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@danwahl
Created November 29, 2019 02:46
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Chicago Budget
Finance and Administration Infrastructure Services Public Safety Community Services City Development Regulatory Legislative and Elections General Financing Requirements Deductions Grand Total Chicago Police Department Department of Public Health Mental Health Services Lead Poisoning Prevention
2013 490.80 1,046.10 1,918.50 99.50 62.30 51.70 35.10 3,232.90 -396.80 6,540.10 1,270.70 29.30 9.10 9.88
2014 514.60 1,068.80 1,976.10 135.50 62.60 56.60 38.70 3,549.60 -411.00 6,991.50 1,313.00 28.10 9.51 6.66
2015 531.00 1,104.30 2,082.50 147.70 70.80 57.60 52.50 4,280.00 -647.50 7,678.90 1,398.10 29.50 9.59 8.61
2016 516.80 1,129.20 2,133.70 153.10 72.10 63.30 41.70 4,444.70 -716.00 7,838.60 1,410.00 30.40 9.40 7.18
2017 535.00 1,187.00 2,210.00 167.70 93.50 66.40 38.90 4,766.30 -774.20 8,290.60 1,460.60 32.00 10.23 8.87
2018 546.60 1,213.40 2,318.00 175.20 111.80 65.90 43.00 4,836.90 -714.30 8,596.50 1,535.60 32.90 10.74 9.35
2019 555.10 1,292.90 2,374.20 195.30 96.00 68.80 62.20 4,947.70 -732.20 8,860.00 1,591.70 36.00 12.43 8.38
2020 580.80 1,345.70 2,519.90 233.30 161.00 69.00 45.70 5,939.20 -1,000.70 9,893.90 1,696.70 55.20 21.16 11.77
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{
"cells": [
{
"cell_type": "code",
"execution_count": 149,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.cm as cm\n",
"import matplotlib.colors as colors\n",
"import matplotlib.ticker as ticker"
]
},
{
"cell_type": "code",
"execution_count": 122,
"metadata": {},
"outputs": [],
"source": [
"data = pd.read_csv('chicago-budget.csv', thousands=',', index_col=0)"
]
},
{
"cell_type": "code",
"execution_count": 162,
"metadata": {},
"outputs": [],
"source": [
"num = len(data.columns)\n",
"cmap = plt.get_cmap('tab20')\n",
"norm = colors.Normalize(vmin=0, vmax=num-1)\n",
"sm = cm.ScalarMappable(norm=norm, cmap=cmap)\n",
"color = dict(zip(data.columns, [sm.to_rgba(i) for i in range(num)]))\n",
"formatter = ticker.FormatStrFormatter('$%1.0f')\n",
"formatter2 = ticker.FormatStrFormatter('%3.0f%%')"
]
},
{
"cell_type": "code",
"execution_count": 163,
"metadata": {},
"outputs": [],
"source": [
"figsize = (12,8)\n",
"linewidth = 5\n",
"marker = 'o'\n",
"markersize = 10"
]
},
{
"cell_type": "code",
"execution_count": 152,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7fdf6dbb6a90>"
]
},
"execution_count": 152,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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cyrMUQgghxLVHRuavUenp6TRq1Ag3Nzf27dvH1q1bL3jN/fffz5w5cwCwWCykp6dz//33ExkZyZkzZwBITU3lyJEjRa4rDNybNm2KyWRy5JiXp2vXrnzzzTcA7N69m127dpUos3//fkwmEydOnCAxMZHExEQmTJjA4sWLad++Pb/99htnz56loKCApUuXXrDNS2EymUhPT6dPnz588skn7Ny5E4B69eqRmZlZ5nXp6encfPPNACxatMhxvKzrGjRoQKNGjRz58F999ZVjlF4IIYQQojgJ5q9RvXv3xmw24+Xlxfjx4+nQocMFr/n000+JiorC19eXwMBA9u7dS6tWrZg6dSo9e/bEz8+PHj16cPLkySLXNWzYkGeeeQYfHx969epFUFDQBdt67rnnMJlMeHl5MXHiRAIDA0uUWbx4cYl5Ao8++iiLFy+mefPmTJo0iY4dO9K5c2e8vLwu2OalyMzMpG/fvvj5+XHvvffy8ccfA7bUn+nTp9O6dWsOHjxY4rpJkyYxcOBAAgMDadq0qeN4v379WL58uWMCrLNFixbx2muv4efnR3x8PBMnTrys9yaEEEKImksVrjpyvWvbtq0uvs55QkJCkSDxaixNKUR1VvxvRAghhBAXppSK01pXyTrjkjNfCRJ4CyGEEEKIS5GVdq5K65NgXgghhBBCiMvs7PFjxP24nL0bonAxGGpVVb0SzAshhBBCCHEZaK05nrCb2B++49CO7SiDAW210uiGurdVVRsSzAshhBBCCFGFrBYL+7fGELtqOacP/Y3BaMRgNKKtjrmqqqrakmBeCCGEEEKIKpCfk82f639hx+qVZKScwWB0wejiguUy7g0jwbwQQgghhBCXIDM1hT9+WsXOtavJz8nGYDRidK2FpaDqVkEsi6wzX825u7tfsMzGjRvx9vYmICCgxM6llbVw4UKSkpIuqQ5nM2fOJDs7u8rqc2a1WhkzZgw+Pj74+voSFBTE4cOHq6TukSNHsnfv3iqpSwghhBDXpuQjh1nz+cf878Wn2b4ykoK8XIyurlgtlisSyIOMzFfK6rhk8gqsVVZfbVcDfQKbXXI94eHhTJgwgaFDhxY5bjabcXGp3K944cKF+Pj4cNNNN5U4Z7FYMBqNlapv5syZDB06FDc3twpfU9F+R0REkJSUxK5duzAYDBw/fpwbbrihwu2Udz//+9//KlyPEEIIIa4fWmuO/BlP7A/fcWTXHyiDbWzcYDTagnhr1cWKFSEj85VQlYF8ZeuLjo4mODiYxx57jHvuuYchQ4agteZ///sfS5Ys4Z133mHIkCFER0fTpUsXQkJCaNWqFQD9+/cnMDAQb29v5s2bB9gC2bCwMMeo9ieffEJkZCSxsbEMGTLEMcrv6enJG2+8QZs2bVi6dCnBwcEUbq6VkpKCp6eno75XX30VHx8f/Pz8+Oyzz5g1axZJSUl069aNbt26AUW/aYiMjCQsLAyAsLAwRo8eTfv27Xn99dfJyspixIgRtGvXjtatW7Ny5coSz+TkyZM0b94cg/2P6JZbbqFRo0YArF27lo4dO9KmTRsGDhyIyWQCKHI/06dPp127do76EhMT8fX1BShynz/99BNt2rTB39+f+++/H6DM/u3Zs4d27doREBCAn58fBw4cqPDvWAghhBDVl8VcwJ7ffuXL119i2fvvcGzPn7ZJrVqjrVasFstV6ZeMzNcgf/zxB3v27OGmm26ic+fObNq0iZEjRxITE0Pfvn157LHHiI6OZseOHezevZsWLVoAMH/+fBo3bkxOTg5BQUE8+uijJCYmcuLECXbv3g1AWloaDRs2ZPbs2cyYMYO2bc9vStakSRN27NgBwNy5c0vt27x580hMTCQ+Ph4XFxdSU1Np3LgxH3/8MVFRUTRt2vSC93f8+HE2b96M0WjkzTffpHv37syfP5+0tDTatWvHAw88UGTkfdCgQdx7771s3LiR+++/n6FDh9K6dWtSUlKYOnUq69at44YbbuDDDz/k448/ZuLEiSXu59tvv+Xw4cO0aNGCiIgIQkNDi/QpOTmZZ555hg0bNtCiRQtSU1MBeP/990vt39y5cxk7dixDhgwhPz8fy1X6wxZCCCFE1cjNMrFr3U/sWPM9WedSbfnwl3lSa2VIMF+DtGvXjltuuQWAgIAAEhMTuffee0stVxjIA8yaNYvly5cDcOzYMQ4cOMDdd9/NoUOHeOmll3jooYfo2bNnme0WD3BLs27dOkaPHu1Ij2ncuHGl7g1g4MCBjrSXtWvX8v333zNjxgwAcnNzOXr0KF5eXo7yt9xyC3/99Rfr169n/fr13H///SxdupScnBz27t1L586dAcjPz6djx46l3s+gQYOIiIhg/PjxREREEBERUaRPW7dupWvXro7nWXhfZfWvY8eOvP/++xw/fpxHHnmEO++8s9LPQQghhBBXX0byGXasWcmudT9TkJeLMhgxurpiKSi42l0rQoL5GqR27dqO10ajEXMZnwidR6+jo6NZt24dW7Zswc3NjeDgYHJzc2nUqBE7d+7k559/Zu7cuSxZsoT58+dfsD4XFxes9lyw3NzcSt+DUueXVS1+vXM7WmuWLVvG3XffXW59tWvX5sEHH+TBBx/Ew8ODFStW0LNnT3r06MHixYsveD+hoaEMHDiQRx55BKVUhYPvsvrn5eVF+/bt+fHHH+nTpw//+c9/6N69e4XqFEIIIcTVd/rQ32z/4Tv2b41Ba41SyjESb7FWv2/cJWf+Gpeenk6jRo1wc3Nj3759bN26FbDlu1utVh599FGmTp3qSDupV68emZmZZdbn6elJXFwcYMt5L9SjRw/+85//OD5gFKajFK/Pw8ODhIQErFar49uC0vTq1YvPPvsMrW2bK/zxxx8lyuzYscOx8o7VamXXrl3cfvvtdOjQgU2bNvH3338Dtvz2/fv3l9rOHXfcgdFo5L333iv1G4gOHTqwYcMGxyo5hfdVVv8OHTpEy5YtGTNmDA8//DC7du0q8x6FEEIIUT1oq5VDO7azZPIEvp4wjv1bYwAcO7ZWl5Sa0kgwf43r3bs3ZrMZLy8vxo8fT4cOHQA4ceIEwcHBBAQEMHToUP79738D5yeilrXM5auvvsqcOXMcuemFRo4cyW233Yafnx/+/v588803AIwaNYrevXs7JsBOmzaNvn370qlTJ5o3b15mv9955x0KCgrw8/PD29ubd955p0SZM2fO0K9fP8ekWxcXF1588UWaNWvGwoULefzxx/Hz86Njx47s27evzLZCQ0P5+uuvGTRoUIlzzZo1Y968eTzyyCP4+/s7Av6y+rdkyRJ8fHwICAhg9+7dDBs2rMx2hRBCCHF1mfPz2fXrzyx89QWWfziZE38l2Hdqtdp+asDcN1U4sni9a9u2rS5cvaRQQkJCkRzt6ro0pRBXS/G/ESGEEKImyMnMYOfa1ez46QdyMtIxGI0og+GK5cN/uCY640yGqUFV1CU585UggbcQQgghRM2VduokcatXsDvqF8z5+SiD4fyk1howCl8aCeaFEEIIIcQ1LWl/ArGrlnNg2xYUQJFJrVd2k6eqJsG8EEIIIYS45litFg7G/k7sD8tJ2m/LhS9cVU9brTU+iC8kwbwQQgghhLhmFOTlsue39cT9uJy0UycxGF0wuLhgrcYr0lwKCeaFEEIIIUSNl5V2jvi1PxL/84/kmjJtO7VWw02eqpoE80IIIYQQosY6e+IYcT+uYO9v67GYC+yTWmthKcivsZNaK0PWma/mjEYjAQEB+Pj4MHDgQLKzs8stHxwcTPElNgEWLlzIiy++CMDcuXP58ssvK9yH999/H29vb/z8/AgICOD3338vt/y+ffsICAigdevWHDx4sMxyH3zwQYX7IIQQQghRSGvNsb1/svyjKSx85Tl2R/2C1WrB4OJiy4cvyL/aXbxiZGS+Mja8D/mmqquvljt0favcInXr1iU+Ph6AIUOGMHfuXF555ZVLanb06NEVLrtlyxZWrVrFjh07qF27NikpKeTnl/8HsmLFCh577DHefvvtcst98MEHvPnmmxXuixBCCCGub1aLhf2/byL2h+84fehvDEYjBoMRrTVa2zZ6ut7IyHxlVGUgfxH1denShb///pvExER8fHwcx2fMmMGkSZMc77/66ivHaP62bdtK1DNp0iRmzJgBwN9//80DDzyAv78/bdq0KTGSfvLkSZo2bUrt2rUBaNq0KTfddBMAU6ZMISgoCB8fH0aNGoXWmtWrVzNz5kzmzJnj2PX166+/pl27dgQEBPDss89isVgYP348OTk5BAQEMGTIECZOnMjMmTMd7b711lt8+umnlXo+QgghhLg25edks2P1Sr4Y8ww/fvoRyUcSbZNaLRasVgtaX39BfCEJ5msIs9nMmjVr8PX1vWDZ7Oxs4uPj+b//+z9GjBhRbtkhQ4bwwgsvsHPnTjZv3kzz5s2LnO/ZsyfHjh3jrrvu4vnnn+e3335znHvxxRfZvn07u3fvJicnh1WrVtGnTx9Gjx7Nyy+/TFRUFAkJCURERLBp0ybi4+MxGo2Eh4czbdo0x7cO4eHhjBgxwpH6Y7Va+fbbbxk6dOhFPCkhhBBCXCtMqWfZ+M1C5j3/FFGL/ovp3FmMrrWwWszX7Oo0lSVpNtVc4eg12Ebmn376aZKSksq95vHHHwega9euZGRkkJaWVmq5zMxMTpw4wYABAwCoU6dOiTLu7u7ExcWxceNGoqKiCA0NZdq0aYSFhREVFcVHH31EdnY2qampeHt7069fvyLX//rrr8TFxREUFOS4n3/84x8l2vH09KRJkyb88ccfnD59mtatW9OkSZMLPB0hhBBCXIuSjyYSt2o5CTHRWC2Wa2Kn1stFgvlqzjlnvpCLiwtWp5yw3NzcIucLN0Qo631lGY1GgoODCQ4OxtfXl0WLFjF48GCef/55YmNjufXWW5k0aVKJfoBtgsrw4cP597//fcF2Ro4cycKFCzl16tQFv1EQQgghxLVFa83RP3cSu+o7EnfuQBlsCSQGowtWS83fqfVykTSbGsjDw4MzZ85w9uxZ8vLyWLVqVZHzERERAMTExNCgQQMaNGhQaj316tXjlltuYcWKFQDk5eWVWC3nr7/+4sCBA4738fHx3H777Y7AvWnTpphMJiIjI0tt4/777ycyMpIzZ84AkJqaypEjRwBwdXWlwGnt1wEDBvDTTz+xfft2evXqVeHnIYQQQoiay2I2s3djFF+9MYbI99/m6O6dGIz2Sa1WK1aLpNOU57KPzCulPIFgrfVC+/uuwEzADxistY50KjscKFwCZarWepH9eCCwEKgLrAbGaq21UqoxEAF4AonAIK31OWUbiv4U6ANkA2Fa6x2X8z6vJFdXVyZOnEi7du24+eabueeee4qcr1OnDq1bt6agoID58+eXW9dXX33Fs88+y8SJE3F1dWXp0qW0bNnScd5kMvHSSy+RlpaGi4sL//znP5k3bx4NGzbkmWeewcfHhxtvvNGRRlNcq1atmDp1Kj179sRqteLq6srnn3/O7bffzqhRo/Dz86NNmzaEh4dTq1YtunXrRsOGDTEajZf+oIQQQghRbeVlZ7Fr3U/sWP09pnNnMRhdMLq4YJFc+EpRWuvLV7lSzwFjAHfgIDAYqAPUB14Fvi8M5u2BeSzQFtBAHBBoD8632ev5HVswP0trvUYp9RGQqrWeppQaDzTSWr+hlOoDvIQtmG8PfKq1bl9eX9u2bauLr8+ekJCAl5fX+QNXYWnK64nVaqVNmzYsXbqUO++882p3R1RAib8RIYQQ4gIyUs6wY/X37Pr1ZwpyczAYjSiD4ZrfqdXZh2uiM85kmEpPnaikyzYyr5SqB0wGemMbhY8GsrTWp+zniyc+9QJ+0Vqn2s//AvRWSkUD9bXWW+3HvwT6A2uAh4Fg+/WL7G28YT/+pbZ9UtmqlGqolGqutT55STclgfdls3fvXvr27cuAAQMkkBdCCCGuQacP/U3squX8tWUjWmuUUhhdXLGYZVLrpbicaTZWbCPsjQG01okXKH8zcMzp/XH7sZvtr4sfB/BwCtBPAR4XqKtIMK+UGgWMArjtttsudD/iMmrVqhWHDh262t0QQgghRBXSViuHd8YR+8Nyju3ZhfYY1S4AACAASURBVDLY0miVwYC2WGRSaxW4bMG81jpLKfUM8G/gRqWUDzBRa519gUsvtj2tlKpUzpDWeh4wD2xpNpejX0IIIYQQ1xtzQQEJMVHE/bCcsyeOYTC6YDAascoIfJW7rBNgtdbfK6V2Af2w5cL/C3ivjOInOJ8yA3ALtrSZE/bXzsdP2F+fLkyfUUo1B8441XVrGdcIIYQQQojLICczg52/rOGPn34gOz0Ng9F4fn14cVlczpx5d6Bw159MIAF7yk0ZfgY+UEo1sr/vCUzQWqcqpTKUUh2wTYAdBnxmL/M9MByYZv93pdPxF5VS32KbAJt+yfnyQgghhBCiVGmnThK3eiW7o37BnJ8nmzxdQZdzZN4V+A+2gL4pcBR4QikVBCwHGgH9lFKTtdbe9qD9PWC7/fophZNhgec5vzTlGvsP2IL4JUqpp4EjwCD78dXYVrL5G9vSlE9dtrsUQgghhLhOJe3fR+yq7/h72xbbAaUcy0tKPvyVcTlz5s9hW43GE6d15imZNuN8zXygxMLoWutYwKeU42eB+0s5roEXLrLr1cqpU6cYN24c27dvp2HDhnh4eDBz5kzuuuuuq921UiUlJTFmzBgiIyOJj48nKSmJPn36VPj606dP8/TTT3Ps2DEKCgrw9PRk9erVVdK3Tp06sXnz5iqpSwghhLheWa0WDsZtI/aH5ST9tReD0Qj23ea11SpB/BV22TeNAtKA+CvQzmUXHBHM2dyzVVZfkzpNiA6NLvO81poBAwYwfPhwvv32WwB27tzJ6dOnq20wf9NNNzl2g42Pjyc2NrZSwfzEiRPp0aMHY8eOBWDXrl0VvlZrjdYag6H0jY0lkBdCCCEuXkFeLns3rCd21QrSTiXJpNZqovSopwpprdO01tdEMF+VgXxF6ouKisLV1ZXRo0c7jvn7+9OlSxe01rz22mv4+Pjg6+tLREQEANHR0dx33308/PDDtGzZkvHjxxMeHk67du3w9fXl4MGDAISFhfHcc8/RoUMHWrZsSXR0NCNGjMDLy4uwsDBHe+7u7o7XkZGRjnNhYWGMGTOGTp060bJlS0cAn5iYiI+PD/n5+UycOJGIiAgCAgKIiIjgzjvvJDk5GbBtEPXPf/7T8b7QyZMnueWW81/c+Pn5OV5Pnz6doKAg/Pz8ePfddx3t3X333QwbNgwfHx/ee+89XnvtNcc1Cxcu5MUXXyxxLx9++CG+vr74+/szfvx4AA4ePEjv3r0JDAykS5cu7Nu3D4ClS5fi4+ODv78/Xbt2Lfd3JoQQQlxrstPT2LQknHkvjGDd//6PjOTTGF1dsVrMEshXA1diZF5cpN27dxMYGFjque+++474+Hh27txJSkoKQUFBjkBz586dJCQk0LhxY1q2bMnIkSPZtm0bn376KZ999hkzZ84E4Ny5c2zZsoXvv/+ekJAQNm3axP/+9z+CgoKIj48nICCg3P6dPHmSmJgY9u3bR0hICI899pjjXK1atZgyZQqxsbHMnj0bgH379hEeHs64ceNYt24d/v7+NGvWrEidL7zwAqGhocyePZsHHniAp556iptuuom1a9dy4MABtm3bhtaakJAQNmzYwG233caBAwdYtGgRHTp0IDk5mY4dOzJ9+nQAIiIieOutopt9rVmzhpUrV/L777/j5uZGaqptasaoUaOYO3cud955J7///jvPP/8869evZ8qUKfz888/cfPPNpKWlVfTXJ4QQQtRoqUnHiVu1gj2//YrFXGCf1FoLS0G+TGqtRiSYr6FiYmJ4/PHHMRqNeHh4cN9997F9+3bq169PUFAQzZs3B+COO+6gZ8+eAPj6+hIVFeWoo1+/fiil8PX1xcPDA19fXwC8vb1JTEy8YDDfv39/DAYDrVq14vTp0xfs84gRI3j44YcZN24c8+fP56mnSs5L7tWrF4cOHeKnn35izZo1tG7dmt27d7N27VrWrl1L69atATCZTBw4cIDbbruN22+/nQ4dOgDQrFkzWrZsydatW7nzzjvZt28fnTt3LtLGunXreOqpp3BzcwOgcePGmEwmNm/ezMCBAx3l8vLyAOjcuTNhYWEMGjSIRx555IL3KYQQQtRUWmtO7NtD7KrlHIz9HaUMoMDg4orVXIDFmn+1uyiKkWC+GvP29nakr1RG7dq1Ha8NBoPjvcFgwGw2lyjnXKZ4OWWf0AKQm5tbZju2Ocflu/XWW/Hw8GD9+vVs27aN8PDwUss1btyYJ554gieeeIK+ffuyYcMGtNZMmDCBZ599tkjZxMREbrjhhiLHBg8ezJIlS7jnnnsYMGBAkXsoi9VqpWHDhsTHl8wImzt3Lr///js//vgjgYGBxMXF0aRJk1JqEUIIIWomq8XCgW2bif1hOacO7sdgNNp2adWA1YqWSa3V1mXPmRcXr3v37uTl5TFv3jzHsV27drFx40a6dOlCREQEFouF5ORkNmzYQLt27aq8Dx4eHiQkJGC1Wlm+fHmlrq1Xrx6ZmZlFjo0cOZKhQ4cycOBAjEZjiWvWr19PdrZtk+DMzEwOHjzIbbfdRq9evZg/fz4mkwmAEydOcObMmRLXAwwYMICVK1eyePFiBg8eXOJ8jx49WLBggaOd1NRU6tevT4sWLVi6dClg+3Cyc+dOwJZL3759e6ZMmUKzZs04duxYpZ6DEEIIUV3l5+awY833fDH2GVbN/JAziYcwuLhgtVhsAbyWIL66k2C+GlNKsXz5ctatW8cdd9yBt7c3EyZM4MYbb2TAgAH4+fnh7+9P9+7d+eijj7jxxhurvA/Tpk2jb9++dOrUyZG6U1HdunVj7969jgmwACEhIZhMplJTbADi4uJo27Ytfn5+dOzYkZEjRxIUFETPnj154okn6NixI76+vjz22GMlPigUatSoEV5eXhw5cqTUDzi9e/cmJCSEtm3bEhAQwIwZMwAIDw/niy++wN/fH29vb1autO1B9tprr+Hr64uPjw+dOnXC39+/Us9BCCGEqG5M51LZuHgR854LI2rhPEypZzG61rJNanX6Fl9Uf6oi6RHXg7Zt2+rY2NgixxISEvDy8nK8v9JLU16LYmNjefnll9m4cePV7oqoAsX/RoQQQlQP+TnZmM6dIystlaxzqWSlncNk/zfr3FmOJ+zBarGgDAYMRqNtp1ZxxXy4JjrjTIapQVXUJTnzlXC9Bd5Vbdq0acyZM6fMXHkhhBBClE1rTW6WiazUs5jSzjmC9KxzqY73ptSzZKWdw5yfV2odtjx420CuwcUFq+zUWuNJMC+umPHjxzvWdBdCCCGEjdVqIScjwz5ynkrWuaIBelaaPUhPTys1BUYpBUrZctyVwmAwYHR1BUBbLFidgnXniaySTnNtkGBeCCGEEOIysJgL7CPn5zAVBunF0l5MqWfJyUgvdVU45yBdKYUyGB1BusVscUxO1VpD4fVa2zZyknXgrxsSzAshhBBCVEJBbq49OC+Z5pKVdg5T6llM51LJyzKVer0yGEBrtNYogwFlNGJQCq11kdFy5yBda422mEFidFGMBPNCCCGEuO5prcnLzioyel48Lz0z9SxZ51IpyMsttQ5HPro9SDe6uNpG1rW1aJBeLO1F1nAXl0KCeSGEEEJcs7TVSk5mhtNKLs4ru9hSXwonjVrMpazoohTKPmqO1hiMRqd8dCtWq6VIW86vZWKpuBIkmK/mTp06xbhx49i+fTsNGzbEw8ODmTNn4u7uzpgxY4iMjCQ+Pp6kpCT69OlT4XoXLlzIa6+9xi233ILJZKJly5a8++67dOrUqUr7P2nSJNzd3Xn11VertN5LcTHPSwghRPViMZvJTk8rMVH0fH66LR89OyO91JHvkpNGzwfpjg2TwJEOU0jy0UV1I8F8Jey/twuWlJQqq8/YtCl3xZS93rrWmgEDBjB8+HC+/fZbAHbu3Mnp06e56667iIyMBGzBaWxsbKWD09DQUGbPng1AVFQUjzzyCFFRUdf8uuEX+7yEEEJcfub8fNvqLfZ0F1Oq0wovaamOSaO5Wabzkz6d2PLRQWsrShlQRts66uXlo9smjUo+uqiZJJivhKoM5CtSX1RUFK6urowePdpxrHD30cTERPr27cuOHTuYOHEiOTk5xMTEMGHCBN5++202b95Ms2bNsFqt3HXXXWzZsoVmzZqV2Va3bt0YNWoU8+bN45NPPuHgwYO88MILJCcn4+bmxn//+1+aN2+On58fhw8fxmAwkJWVxT333MOhQ4c4evRoifL33HNPkTbi4+MZPXo02dnZ3HHHHcyfP59GjRoRHByMv78/v/32G2azmfnz59OuXTsmTZrE4cOHHfV/8sknbN26lTVr1nDzzTfzww8/4OrqSlxcHK+88gomk4mmTZuycOFCmjdvTnBwMO3btycqKoq0tDS++OIL2rdvX+J5hYaGXsJvUQghxIVYzGZyMtLJtv/kpKeRlZ7mlPaSSmaqbTQ9Pye71DqKTxo1GI2O9Jcy89G1FW2WVBdxbZNgvhrbvXs3gYGB5ZapVasWU6ZMITY21jHKvm/fPsLDwxk3bhzr1q3D39+/3EC+UJs2bfjPf/4DwKhRo5g7dy533nknv//+O88//zzr168nICCA3377jW7durFq1Sp69eqFq6trmeWdDRs2jM8++4z77ruPiRMnMnnyZGbOnAlAdnY28fHxbNiwgREjRrB7924ADh48SFRUFHv37qVjx44sW7aMjz76iAEDBvDjjz/y0EMP8dJLL7Fy5UqaNWtGREQEb731FvPnzwfAbDazbds2Vq9ezeTJk1m3bl2J5yWEEKJytNVKbpaJ7PR0sjPSHP/mZKQXOZaVdo7sjDTys0sP0EGhDE756E6pLtpqtaW0OLXp/FomjQphI8H8NWjEiBE8/PDDjBs3jvnz5/PUU09V6LrCnECTycTmzZsZOHCg41xenm0nudDQUCIiIujWrRvffvstzz//fLnlC6Wnp5OWlsZ9990HwPDhw4uUf/zxxwHo2rUrGRkZpKWlAfDggw/i6uqKr68vFouF3r17A+Dr60tiYiJ//fUXu3fvpkePHgBYLBaaN2/uqPeRRx4BIDAwkMTExAo9ByGEuN5orSnIy7UF4ulpthH09MLgPM0xop5tH03PNWWWGUwrZbDXac9FV04bGBUbRQeNtjrlo1stYJVcFyEqQ4L5aszb29uRF18Zt956Kx4eHqxfv55t27YRHh5eoev++OMPvLy8sFqtNGzYkPj4+BJlQkJCePPNN0lNTSUuLo7u3buTlZVVZvmKUkqV+r527doAGAwGXF1dHccNBgNmsxmtNd7e3mzZsqXUeguvNxqNmGWnOyHEdcRcUFAkGC8SmDtGz23BeU5GRukrueA0UdRpycXCNBcoNlkUexB//g1WLQG6EJeTBPPVWPfu3XnzzTeZN28eo0aNAmDXrl2kp6dz6623OsrVq1ePzMzMIteOHDmSoUOH8uSTT2K0/w9ueX777TfmzZtHVFQU9evXp0WLFixdupSBAweitWbXrl34+/vj7u5OUFAQY8eOpW/fvhiNxnLLF2rQoAGNGjVi48aNdOnSha+++soxSg84RvtjYmJo0KABDRo0qNAzuvvuu0lOTmbLli107NiRgoIC9u/fj7e3d5nXlPa8hBCiurNaLeSaTLaA3CmVJSejaICelZZGTnoa+bk5ZdZVZD10551F7RNHi6S3OE8URVJchKhuJJivxpRSLF++nHHjxvHhhx9Sp04dPD09HXnmhbp168a0adMICAhwTOgMCQnhqaeeKjfFJiIigpiYGLKzs2nRogXLli1zrGQTHh7Oc889x9SpUykoKGDw4MGO4Dw0NJSBAwcSHR3tqKu88oUWLVrkmADbsmVLFixY4DhXp04dWrduTUFBgSPfvSJq1apFZGQkY8aMIT09HbPZzLhx48oN5kt7XkIIcaVprcnPyS4SiOcUS3PJzki3j5yn21JbSlm9BYqu4GJbZrEwtaXkhkVQfJKo7CwqRE2myvofhutN27ZtdWxsbJFjCQkJRZZpvNJLU16K2NhYXn75ZTZuvDz1V6Xg4GBmzJhB27Ztr3ZXRCUV/xsR4npnzs8vMiHUNnKeXiQ4z05LIyvdltpitZSe/ldWaotSCjRYrBaQ0XEhaqwP10RnnMkwVSwN4QJkZL4SLlfgXdWmTZvGnDlzKpwrL4QQonRWi4WczIwiwXhOkZHzDFveefo5ctLTKcjLLb0i+y6izksrKoPTxFCLBWux0XJJbRFCVIQE89eg8ePHM378+KvdjQpzTtcRQogrIS87m7PHj5B17lyJkfTCvPPs9DTysrNK3ZgIim9OpJyC81JSW4rtIirBuRCiqkgwL4QQ4ppltVg4d/IEyUcOk3LsCMlHE0k+cpjMlOQSZR2pLfYg22AwFt2YyGIpMVrueK012mIBiySeCyGuLAnmhRBC1Hhaa7LOpZJyNJHko4mOf88eP1YkL71wFRejiy29xXk5xuKpLbY1z6/cPQghxMWQYF4IIUSNkp+bw9ljRx1Be8rRRM4cOUxelslRRhkMaKvGYDRgdK2FpSAfOD+aXtaa6kIIUdNIMC+EEKJaslotpJ06aR9lP0LK0cMkH0kk/cwpRxnbRnIK0BhdXdFWa5FNjKyS+iKEuMZJMF/NGY1GfH19MZvNtGjRgq+++oqGDRtWaRvR0dHMmDGDVatWlVkmPj6epKQk+vTpU6VtCyEEQHZ6GslHEkk5Zk+TOZJIyvGjjhF1KBxtt9pSZBRYCgrsk0ptqTGWAhltF0JcfySYr4wvF0JO2TvqVVrdujAs7AJF6hIfHw/A8OHD+fzzz3nrrbeqrg8VFB8fT2xsbKWCebPZjIuL/CcmhDivID+P1OPH7BNSbSPuyUcOkZOR4ShTmNduWx2mli0lRmtJkRFCiFJIpFUZVRnIX0R9HTt2ZNeuXY7306dPZ8mSJeTl5TFgwAAmT54MwHvvvcfXX39Ns2bNuPXWWwkMDOTVV18tsjlTSkoKbdu2JTExsUgb27ZtY+zYseTm5lK3bl0WLFhAixYtmDhxIjk5OcTExDBhwgR69OjBiBEjOHToEG5ubsybNw8/Pz8mTZrEwYMHOXToELfddhsnTpxg1qxZBAQEAHDvvffy+eefl9gdVghxbdFWK+lnTpN8zD7Kbs9rTz998vwSjfa117W2p8hojdVsdgTt2mLBIikyQghRLgnmawiLxcKvv/7K008/DcDatWs5cOAA27ZtQ2tNSEgIGzZsoG7duixbtoydO3dSUFBAmzZtCAwMrHA799xzDxs3bsTFxYV169bx5ptvsmzZMqZMmUJsbCyzZ88G4KWXXqJ169asWLGC9evXM2zYMMc3CHv37iUmJoa6deuyaNEiFi5cyMyZM9m/fz+5ubkSyAtxjcnJzCia1370CClHEzHn5znKFKbIGIwuGAwGW/qM09rrkiIjhBAXR4L5ai4nJ4eAgABOnDiBl5cXPXr0AGzB/Nq1a2ndujUAJpOJAwcOkJmZycMPP0ydOnWoU6cO/fr1q1R76enpDB8+nAMHDqCUoqCM/4ONiYlh2bJlAHTv3p2zZ8+SYf+aPCQkhLp16wIwcOBA3nvvPaZPn878+fMJCwu7mMcghKgGzAUFpJ44VnT5xyOHyUo75yhj20hJg7KlyFgt5iIbJFktZpDBdiGEqDISzFdzhTnz2dnZ9OrVi88//5wxY8agtWbChAk8++yzRcrPnDmzzLpcXFwc24Xn5pa+5fg777xDt27dWL58OYmJiQQHB1e6zzfccIPjtZubGz169GDlypUsWbKEuLi4StcnhLiytNZkpiSTfPQwKUePkHzkMMlHEzl38sT5jZKcU2RcXNGA1Vxw/ry2YLFK1C6EEJebBPM1hJubG7NmzaJ///48//zz9OrVi3feeYchQ4bg7u7OiRMncHV1pXPnzjz77LNMmDABs9nMqlWrGDVqFACenp7ExcXRrl07IiMjS20nPT2dm2++GYCFCxc6jterV4/MzEzH+y5duhAeHs4777xDdHQ0TZs2pX79+qXWOXLkSPr160eXLl1o1KhRFT0RIURVyM0y2ddqP2KbkHrENupekHt+Tk+RFBlXoy0lxjlFRiakCiHEVSPBfA3SunVr/Pz8WLx4MU8++SQJCQl07NgRAHd3d77++muCgoIICQnBz88PDw8PfH19adCgAQCvvvoqgwYNYt68eTz00EOltvH6668zfPhwpk6dWqRMt27dmDZtGgEBAUyYMIFJkyYxYsQI/Pz8cHNzY9GiRWX2OzAwkPr16/PUU09V4dMQQlSGxWzmXNLx8xstHTvCmcRDmFLPOso4VpFRCqOrq2O9dkmREUKI6ktpp62rr2dt27bVsbGxRY4lJCTg5eV1/sBVWJryYphMJtzd3cnOzqZr167MmzePNm3aVHk7FZWUlERwcDD79u3DYDBctX6Iqlfib0RcdVprTKlni+a1H00k9cQx2wZKUDRFxuiCxraKjBBCiCvjwzXRGWcyTA2qoi4Zma+MyxB4Xw6jRo1i79695ObmMnz48KsayH/55Ze89dZbfPzxxxLIC1HF8nOySTl2xJbX7pTfnped5ShjS5HRGIz2NduLryIjKTJCCFGjSTB/Dfrmm2+udhcchg0bxrBhw652N4So0awWC+dOJpFy7PxIe/KRw2Qkn3GUUUoBChS2NdutVkeaTGEdyJrtQghxzZFgXgghqgmtNdnpabbdUZ3SZM4eP4rFKQ2mcLTd6OIK2EbXbSPtGjRYCleUEUIIcc2TYF4IIa4gi9lMrimTnIx0sjMySD9zqshoe67p/KpRhRNSDQZ7iozZvoqMPViXFBkhhBASzAshxEXSWpOXnUVORjo5mRm2n4wMsou8t73OTrf9m5+TXaIepRQoBVpLiowQQohKkWBeCCHszPn5pQbijtcZttfZGelkp6eRm2U6v0lSCQplUI7JpkoplMGA0dWWGqO1xmqxgrbaUmQKJ6SWseuyEEIIURoJ5qs5d3d3TCbTJdfTqVMnNm/eXOZ5T09PYmNjadq0aZllPvjgA958880K13mllPWMjEYjvr6+jveDBw9m/PjxBAcHM2PGDNq2bVupduLj40lKSqJPnz4AfP/99+zdu5fx48df2g2Iy8JqtZBrMtkCcOegPLPoyHl2epr9fCbm/Lwy61PKthqT1rbgXRkMKIMBg9FoO26xYi2y46lGW88v/au1RssIuxBCiComwXwlbP/pLwryqu7/iF1rGwnqfXeV1Veeqgi6iwfz1SGQL0/dunWJj4+vsvri4+OJjY11BPMhISGEhIRUWf2ibFprCnJzyM7IICcz3ZHO4hykF54rTGfJy85yjHaX4LTOOlqjlAFlUPZRc4XW1hLrrhcG8Y73TpspCSGEEFeLBPOVUJWB/KXUl5yczOjRozl69CgAM2fOpHPnziQnJ/PEE0+QlJREx44d+eWXX4iLi6Np06aO0euTJ08SGhpKRkYGZrOZOXPm0KVLlyL19+/fn2PHjpGbm8vYsWMZNWoU48ePJycnh4CAALy9vQkPD3fUOXjwYJ588knHjrFhYWH07duXAQMGMH78eKKjo8nLy+OFF17g2WefLXE/pbUHthH3sWPHsmrVKurWrcvKlSvx8PDg8OHDPPHEE5hMJh5++OGLeoaF1q5dy7vvvkteXh533HEHCxYswN3dne3btzN27FiysrKoXbs2v/zyCxMnTiQnJ4eYmBgmTJhATk4OsbGxzJ49m8TEREaMGEFKSgrNmjVjwYIF3HbbbYSFhVG/fn1iY2M5deoUH330EY899liFfg/XMou5wJGyUmSkvDBYL57OYso8v+FRKZTBcH7tdKUwKNuIuW25RorknwNF1lm3vbWiLciouRBCiBpHgvkaaOzYsbz88svce++9HD16lF69epGQkMDkyZPp3r07EyZM4KeffuKLL74oce0333xDr169eOutt7BYLGRnl5yMN3/+fBo3bkxOTg5BQUE8+uijTJs2jdmzZ5c60h0aGsqSJUt46KGHyM/P59dff2XOnDl88cUXNGjQgO3bt5OXl0fnzp3p2bMnLVq0uGB7TZo0ISsriw4dOvD+++/z+uuv89///pe3336bsWPH8txzzzFs2DA+//zzMp9T4YePQhMmTCA0NNTxPiUlhalTp7Ju3TpuuOEGPvzwQz7++GPGjx9PaGgoERERBAUFkZGRgZubG1OmTHEE7wALFy501PXSSy8xfPhwhg8fzvz58xkzZgwrVqwA4OTJk8TExLBv3z5CQkJ47LHHKvR7qCm01UpudlYpI+W217mOdJZ0sjPSyMnMoCA3t8z6CieDOkbN7eksjlxz++TQ4n04/0Zj1RaQQXMhhBDXAQnma6B169axd+9ex/uMjAxMJhMxMTEsX74cgN69e9OoUaMS1wYFBTFixAgKCgro379/kWC30KxZsxz1HDt2jAMHDtCkSZMy+/Pggw8yduxY8vLy+Omnn+jatSt169Zl7dq17Nq1i8jISADS09M5cOBAiWC+rPZq1apF3759AQgMDOSXX34BYNOmTSxbtgyAJ598kjfeeKPUfl0ozWbr1q3s3buXzp07A5Cfn0/Hjh3566+/aN68OUFBQQDUr1+/zDoKbdmyhe+++87Rp9dff91xrn///hgMBlq1asXp06eBiv0erhar1Yq2WLBaLVgthT+2fHBd+N5+LvNsMp888XqRUe4iSqSzlD0JtJDzZFCQdBYhhBCiPBLM10BWq5WtW7dSp06dSl/btWtXNmzYwI8//khYWBivvPJKkR1ao6OjWbduHVu2bMHNzY3g4GByyxlFBahTpw7BwcH8/PPPREREMHjwYMAWlH322Wf06tWrzGvLa8/V1dWRJmE0GjE7b5pjP34ptNb06NGDxYsXFzn+559/XnLdzmrXrl2kTbjw7+FKMBfkk5dlIj8nxylot5QdmJdCWzXKaMRg/33YPgSUl84ik0CFEEKIpq3s3QAAIABJREFUqmS42h0QldezZ08+++wzx/vC0efOnTuzZMkSwJYLfu7cuRLXHjlyBA8PD5555hlGjhzJjh07ipxPT0+nUaNGuLm5sW/fPrZu3eo45+rqSkEZy+aFhoayYMECNm7cSO/evQHo1asXc+bMcVyzf/9+srKyKtxeWTp37sy3334LQHh4+AXLl6VDhw5s2rTp/7N353Fy1VXexz/n3lp6TcJqxKCAg0AICYSALCphR0VEUBFwJG4oM4CKooALoOMCLiMCw4DjA47P4xglqLiAohI1LiMgi7IjBJIQsnTSS2236t57nj9+t25X9VpJurNx3q9Xvarq9q2qX3eifPvk/M7lqaeeAqBYLPLEE0+wzz77sHLlSu655x4ABgYGCMOQ7u5uBgYGRnyvI444omlN4/W/j/fnMBlUlVoQUFjXw9plz7L2uWcZ6OkhKJeoBUF6hVFJqumt/sIUhyFRrUZUqzUHeWOMMcZMOgvzW7lSqcSMGTPS29e+9jW+8Y1vcO+99zJ79mxmzpzJf/7nfwJw+eWX88tf/pJZs2bxgx/8gOnTp9Pd3d30fosXL2bOnDkcdNBBLFy4kA996ENNXz/ppJMIw5D99tuPSy65hMMOOyz92rnnnsvs2bM5++yzh63zhBNO4Le//S3HHXccuVwOgPe9733MnDmTuXPnMmvWLD7wgQ80VdfH+7zRXHPNNVx//fUccMABrFixYtTz6j3z9dvQEZK77LILt9xyC2eeeSazZ8/m8MMP57HHHiOXy7Fw4UIuuOAC5syZw/HHH0+lUuHoo4/mkUce4cADD2ThwoVN73Xttddy8803M3v2bL7zne9wzTXXjPk9jPfnMFFUlWqlwkDPWtYue5ae5c9RWL+OsFYdDOvafH7jzRhjjDFbN7H/YDvz5s3Te++9t+nYo48+yn777Zc+39pHUwZBgO/7ZDIZ/vSnP3HeeedN6GhGs21wAb5MUCwQFItpxR0BQSY0pD+74nmWXP/lCXs/Y4wx5sXgqjsW96/uL0ydiPeynvkNsLlmwm+s5557jre//e3EcUwul+Ob3/zmll6S2Uw0jqlWylQKBYJSsWnay+AGVFDsl3djjDFme2Jhfjuy9957c//992/pZZjNJI5jqqUilWKRoFR0E18E0IYAD9YuY4wxxmzHLMwbsw2Jo4igVHQtNKUSmox7bLwHC/DGGGPMi4WFeWO2clEYEpSKVJIxkliAN8YYY0zCwrwxW6GoVnPtM8UC1UoZqM/WtwBvjDHGmEFbbDSliOwhIgsanr9cRO4WkftF5CEReUPD1y4VkadE5HERObHh+EnJsadE5JKG43uKyP8mxxeKSG6zfWPGbKSwWqWwfh09y59jzXNLGehZQy2opDPf002sFuCNMcYYk9giYV5EzgPuAD4nIotFZDrwKeD7qnoQ8A7gP5JzZybP9wdOAv5DRHwR8YHrgdcDM4Ezk3MBrgL+XVX/CVgPvHfzfXcTa9WqVZx11lnstddeHHzwwRx++OH88Ic/3GLrueWWWzj//PNHPL7LLrukM93rVzP9zGc+w69+9avNsrbbb7+dL33pSxPyXgsWLGDPPffkwAMPZM6cOfz617+ekPdtpKq8/qSTWP7M0+4iTsuepbCuh1o1mQEvbNaZ7wsX3cYLq1ZN+ucYY4wxZuJs9jYbEekGrsQF89nAYqCIu3TNlOS0qcDzyeM3A99T1QB4RkSeAg5NvvaUqj6dvO/3gDeLyKPAMcBZyTnfBq4AbtjUtd9w7jsp9fVu6tukOqZO47yb/u+oX1dVTj31VM455xy++93vAu7KobfffvuErWEkYRiSyWz4X40zzjiD6667runYZz/72Yla1rhOOeUUTjnllAl7vy9/+cu89a1v5e677+bcc8/lySef3OT3dFdhrRAUClRKRW6+/lqII8JalFbfNY6JVfG8zfu79sJFt7HPq/Zm+kteslk/1xhjjDEbb0tU5mNccN8RQFWXquoALnC/U0SWAz8HLkjOfxmwrOH1y5Njox3fCehV1XDI8WFE5FwRuVdE7l2zZs24C5/IIN/K+/3mN78hl8vxwQ9+MD32ile8ggsucD+aKIq4+OKLOeSQQ5g9ezY33ngj4K4uOn/+fN761rey7777cvbZZ6eV3fvuu4+jjjqKgw8+mBNPPJGVK1cCMH/+fD784Q8zb948rrnmGn7yk5/w6le/moMOOojjjjuOVRtZsV2wYAG33norAHvssQeXX345c+fO5YADDuCxxx4D4C9/+QuHH344Bx10EEcccQSPP/444Kr9p512GieddBJ77703H//4x9P3vfPOO5k7dy5z5szh2GOPTc+v/6vBggULuPDCCzniiCPYa6+90jXEccy//Mu/sO+++3L88cfzhje8If3aaA4//PCmK82O9jO87777mDNnDnPmzOHiiy9m1qxZANx8882c98EP0r9mNWuefYY3vuEN3PWLXxCFNQ456mh61q1j2bLlHHncCVzwsYuZ//o3smLlShb/fgknv/XtHH/Kqbz//AspFosAHHLU0Xz+y1/huDedwomnnsZDf3+Ydyx4D4cdfSzf/u7/pOv8j2/+Fye95TSOeeOb+PLX3RVply1fzmtPPImPXvZJjjrpDZxxzrspVyr89I47efDvf+f8iz7GcW86hXKlwuev/jKvO/H1HPPGN3HlFyfmXzyMMcYYM7E2e5hX1SLwfuCLuDabr4hIB3AmcIuqzgDeAHxHRCZ1fap6k6rOU9V5u+yyy2R+1EZ5+OGHmTt37qhf/9a3vsXUqVO55557uOeee/jmN7/JM888A8D999/P17/+dR555BGefvpp/vCHP1Cr1bjgggu49dZbue+++3jPe97DJz/5yfT9qtUq9957Lx/96Ed5zWtew5///Gfuv/9+3vGOd3D11VePu96FCxembTY333zziOfsvPPO/PWvf+W8887jK1/5CgD77rsvv//977n//vv57Gc/y2WXXZae/8ADD7Bw4UL+9re/sXDhQpYtW8aaNWt4//vfz6JFi3jwwQf5wQ9+MOJnrVy5kiVLlvDTn/6USy5xWypuu+02li5dyiOPPMJ3vvMd/vSnP437fd15552ceuqpAGP+DN/97ndz7bXX8uCDD6YV9r7VqxjoWUNQLFAa6Gu6mNPQ6zc9vXQpC84+m9/e+XM62tv5+n/8B9//71u46/YfMeeAWdz4fwZ/pjN2241f/eR2Xj1vHh/+xCX813Xf4Ke3/oCvXPMNABb/fglPL13KHbct4lc/+TEPPfwwf/rLPQA8s/RZ3v1O9zlTp0zhZ3f+gpNffxJzZs3iuq99hV/95HbK5TJ33PUrfnvnz/nNz37Ch//1X8b9ORljjDFm89si02xU9XYReQh4EzAP+CiuL/6k5Ot/EpE2YGdgBbB7w8tnJMcY5XgPME1EMkl1vvH8bdq//uu/smTJEnK5HPfccw+//OUveeihh9LKcl9fH08++SS5XI5DDz2UGTNmAHDggQeydOlSpk2bxt///neOP/54wFX2X/rSl6bvf8YZZ6SPly9fzhlnnMHKlSupVqvsueee465vpDaboU477TQADj74YG677bZ03eeccw5PPvkkIkKtVkvPP/bYY5k61V3teObMmTz77LOsX7+e173udemadtxxxxE/69RTT8XzPGbOnJn+y8KSJUt429vehud5TJ8+naOPPnrUtV588cVcdtllLF++PA39jz/++Ig/w97eXnp7ezlk7kH0rlrJG485mp/efjvlQj8aK4gMC+9DzXjZyzj4oAMB+OsDD/LEU09xyhnvAKBarTHvoIPSc0849hgA9tvnVRRLRbq6uujqglwuR19/P79dsoTfLvkDx5/yZgCKxRLPLF3KjN1eystnzGDWTLe9ZPas/Vm2Yvj/PKZ0d5PP57jo0ss47uj5HD/Gz8kYY4wxW86W6JnvwrXCAAwAj+Jabp4DjgVuEZH9gDZgDXA78F0R+RqwG7A38BfctS73FpE9cWH9HcBZqqoicjfwVuB7wDnAjzfTtzeh9t9/fxYtWpQ+v/7661m7di3z5s0DXP/1tddey4knntj0usWLF5PP59Pnvu8ThiGqyv777z9qNbqzszN9fMEFF3DRRRdxyimnsHjxYq644ooJ+Z7q66qvCeDTn/40Rx99ND/84Q9ZunQp8+fPH3b+0NdsyGfBxk2AqffMX3vttbznPe/hvvvuG/YzrF/EadWKFcRhSN+qF5Le9zj5YLfuOIrT9w2CYMTP62hvb1rvUUceyQ1f//cRz83l3IAmz/PI5waHNXmel/5ZX/DBD/CuM9/R9Lply5enrwW3tkqlMuz9M5kMP1+0iCV/+iM/vfMX3Pyd/8et//e/x/pxGWOMMWYL2BI981ngRuAHwOW4aTTX4Krz7xeRB4H/ARao8zDwfeAR4E7gX1U1Sqru5wO/wP1C8P3kXIBPABclm2V3Ar612b67CXTMMcdQqVS44YbBvbulUil9fOKJJ3LDDTeklewnnngi7aseyT777MOaNWvSIFqr1Xj44YdHPLevr4+XvcxtNfj2t7+9yd/LWBo/65Zbbhn3/MMOO4zf/e53aUvRunXrWv6sI488kkWLFhHHMatWrWLx4sXjvub8888njmN+8YtfpD/Du+/6JeueX8GKpx7nL0uW0J7LMmXKFP6SBP7bbv9J+vrdZ7yMhx99lDiOWfH8Su5/8KFxP3PugQfyl/v+yjNLnwXcn/s/ku+3FfNf+1q+d+ut6d+HlS+8wNqenjFf09XZSbHgzi8WiwwUBjh2/nyu/ORlPJLsbzDGGGPM1mWzV+ZVdT1wkojsAcxX1VuSL60AjhzlNZ8HPj/C8Z/jNssOPf40gxNvtlkiwo9+9CM+8pGPcPXVV7PLLrvQ2dnJVVddBcD73vc+li5dyty5c1FVdtllF370ox+N+n65XI5bb72VCy+8kL6+PsIw5MMf/jD777//sHOvuOIK3va2t7HDDjtwzDHHpMF5Mnz84x/nnHPO4d/+7d944xvfOO75u+yyCzfddBOnnXYacRyz6667ctddd7X0Waeffjq//vWvmTlzJrvvvjtz585N23hGIyJcesklfPELX2DerJn8579/lUs/+UkGBgqEUci5Cxawz6v25t+v+iIXXXIpIsJRr3lN+vpDDz6Y3XefwetOej17v/KVHDDCz3uonXfakWuu/hLnfeQjVKvul7VPfOTDvLKFdieA+a99DU/+4x+c/DbXOtXZ0cF1X/0Kvj/67+9vP/00PvGZy2lry/P/vvVfLPjgeQRBFVXlissuGfV1xhhjjNlyZEtdgEZEpgF7qOoDW2QBQ8ybN0/vvffepmOPPvoo++23X/p8c4+mNJOjUCjQ1dVFT08Phx56KH/4wx+YPn160zmqSlirEhQLVIpFwqQ1xl2FdfCc0Sxbvpx/fv8HWHzHzybnm9hKPLvieZZc/+UtvQxjjDFmm3LVHYv7V/cXxq4mtmiLbIAFUNVeYKsI8q2y4L19OPnkk+nt7aVarfLpT386DfKqShgEVIoFglKRsFp1LxAX4pXNc/EmY4wxxphWbbEwb8yW0tgnr6pUy2UX4IsFovoG23qAVwUFHW8UzRC7z5ix3VfljTHGGLPlWZg3LzqqMdVymaBYpFIsNM1+35QAb4wxxhizuVmYNy8KcRxTLZfSHniNYzfcVBsCPBs3wtIYY4wxZkuxMG+2W24GvAvwQanogroIqFqAN8YYY8x2wcK82a5EUUhQLBIUi1TLJbQhuFuAN8YYY8z2ZktcNMpsAN/3OfDAA9l///2ZM2cOX/3qV4njePwXNliwYAG33nrrRn3+F77whabnRxxxxEa9z2SKwhrFvl7WPb+cNUufoX/NahfksQBvjDHGmO2bVeY3wPP/9mfiQm3C3s/ryrLbpw4b85z29nYeeMBN8Fy9ejVnnXUW/f39XHnllRO2jrF84Qtf4LLLLkuf//GPf9wsnzuexhnwtUoFSGbACwgNAd42sRpjjDFmO2aV+Q0wkUF+Y95v11135aabbuK6665DVYmiiIsvvphDDjmE2bNnc+ONNwKuAn3++eezzz77cNxxx7F69er0PfbYYw/Wrl0LwL333sv8+fMBdyGld7/73RxwwAHMnj2bRYsWcckll1AulznwwAM5++yzAejq6ko/4+KLL2bWrFkccMABLFy4EHBjH+fPn89b3/pW9t13X84+++w0WF9yySXMnDmT2bNn87GPfWyDvndVpRYEFNb1sHbZs6x97lkGenoIgyAJ8Q1TaKwCb4wxxpgXCavMb2P22msvoihi9erV/PjHP2bq1Kncc889BEHAkUceyQknnMD999/P448/ziOPPMKqVauYOXMm73nPe8Z838997nNMnTqVv/3tbwCsX7+e008/neuuuy79l4FGt912Gw888AAPPvgga9eu5ZBDDuF1r3sdAPfffz8PP/wwu+22G0ceeSR/+MMf2G+//fjhD3/IY489hojQ2zv+lXTrAd5V4AtEteSXn4YZ8BbcjTHGGPNiZmF+G/bLX/6Shx56KO2H7+vr48knn+R3v/sdZ555Jr7vs9tuu3HMMceM+16/+tWv+N73vpc+32GHHcY8f8mSJelnvOQlL+Goo47innvuYcqUKRx66KHMmDEDgAMPPJClS5dy2GGH0dbWxnvf+15OPvlkTj755BHfV1WpVspuAk2xOGEXcTLGGGOM2R5ZmN/GPP300/i+z6677oqqcu2113LiiSc2nfPzn/981NdnMpl0A20l6TWfaPl8Pn3s+z5hGJLJZPjLX/7Cr3/9a2699Vauu+46fvOb3wCgcUy1UqZScCMk7SJOxhhjjDGtsZ75bciaNWv44Ac/yPnnn4+IcOKJJ3LDDTdQS9pPnnjiCYrFIq973etYuHAhURSxcuVK7r777vQ99thjD+677z4AFi1alB4//vjjuf7669Pn69evByCbzabv3+i1r31t+hlr1qzhd7/7HYceeuioay8UCvT2ruf4447li5/7LA888AC9q1aydtlzrF76NOtXPk+50E8cRa4HPmFtNMYYY4wxo7Mwv5Wrb0Ddf//9Oe644zjhhBO4/PLLAXjf+97HzJkzmTt3LrNmzeIDH/gAYRjylre8hb333puZM2fyrne9i8MPPzx9v8svv5wPfehDzJs3D9/30+Of+tSnWL9+PbNmzWLOnDnpLwDnnnsus2fPTjfA1r3lLW9h9uzZzJkzh2OOOYarr76a6dOnA/Ve9wrlgX6qlTKlvvUsffRRTjrhBObMnsP8Y47liks/QaVYIKwGQDKJJsntFuCNMcYYY1ojFpycefPm6b333tt07NFHH2W//fZLn2+J0ZRbsziKCGtVwmqVqFodfFzvc68TQEkr7vZ3bvvx7IrnWXL9l7f0MowxxphtylV3LO5f3V+YOhHvZT3zG2BbDt4bS1XT0B5VXVivh/bG3nZg9NBuFXdjjDHGmElhYd4ALmhHYUiUBPXG0K6jXHHWQrsxxhhjzJZlYf5FRlWJarUR22OaQnhSZa+PhKy/duh7GWOMMcaYLcfC/DhUtWm6yrZC45gwCe2N7TFRrTZKaJfm0F4/xUZCmlHYRbuMMcaYLc/C/Bja2tro6elhp5122moDvetnrw1rj4mGjpNs6GdPZ7dDQ2i3yG5ap6oUKwGFNau29FKMMcaYFzUL82OYMWMGy5cvZ82aNVt6KcRxTByFxGHk7qOIKAxH7Wen/ruHJXQzCVSVwppVPPKz27b0UowxxpgXNQvzY8hms+y5556b7fNUlcK6HnpWLGPd8ufoWbGMnuXL6Fn+HJXCQHqeiEBSXfd990cYhRM3MtMYY4wxxmwbLMxvAXEc0b96NT0rnqNn+TLW1UP7iueoVSrpeeJ5kLTD+NksqhCHSc97ctxCvDHGGGPMi5eF+UkUhTXWr3y+Iay74L7u+eVNPe3ieelGWz+bReOYOIqaWmiG9cAbY4wxxpgXPQvzE6BWqbDu+eVpWO9Z7iruvatWNgVy8Tw0jvF8Hz+bI45cz3v9HFUlGq0H3hhjjDHGmCEszG+ASqHQFNjrFff+taubzhsM7Rm8rE8Uhm5aTBLU4yiCoVdPNcYYY4wxZgNZmB9CVSn19aY97OuS8L522XOU+noHT2wY8ehnsiCDrTCDoT0Ey+zGGGOMMWaSWJhP9K9Zzf98+mJ6lj9HUCqmx918eUFxoV1R4nql3TahGmOMMcaYLcjCfKJc6Of5Jx9r2ISqrqddlfqwdgvtxhhjjDFma2JhPiFIWm23TajGGGOMMWZb4G3pBRhjjDHGGGM2joV5Y4wxxhhjtlEW5o0xxhhjjNlGWZg3xhhjjDFmG9VymBeRThHxJ3MxxhhjjDHGmNaNGuZFxBORs0TkZyKyGngMWCkij4jIl0XknzbfMo0xxhhjjDFDjVWZvxt4JXApMF1Vd1fVXYHXAH8GrhKRd26GNRpjjDHGGGNGMNac+eNUddhVklR1HbAIWCQi2UlbmTHGGGOMMWZMo1bm60FeRF4pIvnk8XwRuVBEpjWeY4wxxhhjjNn8WtkAuwiIkh75m4Ddge9O6qqMMcYYY4wx42olzMeqGgJvAa5V1YuBl07usowxxhhjjDHjaSXM10TkTOAc4KfJMeuVN8YYY4wxZgtrJcy/Gzgc+LyqPiMiewLfmdxlGWOMMcYYY8Yz1jQbAFT1EeDChufPAFdN5qKMMcYYY4wx4xs3zIvIkcAVwCuS8wVQVd1rcpdmjDHGGGOMGcu4YR74FvAR4D4gmtzlGGOMMcYYY1rVSpjvU9U7Jn0lxhhjjDHGmA3SSpi/W0S+DNwGBPWDqvrXSVuVMcYYY4wxZlythPlXJ/fzGo4pcMzEL8cYY4wxxhjTqlam2Ry9ORZijDHGGGOM2TDjzpkXkaki8jURuTe5fVVEpm6OxRljjDHGGGNG18pFo/4PMAC8Pbn1AzdP5qKMMcYYY4wx42ulZ/6Vqnp6w/MrReSByVqQMcYYY4wxpjWtVObLIvKa+pPkIlLlyVuSMcYYY4wxphWtVObPA76d9MkLsA5YMJmLMsYYY4wxxoyvlWk2DwBzRGRK8rx/0ldljDHGGGOMGdeobTYi8s7k/iIRuQh4H/C+huebRET2EJEFQ469XUQeEZGHReS7DcfPEZEnk9s5DccPFpG/ichTIvINEZHk+I4icldy/l0issOmrtcYY4wxxpitzVg9853Jffcot40mIucBdwCfE5HFIjJdRPYGLgWOVNX9gQ8n5+4IXI67eNWhwOUN4fwG4P3A3sntpOT4JcCvVXVv4NfJc2OMMcYYY7Yro7bZqOqNyf2VE/mBItINXIkL3rOBxUARuAi4XlXXJ5+7OnnJicBdqrouef1dwEkishiYoqp/To7/N3Aq7peENwPzk9d/O/mMT0zk92GMMcYYY8yWNmqYF5FvjPVCVb1wIz8zBhTYMXmfpcnnvSq5/wPgA1eo6p3Ay4BlDa9fnhx7WfJ46HGAl6jqyuTxC8BLRlqIiJwLnAuwQ2f7Rn47xhhjjDHGbBljbYC9bzI+UFWLIvJ+4IvAdBGZBXwmWcveuIr6DOB3InLABHyeioiO8rWbgJsAXr7TDiOeY4wxxhhjzNZqrDabb0/Wh6rq7SLyEPAmYB7wUVxl/X9VtQY8IyJP4ML9CgZbZsAF/cXJ8RlDjq9IHq8SkZeq6koReSmwGmOMMcYYY7YzY7XZ/ATXDjMiVT1lYz5QRLqAnZKnA8CjuJabHwFnAjeLyM7Aq4CngX8AX2jY9HoCcKmqrhORfhE5DPhf4F3Atck5twPnAF9K7n+8MWs1xhhjjDFmazZWm81XJukzs8CNuEC/M/AccBbwPHCCiDwCRMDFqtoDICKfA+5JXv/Z+mZY4F+AW4B23MbXO5LjXwK+LyLvBZ4F3j5J34sxxhhjjDFbjKhumVZxEdkDmK+qt2yRBQzx8p120A8dd+SWXoYxxhhjjNnOXXXH4v7V/YWpE/FeY7XZfF9V3y4if6O53UZw+0pnb+Jn9wIPbOJ7GGOMMcYY86I1VpvNh5L7kyfjg1XVwrwxxhhjjDGbYKxpNiuT+2cBRGTKWOcbY4wxxhhjNq9xw7mIfAB3xdYKg+02Cuw1iesyxhhjjDHGjKOVSvvHgFmqunayF2OMMcYYY4xpndfCOf8ASpO9EGOMMcYYY8yGaaUyfynwRxH5XyCoH1TVCydtVcYYY4wxxphxtRLmbwR+A/wNiCd3OcYYY4wxxphWtRLms6p60aSvxBhjjDHGGLNBWumZv0NEzhWRl4rIjvXbpK/MGGOMMcYYM6ZWKvNnJveXNhyz0ZTGGGOMMcZsYeOGeVXdc3MsxBhjjDHGGLNhRm2zEZHXjPVCEZkiIrMmfknGGGOMMcaYVoxVmT9dRK4G7gTuA9YAbcA/AUcDrwA+OukrNMYYY4wxxoxo1DCvqh9JNrqeDrwNeClQBh4FblTVJZtnicYYY4wxxpiRjNkzr6rrgG8mN2OMMcYYY8xWpJXRlMYYY4wxxpitkIV5Y4wxxhhjtlEW5o0xxhhjjNlGjRvmReRtItKdPP6UiNwmInMnf2nGGGOMMcaYsbRSmf+0qg4kc+ePA74F3DC5yzLGGGOMMcaMp5UwHyX3bwRuUtWfAbnJW5IxxhhjjDGmFa2E+RUiciNwBvBzEcm3+DpjjDHGGGPMJGollL8d+AVwoqr2AjsCF0/qqowxxhhjjDHjGjfMq2oJ+DFQFJGXA1ngsclemDHGGGOMMWZsY14BFkBELgAuB1YBcXJYgdmTuC5jjDHGGGPMOMYN88CHgH1UtWeyF2OMMcYYY4xpXSs988uAvsleiDHGGGOMMWbDtFKZfxpYLCI/A4L6QVX92qStyhhjjDHGmG2YiEe2fQq5jqnkO6aS65hKrt3dc8fiCfucVsL8c8kth82XN8YYY4wxL3Ken20K5y6wT0meTyPXMYVsWxckanNGAAAgAElEQVQizU0wUVglqgyQy+bzE7WWccO8ql4JICJdyfPCRH24McYYY4wxWxM/2z5YSU8r6g0V9vapZPIdw14XVkuE5QE0KMD6ZUhco11iOj2lW2KmUKWDEAGyHVPDiVpvK9NsZgHfwc2XR0TWAu9S1YcnahHGGGOMMcZMLiHb1plUzl1AH9r+kuuYip9pbkRRjalVioSVfrTST1hYg6chHaJ0eTHdnjJFq3RIhNRf5LlbKD5VL0/g5yl63fR5GVSEvEYTdgHWVtpsbgIuUtW7AURkPvBN4IiJWoQxxhhjjDEbSzyfbFt3Es5dm0tjSM93TCXbPgXP85teF8cRtXI/tXI/4cAa6F1BjpAOT+kS6PYiphDSIdHg1JgkPcd4BH6Oqp+n5HXT72WIxEMUvKCI9K5Del9A+tdB33rCgQFqAwXCwgASBpuvMg901oM8gKouFpHOiVqAMcYYY4wxo0n70xuq6MMq6u3dw14XhVWqpT5q5X6CdcsJ4yptGtHuQ7cH3RLTLSEdEuOj4ONuQIxQ83IEfp6KP4UByRCLj4rgBRW8gXVIbw/Suxb61xMNDFAbGCAcKFAbGCCuVoetx+/sJNvVRX6nnfCfemrC9qG2NM1GRD6Na7UBeCduwo0xxhhjjDEbLZNrH9bm0hTWO6aQyY3Qnx6UqJb7qZb6CAtrqMYheYnp9IRuH7okosuL6SAmSwzZwdcquKDu5aj6XRS9HFFSsZewhgz0Ir1r8fp6oG890UAf4UAhqawPEJUrw9bjt7WR6e4mO3UKbS+djp/PgecT12rE1YCoHBAVC9T6+6msWkWpvz8Y9iYb+zNs4Zz3AFcCtyXPf58cM8YYY4wxZjgRsvmuhkkv9cA+palnfeT+9ALVcj+VQg+VdcvJEpIX6PSFLk+Y4kV0edAuMTkvhCFzYWqSoernCbw86/wckWSIBbw4wiv0Q+9avN7l0L+OuL+PcGCAsFCg1j9AWCqBatP7ebkcma4ust3d5HfeGS+fRzIZNAqJKwFREBAWS4QDAwRr1w57/WRrZZrNeuDCzbAWY4wxxhizlRPPT6e7NLe6DG4oHbk/PaRWHiAo9VFct4Ji+A9yGpP3oNP36PaFbi+my4c2YvKZGjIkqUbiEyQbSnu9HKGXQcWDOMIrF5C+pE+9bx3av76hol6gVihAHDd/L75PptsF9Y7dZ+C3tSHZDBorcRAQBwFhqUQ4UKC4bNmw128NRg3zIvJ1Vf2wiPwE9y8STVT1lEldmTHGGGOM2ay8TK5p0+hgaE82lbaP1p8eUC25tpf+1c9AWCErSrsInRnftb740OkJ7RKTz1fx8s3xMkYI/DxVL8+An2edl0HFB1W8oAR96/B6V+H19aB96wkLg60vtYECGg7ZU+p5ZDo7yXZ30Tb9JXS274GXdf02cZBU1MtlokKB8soXhr9+AlSy0Nfpbr2dQm/ymGcm7jPGqszXe+S/MnEfZ4wxxhhjNhvxyGTb8HNtZLLt+Mlj1wIzfDRjJtc+7C3CoERQ7qNa7KXU+wJaC8iJ0p7x6Mr4dHlCV0ZcUPdj8h0BvjZWsGsoJCMacxS9PL1ehjip3Hu1CtLn+tSlr8dtKO3vd2G9f4BaYYA4GHtDaceMGXi5HHhCXK25inq5TFQoEvT0UH5+5YT9SIMM9HYlAb1D3H0X9HUKvR3Q15WE9g6o5GXE99D/kcnfAKuq9yUPD1TVaxq/JiIfAn47UYswxhhjjDFDiOBn2sjk2vCzbWRySRjPNhzLtuOnj9saHifHM6NnxrQ/vdRHeWAtA2ufJY6q5ETp8LN0ZTy6fKE769PhCW35mHwmIKv1CnYE1ACoelmqXp6y30m/N42oPvklquL190HfWrzeZ6FvHfFAv+tTTyrqUbk8bG1uQ2lXsqH0Jfi5PPgecS1Mq+pRYXBD6aYKMvXquaugp9X0riSgd4oL7GME9K6yMrUI0wrKXiuhM4B8qPixEAuUsjHVrFDKw6Iu3ayjKc8BrhlybMEIx4wxxhhjDACCn803BW8/294QwuvBu72hct6WVs5dFT0/7qfEUY2wViGqVohqFcJqmWqpnziqEkchGoVAjC9C1vPIeB55zyPvCd2+0JXNuKDeHpLPx+TSnvDBSniNDFVxG0qL2S4iqfeph3jFAaS3B693BfSvQ/t7mya/hMXRNpR2DtlQ6hNHEVoJiKpVomKR2kCBYG3PRm8obQzofQ0tLoPtLoOhvTxOQJ9adAG9I4C2JKBHHpQzMdWMUGqD/qRK/8TLhFp2pPcb3ENQ85mw5vuxeubPBM4C9hSR2xu+1A2sm6gFGGOMMcZsXQQ/kxtS8W5vCuGDwbs9fTwY2tvws3lExr7IZxyFRLV6CK8Q1spUKwXisApxiGiMT4wPaRDPeUJWIO9BToS850J6ViAjkMkqmWyEH0f4GuFrOHhVUqJha4jUJ9Acgd9GOdNB6GWJxUM0wi+X3Bz1pE897u9tnvxSLKDRCBtKk8kvHTOSDaWZDKpKXAncmMZSmVphgNLyFWg0fE1jqWZoCuXDq+mDoX20gN5ZVqYlAX2PVdBVgXxN8RFiEUp+RJATyjkYSN7vyd3GD+hbyliV+T8CK4Gdga82HB8AHprMRRljjDHGbCwvkxtS5R4SxhuDd0MYT49n2hBvnCAeR0kQDwirZaJqmaCwDuIQ4hBfYzyNyQhkPciKkBMhJ5ATJS9K3hP3dYEMiu8pmVyEn20M4KNT3HSXiOQmGSLxKUuOOOMTi4eKEOOBSDLOJMZThVqA9q7D61vt+tSTK5Smk18GBsbdUOq3vcL1qQNxUCGq1ohKJcJCkfILrW8obQzofR2unaW5mj4Y2scK6FNLrsVlz1XQUXEtLplYiDyhnIlci0tDQH9qN6G6lQb0DTFWz/yzwLPA4ZtvOcYYY4x5MfP8bHMIH6VXvPF4c694G+KNHcZU46QaHhDXysRhQFzpR4vriDTC04iMxvgCWdEkhCs5ICcxeVFyEpMTF6R8YjJEw8YojvjZJAG8fvNcAK+ITyyjB3CJYySqIdUKBBWoVJCgDEEZCSoQlKFagSAgrlXdJtBqNb1FtcbntRGDtt/RQba7i/xOO9Ix42XNG0qrAVG5QlgoEPSsG3dDadWHvinJxtAOF57rm0T7GnrQezug3DZKQK8M9qC/YhXMrAy2uMSeUMnEVLJQzrkWl96u7Segb4hx/9qJyGHAtcB+QA730yiq6pRJXpsxxhhjtiXikcnmk97w9sHwnT4eDN9pQB/SsjJ0NvlQLohXicMKcS1AwwDCMgQDqIbEGpPB3bK4MJ4XJYeSJyJHRF6ULIrvInOydkZNRcMDeNbNOxef8pgBPEJqVaQauLBdqSThu+QeV8sQBFANmoJ3nAbvGlHDsVZnnEsmg5fL4mVz7j6XI9PZiTd1qvtaxsfL5sD3icMacaVKHFQIi0VqAwNUVq0e8X2rflI937F5zGJjBb23XkEfI6BPKcK0IrxilTKzoYIe1yvoGVdB708q8v94qRDkRnq/sf/15MWilQ2w1wHvAH4AzAPeBbxqMhdljDHGmM3P8zP4yRSUTLpZs72pVSWTHdon3r5BGzajJIBrWEXDAImqSLmMX3KtKRmNyKKuIk49iMfkNSRPRF5DvJFynSS3xMgV8ByR+BTHCuBRlFS/y1ANkHI5eVxGKoPVbx0jgDcea4kIXjbbEMBzePkc2Y4O8pkMkskgvu9af9L2H0XDGI1qaKRoHKFRRByGaMNawoECca02am96zW+Y4tIt9E2v95/LsI2jpVECeke9gl6EV6xW9gugrdYQ0P0oneIykGwSfXo6BLmRwvi2XUFvF59pXo4dvNyQ+6y7993z1/LEhH1mK2EeVX1KRHxVjYCbReR+4NIJW4UxxhhjNlHj9JQhlfBcYwBvHzbqsH7v+WPHAo1j4rCShnHCKl5Ywqv2k9GIDDE5YrIoeYnJ425tROQ0JKNj94IrEHnDW1AiyVETn2CEAK4a44VJ9bsewivlpjYUggpUK2g1QBur3dWaa0kJqmlrSqsbMsX3BwN4zgVwv72dbHe3C9+NAVzcd60ao2EEUYTGMRpFaBgS1WpoLUzXEBaL7heBFqa41Hwo5aGcd/elvFDqhNJOrv2kfqyc9xrOEwbaXYAfM6CXYGrBBfSOxoAuQiUTEWSFchLQe7fDgJ7Dc2HcHx7Op9XDeeNxP0ebjPy9Rqr0xVV64xq9cZXObLZtotbZSpgviUgOeEBErsZtirV/1zDGGGMmkHj+KEG8IZA3VMvTqSppP3kL01PCaloRJ0rCeNBHprLOtaVoTFZcIM8ngbwtqYZnNMTTeNQwHiNEXoZQ3EbMsKESPiAeKh4xAiJIFEEtwEvaTzRIgnelPNiOUm0I4MFg5TtqrH4n4bfV0YWSzeJls/hJ+PZyObJdXcgOWbwkfJMGcEAVjWI0DF34jiOIYuIwTNbj1hGWSsTrezdoMksMVPJQyjWE8U4ZEsy95H5oMB98TS0z/lbZbOjCeHvgRit2VJTdC7DvshECekao5F2LS28HLH0JVHKS/kIyaNsK6BkkDd1T0xCeTSvlwyvpOTq80WNyfxLK10dVVkVlngoHKMURVWJiVUSENoSc+LSJR6eXTd97n+wUdtV8ZeK+t/H9M+5P7HzgI8DuwOkTtQBjjDFme+AmqIzRklJvRWm4r4f1TLYdL5Md8/1VNamIB0l7Sg2JAvxyCb8YkSUiS5xs1NSkKh7SphFZDfE1wmPk0BsjaSU8TCai1KviJfEoiocmQVw1dn3glTISlNFyCcolpFKESintC9eg7CreQUBUv68G7lh1+NU8R/6hekn12/V++9kcfi7v+r+zWSTjI57vKuAiqACxomGERuFg9TuOk02f9V8IaoR9fRvUh96oXg0v5aHcDqVpMlgVT4N3czAv5yV9TSnngrwOC8jNJFbaqy6At1fdhJZpRWX6esiF7paJ3YZQcN9/1YupZSD0IMy4WeuVhs9ePRXKuwqRv+1uEvWAqSOE72n1wDxCJb3bG/1/X4W4llbMe+KApWGBkkZU1AVzEPIi5MUjj0+nl0k/Y89sF7NlGjLOn+VQG3b22MYN88lUG4AycOUEfrYxxhizdahf8r6pB7x54+awySq55gsAjTtBJQqJwwDCKkSuV9wLi/jV/mSzZkQO1x+eI6JNlDYNySazwn2NRgwAg73hrhqehnHJUfPaXWtKvaFcFMLQ9X4HZagUIQ3jpTSMa1BGA3fxnvrVNushPAqC8SvhnufaTvI5vFweP58jO20q+WwGydRDeEOrTFyvfkeu/zsK0TAkroVpAI8rAbX+AbTVPvQRpNXwPJS6h4fsckMgb66Iu4sC1avjYQvV8FxNaa+H8KQaPr0IbTXIhpCNBD9WPJcVCT0XxENfCH03rjHIJutrg0KbC+JBdqQqedMPf6N/PluCAN0yVoU829TGMs3LMUWyeKP8DEpxSF9cY31cZX0csCIsUdSQisaEKKLJfP6kYt4umaRtJscMv4P9slPxNzCYb2ljXTTq+6r6dhH5Gwz/VV5VZ0/qyowxxpgN4PlZMrmOwTCePnaTVeo3P6mEb+jGzbgWoFEV0qp4FT/oJVNxYwzrVfG8Rkm/eEQ+CeKZOBy1Kh6J71pT0iCeIfJyROIxgGtPQQQFJAqRtCWlhJaLSNmFcKm4arhWXBBPK+JJNdxVxYNhF/kZ8WdZD+G5HF4+P9iKks26XnDPQzxBFRfAa+FgII8iomoVrVaJgirhwABBT3WjKuCNqvXe8K4RKt1p8B45mDdWx8cjsdJRdS0p9baU5mq4kIljfBXQpBrux9Q8CH2oZdytcX2rprlWlZGr4Y22jcr4WLqScJyGcb+5ct7cd+5uo4XnQCN6kz7zdVHAC9V+Skkwr2kMImSANvHIi0+H+ExJ3v8lfhuvynaTGaf1bHswVmX+Q8n9yZtjIcYYY17s3AbOYQE8O0ogz7WTyXWk1fLxNm+6MYYVNz0lrOLFFTLlIn4pSjZtul7xtnplnHoQH3oVzUER3mCfeENVPJYcFfEoi6C4m6ibkiJJ5ZtyEcpF165SKaFJtVzTSniQVsLjwN23chEeqfeE53P4+bzblDllCpLN4GWyiO+53nqBOFao1YjjCMKGXvBkU2hYLhP3blgv+FChNxiuy7nklpeGHvDhwbych1LOVaTr1fENqYbX21I6K+5Kn/la0pISQSZ2/0CBQM2D2pBqeCXngnepDQY6YPW0karhQ9eyfQbGdvGbgvdok1kaz8mOEp5rGtNX7zOPqzwdFijEIRWNqBETK2REaMMjLx7tXoYpyefs6OXYK9M16nu/2I110aiVIuIDt6jq0ZtxTcYYY7ZV4pFJquJpe0pThXxIxTzbENCzY19101V+63PFA7yoilcrkKn2ki3GSXuKC+Pu5jZt+vHIU1RiJNmk6QJ4mE5OyVKTNqoi6YZNYjcxxU1JcVVxF8SHVMWDyib1iYvvp2MJ/XweL58nl/SHpxs0PXH94bEShyHEEXEUQzoVpZb+AlAfS7ihInGBupKDUkd9o6YMBvI0mA9uxqzkBivjldyGhfDGanhHctuh4Krh+TBpS4kVL+kNj5MQXvOTang9iA+phpfzbjTi2Lb9avhYcnh0ehk6xKdTMnR4GTolQ3fDhsymfvOGkJ5vaTJLwHNhiUfiPsoaUdWYGPAR2sQjJx4d4tPV0M8+I9Mx6tQXs+HGLGOoaiQisYhMVdW+zbUoY4wxW454mcFAPlpFPDu0Qt6ebvQcy2DfuOsd96IqfrWXTNBDVpMpKvUWFZR2XIuKm6QyvGe8HshDyRB6WVcZ91y/+IB4yQhDII7w6tNSyiUoFZByIQnj7rgL4hPcJz51CvlctqFP3E+mpOA2ZtZcn3icjCjUahLEqwHV3j73C0CLk1piIMg1VL+7obSzuCrz0Kp40/OGUJ5zQXzkC/QMV6+Et1VJwriycz/kq5CLXAjPxIqngqjb8Bl6StVXoqQtpV4Nr1fn+zvghR2gmtm+esNblcWj03PBux6+O5LHnZ7f8Ngd7xh2rt/09Vaq2fVgvj4KWBmVebI2QElDqsRECr4I+aRi3iYeXUnFfJqXY9/sVNrF3+ANoGbitDLNpgD8TUTuAor1g6p64aStyhhjzCbxMrmGindjIO9IxxkOPm9PrsjpKubjTVWJk9GGGgZJu0oVv1wiU4rSTZx5YtqSsYZtRGRiVyH3Gd43HeM1BPKkVSW5wmZ/EshFgCganJhSLqGlAlIuIuVkE2elTByUiSsuiEdBkDx21fJxf2ZJf/iIfeJ+MjGl1T7xQoGgJxi3T1xxYTYN1XkodwjlaTRUuCUN201V8aRVpX6skht/OgpAJnQTUtqrSQgPYGpR2bV3sAqeiRRfBQ8hxgXv+ubMyHM94fVKeL1dZu0U90vB+JX4IVd32sZl8YYF6sHHSTU8Cdf1Y82BfMPDN7i2lZKGFOMouQ8pxDXWakBFIwKNqRETJpVyAMH1mGdF8PHI49HpD/a4vzLbTZdkLJhvY1oJ87clN2OMMZvNYP/4xlTIvXEmq8S1SnMgj0r4xQGyxSjtHc+n7SoNgVxH3sg52DveHMir0kZQny8OSBhCpYiUy2ilAMUiUi64VpVyCa2UiCuVwcp4Esajyvj94pLJuDCez+Hn29z4wh12wM9moT7CsN6eEtXcxXvCiDgKmy4e1Eqf+Kh94N0MVrjzQinnDbac5JNe7KZATgttIOAlIwrbGlpROivKjv2uHzwbNUxHAVAh8pSqHxN5MtiKkh2ckFLOuat6jl8Frx/fPtoiMkgarEcK1/XwPVJA7xA/Dd31czcmfJc1pKghhThsCN8RIUqoSpT8bywN3wgZ8ciIkMN3rSsN657qZdnNb6dN/FGnvJjtVyujKb+dXDRqX1wR4XFVbXFArDHGbKNEEPHx0hnWLgx6fgYRzwVDL/m6V5/ukUmeN36t+Tb0600V9NyQ/vExQkJ6Jc5a4MYchlV3Fc5gPRmN0v7xvGjaP94YyMfezNkYyHME4lNpDOTVqgvklTJaLqKlAaSU9I8ngVwrlXQTZ5RWx8efpJJWx/M5/La2ZJzhznjZDOJnEN8DxLWm1Grugj5RRFwL3dSWpCpfGygMG2GoDPZyN26yLOeh3DlSH7i3aX3gquSTCnh7GsKVKUW3GdOFcMFXxYvd37mYpBc8mRMe+W5OeLUewPNQbHNV8CAn41Tihe0hgGeQpvBcbzVpqnYnIXswiGfoHFLx7khem2uxVzvUmJJGFOPQhfAkfK8Lq2n4rqlSQ4kbwrcP5BB88ciKRzZpT+loWHe3l2W6tNNu4dtMgHHDvIi8AbgR+Afu/xn2FJEPqOodk704Y8z2oTH8jhRyvTQM+0kg9pKAPNr5Ywfkkd87kzxPHouH+En4lsELz3j1x2NsxNxUGseougvZENXSDZ0SVfHK68mU1pBNpqvkUdrEVcnbCclrNGr/ODQEci9DLW1XyRJIO2XxUDz3udUKEpSSGeNFKBbcfbKxk0p5sELe0Koybu+4SEN1PI/X1ka+sxPJZZNJKu5nq6jrGa8O9ozHaZtKQFgqU224omYsQ6+C6S5DX8pDqb1hLGFb46hCf9jVM7WFKvj4feBuNOFgH3jS++0N9oHX6jPCc5Je5bO301Xmx6/Eb9u94D5Ch/hN7SZpNbsxdDdVx4e3m3RuQvguDwnfbmOmC98hrvKtuJ+0j5DFIyuu+p3FIyfSUI238G22bq202XwNOFpVnwIQkVcCPwM2KcyLyB7AfFW9Zcjx04FbgUNU9d7k2KXAe4EIuFBVf5EcPwm4Bld6+C9V/VJyfE/ge8BOwH3AP9u/JpgXNZHBK1EmfdHpRJFsmwux9VDb+NjzXTVUvKRCXX+caapWi5ccGylcjzMucFPF8eBl1jWOUI1hyGPiCDR2tziEqIpoMjBQ42RwIHiqiNsyiYfiSXIP6TEf8AR8FF8UD8FHybiYjJ/cZ4jxVfGJk/do/qyxjBzIc5TFoyA+IC7kViuuhzwZcajFev+4C+U6LJAHxEGFuDr2dBPx/aZ2Fb+jney0qelEFfyGTZxhLbnaZuTGGlaTDaPJBX6iNWsJRYfMA2+Y/d3efMyF9MZ54S6QV1qYD+5HzZes7wySPvBaQxW8fpEehNDXTegDH2k922bIE9wIwuFBenjVe+jXhwbwDsnQPk6LV109fJeGVL7Xp5VvN0u8ltS9k2mSafjOiCSVb0lHGTZW7HeVNtols81dAMiYDdXKf2UH6kE+8TQwsCkfKiLnARcCXSKyAHiHqr4gIt24+fb/23DuTOAdwP7AbsCvRORVyZevB44HlgP3iMjtqvoIcBXw76r6PRH5T9wvAjdsypqN2fKae6gH2zI6Bnup8yNdJKcDP5sfs2UDQLUeiN19XA/EyS19riHEMRrWgMBVeTV2/7lNA7ILxYILwAIjBON6KK5/DfzkeT0Q+/XQ3HBrCsoSu9e3EJBb/BGnYgRNWkua7kVQPGLxGo7XZ4m7r0ciVJH0H97rrRBaT8CxgkYQxVCrIpUiWi5DqYAW3aZOrbjquJbLLoBXgoa2lcq4c78lm3VTVfJ5164ypZt8bkckUw/krl2FOEZrNRfGowit1YiT0YZhpUIx6KE4UBsWxNNbR/NFeYaf41HLbvjVMjsrytTkapm5ELKRu2R9fUNm6JFORKmH8HLDRJSeKbB83M2Y224bSj4dN5gZ1v89rBo+SitK/XGr1eZYlbJGFDWkFLvwXdSQlVGZSujCdzW5yuZgz3c9fAsZETK41pN6+G5cyy7SRoeFb2M2WCth/l4R+Tnwfdwvxm/DBefTAFR1gzbHJoH9SuAkYDawmMEpOZ/DBfGLG17yZuB7qhoAz4jIU8ChydeeUtWnk/f9HvBmEXkUOAY4Kznn28AVWJg3Wwk/k2+64E0mPzScDwnoDfO4x2r9iKOQsFYmqrpbHJSolnqpxTUyGuMTkxPIitImQs6DNpS8xK6qXA/WQyvSmlSVkyA9zCZ0BNTr1M0huTEsuzp5nFyOXkUIEWrJOfUQjbjOD60H5TipzkcREkcQhe4WRkjkJo8QRRDVIKxBzX1dw2qyKbKG1F8TRZDM8taw4ViU/HITRa5vu/44jqEejJN+buI4+VrU0tU30x9tOmu8Db8tT65jB7xcMm88uQpn2q4ShmgYE0ehmzNeDSjGAYW4wkCtjxIRJYSSQCmT3Ea6UM+QY+6KlWP/p6Ktqk3zwbvKSVtKYxBXcZV8T5JquOsJr2VcT/iGzQeXIfdbv9H6voduumyceDLSdJT661q9qmUlqXzXA3hBQ3rigBVaopKE75rGRCgxJL+Ak7ad+EgSvn3axE/7zjslww5+xwZNXzHGTI5WwnwbsAo4Knm+BmgH3oQL9xs66SZOXrcjgKouBRCRucDuqvozEWkM8y8D/tzwfHlyDGDZkOOvxrXW9KpqOML5TUTkXOBcgB062zfw2zAvZp6fTavgzZNGmkP4SFNIZIx/gtY4IqyWiWoV4uQWBQNoHKIakUHJirrRfx5pP3Ub7vLxOSCTtHUwRgZzowD95GI5WaKkyhzhEdarzA1XrgRF1QVlV7mvt6+oC7dxPRyHLvg23GsUQi1Eo5oLwzUXoDWsuXAdh8ND8kiBOY5dO0e86SF5g3ie67lPer3diMKkv9+vH/eRjO9CtucNvqb+WLz0Qj/u3hucHOIlITcK0VpIHMdEtSpFavRSoaABA9JPwatRzmpz9buhP7zxMvb122B/+Mh/GSSZkFK/WmZHBaYVlOnr3IjCXCj4yWXrFSEWNx0l9GUwiGebg/i6btcXPvbGzK0//HmQhu2OhgA+NHQPft0foQVlsBo+2sV3hhpt3OAarRBonG66DOubLtX9FcrUe76RwU2Xnt/UDrOL38YeXoYcno0eNGY70so0m3dP5AeqalFE3g98EZguIrOAz+B68xdM5Ge1sJabgJsAXovHOQMAACAASURBVL7TDq1dlcNsNzw/g98Uvger49mhITzf0XRJ+bH6wFVjomqFqFZG65ePL/WgAyExERmN/3979x4sSXrWd/77ZFadS3fPfSSNNCMhtMhghwIjMyu8GGOBBB5hkGwWvBKwK2K1yHjZCMk2scLhsLDAXguHA2+sHSaslUCysUAgWNA6uAkseYVZBIMkhC6wDCBGM5Y0munrudQlM5/9430z8826nK7urnOq8/TvE1NTVZlZWVnZdap++daT78uWOVvmbBud/ri3Cb2QdKJOXZOSSMN4GChnl5Hl7FtGVcZ+rydjfDwOw8QfhBrqaj+UcXg8wdFHo7BcUWwwJGfNyac3FpJjX+T1iJ3df5XmYAT3WC4UblMRYlHllF4xtVCjO7Uy3i7jpUruFxQ2YWoVBRXTzMPtePJjfQknQ1pn2uwy4+F8a/ji+vDumyAvkyAey1Kedgm2prGv8NIYlOHXFaftprDIrRk1cxR7SDnYgSu7oUV8vovC2ds3b1lKjjXh9VwM2edmWr/PxZB9LlvWKp43vaGsonTnwIsmgO97wX415UIxYezd0pMqnnSZ1n2nJ12mPZ6ou0ERWdUqvdk8APxL4C/FSR8AXufuj13vk7r7e8zso4TW/QcJZTUvAN4fWwvuA95jZi8HHgeenTz8gTiNJdOfAu40s0FsnU+Xl1PGsnwmiM+0jG/PDBu/3c7P8uUD47h70zJeFWOYjrDRJfLDp8i8YOgVQ3O2Y5nKjnno+s9Ltr0gX/S9m2SgbhgfUNg2U8sZkYXa9DgkO+NRCN0H4aTGan8f37/ShPFqNGpGrazG45WGi2+Git/aJtvZJj+z27Y6NyHZZq6hCcmx7DvuqSUhGfAKdyirMgRecwormXSCckURw3KYHkJyUQdncwqrumE4p2kZnp8+H5abMH215VfoanC5o0PusHDyEgYVDMruZauAM7E+vC1LgbyCDMOT+vDmAGBmxMwL5+Dxe/pZH57B4rBtw9gS3l6f65SbDLrB/RpOvDysW73rlm8v+Hw54tEidDc4oWLqIXxXHt72IXwT+vomDFG/ZcbOTCv9vfk2ZyxfuQxGRORGrdL08GPAOwm18gDfEad93fU8oZmdI5TCQDiR9pPA3e5+b7LM+4HvdfeHzewQeKeZ/TDhBNjnA79F+GZ6fuy55nHCSbLf5u5uZu8DvoXQo82rgZ+/nm2Vk2GWdU/kTAL31cpX8sHWkesuY8u4T0dh6PjJHvnoIjklQ48jVVroi3ubil0v2PGCIYv74Q4bDJXNhvEhpe1yhYxLZRlKSCYTfDKCw9AXN4f7VHt1GD/Ax4d4bB1vwvj06F5GINRRh6Hit8l3tsluv41seDc2bIeLNzPcHS+mVGXByAv2mXA5m7KXTbhiE/Zsj73sIoeDJCxntt6AnK/WFeByywPooHAGFSEkLwnKgzLUa29PQjievWQOWQWZWzg3IFYnmXe3obLQouoGlTmleajnt3oaeBauS4MqC5e6m8JywcHHdBBq1Iusf/XhaQnK0hbvI1rBZ0tUVpHWfu9XBVdmAvg4OfHSCf+GAzO2kpMut2ZKT87agPvyXc5lqvsWkf5a5VP0ae7+Y8n9t5vZ62/gOYeEfuvvAe4FHqU9WXWOu3/czH4K+ARQAN/j7iWAmf0vwC8Tvu1/1N0/Hh/2BuAnzewfAx8G3nYD2ysLZPmQfLgdTuYc7pAPt8kG22FaM317bpn56dtHtpBDPXR8COMUY7JyRL6/x2CvHqmybML4DiW7XjD0gsGSgXEgHRwnbwbJKbNtDt3Yr8P4eBxKUA7roeP38YM9qv0rcJCE8aSnkauNUIkZ2VZ9UmO8jl3+2WDQlpNY/evAlLEXHFjB5bwO4RP2bMpedoX9/AJ7W77wJMb9pou/+iTGhRtEGpbz0jvBeC4ox1bjQemcKcL8owKyeRg4JyOEK0ue16kDcWwBzZzSDE8CclUHY2vDcWVJQF5wADEazpa6HDWy5aqWlZ30R9394KIW77OWcy4bLixRWRbGVzFuBtwp2fcpe1U4+fKx4oBR0gI+G8CHse57YMZ2DODpwcMz8l2edw39j4uInGarfCI/ZWbfAfxEvP8qQinLdXH3C8BDy/qZj8u8eOb+PwH+yYLlfgH4hQXT/5i2xxsBwMgHW22oXha+rxK869tHncSZqooJlJPQa0g5xaopWVWQjUcMRhUDwiUMHV82gXzLixWHjk/D+BaFw6WixMvYMj4e4aODEL4P92PNeBrG2zKVlcN47H87XG+T3Zn0MJLnnS7/JsWEfZuyn025nE+5koUgfiWbsJeN2B+UHCRhfH/BiY3Lg3j4dzVv+9XeHcPZMdy15zzzqaR2ugojTLrF2unYt3Zdsz3Nw0iTi1qQixwOht3W9jK/2gmOq0hbnPsZkE9C3f93W37SbQ1f1OLdqRdPasJXqbueesV+0u3gXlVwoZrwX6oDRlRMvGSSlKCEno+MrZnh5ncsa04cPZcNuDfb4bkDnXwpIrJuq4T5/5FQM/8vCJWwvwGs46TYi8BH1rCeU8uyvBOys+E2g9kQPtxZOYivwqsKnwnfVk7JqjGD8QF5DOD16JRbeBw2PpzYmXtB7iUDL5eOUFlhlJaHS5ZTWR7CuOWU5BwUGftTYFLikxIOD0OJysF8zXhoFW/LVK7W9zZZFoJ4UqaSn72raRmvT8IEY+oFB9WYfZuylxVcGky4kk3Zy8L9/XzE3qBkP4bxw3REyhjMr16HbaFv7WaQG7hz37nvQgziRR3EDTMozRnnbRCf1KNMbhv7O3D5DHz2LpjOncTYfc6bsXb6ZhH6fYkD0sycoDhMSjYGSetxGMAm6wxk08yffZwlA96QsTMzIM/ZJLCv2ud24VUsP2lbwC9XUz5bHYYeUEi6H+zUgFtn23Ysj10ihlb7u7Ntnp2fZccUwEVEblZHhnkzy4FvdveXr/uJ3f1UhvlrKz/ZWdryvUr5Sc3LogngVhUxfE/JygMGxRUGxC4NvQ7gFVtWMfQqBu8wNHxelWRxoJ/O+iGG70ETwOswXrlRVTAujVHpeOHhxM3JBMajpvWbwwOq0QHVwUE4qXMyxieTUMYymVBN6jB+dM8plmVti/j2NoOdbbKzZ7DhkGw4CCOUZhklFQdWsF+NOYit4pfzgiuDEMav5BP2swP2hyUHW8SW8FiaEi+rDHSzM4HdsTX9a9924DztYtut36AM3fpBqKVuehNJuvWrexPZ34HP3wHj4ekI4oM4SMyyoNuZ1pkXwm/7uEWhOT6+E5rTx8+H5tUeZ8d+4uLUKwqvmOIUXjFugnjbBeFhVZegVBRAFTsIrU/CTF/ndtICftYG3JltcX9+hl3LFcBFRG4BR4Z5dy/N7FWEVvlTzbKc3duffmLlJ17E1u/Y8m1VQV4VZNMrDKaXGBykrd/hMiSE79wL8qqMt8u5MpQ6fFfWhu4iG1BZRumh9b0sK6ZFEWrDp9PYjeEIxoehl5TDw3CS5mEYEt7jyZzhekI1nYaeU6oVuy00C63fwyH5cIhtDcm3trCzZ8juuL3TMl5lMM4qDpiwz4QrWcmVwZRLgylXBkVoGc9H7Od77A+rhaNSjrdWG3HyTB3ER6Frv3vSgW4qJy9DCUiVwSQvmxNEp3WXgklL/FOxf+3l3frBSQZxg05ZRns9bO7XpRvDawi63Rbqxa3Px30yYeUeesJxDz3feLhdTwvXoR57SsXIS0ovmtbpMtZph5ZqbwbMKT2e6Ep9Pb9Pw8WaHkND+Hcywq8nuYeuMnMzMo/X8cAmn9mP9YHG7eqCUERErtMqZTb/2cz+FfAu2pFacfcPHdtWbcDuHffxZd/4vUvnu1dhpMgmfNcBfEo+GTGYtOG7CeBekVPG4F004TtfUH5SWtZt/backoyqciqvqIqSURyZ0qehRZvxOOkRJYTv6vAAPzjAJ5PQ+j2dUCUBfFWW52TDIdlWDOBbW2TDLezMGbJBnpSk5GAwNWdkJSMrOPAJo7xkPyvZzwuuDEv28oKDvOAwKznMDjnI9zkcVIy2nMMt43ArlqbsrBbEh4XHGnHj7AjOjp27rsQgXsJW4WSxRdzNmGZV6Ft7tkU8BvEL94S+vY+uAz+ZIJ521XdbErwXBfGznetwAuNtyf1VjLxk6nUrsHdajadeNQF5QsW4mjYnLJZUlA4FVRg7KvajXcVgXHmIwvXhXt2/dv0azUK9f2bxpNkYepugHO9nhBbpPAbknKPLXbazfK48RsPDi4jIabVKmP+yeP0DyTQHvnb9m7M52+WIL7rwCQZN+E4C+ILyk5IQvqtYclLUJSfuVGVFVVZMy4LxtO6iMAzgw+gQxqHluxodUO3H1u/JGKZjqvGkCeA30uo92NrCzu6SDW4LvaTkOcS+xEuDaVYyspIDn3JoBQeDgv2sZG9QsJcX4cRMKznMpxzmYw4GFaNBxeGWMRqGPq7Ty6onQw4KZ3saRpvcnsDu1NgZO3futS3iW6WTV4YR6uuLrGIyiEE8h8nMiJOfvSu0zB/dBeLxdzs3wNrgnYTrc0kYnw/nA85mw879Vbvqq09S3KsK9n3KlapoSjSW1UhvNa3vxjZ5003fjuWdspRtyzhrg6bcZWgZOaZWYxERkZvMKiPAfs1JbMimWVlQXbrAOA7WE1q+R1Sj+bKT8mA/tIpP63rvSagTX/W5lrZ63zHX6u2x1XuctHof5gX7ecl+XrI3aFu9D+pW78E+o7zicMsZbVkI3MNwguZoeG2D4+xMnJ06eE+M3Uk4QXPrYju4zbBs++iG0LVg3RJeZW0In+Yw3m4PBg524PztMBpuNogPyZrAHVq5h50AvqhVPATzbhDfWaGbvNK9qY8OQXzKpWrCZ6oDRl4xIfQUsqyv7K1YwhJ6OGm382n5NmdX7K1ERERETo9VRoC9B/h+4KsILfK/DvyAu19395Q3o+KJz3HhR354fsaCVu/h1hZ2dodscC72DZ5D1rZ6T2Kr9yFTDig4GJQcZFOuxOC9Pyg5zEoO8imH2ZjDQRVLTqxp6T6MAXx8Da3ew9jqvTOJJ2ZOjN1JaPXeKsJlUBq5V+RVLEEh9N09zSrKzCjrAW1iTfh4aIziQcCTt4dtKwarhOvjbwnfsawzKuS5mZKT2ftnF5amDFbqq7pIT1KMreGfr8Y8WveXHUtTKiocyMgYAFuxpTuMFpmHfr7jAUNdJ60TFUVEROR6rfJ7/k8C/w/w38b7306on3/pcW3UJlRntrj84PM4GIQW7r28ZH8QTrw8yKpY733IYV3rPQyt3odJqcnRg/N0mccW72nolnBnauyOnbv2YCsZ0n2wpNW7iC3eZQze00GoNa+3Y2839IwyGS6qA1+0jcdbDz7A2LGcbQv9T4frPE7LkoA9XBi4Qy14N5Cv0utIPWhNOmrk58pDPlWEESPrUSMrHI9120NgK9Zib1nOVuwtpC6fuTvb4jmDs2yrv2wRERHZsFXC/DPd/QeT+//YzP6749qgTfmTOyb8T1/36NL5w8KTFm/YmYTwPdvqPaiqMPIl4cS/MoNJVlElg/FMB7F/8ORg4PKZ0BPKagcDN97qbdAJ023QTsI2OTtZzjbt/N24/GwYX/j4ZP61dvc3SkL4XlWw51MeKw449DB0+6QJ4eG1ZNCc9DiM5Sjbljch/Fw24On5Ds9bsSVeREREpA9WCfO/YmavBH4q3v8W4JePb5M249wIXvawM808DgHfjnY5zcMJl6NhaPW+dAY+d+f6W723yDh7DQF59fnzt6830FbujLxu1S4ZU4YTLr3i0Ev2fMq4Cj2ghF5PusO1e+zsr+6xJDdjQDj4GVoWDhzi0O11acz9g13O2G3H3t2hiIiISN+sEua/C3g98OPxfgbsm9nfAtzdbz+ujTtJB7sZv/hgd1j5ATYXhu9JgvLisLzC/BhYd+g+5npPXhzHcD2Krdaj5lJxqZrwRNLFYN39YOmhVduTDgMtvuYcOt0ApoP/bGc527QHD7uWc3u+1bTWqwtAERERkZOzSm82t53Ehmza8wZn+aVnfG0njF/vSJDTutU6XtfBehTrts97yaSoOgPclB5GefSmK0FrykcGdR/bxEszwE+o6Z5tib8r227CtlqzRURERE6vlTq0NrNvpu3N5gPu/nPHulUbMHXndycXmhEjS68oCS+4iqUh9QA2WQzVgzpgG+SxTntg2VxL/NlswD3x9pZOmhQRERGRNVmla8p/DXwR8BNx0neb2de5+/cc65adsHPZkG84c/+mN0NEREREZGWrtMx/LfBn3cPY7Gb2DuDjx7pVIiIiIiJyVasUVD8CPCe5/+w4TURERERENmiVlvnbgE+a2W8RSshfBDxsZu8BcPeXH+P2iYiIiIjIEquE+Tce+1aIiIiIiMg1W6Vryv+U3jezrwJeddpOgBURERER6ZtVu6Z8IfBtwLcCfwL8zHFulIiIiIiIXN3SMG9mfwZ4Vbw8CbwLMHf/mhPaNhEREREROcJRLfO/D3wA+EZ3fwTAzP7OiWyViIiIiIhc1VFdU34z8BngfWb2f5rZSwANXSoiIiIicpNYGubd/efc/ZXAlwDvA14PPN3MfsTMvv6kNlBERERERBa76qBR7r7v7u90928CHgA+DLzh2LdMRERERESOtMoIsA13v+Dub3H3lxzXBomIiIiIyGquKcyLiIiIiMjNQ2FeRERERKSnFOZFRERERHpKYV5EREREpKcU5kVEREREekphXkRERESkpxTmRURERER6SmFeRERERKSnFOZFRERERHpKYV5EREREpKcU5kVEREREekphXkRERESkpxTmRURERER6SmFeRERERKSnFOZFRERERHpKYV5EREREpKcU5kVEREREekphXkRERESkpxTmRURERER6SmFeRERERKSnFOZFRERERHpKYV5EREREpKcU5kVEREREekphXkRERESkpxTmRURERER6SmFeRERERKSnFOZFRERERHpKYV5EREREpKcU5kVEREREekphXkRERESkpxTmRURERER6amNh3syea2bfmdz/u2b2CTP7qJn9mpl9QTLv1Wb2h/Hy6mT6l5vZ75nZI2b2f5iZxel3m9l74/LvNbO7TvTFiYiIiIicgI2EeTP728AvAj9oZu83s/uADwMPuvuXAu8G/llc9m7g+4GvAF4EfH8Szn8E+C7g+fHyUJz+fcCvufvzgV+L90VERERETpUTD/NmdhvwJuDbgX8IfCew7+7vc/eDuNhvAg/E238VeK+7n3f3C8B7gYfM7JnA7e7+m+7uwL8F/np8zCuAd8Tb70imi4iIiIicGoMNPGcFOHA3gLt/asEyryG03APcD3w6mfdYnHZ/vD07HeAZ7v6ZePuzwDMWbYiZvRZ4LcBznn7HNb4MEREREZHNOvEw7+77ZvZdwD8F7jOzFwBvrFvlzew7gAeBv7Km53Mz8yXz3gK8BeDBL37WwmVERERERNZl3YFzEy3zuPt7zOyjwDcRgvvfI9TPvxT4B8BfcfdxXPxx4MXJwx8A3h+nPzAz/fF4+3Nm9kx3/0wsx3niuF6LiIiIiNycHHAyKnJKcirLqYgXi9OS6WGZwZHLVOSUR65nsHCZev1uOdhb11bqfuJh3szOAffEu1eATwJ3m9kLgX8DPOTuafj+ZeB/S056/Xrg77v7eTO7bGZ/Efgg8D8A/zIu8x7g1cCb4/XPH+drEhERERFwbElAng2/gxWWOSpED6jIjnj8oHk8obPDNbw4J6MMFw/XeXI7oyD3kiEjMiqsKsN12FIMx+J1le+uLYNvomV+SAjt9wD3Ao8C30Y4UfUc8NOxh8lH3f3lMbT/IPDb8fE/4O7n4+3/GXg7sEuosa/r7N8M/JSZvQb4U+BvHveLEhEREdmEEBcHTaAtGcwF5rKZX4fcwTW0NC9eJn3Oerrb+vpWybzEYnjOm8CcBumC3KcMGZNRYlWVhGfHvMLMwT1eg+G4AR4OPLCMykPMdjMg3q9vY7hlMY6HVvXZ/VTYsHNQwQr7YL/anqxrP22iZv4CoTea5wIvdve3x1kvPeIxPwr86ILpDwMvWDD9KeAla9hcERERkaUcYojrBujSZq6b+TEEz4ThZY9fuo4klK8jQJtXc2G5vp03gbpgwDRMr9IW5zZA447F4pa6PbyuEXcz3EMwxuJSnoXpGE62MDinBwwFW1RZe7DhcV23so3UzEcXgY9s8PlFRESkx+ogfbXW5zRAl0mL9PIAngbttlxjPlQPQv3zDbI6MHuRlG4UMUR3W59DiA7lG1nsINCalucQoEN4NjCoPAs140lLM3XBh+WxnjxjtsSlfp3TbLudvs6SFVmbjYV5d1eYFxEROSF1wIsFCG1LaCwj6Nyfm14/btnyi9dVxWswqgXPUYfmOih3W627oXxxS/YaYoxXnZbnbC5Il2w1rdGzNdBVCNLxFXnYxdQ3mv1m2UwrdE5l9T6aLVkZxNKN3U7rvEK0LLPJlnkREZFjc7VeLJqf8mNL5aKweWRwtTQYZ935V1lXNTd9dtn5MF1Pq5Zu1/LH1OULN6MQnItOaUeehOmhj8k4SMo6YqB2B6uaVum6E+qmwMMstErHEo6m/hmLJRzxOi1piUF6ajuMkxZ7BWm5mSnMi4jIDatiQLpa7xRN12xLum3rnmSXzXQRly08Ka/z2Jn7Gwth3vZakfZgYd7t0aK+zjyWSzTt2cl8T3vCSC5V+5i0RtmogNAuHE78o1kutBh7XYGRdHgdb5iBO4619c5xH7q3z0QMy/WaaZ8R97Dyemvq+XXArg+ygCZAz5auTLOdtdaDi5xmCvMiIj2yqNu3o3qfqGth2/rh7CoB+ojpMy3abQlEtlLvDavqnoi36KS8uvu3SejBwisyb0/CMyoyd8yqkFvTWuL4v1AFYbhbU0MMbXClCaJtOIVumG3DqXWCa3O70wqftpCnreahXrmw+Zb2ugU+Dc4iIrMU5kV6qi0haANB3QtAer85uSmWE7i1t9MSA49hJazbkufptrrRmbfoMTP3bfk65td31HPNzLP5dcxvw7LbRy2XBrfVXm87mt+yeXVQnF8m/DsMOiF5WYv2urt9w9uShcV9JofLwCfxXTTb9VvVPfHOwol4TtPAS/3e6vZgkV7S0pDk/TvXD3XWdP9Wxv6l13kAISLSVwrzcmrVPzqnAWE27HYDbwy4lgbduo/Zdlp3XfFEpkVButPFVt0yl8W63DS0JPOWLbNg/QoyCU+7QZuP1nGhBYcGbRsrs/N8/lCgu+yiQ4UVnstnH+8Le6xoQ3NbalGH5bSkot0Kb2qEO92+NS3GOQ6xZb5+z82UvizoM3ntBxAiIrJWCvO3mLo1t/vTb5acCGSdIDq7XBs8bWFAbsJzZ7m0RXjxcstC61EtzrPBeS4Ur6G7sGtlyU/9WafWdfG0Jur7tAltYdS4tO2ySsJbEuTqUJic+JWGzrYFOwa6tJygOSEsDXtzryauL12uvd8+Rzqt7VXYZ5eztAp3Nj6nj52NwZ4s3503W9N7Lb8sdLdvyXKdFvqj19EttWiXn1vO2vXW89KDRJVTiIjItVCYjxxjzG7SO0EdCtNW2dnwO98Ku2r47YTcTgvxosd3ayvbIGsLlsupuwJrW5yT3hE23MJmXnZDK94E4Cbgzt5vBq0ommBrXs2cSEYbeuuf/albQeMJYF7H0/pG0l5qhnt7oFO3ajZ1sU5S51qXpcz2kNAta+n+e4VW/ilDPKv/zdvWfgU4ERERuR4K89Gl7F5+4dzfOrHnm2vBTUJtpzeDJS27A4rkJ/jZXg3a6d12V0+em6QvXGhbXGdaQWPda91PsEPngMCxzslh6WAUWBjOguRghgUHLG25SkbJkMLmS13qgC0iIiIiLYX5aOhjnjf5cDxpa7a8gBhqrRNqu6UKhB4SLGm5bUJt90Svtp51UX1122pbdVpxk/CrYCsiIiIiKMw3prbNH2+9cNObISIiIiKyMnVRICIiIiLSUwrzIiIiIiI9pTAvIiIiItJTCvMiIiIiIj2lMC8iIiIi0lMK8yIiIiIiPaUwLyIiIiLSUwrzIiIiIiI9pTAvIiIiItJTCvMiIiIiIj2lMC8iIiIi0lMK8yIiIiIiPaUwLyIiIiLSUwrzIiIiIiI9pTAvIiIiItJTCvMiIiIiIj2lMC8iIiIi0lMK8yIiIiIiPaUwLyIiIiLSUwrzIiIiIiI9pTAvIiIiItJTCvMiIiIiIj2lMC8iIiIi0lMK8yIiIiIiPaUwLyIiIiLSUwrzIiIiIiI9pTAvIiIiItJTCvMiIiIiIj012PQGiIiIiIicJHfH43Xl6X2ols6L9/F2Oecq83xune7rfS0K8yIiIreIOpSE2xCiBlAHkjjDm/lxiXR+XA/N8vW8drkj148n625XWm9ZZ17yXPPLt4/pPs47y8zNS+636/Tu8p1lfO555/bB3DoXb0Nne+fW6XPbtWgb0hw4u2+O2p/tOr1z2x2q+Nz1NjYBdvY+SUhdMG95+E2ea0kwdneqZLm5+53nntmWBeF6+bx2mY2ybG0ZXGFejlX6B939I575QwWIHyjNh379wedQhbW1f4Azf5Bz60ge33yIz/4R19vS2c6wbOXddcxuU7vs/Da0z9ddf7u+7n7pTO9sb7Kv5pb1+ekLX/PR66hvm4XlDSP+F6dZc9vqJerbFua288DMkse28+PiYBZq+5asL6unWnd9R617dn67/elju68NILN6C7qv5ah5c8+VrLvd5nqvJfNmtqted/2YRe+h5f+O8//29RciR6wnfe8u/PuZXSez75ful/vS9+ySbWi2M1nnor/3Vd7v6d9fHRQ4Yh+tsk9p1jn/+VBvI+nj6a6n+3hPHjP/HIvW1XyedJ5v/u87Weq6tlfkWtSfU1nz+Rs/C+NneXOf9nMxa6ZZ+9i4TJY8Pr2fmZGZhVCahU/NzLqfr+lzdD/vk/kkn7GzGRSy3wAAE4ZJREFUn7nJZzgzn8s0y3lci7fLLBH+zg0s+duuP5fqZbz7WVOv2XF+eTS9nn+ShRTmo8Npycc+c7F7tEf3H2L2iHDuiI/2y2z2KHfheo5YfvbIdlEIPOpnoWXLzB8BL9qu+W2ffX2d9R+xTlmvpQGS2Q8sW/pBNhvYDeuEnyboNbeD9OAkDYPpvDirE8TqaXJrSt9nswdp6UFWHQyg+15ND7AWHch11hUXyOaex+a2wzrrTA/0FnzJJ/+zzv3uQSlzyycHdp11zj8HdSZIJnTmpetups1HDesstCiWOJjNPBczazLMnPm5vmDJVJjfLtW9335KJEex9QbXnyFtNpr73PAFN/yo+RY/ozzswPQgqw1VC54ortfits9txczLqCd5d1KziDePseSld9dc3zWbPSDrblVn/T7znDFbNs/r7WvpbFRcIHyG28wBY5JXzDoH8GlrfZtZZvNRumy1MDstbD2/BTPDaDIt1rUuhfnoyf0xb/vgI8f+POmXzqIvomzBtHq5bMGRaWaLl0+PjDObPRqub8cvtnqd9edMZ3qYEI6c61eQfkF3l2+/YLx5XPuoen49xZsPy/YDau5rp/lS6HyMeXtAnIbI8IA6ZMYPKXO8Mtza8Nl+ULZfNslawq3kCyV8MIYvwbkP4bn1JY+tP1zrD9XkE74NvNZ+2Fv7q0DzBRE/5Kz+YE3WP/sLQjM9+dJKW29J1pd+0Lehaf59APPhqP537B5QtIFovnW63Y/p+6oTUmYCRr1c+7h2htGsBIuBwNKVOUkLeLvT6/Vl6Tdm/bqTbawDhafbGtfTCVDWvqZmUrIfY25K9k83DFly3b5P2n+bitbsv3H6nvNm+9v3UfdAqv6D6YaI2fdu/b4wQst8/b5v1mX1+6r7d7DsPVv/vRz1fl3UGn/0Lw1tSMDn3+s+t/4woW5oIJ0uInIKKMxHu4OcL3/gbiB+4FvyJRa/ZJsvvDRAehsswxeJJV9IyRfXXMvlgnqumSPdpctU88vP1pUt+jlcRERERE4XhfloXFb8zmPnN70ZIiIiIiIrUz/zIiIiIiI9pTAvIiIiItJTCvMiIiIiIj2lMC8iIiIi0lMK8yIiIiIiPaUwLyIiIiLSUwrzIiIiIiI9pTAvIiIiItJTCvMiIiIiIj2lMC8iIiIi0lMK8yIiIiIiPXUqwryZPdfMvjO5v21m7zKzR8zsg2b23I1tnIiIiIjIMel9mDezvw38IvCDZvZ+M7sPeA1wwd2/CPgXwA9tchtFRERERI7DYNMbcCPM7DbgTcBDwJcC7wf2gVcA/ygu9m7gX5mZubsvW9fQ4QXkx7q9IiIiIiJPmK2tQb3XYR6oAAfuBnD3TwGY2f3Ap+O0wswuAfcAT6YPNrPXAq8FeNbtz+CH7cyJbbiIiIiI3Hpyh6/PBmvL4L0O8+6+b2bfBfxT4D4zewHwxmt4/FuAtwD8+Wd9iZ9xO54NFRERERGJrCwn61pXr8M8gLu/x8w+CnwT8CDw94DHgWcDj5nZALgDeGpzWykiIiIisn69PgHWzM6Z2RfEu1eATwK3Ae8BXh2nfwvwH4+qlxcRERER6aO+t8wPgX9DqIe/F3gU+DZCK/y/M7NHgPPAKze2hSIiIiIix6TXYd7dLwAPxX7kX+zub09mf+smtklERERE5KT0uswmcRH4yKY3QkRERETkJPW6Zb7m7grzIiIiInLLOS0t8yIiIiIitxyFeRERERGRnlKYFxERERHpKYV5EREREZGeUpiPNKSUiIiIiPSNwnzNNr0BIiIiIiLX5lR0TbkOW886xwNv/stHLuPu4IQL8XaY0bbsezr9KvOI8+r1Vcly9VX94NnbgFdHzPPu9qXbXVXePia9rjwsUsXtbtZfb5vj1fz6uo9NXpN7s2xn3zXbFtbr7viooLg0obo8oTooqMYFPq2g1E8mIiIiIssozF8DM0ta8LtN+WrYPz4+LSn3C8q9CeWFEcX5MeXFEeWlMeXlCdX+lGqUhH/lfxEREblFKMzLTc+GOYM7cwZ3bsMDt111eS8qqoMpxZUJ5cUx5fkRxcUxVQz/5f6U6jCG/6JS+BcREZHeUpiXU8cGGfnt2+S3b8P9K4T/0qkOp1T7U4oLY4rzh+Eg4NIktP7vTfFRgY9LvKzacigRERGRDVOYl1ue5UZ+bov83BbDZ5y96vJeOdVhQbU/pbw0pjg/org4orw4pro0odybUh1OQ/gvFP5FRETk+CjMi1wjy4z87JD87JDh089cdXl3x8cl1d6U4vKE8vwhxcW67n9CeSWc9NuEf530KyIiIitSmBc5ZmaG7QzIdgYM7t2F591x1cdUkxD+yysTigsjyvOh5b+8XJ/0qx5/RERERGFe5KaUbeVkd+cM7t5h+wtuv+ryPq0o96czPf6MY48/49jjT4lPS/X4IyIicooozIucAjbMGNy5vXqPP2VFtV9Q7E2oLo1D0J+U+LTCixKfOj4t8cLxoorTq6YHoOZ+GX4Z8NKhrPAKvIrnCVTejlcwN8aAiIiIrIPCvMgtyPKM/PYt8tu34FnnNrIN7h4GGSs9HCCUHg4OinAdDhCcKh5cMCmpplU4yJjooENERAQU5kVkQ8wMcsNyYCvf9OYsdUMHHc31VQ460vXWBx1VcuARt4Fk9GavR2ZeMAK0yLGweCEOoBgHUrQs3s8s3K6v8+Q6z8L1wLBBBoMsTIPOiOEeRxRPD6o9GU287h3MF44wno5O3r3vs6Opp6OwQ9Lr2MzI7M1jknWS3m/vNOtKR4hPl5293X3QzPTFk0UWUZgXETlCXw46Uk3Qr+qDhOSApD4AiffDAUkVDkSKimpawjQ+ri67KuKBTH0wUsYDkHifMr2dHJTEAxCvvL3fhLU6NM38IgKnN8jMhuHMsDoUZ0kwzgzLk1A8yOJ1mN6E4eSSNdPC8lmczjAjGxoMcmwYl0/DdW6Qh/WH2zPzMgt/A3JT8c6BS3qQPzOtSg40Zh7jpYdOFp48pHhqFM63ujAKnSwcFvikhOK0/jGeLgrzIiKnTDgAAfIcG256a65f52CgqNqDgvrAIPllxCuPpVfxl4+p42U4MKmag5HkIKT+dcUdG2ZkeRKGhzEMDzPIM7JhCMUWp9fhtxOG0/CrMCzHzOKvIvEe87dWM7hrh+3nHN3JQjUpqa5MKC6OY/A/pLwwprgwotqbUo0KfFI1Bw5y8hTmRUTkptS0UkNvfhUROW2yrZzsnl0G9+zCf3Xn0uXcHT8sKK5MKM6PKJ88DNcXRhQXx1T7BT4uNJjiMVCYFxEREZEbYmbYmSFbZ4ZsXWU0dS+d6mBKcXkcQv+TI4oLscX/8gQ/KKgmJRTV6S27WyOFeRERERE5MZYb+W1b5Ldtwf1Hd6fs04pyL5b5PBXLfM7HUdSv1PX9t/YAigrzIiIiInJTsmHG4K4dBnftwBcuH0Hd3fFxSbk3pTw/YvrkAeVTocSnvDii3Jvi9eCJp6zMR2FeRERERHrNzLCdAdnOgOG9u+z8mbuWLuuVUx0WlJfHFE+NYmv/iOJCGDm9Opji43BCfR/KfBTmRUREROSWYZmRnx2Snx2y9cyjB070sqLam1JcisH/ycPmpN7y8iQE/0kZynw2FPwV5kVEREREFrA8I79jm/yO7dW78bw0pvj8IcX5ur5/HOr7R0Vo7S+dsiqLdW2jwryIiIiIyA3qdOP5vKO78fzUDz3+J2t73nWtSEREREREjrbugeQU5kVEREREekphXkRERESkpxTmRURERER6SmFeRERERKSnFOZFRERERHpKYV5EREREpKcU5kVEREREekphXkRERESkpxTmRURERER6SmFeRERERKSnFOZFRERERHpKYV5EREREpKcU5kVEREREekphXkRERESkpxTmRURERER6SmFeRERERKSnFOZFRERERHrK3H3T23BTMLMrwB9sejtuYfcCT256I25R2vebpf2/Wdr/m6N9v1na/5v1xe5+2zpWNFjHSk6JP3D3Bze9EbcqM3tY+38ztO83S/t/s7T/N0f7frO0/zfLzB5e17pUZiMiIiIi0lMK8yIiIiIiPaUw33rLpjfgFqf9vzna95ul/b9Z2v+bo32/Wdr/m7W2/a8TYEVEREREekot8yIiIiIiPXVqw7yZPdvM3mdmnzCzj5vZ6+L0u83svWb2h/H6rjj9S8zs/zWzsZl9b7KeHTP7LTP73bieN23qNfXJuvZ/sr7czD5sZv/hpF9L36xz35vZp8zs98zsI+s88/40W/P+v9PM3m1mv29mnzSz/2YTr6lP1vjZ/8XxfV9fLpvZ6zf1uvpgze/9vxPX8TEz+wkz29nEa+qTNe//18V9/3G971dzHfv/283so/E79jfM7M8n63rIzP7AzB4xs++76nOf1jIbM3sm8Ex3/5CZ3Qb8DvDXge8Ezrv7m+MOusvd32BmTwe+IC5zwd3/eVyPAWfdfc/MhsCvA69z99/cwMvqjXXt/2R9fxd4ELjd3b/xJF9L36xz35vZp4AH3V19Ea9ozfv/HcAH3P2tZrYFnHH3iyf9mvpk3Z89cZ058DjwFe7+pyf1Wvpmjd+79xO+a/+cux+a2U8Bv+Dubz/5V9Ufa9z/LwB+EngRMAF+Cfhud3/kxF9Uj1zH/v9K4JPufsHMXgb8I3f/ivh58/8BXwc8Bvw28Cp3/8Sy5z61LfPu/hl3/1C8fQX4JHA/8ArgHXGxdxB2NO7+hLv/NjCdWY+7+168O4yX03kEtEbr2v8AZvYA8NeAt57ApvfeOve9XLt17X8zuwP4auBtcbmJgvzVHdP7/yXAHynIH23N+34A7JrZADgD/Jdj3vzeW+P+/7PAB939wN0L4D8B33wCL6HXrmP//4a7X4jTfxN4IN5+EfCIu/+xu08IB1avOOq5T22YT5nZc4EXAh8EnuHun4mzPgs8Y4XH52b2EeAJ4L3u/sFj2tRT6Ub3P/C/A/8rUB3H9p1ma9j3DvyKmf2Omb32WDbyFLvB/f+FwOeBH7NQYvZWMzt7XNt6Gq3h/V97JfATa924U+5G9r27Pw78c+BR4DPAJXf/lWPb2FPoBt/7HwP+spndY2ZngG8Ann1Mm3oqXcf+fw3wi/H2/cCnk3mPxWlLnfowb2bngJ8BXu/ul9N5HmqMrtrK7u6lu38Z4ajpRfEnKFnBje5/M/tG4Al3/53j28rTaR3vfeCr3P0vAC8DvsfMvnr9W3o6rWH/D4C/APyIu78Q2AeuWjspwZre/8TyppcDP732jTyl1vC5fxehJfILgWcBZ83sO45pc0+dG93/7v5J4IeAXyGU2HwEKI9na0+fa93/ZvY1hDD/hut9zlMd5mON+88A/97dfzZO/lysa6rrm55YdX3xJ+73AQ+te1tPozXt/78EvDzWbv8k8LVm9uPHtMmnxrre+7GFDHd/Avi/CD//yVWsaf8/BjyW/BL4bkK4l6tY82f/y4APufvn1r+lp8+a9v1LgT9x98+7+xT4WeArj2ubT5M1fva/zd2/3N2/GrhAqOGWq7jW/W9mX0ooIX6Fuz8VJz9O95eQB+K0pU5tmI8nrr6NcHLBDyez3gO8Ot5+NfDzV1nP08zsznh7l3BCwu+vf4tPl3Xtf3f/++7+gLs/l/BT9390d7XQHGGN7/2z8SQeYnnH1xN+fpUjrPG9/1ng02b2xXHSS4ClJ0BJsK79n3gVKrFZyRr3/aPAXzSzM3GdLyHUH8sR1vnejyfHYmbPIdTLv3O9W3v6XOv+j/v2Z4H/3t3Tg6XfBp5vZl8Yfxl8ZVzHcu5+Ki/AVxF+yvgo4SeijxDqvu4Bfg34Q+BXgbvj8vcRWsIuAxfj7duBLwU+HNfzMeCNm35tfbisa//PrPPFwH/Y9Gu72S9rfO8/D/jdePk48A82/dr6cFnnex/4MuDhuK6fI/SCsPHXeDNf1rz/zwJPAXds+nX14bLmff8mQsPZx4B/B2xv+vXd7Jc17/8PEBoPfhd4yaZfWx8u17H/30r41aNe9uFkXd9A+DXkj1b57j21XVOKiIiIiJx2p7bMRkRERETktFOYFxERERHpKYV5EREREZGeUpgXEREREekphXkRERERkZ5SmBcRkQ4Lft3MXpZM+1Yz+6VNbpeIiMxT15QiIjLHzF4A/DTwQmBAGG/jIXf/oxtY58DdizVtooiIoJZ5ERFZwN0/BvzfwBuANwL/1t3/yMxebWa/ZWYfMbN/bWYZgJm9xcweNrOPm9kb6/WY2WNm9mYz+zDwNzbyYkRETrHBpjdARERuWm8CPgRMgAdja/3fAL7S3QszewthqPF3At/n7ufNbAC8z8ze7e6fiOt5wt1fuIkXICJy2inMi4jIQu6+b2bvAvbcfWxmLwX+a+BhMwPYBT4dF3+Vmb2G8L3yLODPEYaDB3jXyW65iMitQ2FeRESOUsULgAE/6u7/MF3AzJ4PvA54kbtfNLMfB3aSRfZPZEtFRG5BqpkXEZFV/SrwN83sXgAzu8fMngPcDlwBLpvZM4G/usFtFBG5pahlXkREVuLuv2dmbwJ+NZ74OgW+G3iYUFLz+8CfAv95c1spInJrUdeUIiIiIiI9pTIbEREREZGeUpgXEREREekphXkRERERkZ5SmBcRERER6SmFeRERERGRnlKYFxERERHpKYV5EREREZGeUpgXEREREemp/x8j+Fu8h1qnuAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 864x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=figsize)\n",
"df = data[data.columns[0:9]]\n",
"df.plot.area(ax=ax, color=[color[key] for key in df.columns])\n",
"ax.set_title('Appropriations by Function')\n",
"ax.set_xlabel('Year')\n",
"ax.set_ylabel('Appropriations (millions)')\n",
"ax.yaxis.set_major_formatter(formatter)\n",
"# ax.grid()\n",
"ax.legend(loc='upper left')"
]
},
{
"cell_type": "code",
"execution_count": 153,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7fdf6dae5a58>"
]
},
"execution_count": 153,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=figsize)\n",
"df = data[data.columns[0:7]]\n",
"df.plot.area(ax=ax, color=[color[key] for key in df.columns])\n",
"ax.set_title('Appropriations by Function, Excluding General Financing Requrements and Deductions')\n",
"ax.set_xlabel('Year')\n",
"ax.set_ylabel('Appropriations (millions)')\n",
"ax.yaxis.set_major_formatter(formatter)\n",
"# ax.grid()\n",
"ax.legend(loc='upper left')"
]
},
{
"cell_type": "code",
"execution_count": 154,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7fdf6dad1358>"
]
},
"execution_count": 154,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=figsize)\n",
"df = data[['Public Safety', 'Community Services']]\n",
"df.plot.area(ax=ax, color=[color[key] for key in df.columns])\n",
"ax.set_title('Public Safety vs. Community Services')\n",
"ax.set_xlabel('Year')\n",
"ax.set_ylabel('Appropriations (millions)')\n",
"ax.yaxis.set_major_formatter(formatter)\n",
"# ax.grid()\n",
"ax.legend(loc='upper left')"
]
},
{
"cell_type": "code",
"execution_count": 168,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7fdf6d419198>"
]
},
"execution_count": 168,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=figsize)\n",
"df = data[['Public Safety', 'Community Services', 'Grand Total']]\n",
"df = 100.0*df/df.loc[2013]\n",
"df.plot(ax=ax, color=[color[key] for key in df.columns], linewidth=linewidth, marker=marker, markersize=markersize)\n",
"ax.set_title('Public Safety vs. Community Services')\n",
"ax.set_xlabel('Year')\n",
"ax.set_ylabel('Appropriations Relative to %d Levels' % data.index[0])\n",
"ax.yaxis.set_major_formatter(formatter2)\n",
"ax.grid()\n",
"ax.legend(loc='upper left')"
]
},
{
"cell_type": "code",
"execution_count": 169,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7fdf6d396b00>"
]
},
"execution_count": 169,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=figsize)\n",
"df = data[['Chicago Police Department', 'Department of Public Health', 'Grand Total']]\n",
"df = 100.0*df/df.loc[2013]\n",
"df.plot(ax=ax, color=[color[key] for key in df.columns], linewidth=linewidth, marker=marker, markersize=markersize)\n",
"ax.set_title('Police vs. Public Health')\n",
"ax.set_xlabel('Year')\n",
"ax.set_ylabel('Appropriations Relative to %d Levels' % data.index[0])\n",
"ax.yaxis.set_major_formatter(formatter2)\n",
"ax.grid()\n",
"ax.legend(loc='upper left')"
]
},
{
"cell_type": "code",
"execution_count": 170,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7fdf6d31b5f8>"
]
},
"execution_count": 170,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=figsize)\n",
"df = data[['Chicago Police Department', 'Mental Health Services', 'Grand Total']]\n",
"df = 100.0*df/df.loc[2013]\n",
"df.plot(ax=ax, color=[color[key] for key in df.columns], linewidth=linewidth, marker=marker, markersize=markersize)\n",
"ax.set_title('Police vs. Mental Health')\n",
"ax.set_xlabel('Year')\n",
"ax.set_ylabel('Appropriations Relative to %d Levels' % data.index[0])\n",
"ax.yaxis.set_major_formatter(formatter2)\n",
"ax.grid()\n",
"ax.legend(loc='upper left')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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