yfQ5O5CeXMXBmNrMHgZUCv1+Pl5YXWUAJyDVAMQFOZN07nDHS6jv/NtCQyMpK8vLwL9jwfPnyYvft3MvyGpYRH+SEZPZOMAijYKNX/Br1+EDU1NWoNUlWvpSakqh5LCMHixYuZM3cu7+Z2wdaEQvDVV1/xj9mD8PPzpemSZaQEvr42fvrTz9giZDbGz8Ch0fOATaDE9mPXBxW88NxL3H77RhTlQd57r3mfwOuu+wcvvLCFax54gN/rx/OOlwkJCVvqeJ5J3YG39+/57LMnO/hYBWZzEyEhIRiNly7Y3ZKGpEi++slMhvz5bcJtqfS/xZ/Tpu2d9quwmKowxIFBSJxSPsVrqJXxt3sTeexKPnz7Q34S+SO293u9U9qXNTK+vr6YzRcvN3UhQkBJhTfPf3wl1zjKGHN0G1pXywt1wktyWPD+U8T89kX+9uy7LLxqKKPT9557bO19iJmbMknJGM7qdp5/zpluzGerGln77PP06RPC7J8txejzvaFoXTb3/qGI5/4yj7nvFBB822TeknMuelmNRoMsn//oNLoG/EIa8AtpfXg2m42ioiLGh2UANa046Tv/Itw1nL4NC2lobESn0+Hr60Om70OIs/u7fSvMqEV7WfO7EgYNGoSvr++5BU3FxcWsX7+eaT9djE+QGfBAubVvkxTculOYTKMpKytTE9LLlDpk3zI1IVX1OEIIXC4XS5cuJTEllftOj8UuOrkghOImNvdzbu+v5emnZ1FSculhYT8/wdtvr+fZDeVsmvUoQm5+s6lySiB50e9EHIkzH+V31StZufR3zJ1rwWazMWjUNB4f8CVfa3S4JRnL2U5HnQ/3MJkNj0ZRU3MvGzc+h6K0Z2haISPjKLMXFPLh8AwKTB3M3CSJxpgQTvz1boKeX0Hp36pJ+FEIxNeC1t153xEkgV3TiOQDRh8NdWN3kjFK4Vdzfs0rr73Empj/eL5JScJoNOJ2t60n2O7Q8/zn9zHSWsq4jR8ji9atqJYAQ042E34yjaCkDP7zcT/e9xnGLx7+BdHSeLQaMzrNRXbCuoSamhrGDWz/+LUMeCkKd5odpKzZwKaNK/nJXbfTZ8xtaDTn11mTJPAPbuDe337Bfx+roUlbjXTTYITm/L9Zxe1GURQkT7xwhBfm/A+Ij/+YqOgoGr81jeA78QkNkqLB5XYzwfl38g7VsH/ffvIL8ikuOoHR60m8vb2pr6/Hx8eHugZfxo8bT9IEA7V9lyFpBUJyI5scjPl7Ic/+5d/cdN2tJCYmotFoiIyMRKfTEVD+Oq6AO0H20NzRb9Hr9QQHB1Nb2/YdnlSqy4WakKp6FEVRqKurY+3atTgMgfy+eBT5ls6rei0hSPRx4jq+kcmN21maeQ+HDrW8knX16mP84f8+YuPd71/wqi4BJ4U3dwVez+w7x7JAKqBPYiLX5YXhvsjcVDcyU0v78eqvb0Or/Rvbtv2GpiafVj2OpCSF2tpqTKYCrrjqM/ZMG0HBkMRWndsiSaIsKpCaP93FgOW7yPp3JqMHDqd+2jYCI3xRfC++p73HSAJZK/GTe+/lnbfeJfLRTmhCkvD29j5X6FzI0Qi8EUIBFDTi/DLzQkBNYzD5J3P509XjkTd80LY2Adwu0k/s5rmbhrMhLJnfPvxrgiKuZfTIFCan/REvgwE/f39M+lqkC+z+IKRArHYf6hsasFqt5BcUounTvt+9rCiMbTDz21OFfLnkLZr6BvDofw7i7X/zpR+HBGFRZu74+S4+eTkQ/4Qo8sZE4JC/m5w7nE60Wu25OqYdoSiC/LwivP0MBEYYz+uXlISMzhGET106hpOjOHDgAL/d8U8GDRpEdHQ0o0eNJTw8/DvbfgohKC8v58SJE+xanE1i4o3EzKqg3G8jiuRE5y0Y8tsi1rz1JWnFIxkzZgx6vZ777ruPV199lSnTn0KX+mckQ/umfVyMW1Gad8hSe0cvS+qiptZRE1JVjyGEoKioiDXb9lJhSOaw3xXsL+zMP2LB5NBGfua9geVZOziWczcHD6a2eJav737efud9bvrHq6y/+MjkOcuVaJYTDadaPtaJzCPuITw+7xBu91esW3f9d+7X6wUjR5qpr6+jsbEJh8OOxWLhiSdq2bt3Ew69hoprJnJ8aFzLjbVRpsFB5rWDmTuyH5kr1qP9h5Zhw5OoHb6T6OQw3IEeHqq8gJQpEbzy8qv8yDaZWi/PL7RyuVzkF7nYeTAYh9fPUHSjsVqtGPQ2kvx+RmxYwXnnfLHl14wMP4LXPx7uUNumj1/mamDmY8+zq6SC1Z8t5a/bFuLn58fgwYPpE/opPto9+Pj44O3jjVAU6usbaHBeybGicRw6dIgjR44QGh/M3T5tn1OZXlNHefYxJh/axWrzBm6+VyK+38E2XSMpJZjR40Oo2FGNo38Eed/Ln6xWK1qtFqMHVosrisLp06cpVw5R4P29FfZCwr9hCO7tozl49CiStJuBAwdy3XXXob9EMixJEhEREURERDBs2DA2b95M+dpowq6cQIXvZhTJiSHQQcrCGmq/qiU3N5f+/fsDcNddd/HSSy8xxnw3seO+wC6d7PBjPMvhcFBXV8fQoZeeo6tSXc7UhFTVIwgh2L9/PwdO5PNedT8O+Y71+FSs75sfUc3U6k/Zur+WwsIfs2VLQovnBAVt5rrrvibo9of5cU7HV8RfiEtvoiZ1Mn5rVxAW9hF+fr7YbDZcLjdGo4Prr69tLiFksaDRaHC5XPztb19wz4MPUHvHLJYaPLSH6kUsjfWCn1zFogVXsXLFaoYvTqIgzIZpiIHQoXpcvp33i9vu8y7BfmH0KZrInr4fevTaLuzkynvIK0tmWdZotForAQH7cJQ+hy7iQXZa5zEqdTOjh8oY2HvuvJzcHIaHhXksDs1fHmQ0MNLoTc20iRw9dpQTb61nY590HNF3N++UpNOh0Wiw25uH9CNylnKtt46rHriPD1asZEFVPY6wEJYrLe+aPrq+ico9e5mbU4Bkryd97CaGTjjUrthl/VHSxjZw8t2B+O4LQH9FJA7dN8PzdXV1yLKMt3fHNwcQQlBbW0toeCjw3akNMbZp5CwLQq9v4KqrriKsHb8fb29vZs6cyerVq3HsGoQ0cRfozj6fAo1G85097GVZJjU1ldyTJ0ke1xc7nklIhaLBVTEWIQQREREeuaZK1ROpCamqR/jqq69otDr40DmeQ77Jnd7e3X1qCd/3GuED0vhqxS2sXu3X4jlxcbuYP38nFdMX8mZ9BJ01gbLOLfOs6Mttd01m2rQdQC0ulwsvLy/cXj48XhRHaEgIfnF++Pn58US6iXXr17PvmlFkdnIy+m3vhoHu9hnEltlo2L6P9I3FZO8uYPT0odSnHsatadsOPK3l5+dLZUUF9PXsdR2SjYPSepKSkvjRdUGEG/ejNxiQ64pw+h4ka08Je0/fTr2zlilDbPjoswHIy8vj2nlzPBsMIFvNhLz6BBOACUBTqInqoloqKyupq69Hp9MRGhpKREQE/pXZaHafxOmtofHKBZz65AsqdVpGBQcQn5BAeHg4EeHh/FkrcJ552Q62u+h3+CjeO3ZxU1AIQQM/ZvyEdNz6Ax2KOzKumCnz6ln9KUzyu5l1ww24ZYh0GxhcrkEyrsI7oKTDzw80L5BCc/4oinIgg6Kibdx778XLNLVWcnIymZmZhI+0odOBsBqwHIgjKCCA6Ojoc8fV1tZy6Oh2Jt12hHrp/Okd7aW4NRTtHUnfvj7N9VlVlx0BuNQh+xapCamqWzmdTpYuXUpwcDBPNk3noNI1O5E4936Kj0HihReuYtOmlv8MIiP3smDBZnImzmCNJhlXJ++6W6no+NA0hPi0ATidDiRJRqfTgs5AebiG8m8dO3nnGpL6JpEZ0vmlb77PKcPGKC/85o6mfEQNQ7JyWP98FtHD/LnlRzexRvOch1uUMJlM1NS0YkV1O2g0Gry9vfGVszFa3oUz02P1DW8xLtlESlQhSzL9+LJhLtdMqKdWPAKW5WR8/N9OiefbfA7twIfv7VdWchS+lT9qV37CnLIiTp7KoS4miUHX3kvepq1UVVVxSgjiXQ7SBw0iMiqS8oOHSPf2JX3CZvoOaMTL7xRu6bhHYu03sAmdYQNL3zYxufwKBmVk0FBSQf2pGvpPtqE1lLd8kRZoNM09kjsLTvD9L4dr1qxm7KiJHW4DwGQyUVVVRYjLjc6tQbPjSpRiHUOuHPKdBHHp0qWMGjOYoIRlHmkXaM5kTj/CiRMnPJJcq1Q9mZqQqrpNQ0MD7733HmPHjuWXBaM5aOu6b/8H9u/nqpsns2VLy4mln99RZsz4mLwxN7Da2B+H1DXfdMucMmVOE3Bm0YULsJ5/3Pr167h95ky2St+Us+lqDTqJhrhg6sL8cUxMYt47m/np3Ee5728LKRqy1qNtBQYGYbVe4InwAM2Z3jazxULw94ocaLAQ4Z3Nwis0vLpKz0eOuzl6PJe5s6/G57lfdEo8bSUBur1bSQWUU7VkvJiDzWbD4XCgKAo/fm8Tx/IKWLtyNdaaGgb/UkP/4buQ27GavyV9UuwsengFe1ePY82/XiMiIoJrbvYiIH6bR64va5wMu/J5Dv13HJWbXIRe0dzreoV4gnUlL5KRkeGRds5+SZFkCafDxeq3tvHEE098Z9pBRUUFZeWFTJn4qUfaPEsAKz/NY+bMmR6Z5qDqLtJls598d1KfIVWXO7vF3tLlK3jHNp6/HZmAXZHp9Dqj32KxWgkPDz9XS/DCBD4+5dx193vo597Lu9ZEFKmTy0+10dv9HXz2wjEev3J+tyWj32b20kJEMF8+PIeP5s7nX088wbA5sfheV46n8niNRoPFYqEz9ms6u12s3W7jYg34mtz8bO5mHnnVTk5JMH9f/2YnRNJxssOOqbqMb1eijbzzCgYoCnMUwWJNIDkH/8igEXZcrO+UGIJC7Ey+8bdMvM6NJMtotSBJ3yodJQD0uBUFcaYYPjQvLpJlGSTnRbdWlSRBRFweC+5w8NkbE5GOT2f8+Ankm22YTCaPFcsPDg6muLiYSJtC4OZFjBtXd15y2NjYSJO5CXQdWF0vJBBaFEUh3PVHjmwN4OmnnuLllxbh59fylCKV6nKnJqSqLiWEoLS0lDUbNrPUNZJTIWOgFTsieVKQQSCcNgICAi56TESEQn19Cdfd8GekCXfzpK0PHt903AO++N/HDB82lByjV4+Kz63TcEN/MDx9H17//B/JGl8CZzei8cAOsFqtFkV0zq5Rer0erVZLfX09XCIH0GkF/7lvBz9/aTxrb3uV6U//FH29Z0v9dAbJbkMDWAcMpXHOfch+/4dL8tyuQhei0TrRaAGU8+5zOcJwl61hw4aNnDx5EkVRkGWZ6OhoBg0eSEj/m/H11aPRX3iKhiRBysASfvr7KtYvreSvj/+ZnFOFPPnkkx6LX5Ikhg4dSv1HyRwqyOKhhx467xghxHfKR7X62u4gnA6B0+lEMUegK3qcXbt2kZu7j5iYGN5680O8vLxa+OKsUvUOakKq6jJCCPLy8lizaSuZ0jAy9WM9en29YiPYWoDFYsHlciKEAElCr9fjdrnR6XRodVp+3dfNtgAHkgRjxzqxWnXs2vXNG35ERDnPPHOcVWveIfL6n/EPabBH4/SUKNlOxckj+F4/Dlnf9fNHWySBPSKIAw/Mwf7qCtL1JkJm2MHQsWRSliV02s556zIYmreprK+vh9hLHytJ8Mx9W/jNaw6kux9n8if/xlTkucUsnUXo9BT7hlBWcYirp0ZCJyekF2NrTGb/+l+QfeRD+vfvz5w5c/Dz88NisVBWVsbhQ0coXnUnYyfEEp/xT4LCLp6U+oWvZf49awmJuJum6vkMHjzYY0mcJEksWLCAVatWnYvx+0JDQ8nPK8DEYKy0vChM2EOpLddC0b2U5UvU1NRw+vRpwsI20L9/f2bNmnXJL8yqy4tah7R11IRU1WV27drF6YJi9vhN5qum9u8k830SghsTLBzcsJiFoXk4NA7cuMmUqhhDMEHeftTW1qJTdMhOmdrtbsxmM2vWrOFnPztJSYmbvDwDbreC2+1izpxC/rSujut//Ff+VhfpsTg9bUz9EfqH6Xh3gD9WTc/tQWlKjsZ+/VScy3cTlhZGTZ9DuKT2z1l0udwgdc5bl9FoxMfHh4b6hlYdL0nwt7sO8vpOiTXpVzD/MkhIbSZfds28jXivz4hM3NvyCZ3AXJPBke23UVfr4Cc/+cl5yWNSUtK50ZQtW7aQXziH0dNXEhFbedFrNlb3Zd/uYm6+/o5zUy88afr06RdNcv39/TEZ/Qgx/55Cn0tXXDDX+lKycyLVeQnYbJWEh4czbNgw5syZg6+vr8fjVqkuF2pCqup0iqKwatUqHE4n63xm8VmFZ5O8v4xSkNf/l6FDQygeN5yw0FBMJhM+mkqClGC0bvCxWLDarDRZrDQ1NuI9NZ41jY04XTlI3mb+/vdYDh48SElJCfnpt5CXNIu/1XlgfLkT7dmzh5lJCQQFBnZ2ydYOS05Oxm7fSkjRQJoScnB1YBGN0+lEpzN2ypxZo9GIJjgYW33rt3/U6RTmjz3FB0f1nIhOIaX4RCdE5hmKJLMtYwonctZz+0/ruyUGrXsam5alExYczuzZoy+a5EmSRFRUFPPmzePQoT4c3WFCkj4nPKbigsefPJRKYuxEAgICOmWIu6UkNzw8nMKCQrjE3hrmWiPH14/F2z2EMWP6ExUVdW4hnap3U3tIW6YmpKpOZbfb2bBhA76+vrximcjKcn+Pt2Fe/STxfaPZdUM/juosQN2ZH1iiKQMNcG5zFi0QeOanmZeQOez0QdmoZVBWCO/HDseu7dnJaFJTAaOVEjalZlBl0tJ96+tbR28woDEYsFgsKOL8uYRt4XK50Ol0dEaVU4PBgMHXlwbbtSheW5FtO1s8RxIOwpSXSB82lHW+c0ks3INuxwYqH/4XO07mMmPoIHSPP9AJ0bad6/8+4KMln3L/7VvxDup46aX22L1NxmmLZODAga1KxgwGAxkZGWzbZuHUXh8Cgz5Cbzp/ly6bzYrJZOq2BM/Hx4eysjIiLpKQuuwG8jLn4S9lMHr8aLWmqEr1PWpCquo0FouFFStW8N/8eGwJV5BvNeDplfQ3NX2IramGVdeOoULXvj3VbZLCTn0D/SN8sVgsNDU1QdvXJ3QpV1k+g0NMZCVFY5Z6djIK0FDfgL+icCR8GT6a1vc+XojD4ei0hLRGU0ypbz6xDSNxcqzVK/m1so0w7zwyxURWTLyevIBk6orqacSbaN9whnRCrO3xq8VfM3/BLKIS1nVL+2V5gyg4Ppxhw4bh4+PT4vFCNC/4KS8vp6KiAr0+BrfzwuWPoqKi2J/XgNPpxMsDW5O2VXh4OA2NjVxoLyVFkch6bx5h/gMZPU5NRlWqC1ETUpXHCSGw2Wxs2LCRV0+HcjRsKsLi+ZeaJBT2rv4fS956irsMhR2+XkREBEZvb9xOJ809jj1zXmaa3sr9Xjm84S1oDO3ZPbln7T+wn6SiIny8BEKceV7b+fSGh4dRUFBAcMuHtplbclJjr8Cvvh5FaXnxlRBgdxl5OfM3rN+Qic5wArfbzejJM7hm2DB+8YtfkLTo5k6ItO0+uOFXhBtNDJ3+aNc3LsDWmEb29juICAshMTHxkkPgQgisVivPPvssFZWlyLLMgP4DmDxvK15+F96SMy7tIzZvmER5eXOy29Ur0zMyMliz4QOS50hI8jdfEoWQyPvq1xhliUmTJn1nu1HVD4NAUndqaoU2/WVIkvQoMFUIMUmSpMHAszRX66sEFgkhaiVJCgDeACJpHiy9Vwix36NRq3osIQQOh4PMLdt46YCbPdHzO6UckUmjcGXhS4y9ZRr3xuaDB+qD+oYG0ai4+DChih/Jgnx7z0xIy0tKyD16mP63TCNL7pkxfpvGrdBYVkFBwRFKfuHDDTfcQtP8zZj8jLh1bestlSSJK+dM5qkX/sl4Vxhubct7tbeVl5cXXl5ezVUaWmBz+fDM14/QJ6kfr73xk+/UvszNzWVgchK+14/weIxtZdbo+GzNOt7Z8AkWTefvKvV9wh1B6ZGncNhPMH7G+BaTRUVReOSRR7jj7skMnPzKmVsXAxd/O5E1DmZdNYqvFq8nMjKySwvJu91uoqOj6RM7ioOLjQxe8GXzHYo35Zk/4/DeIh544AG1fJNKdQmt/hSXJGk4kHjmvyXgY+AhIcRo4CvgL2cOfQrYKIQYC9wDvOXRiFU9mtVqZf+hI7y4o45tMYs6rTbmHRF5xFmPs3RWOE69Z1bULpNK2eJnpqa6GpfL84mOJ2iEQqi1EotBQ0Byn+4Op1X6ljdxQ4mLX/2+gX/9XwYFhUvY/ZCTwK8nYC39JukzOYMIcMY0Fwi/GEmwJeZF+gam47PrEqtH2kkrDHg5/JDdpegk8yWPdWtTeCvrN0THJDB9+nT0ej2SJJ37ycnJITQkpNv72V2hUfw7bTrXPjybRsOYLu/4V+wDOHpIYfXqNcyZM6dVSVlTUxOyLJE+6REkie/8XEpI8l9JHljEqlUrcTq75m+4qamJAwcO8OWXX3L4/9m76/io7/uB46/vWe4u7u4hAgQIENyleIG6u22VtWu3ytZ1+63d1m1tt3rpKtSdoi2ugQBBIkgSiLvr+X2/vz9CKJQQvUCg3+fjka3cfe/z+dxF7n0feb+PHiZh+E/75E3H72PvjmLuvfdeORiVybrQrXdyQRB0wCvAU6duigXqz5j5/B+w4NR/zz/1byRJygCaBUGIdtSAZQNXc3MzO3el8I+tVewMu6ff+nE2VZK7azX+c8bi4u/YhVuNRkNVVRU2q63riy8CF9HEr4z7qYwP4UeXgRk0/1yTTo0hMpDG+mj8gt/j8T+u5+HHAjh2+E3KP3Sleo9I3T4B+7pINKuS0BaFdHpGS6NTM2ppDHs2pKGod+wsmIvJhyGGmfgrv0Zt6bzEZaX2X5zIr2P+/Pkd3l9aWkpMzCCHjq830pJmoB49ieQrlqNUXdif6/qKEaStf5zjex7l17/+dbfTMbm4uKBUKtGIC3vc57i5H1NSmseJEyd6/NiestlsbN68mf3ZbxGSWMhdT4Siif4QgJZqX7ZtymDp0qVoNJrOG5Jd1qRTpUMv5teloLtTS/8C/itJUnu+DW+gov1OSZIs/LT8r5Ik6cxC0+WA388bFAThPkEQ0gRBSKupqen5yGUDSxw9ewAAwa9JREFUSmtrK+vXr+edk55s97uh3/pxs9czp/UHokfY2TbegyYH14/09/enqakJ6wCdIbVYLOTm5hIYOHDzo/5cuaeO/QtHkdowlz3bZ2O1aEkY8Tq/fjSL6aOaEDYNgo0xWMrVlJSUkP8++JQlnrc9u8JCUfRWAmI8sW8NwNnomA8lSlGDcMyH48ePk5jYdZ7cvLy8TsvPNjQ04OJyceuPH1O7srm6iUmza3Fzv7CH30pPJJOybhENDQauvfbaHpXyVCqVNDU142R+sVd9JyQkkJmZ2avH9oQoirS0tBARqydi8moMnq8DoLLGUpI6l7iwOfj6+sqzozJZN3QZNguCMAfwlCTpmzNuruSMIFMQBCc4fejVKAiCkyRJ7YkGA05dfxZJkpYBywCSkpIG/jFh2XmZzWY2bdrE68URZHpO75dlepUg8croWn746kMChyvIvTKBVi/HVzMPDwunZs9OLBbrGamiBg5RtGMymRgUHn6xh9IjJ1yVzLhiCgfeLmf8+AVoNA+hcTIybsp6omMLEEWRgIAARFFk/67b2fTqduY8NY0Tnts6bE/pKuI8u5aTX9Yy+eAVKCYcoVno3QfbZNMS0vccJedoLu51DVw5w50Yn6PQxWeS/fv3MXzUbecNNpRKJaJ48f60nVTq+T5pDsn3exM+9CsEZfeS/TtCxt5BlB6fQ2xMMkOGDOlVonq1Wo3FYoFexPQ2m61bp/j7SqPRMHv2bPbv9yBjjTPjJydg0K3g+LYptFR5M2bGcJycHP93SnbpkfOQdq0787gLAV9BEL4/9e+hwHOAiyAIQyVJygJupW0fKcAa4E7gbUEQEgBXSZIGfvkSWa/Y7XbWrVvHv04EkeM7FUnh+KWBf8Qc4/C2NexLy2T6tXNZO8kds2f//JGPjo5iW9W3WMxm6P/3sx6TxLbTx5diMu01YTrcJQM5RyMZOUlAEEClricwNPX0NUpg7LQicnNvZ+UbWxnyx/N/uNH7KZm8JImS7+qwhdXj1EWpTwCtzZUhBQtJO3CA/Lw88gsKOKJeg6+XH5OHj2VE7NOE+TgjWAs7badB9zuqmy0siok57zUBAQEUFnXeTn8Q1Rp2/OpvfLdhEzc8nkDYkA9RaS5cMFqUM5Tio4sZMWw64eHhva6aZLPZUCqUXX0uOEd17l/Yvy+d3/72iV7121N+fn5MmTKFTZssvP3CYfQekQT7uDJjxiTc3R2fd1kmu1x1GT1IkvTwmf8WBGGbJEm3CYIwAnhXEAQRqAVuP3XJs8ByQRBup20n2F2OHbJsoJAkiZ07d6JUqghNms7xst5PKQpIbdsGJZgWLPFC3ElWrPieffv2snenwKKrFvPuvHiKXfSY1f23/PWpVx02D1gbXcXCxmDMnR2wuRgEAaVS2TaD2+0smQNDmWDD3VnHkSNHGDFROu98gUKVwbyr/86BP87GujUY9fTS87ZZG5LF6Ouv5OO/ZxLzZztaD+U5h3YkCQJ3TGX15z9SUnwCX9cyRowYwaS42dw+L4oQ43U4CaU4adSoFU1g7XymVQJ27C1mUNwVnaYXCgkJ4WDKzk7bcjQJeGPpY+Se3MXDH6fh7HIYhdLY5eMcxdqaRMmRuwkN9iMiIqLXwagkSeh0OlTq7n/wkiSoz/8zn/yvmAcffPiCzJC2c3V1Zf78+UyfPh2DwYCXlxdOTk7yUr1M1gM9ns6SJGnaqf8/DIzv4P564Mq+Dkw2sImiSG5uLtV1jRwMuZ5Nx3sWjKoECa1CxGq1YLfbOXC9lYyd69m+fTuFG4v4g0Jk1qxZ/POfz/K3QQ38T2UDhUDvC052j0kQcXV1oerkcSSv4SAMrJlIhSCg1Wov2AliR4uIiKAg/QSSKHG+iFQQwMtLZMmVV7Bm79eMmuIFyo6rO9kFKxn+3/H43x/i2Xv+yd/+/TwbAl7BLthQiCqsFisl76ipqkrj9quvZmxSANqiSQh8DYKAgAA6+6kYtnuBWxX3kl0RzRVzRnZ6WMXX1xeb7excppJGC3Yrgr3rHKc9ZVGp+eC632FwMfPUX7aiUEKX+w4crLnJRFOjjZBgjz7Vk7darTQ3N9LkNKx7Bx0kNaVH72Ldt03ce+8DeHl5XfBg0MnJCY1Gg7u7uxyIys7SdqhpYL2XDESXxtEr2YAiSRI5OTms27gN04QHeedId6uOSISqW2hqamSCj4lHQk6QkpJCfn4+jx+14xPoz8TFMxieGMZnoa2sBdZSe+qxF+4P/ODBg0lPT0ecei0MsKVxhUKBVqulqqqSM8ufXipCQkIp2pPRPh9+Xip1HWGxv0W/5XoUWW6Iw88tFXmaILFJ/xrPvfU4D/3qPp568hly9CnElE5jx44djInRs3Dy39AqX4USzjjK2fP9nVZRx4GsEqJj5uLn59dp4JGfn4+Pr89Pj9W7UnbPUyjSdhKYugGV2LcSqmeNy8uXZSMXUa+p4K5HV5wKRi+8lpYWmpub+5wDtK6uDi8vbxC6F7hbm64idWsoc+eOwdu7P0omdI8ciMpkvScHpLIey8rKYsee/RjH3MdLR9y6vD7euQVLdSG1tTX8ITaH3JpsSksa+XeJE0mjk5h523w+izRRqJJo23HXef7H/uYzfSQ7v9nA5LktbLUMrKBP4+REXFwcq06cgJnxF3s4Pebm5kpVVVW3ks77+PgQGBhI9vGDDBredYCzzf1N5r8Xzrv3fURNxRHmT01h3oRxJPq8jZb6Po9dUrhxovEqClvHMHlkbJflKcvLyxkS3/Y9sri4c2zOzewS3DElzmJSWTmjCzJQnicolgBxals6KUVNBcKRg532dXDKVVQ6+XLrr99DqXJcoNsTol2LoTEWJycnPDw8+tRWfX09AQH+tH0Q7fxnxW71IOOgCT8/P4KDg/vUr0zWHyQE7OLAmtwYiOSAVNYjKSkpFBaX0Dz+EV461HkalzAnAyFNh0lqzcLfXongIbDeU0/0LVMICveh0NNECpDSzaXSC2VtsBmti4YnyWArUxhIJUStSg2ZvsNwP76ORLuGTGXnFd1nNCtwNdoQRTuSBDqdlgJXNfv7WE++t3Q6Xbe3G7i4uhIYGIixORA3SUuTUNXlY1ROSqbcF0vGR+XcubABF57v65BPa7UGkFExl+BgXbcCH6PR2LaxEWgNjSFj8Djig4IIDw8n1d+f8nf/TlhgIJ6engiAzW6jtdVAZWUlLa2tGKbcgE6vx6O8gMF1DQSWd3w2tCUygbW5hUz5rROuro4pEtEbZoMbRUcXExzsjV6v71NbNTU1hIWFd+s3r7bSn5KcCSQlRfS5X5lMdvHIAams23bu3ElrayvbfK7jm0Od/+h4SY3MbV5HNMVkxutoTBhCWFg4FfpGKgSAixMQddfkyZPZtWsXJE8ZSPEorZKSLww+PGhWYKw2kBnw0/dBK8L9lQoKCguoKK+gqLiIANEZT7EtSGmvIFRnayXeR094eDgJgwfzmp8d+wV6jgaDodvXqtRFuHisJP9bF1qbtbgE6gkMDCQ4KAhPLy/MbrXkqHed9RhJYacpKhud50iKGmoZ7JHmkHHbJR1Haq+mrq6ORYsWdesxo0ePJm3XDmbTVo5Ur9djNBrx9vZm5syZ7HN15WB1NaIoYrVaEQQBJycnVCoVer0eJ9pSHxW7eFM8diFX7PqOoJpzty4UBUbR6h2H3udbBGWLQ55vT9ltSvZunojNZmPYsGF9bq+0tLRthrSLn0ubxYOy3Nno9XrCwsL63K9MJrt45IBU1i1r165Fq9WyXJrLxjIPOnuncFFYecxlJ8cajrHrumQMvs4YNHCSxgs23r7KuCaBmutf5OPbHufW450vzV5obm7uuLm5EXIgj2cjQqgoL+fI0SMU5xdgDoohXKNhXGAgPkMn4+rqikKhOB2M2u12hjc309DQQMXxCgrX7yPBWWDCxAm4j0/iX7r+/R6dOHGS6OhoFIIC6GJ/oFCDnZ1YLDOhxI+yo00cqU/Hbj+ITqfDrjbRqqnF19eXkJAQIiIiCI8IR692YY9/BtnZKQwe65hxmyyw5YArV1wxptv7IxMTEynIy+OTUQu4OWcXQRu+Im/KlTQ3N+Pq6sqkSZOor6/HYrEgiuLpgFSn06HVak/vR2xtbWWPXs/+wCBmffcGzpXFZ/XT0NCAwleBRtP9xPOOJEmw/ovrUNrHMW3aZIecbm9oaGDkyBF0tWTf1ChyKNWZBQvkfJ+yAUwCm01esu+KHJDKzkuS2nJebtu2Db1ezwf22WyqcUHsJBhVCBKrJubz/itfctUbf+Ilt+LzXjuQVXqrcdXrUZ48CEy42MMBJD7WHeT4oTSqy0o4VHyS5h07iIuLIyYmhusihxIxfSGurq4olUrUajVqtfp0IHomURSx2+1YrVZMJhMlJSUcPnyYfV+t4blrlnBoUhyrnAy9L3Agnf4fQPjps4skceDAAR4cOwWF4h26Ckgl6afE4xv2X8O6rXZE0cbRLSYqKsopKyujvLyc0tIyiveVkrpiLTZbW2lMu93OTbOqkOj7BLckKThi/QSTKZ2IiIhuP06j0TB/4UKOhoXx1WcqZmmVZFut1NTU4OLigkKh6PIAjiRJODs7o9PpaA0MR9SduyQt2u2n9uRe4Kl8CbSmd3nn9RQC/Ucya/YsdLruHnDsnNlsbjs01sk1ol1D4cHn8fIyEhQU5JB+ZTLZxSMHpLJzSJKEKIo0Nzez9ocf0Tq7sdP1StYeVSJ18aanwc5Hr/+DhOvn8B/XTk5GXwLmzJnDju07YMLFDUg1gsSKkGLSvlnLqMREnBMi8fS8Ej8/P/R6/emgs6PgsyMKhQKFQoFarUav1+Pp6cmQIUOYU1PDV199hWbLTiLvnk1JhA9WhdDtwFQpgWAX+U+dK/qTZWg0GpziI7lRU4qkVDBjdx6GqhZGTfo1gqLrfaRWUyL1Fffx/KtOFDe6I4pts2XxM0GSQpGktp/V9i+QyE9ppbKyjB07tlLVXI3F+QROrZ91a/znIyGRllHO6NGje5TKSBAEdDodCYmJ/Dh5Pik+3vhpdZw8eZLAwMBOD0W1P6eWlhY2btyI1WjgpvQNuBTknHOtUqU6/ZgLSWV4gddeOcaM6dcSFxfn0GINBoMBvd75vHOjkgQWs4rU3Se55ZZbLslCEbJfDkkSsNvkcKsr8iskO72HzWKxYLPZqKysJDs7m737D2AYvJSPGmZAQ/faWjs6nVcOGMleGERv0uoMJDNvuZr/Lbwd74m/pVa6eHVE3wyoYP07L/HUU091ebK7N4RTyfb9/f15+OGHycvLw/bmZ/x64kT+OS0UtacbZYKt0zbUVjs3lNuJ3p7FntxcVCoVra2t2Gw2HgwPp3TiYDZu2MzTCxfi6bUVQWjuclytBhMtLWa8vMMprG8PigXMlrb/70j4BA3giZe+kUdu2khrq9Eh5QMaGxuJiOh50CMIAs7Ozlwxdy5btmyhMDMLrVZLcnLyeb+XFouFlpYWcnNz2bl5E0lBfsytysFlx9oOr9ee2neK6Ac2p7aXRtm/HwYl0ZXVq3YyYfy9xMbGOjwg9PLyoqGhHje/83yn7QHsWfUH4uNV+Pj4dHSFTCa7xMgB6S9U++xLbW0t1dXVFBUV0dzcjCiK/HC8ibihw4m/+S88ut+rR+2+s2wZM2fO5Kt+GveF9CtdFiNCfRlmO8jTynEXZQyRGiupG9Zy5axZqNUXZo9gVFQUTzzxBKtWreK2LyqIG5fM89EqitzPDcqVokRMgwXXIwXo95xAGxnJAw88cHrp1mQyceDAAWpX7WR0hRG3iW6ohAnACrr6wNJQX09VVRVhobM4dKJnz0GlVGK32zGaTOCAGD4wIICmpt6X33R1dWXBggVkZmbi6emJq6vrWfeLokhLSwuVlZVUVFSQnp5OaEku94YHEvHWk+e0JymUtA4ZjcHQSpOnP3V1dRSmP4qpwh9BYUF0vw+BtmTtTlotWq0WJ40GjZMTarWIqOrbYS+x5WqszYPxGezTFgw72KhRo9ixYycLwkchaPefc/+Jfc+Tk32ERx55xOF9y2Syi0MOSH+hMjIyKCkpob6+noqKCkpKSvBIXorboDHs1/mz2aqEc98HOjXTs5qSwjxMM25noJ+i7w6lUsmMGTNYvWc3TLo4Aek8sZAErYkhQ4Zc0GVJrVbLddddx/Hjx9n640bmR4XwnTeEhYXh7OyMk5OGxsYmqgqKuLVagc1mI2n+/HPSIWm1WiZOnMiECRPIzc1l9+7dCMJdjJm+GkUny/aSpKO5YSpHc+w0iFE9Hr9SpUIURSxmS58DUgEYHX2E77a5M3PmzF4HYCqViqSkpHNuNxqNHD9+nIqKirZ0R5l7uDUihPCtH581O9g8bBwVGhfq6uooqa3FdNXD2Gw2amtrCWhooKysjKqqKoxGI05Oj2E0GtFoNGg0GnQ6HUqlEldXV2xiHUqP6tOfB1pbW5GQ0J/an+rs7Ixao8bFxQU3V1c8PDxROH8Pwk910kSxbVtPfxk9ejRFRUXsWHUt06776Q+RYB3Hof0NFGTlce+99/Zb/zKZI7Ut2cvbSroiB6S/QKtWrUKUJJalxRMYFIyPezmDdBvYqk1iy/HeHw4YWbMWy8hEVgUbGVC5knpJUgicmBqG+LcVzNE2sN7kcUH7H6ZqwbMonYSEhAtal/tM8fHxREdHk56ejldREZYTx7Db7eh0Omw2GyqVipDYWGJiYjrdTiAIArGxsXh4ePDmm28yfsqfkRR/OO/1dpszNeXXc/TkMbKreh5RqlQqBEHAYu08T2t3CIJEjP5doqLeZPfu3UyZMqXPbULbKkVZWRlbt27Fu+QEMcf3MycqCs9D61Fsb0vkb/MNpPiK68nKyqI0OhF7aDTu7u7YbDa83dzw9vZmyJAh+Pj4nM6o0L7/1GAw0NraSmtrK0ajkZaWFkRRxNigQ6h/FpvN1nbwzWhEtNsxt6gwmUw0KxRYLBYkScJut2Oz2XDyyMU/wIO4wV54hX6D2jkNUWWiuXkooij2qUzo+cyZM4cNG9ewc+1kpk6bhsloJGUrWAyhzJ87vV+2r8hksotHDkh/YX788UdUKhX/y55NaqMvNApEKGt5NMkVrdapT0WStm7ZwnMP3sC+yyAYBRAF2O1pYoSrmpaqY+A2/oL066sWed6jhJOp25gQ4UN8fPwFW67viFqtZtSoUQwZMoS6ujrM5raZMo1Gg5eXV4+SkdtsNrRaLXa2dFqj3GazUVFRQUhwCNld58M/R/vBLUfN4jmpTFwxZDWbji1m8+bNTJ48udM69t3R0tLCl19+yfxB4cR//i2eNaVwbA8Axn9+zJ70TA7lnkTpHk7gNeMYEhSEu7s7Hh4euLi4nPcAW/vhNhcXlw4/yLQHrO2BZHsQ2x58tu8nN5vNmEwmDAYDRmMCJSUlrD9WjqiazoL584kOd6KoqIjo6Oh+CQ71ej1z51zJ+vVOvP5iPh4eHkRHRzNp3EicnZ3lMp2yS4eEPEPaDXJA+gty8OBBjEYj751YQGqJL+2zmCaTCbvd3qc3lecSyknd0MA7yZfXm4SzszOjRo3i1fR0mNz/AelbpLB342ZO2FuYPHkyI0eOHBD5FdtPjPe1NGNGRgZxcXFIitc6vc5qtVBYWEhA4Aw41PN+lEolkiRhsfR9hhRAwIqv8D2z4pWsOjiDL774giuvvLLXJTLLysr49NNPGTt2LIK7G4fu/iMGo4Hi4mKOH89GtzsD/8BARt49l7CwsLZE+U5ODgnC2gPWM2c1BUFApVKhUqk6/Dtgt9sZPHgwBoOBEyeS+PSDtsC5pqbm9M+oowNEQRDQarVcccUVNDY2olQq8fDw6PMHAZlMNjDJAekvgCRJVFZWUlBYzLKsieyv9jsrfZPZbMZut/cp8MlK2cCIxMGkOCsuh9X60xq1Av8bbGVqVj5D3Br4uMnD4X0okfgi3sD+91+mxU3PrbMnMXjwYFQq1WWVzkaSJPbs2cOjjz6EsoslXpvNTnNzM+Fh4b3qa9CgWCIjY9l4TEeonxlPdUav06q2E7Dgq/iK25O+Y9vJm3jttQJmzZrNmDFjThcf6K6AgACSkpLYu3cvWq0WhUKBh4cHAckTSb72ZoKCgk5///tjObynlEolzs7O6PV6vLy8GDlyJFlZWWRlZfXrByZBENDr9acPycmzojLZ5UsOSH8B2k86v7bdg3QxljMjRpVCwtddCU4uWOndsrCLSqTwZDYLrxnFXrW6q/o7lxYBnNycUSugtKgAPEY4tHm9QuRvAfWc+Pxdpo9PJjk5udv5RC81R48eJSEhAa3nZKCTmUsJ7DYvqqobCIkP7VVf67crWb/9ZiI938Riu5U7J/wXP08LSrEX6/9nELCjVtqZNegDkkZ/zNvL15KdfZxZs2bj6+vb7eBMoVAwc+ZMZs6cef6+BuDPQHuKMKVSyciRIxk5cuQF61cmu1RJkoDNevlMLvSXi//RW9avRFEkNzeXkyWNJIyczc+nLwf5i7x0TQOv7DPxTV7vPp/cFVzKaNd6lo0QMV+GH3FcA3xRhvpgLcnFTem4k8XuKokHnStQbv+cK664grFjx/Z4pu1SYTabOXToEIOHKtE7KzudRZdQI7Zu5tARJU+/2NvKPwIgkF//IKs2+/LS6ltJqf+ERkvPT+x32LoAPk238oclbzIpScHHy55gy5YtlJeXd3ubwM8LGvS0wMHFdqmNVyaTDWxyQHoZkySJwsJCduw9wj7zQr5IO7cGt81mo7W1tU8l/3bs3ElsbCyenp59Ge6AVemuICVaxbWaCoYpWzq8ZpCyldlCOQu0tajpXtAaL9aTeHIzQ4cOJTIy0pFDHnDy8/PR6XSERL2KQlnTxdUS9fV16B1UhnJv9u1UG6/l3kd381HKTTSKYxzSLrQFpskej/HcrftwYT/bt28nNTWVqqqqfk2LJJPJLiUCol11Ub8uBZfGKGW90tzczKp1m1lVPptDTR3vxTNbLDQ2NuLh0btgMlJVR6i1gJLEMKwuGuhmMHap8fXxpTLlOOU+5eDlBoCLUuIRfwNHjxwhrDGf4epWRFGkolJL6OARfK8fet72XOwm4sv2otKqiI2NvVBP46Joamri5MmTRMcex8un6wpN0Jab05H7Zz9alQQk8ubny3Fzmc+coRCg2+ew9p01DSwYtoqipjEczo9i06YSgoODmTBhwkXNkCCTyWSXCjkgvUy1tLSw7N33+KT4GorEYee9zmQ0UVNTg59fTK/6UVVmIebtZo/OAxy4nD2Q+LVIjKtQcLiggPDGT0kMH0RDYyPOKgWuTk3M9/YmelA0rq5RWCwW/uhTzcnCrTRUb8Vj/Fy+Vw06qz21aOP2ivWMVtQzbtzUPs1OD3R2u52cnBxajN8Sm7gHpaqu6wdJYDSa0PUgnVT3qCiuW8jeQ38hITjBoQEpgNKWR6Q+j4AhgzlZYiez/kGWLVvG5MmTGTbs/L+DMplMJpMD0stSfn4+W7ZsYVn+TdQIcZ3u17ParIiiSFh4OJT3rJ9YXTPXuh1je2Mj15Y4s9WioEZzeQWl2hYrI7/Kxd3uxPXXX4/dbkej0SAIPjg7O+Pu7o6bmxuurq6nZ/RsNhtDhjQwqrSUrfvXEKx0ZeTIkfj5+1FTU8O+1FSmRniTnDwNd3f3i/wM+1djYyM5OTlMmx2Eq1s3glFAQsJoNKIQHLujSKmwcv3Mj4mIiGDwYKDBoc2fpuMoQ0Mg3P9fVPoYWZfuxsmTJ1myZIm811Im+yWSADkPaZfkgHSAkiTprP9ufyM73xta+/UZGRls3rKV94rvoEYRQVc5mNSnUstUVlQAUV1ef0aH1JYVgK2E+x94gCOHs2id6gEBrl09csAQpFPVE8/zlFU2iau/K8VJ1LJw0UJUKtXp17mzAx0qlQpvb2+8vLyIjIzk2LFj7Nuxhv3l5Xh7e3PlpEmMHDnysl/KNZvNfPPNN0yaaiE48uMePVaSpLZCDQ4h8tSdX7Jj66eMSkjgrolv4tTooKY74aouxiUAbnD5F58deJzdu3czceLE/u9YJpPJekgQhOuAJwAlsE2SpMd/dv8jwC2ABvhEkqR/n7p91qnbrwZ8JUkynbo9AkgFjp9qok6SpKs6G4MckA5Adrsdk8lEeno66enplJSUEBQUxJQpU4iKijqdn7C92ookSdTV1bF+/Xrqmsysbr6PclsQ3QkuPb18GDJiHJpje3GPGconeS6IQlef5CT8xSquqnmPTP1C6lsSMVTtQGo2gr/rJZGHVGWy8YElibuFNCSlAqVKhVKhwKIEqyChtws8s0/Ngcpabrz77h7PbLUHqq6urowZM4YxY8ac9cHCZrNhs9lQKpWX5ayZ0Wjkm2++ZsgwI0NH/62HOUDbkvBbreevdd9dSoWReaP/i2TM57MPniaseVLbWKQuH+oQggCuziJhYWEYjcYL06lMJpP1gCAI4cBfgTFAE/CFIAhXS5L07an7JwI3ApNOPWSLIAjbJElKA5qBPwDTftZsJPC+JEnPdHccckA6gIiiSFNTE9nZ2Xz3435sSjemTp1P/HgXampq+eqHFFz5gbCwMIKCgjCZTDQ2NmI0Gsk8lkf0iDnkKqeRcbL7e++yKxS8dGAKc7wN6Df/kxjvRVj9BpNvduV8kaUKkb+6ruJHMYpV5bOgHMYaQnkw1cr7ERJmdc8DrBCbEyVKc78Hs242BfbqRpJ/KOS9E9tIbG4mKCiIqKgoAgICWOvbyh5dMw9X+PPVR5/yzDPP9ClgPPOxgiAgSRKlpaVkZmai0+mIjY3Fy8vrdHUcm82GwWDAZDJhs9mAttKdHh4ep+uzD3TNzc18/vnnTJvhTMLIv/X48YIALi4uNDV37wBUZwYHLmPGJCfum/Qtzi3LLsqHJZPRRElJCRMmTLjwnctksotPEgb6kv1c4FtJkhoBBEF4B7gT+PbU/QuBDyRJspy6/31gMZAmSdLeU7f9vM0IYLAgCJtom3V9XpKkzZ0NQg5IB4D2OtLHjx/n2LFjFNRq2G69k5zaED74uv2qGAYHjuSOUUUcys1ly4kGbDYbnp7BBAYGEjTjAZ5Z3bslzh3ZSnawgDEe/sysW8m4iBz+bRpPpjCow+vDmtPZtHc3IdP/CTvabpsxcwa7di3HctUSUHdvHAEWFc6VLdTU1HBzQyBvOhcTO2o4B5T9s57qapKYdsyIessJhgwZwqhFN9Lc3ExZWRmlpaUcPnwYdVUVUwWB464FPPnkkx3WAu+LzMxM9h84xP76QBAsqHeu5apJMQQFBWGz2aisrKS5uZna2lpsNhuSJOHi4kJ4eDhjxoxBrVYP6KC0urqatLQ0YgcXEjfivW49xm4NoakhnJraWgwGA81NBgqyM9CqWxmWYCXjWO+3NthFOy4urhet2pGEglrraKqqqggN7V2Sf5lMJnMAH0EQ0s749zJJkpad+m9voOKM+8oBvzP+7Q3s+dn9Y7vorxrYALwFBADbBEGYIElS7fkeIAekA0BBQQF79+6lxaolpWoELfokcprOfRM+Wq7m92uigeifbqwDTjpmHPsaRhM1Kpb/paawNOhb3FwXkELiWdfMcyvA+/BbVIY+wlc7fE/fntU0GHu1iWmVGrZG0ulMlLuoYmylEuv+XMIrLKjValqdqrmm1Y5bXRlus8PZ2mWuyu5ZYvbD1mqkorwCZVEtAZWQNGsWYWFhAHh6euLp6cmQIUNOP8ZsNqNWqx0exBw4cIDjx49z0u86vqoOAiDGvYohDQdpbc1FFEX+vVNBRHQcPt4+uLm3pZcyGgyYi7Zht+9hypQpDh2To1gsFgoKCjh58iTB4TtIHPUpCsW56+I201Kqq5woKiqiuroag6EV0TaC1sbJWCwWNBoNJpOFN94o5frrvfAMqSDjWO8DObVaQ21tLXabve0z+gUmoaFC9Sy+vgfkGuwy2S+VBNgu+kRCjSRJo89zXyVtS+ztAk7ddub9fp3cfw5Jktac8c9yQRDSgcHAzvM9Rg5IL7KioiIOHDjI85ujCY9NYk+xb9cP6kdfHHAD5tJSHsCvI45RcTCXk+Ft+5CfGClS9/krLFi8hKu/HXHW41Yf8eDW4AQC12fDA3GcLyJV2yRmpjXhkVWBl5cXoUmhhISE4OTkhMlk4v3332f44BC2hnV/zIIET9ljKSkpoaiokLKychoaGqivr0PUhOKs0hCvVhMcHEzChAR8fTt/jfujNndmZiZVVVXs0l7LV0d++r0+YfJjpWkOvtYGVColR/1cyWoS2nbxnGF6iDeBK35LcnIyeoenQ+odSZIoKiri5MmT1NbWotfrSUjcR0Ts16hUZgTL6xQUFJOdnU1JSQnV1VWIVhfcXGNwchqBTqejosKFZcuU6HRavL198PT0xNnZhdZWC4mJe9iSmgP0PiBVqVQ0NDRgFy9OQVtJatuGcbkfYJPJZJe0dcAmQRBelCSpGbgL+P6M+1cCLwuCsJy2ZOO303YA6rwEQVgCtEiStEkQBA9gGD8dcOqQHJBeRI2NjaxYsYLPK26hTBdNWfFF/wR1isDhphEsP+rPQ3HrKTR/ja+PL7mfr+T6K+fx/N6O629fffXVvPq3X8MDT3XcrAR3HgZrZjkTJk7Ey8vrrOBPrVbj6+vLyZMnIcyr26O9JqWVA5v/BxJEh4SQqPfDMzwOfYIevV6PWq1Gq9Xi7u5+eq/mhXTgwAGKi4v5umU2G8t9kX4WrO8tFoDOCxNsLXHjDzGxHD9+/ILVD+9KeXk5mzZtIiYmhsTERERR5EjmCb7/bjQVFZWYjTvx8fElNHQ8QUFBDB/ix7PPipw4oUGvd0an02GxOFFR0fZ65Of/1Lafn5rQ0FAy380Azl/vvSsqlQqz2YwoXqBTTD8jCKDT6Qb0NguZTPbLJklSuSAIfwN2CIJgAXZKkvStIAjbgBskSUoTBGEVsA+wAV+cOtDUmUPAO4IgPE/bHPETkiRVd/YAOSC9iLRaLQaDgcIWX3p4DLnfSQjsLglEpZjD9SGryDu8n7tuvIrfrh/LgUIVHc2A3vNlNKv+/l+evfEPPP3BazyrzTnrsjs2N1NzOJcbb7yxw1k+QRBwc3MjvbgY6EZAKkncmGKkZE0Kd915J1qt9vRSu1KpPJ0X9GIFA5IkkZubS3VNDZuFRWws98Im9X4bwOvGByj88EESEhJOB9YX67kdPXqU1157DXd3dw4cOEB1dTWRkZEkJAwmafgDRC6JZMIEO4KgQqPRoFKpUKlU1NdDd0q919QI/OpXSm6+xcbwumaWf9u7dGJKpRKr1XpWGrW+OrOpTMtHtJr1uLi4EBtYgKbigbY7hLYffUlqO+TVH7PuMpnsEmK72APonCRJnwKf/uy2aWf897+Bf3fy+Iif/buQtsNS3SYHpBeRRqMhNjaWzyft4ppv5iNKAysoFSWB7YWB7Cy6F0mCV/6nwCbC+Zbja1oUTHs9nm/u+A3f/e7v3PjgtXwRa0NSKlDZJL5+5wM+evWt885SCoKAj48Prbldb4pV2CWmri/FvVbg2kcfPZWs/sK+fpIkYbPZEEURlUqFQqE4fZJekiQqKirYu/8Aaeor+KzA+5yZ0Z5qxZXfPvUnnnrqKZYsWUJycjJOTk4X5fT9N998g6urK5MnzyU+Pp6DB7144IHms3KznkoSQG+yHYkiWCzOBAa4c6S4Erh4+W0lQBKcEe12bHY7Rabr2XpkLD/++CMjRpzEbLEgSRIF+XkMG/ZnJk2aTKLzUzjZDlEbeJhNX37AbbfddtHGL5PJZJcCOSC9iARBYOrUqbz66msEukyltNmxJ7odQULALrXNNIrdKMJksSm47bvJvDpXwca//4+Y6yZQOy2GxamtNIyZ2OnBDkEQ8PLyQmUT8ZBUNAgdf6RUmWyM3VtHeImJqXPmXLTZJ5PJxOeff05NTQ2TJ08mIiICZ2dn7HY7eXl5pOxNozHiOj7OinJIfzZJYM6KGFY8/RLffvsd67a+xvDYUMaNG0dgYCB6vf6CBaYeHh7cdNMtjB3riSQJgAFQ4sCJSJyc2ma8a6prgN6VtlWr1Tg7O6PoxetixReDSYHZYqPScwvHso+TmZmJKIoMH+7Ha6+/jbOz8+nrDQYDWVlZ7E87zDeF4zGZkvDweJ977rkHHx+fXo1fJpNdBiQG/AzpQCAHpBeZj48PMTHR/MVrPfdsuPpiD8chGoxK/rp7MvfN9WLbp/9jUalAQVER8+bN6zRgal+yjzfrGN/kzfvuPx3iEyRINOmoralFl1HC0Bodk2fNws3N7UI8pQ4pFAp8fX3RaDRsPFCAbcdBhkb6YjKZWJVpZvrSe3lll7dD+6xuFZj0kS9wP4uG1FKpPspX3//AsPhI4uPjMZvNp2doFQoFkiTh7OxMaGgoKpXjft0TEhLYuXMn0dGj0OsDyMhw/J8Sq9VCa2sr6j6cTrfZbG2vSTcz4VtFF2qM0dRUV1Ol+BV5lf40NDTQ0PAlQ4cOZenSpYSFhZ3eDnImvV5/ugiCzWbDZDLh7Ows7x+VyWSybpAD0gFg1qxZvPbmu1w/ZjFf7rs8viW5lQK/+2EoUS6/Qr//IxQtJwkLC+vyzVmv1xMSEsLhdTvwDVSiVqkxmU04KdVMKtHS0tKCXq9n7LixeHp2fhCovzk5OZGcnMyWLVuo9p9Pg11Ps7UEJ72WLb4JbNnVv4HI6kJvVjOZR8Yksyp7H0bjYXbs2I6fnx+RkZFotVrMZjMajYbs7GzmzJnjsOBo5syZ/PjjjzzyyGEkyY+1a0NoaookNdXskPa1WomxY2s5mGmktjmy6wechyAIbblbu9guIXrdT0bmMYor1VRJbflpPT09CQ8PZMqUKfj6+vbotVOpVA7PYSuTyWSXs8sj+rnEBQYGondScMOker7cd3HTPjlanimOMSHJTBwR2K3UNzqdjjFjxqA6eJDYk00IgoQkaXBxcUHjrGHQoEGEhYVdlNPyHfH29iYiIoKTx/ay37aQtY0X/gT8q/u0CEzmt9Oc2Lgxi4MHb6OuLgKNRoPVaqWhoYERIz4mICCdESNGOKRPhULBvHnzKCsro6ioiFtuyWPtWonU1GAHtC3x2GN1eHqmU950BQfW9f6Dh9VqxWKxdDpDavf7Ex+sDcAuJhEUFESCtzchISG4uLjIs5symazv5CX7bpED0gHAZrORk1fKY19evIMb/ampsZGYqTHdWjJu30c6depUTCYTkiSdPjHv5OQ04AIEtVpNVFQUBQVbUJYWAEO6ekivrbjZhqm5HrPZfOo1UWCz2WlsamTP7t28978jbN16H7W1kWzffnqEgA+PPz6bzZt/dFhACm3fq+DgYPR6PT/88AMtLS0Oafe++9Kob8zgk/W34+Leu72jZ46xq5+Z1z+pIyB8MCNGjOjxTKhMJpPJHEMOSAeA4uJiIqIGsbZ0YMz6OdLdE5vxLy/Fzy+xw31356NWq3udTNxutyMIwgUrF+nr64soivxxbCXPn0zgWLXj+v31iHqG2PexY8d2lj2ZAZKIq6srJpPpdODk4eFBYvxg/u8/D2M0+nfYjrOzMw0NDQ4bV7v2A1z79unZtq3vh7eWLv0WjaaS/635HQaLH1T1rT1Jkk69Th0HmTnGp6ios3L1TRMv6KEwmUz2CyIB1os9iIFPDkgvMlEU+fLLL1mw6DreeP9ij8bxDA2lBPi4XtDDHUeOHCEzM5M5c+bg7e3d7/0qlUpUKhVeThZUQs+PmSsFCYXQdhBJFEX8dWY+mHSILVu3sG9ZKg0BgVy1eDF33fUYBoPynJS17cG31Xr+X2eFom3m2ZEkSWLHjp3s2tXAp59Oxm7vfW1OhULi7rvTCA2T+MeHz2GwOHf9oG7QaDSdfjDZn17KmLFL0Wq1cjAqk8lkF5EckF5kGRkZ+PsHsOD9gVF9x9Gqq6rxGuV1wcpdiqJIUVERhUUtfPXV99x00zW4u7v3a7Bht9vRarWYBGdsHeSSdVGLOKttiHYRu2hHFMW2L7uI3W7n6fGNTPEpoaysjD179pCx9yj/3hXK9OnTcXe9h88+8+Czz6B9lq+j1Er2Lipj5uXlO/x7UFtby5o1u/jggwc53wxkd113XS6DBhXy4vK7MJgddxhIo9Gc2urR8f35+flMTvCSg1GZTCa7yOSA9CKy2Wz8+OOPxIy/DSFdcGgOx4GiorICpVLZaf5RR6qrq6O5uZnVW+cTH12Ixw8buebqxf3af01NDQaDgX9u9+L4GZWYnAQr/pQy3bOUK8MrMRgM1NfXYzKZMJlMGAwGTBYTG/7TwLfNzoSEhDBs2Fzuu/df3HyznU2bHDfG/Pw8QkN7XxO+I+vWrWPu3Ll88EHfgjlfX4mamiN4+U9Bq/OERgcNkLagub1owc/ZlRE0tSovyCy6TCb7BZOALiYNZHJAelE1NjZis9l4+JtQxMvwDTHC284gsQW93tuhOTA7IooilZWVZGRkUF4diCiEs3LzMMaN/B8pKSlMnz693/ouLy8nq8YJiy6oLT88oJCsjBK3scB9Pwd2WXjmHSfc3FwBBS4ufri5ueHh4UFoaAiiGEB6upL0dFi7FvrjL1deXh4TJoxxeJuzZl0L9C3V08yZdsaMEfjjv5yoaHDc/tuhcRL+zg2EhYWhUZ/7gaRZdyd6H7EtLdRl+Psnk8lklxI5IL2IOquvfU2ySFq+QEFN/75R+rmJ3D2+gRMnTlJRUY7NZiM0NIxvToxEpG/BQWKQkfledvR6fb8eMJIkiWPHjpGeno7JlsCKjaPJzW9LmJ958iok+zJCQkIYNGiQw/tuamoiJyeHA82R5Kk92wfEFPsapugr2bx5Jk1NsWRnX9xa5o2NTQ7Pizlq1CgyMjKAuD614+SkxWazYbV2o8h9DwR6ZTJhqJ1xgw6jURn4eeYng8EAyHtHZTLZBSCnfeqSHJBeRB4eHhiNRt68uZl7P3dFlATGRElcNziXupNbMTc3MCkkijHjJ/PI1wEO7fu9uywU5x3haHoq2rxqZgUFoI3S4uzsTH39YZqKUxk+fgEvbut9UvKWllYkT+ms8or9Ye3atdTWi7z18Uw02iiOZP80G/bZd56MTrwas/lT7rjjDtzd3R3Wr9VqJS0tjczMTLyDR0NT2+3Pjyvk2Lcb+PbQHzly5OIm72+XkJBAaWkpwcF9zxPabubMmaxYsZY5cxpZv773s6/btkk0N+u5/8YKln1rpqa+78G7n0chPrrVjI5IZZDLThTSuSmpjEYj7u7+/T57L5PJZLKuyX+JLyKVSkVMTAyDvUqBIADqy49jVH/L2GHDmDU+lsLCQo7t/i+/HTGDlw/P7lH7W35vpOhkFjqdHrVahcFgwGAwcuDAAbZ9eJBRI0dw86xIYmKmotfrUavVKJVKTCYTSUm1bNy8gptjRvHpiam9en6NjY3YAm39GpD++OOPaJz0/OOtGVTWdBT8CWTnR/L3ZyaxceNGrrnmmm633dra2rYFoLyc1tZWTCYTSqWS1tZWFAoFOTk5+AfNYtv+ecQ2vssbi1p4pWAibjW7CQmO5NNPBkYwCnDjjTfywgt/ZswYxy3b63Q6ZsyYREnJl8yYMZMnn2zuVTuFhXbmzRuNl8suRNsEoPcBqZPGykPXfULeiXTuWlDDxIgtOCk73lLQUN9w3v2lMplMJruw5ID0IvPz8yMrMxMYjb+2jgeG7mB88kwGDRqEIAgMGTKE6dOn8977H/C7Mc78a994OjvRLCDx4b1WajI+4bXn1pKcPJra2lrUajVWqxVvb2+uGBvHyJGL0Gq1qFSqc/KDajQa3NzcuOYqd1Qr11Dk3MjO1kWd9nsuCZOxFbVajaur4xP+ty/TnziRzyvLH6G+8fxBb3OLkkeeHcmTD5STmZnJ0KFDz1mmbd8+0T7ruWvXLo4ezWbChAn4+voSGRWDXu+M4lSKJZVazVXXPETSDD02m4LEIYGkrPwP94w+yomsbOZccQMvvujwp91LAuPHu/Hyy7PZtGkTM2fOdMgytSiKrF27liFDFvHAA31Liv/BB75Mm2Zg1f/KuOJ2LwymngWJbWmzROaNeAAf9yh+97fheDffj0px/uR/DY0N6HQ6eYZUJpP1L7lSU7fIf4kvssGDB/Phh8sJ87TywdIsDhxoIS4u7nTAoFAoUKlUPHD/fWzbto2lgfWsrrgCm3Ru0niNUuTB8YUcWvEakydP4tZ33u40Gf35gpL22728vLj2mqV4btqEIXULecIUGk0qxA5SG/3cyHCRv06soLjI7tBl8nZms5lt27bx0vt30NjiTOfBssCxE548/+oYHrp9F15eXvj5+SEIAna7HbvdTmNjI/v27WPf/qO4uvoxa/YNvPLRUFbtPjcwEs74D+nUa/HF6iRgOXWNz1BZtoPbb/urg59x31RWKnn44Yk88sg3hIRkn/Uz1ht2u51PPvkEN7cR3HabF+ds0Owhs1nAxyeAosIjiOJg6MH+Zb3Ozn+eOcyaFX/l4XsXMt3/XmgFoZMmrHYVx44XED0mGJ1O16exy2Qymazv5ID0ArBardjtbfknoW0Gsn1WJjIyEl9fH76am8GBA8eYNm0aRqPxrEpFgiCg0+kYPXo0LS3bMEu7OWZIRKvTolKqsNlsmC1mhnsVEC/sZ/SttxAZ2fu9n+0EQcDNzY158+ah0WwmNDSF53clsyVHfzoQO5+mpibq6+qIj4/vl0MjBw8eJCwsDFdXNxpbutO+wImiON7/soWW1l0MHRyIQqGgqqqKuro6qqpNSIoYMgseZ9c+f/753vlbks75j7b2Ae6+5x4+ev8Yo0YNtIMyAnV1XnzyyUyCg/fi6+uLt7d3r1s7duwYJpOFxx6Lpq85SNvFxydw5MiP2MWr6O6fJk83E4/cmk76rmf47z9+Tbj5ui5HY7Ko2ZkzhbCkR0hKSpKX7GUyWf+SZ0i7RQ5I+1FTUxPFxcWnc2O2B2ZarZbAwEBCQ0Nxdnbm9ttv56OPPmLmzJnYbDa2bNlCaGgoCQkJZ+XP9PX1ZerUqeh0+7BYTuDm5taWkN1kwmw2U1tby6hRkxwSjJ5Jp9Mxd+5ctmzZwm+Gb8FqGMaO4jDOF4goseJvP4zdbicmpm+1yDvS0tJCeXk5Bmsyotiz/akZOaPw3KXjYOZRzGYT7m5+xAyaiF0TySvv9P0wzY7tO5gzZw5r1gzMvLJqdSjFxbmkp6czadKkXudnPXLkCCNGjEAQOk7U3xuhoaHs21ePdOqDW1d8PI0snb4LN+syHrgplQDzlk6vlyQFlZapHDxqpkq4hYkJCTg5XdzsBzKZTCZrIwekDiRJEgaDgcrKSsrKyqiqqkKr1fJJrSsVBue29EdKBf6mahY0HufQoUMkJCQwdOhQrrrqqraSl3UWMsubmWvIJjIy8pyAwc/PjwkTJpCfn09NTQ0NDQ04OTkRGhrK1KlTHZ7ap51KpeKKK64gNTWVG8LWY20Zzp76sR29CswN3M11Q4uZPn26w6sDSZJETk4OGo2GD74No6yy57Nb2/cNBgY7dFwAQwcdpbEhm+PH7x+QwSjAsWMatm0LIjz8KC0tLb0uJ+rp6Ul1dTXguA8cP/6ooampgQduaeb1j7R0NvPq523ntisz8XdLZ8moUgI8DZ22LUlwsGwBB8sW4ePjw7SkpH7ZSiKTyWSy3pEDUgdpaGhg+/bt5OfnExQUhF6vJ90tgRNeQ9jt4UaT7ac312AnO/ViLXNsOZSU5JOVlYXFYkETGMVnnhNxNR7By6vhvLM3Xl5eDq9L3l3jxo1rW+pVHINt+/Adeg2rjgWevv8/1zeTt2kFkyY90i/BcU1NDSUlJZwoHkt+sYfD2++NCckiMyYcR7LsZOvm2aSmeuOoZWxHi4pqYebMKoKCgvqU/SA5OZnVq9dw7bXpfPXVCIeM7YsvTNx0UyRLZmbz8Qof/vFUExaLBbvd3vZqnjpQplQqsFtrqClZQ/KgRiL9yuD8Z5eweD7J5ysOI3guZciQOOLi4uRleplMduHIS/bdIgekDlBbW8uyZcu4Yt4CHrNPxNXVDZ1OR73SmeqWcw8VlZqVlOJHvs4XhTiED4eW4e6iZ3G2Hy6ShWt0ZXh5hVywcps9FRMTg5+fHzGRuWxL/ZJZ88byeU4ye06qGO1XRJ4k4enp+JRHFouFjIwMNmzTs353DLV1Fzfo83C389//y2bP7rXkH0+ntbWV0aOv4IUXxjBjhuOWsh3F39/Mo48eICjIyrBho/u0XO3p6cmCBfPx8NiLu/sR3n13iEPGeN999/Hxx39lRPA3ZB9SoFarMRgM6HQ6zGYzNpsNrVbLyZMnGRpewZjgXARr/Xnba3B6kC/X+eAbdh9JSUl4eHg4ZJwymUwmcyw5IO2jpqYmPvroI96Lu5f/tUTS4KOkAQFE2r46kW8UQPBkSbk7giBQY4f4xmL8FBbCwsIGbAUZQRBwd3cnKSkJX19f1q1bx3x9Gm88cxWNVbWEhYX1S79Go5GcnBzCI2+kds2F+NGVEPjp7NJzv5OYP6OY7OPH2bJ1C9VVlezYosZimcJXX00AYMmSdbz++l28+OICEhOvY9689kdf3O+lVmvnxRdTKCvLJDn5ZrRa7elUV739OfPy8mLatElUVHzNvfdqeffdKPr6PK+6SuLgwb/R0iIxalQFICBJ0qkxSkgS6HRm7rnnSyaN8kKn2tdhOxJgdbuHrzfFMXjoCOLi4uT0TjKZTDaAyX+h+0AURbZv3864qTP40BJBsaV3L2ettW35MFJl5K8uxzApdH06AX2hKJVKwsLCuP/++9m7dy+v/P1pFAoFd911l8P7kiQJo9HIF9+UkVUS4fD2z6TTioAdldLK0ZQm0tLS2LN7D/u3H2f3Jhg2LJFFC2YSEjKccePKaQua2gKxb765FpBwdf2QzZtX8cUXN5ORMYX//leL0ahAFM8N2LRasFrB7vgS9qeZTAr++MexPPJIGY899jTh4f6EhYWxZMkS3NzcehWUCoKAq6sr11yzlFWrVjN1ag379o3CbFZ2+Dy7o65OJDq6Laep3d5x/lqlUoVOpzudhaIjRtV0vtg2Fh9fb4YMGTJgP9zJZLJfAHnJvlvkgLQPKisrqaur4zlxLMWe539z7C6j0UBtbRXDhg27ZN5ABUFAEATGjx/P+PHjqaqqwtfX1+H9SJJEQUEBI0eNIrPY8a+Ns17C39dMU1MTf32yFGdNFpmZWcydc4yRI0cyevR4srNvYN06iY0b4aWXACr5eb5MSWr794cf3o2nZyNq9Tc4Oa3nq6+W8I9/xFFU5IFKpcJqtWK1WjEajTz9tMjGjQKFhf6cOKHop6V+gZISZ37/+1u46qprmDnzGLt3ryMtLY3p06f3+udNEAS8vLxYvPhKJOl77r7byttvD6GqypMTJ3o30q4Cc7VaS1zcLNKznmdShCta1dkVokRJRVZ2E4KgZNKkSZfM75JMJpP9kskBaR+Ulpbi4+ODn7c/BZa+t6dSqXB2dsZg6PzE8EDm5+fXL+1KkkRRURHu7o4NdpVKiRmTLDg7HefmpbkUFRXx7ReluLtHMH78jRw5ouDIEfj4Y+hp8vf6enfWrLmbhIRiXnhhF6NH7+Huu2Nwc3Ojvr6epqYmamtrqakxM3y4yDPPLGDu3GQslv47cOPhYeXo0XK+/PIkt902nWHDhjnkgI+npye33HILe/fu5eqrtxEfn8Czz/qi0/mTkuLYqYGmJoGHHnLn2msXsi03mMnRK3HWNJy+v9niz7GWhwkKCpCX6WUy2cAgz5B2Sf5r3Usmk4nq6mqOqYOoV7mBAwJSg1JPmjKEEcUFDBkyRM6ReAZJkqipqSEiItmRrbJw5nEWTk8hM7OO555ryyKQmzubwkKJb791TC/HjoUCN6BUlrJjRw5mcyUqlQofH28iI0cRFhZKUVExr7zyFnPn+rBqVd/3Yv6cWi1x110mWloOMHVqIaGhoQwZMqTTZe+e96Fm0qRJREREsGfPHh5+uBKrtYjmZn8yMoIc1g9AY6M73303luZmC8qrFEyJ/h4nZdvhJoOhldLSUiZOnOjQPmUymUzWf+SAtJeqq6upr6/nYGAyuQbHzGjViWp2amJIaMqmoKCAuLg4h7R7OTAYDGQdLae00XF5LxfPSmHyyHSefVaJr+8Ejh514+hR6GsZzPPZuTMYCD7rtq1bAZoAd+6/Px5PzxWsWvW4g3uWuP32AwwefJjg4GASEiYSGBjY9cN6KSQkhGuuuYaioiIKCwtZujSLxsY6CguHOrSfujp/fvhhHE5OKlikZ1rk+6hUEs3Ov8NkMsl5RmUymewSIgekvWA2m8nNzWWHxYc0dXiXp+l74qQmgE2qGDwK22axHJ1Y/lKVmZmJl1coX2xwc0h7d167n+iQVN54YxQVFd5UVDik2T657rrreeGFh/j00ye5+WbHnHD6wx+qyM//gcREG+PHjz+dI7e/CYJAeHg4ISEhRESUoten89ZbeRQURDm0n6amEL7/XotOZyMjaD4PL1xPfv0o/P1PyMv1MplsYJDoNFeyrI2cHboHJEnCbreTkpLC/3YfZ2XoImpEx+YKbRRVeA9JprGx8VQlHJkkSaxdu5YlS5Y4ojVuveowXs7f8/prI8nPvzgFBjpy8802QIWHRy9PA50m8atfCXz4YSoGwzvcfXccS5cuISYm5oJ/wFEqlYSGhhIX585f/2pk5EjHHzBqavLh44/nYdfO4YbnEtizZw+xsbEO70cmk8lk/UeeQugGURSx2+3k5+ezadMmDDaJ+x79PT8e7J/E9f+rdOUmfQLmXSn4+Pig1+sdelJYkqTTOSgHesUaSZLYtWsXAQHhLLi170HG3TfVExO4kVdeGU9V1cCqqFRRYeeKKwaxZctmFIpbgbaZRlFUnT693zkJJyeRkSMr8PT8mKoqVx566F7c3d0v6klzQRBQKpW4u0toNP2zHcJgcOYPf5hBevocnnrqIRYvXtwv/chkMlmPSUA/pvW7XMgB6c9IkoTVakWtViMIAiaTiePHj5OamkpGWT1zl17LHc3JcLD/xmBH4GPXydRn7mZ0cbHD9pJKkoTJZKKhoYGysjKUSiUhISG4uLig1Wod0ocjmc1mKisr+eyLHTz9zPP8+fW+tad1spOZvoXEKH+8vEKpqho4wWi7Tz+9k7vv/p5rrnkAURRxdnbm0KH7yMoahih2FpRKREQ08sYbh9mxYwfz5y9i8ODBF2zcXTEajej1elQqNf21dmWzCcyb18K8eUH9UilMJpPJZP1HDkjPYLFYqKqqIj8/H39/f6Kjozl8+DDbt29n2LBhfBKwkD2lziSH2NnfdG5JUEcLnbqYPWmbcXZ2JjQ0tE9t2Ww2qqurOXz4MJ98cxy75IynhwtRgRsZNmwYY8eOHTBlFUVRpKGhgfT0dH7YWM7qnc/y5fS+B8yJ8eXctrSSZctCOX584AWjAHa7kpUrr+PDDwNobTWQlvYtQUFrKC8Pp7r6/EFWcHABTz6ZQk2NlgceeGDAHegxmUwIgnB6Zr6/LF9ey65dIQPu+ctkMpmsc3JAekpNTQ3Hjh2juqaGNa3eTC/Yi91uJzAwkPj4eGpra7nLsoGioiJumPQMEzL8+31Mb1njuc7fiH3jJiaMG0tERESv9gCKokhRURFpaWmU1MdzoGIpVfU6tE4Sfxhdy67DqWg0h0hMTMTHx6cfnkn3Wa1Wjh49Sl5eHlnZnqzaeiMGU9+DC3c3OxFB2Rw6ZESSwh0w0v5TWWln3rxSAObN8yMurhCr9fyzivHxx7juuk0kJU0bsHsntVotSqUSUXTgCcAOrF69hiuvnN+vfchkMlmPyJWaukUOSIHi4mKysrJY3uCNe8xc1pkC8FDkQtp6li5dyuLFiykvL2fTpk0kJA7nxfz+2Tvaka80I6gLVBCYn0lWVhahoaEkJibi4uLSrcfb7XZOnjzJt2vyySyaysnKOKrq22YHTWaBZ1/3IcR/NgrFDuz2w0yYMOGinOyXJAmLxcLmzZs5nGkm9fAwqhqGUlXrmK0Ebi7NTB+fw6efepOZOTBnRzuiVCqxWq3nDeSSk49z7bUZTJ06nZgYx6XEcjQPDw+qq6tPFX3on+0ht99eh8ViIiEhoV/al8lkMln/+cUHpHV1dWRnZ/MdMewIHIHJ2BZsbrYHMc3dnc2bN+Pl5UVBQQEjRozgj6YR7Gx2TOqhbhEEtjgPo0ERjKeYz+wj21i1ahXJyckMGjSI6OhodDpdh4dW2sttLv98N1/vvo6a5uAOOoCSSicazEMpKfmC6upqwsMv/Axibm4uX331FcOT5vPluqEUlzt2Brq+vp78/HzGjr3D4ZWD+lNUVDR2+05+97tCnn/eD7P5p32ks2dXMmHCXqZNG01UVNSALpEZEBDA0aNHqa+vB/onB6pOt5IlS650aLJ/mUwm6zN5hrRbftEBqdFoJCMjg0/r3Fnvn4RJ+OmNrAJnvvWdyXV12zAYDHwRtIhXjaHkmfp/7+jPiQikiT5MDNKjbUwlPDwcPz8/duzYwerVqzGbzcTHx+Pt7U1gYCAeHh7o9XpaW1t5+92v+GLvk7SavTvtY9VOP1oH+zF4cCXBwcEXNIfjrl27yM7O5t2vH8FtQyClFY6dgXbW2fj7U1l8/50Thw/375Kxo33yiRO//e0ijhx5l5despCYOJOpUy0sXCiwePFBgoMjiIiIGPDZEgICAtDpdDz7bD3PPONPdbVjx/vMM6UoFEqGDnVs8n2ZTCaTXRiXbUDantpIFEUkSUKpVCIIwlmzSGq1GpVKRWmjAXPA2S+FFQXrrMFsdLkeAIugQjRd3Bmo+vo6Kioq+HbneIq+nIvdfgUqpci+z4rJy8ujqKiI9IyjlJWVodVqcXFx4cmn/sx787tegm9sViKoPCktLSUxMbHfA9L278+ePXsoKirjn+/eTbPRg2ajo19jCQQzleX7GDt2Jps3X1oBaV2dxP/9XwDLlz/GypWv8v33L3HffcPw9HShocGFCRPmXxIJ4FUqFfPmzeONN95g+/ahjB5tx2IRsDlg1kAQRLKy1vPyy3fIs6MymUx2iRr472S9IEkSDQ0NbNiwgaysLERRZNq0aUybNu2sNyylUolSqeRWzxoC/URWV509+2lHwC4MnDe4+voGLBYL/gFhZFerABUWm8TQqwcBgzp8zEtrut++v58fjY3Z2O39mzBNFEVqa2tJSUmhpVXFax/dQHWdG/2RE1QQYNeqPB64v5C9e/snFZCTk4Szs4jVasVutyNJ0uncmwqFApVKhVKppL5eopOzSedlsQjceKMTKtXvyM6OYPXqD8jIyOCmm35DQECA459QP3F2dubBBx/kT3/6E++9N5eQkGTmzjWg1WoxGpUYDD1vU6Uys3jxTh56aOZFz7cqk8lkHZKX7LvlsgtIJUmisLCQ1avXIkmjmT59Id7eIrm56ykqKiI6OhpoC4oqKipobGzk40Yf0qou/FJ8V2K1VlQ2Ey0tLZiMRlSVJ3B3dycwMAgy269y3Buwh4cHNput31LzSJJEU1MThYWFbNyUhqCKI+XQDHLz++8QVbB/JZs3bWXUqOvZu9exwUpiokRdXR0jR5q4+eYmSkpKqK2txWazoVar8fX1xcXFBT8/P7y8vHjmGTNlZc6cPKmjN983m01iwYL93HBDA8888wxeXgOnylR3CIKAi4sLL730EmvWrGHjxuU89ZSaxMREVq/2Y9MmJzw83MnMVNDVYXydDiIjLYSGpnL//REMGTIEpXLg/Q7LZDKZrHsuu4C0qKiIjRs3EhDwGPff3/bGP3t2KUuX2k6fVJYkiUOHDvHll1+i0WiYPuNm9GIhXl7e/NDojFm6eLMsQRo7CfYqcnJzuNO7Fk1NAVVVVZhMJgBCxlzP9rzO94P2llarxdhg7JfUPAaDgdzcXE6cOEF5hZG0YwtYvz3e4f20GzGkGas5l6WzN7F/fxRfftm3PK5nmjVLRVXVCf78ZztFRUWntoIEMGbMGNzd3XFycsJsNmM0GqmtraW5uZn09HQWLTLg4+PDiy+6EBo6hE2bevaReckSJ6ZMyWD8+DmXXDB6JkEQWLRoETabrS29V1YWcXE5jBrlQmhoKI8/bsHbOwiFwoeUlHODTLVaZMmSBq6+ugAXl0CGDRt2SWxbkMlkv2DyDGmXLqu/4qIosn37do4cuYLPPtPSPgul1epOp8+RJIktW7ZQXt7ImjVjiY42clV0KnPNZgRB4HidJ8HRscQOiqXRLZDPSi/cYRGdpZlxJ9YytOkYiU1NqMUQ3vzSBaVmFP7+/oSGhPLZ5nA27emfgFkUJdQOfmMXRZGcnBxyc3OxWCy4uLgQEhpI3aZsrppr4Hj+EI5mO/WpD0GQuO2aEzQ3N1NdXU1ZaRmTkowMiVPw5ZfBbNvW8XaG3pg4sY65c0/i4mJDpQpi+vTphISEdGupuLW1lYKCAp544jjNzanY7fFs3dq99F0Ad91VRna23WGVuy42lUpFbGwssbGxtLa2UlxcTHV1NY8+WolSWUNpqR2TSUtcXBx79viRn6/kgQfs5ObuZ9q0Ztzdoxg2bJi8b1Qmk8kuA5ddQFpfX8933/lhs/0USB486EZSUjKStI/U1FQGDYrjyy+nUVHhjd1u5quvqqmsrKSpqZF//7uRiopUKletRKty4b7EqaT5JnPQ6tFhn7OEItxyU7CYzfyQcDN2RW/eHCVeDirjg9deITZYTbllEnuzB+FX70+p2RVTs4KcWuBor16WbisoLGBklKvDZpuqqqrYuXMnNpuNsLAwCgsLKSwsJDw8nL886U5NzRHKqxt446PxFJXqet3PTYvW4+u8maS4ENzc3PDx8eGjj+DQfj/27fvpg0lfjR1bxYIFecTHBxMXF4eXl1eP9iw6OzszePBgwsPDycrKwmDIpK4ukPT0iG49fuvWrdxww6Jejn5gc3Z2Jj4+nvj4eAwGAzU1NVRVVREbW0Vj42Gs1iaiozUMGqRm8mRvEhKSiYiIuNjDlslkMpmDXFYBqVKpJDIykr/97ShPPOGHxdK23FdaquLNN4fw4osefP65REtLINmnZuWqq52org4BQgD4xz+sNDdPoLm5hYSEKua7bMBtzSc8fcUC3vK7koZTSb1Huli5tSWFE6nbmTE6kZ079/Ggi4JXw25tO0nTA98NaeSbPz/JnPBJLN+6FBveVNerIN9xr01XxsQdJcL7MOPHj0en631wCG016FeuXEl2djYLFiygsbGRbdu2MWHCBKZMmYKnpydqtZr9+/ejUlXi6mIFet/nxOQ6Nqyv4dNPF6PVatHr9ZSUiDQ2OmbrQWysjRtvzMbT08asWRPx9/fv9X7F9n2UycnJ+Pr6YjbvpKHBQmFh5xWW/vMfgWPHaomMjOxVv5cSvV5PWFgYoaGhmM1mWltbGTeuCYPBgJeXF+7u7heleINMJpP1inyoqVsuq4BUEAQmTJjAJ598AkwCfgoaamrU/OY34RiNYLefP2DMyVED/oA/Bw9GkpU1nMcfL0FV9hXJP9zOVVdfQ0JCAukH0sDYQkvZfdxxhxfPPQcnTmyHsFt7NOYVw5r59Kn7uevuR7n69yMxmvu2fN0zEjGhVp6/bwf79+1kzqx5REZG9jinZXsKp9LSUrZu3UpqaipLlizhwQcfZOXKlZjNZm6//Xb8/PxOp9+y2Ww0NDTw99eCOJ7X/WXrjvz+70uYmPAJr7wSyg03NNLX3/y2zxMSBw74sHXrek6ePE5ExGAmTpyIt7e3Q05yt394uu02D5ycVjF5ciy33KKiuLjjsZtMR0lOHvWLOrgjCAJarRatVouXl9fp7AXySXqZTCa7/FwyAakoiqfTEZ2ZU7Q916goiqhUKry9vXF3d2fDhnSmTUvmzOXalpaevZHZ7QqMRj0vvDAIeIYNG2r4+uv/smXlZjSaWXz22W20HUgXqK2tx0nTs2BSJ9j57/PPMTNxGIseG4NdvLDBhovezttPppCRkcmjj9yLXq/v0Zu9KIpYLBaOHz/OmjVrUCgUjB07lvfee4/S0lK++OILBg8ezKRJk05/z9qVlJTQ0tKCr28kWSf6tk/XYNJy2223snz5G8AtfWpLrbbx6qt2mpt38O9/H2LRooVcddWvcXNrq87lyGBIoVDg5eXFr351By+88AINDbOAIH6+xcDFRSA1dTe///0NDuv7UiMHojKZTHZ5uyQCUlEUKSsr4/Dhwzg5OREQEICzszNarRaTyURdXR0tLS0MGzYMT09PBg8ezL59qUCyQ/qXJIG20/p+wAsdXnPkyFFmz+vZYZNH1UeppJGJM55G+rz/D0/5eNjw84a8EiUmM0QFG0lL28fMmTNxdnbuUVt2u52CggI2b96MQqFg6dKlhIeHI0kSP/zwA9u3b+e22247nWbrTO0pt6prBXTOQQ54ZgIu7mOorl5FQIBERUXPAxdXVwU+PmYmTMjCYKhl2LCh3HXXHf1eAak9yHrmmWcQxef55JP51NScXTb17bfd2bbNQHh4uByUyWQy2aVGXrLvlksiILXb7eTl5VFeXk51tR/79u1k5MhWQkK8KS2t5+TJAJKSfGlp2c3YsWOJjY3l448/Z/ZsOxs39v9TjIqqwGispjL0lh790G3fsZ0ZQUEs+rUeUezfQMPLzcA9V2Yzb2Izf3pdR36JwN9/VUN5mQ9+fn49akuSJFpbW9mwYQMKhYLg4GCys7NJTU0FIDIykueee+68wZzZbKa2tpYftgaQcqjvJ6RFUeD6+7x54LoAAgMVPPlkz/OoDh8u8eijBVgsGqZMuf6C71FUKBQ89thjuLl9xIcfjqSoKOT0fcePHycqKuoXtVwvk8lksl+WSyIgVavV+Pn50djYSHr6ZHbssJGc7EZDgxVJUrJqVQtKpRGlciXV1dVcccUV2O1m/v3vRoYP75+cne2GDatixIj3GD9+Ao9ah3b7QNM4dxvuTaUMmzYS9XoNmPtvjJ5uZm6aeZC4wBOUlWm5a6EFSZJobNCwcOFCNJqe145Xq9UkJyfT3NyMRqMhMDAQDw8P/P390Wq1nc7kWa1WzGYzXl6O+d4IgsSdN7SQf7KFnBwF0LNKU+7ukJRURX19PTNmzLhoB2ZcXV256qpFwEbWr9eyd68PAAUFBSxaFD3g69XLZDKZrAMS0Isqfb80l0RACm0zSO17FkHBSy81nXV/evphJk92Ydu2URgMu/HxCeDpp7X9Oqbk5CbGjfuWIUN8OTD0euy1qrYfvG4Yq23BIjUSHh6OStW/M1/u+mZGRGcTHR3L0KFDEUXxdMDYmyVgQRDQ6XSMHj26V+NpL6dpNpm44wYbifENlJdXoFDq+Oeb5y7xdz0eiRFxPyAZRvD22z0ve+rqamPSpFrUam88PfunvGh3hYaGMn/+ZNTqg3h6uuHp6YtOV0xExAh5hlQmk8lkl61LIiC12+00NzezYoWVlJRzA6jERIFrrrHz3XdhZGRMJDU1ig0bZjNiRP/NdEVG1jJ58hcMGqQiJf4avqpzx9aDCk+1dbV4azQ8/i8PGpr7d7m+/XSyk1PboauLPdOm0+kYOnQoQ7O2U1W1ltoyLWEBAWQdyQde7nF7j929gcOH8/jhh6t7NR6j0URxcTHjx4/v1eMdSRAEoqKiSE5uQBDSmDt3Pps2uch12mUymUx2WbskAtKWlhZycnLQaCKprT33TTk7W2LtWj3XXltHc3Mj6enBzJ3bP/XYQcLNrYEZM/6Nv78XR5Pu58tKNyw9LDdqMVswmUykZ0vYbP0baLi7uRMYGEhhYSExMTGnb6+rq+PQoUO0trbi5+dHdHQ03t7enQasjkp5FB4ezkO/XorVakWtViMIAnv3/Z22Kebu9iHx0p8OoRTzeOa/izEYer71AMBut2Gz2QgODu7V4x1NpVIxdOhQKisr2b17JXq9Xq5GJJPJZJcqiZ7uJPtFGvABqSRJtLS0UFfXSELCcKD1nGssFvDzi8No/IGGhgIEwaNXJ627Q6Np4srFv6PAZygfxj6CVKFA7EUlIEmS8PDwaAs0+nlvSWaumv+tm8nScd/z9ttv4+npSVlZGUUldQwbNgxXV1f2pR1l+cff4qxX4O3lga+vL8HBwVgsFhQKBYIgkJycjL+/v8OCUnd3d4DT6bueePxXSMILfLPpaSzWzpenlQobv//VPorz1vD220sxmXoXjDo7C+za5c9771Xi6uraqzb6g06nY9KkSXzxxRd4enqent2WyWQymexy1K2AVBCED4F4wHTqppeBw8AywA2wALdLklQoCIIGeAtIALTA7yVJ2tTbAdrtdnJzc8nO9ueTT84NRtutWeOMKEbx+9+n8pe/RFFV5d7bLjsUEiJRV1fGjJmP4TbxRj4JuKpP7bm4ulBXV4fJZOr64j6SEPhukwYfz8VMG55FbW0tyRNn8LffxiKmnh1cvvZ0Db6uRZSXl3OyuBmjUUKlUuCkbKClZSuLFi3CxaVviezb/Tyw9fPzY3CcwItjc3jszwnnfZxaaWDe1E1YW4+zfPlCTKbeB2uSJFFfX+2wQNtRBEHA09OTO+64A5VKJc+QymQy2aVMTvvUpe7OkIYB0yRJOh09CYKwEXhVkqTVgiDMB14HFgG/AxokSZogCEIwsE0QhKGSJPX6HLkgCDg7m4mKKqWhwZe6uo5nwwICJlJS8jl6/QFgKmdWauo+iSlTzFRUNJOT43v61j/9KZv9+1/Ba86jvKia2KvncaY6jRcaQcfIBDN7syWs/bxsD7DsayeWfT2q02se/rsP4HPWbcF+NpaM30x0ZF2/HaxpamoiK+sYmdnBDB52/jKaalULE0ZsZHhcPV98MY36+r4dXGvPcRsVFdWndvpLX8u4ymQymUx2Keju6RYP4G1BEHYIgvC6IAh6IF6SpNUAkiStA4aemh1dCLxz6vZSYA9tdTx7RaVSMW7cOK66Kpqnnz7B1Kl7Wby4iY7yuL//vpFjx67g6qtTCA39nm4feT/DzTebeOCBVdx++xqGDCkAwM8vi5SUb1DPvY9/qRxz8GVlgwsHLa48c3cFrvqBvblkeHQhyQkVjBgxol8CpPz8fPbu3cs/XzPx5Q938NyLHQe9GrWZGeN2MCGpjk2bxpKb2/csCna7nePHj/8iasTLZDKZTDZQdXeGNA34qyRJxYIgPAe8AVT/7JoqwPvUV8UZt5cD52ReFwThPuA+gJCQkJ/ffRYnJydGjx5NTEwMvr6ZlJXtIy5uBC+95H1OXfrvv9czZco8fvvbA7z11kfk5NzezacITzwh4em5DJ0ugtGjPVGp9vPBByZUqk3MmxfLI+pERNFxJ9R9fX3Jy8vDarNx5rciMboSf/1uKisrMRgMuLm5ExQUiH/oNN5fcWFzZPq61xDlc4Do6Gh8fX27fkAvbN26lUGDBrEnfeF5r1EpJZ59rIKDezbw/ffXceyYI4J4iWuuKcLd3Z3Q0FAHtCeTyWQy2c/IlZq6pVsBqSRJ953xz69pC0h/ntXcF6gBKmkLQNsThQacuu3nbS6jbQ8qSUlJXU5ltu+pmzhxIiUlJZjN27j5Zi0BAcP45z/PDpR27PDAYpnGH/+YwQcf/J2RI5/ipZe6XhK32T7H39+VyZMnI0kS/v6lmM37Wbt2J7W1s3hzWCM35Pp2K73TLG874ytTSNmVgqubK1cuXsLdxcGceYJ80KBY8o5vwmq10rbdFgaF1LB47HoCvVsICwvDarVis9morMzjaPZuxsYtZm+2Y0qidsXL1cgj1+xleJyOmJiYfluut1gsuLq6dXq4XhBEBoWlcuRgKMeOOWYP65tvupKdvYN5837Vq+IAMplMJpPJHKPL6T5BEHSCIPz11HI8wDzaZkwzBUGYe+qaWcARSZKswErgnlO3+wPjgBRHDbg9ZdCSJUtYujQAjWYjCxf+h3vuMZx1XWqqgpdfHsETT4zAy+sN7rmn8xm12247THh4M7NmzUIQBJRKJSEhIVx99Wh+85trsdvt7F/+Mp/4ZHU5xiFORpYWrkB9dDv3jYviynA9a174DfNWPswfFWmnrwsLC6O4uBi7re2jU0yYxL8ePYmfRyOHjl3Pr5+6gt88u4DHnlvE/71yG+u3zWVK/AbGDc7txSvXMzonie/+U4FkPEh9fT1vv/02mZmZ2O2O314QHh7OiRMnkKTzfy6x2+2sXr2a+fPnO6zfQ4feZ9Gihf028yuTyWQy2ekZ0ov5dQnocoZUkiSjIAg1wD5BEBqBUuB+wAv4UBCEZ2krfHnnqYe8CrwnCMJe2ua8HuzLgabzcXd3Z9KkSYwfP568vDwOHNjLVVdN5Lvv2uNmgfR0+OtfB3HvvdUsW/YFcCMdxeDXXpvH2LH7mT59Kq6urqdPWysUCgICAvDz80OSJERR5O133uGDSWbubD63SpFakNC01JC87s98UziOXQeeRKFQIAGi/UY+e3sTny9/iZvcXGiYcT+iWnVWzs+TxfDEv9Tct8BEaZmF4tIzZ+201NRN4IctBq5f/D1NrbdwtDDQYa/nzxnNcP9fg3n9iank5OTi6eVDeXk5gwYNOj1mR51Kj4+P5+OPP0GtkjhfvJuyuoinn7Jz7719z5GlVMIjjxwhKiqAYcOG9bk9mUwmk8lkfdPdJfv/Av/92c3NwPQOrrUAt/Z9aJ2Oh9bWViwWC1arlYyMDA4dCmLHDgEfHytKpRK1Wk1JiZ3UVBCEwdx880ZWrEglJ2csdvvZS89FRScICvLDy8vrnCCrfba0vd9pU6fy3c4deCeNpNb2UzDpp7azJiSbl/7+N7wjfs2HX43n7DVoFdfdu5BBUbN46uFdbPrhPbJNVajVarzcTVQ2SEiSgLdvNILyAJWVx1GrA7Baf2pDQkFE5CiamlIxNOejEPwRpf6quiSQXaBm9kOTgclMifuKG+bUsW/fPjw8PPDw8MDb2xu9Xt/nwDQiIoLS0hJO7m8leFjH6bpycg4THh7Btm196gqAZ54x4+ZWypVXXodKNeBT8cpkMplMdtm7uDUke6m5uZkvvviC3/zmA9auXYvBYGDUqGL+859DvPnmEd5//yRr1xqJjTUCsGePB2vXDmXRoh1Mn16BUnn20nBwcDB1dXW0tLR02q8gCMTHx2MrP8nLIRVn3feS034++/A9Fl/9Hi+9PYGON0QK5ObpuPux2ViU/yQs6hZUag9+s3g5vs5HSUoQ2Zvlzgergnjk3iIGx507njUbvNl3eDD3LtiGp0tTB304knD6a/joq6lqjuObtZW88PIO/vjCKr7++muMRmPfexEExo4dS3p6xnmvSU9PJylpRJ/68fQUGDrUwuHDWxgzZgzOHaVqkMlkMpnMkSTaCuBczK9LwCU5PZSeno5SqWTz5ltITKxCpdrI0KFDUanalsBLS0vJz8/nwQedeeONCHJygklPTyAurpLbb9/Gnj3X0tr603J4S0sMpaUZFBW1nbju7PCOQqEgKSmJzMxMcA0CIK41n3U/fsHgyN9z073dOxzz7WpXYCkP3jONdRu/544ZHxEcPhqFZRBJsWqam5sxtBqAc6sHDR8+nNLSrcwcU8e329zPyTTQH177VAXMAGYgIDJmUAo63RHMZjN6fd9P/gcEBHDs6FFgcof3FxYUsGjhLbTtDukZtRrmzrXh5lbG7Nm1REdPJC4urtMSqTKZTCaTyS6cSzIgLSsrIyEhAbtdwbvvuvP888EEBJy9H1AURfbu3cvtt59kxQoNaWm+NDfPoqXlACEhH5CdfR/ts5gbNjhRWTmJhoZvCQkJwdvb+7zL0IIgoNVqzzrcE3zgK25ZdAVX3+1P9+uwt3njf57AHQSH5hIevpFFyUcB2HsoiZq6jk+TH8wIwU2t5v57s1i1M/ycLQj97coJ+1g4PpspU2bg6enpkDaDg4PZu2/Dee+vrqnB29sbKOthyxLz5+dw5ZXNCIJAQEAQERER8lK9TCaTyS4MuZZ9t1xy78omk4nCwkK++SYJm63t1L2zszONjY1nXadQKBgzZgzu7tlIUjZarTM//KCnsXEkf/3rcf7+9/9j0aJH+b//a9uzmJ4eyq23jmTlypXceeed5w1IRVHk5MmTDF88HQphlphPvM7CW8uHY7X2dsZN4Nu1g2hsCScvPx+rxUJ9UwQNTR0vKe/aq+OKCSHs27cPu30uvatI1TsPXZNFqGsK06cvwcvLy2HtKhQKtNrzlwBVq1So1T3/cb3zzpMMGVJEYuIU/Pz8cHNz68swZTKZTCaT9YNLbs2yrKwMd3d39u/XIEkCdXUaPv44gfr6etLT089KHaRUKvHx8cHPz4aPTysAu3fbefbZON5+eyEFBU/y4ovruPvutoqo//nPOJqbNezYseO8/UuSRENDA/riDN5S7yJmz3tMSxpMepZPn5bObTaBHzc7kZMXT37JMBqaOg+chg4dyrFjxxBFsdd99tSts3cwMjqdJUsWOWxmtF1GRgbjx3dcBeub91tRq5UsWlTe43Ytli0sWrSImJgYORiVyWQymWyAuuQC0qqqKjw8PE4vudpsAlu2uPHDD8M5cOAQ2dnZ5wSloijS1PTTDGp2tsjs2e7s2nUnBsNB6uru4eWXP0SjaeVf/7qb1at/OO8BJ0mSyMvL44sP3+PQys+YnDSMNz6cSUn5hU2sHhYWRlNTEzk/2uhNidSeeuK2KqK8djJ2TNKppXPHEUWR48ePc/ujUzq8v6RwC1FRkZw4YelRu19/7YpK1erw8cpkMplM1iNyHtIuXXIBqUajwW63nxV02u0CX36pp7h4KgcOHDhr+d7JyQkXFxcMhrMT5zc1QV6eF3/5y/VoNI9TW1tPUtKDzJ9/B42NteedeVQoFEyePJnxU/7Isq/e4JZfX8vWXe5I3aje5EjevtH4+wdRWnT0gvT37498sTjNZcWKlWzZsoXa2lpMJpNDZmhPnjxJQEAgrcZzl+R1Wgsffvge99//JD3dn2swVOPjIwejMplMJpMNdJfcHtLw8HBSUlKIirJx8CD8FJcKSFIAxcX1GAwG3N3dEQQBZ2dndDodoliGi0siLS1nBjVt//3ll67AIn744Xpycr4FOO/yrkKhIDg4mAPpuQQHDqO0/OLE9Lfe78RNC8P4/vsVwIUoJSrw949G8crjnuzL2MdXK79gxkQfRo4cSXR0dJ/KikqShFKpJDaqBaVSiyAIiKKIzWZjwdS16DVDWbDgKFFRnuTldb+fpqYmgoODez0umUwmk8n6TK5l3y2XXEDq7e2Nm5sb//hHHfPnu5yVOP7VV1uZPRtmzy4nICAAQRAQBIGQkBAeeKCRt95qYv/+jhOvBwdXc+hQPtHRAcycOfO8/SuVSsaNG0dJyTf85r4s3l4+hLyCC3vKvd3ChQv59JO/M2uckU2pfU+91B2PvRQFROHuYmXI8D2kpaXh7e3dp2XxyMhIPDwO8udH16PRaNDpdJhMJlpaWti5cyfuQUH87ndZ6PVBvPlmFIcOde/HtrKykpCQviful8lkMplM1r8uuSV7gClTprBp0yZE8dw8ClFRUZSXl5+1lBwUFITNZiM5uZqODoaHhJRz2225jB0byPTp01EoFNjtdioqKti/fz9Hjx7FZDKdvt7d3Z158+bhrk9lyZxtPHJfA54e/b+P8+d27U9i/LgJjI/65IL3bTaL5OZb8fX17dPsKIBareaaa67B1dUVo9FIS0sLZrMZrVbLrbfeyg033MD06dMpKzvKXXd1fx9pZWUV/v7+fRqbTCaTyWSy/nfJzZAChIaGYrFY+MtfRP74x7Pv27EjDheXTRiNK04HkbGxsYSGhqJSlbNyZSDwUzolP78yrrnmGFdeOeL00nNOTg5HjhyhtraWyMhIioqKaG5uZuTIkajVagRBIDAwkEmTJuHhkcXJk29x05KRvPPJLGy2Czdb+uZ7GmZOvp2RCW8x3PefqN1nk3Yiqd/7VQh2bpy+nivGGxg1KhkPD48+t6lSqc57yh4gJSUFd/dwli8/f2qon6upqSYmZnafxyaTyWQyWa+1V2qSdeqSDEhVKhVjx44lP38jsOCs+44dc6e6ehrLlxvw8XGhqamJ/Px8ioqKqKys5PHH/fjjH2MwGNomh+Pi3AgKambdunU4OTnR0tKCi4sLAQGj+fe/Y/Hy8sRkMjN9+maCgoIICQlBEAQUCgWBgYG4u7szaNAgjhw5QnHRC9xz7x+58sYLN/G8bbcP08eq8dFsINC7ggiPjaQV3UBBVVi/9bnhPRupWzKJi5vv0Fyk59PQ0MA336xk69Z7KSrqXsB/992thIS4Ozw9lUwmk8lkMse7JANSgGnTppGR8RovvVTI44+3B19tewVrary59VYvFAoFkuSB1RrIXXeNIj5+O8OG6VAqf9pTuHevMxMnXs3SpW2nxsPCwhk+vAFBcKKxUUFVFYCGmJgRpKSkcO211561RK3X64mIiCAwMBBf33Te++Bx4GV6eiK8dyQevv11rFZPduz4C0uWaLhy0XEs3z1LlNbK6FGjGTZ8GEr9SG78vWcXY5L4868aqcl/g8OHDhERGcGNtz7DggfPfdytv1fyxFLdeVNjOZIkSWzevJkFCxb2aHbUxaUOHx9nFAqFvIdUJpPJZLIBTjgzfdLFkpSUJG3ZsqXHj7NYLCxbtozy8ipMpkUsXx6GKHY8gyYIEoIgAQKiyKkT+CBJItB2n0KhwGBQYOvgNJxCIXHVVa/zt789jI+PT4d92Gw23n33XQT1NJ7524QeP5+ecNLYmDX2CRbMG8dDDyUgigKC0PY8ly8PIigon/T0DA4dOkhTUwNKj8V8v+8qREl9TlsqpcS9V9cR5/UZQ4eOwsvLlxMnTvD11x8wdsaz/OGtIZgtCrQaO5Jk5S+3fkBosDtz587t92DPYrHwj3/8gzffvAWL5dyx/0Ri4kQNK1b4889/1uLr20Br6xruvfde9Hr5YJNMJhuYLBYLA+F9+GJRq9UoFP23qujl5XVAkqTR/dZBNwg+oyWuTLuYQ4APhIv+OnTlkp0hhbacpL/61a8oKioiJSWF3NxqUlNHYLOdm6RekoTTuUIDAkyoVE2sWOFERUUFjY2N2O12/P39+d3vQsjMVPPzWUFRFBgzZgybN2/m+uuv73A8giDg4+NDSUX/zxw+cvdWdGp3fvObWESxbayS1PY8b721HNACY4Ax+Ps3c/312xgf/S378hdjtetOt6NSilx3RQPThmxGFAfz+OPepKcb0elC+P77P7Ny5Rv85sanefNLD/5092Ekw25cnF0uSDAKcPToUYKCgggOFhFFgcLCjv5wSwwa1MJttx3hT386xNSpU5kzZw7vvKOjvLyc6Ojofh+nTCaT9cYHH3yATqfr+sLL1Pz58887ySP7ZbmkA1JoS8MUGRmJp6cnXl67MZkOcvBgEqLY8fJucHAZzzyTT3FxNjt2+KLX63F1dUWr1bJ//36efLKW224bTUf53uPi4tiz57tOxyOKImp1ZzN5fRc/yM6RrO2MHD6G7tSxr6x0ZcWKscyatQujWUFZQzRKhRJJkvBxb2Ww9xF27/YhKyuC9PS2EqtGo8QNN9Rz770u5B7dyA3TPPFwqmZw0kTi4+Mv2IyjUqnEbrfzwgsnsNlc+d3vTHh6euLq6oqbmxtqtZqSkkIeeSQPb28f/vznP3PkyBE2b97M8OHD2bx5M1FRUfIMqUwmG5AEQeDWW2+V/0ZdzuQ8pN1yyQek7Tw8PJg9ezaNjd+g0x0mJWX0Ocv3vr7pPPBALZGRYSxcOANXV9ez7h8/fjwvv/wy99wziWXLzOf0YbPZulxasNlsqPqYBqkrU8cfI9BLzcsve52Vh7UzxcV+bNkyjqVLs/H3z0OhUKDVarFYnPn88xAOHgwFWs96jIuLCyNGjCA/fwXTRi9m6tR5ODs7d9xBP0lMTESj0VBVVUV5eSlPPmnA2bkOjUaDSqXCxcWFuro6EhOHExMTA8DgwYPZuHEjbm5uZGZmXtDxymQymUwm67nLJiCFtr0o06ZNIy/vfa6+eiaPPtq2dD5+vJbBg48TGtrA0qWTCAwM7PDTqJOTEwaDgeee82TZsopz7i8oKCA0NLTTMdTV1eEf3H/lKpOTWpCsW9i3Lxar1aVHjy0sDCI1NQQ/PzOiKKLVapEkVw4ebDrnWo1G4A9/cKO6uprJkyeTmJh4wYPRdnFxccTFxSFJEmazmdraWhoaGqitrUWSJJKTk8+qyOTk5MTYsWNJS0tDo9H8ovdnyWQymUx2KbisAlKAnJwchg4dyvLlPyWyb27OYOzYMqZPn46Xl9d5l0ZWrlxJcvIYrruursP7c3NzueWW81dx2rJlC75+Cfznnf7bs2hsSSNxsIJ9e6IwGnu+ETw1VQTatxRIwLnBKMDXX/uwffu/mTdvHvHx8QNij5MgCGi1WoKDg08HoKIonq7IdSZfX1/Gjx/PoEGD+nXDvEwmk8lkXZKX7Lt0WQWklZWVFBUV8frr48jNtQICAQHV3HRTMePHTzpvMCpJErt27SIgIIDf/jaSEyfM/PxQ0z//aaKkpOGsAzLtM29ZWVls2rSJgIBQ/vTvW6it1/bL8wsJLGDe9FRWrx7MsWP9GSBK/PDD33nssYfw8vLqcyWm/tRZsOnh4YG7e8elYmUymUwmkw0cl1VA6ubmhsFgYM2aUJKSWtHrjfzjH4UEBkYRFBR03pnRzMxMGhoa+NvfhnHihIb2YFShALVa4oUXdFRXf8ANN1yLRtN2gl+SJKqqqtiwYQMGg43rr7+DCfPCaGpWotVK2Gxgszluk3pwoJl//ekA//iHnYyMcPpzFfqll3KACHx8fC75jfaX+vhlMplMdomTKzV1y2WzlilJEvn5+dhsHowdW4lO18zjj68lJiaM0aNHdxqYNDc34+XlhUqlpz0YVSpFliyxs2FDBaWlr7BgwTxiY2MRBAG73U5OTg6ffLoSF7ehfL/pQYZOikSjthAdUcORlHz+78mTOOsdNUcvYWzNIS3tIPPm3XI6fVV/8PaWyMzcx8KFC+VgTiaTyWQy2QVx2cyQ1tXVkZ2dzfLlg1GrG3nyyUzi4oYyePDgLh/r7+/P0aNHiY42kJPjjN0uMWFCDdOmHSQtzcp9992Hv78/0LZnMTs7my1bD3Ho2NW88HoMUREtBPoW8Ncn08jLO8qLL9YQERHBtYvv4sPP/fv4zCR83A9yy9JvsNmu46WXGvvYXueefbaBhgaXC1ISVCaTyWQymQwuk4DUbDZz9OhR3NzciI+vZNiwIpKTkxk6dGi3Hh8dHU1lZSW3355HRQW0tJi45x4bgwaNJj4+/vR1kiRx7NgxUvce5WTpzazb7ElUWDn33pSGq74IL68gRo26lmPHjlFR5U5ZpV+fntf8K2wUF+xj+rjvkaTb+e9/7X1qryvDh1spL89i3rxp8kEgmUwmk8kcQQL69+37snBZBKS1tbUcO3YMhULBkiVejB07p9M9oz8nCALjx48nKyuLhx8uRhRFhg0bRnh4+DnX7t69G2+/MWz9UMdNS/cR6JtN4mAvkpKW4uTkREpKCsdzLGzYNZnUtN4vec+YVMn0MZtxm9nC6tVXsmZN//40T52qZdasI8TH+1/QxPcymUwmk8lkl0VA6uLiQkxMDBqNhhEjRuDs7NzjgEqhUDBs2LDTaYKcnDqu9DRx4kRWrFjPdQuqGZFoIT5+MCEhIWg0Gr7//ntEyZPPVy4gN9+1w8d3x5ikEsaPWMNHy7VotUmkpZ1bCtXRlMocoqLacnq2H9ySyWQymawrlZWVeHl59XuVwkuWXKmpWy6LgNTV1ZWJEyeiUCj6/AvRVb7N2NhYrr5aQW1tLcOHjzsd/O7fv5+ysmre+Og6yqt6n0B+6kQ7i2dv543XzBQUJGO39/8v+MiRVubOrcDPL+Kc6lUymUwmk51PSkoK+/btY+LEiYwaNWpApwmUDWyXRUAqCMJ5ZzQd3Y9SqSQ2NhZJkk7/4uXm5rJnzx7+texxWg36PvVRW1OAyVCEs3PCBQlGASyWWry8BMLCwuSleplMJpN1SZIk9u/fT2NTMzvifkPZtv/h4eHBoEGD5PcRWa/IJ1d6SBAEFArFWZ8C8/PziY6OxmbT8vOE+j3V3NyMzWbDw8OjbwPtpoQENS+/LGA0GvHx8bkgfcpkMpns0iWKIjk5OeQWlvKd0xVsb/BizLhx7Nmz52IPbWBqX7K/mF+XADkgdYDm5mYCAgIQFH3/VKhSqVCpVIii6ICRda25uZny8nKGDRsmf6qVyWQyWackSaKkpITNKfvZppvCdxXegIDNbzAZmVmnKxjKZD0lB6QOUFNTg5eXFwoHBHR+fn64uroSFdWCr2//7sVRqSSGD2+kpaWF2NjYfu1LJpPJZJe+6upqNu7YQ4puIt82xZy+/cGDvtQ0GWlubr6Ioxug2is1XcyvS4AckPaRxWKhoaGBj770xmrte0BaW+9Lbn4UU6fWEBhodsAIz8/JSeKuu5rx9PS8IHtwZTKZTHbpqqurY+OWbXxnG80P0shz7g8LC6W8vPwijEx2OZAD0j6qra3F19eX5V+4YHVA7fqckwKffjeGFasbuP76GvpzK6kkSRgMhv7rQCaTyWQDVnNzM2vWrGH9+vXU19d3ee26det4vXkcezSjO7xGpVZjs10iGxZlZxEE4TpBEPYJgnBAEISXOrj/kVP3HxYE4Ykzbp8lCMKHgiA0C4KgPeN2D0EQvhUEYbcgCHsFQRjR1RjkgLSP8vLyiIqKQq/vPF1UT9Q2+OAXMAal8hCiaHRYu+eSsFgscqonmUwm+4UxmUysWbMGPz8/1Go1mZmZmEymDq+1Wq2sWLGClw0zyNYP6/Ca98bVUVdRQnR0dH8O+9Jlv8hfnRAEIRz4KzAbGA2ECIJw9Rn3TwRuBCYBY4AlgiC0fyppBv4A1P6s2X8B2yRJmgDcC3zQ1UskB6S9JEkSeXl51Nc38M83kqmoclxACvDZinGsWF3ON98I9E+uYQmbzcbhw4dJSEjojw5kMplMNgBJksThw4fJbdFwff4M7qpaxLpKVzZt2oTJZDp9MKl9FW3F99/zX+N0CpwT4JyzEhJIEmmrP+Laq69Cq9We26FsoJsLfCtJUqPU9s1/B1hyxv0LgQ8kSbJIkmQB3gcWA0iStFeSpNIO2pwP/O/UNRlAsyAInX5akQPSXpAkiaqqKtLSMnnvs9GkHghGFB17Qt1kVhEXN4QDB7b024n7Tz8tJzo6Gk9Pz35pXyaTyWQDk9lsRqlUYRVUNIkallmns7FIYk9qKpIkIUkSLS0t/Lh5Gy9XDiXfJRGEn0IGlSDhprLxj6Rm/iu9wZXj4hk/frycraUjAyPtk48gCGlnfN13xgi9gYoz/l0O+PXg/o6oJEk6c4m3y8fIAWkvWK1WsrOz+XaNJ9tT4+lr7tHziUuYR9qBDOLjHT9FGh5uZ/PmjSxatEj+AyKTyWS/IIIgMGbMGHxtlbwcn4+3xgYIfOxxG2u2p1FQUEBhYSHfrtnAKzme5HhNOD0zKiARpmxgslM+38fuxLD+JcLDQhk5cqRcpWlgq5EkafQZX8vOuK+Ss4PFgFO3dff+jhgFQTjztHSXj5ED0h5qnx1N2ZOLk35Mv/b1hxdCKK+ws2lTiMPbfvrpk8TFxcizozKZTPYLpNPpuOqqq7BmruNO54N4K9oOuE689//YsXMXP2zdxSpjPEcC559+zIxAG4NaDvO882qml31KZmYmV199NVOmTJHr2F/a1gFLBUFoP1ByF7DyjPtXArcJgqAWBEEJ3A6s6qLNNcCdAIIgJACukiTldfaAy6J06IVkt9s5cOAAVnsCazYE9mtfi+Y0obG78OqrP98r3DfXXKNh797tPP74rxzarkwmk8kuHd7e3kybNo3U1FRu0ln51DSKe7Y58dcJD1HSYGJbrvPpa2d71nCTLYVmfREhIUOZOHGiPKHRXe1L9gOUJEnlgiD8DdghCIIF2ClJ0reCIGwDbpAkKU0QhFXAPtqeyReSJKV10eyzwHJBEG6n7RW4q6txyAFpD0iSRGVlJbtSssnMW9Lv/YUHrCMhdjSPPNKEIyezp0wppbU1hICAAIe1KZPJZLJLiyAIBAcHM2XKFPRpaTirJV5tGsuz+9X/3959x1Vd/Q8cfx02KiAoCiqaeySi4cqRuM1B5sxtzjR/ZaXfzEzLzMgcmTnLzPV191U0R5YjJSckYuaeqCigTLms+/n9AdxA7oWLgjjez8fjPh7czzyfDx8u73vO+5wD/BuMeieH0Dz8MM4vlKJ5x464uLgUXqFFgdA0bTWw+oFlPpl+ngnMzGH/Fx54fw/wzUsZpMk+j/744w/qvdSCo0HFC/xc586fp1Qp13zP8dy2bRs+Pj6SOyqEEAJXV1csLS2pmXoJm0xVeS8WieED9TMdkvbRqn4tmjRpIsGoKDDPdQ2ppmkkJiYSEhJCbGwsDRs2pGjRoiYDtZs3b3Lu3HVWbhn2WMpXvnx5Ll68iKZVIb86Tr333n1sbYtRpkyZfDmeEEKIp0fmueaTkpL4+++/OXHiBBYWFqyw70G03o4ilnp+aXwJ/03r8KxSjlde7YyDg4N0WnpYGVOHihw9twFpRvP7f/+7Djs7J5RKxsbGhsaNG2Nllf22pKSksGLFCnr1Hs7c5TaPpYyvtGjP9i0fYGfXlvj4R6/MtraG69eD6dnTEzs7O6khFUKI54Reryc1NZXbt29z9OhRrly5wpWr1yhZxoMWr7Tgx/sN+edOMSxTE5nGctYsDGLIkCFUqVIFpZT8vxAF7rkNSHU6Hbt378bKqiOTJjnzf/93hRIlLpGSkpItIE1NTWX79u3UrtOZFr6PbxaKgaPcaN3Amj17rGnUSMt9h1yMHVuMYsVuU6VKA+kRKYQQz4HU1FRiY2O5cOECwcHBHD0fRrVanrzcZQANXKvy2nbFslA9dqlxfFXqAKFHfqFU3boM9vMr7KI/OzRynS1JPMcBaWpqKnfu3KFcOTcgkSJFipCQkGB0EPqrV69y8eJF5iz1JSUle02lV+0UNH0E0VFR2NrZkap34OKVEnkqj5WlRvMmKUSEhxMVHY1er8dCKRwdbIiKigKcHu5CM/nnn3/o1KkUTk6PfiwhhBBPNr1ez/Xr19mzZw+X4yx5oX47DrvUYEOCDRyDYlYaTZzjaGhxgbqJwcSGxTJixAhKlMjb/y8h8sNzG5BaWVlRunRp/v77FFAVV1dXEhISiIyMxN7ePkvzxLVr19A0jRIO22jV3IfizsWxtLDg3LnzhIXd4tUW4RSxvUpSUhKWlpZE3ivOH7YvoUt5iXMXi+Valo5twrh+LZgRfe8RFhZGfHw8er0ea2trNK0iBw+WAhIf6XorVrTE2fkGJUuWlLnrhRDiGadpGufOneP4uVBOubTgeqW6zL+S8S9fw8fiNNaxtxlZ8h7h4eGUrVIFT09PbGweT0qaEA96bgNSa2tratasyfXrZ3n11Trs2KFn+PCmBAQE4ODggJOTk2FYpLCwMP76y4v+PS4Bi0lKSqJkyZIUtw2jhE8JXF1dWbKkPHZ27sTGxuLkFEO/bocJi7iNTteOazeM10g2b3SBuOg/aOgZQZO6FvznP0UoUcIdV9dSWFpaYGFhSfHiTqxd+2jBKEClSjpatLDE3d1dmuuFEOIZp9fr+f3333Ft0JmfLtSF+/+u62ZxhLYqGJfyzjg5uVCvXj0ZU7SgPcHjkD4pntuA1MLCgipVqhAaGsqpU8H8/ns1YmNfICICvv9ez/XrV7l8+TJJSUns21eJ336ryvXrNbh16yrFit3n3XeLs3ZtKiVLuuLs7Mzp06kkpM/aWqyYRmRkFOXKHWJE/4N8t6w1YXfscHLUWDT7Lr/99hvBwSep5J7Ky69XZNas6tjaunH9uj3Xrz9Y0kfPHQUIDQ0lKSlJxh4VQojnxKVLl6j3ejm48O+y+c31nP1pI68MG0KJEiWkRlQ8MZ7bgFQphYODA97e3ly+vBtPz6t07foanTuX5c039SQmliQ5ORlN07h/347ERGtOngSoxr174OenCAvTuHULHsxWjotTnD7tTNeuXUlNWs5/RiVwIvg0165dZvVPEdSqVYv/vFefVavc+fRTe+7csUKvL7gejDVqWDJuHIANxYsXL7DzCCGEeHLo9fpsfQa+DFI0j76Ps7OzBKOPyxM+U9OT4rkNSCGtlrRs2bIMG9aTEydOsHHjbP78811efDGR1FRbwNbofikpEBaWe83l118n0blzccLD59K0qQ9v9OqHXl+Vrl0jsbS0JCVFkfoYet4lJ8djaxtLuXKVsbCQuRCEEOJZFxsby9WoJNpuy/pvPjRe4VTcmcjISMqWLVtIpRMiu+c6IIW0mtKiRYvStGlTnJyc2LZtI5rWifyYxCo5GapUaYymHWDZsg589VUxIBqwIuUxfVuysAAbmziuX79Oo0aNHs9JhRBCFKqIiAiqV6/BvtTsrW/W1tYkJSUVQqmEME2qy0gLSnU6HUFBQTg4NCO/ZkUC+PprZ1xcvJk48a98O2ZeuLgoVqxwpHjx4pQsWbJQyiCEEOLxun79Ok5OjtmWl9PC0ackydBOj1PGTE2F+XoKSECa7syZM1haWvLBB0XyPZ/TwaEbx4+foFy5kHw9rjmSkpI5deoUrq6uj/3cQgghCse1a9eoW7dulmUvJF5iQMImurRtIcP/iSeOBKTp7OzsCiy/cu5cRVhYP1q2PEDjxpcL5BymJCcnce7cOapWrfpYzyuEEKJwBAcHY21jyy/JXoZlbveC6ZG6hyY1y/HSSy/JVKCPU8ZMTYX5egpIQJquUqVKAIwfH4mFRf4MtZTZb7+V5ciRjlSuvJOmTS/m+/GNUQpmzSqKtbU17u7uj+WcQgghCk9wcDAXLlxgjW1nVocWB8A97iyDiwbR4xVPGjVqlG16bCGeBPJUprO1tcXDwwMrq7OAG/mZR5pGcf58dZKTFe3bH+TevfucPu2Zz+d44IxKo1q1COLiislg+EII8Yw7e/Ys165dY35KO4JTywGKF2xiGet2ihpuZahcuTKWlpaFXUwhjJKANBNHR0eOHj2Glv8VpABomiVXrlQnIMCCRo22Ex1tyY0bNcn/4DfjfGkDI5cpU6ZAji+EEOLJcPv2bQIDA1mY6MNpWw+09P8rWmI8RdU9SpWqJMFoYZFxSM0iTfaZ2NraYmdnV6Dn0DQLQkKqcelSJwYNOkeFCrfJr9mYjJyNS5cu4eHhUUDHF0IIUdg0TeP06dPYOrhQonxVQzAKoE9NJSUlRVrJxBNPAtJMwsLCcHBwoOBzvRX791fj+vUadO++C3t7XYGdKSIigtKlSxfY8YUQQhQuvV6PlZUV6286ExSRtRbUwtISCwsLdLqC+z8jzJBSyK+ngASkmVy+fJk6deo8tt6HZcuWIS4ujtRUfYEcv0uXYoSHh2ebOk4IIcSzw9LSEkdHR4ZWjMbLIS7LOk2vJyUlRWbpE088eULT3blzh3v37vH77+ULdF75zMLCbuPm5oaVVcHk9Xz7rQvFiztha2t8ClQhhBDPBkdHRxISEoiNjTUss9YnUjvuKCVLlpSWMvHEk05N6Y4fP06bNm3o1i0FTXs8Aenly5do165GgeX2JCQkSN6QEEI8B0qWLElKSkpaQFoE/lPuHMGH9jHY25mGDRtRpEiRwi7i8ytjpiaRIwlIgXv37hEVFcXSpdWIiXl8gwXr9RoJCQkF1qs/NTWVxMTEgjm4MEhISMDS0hIbG5vCLooQ4jlVtGhRPDw8eC1iP1fOb8YpxoIJHRpRtWpVCUbFU0ECUuD+/fsopTh7Vk/KY0z+7d27N0ePfkm7dkcYM+YjfHyiyc8hoPR6PcWLF8+34z3tvv32WzZv3pzrdt7e3nz99ddmH7d169a0b9+eKVOmPELpCsbo0aOxtbVlzpw5D32MgwcPEhISwqhRo/KxZA/Hz8+PTp064en58GP4Dh48GC8vL9577z3DMr1eb3aOXWhoKOXKlXvo85sSHh6Ovb09xYoVy/djP6t++eUXoqOj6du3b2EXpdBZWFhQr149AIoV88TDw4MiRYrIUE/iqSEBKeDs7ExcXBxK3QecKahxQR/0zjtJ7Nzpx5UrO1i0aCJLlgzn//7PhcTE/Dl/amoq9+/fz5djPQtCQ0NxdXXl888/N7nNsmXLOHPmzGMsVZouXboQEBBg1rb+/v40a9bMrG3j4+NJTX20eeMOHjzImjVrnoiAdMaMGZQvX97sgHT27Nl4enrStm1bw7LIyEhiYmKybNetWzcaNmzIxIkTczzepUuXqF+/Plu2bKF58+Z5Lv8HH3xAYmIi3333XbZ1zZs3p0ePHkybNi3Px31ebd++nWvXrklAms7a2poGDRoY3sv0oE+IjKlDRY4kIAWKFClCrVq1+Oqrm0yfXpLTp215lKDUzg7c3TVSU1OxsrImNFQjKSn7dno9tGsXjlL1+f335sybN4OPPnqVb75xJyrq0fubpaSkyBRxDwgICKBnz54m18fExFC3bt3HV6BM+vTpwwcffGByfVxcHD4+Po+vQOl0Ot0T8cUmISEBIE9lCQ0NZfHixQQEBFCyZEmj2/z+++/88ccfjB07NtfjHTlyBFtb2yz/9PPi77//pmLFikbXlSxZkqioKJP7Jicn8/3337N69WquXLlCqVKl6NOnD++//75Zf+dHjhzBz8+PkydPotfrad68OVOnTuWFF17Isl1kZCQzZsxgx44dhIeHU7p0aZo3b8748eMpX758tuNevnyZadOmsX//fu7fv0+FChXo06cPo0ePzlKu119/nf379xst2+HDh6lWrVqu1/CghISEJ+LZfJJIECqeVhKtpGvatCk7d+5k4sSTfPutJ0eP2j/UcWxsoEcPHb16XUGn0+Hg4MAnn6Rw/74zLi6lOXgwe8KopkGrVgm4uPSjdu1fePPNRqxbV4GbNx9tOKioqChcXV0f6RjPmvbt27N06VKT62fOnGl2TWV+c3R0pFKlSibXR0dHG10eHx/PjRs3jK6Li4sjOTmZc+fOGV3v5uaGo6NjjuXS6XTExsaiaVqh/rPLGEfR1H0w5rPPPmP79u189dVXRtMwdDodEydOpHPnzkaD/dDQUKKioihatCipqans3LkTDw8P1q1bx7lz56hbt26OX3AeFBYWZrJmtUSJEiavTdM0hg8fzp49e5g6dSre3t4cP36cKVOmcObMGX788cccz7t9+3YGDhxIr169mDRpEjExMXzxxRe0bduWvXv3GlIQIiIiaN26NQ4ODnz++edUrlyZK1euMG3aNFq2bMn+/fuzpCucPXuWjh070qFDB1asWIGDgwMBAQFMnz6dxMRExo8fb9j26tWrDBs2jGHDhmUr34NBsbl0Ol2engchCoXM1GQWCUgz6dChA7t27aJfv0OUK9ean3/OW28jCwt4910bKlfew82b4OLiwtWrV+nTJx4HBwf0+kvExZXhxInstQwAlpYl0Otb4up6mEqV7Ll503iNjrmuXr1qslboeWRhYcEvv/yS48xVqampvPzyy9mWL1u2LMfayzNnzjB37lyj6/LSxP4wDh06RK9evXLcZufOnUaXf/fdd7k2d966dYukpCSuXLlisnbvcbh16xYA58+fN3sfBwcHxo4dyzfffMOUKVOy5WeuXLmSu3fvMnPmTKP7L1++nFmzZgFpNU+apuHu7s7mzZspV64czs7OebqGu3fv4u7ubnSdnZ2doRb4QTt27MDf358FCxbwxhtvAODp6UmxYsUYOXIkw4YNo0mTJkb31el0jBs3jmbNmrFgwQLD8pdeeon69evj5+dnSCEIDQ3F29ubb775xvBFpXbt2tSsWZMGDRqwYcOGLLm3Y8aMoXXr1syfP9+wzNPTk65du+Lm5mZYptfruXHjBt7e3g9VE2pKWFgY165dIzExUYa3E+IpJwHpA9q1a8ehQ4ewsTlGSkp1/P0dzN7X0lKjd+8IduwIZ/To0YbapISEBCIiIrh48SIDBlynWDErDh7MPr98eLjGDz+40batB66uh3B0bE5MTPGHvpbw8HCqVs3/zhdPKz8/P/z8/B5q327dutG0adNsy1NTU2nZsiU2NjZs377daE/7gugAk1mbNm24e/dutuVr1qzh7bffBtJyKQcPHvxQx7969SoAf/31V6EGpJnLkRdDhgyhX79+RjsLDR8+nI4dO1KqVCmj+06cOJHx48ejlOLMmTO0aNGCLVu2UKVKlSzbJScnk5qail6vx87OzmQHqfv37+Pk5MSZM2dwdHSkTJl/PwdsbW1NNtmvW7eOkiVL0q1btyzLu3btyieffMLy5ctNBqT79+8nLCwsWw2xk5MTvXv35qeffmL69Ok4OjpSt25do7WtxmrGg4KCCAwM5Kuvvsq2LnMwCnDz5k2Sk5OpXLmy0TI+rCtXrpCSkkJISAj169fP12MLIR4vCUgfoJSicePGFC0aQljYAYoV68x//2te07lenzafcJUqVbJ8gNvb2+Ph4UHZsmVxcTlFfPzfVK5cneXLY7Md4/ZtK7Ztq0PbtlE0bLiB/fv7kJz8cL1u//jjAL17f/lQ+z5LHiVtYe/evdSuXRsnJyejM16dPHmS5ORknJyc+Pvvv+ndu/dDnys6Otpk0zqkNb+bKzY2lmnTpuHp6YmLiwvTp0+nRYsWeQ4o4+PjOX36NC1atGDnzp3ZAqIH/fbbb9y5cydP5wBwd3enZcuWOW5z/PhxmjZtytGjR7l48WKuwc28efNMjnwQEBBgtEb75s2b2NnZGd4rpQxfMvz9/XnxxRcNwejUqVM5fPgwZ8+e5d69e4Z9/vzzT2rUqGH0vBnHnjBhAs2aNWPcuHFZzmVKUFAQ9evXz/aFx9raGm9vb4KDg03uGxgYCGA0YG3cuDELFizg/PnzeHt7Z1sfExNDYGAgkydPpkSJEllq4gMCArC0tKRSpUpMmDABf39/4uLiqFevHh9//DENGzY0bHv9+nUgLSWgR48enDhxAisrK1q3bs2kSZNM1hrn5MKFC0RHRxueTQlIxRNLmuzNIgGpERYWFtSoUYO7d++yb9+fQGOz9tM0jatXr9KxY0eT2yilCAiI5fDheJPbREXZs21bC8aPdyMy8nMaNHiZli370KeP8eY8Y2bOjOP69TIybShpNcXr169nzZo1/O9//wPSAqePP/6Y3bt3k5ycfcRiW1tbs4bfOXjwIDVq1KBnz54sXryYXr16PXSe5dq1a1m7du1D7fugSZMm4ePjQ0pKCra2tjRv3pz+/fvzyy+/5GkosAMHDuDg4MC4cePo1asX4eHhOQb4c+fOfagc3FatWuUakO7Zs4devXphZWXFsmXLcu2NPmLECAYOHGjW+Q8fPkyfPn1y3Mbf3z9LQObh4UG1atWoUqUKbm5uKKWwsLAwWdsKaXnCGzdu5Pz586xevTrLuoSEBOztjeeuR0ZGmpxpx83NjYMHD5o8Z2RkJLa2tkbTCzJqMjPSITLExMRQuXJlUlNTsbOzo3///rzzzjuULVvWsE1oaKhhnZeXF0uXLuXevXvMmjWL1157jZ07d+Ll5QXAtWvXAPjqq68YO3YsEydO5J9//uGrr76iXbt27Nu3jxIlSpi8BmP27NnDiy++SJ8+ffjss88YP368NNsL8RSTgNQEGxsbqlatSt++R9HrIzhwIPdczN9/T2TLlkgcHBxYs2YNMTExdOjQgfLly6OUIjU1lTt37uDk5E50dM61rgkJdkyf7snPP/uxd+9aVq16n6ZN71OrVi0uXOjCvn2lTc4oZWUFt28H07Rp9lzI59mxY8do1KgRkFbzV7RoUSZOnMiWLVuwtbU1BO86nY6YmBhCQkJyDN5SUlJYvHgx/fr1Y/DgwcyePZsFCxYYmsnzauTIkXz5peka7ejoaLNqOJcvX86uXbvYv38/kydPBuDdd98lICCAN954gw0bNuDgYF4qyooVK/D19aVp06ZUrlyZWbNm5Zj2sHXrVrOOm1fBwcGEhISwatUqPDw8eOuttxg1alSWAOlBtra2ZgcoRYsWzXH9kSNHuHDhQpYOTG+++aZ5hc/Ew8ODXbt2MW/evGznvH37NnXq1DG6n5WVlck0gIzcVlOsra1NfknKWP7g/sWKFWP//v2Eh4cTEBDAunXrcHJyYsKECYZxLXU6HfHx8TRv3pwPP/zQsG+LFi1o2LAhn3/+ORs3bgTS8kqnTJnCsGHDDNedkcPavHlz5s+fb3hWzbVy5Uq6deuGr68vkydP5ocffnjovz0hCpTM1GQWCUhNUEpRqlQpLC0hOvoiNjYlSEoyXfNVujTs2rWFpk2bsmfPHipWrIhSii1bttC9e3fKlClDcnIyly+H4uLS0ORxMktJscDX1x57+6H89Zc7p06F8Oefu3nxxW3odK9z7FgJowP5f/FFAjExN2ja9DUZAiSTBg0aZKsh/e6772jatCkrVqxgx44dAPznP//h5s2budYkrlixgsjISAYNGkTx4sWZOnUqH330ES1atKB27doFfTlGbdu2jYkTJ7Jq1aosNWqWlpb8+OOPhh7Ra9asMTqET2YHDx7k119/NdR4Tp06lR49etClSxej+bQFafLkyXTt2pWyZctSpkwZvLy8GDNmDD///HOOz/jt27fNOn7mJndjVq9eTZMmTXK9Z7lp0KABFy5cyNYJLTExkfPnz9O9e3ej+7m7u5u8lvDw8Cy5qMb2zeiN/mCLSUREBEC2/S0sLKhVqxaQFmB27dqVFi1aUKJECd566y0Aw9/HgAEDsuxbtGhRWrZsyfbt2w3LatWqZTheZtWrV6datWocPXrUZPmNWbNmDVevXmXQoEHY2dnx8ccf89FHH9G2bdt87TQlhHh8Hn2wy2eYjY0NHh4eTJxoTY0aOX+9mTfvLklJ0dy5c4dy5crx6quv0qFDB5o0acLx48eJjIzk4sWLXLxoxaJFeclpVCQkaNSocZMePUoQG/smZcuW4euvbfDwyD5PvatrIocP76Jz587SfPWAI0eO4OXlhZeXV5aalF69ehEXF8eCBQsICQlh7dq1fPzxxzke68SJE3zyySeMHz/eEPgNHjyYli1b8vrrr3PixImCvBSjVq1axdChQ/n000+pVq0aN27cICEhgYSEBG7cuEFcXBxr167F3t6eVq1asW7dOpPHunv3LmPHjmXAgAFUr14dAB8fHwYOHMigQYM4ffr047osFi1axPHjxw2/E6UU8+bNIzAwkPfff9/kfjqdjpo1a5r1GjRokMnjhIeHs3HjxizN/9u3b+fkyZN5vpapU6cSGBiItXXWv92dO3ei0+lMDglVp04dgoKCjE5ycOzYsRwnCshYZyzoO3z4MHZ2dlStWjXHcteqVYsqVapkGUc047impifW683LvU9KSjK7xh7Sxj2dPHky7733Hi4uLkBaUPzyyy/Tu3dvk0OgCSGebBKQ5sLe3p7Y2Ngc54Rv1cqSffu28frrrxtmxrly5QqxsbG0aNECe3t7Dh06xF9/ncbOrssjlScuLo6EhAR++y2R2NisH/gVKmj073+VgQPrUKFCBbOnQnxeNGrUiODgYIKDg7MMU2NpaclPP/3ErFmz6NOnD+PHj6dmzZomj3Po0CFef/11fHx8+L//+78s65YsWUKNGjXw9fXF39+/wK4ls6ioKIYNG8YHH3zAnDlziI+Px9PTE09PT7Zt28amTZsM7zdv3syWLVto164do0aNMjpjUFRUFL1798bS0pLPPvssyzo/Pz9q1aqFr68v+/btK/BrW79+PZMmTeKLL77Ikq5QqVIlli5dyqpVqxgxYoTRwdHt7Oy4e/euWa+cflfff/89Dg4OvPbaa4Zly5cv56effsrz9VhYWGSreb99+zYff/wxL730kmHqxwcNGDCAsLCwbCkRW7duJSwsLMdcWR8fHzw8PPjhhx+yLI+NjWX9+vV07drVMMSTn58fY8aMyXaMiIgIrl27liUPtX379jg6OmY7bnx8PL/99huvvPKKYdmff/7J1KlTs6UGBAUFcenSJbOHRQsNDaVHjx5Ur14929/eDz/8gJ2dHZ06dXqoLwtCFKjUQn49BaTJPheWlpbpgZ3pHK02bW4ARahatSopKSkEBwcTFhaGvb09zZo14+LFVvz++0mcnd3ZtMnIlE15cOPGDcqWvc/q1XFERGTNay1T5jbVq0dStWqzLD2Fn3cHDx7k+PHjXLt2jUmTJnHjxo1svdn1ej3Ozs5cvnyZ8+fPc+/evWydQKKjow15oh07dmTx4sXZgv5ixYqxbt06hgwZwuDBg2nTpg2zZ882a+inmJgYLl26ZHK9qV72169f5+zZs/j7+xtyZDNmHcpo0ly8eHGWfRYsWICvr2+2jkRBQUEMHToUvV7Pli1bsg2ab2Njw6pVqxgwYAA9e/Zk9OjRjB8/Pt/nX09MTGTatGnMnz+fDz74wOiQVW3btuX7779n1KhRhISEMGvWLJNDHz2siIgIFi1axNtvv52lh/vYsWPp2rUrlpaWdOrUidKlS6PX64mJieHmzZtmt1AcPnyYt956i/j4+Cxfkh70yiuv0LlzZ8aOHUtMTAz16tUjKCiITz75hM6dO2epWR0xYgSBgYFs3bqVMmXKYGFhwfTp0xk4cCDvvPMOgwcPJiYmhi+//BKdTpcl/9PT05NvvvmGiIgIhg4diru7O5cuXWLmzJno9XpGjBhh2NbBwYEZM2YYhrjr0aMHMTExzJgxA51OxyeffGLYNjY2lvnz5xMSEsLIkSNxdXXlr7/+ws/Pj6pVqzJ06NBc79Vvv/3GqFGjKFOmDCtWrMg2O5WTkxObNm2iV69edOjQgQ8//JBRo0YZHYrtSWJs3GMhnkcSkOYiPDycIkWKUKSI6U4Pe/fu5cMPm2JlZUXt2rUNOVunTp3i5MmTLF1ajUuXHi33LMOtW7coUaIErq6uZO4YW6OGFT16JOLo6CizMz1g/vz53LhxA09PT+zt7encuTPR0dEsXryYmJgYli1bxqxZsxg0aBB9+/Zl5MiR1KtXj759+zJhwgQcHR0JDw/n5ZdfJjExkc8//5yRI0eazF0sUqQIa9euZdmyZSxatMjs1Ik1a9awZs2aPF+fp6cnBw4cyPN+HTp0MPycmJjI+++/z7p16/D29mbZsmUm8xIdHR3ZsGEDEyZMYN68eSQkJDBjxow8n9+UPXv28N5773Hnzh1mzpzJkCFDTG6bMQD78OHD6dmzJ0eOHDEE/wsXLsw19SI3AQEBODg4MHLkyCzLX375ZX7++WcWLlzI22+/TUREBJqmUaxYMVxdXfHx8cnx9x4WFsbYsWPZvXs3NWrUYM2aNYbUCFOWLl3K7NmzmTNnDrdu3cLd3Z3Ro0dnm7Dh1q1bXL58mZRMCeadOnViw4YNfP311/j6+mJjY0OzZs1YuHAhFSpUyLLdr7/+yrfffsvYsWO5e/cupUuXxtvb21D7n1mvXr1wdnZm9uzZ/PTTT1hYWNCkSRN27NiRJQ2gffv27N69m9mzZzNmzBju3buHq6srvr6+TJgwIccv0Hfv3mXMmDHs3LmTDh06sGjRIpOzi5UpU4bt27czZswYPvvsMywsLLLVpD5pckq3EM+QvM2z81xSOfXOfFzq1aun7dmzp7CLkc39+/f59ddfWbbMiWPHPEmfuTCLt97ScHX9mX79XsfV1TVLkHLixAkuXrzIp5/W58aNnHvxmsPbW/Haa7tZvfo+V6+2Qaf791wvvQQffXQOW1vbAp0V6FmR0ampdu3a/P3333z66aeGAC05OZmVK1dy6NAhlixZYvid7t+/nxo1apgcfscYvV5vVurEypUrcXNzo23btia30el0zJo1i/79+2cJInJiqobUmNmzZ2NlZZVtDvKc/PHHH9SvX58iRYqYtb05QkNDDfm5xjrCGBMTE8OpU6ey1JDGxcWZPa3ksWPHGDJkSLZxSMH832FeffHFF1SoUIHevXtnyykV/9I0jYkTJ1K7dm369u1rdkfN3bt306pVK8OoAOL55OLiEqhpWqEOUqtUfQ2OF2YRAFXo9yE3EpCaoGkaV65cITg4hA0b6rJjh/F/uGPHxlKq1C569eplSLDPcOPGDbZs2cLcua0JD8/bGHsZLCw0Q95V3brxdO++gyVLXLh2LWsvZ0/PZMaN+5sSJUrke7PlsywuLg57e3v5pyWEEM8gCUgNpSj0+5Cb577JXtM0UlNTUUplCUoSEhL4559/WLXKmj17jA9WnbGdk5OT0RqlMmXKUKxYMX7/vRjNmkFMjPnlcnRUpKTEM336P4SGBpKcnIKLizOhobcoW7YSt25B5vHcNU3D2to6X2uqnjXffvstmzdvznU7b2/vbNMsPq1Gjx6Nra0tc+bMeehjHDx4kJCQEEaNGpWPJXs4fn5+dOrU6ZGaOQcPHoyXl1eWOdnzUgsaGhpaINPBhoeHY29vn+/5uM+yhQsX4unpKa1CQjwDzApIlVLlgW8BR9L6a30AqPRltkA4MFDTtHtKqeLAUsAdsARGapp2It9Lnk8SEhI4c+YM1tbWlC9fHkdHRzRN4+LFi1y4cIcKFbqS05xfmpbWtG9siBOlFC1btmTv3j2ULduEmBhH0m5bztzcLJkyJYXwcH9Kl65Ko0bdsba2JiwsjIsXL9KihWLt2vts325PcvK/x0tNTTU6LIxIExoaiqurK59//rnJbZYtW8aZM2fydNzu3bvToUMHhg8f/tBl69Kli9kzHPn7+5v9Dzhj1IdHcfDgQdasWfNEBKQzZsygfPnyZgeks2fPxtPTM0sqRGRkJDEPfDvs1q0bDRs2ZOLEiTke79KlS9SvX58tW7aYHKIpJx988AGJiYlGRzdo3rw5PXr0yHUGKvGvRYsW0adPHwlIhXgGmFtDuhB4T9O0c0opV0APHAT6aJp2Qik1GpgK/B/wNbBP07R5Sqk6wHLA+FgmhUyv13P27FlOnDiBs7Mz169fp2rVqiQlJXHo0ClCQpqzaVPOE9BaWVmiaZrJmVI8PDyoXr06ffr8yuTJPcwqV5cuepKSdtKmTRuqVatmqLmpVKkSTZo04ciRI7Rv/xcBAd5ERNgZrsXYFJgiq4CAgCyz7TwoJiaGunXr5umYV65cITIy8hFLBn369MnWQSWzuLg4fHx8Hvk8eaXT6YwOq/S4JSSkTZ2bl7KEhoayePFiAgICKFnS+Gxrv//+O3/88YdhZIKcHDlyBFtbWxo0aGB2GTL7+++/Tc62VbJkSaKiokzum5yczPfff8/q1au5cuUKpUqVok+fPrz//vtm5fweOXIEPz8/Tp48iV6vp3nz5kydOpUXXnghy3aaprF27VqWLFnChQsXcHR0xNfXl0mTJmWbXSokJISvv/6aI0eOEBcXR7ly5ejevTujRo3KNrZoYGAgc+fO5fjx48TExFCuXDm6du3K6NGjTXZSys2T8mwKIR5drp9iSik3oAgwQinVCAgBFgP3MtV8/gCcIS0g7Qi8A6Bp2kmlVKxSqrKmaRcfOO4IYARQIM1f5tA0jYSEBCpUqEBSUiv++9/j+Pqew8bGksOHm7J5c+7N30WLFkWn0+VYC9WwYUO2bt3Gq6+GsmOHR67HvHMnHAsLCxwdHY02I3p6ehIVFYWb2280aVKXIkWK4OAQT1xcXJ7ng37etG/fnqVLl5pcP3PmzIeaiz0/ODo6UqlSJZPrTXXQiY+PNzkYeFxcHMnJydmGucrg5uaWazCg0+mIjY1F07RCnflLl96r0NyOSgCfffYZ27dv56uvvjKahqHT6Zg4cSKdO3c2GuyHhoYSFRVF0aJFSU1NZefOnXh4eLBu3TrOnTtH3bp1c/yC86CwsDCTNaslSpQweW2apjF8+HD27NnD1KlT8fb25vjx40yZMoUzZ87w448/5nje7du3M3DgQHr16sWkSZOIiYnhiy++oG3btuzduzfLZ/DkyZNZsmQJH330Ea1ateLcuXNMmjSJEydO4O/vb+iA9eeff9KjRw9at27NkiVLcHFxITAwkClTprB792527txpSIPatWsX/fv3p2nTpsybN48SJUpw6NAhvvzyS/z9/fntt98eKt0oISEhT8+DEOLJZU4NaXnSajjf1TRtnFJqGmm1oGEZG2ialqSUyjiWlaZpCZn2vwWUArIEpJqmLQGWQFqnpoe/hIdnYWFB2bJlCQ4OZunSixw4UJHwcFdsba05cMC8oXrSgsbcO8S88UZvVq78BTA9hE0GN7fS3L9/n/j4eKPrixQpwiuvvIKDgwN37twmJiaGokWLUrVqnRynEHzeWVhY8Msvv+DhYfpLQWpqaq7jAm7evBkPDw+8vb2zrTt48CCzZ89m/fr1ZvdUf1SHDh3KNhXlg3bu3Gl0+XfffUffvn1z3PfWrVskJSVx5coVk7V7j8Ot9HHOzp8/b/Y+Dg4OjB07lm+++YYpU6Zky89cuXIld+/eZebMmUb3X758ObNmzQL+nTPe3d2dzZs3U65cuWxj1ebm7t27uLu7G11nZ2dnqAV+0I4dO/D392fBggW88cYbQNoX02LFijFy5EiGDRtmsjOjTqdj3LhxNGvWjAULFhiWZ8wl7+fnZ0ghOHXqFPPnz2fChAmGGuM6depQrlw5OnbsyKZNmwznv3XrFgMHDsTPz89wTE9PT5RSvPfeewQGBtKwYdo0yXPmzMHd3Z21a9caRjGoW7cuTk5OjBkzhh07dpicNtWUuLg44uLi8vQ8CCGeXOZk8UcBJzVNy5j6Yh1peaSlMjZQStkCGSO+J6S/z+AGmDeh9GOmlDLMjd2p01nKlLnP0aPFzA5GARYsSGbfvmiioqJMNtsDVK1aleTkSGbOzD32/vlnjZs3axIcHGyyOcre3p6XX34ZHx8fXn31VVq1akWtWrWe+EGgC5Ofnx9hYWFcv37d5OvmzZts2rQpx+NMmjSJXbt2GV1XvXp1jh8/nm32moLUpk0bo7MPZR5offbs2Ua3yS0YBbh69SoAf/31V4FdgzkethxDhgzh2LFjRjsLDR8+nH379lGqVCkje8LEiRMJCwvj9u3bhpmptmzZwv/+9z/mzZtHmzZtgLTm9Izm45ymzLx//z5OTk6cOXOGmzdvZllna2tLUpLxiTPWrVtHyZIl6datW5blXbt2pVSpUixfvtzkOffv309YWFi2HGcnJyd69+7N5s2bDTm169atw9ramjfffDPLto0bN8bLyyvLebp3754lGM1grBY9ISGBKlWqZBtSy8vLC+Chhr3KeB5OnTol6UpCPAPMqcK5ABTJ1OzeHggCOimlamuadgoYAOxI334b8CawSClVE3DQNM309DOFzMrKirp163Lz5na++y6CIUPKERVl/piDt25pNG1ahps3b1KxYkWTwwdZWVnh7e1FVNQ/QM5jK4aH61m8uCpDh96mePE/adWqldGme6VUtmkIRXaPMlHA3r17qV27tuH96dOnuXnzpslcTldXV959911mzJhBz54985RCER0dbbJpHUzP1GRMbGws06ZNw9PTExcXF6ZPn06LFi3yXMMZHx/P6dOnadGiBTt37swWED3ot99+486dO3k6B4C7u3u2WaMedPz4cZo2bcrRo0e5ePEilStXznH7efPmMWXKFKPrAgICmDt3brblD45DqpQyfMnz9/fnxRdfpEqVKkDavPSHDx/m7Nmz3Lt3z7DPn3/+mW0A+QwZx54wYQLNmjVj3LhxWc5lSlBQEPXr18/2hdPa2hpvb2+Cg4NN7hsYGAhgtAa1cePGLFiwgPPnz+Pt7U1QUBBVq1Y1+jfTqFEjVq1aZfQcmqYRGRnJ7t27mTJlCo0aNaJ+/X9HmOnfvz+ff/45ly5dypKWsnHjRqpXr57j+LumHDt2jJo1axIZGcnBgwdzfX6EEE+2XANSTdP0SqkhwPdKKWvSmuqHAhvSl+mBSGBQ+i6fAMuVUoNIm5sg9zbqQmZlZUXLli3Tm+0GAE6Y0xs+Q4MGLfjjj9XUrVsXBwcHo/9YMoLHkJDr5BaQAuh0lixY8AopKVspWvQIjRo1krnpH1J4eDjr169nzZo1/O9//wP+HRh/9+7dRmtXbG1tjdaorVmzBjc3N8MUncaMHj2aZcuWMWPGDL766iuzy7l27VrWrl1r9vY5mTRpEj4+PqSkpGBra0vz5s3p378/v/zyS56+xBw4cAAHBwfGjRtHr169CA8PzzHAnzt37kPl4LZq1SrXgGLPnj306tULKysrli1blmtv9BEjRuQ4x3tmhw8fpk+fPjlu4+/vnyU1wsPDg2rVqlGlShXc3NxQSmFhYWGythXSUnw2btzI+fPnWb16dZZ1CQkJ2NsbH2IuMjLS5IQMbm5uHDx40OQ5IyMjsbW1NZpe4ObmBvybDhEREWEyp9/d3Z379+8TFRWV5RnasWMHAwYMQK/X4+bmxrvvvsuIESOyfF4NHz4cR0dHhg8fTufOnalRowabN2+mSpUq7N692+R152TPnj288sorxMfHs2zZMglIxRNMA6QWPzdmJbmlN9e3emDxCSBbsp2mafcA30cu2WPm4OBAmzZt8PQM5q23XiGHVrdsPvywKBMmtGblylX06tWTYsWKGf2AdXBw4P79ULOPq2mKxYu74OKymlKlSuVaIyRyduzYMUMgGR8fT9GiRZk4cSJbtmzB1tYWJycnIC3nLiYmhpCQkCz/eGNiYlizZg0DBw7McSB9e3t7Ro8ezRdffMH48eNN9u5+0MiRI/nyyy9Nro+OjjarhnP58uXs2rWL/fv3M3nyZADeffddAgICeOONN9iwYUO2HtCmrFixAl9fX5o2bUrlypWZNWuW0WbaDFu3bjXruHkVHBxMSEgIq1atwsPDg7feeotRo0ZRtmxZk/vY2tqaPW3rg73HH3TkyBEuXLiQpQPTg83a5vDw8GDXrl3Mmzcv2zlv375NnTp1jO5nZWVl8gtpRm6rKdbW1iZrXzOWZ+xvbW2d43kyb5uhWbNm7N27l5s3b7J161aWL19O+fLls9SmJyUlceHCBerUqUPr1q2pWLEily9f5n//+x9eXl60a9fOZPmNuX37Nrt27WLr1q3Y2dnRsmVLTpw4kecRMoQQTw6pcsukWrVqnD59Gk3TKFpUo0WLZJo0iadtW0WXLvb4+hahdWs9zZsnUqdO1uGg/Pwqc/NmHX799Vf27t3LpUuXsuWS6fV67O3z3pO0dGm3bPlmIu8aNGjAkSNHOHLkCN988w2Q1qlnxowZVK1alcDAQAIDA+nUqRMtWrTIVpM4b948dDpdtnnNjenXrx9KKb7//vsCuBLTtm3bxsSJE1m4cGGWGjVLS0t+/PFHYmNj6dChA9euXcv1WAcPHuTXX3/lrbfeAtKaqH/44YdCGYVg8uTJdO3albJly9KpUye8vLwYM2ZMjoEYpAUu5rwyN7kbs3r1apo0aUL58uUf6ToaNGiAs7Nztk5oiYmJnD9/Psv875m5u7tz+7bxVPzw8PAcOzO6u7uj0+mM9kaPiIgAMOyf23ns7e2z1bQ6ODjg6elJ+/bt+e6773jnnXcYMWJEljSCfv36cfHiRebMmUOdOnVwcHBg9OjRzJw5k379+rF7926T5Tdm6tSpeHl50bBhQ+rUqUPPnj0ZPXq0YSQGIcTTRwLSTFxdXfH0rE21an/Qps0Zhg0LYvjwEwwbFkTv3vt5881jDBx4hMGDjzJo0Glq1sz6T2zx4hpcuNCSn39O5vDhw4ake0irVbhz5w6urubVlmVo3Pgy9+/HZsljFA/nyJEjeHl54eXlxdtvv21Y3qtXL+Li4liwYAEhISGsXbuWjz/+OMu+QUFBfPvtt4waNcqsueydnJzo3r07S5cufWzjJK5atYqhQ4fy6aefUq1aNW7cuEFCQgIJCQncuHGDuLg41q5di729Pa1atWLdunUmj3X37l3Gjh3LgAEDqF69OgA+Pj4MHDiQQYMGcfr06cdyTZA2+Pnx48cNvxOlFPPmzSMwMJD333/f5H46nY6aNWua9Ro0aJDJ44SHh7Nx48Yszf/bt2/n5MmTJvcxZerUqQQGBmbrxLNz5050Op3JIaHq1KlDUFCQ0eHljh07luNEARnrjh49mm3d4cOHsbOzMwTCderU4fz580bHQz18+LBZn0NdunRBr9dz4MABAM6cOcPvv/9O586ds23r5eXFCy+8YDI31ZhffvmFdevWMXXqVMOyL7/8kujoaAYPHiwdnMQTSCNtgp3CfD35JCDNxMLCgk6dOvHJJ0Xo3z8JDw8PqlatiouLC/b29lhbW+Pm5sYLL7xA1ao2dOoURLVq/w6IrtfD3Lk2XL7cGDe37LWaeR02x8fnLGPGxPPqq+3yPLyMyK5Ro0YEBwcTHBycpQe6paUlP/30E7NmzaJPnz6MHz+emjVrZtlXp9PRoEEDxo8fb/b5Ro4cyUcfffRQPYjzIioqimHDhvHBBx8wZ84c4uPj8fT0xNPTk23btrFp0ybD+82bN7NlyxbatWvHqFGjjM4YFBUVRe/evbG0tOSzzz7Lss7Pz49atWrh6+tr6HVekNavX8+kSZP44osvsvztVKpUiaVLl7Jq1SpGjBhhNOi3s7MzOrKAsZe/v7/JMnz//fc4ODjw2muvGZYtX76cn376Kc/XY2Fhka3m/fbt23z88ce89NJL1KtnfA6RAQMGEBYWli0lYuvWrYSFheWYK+vj44OHh0e2kR9iY2NZv349Xbt2NYxF279/f5KSklixYkWWbf/66y+CgoIM50lISGDgwIFG70FQUBCA4TMro6nf2JeY0NBQQkNDzU6t2L9/P8OHD2fs2LE0btzYsNzZ2Zn//ve/BAQE0KtXr3yZqEII8Xg993PZP8ja2po2bdqQkpKS40DNOp2OhIQEKleOYMmSUvz11781F/fvJxAfH59lvMGUlBSOHPmHTZtM18Rk1rjxCbp3j+fll1+RnvSP6ODBgxw/fpxr164xadIkbty4ka03u16vx9nZmcuXL3P+/Hnu3buX5UtAkyZN2Lp1a54Ghq9Vqxa1auXegS1DTEwMly6ZHpDCVC/769evc/bsWfz9/Q05shljSA4aNAg7OzsWL16cZZ8FCxbg6+ubrSNIUFAQQ4cORa/Xs2XLlmyD5tvY2LBq1SoGDBhgaCYdP358vs+/npiYyLRp05g/fz4ffPABgwcPzrZN27Zt+f777xk1ahQhISHMmjXL5FicDysiIoJFixbx9ttvZ+nhPnbsWLp27YqlpSWdOnWidOnS6PV6YmJiuHnzJp07dzYryDp8+DBvvfUW8fHxWb4kPeiVV16hc+fOjB07lpiYGOrVq0dQUBCffPIJnTt3zlKzOmLECAIDA9m6dStlypTBwsKC6dOnM3DgQN555x0GDx5MTEwMX375JTqdjg8//NCwb8WKFXnrrbeYPn06AC1btuTcuXNMnjyZl156yZBDa29vT8WKFRk3bhxnz57F19cXe3t7goKC8PPzo0KFCvj6pnUlqF69Ou3bt2fu3LnExcXh6+tLkSJFDLM8WVpaMnr06Bzvk16v57vvvmPatGn07NkzWwsGpNW2rlu3jn79+tGiRQv8/PyM1soKIZ5MEpA+IGOYl9zG87Szs0vvBBONvX0ymXvl37lzh+vXr9O+fXvDsvPnz+PpWY89e3KulG7Txo7XXz9OUtJdOnZsS/HixQt1dpxnwfz587lx4waenp7Y29vTuXNnoqOjWbx4MTExMSxbtoxZs2YxaNAg+vbty8iRI6lXrx59+/ZlwoQJhqAs8+9h79692NjYYGdnR0RERL6M/7pmzRrWrFmT5/08PT0NzaN50aFDB8PPiYmJvP/++6xbtw5vb2+WLVtmMi/R0dGRDRs2MGHCBObNm0dCQgIzZszI8/lN2bNnD++99x537txh5syZDBlieqCOrl274ubmxvDhw+nZsydHjhwx9BJfuHCh0cAlLwICAnBwcMiWN/zyyy/z888/s3DhQt5++20iIiLQNI1ixYrh6uqKj49PjgFpWFgYY8eOZffu3dSoUYM1a9YYUiNMWbp0KbNnz2bOnDncunULd3d3Ro8enW262Vu3bnH58mVSUv5tpuvUqRMbNmzg66+/xtfXFxsbG5o1a8bChQupUKFClv2nTZtGhQoV+PHHH/nyyy9xcXGhS5cufPzxx1me888++4z69evz448/sn79enQ6HeXKlaN379689957WTrOrVixgmXLlrFx40bWr19PQkICbm5utGnThtGjRxuG0jImODiYt99+mzNnzvD+++/z0UcfmfxMbNKkCTt27GDo0KEMGjSIX3/91egEFkI8XtLL3hwqt04Bj0O9evW0PXv2FHYx8uzChQscP34cZ2dXrKxssLKy5J9/zpCSksTAgX0NQ0BpmsaMGTN46aXO9O5tKv9Qo2ZNjc8//4ewsBt069YNW1tbCUYLSMawT7Vr1+bvv//m008/NQRoycnJrFy5kkOHDrFkyRKjv4O3336brVu3otPpcHNzY/ny5SabW82xcuVK3NzcchyPUafTMWvWLPr3758tiDDFVA2pMbNnz8bKyorRo0ebPcvUH3/8Qf369R9q2kdTQkND+eSTTxg/frzZNcwxMTGcOnUqSw1pXFyc2dNKHjt2jCFDhmQbhxTSaucKYsi1L774ggoVKtC7d+8CT+t4msXExPDee+8xfPjwLM30OUlMTCQgIIBWrR4cHEY8b1xcXAI1Tauf+5YFR6l6GuwvzCIAToV+H3IjAekjOnnyJOfOnSM+Ph57e3tKlSqFl5dXlubea9eusWbNer76ahDGxzfVKFcujrlzr3Dr1i2zZs8R+SMuLg57e/sch3ESQgjxdHoyAtK6GhR2jFOi0O9DbqTJ/hHVqVPH5NiBkNZhYcuWLbz44hAg++Cmnp56IiIu8/77ZwEPCUYfs/zOfRRCCCFE3klAWoBiYmI4cOAAycntGT48lcy1o7Vr6yle/Bpdu0ag14fSsGGTPHWAEUIIIYR4VkhAWoCuXLmCra0tP/1kR2JiWjDq6ppC69aXKVEilLp1LShZsiR16/bM1ptZCCGEEM8C6dRkDglIC1BkZCTFixdP75yk8e23Cezbt5VWrUpTqVJlPDw8cHFxkfxFIYQQQjzXJCAtQElJSTg7O2NpacWHHx4iLOws77zTjhdeeIEiRYpIICqEEEI886SG1BwSkBYgCwsLUlJS6N//f7i6OtK16xisra0LZAgZIYQQQoinlQSkBahcuXJs2LCBjh07Uq9ePakRFUIIIYQwQgLSAlSzZk0mTZqEUkoGuBdCCCGeWym5b/Kck4C0gEnzvBBCCCFEziQgFUIIIYQoMNKpyRxSfSeEEEIIIQqVBKRCCCGEEKJQSZO9EEIIIUSB0ZBOTbl7IgLSEydORLi4uMQDEYVdlmdUSeTeFiS5vwVL7m/BkvtbsOT+Fhxz7m2Fx1EQ8eieiIBU0zRXpdRxTdPqF3ZZnkVybwuW3N+CJfe3YMn9LVhyfwvO03NvpVOTOSSHVAghhBBCFCoJSIUQQgghRKF6Iprs0y0p7AI8w+TeFiy5vwVL7m/BkvtbsOT+Fpyn5N5KpyZzKE3TCrsMQgghhBDPJKVqabCqkEvhHfik59s+STWkQgghhBDPGOnUZA7JIRVCCCGEEIWq0ANSpVQvpdRRpVSgUmpWYZfnaaSU6qGUWq+UupZpWXml1E6l1J9KqX1KqQrpy22UUkvTlwcppdoUXsmfDunP6CGl1IH0+1xEKeWllNqvlDqslNqqlHJO37a4UmpT+v09opSqW8jFf+Ippf6Tfr/+Ukr9mP6MyvObz5RSnyil9qX/LM9vPlFK/ZR+H/elv3zl+c0/6fdys1Jqj1Jqt1Kqjjy/z6ZCDUjT/0g/B9oC9YFySqnuhVmmp1Q4MBqwybRsKTBf07QmwAzgu/Tl44Go9OVdgIVKKdvHWdiniVLKBfgP0ErTtObAVWA4sBZ4V9O0xsAOYGr6Ll8D+9Lv73Bg2eMv9dNDKVUScAKaappWDygCvIY8v/lKKVUfqJj+s0Ke3/xUHvDRNC3j5Y88v/lpIfAfTdNaAX2BGzx1z29Gp6bCfD35CruGtAOwSdO0aC2td9VioGvhFunpo2nafk3TDLNVKKWKADU0Tduavn47UFspZQN0Ju0+o2naDeAQ0Ozxl/rpoGnaXaCZpmkJ6YusAB1wT9O0E+nLfgA6pf/cMf09mqadBGKVUpUfX4mfLpqmRWia9rGmaZpSqhjgCJxGnt98o5SyB+YAE9IXVUOe3/xUHFiklPpDKfWdfP7mH6WUG2lfUkcopQ4AnwHlkOf3mVTYAWkJICzT+1tAqUIqy7OkOGm1ppndIe1+yz3PI03TdEopO6XUXMAeOEWme6hpWhL/dhC0yhS8gtxfsyilVgOXgb1AFPL85qevgbmapt1Jf5/lHsrz+8iOA59omvYKac/tfOT5zS/lgXrAivQWqrukPc/y/D6DCjsgvU3Wh8UtfZl4NBGkffBl5pq+XO55HimlygH/A3ZqmvYWaR+GpTKttwWS0t8mPNAEJ/fXDJqm9SNtzunGpNV2yPObD5RS7QFnTdM2Zlqc5R7K8/toNE0boWna9fS3G4AXkOc3v0QBJ9NrOwHWAak8dc9vRi/7wnw9+Qo7IN0OvK6Uckh/PwTYUojleSakf2MMUUp1AEhPnP9b07Rk0u7vsPTlpUkLAAIKq6xPOqWUHfATMELTtB0AmqZdBIoppWqnbzaAtDwmgG3Am+n71gQcNE279FgL/RRRStVVSg0C0DTtPnCOtCY6eX7zR2fANb1TyGagNjAFeX7zhVLKXin1eXpzPMCrpNWYyvObPy4ARTI1u7cHgpDn95lU6APjK6X6AeNI+4ZzQNO0cYVaoKeYUipM0zS39J8rkBZI2QCJwJuapl1N/+BcSloemQImapr2WyEV+YmnlMrI+TqfafEewJ+0ZHs9EAkM0jTtXnpvz+Wk1YhowOhMuU7iAen5jd8A3kACEEraP+ySyPOb75RS+zRN80nvfSzPbz5QSr1LWhAUTVqHm5GAC/L85gulVB3SPiOsSWudGgpU4il6fpWqpsGCQi5F2yd+YPxCD0iFEEIIIZ5VEpCap7Cb7IUQQgghxHNOpg4VQgghhCgwMnWoOaSGVAghhBBCFCqpIRVCCCGEKFBPx2xJhUlqSIUQQgghRKGSgFQIIYQQQhQqabIXQgghhCgw0qnJHFJDKoQQQgghCpUEpEIIIYQQBebJn8teKdVLKXVUKRWolJplZP076etPKKXGZVreUil1KH3dyoxpdJVSPkqpK0qpfemvXGcGkIBUCCGEEOI5lT7V+OdAW6A+UE4p1T3T+qZAH6AZ0BDoqpSqr5QqBiwDemqa1hC4Bfxf+m4Vgemapvmkv0bnVg4JSIUQQgghnl8dgE2apkVrafPJLwa6ZlrfGVimaVqSpmlJwI/Aa0BT4E9N00LTt1uUab8XAB+l1F6l1E6lVN3cCiGdmoQQQgghCozGEzAOaUml1PFM75domrYk/ecSQFimdbeAUpnelwAOPbC+US77XQH+1jRtvVKqJrBZKVVL07RUUwWUgFQIIYQQ4tkWoWlafRPrbpPWxJ7BLX1Z5vWljKw3tRxN05ZlLNQ07R+lVDRQBrhuqoDSZC+EEEIIUWCe+E5N24HXlVIO6e+HAFsyrd8CDFRKWSulLIFBgD8QADRSSrmnbzc0Yz+l1HClVJ30nysAxUmrQTVJakiFEEIIIZ5TmqbdUkpNB/5QSiUBBzRN26SU2ge8oWnacaWUP3CUtNyDtZqmHQdQSo0CtimlEoELwNT0wx4F5iulLAA9MFDTtBzzFlRa/qoQQgghhMhvSlXUYEohl+LNwBya7J8IUkMqhBBCCFFgnohOTU88ySEVQgghhBCFSgJSIYQQQghRqKTJXgghhBCiwGT0shc5kRpSIYQQQghRqKSGVAghhBCiwEinJnNIDakQQgghhChUEpAKIYQQQohCJU32QgghhBAFRjo1mUNqSIUQQgghRKGSGlIhhBBCiAIjnZrMITWkQgghhBCiUElAKoQQQgghCpU02QshhBBCFBjp1GQOqSEVQgghhBCFSmpIhRBCCCEKjHRqMofUkAohhBBCiEIlAakQQgghhChUStO0wi6DEEIIIcQzSSm1EyhZyMWI0DStQyGXIUcSkAohhBBCiEIlTfZCCCGEEKJQSUAqhBBCCCEKlQSkQgghhBCiUElAKoQQQgghCpUEpEIIIYQQolD9PyutOVn6EVRmAAAAAElFTkSuQmCC\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"# japanize_matplotlib matplotlibで日本語を表示できるように\n",
"import japanize_matplotlib\n",
"import japanmap as jm\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"\n",
"# 都道府県別のデータ CSVをPandasで読み込む\n",
"df = pd.read_csv('/content/SSDSE-E-2022v2.csv', encoding='shift_jis', header=2)\n",
"\n",
"# 最初の行「全国」を削除\n",
"df = df.drop(df.index[[0]])\n",
"\n",
"# ターゲット列を生成\n",
"target =\"人口比外国人人口\"\n",
"df[target] = df[\"外国人人口\"] / df[\"日本人人口\"]\n",
"\n",
"\n",
"# グラフに使うカラーマップを作成 OrRd\n",
"cmap = plt.get_cmap('jet')\n",
"\n",
"# カラーマップに合わせて色分けするために、最小値と最大値、正規化関数(ノーマライズ関数)を定義\n",
"min_val = df[target].min()\n",
"max_val = df[target].max()\n",
"norm = plt.Normalize(vmin=min_val, vmax=max_val)\n",
"\n",
"# グラフ用の領域(サブプロット)を作成\n",
"fig, ax = plt.subplots(1,1, figsize=(12,12))\n",
"ax.set_title(target, fontsize=26)\n",
"fig.text(0.3, 0.22, f\"最大 日本人一人当たり{round(df[target].max(),4)} 人\", fontsize=\"xx-large\")\n",
"fig.text(0.3, 0.2, f\"最小 日本人一人当たり{round(df[target].min(),4)} 人\", fontsize=\"xx-large\")\n",
"\n",
"# カラーマップの凡例を表示\n",
"plt.colorbar(plt.cm.ScalarMappable(norm, cmap))\n",
"\n",
"\n",
"# コロプレス日本地図画像用の関数fcolを定義します。\n",
"fcol = lambda x: '#' + bytes(cmap(norm(x), bytes=True)[:3]).hex()\n",
"\n",
"# 日本地図を表示\n",
"plt.imshow(jm.picture(df[target].apply(fcol)))\n",
"plt.savefig(f\"{target}.png\")\n",
"plt.show()"
]
}
]
}
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