From bea107e41c5ca511fb5fe445763793b390fc57c6 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Wed, 6 Mar 2024 09:36:45 -0500 Subject: [PATCH] update subjective solution objective simulation --- code/IndShock.ipynb | 204 ++++ code/Portfolio.ipynb | 263 ++++ code/{notebooks => }/SCF_notebook.ipynb | 0 code/estimark/estimation.py | 13 + code/estimark/parameters.py | 2 +- code/notebooks/IndShock.ipynb | 1079 ----------------- code/notebooks/Portfolio.ipynb | 224 ---- .../figures/IndShockPortfolio_MedianShare.png | Bin 37908 -> 38060 bytes .../IndShockPortfolio_MedianVariables.png | Bin 43620 -> 44104 bytes 9 files changed, 481 insertions(+), 1304 deletions(-) create mode 100644 code/IndShock.ipynb create mode 100644 code/Portfolio.ipynb rename code/{notebooks => }/SCF_notebook.ipynb (100%) delete mode 100644 code/notebooks/IndShock.ipynb delete mode 100644 code/notebooks/Portfolio.ipynb diff --git a/code/IndShock.ipynb b/code/IndShock.ipynb new file mode 100644 index 0000000..a8809e1 --- /dev/null +++ b/code/IndShock.ipynb @@ -0,0 +1,204 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from estimark.agents import IndShkLifeCycleConsumerType\n", + "from estimark.parameters import init_consumer_objects, timevary_DiscFac\n", + "import numpy as np\n", + "from HARK.utilities import plot_funcs\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "from HARK.ConsumptionSaving.ConsIndShockModel import init_lifecycle" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "csv_file_path = \"../content/tables/IndShock_estimate_results.csv\"\n", + "res = pd.read_csv(csv_file_path, header=None)\n", + "DiscFacAdj, CRRA = res.iloc[:2, 1].astype(float).tolist()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(3.6015789761772496, 0.9280178182445563)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "indshk_agent = IndShkLifeCycleConsumerType(**init_consumer_objects)\n", + "indshk_agent.CRRA = CRRA\n", + "indshk_agent.DiscFac = [b * DiscFacAdj for b in timevary_DiscFac]\n", + "CRRA, DiscFacAdj" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "indshk_agent.solve()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_funcs([sol.cFunc for sol in indshk_agent.solution[:-1:5]], 0, 20)\n", + "plt.savefig(\"../content/figures/IndShock_cFunc.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# Set up the variables we want to keep track of.\n", + "indshk_agent.track_vars = [\"aNrm\", \"cNrm\", \"pLvl\", \"t_age\", \"mNrm\"]\n", + "\n", + "indshk_agent.T_sim = indshk_agent.T_cycle + 1\n", + "# Run the simulations\n", + "indshk_agent.initialize_sim()\n", + "history = indshk_agent.simulate()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "raw_data = {\n", + " \"Age\": indshk_agent.history[\"t_age\"].flatten() + 25 - 1,\n", + " \"pIncome\": indshk_agent.history[\"pLvl\"].flatten(),\n", + " \"nrmM\": indshk_agent.history[\"mNrm\"].flatten(),\n", + " \"nrmC\": indshk_agent.history[\"cNrm\"].flatten(),\n", + "}\n", + "\n", + "Data = pd.DataFrame(raw_data)\n", + "Data[\"Cons\"] = Data.nrmC * Data.pIncome\n", + "Data[\"M\"] = Data.nrmM * Data.pIncome\n", + "\n", + "# Find the mean of each variable at every age\n", + "AgeMeans = Data.groupby([\"Age\"]).median().reset_index()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.plot(AgeMeans.Age, AgeMeans.nrmM, label=\"Market resources\")\n", + "plt.plot(AgeMeans.Age, AgeMeans.nrmC, label=\"Consumption\")\n", + "plt.legend()\n", + "plt.xlabel(\"Age\")\n", + "plt.ylabel(\"Thousands of USD\")\n", + "plt.title(\"Variable Medians Conditional on Survival\")\n", + "plt.grid()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjsAAAHHCAYAAABZbpmkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAACjwklEQVR4nOzdd3xT1f/H8VeSpule0Amlg1X23rJBNoIoU5k/XIiioH4dTAe49x6ACgIKIrL3lL1lU0YZLat0rzS5vz8ujZQWaKHtTdvPk0ceub25uXk3tzSf3nPuOTpFURSEEEIIIUoovdYBhBBCCCEKkxQ7QgghhCjRpNgRQgghRIkmxY4QQgghSjQpdoQQQghRokmxI4QQQogSTYodIYQQQpRoUuwIIYQQokSTYkcIIYQQJZoUO6JYWb9+PTqdjvXr1+f7uUOHDsXNzS1P2+p0OiZNmpTv17A3M2bMQKfTcebMGdu6Nm3a0KZNG80yFUeTJk1Cp9NlWxcaGsrQoUPz9Hx7es9z+5kQOeXn+N6L+/ldJvJPih1xX3r27ImLiwuJiYm33WbQoEE4Ojpy7dq1IkxmX0JDQ9HpdHTo0CHXx7///nt0Oh06nY5du3YVcTr7s2/fPh577DGCg4MxmUz4+PjQoUMHpk+fjsVi0Tperg4fPsykSZOkiLgHf//9N61bt8bPzw8XFxfCw8Pp27cvy5cv1zqaKCEctA4girdBgwbx999/8+effzJ48OAcj6ekpPDXX3/RuXNnypQpc9+v16pVK1JTU3F0dLzvfRU1Jycn1q1bR0xMDAEBAdkemzVrFk5OTqSlpRV6jpUrVxb6a9yPH374gaeeegp/f38ef/xxKleuTGJiImvWrGHEiBFER0fz2muvaR2TY8eOodf/9/fi4cOHmTx5Mm3atCE0NDTbtvb+nmvpgw8+4KWXXqJ169a8+uqruLi4cPLkSVavXs2cOXPo3LmzJrluPb6ieJNiR9yXnj174u7uzuzZs3Mtdv766y+Sk5MZNGjQfb1OWloajo6O6PV6nJyc7mtfWmnRogU7d+5k7ty5PP/887b158+fZ9OmTfTu3Zv58+cXeg57LhS3bdvGU089RbNmzVi6dCnu7u62x8aMGcOuXbv4999/NUz4H5PJlOdt7fk911JmZiZvvvkmHTt2zLUgvHz5coG9VkpKCi4uLnnePj/HV9g/KVvFfXF2dubhhx9mzZo1uf5imj17Nu7u7vTs2ZPY2FjGjRtHrVq1cHNzw8PDgy5durB///5sz8lqy54zZw5vvPEG5cqVw8XFhYSEhFzbuTdt2sSjjz5KhQoVMJlMBAcH88ILL5Camppr5lOnTtGpUydcXV0JCgpiypQpKIpy1+/1woULDB8+HH9/f0wmEzVq1OCnn37K83vl5OTEww8/zOzZs7Ot/+233/D29qZTp065Pu/o0aM88sgj+Pj44OTkRMOGDVm0aFGO7Q4dOkS7du1wdnamfPnyvPXWW1it1hzb3dp/JCMjgwkTJtCgQQM8PT1xdXWlZcuWrFu3Ltvzzpw5g06n44MPPuC7776jYsWKmEwmGjVqxM6dO7NtGxMTw7Bhwyhfvjwmk4nAwEAeeuihuzbxTJ48GZ1Ox6xZs7IVOlkaNmyYrR9FcnIyY8eOtTV3Va1alQ8++CDH8dTpdDz77LMsXLiQmjVr2o5fbs0kmzdvplGjRjg5OVGxYkW+/fbbXLPe3KdjxowZPProowC0bdvW1iSZ9XOaW5+dy5cvM2LECPz9/XFycqJOnTrMnDkz2zb5ec8PHDjA0KFDCQ8Px8nJiYCAAIYPH35fzcdr166lZcuWuLq64uXlxUMPPcSRI0eybZPVn+nkyZMMHToULy8vPD09GTZsGCkpKXfc/9WrV0lISKBFixa5Pu7n52dbvl1fo9x+J7Rp04aaNWuye/duWrVqhYuLC6+99hrdu3cnPDw819dq1qwZDRs2tH198/HdtWsXOp0ux/EBWLFiBTqdjsWLFwNw9uxZnnnmGapWrYqzszNlypTh0UcfleZNjcmZHXHfBg0axMyZM5k3bx7PPvusbX1sbCwrVqxgwIABODs7c+jQIRYuXMijjz5KWFgYly5d4ttvv6V169YcPnyYoKCgbPt98803cXR0ZNy4caSnp9/2r+Pff/+dlJQUnn76acqUKcOOHTv4/PPPOX/+PL///nu2bS0WC507d6Zp06a89957LF++nIkTJ5KZmcmUKVNu+z1eunSJpk2b2j40fX19WbZsGSNGjCAhIYExY8bk6b0aOHAgDz74IJGRkVSsWBFQC8JHHnkEo9GYY/tDhw7RokULypUrx//+9z9cXV2ZN28evXr1Yv78+fTu3RtQi4u2bduSmZlp2+67777D2dn5rpkSEhL44YcfGDBgACNHjiQxMZEff/yRTp06sWPHDurWrZtt+9mzZ5OYmMiTTz6JTqfjvffe4+GHH+bUqVO276FPnz4cOnSI0aNHExoayuXLl1m1ahVRUVE5mniypKSksGbNGlq1akWFChXumltRFHr27Mm6desYMWIEdevWZcWKFbz00ktcuHCBjz/+ONv2mzdvZsGCBTzzzDO4u7vz2Wef0adPH6KiomxNrAcPHuTBBx/E19eXSZMmkZmZycSJE/H3979jllatWvHcc8/x2Wef8dprr1GtWjUA2/2tUlNTadOmDSdPnuTZZ58lLCyM33//naFDhxIXF5ftzF9e3/NVq1Zx6tQphg0bRkBAAIcOHeK7777j0KFDbNu2LUcH67tZvXo1Xbp0ITw8nEmTJpGamsrnn39OixYt2LNnT47j2LdvX8LCwpg6dSp79uzhhx9+wM/Pj3ffffe2r+Hn54ezszN///03o0ePxsfHJ18Z7+TatWt06dKF/v3789hjj+Hv70+DBg0YPHgwO3fupFGjRrZtz549y7Zt23j//fdz3VfDhg0JDw9n3rx5DBkyJNtjc+fOzfbHys6dO/nnn3/o378/5cuX58yZM3z99de0adOGw4cP5+vskihAihD3KTMzUwkMDFSaNWuWbf0333yjAMqKFSsURVGUtLQ0xWKxZNvm9OnTislkUqZMmWJbt27dOgVQwsPDlZSUlGzbZz22bt0627pbt1EURZk6daqi0+mUs2fP2tYNGTJEAZTRo0fb1lmtVqVbt26Ko6OjcuXKFdt6QJk4caLt6xEjRiiBgYHK1atXs71O//79FU9Pz1wz3CwkJETp1q2bkpmZqQQEBChvvvmmoiiKcvjwYQVQNmzYoEyfPl0BlJ07d9qe1759e6VWrVpKWlpatszNmzdXKleubFs3ZswYBVC2b99uW3f58mXF09NTAZTTp0/b1rdu3Vpp3bq17evMzEwlPT09W97r168r/v7+yvDhw23rTp8+rQBKmTJllNjYWNv6v/76SwGUv//+2/ZcQHn//ffv+J7cav/+/QqgPP/883nafuHChQqgvPXWW9nWP/LII4pOp1NOnjxpWwcojo6O2dZlvd7nn39uW9erVy/Fyckp28/N4cOHFYPBoNz66zIkJEQZMmSI7evff/89x89mllvf808++UQBlF9//dW2LiMjQ2nWrJni5uamJCQkKIqS9/dcUXL/f/Dbb78pgLJx40bbuqyfs5t/JnJTt25dxc/PT7l27Zpt3f79+xW9Xq8MHjzYtm7ixIkKkO1nRVEUpXfv3kqZMmXu+BqKoigTJkxQAMXV1VXp0qWL8vbbbyu7d+/Osd3tcuf2O6F169YKoHzzzTfZto2Pj1dMJpMyduzYbOvfe++9HL8vbj2+r776qmI0GrMdh/T0dMXLyyvb957bcdi6dasCKD///PMdc4vCI81Y4r4ZDAb69+/P1q1bs52qnT17Nv7+/rRv3x5Q28CzOvxZLBauXbuGm5sbVatWZc+ePTn2O2TIkDydmbh5m+TkZK5evUrz5s1RFIW9e/fm2P7ms09ZZ2oyMjJYvXp1rvtXFIX58+fTo0cPFEXh6tWrtlunTp2Ij4/PNX9uDAYDffv25bfffgPUjsnBwcG0bNkyx7axsbGsXbuWvn37kpiYaHvNa9eu0alTJ06cOMGFCxcAWLp0KU2bNqVx48a25/v6+uapr5TBYLCdNbNarcTGxpKZmUnDhg1z/b769euHt7e37eus7KdOnQLU4+Ho6Mj69eu5fv16nt4XUM8wAbk2X+Vm6dKlGAwGnnvuuWzrx44di6IoLFu2LNv6Dh062M6mAdSuXRsPDw9bbovFwooVK+jVq1e2M0vVqlW7bRPjvVq6dCkBAQEMGDDAts5oNPLcc8+RlJTEhg0bsm1/t/ccsv8/SEtL4+rVqzRt2hQgzz+fWaKjo9m3bx9Dhw7Ndraldu3adOzYkaVLl+Z4zlNPPZXt65YtW3Lt2jXbcb2dyZMnM3v2bOrVq8eKFSt4/fXXadCgAfXr18/RZJYfJpOJYcOGZVuX1XQ+b968bE2dc+fOpWnTpnc8o9ivXz/MZjMLFiywrVu5ciVxcXH069fPtu7m42A2m7l27RqVKlXCy8sr38dBFBwpdkSByPpQzeqPktXptn///hgMBkD9IP3444+pXLkyJpOJsmXL4uvry4EDB4iPj8+xz7CwsDy9dlRUlO2XspubG76+vrRu3Rogx371en2ONvsqVaoA3LZN/cqVK8TFxfHdd9/h6+ub7Zb1yzQ/HSkHDhzI4cOH2b9/P7Nnz6Z///65NjGcPHkSRVEYP358jtedOHFittc9e/YslStXzrGPqlWr5inTzJkzqV27Nk5OTpQpUwZfX1+WLFmS63G59QMh60M4q7AxmUy8++67LFu2DH9/f1q1asV7771HTEzMHTN4eHgA3HEYg5udPXuWoKCgHMVRVtPR2bNn75g7K3tW7itXrpCamnpf72NeZR2vW6/2yWv2W99zUIvj559/Hn9/f5ydnfH19bX9H8rtON4tH+T+fVerVo2rV6+SnJyc74y3M2DAADZt2sT169dZuXIlAwcOZO/evfTo0eOer1AsV65crk3f/fr149y5c2zduhWAyMhIdu/ena1gyU2dOnWIiIhg7ty5tnVz586lbNmytGvXzrYuNTWVCRMm2PqRZf2ei4uLy/dxEAVH+uyIAtGgQQMiIiL47bffeO211/jtt99QFCXbmYV33nmH8ePHM3z4cN588018fHzQ6/WMGTMm1460eTmrY7FY6NixI7GxsbzyyitERETg6urKhQsXGDp0aK77za+sfTz22GM52uuz1K5dO8/7a9KkCRUrVmTMmDGcPn2agQMH3vF1x40bd9szC5UqVcrz697Or7/+ytChQ+nVqxcvvfQSfn5+GAwGpk6dSmRkZI7ts4rXW938l/KYMWPo0aMHCxcuZMWKFYwfP56pU6eydu1a6tWrd9vvxcHBgYMHD97395SbvOS2V3nJ3rdvX/755x9eeukl6tati5ubG1arlc6dOxfI/4OCyHg3Hh4edOzYkY4dO2I0Gpk5cybbt2+ndevWt+1zdLtxl273+6NHjx64uLgwb948mjdvzrx589Dr9bYO5nfSr18/3n77ba5evYq7uzuLFi1iwIABODj891E6evRopk+fzpgxY2jWrBmenp7odDr69+9fJMdB5E6KHVFgBg0axPjx4zlw4ACzZ8+mcuXK2ToB/vHHH7Rt25Yff/wx2/Pi4uIoW7bsPb3mwYMHOX78ODNnzsx26fuqVaty3d5qtXLq1Cnb2RyA48ePA9y246yvry/u7u5YLJbbDgqYXwMGDOCtt96iWrVqOToAZ8k6A2U0Gu/6uiEhIZw4cSLH+mPHjt01yx9//EF4eDgLFizI9oGSdfboXlWsWJGxY8cyduxYTpw4Qd26dfnwww/59ddfc93excWFdu3asXbtWs6dO0dwcPAd9x8SEsLq1atJTEzMdnbn6NGjtsfzw9fXF2dn53t+H/PTATgkJIQDBw5gtVqznd251+zXr19nzZo1TJ48mQkTJtjW5/a95DUf5P59Hz16lLJly+Lq6npP+86rhg0bMnPmTKKjo4H/zhTFxcVl2+7Ws2B34+rqSvfu3fn999/56KOPmDt3Li1btsxxgURu+vXrx+TJk5k/fz7+/v4kJCTQv3//bNv88ccfDBkyhA8//NC2Li0tLUduUbSkGUsUmKyzOBMmTGDfvn05+osYDIYcf+X9/vvvtn4n9yLrr8mb96soCp9++ultn/PFF19k2/aLL77AaDTa+hbl9hp9+vRh/vz5uY7xcuXKlXzn/r//+z8mTpyY7Rfirfz8/GjTpg3ffvut7Rf+7V63a9eubNu2jR07dmR7fNasWXfNktt7uH37dttp/vxKSUnJ0fRQsWJF3N3dSU9Pv+NzJ06ciKIoPP744yQlJeV4fPfu3bbLf7t27YrFYsl2PAE+/vhjdDodXbp0yVdug8FAp06dWLhwIVFRUbb1R44cYcWKFXd9ftaHf14+1Lp27UpMTEy2JpHMzEw+//xz3NzcbM2w+ckOOc+ifPLJJ/naT5bAwEDq1q3LzJkzs30///77LytXrqRr1673tN9bpaSk3PbnLKvPVVZTWlZ/q40bN9q2sVgsfPfdd/l+3X79+nHx4kV++OEH9u/ff9cmrCzVqlWjVq1azJ07l7lz5xIYGEirVq2ybZPb77nPP//cbkf+Li3kzI4oMGFhYTRv3py//voLIEex0717d6ZMmcKwYcNo3rw5Bw8eZNasWbcd9yIvIiIiqFixIuPGjePChQt4eHgwf/782/YTcHJyYvny5QwZMoQmTZqwbNkylixZwmuvvYavr+9tX2fatGmsW7eOJk2aMHLkSKpXr05sbCx79uxh9erVxMbG5it3SEhInube+vLLL3nggQeoVasWI0eOJDw8nEuXLrF161bOnz9vG6Po5Zdf5pdffqFz5848//zztkvPs84g3En37t1ZsGABvXv3plu3bpw+fZpvvvmG6tWr51pw3M3x48dp3749ffv2pXr16jg4OPDnn39y6dKlHH8F36p58+Z8+eWXPPPMM0RERGQbQXn9+vUsWrSIt956C1CbI9q2bcvrr7/OmTNnqFOnDitXruSvv/5izJgx2Toj59XkyZNZvnw5LVu25JlnnrEVIDVq1Ljr+1i3bl0MBgPvvvsu8fHxmEwm2rVrl22smCxPPPEE3377LUOHDmX37t2Ehobyxx9/sGXLFj755JM8d9LO4uHhYesbZTabKVeuHCtXruT06dP52s/N3n//fbp06UKzZs0YMWKE7dJzT0/PAps3LiUlhebNm9O0aVM6d+5McHAwcXFxLFy4kE2bNtGrVy9bs2eNGjVo2rQpr776KrGxsfj4+DBnzhwyMzPz/bpdu3bF3d2dcePG2f6Yyat+/foxYcIEnJycGDFiRI5+V927d+eXX37B09OT6tWrs3XrVlavXl0gI8iL+1DEV3+JEu7LL79UAKVx48Y5HktLS1PGjh2rBAYGKs7OzkqLFi2UrVu35rgsN+uSzN9//z3HPnK7XPPw4cNKhw4dFDc3N6Vs2bLKyJEjbZcVT58+3bbdkCFDFFdXVyUyMlJ58MEHFRcXF8Xf31+ZOHFijkviueXSc0VRlEuXLimjRo1SgoODFaPRqAQEBCjt27dXvvvuu7u+L1mXnt9JbpeeK4qiREZGKoMHD1YCAgIUo9GolCtXTunevbvyxx9/ZNvuwIEDSuvWrRUnJyelXLlyyptvvqn8+OOPd7303Gq1Ku+8844SEhKimEwmpV69esrixYuVIUOGKCEhIbbtsi6Dzu2S8pvfr6tXryqjRo1SIiIiFFdXV8XT01Np0qSJMm/evLu+T1l2796tDBw4UAkKClKMRqPi7e2ttG/fXpk5c2a2Y5WYmKi88MILtu0qV66svP/++4rVas2Rb9SoUTle59bLixVFUTZs2KA0aNBAcXR0VMLDw5VvvvnGdnn13Z77/fffK+Hh4bZL1bN+Tm99zxVF/XkaNmyYUrZsWcXR0VGpVatWtp9XRcn7e64oinL+/Hmld+/eipeXl+Lp6ak8+uijysWLF3Nsl9dLzxVFUVavXq20aNFCcXZ2Vjw8PJQePXoohw8fzrZN1ntz89ANeX0ds9msfP/990qvXr1sP38uLi5KvXr1lPfffz/HkAiRkZFKhw4dFJPJpPj7+yuvvfaasmrVqlwvPa9Ro8Ydv7dBgwYpgNKhQ4dcH8/t+CqKopw4cUIBFEDZvHlzjsevX79uO65ubm5Kp06dlKNHj+bYn1x6XrR0ilIMeucJIYQQQtwj6bMjhBBCiBJNih0hhBBClGhS7AghhBCiRJNiRwghhBAlmhQ7QgghhCjRpNgRQgghRIkmgwqiTiFw8eJF3N3d8zXkuxBCCCG0oygKiYmJBAUF5Rjg8WZS7AAXL1686zw8QgghhLBP586do3z58rd9XIodsA3Nfu7cOTw8PDROI8xmMytXruTBBx/EaDRqHUfcQo6P/ZJjY9/k+BS8hIQEgoOD7zrFihQ7/DdbsYeHhxQ7dsBsNuPi4oKHh4f8QrBDcnzslxwb+ybHp/DcrQuKdFAWQgghRIkmxY4QQgghSjQpdoQQQghRokmfHSGEKKEsFgtms1nrGOIGs9mMg4MDaWlpWCwWreMUC0ajEYPBcN/7kWJHCCFKGEVRiI6OJi4uTuso4iaKohAQEMC5c+dkTLd88PLyIiAg4L7eMyl2hBCihLl8+TKJiYn4+fnh4uIiH6x2wmq1kpSUhJub2x0HwBMqRVFISUnh8uXLAAQGBt7zvqTYEUKIEkSn05GQkIC/vz9lypTROo64idVqJSMjAycnJyl28sjZ2RlQC3g/P797btKSd1sIIUqQrA8DFxcXjZMIUTCyfpbvp/+ZFDtCCFECSdOVKCkK4mdZih0hhBBClGhS7AghhBCiRJNiRwghhOaGDh2KTqdDp9Ph6OhIpUqVmDJlCpmZmVpH01SbNm0YM2ZMgW1XWsnVWEKUNhkpoNOB0VnrJEJk07lzZ6ZPn056ejpLly5l1KhRGI1GXn311Xzvy2KxoNPp5KonAciZHSFKNkWBa5Gwfw4sfhG+aQlTy8O7ofDHCDi5GqwykquwDyaTiYCAAEJCQnj66afp0KEDixYtAiA9PZ1x48ZRrlw5XF1dadKkCevXr7c9d8aMGXh5ebFo0SKqV6+OyWQiKiqK0NBQ3nrrLQYPHoybmxshISEsWrSIK1eu8NBDD+Hm5kbt2rXZtWuXbV/Xrl1jwIABlCtXDhcXF2rVqsVvv/2WLWubNm147rnnePnll/Hx8SEgIIBJkyZl2yYuLo7/+7//w9fXFw8PDzp06MDBgwdtj0+aNIm6devyyy+/EBoaiqenJ/379ycxMRFQz3Zt2LCBTz/91HbW68yZM3l6L0NDQ3nnnXcYPnw47u7uVKhQge+++y7bNufPn2fAgAH4+Pjg6upKw4YN2b59u+3xr7/+mooVK+Lo6EjVqlX55Zdfsj1fp9Px7bff0r17d1xcXKhWrRpbt27l5MmTtGnTBldXV5o3b05kZGS25/3111/Ur18fJycnwsPDmTx5cqGfwZNiR4iSRlHg/G5Y9j/4MAI+rw9/Pgm7foSYA6BYIDMN/v0Dfu0DH9eE1ZPgynGtk4tCoigKKRmZRX5TFOW+cjs7O5ORkQHAs88+y9atW5kzZw4HDhzg0UcfpXPnzpw4ccK2fUpKCu+++y4//PADhw4dws/PD4CPP/6YFi1asHfvXrp168bjjz/O4MGDeeyxx9izZw8VK1Zk8ODBtrxpaWk0aNCAJUuW8O+///LEE0/w+OOPs2PHjmz5Zs6ciaurK9u3b+e9995jypQprFq1yvb4o48+yuXLl1m2bBm7d++mXr169OrVi9jYWNs2kZGRLFy4kMWLF7N48WI2bNjAtGnTAPj0009p1qwZI0eOJDo6mujoaIKDg/P8/n344Yc0bNiQvXv38swzz/D0009z7NgxAJKSkmjdujUXLlxg0aJF7N+/n5dffhmr1QrAn3/+yfPPP8/YsWP5999/efLJJxk2bBjr1q3L9hpvvvkmgwcPZt++fURERDBw4ECefPJJXn31VXbt2oWiKDz77LO27Tdt2sTgwYN5/vnnOXz4MN9++y0zZszg7bffzvP3dS+kGUuIkuLKMTj4Oxz8A66f/m+9wQRBdaF8o/9uyZdh32x1+8SLsPlj9eZXA6o/pN78IjT7VkTBSjVbqD5hRZG/7uEpnXBxzP/HjKIorFmzhhUrVjB69GiioqKYPn06UVFRBAUFATBu3DiWL1/O9OnTeeeddwB1HJavvvqKOnXqZNtf165defLJJwGYMGECX3/9NY0aNeLRRx8F4JVXXqFZs2ZcunSJgIAAypUrx7hx42zPHz16NCtWrGDevHk0btzYtr527dpMnDgRgMqVK/PFF1+wZs0aOnbsyObNm9mxYweXL1/GZDIB8P777/Pnn3/yxx9/8NRTTwHqQIMzZszA3d0dgMcff5w1a9bw9ttv4+npiaOjIy4uLgQEBOT7fezatSvPPPOM7Xv8+OOPWbduHVWrVmX27NlcuXKFnTt34uPjA0ClSpVsz/3ggw8YOnSo7fkvvvgi27Zt44MPPqBt27a27YYNG0bfvn2zvY/jx4+nU6dOADz//PMMGzbMtv3kyZP53//+x5AhQwAIDw/nzTff5OWXX7a9l4VBih0hijOLGY78DTt/gLNb/ltvdIGIblDrUQhvAw6m7M/zLAdB9eDBt+D4ctg7CyLXwOVD6m39O1C2ilr01BkAZSoW6bclSqfFixfj5uaG2WzGarUycOBAJk2axPr167FYLFSpUiXb9unp6dlGiXZ0dKR27do59nvzOn9/fwBq1aqVY93ly5cJCAjAYrHwzjvvMG/ePC5cuEBGRgbp6ek5Bmq89bUCAwNtUxvs37+fpKSkHKNYp6amcurUKdvXoaGhtkLn1n3cr5vz6XQ6AgICbPvet28f9erVsxU6tzpy5AhPPPFEtnUtWrTg008/ve1r3O69TUtLIyEhAQ8PD/bv38+WLVuyncmxWCykpaWRkpJSaINhSrEjRHGUGAO7Z8Cu6ZAUo67TGaBSB6jdF6p2AUfXu+/HwfTfmZyUWDi2DI4sgsi1cPU4bHxfvYW3gQZDoWo3QAarK26cjQYOT+mkyevmR9u2bfn6669xdHQkKCgIBwf1IyopKQmDwcDu3btzTBfg5ub23+s5O+c6AJ3RaLQtZz2e27qsJpz333+fTz/9lE8++YRatWrh6urKmDFjbE1que03az9Z+0hKSiIwMDBbv6KsubHKly+fp33crzvtO2sahoJ8jby8t0lJSUyePJmHH344x76cnJwKJFNupNgRojhJjIEN78Ken8F6o0Ofq59aiDQYqp6xuVcuPlBvkHpLi4fjK9SOzZFr4dR69ebqi772AJzTQ+7/exFFRqfT3VNzUlFzdXXN1pSSpV69elgsFi5fvkzLli0LPceWLVt46KGHeOyxxwD1g/r48eNUr149z/uoX78+MTExODg4EBoaattP1hmOvHJ0dMRiKfiLCGrXrs0PP/xAbGxsrmd3qlWrxpYtW2zNTaC+L/l5D3JTv359jh07lutxLkz2/9MvhIC0BPjnM9j6JZhT1HXBTaHxSKjWExwcC/b1nDzVM0S1+8L1s7D3F9jzCyTFYNj6GR3RoVjXQ/PRENxYvZRdiEJSpUoVBg0axODBg/nwww+pV68eV65cYc2aNdSuXZtu3boV6OtVrlyZP/74g3/++Qdvb28++ugjLl26lK8P+g4dOtCsWTN69erFe++9R5UqVTh//jx//vkn/fr1y9b3505CQ0PZvn07Z86cwc3NDR8fnwK5nH7AgAG888479OrVi6lTpxIYGMjevXsJCgqiWbNmvPTSS/Tt25d69erRoUMH/v77bxYsWMDq1avv63UnTJhA9+7dqVChAo888gh6vZ79+/fz77//8tZbb93393U7ml6NtXHjRnr06EFQUBA6nY6FCxdmezzrUrtbb++//75tm9DQ0ByPZ/VkF6LYy0yHbV/DZ3XV5iRzCpRvDMOWwYgVUOuRgi90buUdAu3egBf+hX6zsIa1QYeC/ujf8NOD8EN7tVO05d4n6RPibqZPn87gwYMZO3YsVatWpVevXuzcuZMKFSoU+Gu98cYb1K9fn06dOtGmTRsCAgLo1atXvvah0+lYunQprVq1YtiwYVSpUoWBAwdy7tw5W9+WvBg3bhwGg4Hq1avj6+tLVFRUPr+b3Dk6OrJy5Ur8/Pzo2rUrtWrVYtq0abZmwl69evHpp5/ywQcfUKNGDb799lumT59OmzZt7ut1O3XqxOLFi1m5ciWNGjWiadOmfPzxx4SEFO7ZYp1yv9cG3odly5axZcsWGjRowMMPP8yff/6Z7QcqJiYmx/YjRozg5MmThIeHA2qxM2LECEaOHGnbzt3dHVfXPPRXuCEhIQFPT0/i4+PzdXpRFA6z2czSpUvp2rVrjjbnUuXkalj6MsTeGKOibBVoP1HteKzhmRSz2cym+d/RxnQI/b9/gCVdfSCoHvT/DTwCNctW2pnNZlauXElYWBjh4eGF2gdC5N/NzVgy2GHepaWlcfr0acLCwnL8TOf181vTZqwuXbrQpUuX2z5+66V2f/31F23btrUVOlnc3d3v6bI8IexS3DlY8ap6lRWAmz+0fR3qDgKDfbQ8JzqXx9L1CfQdJ8Oun2DbV3BxL3zfDgbOgcA6d9+JEEIUEfv4zZkHly5dYsmSJcycOTPHY9OmTePNN9+kQoUKDBw4kBdeeMHWiz836enppKen275OSEgA1L+KzGY5Fa+1rGNQ6o5FZjr6bV+i3/IxusxUFJ0Ba+MnsLZ8GUzuYFXAqv17ku34mLygxYtQ/WEc5g1Ed/U4yk+dsfT6FqXK7f+QEYUj69goioLVai2wq3pEwchqSMk6PiJvrFYriqJgNptzXI2X18+JYlPszJw5E3d39xyXqz333HPUr18fHx8f/vnnH1599VWio6P56KOPbruvqVOnMnny5BzrV65cWWjX+Iv8u3kk0pLOIzWKBme+xiPtAgBX3SI4UH4wiRnlYc0mjdPl7tbj4xD4Ao3Sv8Qv8V8Mvw/mUFA/Iv26SOflIubg4EBaWhpJSUk5LpUW9iFrOgiRNxkZGaSmprJx48Yc00qkpKTkaR+a9tm5mU6ny9Fn52YRERF07NiRzz///I77+emnn3jyySdJSkqyjVp5q9zO7AQHB3P16lXps2MHzGYzq1atomPHjiW/z46ioN/9E/rVE9BZ0lFc/bB0mIJSo4/dFgl3PD4WM/qVr2LYM0P9st5grF0+AJ30TygKZrOZdevWERoammv/BqEtRVFITEzE3d091/GARO7S0tI4c+YMwcHBufbZKVu2rH332cmrTZs2cezYMebOnXvXbZs0aUJmZiZnzpyhatWquW5jMplyLYSMRmPJ/3AtRkr88UiJhb+ehWNL1K8rP4iu19c4uJbVNlce5Xp8jEbo8Yk61cSK1zDs/RkDCvT4DKRDZpHJmu1bOsHal6ymK5mNPX/0ej06nS7X3zl5/YwoFsXOjz/+SIMGDXLMd5Kbffv2odfrbRPACWGXzmyG+SPVeakMjtBxCjR5ym7P5uSLTgdNnwY3P5j/f+oYPXoH6P5xyfj+hBDFjqbFTlJSEidPnrR9ffr0afbt24ePj49t7ISEhAR+//13PvzwwxzP37p1K9u3b6dt27a4u7uzdetWXnjhBR577DG8vb2L7PsQIs/S4mH1ZHUGcoAyleCRn0rm1Us1+4DVAguegN3T1YKn6/tS8Aghipymxc6uXbuyzZ764osvAjBkyBBmzJgBwJw5c1AUhQEDBuR4vslkYs6cOUyaNIn09HTCwsJ44YUXbPsRwm4oinop+dKX/pvLqv5g6DQVTG53fm5xVruvOq3Fwmdg5/dqwdN5qhQ8QogipWmx06ZNG+7WP/qJJ57IMfNqlvr167Nt27bCiCZEwYm/oBY5WX1zfCqq/VrCWmkaq8jUHagWPItGw/avQW9QZ1uXgkcIUUSkh5QQhSlqG3zVVC109A7Q6iV4+p/SU+hkqT9Y7bMDsPULmDMIUuM0jSRKpxkzZuDl5aV1DFHEpNgRorBc2AOzHoX0BCjXAJ7cpM4xZSyllwM3HA4Pfal2yD62BL5rAzEHtU4l7MTQoUPR6XQ89dRTOR4bNWoUOp2OoUOHFn2wW6xfvx6dTkdcXJzWUUQ+SLEjRGGI+Rd+6a0WOiEPwJDF4J/3GZNLrHqPwfAV4FkBrp+GHzrA3llapxJ2Ijg4mDlz5pCammpbl5aWxuzZswtkwk8tR2W3WCx2O2pyaRitXoodIQralePwSy9Ii4PyjdS5ohxlZG6bcvXhyQ1QqSNkpsFfz8Ci5yBTRvst7erXr09wcDALFiywrVuwYAEVKlSgXr162bZdvnw5DzzwAF5eXpQpU4bu3bsTGRlpe/zMmTPodDrmzp1L69atcXJyYtasnIX1lStXaNiwIb179yY9PR2r1crUqVMJCwvD2dmZOnXq8Mcff9j2mXVRjbe39x3PNmU1ly1atIjq1atjMpmIiooiPT2dl156iXLlyuHq6kqTJk1Yv3697Xlnz56lR48eeHt74+rqSo0aNVi6dKnt8Q0bNtC4cWNMJhOBgYH873//yzaqcGhoKJ988km2LHXr1mXSpEm2r3U6HV9//TU9e/bE1dWVt99+G4C///6bRo0a4eTkRNmyZendu7ftOenp6YwbN+6ec2utWIyzI0SxEXsafn4Ikq9AQG0Y9Ic6r5XIzsUHBs6DTR/Aundgz0wwGKFbziEmRAFQFDDnbVj9AmV0yXdH9OHDhzN9+nQGDRoEqKPiDxs2LNsHK0BycjIvvvgitWvXJikpiQkTJtC7d2/bWGtZ/ve///Hhhx9Sr149nJycWLFihe2xc+fO0bFjR5o2bcqPP/6IwWDg7bff5tdff+Wbb76hcuXKbNy4kcceewxfX18eeOAB5s+fT58+fTh27BgeHh44Ozvf9ntJSUnh3Xff5YcffqBMmTL4+fkxatQoTp48yZw5cwgKCuLPP/+kc+fOHDx4kMqVKzNq1CgyMjLYuHEjrq6uHD58GDc39YrNCxcu0LVrV4YOHcrPP//M0aNHGTlyJE5OTtmKmbyYNGkS06ZN45NPPsHBwYElS5bQu3dvXn/9dX7++WcyMjKyFSvPPvsshw8fvqfc9kCKHSEKyrVI9YxO4kXwjYDHF4Kzl8ah7JheD61fBr9qMPcx2PkDBDeF2o9qnazkMafAO0FF/7qvXQRH13w95bHHHuPVV1/l7NmzAGzZsoU5c+bkKHb69OmT7euffvoJX19fDh8+TM2aNW3rx4wZk2NORYBjx47RsWNHevfuzSeffIJOpyM9PZ133nmH1atX06xZMwDCw8PZvHkz3377La1bt8bHxwcAPz+/u3Z0NpvNfPXVV7YBcc+cOcOsWbM4c+YM5cuXB2DcuHEsX76c6dOn88477xAVFUWfPn2oVauW7fWzfPXVVwQHB/PFF1+g0+mIiIjg4sWLvPLKK0yYMCFfozIPHDiQYcOG2b7u378//fv3zzZvZFbuqKgopk+fTlRUFEFBQfnObQ+k2BHifimKOkjgyvHqh4pPOAz+C1zLaJ2seKjWQ71KbeP78PdzEFBTLYBEqeTr60u3bt2YMWMGiqLQrVs3ypbNOYXKiRMnmDBhAtu3b+fq1au2/jBRUVHZip2GDRvmeG5qaiotW7Zk4MCB2Zp8Tp48SUpKCh07dsy2fUZGRo5mtLxwdHSkdu3atq8PHjyIxWIhIiIi23bp6emUKaP+vnjuued4+umnWblyJR06dKBPnz62fRw5coRmzZplm1erRYsWJCUlcf78+Xz1a7r1fdm3bx8jR47Mddus3FWqVLmn3PZAih0h7kdijDq/1ckbM4CHtYLe34J7gLa5ips2r8L5nXBqPcx9HJ5YJ81/Bcnoop5l0eJ178Hw4cN59tlnAfjyyy9z3aZHjx6EhITw/fffExQUhNVqpWbNmjlmend1zXlmyWQy0aFDBxYvXmzrPwPqqP4AS5Yssa27+Tn55ezsnK0wSUpKwmAwsHPnzhxzOmU1+fzf//0fnTp1YsmSJaxcuZKpU6fy4YcfMnr06Dy9pl6vzzF+XW4dkG99X+7UHJeVe/fu3RgMhkLJXdikg7IQ9+rQQnUMnZOrwGCCztPg8b/AQ4PmguJOb4A+P4J7EFw7oQ5AeJcBR0U+6HRqc1JR3+5x4MjOnTuTkZGB2WymU6dOOR6/du0ax44d44033qB9+/ZUq1aN69ev53n/er2eX375hQYNGtC2bVsuXlQLwZs7EleqVCnbLTg4GFDP1oB6dVV+1atXD4vFwuXLl3PsPyDgvz+QgoODeeqpp1iwYAFjx47l+++/B6BatWps3bo1WzGzZcsW3N3dbc1ivr6+REdH2x5PSEjg9OnTd81Wu3Zt1qxZUyi57YEUO0Lkl6LAitfh9yGQel2d1+rJjerklzKT8b1zLQt9Z6qDLx76E7Z/q3UioRGDwcCRI0c4fPhwjjMJoF4JVaZMGb777jtOnjzJ2rVr8z1NkMFgYNasWdSpU4d27doRExODu7s748aN44UXXmDmzJlERkayZ88ePv/8c2bOnAlASEgIOp2OxYsXc+XKFdvZoLyoUqUKjz76KEOHDmXBggWcPn2aHTt2MHXqVJYsUUdYHzNmDCtWrOD06dPs2bOHdevWUa2a2qz7zDPPcO7cOUaPHs3Ro0f566+/mDhxIi+++KKtv067du345Zdf2LRpEwcPHmTIkCG5voe3mjhxIr/99hsTJ07kyJEjHDx4kHfffdeWe9CgQQwePPiectsD+c0sRH5kFTpbv1C/bjkWRqwGv4g7P0/kTXBjdSoJgJWvw/nd2uYRmvHw8MDDwyPXx/R6PXPmzGH37t3UrFmTF154gffffz/fr+Hg4MBvv/1GjRo1aNeuHZcvX+bNN99k/PjxTJ06lWrVqtG5c2eWLFlCWFgYAOXKlWPy5Mn873//w9/f39bclldffvkljz/+OGPHjqVq1ar06tWLnTt32vrbWCwWRo0aZXvtKlWq8NVXX9lee+nSpezYsYM6derw1FNPMWLECN544w3b/l999VVat25N9+7d6datG7169aJixYp3zdWmTRt+//13Fi1aRN26dWnXrh07duywPT59+nQGDx58T7ntgU652+RUpUBCQgKenp7Ex8ff9j+XKDpms5mlS5fStWvXHO3amlIUWDUe/vlc/br7J9Bw2B2fUhIV+vFRFPWs2eG/oFpP6PdLwb9GCWU2m1m5ciVhYWGEh4fj5FRKR+u2U1arlYSEBDw8PPJ15VRpl5aWxunTpwkLC8vxM53Xz295t4XIC0WB1RP/K3S6fVQqC50iodOpZ8wATqyE9Lw3EwghRG6k2BHibhQF1kyBLZ+qX3f9ABqN0DZTSRdQW72EPzMNji/XOo0QopiTYkeIu9n4AWz+SF3u8h40zn0sClGAdDqocWOo+kN/aptFCFHsSbEjxJ2c3gjr1Hlj6DQVmjypbZ7SJKvYObEK0hO1zSKEKNak2BHidlJiYcGTgAL1B0OzZ7ROVLr414QylcCSDsekKUsIce+k2BEiN4oCi8eo81z5VFTP6oiiJU1ZQogCIsWOELnZN1u99FnvAH2+B5P9zN5bqmQVOydXQVqCtlmEEMWWFDtC3OpaJCx7WV1u+zqUa6BtntLMrzqUrQKWDDi2TOs0QohiSoodIW5mMcOCkZCRBCEPQIvntU5UuklTlhCiAEixI8TNNrwLF3aDkyc8/K06QaXQVlaxE7kGUuM0jSKEFnQ6HQsXLtQ6RrEmxY4QWY4tU8fUAXUqCM/ymsYRN/hVA98IacoqJWJiYhg9ejTh4eGYTCaCg4Pp0aPHbWfkLkkmTZpE3bp1c6yPjo6mS5cuRR+oBJFiRwiAS4dh/v8BCjQcDjUf1jqRuJk0ZZUKZ86coUGDBqxdu5b333+fgwcPsnz5ctq2bcuoUaO0jqeZgIAATCaT1jGKNSl2hEi+Br/1U/vphLZUR0kW9qV6L/U+ci2kXtc0iig8zzzzDDqdjh07dtCnTx+qVKlCjRo1ePHFF9m2bRsAUVFRPPTQQ7i5ueHh4UHfvn25dOmSbR9ZZ0d++eUXQkND8fT0pH///iQm/jcw5R9//EGtWrVwdnamTJkydOjQgeTkZECd/XvMmDHZcvXq1YuhQ4favg4NDeWtt95i8ODBuLm5ERISwqJFi7hy5YotW+3atdm1a5ftOTNmzMDHx4clS5ZQtWpVnJyc6NSpE+fOnbM9PnnyZPbv349Op0On0zFjxgwgZzPWwYMHadeunS3/E088QVLSf3PIDR06lF69evHBBx8QGBhImTJlGDVqFGaz+b6OT3EmxY4o3TIzYN5giIsC71Do+zMY7GimdaHyi1CvzLKa4ehSrdMUO4qikGJOKfKboih5zhgbG8vy5csZNWoUrq6uOR738vLCarXy0EMPERsby4YNG1i1ahWnTp2iX79+2baNjIxk4cKFLF68mMWLF7NhwwamTZsGqE1CAwYMYPjw4Rw5coT169fz8MMP5ysrwMcff0yLFi3Yu3cv3bp14/HHH2fw4ME89thj7Nmzh4oVKzJ48OBs+01JSeHDDz9kxowZbNmyhbi4OPr37w9Av379GDt2LDVq1CA6Opro6Ogc3xdAcnIynTp1wtvbm507d/L777+zevVqnn322WzbrVu3jsjISNatW8fMmTOZMWOGrXgqjRy0DiCEZhQFlr0EZzeDozsMmAMuPlqnErdTozdcPqw2ZdUbpHWaYiU1M5Ums5sU+etuH7gdF6NLnrY9efIkiqIQERFx223WrFnDwYMHOX36NMHBwQD8/PPP1KhRg507d9KoUSMArFYrM2bMwN3dHYDHH3+cNWvW8PbbbxMdHU1mZiYPP/wwISEhANSqVSvf31vXrl158kl1+pgJEybw9ddf06hRIx599FEAXnnlFZo1a8alS5cICAgAwGw2895779GsWTP0ej0zZ86kWrVq7Nixg8aNG+Pm5oaDg4Nt+9zMnj2btLQ0fv75Z1tR+MUXX9CjRw/effdd/P39AfD29uaLL77AYDAQERFBt27dWLNmDSNHls65/eTMjii9dnwPu2cAOujzg9oRVtivrH47p9ZLU1YJlJczK0eOHCE4ONhW6ABUr14dLy8vjhw5YlsXGhpqK3QAAgMDuXz5MgB16tShffv21KpVi0cffZTvv/+e69fz//NUu3Zt23JWgXFz0ZS1Lut1ARwcHKhfv77t64iIiBzZ7+bIkSPUqVMn29mvFi1aYLVaOXbsmG1djRo1MBj+u5r05vegNJIzO6J0Or8Llv9PXe4wCap21jSOyIOylcG3Glw5os6VVXeA1omKDWcHZ7YP3K7J6+ZV5cqV0el0HD169L5f12jM3hSt0+mwWq0AGAwGVq1axT///MPKlSv5/PPPef3119m+fTthYWHo9fochVdufV1ufg2dTnfbdVmvW9Tu9B6URnJmR5Q+5lT48ylQLOrZAhk4sPio/pB6f/gvbXMUMzqdDhejS5Hfsj7w88LHx4dOnTrx5Zdf2joL3ywuLo5q1apx7tw5W6degMOHDxMXF0f16tXz9X60aNGCyZMns3fvXhwdHfnzT/VKP19fX6Kjo23bWiwW/v333zzv+04yMzPZu3ev7etjx47Zvi8AR0dHLBbLHfdRrVo19u/fn+092rJlC3q9nqpVqxZIzpJIih1R+qx9C66dALcA6PaROkqvKB6yip3INTJXVgn05ZdfYrFYaNy4MfPnz+fEiRMcOXKEzz77jGbNmtGhQwdq1arFoEGD2LNnDzt27GDw4MG0bt2ahg0b5uk1tm/fzjvvvMOuXbuIiopiwYIFXLlyxVZwtGvXjiVLlrBkyRKOHj3K008/TVxcXIF8f0ajkVdeeYXt27eze/duhg4dStOmTWncuDGgNr+dPn2affv2cfXqVdLT03PsY9CgQTg5OTFkyBD+/fdf1q1bx+jRo3n88cdtTWciJyl2ROly9h/Y+qW63PMz6ZBc3PhVgzKV1QEGT6zUOo0oYOHh4ezZs4e2bdsyduxYatasSceOHVmzZg1ff/01Op2Ov/76C29vb1q1akWHDh0IDw9n7ty5eX4NDw8PNm7cSNeuXalSpQpvvPEGH374oW3QvuHDhzNkyBBbERUeHk7btm0L5PtzcXHh+eef57HHHqNFixa4ublly96nTx86d+5M27Zt8fX15bfffst1HytWrCA2NpZGjRrxyCOP0L59e7744osCyVhS6ZT8Xm9XAiUkJODp6Ul8fDweHh5axyn1zGYzS5cupWvXrjnane9LehJ80wKun4G6j0GvLwtu36VIoR2fvFrzJmz6AKr1gH6/Fv3r2zGz2czKlSsJCwsjPDwcJycnrSOJG2bMmMGYMWM4c+YMHh4e6PVyriGv0tLSOH36NGFhYTl+pvP6+S3vtig9Vk9UCx2P8tD5Ha3TiHuV1ZR1YpVawAohxF1IsSNKh1PrYecP6vJDX6gTfYriKaAWeIdBZhqcXKV1GiFEMSDFjij50hLgrxujizYcARULpv1daESnk6uyRLEzdOhQYmNjtY5Ramla7GzcuJEePXoQFBSU6xT2Q4cOtc0RknXr3Dn7eCixsbEMGjQIDw8PvLy8GDFiRLY5QoRg5esQf06dDqLjFK3TiIKQVewcXwkZKdpmEULYPU2LneTkZOrUqcOXX96+o2jnzp1t84RER0fn6J0+aNAgDh06xKpVq1i8eDEbN27kiSeeKOzoorg4uRr2/KwuP/QlmNy0zSMKRlA98KwA5mT1MnSRg1x7IkqKgvhZ1nQE5S5dutgu97sdk8l023lCjhw5wvLly9m5c6dtjIXPP/+crl278sEHHxAUFFTgmUUxkhYPi55Tlxs/CaEPaJtHFBydDqr3hK1fqE1Z1XponchuZA1Kl5KSgrNz3kcwFsJepaSoZ2/v5+pPu58uYv369fj5+eHt7U27du146623KFOmDABbt27Fy8sr22BSHTp0QK/Xs337dnr37p3rPtPT07MN1pSQoA5OZjabcx0WXBStrGNwv8fCsOxV9AkXULzDyGz9GsixLRAFdXzul65qdxy2foFybBmZqYngIJdZm81mFEXBzc2NS5cuYbVacXHJ30jGovAoikJGRgapqalyTPJAURRSUlK4cuUKHh4eWK3WHFNe5PX3kF0XO507d+bhhx8mLCyMyMhIXnvtNbp06cLWrVsxGAzExMTg5+eX7TkODg74+PgQExNz2/1OnTqVyZMn51i/cuVKXFzyNkOvKHyrVt37lTZ+CQdoFjkLgC1lB3Bt9YaCiiVuuJ/jUyAUKw8avXHOuM7u3z/kkmc9bfPYkb179+Lu7k5ycrKM5yKKNavVSmJiIidOnMj18ayzPndj18VO//79bcu1atWidu3aVKxYkfXr19O+fft73u+rr77Kiy++aPs6ISGB4OBgHnzwQRlU0A6YzWZWrVpFx44d7+20ZVoCDt+pk3xaGj1BkwdfvMsTRH7c9/EpQHrjP7DzOxq7XsTS9XVNs9iDW4+NxWIhMzNT+u/YiczMTP755x+aN2+Og4Ndf/zaBZ1Oh4ODQ7bZ22+V1TJzN8Xq3Q4PD6ds2bKcPHmS9u3bExAQkGPK+szMTGJjY2/bzwfUfkAmkynHeqPRqPkvb/Gfez4eSydA4kXwDsPQcRIGOaaFwi7+v9TsDTu/Q398OXqdFRxy/r8ujbKOjebHR2RjNpvJzMzEzc1Njk0Byev7WKzOb54/f55r164RGBgIQLNmzYiLi2P37t22bdauXYvVaqVJkyZaxRRaOrEa9v4K6KDXV+DoqnUiUZiCm6oTuqbHQ+Q6rdMIIeyUpsVOUlIS+/btY9++fQC22V6joqJISkripZdeYtu2bZw5c4Y1a9bw0EMPUalSJTp16gSoU9137tyZkSNHsmPHDrZs2cKzzz5L//795Uqs0ig1DhaNVpebPAUhzTWNI4qAXg81eqnLhxZoGkUIYb80LXZ27dpFvXr1qFdP7Vj44osvUq9ePSZMmIDBYODAgQP07NmTKlWqMGLECBo0aMCmTZuyNUHNmjWLiIgI2rdvT9euXXnggQf47rvvtPqWhJZWvKY2X/mEQ/sJWqcRRaXGw+r90aVgTtM2ixDCLmnaZ6dNmzZ37Di3YsWKu+7Dx8eH2bNnF2QsURwdWw77ZqE2X30NjnJVXalRvhF4lIOEC+ogktW6a51ICGFnilWfHSFylRILfz+vLjcbBRWaaptHFC29HmrcGFNLmrKEELmQYkcUf8v/B0kxUKYytHtD6zRCC1lNWceWy1xZQogcpNgRxduRxXBgLuj0avOVUYbHL5XK1QevG3NlnVipdRohhJ2RYkcUX8nXYPEYdbn5cxDcSNM4QkM63U1NWX9qm0UIYXek2BHF14pXIfkK+EZAm1e1TiO0llXsHF8B6UnaZhFC2BUpdkTxdG6H2nyFDh76CowyCWSpF1gXvMMgMxWOL9c6jRDCjkixI4ofqxWWvaIu1xsE5Rtom0fYB2nKEkLchhQ7ovg5MBcu7gFHd2gngweKm9S8cVXWiVWQlrcJAoUQJZ8UO6J4SU+C1ZPU5VZjwd1f0zjCzvjXVIcgsKRLU5YQwkaKHVG8bP5YHVPHOxSaPqN1GmFvbm7K+lcGGBRCqKTYEcXH9bPwz+fq8oNvgYPpztuL0imrKevkaki9rm0WIYRdkGJHFB+rJqjNE6EtIULmPxK34VcN/GqA1SwdlYUQgBQ7org4swUOL1RHSu48TW2uEOJ26vRX7/fP0TaHEMIuSLEj7J85DZa9rC7XHwIBNbXNI+xf7b5qYXxuO1yL1DqNEEJjUuwI+7fiNbj0Lzj7yESfIm/cA6Bie3V5/2/aZhFCaE6KHWHfDv4Bu34EdPDw9+BaVutEoriwNWXNVQeiFEKUWlLsCPt19QQsek5dbjUOKnfQNo8oXiK6gckT4qPg7Bat0wghNCTFjrBLBms6DguGgTlZvfpKJvoU+WV0hhq91GVpyhKiVJNiR9il2ud+RnflKLj5Q58fQW/QOpIojuoMUO8P/wUZydpmEUJoRoodYXd0+2dTIXYTik6vFjoyJYS4VxWaqjOhZyTBkcVapxFCaESKHWFfrp/BsFyd0dza+jUIa6lxIFGs6XT/nd2RpiwhSi0pdoR9WTkeXWYqV9yqYW3+nNZpRElQp596f2o9xF/QNIoQQhtS7Aj7cXojHFmEotNzsPzj6qBwQtwv71AIaQEocGCu1mmEEBqQTxNhHyyZsFy94spafxiJzuU1DiRKFFtT1hxQFG2zCCGKnBQ7wj7smamOkuzkhbXVK1qnESVN9YfAwRmuHoOLe7VOI4QoYlLsCO2lXoe1b6nLbV8HFx9t84iSx8kDqnZRlw8v1DSKEKLoSbEjtLd+GqTGgm81aDhc6zSipKreU70/vEiasoQoZaTYEdq6fBR2fK8ud5kGBgdt84iSq1JHcHCC66fVJlMhRKkhxY7QjqLA8v+BYoGI7hDeRutEoiQzuUGlG/OrHV6kbRYhRJGSYkdo58QqOLUODI7w4FtapxGlQfWH1PvDf2mbQwhRpKTYEdqwWmHNFHW5yZPgE6ZtHlE6VOkEeqN6VdaVY1qnEUIUESl2hDYOLYBLB8HkCQ+8qHUaUVo4eULFtuqyNGUJUWpIsSOKnsX836XmLUbLpeaiaFW7cVXWEWnKEqK0kGJHFL09P6tXxLj6QZOntU4jSpuIbqAzQMxBiD2tdRohRBGQYkcUrYwU2PCeutzqJfUKGSGKkosPhD6gLh+RpiwhSgMpdkTR2vEtJMWAVwVoMFTrNKK0kquyhChVNC12Nm7cSI8ePQgKCkKn07Fw4ULbY2azmVdeeYVatWrh6upKUFAQgwcP5uLFi9n2ERoaik6ny3abNm1aEX8nIk9S42DzJ+py29fBwVHLNKI0i+gO6ODCbog/r3UaIUQh07TYSU5Opk6dOnz55Zc5HktJSWHPnj2MHz+ePXv2sGDBAo4dO0bPnj1zbDtlyhSio6Ntt9GjRxdFfJFf/3wGaXHqtBC1HtU6jSjN3P2hQjN1+cjf2mYRQhQ6Tcfm79KlC126dMn1MU9PT1atWpVt3RdffEHjxo2JioqiQoUKtvXu7u4EBAQUalZxnxIvwbav1eX240Fv0DaPENV7QtQ/6iXoTaWjvBAlWbGaiCg+Ph6dToeXl1e29dOmTePNN9+kQoUKDBw4kBdeeAEHh9t/a+np6aSnp9u+TkhIANSmM7PZXCjZSzv92rcwmFOwlmuIJbwj3OF9zjoGcizsU4k5PpW7YFz+P5SorWRePw9u/lonum8l5tiUUHJ8Cl5e38tiU+ykpaXxyiuvMGDAADw8PGzrn3vuOerXr4+Pjw///PMPr776KtHR0Xz00Ue33dfUqVOZPHlyjvUrV67ExcWlUPKXZh4pUbQ59gsAW1w6EbtsWZ6ed+uZPWFfSsLxaeUSjnfKKQ7Pf5czvh20jlNgSsKxKcnk+BSclJSUPG2nUxRFKeQseaLT6fjzzz/p1atXjsfMZjN9+vTh/PnzrF+/Pluxc6uffvqJJ598kqSkJEwmU67b5HZmJzg4mKtXr95x3+IeKAqGWb3Rn92MtdpDWB7+8a5PMZvNrFq1io4dO2I0GosgpMiPknR89Nu/wrB6AtZyjbAMzVsRbs9K0rEpieT4FLyEhATKli1LfHz8HT+/7f7Mjtlspm/fvpw9e5a1a9fetRhp0qQJmZmZnDlzhqpVq+a6jclkyrUQMhqN8gNY0I4shrObwWBC3+kt9Pl4f+V42LcScXzq9Ic1k9Bf2Ik+IQrKVNQ6UYEoEcemBJPjU3Dy+j7m62qs5ORkJkyYQM2aNXFzc8Pd3Z3atWszZcqUPJ9Kyo+sQufEiROsXr2aMmXK3PU5+/btQ6/X4+fnV+B5RD5lpsPKN9Tl5qPVsXWEsCfu/lCxvbq8f462WYQQhSbPZ3YyMjJo3bo1//77L126dKFHjx4oisKRI0d4++23WbZsGRs3bsxXtZqUlMTJkydtX58+fZp9+/bh4+NDYGAgjzzyCHv27GHx4sVYLBZiYmIA8PHxwdHRka1bt7J9+3batm2Lu7s7W7du5YUXXuCxxx7D29s7H2+DKBTbv1GnhXALgAde0DqNELmr0x9OroIDc6DNq6CXsVaFKGnyXOx8/fXXnD9/nv379+doHjp69Cht2rThm2++ydcYN7t27aJt27a2r198UZ39esiQIUyaNIlFi9Sh3OvWrZvteevWraNNmzaYTCbmzJnDpEmTSE9PJywsjBdeeMG2H6GhpMuw4X11ucNEmRZC2K+qXcHRHeKi4Nw2CGmudSIhRAHLc7GzYMECxo8fn2s/mIiICF5//XX++OOPfBU7bdq04U79o+/Wd7p+/fps27Ytz68nitC6tyEjEYLqQe3+WqcR4vYcXaDGQ7D3V9j/mxQ7QpRAeT5fe/jwYdq0aXPbx9u2bcvhw4cLIpMo7mIOqjObA3SeJs0Cwv7VGaDeH1oI5lRNowghCl6eP4Xi4uLu2EG4TJkyxMfHF0goUcytmgiKFWo8DBWaap1GiLur0Bw8K0B6AhxbqnUaIUQBy3OxY7VaMRhuP8S/Xq/HYrEUSChRjEVtg8g1oHeA9hO0TiNE3uj1UKefuixXZQlR4uS5z46iKLRv3/620zBkZmYWWChRjK19S72v9xj4hGmbRYj8qN0fNr4PJ9eoHezdZPgKIUqKPBc7EydOvOs2ffr0ua8wopg7vRHObAKDI7Qcp3UaIfKnbCUo1xAu7IKDf0CzZ7ROJIQoIAVa7IhSTFFg3Tvqcv0h4BWsbR4h7kWd/mqxs/83KXaEKEHu+zKZDRs2sHTpUq5fv14QeURxFbkWoraCgxO0HKt1GiHuTc0+oDdCzAG4dEjrNEKIApLnYufdd99l/Pjxtq8VRaFz5860bduW7t27U61aNQ4dkl8OpZKiqOPqADQcAR6B2uYR4l65+ECVTury/t+0zSKEKDB5Lnbmzp1LzZo1bV//8ccfbNy4kU2bNnH16lUaNmzI5MmTCyWksHPHV8CF3WB0gQfGaJ1GiPuTNebOgXlgkQsvhCgJ8lzsnD59mtq1a9u+Xrp0KY888ggtWrTAx8eHN954g61btxZKSGHHbj6r03ikXMEiir/KD4JLGUi6BCdXa51GCFEA8lzsZGZmYjKZbF9v3bqV5s3/G1Y9KCiIq1evFmw6Yf+OLlb7Nzi6QfPntU4jxP1zcITaN8bc2fertlmEEAUiz8VOxYoV2bhxIwBRUVEcP36cVq1a2R4/f/78HUdYFiWQxfzfuDpNnwZXOf6ihKg7SL0/thySr2mbRQhx3/Jc7IwaNYpnn32WESNG0KVLF5o1a0b16tVtj69du5Z69eoVSkhhp3Z8D1eOqqf8mz2rdRohCk5ATQisA1YzHJyndRohxH3Kc7EzcuRIPvvsM2JjY2nVqhXz58/P9vjFixcZPnx4gQcUdirpMqyfqi63nwjOXprGEaLA1X1Mvd87S9scQoj7ludBBQGGDx9+24Lmq6++KpBAophYPUmdNDGoHtR7XOs0QhS8Wo/Aytfh0kGI3q+e6RFCFEt5LnYOHDiQ63pPT08qVKiATqcrsFDCzp3bCftu/LXb9QN1EkUhShoXH6jaFQ4vVM/uSLEjRLGV52Knbt266HQ6FEXJtl6n0+Hk5MSYMWOYMmXKHWdGFyWA1QJLb8x7VfcxKN9Q2zxCFKZ6j6vFzsF58OCb4GC661OEEPYnz8XO6dOnc10fFxfH7t27GT9+PN7e3owbJxNAlmh7f4HofWDygA4yX5oo4Sq2BfcgSLwIx5ZBjV5aJxJC3IM8FzshISG3XV+nTh08PDyYPHmyFDslWUosrL4xSnabV2UAQVHy6Q3q5KCbP1KbbqXYEaJYKrDOFg0aNLjt2R9RQqx7B1JjwTdCHS1ZiNIga8ydk6shIVrbLEKIe1JgxU5MTAy+vr4FtTthb66fhV0/qctd3gODUds8QhSVspUguCkoVpkcVIhiqkCKnStXrjB+/Hjatm1bELsT9mjrl6BYILwthLfWOo0QRavejbM7e38Fq1XbLEKIfMtzn5169erlenl5fHw858+fp2rVqvz6q8wjUyIlX4M9P6vLMqu5KI1qPAwrXofYSDi1Diq11zqRECIf8lzs9OrVK9f1Hh4eVK1alU6dOsll5yXVju8gMxUC60KYnNURpZDJDeoMgB3fqtOkSLEjRLGS52Jn4kS5zLhUykhWf8EDtHgeZPBIUVo1+j/1/8Lx5XD9DHiHap1ICJFHMvStuLM9v0DqdfAOg+oPaZ1GCO34VlH7rKH811lfCFEsSLEjbs9ihq1fqMvNR6tjjghRmjV+Qr3f8zOYU7XNIoTIMyl2xO0d+hPiz4GrL9QdqHUaIbRXpRN4VlDPdv47X+s0Qog8ylOxk5CQUNg5hL1RFNjyqbrc5EkwOmubRwh7oDdAo+Hq8o7v1P8nQgi7l6dix9vbm8uXLwPQrl074uLiCjOTsAcnV8Olf8HoqnbMFEKo6g0Ggwmi98P5XVqnEULkQZ6KHTc3N65duwbA+vXrMZvNhRpK2IGsszoNhoKzt6ZRhLArrmWgZh91ecd32mYRQuRJni4979ChA23btqVatWoA9O7dG0dHx1y3Xbt2bcGlE9o4vwvObAK9AzR7Rus0QtifxiNh/2w4vBA6vS2T4gph5/JU7Pz666/MnDmTyMhINmzYQI0aNXBxcSnsbEIrmz9W72v1Bc/y2mYRwh6Vqw/lGsKFXbBnJrR6SetEQog7yFOx4+zszFNPPQXArl27ePfdd/Hy8irMXEIrV0/A0SXqcovntc0ihD1r/AT8uQt2TYcWL4Ahz2O0CiGKWL4vPV+3bp2t0FEUBUWuRihZtnwKKFClC/hFaJ1GCPtVoxc4+0DCBYhco3UaIcQd3NM4Oz///DO1atXC2dkZZ2dnateuzS+//FLQ2URRS4iGA3PV5Qde0DaLEPbOwQR1+qvLWRPlCiHsUr6LnY8++oinn36arl27Mm/ePObNm0fnzp156qmn+Pjjj/O1r40bN9KjRw+CgoLQ6XQsXLgw2+OKojBhwgQCAwNxdnamQ4cOnDhxIts2sbGxDBo0CA8PD7y8vBgxYgRJSUn5/bYEwLavwJIBFZpBhSZapxHC/tV7XL0/vhySLmubRQhxW/kudj7//HO+/vpr3n33XXr27EnPnj157733+Oqrr/jss8/yta/k5GTq1KnDl19+mevj7733Hp999hnffPMN27dvx9XVlU6dOpGWlmbbZtCgQRw6dIhVq1axePFiNm7cyBNPPJHfb0ukxql9DwBajNEyiRDFh391KNcArJmwf47WaYQQt5HvHnXR0dE0b948x/rmzZsTHR2dr3116dKFLl265PqYoih88sknvPHGGzz0kDoB5c8//4y/vz8LFy6kf//+HDlyhOXLl7Nz504aNmwIqMVY165d+eCDDwgKCsrnd1eK7foRMhLBtxpUflDrNEIUH/Uehwu7Ye8v6hxyOp3WiYQQt8h3sVOpUiXmzZvHa6+9lm393LlzqVy5coEFO336NDExMXTo0MG2ztPTkyZNmrB161b69+/P1q1b8fLyshU6oI4JpNfr2b59O71798513+np6aSnp9u+zpoOw2w2l84BEzPTcNj2DTogs+mzKBYLWCyaxck6BqXyWBQDcnxuEfEQDiteQ3f1OJln/kEp31izKHJs7Jscn4KX1/cy38XO5MmT6devHxs3bqRFixYAbNmyhTVr1jBv3rz87u62YmJiAPD398+23t/f3/ZYTEwMfn7ZB/NycHDAx8fHtk1upk6dyuTJk3OsX7lyZakcPyjk6lrqJl8mxejD6nPOKOeXah0JgFWrVmkdQdyBHJ//1HOvT4XYzVz4exr7QrSfXkWOjX2T41NwUlJS8rRdvoudPn36sH37dj7++GNbh+Jq1aqxY8cO6tWrl9/daeLVV1/lxRdftH2dkJBAcHAwDz74IB4eHhom04DVgsM3EwEwtRlLl8Y9NQ6kVuqrVq2iY8eOGI1GreOIW8jxyUkX5Q2/bKZC4m6C2s8Ek7smOeTY2Dc5PgUvrxOV39MoWA0aNODXX3+9l6fmWUBAAACXLl0iMDDQtv7SpUvUrVvXtk3WBKVZMjMziY2NtT0/NyaTCZPJlGO90WgsfT+A//4N10+DszeGRsMw2NH3XyqPRzEix+cm4S2hTCV0105iPL4Y6g/WNI4cG/smx6fg5PV9vKdxdopCWFgYAQEBrFnz32BdCQkJbN++nWbNmgHQrFkz4uLi2L17t22btWvXYrVaadJELp2+K0WBzR+py42fAEdXbfMIUVzpdFDvMXV5j4w5JoS90bTYSUpKYt++fezbtw9QOyXv27ePqKgodDodY8aM4a233mLRokUcPHiQwYMHExQURK9evQC1+axz586MHDmSHTt2sGXLFp599ln69+8vV2LlxcnVEHMQjK7Q5Cmt0whRvNUZCDoDnN8BV45pnUYIcRNNi51du3ZRr149W1+fF198kXr16jFhwgQAXn75ZUaPHs0TTzxBo0aNSEpKYvny5Tg5Odn2MWvWLCIiImjfvj1du3blgQce4LvvvtPk+yl2Nn2o3jccBi4+2mYRorhz94cqndRlGVFZCLui6cx1bdq0uePcWjqdjilTpjBlypTbbuPj48Ps2bMLI17JdvYfiNoKBkdoNkrrNEKUDPUeh2NL1QEG208EB0etEwkhKIAzOwkJCSxcuJAjR44URB5RVDbd6KtTdyB4SJOfEAWi8oPg5g8pV+Ho31qnEULckO9ip2/fvnzxxRcApKam0rBhQ/r27Uvt2rWZP39+gQcUhSB6P5xcBTo9tHhe6zRClBwGB2gwVF3eLs3pQtiLfBc7GzdupGXLlgD8+eefKIpCXFwcn332GW+99VaBBxSFYPONCVtrPAw+4dpmEaKkaTAM9A5wbpv6h4UQQnP5Lnbi4+Px8VE7sy5fvpw+ffrg4uJCt27dcsxILuzQ1ZNwaKG6/MALmkYRokTyCIRqNwbn3CFnd4SwB/kudoKDg9m6dSvJycksX76cBx9UJ428fv16tqukhJ3a8jGgQJUuEFBT6zRClExNnlTvD/4BKbHaZhFC5L/YGTNmDIMGDaJ8+fIEBQXRpk0bQG3eqlWrVkHnEwUp/jzsn6sut3zxztsKIe5dcBMIqAWZaXIZuhB2IN/FzjPPPMPWrVv56aef2Lx5M3q9uovw8HDps2Pvtn4FVjOEtoRg7WZmFqLE0+mg8Y2zOzt/BKtF2zxClHL3NM5Ow4YNadiwYbZ13bp1K5BAopCkxsGemepyizFaJhGidKj1CKwaD/FRcHw5RMjvSCG0kqdi5+YZwu/mo48+uucwohDtmQkZSeBXHSq11zqNECWf0VmdEHTLp7D9Wyl2hNBQnoqdvXv3Zvt6z549ZGZmUrVqVQCOHz+OwWCgQYMGBZ9Q3D+LWf1lC+poyTqdtnmEKC0ajoB/PofTG9T5snyrap1IiFIpT8XOunXrbMsfffQR7u7uzJw5E29vb0C9EmvYsGG28XeEnTn0JyRcUEd2rfWo1mmEKD28Q9QrH48tUS9D7/ah1omEKJXy3UH5ww8/ZOrUqbZCB8Db25u33nqLDz+U/8h2R1Hgn8/U5cYjwcGkbR4hSpsmT6j3+36DtHhtswhRSuW72ElISODKlSs51l+5coXExMQCCSUK0OmNEHMQHJzVU+pCiKIV1hrKVgVzMuyTSYuF0EK+i53evXszbNgwFixYwPnz5zl//jzz589nxIgRPPzww4WRUdyPreo8ZtQbBC4+2mYRojTS6f47u7PjO7Batc0jRCmU72Lnm2++oUuXLgwcOJCQkBBCQkIYOHAgnTt35quvviqMjOJeXTkGJ1YCOmj6jNZphCi9avcHkyfEnlIn4RVCFKl8FzsuLi589dVXXLt2jb1797J3715iY2P56quvcHV1LYyM4l5lndWJ6AZlKmqbRYjSzOQG9R9Xl7d/o20WIUqhfBc7WVxdXalduza1a9eWIsceJV3+b2qI5qO1zSKEUC8QQAeRa9WzrkKIIpPvEZSTk5OZNm0aa9as4fLly1hvaX8+depUgYUT92HnD2BJh3IN1Xl6hBDa8g6Fql3lMnQhNJDvYuf//u//2LBhA48//jiBgYHoZIA6+2O1/Df5oAwiKIT9aPKkWuzs+w3ajQdnL60TCVEq5LvYWbZsGUuWLKFFixaFkUcUhMh1kBgNzj4Q0V3rNEKILGGt1ClbLh+Gvb9C82e1TiREqZDvPjve3t74+MglzHZt/42xPGo9Cg6O2mYRQvxHp1PP7sCNy9BlNnQhikK+i50333yTCRMmkJKSUhh5xP1KjYMji9XlugM0jSKEyEWtvuDkBXFn4fgKrdMIUSrkuxnrww8/JDIyEn9/f0JDQzEajdke37NnT4GFE/fg0AK1Y7JfdQisq3UaIcStHF2gwZAbs6F/DRFdtU4kRImX72KnV69ehRBDFJh9v6n3dQdKx2Qh7FWjkTdmQ98Ilw6Df3WtEwlRouW72Jk4cWJh5BAF4eoJOL8DdAb1VLkQwj55BasXDxxZBNu+goe+0DqRECXaPQ8qKOxQ1iSDlTqAu7+2WYQQd9bsxpVYB+ZCYoy2WYQo4fJd7FgsFj744AMaN25MQEAAPj4+2W5CI1aL+ksT1CYsIYR9q9AEgpuCJQO2fa11GiFKtHwXO5MnT+ajjz6iX79+xMfH8+KLL/Lwww+j1+uZNGlSIUQUeXJ6AyRcUK/yqNpF6zRCiLxo8bx6v+snSEvQNosQJVi+i51Zs2bx/fffM3bsWBwcHBgwYAA//PADEyZMYNu2bYWRUeRFVhNWrUfAwaRtFiFE3lTpDGWrQnoC7J6udRohSqx8FzsxMTHUqlULADc3N+Lj4wHo3r07S5YsKdh0Im/S4v8bW6eONGEJUWzo9dDiOXV529eQma5tHiFKqHwXO+XLlyc6OhqAihUrsnLlSgB27tyJySRnFDRxaCFkpqp/IZarr3UaIUR+1OoL7oHqFC8Hf9c6jRAlUr6Lnd69e7NmzRoARo8ezfjx46lcuTKDBw9m+PDhBR5Q5EFWE5aMrSNE8ePgCE2fUZe3fApWq7Z5hCiB8j3OzrRp02zL/fr1o0KFCmzdupXKlSvTo0ePAg0n8uBaJJzbBjo91O6ndRohxL1oMBQ2fgBXj8Px5TKqshAFLN/Fzq2aNWtGs2bNCiKLuBf7b4yYHN4WPAK1zSKEuDdOHtBoOGz+GLZ8IsWOEAUs381YM2fOzNYR+eWXX8bLy4vmzZtz9uzZAg0n7sJqhf1z1GUZW0eI4q3JU2BwhHPbIUqubBWiIOW72HnnnXdwdnYGYOvWrXzxxRe89957lC1blhdeeKHAA4o7OLsZ4s+ByQMiummdRghxP9wDoM4AdXnzx9pmEaKEyXexc+7cOSpVqgTAwoULeeSRR3jiiSeYOnUqmzZtKvCAoaGh6HS6HLdRo0YB0KZNmxyPPfXUUwWewy5lTfpZozcYnbXNIoS4f82fU/vfHV8OMf9qnUaIEiPfxY6bmxvXrl0DYOXKlXTs2BEAJycnUlNTCzYd6iXt0dHRttuqVasAePTRR23bjBw5Mts27733XoHnsDvpSXD4L3VZmrCEKBnKVoLqvdTlzR9pGkWIkiTfHZQ7duzI//3f/1GvXj2OHz9O165qR7pDhw4RGhpa0Pnw9fXN9vW0adOoWLEirVu3tq1zcXEhICCgwF/brh35G8zJ4BMOwU20TiOEKCgtX4RDC+DQn9D2dShTUetEQhR7+T6z8+WXX9KsWTOuXLnC/PnzKVOmDAC7d+9mwIABBR7wZhkZGfz6668MHz4c3U3jycyaNYuyZctSs2ZNXn31VVJSUgo1h13YN0u9rzNAxtYRoiQJqKVOI6FY5eyOEAUk32d2vLy8+OKLL3Ksnzx5coEEupOFCxcSFxfH0KFDbesGDhxISEgIQUFBHDhwgFdeeYVjx46xYMGC2+4nPT2d9PT/hmVPSFAn4DObzZjN5kLLX2Diz2E8o/aPMlfvA8Uhcz5kHYNicSxKITk+hU/XfAwOx5ej7J9DZotx4Fk+T8+TY2Pf5PgUvLy+lzpFUZT87Hjjxo13fLxVq1b52V2+dOrUCUdHR/7+++/bbrN27Vrat2/PyZMnqVgx99O/kyZNyrU4mz17Ni4uLgWWt7BUifmLatHzueJWjX8qv6p1HCFEIWh+Yiq+SUc45duRg+Uf1zqOEHYpJSWFgQMHEh8fj4eHx223y3exo9fnbPm6uUnJYrHkZ3d5dvbsWcLDw1mwYAEPPfTQbbdLTk7Gzc2N5cuX06lTp1y3ye3MTnBwMFevXr3jm2UXFAWHb5qgiz1FZo8vUGr31zpRgTObzaxatYqOHTtiNBq1jiNuIcenaOhOb8Rh9sMoDk5kjtoDbn53fY4cG/smx6fgJSQkULZs2bsWO/luxrp+/Xq2r81mM3v37mX8+PG8/fbb+U+aR9OnT8fPz49u3e48nsy+ffsACAy8/WjCJpMp10lLjUaj/f8ARm2H2FNgdMWhZm+w97z3oVgcj1JMjk8hq9wOyjVEd2EXxt3fQ4dJeX6qHBv7Jsen4OT1fcx3sePp6ZljXceOHXF0dOTFF19k9+7d+d3lXVmtVqZPn86QIUNwcPgvcmRkJLNnz6Zr166UKVOGAwcO8MILL9CqVStq165d4Dnswv4bk35W7wkmN22zCCEKj04HLcfCnAGw4wdo8Tw4e2udSohiKd9XY92Ov78/x44dK6jdZbN69WqioqJyzKru6OjI6tWrefDBB4mIiGDs2LH06dPnjn16ijVzGvz7p7pcp3CvfBNC2IEqncGvBmQkwo7vtU4jRLGV7zM7Bw4cyPa1oihER0czbdo06tatW1C5snnwwQfJrWtRcHAwGzZsKJTXtEuRayA9HjzKQWhLrdMIIQqbXq+OuzN/BGz7GpqNAkdXrVMJUezku9ipW7cuOp0uR/HRtGlTfvrppwILJnKRNWJy9YfUX4JCiJKvRm9Y+yZcPwN7f4UmT2qdSIhiJ9/FzunTp7N9rdfr8fX1xcnJqcBCiVxkpsOxZepy9dtfjSaEKGH0Bmg+GpaMhX8+h4bDwSCdW4XIj3wXOyEhIYWRQ9zNqQ2QngBuAVC+sdZphBBFqe4gWD8N4s/BvwugTj+tEwlRrNxTW8iGDRvo0aMHlSpVolKlSvTs2bNQZjwXN7E1YfWUJiwhShuj83/NV1s+hfwNjyZEqZfvT81ff/2VDh064OLiwnPPPcdzzz2Hs7Mz7du3Z/bs2YWRUVjMcHSxuixNWEKUTo3+Dxzd4PIhOLFK6zRCFCv5Lnbefvtt3nvvPebOnWsrdubOncu0adN48803CyOjOL0R0uLA1RcqNNM6jRBCC87e0GCourzlEy2TCFHs5LvYOXXqFD169MixvmfPnjk6L4sCktWEVa2H2llRCFE6NX0G9EY4uwXO7dQ6jRDFRr6LneDgYNasWZNj/erVqwkODi6QUOImlkxpwhJCqDzLQe2+6rKc3REiz/J9NdbYsWN57rnn2LdvH82bNwdgy5YtzJgxg08//bTAA5Z6Z7dAyjVw9oGQB7ROI4TQWovnYd8sOLoErhwH3ypaJxLC7uW72Hn66acJCAjgww8/ZN68eQBUq1aNuXPn3nE2cnGPspqwIrqBId+HSwhR0vhWhapd4dhS+OdTeOhLrRMJYffu6dOzd+/e9O7du6CziFtZLXDkxjxf1XtpGkUIYUdajFGLnf1zofX/wEu6EAhxJ/d8qiAjI4PLly9jtVqzra9QocJ9hxI3RG2D5Mvg5AlhrbROI4SwFxWaqPPjndkEG9+Dnp9rnUgIu5bvDsonTpygZcuWODs7ExISQlhYGGFhYYSGhhIWFlYYGUuvrCasqt3AwVHbLEII+9JuvHq/dxZci9Q2ixB2Lt9ndoYOHYqDgwOLFy8mMDAQnU5XGLmE1XpTE5b0hRJC3KJCE6j8IJxYqU4l0ed7rRMJYbfyXezs27eP3bt3ExERURh5RJYLuyDxIji6Q8W2WqcRQtijtq+rxc7B3+GBF8CnstaJhLBL+W7Gql69OlevXi2MLOJmtiaszuBg0jaLEMI+BdWFaj0BBda9rXUaIexWnoqdhIQE2+3dd9/l5ZdfZv369Vy7di3bYwkJCYWdt3RQFDi8SF2u1lPbLEII+9b2dUAHRxeju7hX6zRC2KU8NWN5eXll65ujKArt27fPto2iKOh0OiwWS8EmLI2i90F8FBhdoFIHrdMIIeyZXwTU7gcH5qDfMBU8h2qdSAi7k6diZ926dYWdQ9ws66xO5Y7g6KJtFiGE/WvzP/j3D/Sn1uJTuRnQVetEQtiVPBU7rVu3ZsqUKYwbNw4XF/nwLVSKAkekCUsIkQ8+YVDvcdg9nWoX/wBljNaJhLAree6gPHnyZJKSkgoziwC4fASunQSDCap00jqNEKK4aPUSisFE2eRj6CJXa51GCLuS52JHUZTCzCGyZJ3VqdgOTO7aZhFCFB+e5bA2+j8ADKsngMWscSAh7Ee+Lj2XAQSLQFZ/nerShCWEyB9ri7GkO7iju3YCdk3XOo4QdiNfgwpWqVLlrgVPbGzsfQUq1a6ehMuHQO8AVbtonUYIUdw4eXA04GHqnJ8J69+B2o+Cs7fWqYTQXL6KncmTJ+Pp6VlYWcSRGwMJhrWSX1BCiHtytmwbaqdvR3flKGx4Hzq/o3UkITSXr2Knf//++Pn5FVYWIQMJCiHuk6IzYGk/BYc5fWHHd9BoBJSpqHUsITSV5z470l+nkF0/qw4mqNNDRHet0wghijGlYjuo1BGsZlg5Xus4QmhOrsayF1kznIe0ADdfbbMIIYq/Tm+DzgDHlsDpjVqnEUJTeS52rFarNGEVJhlIUAhRkHyrQsPh6vLy18AqU/mI0ivfs56LQpAQDee2q8vVpAlLCFFA2rwKJk+4dBD2/qJ1GiE0I8WOPTi6WL0v3xg8grTNIoQoOVzLqPNmAayeDCkyNIgonaTYsQfHl6v3Ed20zSGEKHkajwS/6pAaC2sma51GCE1IsaO19KT/Og/KQIJCiIJmMELXD9Tl3TPh/G5t8wihASl2tHZ6A1gywDsUylbROo0QoiQKbQG1+wMKLB0rnZVFqSPFjtaymrCqdAYZy0gIUVg6TgGTB1zcC7tnaJ1GiCIlxY6WrFY4vlJdrvygtlmEECWbuz+0e0NdXjMFkq9qm0eIIiTFjpZi9kNSDBhdIfQBrdMIIUq6hiPAvxakxcHqSVqnEaLI2HWxM2nSJHQ6XbZbRESE7fG0tDRGjRpFmTJlcHNzo0+fPly6dEnDxPmUdVanYltwMGmbRQhR8hkcoNuH6vLeX+DcDm3zCFFE7LrYAahRowbR0dG22+bNm22PvfDCC/z999/8/vvvbNiwgYsXL/Lwww9rmDafbu6vI4QQRaFCE6j7mLr89/OQma5tHiGKQL5mPdeCg4MDAQEBOdbHx8fz448/Mnv2bNq1awfA9OnTqVatGtu2baNp06ZFHTV/Ei/BxT3qsvTXEUIUpY5T1D+2Lh+GjR9Au9e1TiREobL7YufEiRMEBQXh5OREs2bNmDp1KhUqVGD37t2YzWY6dOhg2zYiIoIKFSqwdevWOxY76enppKf/99dMQkICAGazGbPZXHjfzE10R5fhAFgD62Fx8oEiet3iIOsYFNWxEPkjx8d+5fnYOHqg6/weDguGo2z6kMzKnSGgdhEkLN3k/07By+t7adfFTpMmTZgxYwZVq1YlOjqayZMn07JlS/79919iYmJwdHTEy8sr23P8/f2JiYm5436nTp3K5Mk5RxJduXIlLi4uBfkt3FajUz8TBBxTwji+dGmRvGZxs2rVKq0jiDuQ42O/8nZsHGjo1YhycTtJmT2UDVUmoejt+iOhxJD/OwUnJSUlT9vpFEVRCjlLgYmLiyMkJISPPvoIZ2dnhg0blu0MDUDjxo1p27Yt77777m33k9uZneDgYK5evYqHh0eh5bfJTMfhoyrozMmYh6+GwLqF/5rFiNlsZtWqVXTs2BGj0ah1HHELOT72K9/HJvkKDt+2QJcai6Xly1hbvVz4IUsx+b9T8BISEihbtizx8fF3/PwuVmW8l5cXVapU4eTJk3Ts2JGMjAzi4uKynd25dOlSrn18bmYymTCZcl79ZDQai+YH8OxGMCeDWwDG8g1Ab/f9xDVRZMdD3BM5PvYrz8fGKwi6vg/zR2DY8hGGGj0hoFbhByzl5P9Owcnr+1isPmWTkpKIjIwkMDCQBg0aYDQaWbNmje3xY8eOERUVRbNmzTRMmQfHV6j3VR6UQkcIoa2afSCiO1gzYeEzYJH+JKLksetP2nHjxrFhwwbOnDnDP//8Q+/evTEYDAwYMABPT09GjBjBiy++yLp169i9ezfDhg2jWbNm9n0llqLIJedCCPuh00G3j8DZG2IOwOZPtE4kRIGz62as8+fPM2DAAK5du4avry8PPPAA27Ztw9fXF4CPP/4YvV5Pnz59SE9Pp1OnTnz11Vcap76LK8cg7iwYTBDWWus0QgihTiXR5T1YMBI2TIOK7aB8A61TCVFg7LrYmTNnzh0fd3Jy4ssvv+TLL78sokQFIOusTlhLMLlpm0UIIbLUehSOLYVDf8L84fDkJnAqggs2hCgCdt2MVSKduHHJYeVO2uYQQoib6XTQ/RPwrADXz8DScVonEqLASLFTlNIT4dw2dblyhztvK4QQRc3ZC/p8Dzo9HJgL++98dl2I4kKKnaJ0eqN6xYN3GPiEa51GCCFyqtAUWv9PXV4yFq5FaptHiAIgxU5ROnnjMvlKclZHCGHHWo2DkBaQkQTz/w8yM7ROJMR9kWKnqCgKnLzRX6dSe22zCCHEnegN8PB34OSlTli87i2tEwlxX6TYKSrXIiEuCvRGCG2pdRohhLgzz/LQ83N1ecun/52ZFqIYkmKnqETe+EVRoalcci6EKB6q94SGw9XlP5+ExEva5hHiHkmxU1ROrlbvpb+OEKI46fQO+NeE5CvqoINWi9aJhMg3KXaKgjkNzmxWl6W/jhCiODE6wyPTwegCpzfA5o+0TiREvkmxUxSitoI5Bdz81b+QhBCiOPGtAl0/UJfXTYWzW7XNI0Q+SbFTFCJvuuRcp9M2ixBC3Iu6A6F2P1As6uXoKbFaJxIiz6TYKQpZVzFUbKdtDiGEuFc6HXT7EHwqQsJ5+GuUOqSGEMWAFDuFLeEiXD4M6KTYEUIUbyZ3eHQGGBzVSUO3fqF1IiHyRIqdwpZ1VqdcfXDx0TaLEELcr8Da0HmqurxqIpz9R9s8QuSBFDuFLVKmiBBClDANR0Ctvmr/nd+Hyfg7wu5JsVOYrBaIXKcuV5RLzoUQJYROBz0+Ad9qkBQD80eAJVPrVELclhQ7henCHkiLAydPKNdA6zRCCFFwHF2h3y/g6AZnNsn8WcKuSbFTmLJGTQ5vAwYHTaMIIUSBK1sZHrrRSXnzx3B0qbZ5hLgNKXYKk/TXEUKUdDV6Q5On1eU/n4LY09rmESIXUuwUFksm6B1AZ5D+OkKIkq3jFAhuAunx6oCDFrPWiYTIRoqdwmJwgOHL4ZXT4FlO6zRCCFF4HByhz49q/8QLu2D9VK0TCZGNFDuFzclT6wRCCFH4vIKhx2fq8qaP4PRGbfMIcRMpdoQQQhSMGr2g/mBAgQVPyvxZwm5IsSOEEKLgdJ4GZSpD4kVYNFrmzxJ2QYodIYQQBcfRFR75UZ0/6+hi2PWT1omEkGJHCCFEAQusAx0mqcsrXoNLhzWNI4QUO0IIIQpek6fVMcYy0+C3/pB0WetEohSTYkcIIUTB0+uh97fgHQZxZ9WCJyNF61SilJJiRwghROFwLQuD/gBnb7iwGxaMVCdIFqKISbEjhBCi8JStBP1/A4NJ7bC84nWtE4lSSIodIYQQhSukGfT+Wl3e/jVs+1rbPKLUkWJHCCFE4avZ578rtJa/Ckf+1jSOKF2k2BFCCFE0WoyBBkMBBX4fBsdXaBxIlBZS7AghhCgaOh10/RCq9wKrGeY+BidWaZ1KlAJS7AghhCg6Bgfo8wNU6wmWDJgzCE6u1jqVKOGk2BFCCFG0DEZ45CeI6A6WdPhtIJxco3UqUYLZdbEzdepUGjVqhLu7O35+fvTq1Ytjx45l26ZNmzbodLpst6eeekqjxEIIIfLEYIRHpkPVbmrBM2cgRK7TOpUooey62NmwYQOjRo1i27ZtrFq1CrPZzIMPPkhycnK27UaOHEl0dLTt9t5772mUWAghRJ45OMKjM6BKF3VaiVmPwo7vZaZ0UeActA5wJ8uXL8/29YwZM/Dz82P37t20atXKtt7FxYWAgICijieEEOJ+OThC35nw55Nw6E9YOg4u7oVuH4HRSet0ooSw62LnVvHx8QD4+PhkWz9r1ix+/fVXAgIC6NGjB+PHj8fFxeW2+0lPTyc9Pd32dUJCAgBmsxmz2VwIyUV+ZB0DORb2SY6P/Sq+x0YPD32H3r82+nVvots3C2vMv1gemQme5bUOV2CK7/GxX3l9L3WKUjzOF1qtVnr27ElcXBybN2+2rf/uu+8ICQkhKCiIAwcO8Morr9C4cWMWLFhw231NmjSJyZMn51g/e/bsOxZJQtgDi2LBjPofXI8eHTrbvQULmUomZsy2e7NiJl1JV2+kk6FkYFEsKKj/9bPuc3uuRbGg1+nRo8eAAYPOYHutrH+AbVmv+++xbNvpsm9vxYpVsZL1z4ABf4M/5QzlcNW7avCuCnvhm/AvDc58hcmSRLqDO7tCR3HVvbrWsYSdSklJYeDAgcTHx+Ph4XHb7YpNsfP000+zbNkyNm/eTPnyt6/0165dS/v27Tl58iQVK1bMdZvczuwEBwdz9erVO75ZomiYzWZWrVpFx44dMRqNRfKaqZmpxKbFci3tGmmZaRh0BnQ6ne1eURRSM1NJzUwlJTOF1MxU0i3p6NBh0N8oAnR69Dq9bdlB54Ber66zKlbMFjNm641CwmImzZJGkjmJpIwkks3JJGcmk5aZRqaSicVqwaJYsFgtmK1mUjJTSDYnk5KZQrol/e7fUDHm7+JPNZ9qVPWuSoh7CEFuQZR3K4+3yRudTqd1PLumxf+dQhF/Doc/hqCLOYCCDmvD/8Pa5jUwuWud7L6UmONjRxISEihbtuxdi51i0Yz17LPPsnjxYjZu3HjHQgegSZMmAHcsdkwmEyaTKcd6o9FYrH8AUzMsxKZkcD05g+spGaRkWHAzOeDu5IC7kxF3JwdcHA2kZlhIybCQlJ5JcnomyRkWzJlWMq0KFqtCptVKpkUhPdNKqtlC2k23TGvO2thqVciwWMnIzLq3YLGCi6MBV5MDbib13tXRAYuikJFpxWyxkpFpJcNixclosOV0Mzng7KDjVILChaRkPFwhJVMtBpLM6n2KOUW9ZabYioNM638FgtlqthUmWbe0zDSsijVH9sSMRK6lXSM1M7UoDlGR0ev0mAwmTAYTLg4uuBjVm6uDK65GV4wGY44zLjqdDieDEyYHE04GJ5wcnDDqjVgUC5lW9T02W81kZGZw6vQpQkND0enVQtCqWFFQ77NuFsWiPnbjLM7N2znoHGxFooPegWRzMkdjj3Im4QyXUi5xKeUS68+vz/Y9OTs4U86tHGGeYVT0qkhFr4pU8qxEiGcIRn3x/X9bGIr77zLKhsOIlbDsZXR7fsaw63sMx5dB94+gSiet0923Yn988mtGd7XTebcPwK9age46r++jXRc7iqIwevRo/vzzT9avX09YWNhdn7Nv3z4AAgMDCzldwbNaFRLSzFxNyuBaUjrXkjOISzETl5pBfKqZhFQz8almEtMySblRsKRkqMsJqWbSM3N+mGtDQWdIRueQgM4hAb0x4cZyIjpDKjp9qnpvSAV9GjqdBVCyPR99Jj8tK9rvx2QwUcapDC5GF9sHtUWx2IokF6MLzg7OavHg4ILJYELhv22y3VvVD/hMJROrYrV9qBv1Rox6Iw56B5wdnHFzdMPV6Iqb0Q03RzecDGqBodfpMegNOOgccNA74Gp0VYsVoyuuDq44G51txUPW61oVK0a9EZODCQedQ6GdBTGbzSyNWUrXBl0L/Bd2UkYSR2OPciT2CMdij3E+6TznE89zOeUyqZmpnIw7ycm4k6w6+9+ouw46B0I8QgjzDLPdwj3DCfMMw8UozdLFltEZen4ONR6Gv5+HuLMwuy/UfAQ6TwM3X60TirywmCFqmzpitqN2TdR2XeyMGjWK2bNn89dff+Hu7k5MTAwAnp6eODs7ExkZyezZs+natStlypThwIEDvPDCC7Rq1YratWtrnD47i1XhXGwKxy4lcuZqMleT0rmalGG7v5aUTmxyRq5nTvLDaNDh7eKIt4sjzo4GUjIySUxTb0npmbbtnI0GXG+ccXE2GjA56DHodTgY9DjodRj0OkwOBpwdDTg56NV7owEHvQ5QSLPGkWS5SrLlCsnWK6RY1fukzMskZF4mU8m4z3dMpSg6sJpQrE4oFtONZROK1VFdVoygGEDRA3oURa8uK44oVkeMOiecHJxxdnDCy9mEj6sJH1cjPm4mfFyM+Lp6UMa5DP4uZfFycsfZUT3D5GQ0FEh+kT9ujm40DGhIw4CG2dZnWDK4mHSRc4nnOBV/isi4SE7GnSQyLpKUzBQi4yOJjI/MsT8/Fz+1APK4UQR5hRPhHYGXk1cRfUfivlVsC89shfVTYeuX8O8fELkG2r4ODYapIzIL+3Ut8kah4waewZrFsOufkq+//hpQBw682fTp0xk6dCiOjo6sXr2aTz75hOTkZIKDg+nTpw9vvPGGBmmzUxSF7zed4mh0IscvJ3LiUlKez7x4ODlQ1s2Ej6sj3q6OeDobs93cTA64mgw4Ozrg6qgWJO4mI96u6mO3+4vealVINVtwMhow6G//V7/FauFc4jkuJF0gJjmGmJQYLiVf4kxyDNHJ0UQnR9+134gOHT5OPvi5+OHr4ouvsy++Lr54mbzwcPTAw9EDd0d33B3dcTQ42p4DkJmZyZYNW+jWsQepZkei49O4EJdKXIoZs0VtbjNnWjFbFdLMFq4lZXAtOV29T0rnanIGGTfeazOQciPThVyTJt24nc221s3kQFk3R8q4mSjr5oi/hxNhZV0J93UjvKwrQV7Od3wPRcFyNDgS6hlKqGcoLcu3tK1XFIXo5GhOx5/mVPwpTsefti3HpsVyOeUyl1Musz16e7b9lXMrRzWfalQrU40InwjKu5cn0DUQZwfnov7WRF44usKDb6lneRY9B5cOqpeo7/wBOr0DldprnVDczpUj6r1vVXVuNI3YdbFzt77TwcHBbNiwoYjS5I9Op2PW9ijOXkuxrXN00FPJ141Kfm74e5hufJCqH6Zlbyz7uDri6FA4Yz3q9TpcTdkP+fW065yKP8Xx68c5FnuM49ePczLu5F37sOjQ4eviSzm3cgS6BlLOrZx6cy9HOddyBLgGYDTcWxOH2WzGQ++Bu8kVHzcj5bxdaHj3p2WTnmkhOd1Ccrp6VishzcylhDQuxqURHZ9qu09KzyTNbCE903qjX5JaJCWlq2fCztx0/G7m6KAntIwL5b1dKOflTHlvZ8p5O1POS733dTNJZ9oioNPpCHILIsgtiBblWmR7LD49njMJZ2wF0Jn4M5yIO2Er5C8kXWB1VPY5mXycfAh0DSTILYgK7hXUAstDvcnZIDtQrj48sR52T4d178CVo/Drw1C5E3R6G8pW1jqhuNXlo+p9AffVyS+7LnaKu8eahJBmtlDZ352qAe5U8HHR5GxAamYq5xPPE5UYRVRCVLYPgLj0uFyf42RwItgjGH8XfwJcAwhwCVDvXQMIcgsiwOXei5miYHIwYHIw4OPqmK/nKYpCYnomVxP/a168mpTOhbg0Tl9N4vTVZM5cTSEj08rxS0kcv5SU634cHfSU83ImyMuJcl7OhJRxpbKfWuhW8HHBwWDXg5eXCJ4mT+r41qGOb51s6xMyEjgWe4zD1w5zJPYIx68f52LSRZLNycSmxRKbFsuha4dy3V+Iewjl3MtR3q08we7BlHcvTwX3Cvi5+ElxW1QMDtB4JNR6BDZ+ANu/gRMr1KatJk9Bm/8V+6u2ShTbmR0pdkqska3Ci/w1k83J7Lm0hx0xO/j36r9EJUZxOeXyHZ8T6BpIZe/KVPWuShWfKlT1rkoF9woY9KWv34pOp8PDyYiHk5Hw2/R/tFgVLsalcupqMheup3IhLoUL11M5fz2VC3GpXEpIIyPTyumryZy+mpzj+Y4GPaFlXQgv60ZIGRcqlHGhgo8LIT6uBHo5YZRCqFB5OHrQKKARjQIa2dYpikJCRgLRydFcTLrIhaQLnE04y5mEM5xNOEtMcgzx6fEcSD/AgasHcuzTxcElWwfpCh4VCHINItA1kDLOZdDr5JgWOGdv9WxOg2Gw8g04vgy2fgH/zlebvGr20bTZRNxw+Uax4xehaQwpdoq5dEs6+y/vZ3vMdnZEqwVOppKZYzt3ozsVPCoQ7B6c7ZdyiEeI9FPIJ4NeR7CPC8E+uV/pY7ZYibnRz+hinFoEnbqSxMkrSZy8nESa+c5nhVwdDXg4qwWXh7MDPq6OVPV3p1qgB9WDPAj2dkEv/YUKlE6nw9PkiafJkwifnL+UU8wpRCVGcT5RvTrsXOI5ziep9xeTLpKSmcKha4dyPSPkoHcgwEU9I2q7bN5TvXTex8lHzgjdr7KVYOAcOLEKlr4E10/D/BGwewZ0fV/z5pNSLTNd7aAMcmZH5E+mNZND1w6xI3oH26O3s/fyXjKs2a98KudWjiaBTajvV1/9K9O9Ap4mT/mlWkSMBv1tiyGrVeFCXConryRx5moyZ6+lEBWbwtlryZy7nkpGppXkDAvJGRai49Nsz1tx6JJt2dXRQESgB+FlXQkt60poGVdCy7oQUsYVN5P8ly4MLkYXInwici2EzBYz5xLPqU3DCWrzcFRCFDEpMVxOuUymNVO9hD7pPDtidmR7rqfJkxCPEEI9QqngXoEQjxAqeFSgnFs5PBw95P9sflTuCM9sg38+h00fwplN8M0DatNW61fASQaMLXLXToJiAZMHeARpGkV+MxYDaZlpbL24ldVRq1l3bh2JGYnZHvd19qVRQCOaBjalUUAjyruXnLlkShr9zWeFqmZ/zGpViLsxnlJCmpmEVLVjdUx8GkeiEzgSk8DxS0kkZ1jYffY6u89ez7F/d5MDPm6OlHH970oyLxdHvF2MN+4d8XIxUs7LmUBPJ/kwLQBGg5Fwr3DCvXI2W2daM7mScoXo5GjOJ50nMi6SU3GniIyP5HziebVp7MoBDlzJ2TTmanS1dZYOdA0k2D2YUI9QQjzUfkMykGIujE7Q+iWo3RdWvAZHF6tNWwd/h45ToHY/adoqSrYmrGqav+9S7NiptMw01p9fz+qzq9l4fmO2q6M8HD1oHNCYJoFNaBzYmDCPMPnQKgH0eh0+ro537FSdabFy6moyR2PU8ZrOXEu+cZ9CbHIGiemZJKZnZrsK8HZ83U3UDfay3WoGeeLhXHiDEZZGDnoHAt0CCXQLpL5//WyPpWWm2foEZV04EJUQRVRiFLFpsSSbk22DKN7KoDNQ3r08IR4htjNDIR4hlHMpd9erWEsF7xDoP0tt2lr2CsRGqrOq75quNm0F2tc4bCXWFfVKrJFOaehXPcm4huOo7K3NFXNS7NgRRVHYe3kviyIXsfLMShLN/53BCXANoEOFDnQI6UBd37qlsvOwAAeDnir+7lTxz3m1SUKamauJ6sjb12yDVapTh8SlZHA9xWy7vxCXypXEdFYdvsSqw/81kTkbDfh7mPDzcMLfwwl/dxNl3U2UcXWkrLsJXzcTnk567nPsSwE4OTjdtmksNTNVHdMqKdrWafpc4jlbcZSamcrZhLOcTTib47lGjPy4+EcCXdUiK+tqSn9Xf/xd1Jubo1tRfIvaq9wRwlqpgxFufB/ObYPvWqtneBo/oV7KXlzsnwsH5kKHiRBY5+7b24PLR0jT6dhhjsN68R8uxFqp7K1NFCl27MCFpAssilzE35F/cy7xnG19oGsgncM607FCR2qWrSl/cYs7uttVZDdLzbBw6GI8+87F2W7nr6eSarZw5lrKbccXyqLXGfjo2CaCfVwo7+1MeW8XAj2dCPB0IsDDCX9PJ9zvMMCluDNnB2fCPcMJ98zZNKYoCpdTLtsKn6z7swlnOZ94HrNi5kzCGc4knLnt/l0cXPB39bc1jd08nlBZ57Il67g5mKDli2qBs/INOLQA9v+m3so1gEb/pw5WaHTSOmnuzKmw7GXY87P6dcJFeGoT2PHQHzaXj3DE0YhVp2DNdKdqmQqaRSk2s54XpoSEBDw9Pe86a2pBSstMY3XUahaeXJhtdFcXBxc6hnTkoUoP0cC/Qam8ZNVsNrN06VK6di34uZfE7aVmWLicmMalhHQuJaRxKSGNy4np6phDyRk3zhqpI1XnZVoTF0cDAZ7qOENBns4EejkR5OWMv4cT3i5GvF0c8XQxSlFUgFLSU5izZA4RjSO4kqb2FYq5MfL55ZTLXEq5lKPP363cje5U8q6kTrTqVYlKXpUI9wwvOUXQ+V2w/Vs4vBAsNy7ucPZRp6Uwuqhzcjk4qfdWCyTGQGL0fzdzqlokhbaEsJZQvpFaUOVGUSDlGlw9AddOYrl6gmOnL1Cl/WM4VGh897miYk/BvMEQcxDQqfnMydBpKjR7piDflYJnToN3Apnp7soHZbxxSKvF3idnF/jL5PXzW87sFCFFUTh07RALTixg2ellJJn/u/S4SWATHqr4EO0rtJfJC4UmnB0NhJRxJaTMnX8Bp6VnMPevZVSu14yYxAzOX0/lXGwKMTcKpJj4NBJuTFZ76koyp67kHGvoZga9Dg8nB1wcHXAy6nEyGnA2GvB0NjL2wapUD5KraPLKqDdSxlCGRv6NbvuHQoo5hcspl4lJiSEqIUodXTrhDGfiz3Ax+SKJ5kT2Xt7L3st7sz0va9b5YPdggt2DCfEIoapPVSp7VS5ev7PKN1Rvnd6BvT+r/Xjiz6nj8+TV2S3qbcM0tTAq10AtRP6/vTuPj6o+Fz/+OWfW7AkJ2SBRBExEBIEIIlr0BwKKFhWFWlSKu8IFwaqgBX9epW7Vel0K1gui1w2h1N1qCr1oLELYUSAgshnIRrbJNtv53j9OMhAWDRoyk8nz9jWvZM4y85x5fGUevue7+D3mwpeGF3wNULkPGqoCp1mAXgBvLAXNAqm9oetAsw9RbDrEpENsGjjjzc7V790N7mqITIKxr0DlfvhwqrlOWO+xEJPSyh9OKyrbAcpgQ4T59yQjUubZCXsuj4uPv/+YpTuWUlBRENjeJboLY3qMYUz3MaRHB3dYnhAtZdE14h1w3ukJJ/xCrff4Kao+vDTHgcp6DlbVU1jZQEl1A1X1XirqPDR4DfyGoqLOS0Wd95jXKXG5eX/yEJlXqBVF2iID64ydn3Z+s30ev4fdVbsDC602PQprCputOn8kDS1Q+GR3yqZ/cn96J/UOrHkXsqI7w0X3wpB74Lt/mq0vvnpzbhhvvVmsoEFMKsSkmUVITBpoOuz9tzm0ffeXUFtiFj4npJkLYCZ2x59wBkW7tpBuFKJVF8LBTebjaNYIMxaAjPPhulfNYsgwzPmDDqyHfz4MV89v/c+ltTR2Tt5kdwCKAannBjUcKXZOEaUUm0o3sWTHEj7f8zkNfnPOFLtu59LTL+WaHteQk5rTIW9TifAXYbfQLSmKbkk/0Urk9VNV76Wq3ku9x0+D10+910+N28fMv21hS2EVH24+wJhzu7RR5B2b3WInq1MWWZ2az4vg9Xs5UGt2km56fF/5PQUVBZTVlwX6CH225zMAHBYHfTv3ZUDKAAakDKBnQk8SHAmheRtMt8CZI81HS3XOgpxJ5m2q0gKz+FAKLHazL43FZv4emw6dzjBviQGG18vaplv0dcWwf435OLQTqg+C6wDUVxwudC74Dxj28OH+OboOl/8J/nuY2edowO8g8/zjxxhsJVspsVgosyqU0hjZ42RXOGxdUuycIm6/m7v/eXdgRFWP+B6M7TmWK7tfSZwjLsjRCREanDYLTpuFlNhjO4fuKavlT5/v4Kl/FDDy7FScNhmBGCw2iy0wzP1oZfVlFJQXUFBRwDdl37CueB3lDeWsKVrTbBLFGHtMYIh8Zmwmp8WYr5cRm0GsvZ3eqtQ0cxmEn7MUQlxX89H7mubbvQ1m3yCLHeKOU+R3HQD9bzQ7LH/ye7h9pVmwhZqS7WxxmK17ypNK/4zUoIYjxc4p4rQ6uTbrWsrry7n2zGvp27lvaP6rRogQdcuFZ/DG1/sorKzn9VV7uP1X3YMdkjiOpIgkkrokBVadV0qxu2o3a4vXsq54HZtKN3Gg5gAuj4stZVvYUrblmNdIcCSQEWuODOsRb3aO7h7fnbSotI7X+m1zQqduP37MsIdh6/tmx+W1C82FUUNN6TY2OcyO250sPbBbg5tHKXZOoRkDZgQ7BCHarQi7hRkjzuT+pZt5ccV3jMvJID4yxPuBCDRNC8woPS5rHGCOPt3v2t9sqHzTBIpl9WVUuCuoKK04ZibpCGsEmTGZzeYISo5MJi06je5x3cNnhNjJikqC/zfbbNlZ8SicfbW5LVR46qBiL5tTzXkwshJ6BzkgKXaEECFsbP+uLMzbzfYiFy+s+I7ZV/QKdkjiZ3BanfRM6Hnc2XObFlndW7030Dl6V9Uu9lTtod5XT0FFQbOBHUeKsccEFlXtEd+Dfsn9yOqUhVUPv6+2svoy1hav5eKuF+O0OiHnZlj/mtm68+rlcOF0OOfa0Jh/p6wAH4pvG1t2LsoYEOSApNgRQoQwi64x87JsfvdqPq+v2sPEwaeTmdiOhjmLn3SiRVZ9ho99rn0UugopriumuK7YnCuotjiw4rzL42Jj6UY2lm4MnBdti6Zfcj/OSz2PnJQcsjtlYwuFAuBncvvdvP7t/zB/01/xGPWcm3g+r14+zyzornweXr8KygrgvTthxWMweDL0vwkcQZwlu2Qb39ltNOgayu9kZNY5wYulkRQ7QoiQNvTMzlzYI4m878p46rPtvPjbdjTFv/jZrLr1hLNIg1kE7K3eG1hYdfuh7awrWYfL4+LLwi/5svDLwOt0j+seGBqf3SmbrE5ZJ90pWilFhbuCKncVKZEpJzW3kNfwsqdqDwVlBWz0bCSxKJG0mDSSIpJOuLq9UorP937OH7/+E+XuosD2jYe+ZvaXf+TxoXPM5S7u2Wz22/l6HlT/AJ/NgpVPwrDZ5uzQwVCyjc2NrTo232mkxgb/HyhS7AghQpqmacy6PJsrXsjjo80H+VXP/aTHR2C36titOjaLhlU/tvOjpoFVN/dZLBo2XcNqMc9xWHWsuhZ2/T2UUvgVuH0Gfvz4DYVfKQxD4fUrfIaBz6/w+g18hsJQCqXMUdMK83dd07BaNCy6Zn5+Fh2f36DW7afe66PW7afO48PjV9gtGjaLjs2iY7Vo2C06DqsFh003f2/8adV1dN1sqdM1LfBT12hxDpRS1Hn81Lp9uH0GDptOWkQ3zojtwSiLmX+/4WdHxQ7yi/LJL85nffF6qj3VgVthH+z6IPB6XaK7BIqfXom9iHPEUeWuotJdGfh5qP5QYG2yotqiwBQiAAnOBLpGd6VLdBfSotOw63Y0TaPpP7/ys7N8D9sO7aC4fj8GvsC5S1csDfyuYyHSmkCcLZ5OEYmkRCWSFt2ZNQc3UlBpzsFjeGOxVF5BtD2C6tiFfLRnCd3jT+fWvjdBRLy5HMb5d8Pmd+Cr582FTz++FywOc+RWWyvdzqbGkVhdgzyZYBMpdoQQIe/s9Diu7teFZesLuf9vm3/6hBbQNLA3Fj8/9XXb9IV85PeydvS+wH7zuVKNxQRgGOZPq25+0VsaizBdJ1BsAIHiw1AKQx1+DX/j8hyapqFph99bAX6/wttYxJjLeFjh63/+ko8mKHQNrHpj8dpYQNktGn6lqHX7qfX4ONHiRnaLjtOmE+2wEu20Eu3oTpQji3PsEzHsFdSzn1r24jL2UW3soc4oo7CmkMKaQpbvW35ScSq/Hc3ioaKhgoqGiuOOLjv+eQ4MdypKWdGsLnRLDZq1DgM/Nb4yanxlFNZ/x5byI84xbPgrhvLbrJuY+tveuH1+Ln+tFHfsB/zXhj9xelwGw0+/xDzY5jTn3el3Iyx/BL76L/hwGkQnn9wcQq2hZDubo82WnQEp57bte5+AFDtCiHZh5mXZVNR6KKvx4PEZeP0Gbp+Bx29wvCX+DAVevzlDs6+xIDjyMNXYAuL2GW14FcHV1ApmbWyR0RuLM00ziw2zRUI1fmaNn52h0DWNKIeVKIeFSLuVSLsFm0ULtBJ5G396/AYen/kwP1s/Xn/Lll80FOb5fgD/CY/TNbBbdRq8h/PmaXzv6gYfVB3vrJTGx8DGF6nD4jyI7jyApfGB5kH5I496RGF441HeeAxvApo/jiibE5fXhW4rR7dXoNnK0W1VZswamCVoI18Cqc7T6ZWURf/0bpyVGs36/K85s08OlfV+il01/FBdSlFtCSW1hyhvqMDlrUDpNYDOsPSrefCqwXRNaLoNZOOt6x5g7NJiiFnN71fez9vR/8NZSUe0nugWGP4I1JSYEw8u+R1M/Micn6ctuF1Uufazp1MGACN6nNc27/sTpNgRQrQLyTFOXp008Be9ht9Qh7+M/f7A7z+m6avrcKGkAs+P3qeO2Hf4Ns3h1h+j8baSz2+22PgM1dgipAVahrTG4uPwLZ/D5x8Zg1JNt+p0LLpZvGD4WLF8OaNGXorDbjdj0MHSeOsoGLftmq7Zb6hmt9WaWq4UTa1b5j6vT+HxG41FlIGGRrTTLLRiHDacNh1N01BK4fYZ1HvMWbebbnHVun243D5qGnzUenx4fOYtO98RRVmpy01hZQaFlfUcKK6nobEgizpi5u9uSVFkdIokOcZBcoyTzjEOOkXZsegabp+fQzUeSl1uSl1uyus8OKw6UXYrkQ4LUXYz3q4Jkc0mw/R6vRzaBsOyk0+41IphKCrqzAVKE6OPXWD0zNRY5o2ayx25d0Lkd0z89E6WjHmt+YSPmga/fsEseHYth7eug1tyIbEN5qoqLeCbxv46ypPEwMyMU/+eLSDFjhCiw7DoGhF2CxF2C9B+R+iciNfrJcoGMU4bNlto/HnXdQ0djdaeAFvTtMAM3Am/4HX8hqLU5UbXoHOMo0UFocNqIT0+gvT4iF/wzsen69pxi5wjXdgjhTlVT/DIuruod5Ryxd+vIC2iO5efcSmXnTGcMxPORLPYYNzrsGg0HNwIb1xjFjzRya0eczMl29jc2F8n3tIdqyU0JoUMjSiEEEKIILDoGqlxTpJjne2qw/r4AVlM6v4YvtruKKVxsH4XC76dz7UfXsuFb13KX9YvRNmjYMISiD8NKvbAW+PMVdlPpdLtgZmTs+KDP5lgEyl2hBBCiHbovmEXsPjXixiX/ApxNRPwus5CGVaqfcXM2/JnbvpoMrWOKLjx7xCRAAc2wOqXT2lMqnhrYE2sIRmhM02EFDtCCCFEO9WnazxzLh9E3uSZfH79Iv6j+1vE1V2HUhY2ln/JqHevZbelsdMywP8+Aa6iE79gbRl8swx87p8Vz+5D26i2WNAMC5dnSbEjhBBCiFaUmRjJHb86i+W3PcRFUbMxvDFU+n7g6vfG8XFsOnQZAB4X5M45/gvUV8DCkbB0Erx3Fycc638iVT/wjb8aALuvK6mxQZzF+ShS7AghhBBhxGG1MO+6sdzXez5G/en4tXpm/nsGj2cMAjTYvBj2/rv5SX6vOUz90Hfm82/+Bnl/bvmbGga8PyXQOTklMrTWsZNiRwghhAhDvzu/D+9cuQhH3YUAvFX8EYt6Xmzu/Pj34D88qzP/mAXf/y/YomDwFHPb8v+EHZ+17M3yX4Hv/8UmhxOAfsl9W+ciWokUO0IIIUSYOqdLIismPU+ybwwAz3h3syY2CUq+hbULzIPy/xvyX8EAHu51JYOKv+bD7FGAgr/dCqXHX3U+oLQAcudQatEpsJstOyO6/7I5sVqbFDtCCCFEGIt12lj22zk43f1BM5icEMcPVgusmAtblsIn9+MFJp8xhGXV/6ZOlfBgwzZe79Ib3NXw9vVmf57j8Xlg2W24/G4mpZ2O0hR40rjgtDaYwPAkSLEjhBBChLm4CDtvXfVnNHdXGnQvd6V2pc5TDX+7hToMJmX0Ik/tRykdrf5M0BRP26t5rnNXVPkuWHoLGMdZxmPlk7iLNjElNZW9Nh/KF80fcp4MmckEm4RWNEIIIYQ4JXomd+JPQ/+M8kWzx6aY1TmRMl3nhvTT2GStQRk2RiTO4qvfvUOa8WsAFkTr/P+kzvh2LYfn+sAHU2HrB9BQBftW4897llmdk1jvtKH8Diaf9QTj+/UL8pUeKzTmExdCCCHEKTciK5vbSv+TV3bex4qoSFZFRFGvGyhfJDf3eJQZQ0cA8MlNj3LjkiS2NLzKspgIDllSePDQQdLWv4a2/jXQLChbJI93iiM3KhJlWBh/2mzuumBokK/w+KTYEUIIITqQaRdeyvayu8irepF6XaG8Ccw578+M63t4ZXSrReet8ffw+4+T+Kz0WVZGwsrILkQaVnp7fPRtqKJG01kcGwMKLk2azuxhY4J4VT9Oih0hhBCig3np17dz01IXO6u+5elhf+BXZxzboVjTNJ654kYy8jqzYOsLKPsP1Ok+1jhhjTMucFy/qEk8e8VNbRn+SQubYuell17i6aefpqioiL59+/LCCy8wcGBoDX0TQgghQoGua7wx7vctOvaeC0cx9YKR7CgpZ8XuzeQf2Myuqm1U+vbRK+4iFo2dHvKLqIZFsbN48WJmzJjB/PnzGTRoEM899xwjR46koKCA5ORTvJy9EEIIEeZ0XSM7NZHs1EuAS4IdzkkLi9FYzz77LLfddhuTJk2iV69ezJ8/n8jISBYuXBjs0IQQQggRZO2+Zcfj8bBu3TpmzZoV2KbrOsOHD2fVqlXHPcftduN2H17RtbraXLjM6/Xi9XpPbcDiJzXlQHIRmiQ/oUtyE9okP62vpZ9luy92ysrK8Pv9pKSkNNuekpLC9u3bj3vO448/ziOPPHLM9s8//5zIyMhTEqc4ebm5ucEOQfwIyU/oktyENslP66mrq2vRce2+2Pk5Zs2axYwZMwLPq6urycjIYMSIEcTGxgYxMgFmpZ6bm8ull16KzWYLdjjiKJKf0CW5CW2Sn9bXdGfmp7T7YicpKQmLxUJxcXGz7cXFxaSmph73HIfDgcPhOGa7zWaT/wFDiOQjtEl+QpfkJrRJflpPSz/Hdt9B2W63M2DAAJYvXx7YZhgGy5cvZ/DgwUGMTAghhBChoN237ADMmDGDiRMnkpOTw8CBA3nuueeora1l0qRJwQ5NCCGEEEEWFsXO+PHjKS0tZc6cORQVFXHuuefyj3/845hOy0IIIYToeMKi2AGYMmUKU6ZMCXYYQgghhAgx7b7PjhBCCCHEj5FiRwghhBBhTYodIYQQQoQ1KXaEEEIIEdak2BFCCCFEWAub0Vi/hFIKaPm00+LU8nq91NXVUV1dLbOMhiDJT+iS3IQ2yU/ra/rebvoePxEpdgCXywVARkZGkCMRQgghxMlyuVzExcWdcL+mfqoc6gAMw+DAgQPExMSgaVqww+nwmhZm3b9/vyzMGoIkP6FLchPaJD+tTymFy+UiPT0dXT9xzxxp2QF0Xadr167BDkMcJTY2Vv4ghDDJT+iS3IQ2yU/r+rEWnSbSQVkIIYQQYU2KHSGEEEKENSl2RMhxOBw8/PDDOByOYIcijkPyE7okN6FN8hM80kFZCCGEEGFNWnaEEEIIEdak2BFCCCFEWJNiRwghhBBhTYodIYQQQoQ1KXZESHjiiSfQNI177rknsK2hoYHJkyeTmJhIdHQ0Y8eOpbi4OHhBdjCFhYXccMMNJCYmEhERwTnnnMPatWsD+5VSzJkzh7S0NCIiIhg+fDg7d+4MYsQdg9/vZ/bs2XTr1o2IiAi6d+/Oo48+2mxtIMlN2/niiy+48sorSU9PR9M03nvvvWb7W5KL8vJyJkyYQGxsLPHx8dxyyy3U1NS04VWEPyl2RNDl5+fz8ssv06dPn2bbp0+fzocffsiSJUtYuXIlBw4c4JprrglSlB1LRUUFQ4YMwWaz8emnn7J161aeeeYZEhISAsc89dRTPP/888yfP5/Vq1cTFRXFyJEjaWhoCGLk4e/JJ59k3rx5vPjii2zbto0nn3ySp556ihdeeCFwjOSm7dTW1tK3b19eeuml4+5vSS4mTJjAt99+S25uLh999BFffPEFt99+e1tdQseghAgil8ulevbsqXJzc9XQoUPVtGnTlFJKVVZWKpvNppYsWRI4dtu2bQpQq1atClK0HccDDzygLrzwwhPuNwxDpaamqqeffjqwrbKyUjkcDvX222+3RYgd1ujRo9XNN9/cbNs111yjJkyYoJSS3AQToP7+978HnrckF1u3blWAys/PDxzz6aefKk3TVGFhYZvFHu6kZUcE1eTJkxk9ejTDhw9vtn3dunV4vd5m27Ozs8nMzGTVqlVtHWaH88EHH5CTk8N1111HcnIy/fr145VXXgns3717N0VFRc3yExcXx6BBgyQ/p9gFF1zA8uXL2bFjBwCbNm0iLy+Pyy67DJDchJKW5GLVqlXEx8eTk5MTOGb48OHous7q1avbPOZwJQuBiqB55513WL9+Pfn5+cfsKyoqwm63Ex8f32x7SkoKRUVFbRRhx/X9998zb948ZsyYwYMPPkh+fj5Tp07FbrczceLEQA5SUlKanSf5OfVmzpxJdXU12dnZWCwW/H4/c+fOZcKECQCSmxDSklwUFRWRnJzcbL/VaqVTp06Sr1YkxY4Iiv379zNt2jRyc3NxOp3BDkccxTAMcnJy+OMf/whAv379+Oabb5g/fz4TJ04McnQd27vvvsubb77JW2+9xdlnn83GjRu55557SE9Pl9wIcQJyG0sExbp16ygpKaF///5YrVasVisrV67k+eefx2q1kpKSgsfjobKystl5xcXFpKamBifoDiQtLY1evXo123bWWWexb98+gEAOjh4dJ/k59e677z5mzpzJb37zG8455xxuvPFGpk+fzuOPPw5IbkJJS3KRmppKSUlJs/0+n4/y8nLJVyuSYkcExbBhw9iyZQsbN24MPHJycpgwYULgd5vNxvLlywPnFBQUsG/fPgYPHhzEyDuGIUOGUFBQ0Gzbjh07OO200wDo1q0bqampzfJTXV3N6tWrJT+nWF1dHbre/E+3xWLBMAxAchNKWpKLwYMHU1lZybp16wLHrFixAsMwGDRoUJvHHLaC3UNaiCZHjsZSSqk777xTZWZmqhUrVqi1a9eqwYMHq8GDBwcvwA5kzZo1ymq1qrlz56qdO3eqN998U0VGRqo33ngjcMwTTzyh4uPj1fvvv682b96sxowZo7p166bq6+uDGHn4mzhxourSpYv66KOP1O7du9WyZctUUlKSuv/++wPHSG7ajsvlUhs2bFAbNmxQgHr22WfVhg0b1N69e5VSLcvFqFGjVL9+/dTq1atVXl6e6tmzp7r++uuDdUlhSYodETKOLnbq6+vV3XffrRISElRkZKS6+uqr1cGDB4MXYAfz4Ycfqt69eyuHw6Gys7PVX//612b7DcNQs2fPVikpKcrhcKhhw4apgoKCIEXbcVRXV6tp06apzMxM5XQ61RlnnKEeeugh5Xa7A8dIbtrOv/71LwUc85g4caJSqmW5OHTokLr++utVdHS0io2NVZMmTVIulysIVxO+NKWOmHZTCCGEECLMSJ8dIYQQQoQ1KXaEEEIIEdak2BFCCCFEWJNiRwghhBBhTYodIYQQQoQ1KXaEEEIIEdak2BFCCCFEWJNiRwghhBBhTYodIUS7tGrVKiwWC6NHjw52KEKIECczKAsh2qVbb72V6OhoFixYQEFBAenp6cEOSQgRoqRlRwjR7tTU1LB48WLuuusuRo8ezaJFi5rt/+CDD+jZsydOp5NLLrmE1157DU3TqKysDByTl5fHRRddREREBBkZGUydOpXa2tq2vRAhRJuQYkcI0e68++67ZGdnk5WVxQ033MDChQtpaqTevXs31157LVdddRWbNm3ijjvu4KGHHmp2/q5duxg1ahRjx45l8+bNLF68mLy8PKZMmRKMyxFCnGJyG0sI0e4MGTKEcePGMW3aNHw+H2lpaSxZsoSLL76YmTNn8vHHH7Nly5bA8X/4wx+YO3cuFRUVxMfHc+utt2KxWHj55ZcDx+Tl5TF06FBqa2txOp3BuCwhxCkiLTtCiHaloKCANWvWcP311wNgtVoZP348CxYsCOw/77zzmp0zcODAZs83bdrEokWLiI6ODjxGjhyJYRjs3r27bS5ECNFmrMEOQAghTsaCBQvw+XzNOiQrpXA4HLz44osteo2amhruuOMOpk6desy+zMzMVotVCBEapNgRQrQbPp+P119/nWeeeYYRI0Y023fVVVfx9ttvk5WVxSeffNJsX35+frPn/fv3Z+vWrfTo0eOUxyyECD7psyOEaDfee+89xo8fT0lJCXFxcc32PfDAA6xYsYJ3332XrKwspk+fzi233MLGjRu59957+eGHH6isrCQuLo7Nmzdz/vnnc/PNN3PrrbcSFRXF1q1byc3NbXHrkBCi/ZA+O0KIdmPBggUMHz78mEIHYOzYsaxduxaXy8XSpUtZtmwZffr0Yd68eYHRWA6HA4A+ffqwcuVKduzYwUUXXUS/fv2YM2eOzNUjRJiSlh0hRNibO3cu8+fPZ//+/cEORQgRBNJnRwgRdv7yl79w3nnnkZiYyFdffcXTTz8tc+gI0YFJsSOECDs7d+7kscceo7y8nMzMTO69915mzZoV7LCEEEEit7GEEEIIEdakg7IQQgghwpoUO0IIIYQIa1LsCCGEECKsSbEjhBBCiLAmxY4QQgghwpoUO0IIIYQIa1LsCCGEECKsSbEjhBBCiLAmxY4QQgghwtr/ASM+zSPt71lEAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.plot(AgeMeans.Age, AgeMeans.pIncome, label=\"Permanent Income\")\n", + "plt.plot(AgeMeans.Age, AgeMeans.M, label=\"Market resources\")\n", + "plt.plot(AgeMeans.Age, AgeMeans.Cons, label=\"Consumption\")\n", + "plt.legend()\n", + "plt.xlabel(\"Age\")\n", + "plt.ylabel(\"Thousands of USD\")\n", + "plt.title(\"Variable Medians Conditional on Survival\")\n", + "plt.grid()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/code/Portfolio.ipynb b/code/Portfolio.ipynb new file mode 100644 index 0000000..209e9c7 --- /dev/null +++ b/code/Portfolio.ipynb @@ -0,0 +1,263 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from estimark.agents import PortfolioLifeCycleConsumerType\n", + "from estimark.parameters import init_consumer_objects, timevary_DiscFac\n", + "import numpy as np\n", + "from HARK.utilities import plot_funcs\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "csv_file_path = \"../content/tables/Portfolio_estimate_results.csv\"\n", + "res = pd.read_csv(csv_file_path, header=None)\n", + "DiscFacAdj, CRRA = res.iloc[:2, 1].astype(float).tolist()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(5.030696061221127, 0.8981512509796122)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "portfolio_agent = PortfolioLifeCycleConsumerType(**init_consumer_objects)\n", + "portfolio_agent.CRRA = CRRA\n", + "portfolio_agent.DiscFac = [b * DiscFacAdj for b in timevary_DiscFac]\n", + "CRRA, DiscFacAdj" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "portfolio_agent.solve()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiUAAAGdCAYAAADNHANuAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAADvW0lEQVR4nOz9eXxc+13fjz9n37Tv+z6SbC2WZS2W7bskN4HypXxb2kJLKVC++VFaQgIEaLg3QHJTkpuQBlIoDWEpX+gXSlsKaUtJQ7Z7r68ta5dsybI02vd9GWn2mXN+f5zRGY0lL7IlzUj+PB8PPWSfOdK8tc15nffyemtkWZYRCAQCgUAgiDHaWAcgEAgEAoFAAEKUCAQCgUAgiBOEKBEIBAKBQBAXCFEiEAgEAoEgLhCiRCAQCAQCQVwgRIlAIBAIBIK4QIgSgUAgEAgEcYEQJQKBQCAQCOIC/Wk/oSRJLCwskJiYiEajOe2nFwgEAoFA8AzIsszOzg55eXlotSeT0zh1UbKwsEBhYeFpP61AIBAIBIJjYHZ2loKCghP53KcuShITEwHli0pKSjrtpxcIBAKBQPAMOJ1OCgsL1ev4SXDqomSvZJOUlCREiUAgEAgEZ4yTbL0Qja4CgUAgEAjiAiFKBAKBQCAQxAVClAgEAoFAIIgLhCgRCAQCgUAQFwhRIhAIBAKBIC4QokQgEAgEAkFcIESJQCAQCASCuECIEoFAIBAIBHGBECUCgUAgEAjiAiFKBAKBQCAQxAVClAgEAoFAIIgLhCgRCAQCgUAQFwhRIhAIBAKB4LG43dMM3f/FE3+eU98SLBAIBAKB4GwQCGwzNfU7zM79Cbu7vhN/PiFKBAKBQCAQRCFJfubm/5TJyX9PMLgFQGrKVWDqRJ9XiBKBQCAQCAQAyLLM2to3cIx9Ho9nCgCbzY694nUMhsvAn5/o8wtRIhAIBAKBAKfzLo6xt9ja6gTAYEinvOznyM39AbRaPU6n88RjEKJEIBAIBIIXGK93gfHxL7K0/FUAtFoTRYUforj4J9HrE041FiFKBAKBQCB4AQkGd5me/l1mZv8jkqQ0seZk/33Ky38eszkvJjEJUSIQCAQCwQuEJAVZWPyvTEx8iUBgHYCUlBbsFa+TlFQf09iEKBEIBAKB4AVhff0dHGNv4XI5ALBYSrBXfJyMjA+i0WhiHJ0QJQKBQCAQnHt2d0dwjL3FxsZNAPT6FMpKP0J+/j9FqzXGOLoIQpQIBAKBQHBO8flWmZj4DRYW/wKQ0GgMFBb8KCUlH8ZgSI51eAcQokQgEAgEgnNGKORhZuYPmJ75PUIhNwBZWf8XFeW/iMVSFOPoHo0QJQKBQCAQnBNkWWJp6a8Yn/gNfL4lAJKSGrBXvE5KSlOMo3syQpQIBAKBQHAO2NhsZ8zxFju7QwCYzfmUl/8i2Vl/Ny6aWJ8GIUoEAoFAIDjDuFwTjI1/jrW1bwGg0yVQWvJTFBT8c3Q6U4yjOxpClAgEAoFAcAbx+zeYnPot5uf/M7IcRKPRkZ/3Tykt/QhGY3qsw3smhCgRCAQCgeAMEQr5mJv7Y6am/wPB4A4AGRmvUVH+cWy28hhH93wIUSIQCAQCwRlAlmVWVv43Y+NfwOudAyAh4SL2itdJS7sW4+iOByFKBAKBQCCIc7a2e3A43sLp7APAZMymrPxj5OZ8PxqNLsbRHR9ClAgEAoFAEKd4PDOMjX+BlZW/AUCns1JU9C8oLvoQOp01xtEdP0KUCAQCgUAQZwQC20xN/Q6zc/8JWfYDGvJyf4Cysp/DZMqKdXgnhhAlAoFAIBDECZIUYH7+T5mY/G2CwS0A0lJvUGF/ncSE6tgGdwoIUSIQCAQCQYyRZZm1tW/gGPs8Hs8UADabnYqKXyI97ZUzY372vAhRIhAIBAJBDHE67+EYe4utrQ4ADIZ0ysp+lrzcH0SrfbEu0y/WVysQCAQCQZzg9S4wPvFFlpa+CoBWa6Ko8P+huPgn0esTYxtcjBCiRCAQCASCUyQY3GV6+ivMzP4hkuQDICf771Ne/vOYzXkxji62CFEiEAgEAsEpIElBFhf/GxOTX8LvXwMgJaUFe8XrJCXVxzi6+ECIEoFAIBAITpj19XdwjL2Fy+UAwGIpxl7xS2RkfPCFaWJ9GoQoEQgEAoHghNjdHcEx9hYbGzcB0OtTKC39aQryfxit1hjj6OIP7VE/YH5+nn/2z/4Z6enpWCwW6urq6O7uPonYBAKBQCA4k/h8qwwPv05H599lY+MmGo2BosIPca3t2xQV/rgQJI/gSJmSzc1Nrl+/zvve9z6+9rWvkZmZicPhIDU19aTiEwgEAoHgzBAKeZiZ+UOmZ75CKOQGICvzeygv/0Ws1uIYRxf/HEmUfP7zn6ewsJA/+qM/Uo+VlpYee1ACgUAgEJwlZFliaemrjE98EZ9vCYCkpAbsFa+TktIU4+jODkcq3/zP//k/aWpq4gd+4AfIysri8uXL/P7v//5JxSYQCAQCQdyzuXmHru6/z/3hX8TnW8Jszqem5ks0XfkLIUiOyJEyJRMTE3z5y1/mYx/7GG+88QZdXV189KMfxWg08mM/9mOHfozP58Pn86n/dzqdzxexQCAQCARxgMs1wdj451lb+yYAOl0CpSU/RUHBP0enM8U4urOJRpZl+WlPNhqNNDU1cfv2bfXYRz/6Ubq6umhvbz/0Yz71qU/x5ptvHji+vb1NUlLSM4QsEAgEAkHs8Ps3mJz6Lebn/zOyHESj0ZGX90OUlX4UozE91uGdGE6nk+Tk5BO9fh+pfJObm8vFixejjl24cIGZmZlHfszrr7/O9va2+jY7O/tskQoEAoFAEEMkycf09O/Rfuf9zM39J2Q5SEb6+2lt+Ruqq94814LktDhS+eb69euMjIxEHRsdHaW4+NEdxSaTCZNJpLEEAoFAcDaRZZmVlb9hbPzX8XrnAEhIuIi94nXS0q7FOLrzxZFEyc/93M9x7do1PvvZz/KDP/iDdHZ28nu/93v83u/93knFJxAIBAJBzNje7sXh+Czbzj4ATMZsyso/Rm7O96PR6GIc3fnjSD0lAH/913/N66+/jsPhoLS0lI997GP8xE/8xFN//GnUpAQCgUAgeB48nlnGxn+dlZW/AUCrtVBc/JMUF30Inc4a4+hiw2lcv48sSp4XIUoEAoFAEK8EAk6mpn+H2dk/QZb9gIa83B+grOznMJmyYh1eTDmN67fYfSMQCASCFx5JCjA//2dMTv02gcAmAGmp16moeJ3ExAsxju7FQYgSgUAgELywyLLM2to3GRv/PG73JAA2m52K8o+Tnv6q2OB7yghRIhAIBIIXEqfzHo6xt9ja6gDAYEinrOxnycv9QbRacXmMBeK7LhAIBIIXCq93gfGJL7K09FUAtFoThYX/DyXFP4lenxjb4F5whCgRCAQCwQtBMLjL9PRXmJn9QyRJWX+Sk/33KC//BczmvBhHJwAhSgQCgUBwzpGkIIuL/42JyS/h968BkJLcjN3+BklJ9TGOTrAfIUoEAoFAcG5Z33gPh+MzuFyjAFgsxVRUfJzMjO8STaxxiBAlAoFAIDh37LocjI19jvX1twHQ65MpLf0IBfk/jFZrjG1wgkciRIlAIBAIzg1+/zoTk7/FwsJ/RpZDaDR6Cgp+lNKSD2MwpMQ6PMETEKJEIBAIBGceSfIxO/cnTE39DsHgDgCZGR+kouLjWK2lMY5O8LQIUSIQCASCM4ssy6ys/h/Gxj6P1zsLQGJCDXb7G6SmXo1xdIKjIkSJQCAQCM4kTuddRh2fYXu7GwCjMYvy8p8nN+cfoNFoYxyd4FkQokQgEAgEZwqvd4Hx8S+ytPxVALRaM8VF/4Li4p94YTf4nheEKBEIBALBmSAYdDE98xVmZv5ANT/LzfkHlJV9DLM5N8bRCY4DIUoEAoFAENfIcojFxb9kfOKL+P2rAKSktGCveIOkpLoYRyc4ToQoEQgEAkHcsrFxG8fYZ9ndHQbAYimiouKXhPnZOUWIEoFAIBDEHS7XBGPjn2Nt7VsA6PWJlJZ8hIKCHxHmZ+cYIUoEAoFAEDcEAptMTP428/N/iiwH0Wh05Of/MKUlH8FoTIt1eIITRogSgUAgEMQcSfIzN/f/MTn12wSDTgAyMl6jovzj2GzlMY5OcFoIUSIQCASCmCHLMmtr38Ax9jk8nmkAEhKqsVe8QVra9RhHJzhthCgRCAQCQUxw7gzicHyWra0OAIzGDMrLfp7c3H+IRqOLcXSCWCBEiUAgEAhOFa9viYnxL7K49FeAjFZroqjwQxQX/yR6fUKswxMcgsvlor29/cSfR4gSgUAgEJwKoZCb6Zk/YHr695AkDwA52X+P8vJfwGzOi3F0goeRZZm5uTm6uroYGhrC7Xaf+HMKUSIQCASCE0WWJZaWvsr4xBfx+ZYASE6+gt3+CZKTLsU4OsHD+Hw+7t27R3d3N0tLS+rx7OzsE39ujSzL8ok/yz6cTifJyclsb2+TlJR0mk8tEAgEglNmc7MDx9hn2NkZAsBsLqCi4uNkZX6PMD+LM1ZXV+nq6mJgYACfT7Hx1+v11NbW0tzcTGJi4olfv0WmRCAQCATHjts9xdj451ld/VsAdLoESkt+ioKCf45OZ4pxdII9QqEQDx48oKuri6mpKfV4WloaTU1NNDQ0YLUqSw6dTueJxyNEiUAgEAiOjUBgm8mpf8/c3H9ClgOAlvz8H6Ks9KMYjRmxDk8QZnt7m56eHnp7e9nd3QVAo9FQVVVFc3MzpaWlaLXaU49LiBKBQCAQPDeSFGB+/s+YmPwtgsEtANLTX6Gi/JdISKiMbXACACRJYnJykq6uLkZGRtjr3khISKCxsZErV66QnJwc0xiFKBEIBALBMyPLMuvr38Ex9hZu9wQANpsde8UbpKe/HOPoBAAej4f+/n66urrY2NhQj5eUlNDc3Ex1dTU6XXz4wghRIhAIBIJnYmdnGMfYZ9ncvA2AwZBGWdnPkZf7g2i14vISaxYWFujs7GRwcJBgMAiAyWTi0qVLNDU1kZWVFeMIDyJ+awQCgUBwJHy+FSYmfpOFxf8GyGg0RooKf5ySkn+FXp8Y6/BeaILBIENDQ3R1dTE3N6cez8nJoampibq6Okym+G00FqJEIBAIBE9FKORlZuYPmJ75CqGQYqSVlfW9VJT/IhZLYYyje7HZ2tqiu7ub3t5e1eRMq9VSU1NDc3MzhYWFZ2IEW4gSgUAgEDwWWZZYXv5fjI1/AZ9vEYCkpAYq7Z8gObkxxtG9uMiyzMTExIHG1aSkJJqammhsbCQh4WzZ9gtRIhAIBIJHsrXVjWPsszidAwCYTXmUV/xrsrP+7pm48z6PeL1eBgYG6OzsZH19XT1eWlpKc3MzVVVVcdO4elSEKBEIBALBATyeGcbGv8DKyt8AoNPZKCn+VxQW/jg6nTnG0b2YLC8vq46rgUAAAKPRSENDA83NzWRmZsY4wudHiBKBQCAQqASDO0xO/Q6zs3+MLPsBLXl5P0BZ2ccwCfOzU2fPcbWzs5Pp6Wn1eGZmJs3NzVy6dCmuG1ePihAlAoFAIECSgiws/BcmJr9EIKB4WaSlXqfC/gaJCdUxju7FY2dnh56eHnp6etjZ2QEUx9Xq6mpaWlooKSk5l+UzIUoEAoHgBWdt/W0cjrdwu8cAsFrLsVe8Tnr6q+fywhevyLLMzMwMnZ2dDA8PI0kSADabjStXrsSF4+pJI0SJQCAQvKDs7o7gGHuLjY2bABgMqZSV/ix5ef8YrdYQ4+heHPx+P3fv3qWrq4vl5WX1eGFhIS0tLVy4cAG9/sW4XL8YX6VAIBAIVHz+NSYnvsT8wn8BJDQaA4WFP0ZJ8YcxGE5mJb3gIOvr63R1ddHX14fP5wNAr9dTX19Pc3Mzubm5MY7w9DmSKPnUpz7Fm2++GXWsqqqKBw8eHGtQAoFAIDh+QiEfs7N/xNT0lwmFlM2wmZl/h4ryf43VWhzj6F4MJElidHSUrq4uxsfH1eNpaWk0NzfT0NCAxWKJYYSx5ciZkpqaGr75zW9GPsELklISCASCs4osy6ys/G/Gxn8dr3cegMTEOuz2T5Ca0hzj6F4MXC4XfX19dHV1sb29rR6vrKykubmZ8vJytFptDCOMD46sKPR6PTk5OScRi0AgEAiOme3tPkYdn8Hp7APAZMqhvPwXycn+v9FoxEXwpJmfn1eX4oVCIQAsFguNjY00NTWRmpoa4wjjiyOLEofDQV5eHmazmba2Nt566y2Kiooeeb7P51NrZQBOp/PZIhUIBALBU+PxzDM+8QWWl/8XADqdleKin6So6EPodC9ueeA0CAQCDA0N0dnZycLCgno8NzeXlpYWamtrMRhEI/FhaOQ9s/yn4Gtf+xq7u7tUVVWxuLjIm2++yfz8PIODgyQmHr4Z8rA+FIDt7W2SkkRDlUAgEBwnweAOU9NfYXb2D5EkP6AhN/cfUV72c5hM2bEO71yzubmpLsXzeDwA6HQ6ampqaGlpIT8//0yPWDudTpKTk0/0+n0kUfIwW1tbFBcX8xu/8Rt86EMfOvScwzIlhYWFQpQIBALBMSLLIRYW/ivjE79JIKDsQ0lNuYrd/gkSEy/GOLrziyRJTExM0NnZyejoqHo8OTlZXYpns9liGOHxcRqi5Lm6VFNSUqisrGRsbOyR55hMpnNlgSsQCATxxvrGe4w5PsuuawQAi6UEe8XrZGS8dqbvzOMZj8dDf38/XV1dbGxsqMfLyspoaWmhsrJSNK4+A88lSnZ3dxkfH+dHfuRHjisegUAgEDwlLtcYjrG3WF9/GwC9Ppmy0o+Sn/9P0WqNsQ3unLK0tERXVxd3795Vl+KZTCZ1KV5GhtgP9DwcSZT8wi/8At/3fd9HcXExCwsLfPKTn0Sn0/FDP/RDJxWfQCAQCB7C799gcvK3mF/4M2Q5hEajp6DgRygt+WkMhpRYh3fuCAaDDA8P09XVxczMjHo8KyuLlpYW6urqREXgmDiSKJmbm+OHfuiHWF9fJzMzkxs3bnDnzp1zsS5ZIBAI4h1J8jE79ydMTf0OwaCypC0z44NUVHwcq7U0xtGdP5xOp7oUb3dXMZvTarVcuHCB5uZmiouLRXnsmDmSKPnzP//zk4pDIBAIBI9AlmVWVv8PY2Ofx+udBSAxoQa7/Q1SU6/GOLrzhSzLTE9Pq0vx9mZBEhIS1KV4Ykjj5BB2rAKBQBDHOJ13GXV8hu3tbgCMxizKy3+e3JzvR6PRxTi684PP5+Pu3bt0dnayurqqHi8uLqa5uZkLFy6g04nv90kjRIlAIBDEIV7vAuPjX2Rp+asAaLVmiov+BcXFP4FOZ41tcOeI1dVVurq66O/vx+/3A2AwGKivr6elpYXsbOHtsoccCJ34cwhRIhAIBHFEMOhieub3mJn5AyTJC0BOzvdTXvbzmM0v3tbYkyAUCjE6OkpnZyeTk5Pq8fT0dHUpntlsjmGE8YMckvA6tvAMrLLSO/PkD3hOhCgRCASCOECWQywu/iXjE1/E71fKBykpLdgrXicpqT7G0Z0Pdnd36e3tpbu7W115otFoqKyspKWlhdLSUuEtAsiSjH9qG/fAKp57a0juoHLcLzIlAoFAcO7Z2LiNY+yz7O4OA2CxFFFR8UtkZnyXmO54TmRZZm5ujq6uLoaGhtSleFarVV2Kl5KSEtsg4wBZlgnM7+LuX8Vzd5WQ068+pk0wYK3PxFRmgi+dbBxClAgEAkGMcLsncYx9jrW1bwKg1ydSWvIRCgr+GVqt8L14HgKBAIODg3R2drK4uKgez8/Pp7m5mZqaGrEUDwisuHH3r+AZWCW47lWPa8w6LDUZWBsyMZWloNFpTmWhrhAlAoFAcMoEAptMTP428/N/iiwH0Wh05Of/MKUlH8FoTIt1eGeajY0Nuru76evri1qKV1tbqy7Fe9EJbnqV0szAKoFFl3pcY9BivpCG9VIm5qo0NPrTL2UJUSIQCASnhCQFmJ//UyYmf4tgcBuAjPT3U1HxS9hs5TGO7uwiSRLj4+N0dnbicDjU4ykpKTQ1NXH58uVzsxTvWQnt+vHcW8Pdv4p/el/GQ6vBXJmqCJGL6WhNsR17FqJEIBAIToG1te/gGPssbvcEAAkJ1dgr3iAt7XqMIzu7eDwe+vr66OrqYnNzUz1eXl5OS0sLdrv9hW5clbxBPIPruAdW8I1vgRR+QAOm0mQslzKx1Gags8VPGUuIEoFAIDhBXK4xHI7PsL7xLgAGQxrlZR8jL+8HhfnZM7K4uEhnZyf37t0jGFQmQ0wmE5cvX6a5uZn09PQYRxg75EAIz/AG7oFVvCMbEJTVxwwFCVgvZWGtz0CXHJ89S0KUCAQCwQkQCGwxMfnvwn0jITQaA4WFP0ZpyU+j1yfGOrwzRzAY5P79+3R1dTE7O6sez87OVpfiGY0v5mbk/V4inqH1qNFdfZZFESKXMtFnWGIY5dMhRIlAIBAcI5IUYH7hPzMx8e8IBrcAyMj4APaK17FaS2Ia21lke3ub7u5uent7cbmUpkytVsvFixdpaWmhsLDwhRybfpSXCIAuxYT1UiaWS5kYcm1n6vsjRIlAIBAcE+vr7zLq+Axu9xgACbYq7PZPiL6RIyLLMpOTk3R1dfHgwQN1KV5iYiJNTU00NjaSmPjiZZtUL5GBsJfIdrSXiKUuA2tDFsaixDMlRPYjRIlAIBA8Jy7XBI6xz7C+/jag9I2Ulf0cebk/iFYrXmafFq/Xqy7FW1tbU4+XlJTQ3NxMdXX1C7kUL7DiVkd4g2se9fhhXiJnHfHXIhAIBM9IILDN5NRvMzf3n8J+I3oKC36MkpKfxmAQ6+2flpWVFbq6uhgYGIhainfp0iVaWlrIysqKcYSnT3DLi2dgFXd//HmJnCRClAgEAsERkaRguG/kS/v6Rl4L942Uxja4M0IoFGJkZITOzk6mpqbU4xkZGTQ3N3Pp0qUXbileyBXAc3f1CV4iaWhN5/fSfX6/MoFAIDgB1tdv4hj7DC6XYtJls9mx23+Z9LQbMY7sbLC7u0tPTw/d3d3s7OwAylK8qqoqdSneWe2HeBYkfwjv/XXc/at4RzdBCo/wxrGXyEkiRIlAIBA8BW73JA7HZ1lb/zYABkMqZaU/S17ePxF9I09AlmVmZ2fp7Ozk/v37SJLi4mW1Wrly5QpXrlx5oZbiySEZ39imsvxuaA3ZL6mPGfITsDZkYq3PjFsvkZNE/CUJBALBYwgEnOG+kT9R+0YKCn6E0pKPYDAkxzq8uMbv93Pv3j26urpYWlpSjxcUFNDS0sLFixfR61+My5Asy/hnd/D0r+K+u4q0G1Af06WZFSHSkIUhyxrDKGPPi/HbIBAIBEdEkoIsLP5XJiZ+k0BgA4D09Pdhr3hd7Kl5Auvr63R1ddHf34/Xq2ye1ev11NXV0dzcTF5eXowjPD0Cq24lI9K/ErWFV2vTY6nPPPMjvMeNECUCgUDwEBsbtxh1/Bou1ygAVmsFlfZPkJ7+cowji18kScLhcNDV1cXY2Jh6PDU1VV2KZ7W+GFmA0I4f98Aq7v4VAnO76nGNQYu5Jh1rQxZmewoa3fmanDkOhCgRCASCMG73JI6xz7G29k0A9PoUysp+lvy8HxJ9I49gbyleZ2cnW1tb6nG73U5zczMVFRUvxFI8yRdefte/gm9sC/ZWzmjBbE9VhEgcbOGNd8RfmUAgeOEJBneYnPr3zM7+MbIcQKPRkZ//zygr/SgGQ0qsw4tLVlZW6OzsZGBggEBA6Y8wm83qUry0tLQYR3jyyEEJ7+gm7v4VvMMbyIFIw6qxKBFrQxaW+gx0CS/mTp5nQYgSgUDwwiLLIeYX/stDfSOvYK94A5utIsbRxR97JZqOjg4mJibU41lZWbS2tr4QS/FkScY/48Tdt3Jg54w+04K1IQtrQyb69PhffhePCFEiEAheSDY2buMY+wy7uw8AsFrLsdvfICP91dgGFod4PB76+/vp7Oxkc3MTiHiLtLa2UlJScu4bNQPLLtx9Sp9IaMunHtcmGpQtvA2ZGPITzv334aQRokQgELxQuN3TjI29xeraNwDQ65MpK/0o+fk/jFb7YhhUPS2rq6t0dnbS398fVaJpbGykubmZ1NTUGEd4sgS3fcoIb/9KtNW7SYelNrxzpjwFjfb8ChFJCrHoGGW8p4PBWzdP/PmEKBEIBC8ESt/I74T7RvzhvpF/Slnpz2AwnO+L61GQJImxsTE6OjoYHx9Xj2dmZtLa2kp9ff25LtFIniCee2tKw+rkdqRhVafBXJWGtSETy4U0NIbz27Dq93qYvtvHeHcnE72deHYUy3tvIPCEj3x+hCgRCATnGlkOsbD4F4yPf5FAYB2AtLSXsFe8QUJCZYyjix+8Xi/9/f10dHSoJRpALdGcZ/t3OSDhebChNKw+2ICQrD5mLE1S+kTqMtBaz28mbWdjjYmeLsZ7OpgZHCC0T4CYrDZKLzeRVV3DL//V355oHEKUCASCc8vmZgejjl9jd/c+AFZrKfaKT5Ce/uq5vcAelbW1NbVEs7eh90Uo0ciSjG9iG3f/Cp7BNWRvSH3MkGPFstewmnI+lwLKsszq9CTj3R2M93SwPDEW9XhyVjblV1opb2olv7oGnV6P0+l8xGc7PoQoEQgE5w6PZwbH2OdYXf06AHp9EqWlH6Ug/4fRas9v6eFpeVFLNLIsE1hw4e5fwT2wiuT0q4/pkk1YwlbvxlxbDKM8OYKBAHNDdxnv7WS8u5Od9dXIgxoNuRWVqhBJLyiKiXAXokQgEJwbgsEdpqa+zMzsHyHLfkCr9o0YjeffN+NJ7JVoOjs72djYUI+f9xJNcMOrCJH+FYIrHvW4xqzHWq80rBpLks9lw6pnx8lkXzfj3R1MDvQS8Ea+fr3RRHH9ZcqbWii73IwtJfZZMSFKBALBmUeWQywu/nfGJ76I378GQFrqDez2N0hIqIpxdLHnsBKNyWRSSzTn0egs5ArgubuKu38V//S+soNeg+VCOtaGTMxVaWj0589tdmNhnvGeDiZ6Opl/cB9Zjpi62VJSKbvSQvmVVorqLmEwxtcmYiFKBALBmWZzsxOH49fY2R0CwGIpCfuNvP9c3vU/LZIkMT4+TkdHR9QumoyMDLVEYzLF1wXpeZH8Ibz313H3r+Id3QQp3LCqAVN5ijI5U5uB1ny+Ln2SFGJh9EG4P6STzYW5qMczi0oob2ql/Eor2WUVaOLY9v98/WQEAsELg8czy9jY51lZ/RoAen0ipSUfoaDgR17ovhGv18vAwACdnZ2sr6+rxysrK2ltbaWsrOxciTU5JOMb21Q28Q6tIfsjWQFDfgLWhkyslzLRJZ0vAeb3uJm628d4dwcTfd14dyLZIK1OT2FNHWWNLZRfaSE5KzuGkR4NIUoEAsGZIhjcZWr6d5md/UMkaa9v5J9QVvqzGI3psQ4vZqyvr9PZ2UlfX19Uieby5cu0tLScqxKNLMv4Z3cUY7O7q0i7kfFVXZpZESINWRiyztdW4p31NcZ7Ohnv6WB2cIBQMGJxb7YlUHq5ifKmVkouNWKyns1mXSFKBALBmUCWJRaX/pLx8X+L369MDaSmtmG3/zKJCdUxji42SJLExMQEHR0dOBwO9Xh6ejqtra1cunTpXJVoAqtuJSPSv0Jw3ase19r0WOrDkzNFiecmEyTLMiuT44z3dDDe3cnK1HjU4ynZuUpZpqmV/KqLaHVn39BNiBKBQBD3bG11M+r4N+zsDAJgsRRhr3iDjIwPnJsL0FHw+XwMDAzQ0dERVaKx2+1qiUYbx30DRyG048c9ELZ6n9tVj2sMWsw16VgbsjDbU9DozsfXG/T7mR26qwiRnk52NyI/XzQa8uzVan9IWn7Bufv9F6JEIBDELR7PPGPjn2Nl5W8A0OkSKC39aQoLfhSt9vxkAJ6W9fV1urq66Ovrw+dTlsLtlWiam5tJTz8f5SvJF8QzuK5YvY9tRazetWC2pypC5GI6WtPZzwwAuJ3b6tju1EAvAV8kC6Q3mSipb6S8qZWyy01Yk1NiF+gpIESJQCCIO4JBF9PTv8vM7B+ofSN5eT9IednPYTRmxDq8U0WWZXWK5jyXaOSghHd0U7F6H95ADkQaVo1FiVgbsrDUZ6BLOPtNzLIss7Ewp07LLIwOgxyxtk9ITVOzIYU19ejPoZHdoxCiRCAQxA2yLLG09FeMjf9b/P4VAFJTrip9I4kXYhzd6bJXouns7GRtbU09fp5KNLIk459x4u5bwXNvDckdadzUZ1qUnTMNmejTLTGM8niQQiHmR+4z3tPJRE8Hm4sLUY9nlpRRfqWViqZWskrLz11Z5ml5LlHyuc99jtdff52f+Zmf4Utf+tIxhSQQCF5ElL6RX2Nn5x4AFnMRFfZfIjPju16oF+iNjQ11imavRGM0GtUSTUbG2c8UBZZduPuUPpHQlk89rk00Yr2UibUhE0N+wpn/ufs9bib7exnv6WCytwuvK9ITo9XpKaqtp/xKK2VXmknKyIphpPHDM4uSrq4uvvKVr1BfX3+c8QgEghcMr3eBsbHPs7zy10C4b6Tkpygs/OcvTN+ILMvqFM3o6Kh6PC0tTS3RmM1nezFccNunjPD2rxBYdKnHNSYdllrF6t1UnnLmrd5dW5uMd3cw1n2HmXv90WO7CYmUNTZTfqWF4vpGTNbzNbJ8HDyTKNnd3eWHf/iH+f3f/31+7dd+7bhjEggELwChkJup6a8wM/P7SJIP0JCX+wOUlf88phekb8Tv96tTNPtLNBUVFbS2tlJeXn6mSzSSJ4jn3prSsDq5HWlY1WkwV6UpDqsX0tAYznbD6sbCPGNd7Yx132HRMRLVH5KSk0t501UqmlrJq7xwLsZ2T5JnEiUf/vCH+d7v/V4+8IEPPFGU+Hw+NQUJnMrqY4FAEL/IssTS8v9kfPwL+HxLAKSktFBp/2USE2tiHN3psLGxQVdXF729vVElmoaGBlpaWs50iUYOSHgebCgNqw82IBS5QBtLk5Q+kboMtFZDDKN8PmRJYmncoQiRrjtsPGTrnlNup6K5jYrmq6TlF575MtRpcmRR8ud//uf09vbS1dX1VOe/9dZbvPnmm0cOTCAQnD+2t/sYdfwaTmc/AGZzAfaK18nM/O5z/8ItyzKTk5N0dHQwMjKiHk9LS6OlpYWGhoYzW6KRJRnfxDbu/hU8g2vI3pD6mCHHimWvYTXlbH59AMFAgNmhu4x1tTPe04lrM7JlWavTUVhTT0VzG+VNLSSmnV1R+TDKpJCL2eENRvtmT/z5jiRKZmdn+Zmf+Rm+8Y1vPPUfz+uvv87HPvYx9f9Op5PCwsKjRSkQCM40Xu8CY+NfYHn5fwKg09koKf4pCgt/HJ3ufPeN+P1+7t69S0dHB6urq+rx8vJyWltbqaioOJMlGlmWCSy4cPev4B5YRXL61cd0ySbF6v1yFoacs2l3DuBzu5js62as6w6T/d34PR71MaPFQmlDExXNVym93HRmbd0Pw7XtY254g9nhTWYfbODeVn62Hr/rCR/5/GhkeV/x6wl89atf5fu///vR7auJhUIhNBoNWq0Wn88X9dhhOJ1OkpOT2d7eJikp6dkjFwgEcU8o5GF6+veYnvk9JMkLaMjN/UeUl30Mk+l8Txtsbm6qJRqvVzHDMhgMaokmMzMzxhE+G8ENryJE+lcIrkQu0hqLHmtdhmL1XpJ0ZhtWdzbWGO/uZKyrndmhe0ihSKOqLTWNiqZWypuuKv4hhrNbgtpPwBdiwbHF7PAGs8MbbCxEiw+9QUuePYWUIgMvf3/tiV6/j5Qpee2117h3717UsR//8R+nurqaj3/8408UJAKB4MVAlmWWl/8XY+Ofj/SNJDdjr/xlkhJrYxzdySHLMlNTU2qJZu+eLzU1lZaWFi5fvnwmSzQhVwDP3VXc/av4p/f1Beq1WC6kKQ6rValo9Gcz47MxP8tY1x3GutpZGndEPZ6WV0BF81UqmtvIKbejOYNZrYeRJJnVmR1mhzeYG95gcWIbKbgvP6GBzMJECi+kUXghlZzyZPQG3an0hB5JlCQmJlJbG/2CYrPZSE9PP3BcIBC8mOzs3Gdk9E22t7sBMJvzqaj4JbIyv+fc9o34/X7u3btHR0cHKysr6vHy8nJaWlqw2+1nrkQj+UN476/j7l/FO7oJUviipQFTeYrisFqbjtZ89jw4JSnE4ugIY913GO++E21kptGQa6+ioumq0qiaVxC7QI8R55pHzYTMjWzicwWjHk9MM1N4IZWCC2kUVKdiiZFz7tn7bRIIBHGJ37/BxORvMj//54CEVmuhpPhfUlT0E+e2b+S8lWjkkIxvbFPZxDu0huyPWL0b8hOUyZlLmeiSzp7tedDvZ2ZwQG1UdW9vqY/p9HqK6hqoaL5K+ZVWbCmpsQv0mPC5A8yNbCp9IcMbOFc9UY8bzTryq1LD2ZA0krMscXHT8Nyi5O233z6GMAQCwVlFkoLML/xnJiZ+k2BwG4DsrL9LRcXHMZvzYhzd8fOkEk1DQwMWy9myRfcv7OLuVfpEpN2AelyXZlYaVhuyMGSdPaMv7+4uE31djHW1M9UfvejOZLVRermJiuY2ShsaMVrO3te3n1BQYnlyWxUhK1PO/XYpaLUassuSVBGSVZyINg43K4tMiUAgeGY2N+8wOvppdl3KiGtCQjWV9k+SmtoS48iOn0eVaMrKymhtbT1zJZqQ0680rPauEFiKNDZqbXos9YoQMRYlxsXd81Fwrq0y3n2Hsa47zN6/hyxFsj0JaelKf0hTGwUXa9Dpz26jqizLbC66lZLMgw3mR7cI+kJR56TmWCkIi5D8yhSMZ6DUFv8RCgSCuMPrXcAx9hYrK38DgF6fQnnZx8jL+8dotefrZWVra0st0XjCI6EGg4FLly7R0tJCVtbZmSLa6xNx9a7gc2xGOaxaLqZjvRxuWI3DO+hHIcsya7PTqpHZyuR41OMZhcVqo+pZX3Tn2vYx92BTbVB1bfujHrckGiioVppTCy+kkZB69pqqz9erh0AgOFFCIS8zM7/P1PTvhkd8teTn/1PKy34Wg+Hs1+H3kGWZ6elpOjo6ePDggVqiSUlJUadozkqJRpZkfJPbuHvDxmb77qaNxUlYG8+ew6okhVh4MMxYtyJEtleWIw9qNORXXVRGd5uvkppzdkuIAX9kVHdueIP1+ehRXV14VLegWhEhGfkJZ3YUew8hSgQCwRORZZnVtb/F4fgsXq9iqa1Yw/8qiYkXYhzd8REIBNQSzfJy5EJXWlpKa2srlZWVZ6ZEE1h1K30ifdGbeHVpZqyXs7BdzkKfcTaEFUDA52X6bj9jXXeY6O3EsxMZT9UbjBTVhxtVG1uwJqfELtDnQJJk1mZ31CmZxfGHRnWBzKJEdUomNzyqe54QokQgEDwWl2uM0dFPs7F5CwCTKQd7xetkZX3vmU6F78fpdNLZ2UlPT49aotHr9WqJJjs7O8YRPh2qn0jvCv7ZHfW4xqzDWp+JtTELY3HSmfm5eXacTPSGG1UH+gj6I+LKbEug7EoLFc1XKalvxHAG/V9g/6juJnMjGwdGdRPSTGpzaixHdU8LIUoEAsGhBIM7TEz+FnNzf4IsB9FqjRQV/QQlxf8Sne5sTyrssbCwQHt7O0NDQ0jhhsjk5GS1RGM9A6vl5aCE98EGrr6HFuBpwVyZhrUx60xt4t1eWWKsq4Ox7nbmh+8jy5FG1aTMLNU/JL+65kxu3PW5A8yPRNxTt8/IqO5pIUSJQCCIQpYlFhf/O2PjXyAQWAcgM+OD2O1vYLEUxTi650eSJEZHR2lvb2d6elo9XlxczNWrV6mqqor7Eo0sy/hnd5Q+kburSO7I3bUhPwHr5bCfSGL831XLsszK1ARjXYqR2er0ZNTjmSVlVDS1UtHcRmZx6Zm7QIdCEssTTlWEPDyqq9FqyClNUqdkskvic1T3tBCiRCAQqGxv9zEy+iY7O8o6Cau1jEr7r5Ke/lKMI3t+fD4f/f39dHR0sLGhbHjVarXU1NTQ1tZGXl78N0QGN724+5Qx3uBa5A5bm2RU+0TOwgI8KRRibnhIbVTdWYssKtRotBRcqFH6Q5qukpx1Nkpne8iyzOaSW21OnR/dIvDQqG5KtlW1cM+vTMVoEZfiPcR3QiAQ4POtMj7+6ywu/SUAOl0CZaUfpaDgR9Bq4/9u+3Fsb2+r/SJ7rqtms5mmpiaam5tJTk6OcYSPR/IG8Qyu4e5dwTexrR7XGLRYajOwNmZhKk+J+6mLgNfL1EAvY13tTPR24XXtqo/pjSZKLjVS0XyVssZmLIlna1mr2+ln7sGG2hvi2tdYDGBOMFBYnapmQxLTzmb/y2kgRIlA8AIjSX5m5/6Yycl/TyikXCSULb6/gMl0tizSH2Z+fp47d+5E9YukpaVx9epVLl26hMkUv9b3e3bvrt4VvPfXkQPhvoq9vTOXw3tnTPH9Eu7e3mK8R9m4O3NvgGAg4qthSUyiPLxxt7juEgbT2blQBwMhFse2mbmvCJH1ud2ox3V6LbkVyWpfSEbB2R/VPS3i+zdaIBCcGOvr7zDq+De43UoNPynpEpWVnyQ56VKMI3t2JEliZGSE9vZ2ZmZm1OMlJSVcvXo17kd6/Ysu3L3Lit37TsTuXZ9pwXolG2tDFvqU+BVTAJtLC2p/yPzIMPsbKJKzc9RG1byqC2i1Z6NRVS3J3N9g5v4GC6ObBANS1DkZhQkUVisiJLciGb3xbHxt8YYQJQLBC4bbPYVj7LOsrX0LAIMhnYqKf01uzj9Ao4nfC/bj2OsXuXPnDpubm4DSL1JbW8vVq1fjul/kcXbv1ktZWBuzMOQnxG2DpyzLLE+MMdZ1h7GudtbnZqIezy6rUIVIemFx3H4dD+N1BRT31PvrzNzfYHczuiRjTTZSdDGNwotpFFSlYT2DSwrjESFKBIIXhGDQxdT0l5mZ+UNk2Y9Go6ew4McoLf0Ien1irMN7Jra3t+no6KCnpwefT7lo7PWLtLS0kJQUn70Jj7V7v5CGtTEbc2UqGn18isRQMMDs/UE1I7K7sa4+ptXpKLhYp27cTco4G2VAKSSxMr3DzJAiQh6ektHpteTZkym8mE7RxTTS8mxnRmAdB6HtbXbee+/En0eIEoHgnCPLMsvL/4uxsc/h8ysupWlpL1Fp/xVstvIYR/dszM3Nqf0iexbw6enpar+I0Rh/d62yJOOf2sbVu4Ln3tmze/e53UwN9DDWdYfJvm587khWx2C2UNpwhYqmVkovN2NOSIhhpE/PzoY3XJJZZ+7BJj53tHFZao6VoovpFNakkWdPwfAClWQCi4u4u3tw9/bg6e7B53CwGwo9+QOfEyFKBIJzzM7OECOjn2Z7uxsAi7kIu/0TZGS8dubu8iRJ4sGDB7S3tzM7O6seLykpoa2tLW639AZW3eoYb5Tde6oJa2M21stZGOLU7t21tcl4d4fSqDo4QCgYuWhbk1Mob2qlovkqRTWX0MehEHyYgD/EwugWM/fXmb2/weaSO+pxk1VPQXUaRTUv1pSMLEn4x8dx9/Tg7unF3dNNcGHxwHmG4mIYc5xoLEKUCATnEL9/g4mJ32B+4c8BGa3WQmnJT1FY+CF0uvhulHwYn89HX18fd+7cYWtrC1D6Rerq6rh69Sq5ubmxDfAQHmn3bnrI7j0OJzI2FubU/pDFsdGoRtXU3DwqmtuoaL5KbkUVmjgUgfuRZZn1eZcqQhbHtgkFIw2qGg1klyapJZmskiS0cfgzOW5kvx/P0BCenh4lG9LXh7S9HX2STof5wgWsV65gudKI9coV3AYDnPAIvRAlAsE5QpKCzC/8GRMTv0kwqCwsy87+PirKP47ZHH8X78extbVFR0cHvb29ar+IxWKhubmZ5uZmEhPjqw9GDkp4RzaUMd4zZPcuSxKLY6OMdd9hvOsOGwtzUY/nVlRR3nyViqarpOUXxH2GzbPrV/xChjaYGd7Ave2PejwhzURRWIQUVKdiitNy2XES2t3F09eHu6cHT08vnrt3kX3RjbsaiwVLwyWsjVewXmnEcukSWttDRnxOJyeNECUCwTlhc/MOo6OfZtc1AkBCwgUq7b9KampLjCM7GnNzc7S3t3P//n21XyQjI4OrV69SX18fV/0isiwTmNvF1buMZ+Ahu/c8m1KeiUO792AgwOzggCJEujtwbW2qj2l1eopq69VG1YS09BhG+mQUG/dtZoaUcd3V2Z1I4zCgN2rJr0yl8GIaRRfTSMm2xr2wel4CKytKFqSnF3dPD76REZCiR5h1aWmK+Gi8grXpCubqajSG2As0IUoEgjOO17uAY+wtVlb+BgC9PoXy8p8nP+8fo9HE1135owiFQmq/yNxc5E69rKyMq1evUlFREVf9Io+0e08M2703xp/du8/tYqKvm7GuO0z1d+P3ROI2WqyUXm6iovkqpQ1XMFnjK/aH2V6NeIbMjWwS8EY3YKbnJyjjujVp5JWnoDPEz+/OcSPLMv7JKdw93XjCIiSwr+dqD0Nh4b5STBPG0pK4FGdClAgEZ5RQyMvMzO8zNf27SJIX0JKf/08pL/s5DIaUWIf3VHi9XrVfZDtc09bpdGq/SE5OTowjjPBEu/fLWZgq4svu3e3cZqyrHUen4qgqhSKZnITUNMrD/iGFNXXo9LG/S34Ufm+Q+ZFNZsJCxPnQZl1zgoHCC5EGVVvy2eqbOgpyIIB3eFhtSPX09BLa3Iw+SavFVF2llGKarmC53IghOys2AR8RIUoEgjOGLMusrv0tDsdn8XqVrEJKSguV9l8lMfFCjKN7OjY3N9V+Eb9fqflbrVZ1H0289IvIIRnf+Bau3mW8Qw/ZvZclY23Mjju7952NNRwd7Tg6bzE/fB9ZjqTt0wuK1ImZnDJ73DaqypLM6uyOYuN+f4Ol8W0kKVKT0Wo15JQnqyWZzMLEuBKDx4nkcuEZGFBLMZ6BAWRPtCjTmExY6uvVLIil4RK6OPkbOirx85ckEAieyK7LgWP037CxeQsAkykHe8XrZGV9b1ymYh9mdnaW9vZ2hoeHo/pF2traqK+vxxAHNW3Yb/e+irQTaZTUZ1rCY7yZ6FPiZ1x0a3kJR8ctHJ23WXSMRD2WXVaBveUa9tZrpOUVxCjCJ+Pa9jE7vMHM0AZzDzbw7LPZB0jKtFAUFiH5VakYzefz8hVcX1cbUt09PXiHh+EhfxBtcjLWxkalJ+TKFcw1NWjjqNfqeTifP1WB4JwRCDiZnPot5ub+BFkOodUaKSr6CUqK/yU6nTXW4T2WUCjE8PAwd+7cOdAv0tbWRnl5eVz0i4R29tm9L+6ze7fqsVzKxNaYjaEgfuze1+dmGO24haOzndWpicgDGg15lReobL2GveUaSZnxmbYPBSQWxrfUKZmHl9oZzDoKqlJVK/fkzPj+PX8WZFkmMDsbZVLmn5o6cJ4hLw/LlStYryiTMcby8rjNcj0vQpQIBHGMLEssLv4FY+NfIBDYACAz44PY7W9gsRTFOLrH4/V66e3tpaOjI6pfpL6+nqtXr5KdnR3jCCN27+6+Fbyj8W33LssyK5PjODpv4+i4HTW6q9FqKbxYh731OhXNV0lITYthpIcjyzJby261JDM/uknQv28iRAOZhYlKNqQmjeyyZHS62H/fjxM5FML74IGaBXH39hBaXYs+SaPBZLerpRjrlUYMcejFc1IIUSIQxCnb272MjH6anZ17AFit5VTaf4X09JdiHNnj2dzc5M6dO/T19UX1i+z5iyTE2IL8sXbvRYlKeaY+PuzeZUliwTESLs2041xdVh/T6fUU11/G3nKN8qZWLInxt+fH51aW2s2Erdx3Nx5aapdkVKdkCqvTsMTZ6PTzInm9eAbu4ulVTMo8/f1ILlfUORqDAXNdnVqKsV6+jO6EDcriGSFKBII4w+dbYWz811la+isAdLoEykp/hoKCH0Grjf2F8jBkWVb7RR48eKD2i2RmZtLW1kZdXV3M+0Uea/d+OQtrY3Zc2L1LoRBzw4OMdtxmrKsd1+aG+pjeZKK04Qr21uuUXW7GZI2vkoYkyaxMOdVsyPKUE3l/g6peQ15FSrhBNZ30/PO11C64uRkxKevuwXP/PgSie2O0CQlYGi+rWRBzXR1a0/mdFjoqQpQIBHGCJPmZnf1/mZz6HUIhpb6em/sDlJf/AiZjRoyjO5xQKMT9+/e5c+cO8/Pz6vHy8nK1XySWFx3JHcC9Z/c+E233bqnLwNaYjbEk9nbvwUCAmcF+HB23GevuwLsTcc40WqyUX2nB3nqNkkuNGEzx02ALsLvpVTIh4QbVw5ba7YmQvMrzs9ROlmWCCwtKGSbcE+IfGz9wnj4rSxnLDfeEmOx2NLrz8T04CYQoEQjigLX1t3E4fg23exKApKRLVFZ+kuSkSzGO7HA8Ho/aL+IMW0/rdDouXbrE1atXycqKXXOlLMn4xrZwdS/hGVqPtnu3pyp27xfTY273HvB5mervZbTjFhO9Xfg9keVw5sQkKpquUtl6jaK6S3HlIRLwh1hwRBpUNxejyxHKUrvUsG9I+rlZaidLEj6HQ82CuHt7CS4tHTjPWF6uNqRarlzBkJ9/rrJBJ40QJQJBDHG7p3E4fo219W8DYDRmUF7+i+Tm/AM0mvhr8tvY2KCjoyOqX8Rms9Hc3ExTU1NM+0WCax5cPcu4e5cJ7dt3YsgN2703xN7u3ed2MdHbhaPjNpP9PQT9kTJSQmoaFS1t2FuuU3ChBm2c3E3LsszGgouZoQ1mh9dZcBxcapdVkhRuUE0nqzgR7TloUJX8frz37kVMyvr6kR7e/aLXY665qJZiLI2N6FNTYxPwOUGIEoEgBoRCXqanf5fpma8gSX40Gj2FBT9GaelH0Ovjy/RIlmVmZmbUfpE9srKyaGtro7a2Nmb9IpI/hOfeGq7uJfyTkQuGxqLHdjkL65VsjPmxbax1O7cZ7+nA0XGbmXv9hIKR8kZSZjb21mtUtl6Lq6273t2A4hkS3q7renipXaopPKqbTkF1KmZb/GRynhXJ7VZMyrq6cXd1Hbq0Tmu1YmlowNJ0BWvjFSyX6tFaYt+HdFpseDaefNJzIkSJQHDKrK19h9HRT+PxzgCQlnqDyspfxWYrj3Fk0ez1i7S3t7OwsKAer6iooK2tjbKyspikpWVZxj+zg6trCc/dNWR/eHpGAyZ7KrambCwX0tHEcN/J7sY6Y113cHTeYvb+IPK+ZWhp+YWqmVlWSWy+hw+jLLVzqiJkZeahpXYGLXmVKRRdTKfwYhqpOWd/qV1oZydciunG3dWNZ2gIgtH9MLr0dKUU03QFS+MVzNVVaPQvxmVzx7/D0PoQg2uDDK0NMbg+yPza/JM/8Dl5Mb67AkEc4PHMM+r4NGtr3wTCbqz2XyYr8+/E1Qu8x+Ohp6eHzs5OtV9Er9er/SKZmZkxiSvk9OPqXcbds0xw3+4TXboZ25VsrI3Z6FNiN8WwvbKseogsOB6AHLmqZ5WUY29pw956nfSCwpjFuB/nmifcoLrO/Mgm/gNL7WwUXkyn6GIauRXJ6GPcg/O8BDc2cHd3q2++4eifEYA+NxdrcxPWpiaszc0YS+Jzad1x4w16ebDxgMG1QQbXFREy5Zw6cJ6Gk/9eCFEiEJwwkuRjZuYPmZz6HSTJq5RqCn+c0pKPoNfHzzbWzc1N2tvb6evrIxAeY7TZbLS0tNDU1ITNdvqxykEJ74MNXN3LeEc3YG/1jEGrTM805WAsTYrZhWN9fpaxznZGO26xMhk9eZFbWa1kRFqukZId+8WCfm+Q+dEtZofWmRneYHvl8KV2hRcUK3dbDAXecRBYXlZKMd1duLu68Y8fnIwxFhdjaW7C1tyMtakJQ35+DCI9XQJSgLHNMVV8DK4NMrY1RkgOHTg3PyGfmvQaajNqqc2oJV+fT/6/OtnvkRAlAsEJsrFxi5HRT6pTNSkprVRVfoqEhMoYRxZhcXGRW7duMTQ0pPqLZGdnc/XqVerq6tDHIF0dWHLh6lrC3b+C5Iqk1I3FSUp5pj4jJkvwZFlmdXpSzYisz82oj2k0Wgou1mJvaaOipY3EtNiOccuSzNrcrlqSWRzfRgpFL7XLLkui6GI6RTVne6mdatfeFcmEBGZnD5xnqqwMZ0GalMmYGE6JnQaSLDHlnFLFx+D6ICMbI/hCvgPnppvTqc2opSajhtp05X2aOdoZ2Plwo+8JIESJQHACeH1LOByfYWXlbwBlqsZe8QbZ2f93XKSDZVlmcnKSW7duMb7vDrK8vJxr167FpF9EcgdwD6zi6lkmsG8PijbRiO2K0rRqiMH+E1mSWBwbVYRI5222lyNjoFqdnuK6S1S0XKOi+SrWpNg6cbqdfmbvryvmZcOHLLXLMKt9IQVVqRgtZ/MSIMsy/vFxRYCEhUhweTn6JK0W88WLERFyzidjZFlm0bUYVYK5v36f3cDugXMTDYlczLhIbXqtmgXJtmbHxWvT2fyNFAjiFEkKMDv3x0xO/hahkAvQUlDwI5SX/VxcTNVIksTw8DDvvfcei4uLAGg0Gmpra7l27Rq5p7xjQ5ZkfONbuLqX8QytQTB8J7+3e6YpB7M9FY3ulAWSFGJ+eAhHZzuOztvsbqyrj+mNJkouNWJvvUZZYzNmW+yme6SQxPKkk+nBdaaH1lmbfWipnUlH/r6ldilZ8eUA+7TIoRC+kZGwCOnC3d1DaHMz+iSDAUtdHdZwKcZyuQFdjFcanCTrnnW1EXVwbZCh9SE2vAenY8w6M9Vp1VFZkKKkIrRxaDkAQpQIBMfG5mYnI6OfxOUaBSA56TJVVZ8mMfFijCODQCBAf38/t2/fZjP8Yq7X62lsbKStrY3UU76DDG54FU+RnuUoy3dDjhVrU47iKZJwup4ioWCAmcG7ODpvM9Z1B49zW33MaLFQ1tiCvaWN0oYmDObYGYK5nX5m7q8zPaiUZR52UM0sSgw7qKaRU5aMLg6WCR4V2e/HMzSklmI8Pb1Iu9GCS2M2Y7ncoGRCmpqV8dwY/lxOkh3/DvfX76viY3BtkEXX4oHz9Bo99lS7Kj5qM2opTylHrz07l/qzE6lAEKf4/GuMjb3F0tJXATAYUqko/zi5uf8w5gZobreb7u5uOjo6cIUXgVksFlpaWmhpaTnV5lXJH8IztI67awnfROSCrzHrsTZkYmvKxpCfcKop5IDfx9RAL2Mdtxnv6cTnjriTmhMSKW9qxd5yjeK6BvTG2Biv7e2TmR5aZ2ZwnZXpnajHTVY9RRfTKK5Np/BiOtaks7fUbm9xnbu7SxEh/QPInuhGXG1CgrI5t0lpTDVfvIgmRj+Tk2RvEmZ/FuRRkzAlySVq/0dtRi3VadWYdGe7QVmIEoHgGZHlEHPzf8rExG8QDO4AGvLz/gnl5T+PwRDb2vX29jbt7e309PSokzTJyclcu3aNy5cvYzylF3NZlvHP7uDuXsY9sBrZyKsBU0WK0rR6MeNUPUX8HrfiqtrZzmRfNwGfV33MlpJKRXMb9pZrFFysRRcjTwrPrp+ZoQ01G+J1RfeGZBYlUlybTlFNOtklZ89BNbTrUhbXdYVFyL17BxbX6VJT1X4Qa1MTpqqqc7cz5qiTMBfTLyo9IOm1XEy/SILx/JWnjvQX9+Uvf5kvf/nLTE1NAVBTU8Ov/uqv8j3f8z0nEZtAELdsb/cxMvJJdnaHAEhMrKWq6tMx31WzvLzM7du3uXfvHlLYsCs7O5vr169TU1OD7pRe1EM7ftx9K7i6lwjuGz3VpYU9Ra5koU85vVS7Z3eH8e4OHJ23mb7bR2jfBTAxI5PK1mtUtFwjr7Iarfb0L3yyJLMys8PMkFKWWZ5yRpmXGS16Ci+khYVIGrbks3U3HNzcxNPbqzaleu/fh32GchBeXNfcrIoQY4yXOR43xz0Jc145kigpKCjgc5/7HHa7HVmW+eM//mP+3t/7e/T19VFTU3NSMQoEcUMgsMnY2K+zsPhfAdDrkygv+wXy8/8JGk1s7uJkWWZ6eppbt27hcDjU46WlpVy/fv3UNvXKIQnvg01c3Ut4Rx7yFKnNwNqUjak0+dTGTl1bm4x1tePobGd26C5SKHL3mZqbH7Z3v05WaWwufl5XgNn7SjZk5v76gUmZ9IIEimvTKa5JJ6cs6UxlQwIrK3h6elQR4hsdPXCOobAw3A/ShLWlGUNBwbkRIedlEiYWaGT5IUu7I5KWlsYXvvAFPvShDz3V+U6nk+TkZLa3t0lKSnqepxYITg1ZllhY+K+MjX+BYHALgNycf0hFxb/GaIyNH4UkSYyMjHDr1i3m5uYAZZLmwoULXL9+nfxTMoIKLLtwdS/j7ltB2o1cWI1FiVibsrHWZ6I1n04ZxLm2gqOjHUfnLeZHhqMcOzOLSrC3Xsfeeo30gqJTf9Hf8w2ZHgxnQya3owxFDWZdJBtyMZ2E1LOTDQnMz+Pu7sbV1YWnqxv/9PSBc4zl5eEsSDPWpisYcmJvKHdcnNdJmIc5jev3M79ShEIh/tt/+2+4XC7a2tqOMyaBIK5w7gwyMvJJnM5+ABJsVVRVfZqUlKaYxBMMBhkYGOD27dusryujqjqdjsuXL9PW1kZ6evqJxyB5g4qnSPcygdlI46U2wYC1MVtpWj2l8dPNxXlGOxQzs+UJR9RjORWV6p6Z1Jy8U4lnPz53gNnhTaYH15gZ2sDtjF5sl5Zni2RDys/GpIwsy/gnp9SmVHd3N8GFhyZBNBpMF6ojmZArV9Cfwu/lafAiTcLEgiN/d+7du0dbWxter5eEhAT+6q/+iosXHz3y6PP58O3btHgajnACwXEQCDiZmPgN5ub/FJDQ6RIoK/0ZCgp+FG0MXli8Xi/d3d3cuXOH3fB4pNlsprm5mdbWVhJO2JNBlmR8E9u4u5dwD67D3vp6rQZzdRq2pmzMValoTqHMsLk4z0j7e4y232R1ZirygEZDQXUN9tZrVDS3kZRxunt6ZFlmfT6SDVmacCJLkXSI3qSjsDpVbVJNTIv/EVZZkvA5HFFuqaG1teiT9HosNTVKJqS5Gcvly+jOQSb8eSZhqlKrMOvj/+f7VAT9sPoAxrtO/KmO/MpaVVVFf38/29vb/MVf/AU/9mM/xjvvvPNIYfLWW2/x5ptvPnegAsFpIcsyS0t/hWPscwQCSiYiO/v7sFe8jsmUferxOJ1O7ty5Q3d3N36/cqedlJREW1sbjY2NmEwnm+YPbnpx9yzj6lkmtBm5wdBnWbE1ZWO9nIUu8eSnebaWlxhpv8lo+3usTEVcaLU6HYU19VS2Xqe8qRVbyulOPvk9QWYfhHtDhjZwbUU3LqbmWBURUptOXnkKuhhuL34a5GAQ7/Aw7s5wJqS3F2l7O+ocjcmE5dKliFvqpUtorWfTmG2PgBRgfGs8qgQztjlGUA4eOPdcT8LsrsLyPVgahOVB5f3aCEhB8D1Xt8dT8dw9JR/4wAcoLy/nK1/5yqGPH5YpKSwsFD0lgrhkd3eEkZFPsrWt3BFYreVUVX6KtLRrpx7L6uoqt2/fZmBgQJ2kyczM5Pr169TW1p7oTho5oHiKuLqX8Y1vqZMgGpMu7CmSg6Hg5D1FnKsrjNx5j5HbN6NKMxqtluK6BirbblDR3IYl4fTccmVZZmPBpfqGLI5tI+3Phhi1FFRFsiFJGZZTi+1ZkHw+vPfuRSzb+/qQ3e6oc7RWK5bGRlWEmOvq0J5hjxBZlpndmeXe2j0G1wa5t3aPBxsPXqxJmFAA1hyK8NgTH8uDsLt8+PnmZJxJ1SR/+Bvx2VOyhyRJUaLjYUwm04nfyQkEz0swuMvk5G8xO/f/IsshtFoLpaUfoajwx9FqT/fFd2Zmhlu3bjEyMqIeKyoq4saNG1RUVKDVnsydtizLBOZ2FafV/hXkfavsTRUp2K5kY65JR2s82Skj59oqjo5bjNy+yeJY5Hug0WgprK2nKixETnPPjN8bZO7Bpjqyu7sZ/ZqXkm2luCadoto08uwp6A3x66chud14+vtVEeIZGED2R/e6aJOTsV65olq2my9Uo4mRZ8txsOndVAXI3bW7DK4Nsu3bPnDeuZ2EcW9EC4+le0o5JuQ/5GQNpJVBTi1k14Xf10JyAezswIdP9u/uSL9lr7/+Ot/zPd9DUVEROzs7/Nmf/Rlvv/02X//6108qPoHgRJFlmZWV/43D8Vl8fuUOITPzu6m0/zJm8+k1RkqShMPh4NatW8zMRDbPVldXc/36dQoLC0/suUO7ftx9q4qnyHLkDlmXYlLKM43Z6E+492F3Y53RjluMtL/Hwsj9yAMaDYUXaqm69hL2lmtYk1NONI49ZFlmc8mtipCFsS2kYCQbojNoya9UsiHFtWkkx2BR4NMScjpx9/So/SDeofsQjC5J6DIyVH8Qa1MzJnsFmhMSvyfNXh/IvbV7ytvqPeZ25w6cZ9AauJB2gbrMOmrSa6jLqDtTkzCHIoVgfVwpvywPRUSIc/7w842JkF0TFh41igjJvgjG03N6fpgjiZKVlRV+9Ed/lMXFRZKTk6mvr+frX/86H/zgB08qPoHgxHC5Jhgd/RQbm7cAsFiKqKz8JBnpr55aDMFgkHv37nH79m1WV1cBZZKmvr6ea9eukZl5Mo2ackjGO7qBq3sZ7/AG7JUf9FqstemKp0hZyol6iri2NhntuMVo+3vMPRiKjO9qNORXXaTq2ktUtl4/tR6RgC/E/MimutxuZ90b9XhSpkWdlMmvTEF/whmjZyW4vo67OyJCfA8eRI1GAxjy8pRekPB0jLGk5ExmAyRZYmp7Ss1+3Fu7x+jG6KF9ICVJJdRn1lObUUtdRh1VqVUYdIYYRH1MeLf3CY9wD8jKMAQ9h5+fUgw5dUrWYy/7kVIMcSY+jyRK/vAP//Ck4hAITo1QyMPk1O8wM/MHyHIArdZIcfFPUVz0L9Cd0t4In89HT08P7e3t7OwoI7Umk4mmpiZaW1tPrF4bWHEr5ZneZaR9Zl2GwkTFafVSJtoTXGfvdm4rpZn295i7P4gsR1w98yovUNV2A/vV6ySmnY73y9ayWxUhC6NbhIKReHR6LfmVKRTVpFNcm05KdnxmQwJLS5HJmK4u/BMTB84xlpSokzHWK1cwnJKHzXGz6l6NZEDW7jG0NnSoIVmaOY36jHrqMuvUMkyS8Yz2MEoSbE6Gez/2iZCtmcPP11uUbEd2bUSEZNeA+Wx8/We3SCgQHBFZlllb+wajo/8Gr28BgPT091FV+atYLEWnEsPu7i537tyhq6tL7cVKSEjg6tWrNDU1YT6BLadyIIR7cB1XxyL+qchIvtZmwHo5S/EUyTm5dK1nx4mjs52R9pvMDt1F3mcvnltRRWXbDSqv3jiV8d2gP8T86BbT4bKMczX6rjIx3RzJhlSlYjDFVzZElmUCs7PKzpiwEAnMHSxNmKqqIntjrlxBf0IZt5PEHXCro7h7ImTJtXTgPIveopRhMuqoy6yjLqOOXFvumcz84NuFlftKz8deD8jKffAfFF4AJBVEsh57PSBppRCDVQnHhRAlghcCj2eGkdE3WV9/GwCzOZ9K+6+QkfGBU3nxWl9f5/bt2/T39xMK252np6dz/fp16uvrT2SSJrDixtWxiKt3BdkTTmdrwVy15ymShuaEzLq8u7uMdbUzcuc9Zu71R1m8Z5fZqQoLkeSskx+x3l51Mz2ojOzOj24SCkREkVanIc+eok7KpOZY4+pipjQfz+Hu6MDV0Ym7s5Pg8kPTETod5osXIyKksRFdSkpM4n1WglKQ8a3xqGbU8a1xJDl6P45Wo6U8pVwRIOG3M2lIJstKpmN5KNJ4ujwIG5NELT3aQ2eCrOroxtPsGrCegymghzhjP0mB4GiEQj6mZ77C9PSXkSQ/Go2B4qL/HyUlH0anO/lRzfn5ed577z2Gh4fVYwUFBVy/fp2qqqpjn6SRAxKewTV2OxfxT0ayIroUE7bmHGzN2eiSTqZE5XO7GOu6w+id95ga6EMKRer6mSVlVLW9RNXVG6Tk5J7I8+8RDIRYcGwxM7jB9NA6W8vR460JqSZVhBRUp2I8JQv8p8U/N4+7s1MRIp2dBBej3UI1BgPm+nrVst3S0IAuIXaNiUdFlmWWXEtqH8jd1bsMbwzjOaQXItuaHdUHcjH9IjbD2flaAQh4wtmP/aO3Q3DI9A8ACTn7sh/h8kt6Beji6/f0pHgxvkrBC8na+tuMjr6Jx6PUXlNTr1FV+SlstvITfV5ZlhkbG+PWrVvqRm2AyspKrl+/TlHR8e9dCay4cXUuKb0i7n1Zkep0bK05mO2pJ9K06ve4Ge/uYOTOe0z19xDaN9WRUVRCVdtLVF69QVreyfYwONc86qTM3MgmQf++bIhWQ25FMkW1Sm9IWq4trrIhgcVFXB0dillZRweB+YcmJQwGLPX12FpbsLa0YGloQHsCZb6Twul3MrQ2FDUNs+5dP3CezWCjNr1W7QOpy6gjy5oVg4ifEVkG58K+zEc4C7I+Bg9lfADQGiCzKrrxNKcObLHZpfUwmy4/o8s7OFZ2cYTfP5h5hIfJMSJEieDc4fUuMOr4NVZXlVF1kzEbu/0NsrK+90QvRqFQiKGhIW7dusVyOMWu1Wqpq6vj2rVrZGcfb6lCDoazIh0PZUWSTdhacrA1ZaM7gRX3fq+HiZ5ORtrfY7K/m1Ag0jCbll+oZETaXiK94ATHmIMSC2NbzITt3DeXorMhtmSj6qJaWJ2G8QSbd49KYHkFd2eHKkQCMw81LOr1WGprsba2YmsNi5Az4pYaCAUY3RyNmoaZ3J48cN7eXpi9LEh9Rj0lySVnZxw36FN8Pvb7fiwPgmfz8POtGfvKLmERklEF+tgb0G08LD6Wd3Gs7LC2e9DDRPId5mtyvMTPX6pA8JxIUpDZuT9iYuLfIUkeNBodhQX/nNLSj6LXn5wFdCAQoLe3l9u3b7MdtuM2Go1cuXKFq1evkpx8vGZDgVU3ro6HsiIalP0zrbmYK48/KxLweZns62bk9k0m+roJ+iPmYam5+VRdU0ozGUUlx/q8+9nZ8EayIQ82CfgifSoarYacsqSwb0g66fkn7zb7tARXV3F1duLuUEoyBzbo6nSYa2rCmZBWrI2X0driv0Sx3xV17+3B+gP80sELV0FCQVQjanVa9dnZC7OzvM92PZz9WBtVbNcfRqODDHt042lOLSRkQ4x/H9d3fVFZj9GwAFl3PVpo5KdYqMxOwJ6diD0rgVyrzEtfOtk4hSgRnAuczns8ePAJdnaHAEhJbqaq6k0SEqpO7Dn9fj/d3d3cvn1bXZBns9lobW2lubkZi+X4elb2siKuziV8E5FatC7ZhK05G2tzDvpjzooE/D6m+nsYuX2T8d5Ogvucm1OycxUfkas3yCwuPREBIEsyy9NOpgbWmLq3xvq8K+pxa5JRKcnUpFN4IRWTNT48J4Lr67g7O1UhcmBEV6tVGlNbWpRMyJUr6E54meJx8LSuqMmmZLX8UpehlGLOhC17KKCIjf2+H8uD4Fo9/HxzSrjnoyYiQjIvgCG2Ymtt16dmOxzLivgYW3m8+ChItWDPSqAyO1EVIBVZCdhM0RLhNBbqClEiONOEQm4mJr7EzOwfARJ6fTL2itfJzf1HJ3an7PP56OzspL29HXd4R0hSUhI3btzg8uXLGAzHd3EMrIZ7RXoOyYq05CgTNMeYFQkGAkwN9DJy+13GezoJeCPNh0mZ2VS13aCq7SWySstP5Psb8IWYHd5g6u4aU4PreJyRF1KNBrJLk9VsSEZBwomauz0twc1NpR+ksxN3Zwc+x1j0CRoNpgvV2Fpasba0YG26EvcbdKNcUVeVLMhhrqhGrZHq9OqoaZjCxMK4yVI9Etf6Q66n92B15NG26+nlB7MfSfkxy37Isszarl8VHo6VHUaXdxlb2WXjMeKjMM2CPSsRe3YC9qxEKrMTKM88KD5iSfxEIhAckfX1d3gw8it4vUpjYHb292G3/zIm48k0ink8Hjo6Orhz5w5er+L2mZqayo0bN7h06dKxjfXKQQnP0BqujoeyIklGrM052Jpz0KccX1YkFAwwfbefkfabjHXdwe+J9GckpmdS2XaD6raXyC63n8jFZnfTy9TdNSbvrjM/shllYGY06yiqSaekPoPimnTMCbHPhoS2tnB3d6sjur59O4r2MFVVYW1twdbaivXKlbge0X3YFfXu6l0cm44nuqLWZ9RTmVoZ366oe8ZjS/ei33YWDj8/ynY93HiadSFmtuuyLLO662MsnPFQyi+KCNl0Bw79GI0GClOt2LMiZZfK7ETKs2xYjfF/yY//CAWCh/D71xh1fIbl5f8JgNmUR1XVp8nIeN+JPJ/b7ebOnTt0dHSohmfp6em89NJL1NXVodMdj1FRYM2Dq3NRyYq49mVFqvZlRXTHIwpCwSAzgwNhIdKOzxUpjSSkpVN5VcmI5FZUHvsOFFmSWZ3dYfLuGlN311ibjTaGSsowU1KfQUl9BnkVKehOyEvlaQk5nYpte3hE9zDbdpPdrmRBWluwNjejTz0da/xn4WldUdPN6WoPyJlwRQ36IsZj6tsg+HcOPz+1JHrsNqcWkotiYrsuyzKrO75Ir8e+3o+tx4iPorRDxEdmApZjXIEgyzKr/iAOt5fB5YNTU8eNECWCM4Msyywu/XccjrcIBrcALYWF/5yy0p9Frz/+O5nd3V3a29vp6urCH96impmZycsvv0xNTc2xeIwoWZF1XJ2L+MYPy4pko085nhq1FAoxO3SPkfZ3cXS2492NvFjbUlKpvHqDyrYb5FdeOHYhEvCHmHuwqZRl7q3h3t6XYtZATmkypZcyKKnLIDU3tgZmod1dxbI9PKLrHR5W7rj3YSwvV0d0rc3N6NPTYxTt49lzRVV7QVbvsuw+ONa554q6PwuSY8uJ3zLM3tbbxbsRAbI2cnjzqc6kZDty6yGnPqa267Iss7LjU3s99ouPbc+jxUdxmpWKcLllr/Ry3OLDG5KY9PgYc/sYd3sZc0f+vRNSfv8l1yOcZY8RIUoEZwK3e4oHI7/M5mY7AAkJF7lQ/RmSkuqP/bmcTie3b9+mu7ubYNh3Iycnh5dffpnq6upjESPBNQ+7XUu4u5eRXOEXoxPIikhSiLn7Q4oQ6biNZyfSqGZNTsHeep2qthvkV19Ee8zW1K4tH1P3lGzI3INNgvucVA0mHUUX05SyTG06lsTYjUZKLhfu3t5wJqQL79AQ7HOghfDumNZWrC3N2Fpa4tK2fb8r6t7bmXdF3XM+XboHS/sEyPbs4edbUpXMR05YgOTUKdMwp1xi2hMfo/tGbPeEiNN7iHACtBooTrdRkZWgiI9w70d5ZgJmw/H8bcqyzIo/yFhYdIy7feq/Z73+w7xkldiAQrORImMCf3EskTyaOPwtFAgiSFKAmZk/YHLqt5EkH1qtmbLSn6Gw8MfRao/3hWZra4tbt27R29urWsHn5eXxyiuvUFlZ+dx3jXJQwnN/XZmgGdtSj2uTjNiasrG15BxLVkSSQiw8GGbkzk1G79zCvR15LktiEvbWa1S1vUTBhVq0x1R6gnDz3eyuKkRWpqPT5olpe2WZdPLtqegMsSnLSG437r4+dUTXMzh4QIQYiooiI7otzRiO2WPmeTmKK2qOLUctwdRl1FGTXoPVEIe+J0G/ku3YEx57WZBHOZ/ubb3NqQ9nQepOvflUlmWWnb4DWY/R5R12HiM+SlTxEWk6Lcu0HZv42J/1GHN7w+IjOutxGEl6LeUWMxU2ExUWM+VWExU2EyVmE2adFqfTKUSJ4MVle7ufBw/eYNelNBKmpV6nqurfYLUWH+vzbG5ucvPmTfr7+5HCafrCwkJeeeUVysuff8okuO7B1bmEq2cZaXdfVqQyFVtLLubq58+KyLLM6vQkw++9zYNb77C7Ean9mm0JVLRco+raSxTV1B+rEAkGwmWZe+tM31tjdzMyNowGskuSKKnLoPRSBml5sXFSlbxePH196oiu5949CESnyg0FBeqIrrWlBUPuyVrhHxWn38ng2qBiSBaehjnMFTXBkEBNRk1UFiTTGn9ZHbzbSr+H2vsxACsPQDqkhKE1KHtf9jIfOfVK+cWScmrhyrLMktPL6HK0wZhjZfeR4kOn1VCcblV7PfZESGnG8YiPvayHQxUdkezHk7IeRRajIj7CoqPcYsZuM5Fh0Me8ZCdEiSDuCAZ3GZ/4Debm/gSQMRhSsVd8gpycv3+sfzBra2vcvHmTu3fvIocbF0tKSnjllVcoKSl5rud6ZFYk0YitOVuZoEl9/qyIc3WF4ffeZvi9t1mfiziDmqw2KprbqGq7QVFdA7pjXPjndvrVbMjsg02C+0zM9EYthReUskxJXQbWpNMvy0g+H57+AXV/jGdgAPkhEaLPy42M6La0YCw4WRv8oxCUgoor6upd7q3d4+7qXaacUwfOOxOuqLIMzvl94uOukgHZmj78fFNyWHiE33LrT9X5VJZlFre9qrfHXgZkbHmXHd+jxUdJulUdsa3IVt6XZtgw6Z9ffOxlPRzhTMe426cKkd0nZD0qrOFsRzj7UW41UWoxYYpBM+/TIkSJIK5YW/s2D0Z+FZ9PWUKWk/P3sVd8AqPx+MyXVlZWePfddxkaGlLFSHl5Oa+88gpFRUXP9bmD6x5cXUu4uqOzIiZ7KgmtOeGsyPO9IHh2dxhtf4/h995m/sGQelxnMFDW2MyFl95HaUMT+mPyS5FlmfV5l9qkujzljFpkmpBqorgug9L6DPKrUtAfUwr6aZH8frx376q27Z6+PmR/tFeDPjs7MqLb0oKhoCDmd4R7rHvWGVgdUN/ur98/tAxTkFCgTsPEpStqKBg2H3uo/8Ozcfj5yYXRAiSnTinJnMLPRZZlFvbEx76m07GVXXYfIz5KM2wHpl1KMqzPLT5kWWY5qtcj0mg69xRZD1V8WE1UWJUMSDxkPZ4FIUoEcYHPt8qo49OsrPwNAGZzIdXVv0Z62o1je46lpSXeffdd7t+/rx6rrKzk5ZdfpqCg4Jk/rxyS8NzfUCZoHFvqcW2iAVtT2Fck7fkuHgG/j4meLobfe5vJvu7IBl6NhsKLdVy48Sr21muYbcfjDBoKSMw7Npm6u87U3TV2NrxRj2cVJ6rZkIzC07V0l/1+PIND6v4YT18/sjc6Pl1mhpIJCQsRwwksQXwWAlKA0Y3RKBEyvzt/4LxEQyL1mfVRG3JTzXE0Zuzbjex82RMgy/ch5Dt4rkYHmdUHBYj15F1e94sPx7JiMKZkPnZw+UOHfox+T3zsazatzE6kJN2G8TnH0z2HTrg8OeuRrNdRblUyHfawADkLWY9nQYgSQUyRZYmFhf/K2PjnCQadaDQ6igo/RGnpR9HpjsemfX5+nnfffZeRfSZXFy5c4OWXXyb3OXoHlKzIMq7upYNZkZYczBeeLysiScoI7/B7b+PouB1lapZZXMqFG69Sff0VEtOPxyzOs+NnelARITP3N6J2y+gM4bJMXToldRnYjtG87UnIwSDewUFc4RFdd28vsic6k6BLT1cmY1pbsba0Yix9vvLbcbHmWWNgZYCBtQEGVpQsiDcULaA0aChPKedS5iX1LW7KMLIMu8vhptN92Y+NCTjs/t2YcFB8nIL1+p7JmGN5l5GlHUaX994enfnQazWUZdoOOJwWP6f4eJ6sR7HFSHlYdNj3ZT/OatbjWRCiRBAzXK5xHoz8MltbnQAkJtZyofqzJCbWHMvnn5mZ4d1332VsLGL7XVtby0svvfTMG3vlkIR3eIPdjpPJisiyzMrUBMPvvc3IrXfY3YykvhMzMrlw/RUu3Hj1WBbfybLMxmK4LHN3naXJ7ajrjDXZSEmdYmJWUJ2K4Rg9ER4bVzCId3hYNSvzdPcguaO3AOtSU8P9IIoQMR5DQ/LzEggFGNkcUTMgd1fvHp4FMSpZkD0BUpdRR6IxMQYRP4QUgvXxsPjYJ0AetfslMXdf82n4LbX0xM3Httx+Rpd3GVneYXSfAHmUw+le5qMyJ5FKNfOhiA/Dc9w0eNReDyXTsdfrMfEUWY+KcKZjr9RSbjVTYjGeu6zHsyBEieDUkSQ/09NfYXLqPyDLfrRaC+VlH6Og4EfRHoNXwtTUFO+88w6Tk8rKdI1GQ319PS+99BIZGc+WVQg5fezeWcTVtYS0E3nxM9lTsLXkYrn4fFmR7ZVlHtx650DDqtmWQOXVG1x46VXyqy4+t6lZKCixMLYVFiJrONei79ozChMoqVf6QzILE09lt4wsy/jHx3HdbsfV3o67qwtpN9qkSZecjLWlGWtzC9bWVkz2imM3eDsqq+7VKAEytD6E76HyhQYNFakVXMq8RH1GPZeyLlGSFAdZEL877H56NzJ6uzwEh/SyoNFCuj0ydptTp+x/STjZqZ5dXzBcclEyHqPLO4ws7bCyc0iJiIjPR2V2AlXhxXJVOc9XdpFlmSV/QB2p3T9e+zRZj0ivh1kVIi9S1uNZEKJEcKpsbXXzYOSXcbkcAKSnv0JV5aexWJ69pwOUF4+JiQneeecdZmaUi7pWq6WhoYEbN26Qlnb0+rUsy/hndti9vYDn3hpIykuQNmEvK5KNPv3ZS0yeHSejd/YaViN9LjqDgfLGFi689D5KGq48d8Oq1xWIlGWG1vF795Vl9Fryq1IprU+nuC6DxOfsfXlaAsvLigBpb8d1u53gavTduDYxEWtzszqia6qqiqkICYQCPNh4ENULsuhaPHBesilZER+Zl6jPrKcuo44EY4w3AO+u7st8hN+vj4F8yN28wRre/bJv/DbrAhhPztfEGwipky77xcf81iECKUx+ioWqHCXrUZWdqI7cPuuorSckMeGJFh17/3Y9ZdbDvk+AlFiMGEXW45kQokRwKgSDO4yNf4H5+T8FwGBIp7LyV8jO+rvPN3oryzgcDt555x3m55VUuU6no7GxkevXr5PyDIvQ5KCEe2CV3dsLBOYjd+zGkiQSruVhuZiO5hnvvJSG1c5ww2pPVMNqUU0d1TdepbL1Oibr89nmby65lCbVe2ssjm1FrWqxJBqiyjJG88m/DIR2dnB3danZEP/4eNTjGpMJ65Ur2K61Yb3ahvlCNZpj9FM5KsuuZTUDsjcR45eiJ3q0Gi0VKRVqGaY+s56SpBj2sqjL5+5GG5DtLh1+vi0zIj72LNjTyuCYnX33CIQkJtdcjCwpTacjYREyve7a0/sHyEo0KeIjK5GqnD2zsUQSnmGr7V7WY8zlY8wT7vVw+RjzeJn3Bh6Z9dBpoNhsOrTRVGQ9jh8hSgQnzsrq1xkdeROfX9m5kZv7A9grfgmDIeWZP6ckSYyMjPDuu++yuKjcser1eq5cucL169dJeobV8KFtH7sdi7g6liLW73oN1ktZJFzLw5j/bHe8khRidjDcsNp5C/++Js3MkjIu3niVqusvk5j27A2rUkhicWybybB/yPZK9F1mer5NXXKXXZx04mUZ2e/HMzCAK5wJ8dy7F+2aqtFgrq3F1taG7VoblsuX0ZpOr3l2P/6Qn+GNYQZWBri7poiQJdfBC3mKKSWqF6Q2oxabITbbYwl4H1o+d1cpv/gP202igfTyfb0fl5T3iSfjUhuSZGY23A+Jjx0m11wEQodf+lOsBiqzE5WsR074fXYCKdaj+5Ps9/UYe2jC5XFZjxQ16xE2FdvX6yGyHqeHECWCE8PrW2J05FOsrn0DAIulmOrqz5CW2vbMn1OSJO7fv8+7777LysoKAAaDgebmZq5du0ZCwtGEg1qiuTWPZ3BdLdHoko3YruZha8lBZzt6+USWZVYmxxWH1dvv4trXsJqUmUX1XsNq4bO70/q9QWaGNpjoX2VmaB2fOzJloNVpyK9KDWdE0kl6jjLT0yBLEr7R0UhfSHf3gQkZY0lJOBNyFVtrK7rk5BON6VEsuZaiekHur98n8JCTqFajpTK1Uu0DuZR5iaLEGI0Vuzeisx9L92B1BORDRlr1Zsi6uM987JLyf9Pxl5BkWWZ+y6NMvOw1nYZ3vPiCh1/8E0z6qJJLZXYilTkJZCaYjvy93QwEGXP7cLi8OMLiw+H2MuPx8yjpsZf1OKzRNN2gE1mPOECIEsGxI8sS8/N/xtj4FwiFdtFo9BQX/QQlJT+NTvdsPQuhUIjBwUFu3rzJ2toaACaTiZaWFq5evYrNdrQ7Vjkg4b77iBLN9TwsFzOeyfp9e2WJ4feUhtWN+cjSMLMtgcq2G1x46X3PtYXX6wowdXeN8b5VZu9vENr34m9OMFBSm05JfQaFF9NOvCwTmJ9XMyGuO3cIbUSbZOnS05VMSFsbtrarGPLyTjSew/CFfAyvD0f1gqy4Vw6cl2pKVUswe1mQU98PI8uK0+niQwLEOXf4+Za0fc2n4ffpdtAd789dlmVWd3zREy9h8fGocVuzQavaqqsCJCeRvGTzkS78kiwz7wswtk94jLqU92uBw58bFDdT+77RWpH1ODsIUSI4VnZ3R3kw8gm2t3sBSEpq4EL1Z0lIqHqmz7eXGfn2t7/NRviiZzabuXr1Kq2trVgsR8sABLd9uO4s4upcRHKFX9T0WqwNmUqJJu/od5SeHScjYYfVhZFIw6reYKTsSkvYYbURnf7ZGlZdWz4m+leZ6F9lfnQLeV8BPinTQnlDJqWXMsguS0Z7gmWZ0NYWro5OXO23cbW3E5ieiXpcY7VibW4Ki5BrmCrtp2uqFl5St+cJsrek7uEsiE6jU7Ig+0oxhYmFp3uXLEmwMQ6LA7DQp7xfvPvo5XOppdHiI7deGck95pg3Xf4oj4+90svWI8ZtDToNZRkJ4ZKL4nRalZ1IYZoV3RF+F32SxES4wVTNeoTFh0d6dMkl32RQsx12m/K+0mom0yh6Pc4qQpQIjoVQyMfU9H9gevoryHIAnc5GefkvUJD/w2g0R2+c22tg/fa3v83SklLft1qttLW10dzcjNn89BkXWZbxTzuVKZrBNfZyu7pkE7a2XGzNRy/RBHxexsMNq1P9PUh7/RIaDUU19arD6rM2rG6vuhnvW2Wyf5WlCWfUY+n5CZRdzqT8cuaJLrmTfD48vb1qScY7NERUx6xOh6W+PtIXUl+Pxnh6u258IR/31+9HekFWBljxHMyCpJnTogTIqW/J3bNfXxwIv/UrGZDD+j90RmXaZb8Aya4B8/GWuna8AWWb7dK+iZflHVYfM25bkm4Ll1wS1L6PkoyjeX1shUsuo+EmU0WAeJl+TMnFoNFQajFht0WyHnabmXKLiYRj2C0jiC+EKBE8N1tb3Qw/eB23ewKAjIzXqKr8FGbzs6Xrp6en+da3vqWO9ppMJq5du8bVq1cxHaEZUg5IuAdWlBLNgks9bixNjkzRHKFEI0khZgbv8uC9t3F03o5qWM0qKefCjVeeuWFVlmU2FlyM960y0bfK+nz0BSunLImyhizKLmeQnHkyF1Q5FMI7/ABX+23c7e24e3qRfdEXKWNFOba2a9ja2rC2NKM7Yg/PM8cmyyy6FqN6QYY3hglK0Sl8nUZHVVpVVC9IQcIp7rkJ+mF1OCJAFvoVO/ag9+C5egvk1EJug9L7kXtJsWM/xuVz+8dtI2Zju48dty1Itezz+VBKMOWZTz9uK8kyC76AmulwuCOll1X/o0suiTotdps5IjysyubaIrMJwyn45QjiAyFKBM9MKORjYuKLzMz+R0DGaMyksvKTZGX+nWe6CCwuLvKtb31LdWDV6/W0tLRw48YNrNanvxAHt8Ilmq7nL9FEGla/w4PbNx9qWM3mwg2lYTW94OiL/GRJZnnKyUTfKuP9qzhXIxcKjVZDfmUK5ZczKb2UeSK27rIsE5iZwdV+R2lOvXOH0HZ0+UCflYXt2jWlQbX1KobsrGOP4zC8Qa+SBdknQlY9B51F083pUb0gNRk1WPQn29SrEvAqEy+L/RERsnIfQv6D5xoTlMxHXkNEgBxj/4c/qIzb7pVeRpaUBXOPG7fNTjKpzaZ7Uy/2rARsTzlu65PCUy4uZbrF4faFez8eX3LJMxlU0VFhM2MP/ztLlFwECFEieEaczrsM3f9F3G5FQOTm/iPsFZ/AYDj6KO7a2hrf+c53GBpSNt5qtVoaGxt5+eWXn3q0V5Zl/FPhEs3QvhJNignb1aOXaJyrK9x/99tKw+pCpNHQnJBIVdsNLtx4H3lVF478IiqFJBYcW0z0KT0iru3IBWxvv0z55UxK6jMwP8PUz5MIrq/juhMWIbfbCSwsRD2uTUjA2tqqlmSMpaUnfqGQZZn53XnVE2RgdYCRjRGCcvRdtV6jpyqtKsoXJD8h/3QuZH4XLA0+JECGD5+AMSeHhUdD5H1a2bHYr4ckmel1V1TJxbG8w8Sqi+Aj1Eeq1UBVTmTapSpst55sfbrfr+1AEMchvR7TXh+PmPBFr4FSi4lKm5kKqyI89no/RMlF8DiEKBEcCUkKMDX1O0xN/wdkOYTRmEF19WfJzHjtyJ9re3ubd955h76+PuRwr0JdXR2vvvoq6enpT/U55EAId394imYxUqIxlSklGvOFpy/RBP1+HF3tDL39Tabv9av9E3qDkbKmVi6+9Coll47esBoMhJgd3mSib4XJu2v4XJGLrcGso6Qug7KGTIpqjn9iRnK7cff0qH0hvgcPok8wGLA2NGC7pkzJmGtr0ehPeGonFOD+xn36V/rpXe5lYHWAde/6gfMyLBlRS+oupF84nSyId1vp+VjojwiQtVEOXUBnTY+Ij70sSErxczeg7o3bKlmPXdXvY2zl0eO2iXvjtvsESGV2IhkJxicKN3mv5PLQhIvD7X1iyaUiXGaxW8OlF5uJYlFyETwjQpQInprd3VHuD/8COztKRiMr6/+iuurTGAxHW6nucrm4efMmXV1dhMINopWVlbz//e8nJyfnqT6HUqJZwNW5hBT259AYtFgvZ2Fry8OY+3QNpnvlmXvf+QYPbr2NzxURNkW19Vx46f3YW65hOkL5CMDvCTI9uM543yrTQ+sE923cNScYKL2kCJHC6jR0huMbUVQ36oZHdd39/RCInpwwVVermRDrlStoj/i1HRWn38nAygB9K330rfRxb+3egR0xeo2e6rRqtQ/kUuYlcm25J58FcW9EN6AuDoQ34B5CYm6k9LKXAUnKey4BsjduO7JXcglPvDiWd3D5D8nCoIzbKhttlZ6PvYmX3KcYt/VLYTt1ly/K22PM7cP9GGOxXJNBzXbYRclFcIIIUSJ4IrIcYmb2PzIx8RtIkh+9PoXqqjfJzv67R/o8Xq+X9vZ22tvb8fuVskVxcTGvvfYaRUVP7smQZRn/pJPd2/N47q9HlWgS2vKwNWejfcqUtGfHyfDN7zD4nW+wOjOlHk/MyKT21Q9Q88prJGc9nUBSP+eun8mBNSb6V5kd3kAKRu6sE1JNlDVkUnY5k9zyZLTPsbxvP8r3ZDJiWtbRcWCZnT4vV+kLaWvDdvUq+qfMQj1rPIuuRXpXepVMyEovY5tjyA9lGVJMKTRkNXA56zKXsy5zIe0CZv0J793ZXYkWHwsDsD1z+LnJRcrY7f4m1Od0QPX4Q4wu7/BgycmDpR0eLCr/ftR2W4NOQ3lmglpysWcpWZCC1CeP227vGYvt9Xq4vThcT1dysUeN2CoCRJRcBKeFECWCx+J2T3N/+F+zvd0NQHr6q1yofguT6ekbHgOBAF1dXdy8eRNPeGIlNzeX1157jfKnWDmvlmhuLRBYeqhEcz1conmKVLEkhZi+28/gd77BePcdQkElw6IzGLC3XKP21Q9SVFt/JGOznQ0vkwPKxMyCI3rHTEq2VR3dzSxKPLY7ysDKCu47d1QhElxejnpcm5yM7epVbG1XsbW1YSg6OSfSkBTCseWgd7lXzYQsu5cPnFeUWMTlrMs0ZjfSkNVAadIJ9qrIMjgX9mVAwkJk5+ACPUDxANnfgJpzCWzPLtyksM36g6WwAFlUSi9T666o3489tBooybBFJl7CGZDi9MeP2+6VXFTxsa/ksvKYkkuCTquWWSr3CRBRchEcRiCwhcczg9s9xcrKyIk/nxAlgkORZZn5+T/DMfYWkuRBp7Nht3+CvNwffOqLSSgUoq+vj3feeYednR0AMjIyeP/738+FC09uEg1ueXG1L+LqOliiSbiWhyHn6Uo0m0sLDL39LYbe+Sa7G5HehazScure911UX38F8xFGW7eW3Yz3rTDRv8bKVLSHSGZRImUNGZQ1ZJGaaz2WC6/k8+Hu7sZ18z1ct97D5xiLelxjNGJtuoI1bFp2ksvs3AE399buqQJkYHUAV8AVdY5eo+dC+gUashpozFJESIbl2ff6PBZZhq2Z6AbUxQFwHZzUAQ1k2KObUHPqwJLyzE+/6fKr4mNkaYfhJWXs1hM4vPSSkWCiOieR6hwl+3EhN+mJ2239ksSkxx/OdnhVn48n7XLJ3T/loo7YmskWJRfBPmRZxu9fxe2ZxuOZxuOeVkSIR3kfDEYm8lyuR/++HRdClAgO4PUuMvzgdTY2bgKQktLKxQu/jsVS8FQfL0kSQ0NDfOc731FdWJOTk3n11Vepr69H95gLplKO2Gb31oJSognfWepSTCRcy8PW9HQlmoDXy2jHLQbf/gZz9wfV4+aERC689Cq1r36QrJKyp/p6ZFlmbXZXdVXd2Od5ggZyy5OV0kxDJkkZx9OI6Z+eZvfme7hu3sTV2Rm9R0ajwVxTE73M7ghmckdhzbNG30ofvctKOWZ4Y5jQQxMnNoONhswGNRNSm1F7Mg2pe1twVQfU8Jt36+C5Gp3i+bGX/chrgOzaZ94B4wuGGF9xMbLsDJddFCGy7DzcbMyk16plF0WEJFGVk0hm4qNHu53BEGMur2Istq/kMvUUJRd1wmWfz0eiKLkIwshyCK93YZ/Y2C8+ZpCkR/vWAJiM2VgsRSQmZAO/daKxClEiUJFlmaWlrzLqeJNgcAet1kR5+S9SWPBjaDRPLmnsubB+61vfYjlcUrBarbz88ss0NTWhf8xUhyzJeIbW2XlnlsBcpCfCVJ5MwrV8zBfSnliikWWZRccIg29/g5Hb70bMzTQaSi41UvvqBylvakVveLKokSWZpYltxvuV0szOesT8SqvVUFCdSll4dNeW/PweIpLbjauzE9fN99i9eZPATHSvgz4rC9tLN0i4cQNbWxu6lJTnfs6HkWWZye1JelcipZjZndkD52Vbs2nMblRESFYjFSkV6I573b0UgjVHdA/I4l3w7xw8V2uA7IvRDajZNWA4ujCSZZnFbS8PlpwMLyrNpw+WnI8duS1Ms1Cdk6SKj+rcRErSbYf2fciyzKo/yKjby0jY00PJfnhZfkLJJXrKRREiJRZRchEoSJIPj2cOj2c6Ijw8M7jd03i988jy4b1LClrM5nyslmIs1iIslmKsFuW9xVKETqf8LTmdToQoEZwKfv8aD0Z+hdXVvwUgKekSFy98AZut/Kk+fnp6mm9+85vMzioXsad1YZWDEu7eFXbenSO4FhYRei22xqcv0bi2NrkfblrdvwQvOTuH2lc/yMWX309SRuYTP08oKDE/uslE3yqTA2u4nREPEb1BS1FtOmUNmZTUpWN6yobaRyHLMv7x8XA25F3cXd3I+6dkDAasjY0kvHQD20svYaqsPPaUuz/k5/76fUWELPfRv9rPlm8r6hwNGuypdlWAXM66TG5C7rHGQSgAqw8OuqAG3AfP1ZuVjMf+KZisi8/kgrrjDYQbT5WmU6X84mTHe7g4SDLrVdGxl/moykkk4RCzMVmWWfIFGHF5GQ1nP0ZdihDZCh5e2gHIMRoO7HGpsJnIMRpEyUVAMLiLxzNzaMbD61vk0LH1MBqNEYulSBEb1uLwv5X3ZnM+Wu3prYh4HEKUCFhZ/ToPHvwygcAGGo2e0tKPUlz0k2i1T/71OMyFtbW1levXrz/WhVXyBnF1LLHz3jzSjnLx11j0JLTlknAtD13C4/9AQsEgk/09DH7nG0z0diKHHST1RhOVV69T+74PUlBd88SmVSkkMTeyiaN7hcn+VXzuyAXJaNFTUp9OeUMWhTVpGIzPlw0I7e4qo7rv3mT3vfcILkY3Xhry8rC9/BIJL72EtfUquoRn25vzKLZ92/Sv9KtZkMG1QfxStPuoWWemLrOOhswGGrMbuZR5iURj4vEFEfTDylC0B8jyEIQOKYMYbErPx/4m1IyqI7ugBkMSU+vuSN9HeOplbvPwlLVeq0y9VOeG+z7CAuSwkVtZlpn3+g8Ij1G3F+cj/ES0QEl4l0tluM9jr+dDlFxebGRZJhDYDAuPadyeGTyeKTXjEQgc9PPZj06XECU29osPkynnqTLeoPQDbm1tsbm5qb5tbGyw8JDZ4kkgRMkLTCDgZNTxJktLXwUgwVbFxYv/lsTEi0/82Gd1YQ3t+Nm9vcBu+wKyV7lj1CUZSXgpH1tLDtonWFyvz80y+PY3uP/ut3Fvb6nHc+1V1L7vg1S1vfxETxFZklkc38LRtcJ43wqenUiGwpJoUPtD8qtS0emffXRXlmV8w8Nqb4i7vx+CEdGjMRqxtrSEsyEvYywtOba7YVmWmdudU8dy+1f6GdsaO3BemjlNHcttzGqkOq0ag+6YnGSlEKyOKD0gC70w36tkQA6zYTclRZdfci9BejkcsSy0uuNTSy7DizuMLDsZXd7F/wiBkJNkVvo+ciO9H+WZCRgf+rlLssycL6CIj33CY9TlZfcRzaa6PVdTq5kqm5nK8FuZxYTlmEbCBWcPWZbw+VceaiiNlFuCwUNKlPswGNIOlFesYfFhMKQ/9WuI1+tVxcZ+4bG5ucn29rZqaLkfn+/wHqrj5Eii5K233uIv//IvefDgARaLhWvXrvH5z3+eqqpnW0sviB3r6zcZfvBL+HxLgJbi4n9BWelH0Wof3x+xvb3N22+/TX9/f5QL6/ve9z7S0tIe+XHBdQ87N+dxdS9D+AKhz7SQ+EoB1oYsNI+5+PvcbkbabzL49jdYHI04klqTU7j48vupffUDT9w9I8syK9M7OLqXGetewbUV+eMyJxioaMyioimL3IoUtM9Row9ubuK6fVvpDbn1HqHVtajHjSUl2F56iYSXX8La1ITWcjwNoUEpyMjmCH3LfWom5LBdMSVJJcpYbjgTUpR4TOPCsqw0oc73KiJkvlfJgjw0mQOAOQXyLj/kglpyJBt2byCEY3mX4XD2Yy8LsrZ7iOABLAbdvqbTRKrCPSCptuiMnCTLzHr9jG7tFx7KtMujzMX2mk1V4REWIWVWE6ZjsJYXnD0kKYjXO69mPKLFxwyS9PiLu8mUExYeBzMeev3TZS4lSWJnZ+eRwsPjeXxzq16vJzU1ldTUVNLS0khNTcVgMPC5z33uqb8Pz8KRRMk777zDhz/8YZqbmwkGg7zxxht813d9F/fv38dmO95Us+BkCAZdjI1/nvn5PwXAYinm4sUvkJJ85bEfd5gLa1VVFe9///vJzn60qZR/YZedd+bw3F1Vy52GwkSSXinAfPHR/iKyLDM/PKQ0rd55j2BYoWu0Wsoam6l99YOUXm5C9wRL9PX5XRxdyzi6l3GuRZpVjRY9ZZczsTdlUVCV+sxmZnIohHdwUM2GeO7dU6ZEwmisVmxXryrZkBs3MBYWPtPzPIwr4OLu6l1lMmall7urd/EEo19k9Fo9Nek1aiakIauBNPOjheORcC6EBUhYhCz0gWfz4HkGmyI88i5DfiPkNUJqyVO7oEqSzNymRzUc2+v7mFo7fNGcRgMl6TZ15LY6J4kLuYkUplqjxGYoLD4617YjmQ+Xss3W84iGVoNGQ5k1LD6sigCpspkptRgxCvHxwhEK+fB4Zw7NeHi9C8jyoxuXNRodZnN+ONPxkPgwF6LTPd00XSAQOFBi2f//vdfqR2Gz2VThsV98pKamkph40FtJaXQ9WTTyYTmap2R1dZWsrCzeeecdXn755af6GKfTSXJyMtvb20+9bE1wPGxtdXN/+BfxeJTJjoKCH6Gi/F+j0z263BEKhejq6uLtt9/G61Uu6iUlJbz22msUPuICuzfW63x7Dt9o5EJlqkwl8ZUCTGXJj7w739lY4/4732bw7W+wtRTpuUjNK6DufUrTqi3l8bb2WytuxrqXcXSvRI3v6o1aSuszqGjKprgm/Znt3YNra+y+917YN+QWoa2tqMdNlZXKpMxLL2FpbERrfP4GsmXXMn2rfWomZGRzBEmOvnNPNCQq3iDhTEhtRu3xuKS6N8Lll31lmN2lg+fpjEoT6p74yG+EjMqnLsFsuwNKxmM50vcxuvRou/VUq2Ff46kiQOzZCViNEaEalGSmvb5w2cXHSLjkMub24n2E+DBqNEqTqS0iPCrFpMsLSTC4o/p1PCw+lCzzo9FqTYrQsEQ3lVosxZjNeWi1TzEFKMu43e5DMx2bm5uq/9OjY9CSnJwcJTb2//txQwiHcRrX7+fqKdkOrzl/XNre5/NF1aFOQ2kJogmFfExM/iYzM38AyJhMuVy88HnS0q4/9uPGxsb4P//n/7C2ppQgcnJy+OAHP0hZWdmhokKWZLzD6+y8PYd/NvzHogFLfSaJLxdgzD/cIyIUDDDe3cHgd77B1EAfcvhiazBbqL72ErXv+yC59urHlhl2NryM9azg6FpmdSbyh6rVayiuScfenE1JXQYG09EbCeVAAM/AALs332P35rv47g9HPa5NTMR27ZqaDTE85f6eRz6fLDO7M0vXUhfdy930rfQxvzt/4Lz8hHw1C3I56zLlKeVon7KR7ZH4dpSyy14WZL4XtqYPnqfRQuYFyL8cESBZNU81BeMPSkys7apNpyPhLMjitvfQ8406LRVZCYrwCE++VIc9P/Z+JwKSzJTHx3e2dyMTLy4v4x4fvkeID7NWQ8VexsNqptKmCJFiswm9EB8vBEpj6braSBrdYDpNILDx2I/X6RLC/RzFB/o8TKbsp2osDYVCbG9vP1J47K3keBQmk+mA2Nj7f1JS0mN9oR6FLMmEnH5CGx6CG16CG15CG14259ee/MHPyTOLEkmS+Nmf/VmuX79ObW3tI8976623ePPNN5/1aQTPiXNnkPv3fwGXywFAbs4/pLLyVx5bl9zY2ODrX/86IyOKpbDVauW1117j8uXLaA9JU8tBCXf/CjvvzBFc3Rvr1WBryiHxpXz06Yf3TeysrzHwja9x79tfj2paLbhQS+37Pkhl63UMjzEFczv9jPeu4OheZnEs4jqo0WoorE6loimbsoaMZxrfDSwusnvzppINaW8/sE/GXFMTyYZcuvRcm3VlWWbaOU3XchfdS910L3Wz4lmJOker0VKVWqUIkOzLXM68TLbt+XaxEPAqky974mOhV2lMPWysMK08nAEJi5DcejA+uWS74fIzvOjk/oKT+4tOhhedjK/uEniEG1h+ikUVH1U5SVzISaQkI2K3vrdQ7o7Ly+j6lur3MeH2EXhE0tei1WDfV27Ze19oNqITY7bnHlmW8PmWHpHxmCEU2n3sxxsM6fvGaIujMh4GQ+pT9WQd1lS69/9HNZXuJykp6dBMR1paGhaL5Zn6wiRvkOB6WHBseqPER3DTy2GOfX7fIT1ix8wzl2/+1b/6V3zta1/jvffeo6Dg0U6fh2VKCgsLRfnmhJGkAFPTv8vU1L9HloMYDOlcqP4smZkfeOTH+Hw+bt68SXt7O6FQCK1WS0tLC6+88gqWQxoyJV8IV+cSuzfnCIU9PTRmHQltecpYb+LBu2ZZlpkdukf/3/41Y1131FFeW2oaNa+8Ru2rHyA1N/+RMXpdASb6VxnrXmbuwWZkl4gG8ipSsDdlUd6YheWQ534ckt+Pp7tb6Q157+YBK3ddSgq2GzeUbMj16+gznt02XZZlJp2TqgDpWu5izRN9B2LQGqjLqKMpp4kr2Ve4lHkJm+E5+rZCQcULZL8AWb4P0iGGSkn50T0geQ1geXzJTJJkZjfdqvjYe/+o7EeCSR/p+8hVMh+V2YkkWxQB6ZMkJtw+tdl0L/sx6fERfMQrllWnDfd6RE+8FJqNaIX4ONdIUhCfbyGc7ZjG7ZnC41YyHl7vDJL0uGyDBpMpZ19fR0lUuUWvf7IL8P6m0sMaS4/SVPqw8EhJScHwFIaPDyOHJEJbvmixsRERIZL70T0vAGg16FNN6NLM6MNvLkOA3Ovl8Ve++emf/mn++q//mnffffexggSU1NJR61aC58PlmmDo/sfY2bkHQFbm91BV9WmMxsPLbJIkcffuXb75zW+yG84IlJeX83f+zt8hM/Og6Vhod2+sdxHZo/xiaxONJN7Ix9aag9Z88NfK73Fz/+bb9H/9r1mfi7iVFl6so+G7v5fypquPbFr1e4NM3VvD0bXCzNA60j4Fn1WciL05m4orWSSkHq1/wj87y+677yrZkI6OaCt3rRZLfb2aDTHX1DzzPhlZlpnYnlDLMd1L3ax7o/0GjFoj9Zn1NOc005TdRH1m/bP3g0gSbEzsEyBhW/bgIS+M1vRI+WUvC/KEbbh7ky/3F7f3ZUB22PUd/iJXnG7lYm4SF3KTuJibFN50q9zdeUMS4x6l5+Nbi2uq38ek59HW6gk6bdSUy17vR77JIMTHOUaSAni9c0qGwx1xLXW7p/B6557QWKrHbC44NONhNhei0z35GvW8TaVWq/XQEktqaioJCQmHZqEfhyzLSK4AoU0fwb0yy3ok6xHa8j3OSw0AbYIBfao5Snjs/VuXbEKj1RDwetleXWZjZZGFqckjxfgsHEmUyLLMRz7yEf7qr/6Kt99+m9LS0pOKS/CMLC//NcMP3iAUcqHXJ1NV+Smys7/vkem9ubk5vva1rzE/r/QspKWl8d3f/d1UHuIgGtzwsnNzDnf3MnIgPNabYSHx5QKsjYeP9W4szNH/9f/N0DvfVG3fDSYzF19+Hw3f9b1kFJUcGlcwEGJmcANH9zJTd9cIBiJNnen5NiqasrE3ZZGc+XhPkv3IoRCegbvsfufb7Hz7O/jHx6Me12VmkHDjJSUbcu3aM1u5S7LE+NY43cvddC110bPcw4Y3ujZt0pm4lHmJpuwmmnIUEWJ6ihfGg1+UDM756B6QhX7wbR8815h4cBImpeixkzCbe+WXcPZjaMHJ2OouoUP6NIx6LVXZiVzMTeJinvJWnZNIotmAOyQxFm4y/U+bW4zOLzHi8jLt8fOoFV9Jem3UlMvev/NMwt30vCJJ/n1W6XvZjqnwRMs8svzoC79Wa3xomqUYi7U4bByW+0QzyONqKj2sxJKSkoL5GfZTyQGJ4OYhmY7we/kRTeAqei36NBP6NEtEcKSa0aeb0aWa0Zp0hIIBnGurbK4s41xZZtuxxPbqivLv1eWo0ro38Dir+uPhSKLkwx/+MH/2Z3/G//gf/4PExESWlpTu4+Tk5EPT+4LTQ5J8jDo+y/z8/wcoS/Rqan4Ds+nwpsudnR2++c1vMjAwAIDRaOTll1/m6tWrB3bUBJZc7Lw9i/vuKntXEEN+AomvFmCpyTgw1itJISZ6uuj/2//N9N0+9Xhqbj4N3/291LzyGibrwVJEKCQxN7yJo3uZif5VAt7IH1xypkXJiDRlkZ739EvVJLcb1+3b7Hz7O+y+/TahjX3iQK/Hevmy6htiqqp6ttqsLOHYdKhZkJ7lHjZ90eOxZp2ZS1mKCGnOaaYuow6j7hmmclxrDwmQPnCtHDxPZ/r/t/feYXLc15nuW1Wdc0/OM8g5EYkgBQYQIghSokhKVFxZcpBtWd5r2Wtf2buWaK29KwdZXlurleRdBXt1rQBKJE2KYAQBJgAEkXOaweSZTtM5d9X9o3p6uicCFAEMwN/7PMVp9lRXV02hq74+5zvn6L6PUhTkFqieP2UvEE3T6A2lKqIfpwaiDEyRfvHYjCxrco0JkEY3c2vtSJLExVSG0/EUuxJpvnU+zJmi+JjqS5vboLBonPBYJKbZ3rRUltIWIx7JSySLpbRMKVNBli3F+Syj4qOjTHjM3LF0MlNpufiYyVRqMplKgmO88HgnplJN1VDj2VKUY7y/Q41Ovz+gN5+cLNJhqLIiO4xoqMRDoaLIuETk1BAR3zBRv4+Ib5h4KFgqLpgaI5LsQTZencGf5VyRp2SqC8QPfvADPvvZz17WNkRJ8LtPKtXL8RP/sZSu6Wj/PHPmfHHSbwb5fJ59+/bx6quvlj6Aq1ev5p577sHprDS/Zi5FiO3uI31m7EZunu/BeVcL5nmeCf8ektEIx3e9wLGXdhL1F2+UksS8tRtYfe8DtK9YPaHtu6pqDJ4Pc/7tYS4e8pNOjClxh9dciojUtk2smZ+KnM9HfPdu4rteIbF3L1qZp0l2OnHccQeOLXfjuOMOFOeVt1BXNZVzI+d0P8jQAQ76DhIZF5mwGqysrl3NugZdhCyvXn7lnVLTET3qUeqIehgiPRPXkxR9IF1TeSXMUpji/TL5YvqlTHycHowSmyH9Uh4BqXeaGcjmOZNIczqe4kwizZlEivOJDNkpLilVRqUkOhbaLSwuipBaIT5uOgqFVNFMeqki1ZJKds84o0VRbFitHSXxoUc9OrDZ2jGZ6mb8tzJqKp3M23GlptLx4sNms13xv1U1kycfykyoZMmPGkqnMkkVkczKOLFR9thjAYNEKhoh4hsm4tMFR8Q/XBQew0T9ftTCDP4RFCTZrS+Kq/jYNfacrIuRdDrCH//LI7PHU/IrtDQRXCX8gZc5deqPyeejGAweli39OjU1d09YT9M0zp07x/PPP0+oGC1obm5m+/btE3xB6Ythoi90k+0ulm9LYF1eg/POFkwtE2/iQxfPc+T5Zzjz5qsUiuE9i8PJii33sur923HXVUZrNE1j+FKU8weGuXDQRzIy9m3A6ix2V11fT+Nc94yTgUe3lzl3vpSWSR87VvF7Y3Mzjnu24NyyBdvatUhXaBorqAXOjpwtmVIPDR8imq0sbbcarKypW1PyhCyrXnZlIqSQB98p6HsL+t7Wl+D5ydetXlDZC6RhxZQTccPJ7JjxtChCLvjik068NSkyCxscZQLEzZJGJwVF4nRRfDyfSPOPF/s4k0hNOdvFpsgstltYYrewxGFlcTHyUWt6l9rXC2YF+XyirIR2LNpxOT08xkppy8VHB1ZrOyZTzbQ3fk3TSCQSJcERCoUqHieTkwxyrHhvZdJIxzs1lWoFjUIkU1G5MiY+UqiJmQyloHjKBIe3UnzINgPZVJKIbxj/qOg4rQuOUQGSn7H9u1QmMoo/lbHHSLrYktQ8puwIxnwIWQtRkHpJKXkCioVzZg+H7J4r+tu8E8TsmxsUVc3R2fkNunv+GQCXazUrln8Ti6Vpwrp+v5/nnnuOi0UPhcPh4P3vfz8rVqyoMFdl+2JEnr9E5nxYf0KRsK+tx3FHC8aayptePpvl3L7XOfz8MwxdOFd6vn7ufFZv+wCLbtuM0VTpkUhEMpzdN8SZvYOMDI1dOMw2A3NX17JgXT3NizyX1V1Vy+VIHjxIbNcu4rteIdfXV/F7y8qVOLfcjePuLZgXLriibzd5Nc/Z0NmSJ+TQ8CFiucp8ss1gY039GtbXr2ddwzqWVi/FeBnNkErE/dB3YEyE9B+avCW7u63YC2TNWCWMxT1hNU3TO5+eHBf96A9P7vr32IwToh/NVTYuZbJjAiQ6wpnBQQYzk+eRDRLMs+niY3GZABHVLjcPpeZhZamWZFL3eGSzE8cYlGMwuErplVGfh83WUSylrZr2M6mqKtFodILguNw0i81mm7J3x5WaSjVNQ0vlS0Jjgr8jnGHS9sJlyDZDRVpFqTKPPXabyeczRP1+RvxF0XGs6O/wDRH2DZGdQWgBIDkqhIYku5FlF5Li1n8nyUhqAVM2pIuOfJiCNEBSKeBTzJy3eDlqbyJudAAOoI1qu4mWKhstXivLvDbuMOX57f912X+6d8Sv1NH1nSDSN7866cwQJ078AZHI2wC0tnyW+fO/NGH0dCqVYvfu3bz11ltomoaiKGzatInNmzdXVETlfEmiL3aTOl4sS5Ul7BsacG1pRXFVCotowKf3Fnn5eVIxPVqgGAws3LSZNds+QMP8SoNsIa/SfTzI6TcH6D4ZQit+eA1GmTmra1mwvp62JVWX1V21EIsRf/VV4rteIf7qq6hlxjPJbMa+aZOelrnrLox1dZf998yreU4HT5dEyGHfYeK5yt4FdqOdW+puKUVCllQvwXAZU5T1N8jqg+j6DuhL71uTNyQzu6B5LbSsh5Z1ughxTKx+KqVfxvX/iKUn/0bWVmUr8364WNToJGuSOZNMczqup13OFHt9TJVZbjYbWeKwVkQ/5onZLjcFuVyUVOpSSWyMVbXMPJXWaPROkmppx2bTe3hMRz6fr0itlIuPcDg8YzWLy+WiqqqqwuMx+vhKTaVaXjeUlkc6CsGxFIuWnsFQqkiVqRVvZZpFM0As4C9FNkpRDt8QI8NDpKOTGNPHI1krUyoVAsSJJBnGREchhKSFKUhJkrLKsNHCObOXo9ZGUmVVfR6bkRavlVavLjxaiwKk1Wuj2Wut6I4MN0BHV8G1JxR6gxMnv0guF0JRHCxZ8tfU122vWEdVVQ4dOsSuXbtKocxFixaxbdu2iu67+XCa6Es9JA8O6yleCWyr63BtbatoeKZpGj0njnLk+V9y8e39JVOUo7qG1e+/nxVb7sXm9lTsQ7A/zuk3Bzm7f4h0fOybdsNcF0tua2L+2jpM1pn/+WX7+om/8grxV3aReOtAxZRdpaoKx1134dxyN/bbbkOeYTrwKDk1x6ngqVI65ojvCIlxUQqH0cHa+rUlY+qiqkWXL0Kig8UIyAHoPQCDRyA/3jAqQe1iXXy0rIfWDZO2ZI8kc5wcZz693PTLkkYXNdVW+goFTsdTnE6keSYR5vyxoSnnu3gNCosdFhbbxwTIIrsFl+GdlUMLZge53EhZD4/KVEsuN8nMojKMxupS19JyY6ke8ZgYtSunvGlYuegYnUQ7HbIsV0Q4ysXHlaZZNE1DjecmRDnyoRSFUIZC9DLKZ52mScyk+iLZDSQiI0R8Q0T9PbrgOFEUHb5BEqEQzPj93zROaIxLs0gmXXTk9EiHlIuQl0IkZY0ho5mzliqOWRvJKGORDqfZUIp0LPXauLdMeLR4rTgtsy+lKkTJDYKmFei69C26uv4J0HA4lrBi+f/EZuuoWK+7u5udO3eWKqNqamrYvn078+bNK61TiGeJvdJLfN9gqWufZUkV7m0dGBvGqmIyySSnXtvFked/Sai/t/R867KVrNn2Aeat24hc5jZPJ3KcPzDMmb2D+LrHohg2l4lFtzaw5LZGvA3TNwDTVJX0yZOltEym2FV2FNO8eaW0jHXVysvqHTJqTN07sJf9g/s55Ds0YXid0+Rkbd3akjF1kXcRyuXMbMln9B4gpSjIAYj2TVzP4ilGQNZD63o9IlKWhtE0jf5wMf1SJkCmSr+4rZXVLx11DrI2hfPpDGfiaf49keZvBwYIdU/+Dc8iSyy0WVjssLDEbmVJUYiIipcbE71demhSY2ky1U0+P70AMJnqJol2dBSbh01tBv9V/R0mk2lS0eH1enG73VeUZlGzBb1yJZie4O8ohNKlNgZTIZnkouCwYvDq6RWlulhK6zGRTieI+IYIjVauXNJTKyPDA8QDQbQZIjtjZlLXhDSLJLtAsiChYs6OYCiEkAoRCoU+EmovA0Yrpy1VHLfUky+JDrCZlFKUY6nXyraS4LDR6rXhfgfdrK83QpTcAGSzQU6e+k+EQq8B0NT4URYufKxikmQ4HObFF1/k5MmTAFgsFu666y7Wr19fKlNT03lir/UTf62/VN9unuvGta0Dc/tYKC7Y18uRF57h5J5d5NLF3iIWK0vv2MLqe++nprW9tK6mavSdGeH03kE6D/spFM2PsizRsaqGJZsaaVtWNa1PRM1kSO7bp5ftvvIKeV9ZiassY7vlFhxbtuDccjemjo7L+psNJYbYO7BXFyJD+yf0CXGZXKytX1tKxyz0LpxZhGgaRPrGfCC9b8HQMSiMy29Lsj4HpmWdHgFpWa+3aS9eYDVNYyCS5viFIU70RzjWH+FEf4RQYvI8eWuVtRj9cLOw0YHNYyGoaHrlSyLNU4kovecnn0khA3Os5mL0Y0yAdFjNosX6DYamaWSzgbIeHpcqUi0ztUs3mxvGenjYOsZ6eVjbMBim/rLwbvg7JkuxVFVVYbfbL1sEl0c79PRKqqKUVo3NUD4rgeI2T1nJkpNyRP3DjPiLfo5zw4R9Q4SG+4n5/ajZmXp0jJpJK8XGqABBsk8UHeoQcWWIftnKaXMVJyx1FGQ7YAdaMRvkUlplmdfKtqLYGH3Oa7v5evYIUTLLCYff5sTJPyCTGUKWLSxe9Jc0Nj5S+n02m+XNN9/k9ddfJ5/PI0kSa9eu5e6778Zu1y80Wq5AfO8gsd29pdbCxmYH7m0dmBfopb2aqnLh4H6OPPc0PSfGqle8TS2s2fYAS++4B3NZeiTiT3Fm7yBn9g0SD405v6ub7Sze1MiijQ3TtnrPh0LEd+8h/sou4m+8iVb2jUq22bBv3qynZe64A4N3+tw0QDwb58DQAfYO6kLkUvRSxe+tBivr6texqWkTGxo2sMC7YObhddmknnoZ9YH0vT35dFxbzVgEpGW9bko1698uNU1jMJLm+GmfLkD6dAESnESAGGSJhfVOljUVUy81VlSHke58njOJFE8k0lz0+8j5Jg8DN5iMLLaPRT8WO/SSW+tlGIcFswNN08hkh8f18BhrIFYoTBd5kLCYGys7lpaqWtpQlKl7SY36OyYTHSMjI6jq9FGG8U3D3qm/Y9TbUeHpCKXJB1OXF+2wKBiqrRNTLF4Lmk0iOuIvGkh7iQwMM3JogKCvn7jfTz45eU+eyjewT+LnKPN1oOnVK+oIkhYhXwgQI8iAYuGUpYaT5lq0MtFhUmSai6mU0fRKubej1mG+6UTHTAhRMkvRNI2e3u9x8eLfomkFbLZ5rFj+TRyORaV1Ll26xJNPPkk4HAagvb2d++67j8bGRn0bBY3EwSFiL/WUZtMYaq247m3Hulwvuyvk85x981X2P7mjlKKRJJl56zawetsHaFu+amwSa7ZA5yEfp98cpP9cuLQfZpuBBevrWXJb47T9RDKdXaWy3dThw3o79CKG+nocW+7Wy3Y3bkQ2Td9YLKfmOBE4wd6Bvewb3Mcx/zEKZd0eZUlmefVybm26lU2Nm1hVu2r6El1Ng5GusQhI3wHdnKqOM4/KBqhfPhYBaVkH3jkgSXqpczTDsQthTvQPlCIggfjUAmRFs5v5jU7MXjNJm8KFdJZTiRRPJGLEBycPuTsVWfd8OPRS21EBUmUUH+cbgYoBcWXRjtFUi6pOd3OUsViaJng7rLZ2rJa2adulT+XvCIVCM05vH/V3TCY6rsTfoWkaajJf9HWkSlGOfFBPsczo7RiNdlSPVrFYio8tyB4TiWSYiG8In6+XiG+Y4Lk+gkP9xAN+ctHLGCYnWSaJcrjHIiBImHIjGAu66MipYWJShD4lyElzDWfNVWWiowVFlmjyWGj12vT0itdGS9VYeqXOaUYWE6krEFexWUguF+XU6T8hEHgJgPr6D7J40X8rhVhzuRwvv/wy+/btA3QX+r333suyZcuKUQ+N1PEA0Re7yQf09IviNuPa2obtlnokRSKfzXJyz0u89dTPifqHATDb7Kx8/3ZWv/9+XLV69YqmaQx1Rjj95iDn3x4e67IqQetiL0tua2LO6hoMxslTH5nOTqLP7iS6c+eEtu7mJUtw3n03jnu2YFm6dMbeBJeil/SUzOBeDgwdmGBObXO2cWvjrWxq2sT6hvW4zdOY8DJxvSHZqA+k7wAkJ0mBOOrHjKgt66FxNZj0iNFwNM2xvgjHD54vRUEC8Yn9ApSSAHHRUufA6DERtsqcTWd4OZ7iX9IRGJ741kZJYr7NXKp60aMgVlpEm/VZj55q8ZFMdpFMXiKZ6ipVt6RS3dMOiJMkBYuleZyxtKOYamlGlicXHpqmEY/H33V/x2i30sv1d1QMgguO9esYfaxlpvde6N4OK0p1WaSj2oriNZM1ZIgGfQR9w0SGzxA400dgsJeo30c2HJ2xNBeM44TGuIZhGDDlRjCoI0halJyWIEqSPiXMCUstF8xeNGlMdMgSNLqtNBdLZreVV7BU2ah3mjGISOUVIUTJLCMaPc7xE/+RdLoXSTKxcMGf09z8ydJNqL+/nyeeeIJAQL+B3nLLLWzbtg2z2YymaaTOhog+f4ncgH7Dlu0GnHe34djYiGSUyaZTHHt2J2//8kkSI7rPwupys/b+D7F62wOl9u9T9RRx1VhYvKmRxZsacVZNHpbNdncT3fkc0Z07K42qRiP2DRv0iMjdd2NsmthTpZxQOsS+gX3sG9zH3sG9DCUqUydus5uNDRvZ1LSJTU2baHZMMV1Y0yB4oTIN4zsJ41sry0ZoXFUUIOugZQO4W0CS8EXTHO+PcGxPX8kH4o9NLkAW1DlY1uyirtaO7DYxYpE5nU7zVDxNJB+DSaosWyxGljmspaqXxQ4L86wWjOJb1Kyl0lx6SRcgqW6Sya4ZUy2lAXHFvh3lJlOLpQV5ip43qqpOWUZ7Jf6OySIeV+LvUEf7dhR9HZV9O9LTdYoHylqjF1Mthmo93YJdIpYMFctlLxIY6sV3tIeob4h0YAQtdzlm0jJfxzgBAibM+fCY6CBDRPLTa0xyzJyn2+RGlWyADWhGkqDeaSn26bByX1nJbIvXRqPHglGIjncVIUpmCZqm0d//b5w7/1doWhaLpZUVy7+Jy7UC0Gc2vPrqq7z66qtomobD4eDBBx9k4cKFgN4SPvLcJbKX9DCsZFZwbm7GsbkZ2WwgHY9z+KmnObTz30nH9coYR3UN6z/4CCu23IvRbKGQV+k87J+0p8i8tXUs2dRI0wLPpF1Ws339xJ7bSfTZnaRPnRr7hcGA/bZNuLbfj/OeLSjT1Lan82kO+Q6xb0AXIWdCZyp+b5SNrKlbo4uQxk0srlo8uTm1kIeho9C9F7rfhJ69kApNXM/VMuYDadlQ7IxqwRdL68Lj7Qgn+t/meH+E4ehEASJLsKDOyaImJ95qG5LbhN8icTad4WeJNDktAeHKaI5Rklhkt7DMYWW5w8oyh5WlDgsekXqZteTzsbKIR7kAuUQ+P3XaYzTioUc75mCzdWCzdmCzdWA2N005IC6XyxEM+t8Vf8f4ipbL9XdoalmX0uBY+eyoAJlx7L1BLotyWEoCRPYYSWsJoiE92uEf7GX4yCXCw0OkAkHUxEydSdF9HYqnJDTksr4dYMNUiOp9OoiRJU1EDtNtynLCItFjdFWIDoAah5nWKivLvTbuG9ezo8ljwSzK4a8p4ko4C8jnE5w5++cMD/87ADU1W1m65G9LPQB8Ph9PPPEEg4ODACxbtowHHngAm81GdiBO9IXusfk0BgnHpiacd7Wi2I0kwiMc/PlTHH3hl6UpvZ6GRjZ86FGW3nE3isFY7Cly/op7iuSGhog+p0dE0kfLWrsrCvaNG3Hdvx3n1q1TTttVNZWzobMlc+qh4UNkx4W1F3oXsqlRj4TcUn8LVsMkZr1cCvoP6gKk+009GjK+O6rBohtQR/uCtKwHVxP+WIYT/RGOn4twbNcJTvRHGIpOzOnLEsyvczC3wYm7ykreZcRvkTidzvCzdBZIQTwFZQUQLoPMMoeVFQ6bLkKcVhbYzJhEw7FZR6GQGotyFMXHqBCZqYGY2dyIrSQ65hSjHx1YrS0TGhqOovs7/O/I36EoCh6PZ1LR4fV6JwzUnAo1U6isYglVltKOtguYCtlhHEutlCpZzBTMBaLJIBG/D//gWYa6uwi9NUDSF6AQSczYD2SsX0fZUhbxMBaSGAshZC1KljRhJUWPSeKExUSP0YAqWYCxKGyV3VTqSLqtaCRtqbLR6rXS7LFhNQnRMZsQouQ6E4+f4/iJ3yeZvIgkKcyb9ye0tf4WkiShqip79+5l165dFAoFrFYrDzzwAMuXLycfSBF86gypo8VWzzLY1zXgvKcNg9tMNODjwE9/wYldL5DP6Tf6mrYONj70KAtvfR8g0XkkwLFXehm8MGaonKmnSN7vJ/r8C0R37iR18ODYLyQJ2/r1uhC5914MZU3ayhmMD5ZEyP7B/ROm6dZZ63RzatMmbm28lRprzcSNpCPQsx963tSjIf0HQR1XrmdxQ9smaL8N2m6DxlUE0hrH+yOc6Itw7O0BTvSfZnCSKbiSBPNqHbTVO3BUWcg5DQyaJc6kMxzLF4AMpDNQ9tIWi7EU+Rj92WoxCe/HLEJVs6RSvaUoR7kAmWlWi8lUW4x4dOgCpBjxsFrbK0rzy0mlUoRC/QSDwZLgGF0ux98xVRnt5fo7NFVDjZVPoK1MtajxGUpcFQmD11JhJjVUWcBlIJGPEA378A92MtDfSehcP4lhH7mRGEwxE2kMeZLOpGOiQykUMKsjyETIkSai5OkzpThusdFtzJGXjEB9cQGXxUBrlY1FXitbvWV9Oqr0rqQOs7jN3UiIs3UdGRx8gjNnv4yqpjCbG1i+7B/xeNYBEAqFePLJJ+np0afCLliwgAcffBC7wcrIUxdI7B8qmbqsq2pxbW3DWGsjNNDPW/+2g9OvvYJabObTMH8hGx/+GPNuWU82XeDoy/0c291bKuWVZYmOlTUsuW3yniL5UIjYCy8QfXYnyQMHKjoTWteuxbV9O8573z9pa/d4Ns5bQ2+VqmTGl+raDDbWN6wvpWTmuOdMvJHHfWNpmO43YHgSP4ijQRcg7bdB2yZi7gUc7YtxpHeEY69EONH/GgNTCJCOGjvNdXasXgtph4EBM5zLZDmhaUAOcjkoXr8NEhPSL8scVpF+mSWoap50ur/UNn3UYJpMXiKd7mc6s4PB4C6LeJQLkPZJG4hpmlYUHn2TCo9UavLGd6PY7fYpK1ou19+h5QplZbPl3o4U+VBmRoFQMZNltJTWayajpIklAgwM99Lff4Hg2T5iQ8PkguGZW67DJKWznuIcFg+yKmNWwyhahDxpoopGvynHKbPGRZNGVlKAmuICVqNCa5WVDq+NzVW2io6kLV4bbuuN1yBMMDXiSnodUNUMZ899lYGBnwJQ5X0fy5Z9A5OpGk3TePvtt3nhhRfI5XKYTCbuu+8+Vq9eTfpEkKGnT6LGipN4F3lx3duBqdmB71In+/+/HZzb93pJNLQtX8mGhz5K2/JVRHwpXvvpeU7vGyJfdL9bHEaW39HM8juasXsqHf2FcJjYSy8RfXYnif37oaxboWXVSlzbt+O67z6MDZUTgAF6oj3s7t3Nnr49HBo+RF4raw0vKSyvWV6qkllZu7JykJ2mwciloh/kDV2IBC9M/CN650D77dC+CbX1Ni7kazjcG+ZwT5jDb4Q453tpQldnSYLWKhuNdXaMHjNJh0KPEU4X8pzWjxq0QikCMpp+KY+ALLBbxLyX60yppLbc4zEa+Uj1omlTRwAUxV4mOMbSLTZbx6SzWjRNI5lMMjjYSygUmiA+0unpe1s4nc6S2Bi/lM+fmvpYp2gYNhrtiM7QMKx8Am31WLMw1aoRz4Xxh/ro6zuOf7CH6LFBsv4QWiJ3BSkWXXCUl88qWDGrURQtgkqSqKzSZ9I4bVa4aJRJSTJIVYAeTVVkiUa3hbYqGw97bbRW6X6O1iq9bLbGISKO7yXEQL5rTKGQ4tjxzxe7s0rMmfMHzOn4PSRJIRqN8tRTT5Wm+ba3t/PQQw/hxEr4qYsl34ih1ornoflY5nkYOHea/U/8jM5DB0rvMXftBjY+9FEaFyyi78wIR3f10n18LC9e1WRn1T2tLFxfj6Esn1qIxYi9/DLRnTtJvPFmxZwZy7JluLbfh/O+7ZhaKqtc8mqeI74j7Onbw56+PXRFuip+3+5qL4mQDQ0bcJrKvnWqKgTOjvlBevZCtH/cX02C+mWldEykdh2HRiwc7hnhcG+YIz1hYpmJxrt6t4XGejsGr5mYTaHbqBGWJv/n3mw2stxZmX5pE+mX64amaWRzwQpTaTJ5iVSxwmW6Xh6ybNKHxJWMpXOK/z8Hk6lmwjktb5U+mfDIzDAW3ul0Ul1dPanwMM3QbwfGNQwbX0YbSqNlZ2gYZlbGBEcx2iG5DKRIEIj10ztwHt9gN5HBATLDAdRYBmYMdsh6M7BJUiwydkxqCqMUQSNJVCowZDRx1uLlnNFDXJJh3MemxmGixWujraooOkqPbTS6LaJs9gbhWty/hSi5huTzcY4e+23C4f0oio0Vy79FdfUdaJrG8ePHefbZZ0mn0xgMBu655x42rt9IYu8A0Re69U6GioTzrlacd7XQe+Y4+5/4Gb0niwZTSWLRre9j48MfxdvYxrm3hjm6q5fQwJjhs2NFNSvvaaVlkbd0YS7EE8RfeUUXIq+9hpYb+5ZpXrRIj4hsvw9Te3vFscSyMd7of4Pdfbt5vf91IpkxX4pBMrC2fi13tt7JXS130epqHXthqTKm6AfpeRNS4waCyQbdlNq2iULrJs5ZlvH2MBzuGeFIT5jOwMQmSBajTFOdA0u1hZhDodcC6UkmDxskWGizsMxZmX7xivTLdSGXi1T6O8oEyHRt0yXJgNXaWhIbox4Pm20OZnMD0rhuveU9PCYTHzOV0rpcrkmFh9frvSzhoabyevlscKxp2GiqpRC5jIZhLnNZFYsFxWMma8oSSvvo8Z1naKCL8EAf6SE/aiQFucu4rEu2STwdbmTZiUnNYSIGUoIEeQaNRs5b3Jw1eolICto40WE3KcW0ii462opRjtaiCBk/bVZwYyJEyU1ELhfl6NHfIBI9jKI4WL3qe3g860gkEjzzzDOcPq0nEJqamnj44YdxZyyMPHGBXL9+YTbNceH50Dx6+k6y/4mfMnThHACyorD0ji2sf/AjmG01HN/Tx8lXB0gndHFhMCss2dTIyrtb8NTrTb/UTEYXIs/uJL5nD1rZN0HTvHm6ELl/O+a5cyuOoTfay+6+3ezp3cPB4YMVaRm32c3m5s3c2XontzfdPhYNyaX0viA9e6epjLHqpbnttzNSu5ZD+XkcGMhyuGeEY30RUpP0JqjzWnDV2Mi4jAxYIWFV9BKZMhyKzPJi1ctoBGShSL9cc/L5RJnHo9JgOv2EWqlUUmuzzdH7eBQFiN7Lo/JGp2kasVhsSuGRy01v7HS73VRVVU0QH16vd8aOpZqmocZyuuAIVHYrLQRTM5bQSka5KDrG+naoNgjng3SPnGdwqJOR/l5Sg8MURhKQvpzLtnGCiVSSPUiKC5OqYSKBLMVJynmGFIULZjfnjB6CshF1nOgwyBJNHmsp0tFSFulo9Vqpsouo4nuBa3H/FvL1GpDLjXD4yGeIxU5iMLhZs/qHuFwrOXPmDE8//TSJRAJZlrnzzju5fcNtxF/qwffmGdBAshjwPDCHYaWHnX//pwR6LgFgMJpYcc821n3wYdIJCwef6+XC2+dQi+ZXZ5WFFXe3sPT2RszFSZHps+cI79hB5OmnUcvGhpva23Hevx3X9u2YFywoXVzyap6j/qPs6d3D7r7dE9Iyc9xzuKvlLu5svZNVtaswyAbIpaF3H3Tu1kVI/6EpK2PyrZvotK1kb7KFt/sSHN4/Qt9ICooOj9LqJoWaOhu4TfjtMhG7Qs+4Mj6rLLHCaWO108Zql41VTitzrGZkcaG8JoxVtnQWS2nHGolls75pX2s21Zd5PEYFSMekbdNVVSUWizE83DtBfIyMjEwrPCRJKgmP8eLjckpptYJGITxmKh2NfIx2K51pLovsMFY0C5M8RmJqhN54F72BC4T6u0kdGyIfjEFanbEB2dgAuErBIclujJqCiRQGOUFazjMoS3SZnZw1evHJJgoS6JNm60tbq3WaafVaua3KVop0tBSjHg0ukWIRXBtEpOQqk8kGOHz40yQS5zAaq1iz5v9iNHTw3HPPceTIEQBqa2t5+OGH8UbMhJ+6SCGsRy6sq2phvZU9O75P1xG9/NZktbL63gdYc9+DDHXlObarl8GLYwKjcb6bVVtambOqBlmRURMJIs8+S3jH46SPjfUSMTQ14n7gAV2ILFlSEiKxbIw3Bt5gT+8eXut/bcq0zJ0td9LmatM9Ib6TcPEV6HxFT8nkx1UdOBrQ2m8jUreOY/IyXg3XcKg3womBKNlx1QESUFVlxeQ1E3UohBwKmt2gu1SLGCWJJQ6LLkCKImShzYJBdD+9qoz6PJKJzqL40AVIItlJOt2Lpk1tVDAaqyaIjtHW6eMn1I6fSjteeOTzU0cdJEmq6OFRLjw8Hs/MwmO0miWYrky1BFPkRzLTtzGXQPGYx6pYqi1kLXkGUj30hC8wNNRJoqePvD8MicJl+DoAyTqpr8OAETN5jHKSnJJlWIZOk4OzRi9DspncJB8Fh9lQimyM/myrtpW6k4p+HYKZEOmbG5x0epDDRz5NMtmF2VTPmjX/l+FhiSeffLLUIOn222/njrW3E9/ZTeq43jpeqbLguK+Zg0ee5fBzT6MWCsiKgVvuf5DV2x6m83CssqRXkZi/ro5VW1qpa3ehaRrp48cJ79hB9JfPoo72RDAYcG7ZgufRR7HftglJ0S9CvdFe9vTp0ZCDQ5VpGZfJxeaWzdzVche3Nd+Gy+SCSL8uQDp360vCX3ngjgYKc+6kx7WWfYVFvOp3cKg3PGlXVKvFgKPaStplIGiXUV0mKPOCSMACm4XVLmtJgCy1W7GIb21XjUIhTSrVTSJZKT6SyU7y+diUr1MUe9HXMbesqkU3mRqNlZ91VVWJRCIThMfoUihMfceWZblCeJSLD7fbPaPwKPk7QmPRjlHhUZipmsUgFft1WDFUW8BtIKD66U1cojd4nmhPF9mhAGokg5S9HJFsmNTXoUhWLOQxKmkKcg6/onHRYOO80UO/bCEziQA3KhLNnsrKlXJ/h+cmHHMvuLYIUXIDk0r1cejwfyCd7sVibmL58h/wxhvneOuttwDwer089KGHqB4yEtl5SR9SJYPjfc30Gi/w+o5/JRkJAzD3lvXccv+n6D5RmLaktxCJEPn3pwk//njFzBlTRweeRz+C+6GHMFRXU1ALHPUfLflDOiOdFfs+xz2HO1v0aMjqutUYcim49PpYNCRwrvJgjXZyrZvodG1gd34Zvxx0c2owRn7ct0pZAqfXguoxMWJXKLhNaDalIgrSbjGxymUrRUFWOq04RJvndx1N08hkBkuRjvK0i97PY6rLgoTF0oLdNkcXH7a5us/DPhezqb7iplcoFKYUHiMjIzMKj/LeHeOFh6JM/W+iwt9Rlma5bH/HaDVLsVNp3JxkMNNHb7ST4f6zpAcGKQQTSGmNCeaLSTfoQFLcyLKnTHjYsaBhlnNohiwhA1yUzZw3uumRbaQkaUIFC0Cd01zh5SgJkGKKRRHRQsFVRIiSG5RksotDhz9NJjOI1drG/Pnf5vEdu/D59Nz6unXruHvV7SSe6SHbrUdMjC0OcmsUdj/zfYY79b4c3qYW1mz7FP0XXVOW9CpGmeSBA4R3PE7s+efRilUEktmMc9u9eB99FOu6deTVPG8MvMELl17gtf7XCGfCpe0pkqKnZVru5K7Wu2izN+kTdEdFSN8BUMsu5JJMvmE1PZ4NvFZYwS/8TRwbSk3oC2KxGvRyXIdC1m1CcxnBMBbhqDcZWF0mQFa5bFSJKph3lXw+URHpSJSJD1WdurmXweAqCQ57mfiwWjsqfB6appVSLcFgsGKZaU6LoigThMeo+HC5XNMLj0JxNkt5RUvg8stoy/0deTf4VT/9qR76/WeJ9HZSCIQhrkL+SqMdntJjoyZjVVRkQ46ootKlGDlrcNOt2IlNITqcFkNZuWxl1KPFa8UyxTRugeBaIETJDUg8cZ7Dhz9NNuvHZptPW+s3+OlPnycajeJwOPjQBx6krttEbE8fqBqSScG8uYb9p57izJt7ADBZbaze9hFikQV0HSlWJ0jQsaKGVVtaaF7kpRAMEnnyScI7Hifb3V16f/OiRXgefRT3Bz+A5HJycPggz3Y9ywuXXiCaHZup4TK5eF/z+7ir9S5ub7oNV8yvC5CLr8Cl1yBTOX+j4Omgv2oje7WVPB6ax9s+daIIcRrJeExkPCZUrwksY1EQj0EpCY/VTiurXTYazTOXUgpmRtMKpNP9ZYKjs+j76CKTHZ7ydaNltaVoR1F82G1zMBqrS1GP0QZio2KjXIDMVNWiKMqUzcPcbve07dK1nFoW7Xjn/g48BqKWBMPZAfrDF/EPniU1NASRLGQlPdoxk/ao6FCqRz0UyYxFAqNBJWPM028wcFZxcFF2EpSVopm0EpMiV8xeaSsTHW1VNtw20Z1UMHsRouQGIxY7xeEjnyGXC+FwLKam+r+xY8dzpNNpqqur+ejmB9Fe9JEP6o2fzEu8XDKf5s1nf0I+kwFJYvHt92ByvI/zB2L6lF4JFm9sYO32Dtw1ZhJvvqlHRXbtKjU3k202XA88gOejj2JetowzI2d4tvNZdl7aiS85VvlQa61lW8c2trRtYY29DUP3aEpmN0R6K45FtXgYrt7IAXkVPw8vYI9/4hwck9NIymOk4DWjes26CAFsisxKh5VVLhtrij6QdtGI7Fcml4uUPB6JUfGR7CSV6kZVp/ZC6CbTucWIx5j4sFpbkcu66abT6UkjHjN1LpUkCa/XS3V1dSnFMvp4pjktlf6OyoqWQuQy/B1eC3K1mbSjQFAKMJjswec7T3joIvlgDCklX16KBWWcodSDLNsxSzJWg4Zq1AgaJc7IFi5IzqKvY/It1bvME8TGaL+OeqcFWaRYBDcoQpTcQESiRzly5LPk81GczhXYrH/GE0+8QKFQoKWpme2OjWjH9EoW2WUitSTPrpe/T9Svf5NtXLCEunkPcPEw5Iuh544V1dz60DxccozwL35B+Oc/Jz8wWHpPy6qVeB99FNf27fQWAjzb9SzPdj5bMV/GaXTy/o73c3/rVtZlcyide/SIyOAxyn0DmmwkWLWGw8bVPBldxM5gPSqVV12D00jaY0KtMukixKyLkCazkY1uO+vddja47SxxWFGEAHlHqGqurLS2s8LzkcuFpnydJJmw2doroh2jj0enTQPkcrmK/h3l4iORmNiUrpzyPh7li8fjmTLVUmqTHizzd4TGjKWX6+/IuyWilgS+/CC+YCdB/wXivn6kuIaUV/So3YzRjvHNwjyYJAWrAopJJm6CSwYTpzUbXbJjyhSLySDTVmWjvSg22qpstFePiQ+RYhHcrAhRcoMwEj7A0aO/RaEQx+1eSyH/e+zcuRuA+fUd3OGbj5zSox7ycgf7Lj5B18lDADi81bSvfpC+c7Vkihfo+jkuNj3Ygav/CCM7dpB47XW99BaQ3W7cDz6I5yMfIdbq5blLz/Fs57OcCJ4o7Y9ZMXNny53c33Inm+NxTGd3woWXJzQti7oWcsy8hmfii3lqpJ0UldNOJaeRnFcXIKrXBGYFCVhit7DebWejx8EGt50Wi0jDXAmappHLBSuiHaNpF312y9Q3arOpvmQsLfd8WCzNSJJ+MywUCoTD4QnRjmAwSKSsP81k2O32CsFRbjCdqoGYbizNkg+UCY+yx5fj78BrIOXIE1JC+GLdhAJdhH1dZCMxpIwCmow2xYiAsi2V9esYrWKxYVXAbJTJWWQGTUbOqBbO4cAvGyZNsQBU2020FYXGqPhor7bTVmWjzmkW0Q7BexIhSm4AQqE3OHrsd1DVFF7PJkZGPsFrr+lzaJZ757NhsBUZGaXOQqf5JPtf+wWapqIYjcy9ZRsjvsXEw/pF29tgY+MDbXjO7Sb0f/4P+cGxqIhtwwY8jz6KducGdg2/zrOdz/LW0FtoxWiHIinc2nQrDzS+j7vjMRznXoSuVysal6UttZyyruW55BKeiCzAj6fyYJxG8l4TalVRhJgULLLEaqetJEDWuWy4hRn1stC0AqlUH8nkRRKJCySSF0kkLpJMXiSfj075Olm2FtMslSZTm20OBoMDqOzlMT7dEg6HpzWYms3mCdGOUeFhsVgmfY2m6sIjF0hRCKbJBVMUyoXHdI3DJJDdJnJujag1SSAzSGjkEuHgJWKhQdREAUk1oKJdRrTDUopySIobWXJilhVsRhksBsIWAxdlM8dzNvplM+kpoh0GWaLFa6Wt2k5blZX2KntReOgCRIy7FwgmIkTJLCcQeIXjJ34PVc1SVXUH3Zfu58iRkwBscCxhRaARSZJIzEnz8v4fkorr31KbF68jr95GxK9f+OxuE+vua6WhZw8j3/se+WKVjlJdjeeRh7E+9AHeVC7xbOezvNb/GrkyobG6djX312/k3kSS6vMv6W3cy9IyfksHz6vr+UlsFSe0OZRfoVWnsZSKGRUhVUaFDW47G9wONrrtrHBaMYm27NOiqlmSyUtF0XGBZFGAJJOdqOpUw9wkLJamCpPpqOdjdHbL6KC4ySIeoVBo2iZiBoNhUo9HdXU1NpttUn+PpmoUotliqqXYLj2Y0o2lM3UslQG3gZSzQNgQJpjoZSR4iUioh1Q4rKdYkFGlmdqUjg6CK6tikYxYDTImi5GUzUS/0czJnImzmoOoJE2YwzKK22qkrcpWEfEY/f9Gt1WUzwoEV4gQJbMYn+85Tpz8IpqWo7pqKydObOLChUtIksQdphUsiNSiGeFIeg/nevYB4K5vwebdysiwPrLbZDWwZksjrUNvEPmX71EI6M3TDA0NeD/3m5y9rYVn+1/kpe6XSOaTpfde4FnA/bW3cF8iRcuF3TB8omLfusyLeTJ9C09nb6FTayo9r7qMugAZ9YQYZeZYTSUBssFjZ57VLAypU6CX1+rRjkTyYlF8XCCV6pmym6ksm4rCYx52+3zstnnY7POwWTtQFD0qkUqlpjSYTjehdrSXx2QRD6fTOanBVBcemZLgKBcf+WAa8tMLj4JLJunIMqL5CUV7iYR6iI8MkkokkFSFgqTNnGaRzGOiQ3ajyDasiozFbEC1WQjaLFxQTRzOWvBJpimrcmWJ0jyW0QiHLj7sopJFILgKiNk3s5Shoac4dfpP0LQC1VXbeeutZQwMXMKgGNhSWEFbpIqskmFX14+I5AKYbQ68LVsY8c0lMyyjGGSW317PnJE3Sfz3PyU0opf9GpubUf/DQzw+P8RzA/+b0KtjxsYmexP3V69ieyLFwouvwuGXS79TUThuXM7Pk6t5obCOoXQ1AJpJplBjQa21oFabUUwyKxy2kgDZ4LZTaxIX7vHkciO68CiKDj36cZF0ZmDK1yiKA7t9HnbbfOz2ediKAsRqbUWSFAqFQkl4nD8fIBg8SyAQIBgMkkwmp9wugMfjmTTiMVUTMU3Ve3hkywVHYKyfB/mpRYMmQ94FMUuScHaIcLSXWLiXRHSETCqNikReUmGC8JBALhM0kgNZ8RTFhwuzbMRqUjDazcTsNnoVC8eyZs7lTRNTLKNFN7I+fXZBMcWiRznspahHk8eKySCieALBzYSIlFwhAwM/4/SZ/wxoVFV9kNde7SAUCmM1Wnh/cgV1BRcRLcArPT8mq6Wpab+VWGQ1YEGSYOG6GhbE95P5t+9RKJoOjW2thD+2le83X+C14b2l96oye7nXu4wHEilWXXwDKTFW3puTTLzJKv49s5aX1TWE0afyqi4jaq2FQq0FyWVkjdvOnVVObvM4WOOyYZ+mIdV7CU3TyGSHK9ItuhA5P22Vi9FYrUc87POw2+Zhty/AZp+H2aQPNhtNt4wKjtGfMzUSczgck0Y8pppQq6kahXBmkmiHXt0yk/DIOAvElAjh9BDRWD/xyCCpeIx0NkVBgrxUmMHfIZeV0Hp0Q6nBgNliQnXa8VltnFctHEybCTF1igWgwWWpTLMUox7tVTYxfVYgmEWISMkso7fvXzl37qsAeDwP8eILdSSTYVxmB/dGl+PR7PRlzrNv8N+RTRYs1keJRZoBaF/iZnHmIIXv/CnJmD4/xDing+6H1/O/ao5xLvZ/YRhkSWaLezEfThfY2PkWxjNHS++fkOy8VFjNzvx69qgrSWFBUyTUOnNJiDQ4Ldxd7eSuKid3eJ143+OmVN1s2juWbikTIIVCfMrXWcxN2Oy66LCPpl7s8zAaveTzeUKhEIFAgK6uAMHg3pL4mK6fh9FopKamhurq6tLP0cVsNk9Yf1R4pAPxCRUt+VAaCtMJD42UPUeUENHkILHYAIlYiHQqTiqfIiepFORJUk4VmtWIpHiKzcLcmBQTVpMRg91C0umi32DlaMbC6awycRbLaLNYCczFEtrxwqOtSh8EJ0poBQLBKO/tO9YV0N39z1y4+DcAOJ2P8NxON7lcihqTh3sjy7Fh5mT4TU6MvIZibEC2fBBNclLfbmepehTlX/+ZXLEPhDK3g+MfWMw3vQcJZp+AGNgUM4/g4pO9p2ntvFR636Dk5bncLTyvrmOvuowcBlSboqdkai0YqyzcVqWLkLuqnCy2W96T3yxVNaObTUuiQ4+AJFNdUzYWkyQFq7W96POYXxIfNttcFMVGLBYjGAwyMBAgGAwQCJwpVbdMF2AcTbeUC5CamhqcTueEc6OpGoWRNOnukUrhEUiRH5leeKiyRtKSIloIEEsOEo8Nk0pGSWeSxAsJsnIebTJjabkGkKylShZFsmM1mrBaTOByELY76cTKoZSZnrxU2YMsU1wAZKhxmMqEh730uL3aRq1DlNAKBILLQ4iSy6Cr63/S2fUPAFgtH+G5nTZUNU+LsZYt0aUYkNnne5ruxClk01IMtnvw1jlYqpzEsuO7kEyiAszv4PV7m/iu5zAZrQ+y0GBw8KlYkkd8F3AV22b3aPXsLKzj+cJ6DmvzUSVZN6jWWlBrzcyrdXB3lZO7qlxs8jiwvYcm5qpqjmSyi3jiLIn4OeKJcyQSutkUJk+PyLJZr24pGU2LP20d5POUoh79fUECgXOlyEc2O3VH0dGy2vHCY7J+HpqmoUazZDojRdGRIu8vCpAZIh6qrBI3xonlfMSTwyQSQdKpBMlsjJiaICvnJvF3ME54OIv+DjcmxYzVZMJst5L3uPGbHZwqWHg7aSScLyvJ1YDyQJIEjW4L7dU2OqrttBV/tlfr/TtECa1AIHg3EFeSGbh06dslQaLIH+aFF6yAxny5kc2xxRTI8crATwhkBjFY70Ixr2GBa4jWZ/4LUkqPjOQXtLPzLgc/qj6DJvWBBstlB7/m62NrrAcjENes/GvhffykcDentHY0k0Kh3oJaY8FWZ+WOOncxLeOi9T3QrEzTVNLpgTLxof9MJDvRtMlnrRgMTmy2Sr+H3T4Pk6mReDxJIBDA5xv1euwjGPzltM3EJEnC4/GUBEe5CHE4HBOiHoVEjvxAikQgpAuO0WWGBmIFSSWuRIhlfSQSw6STUVLZBPFcjIgWIy9lJ/o7JMqEh1zq3SHLDqwGE1arGYPbTtpVRZ/BxtGsjeMJjUz5vJgUY2kWNBRFotljLQmPUcHRUS06lQoEgmuDECXTMDD4OBc7vw5APvdBXttrA2Cl1s765Dzi+TB7Bn9KUs1idDyC2dTM4jP/Qt2g3jwttaiVn96m8Wx9H0gSMjL35BV+zdfH6kwWCTiptvOjwlaeKtxO3O5AbbCi1lpY3uxiS7Wbu6qcrHXZMd7E4e9sNkg8fpZE4hzx+FniifMkEucoFCZve64oDhz2Bdgdi3DYFxb9HvPRNHcp6tHZOWoyPUswGJx2aJzVap0Q9Rg1mhoMlR8RNVMgH0iR6gxMEB7TtUxXUUnKUaJZH8mkj3QqTjIbJ5KLECFKQZokKiNRJkZG/R0ejLIFm9mExW5F9rqJ2D10SQ4OpixcjGfH4kUaUNJc+rMmRaatWjeRtlfb6ajR0ywd1XaavVaM76Gom0AgmH0IUTIFkcghzpz5MgDJ5N0cfNsDwK35BSzPtzGcusQbvifJSy6Mjo/gymdYtu+vsKd8hBc18i8bU7zRNACShA0DD8cTfGokSGu+QFoz8nP1Dn6U38pheT6FRhumNgcfmFfL1ho3d3id1JhuvlOTzydIFAWHLj70n7lccNL1JcmI3T4Ph30RdvtCHA79Z6HgJhAIEAgEuNTlJxDoxO/fTzQ6XZdUvafHeOFRU1OD3V45bFDLq+SDKXJnw6QCur8jVxQfamz6IXFJosSyPpKpIOl0jEQ2TqQQYUQNTS08So+txWiHE4vBjM1qxux2UnB78FvcnNGcHE7IDCXKtlMR7dCft5kU2qvtuvCoqYx6NLgsommYQCCYtdx8d753gXR6kGPHP4+mZUkmF3Hw7WYUSeaOzFLmqfVciB7mUPAlJOMCTPZ7afQfZtGZH5OqMvK1h80cbvOBJNGgKXwqGOSReByXqnFRbeQvC/fweOEORrxVFJrtbFpcy8dbqtle675pynV130en7vcoRj7i8bOk071TvELCam0tCQ89+rGQXM5LMBjB7/fT2RnA7+8iEDgwbV8Pm802wedRXV2N1+ut6OkxajDN96WIBcIVUY9COFPeFHcCaS1BPOcnlQqRzsRJZGOMFMKMqEFyYwph/CEWf9qQZA8GxYHVaMHqsGD0uMm6qhgweziWt3MqmmckVRbZiRQXxiIxbquRjqLQKE+ztBWNpe9Fs7NAILjxEaJkHIVCmmPHf5dsNkA6XcPhQ2swSUa2ZlbQqHo5HHyZc9GDGKybMZpWs/Dcz2gafIO9SyS+e1+BlEViWVbls+ER7kkkQVN4QV3P/1fYyhvGFRTaHbTM8/Bb8+v5cL2XphvYH6L7PvrLxIce+Ugmu6b0fZhMtbroKIoPq3U+2VwNoWAcv9/PxQsB/P5+AoGj06Zc3G43tbW11NTUUFtbW3pss9nK9k83mOYCKVIXfZXplhkMpjktTTzrJ50Ok8rEiOVihNUIoYKfrDZ1KTEAkh1J8WCUbVjNZuxOO4rHQ9JVTbfRy5GshfORLPFMUWRkgcDoi8dETY3DPE54jEU9PLYb99+NQCAQTIUQJWVomsbpM39KLHaCfN7KsaObsWgOtqVX4VYtvD78cwbS/Rgdj2DXXCw/9HUsmT6+c7/MKysltiRTfHYgyupMlgGtmn/MP8BP1bsYqmvE1u7kU8sa+VhTNSsd1hvum2yhkCIeP0MsdopY/CTx+Lkr8n2YzfPIZKoZGckRCAQ4d85PIOAjGDw9ZVMxWZapqqqqEB+j0Q+TaeymrGbyejXL2TgRv2+ssiUw/aC4gpYjkQ2QzkRIZaJE8zHCaphQ3k9anX6aLpJd791hsGGzWLC5HCheDwlXLZ2mKo6kzHSOpIiNCo9SmkUF9EiPJEGjy1LydpRSLsXqFlHRIhAI3mtc8VXv1Vdf5e/+7u84ePAgg4ODPPHEEzz00ENXYdeuPd3d32V4+Gk0TebUyc0YMjV8IH0LSj7Hy8M/IlJQMTk/Se1IL0vPfJOBqjT/4xMyaY/K/xwOsDmZYY+6ks8VtvKydR2FOS7uXF7PX3XUsaXKdcOYVXO5CLH4KWKxk8Rjp4jFT5FIXGSykttR34fdvhCHfRFGYzvpdDUjIzLBYJAzZ/wEAgHC4ZemfL/RpmLlwqO2tpaqqqpSymU03ZILpMh0+kn4k+T9KXL+6X0eqlYglRshnQ6TzMaIFqKMFMKEC8Mk8iPT/yEkB7Lswmy0YrdasXkcyJ4qEp46LhqqOZYy0DWSIpwsRnRixYUso/4OSYImt5WOGhtzaux0VBeXGtE4TCAQCMZzxaIkkUiwatUqfuM3foNHHnnkauzTdSEQ2FWqtLlwYT3JcBMfzK4ilwmza/jnZOVmTI73M+/STtp7XuL5W+D/3iNzZybFl/piPJm7l//CPVxqnMPChVV8ZUkjD9V7Z31H1UzGRyx2Ul+KQiSd7pt0XaOxGpdzGQ7nMoyGDlKpasJhE37fCKcDAfx+P4nE/infy2q1Tki31NbW4nK5SsPj1FSenD9JvidF/FAveX+SnF+vbpmudXo2HyOVHiGRjRIpRAnnRwgXhonngqhT9C8BQHKgKC4sRgsOuw2bx4Xs9RJzN3DBWM3JpMKlUJJAvCh8wsWFSl9LvcvMnBr7mPAoPm4TpbQCgUBw2VzxHXP79u1s3779auzLdSOeOM+Jk38IaAwOLGR4YBHbcitIxPvZ738GyXIrdnkxy499G2P6PF9/RObMfPhqMEhDrJmPm/+cwJKlfHx1C59oqWaezXK9D2kCmqaRSvUQi58iXiZCstnApOtbLC04nUuxWhaRzzcSi3kJBHJ0XvTj8/lIJk9M+joAl8s1IeoxWuUiSRJaYSzqkT8WJxLw60LEn0KNT+0jUdU8qUyIZCZKtCg8Rgp+orkhcurU03SRnRhkBxaTBafDjs3rQqmqJupt4pyhhjNxuBRMMBzNQAHd3xGAYtijRI3DNEF0jEY9bDdhtZRAIBBca676lTSTyVSMX5+ubPN6kMuFOXbsdygU4oTD9Vy8uI7b84tIjnRxeOR1jPYPUp3Is+zU1+isi/JPn1SYb8rwb31Rfpj7KI8v/Bh/c+8yttd5kGeJT0RV8ySTF0v+j1jsFPH4KfL52CRry8Vup0uQaCOdrmVkxEFXZwKfz0c0GqYYGpiA1+stRT3K/R4Wiy7K1GROj3L4U+TP+An6esgHkuSD05tMs9kYyUyYaD5KpBAhnA8QyQ2QzEfRpiqLkex6RYvZistpx1blQamuIVrVwhlDDReiBS4FkgxEUmhZYKi4UDl8z2sz6oKjKDzGHttwWsREZYFAILiaXHVR8rWvfY2vfvWrV/tt3hGqmufEif+HVKqbdNrOmdN3sCI3F0skzFvhI5icn6Sj/206uv6dJ27TeOY2iT+IjDA30MynHV/h1g++j/0r2rAbrl94XlXzJBLniEaPlqIf8fgZ1EkiB5Jkwm5fiNE4l3yukVjci99nxucLEwqFgGhxqcTpdFJXV1ex1NbWYjKZ0Aoq+VBaFx4XUyT39RANpMj6EpCcZOBbab9zpDIRYrkIkXyEcD5IJDdILBckr03hEZHMGGQnFrMVp9OO0+tGqakjVt3COVM956MqlwIJ+kaSqCmgD+hTAV/FZpwWw7iIh17VMqfGLqpaBAKB4DoiadNNFpvpxZI0o9F1skhJa2vrVR19fLmcO/9X9Pb+gELBwJEj91EXXciyqJM3goexmO9g6dmfIGeO8U8PKsj1Wb7si/GT7Md4ZfUn+c77l7PcaZv5Td5lstkAkcgRItEjRCKHiMWOUyhM7NuhKHYslvmgtZFK1RIOOxkclAgERqasdrFardTX108QH1arFTVb0IWHP0nOlyTvS5IZjlMIZphs5tsomWyMeC5KNB8hnA8RyQ0Ry/lJ5qeKmBlQFCcWoy48XF4X5ro6MrUtdFqbOBuX6fQnuBRMkJ6mssZmUkpCo6NMdHTU2Km2m2646ieBQCC43kSjUdxu91W9f1/1SInZbJ50LPv1ZmDgcXp7fwDA2TO3Y4+1syZex6sjh/Goq1hx8Bucagnyz/fLfDIbYWlvC79b/V/5+AfuZM+8BpRrcFNT1Rzx+Bki0SNEI4eJRA6TSvdMWE9R7JiMC8nnm4lGPfh8FgYG8uTzo5GKHOVpCpPJNCHyUVdXh91uR0sXSqIjdyJJbOgCgeEYRPJIEwaw6D3BCoUsiVy0GPUYIZzzEcsNE8uNUJi0X4mMLLuwmKw47DbcXjf2uhrU+hZ6PW2cS1jo9CfoDMR1g2k/+jIu4mFUJNqqbMytdTC3Zkx0zKmxU+cUDcQEAoHgRuM96c4LRw5y5uyfA9B9aSUZ/0Len5rDm4E3aIo6mdv5Df7trgJnV6j8vT/OL3If58XNn+HxOxdTb756voJMxk8keoho5AiRyGGiseOoanrCegallXyhjWi0hsFBG75hGSifWaJHphRFoba2doL4cLlcaIn8mPg4liQydIagL4UySbNUqfjfXD5NLBcmkgsTzvuJZAeIZoOkCpN5VUCW7VhNbuw2Gx6vE1ddDUpjC/7quZzJODgRSNIZSNATSlIY1GAQwD9hO3VOM3Nr7cypcTCv1s7cWjtzaxy0eK0YxKwWgUAguGm4YlESj8e5cOFC6f+7uro4cuQIVVVVtLW1vas7dzVIpwc4fuz30LQcAX8bQ923cF96CQeGX6UpaMAe/glf/rTCZkuc9/e18aXG/86fPHQ3f93ofVf3Q1WzxOKniUSKIiR6mHS6f8J6EnbyhVZi0VqGhmyEQh4KhYm+B4/HQ0NDA/X19aXF4/agRXN6ZctwkuSRCOGhU4T9OQy5iTfzUWdMOpcgmosQyYeIZAeJ5nxEs0Ey6sQW6pJkxmz04rDZcHuceOurMTU1E6ufx3m1mvPBNJ3+OJ3+BLHhPAxDWXlLCatRYU5NUXDU6uJjtMRWGEwFAoHgvcEVe0p2797N3XffPeH5z3zmM/zwhz+c8fXXIic1FYVCioOHPk4sdoJ43Muxw/exNXUL54f2Yh2x4jM9zrNbNP44nOCZ/KcobP11/vuG+djehW/jhUKSkfBbjITeJBI9TCx2AlUdb+iUyOfricVq8PtdRCM1pFIuyqe2KYpCXV1dSYCM/jRmJHJDSbJDcSJ9fnKDMQwjoKiTm3A1TSWZixPNh4nkArr4yAaJTmo0lTAodqxmK26ng6r6KpwtTeSa59NlbuVCKEunP0FXIEF/eIrZL+iNxFq8VubWOIrRDl2AzK3VB8WJdItAIBDMXq7F/ftXMrq+E66XKNE0jZMnv8iw7xlyWTOHD9/Phth6AkNHKUTsdLl/TPKWBBsDbXy34//lrx++ixVu+4zbnfr9CkRjJwiFXicUeoNI5NCEeTCFgpV4rJaRsJdYtJZYrLoiCmKz2WhoaCgt9fX1eM0u1ECa1ECEcJ+fXH8U04iEQZ08mqBqBeK5GJHcCJHsMNHcMNFskFg+hKpVVsdIkgmz0YbDZsVb5aK2pR5zWweBuoWci9u44E9woRj1SGanrqxxW42lFMvcWnsx5eIQjcQEAoHgBuamMLrOFrq7v8Ow7xlUVeLU6TtZklhOwn+OdMJD0PIj5i1OsC/6aS585Ld4elnrO+o5kkx2Exp5g1DodUZG9pIfV2GSyTgIhRqIRuqIRmtJp52MRkGqq6tZvHhMgNS5qjEnZWL9IcI9Q+QPD5CIDJNTxxqzGQEjuohRNZVYLkokFyCcGSSa8xPJBkjkw+N6e0gYFCsOqxu3y0FNvZeaOa2obQvpMrZzPpTjqC/OBX+cnv4k+V6Nosu0AoMs0VFTFu0oS71U2UVZrUAgEAiunPeEKPEHXuZi598DcPHiBmpDK7EFAvTEzWTUH2NeJfHMnP/N33/wDuqvYGpvLhcmNPImodAbBIOvk8lUtmfP542Eww2ERxoZGWkknXYiSTJ1dXUsXdpMY2Mj9TX1eDU78aEgI50DaK+HkWIJYupQqZ+oFQA9aqNpGvF8TE+5ZIaIFMVHPBeqaKcuSQYsRiu13lqqqlzUtdbjmTePcP1SziYdXPAneNUf56IvzsDRNBxNAWcmHKPdpDCvzsH8Wof+s87BvFoH7dU2jMJkKhAIBIJ3kZtelMQT5zlxQm8hPzCwEK1/Pe0jEqdjKkpmB4WNBaq37+BHKxbNuC1VzRAOHyQQfA2fbw+ZzDkoi0KoqkQsWstIuJHwSCOxWDXV1bU0NzezalUT9a5ajKkC4fN9qKdGsOwdQlKTRCT95u5CATyl7SXzCcJF8TEa+YjmghS0fGkdWTJiNVtpcNdS2+ClcV47lnlL6LUt4PxIgRPFqMdFf5xwdw7onvTYahwm5tXqomNUeMyvc9DoFl4PgUAgEFwbbmpRksuFOXr0t1HVBOFwPf7zd3BrtIpj4QFssacZuT1N0wOP8+jyqQVJoZChr+8pevt+Tjp9FEmq9IUkEm49EhJuBG0BjY1zWDi/EZfRhhaIol70YzyUw7EvglHWX+vBCNTpG5AgXUgRyQaIZIeLplM/0WyAXJnhVJFN2M1mmr3V1DVW07iwA+OcFVw0tHM2mGX/cIxzw3E6T8dJH8sAE2fTjBpN59c6KgTI/DqH6GQqEAgEguvOTStKVDXP8RP/kXS6h3TaTufJLbwv0c6R4EU84ZcZ2hyj9YEdfGQSQZJMJunsfJv+gR8Dr2Ew6BUlkgTZjJWRcAOpZAc221pqvHNxurPMi0exDuex9cnY5AKylET/8zbqG5V130c0N0I4O0Q46yOc8RHO+sioY81BjIoJu8VMa7WXuuZqmhfPRZmzmk65lbP+NPuH45wbjnH+SJzUgShwfML+mxSZjhqbLjjK0i5zaxxYTcJoKhAIBILZyU0rSi5c+BojI29SKBg4fWILt8aWc8x3murAXnrvCtL+wA4+snwxAKlUiu7ubi5d6mJo6FWs1n1U1/RiMOipmUzGRiy2EolbMIecNPvzeKJWnGotJqMNsFFKuxTv+ZlChnB2mEhWFx4jWb3qRUWvWjHIRpxWM61NThrb5tK8ZAFK+xouSk2c86d4qxj5OHcgRuz1IBCccIwmRWZurZ1FDU4W1jtZUOdgQb2TVtFUTCAQCAQ3IDelKBkY2EFv3w8BvYX86tB6zvtOUu0/QtcdA7Td+xNWGCWef/55urq68Pl6qavvoqnpLK1t4dJ20vFm1O7l1HWtYKnUgcHoGHsTRV9042mYcHa4IvqRLHY5lSUZh9mM12NhcUsHrUsWYF2wji5jB2cDGd4einFuOMa5fTFGdg1SbGtagSJLzKmxs6jeyYJ6R/Gnk45qmxAfAoFAILhpuOn6lITDb3Pw0KeAPN2XVlF98UGig53YB85w4Y5TJNv/HKXzPIVCAYslSmPTORoaLmAw6H4PLW/A1ncL9QMPYo63VGy7oBUIZ4cZyRQFSNZHJOsnr+UACZvRiNdpor7eScuCNmqWrCVcu5JTIwqnB6OlZSAysXU86Omh9iobC+v1yMfCBicL6x3MqbFjvo6TiAUCgUAgEH1KrpB0eoAjR38XyOP3t2HqfD/poUvYBy9x7n0nuWj8dZrPn8blHaCl6Szuqn5GC0uMiXo8vVtwD7wPJa+X30azQULZQYLpQUKZQcJZHyoFzIoBj02hqcnG+jnzqV+yEuO8DZzLVnN6KM4Lg1FODcY490SMVO7opPva7LGyqGEs8rGw3sm8WuH5EAgEAsF7l5tGlBQKKQ4f+W0KhRHicS/RU/dT7wuTHR7k3G0H6TL9OqvMp1mw5AgGW7j0Ort/JZ7erSjDcwilh+jPHiSY0UVITs1gMyhUuwwsmuOhden7qFn+PvyuBZzy5zgxGOPxwSin90XpffYCcGHCflmMMosaXCxpcLKk0cWSRheLG524xDwXgUAgEAgquGlEyenTXyGZPE02a6b3+Hbm+w2Eh/rpWvc6Q8bP8WHvSZR5uwGQc1aMPWtIn51DdzDB4ewbJPM7sRsVap0SCxa4aF6ylurlm+m3L+LoUJbn+8KcGIhy5nCERHb/pPvQ5LawuNHFksYxAdJRbUeRRZ8PgUAgEAhm4qYQJb19/86w7xdoGnSe2sKi4SZ8g130rHwBu+k/88m2p4k3vA1A6swcOt+0YiZCneMQ8+Y52LxoMTUr3segazlH/Sov9oY51h/h5I8iJLIHJryfySCzsN7BkgZXSXwsaXSKXh8CgUAgEPwK3PCi5OLFQ5y/8KcYjdDfu5yFfasYGOhmcPEvqXP8GXMXfou4x4dWkMgebWBZ9Uru/bN7CHpXcDRk5OW+CMf7Ihz7SZho+uCE7dtMCsub3KxscbOixc3SRhdzauyi6kUgEAgEgneZG1aU5PN5nv/l06Sy/4C3OkM8VkXd6Q/QP9jH8NynKNg+QOuKv0K15lFUMzbnH/P6ytvZ0R/h+BMRAvFJmo4ZZJY2uljZ4mZli4eVLW7m1TpE+kUgEAgEgmvADSlKBgcH+bf/8z0cdSeZv6CfQkEhdfKDhPsH8Tc+ibn1FtYt/QVIKqFsO//w9m8xEHdTbkQ1yBKLGpwlAbKi2c2iBqcYMicQCAQCwXXihhIlqqqy82c/4e3T57DYIsydq6dbhjo3Ip+T8Fc9RWrdvdzS8AsA3h5azfdOfopswUyt08zt86pZ0+ZlZYubJY0uLEZRfisQCAQCwWzhhhElvr5efvSdHxI1FJDkAssX7UVWCoyEGrEdW0239XF8t9zCtqIg+ffOBwhJn+RPttWxeWENi+qdYtqtQCAQCASzmFkvSjRN4xf/+G1OjfgpGDSMmsKalouYXX5yORPa0Q8wnHqe2D1z2Nb4MnnNgux9jK/92iPYTLP+8AQCgUAgEBSZ1XftgbPn2PGDxxmxZEGChoKbVqkf05y9AATO3k2u8xKJD7rZXLcfi6WZlSv/Gadj8XXec4FAIBAIBFfKrBUlmVSax//1CUYsWWRNYkm6FkP+dbS7TyNJGoGheRiONdJz90E21h3H49nAiuX/E5Op+nrvukAgEAgEgnfArC01+cVf/iMhYwqDprB8ROV1qYdLq3JYbVHSaTvyoXu40HqAjXOP09z0Cdas/hchSAQCgUAguIGZlaIkk04zXCyMaUyY+HPbSqpWN7Gy5RCaBtHj2xmO7Wfj5rMsWvhfWbz4r5Bl0U1VIBAIBIIbmVmZvtnxF98gbMli0GT66ur4ycdWM3TmKwD4e1eRO5mh4ZNB1q75IVXeTdd5bwUCgUAgELwbzLpISSadJmjQwyQNSQtf+ZPP4j/zRRRjmnjci3xgLcGt59h6698LQSIQCAQCwU3ErBMlj//Xf2DEkELRZJbctpBTx/8XGE+hqjLpw/dzseYtPrr1M3g86673rgoEAoFAIHgXmVWiJJfNEpL1KEljysLyLUsYGP5HAAIXbiMwcJ5HPrmG5qaPXc/dFAgEAoFAcBWYVaJkx19+g6AhiaJJzLuljb2v/gayUiAy0kj+QANLPmNk4YL/cr13UyAQCAQCwVVgVhldQ6oMCjSkrZjrD6JqQ+RyJvL7309i63E2r//fyLLxeu+mQCAQCASCq8CsiZT89C/+loAxiaxJtC7LklSfACBy+m4u2Y/zHz743zAavdd5LwUCgUAgEFwtZo0oCeT0nw15A1rVz5EkjZHh+YyczvDZ3/scDsei67uDAoFAIBAIriqzIn2z4y+/jt+YRNIk6pe8ickWJZO2kXljLZu+WEtd7bbrvYsCgUAgEAiuMrMiUuJPaQDMdQzhaDqDpkHs8L2wNczKxX9wnfdOIBAIBALBteC6i5Kf//d/wGdKYJST1K54FYCRnlX0F3x8/INfR5Ku+y4KBAKBQCC4Blz3O74vngc0li98C6MpTTLuJXywgc//yddQFNv13j2BQCAQCATXiOvqKXny699k2JRgTtUFHHW9qKpMYv9dPPDnH8JqbbmeuyYQCAQCgeAac10jJUPBNFZDhMYlbwMQPr8Jz5Ymmho2X8/dEggEAoFAcB24bqJk5//63wybYyxbthdFyRMbaSIYdLJtyx9er10SCAQCgUBwHbluomRwOMmSxpNY3X7yOROR/av47f/8DSRJul67JBAIBAKB4Dpy3URJwd5F1fyjAESOb+aRL/9nZNl8vXZHIBAIBALBdeYdiZJvfetbdHR0YLFY2LhxI2+99dYVb6N95dtIkkZ0aD6tm+/D6Wx6J7siEAgEAoHgJuGKRclPf/pT/uiP/ojHHnuMQ4cOsWrVKrZt24bP57ui7ZisMTJpO9H+1Wza+MiV7oZAIBAIBIKbjCsWJd/4xjf43Oc+x6//+q+zdOlSvvOd72Cz2fj+979/xW8ePrSJz/zJ31zx6wQCgUAgENx8XJEoyWazHDx4kK1bt45tQJbZunUre/funfQ1mUyGaDRasQBEepbx6P/7j7/CrgsEAoFAILiZuCJREggEKBQK1NfXVzxfX1/P0NDQpK/52te+htvtLi2tra0AzFnyuxhNlne42wKBQCAQCG42rnr1zZ/92Z8RiURKS29vLwAr191xtd9aIBAIBALBDcQVtZmvqalBURSGh4crnh8eHqahoWHS15jNZsxmUeorEAgEAoFgeq4oUmIymVi7di0vv/xy6TlVVXn55ZfZtGnTu75zAoFAIBAI3jtc8UC+P/qjP+Izn/kM69atY8OGDfyP//E/SCQS/Pqv//rV2D+BQCAQCATvEa5YlHzsYx/D7/fzla98haGhIVavXs1zzz03wfwqEAgEAoFAcCVImqZp1/INo9EobrebSCSCy+W6lm8tEAgEAoHgHXIt7t/XbfaNQCAQCAQCQTlClAgEAoFAIJgVCFEiEAgEAoFgViBEiUAgEAgEglmBECUCgUAgEAhmBUKUCAQCgUAgmBUIUSIQCAQCgWBWIESJQCAQCASCWYEQJQKBQCAQCGYFV9xm/ldltIFsNBq91m8tEAgEAoHgHTJ6376ajeCvuSgJBoMAtLa2Xuu3FggEAoFA8CsSDAZxu91XZdvXXJRUVVUB0NPTc9UOajYSjUZpbW2lt7f3PTXzRxy3OO73AuK4xXG/F4hEIrS1tZXu41eDay5KZFm3sbjd7vfUyRzF5XKJ434PIY77vYU47vcW79XjHr2PX5VtX7UtCwQCgUAgEFwBQpQIBAKBQCCYFVxzUWI2m3nssccwm83X+q2vK+K4xXG/FxDHLY77vYA47qt33JJ2NWt7BAKBQCAQCC4Tkb4RCAQCgUAwKxCiRCAQCAQCwaxAiBKBQCAQCASzAiFKBAKBQCAQzAquiij51re+RUdHBxaLhY0bN/LWW29Nu/6OHTtYvHgxFouFFStW8Oyzz16N3bpqfO1rX2P9+vU4nU7q6up46KGHOHv27LSv+eEPf4gkSRWLxWK5Rnv87vAXf/EXE45h8eLF077mRj/XAB0dHROOW5IkvvCFL0y6/o16rl999VU++MEP0tTUhCRJPPnkkxW/1zSNr3zlKzQ2NmK1Wtm6dSvnz5+fcbtXen241kx33Llcji996UusWLECu91OU1MTv/Zrv8bAwMC023wnn5VrzUzn+7Of/eyEY7jvvvtm3O6NfL6BST/rkiTxd3/3d1Nuc7af78u5Z6XTab7whS9QXV2Nw+Hgwx/+MMPDw9Nu951eE8p510XJT3/6U/7oj/6Ixx57jEOHDrFq1Sq2bduGz+ebdP0333yTT3ziE/zmb/4mhw8f5qGHHuKhhx7ixIkT7/auXTX27NnDF77wBfbt28eLL75ILpfj3nvvJZFITPs6l8vF4OBgaenu7r5Ge/zusWzZsopjeP3116dc92Y41wAHDhyoOOYXX3wRgEcffXTK19yI5zqRSLBq1Sq+9a1vTfr7v/3bv+Wf/umf+M53vsP+/fux2+1s27aNdDo95Tav9PpwPZjuuJPJJIcOHeLLX/4yhw4d4he/+AVnz57lwQcfnHG7V/JZuR7MdL4B7rvvvopj+PGPfzztNm/08w1UHO/g4CDf//73kSSJD3/4w9Nudzaf78u5Z/3hH/4hTz/9NDt27GDPnj0MDAzwyCOPTLvdd3JNmID2LrNhwwbtC1/4Qun/C4WC1tTUpH3ta1+bdP2PfvSj2gMPPFDx3MaNG7Xf+Z3febd37Zrh8/k0QNuzZ8+U6/zgBz/Q3G73tdupq8Bjjz2mrVq16rLXvxnPtaZp2h/8wR9o8+bN01RVnfT3N8O5BrQnnnii9P+qqmoNDQ3a3/3d35WeC4fDmtls1n784x9PuZ0rvT5cb8Yf92S89dZbGqB1d3dPuc6VflauN5Md92c+8xntQx/60BVt52Y83x/60Ie0LVu2TLvOjXa+x9+zwuGwZjQatR07dpTWOX36tAZoe/funXQb7/SaMJ53NVKSzWY5ePAgW7duLT0nyzJbt25l7969k75m7969FesDbNu2bcr1bwQikQjAjEOL4vE47e3ttLa28qEPfYiTJ09ei917Vzl//jxNTU3MnTuXT33qU/T09Ey57s14rrPZLD/60Y/4jd/4DSRJmnK9m+Fcl9PV1cXQ0FDF+XS73WzcuHHK8/lOrg83ApFIBEmS8Hg80653JZ+V2cru3bupq6tj0aJFfP7zny9NfZ+Mm/F8Dw8P88tf/pLf/M3fnHHdG+l8j79nHTx4kFwuV3HuFi9eTFtb25Tn7p1cEybjXRUlgUCAQqFAfX19xfP19fUMDQ1N+pqhoaErWn+2o6oqX/ziF7n99ttZvnz5lOstWrSI73//+zz11FP86Ec/QlVVbrvtNvr6+q7h3v5qbNy4kR/+8Ic899xzfPvb36arq4vNmzcTi8UmXf9mO9cATz75JOFwmM9+9rNTrnMznOvxjJ6zKzmf7+T6MNtJp9N86Utf4hOf+MS0g9mu9LMyG7nvvvv413/9V15++WX+5m/+hj179rB9+3YKhcKk69+M5/tf/uVfcDqdM6YxbqTzPdk9a2hoCJPJNEFoz3QvH13ncl8zGdd8SvDNzhe+8AVOnDgxY/5w06ZNbNq0qfT/t912G0uWLOG73/0uf/mXf3m1d/NdYfv27aXHK1euZOPGjbS3t/Ozn/3ssr5J3Ax873vfY/v27TQ1NU25zs1wrgUTyeVyfPSjH0XTNL797W9Pu+7N8Fn5+Mc/Xnq8YsUKVq5cybx589i9ezf33HPPddyza8f3v/99PvWpT81oVL+Rzvfl3rOuFe9qpKSmpgZFUSY4dIeHh2loaJj0NQ0NDVe0/mzm93//93nmmWd45ZVXaGlpuaLXGo1G1qxZw4ULF67S3l19PB4PCxcunPIYbqZzDdDd3c1LL73Eb/3Wb13R626Gcz16zq7kfL6T68NsZVSQdHd38+KLL17x+PqZPis3AnPnzqWmpmbKY7iZzjfAa6+9xtmzZ6/48w6z93xPdc9qaGggm80SDocr1p/pXj66zuW+ZjLeVVFiMplYu3YtL7/8cuk5VVV5+eWXK74plrNp06aK9QFefPHFKdefjWiaxu///u/zxBNPsGvXLubMmXPF2ygUChw/fpzGxsarsIfXhng8zsWLF6c8hpvhXJfzgx/8gLq6Oh544IEret3NcK7nzJlDQ0NDxfmMRqPs379/yvP5Tq4Ps5FRQXL+/Hleeuklqqurr3gbM31WbgT6+voIBoNTHsPNcr5H+d73vsfatWtZtWrVFb92tp3vme5Za9euxWg0Vpy7s2fP0tPTM+W5eyfXhKl27l3lJz/5iWY2m7Uf/vCH2qlTp7Tf/u3f1jwejzY0NKRpmqZ9+tOf1v70T/+0tP4bb7yhGQwG7etf/7p2+vRp7bHHHtOMRqN2/Pjxd3vXrhqf//znNbfbre3evVsbHBwsLclksrTO+OP+6le/qj3//PPaxYsXtYMHD2of//jHNYvFop08efJ6HMI74j/9p/+k7d69W+vq6tLeeOMNbevWrVpNTY3m8/k0Tbs5z/UohUJBa2tr0770pS9N+N3Ncq5jsZh2+PBh7fDhwxqgfeMb39AOHz5cqjL567/+a83j8WhPPfWUduzYMe1DH/qQNmfOHC2VSpW2sWXLFu2b3/xm6f9nuj7MBqY77mw2qz344INaS0uLduTIkYrPeyaTKW1j/HHP9FmZDUx33LFYTPvjP/5jbe/evVpXV5f20ksvabfccou2YMECLZ1Ol7Zxs53vUSKRiGaz2bRvf/vbk27jRjvfl3PP+t3f/V2tra1N27Vrl/b2229rmzZt0jZt2lSxnUWLFmm/+MUvSv9/OdeEmXjXRYmmado3v/lNra2tTTOZTNqGDRu0ffv2lX535513ap/5zGcq1v/Zz36mLVy4UDOZTNqyZcu0X/7yl1djt64awKTLD37wg9I644/7i1/8YulvVF9fr91///3aoUOHrv3O/wp87GMf0xobGzWTyaQ1NzdrH/vYx7QLFy6Ufn8znutRnn/+eQ3Qzp49O+F3N8u5fuWVVyb9dz16bKqqal/+8pe1+vp6zWw2a/fcc8+Ev0d7e7v22GOPVTw33fVhNjDdcXd1dU35eX/llVdK2xh/3DN9VmYD0x13MpnU7r33Xq22tlYzGo1ae3u79rnPfW6CuLjZzvco3/3udzWr1aqFw+FJt3Gjne/LuWelUint937v9zSv16vZbDbt4Ycf1gYHBydsp/w1l3NNmAmpuGGBQCAQCASC64qYfSMQCAQCgWBWIESJQCAQCASCWYEQJQKBQCAQCGYFQpQIBAKBQCCYFQhRIhAIBAKBYFYgRIlAIBAIBIJZgRAlAoFAIBAIZgVClAgEAoFAIJgVCFEiEAgEAoFgViBEiUAgEAgEglmBECUCgUAgEAhmBUKUCAQCgUAgmBX8/7/jW+bNuu8SAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_funcs([sol.cFunc for sol in portfolio_agent.solution[:-1:5]], 0, 20)\n", + "plt.savefig(\"../content/figures/IndShockPortfolio_cFunc.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_funcs([sol.ShareFuncAdj for sol in portfolio_agent.solution[:-1:5]], 0, 100)\n", + "plt.savefig(\"../content/figures/IndShockPortfolio_ShareFunc.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# Set up the variables we want to keep track of.\n", + "portfolio_agent.track_vars = [\"aNrm\", \"cNrm\", \"pLvl\", \"t_age\", \"mNrm\", \"Share\"]\n", + "\n", + "portfolio_agent.T_sim = portfolio_agent.T_cycle + 1\n", + "# Run the simulations\n", + "portfolio_agent.initialize_sim()\n", + "history = portfolio_agent.simulate()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "raw_data = {\n", + " \"Age\": portfolio_agent.history[\"t_age\"].flatten() + 25 - 1,\n", + " \"pIncome\": portfolio_agent.history[\"pLvl\"].flatten(),\n", + " \"nrmM\": portfolio_agent.history[\"mNrm\"].flatten(),\n", + " \"nrmC\": portfolio_agent.history[\"cNrm\"].flatten(),\n", + " \"Share\": portfolio_agent.history[\"Share\"].flatten(),\n", + "}\n", + "\n", + "Data = pd.DataFrame(raw_data)\n", + "Data[\"Cons\"] = Data.nrmC * Data.pIncome\n", + "Data[\"M\"] = Data.nrmM * Data.pIncome\n", + "\n", + "# Find the mean of each variable at every age\n", + "AgeMeans = Data.groupby([\"Age\"]).median().reset_index()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.plot(AgeMeans.Age, AgeMeans.nrmM, label=\"Market resources\")\n", + "plt.plot(AgeMeans.Age, AgeMeans.nrmC, label=\"Consumption\")\n", + "plt.legend()\n", + "plt.xlabel(\"Age\")\n", + "plt.ylabel(\"Thousands of USD\")\n", + "plt.title(\"Variable Medians Conditional on Survival\")\n", + "plt.grid()\n", + "plt.savefig(\"../content/figures/IndShockPortfolio_MedianVariables.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.plot(AgeMeans.Age, AgeMeans.pIncome, label=\"Permanent Income\")\n", + "plt.plot(AgeMeans.Age, AgeMeans.M, label=\"Market resources\")\n", + "plt.plot(AgeMeans.Age, AgeMeans.Cons, label=\"Consumption\")\n", + "plt.legend()\n", + "plt.xlabel(\"Age\")\n", + "plt.ylabel(\"Thousands of USD\")\n", + "plt.title(\"Variable Medians Conditional on Survival\")\n", + "plt.grid()\n", + "plt.savefig(\"../content/figures/IndShockPortfolio_MedianVariables.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.plot(AgeMeans.Age, AgeMeans.Share, label=\"Portfolio Share\")\n", + "plt.legend()\n", + "plt.xlabel(\"Age\")\n", + "plt.ylabel(\"Fraction of Savings\")\n", + "plt.title(\"Portfolio Share Median Conditional on Survival\")\n", + "plt.grid()\n", + "plt.savefig(\"../content/figures/IndShockPortfolio_MedianShare.png\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/code/notebooks/SCF_notebook.ipynb b/code/SCF_notebook.ipynb similarity index 100% rename from code/notebooks/SCF_notebook.ipynb rename to code/SCF_notebook.ipynb diff --git a/code/estimark/estimation.py b/code/estimark/estimation.py index 1cf4066..319fdec 100644 --- a/code/estimark/estimation.py +++ b/code/estimark/estimation.py @@ -194,6 +194,17 @@ def simulate_moments(params, agent, agent_name): # Update the agent with a new path of DiscFac based on this DiscFacAdj (and a new CRRA) agent.DiscFac = [b * DiscFacAdj for b in options["timevary_DiscFac"]] agent.CRRA = CRRA + + if "(Stock)" in agent_name and "Portfolio" in agent_name: + agent.RiskyAvg = init_subjective_stock["RiskyAvg"] + agent.RiskyStd = init_subjective_stock["RiskyStd"] + agent.update_RiskyDstn() + + if "(Labor)" in agent_name: + agent.TranShkStd = init_subjective_labor["TranShkStd"] + agent.PermShkStd = init_subjective_labor["PermShkStd"] + agent.update_income_process() + # if hasattr(agent, "BeqCRRA"): # agent.BeqCRRA = [CRRA] * len(options["timevary_DiscFac"]) # Solve the model for these parameters, then simulate wealth data @@ -206,6 +217,8 @@ def simulate_moments(params, agent, agent_name): agent.RiskyAvg = agent.RiskyAvgTrue agent.RiskyStd = agent.RiskyStdTrue agent.update_RiskyDstn() + + # TODO: use perceived for simulation too if "(Labor)" in agent_name: agent.TranShkStd = init_consumer_objects["TranShkStd"] agent.PermShkStd = init_consumer_objects["PermShkStd"] diff --git a/code/estimark/parameters.py b/code/estimark/parameters.py index 917d381..ce78fff 100644 --- a/code/estimark/parameters.py +++ b/code/estimark/parameters.py @@ -53,7 +53,7 @@ # Income ss_variances = True -income_spec = CGM_income["HS"] +income_spec = CGM_income["HS"] # College? # Replace retirement age income_spec["age_ret"] = retirement_age inc_calib = parse_income_spec( diff --git a/code/notebooks/IndShock.ipynb b/code/notebooks/IndShock.ipynb deleted file mode 100644 index 4018ee4..0000000 --- a/code/notebooks/IndShock.ipynb +++ /dev/null @@ -1,1079 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from estimark.agents import IndShkLifeCycleConsumerType\n", - "from estimark.parameters import init_consumer_objects, timevary_DiscFac\n", - "import numpy as np\n", - "from HARK.utilities import plot_funcs\n", - "import matplotlib.pyplot as plt\n", - "import pandas as pd\n", - "from HARK.ConsumptionSaving.ConsIndShockModel import init_lifecycle" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "csv_file_path = \"../content/tables/IndShock_estimate_results.csv\"\n", - "\n", - "res = pd.read_csv(csv_file_path, header=None)\n", - "DiscFacAdj, CRRA = res.iloc[:2, 1].astype(float).tolist()" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(3.5876208556877303, 0.9294006675489787)" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "indshk_agent = IndShkLifeCycleConsumerType(**init_consumer_objects)\n", - "indshk_agent.CRRA = CRRA\n", - "indshk_agent.DiscFac = [b * DiscFacAdj for b in timevary_DiscFac]\n", - "CRRA, DiscFacAdj" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'cycles': 1,\n", - " 'CRRA': 5.0,\n", - " 'Rfree': 1.03,\n", - " 'DiscFac': array([1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n", - " 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n", - " 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n", - " 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n", - " 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n", - " 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.]),\n", - " 'LivPrb': [0.998341,\n", - " 0.998262,\n", - " 0.99826,\n", - " 0.998172,\n", - " 0.99803,\n", - " 0.99796,\n", - " 0.997886,\n", - " 0.997792,\n", - " 0.997587,\n", - " 0.99747,\n", - " 0.997398,\n", - " 0.997621,\n", - " 0.997822,\n", - " 0.997755,\n", - " 0.997607,\n", - " 0.997421,\n", - " 0.99722,\n", - " 0.996942,\n", - " 0.996701,\n", - " 0.996562,\n", - " 0.996243,\n", - " 0.996023,\n", - " 0.995789,\n", - " 0.995449,\n", - " 0.995122,\n", - " 0.994844,\n", - " 0.994377,\n", - " 0.993913,\n", - " 0.993402,\n", - " 0.992824,\n", - " 0.992191,\n", - " 0.991511,\n", - " 0.990844,\n", - " 0.990081,\n", - " 0.989317,\n", - " 0.988495,\n", - " 0.987654,\n", - " 0.986892,\n", - " 0.986244,\n", - " 0.985647,\n", - " 0.984987,\n", - " 0.984198,\n", - " 0.983305,\n", - " 0.982293,\n", - " 0.981146,\n", - " 0.979812,\n", - " 0.97829,\n", - " 0.976614,\n", - " 0.974779,\n", - " 0.972732,\n", - " 0.970243,\n", - " 0.967372,\n", - " 0.964395,\n", - " 0.9614,\n", - " 0.958184,\n", - " 0.954529,\n", - " 0.950045,\n", - " 0.944392,\n", - " 0.937261,\n", - " 0.928746,\n", - " 0.9191320000000001,\n", - " 0.908706,\n", - " 0.897671,\n", - " 0.886107,\n", - " 0.873964,\n", - " 0.861138,\n", - " 0.847496,\n", - " 0.832892,\n", - " 0.8171930000000001,\n", - " 0.80027,\n", - " 0.783696,\n", - " 0.767822,\n", - " 0.753012,\n", - " 0.739629,\n", - " 0.728022,\n", - " 0.715894,\n", - " 0.703219,\n", - " 0.689975,\n", - " 0.676133,\n", - " 0.6616679999999999,\n", - " 0.646551,\n", - " 0.630753,\n", - " 0.614241,\n", - " 0.596985,\n", - " 0.578951,\n", - " 0.560101,\n", - " 0.540401,\n", - " 0.51981,\n", - " 0.498289,\n", - " 0.47579400000000005,\n", - " 0.45228199999999996,\n", - " 0.42770600000000003,\n", - " 0.402018,\n", - " 0.37516700000000003,\n", - " 0.34709900000000005],\n", - " 'PermGroFac': [1.0434056222652845,\n", - " 1.0399264609207088,\n", - " 1.0365832831214161,\n", - " 1.0333748505835936,\n", - " 1.030299977365458,\n", - " 1.0273575291368304,\n", - " 1.0245464224818346,\n", - " 1.0218656242341413,\n", - " 1.019314150844187,\n", - " 1.0168910677778018,\n", - " 1.0145954889457796,\n", - " 1.0124265761638414,\n", - " 1.0103835386425875,\n", - " 1.0084656325069654,\n", - " 1.0066721603448643,\n", - " 1.0050024707844423,\n", - " 1.0034559580998452,\n", - " 1.0020320618449452,\n", - " 1.0007302665148479,\n", - " 0.9995501012348135,\n", - " 0.9984911394763917,\n", - " 0.9975529988004792,\n", - " 0.9967353406271308,\n", - " 0.9960378700318792,\n", - " 0.9954603355684468,\n", - " 0.9950025291176404,\n", - " 0.9946642857623692,\n", - " 0.9944454836886146,\n", - " 0.9943460441123042,\n", - " 0.9943659312320589,\n", - " 0.9945051522076692,\n", - " 0.994763757164436,\n", - " 0.9951418392231945,\n", - " 0.9956395345562754,\n", - " 0.99625702246917,\n", - " 0.9969945255082701,\n", - " 0.9978523095944929,\n", - " 0.9988306841831407,\n", - " 0.9999300024499446,\n", - " 1.0011506615035513,\n", - " 0.6821,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0,\n", - " 1.0],\n", - " 'BoroCnstArt': 0.0,\n", - " 'MaxKinks': 400,\n", - " 'AgentCount': 10000,\n", - " 'aNrmInitMean': -0.928110551297082,\n", - " 'aNrmInitStd': 1.6577133299830675,\n", - " 'pLvlInitMean': 3.0632665110178623,\n", - " 'pLvlInitStd': 0.758541123818503,\n", - " 'PermGroFacAgg': 1.0,\n", - " 'T_age': 95,\n", - " 'T_cycle': 95,\n", - " 'PerfMITShk': False,\n", - " 'aXtraMin': 0.001,\n", - " 'aXtraMax': 100,\n", - " 'aXtraNestFac': 1,\n", - " 'aXtraCount': 100,\n", - " 'aXtraExtra': [None],\n", - " 'PermShkStd': [0.25109284348539185,\n", - " 0.25109284348539185,\n", - " 0.2401556615138516,\n", - " 0.22965736371530632,\n", - " 0.21962767025150165,\n", - " 0.21009896926797503,\n", - " 0.20110619927478707,\n", - " 0.19268653734486252,\n", - " 0.1848788262215825,\n", - " 0.17772267203735634,\n", - " 0.171257156414067,\n", - " 0.16551913914067418,\n", - " 0.16054118533450223,\n", - " 0.15634923267876932,\n", - " 0.15296020779851555,\n", - " 0.1503798811549553,\n", - " 0.1486012841616004,\n", - " 0.14760397284848412,\n", - " 0.14735430340072433,\n", - " 0.14780671189307693,\n", - " 0.14890581414586615,\n", - " 0.15058901548290243,\n", - " 0.15278927648771345,\n", - " 0.1554377187140465,\n", - " 0.15846584612549913,\n", - " 0.16180726687440605,\n", - " 0.16539889573485034,\n", - " 0.16918168433697162,\n", - " 0.17310096205313782,\n", - " 0.17310096205313782,\n", - " 0.17310096205313782,\n", - " 0.17310096205313782,\n", - " 0.17310096205313782,\n", - " 0.17310096205313782,\n", - " 0.17310096205313782,\n", - " 0.17310096205313782,\n", - " 0.17310096205313782,\n", - " 0.17310096205313782,\n", - " 0.17310096205313782,\n", - " 0.17310096205313782,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0],\n", - " 'PermShkCount': 7,\n", - " 'TranShkStd': [0.3528101356710065,\n", - " 0.3528101356710065,\n", - " 0.3553133361361022,\n", - " 0.35704979853211866,\n", - " 0.3580626470026161,\n", - " 0.35838995582409183,\n", - " 0.3580655727131513,\n", - " 0.3571197739110431,\n", - " 0.3555797914147739,\n", - " 0.3534702416818747,\n", - " 0.3508134774404024,\n", - " 0.34762987877838675,\n", - " 0.3439380957540675,\n", - " 0.3397552518910483,\n", - " 0.33509711578685614,\n", - " 0.32997824645518825,\n", - " 0.3244121167925308,\n", - " 0.3184112186034371,\n", - " 0.31198715185906867,\n", - " 0.3051507002433071,\n", - " 0.297911894514829,\n", - " 0.29028006474400214,\n", - " 0.28226388203493197,\n", - " 0.27387138987799725,\n", - " 0.2651100247519068,\n", - " 0.2559866249465563,\n", - " 0.24650742572135653,\n", - " 0.23667803771374157,\n", - " 0.226503403752896,\n", - " 0.226503403752896,\n", - " 0.226503403752896,\n", - " 0.226503403752896,\n", - " 0.226503403752896,\n", - " 0.2265034037528959,\n", - " 0.22650340375289604,\n", - " 0.22650340375289604,\n", - " 0.2265034037528959,\n", - " 0.2265034037528959,\n", - " 0.2265034037528959,\n", - " 0.22650340375289615,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0,\n", - " 0.0],\n", - " 'TranShkCount': 7,\n", - " 'UnempPrb': 0.05,\n", - " 'UnempPrbRet': 0.005,\n", - " 'IncUnemp': 0.3,\n", - " 'IncUnempRet': 0.0,\n", - " 'tax_rate': 0.0,\n", - " 'T_retire': 39,\n", - " 'vFuncBool': False,\n", - " 'CubicBool': False,\n", - " 'neutral_measure': False,\n", - " 'NewbornTransShk': False,\n", - " 'P0': 21.397337769996003,\n", - " 'seed': 1132023}" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "init_consumer_objects" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "indshk_agent.solve()" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_funcs([sol.cFunc for sol in indshk_agent.solution[:-1:5]], 0, 20)\n", - "plt.savefig(\"../content/figures/IndShock_cFunc.png\")" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "# Set up the variables we want to keep track of.\n", - "indshk_agent.track_vars = [\"aNrm\", \"cNrm\", \"pLvl\", \"t_age\", \"mNrm\"]\n", - "\n", - "indshk_agent.T_sim = indshk_agent.T_cycle + 1\n", - "# Run the simulations\n", - "indshk_agent.initialize_sim()\n", - "history = indshk_agent.simulate()" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "raw_data = {\n", - " \"Age\": indshk_agent.history[\"t_age\"].flatten() + 25 - 1,\n", - " \"pIncome\": indshk_agent.history[\"pLvl\"].flatten(),\n", - " \"nrmM\": indshk_agent.history[\"mNrm\"].flatten(),\n", - " \"nrmC\": indshk_agent.history[\"cNrm\"].flatten(),\n", - "}\n", - "\n", - "Data = pd.DataFrame(raw_data)\n", - "Data[\"Cons\"] = Data.nrmC\n", - "Data[\"M\"] = Data.nrmM" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjIAAAHHCAYAAACle7JuAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAACK0klEQVR4nOzdd3hTZfvA8W+apkl36S7QQtl7b2SDbGUoU2Sor4MhgtuXpSKir8pPUXGDAxmCOED2EkFG2ZRN2ZS2dO80Ob8/0gZKS2mh7Una+3NdudqcnJxzJ0/GnWdqFEVREEIIIYSwQw5qByCEEEIIca8kkRFCCCGE3ZJERgghhBB2SxIZIYQQQtgtSWSEEEIIYbckkRFCCCGE3ZJERgghhBB2SxIZIYQQQtgtSWSEEEIIYbckkRE2ZevWrWg0GrZu3Vrk+44ZMwY3N7dC7avRaJg5c2aRz2FrFi5ciEaj4fz589ZtnTt3pnPnzqrFZI9mzpyJRqPJta1q1aqMGTOmUPe3pec8v9eEyKso5Xsv7uezTBSNJDKiQA899BAuLi4kJSXdcZ+RI0fi5OTEjRs3SjEy21K1alU0Gg3du3fP9/avvvoKjUaDRqNh3759pRyd7Tl48CCPPfYYwcHB6PV6vL296d69O9999x0mk0nt8PIVHh7OzJkzJUG4B3/88QedOnXC398fFxcXqlWrxpAhQ1i7dq3aoYkywFHtAIRtGzlyJH/88Qe//vorjz/+eJ7bU1NT+e233+jVqxc+Pj73fb6OHTuSlpaGk5PTfR+rtBkMBrZs2UJkZCSBgYG5bvvpp58wGAykp6eXeBzr168v8XPcj6+//ppnnnmGgIAARo0aRc2aNUlKSmLTpk088cQTXLt2jddff13tMDl58iQODjd/64WHhzNr1iw6d+5M1apVc+1r68+5mv73v//x0ksv0alTJ1577TVcXFw4c+YMGzduZMmSJfTq1UuVuG4vX2G/JJERBXrooYdwd3dn8eLF+SYyv/32GykpKYwcOfK+zpOeno6TkxMODg4YDIb7OpZa2rdvz969e1m6dCnPP/+8dfvly5f5+++/GThwICtWrCjxOGw5Cfz333955plnaNu2LWvWrMHd3d162+TJk9m3bx9Hjx5VMcKb9Hp9ofe15edcTVlZWbz11lv06NEj32QvKiqq2M6VmpqKi4tLofcvSvkK2ybpqCiQs7MzgwYNYtOmTfl+6CxevBh3d3ceeughYmNjefHFF2nYsCFubm54eHjQu3dvDh06lOs+OW3HS5Ys4b///S+VKlXCxcWFxMTEfNuV//77bx599FFCQkLQ6/UEBwfzwgsvkJaWlm/M586do2fPnri6ulKxYkXefPNNCrPI+5UrVxg3bhwBAQHo9Xrq16/Pt99+W+jnymAwMGjQIBYvXpxr+88//0yFChXo2bNnvvc7ceIEjzzyCN7e3hgMBlq0aMHvv/+eZ79jx47RtWtXnJ2dqVy5Mm+//TZmsznPfrf318jMzGT69Ok0b94cT09PXF1d6dChA1u2bMl1v/Pnz6PRaPjf//7Hl19+SfXq1dHr9bRs2ZK9e/fm2jcyMpKxY8dSuXJl9Ho9QUFBPPzww3dtdpk1axYajYaffvopVxKTo0WLFrn6LaSkpDB16lRrE1Tt2rX53//+l6c8NRoNEyZMYNWqVTRo0MBafvk1XezYsYOWLVtiMBioXr06X3zxRb6x3tqHYuHChTz66KMAdOnSxdpMmPM6za+PTFRUFE888QQBAQEYDAYaN27MokWLcu1TlOf88OHDjBkzhmrVqmEwGAgMDGTcuHH31aS7efNmOnTogKurK15eXjz88MMcP3481z45/YfOnDnDmDFj8PLywtPTk7Fjx5Kamlrg8WNiYkhMTKR9+/b53u7v72/9/059e/L7TOjcuTMNGjQgLCyMjh074uLiwuuvv06/fv2oVq1avudq27YtLVq0sF6/tXz37duHRqPJUz4A69atQ6PR8OeffwJw4cIFnnvuOWrXro2zszM+Pj48+uij0uSoIqmREXc1cuRIFi1axLJly5gwYYJ1e2xsLOvWrWP48OE4Oztz7NgxVq1axaOPPkpoaCjXr1/niy++oFOnToSHh1OxYsVcx33rrbdwcnLixRdfJCMj446/apcvX05qairPPvssPj4+7Nmzh08++YTLly+zfPnyXPuaTCZ69epFmzZteO+991i7di0zZswgKyuLN998846P8fr167Rp08b6hejn58dff/3FE088QWJiIpMnTy7UczVixAgefPBBzp49S/Xq1QFLsvfII4+g0+ny7H/s2DHat29PpUqVePXVV3F1dWXZsmUMGDCAFStWMHDgQMCSOHTp0oWsrCzrfl9++SXOzs53jSkxMZGvv/6a4cOH89RTT5GUlMQ333xDz5492bNnD02aNMm1/+LFi0lKSuLpp59Go9Hw3nvvMWjQIM6dO2d9DIMHD+bYsWNMnDiRqlWrEhUVxYYNG7h48WKeZpccqampbNq0iY4dOxISEnLXuBVF4aGHHmLLli088cQTNGnShHXr1vHSSy9x5coVPvroo1z779ixg5UrV/Lcc8/h7u7Oxx9/zODBg7l48aK12fPIkSM8+OCD+Pn5MXPmTLKyspgxYwYBAQEFxtKxY0cmTZrExx9/zOuvv07dunUBrH9vl5aWRufOnTlz5gwTJkwgNDSU5cuXM2bMGOLj43PV2BX2Od+wYQPnzp1j7NixBAYGcuzYMb788kuOHTvGv//+m6ez8t1s3LiR3r17U61aNWbOnElaWhqffPIJ7du3Z//+/XnKcciQIYSGhjJnzhz279/P119/jb+/P3Pnzr3jOfz9/XF2duaPP/5g4sSJeHt7FynGgty4cYPevXszbNgwHnvsMQICAmjevDmPP/44e/fupWXLltZ9L1y4wL///sv777+f77FatGhBtWrVWLZsGaNHj85129KlS3P9ENm7dy87d+5k2LBhVK5cmfPnz/P555/TuXNnwsPDi1QrJIqJIsRdZGVlKUFBQUrbtm1zbV+wYIECKOvWrVMURVHS09MVk8mUa5+IiAhFr9crb775pnXbli1bFECpVq2akpqammv/nNu2bNli3Xb7PoqiKHPmzFE0Go1y4cIF67bRo0crgDJx4kTrNrPZrPTt21dxcnJSoqOjrdsBZcaMGdbrTzzxhBIUFKTExMTkOs+wYcMUT0/PfGO4VZUqVZS+ffsqWVlZSmBgoPLWW28piqIo4eHhCqBs27ZN+e677xRA2bt3r/V+3bp1Uxo2bKikp6fnirldu3ZKzZo1rdsmT56sAMru3but26KiohRPT08FUCIiIqzbO3XqpHTq1Ml6PSsrS8nIyMgVb1xcnBIQEKCMGzfOui0iIkIBFB8fHyU2Nta6/bffflMA5Y8//rDeF1Def//9Ap+T2x06dEgBlOeff75Q+69atUoBlLfffjvX9kceeUTRaDTKmTNnrNsAxcnJKde2nPN98skn1m0DBgxQDAZDrtdNeHi4otVqlds/DqtUqaKMHj3aen358uV5Xps5bn/O582bpwDKjz/+aN2WmZmptG3bVnFzc1MSExMVRSn8c64o+b8Pfv75ZwVQtm/fbt2W8zq79TWRnyZNmij+/v7KjRs3rNsOHTqkODg4KI8//rh124wZMxQg12tFURRl4MCBio+PT4HnUBRFmT59ugIorq6uSu/evZXZs2crYWFhefa7U9z5fSZ06tRJAZQFCxbk2jchIUHR6/XK1KlTc21/77338nxe3F6+r732mqLT6XKVQ0ZGhuLl5ZXrsedXDrt27VIA5fvvvy8wblEypGlJ3JVWq2XYsGHs2rUrV/Xp4sWLCQgIoFu3boClzTmn85zJZOLGjRu4ublRu3Zt9u/fn+e4o0ePLlSNwq37pKSkEBMTQ7t27VAUhQMHDuTZ/9Zao5walszMTDZu3Jjv8RVFYcWKFfTv3x9FUYiJibFeevbsSUJCQr7x50er1TJkyBB+/vlnwNLJNzg4mA4dOuTZNzY2ls2bNzNkyBCSkpKs57xx4wY9e/bk9OnTXLlyBYA1a9bQpk0bWrVqZb2/n59fofomabVaa22X2WwmNjaWrKwsWrRoke/jGjp0KBUqVLBez4n93LlzgKU8nJyc2Lp1K3FxcYV6XsBSMwTk26SUnzVr1qDVapk0aVKu7VOnTkVRFP76669c27t3726tBQNo1KgRHh4e1rhNJhPr1q1jwIABuWqE6tate8dmv3u1Zs0aAgMDGT58uHWbTqdj0qRJJCcns23btlz73+05h9zvg/T0dGJiYmjTpg1AoV+fOa5du8bBgwcZM2ZMrlqSRo0a0aNHD9asWZPnPs8880yu6x06dODGjRvWcr2TWbNmsXjxYpo2bcq6det44403aN68Oc2aNcvTjFUUer2esWPH5tqW05y9bNmyXM2PS5cupU2bNgXWBA4dOhSj0cjKlSut29avX098fDxDhw61bru1HIxGIzdu3KBGjRp4eXkVuRxE8ZBERhRKzhdmTv+PnA6sw4YNQ6vVApYvyY8++oiaNWui1+vx9fXFz8+Pw4cPk5CQkOeYoaGhhTr3xYsXrR+4bm5u+Pn50alTJ4A8x3VwcMjTRl6rVi2AO7ZhR0dHEx8fz5dffomfn1+uS84HZVE6JY4YMYLw8HAOHTrE4sWLGTZsWL7V/mfOnEFRFKZNm5bnvDNmzMh13gsXLlCzZs08x6hdu3ahYlq0aBGNGjXCYDDg4+ODn58fq1evzrdcbv+wz/mCzUla9Ho9c+fO5a+//iIgIICOHTvy3nvvERkZWWAMHh4eAAUO5b/VhQsXqFixYp7EJ6c558KFCwXGnRN7TtzR0dGkpaXd1/NYWDnldfuomMLGfvtzDpbE9/nnnycgIABnZ2f8/Pys76H8yvFu8UH+j7tu3brExMSQkpJS5BjvZPjw4fz999/ExcWxfv16RowYwYEDB+jfv/89j+SrVKlSvs3RQ4cO5dKlS+zatQuAs2fPEhYWlisZyU/jxo2pU6cOS5cutW5bunQpvr6+dO3a1botLS2N6dOnW/tt5XzOxcfHF7kcRPGQPjKiUJo3b06dOnX4+eefef311/n5559RFCVXjcA777zDtGnTGDduHG+99Rbe3t44ODgwefLkfDulFqY2xmQy0aNHD2JjY3nllVeoU6cOrq6uXLlyhTFjxuR73KLKOcZjjz2Wp308R6NGjQp9vNatW1O9enUmT55MREQEI0aMKPC8L7744h1rBGrUqFHo897Jjz/+yJgxYxgwYAAvvfQS/v7+aLVa5syZw9mzZ/Psn5OY3u7WX7iTJ0+mf//+rFq1inXr1jFt2jTmzJnD5s2badq06R0fi6OjI0eOHLnvx5SfwsRtqwoT+5AhQ9i5cycvvfQSTZo0wc3NDbPZTK9evYrlfVAcMd6Nh4cHPXr0oEePHuh0OhYtWsTu3bvp1KnTHfv43GleoTt9fvTv3x8XFxeWLVtGu3btWLZsGQ4ODtbO2gUZOnQos2fPJiYmBnd3d37//XeGDx+Oo+PNr8qJEyfy3XffMXnyZNq2bYunpycajYZhw4aVSjmIvCSREYU2cuRIpk2bxuHDh1m8eDE1a9bM1aHul19+oUuXLnzzzTe57hcfH4+vr+89nfPIkSOcOnWKRYsW5Rr+vWHDhnz3N5vNnDt3zloLA3Dq1CmAO3ZC9fPzw93dHZPJdMcJ7Ypq+PDhvP3229StWzdPZ9ocOTVHOp3uruetUqUKp0+fzrP95MmTd43ll19+oVq1aqxcuTLXl0VOrc+9ql69OlOnTmXq1KmcPn2aJk2a8MEHH/Djjz/mu7+Liwtdu3Zl8+bNXLp0ieDg4AKPX6VKFTZu3EhSUlKuWpkTJ05Yby8KPz8/nJ2d7/l5LEpn2ipVqnD48GHMZnOuWpl7jT0uLo5NmzYxa9Yspk+fbt2e32MpbHyQ/+M+ceIEvr6+uLq63tOxC6tFixYsWrSIa9euATdreOLj43Ptd3vt1d24urrSr18/li9fzocffsjSpUvp0KFDnsEG+Rk6dCizZs1ixYoVBAQEkJiYyLBhw3Lt88svvzB69Gg++OAD67b09PQ8cYvSI01LotByal+mT5/OwYMH8/TP0Gq1eX6dLV++3NrP417k/Aq89biKovB///d/d7zP/Pnzc+07f/58dDqdtS9PfucYPHgwK1asyHcOk+jo6CLH/eSTTzJjxoxcH3a38/f3p3PnznzxxRfWD/M7nbdPnz78+++/7NmzJ9ftP/30011jye853L17t7XqvahSU1PzNAdUr14dd3d3MjIyCrzvjBkzUBSFUaNGkZycnOf2sLAw6xDYPn36YDKZcpUnwEcffYRGo6F3795Filur1dKzZ09WrVrFxYsXrduPHz/OunXr7nr/nC/2wnxh9enTh8jIyFzNFFlZWXzyySe4ublZm0aLEjvkrf2YN29ekY6TIygoiCZNmrBo0aJcj+fo0aOsX7+ePn363NNxb5eamnrH11lOH6ec5q2c/k3bt2+37mMymfjyyy+LfN6hQ4dy9epVvv76aw4dOnTXZqUcdevWpWHDhixdupSlS5cSFBREx44dc+2T3+fcJ598YrMzUpcHUiMjCi00NJR27drx22+/AeRJZPr168ebb77J2LFjadeuHUeOHOGnn36647wOhVGnTh2qV6/Oiy++yJUrV/Dw8GDFihV3bJc3GAysXbuW0aNH07p1a/766y9Wr17N66+/jp+f3x3P8+6777JlyxZat27NU089Rb169YiNjWX//v1s3LiR2NjYIsVdpUqVQq3l9Omnn/LAAw/QsGFDnnrqKapVq8b169fZtWsXly9fts7B8/LLL/PDDz/Qq1cvnn/+eevw65xf/gXp168fK1euZODAgfTt25eIiAgWLFhAvXr18k0m7ubUqVN069aNIUOGUK9ePRwdHfn111+5fv16nl+vt2vXrh2ffvopzz33HHXq1Mk1s+/WrVv5/fffefvttwFLE0GXLl144403OH/+PI0bN2b9+vX89ttvTJ48OVfH3sKaNWsWa9eupUOHDjz33HPW5KJ+/fp3fR6bNGmCVqtl7ty5JCQkoNfr6dq1a665UHL85z//4YsvvmDMmDGEhYVRtWpVfvnlF/755x/mzZtX6A7POTw8PKx9kYxGI5UqVWL9+vVEREQU6Ti3ev/99+nduzdt27bliSeesA6/9vT0LLZ1yFJTU2nXrh1t2rShV69eBAcHEx8fz6pVq/j7778ZMGCAtSmyfv36tGnThtdee43Y2Fi8vb1ZsmQJWVlZRT5vnz59cHd358UXX7T+UCmsoUOHMn36dAwGA0888USefk79+vXjhx9+wNPTk3r16rFr1y42btxYLDObi3tUyqOkhJ379NNPFUBp1apVntvS09OVqVOnKkFBQYqzs7PSvn17ZdeuXXmGpuYMS1y+fHmeY+Q3ZDE8PFzp3r274ubmpvj6+ipPPfWUdWjtd999Z91v9OjRiqurq3L27FnlwQcfVFxcXJSAgABlxowZeYaFc9vwa0VRlOvXryvjx49XgoODFZ1OpwQGBirdunVTvvzyy7s+LznDrwuS3/BrRVGUs2fPKo8//rgSGBio6HQ6pVKlSkq/fv2UX375Jdd+hw8fVjp16qQYDAalUqVKyltvvaV88803dx1+bTablXfeeUepUqWKotfrlaZNmyp//vmnMnr0aKVKlSrW/XKGAuc3rPrW5ysmJkYZP368UqdOHcXV1VXx9PRUWrdurSxbtuyuz1OOsLAwZcSIEUrFihUVnU6nVKhQQenWrZuyaNGiXGWVlJSkvPDCC9b9atasqbz//vuK2WzOE9/48ePznOf2IbaKoijbtm1Tmjdvrjg5OSnVqlVTFixYYB1ifLf7fvXVV0q1atWsw7VzXqe3P+eKYnk9jR07VvH19VWcnJyUhg0b5nq9Kkrhn3NFUZTLly8rAwcOVLy8vBRPT0/l0UcfVa5evZpnv8IOv1YURdm4caPSvn17xdnZWfHw8FD69++vhIeH59on57m5dfqCwp7HaDQqX331lTJgwADr68/FxUVp2rSp8v777+eZFuDs2bNK9+7dFb1erwQEBCivv/66smHDhnyHX9evX7/AxzZy5EgFULp3757v7fmVr6IoyunTpxVAAZQdO3bkuT0uLs5arm5ubkrPnj2VEydO5DmeDL8uPRpFsYOecEIIIYQQ+ZA+MkIIIYSwW5LICCGEEMJuSSIjhBBCCLsliYwQQggh7JYkMkIIIYSwW5LICCGEEMJulfkJ8cxmM1evXsXd3b1IU4wLIYQQQj2KopCUlETFihXzTEx4qzKfyFy9evWua7oIIYQQwjZdunSJypUr3/H2Mp/I5EwFfunSJTw8PFSORhiNRtavX8+DDz6ITqdTOxxxGykf2yblY7ukbIpfYmIiwcHBd13So8wnMjnNSR4eHpLI2ACj0YiLiwseHh7yZrdBUj62TcrHdknZlJy7dQuRzr5CCCGEsFuSyAghhBDCbkkiI4QQQgi7Veb7yAghRHlnMpkwGo1qh1GmGY1GHB0dSU9Px2QyqR2OXdDpdGi12vs+jqqJzPbt23n//fcJCwvj2rVr/PrrrwwYMCDffZ955hm++OILPvroIyZPnlyqcQohhD1SFIXIyEji4+PVDqXMUxSFwMBALl26JHOWFYGXlxeBgYH39ZypmsikpKTQuHFjxo0bx6BBg+6436+//sq///5LxYoVSzE6IYSwbzlJjL+/Py4uLvIFW4LMZjPJycm4ubkVOHmbsFAUhdTUVKKiogAICgq652Opmsj07t2b3r17F7jPlStXmDhxIuvWraNv376lFJkQQtg3k8lkTWJ8fHzUDqfMM5vNZGZmYjAYJJEpJGdnZwCioqLw9/e/52Ymm362zWYzo0aN4qWXXqJ+/fpqhyOEEHYjp0+Mi4uLypEIcWc5r8/76cNl0519586di6OjI5MmTSr0fTIyMsjIyLBeT0xMBCxPknR2U19OGUhZ2CYpH9tWlPIxGo0oioKiKJjN5pIOrdxTFMX6V57vwst5jRqNxjw1MoX9HLLZRCYsLIz/+7//Y//+/UVq150zZw6zZs3Ks339+vXyy8SGbNiwQe0QRAGkfGxbYcrH0dGRwMBAkpOTyczMLIWoBEBSUpLaIdiVzMxM0tLS2L59O1lZWbluS01NLdQxNEpOGqkyjUaTa9TSvHnzmDJlSq62RpPJhIODA8HBwZw/fz7f4+RXIxMcHExMTIwsUWADjEYjGzZsoEePHjKNtw2S8rFtRSmf9PR0Ll26RNWqVTEYDKUUoX1ZuHAhU6ZMITY29r6PlbNSs7u7u3SqLoL09HTOnz9PcHBwntdpYmIivr6+JCQkFPj9bbM1MqNGjaJ79+65tvXs2ZNRo0YxduzYO95Pr9ej1+vzbNfpdPLBbEOkPGyblI9tK0z5mEwmNBoNDg4Odtf5dMyYMSxatIinn36aBQsW5Lpt/PjxfPbZZ4wePZqFCxfe13lynpd7fX62bt1Kly5diIuLs37R5jznonAcHBzQaDT5vqYL+xmkaiKTnJzMmTNnrNcjIiI4ePAg3t7ehISE5Olpr9PpCAwMpHbt2qUdqhCihKUbTei0Dmgd5NesgODgYJYsWcJHH31kHd2Snp7O4sWLCQkJue/jq9kP7NYk09YYjUa7+xGj6rO4b98+mjZtStOmTQGYMmUKTZs2Zfr06WqGJYQoZZlZZrp9sI1+n+zAbLaJ1m6hsmbNmhEcHMzKlSut21auXElISIj1OyPH2rVreeCBB/Dy8sLHx4d+/fpx9uxZ6+3nz59Ho9GwdOlSOnXqhMFg4KeffspzzujoaFq0aMHAgQPJyMjAbDYzZ84cQkNDcXZ2pnHjxvzyyy/WY3bp0gWAChUqoNVqee655/J9LAsXLsTLy4vff/+devXqodfruXjxIhkZGbz44otUqlQJV1dXWrduzdatW633u3DhAv3796dChQq4urpSv3591qxZY71927ZttGrVCr1eT1BQEK+++mqufiZVq1Zl3rx5uWJp0qQJM2fOtF7XaDR8/vnnPPTQQ7i6ujJ79mwA/vjjD1q2bInBYMDX15eBAwda73O/cRc3VWtkOnfuTFG66NypX4wQwr5dT0znSnwaV+LTCL+WSINKnmqHVCYpikKaUZ3p85112iL3HRk3bhzfffcdI0eOBODbb79l7Nixub40wTK56pQpU2jUqBHJyclMnz6dgQMHcvDgwVy1Hq+++ioffPABTZs2xWAwsG7dOuttly5dokePHrRp04ZvvvkGrVbL7Nmz+fHHH1mwYAE1a9Zk+/btPPbYY/j5+fHAAw+wYsUKBg8ezMmTJ3Fzcyuwlic1NZW5c+fy9ddf4+Pjg7+/PxMmTCA8PJwlS5ZQsWJFfv31V3r16sWRI0eoWbMm48ePJzMzk+3bt+Pq6kp4eDhubm6AZY61Pn36MGbMGL7//ntOnDjBU089hcFgyJWoFMbMmTN59913mTdvHo6OjqxevZqBAwfyxhtv8P3335OZmZkrEbmfuEuCzfaREUKUH0npN39FbjsVLYlMCUkzmqg3fd3ddywB4W/2xMWpaF85jz32GK+99hoXLlwA4J9//mHJkiV5EpnBgwfnuv7tt9/i5+dHeHg4DRo0sG6fPHlyvrPInzx5kh49ejBw4EDmzZuHRqMhIyODd955h40bN9K2bVsAqlWrxo4dO/jiiy/o1KkT3t7eAPj7++Ph4WGd7iM/RqORzz77jMaNGwNw8eJFvvvuOy5evGidtf7FF19k7dq1fPfdd7zzzjtcvHiRwYMH07BhQ+v5c3z22WcEBwczf/58NBoNderU4erVq7zyyitMnz69SM1WI0aMyNX3dNiwYQwbNizXCODiirskSCIjhFBdSuYticzJaMZ3qaFiNMJW+Pn50bdvXxYuXIiiKPTt2xdfX988+50+fZrp06eze/duYmJirPO4XLx4MVci06JFizz3TUtLo0OHDowYMSJXM8yZM2dITU2lR48eufbPzMzM07RVGE5OTjRq1Mh6/ciRI5hMJmrVqpVrv4yMDGv/0EmTJvHss8+yfv16unfvzuDBg63HOH78OG3bts1Vy9W+fXuSk5O5fPlykfoR3f68HDx4kKeeeirffe837pIgiYwQQnXJGTcTmbCLcSSkGfF0tq8Oh/bAWacl/M2eqp37XowbN44JEyYA8Omnn+a7T//+/alSpQpfffUVFStWxGw206BBgzzz57i6uua5r16vp3v37vz555+89NJLVKpUCbAMRgFYvXq1ddut9ykqZ2fnXElHcnIyWq2WsLCwPBPB5TTDPPnkk/Ts2ZPVq1ezfv165syZwwcffMDEiRMLdU4HB4c83Tfya/66/XnJ6Vydn9KIu6gkkRFCqC75lqYlk1lh55kYeje890XkRP40Gk2Rm3fU1qtXLzIzM9FoNPTsmTcJu3HjBidPnuSrr76iQ4cOAOzYsaPQx3dwcOCHH35gxIgRdOnSha1bt1KxYsVcnXI7deqU732dnJwAyyikomratCkmk4moqChr3PkJDg7mmWee4ZlnnuG1117jq6++YuLEidStW5cVK1agKIo1Qfrnn39wd3encuXKgKVG69q1a9ZjJSYmEhERcdfYGjVqxKZNm/Kd6uR+4y4Jtjf2SwhR7qRk5J7Rc+vJaJUiEbZGq9Vy/PhxwsPD811UsEKFCvj4+PDll19y5swZNm/ezJQpU4p8jp9++onGjRvTtWtXIiMjcXd358UXX+SFF15g0aJFnD17lv379/PJJ5+waNEiAKpUqYJGo+HPP/8kOjraWotTGLVq1WLkyJE8/vjjrFy5koiICPbs2cOcOXNYvXo1YOnTs27dOiIiIti/fz9btmyhbt26ADz33HNcunSJiRMncuLECX777TdmzJiRayLZrl278sMPP/D3339z5MgRRo8eXaiFGWfMmMHPP//MjBkzOH78OEeOHGHu3LnFEndJkERGCKG6nKYlXzfLL9xtp6KLNKJRlG0eHh53nNnVwcGBJUuWEBYWRoMGDXjhhRd4//33i3wOR0dHfv75Z+rXr0/Xrl2JiorirbfeYtq0acyZM4e6devSq1cvVq9eTWhoKACVKlVi1qxZvPrqqwQFBfHyyy8X6Zzfffcdjz/+OFOnTqV27doMGDCAvXv3Wvu3mEwmxo8fbz13rVq1+Oyzz6znXrNmDXv27KFx48Y888wzPPHEE/z3v/+1Hv+1116jU6dO9OvXj759+zJgwACqV69+17g6d+7M8uXL+f3332nSpAldu3Zlz549xRJ3SbCZJQpKSmJiIp6enned4liUDqPRyJo1a+jTp4/dTbpUHqhVPvM2nmLextM80rwyfx6+SrrRzNrJHagTKO/ZWxWlfNLT04mIiCA0NFSWKCgFZrOZxMREPDw8bHKiO1tV0Ou0sN/f8mwLIVSX00fGx9WJNtUsIx+keUkIURiSyAghVJcz/NpN70jnWn6AZRi2EELcjSQyQgjVJWdYRn246h3pVNsfgH0XYnMNyxZCiPxIIiOEUF1yumVuCze9I6G+rlTxccFosgzDFkKIgkgiI4RQXUp2jYybwTLHSafs5qWtp6R5SQhRMElkhBCqS8puQnLVWxKZzrVv9pMp4wMrhRD3SRIZIYTqcibEc8tOZNpU88HJ0YEr8WmcjS78JGNCiPJHEhkhhOpuT2RcnBxpHWpZWViGYQshCiKJjBBCdTeblm5On57TT2ab9JMRQhRAEhkhhKoys8xkZpkBcNffnK02p5/M7nOxpGbKMGwhwLLw56pVq9QOw6ZIIiOEUNWtC0beWiNT3c+NSl7OZJrM/HvuhhqhCZVFRkYyceJEqlWrhl6vJzg4mP79+7Np0ya1QytxM2fOpEmTJnm2X7t2jd69e5d+QDZMEhkhhKpyJr0z6Bxw1N78SNJoNHSqLbP8llfnz5+nefPmbN68mffff58jR46wdu1aunTpwvjx49UOTzWBgYHo9Xq1w7ApksgIIVR16/IEt+ss88mUW8899xwajYY9e/YwePBgatWqRf369ZkyZQr//vsvABcvXuThhx/Gzc0NDw8PhgwZwvXr163HyKnV+OGHH6hatSqenp4MGzaMpKQk6z6//PILDRs2xNnZGR8fH7p3705KSgpgWQV68uTJueIaMGAAY8aMsV6vWrUqb7/9NqNHj6Zy5cqEhoby+++/Ex0dbY2tUaNG7Nu3z3qfhQsX4uXlxapVq6hZsyYGg4GePXty6dIl6+2zZs3i0KFDaDQaNBoNCxcuBPI2LR05coSuXbta4//Pf/5DcvLNkX5jxoxhwIAB/O9//yMoKAgfHx/Gjx+P0Wi8r/KxJZLICCFUlbNgpGs+iUy7Gr7otBou3EglIialtEMrexQFMlPUuRRhPqDY2FjWrl3L+PHjcXV1zXO7l5cXZrOZhx9+mNjYWLZt28aGDRs4d+4cQ4cOzbXv2bNnWbVqFX/++Sd//vkn27Zt49133wUszTTDhw9n3LhxHD9+nK1btzJo0KAiz1300Ucf0a5dO7Zt20afPn0YNWoUjz/+OI899hj79++nevXqPP7447mOm5qayuzZs/n+++/5559/iI+PZ9iwYQAMHTqUqVOnUr9+fa5du8a1a9fyPC6AlJQUevbsSYUKFdi7dy/Lly9n48aNTJgwIdd+W7Zs4ezZs2zZsoVFixaxcOFCa2JUFuT95BBCiFKUnHHnGhk3vSMtqniz69wNtp2MItQ3tLTDK1uMqfBORXXO/fpVcMqblOTnzJkzKIpCnTp17rjPpk2bOHLkCBEREQQHBwPw/fffU79+ffbu3UvLli0BMJvNLFy4EHd3dwBGjRrFpk2bmD17NteuXSMrK4tBgwZRpUoVABo2bFjkh9anTx+efvppEhMTmTZtGgsWLKBly5Y8+uijALzyyiu0bduW69evExgYCIDRaGT+/Pm0bt0agEWLFlG3bl327NlDq1atcHNzw9HR0bp/fhYvXkx6ejrff/+9NeGbP38+/fv3Z+7cuQQEBABQoUIF5s+fj1arpU6dOvTt25dNmzbx1FNPFfmx2iKpkRFCqCo54841MnBz9JI0L5UfhakROX78OMHBwdYkBqBevXp4eXlx/Phx67aqVatakxiAoKAgoqKiAGjcuDHdunWjYcOGPProo3z11VfExcUVOd5GjRpZ/89JHm5NiHK25ZwXwNHR0ZpsAdSpUydP7Hdz/PhxGjdunKvWqn379pjNZk6ePGndVr9+fbTamx3pb30OygKpkRFCqCpn1JL7HRKZTrX9mPPXCf49d4N0owmDTpvvfqIQdC6WmhG1zl1INWvWRKPRcOLEifs/rU6X67pGo8Fstgz312q1bNiwgZ07d7J+/Xo++eQT3njjDXbv3k1oaCgODg55kqr8+pbceg6NRnPHbTnnLW0FPQdlgdTICCFUlZy9YOSdamRqB7gT6GEg3Whmd0RsaYZW9mg0luYdNS7ZX+aF4e3tTc+ePfn000+tHW9vFR8fT926dbl06ZK1gyxAeHg48fHx1KtXrwhPiYb27dsza9YsDhw4gJOTE7/++isAfn5+XLt2zbqvyWTi6NGjhT52QbKysnJ1AD558qT1cQE4OTlhMpkKPEbdunU5dOhQrufon3/+wcHBgdq1axdLnPZAEhkhhKoK6uwLli8aa/PSybJTHS4K9umnn2IymWjVqhUrVqzg9OnTHD9+nI8//pi2bdvSvXt3GjZsyMiRI9m/fz979uzh8ccfp1OnTrRo0aJQ59i9ezfvvPMO+/bt4+LFi6xcuZLo6GhrMtG1a1dWr17N6tWrOXHiBM8++yzx8fHF8vh0Oh0TJ05k9+7dhIWFMWbMGNq0aUOrVq0AS5NYREQEBw8eJCYmhoyMjDzHGDlyJAaDgdGjR3P06FG2bNnCxIkTGTVqlLU5qzyQREYIoaqc4dfuhju3dMtyBeVPtWrV2L9/P126dGHq1Kk0aNCAHj16sGnTJj7//HM0Gg2//fYbFSpUoGPHjnTv3p1q1aqxdOnSQp/Dw8OD7du306dPH2rVqsV///tfPvjgA+uEc+PGjWP06NHWBKlatWp06dKlWB6fi4sLr7zyCiNGjKB9+/a4ubnlin3w4MH06tWLLl264Ofnx88//5zvMdatW0dsbCwtW7bkkUceoVu3bsyfP79YYrQXGqWo48zsTGJiIp6eniQkJODh4aF2OOWe0WhkzZo19OnTJ0+7rVCfGuXz2soj/LznIi90r8Xz3Wvmu09iupFmb24gy6zw98tdCPYufH+LsqQo5ZOenk5ERAShoaEYDIZSirD8MpvNJCYm4uHhgYNDwXUECxcuZPLkycVWu2PPCnqdFvb7W2pkhBCqsq58XUCNjIdBR7MqFQAZvSSEyE0SGSGEqqyJjL7g0UjW5iXpJyOEuIUkMkIIVSXdZR6ZHDkdfneevUFGVsGjOYSwZWPGjJFmpWIkiYwQQlUpBczse6t6QR74uetJzTSx73zRJy0TQpRNksgIIVRV0BIFt9JoNNbmJRmGXXhlfDyHsHPF8fqUREYIoarCdPbNkdO8JMOw7y5nVFNqaqrKkQhxZzmvz/sZJSlLFAghVGVda8np7h9HD9TwxUEDp64nczU+jYpeziUdnt3SarV4eXlZ19RxcXGxTpUvip/ZbCYzM5P09PS7Dr8WlpqY1NRUoqKi8PLyyrUWVFFJIiOEUE2WyUy60bLmy92algC8XJxoGlKBsAtxbD0ZzYjWISUdol3LWTm5LC0QaKsURSEtLQ1nZ2dJGIvAy8urwBW+C0MSGSGEalIybo4+utuopRyda/kRdiGObaeiJJG5C41GQ1BQEP7+/vkudiiKj9FoZPv27XTs2FEm+ywknU53XzUxOSSREUKoJinD8uXq5OiAk2PhquM71fbjgw2n+OfMDTKzzIW+X3mm1WqL5QtD3JlWqyUrKwuDwSCJTCmTTwAhhGpyamTcC1kbA9Cgoic+rk4kZ2QRdkGGYQtR3kkiI4RQTXJ2jUxhm5UAHBw0dMwZhn1K+n4IUd6pmshs376d/v37U7FiRTQaDatWrbLeZjQaeeWVV2jYsCGurq5UrFiRxx9/nKtXr6oXsBCiWCVn18gUJZGBW4Zhn5Rh2EKUd6omMikpKTRu3JhPP/00z22pqans37+fadOmsX//flauXMnJkyd56KGHVIhUCFEScuaQKUrTEkCHmn5oNHAiMonIhPSSCE0IYSdU7ezbu3dvevfune9tnp6ebNiwIde2+fPn06pVKy5evEhIiIxWEMLeJafnrLNUtI6o3q5ONKrsxaFL8Ww7FcXQlvJ5IER5ZVd9ZBISEtBoNHh5eakdihCiGFiXJzAUfZRH51oyy68Qwo6GX6enp/PKK68wfPhwPDw87rhfRkYGGRkZ1uuJiYmApc+NzKOgvpwykLKwTaVdPgmplveqi05T5HM+UL0C/7cJ/j4dQ1p6Bo5au/pddk/k/WO7pGyKX2GfS7tIZIxGI0OGDEFRFD7//PMC950zZw6zZs3Ks339+vW4uLiUVIiiiG5vNhS2pbTK58gFB8CB61cusWbNhSLd16yAq6OWpPQsPl++lup3/n1T5sj7x3ZJ2RSfwq4TZvOJTE4Sc+HCBTZv3lxgbQzAa6+9xpQpU6zXExMTCQ4O5sEHH7zrfUXJMxqNbNiwgR49esikUTaotMvn39/D4eplGtWpSZ+u1Yt8/00ph/nzSCSZPjXp06NmCURoW+T9Y7ukbIpfTovK3dh0IpOTxJw+fZotW7bg4+Nz1/vo9Xr0en2e7TqdTl5cNkTKw7aVVvmkZq+z5OHidE/n61o3gD+PRPL3mRu82qdecYdns+T9Y7ukbIpPYZ9HVROZ5ORkzpw5Y70eERHBwYMH8fb2JigoiEceeYT9+/fz559/YjKZiIyMBMDb2xsnJye1whZCFJOc4deFWTAyPx1qWjr8HruaSFRSOv7uhmKLTQhhH1TtHbdv3z6aNm1K06ZNAZgyZQpNmzZl+vTpXLlyhd9//53Lly/TpEkTgoKCrJedO3eqGbYQopgkWYdf31si4+eup2ElT0AmxxOivFK1RqZz584oinLH2wu6TQhh/1Iy769GBiyz/B65ksC2U9E82iK4uEITQtiJsj9eUQhhs3IWjXQz3Hsi0yl7Ppm/T8eQZTIXS1xCCPshiYwQQjXWpiWne09kmgR74WFwJCHNyKHL8cUUmRDCXkgiI4RQjXWtpfuokXHUOtAhZzVs6ScjRLkjiYwQQhVZJjNpxntb/fp2XWr7A7D5RNR9xyWEsC+SyAghVJGSabL+X9RFI2/XubZlNexjVxNlNWwhyhlJZIQQqshpVnLSOqB3vL9ExtdNT5NgL0BqZYQobySREUKoImfl6/utjcnRrU5O89L1YjmeEMI+SCIjhFBFTiJzP0Ovb9UlO5HZcSaGdKPpLnsLIcoKSWSEEKpILoah17eqF+RBoIeBdKOZXeduFMsxhRC2TxIZIYQq7nedpdtpNBq61s1uXjou/WSEKC8kkRFCqKK4m5bg1n4yUbLEiRDlhCQyQghV3OzsW3yJTLvqvugdHbgSn8bJ60nFdlwhhO2SREYIoQrrrL7FmMg4O2lpX8MXgE3SvCREuSCJjBBCFUklUCMD0LWOzPIrRHkiiYwQQhUpJZzI7L8YR2xKZrEeWwhheySREUKoIiXDMtdLcTYtAVT0cqZOoDuKAttOSa2MEGWdJDJCCFUkpZdMjQxAt+xh2NJPRoiyTxIZIYQqUkpg+HWOrnUCANh2KhqjyVzsxxdC2A5JZIQQqrDOI1NMay3dqkmwF96uTiSlZ7HvfFyxH18IYTskkRFCqMLa2beYlii4ldZBQ+fafgBsOi6LSApRlkkiI4RQRUnM7HurbtnNSzIMW4iyTRIZIYQqkot5raXbdazli06r4VxMCmejk0vkHEII9UkiI4QodSazQmqmZfh1SSUy7gYdbar5ALAhXJqXhCirJJERQpS6lMws6/8lMfw6x4P1LM1LGyWREaLMkkRGCFHqcjr6Ojpo0DuW3MdQt7qWRCbsYhw3kjNK7DxCCPVIIiOEKHXJ6Tc7+mo0mhI7T0UvZxpU8kBRYJN0+hWiTJJERghR6pJLcOj17brXleYlIcoySWSEEKXOus5SCQ29vlVOIvP36RjSjaYSP58QonRJIiOEKHXJGUagZDv65qhf0YOKngbSjCb+ORNT4ucTQpQuSWSEEKUuObtGpjQSGY1GQ/ec0Usyy68QZY4kMkKIUpecbqmRcS+FRAaghzWRicJsVkrlnEKI0iGJjBCi1KVk5tTIFP+CkflpHeqDu96R6KQMDl2OL5VzCiFKhyQyQohSd3N5Al2pnM/J0YFO2YtISvOSEGWLJDJCiFJnnUemlGpk4GbzkixXIETZIomMEKLU5czsWxqdfXN0ruWP1kHDqevJXLiRUmrnFUKULElkhBClLinj5sy+pcXTRUfrUG/A0ulXCFE2SCIjhCh1KdY+MqWXyMDNyfE2hEeW6nmFECVHEhkhRKlLKcUlCm6V009m7/k4YlMyS/XcQoiSIYmMEKLUqdG0BBDs7UKDSh6YzIrUyghRRkgiI4QodWo1LQH0qh8IwF9HJZERoixQNZHZvn07/fv3p2LFimg0GlatWpXrdkVRmD59OkFBQTg7O9O9e3dOnz6tTrBCiAJlmcwkpBqJSkznUmwqZ6KSOHolgRORiShK7tl0bw6/ViGRaRAEwD9nYkhIM5b6+YUQxav0P0VukZKSQuPGjRk3bhyDBg3Kc/t7773Hxx9/zKJFiwgNDWXatGn07NmT8PBwDAaDChELUb4lphvZeSaGbaeiOX4tiaR0I0npWSSlZ5FWwMrSXev489nIZhh0Wsxm5ZaZfUv/I6iGvxs1/d04HZXM5hPXGdi0cqnHIIQoPqomMr1796Z379753qYoCvPmzeO///0vDz/8MADff/89AQEBrFq1imHDhpVmqEKUS4qicOxqIltORLHtVDQHLsVjustaRQ4a0Dtq0esccNI6EJ9qZPOJKJ76fh9fPd6CrFvur0aNDEDvBoGc3nyGv45ESiIjhJ1TNZEpSEREBJGRkXTv3t26zdPTk9atW7Nr1y5JZIQoQaevJ7M2PIo/Dl8jIib35HHV/FzpVMuPllW9qeDihLvBEQ+DDneDI24GR3Ta3C3W/567wbiFe/n7dAzjFu7l7QENANA6aDDo1Gnd7tUgiI83n2HbqWhSMrJUqRkSQhQPm333RkZaOuIFBATk2h4QEGC9LT8ZGRlkZGRYrycmJgJgNBoxGqU9XG05ZSBlYXtSM7P4fud5Fh/Ucm3XTut2vaMDHWr40LGWLx1q+FK5gvOdD2I2YTTnbmJqHuzBN48348nv97Pz7A2eXLQXAFcnLVlZWSXyWO6mhq+BEG9nLsamsSn8Gr0bBKoSR1HJ+8d2SdkUv8I+lzabyNyrOXPmMGvWrDzb169fj4uLiwoRifxs2LBB7RBENrMCe6M1/HnRgUSjBtCg1SjU9VJo6qPQwDsLg/YaRF/jcDQcvsfz/KcWfH5cy7mYVAC0ZiNr1qwptsdRVDUNDlzEge82HkS5aFYtjnsh7x/bJWVTfFJTUwu1n80mMoGBll9I169fJygoyLr9+vXrNGnS5I73e+2115gyZYr1emJiIsHBwTz44IN4eHiUWLyicIxGIxs2bKBHjx7odKWz8rG4s90RscxZe5JjV5MAqORloIN3Cs8P7oSvR/En/h2uJDBmYRiJ6Vn4ernRp0/7Yj9HYVW6nMCmL3ZzKklHtx6d0etKbwHLeyXvH9slZVP8clpU7sZmE5nQ0FACAwPZtGmTNXFJTExk9+7dPPvss3e8n16vR6/X59mu0+nkxWVDpDzUdSU+jTf/OMa6Y5aVoN31jozvWoPHWlZi04Z1+Hq4lEj5NKvqy+Kn2vDi8kMMaFpJ1ddA86o+VPQ0cDUhnV3nE6yz/toDef/YLimb4lPY51HVRCY5OZkzZ85Yr0dERHDw4EG8vb0JCQlh8uTJvP3229SsWdM6/LpixYoMGDBAvaCFsGMms8Kinef53/qTpGaacNDA8FYhvNCjFr5u+lJp329QyZO1kzuW+HnuRqPR0LNBIN/9c56/jl6zq0RGCHGTqonMvn376NKli/V6TpPQ6NGjWbhwIS+//DIpKSn85z//IT4+ngceeIC1a9fKHDJC3IPj1xJ5deURDl2KB6BFlQrMHtiQ2oHu6gamot4Ngvjun/NsDL9OZpYZJ0eZ7FwIe6NqItO5c+c8M37eSqPR8Oabb/Lmm2+WYlRClC3pRhMfbzrNl9vPkWVWcNc78mqfOgxvGYKDg0bt8FTVvEoFfN30xCRnsOvcDTrV8lM7JCFEEcnPDyHKsIiYFAZ+tpPPtp4ly6zQq34gG6d2YmTrKuU+iQHLXDYP1rc0Ka09ek3laIQQ90ISGSHKqD8OXaXfx39z/FoiPq5OfDGqOQtGNSfAQ5pmb5Uzh8z6Y9fJMtnXMGwhhA2PWhJC3Jt0o4m3/gznp90XAWgV6s0nw5tKAnMHbar54OWi40ZKJvsuxNGmmo/aIQkhikBqZIQoQ87HpDD48538tPsiGg1M6FKDxU+2liSmADqtA93r5jQv3XnWcCGEbSpSIpOSksL06dNp0KABbm5uuLu706hRI958881Cz8AnhCgZvx28Qt+P/+bY1US8XZ1YOLYVL/asjaNWfq/cTa/6lualdcciCxyAIISwPYVuWsrMzKRTp04cPXqU3r17079/fxRF4fjx48yePZu//vqL7du3y0RAQpSy1MwsZvx2jOVhlwFoVdWbj4c3JdBTamEK64Gavrg4abmWkM7hywk0DvZSOyQhRCEVOpH5/PPPuXz5MocOHaJ27dq5bjtx4gSdO3dmwYIFTJw4sdiDFELk7/i1RCYs3s/Z6BQ0GpjUtSYTu9aQWpgiMui0dKnjz+rD11h7LFISGSHsSKE/7VauXMm0adPyJDEAderU4Y033uCXX34p1uCEEPlTFIUf/73Aw5/+w9noFAI89Cx+sg0v9KglScw9ymleWntUmpeEsCeF/sQLDw+nc+fOd7y9S5cuhIeHF0dMQogCpGZmMWXZIf676iiZWWa61PZjzaQOtK0uo23uR5c6/jhpHYiISeF0VLLa4QghCqnQiUx8fDw+Pnf+oPTx8SEhIaFYghJC5O9cdDIDP93JrweuoHXQ8FrvOnwzuiU+bnkXShVF46Z3pENNX0BGLwlhTwqdyJjNZrTaOy9z7+DggMlkKpaghBB5rT16jYfm/8PJ60n4uun56cnWPN2puszQW4x6NrjZvCSEsA+F7uyrKArdunXD0TH/u2RlZRVbUEKImxRFYe7akyzYdhawjEqaP6Ip/jI3TLHrXjcArYOG8GuJXLyRSoiPi9ohCSHuotCJzIwZM+66z+DBg+8rGCFEXh9tOGVNYv7TsRov9ayNTjr0lghvVydah3qz8+wN1h2L5KmO1dQOSQhxF8WayAghitfPey7y8eYzAMwe2ICRrauoHFHZ16tBIDvP3mCtJDJC2IX7/lm3bds21qxZQ1xcXHHEI4TItvnEdf676igAk7rVlCSmlDxYz9JPJuxCHFGJ6SpHI4S4m0InMnPnzmXatGnW64qi0KtXL7p06UK/fv2oW7cux44dK5EghShvDl+OZ/xPBzCZFR5pXpkXutdUO6RyI9DTQNMQLwDWhV9XNxghxF0VOpFZunQpDRo0sF7/5Zdf2L59O3///TcxMTG0aNGCWbNmlUiQQpQnF2+kMm7hXtKMJjrU9GXOoIZoNDIyqTT1zh69tE5GLwlh8wqdyERERNCoUSPr9TVr1vDII4/Qvn17vL29+e9//8uuXbtKJEghyouopHTGfLeHmORM6gV58PljzaVjrwp6Zs/yu+vcDeJSMlWORghRkEJ/QmZlZaHX35x0a9euXbRr1856vWLFisTExBRvdEKUI5diU3l0wS7OxaRQycuZhWNb4qYvdH98UYyq+LhSN8gDk1lhw3FpXhLClhU6kalevTrbt28H4OLFi5w6dYqOHTtab798+XKBM/8KIe7sZGQSgz/fyYUbqVSu4MxPT7aWeWJU1ie7eWnNkWsqRyKEKEihE5nx48czYcIEnnjiCXr37k3btm2pV6+e9fbNmzfTtGnTEglSiLLswMU4hnyxi6ikDGoFuLHi2XZU9XVVO6xyr3fDIAD+ORNDQqpR5WiEEHdS6ETmqaee4uOPPyY2NpaOHTuyYsWKXLdfvXqVcePGFXuAQpRlO07HMPLr3SSkGWka4sWyp9sSIDUxNqGGvxu1A9wxmqR5SQhbVqQG+HHjxt0xWfnss8+KJSAhyovtp6J5ctE+Mk1mOtT0ZcFjzXGVPjE2pU/DIE5eT2LNkWs80ryy2uEIIfJR6E/Nw4cP57vd09OTkJAQGR4qRBFExKQwfvF+Mk1mejcIZN6wJugd77woq1BHn4aBfLTxFH+fjiYx3YiHQad2SEKI2xQ6kWnSpAkajQZFUXJt12g0GAwGJk+ezJtvvlngCtlCCEhKN/LU9/tISs+iWYiXJDE2rGaAOzX93TgdlczG8OsMaia1MkLYmkInMhEREfluj4+PJywsjGnTplGhQgVefPHFYgtOiLLGbFZ4YekhzkQlE+ChZ8FjzSWJsXF9Ggbxf5tOs+bINUlkhLBBhU5kqlTJf52XKlWq0LhxYzw8PJg1a5YkMkIUYN6m02w8fh0nRwe+GNVChljbgZxEZvupGJLSjbhL85IQNqXYpgxt3rz5HWtthBCw9ug1Pt50GoB3BjakSbCXugGJQqkV4EZ1P1cyTWY2HY9SOxwhxG2KLZGJjIzEz8+vuA4nRJlyMjKJKcsOATC2fVUZAWNHNBoNfbPnlJHJ8YSwPcWSyERHRzNt2jS6dOlSHIcTokxJSjfyzI9hpGaaaFfdhzf61FU7JFFEOZPjbT0VTXJGlsrRCCFuVeg+Mk2bNs13iHVCQgKXL1+mdu3a/Pjjj8UanBD2TlEUXl1xhIiYFCp6Gpg/ohmOsgik3akT6E41X1fOxaSw6fh1Hm5SSe2QhBDZCp3IDBgwIN/tHh4e1K5dm549e8rQayFus2jneVYfuYZOq2H+yGZ4uzqpHZK4BxqNhj4Ng5i/5Qx/HYmUREYIG1LoRGbGjBklGYcQZc6Bi3HMXnMcgNd616VZSAWVIxL3o3fDQOZvOcOWk1GkZGTJLMxC2Aip4xaiBMSlZDJh8QGMJoXeDQIZ276q2iGJ+1QvyIOqPi5kZJnZfEJGLwlhKySREaKYmc0KU5Yd5Ep8GlV9XJj7SCNZwqMMyGleAlh9WEYvCWErJJERoph9vu0sW05Go3d04LORzWV9njKkX6OKAGw5GSWjl4SwEYVKZBITE0s6DiHKhF1nb/DB+pMAvPlwfepV9FA5IlGc6gZZRi9lZJnZdPy62uEIIShkIlOhQgWioixtwl27diU+Pr4kYxLCLkUlpjPx5wOYFRjcrDJDWgSrHZIoZhqNhn6NLM1LfxyS5iUhbEGhEhk3Nzdu3LgBwNatWzEajSUalBD2JstkZuLPB4hJzqB2gDtvD2gg/WLKqL7ZzUvbT0WTmC6fhUKorVDjB7t3706XLl2oW9cyI+nAgQNxcsp/PozNmzcXX3RC2IkPN5xid0Qsrk5aPnusGc5OMqdSWVU70J2a/m6cjkpmw7HrDJblJoRQVaFqZH788UdmzpxJixYtAKhfvz6NGzfO91KcTCYT06ZNIzQ0FGdnZ6pXr85bb72FoijFeh4h7sem49f5bOtZAN4d3Ijqfm4qRyRKWk6n3z8PX1U5EiFEoWpknJ2deeaZZwDYt28fc+fOxcvLqyTjAmDu3Ll8/vnnLFq0iPr167Nv3z7Gjh2Lp6cnkyZNKvHzC3E3l2JTrYtBjm5bhf6NK6ockSgNfRsF8dHGU/x9OoaEVCOeLjIyTQi1FHlqyi1btlj/z6kZKam+ADt37uThhx+mb9++AFStWpWff/6ZPXv2lMj5hCiKjCwTExbvJyHNSOPKnrzeVxaDLC9q+LtRJ9CdE5FJrDsWyZCW0rFbCLXc0zwy33//PQ0bNsTZ2RlnZ2caNWrEDz/8UNyx0a5dOzZt2sSpU6cAOHToEDt27KB3797Ffi4himrGb8c4dDkBT2cd80c0Q+8o/WLKk5zRS38ekdFLQqipyDUyH374IdOmTWPChAm0b98egB07dvDMM88QExPDCy+8UGzBvfrqqyQmJlKnTh20Wi0mk4nZs2czcuTIO94nIyODjIwM6/WcOXCMRqOMtrIBOWVg72WxdN9lluy9hEYDHz7akEB3nd0/Jig75VMaetbz43/rT/HPmRiux6eUyoKgUj62S8qm+BX2udQoRew5GxoayqxZs3j88cdzbV+0aBEzZ84kIiKiKIcr0JIlS3jppZd4//33qV+/PgcPHmTy5Ml8+OGHjB49Ot/7zJw5k1mzZuXZvnjxYlxcXIotNlF+nU+Cj49pMSka+gabeLCydD4vr94/rOVyioah1Uy0C5DXgRDFKTU1lREjRpCQkICHx50nFy1yImMwGDh69Cg1atTItf306dM0bNiQ9PT0e4s4H8HBwbz66quMHz/euu3tt9/mxx9/5MSJE/neJ78ameDgYGJiYgp8IkTpMBqNbNiwgR49eqDT2V8HyZjkDAZ8/i/XEzPoUdefT4c3LlPzxdh7+ZS2L7ZH8L8Np2lXzZtFY1uU+PmkfGyXlE3xS0xMxNfX966JTJGblmrUqMGyZct4/fXXc21funQpNWvWLHqkBUhNTcXBIXc3Hq1Wi9lsvuN99Ho9er0+z3adTicvLhtij+VhNJl5ftkRridmUN3PlQ+HNsHJyb4eQ2HZY/mo4eGmlfnfhtP8GxFLfLoZP/e8nz0lQcrHdknZFJ/CPo9FTmRmzZrF0KFD2b59u7WPzD///MOmTZtYtmxZUQ9XoP79+zN79mxCQkKoX78+Bw4c4MMPP2TcuHHFeh4hCmPOmhPsiYjFTe/IF6Na4C6LQZZ7wd4uNK7syaHLCaw9eo1RbauqHZIQ5U6RRy0NHjyY3bt34+vry6pVq1i1ahW+vr7s2bOHgQMHFmtwn3zyCY888gjPPfccdevW5cUXX+Tpp5/mrbfeKtbzCHE3S/de5Nt/LP2/PhjSmBr+MumdsMiZHE/WXhJCHUWukQFo3rw5P/74Y3HHkoe7uzvz5s1j3rx5JX4uIe5k+6loXv/1KADPd6tJz/qBKkckbEm/xkG889dx9pyP5XJcKpUryKACIUrTPc0jI0R5cSIyked+2o/JrDCwaSUmdy/efmDC/gV5OtM61BuQWhkh1CCJjBB3cD0xnXHf7SU5I4vWod68O7hhmRqhJIrPgCaVAPjt4BWVIxGi/JFERoh8pGRk8cSivVxNSKeanytfjmohM/eKO+rdIAgnrQMnIpM4EZmodjhClCuSyAhxG5NZYdLPBzh6JREfVycWjmkliwKKAnm66Ohc2w+A3w7KithClKb7TmQSExNZtWoVx48fL454hFDd/206zaYTUegdHfh6dAtCfKTzpri7h7Obl34/eBWzWWb5FaK0FDmRGTJkCPPnzwcgLS2NFi1aMGTIEBo1asSKFSuKPUAhStO+87HM33wagPceaUTTkAoqRyTsRbe6/rjpHbkSn0bYxTi1wxGi3ChyIrN9+3Y6dOgAwK+//oqiKMTHx/Pxxx/z9ttvF3uAQpSWxHQjk5cexKzAoGaVrL+whSgMg05rHZovnX6FKD1FTmQSEhLw9rYMNVy7di2DBw/GxcWFvn37cvr06WIPUIjSMuO3Y1yOSyPY25lZD9VXOxxhhwY0tUyOt/rwNYymOy+lIoQoPkVOZIKDg9m1axcpKSmsXbuWBx98EIC4uDgMBkOxByhEafjt4BV+PXAFrYOGeUObyvID4p60reaDr5ueuFQjf5+OVjscIcqFIicykydPZuTIkVSuXJmKFSvSuXNnwNLk1LBhw+KOT4gSdyk2lf9mz9w7sWsNmleRfjHi3jhqHejXKAiAVQdk9JIQpaHIicxzzz3Hrl27+Pbbb9mxY4d1depq1apJHxlhd7JMZqYsO0hSRhbNq1RgQpcaaock7NyAppa+VRvCr5OSkaVyNEKUffe01lKLFi1o0aJFrm19+/YtloCEKE3zt5xh7/k43PSOzBvaBEetTK0k7k/jyp5U8XHhwo1UNoRftyY2QoiSUahEZsqUKYU+4IcffnjPwQhRmnacjuH/Nlk6qL81oD7B3jJfjLh/Go2Gh5tU4uNNp1l18IokMkKUsEIlMgcOHMh1ff/+/WRlZVG7dm0ATp06hVarpXnz5sUfoRAlIDIhneeXHEBRYFjLYAY2rax2SKIMebhJRT7edJq/T8dwIzkDHze92iEJUWYVKpHZsmWL9f8PP/wQd3d3Fi1aRIUKlk6RcXFxjB071jq/jBC2zGgyM/Hn/dxIyaRekAczZai1KGbV/dxoWMmTI1cSWHM0klFtqqgdkhBlVpE7BHzwwQfMmTPHmsQAVKhQgbfffpsPPvigWIMToiT8b91J9p6Pw13vyGcjm2HQyWKQovg93MQyp8zvMjmeECWqyIlMYmIi0dF550eIjo4mKSmpWIISoqRsCL/OF9vPAfD+o42o6uuqckSirOrXqCIaDew9H8fluFS1wxGizCpyIjNw4EDGjh3LypUruXz5MpcvX2bFihU88cQTDBo0qCRiFKJYXIpNZeqygwCMax9KrwZB6gYkyrRATwNtQn0A+OPQNZWjEaLsKnIis2DBAnr37s2IESOoUqUKVapUYcSIEfTq1YvPPvusJGIU4r5dik3l8W/3kJieRdMQL17tXUftkEQ5kNO8JGsvCVFyipzIuLi48Nlnn3Hjxg0OHDjAgQMHiI2N5bPPPsPVVarphe05GZnEIwt2EhGTQiUvZz4d0QwnR5kvRpS83g2C0Gk1nIhM4mSkNL0LURLu+dPc1dWVRo0a0ahRI0lghM0KuxDLkC92cT0xg1oBbqx4th0VvZzVDkuUE54uOjrX9gfg90NSKyNESShyIpOSksK0adNo164dNWrUoFq1arkuQtiKLSeiGPn1bhLSjDQL8WLZ020J9JSFTUXputm8dBVFUVSORoiyp8hLFDz55JNs27aNUaNGERQUhEajKYm4hLgvvx28wtRlh8gyK3Sp7cdnI5vj7CTDrEXp61YnAFcnLZfj0th/MV4WJRWimBU5kfnrr79YvXo17du3L4l4hLhvO8/GMGXZIUxmhYFNK/HeI43QyRpKQiXOTlp61g9k5YEr/H7wiiQyQhSzIn+6V6hQAW9v75KIRYj7dik2lfE/7cdkVni4SUU+eLSxJDFCdQ9lNy/9efgaWSazytEIUbYU+RP+rbfeYvr06aSmygRPwrakZGTx1Pf7iEs10qiyJ3MHN8LBQZo+hfra1/DFx9WJGymZ/HP2htrhCFGmFLlp6YMPPuDs2bMEBARQtWpVdDpdrtv3799fbMEJUVhms8KUZQc5EZmEn7ueL0e1kKUHhM3QaR3o2yiI73dd4LeDV+hUy0/tkIQoM4qcyAwYMKAEwhDi/vzfptOsO3YdJ60DX4xqLqOThM15uElFvt91gXVHI0kdkIWLU5E/foUQ+SjyO2nGjBklEYcQ9+yvI9f4v02nAXh7YAOahUhnSmF7moVUoIqPCxdupPLXkUgGN6+sdkhClAnSC1LYtaNXEpiy7BAAY9tXZUiLYJUjEiJ/Go2GR7OTl2X7LqkcjRBlR5ETGZPJxP/+9z9atWpFYGAg3t7euS5ClJar8WmMW7iXNKOJDjV9eaNPXbVDEqJAg5tXRqOB3RGxXLiRonY4QpQJRU5kZs2axYcffsjQoUNJSEhgypQpDBo0CAcHB2bOnFkCIQqRV3JGFuMW7iUqKYOa/m58OrIZjjLMWti4IE9nOtS0dPT9JeyyytEIUTYU+ZP/p59+4quvvmLq1Kk4OjoyfPhwvv76a6ZPn86///5bEjEKkUuWyczExfs5EZmEr5ueb8e0xMOgu/sdhbABQ1pYmpdWhF3GZJYlC4S4X0VOZCIjI2nYsCEAbm5uJCQkANCvXz9Wr15dvNEJcRtFUZj1RzhbTkZj0Dnw9egWBHu7qB2WEIXWvW4Ans46riak88+ZGLXDEcLuFTmRqVy5MteuXQOgevXqrF+/HoC9e/ei1+uLNzohbvPtP+f54d8LaDQwb2gTmgR7qR2SEEVi0GkZkD3Tr3T6FeL+FTmRGThwIJs2bQJg4sSJTJs2jZo1a/L4448zbty4Yg9QiBx/HLrK26vDAXitdx16NQhSOSIh7s2j2aPr1odfJz41U+VohLBvRZ5H5t1337X+P3ToUEJCQti1axc1a9akf//+xRqcEDnWHYtk8tKDKAo81iaEpzpUUzskIe5Zg0qe1A3y4Pi1RH4/dJXH21ZVOyQh7NZ9D/No27YtU6ZMkSRGlJitJ6OYsNiyEOSgppV486EGaDSyhpKwbzmdfpfvk9FLQtyPIicyixYtytWp9+WXX8bLy4t27dpx4cKFYg1OiJ1nYnj6hzCMJoW+DYN47xFZCFKUDQ83qYROq+HIlQTCryaqHY4QdqvIicw777yDs7MzALt27WL+/Pm89957+Pr68sILLxR7gKL82nc+licW7SMjy0z3ugHMG9ZE5ooRZYa3qxM96gUAsDxMOv0Kca+K/K1w6dIlatSoAcCqVat45JFH+M9//sOcOXP4+++/iz1AUT4dvZLAmO9uzto7f0RTdJLEiDLm0eaWTr+rDlwhI8ukcjRC2KcifzO4ublx48YNANavX0+PHj0AMBgMpKWlFW90wJUrV3jsscfw8fHB2dmZhg0bsm/fvmI/j7Ad1xIsSw8kZ2TROtSbL0e1wKDTqh2WEMWuQ01fAjz0xKUa2Xw8Su1whLBLRU5kevTowZNPPsmTTz7JqVOn6NOnDwDHjh2jatWqxRpcXFwc7du3R6fT8ddffxEeHs4HH3xAhQqyunFZlZKRxbiF+4hKyqB2gDtfj26Bs5MkMaJsctQ6MLiZLCQpxP0ociLz6aef0rZtW6Kjo1mxYgU+Pj4AhIWFMXz48GINbu7cuQQHB/Pdd9/RqlUrQkNDefDBB6levXqxnkfYBpNZYdLPBzh+LRFfNye+GdMCd1l6QJRxOXPKbDsVTWRCusrRCGF/ijyPjJeXF/Pnz8+zfdasWcUS0K1+//13evbsyaOPPsq2bduoVKkSzz33HE899dQd75ORkUFGRob1emKiZTSA0WjEaDQWe4yiaHLKIL+yeOevk2w6EYXe0YHPRzQhwE0nZVbKCiofUTIqezrRoooX+y7Es3zvBZ7pdOc5kqR8bJeUTfEr7HOpURSlSKuWbd++vcDbO3bsWJTDFchgMAAwZcoUHn30Ufbu3cvzzz/PggULGD16dL73mTlzZr5J1eLFi3FxkTV5bNWOSA3LIyxNSGNqmmjqK4vpifJjd5SGxWe1+BkU3mhiQqZJEgJSU1MZMWIECQkJeHh43HG/IicyDg55W6NunZzMZCq+nvdOTk60aNGCnTt3WrdNmjSJvXv3smvXrnzvk1+NTHBwMDExMQU+EaJ0GI1GNmzYQI8ePdDpLM1Gf5+O4akfD2AyK7zQrQbPdZZZe9WSX/mIkpeSkUX797aRkmni5ydb0qJK/v0ApXxsl5RN8UtMTMTX1/euiUyRm5bi4uJyXTcajRw4cIBp06Yxe/bsokdagKCgIOrVq5drW926dVmxYsUd76PX6/NdvFKn08mLy4bklMfBS/FMWHLIMmtvs0pM6l5LZu21AfJ+KV1eOh39GlVk6b5LrDxwjbY1/AvcX8rHdknZFJ/CPo9F7uzr6emZ6+Lr60uPHj2YO3cuL7/8cpEDLUj79u05efJkrm2nTp2iSpUqxXoeoY4zUUmM/W4PqZkmHqjhy5xBDSWJEeXWkJaW0Uurj1wjOSNL5WiEsB/FNsNYQEBAnqTjfr3wwgv8+++/vPPOO5w5c4bFixfz5ZdfMn78+GI9jyh91xLSefybPcSlGmlc2ZMFo5qjd5Rh1qL8ahZSgWp+rqRmmlhz+Jra4QhhN4rctHT48OFc1xVF4dq1a7z77rs0adKkuOICoGXLlvz666+89tprvPnmm4SGhjJv3jxGjhxZrOcRpSvFCGMXhXE1IZ1qfq58N7YVbvoivxSFKFM0Gg2PNg9m7toTLNt3iSEtg9UOSQi7UORvjyZNmqDRaLi9j3CbNm349ttviy2wHP369aNfv37FflyhjpSMLL44oeVCcgqBHgZ+eKI13q5OaoclhE0Y3KwS/1t/kn0X4jgbnUx1Pze1QxLC5hU5kYmIiMh13cHBAT8/P+tQaSHuJCPLxIQlh7iQrMHT2ZEfnmhFJS9ntcMSwmb4exjoXMuPTSeiWL7vMq/2rqN2SELYvCInMtLRVtyLLJOZyUsOsuPMDZwcFL4a1YyaAe5qhyWEzXm0RTCbTkSxYv9lXnywlqz4LsRd3NM7ZNu2bfTv358aNWpQo0YNHnroIVn5WtyR2azw2soj/HU0Ep1WwxO1zTQN9lI7LCFsUtc6/vi4OhGdlMHWk9FqhyOEzStyIvPjjz/SvXt3XFxcmDRpEpMmTcLZ2Zlu3bqxePHikohR2DFFUXh79XGWh13GQQMfPdqIOl4ya68Qd+Lk6MDg5pah2D/tvqByNELYviInMrNnz+a9995j6dKl1kRm6dKlvPvuu7z11lslEaOwYx9vOsO3/1j6Vb33SGN61g9QOSIhbN+IViEAbD0VzaXYVJWjEcK2FTmROXfuHP3798+z/aGHHsrTEViUb9/uiOCjjacAmNG/Ho9k/8oUQhSsqq8rHWr6oijw0+6LaocjhE0rciITHBzMpk2b8mzfuHEjwcEy74GwWLbvEm/+GQ7AlB61GNs+VOWIhLAvo9pYBlYs23eJjKziW8NOiLKmyKOWpk6dyqRJkzh48CDt2rUD4J9//mHhwoX83//9X7EHKOzPmiPXeHWFZeLEJx8IZWLXGipHJIT96VrHnyBPA9cS0vnrSCQDmlZSOyQhbFKRE5lnn32WwMBAPvjgA5YtWwZYFnJcunQpDz/8cLEHKOzL1pNRPL/kAGYFhrUM5o2+dWX9JCHugaPWgRGtQvhgwyl++PeCJDJC3ME9zQs/cOBABg4cWNyxCDu3JyKWZ34Mw2hS6NsoiNkDZRFIIe7H0FbB/N+m04RdiCP8aiI1/WQCSSFud88zLWVmZnL58mUuXryY6yLKp6NXEnhi4V7SjWY61/bjoyFN0DpIEiPE/fB3N9CzQSAAP8pQbCHyVeRE5vTp03To0AFnZ2eqVKlCaGgooaGhVK1aldBQ6dBZHh2/lsjj3+4hKSOLVqHefD6yOU6OMhupEMXhsdaWTr+rDlwhKT1L5WiEsD1FbloaM2YMjo6O/PnnnwQFBUnTQTl35HICo77dTXyqkUaVPflmdAucnbRqhyVEmdGmmjc1/N04E5XMb4eu4q12QELYmCInMgcPHiQsLIw6dWQxs/Iu7EIcY7JrYpqGeLFwbCvcDTq1wxKiTNFoNDzWOoSZf4Tz0+5LTKiudkRC2JYi1//Xq1ePmJiYkohF2JF/z91g1De7rc1JPzzRGk9nSWKEKAmDmlfGWaflTHQKZ5PUjkYI21KoRCYxMdF6mTt3Li+//DJbt27lxo0buW5LTEws6XiFDdh+Kpox3+0hNdPEAzV8WTS2FW76exoAJ4QoBA+DjgFNKwKwI1L6nwlxq0J9+3h5eeXqC6MoCt26dcu1j6IoaDQaTCaZgbIs+/t0NE8u2kemyUyX2n58/lhzDDrpEyNESXusTRV+3nOJQ7EaopIyqOQtNaBCQCETmS1btpR0HMIOHLgYx9M/hJFpMvNgvQDmj2gmo5OEKCX1K3rSLMSL/RfjWbrvMlMelH6KQkAhE5lOnTrx5ptv8uKLL+Li4lLSMQkbdCYqiXEL95KaaaJDTV9JYoRQwchWwZZEZu9lJnarhU4r70EhCv0umDVrFsnJySUZi7BRV+PTePybPcSlGmlc2ZMFj8k8MUKooWf9ANx0CteTMtgYfl3tcISwCYX+NlIUpSTjEDYqLiWTx7/dw9WEdKr5ufLd2Fa4SsdeIVShd3Sgrb/ls/j7XTLTrxBQxOHXMvld+ZKSkcXYhXs5E5VMoIeBH55ojberk9phCVGutQsw46CBXeducPq6jMUWokiJTK1atfD29i7wIsoGs1nh+SUHOXgpHi8XHT880YpKXrJgnRBq89ZDtzr+APzwr9TKCFGkNoJZs2bh6elZUrEIG/LBhpNsPH4dJ0cHvhndkpoB7mqHJITINrJ1MBuOR7Fy/xVe7lVH5nES5VqRXv3Dhg3D39+/pGIRNuK3g1f4dMtZAN4d1JDmVSqoHJEQ4lZtQ72p5uvKuZgUfj1whVFtqqgdkhCqKXTTkvSPKR+OXE7g5V8OA/B0x2oMalZZ5YiEELdzcNDwWHby8sOu8zIYQ5RrMmpJWEUlpvPU9/vIyLLM2vtyL5lwSwhbNTh7/aVT15PZHRGrdjhCqKbQiYzZbJZmpTIs3WjiPz+EEZmYTnU/V/5veFO0DlILJ4St8nTWMaBpJQC+33Ve3WCEUJHMaiZQFIXXVh7h4KV4PJ11fD26JR4GWcdFCFs3pl1VANYejeTijVR1gxFCJZLICN5bd5JfD1xB66Bh/oimhPq6qh2SEKIQage606mWH2YFvt5xTu1whFCFJDLl3Pe7zvP5VssIpTmDGtKhpp/KEQkhiuLpjtUAWLbvErEpmSpHI0Tpk0SmHFt7NJIZvx8DYGqPWgxpEaxyREKIompb3YcGlTxIN5r5QZYtEOWQJDLl1N7zsUxacgBFgeGtQpjQtYbaIQkh7oFGo+E/HasDlhrWdKNJ5YiEKF2SyJRDZ6KSeHLRPjKzzHSv689bD9eXeYKEsGN9GgRSycuZGymZ/BJ2We1whChVksiUM9cT0xn97V4S0ow0Cfbik+HNcNTKy0AIe+aodeCJB0IB+Prvc5jMMu+XKD/kG6wcSUw3MvrbPVyJTyPU15Vvx7TE2UmrdlhCiGIwtGUwns46zt9IZUN4pNrhCFFqJJEpJzKyTDz9fRgnIpPwddPz/bhWeLs6qR2WEKKYuOodeaxNCABfbD8ns7GLckMSmXLAbFZ4cflhdp27gauTloVjWxLs7aJ2WEKIYja6XVWctA4cuBjPvgtxaocjRKmQRKYcmPPXcf44dBVHBw0LRjWnQSVPtUMSQpQAf3cDg5pZli34YptMkCfKB0lkyriv/z7HV39HAPD+o41kwjshyrgnO1RDo4GNx69z+nqS2uEIUeLsKpF599130Wg0TJ48We1Q7MKaI9d4e/VxAF7tXYeBTSurHJEQoqTV8HfjwXoBACyQWhlRDthNIrN3716++OILGjVqpHYoduHAxTheWHoQgNFtq1inMRdClH3PdrZMcPnbwStciU9TORohSpZdJDLJycmMHDmSr776igoVKqgdjs27FJvKU9/vIyPLTLc6/kzvLxPeCVGeNAn2ol11H7LMCl//LbUyomxzVDuAwhg/fjx9+/ale/fuvP322wXum5GRQUZGhvV6YmIiAEajEaPRWKJx2oLENCNjvttDTHIm9YLc+eCRBphNWZhtZNbynDIoD2Vhj6R8bFtRyuepB6qy8+wNluy5yDMdqsp0CyVM3jvFr7DPpc0nMkuWLGH//v3s3bu3UPvPmTOHWbNm5dm+fv16XFzK9pBjkxkWnHDgbIIDnk4KQ4Pi2LZpvdph5WvDhg1qhyAKIOVj2wpTPooClV21XE4xM/3HzfQJNpdCZELeO8UnNTW1UPvZdCJz6dIlnn/+eTZs2IDBYCjUfV577TWmTJlivZ6YmEhwcDAPPvggHh4eJRWq6hRF4Y3fwjmVcAUXJy3fP9mSekG293iNRiMbNmygR48e6HQ6tcMRt5HysW1FLR+HKpFMWnqYf284MXdMR1z1Nv2Rb9fkvVP8clpU7samX9VhYWFERUXRrFkz6zaTycT27duZP38+GRkZaLW5p9jX6/Xo9fo8x9LpdGX6xfXdPxEsD7uCgwbmj2hK4xAftUMqUFkvD3sn5WPbCls+fRtX5qNNZ4mISeGXA9d4soN0+i9p8t4pPoV9Hm26s2+3bt04cuQIBw8etF5atGjByJEjOXjwYJ4kprwKuxDH7Oxh1q/3qUvXOgEqRySEsAVaB411xOLXf0eQmSXNS6LssekaGXd3dxo0aJBrm6urKz4+Pnm2l1c3kjOYsHg/WWaFvg2DrCvgCiEEwMBmlfho4ykiE9NZdeAKQ1oGqx2SEMXKpmtkRMFMZoXJSw9yLSGdar6uvDu4oQyzFkLkonfU8uQDllqZBdvOYjLLYpKibLG7RGbr1q3MmzdP7TBswsebTvP36RgMOgc+f6w57gZplxVC5DW8dQiezjrOxaTw64EraocjRLGyu0RGWGw7Fc3Hm08D8M7AhtQOdFc5IiGErXLTO/Jc5+oAfLj+JOlGG5lYSohiIImMHboan8bkJQdQFBjeKoRBzWQNJSFEwUa3q0pFTwNXE9L5ftd5tcMRothIImNnskxmnl9ygLhUIw0qeTCjfz21QxJC2AGDTssLPWoB8OmWsySkygy0omyQRMbOzN9yhr3n43DTO/LpiGYYdDIEXQhROIOaVaZWgBsJaUY+33ZW7XCEKBaSyNiRvedj+XiTpV/M2wMaUMXHVeWIhBD2ROug4ZVedQDLJJpXZWVsUQZIImMnElKNTF5yELMCg5pWYkDTSmqHJISwQ13r+NMq1JuMLDPzNp5SOxwh7pskMnZAURRe//UIV+LTqOLjwpsDZDJAIcS90Wg0vNrbUivzS9hlTl1PUjkiIe6PJDJ2YPm+y6w+cg1HBw0fD2uKmyz8JoS4D81CKtCrfiBmBd5be0LtcIS4L5LI2Liz0cnM+P0YAFMfrE3jYC91AxJClAkv9aqN1kHDxuNR7ImIVTscIe6ZJDI2LDPLMtQ6zWiifQ0f6+JvQghxv6r7uTGkhWXdpblrT6AosnSBsE+SyNiw/9t0iqNXEvFy0fHhkCY4OMg6SkKI4jO5e00MOgfCLsSx8XiU2uEIcU8kkbFRe8/H8vlWyzwPcwY2JMDDoHJEQoiyJsDDwNj2oQC8v+6ELCgp7JIkMjYoKd3IC0stQ60HN6tM74ZBaockhCijnulUHU9nHaeuJ7Ny/2W1wxGiyCSRsUEzfw/nclwalSs4M/MhWYJACFFyPJ111gUlP9pwShaUFHZHEhkbs+bINVbsv4yDBj4a2gR3g07tkIQQZdzodlUJyl5Q8sd/L6gdjhBFIomMDbmemM7rvx4BLNW9Lat6qxyREKI8MOi0vNDdsqDk/C1nSEyXBSWF/ZBExkYoisIrKw4Tn72q9eTsDxUhhCgNg5pVooa/G/GpRr7cdk7tcIQoNElkbMTG41FsPRmNk9aBeUOb4OQoRSOEKD2OWgde6lkbgG92RBCVmK5yREIUjnxb2oB0o4m3/gwH4IkOodTwd1c5IiFEefRgvQCahXiRZjTx7l+ydIGwD5LI2IBvdkRwMTYVf3c947vUUDscIUQ5pdFomN6/PhoNrDxwhZ1nYtQOSYi7kkRGZZEJ6Xy65QwAr/auIwtCCiFU1STYi8fbVAHgjVVHZTi2sHmSyKhs7toTpGaaaBrixYAmldQORwghmNqzNgEeeiJiUvgs+4eWELZKEhkVhV2I49cDV9BoYGb/+rKWkhDCJngYdMzsXx+Az7ed5UxUksoRCXFnksioxGxWmPXHMQAebV6ZxsFe6gYkhBC36NUgkG51/DGaFF5feRSzrMMkbJQkMir5Jewyhy8n4K535KWeddQORwghctFoNMx6uD7OOi17zseyPOyS2iEJkS9JZFSQlG7kvXWWoY2TutXEz12vckRCCJFX5QouTOlhmZzznTUniEnOUDkiIfKSREYFn209S0xyJqG+roxuV1XtcIQQ4o7Gtq9KvSAPEtKMzPjtGIoiTUzCtkgiU8oux6XyzY4IAF7vU1dm8BVC2DRHrQPvDm6I1kHD6iPXWHXwitohCZGLfIuWsvfWniQzy0zbaj50r+uvdjhCCHFXjSp7MblbTQCmrzrGpdhUlSMS4iZJZErR/otx/H7oKhoNvNG3LhqNDLcWQtiHZztXp3mVCiRlZDF12SFMMopJ2AhJZEqJoii8nb2e0iPNKtOgkqfKEQkhROE5ah34aEgTXJ0so5i+2H5W7ZCEACSRKTWrj1xj/8V4nHVaXsxeYVYIIexJiI8LMx+yTJT34fpTHL2SoHJEQkgiUyrSb1lJ9plO1QnwMKgckRBC3JtHmlemd4NAsswKzy85QFqmrMUk1CWJTClYuPM8l+PSCPQw8FTHULXDEUKIe6bRaHhnYEP83fWcjU7hrdXhaockyjlJZEpYbEomn262LLr2Us/auDjJ6tZCCPtWwdWJD4Y0BmDx7ov8vOeiyhGJ8kwSmRL2zY5zJGVkUS/Ig4FNZXVrIUTZ0KGmH1OzZ/2d/ttR9p6PVTkiUV5JIlOCEtKMfL/zAgDPd68pq1sLIcqUCV1r0LdhEEaTwjM/hHElPk3tkEQ5JIlMCfp+53mSMrKoFeBGj7oBaocjhBDFSqPR8P6jjagX5MGNlEyeWrSP1MwstcMS5YwkMiUkJSOLb/+xLEUwvksNqY0RQpRJLk6OfDW6BT6uToRfS+Sl5YdlPSZRqiSRKSE/77lIXKqRqj4u9G0YpHY4QghRYip5ObNgVHN0Wst6TPOzBzgIURpsOpGZM2cOLVu2xN3dHX9/fwYMGMDJkyfVDuuu0o0mvth+DrBM6+2otemnWQjbYDaDyah2FOIetazqzZsPNwDggw2n+Gn3BZUjEuWFTY8F3rZtG+PHj6dly5ZkZWXx+uuv8+CDDxIeHo6rq6va4d3R8rDLRCdlUNHTwMCmldUORwjbl5kKC9pD/EXwrg5+tcGvDvjXsfz1qQmOTmpHKe5ieKsQLsam8vnWs7zx61H0jloeaS6fgaJk2XQis3bt2lzXFy5ciL+/P2FhYXTs2FGlqApmNJlZsNWyBsnTnarj5Ci1MULc1ZmNEGupxSTmpOVy/Pebt2u04FMjO7GpC/51wb8eeFcDrU1/jJU7L/esTVqmiYU7z/PyL4dwcnTgocYV1Q5LlGF29QmQkGBZ18Pb2/uO+2RkZJCRkWG9npiYCIDRaMRoLPlq6xX7r3AlPg1fNycGNQkslXPak5znQ54X26RW+WjDf8MBMDcZhbnuQ2iiT6CJOQnRJ9HEnESTkXgzweE36/0UrR58a6H410Xxq4viVwfFrw54VIYyuLq8vbx/Xu9Vk3RjFkv2XuaFpQfRYubBemV75Ka9lI09KexzqVHspHu52WzmoYceIj4+nh07dtxxv5kzZzJr1qw82xcvXoyLi0tJhohZgTkHtUSla3goxES3Snbx1AqhKo05i95HJ6AzpbK95jTi3Grm3kFRMBjjcE+/jEf6FdzTruCRfhn39Ms4mjPzPabRwUCSoZLl4mz5m2ioRLrOu0wmOLbIrMDPZx3YE+2AVqPwRG0z9SvIZ6IovNTUVEaMGEFCQgIeHh533M9uEplnn32Wv/76ix07dlC58p3bXPOrkQkODiYmJqbAJ6I4rD12nYlLDuHp7MjWqR1x09tVhVepMBqNbNiwgR49eqDT6dQOR9xGjfLRnN2M45IhKK7+ZD1/FDSFbI5VzBB/EU1UuKUGJzocTfRJuHEGjTn/X3KKkxuKb21LLY5vTRSfWii+tcCrCjhoi/FRlQx7e/+YzApTfznC6iOR6LQa/tunDsNbVkZTBpNJeysbe5CYmIivr+9dExm7+KadMGECf/75J9u3by8wiQHQ6/Xo9fo823U6XYm/uJaFXQHgsTZVqODmXKLnsnelUR7i3pVq+ZxeA4Cmbj90TnnfuwXyr2m58PDNbSYj3DgL0cch6jhEn4CoExB7Fk1mMpqrYXA1LPdxtHrwrXlLB+PsfjgVqtpkgmMv7x8dMG9YU9AcZPXha8z44zj7LiYwZ1DDMvtDz17Kxh4U9nm06VeSoihMnDiRX3/9la1btxIaarsrR1+KTWXHmRgAhrUMUTkaIeyE2QQnVlv+r9u/eI6p1VmSEf86UH/gze1ZmRB71pLcxJyC6JMQcxpunIasdLh+1HK5laMBfGtZkhq/OtmdjOuCZwg4SEf+wtBpHZg/vClNKnvx7toT/HHoKseuJPDpyGbUDSrZWnJRPth0IjN+/HgWL17Mb7/9hru7O5GRkQB4enri7GxbNR7Lwy6jKNC+hg/B3iXbF0eIMuPSHkiJBoMnVO1QsudydLqZiNzKbLIM+44+ebMWJyfZyUqHyMOWy610rtnJUvboqZy/bgHSBycfGo2GpzpWo1kVLyYsPsC5mBQGfPoPbz5cnyEtgstkU5MoPTadyHz++ecAdO7cOdf27777jjFjxpR+QHdgMiss33cJgKFSGyNE4R3/w/K3Vm9LTYoaHLTgHWq51O51c7vZBHHns5unjluap6JPWBIcYwpcCbNcbuVcwZLQ5NTeBDSAgPpgkJoHgOZVvFk9qQNTlh1k68loXllxhA3hUbw9oAGBnga1wxN2yqYTGTvph8zfp6O5lpCOl4uuzA8xFKLYKMrNRKa4mpWKk4MWfKpbLnX73dxuyrLMeRMVnl17E265xJ6DtDi48I/lciuvKhDY8GZiE1DfZvvflDRvVye+Hd2SBdvP8tGGU2w8fp3dETd4o09dhraU2hlRdDadyNiLpXsttTEDm1bCoCt/H0xC3JPIw5BwERydoXpXtaMpPK0j+NWyXOoPuLndmG6prbEmN8ctfW4Sr0D8BcvlxJ8399e5WGpuAupZEpycRMfZq7QfUalzcNDwXOcadKsTwMsrDnPoUjyvrjzC74eu8u6gRoT4SPO8KDxJZO5TTHIGG8KvAzC0ZbDK0QhhR3JqY2p2B6cy8MWlM0BQI8vlVqmxloQm8ujNDsXRJ8GYClf3Wy638gqBwEaWxCYnufEKKZN9b2oHurPy2XZ8908E/1t/kp1nb/DgvG0MbxXCyNYh1PB3VztEYQckkblPK/dfJsus0DjYizqB0g4uRKFZm5UeUjeOkubiDaEdLZccZpOlKer6sZuXyCOWGqr47MuttTd6Twioj4N/PUJuANdDIKiBev2KipHWQcOTHarRo14Ar644wq5zN/jun/N89895Wod6M6J1CL0aBKJ3lNpukT9JZO6DoijWZqVhUhsjROHFnLZ0nHVwhJoPqh1N6XPQWuat8a2Zu3nKWntzJPty1PI8ZSTAxZ1oL+6kKcDXX1vmvgmoD0GNLbVAgY0tzVQ62xrRWVhVfFxZ/FRrtp+O4ad/L7DpRBS7I2LZHRGLt6sTD9YLoH0NX9pV98HHrYjzDYkyTRKZ+xB2IY6z0Sk467T0axSkdjhC2I+c2pjQTuWiT0ih5Vd7k5Vp6Xtz/SimqweJPbYVX+NlNBlJeZumNFrLyuGBjaBiE6jYzJLk2Elyo9Fo6FTLj061/LiWkMbSvZdYsucSkYnpLNl7iSXZPxzrBLrTvoYvLatWoEElTyp5OUsn4XJMEpn7kPOm6tcoCHeD/VfxClEszCZIvg4JVyDxMiRHW76gPYPBszK4B9r2aCVb4+gEgQ0gsAHmeoPZmbmGPr17oUu6DNcOwbWDcC17rpvUGzdHUR1eYrm/RmsZEl6pGVRsaklw/OuBo23XagR5OjO5ey0mdKnBjjMx7Dgdw44zMZyITLJevtkRAVhGQtWv6EHDSp7UCfIguIIzwd4u+Lg6SYJTDkgic4+S0o2sPnwNgGGtpFlJlBOKYpnALv6SJUlJvGoZlZN4NTtxuQpJV8GcdedjODhm366BOn1LLfQyReNwc2h4g0GWbYpief4jD1sSm6sHLPPcpETB9SOWy/5Fln0dHC3z3AQ1tiQ3wW0s121wOLij1oHOtf3pXNsfsAyw2HX2BjvP3uDQpXhOXU8iNiWTv0/H8PfpmFz3ddZpCfZ2ppKXMwEeBvzd9fjf8reCiw4vZyfcDY44OEjCY68kkblHfxy6RprRRHU/V5qFVFA7HCGKhykTl4woNBd2QHIkJFyyXOKz/yZctsx2ezcaLbgHWWpg3PwsfT8SLlm+aHOSnBrdwM2/ZB9PeaLRgGcly6V2b8s2RbEkmlf2W5KanBqctLib/XAO/GjZV+8Jwa0gpA2EtLXU4Nhgk5Svm57+jSvSv3FFANKNJk5GJnHkSgJHryRwNjqZS7FpXE9KJ81o4tT1ZE5dTy7wmA4a8HTW4eXihJveERcnLW56R1yzLy5OWpx1Wpxv+WvQOWBw1GLQadE7OuCoUbicAmejU3A1OFm26xzQOzrgpHWQmqESJInMPVpzJLs2pmWIvECF/TCbIOkaxGXPaxJ3IXuUjOV/x6Sr9FDMEF7QQTTZSUol8KhkSVY8KmZfsre5B+b/695sgqRIS5LkW7ukHqXIodFYysezMtTLHh2mKJak8tohuHoQruyDy/ssHYrPbLBcwFJrE9QYgltbEpzgNuBhe30BDTotjYO9aBzslWt7RpaJq/HpXIpN5Wp8GlFJGVxPTCcqKYOopAyiE9OJTzOSmmnCrEBcqpG41PxXTS88R94//E+erRoN6B0d0Dtakh5LgmP5PycRuvX/2//qb7luudxyrJz9dJaESa/TZv/Nvu5Y9pMoSWTu0dejW7A+/Drtq/uoHYoQNykKpMRkJybnb/7NSVgSLoP5zh/WGsCk0eFQIQSNV3B2v5bsvi051z0qWfpt3AsH7c1aA6EOjcYyL41XyM0+SqYsy2ipi//CxV2Wv8mRN5dh+Pczy35eIRDSDqq0tfz1rWmz89voHbWE+roS6uta4H4ZWSYSUo3EpxmJS8kkJTOL5AwTqRlZJGdkkZJhIs1oIt1oIjUzizSjmbTMLNKNZjKyTKQbzaRn356QnIrGUUdGlpl0o9l6DkUhez9zAZGUHCdHB/S3Jje3JE96x5s1R/klWvpbEqdba6EMOodcSVUlL2cquN7j58J9kkTmHhl0Wh7KrtoUotSYzZYvmJymnviLN//mbDOmFnwMB0dLQuIVAhWqWKbPr1AVvKpgdAtizbZ99OnbF51OOrCXG1rH7FFOTaDNMzdrbS7uhkvZl+tHb85xk9OR2MXX0hRVpT1UaWeZwM8G+9kURO+oxd9Di7/H/a31ZDQaWbNmDX369ESn06EoCpkmS/KSmWVJejKyzGQYzaRnmci4JRHKuOW6JQnK+/f2xCkjy5x9yX3fjCzL+W6Vmb0tKeO+HmKB3hrQgFFtqpTcCQogiYwQtiY9MbsWJQJiI27+jb9g6VBbQI2KhcbSzONV5ZZE5Za/7kF3/rIxGm32F7YoRbfW2jR61LItI8myWvnFXXBhl6VJKjXGMnFfzuR9Tu4Q0trSx6ZKe0s/GxsfHVVSNBpNdq1G6Sd2OUlUTlKTeVvSk2kyW5OfzCxLYpWZXYuUs8/NZCs7kcoyk5H9N91osvyfvV+60YSHQb10QhIZIUqTolg6Wt7aP8XamfayZWbX9ISCj6HRWhIVz2BLc0/OF05OLYtn5XL75SFKkN7d0kG7RjfL9awMSx+bizvhwk5L7U1GApzZaLmAZdK+yi2zm6LaWOa1cfFW7SGUF2omUWqQREaI4pTTRyXhUt4mn/iLluQlM+nux3HxgQqh4B16869XFUvi4l7R0hQghJoc9dm1L63hgRcsHbmvH8te/XunpeYmJRou7LBccniFQFCTm3PaBDWR5EbcF/k0FKKwTFmWid6SIi0jf3IuiVeza1Oy51UxFaIh2i0gOzEJuVmLkvPXs7Ll168Q9sRBe3PRzDbPWpL6G2duJjaX90Hs2Zv9bI7/fvO+FarmTm58algSdgcHlR6MsCeSyIjyzWyG9PibQ4KTrt/8mxIFyVGWX5XJUZAWW8iDaizzo+Rq8gkGz5zOtSE2OT+HEMVKo7m5nlTzMZZtafGWCfuuHrA0S13dn90fLPsSvurm/bV6y/slp0bSPRBc/bIvvpa/Lj6gc5F+XeWcJDKibDCbISPR0v8kLc6SdKTFW7alJ1o6KmYkWralRFuaf1KiLZ0VC5qF9nYOjuAWaPlQdQ+09FXJmfjNI3tYsXvFex+eLERZ5uyVdy2p1NibE/VdPWCZlTj+oqVmM+aU5VIQBx04V8i+eIHew/JDwXpxAUcDaJ0s70ut3tIspnXKvugsF4ecv1rLzMkabfb/2X/RWBImjUP2JSd5yt6eZcI97bJlkU9HR8v2HPeVaGluO8Zt1zWamzGQz3luP7ei5HOOfLblu98d9gXLCDaDxx3uU7IkkRG2ISszO+lIyH3JSILM5JuJSEaSJRlJT7DUpKQn3LyumO79/M4VshOUgJt/Xf0tNSuuftl//S2/AKW6W4ji4+IN1btYLjlMWZZ+ZTmj9+LO36wdvfWHiCnTMoovJcpyUZEO6ApwQtUw1NNvHrQYq8qpJZER985stiQZmcmQmXIz0cjISTxuST6yExJtWgLtrl3A8Zv/3ZKgJBVu2vvC0LmAs3fuX2cGD0ufE70HGDyzkxLfm9XULr5SgyKELdE6WpqTvEOBLvnvoyiWz520OMuPmpza2IwkMKZZLlnplnmVjOmWGp6szOy/GZYkyGS0JEImY/b1TMtxzSbLDyPFnP2/ObuGQrm5zRKEdbsCZGak4+SkR3NrrcUdazbyPKACbso59y37WrcpN7fle79CyrfW6A41Sbn2zf5fq968U5LIlHeZqbc0x9zhkp5wS21J4s3k5G4Tr+XDAfADuNPSJ07ulsTD4HlbEpJ9cXK3JCgGTzBk/3X2siQuBi/Q3d+kVkIIO6HRgN7NckH9hXuzjEbWrllDnz59ZDLJUiaJTFliyoLUG3mrX1NjLO3QqTcsiUnO37S44qkJ0ThYEgx9fhc3S0KidwcnN7IcXTgYfoYmbTri6FLhtn09ZFixEEKIIpFvDXthTLesYpszzDfhMiRdvWUocKSlDbmg6sk7cXC8WaPhktMsc0vzjLV2xDO7hsTDkqA4ZScqjoZCd2ZTjEauRK6hcY0eIL9ahBBC3CdJZGyFoliSk9iztyzyd8vsr4XuyKaxdEh19QO37P4frr6Wbc7elkTFxfvm/84VwMlNhi8KIYSwS5LIlDazGeLPw/VwiD4O0acg5iTEnAFjSsH31bncXIk4Z5ivR5Bl+K97oGW0jauv3S3aJoQQQtwrSWRKUlYGRB6FK2Fw/YgleYk6fueExUGXPSV91bwL/XkGW2pPpOZECCGEsJJEprgoiqUJ6OIuS+JyeR9EHsl/pWKtHvxqg39dy1/f2pa/FaqqOoRNCCGEsDeSyNwrRYHok5Z1RC7usqwlkngl734uPlCphWX9Ef96ENAAvKvJ6BwhhBCiGMi36b1aNgqO/5F7m4OjZdGzyq2gcnOo1NzSNCTNQUIIIUSJkETmXgU2gtMbIbglhLSDKu2gcgtwclU7MiGEEKLckETmXrV5FtpPlqnthRBCCBVJInOv9O5qRyCEEEKUe7KMrxBCCCHsliQyQgghhLBbksgIIYQQwm5JIiOEEEIIuyWJjBBCCCHsliQyQgghhLBbksgIIYQQwm5JIiOEEEIIuyWJjBBCCCHsll0kMp9++ilVq1bFYDDQunVr9uzZo3ZIQgghhLABNp/ILF26lClTpjBjxgz2799P48aN6dmzJ1FRUWqHJoQQQgiV2Xwi8+GHH/LUU08xduxY6tWrx4IFC3BxceHbb79VOzQhhBBCqMymF43MzMwkLCyM1157zbrNwcGB7t27s2vXrnzvk5GRQUZGhvV6YmIiAEajEaPRWLIBi7vKKQMpC9sk5WPbpHxsl5RN8Svsc2nTiUxMTAwmk4mAgIBc2wMCAjhx4kS+95kzZw6zZs3Ks33VqlW4uLiUSJyi6H777Te1QxAFkPKxbVI+tkvKpvikpqYCoChKgfvZdCJzL1577TWmTJlivX7lyhXq1avHk08+qWJUQgghhLgXSUlJeHp63vF2m05kfH190Wq1XL9+Pdf269evExgYmO999Ho9er3eet3NzY1Lly7h7u6ORqMp0XjF3SUmJhIcHMylS5fw8PBQOxxxGykf2yblY7ukbIqfoigkJSVRsWLFAvez6UTGycmJ5s2bs2nTJgYMGACA2Wxm06ZNTJgwoVDHcHBwoHLlyiUYpbgXHh4e8ma3YVI+tk3Kx3ZJ2RSvgmpicth0IgMwZcoURo8eTYsWLWjVqhXz5s0jJSWFsWPHqh2aEEIIIVRm84nM0KFDiY6OZvr06URGRtKkSRPWrl2bpwOwEEIIIcofm09kACZMmFDopiRh2/R6PTNmzMjVj0nYDikf2yblY7ukbNSjUe42rkkIIYQQwkbZ/My+QgghhBB3IomMEEIIIeyWJDJCCCGEsFuSyAghhBDCbkkiI0rcu+++i0ajYfLkydZt6enpjB8/Hh8fH9zc3Bg8eHCeGZxFybly5QqPPfYYPj4+ODs707BhQ/bt22e9XVEUpk+fTlBQEM7OznTv3p3Tp0+rGHH5YTKZmDZtGqGhoTg7O1O9enXeeuutXOvNSPmUnu3bt9O/f38qVqyIRqNh1apVuW4vTFnExsYycuRIPDw88PLy4oknniA5ObkUH0XZJomMKFF79+7liy++oFGjRrm2v/DCC/zxxx8sX76cbdu2cfXqVQYNGqRSlOVLXFwc7du3R6fT8ddffxEeHs4HH3xAhQoVrPu89957fPzxxyxYsIDdu3fj6upKz549SU9PVzHy8mHu3Ll8/vnnzJ8/n+PHjzN37lzee+89PvnkE+s+Uj6lJyUlhcaNG/Ppp5/me3thymLkyJEcO3aMDRs28Oeff7J9+3b+85//lNZDKPsUIUpIUlKSUrNmTWXDhg1Kp06dlOeff15RFEWJj49XdDqdsnz5cuu+x48fVwBl165dKkVbfrzyyivKAw88cMfbzWazEhgYqLz//vvWbfHx8Yper1d+/vnn0gixXOvbt68ybty4XNsGDRqkjBw5UlEUKR81Acqvv/5qvV6YsggPD1cAZe/evdZ9/vrrL0Wj0ShXrlwptdjLMqmRESVm/Pjx9O3bl+7du+faHhYWhtFozLW9Tp06hISEsGvXrtIOs9z5/fffadGiBY8++ij+/v40bdqUr776ynp7REQEkZGRucrH09OT1q1bS/mUgnbt2rFp0yZOnToFwKFDh9ixYwe9e/cGpHxsSWHKYteuXXh5edGiRQvrPt27d8fBwYHdu3eXesxlkV3M7Cvsz5IlS9i/fz979+7Nc1tkZCROTk54eXnl2h4QEEBkZGQpRVh+nTt3js8//5wpU6bw+uuvs3fvXiZNmoSTkxOjR4+2lsHty4BI+ZSOV199lcTEROrUqYNWq8VkMjF79mxGjhwJIOVjQwpTFpGRkfj7++e63dHREW9vbymvYiKJjCh2ly5d4vnnn2fDhg0YDAa1wxG3MZvNtGjRgnfeeQeApk2bcvToURYsWMDo0aNVjk4sW7aMn376icWLF1O/fn0OHjzI5MmTqVixopSPEPmQpiVR7MLCwoiKiqJZs2Y4Ojri6OjItm3b+Pjjj3F0dCQgIIDMzEzi4+Nz3e/69esEBgaqE3Q5EhQURL169XJtq1u3LhcvXgSwlsHto8ikfErHSy+9xKuvvsqwYcNo2LAho0aN4oUXXmDOnDmAlI8tKUxZBAYGEhUVlev2rKwsYmNjpbyKiSQyoth169aNI0eOcPDgQeulRYsWjBw50vq/Tqdj06ZN1vucPHmSixcv0rZtWxUjLx/at2/PyZMnc207deoUVapUASA0NJTAwMBc5ZOYmMju3bulfEpBamoqDg65P5q1Wi1msxmQ8rElhSmLtm3bEh8fT1hYmHWfzZs3Yzabad26danHXCap3dtYlA+3jlpSFEV55plnlJCQEGXz5s3Kvn37lLZt2ypt27ZVL8ByZM+ePYqjo6Mye/Zs5fTp08pPP/2kuLi4KD/++KN1n3fffVfx8vJSfvvtN+Xw4cPKww8/rISGhippaWkqRl4+jB49WqlUqZLy559/KhEREcrKlSsVX19f5eWXX7buI+VTepKSkpQDBw4oBw4cUADlww8/VA4cOKBcuHBBUZTClUWvXr2Upk2bKrt371Z27Nih1KxZUxk+fLhaD6nMkURGlIrbE5m0tDTlueeeUypUqKC4uLgoAwcOVK5du6ZegOXMH3/8oTRo0EDR6/VKnTp1lC+//DLX7WazWZk2bZoSEBCg6PV6pVu3bsrJkydVirZ8SUxMVJ5//nklJCREMRgMSrVq1ZQ33nhDycjIsO4j5VN6tmzZogB5LqNHj1YUpXBlcePGDWX48OGKm5ub4uHhoYwdO1ZJSkpS4dGUTRpFuWW6SCGEEEIIOyJ9ZIQQQghhtySREUIIIYTdkkRGCCGEEHZLEhkhhBBC2C1JZIQQQghhtySREUIIIYTdkkRGCCGEEHZLEhkhhBBC2C1JZIQQNmnXrl1otVr69u2rdihCCBsmM/sKIWzSk08+iZubG9988w0nT56kYsWKaockhLBBUiMjhLA5ycnJLF26lGeffZa+ffuycOHCXLf//vvv1KxZE4PBQJcuXVi0aBEajYb4+HjrPjt27KBDhw44OzsTHBzMpEmTSElJKd0HIoQocZLICCFszrJly6hTpw61a9fmscce49tvvyWn8jgiIoJHHnmEAQMGcOjQIZ5++mneeOONXPc/e/YsvXr1YvDgwRw+fJilS5eyY8cOJkyYoMbDEUKUIGlaEkLYnPbt2zNkyBCef/55srKyCAoKYvny5XTu3JlXX32V1atXc+TIEev+//3vf5k9ezZxcXF4eXnx5JNPotVq+eKLL6z77Nixg06dOpGSkoLBYFDjYQkhSoDUyAghbMrJkyfZs2cPw4cPB8DR0ZGhQ4fyzTffWG9v2bJlrvu0atUq1/VDhw6xcOFC3NzcrJeePXtiNpuJiIgonQcihCgVjmoHIIQQt/rmm2/IysrK1blXURT0ej3z588v1DGSk5N5+umnmTRpUp7bQkJCii1WIYT6JJERQtiMrKwsvv/+ez744AMefPDBXLcNGDCAn3/+mdq1a7NmzZpct+3duzfX9WbNmhEeHk6NGjVKPGYhhLqkj4wQwmasWrWKoUOHEhUVhaenZ67bXnnlFTZv3syyZcuoXbs2L7zwAk888QQHDx5k6tSpXL58mfj4eDw9PTl8+DBt2rRh3LhxPPnkk7i6uhIeHs6GDRsKXasjhLAP0kdGCGEzvvnmG7p3754niQEYPHgw+/btIykpiV9++YWVK1fSqFEjPv/8c+uoJb1eD0CjRo3Ytm0bp06dokOHDjRt2pTp06fLXDRClEFSIyOEsHuzZ89mwYIFXLp0Se1QhBClTPrICCHszmeffUbLli3x8fHhn3/+4f3335c5YoQopySREULYndOnT/P2228TGxtLSEgIU6dO5bXXXlM7LCGECqRpSQghhBB2Szr7CiGEEMJuSSIjhBBCCLsliYwQQoj/b7cOSAAAAAAE/X/djkBXCFsiAwBsiQwAsCUyAMCWyAAAWyIDAGyJDACwFRgiP7Mr+2lYAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Find the mean of each variable at every age\n", - "AgeMeans = Data.groupby([\"Age\"]).median().reset_index()\n", - "\n", - "plt.figure()\n", - "# plt.plot(AgeMeans.Age, AgeMeans.pIncome, label=\"Permanent Income\")\n", - "plt.plot(AgeMeans.Age, AgeMeans.M, label=\"Market resources\")\n", - "plt.plot(AgeMeans.Age, AgeMeans.Cons, label=\"Consumption\")\n", - "plt.legend()\n", - "plt.xlabel(\"Age\")\n", - "plt.ylabel(\"Thousands of USD\")\n", - "plt.title(\"Variable Medians Conditional on Survival\")\n", - "plt.grid()" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "indshk_agent = IndShkLifeCycleConsumerType(**init_consumer_objects)\n", - "indshk_agent.CRRA = CRRA\n", - "indshk_agent.DiscFac = [b * DiscFacAdj for b in timevary_DiscFac]\n", - "\n", - "lifecycle_agent = IndShkLifeCycleConsumerType(\n", - " **{**init_lifecycle, \"PermGroFacAgg\": 1.0}\n", - ")\n", - "\n", - "\n", - "lifecycle_agent.DiscFac = [init_lifecycle[\"DiscFac\"] for b in timevary_DiscFac]" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "quiet\n", - "current: False\n", - "original: False\n", - "\n", - "\n", - "MaxKinks\n", - "current: 400\n", - "original: 400\n", - "\n", - "\n", - "time_vary\n", - "current: ['LivPrb', 'PermGroFac', 'IncShkDstn', 'PermShkDstn', 'TranShkDstn', 'DiscFac']\n", - "original: ['LivPrb', 'PermGroFac', 'IncShkDstn', 'PermShkDstn', 'TranShkDstn', 'DiscFac']\n", - "\n", - "\n", - "shock_history\n", - "current: {}\n", - "original: {}\n", - "\n", - "\n", - "pseudo_terminal\n", - "current: False\n", - "original: False\n", - "\n", - "\n", - "time_inv\n", - "current: ['CRRA', 'BoroCnstArt', 'BoroCnstArt', 'vFuncBool', 'CubicBool', 'Rfree', 'aXtraGrid']\n", - "original: ['CRRA', 'BoroCnstArt', 'BoroCnstArt', 'vFuncBool', 'CubicBool', 'Rfree', 'aXtraGrid']\n", - "\n", - "\n", - "UnempPrb\n", - "current: 0.05\n", - "original: 0.05\n", - "\n", - "\n", - "NewbornTransShk\n", - "current: False\n", - "original: False\n", - "\n", - "\n", - "newborn_init_history\n", - "current: {}\n", - "original: {}\n", - "\n", - "\n", - "AgentCount\n", - "current: 10000\n", - "original: 10000\n", - "\n", - "\n", - "TranShkDstn\n", - "current: \n", - "original: \n", - "\n", - "\n", - "IncShkDstn\n", - "current: \n", - "original: \n", - "\n", - "\n", - "CubicBool\n", - "current: False\n", - "original: False\n", - "\n", - "\n", - "DiscFac\n", - "current: [0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787, 0.9294006675489787]\n", - "original: [0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96, 0.96]\n", - "\n", - "\n", - "BoroCnstArt\n", - "current: 0.0\n", - "original: 0.0\n", - "\n", - "\n", - "UnempPrbRet\n", - "current: 0.005\n", - "original: 0.005\n", - "\n", - "\n", - "seed\n", - "current: 1132023\n", - "original: 0\n", - "\n", - "\n", - "tolerance\n", - "current: 1e-06\n", - "original: 1e-06\n", - "\n", - "\n", - "neutral_measure\n", - "current: False\n", - "original: False\n", - "\n", - "\n", - "tax_rate\n", - "current: 0.0\n", - "original: 0.0\n", - "\n", - "\n", - "controls\n", - "current: {}\n", - "original: {}\n", - "\n", - "\n", - "solve_one_period\n", - "current: .one_period_solver at 0x0000016BE12730A0>\n", - "original: .one_period_solver at 0x0000016BE1273010>\n", - "\n", - "\n", - "shock_vars\n", - "current: ['PermShk', 'TranShk']\n", - "original: ['PermShk', 'TranShk']\n", - "\n", - "\n", - "state_now\n", - "current: {'pLvl': None, 'PlvlAgg': None, 'bNrm': None, 'mNrm': None, 'aNrm': None, 'aLvl': None}\n", - "original: {'pLvl': None, 'PlvlAgg': None, 'bNrm': None, 'mNrm': None, 'aNrm': None, 'aLvl': None}\n", - "\n", - "\n", - "PermGroFac\n", - "current: [1.0434056222652845, 1.0399264609207088, 1.0365832831214161, 1.0333748505835936, 1.030299977365458, 1.0273575291368304, 1.0245464224818346, 1.0218656242341413, 1.019314150844187, 1.0168910677778018, 1.0145954889457796, 1.0124265761638414, 1.0103835386425875, 1.0084656325069654, 1.0066721603448643, 1.0050024707844423, 1.0034559580998452, 1.0020320618449452, 1.0007302665148479, 0.9995501012348135, 0.9984911394763917, 0.9975529988004792, 0.9967353406271308, 0.9960378700318792, 0.9954603355684468, 0.9950025291176404, 0.9946642857623692, 0.9944454836886146, 0.9943460441123042, 0.9943659312320589, 0.9945051522076692, 0.994763757164436, 0.9951418392231945, 0.9956395345562754, 0.99625702246917, 0.9969945255082701, 0.9978523095944929, 0.9988306841831407, 0.9999300024499446, 1.0011506615035513, 0.6821, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]\n", - "original: [1.0419577244168425, 1.042054094671762, 1.0419741368106603, 1.0417252594892363, 1.0413149489133513, 1.0407507570649848, 1.0400402904123693, 1.0391911991207905, 1.0382111667783425, 1.0371079006488177, 1.0358891224620352, 1.0345625597498689, 1.0331359377345546, 1.0316169717741368, 1.0300133603683226, 1.028332778726538, 1.0265828728986601, 1.0247712544676226, 1.0229054958019401, 1.0209931258652492, 1.0190416265789666, 1.017058429733482, 1.0150509144425075, 1.0130264051347242, 1.0109921700764088, 1.0089554204182791, 1.0069233097596972, 1.004902934223072, 1.0029013330314727, 1.0009254895822295, 0.9989823330098332, 0.9970787402313432, 0.9952215384681278, 0.9934175082380958, 0.991673386813128, 0.9899958721369779, 0.9883916271999128, 0.9868672848666427, 0.9854294531556331, 0.9840847209682303, 0.5719733840877924, 0.9892378656535716, 0.9892378656535721, 0.9892378656535716, 0.9892378656535716, 0.9892378656535716, 0.9892378656535716, 0.9892378656535721, 0.9892378656535716, 0.9892378656535721, 0.9892378656535716, 0.9892378656535716, 0.9892378656535721, 0.9892378656535712, 0.9892378656535721, 0.9892378656535721, 0.9892378656535716, 0.9892378656535712, 0.9892378656535721, 0.9892378656535716, 0.9892378656535721, 0.9892378656535716, 0.9892378656535716, 0.9892378656535716, 0.9892378656535721]\n", - "\n", - "\n", - "bilt\n", - "current: {}\n", - "original: {}\n", - "\n", - "\n", - "RNG\n", - "current: Generator(PCG64)\n", - "original: Generator(PCG64)\n", - "\n", - "\n", - "IncUnempRet\n", - "current: 0.0\n", - "original: 0.0\n", - "\n", - "\n", - "solution_terminal\n", - "current: \n", - "original: \n", - "\n", - "\n", - "Rfree\n", - "current: 1.03\n", - "original: 1.03\n", - "\n", - "\n", - "CRRA\n", - "current: 3.5876208556877303\n", - "original: 2.0\n", - "\n", - "\n", - "aXtraGrid\n", - "current: [1.00000000e-03 4.87581850e-02 9.87949357e-02 1.51218964e-01\n", - " 2.06144167e-01 2.63689877e-01 3.23981121e-01 3.87148889e-01\n", - " 4.53330420e-01 5.22669504e-01 5.95316789e-01 6.71430110e-01\n", - " 7.51174834e-01 8.34724216e-01 9.22259779e-01 1.01397171e+00\n", - " 1.11005925e+00 1.21073118e+00 1.31620621e+00 1.42671351e+00\n", - " 1.54249316e+00 1.66379672e+00 1.79088772e+00 1.92404230e+00\n", - " 2.06354975e+00 2.20971316e+00 2.36285010e+00 2.52329327e+00\n", - " 2.69139127e+00 2.86750930e+00 3.05203000e+00 3.24535427e+00\n", - " 3.44790214e+00 3.66011366e+00 3.88244990e+00 4.11539390e+00\n", - " 4.35945177e+00 4.61515376e+00 4.88305541e+00 5.16373877e+00\n", - " 5.45781368e+00 5.76591903e+00 6.08872424e+00 6.42693064e+00\n", - " 6.78127302e+00 7.15252125e+00 7.54148191e+00 7.94900006e+00\n", - " 8.37596110e+00 8.82329266e+00 9.29196661e+00 9.78300122e+00\n", - " 1.02974633e+01 1.08364707e+01 1.14011943e+01 1.19928612e+01\n", - " 1.26127567e+01 1.32622278e+01 1.39426855e+01 1.46556081e+01\n", - " 1.54025446e+01 1.61851178e+01 1.70050279e+01 1.78640563e+01\n", - " 1.87640694e+01 1.97070225e+01 2.06949644e+01 2.17300414e+01\n", - " 2.28145025e+01 2.39507037e+01 2.51411136e+01 2.63883186e+01\n", - " 2.76950282e+01 2.90640817e+01 3.04984533e+01 3.20012594e+01\n", - " 3.35757652e+01 3.52253913e+01 3.69537219e+01 3.87645120e+01\n", - " 4.06616958e+01 4.26493950e+01 4.47319284e+01 4.69138204e+01\n", - " 4.91998115e+01 5.15948683e+01 5.41041945e+01 5.67332417e+01\n", - " 5.94877221e+01 6.23736200e+01 6.53972055e+01 6.85650477e+01\n", - " 7.18840291e+01 7.53613607e+01 7.90045975e+01 8.28216548e+01\n", - " 8.68208258e+01 9.10107990e+01 9.54006779e+01 1.00000000e+02]\n", - "original: [1.00000000e-03 2.01713727e-02 4.04645973e-02 6.19689346e-02\n", - " 8.47826891e-02 1.09014323e-01 1.34783729e-01 1.62223697e-01\n", - " 1.91481594e-01 2.22721307e-01 2.56125489e-01 2.91898165e-01\n", - " 3.30267760e-01 3.71490637e-01 4.15855231e-01 4.63686907e-01\n", - " 5.15353678e-01 5.71272965e-01 6.31919613e-01 6.97835428e-01\n", - " 7.69640582e-01 8.48047286e-01 9.33876256e-01 1.02807664e+00\n", - " 1.13175022e+00 1.24618095e+00 1.37287121e+00 1.51358644e+00\n", - " 1.67041051e+00 1.84581461e+00 2.04274370e+00 2.26472534e+00\n", - " 2.51600777e+00 2.80173618e+00 3.12817922e+00 3.50302228e+00\n", - " 3.93574988e+00 4.43814835e+00 5.02497206e+00 5.71483401e+00\n", - " 6.53140746e+00 7.50506263e+00 8.67511887e+00 1.00929770e+01\n", - " 1.18265253e+01 1.39664114e+01 1.66350835e+01 2.00000000e+01]\n", - "\n", - "\n", - "PermShkDstn\n", - "current: \n", - "original: \n", - "\n", - "\n", - "PermShkStd\n", - "current: [0.25109284348539185, 0.25109284348539185, 0.2401556615138516, 0.22965736371530632, 0.21962767025150165, 0.21009896926797503, 0.20110619927478707, 0.19268653734486252, 0.1848788262215825, 0.17772267203735634, 0.171257156414067, 0.16551913914067418, 0.16054118533450223, 0.15634923267876932, 0.15296020779851555, 0.1503798811549553, 0.1486012841616004, 0.14760397284848412, 0.14735430340072433, 0.14780671189307693, 0.14890581414586615, 0.15058901548290243, 0.15278927648771345, 0.1554377187140465, 0.15846584612549913, 0.16180726687440605, 0.16539889573485034, 0.16918168433697162, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]\n", - "original: [0.25109284348539185, 0.25109284348539185, 0.2401556615138516, 0.22965736371530632, 0.21962767025150165, 0.21009896926797503, 0.20110619927478707, 0.19268653734486252, 0.1848788262215825, 0.17772267203735634, 0.171257156414067, 0.16551913914067418, 0.16054118533450223, 0.15634923267876932, 0.15296020779851555, 0.1503798811549553, 0.1486012841616004, 0.14760397284848412, 0.14735430340072433, 0.14780671189307693, 0.14890581414586615, 0.15058901548290243, 0.15278927648771345, 0.1554377187140465, 0.15846584612549913, 0.16180726687440605, 0.16539889573485034, 0.16918168433697162, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]\n", - "\n", - "\n", - "state_prev\n", - "current: {'pLvl': None, 'PlvlAgg': None, 'bNrm': None, 'mNrm': None, 'aNrm': None, 'aLvl': None}\n", - "original: {'pLvl': None, 'PlvlAgg': None, 'bNrm': None, 'mNrm': None, 'aNrm': None, 'aLvl': None}\n", - "\n", - "\n", - "vFuncBool\n", - "current: False\n", - "original: False\n", - "\n", - "\n", - "aXtraMin\n", - "current: 0.001\n", - "original: 0.001\n", - "\n", - "\n", - "pLvlInitMean\n", - "current: 3.0632665110178623\n", - "original: 3.0632665110178623\n", - "\n", - "\n", - "P0\n", - "current: 21.397337769996003\n", - "original: 21.397337769996003\n", - "\n", - "\n", - "aXtraNestFac\n", - "current: 1\n", - "original: 3\n", - "\n", - "\n", - "parameters\n", - "current: {'cycles': 1, 'CRRA': 5.0, 'Rfree': 1.03, 'DiscFac': array([1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n", - " 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n", - " 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n", - " 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n", - " 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n", - " 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.]), 'LivPrb': [0.998341, 0.998262, 0.99826, 0.998172, 0.99803, 0.99796, 0.997886, 0.997792, 0.997587, 0.99747, 0.997398, 0.997621, 0.997822, 0.997755, 0.997607, 0.997421, 0.99722, 0.996942, 0.996701, 0.996562, 0.996243, 0.996023, 0.995789, 0.995449, 0.995122, 0.994844, 0.994377, 0.993913, 0.993402, 0.992824, 0.992191, 0.991511, 0.990844, 0.990081, 0.989317, 0.988495, 0.987654, 0.986892, 0.986244, 0.985647, 0.984987, 0.984198, 0.983305, 0.982293, 0.981146, 0.979812, 0.97829, 0.976614, 0.974779, 0.972732, 0.970243, 0.967372, 0.964395, 0.9614, 0.958184, 0.954529, 0.950045, 0.944392, 0.937261, 0.928746, 0.9191320000000001, 0.908706, 0.897671, 0.886107, 0.873964, 0.861138, 0.847496, 0.832892, 0.8171930000000001, 0.80027, 0.783696, 0.767822, 0.753012, 0.739629, 0.728022, 0.715894, 0.703219, 0.689975, 0.676133, 0.6616679999999999, 0.646551, 0.630753, 0.614241, 0.596985, 0.578951, 0.560101, 0.540401, 0.51981, 0.498289, 0.47579400000000005, 0.45228199999999996, 0.42770600000000003, 0.402018, 0.37516700000000003, 0.34709900000000005], 'PermGroFac': [1.0434056222652845, 1.0399264609207088, 1.0365832831214161, 1.0333748505835936, 1.030299977365458, 1.0273575291368304, 1.0245464224818346, 1.0218656242341413, 1.019314150844187, 1.0168910677778018, 1.0145954889457796, 1.0124265761638414, 1.0103835386425875, 1.0084656325069654, 1.0066721603448643, 1.0050024707844423, 1.0034559580998452, 1.0020320618449452, 1.0007302665148479, 0.9995501012348135, 0.9984911394763917, 0.9975529988004792, 0.9967353406271308, 0.9960378700318792, 0.9954603355684468, 0.9950025291176404, 0.9946642857623692, 0.9944454836886146, 0.9943460441123042, 0.9943659312320589, 0.9945051522076692, 0.994763757164436, 0.9951418392231945, 0.9956395345562754, 0.99625702246917, 0.9969945255082701, 0.9978523095944929, 0.9988306841831407, 0.9999300024499446, 1.0011506615035513, 0.6821, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0], 'BoroCnstArt': 0.0, 'MaxKinks': 400, 'AgentCount': 10000, 'aNrmInitMean': -0.928110551297082, 'aNrmInitStd': 1.6577133299830675, 'pLvlInitMean': 3.0632665110178623, 'pLvlInitStd': 0.758541123818503, 'PermGroFacAgg': 1.0, 'T_age': 95, 'T_cycle': 95, 'PerfMITShk': False, 'aXtraMin': 0.001, 'aXtraMax': 100, 'aXtraNestFac': 1, 'aXtraCount': 100, 'aXtraExtra': [None], 'PermShkStd': [0.25109284348539185, 0.25109284348539185, 0.2401556615138516, 0.22965736371530632, 0.21962767025150165, 0.21009896926797503, 0.20110619927478707, 0.19268653734486252, 0.1848788262215825, 0.17772267203735634, 0.171257156414067, 0.16551913914067418, 0.16054118533450223, 0.15634923267876932, 0.15296020779851555, 0.1503798811549553, 0.1486012841616004, 0.14760397284848412, 0.14735430340072433, 0.14780671189307693, 0.14890581414586615, 0.15058901548290243, 0.15278927648771345, 0.1554377187140465, 0.15846584612549913, 0.16180726687440605, 0.16539889573485034, 0.16918168433697162, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], 'PermShkCount': 7, 'TranShkStd': [0.3528101356710065, 0.3528101356710065, 0.3553133361361022, 0.35704979853211866, 0.3580626470026161, 0.35838995582409183, 0.3580655727131513, 0.3571197739110431, 0.3555797914147739, 0.3534702416818747, 0.3508134774404024, 0.34762987877838675, 0.3439380957540675, 0.3397552518910483, 0.33509711578685614, 0.32997824645518825, 0.3244121167925308, 0.3184112186034371, 0.31198715185906867, 0.3051507002433071, 0.297911894514829, 0.29028006474400214, 0.28226388203493197, 0.27387138987799725, 0.2651100247519068, 0.2559866249465563, 0.24650742572135653, 0.23667803771374157, 0.226503403752896, 0.226503403752896, 0.226503403752896, 0.226503403752896, 0.226503403752896, 0.2265034037528959, 0.22650340375289604, 0.22650340375289604, 0.2265034037528959, 0.2265034037528959, 0.2265034037528959, 0.22650340375289615, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], 'TranShkCount': 7, 'UnempPrb': 0.05, 'UnempPrbRet': 0.005, 'IncUnemp': 0.3, 'IncUnempRet': 0.0, 'tax_rate': 0.0, 'T_retire': 39, 'vFuncBool': False, 'CubicBool': False, 'neutral_measure': False, 'NewbornTransShk': False, 'P0': 21.397337769996003}\n", - "original: {'cycles': 1, 'CRRA': 2.0, 'Rfree': 1.03, 'DiscFac': 0.96, 'LivPrb': [0.998566, 0.998583, 0.998599, 0.998609, 0.998611, 0.99861, 0.998601, 0.998569, 0.998508, 0.998419, 0.998312, 0.998192, 0.998056, 0.997906, 0.99774, 0.997556, 0.997348, 0.997115, 0.996852, 0.996562, 0.996249, 0.995916, 0.995561, 0.995186, 0.99479, 0.994349, 0.993881, 0.993428, 0.993005, 0.992583, 0.992124, 0.991583, 0.990942, 0.990175, 0.98929, 0.988296, 0.987216, 0.986059, 0.984831, 0.983509, 0.982022, 0.980368, 0.978602, 0.976732, 0.974708, 0.97243, 0.969863, 0.967036, 0.963933, 0.960506, 0.956589, 0.952211, 0.947534, 0.942585, 0.937209, 0.931163, 0.924276, 0.916534, 0.907855, 0.898197, 0.887532, 0.8758360000000001, 0.863084, 0.849246, 0.834296], 'PermGroFac': [1.0419577244168425, 1.042054094671762, 1.0419741368106603, 1.0417252594892363, 1.0413149489133513, 1.0407507570649848, 1.0400402904123693, 1.0391911991207905, 1.0382111667783425, 1.0371079006488177, 1.0358891224620352, 1.0345625597498689, 1.0331359377345546, 1.0316169717741368, 1.0300133603683226, 1.028332778726538, 1.0265828728986601, 1.0247712544676226, 1.0229054958019401, 1.0209931258652492, 1.0190416265789666, 1.017058429733482, 1.0150509144425075, 1.0130264051347242, 1.0109921700764088, 1.0089554204182791, 1.0069233097596972, 1.004902934223072, 1.0029013330314727, 1.0009254895822295, 0.9989823330098332, 0.9970787402313432, 0.9952215384681278, 0.9934175082380958, 0.991673386813128, 0.9899958721369779, 0.9883916271999128, 0.9868672848666427, 0.9854294531556331, 0.9840847209682303, 0.5719733840877924, 0.9892378656535716, 0.9892378656535721, 0.9892378656535716, 0.9892378656535716, 0.9892378656535716, 0.9892378656535716, 0.9892378656535721, 0.9892378656535716, 0.9892378656535721, 0.9892378656535716, 0.9892378656535716, 0.9892378656535721, 0.9892378656535712, 0.9892378656535721, 0.9892378656535721, 0.9892378656535716, 0.9892378656535712, 0.9892378656535721, 0.9892378656535716, 0.9892378656535721, 0.9892378656535716, 0.9892378656535716, 0.9892378656535716, 0.9892378656535721], 'BoroCnstArt': 0.0, 'MaxKinks': 400, 'AgentCount': 10000, 'aNrmInitMean': -0.928110551297082, 'aNrmInitStd': 1.6577133299830675, 'pLvlInitMean': 3.0632665110178623, 'pLvlInitStd': 0.758541123818503, 'PermGroFacAgg': 1.0, 'T_age': 65, 'T_cycle': 65, 'PerfMITShk': False, 'aXtraMin': 0.001, 'aXtraMax': 20, 'aXtraNestFac': 3, 'aXtraCount': 48, 'aXtraExtra': [None], 'PermShkStd': [0.25109284348539185, 0.25109284348539185, 0.2401556615138516, 0.22965736371530632, 0.21962767025150165, 0.21009896926797503, 0.20110619927478707, 0.19268653734486252, 0.1848788262215825, 0.17772267203735634, 0.171257156414067, 0.16551913914067418, 0.16054118533450223, 0.15634923267876932, 0.15296020779851555, 0.1503798811549553, 0.1486012841616004, 0.14760397284848412, 0.14735430340072433, 0.14780671189307693, 0.14890581414586615, 0.15058901548290243, 0.15278927648771345, 0.1554377187140465, 0.15846584612549913, 0.16180726687440605, 0.16539889573485034, 0.16918168433697162, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.17310096205313782, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], 'PermShkCount': 7, 'TranShkStd': [0.3528101356710065, 0.3528101356710065, 0.3553133361361022, 0.35704979853211866, 0.3580626470026161, 0.35838995582409183, 0.3580655727131513, 0.3571197739110431, 0.3555797914147739, 0.3534702416818747, 0.3508134774404024, 0.34762987877838675, 0.3439380957540675, 0.3397552518910483, 0.33509711578685614, 0.32997824645518825, 0.3244121167925308, 0.3184112186034371, 0.31198715185906867, 0.3051507002433071, 0.297911894514829, 0.29028006474400214, 0.28226388203493197, 0.27387138987799725, 0.2651100247519068, 0.2559866249465563, 0.24650742572135653, 0.23667803771374157, 0.226503403752896, 0.226503403752896, 0.226503403752896, 0.226503403752896, 0.226503403752896, 0.2265034037528959, 0.22650340375289604, 0.22650340375289604, 0.2265034037528959, 0.2265034037528959, 0.2265034037528959, 0.22650340375289615, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], 'TranShkCount': 7, 'UnempPrb': 0.05, 'UnempPrbRet': 0.005, 'IncUnemp': 0.3, 'IncUnempRet': 0.0, 'tax_rate': 0.0, 'T_retire': 0, 'vFuncBool': False, 'CubicBool': False, 'neutral_measure': False, 'NewbornTransShk': False, 'P0': 21.397337769996003}\n", - "\n", - "\n", - "T_retire\n", - "current: 39\n", - "original: 0\n", - "\n", - "\n", - "IncUnemp\n", - "current: 0.3\n", - "original: 0.3\n", - "\n", - "\n", - "TranShkCount\n", - "current: 7\n", - "original: 7\n", - "\n", - "\n", - "LivPrb\n", - "current: [0.998341, 0.998262, 0.99826, 0.998172, 0.99803, 0.99796, 0.997886, 0.997792, 0.997587, 0.99747, 0.997398, 0.997621, 0.997822, 0.997755, 0.997607, 0.997421, 0.99722, 0.996942, 0.996701, 0.996562, 0.996243, 0.996023, 0.995789, 0.995449, 0.995122, 0.994844, 0.994377, 0.993913, 0.993402, 0.992824, 0.992191, 0.991511, 0.990844, 0.990081, 0.989317, 0.988495, 0.987654, 0.986892, 0.986244, 0.985647, 0.984987, 0.984198, 0.983305, 0.982293, 0.981146, 0.979812, 0.97829, 0.976614, 0.974779, 0.972732, 0.970243, 0.967372, 0.964395, 0.9614, 0.958184, 0.954529, 0.950045, 0.944392, 0.937261, 0.928746, 0.9191320000000001, 0.908706, 0.897671, 0.886107, 0.873964, 0.861138, 0.847496, 0.832892, 0.8171930000000001, 0.80027, 0.783696, 0.767822, 0.753012, 0.739629, 0.728022, 0.715894, 0.703219, 0.689975, 0.676133, 0.6616679999999999, 0.646551, 0.630753, 0.614241, 0.596985, 0.578951, 0.560101, 0.540401, 0.51981, 0.498289, 0.47579400000000005, 0.45228199999999996, 0.42770600000000003, 0.402018, 0.37516700000000003, 0.34709900000000005]\n", - "original: [0.998566, 0.998583, 0.998599, 0.998609, 0.998611, 0.99861, 0.998601, 0.998569, 0.998508, 0.998419, 0.998312, 0.998192, 0.998056, 0.997906, 0.99774, 0.997556, 0.997348, 0.997115, 0.996852, 0.996562, 0.996249, 0.995916, 0.995561, 0.995186, 0.99479, 0.994349, 0.993881, 0.993428, 0.993005, 0.992583, 0.992124, 0.991583, 0.990942, 0.990175, 0.98929, 0.988296, 0.987216, 0.986059, 0.984831, 0.983509, 0.982022, 0.980368, 0.978602, 0.976732, 0.974708, 0.97243, 0.969863, 0.967036, 0.963933, 0.960506, 0.956589, 0.952211, 0.947534, 0.942585, 0.937209, 0.931163, 0.924276, 0.916534, 0.907855, 0.898197, 0.887532, 0.8758360000000001, 0.863084, 0.849246, 0.834296]\n", - "\n", - "\n", - "aNrmInitStd\n", - "current: 1.6577133299830675\n", - "original: 1.6577133299830675\n", - "\n", - "\n", - "aXtraCount\n", - "current: 100\n", - "original: 48\n", - "\n", - "\n", - "shocks\n", - "current: {}\n", - "original: {}\n", - "\n", - "\n", - "read_shocks\n", - "current: False\n", - "original: False\n", - "\n", - "\n", - "aXtraMax\n", - "current: 100\n", - "original: 20\n", - "\n", - "\n", - "PermShkCount\n", - "current: 7\n", - "original: 7\n", - "\n", - "\n", - "T_age\n", - "current: 95\n", - "original: 65\n", - "\n", - "\n", - "TranShkStd\n", - "current: [0.3528101356710065, 0.3528101356710065, 0.3553133361361022, 0.35704979853211866, 0.3580626470026161, 0.35838995582409183, 0.3580655727131513, 0.3571197739110431, 0.3555797914147739, 0.3534702416818747, 0.3508134774404024, 0.34762987877838675, 0.3439380957540675, 0.3397552518910483, 0.33509711578685614, 0.32997824645518825, 0.3244121167925308, 0.3184112186034371, 0.31198715185906867, 0.3051507002433071, 0.297911894514829, 0.29028006474400214, 0.28226388203493197, 0.27387138987799725, 0.2651100247519068, 0.2559866249465563, 0.24650742572135653, 0.23667803771374157, 0.226503403752896, 0.226503403752896, 0.226503403752896, 0.226503403752896, 0.226503403752896, 0.2265034037528959, 0.22650340375289604, 0.22650340375289604, 0.2265034037528959, 0.2265034037528959, 0.2265034037528959, 0.22650340375289615, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]\n", - "original: [0.3528101356710065, 0.3528101356710065, 0.3553133361361022, 0.35704979853211866, 0.3580626470026161, 0.35838995582409183, 0.3580655727131513, 0.3571197739110431, 0.3555797914147739, 0.3534702416818747, 0.3508134774404024, 0.34762987877838675, 0.3439380957540675, 0.3397552518910483, 0.33509711578685614, 0.32997824645518825, 0.3244121167925308, 0.3184112186034371, 0.31198715185906867, 0.3051507002433071, 0.297911894514829, 0.29028006474400214, 0.28226388203493197, 0.27387138987799725, 0.2651100247519068, 0.2559866249465563, 0.24650742572135653, 0.23667803771374157, 0.226503403752896, 0.226503403752896, 0.226503403752896, 0.226503403752896, 0.226503403752896, 0.2265034037528959, 0.22650340375289604, 0.22650340375289604, 0.2265034037528959, 0.2265034037528959, 0.2265034037528959, 0.22650340375289615, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]\n", - "\n", - "\n", - "PerfMITShk\n", - "current: False\n", - "original: False\n", - "\n", - "\n", - "aXtraExtra\n", - "current: [None]\n", - "original: [None]\n", - "\n", - "\n", - "PermGroFacAgg\n", - "current: 1.0\n", - "original: 1.0\n", - "\n", - "\n", - "verbose\n", - "current: 1\n", - "original: 1\n", - "\n", - "\n", - "pLvlInitStd\n", - "current: 0.758541123818503\n", - "original: 0.758541123818503\n", - "\n", - "\n", - "aNrmInitMean\n", - "current: -0.928110551297082\n", - "original: -0.928110551297082\n", - "\n", - "\n", - "T_cycle\n", - "current: 95\n", - "original: 65\n", - "\n", - "\n", - "cycles\n", - "current: 1\n", - "original: 1\n", - "\n", - "\n", - "history\n", - "current: {}\n", - "original: {}\n", - "\n", - "\n", - "track_vars\n", - "current: []\n", - "original: []\n", - "\n", - "\n" - ] - } - ], - "source": [ - "param_list = set(lifecycle_agent.__dict__.keys()).union(\n", - " set(indshk_agent.__dict__.keys())\n", - ")\n", - "\n", - "for param in param_list:\n", - " current_value = getattr(indshk_agent, param, None)\n", - " original_value = getattr(lifecycle_agent, param, None)\n", - "\n", - " if current_value is None:\n", - " print(f\"{param} not in indshk_agent\\n\")\n", - " elif original_value is None:\n", - " print(f\"{param} not in lifecycle_agent\\n\")\n", - " else:\n", - " print(f\"{param}\")\n", - " print(f\"current: {current_value}\")\n", - " print(f\"original: {original_value}\")\n", - " print(\"\\n\")" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "lifecycle_agent.solve()\n", - "# Set up the variables we want to keep track of.\n", - "lifecycle_agent.track_vars = [\"aNrm\", \"cNrm\", \"pLvl\", \"t_age\", \"mNrm\"]\n", - "\n", - "lifecycle_agent.T_sim = 200\n", - "# Run the simulations\n", - "lifecycle_agent.initialize_sim()\n", - "history = lifecycle_agent.simulate()\n", - "\n", - "raw_data = {\n", - " \"Age\": lifecycle_agent.history[\"t_age\"].flatten() + 25 - 1,\n", - " \"pIncome\": lifecycle_agent.history[\"pLvl\"].flatten(),\n", - " \"nrmM\": lifecycle_agent.history[\"mNrm\"].flatten(),\n", - " \"nrmC\": lifecycle_agent.history[\"cNrm\"].flatten(),\n", - "}\n", - "\n", - "Data = pd.DataFrame(raw_data)\n", - "Data[\"Cons\"] = Data.nrmC * Data.pIncome\n", - "Data[\"M\"] = Data.nrmM * Data.pIncome\n", - "\n", - "# Find the mean of each variable at every age\n", - "AgeMeans = Data.groupby([\"Age\"]).median().reset_index()\n", - "\n", - "plt.figure()\n", - "plt.plot(AgeMeans.Age, AgeMeans.pIncome, label=\"Permanent Income\")\n", - "plt.plot(AgeMeans.Age, AgeMeans.M, label=\"Market resources\")\n", - "plt.plot(AgeMeans.Age, AgeMeans.Cons, label=\"Consumption\")\n", - "plt.legend()\n", - "plt.xlabel(\"Age\")\n", - "plt.ylabel(\"Thousands of USD\")\n", - "plt.title(\"Variable Medians Conditional on Survival\")\n", - "plt.grid()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.13" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/code/notebooks/Portfolio.ipynb b/code/notebooks/Portfolio.ipynb deleted file mode 100644 index 90e5730..0000000 --- a/code/notebooks/Portfolio.ipynb +++ /dev/null @@ -1,224 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from estimark.agents import PortfolioLifeCycleConsumerType\n", - "from estimark.parameters import init_consumer_objects, timevary_DiscFac\n", - "import numpy as np\n", - "from HARK.utilities import plot_funcs\n", - "import matplotlib.pyplot as plt\n", - "import pandas as pd" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "csv_file_path = \"../content/tables/Portfolio_estimate_results.csv\"\n", - "\n", - "res = pd.read_csv(csv_file_path, header=None)\n", - "DiscFacAdj, CRRA = res.iloc[:2, 1].astype(float).tolist()" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "portfolio_agent = PortfolioLifeCycleConsumerType(**init_consumer_objects)\n", - "portfolio_agent.CRRA = CRRA\n", - "portfolio_agent.DiscFac = [b * DiscFacAdj for b in timevary_DiscFac]" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "portfolio_agent.solve()" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_funcs([sol.cFunc for sol in portfolio_agent.solution[:-1:5]], 0, 20)\n", - "plt.savefig(\"../content/figures/IndShockPortfolio_cFunc.png\")" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_funcs([sol.ShareFuncAdj for sol in portfolio_agent.solution[:-1:5]], 0, 100)\n", - "plt.savefig(\"../content/figures/IndShockPortfolio_ShareFunc.png\")" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "# Set up the variables we want to keep track of.\n", - "portfolio_agent.track_vars = [\"aNrm\", \"cNrm\", \"pLvl\", \"t_age\", \"mNrm\", \"Share\"]\n", - "\n", - "portfolio_agent.T_sim = portfolio_agent.T_cycle + 1\n", - "# Run the simulations\n", - "portfolio_agent.initialize_sim()\n", - "history = portfolio_agent.simulate()" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "raw_data = {\n", - " \"Age\": portfolio_agent.history[\"t_age\"].flatten() + 25 - 1,\n", - " \"pIncome\": portfolio_agent.history[\"pLvl\"].flatten(),\n", - " \"nrmM\": portfolio_agent.history[\"mNrm\"].flatten(),\n", - " \"nrmC\": portfolio_agent.history[\"cNrm\"].flatten(),\n", - " \"Share\": portfolio_agent.history[\"Share\"].flatten(),\n", - "}\n", - "\n", - "Data = pd.DataFrame(raw_data)\n", - "Data[\"Cons\"] = Data.nrmC * Data.pIncome\n", - "Data[\"M\"] = Data.nrmM * Data.pIncome" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Find the mean of each variable at every age\n", - "AgeMeans = Data.groupby([\"Age\"]).median().reset_index()\n", - "\n", - "plt.figure()\n", - "plt.plot(AgeMeans.Age, AgeMeans.pIncome, label=\"Permanent Income\")\n", - "plt.plot(AgeMeans.Age, AgeMeans.M, label=\"Market resources\")\n", - "plt.plot(AgeMeans.Age, AgeMeans.Cons, label=\"Consumption\")\n", - "plt.legend()\n", - "plt.xlabel(\"Age\")\n", - "plt.ylabel(\"Thousands of USD\")\n", - "plt.title(\"Variable Medians Conditional on Survival\")\n", - "plt.grid()\n", - "plt.savefig(\"../content/figures/IndShockPortfolio_MedianVariables.png\")" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure()\n", - "plt.plot(AgeMeans.Age, AgeMeans.Share, label=\"Portfolio Share\")\n", - "plt.legend()\n", - "plt.xlabel(\"Age\")\n", - "plt.ylabel(\"Fraction of Savings\")\n", - "plt.title(\"Portfolio Share Median Conditional on Survival\")\n", - "plt.grid()\n", - "plt.savefig(\"../content/figures/IndShockPortfolio_MedianShare.png\")" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.13" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/content/figures/IndShockPortfolio_MedianShare.png b/content/figures/IndShockPortfolio_MedianShare.png index 4159ad56c7ff04c39b46471e1ae1e808850e1759..b8010abc39f2a7ad51b1c5619596f587284bf4cd 100644 GIT binary patch literal 38060 zcmdqJWmHvb_%Ava9nvWvC80Qqqm0bc!G#B`6Kjpi%Ehzx zd|g1m_W!(q-`?qoK*y5qJ-7&=!)-lh1R;Bf{)fqv$$g3-Z_X<#$ldoyU7K|GxMy*U zzq#>keTs^R&*Jl1lpn7ik^gI!a5Wlk{#5b13bPL=9Gb8AkJH_CWD_34`w^pXc)X?}g{6WZ}nIkAn$W;m4X+TX0^YZ%cZJbsK*EvrF** zA8(Is5qDW3$2&)lh>3|2`1{Rw#Eg5d4V(Cq$dNnDHsh{VyuBInXywP-UFO{SQYLAy zs=nSom-r2<5IOSA-C+}h%KF_Q19BX>n#^QY_|}kty`H_!j&w;^^o1L&1XylsBYmb@ zg9;uV;_o#w_+9Dm=-(-}w^iP)za14r$oio3Z;shvZlC3kFW%3)l0}HmpFh9rS&U0e zJ5xFBbEVR#WZ0}ZknrobZ%whBs+*JU({Ei@hju;JYlM^34)(_F`$|k?4vvnRTUxOH zj8}I2%)eLa`_Cu8r6BItK<-U)91l;=tg5Q2iBm#C!lC`PEX4?p(2rYh-n=pW7R$LZ zT*6XUS7#%QzqPfc6{3^hEAwxH>lN3rxrN1S(vx(#`}e604GqcZ=|jJGAI~i&m?+7~ zz4$pxF_LL>{EpKD}{#3+` zjks|W7;&Xsuh{EIKbu+Rz^M^5|x zy8zGQTg0M6tq7~%*w&WQ?=5`wDh8RFnktv>jrzS!W}>8oC;jilxhqwI%EW6csM}jL zfnQNuTf083(^yeaaW^)xV9@FulQ{XmnG3F ztuwUqYrt`BMCjyXySHjN{khG0ij1$c@$)|-%5ycZ4EaM0`75nWlGN~`lm;3pB;LdG z%+0k$jMTadKq8nrXJ{7`Rc=Jb#!}|p=lN>B=h{BFa76ha#HjJUb>)N;F~WNJG9h9r zNH6Gn=B1#dBwwU`QBsnrhV0rPI?axDe$fk?6CkD#;p8|?k0ZZV*p3TY{$Q=Du5KD1XLO%%#DDbY(TAvp ztWy4@q$H1(w;|-z)HqQ}0d|u$vnlpp^7l$(V`Evv+3`r3bl0Wj$RSj9?VdkC4?>(+cAiw&-hVX@e7tJ@Y4A^S@^+zeeNoqL|ol&7U7{Z{EIryAi&} zBgrKuM%OES%-h`DoT**VS7B>Vw?FkI%L_*pFdGg2i}jSc4TD<`I&g{ z(%4lm(&FIZ!ScN`>xkB^u+ghF{`8y?@{QlRYd#`tx-O92}fR zC=O89I&xGKzPCBe)0b{;I;2WCs+|*(g;O|H9V`^$Dh@7s8H_!LgPoZ^OL+mE0^Ct2^q!g3ip_n zdov&^OFj-x4Gau$ITqWj%|%TM#1B8;{XOV$x;xyLrAUnK%}U=pa-6r#8%Ypba^yIL zCJoH8hpW$z|5T!-f<`*z?DW{c_apY6uXf&{DKYEd80<0z@$vCNx{Ca#y|zi#>-UW% z|D9}$JIo-o{Dz^4iS#E&t0kfx?QLzd5F;J$Vx+^9u0F}S8A5unUc0fm*+TXXw!>rL z)hz^h_39PkN6V*g+T@Sxar7&Gy1Lq9Dd`E1)Q~XqR&It5 zWCYck)wAcn^K)nB=L5v1y{PE;4IBG&RE4aEcnkGDwb%5bP0HQfy(?Xc5vtorg)QS! zPa1KNb_AL9LF3X^v0=6UxLqyD{-iq#mqvPIW+rQ*8doHX4D<87wWfb`sK|H|IQ*LoR?Vn_(-5s;hNf=*3U=Z`1qukS#od0EHpa0y`+$s!fVmvbXXL~7y)L_6*jdLQIZ1fqGqULeFZuK5GMKk z&L>+PEJ)X+{a)U$=YRh}3m~VUco9TQhsMOg-%bGv=u&Wj-kRPPGMUJYhJVbjx$dCx z`O$VrqVl#cei4c8hlPaTK2I+Ov@ZVK%nKLgT;5EW*U9<)_lkO3w&lj^<1>S z2t8~@<8rEa*+EK^TFB?b!)E%+1v04}@*4LIv?k6%15&WE;)&Kgfn|FUSyu2I88Jz?k*f$>H7n`yR7Fba(aj!vSJs z!3A||-E6C!i}XI>NlQ!9OL@8k#fUi0DX67grwJjwAfF-aT{!;w^=lLuq-=yHduit- zk%xWQf;tz5w8BQ*>iYhj@}8Df>tKOS1f)t8^Ivz&F zt&pU~rJi=Ze8Ty*ib|Osqp*3XxcOJ|)jv>@!jV?ktf`tixdUOR$NO}Xlaq=?+6IfO z*Ia+!r|?^upT9WeI&3rtRirgBG12K*@6maoM}d~YNrmGXP~bHA6C&U)hHN2F7o&Z5 z`fe%e=;)MYXSXg@BjgDJCU&1T+^4;{zncp??ypaZj>EV3vB=>|gGJ|LQQPE|r6sQL ztV>hRH|pm$XIm6CsTJS#UBbi1kJw)7rg|M4tANbmvv`?G*}>{(rKF_Lv#{82dz94u z4ZoDo*%m=30PhZOINeJjkoEd^x?glme-6*_N2VMsM?uM#GCN;rd2NghWjvnVN-@lQ z6;B7+AEzuzRay`8uU2$*scAya0`l^TD`_%vpX9_MFEOsyU-Y5f`@+rFyWE7&!s{+A zBO|kF+xcWQj640~sC|F7GF%*5)MvYb74IoXtCaofpv9}@-p6j5)ZH7qjg7LU&dWWI z934wt8+KQRBaqf==Vkp$h?YAztY}XWjTwD+i>y?q#8`CPu1@KCn)=#A^(T)`zRD3B z`^g&Dpp4U1y(xi>y6x!hJy;qYY8*L9_w`g)Mnp45Yt-h3<6Izt?8(AwjSrFo$@UI+_=!4MD=w|MVQ;zP|t zE4F1{7Otqx2!bR^J+J5%f(4XBW}w`ZjWPpY`BkF-JSQh-7D6}?`mdL_chPvQ+n;dg z^ZI6G!@(qs3vJBOr#tt6YZ6g+_^MgWpjzzl8 zkd6V7{QLEys8MnN9*KXSrGk@Fnd|uOJp17mQ%87}gb#;;{ z-Z$LVLg7C2?D27MGNFgvR#Pkd%cNgK3wU%^(^j(lnT9mfX3oxZ))Gsw z0u`ehqfau5MAMVSy$%EcnL_S3) z$*r8++&8&izqK8&5beOh$8Q-QALq))bP<{w=`nwTC0bmMh>lira}x#FV!h+>XRQ2+ z80(Ge*Tc*Q5u57LDC_a;tx? zE9q+0YH{t%;v%kwh6X?{)4vPfkh|-uwTcn6i+H)*92_(78Ug}>kB7s+_>f_);Ssa0 zL?N{FCyQ7^Ymv#+$dFzv-rrrGL<=k$0?kWx-@bh#ASApj_O2|;TK^Tar$?=!6hozM zkQPIwF=Ah&#lB4W9f~xZ?G}gT=5iy>SjK5%b=(EdS#+fhhPj2~(%$iZ2$$mF`7m*8 z@~)4Sm9_D)fnv$>(eA3_z#TEUcYTe+!*p;p6onSWMlURw2L=bntF~V`jvU%c#+JQ( zn;@RgAo%m=YpsBj=3``(WMvV+8xcSrhQ!?>!oM8Djs@rCT}qi{u^uXX(a_Ma+o5m4 zrJfr4<_-1QcqN(NGs_-GzweyUB8P={w;P50%qxLbj-BHv4y_OJEJ)s3J$G_)A_yH5 z1qrY*Z9Qo>fHKJ@MD7wSC97$l{nwt)Ly6c(lg{&y>exvf*6!O%`vQL!Zd zo4I@fztKmJtvRAz8d}=N`_5VggH^!t&~nKN@$epTR9wCw;lyF=`74KLqmm=j)$#1) z86-Fp#JO&rhY*V4wemkcY{BEzE6bi(y*IgPlmt(PH0IySwb3VERkfXuO_utk3FIaU zn!nlROw$2`J_RKuR*qH}@E{^!X79{}h8D_ca4^8jZ$Wbua$D2=Y&}dWbFvvw&h)@y z`kB(Z(&lZQy-6`>)^%`)kjlX!A^2wp^JEjg|4s*cyjaBSn1D)`y8Y2VM=yw24;Kfi zakT(8EIj_X^GUuNn@aWrU6Da$Fg&%qy#Ma7xG8^3Y)Xo?d*4!W;g0FEF5v!7`)%#* z&C}B?c6N3mo^`LeHJZ(ZM?Yif*XUatcmODw8mV^X?(grn+5v*J)(AU_B9e2=k|Q;f z!mDG<0D8q8=Wv3_Sd0YEUw5B|g437T=SH1O4}2+u1&kWE3MMrsHpgG%~Tp(w*K=?lenQ<4TqBoqF%u zlRixF@!wTf?=`WC>uqgqgTGJz!M@7A>obM+AzHrr<>+?-gG@YUJ75<4!^1=P9M{vx zu>xpnn_F9Q`ufSPDKRk`L7#>I?OaKFYw!x7$D^sbX9u8Mpu`b{6;HaFySqt1T)BZ_ zZ(id%dWhDhOt}DZ1_rCi+*0W)3%Vn?YP*jhD-qMQ$)^vWJ}Yyt$Vf>s2r_w312T#n zKnFCKMwpzBcAnZy)r~T|u5XV#AF#9Il43_6(B!8feTai%Os#7)${HFSqo1C1+7AD6 z8G$7Vnw%dj{mg7Qt^ao5*Cwpc_$mFrecyi}KY!jY)Gf`L@P;QB`OS{+2U5yI02~KE z%qWTm6{}~T~M~$l$0IrD_fPs7$qdzCQcqvlpqBLM=E3^ES-EW#tOTpbMiqLBH!?f z*Le^yIMq|dHH(ic|7QcRZtrFpRN6sHVEA${M{GU32%-$S=rcVxHd-My*E~~=>pf>P ze9xLdx}acS2oDV<*jXJe=|7b@n88M=*vfQ+49X^~zmWjG;HkZI1$uYPOvArZ0g&RN zFW!n~1=Rv5>(#yW$p}EA+7g5_z_3=vD+N$$j#h-Grlzl5U9JDl_GMDV9kEb`e{yO!Mh+8C)ldb9}vZ*R7|#x5#K3&~qP^yqT} zBrs@I#(#VSz8tXsm+L;qe}=TK1O)|&yZ)y3IXiq}Sml5@J3FI?><3{Z6l5)2V1Ke5 z(HBY~F>Bj7q8LPoc;blW+oM`gy6W$b1+jw#y;PL%+V1SQeM4KG<~s)7~8I zCnhFdzI^EijrSrSU$;K-N9pO;$Pa+&XrV!C*QFQ9CIG{YEj(wo>o$-7v zpxp(4EW<7+__5j1LM4ZCqkf+mrA%x$gJ*y*SH`~}1ii<(S4wAo1nw{b0P%m32eQb^ zq@*xdvUAWa+dxsUKJh^B7>B zu*Y&aT5McgcxcIif*GBL-NosNE)uHn9W?wqmVxTQ3>WY&dXyyY$c}Pg5QsvUJ-@DF z^~G;h3)F35EjT@^_Kb@<)MLYE?^`o-VvX;|25R)dNv7UdpeIF4BQi9UJWeHto|cxY zC+TX(d&96x$(>v%Yi#Zajf$edCu8QVsj3P^3Kwa3u3%pb&pH6W8H$ZhN^N9lr~u90 z5mtH*GX07d>4Ufz6pET%U%!$+=}KffIzEoziBnnY&xyEmIrcl~h+D8{l+d;KDr`oz z?(@WDg@lAazW6$}h0};G8uL7tvghq&3(u-@-!R^KpJGP|AJO{b$K9=*1Y=4u+p+t0 z4Y2s3Y1dsp2#ThubAJKa`zTjEO`%+$@95wlwBB=sUHqU;j}wVA7#b`?4TX z#>=g_rFVbc6U|Xl==-vty?6+^@~BP8O1-|JAuoXJfvk*-43vIFGm5FJDJz#2oKpiT zAr76guchTCj;Z$-n)+$*E`|&BF7B=L-Mn8gm{n3za?prP77Ep*Y&5rQUr}+`a`AiI zBLKgPyEXkdRwij8h;1&~R9Jd6y>sy^2R3XR^n z$MYU%kaJO8m>Q&!%ST5?;Y305=LiWYxYZI_nE~TYoPpN-b_7Hyl&hh;PR1f_`1E{Y z_?H%5N=ixvgdK70O_y3+FIhR#m)vZ`9{Q_AQ@a1DSy-?;gf;w*SGEwiC=`QNqW{0y zCbKH6uBO6C4u^j&JUl#pc3v+4e)4luK~urUM;au}KgN!2qk@>i0I1;?d3n`-3!-KX zt(KP7k1`9@{FawERE^g^7LugI#$rLRhP`8}H;(B}5i|Rlr+JqrPAlZ5*v#(JF%R!# ze&dv*+(9c4J+&7ZHhQ87O)u!ycuPr1B_X01&wA$K;^NJnorMH*s@Bzk&s#^=jOs*5 zawW*7tnIzK-@EX-|n^@=ZU<`Em`G396Yoc`<(ycA}2fhEivyS7Xp89rvSqK zKxJs)`hxW5Tzw{1UyDZkJ6V=-aCW|FXvkDyH>qFHVO(iQ2?qgVe{AUs2uzf@1gjDJUq>&~CjBW$XTI)200q7Y`cNM<_d>&JN)X@?1Z|P1 zKtjqSj(RW(w{Fctmn}a`nRtJP5w*2Y9|Kgl=-TxfVpIV^?Yv>*=OiIyEWr&8GV68Q z>b$xi5nvFDb0SG<LBf!elM@~H_xH~nw9+&*JV!^D;MBou zSVayZ8mNQt_pW~P%my`vQQ%v_bZI&Vmr3hFMfC2XK^&h!#qA4N4_*xCKDF*zeRuZ~ zNHdXuX&^t5rR*F9f$sfRN|!&?lD;)A328F@D2jvlY2_<8ItqQ(=R-Zb)>efRSTdAE z*FD=7eB4F9Hr>Di9SE$!OQ2c<(kKPA3O*_OrAq|B9DZ1p56!B9S_-|rEzNx@jN+ma z>P?`jp|8(iSHG(bxrq-5R1su>bf2TAsGg1Dq$`nqrh;G}g2_uaA0;U%2{za!(BZl0 z8|!(S`6KCt&f_EVAvhldYg89{xjaSeUo>3JPAr(hJyL0u@&DQUmpKJg*|pNyTC z_ne=^GlS2T6hKHhL4>37t3G}P?8D#E=e&HD_Pz3v>7eK1t?s&*%^`D1{Gb|(OX4DOs88EbB>f$Nl7WVyCO33 z99Zt!BS-iM?6XyQ&4gQymR^ZTqW4AYA7a9pQ_Lm8S(hH|S6>m2OAeV<&z|pNdqv{Y z(|&h)INiN?TC;&6xX`W>#<+l^3Yz#UjAUia@T*8XBhVN&+{StaYz^s{Bcfw_2K1wet7w`25`5k0JvxfDgL+ zjMps5)wrktxsX#*YR#JI*>$wFJzz9bq~+E1Th8!hhCOXTEywA9XLKlGhc@>kN0n~X z5xwl0FF1b)GCDd6>KhFa5fM7|FbmSFJmk(fJZ!MJUd6^fa-IS#I5Hvq>@SCUx?~v0 z0DU#x{cUM50{}fEMb|>uIl@kHloNLMkp(h(6tqrWjAyaM0mU4# zo-S%Zcmb?)BvL(MJ?nNyeQME!EB2ll-s)egxxA2TzN<({-pQ|i!=p>58tu107V z=|2RC`}UnX<)k0I*GfA!ff~-CsSA)Z6iow=77u{@WqT6E(hu`dZ=AT&UY2MZNqQOd z@B&s2X;^5okR18idT?BFN($o`bZ@)oE-u$#Nuh9?{xPn1S|ozWh#!Cvcv$Y`Xf;`0 z(|*1Vi;4D}OT4_Fxm2F-uY*MNNxdR({a~!!!>kUtxJWW?9Z(6>XLO%*r9-x-H(*ci zKQ{!#>Ifx@$i(@BL~cH|$HC^qos~XpDbF1QL2X6&qH&_y8G}51`n1YpE6epCbo~>U zdO;;tRPG~_IUxt`Zt>{~WkL&Ct_u+0FP7WMVk`A_CnKkVJNJo)CZt1{j zMK`GEYT%RZWQ+akUkn`wNfse6)+0~drm|6D85aXzqjnz&eVmy`rpcAUiPwR)j!Cz_ zU6xN2ptIm+{}6#{dcBg{=TKwg+M{6?Y%Qh@aTaa)dS^%!RF3R zVz32vuM_JM-P2}nTo1I7l)gqOFwMZ}Dqfy7yjlvnCJYG#V|%5r8fUz}6TS-8pMQ2X z2VnO%DLKl+fQf;mLa|Y~uH4>tfA`GkeZzEln>!^2VP1Js%-^tdmq>+VFh+(A2E;nr za9$$F#Vl-!wR}1Cx1_!qDhbz_(7`fUHG~k!eAy|OpYe?0)csiEd|+tk*CZH`DL6g~ zlw+fE;5g*zF|<2~yA53BHiH`SjpxU`fWEW<3_>j0nyK4SicX^Sgc7ojdU)OD_(^nr zFTK`Z*<`(AP~K=49{@EbLi6s;nd1*u@Lr{5TH}M+S)WZO&AE{_!--EPCWbZo9Im zQen>uW=rUtg^>;L=a8kj_UI~6yPH>&)PDSO0owBLg6s|Gepy-U=8qpY!>EeWv+f}e zJN`sOD`*V&ndu}IwxI2xT?&OfxsXCDz#*E6M$MSk0ytqNt#*K#l|ahZVG# zepmaH8^Ga=YTX`!{Jhrl`L$NQd8dg8+(KNPVcda>md1|3N1A0};>@dwnOYx-{X>5z z81gT(tf_ombOMJG5{=96zWqT$>Ia&Yx4|hYq^}9G9pnipC|;z}?bSlCHn;3gPY%28f6|$Mhh8~p*L=+N&Tz=*W4!$}_W6%|tCCqlY zcF5z#ZEm)h&apsSdiMs!ASsn>S!X%FDRAIeEgMg1q>%&bUwQ+(<28kayhJ3{2z1w< z*IJ(}82s~fm#+wXMgHm{+=&~ZfHkHrRVR|NUUSYeG`U1P1xGMqHH}iU2(^3;Y71tH zwPmSaykT;~rc!P)r=-a6;ltFql+%CHIe5mAm5g440;lOZMc`zkLjUbE35WOx?ZW->^}<3U~w;sTHLN zG*Va4`WX3dm3-|*%J>mBvX|C?70_qCZ?-`DYjZ#U+8YM(_=G$O^fQTg z$%2kQ5hvbOiRYgom1BO{iE}RUS|!#{HdExHkZ8Jc#~j}l&AM|=CiOiX=2l2^uaB2W zr#Cc;%@!1X{zO+suf}iSugcv*vwaFpvwp@q;u#N+#tAF}Bw%b%5>xl)xh+9Q?s)I) z{(QdZKHVDz!PA19x4ZZQArugg)tIXX`;y!#+l(_$En6Az|b zt?ilB_suLClaV)SLz+z~w_3?=z3LkBWzTJb9pEDHFQ<7qkAyKK|_r^3mv0yHP9; z0f=FjuB#-*dn5H;@ntTaiP|rca{1t*(j?u_62(2eA)(n&S*=?2iC>z%2xS=Dk9+&TQ9i~W9=&J=G}hM*jBbs+(N?V$IQU#8Tbr4 z?+eY3e%y)vj={&z_XX`wHt(|RkmemZKfkq4OYrx8izOw+>-R<9?y+WZ!F2H8Z3R6# zhsQoot7(yU%B_(lq_bfx(Q~;M6S4_nzFy`urokdHUs{yin%=SHh^HKV+YXTM^@kTV0>Pt&;L1 zBffsKrr<=SsEDt64@5DoSq7>CRUa08Ie1iKxHV>D zehw4Ul{CmqxrxTxpN$stp}*Nh>wnYAB9@GnUj*1b&EahJKX8ul4o$!#diJN`$l$1| z@!mVXsY~o^R~v?6ZYuOcZ4%M$Q=7@?vDBuL#-1+X^%tmqZVWGTN=~c~G@vv01 zJL?_hARp9`as0S)L^~GIhtL;6tX0WzT+GD;|10|R*VG9BjQc1#~#4 zs_HKyGq3+F>xw7m#q(0hHhUS(yw|>8V{$_kD^b(2z|exz)T*VQ#4DbV^;HXcH?-^a zXV|eunKymHm{-4Z`JS_)^UGXqr;Xa64VU|K^7d-tX8T629^=bA+CtpS0?SiuKQ{}b z#xT7gLHf>^?oTe5VGFEK+$UI664KD6%pfvPCLbVOzBWD*$wZA4r_ZJ2$OZpJ_uRc~ zK9cq_sz@j)iuuZ`cM%2VxGx#YH{D)DXpyG%1uhV2<5b@#<22=kSi9zEWXc`_vY}O5 z8Q13To0p*#1cxZS(7X`vePekeSlNO~zM@?i!|@?s{05gF;-|)yX-jkU#l4cDdYni_ zb3aDFAVjY1M6d6#TOGk>7U^>NpSXzQA`Z`o?^?e3OSE6ktKAzbs33ANoPBP9kJD7L zV6vgi(U0qOsH(+l+2-F5&t=No1UqJY6~O(-Aaug z##wmeQ=EIwv1j$ABD3HTqTA*&s;egEemCxi|86Me%Q2m^x5Rw@e1`knDzoq=N#m;P zLUN-5X%s|zxCNIWGBNN87e_A7>EGEa9|X*80*P+4^D9}r66s5 zQsWbWWyfHdSJ?kO!R!WJlonpKTBDKFm5sCVs{AMc#FPa@;M$xxk|cuiPae*yEOeG{ zgjddS8P?f3DS5~Hm4=e;1*!=q1bpYca{rD(bO3q_1u8E}-tV`$lkJvUTfC5-{Q^CY z!{l=FV%hp7_77tg)>xL)RZ=NQjl)scb@yYg`tcdwclt~ym=QrG7s^Bi)wdjOoSyub z{qPqEnCq1@;<8!EA5V0Nw#sB2txbkVyw+=Q1k0JN5#wHc^6PQXXqZT-WUa0Z+0ASN zW?6fs9gmESLx;4zl1SiGL|k>&j$jR!5H#bw{Msjo$yOR@xHGEok^|023<}ZT`Fe@b z;K>HP?2JBfW)A)5OX0V>i~jMO&Wwe#KIsQAvtS83^X`|CD5)T4?#LLsoB~Z}mq1V- zhx}za@|og_V{uiXm2Ev-!DI!)%Rk>L*!#2oEW9$x98cT$CiT$*&FboIX;|JvDBDW& z#oC$Hs-5DEOrYIcjrITSDsq!cXZULVAVIIjSd~Qw*7psA8gP~}b%gNmkC6weAGzv` z9t2mZ_c%a(Nmx3{D(Y{fwCTreU?&wFNiM8Z8tc`<)@I}XD9Ea{?5g5S|MYT+r2ckx= z0YdPrq$IuBGY|!?pTV&D96AdN3f0z#SqwUm-3*+GLE`Vy;(JkEf;;9hV`@mLC5wx# za#ippjI)%r+{(2Igi?YsR~dmx$ViySeFP5s%1G(OcmWeqAXA0lJvE;;9IxM~gQ)=e ztB=o(eSR7M)00eQ?U7AjAC7!|B_;q6Kl2SSiuhDWJ1~?F+O=@5XX8=H@)njOSN}2= z;zR~nuoKk!g)v3Ifrj4!Fu{oqfWxVUz#H0@(-tMTe+?@*O! zbQ^vb62PWgc>7_?n)cTd^}V^Pe<@}jrpr>!N!`+kRYCGi2}0_hjkG8_dhuVX54ic*m?M7GJP;ch3^<`+9hOAyGJ-9dW@>$uKnYE|40)@l9ubP&K_Gt}a(WJGD z_#h&4V>dT1RO+t!D`co0orZ@z(%mw>rfaD17M)Z2s$m?z7+S}^O@QQnL25a?V+$g$PT@GXLl&+R$gDJ z((6z%b$iA9ra(1k4dHcWDf(F-yEx{139H-phA7sgd~uCujRfD@>qbTA{NDO>?;o#} zM|aXa4nOeLUv@6Su&_|RsZh?J_bnyE4iEF6&RbQkiIZ7*a`-f<7!bQObX3{fED}u^0h187rR!mSTw%H ziIQh=tvKlsCXx%>DGIs$nYd=icH%DdSYARDS*no4#k}Lndf##xT9WBpYuMNC-*o#NDks zbcr*|n%}@08IpFirt>Jm{g|WCqON8AYaUC0j`MH$Zm4SSt>O475>ILN4>zD@U{En1 zL}~4y{XZk6ElYdgk2t{dD}{#hJkoo8t-i1zBDA;^P=*W5%T=RktdYAS2p^7|Yyz$E zh%-MU&=hEY5=ibZEUpept%@2s1}fPsr{C{zKgN|5xc-?AUdO`oNsZ!&00x<7@L6mTm~YDRST-ufwGA?Pf!nvJT0&Sfo8Ch1)-m#*iW~@3I*& zt8#mPy=xLsS?#P#?A>FyhR6S5#g!M&pO+U_K3aWHs)p0YsMwlIckSRXG|vv0wYh(N zm+wUXwm4PdS9ya+vTu6~RXDSw`TU~32~*&hqLthf>vk;R)|>))7NcH`ulMAA2TciW zF{@>+ROGRx>gGbst*xf_x~bKv_?pz9RNmHN!oD3_`q?gf5dc%!?ao?loUuM#eI#X0 zZAPOqt;K|U06{WrWnvs;bRvII`U@G!|G50~lV;7guw=>#xFuer#;5wwNNMveWI~zp zkB8@u!dR~dD9>3IU+!bvI^MdE$Tkp|3Ba6uzr`^ML=V3#!3EwCZk<2W3Nb5Rw88t#i5KYkbaTEd#bGDv)xp9UGyMQ3 zy+2YY{lzupTV+;)0lI1*vP^BfyF8gQ`V9nA#ANt zkzYu=Bw0R}HP(jmS0%Z84DxZ7+5q#dT9@lZ;Pn{}^2}d%aP-`-(PRcK$oc=yYN1&+ggM@|5HT=e6d+5M-%pUGtJf5azpRr2y>t)A-9`1uC5Q&}&*rp9JjZRX-Pomcnr z0umx9Z;s(3$eDDvov9OPyah#oq{!W`7q(YNB`I3J*qH*^yt1m!e$ycQCSCDd(qM(j)&2S%gDr$*n3riiJx%^^)#UV&~C2!3S=tS7j9RFC13A231-WMlwDsc ztHgEKKJUE0vAH5UF*SG+;WPhh=L0F56MeigL9{N;k>?&i;r{#!^HlZ0=9}*t?^S+Q z%nV@|#mzY|AD5UonR4^06L~u%ME&cWuJ2!A#8jSUvVnHKCW!r~YCz$M)`=T$`Oq?_ z6SW$mtR{O|z=C8GyBGPcdEJ1=@~N z<`6_6dfjjNmTTjbj$PA}*PdA>fdZhgu-M+o(+u)kJ@w|f5On>b{$Wj)eV~2$@s&kk zNe^cn#95jCb(mSiw`z1@gFFl<8-Le6e>AZDD)!zvkQti(oX-CFAP+Hv088j;`g`+h zAC;^sv8kG;^iF$t#}41g4ZK56JQus!F#Mx(JX7`Nb~loy8EBT}3u!;?|tbt~NW6Xxnldi2Su7a&saJLsKHJfRFIuQ0LTT{Ka0 zC4z${gO_0zBDLyG2Yd0tCjSi&pzCtvKcu=C5fHlq4yKzT1mj)ve@Ah3ot|DpX3oA8 z6&_Do%4S!)`fgOOF=YH3E)(*?zIfV~6A`x(-XJyiG+(;ZhC+CQMt%DIF- zlc;U^R=(=P<%9#_Gwg--Whfu6OQAlHPlI|z4t8TC=PbLY1!r|DW+`R_|0 zDd{@s&=vYxk*9yj;ge4LNmWL~wPptXip7OYQ>z8pMlxchm>oN9hg{WVA`>tPMQkx7UWBNLX8OZ5Sz}1iAxjHBp3WA z9{T(F_HGlWF!kmXEYTLzN~<9yPcGw|*-Ob<6K6IUr1gwf+Ax{g5^GY4xT0}0{1}t4 zF*gcGhtrb^B-~6hy{Ez7UC6FhQn%(L2uP~_{ApBUm0m^Oj`O2kc2(h}P3WWD&QF~B z`iQjz_DGhy9+rnBC*Ad%Z3Ri>62kxOoCm9I7$!)JI$%n_f@vUhrO~Qm+l4?lAu_b{ zlBM6JFovPFvZR6{p7YCNhPyU@u;b)|K`gW0x3hpLwmDZbWR+dGkwm&!1!%0eclBS9 zs4ylP$m`S)B|@_DYWkhs98)ze3Int5wzQC2Iwn8LyR!p5HnvdMxVT_JVYb5*r6YuwP(+b?JYr%iqoeqvmS5PIXX&vuSR{T=rLW z7U;DJip8kZJdHl$Fcb7cHi6ZP-Y$1WV{*i`I$G|({=V!8Za8XP8A z%BIxS)!Shon~LSf;*-A+bmX=s{SS|lBOVafcRHMR3s%U>C1Vvq>OBX9Lj zos|Bwn_LJC1ke;~gCoXq2c0m8Ko5l-@hVFRR5 zpJm5$n9Hx~fx)#eTu^@$5{l$q5{vv66ySql$lKVk&VvHxzuG|%DjJ6`qB&LLZ_}R_ z5haVFT(@Y;Y>+WsKVxCOaKAvnNmWV~jF0>zHFh7V^l;}S+&EgQ3SP|eTkXb9#nHrB ziByB{T!FR)teDU7e)%0+zO>%rq%TunF1R8A0Ra#fWM9pP<$uBCeO6W$M`U=mX%eB= z+9POw9wfECeAjVO{voY7I>!9|c|zINs)h4|J=$7d7Uo>9`mKIi{C<9NqK8GL8mtj{ z>xhiD!&QA`HAMuopl0gCPIOtrXV}R7!9fr=0oFAJ5*Vw9P=3t?odldnazKw$|oVMY=G3))uCsOQ8CP)RhArw>4w`m7^n$oGDXjL zp+h)pleIeE1@m9&wqvjwe~`Yo``vnf@3RXgqnF2TO4p}?Rnx4ra1)c+kJUazE8Bxq zMC9{VG$HfCMYH$YYk@Md=XB}E8!`@upbG_(j!4a_Dqb#M?wj})TQa4@%o9(r+r zgH3AblIKAk3JnWu`uubNooG@$&m}^sdYL|RZ?XaT(QJSXb;9$Vr7aC>Y;({mWn=4_ zJoT^d8aSmx$c`D7Wz4Jv;mnIxrq$%>QQYeb3G}Q4vQ;Lh+>j%SJXgzeNd6uuMBVAf zaeygo4>*5k+y3vHxv(S*ejm(52*B?^dEA{GG?1&IO3x`0|D%jn7QDM3d*vDkuAFR$ zX{Q2tG&aXC!>;N*Yz68o#&3hck>G;922IseFl;2v)R?CAf7e@!-PPb>CBNG0&uWjQ zslbbb0twOxoVQ%8=zud$me;Tl*kODnF{;VV-?mY|sc{5`Yobc4Vg9|N&S87->>zB2aYE~SYP3a@2fB80D%YA=Uepg7~^fRPN%w`YI z62UM{@FV|P&1Y=%)4Qd?h_v=@jJLsj9_QDFq|Y))Bp)qngz%oIyk+wgh> zpWgxp^LDc{kuCjO%KZG_eH0=y)kQa?l5yOxq;r^5Ucn>fwoql5^0YxmAFV{q6On^O5odU z=?ptIizJPb9N@OIy-o@#H#EV1xt9B;Q?SY#IlCSgY%6sBc9-1&ziH=Rr&JvI9{IoW zKWNj_(+&S6{EkW}=-1Z{F7o5R?ZkPh?Ndy!?;N1dcJozF=t8RX)c~-hs&Ndv^|Wyh zk6mh9nJjKnzo_`g;ircStv~|q^Rc

GwC62}nqS;5VMYFEcs3b)QZXx*uiDOIvjn z{o@)rwgkQDm|=HplLE|FLRJxx&o>bq%=wVB|QEV1;tQ%W9 zbhb29AN@96-0?D*&{O@$KMYtiW7iwku!<#Q+(l|ao*5)W+fdC6W%}McnfUpV5I&vz z#f$Xh-(>7o&9KA!Fl7q^b?;zkODkAT{rebJVmqzu2a{C|VtA@TT*?n6f-zHC39mY|grEk3czZ!e*crO3<|NDH|dt`=WWn?Q`MplxF$cT`X z?3t0h$=;D`dz=<)j!=5FX!ugo#*pBp2zWc z+#jczY21vk#_Z=$5P1Qr+2sZxh5h%f6Hcj znDfX#H?}OhE?*l9Q|h$}8d)g=7*q?uc3R1@#Qcm2r*D<1J}sHW7%b9!xQZW@;Lcw8 zl#6yl0f-dj;ob-eXcBlLfuIw8D1q%uZ~eEl^EU(_ARs>dTDSZ{QH}7ar_@ui;~zJ> zaA3u-my8}wTvdh26+?wieJ8#O8c|IcAj=xVC3X=DkTnPV`_p%dcHzPMk=qhzf((S;Tn2J3m6&LMOQ(~ z9@WG_ZyZ7RjNdZ(9PQA7b}$IV7fl|+?JkJAzTg>!L4fPz07!v(aMSyDMM)|(sur-W4foE2n2kx&5eG!$<+kzN_vwZ2;ehN;_p2~A9!U$x zd80w1oCWw3v?mM#W+C&Q1dp(=)L_uQ%J1V=Mw7=tV>6b^7QMp!IxnaOsX-DxH?9HgBSji={W@}$AlB^9#@Z)OVRUYje z%vnriVXZ_&FtrU&2#y=pWE_chBoZBIrVKpv_tbkt`en$s2ghV)cKw#_Z+uvkp^sRy zUATF}CEiWr`PV-eFB;QrXM7;Bamapqy-{o@x-=Ju@MUx~Ik;#6K}29@w?VWf7M4Yz zKmm>yMm{jnKSq%;sDd25GEo8ystg3@MYQ;|TlPD%|1q!msq1;G+`N}IZQ@ds`Pf~) zwof~%H$A7dyETXOY#U{x?i&Xq@=>>K*^Z~maa*sRc4TQg5j%Q16k~OvFZx^;(q%7t z4#Ozcey7Hm9~Z$rC9RVY-ex9=k^_7nwI^d&aI68!P z@;Was?@#)3!)z{Jv}6IZ)y~OUw*6}`0W3I5g2vmr`r-ZiED{p6@64v%=1KoPBIOQ+ zke2{}0SRh53YI~g10wpr2|uA;1Tcpb*MKn#T-8FBL)-#pqd4FGm+bt_vztRJS1GFn zrvg%BPD{;POzE{%%c)qKzamy5i($d8*^6pV`D)`Zy(sh1R+>CpS3TnN=Z^XrpN~JV zZu)Pv{mEASBGuyiyK_A*Wxb16j3u|ong-|GI~bv%rW`B;1kxa|4%e@IpyPH8 ztl@PW{S}9X=A!eU*Bn~?sZPq1c-5ObErzjFb;3lD#P+PO(U!j6lV2iBleGM%&I@@N zbkL$~4qNKMY0C)2hMm@;gML4h75Zyb5;3ro@dULV51(kMtJyxWg~CftPfxT-4wQQdQBdpK*}nEOR90}JtOKY9c6ud`IfCEDWdm; z8~5CwU`7M^k82CLhA?)9h8(n9?2xi!ap6J=_l_lDW!RNaD7R>w3&}_;n4EVeX&SjR z3&s6JqE9GOkP1&o$oom#xDEr~g;|bt+(SS|%)+Lw{qXnpVCBObXbB2fhoUzV)#u@F zrQ5e@QFH+KrJXmX&j11H&2^GG&=+ewoq_63L(Y?@ zXhLC)g@Nw-;9HMs8y@yrMhmAZHP-)te!ZTXD_x1s)Cc{Z=E=#CvqW{j8`?WH%!}7u ze`*QfRT0-#<2*O+u=;F}6o~Dc^tQy)STaSPT=b_pN!L(Pmd(qMp|2FfsX6?MTc1o{q4%U;56dE@{Xe||9N9{0GDd2<## z$|!2(rlDa3JXPi@`(*=aYFsbLT(Go+Nl^TsDlEjaM(#_A+1n{sj1}2ylbuZJ=lun4 zb%K_%j}sGpPJ1f$NviX{%w?X9RBxHen|C2JNg;n4FU_FN-%^B?m4`3TEm5ak7? ziIW4kZw&lE6%`dlMm0)1izgl-3Osc7uywlrdP%2lBezg_-{jWwo!!Bwx{OjXmhWI% zCUG}umeg|D&dC^5Vo1vt_4bq1KeR33Z%Ca(v}|p6<^wr8&GK=(hUL2kMZ<6?5Y*WX zfIeDOJw7)-j}ngZ71_9`W;5U0phJ)u-9aMmaJIV#I~T*9RrEZTql7WmBfIJS!Gj!G z8orDMf5td%rrJJSa6?ss)XE&o+EY-8cNH0h@L{dHVNKRC3qiq6)v~|u)(9)S#mw7F z=pzt50FZ}s(6Br-7Tb}4|wW#3#jVdqg zPTXmc%@3Q8;Zh_<UYqWt;8L`=y$?nh~w`u(9wm!RW%FfMV^`nMor*1Vm{*sVk5^5yp(2g(>6vE zG|2Q_A6ng~ze0(2Ti638SOydWl4J!aI;;W?^WD{Y1e7dog|!_||Ebz4wm%E~*5(_p z744`q<9aE+=Ra!a&M(JtE5nU>9soPz&Mi&F@7MNk@kVK|p>~v|CqSiwB`$=1i z(?4`{vL8-uPIm2z9qd@!*kWW}#1Y5m&zWO&{{~t2sE;&mdTU_oI<`=?`jy;+YPc^7 zSI3Di^KHyE${11K;^bC4hV1e*Ok(Qw454oJ#0_dA)RLBqTr4I1rz%`p1 zYwsh@m+^^s!k9jM<^{c8Nt&QkI~7AN3H0VT9#pb8J8eyDX@9@uifb7}vN1VW*Fz%> zONEhvo4#F$t`=4>Qw9scXre!mSEJNF{q@=z!Nd}QaXGtSzu}b~aGiDn$m|@n&`6Z` z8(ItfUGx(jPuEv(;r1$_ltkByCkaRB-GAX~zUYlK-9|&TC z2`m<(XYWe4=2p7;%VLrA8Df!8;aC_H<7CP&?}$e;deMU8y<#}qnzJmI<<09?p1Q)4vhaD0dSAjtQpTi7yxy&ss!+@=`ookKmo9Pg zM@}qLd=)LrC^jcPtetMz@WEt*#YiheK|3m!IE&Uon zl4eak^*Ypuikfd&VzbNYyzzhfYXr)1u__n{HRSSb;71v zKCT-+z{rlLB8Z!f^+g!5oKjWNNOU=M1=>a34r+18TjjD3L{neR@+LyvOEPj}muuesr%rADg4f3+*FmsS4}U58SX|i#c}ZaqOPtl6}daR@M1QcUL@d52KGb@i%3=vyol4)Zk~5f z7|k$<;0$fY=|*jSIdMST2!*vIUWN|0SsVxE*UnDW$O%{_P>z&s{R-#WkyJWaR@b?j zyho-A7Rw-wynD1m4G)T6gnO+E-o>CMVDh~z5Rj3UOMel%I@jVjd{Ouh6c1n{^M}P4 zR4ArUqm3MZVd*KrD|s%n7n~x#ES;PYZTJq9?|IZBsM7oU2v-Ac8EkJP)ZQaNXKJ7a z$`3dYNx>WrpjLWY+tH-!e?VPg50tYjlnk1Q5>#XE_m`4Qj{j65zRN0aRPXyXv{S~i z6aKo%&Pmz@Y6!=ha5S*lMcZefY@(o`@CBcF+5zwt9$rw1$;&r^x3rZ(T0W3OKTsFM z^?)oqMvBQ%s0jB;)b$F-9Y7s|qJ|fco$@udQ-I3kQqWe?A^tV+GN^`FiBclIAW@2` z;G8CP`6U4=Wb@Bh)XlCsNBrRkxL%_aUJMf>s8bliH^rlMo9u%KUuK7^_2ZkoO=8G3oU`bn#Pvv`33z~Yg$xWF znxy*B;Nyes*LktNNw2dsb36_l3waXoB1Ta211L}Yjlp*E22?vwKWQC%uyvmL(Mc<> zN_S@ji~h`aR`i?s%uS$~tY4GFqy;|$%oSDB%-`h8P%FhGCy$P?QVfUX;%?3*ve9cC z&bcZHLl^&y{}&LuQhhW1fh91Q7GrD~Bf*fBYV}J*2ny?z3lGU)1A+%90YFD?9=8wA z$+)ZzsYFHPd1Out-0U_VIIU6p{7!_BvA~(7E5B5zK0c&DkSyraRxM=3wLwSAJ0J6G zTq`M%E#&hz!dck=qfTtpsRmC_D9t>Ah)aq6L8X(*0WwBjIo;>IeDd&gp_0dsPthTO zAy0#WA3R2ZgFwdDax3zX4;$X$pjb>$dv`hPPbHvRfLe+XmiTT8@O8Jew7e$^$h-dT zXwqJw5}_-hz9)p0Ll$DmBGzP$b)`%-NKQ8FJI!o~%DvmHT>deNan7{%aIa%w?RUmA z-3V;18;-6*&fK_`>W+0qo1nob-`2n9YAbr}vZ*EcS6WQfi#j?vl{+q81*sN-NCDIh zh$aMg@7{%hjCL-8kCSUZE~hWqvH>v*m+#FfoWx?hxJ+|m7D;AkKm(j20=gqWufma( zl>8SSO##eG=!RT94cGmVy2+7IH2kBF|ERnE~{w;OKygC`pQ`B0d*!h7v+X zuR36rJG8eo7CZhT<`?kZ04CFGb3;wdF9hEw{nqDm@r0l}{VE|J(z@lNol!){0xK#; zEfoQH0VUe01=&{s;KtBF4N8uMLq^*t>hPYc_@-K(6MmN{nm^G)Qdj-VFU?*~r^GcR z4P=VQF+=G14es;rTMMPg$$)Ph#X28vXPjI?fAHNiMC$n%i8>)YoTaI{e43GAd675g z?8!}pEgYGk1q~ZVlmdWm;kTFju@SK4eO>KIq{&-(TIP%~HpTiz0FsF15yRKdtu$P$$)?;kf1oA`nPi zV~dGv^B>SKB7sW`gT4mnos_CL2>e}?W7_$kqH{^2l~3}`{6qcikv?f4be{FlA6Jmz z^1t%l;?&kexpu=HV}9kA*|l)!>@YL{^Oh?6Z;qJ2Kpd273Rq^qZHVplrAzB(<%NF# z{2pvpMlF%+rMDirJ??V=P0;>#zZdjF0xv&#fjX{MFNwPXH)b_Hmso;51O0taDC!pJ z`JvKX&}9;kkp;6DGN$koV1Y3EC*K9XI)*Fr(g_LJ2&}NEL&?p|`r<26f|}pV<)MOw zCv*$>;AJn+oab16e8fSaNzLndLMf^Y9}A!>$zbPb)Cf;oXs>Epjo`$ z&K3F=@b2FOL$Ow{yf#N6;#wLYr&_V zjfnb69!IY}dwP}ZMr0lTxkA5szvW}f0LhSr!%VfEtI%VG*BonfuS`If&*(Iw>5?Vm z!$U_~ner8bZxNjPwdX09*8ElRRPQamnYP#EwP)eM_nJP!ui+c_dwBb7TXF-HLs?OS zL@K}U5K=UcFq*Jk0f(O4jaRMQL=w-R-`R-1(U+WK)Pgce80{MUfVG+pJ)4{7ZPGqw z0O25vjlIISHiI#WZgKANW7e#?_tx1^77-)gK7E>yT3SuYV<~!a4|!qa#q{v=8}NxK zf!N1e&iji8(;XzA7006>Hb#GdCD(+^xHeoXz}^48fdE(P%_Eqf9>N@G7SPe)UcCn+ zO|d;fbS-AO9N5el^?HFV40MP~?YT0Dd`%M2NGI^!P1-I5#N5hj%O8??eyzKs8~(c9 zrwHFZ?pS==5>a3#9mT4ZX6^lR@~BAk%FY$2ig|d{dOlMP6T>c?h2R-U-6vN5Ee0WXLtP_7ul3}Ua$?K-}r&XrR;vQKMMgc3pX;#c0M7Q-4 zKm*S`fHnZk@DdKhVUI7>A>S8mE=m!Fv1Y=}#RH)>g474Q>r{$swpAwh*E#&uG(w-x z)?bLkkeDQ0!%{foX$yoX$^R+b;lO;y1$X&3z)PaV34`26mNem%6CVj#dku0wz$>|lQTtuWT)FA!+MN9PBm;#6~v=H=etuVv$U(5@wX~)yWbthAU6W;Wt39t z{C$iP$Uz~6g}l&+*7Dx-tB)tZ=nVkEXJB0Vr&5eH&PtYGSbn&2ygnXR>@##x z@2SG5(`kD3y^VcaR^&q!p3_s*X{-1NXA{-@1NC_m$hxM7`&;yK-ZIm`>GA|r1InLU z_htf?1+XVfP?n_)&>q-TB3fX#_}wD{7=&|hk^+Fb7ny-CYWLUw(^sg@VQk84qF4zQ zhwUVgA&dBpYGCD;(n@Jk7gNdGu23N4xxXE5If3H=jzEnCeCxoXkgr>ZZniw|0jHwl z)6+=-VFh!wv~?hs0RN+ScOQD(b1>i2t8+9@JV;DR%6ju_oSwXRL`F=pbX2i)xl|-y zzr>GvG^?tV7y9g>H~JMrBiF~C5Q52GoNODXM1#H@dADsYsuRzHew!GxsNS6tg5jJE&YtuEN_^PnXH@nkQnxNeZEE$ zHLa@rZ5@{}Cx=gP>N%pYiwd*Yc1K{u223<^=+vRy2O;}ed87ppf#oi1w*hT8@}qNW zZx3kgswnVc7l0SQRMmC21}*vR(z}sxu{Vrw!*zuZlbGu15z8u++Y30l*_Cdr7A>$! zpzr{dC?@@qJU2zF41HgtjKim&>qMNti+33?1efGTuT?@*N5YeY(z~SA^{{V;$#k0& zPVH&W$H&I)4{2Enp2$Iiuk>T|UT=*mV%VB~lr2z_-5hoVl^-HeNDw!wG5-b(aO?~up$%l6`SkF>M1@CmsKt` zv*-8jNX9=9sQTQLNG|6@8aVT?ifSQO!Sey8g!=UA;h#i?2nn~Z=MfVNZHk1e=RCES zZZ|vI@RZ)TG;77}0PZ8S4Gpswrps!kz-iJXh4!6-`W7 z8kSgKmd82F2wp%Zdz=?{oUn{fo?yty z!+i}{lco4xJAi)3_jU`T2Fxy(m)aC;S*^U978hNRy@#2qgKv^xXYdU;Wp}L5__L%hc3#(Ey{Y zsRXShtS9Tj2AfH6j`oU$3?ieYpHL_D?ZFbEPv}3tsZESp7a}I5a>dV@wsqQ zeds-V_XE%SMMJ2!UE``*Rh5)jczFvacb`9J0&Kz+3QEl>jnxUFlJk77@iD3Dg8l7~J8 zBMmjReD+tijfE5xEYMt0GDFiqWwk>OV>Q#C$@oHRon}kpu6@s;UEy3%hZ{pBpT|RF zFYbz2i)1SqF>RW@1P|kNtez=4tt7-zQlfx7F2S#y`W7t?28Qjyedif~ag9&LBoEhC zE&KvhAR{34pHm048kc&ho{O-msRB0I?x(zO+_lFg{1mH}TIQR7d{ocU2m}sk9_=B$O<_ zwzEY95B$v9XE}~|nt&ulPZI1n0rd6S>t`h!34Fv4cYd*utWo%C1rVZ&WGAbr?6Nn9 zPp0Q4yt+}b1e8vds*j<~%mx!77MO~!-N+Ta_e(?dfj6O8!lgawh8lDq-!oiA?|d!w z_r_gq`;JJqR&a4M!=7v!nh7v>a;aNKA9B!-<$?&Ro!(B3pv2FAW)ml}Sdt0%*Z0jM z4xFQ1F1PK#j=S7h9U$%=a})b^EKz~h`eR&DLt}7?-qLv z1YPjWCoHrQ{+8kly7dmim*%HJ!Ax@)H-6(HD;CFfgdA9B(3?w~kcG$%CJB3ae?VAd zT;rTAXN}c6>e3+C9b$p$R*g>u{*9vz`csueMF&mI!nEMGb$;~KJYAUtxnLWGo`bM2 zL3*xyI^nNbPD7hD;E!)7fvCw#arnt z&9+4u(2nQ~QNluG|8QY)gH!oqzjc9OU-7X5kH5_Dh?*$$6XBfmzehM9(8=3Tf6cu8 zGB;X1_aMl_iBo8p99pqxVAE5i!9W*GdKEpwJ=&DJx=i{oxt3eBbOJlsmdu441v*}z3w zplMgP%OmPOa&Mpt48`D_CECh!%o?i-W3k5M)W_bZE$cwJvEZMa1+fN-^h5rVWg%({ zaIc{CR3a_7l}C45VR>)Jjou=fE8?`zvfPsP3E0&Y~Nw>34r zo6Rct;!%s*i3ImJT9tV^ZH)XgZ(m&BagH`>45#9$gC_>R=O*oJtH;csQOth}2&)Jg9Bvc(o zuF(>mROrx#riy^V6PltaN()08dl_Ae|h5_Nt%I zoVlJG^EF*s+U)&k$Y$T$`{3+p8!KTQW_~CV=C+s|KftIAN_q~giF+4#4J`}uVPH91 zTJcHn`JqD8WuD|#XjXs6+O}j7{r&Zx4W=ju?_~%0cHlm=P5tmP6)cSa^hxtkx^D$Y z6Xvs)FDQQg6y$PXZ73Tzdn*?ckxl0W0%(&T>t`^C^jzxhpLcQziQX%Hp9B|7_=@+R ziE`t{8{G^CGYc%Ftatu^mF1P-FQwnGi@-)2ovrXuN&%>R!1i*bg55pA|D(w}a{Ldu#;?kEqM0Jh znM^dUwzem_oK)|+1f|ulMo9u_AW4@bUaiPHLFp8iFUn2^DseDGjwux1o`*J5JCOeX z;T;Yh&f7f$p{aa;Wr*I`z(9Zc#TmyC)poC&z9#d3%a;ZbC_{E1gX-cn?0gF(>s`+HUA*1H>Ao1gl*HhToQwwBJm z#vsw;Hcxj)BY7EU&0idr%WV;bJ13T^^96xPO*O6*3wb{#+!~aZ?>_r#1fHT%Ajy~c zITd?8#6oXO8q>}em}`>93>yLnEx`kRD&h+qeDvn=tur5(n7H$w=l0;@sDgee5an?us?)PkLdJB^B{_WZBU~v~_d9r7u99+s z^m*`A(Yc_m*xEvxeMif)ZVl%h*v`?FmPq4j7I_xEn6`LVcWpZ^=FGYU21k!LW;Gc2zv);*Gx}g;<;h+3}n@b zhTsI=eLe!LU>Ab+nu9pB@y;%Vr$+7Nen8bnxT0ZmSYSx%m&aqZxE$Wkxzj$RgJ1qb z?|hb`jIfh^8quCck3ir@3x8OmX{QqfF|JKkxh7!tuYw`+J}|!YPkdlMi-IM=N{$j( zo!7^8(DM`me1n675$jwMbu7@B^``QP;ex8oIE6{$;*7dE181}Jr?FGBe+GQYr>xU_5eWCtEsY`Vn7@A@p4&sk8d%`fmIR~ zZT8Hf12sz!d`I2=fNK&J-8HCjmLlq8ZR!*!Wy;RHCdY%slcEm88oaWm%Z;@R1jFg~ z34s;c4sf+xsY{xbOIdN*J~@)zmC_N}EAja5hi?Ltkvjdg_$UZL(Kk9KK8^svoZu$C!OtcmYrsHmFcC zl8d`-DAR1OBkMdEGgGik3JiP^?M=yJi;Kcsq$km0X<3&P!9&;;52f=W#0_TXIA&IRguVlCK-mOC}_A@mARGr#>?`odf%Ns zXQ<~r;~sUwzD)NmvlTj+2y)g=y#-`3h$Ya5vT~!{nM`_gV0R!56D;xD$}?rA*syoZ zB?!vXU!(d#Y^Qs!g81szTKUg4LUG!tlkBCrs2`d1lxJWZ@=bZ3JS!>)IEzNf zkCQat7qgU7qOBsqi({GMnM;718|)Door?%;VPDtOr91M0b$OLd>Mch7qZ&cL zZxVTvi(1FwqTV^nAt|b6fV_syHiRd+xx2RlNDoQ_6$^{Jo$AH2l%i2+g)|}W3ZSp8 zne=7Goyk!;UrtK_c;ih?2KVH1Al5= zRm(u}{c4w7HRkoJ)_yDL<7g`RP)oM+V^q>}6%=Xj9elN&KrXF>_{N?I7$~eFzxs>Q z^Nnchk9lxD=@NaIx_R=V_x(oat*!O9#I-R-M<2X<_nSe)#0IxRo(f;QD&HC*)o@^r zdMl;oXV@~|eJe_IvIljz6E`mT6q8>UvUhclPMMN-kHfS($&Gror=K~BY^!~ypQPaD zb5LjJ?ebA6z=jb-mU4>P>@de+D|}1&7QHN>Sj^IJNc@oujakJRruWi59eVL{a2bu` z)z7~Ydka!uuo}f`Yw*s>!gX0tC5EwuvW%NsbQXrSw@ASa$Hpia73I%@_+(t~Z0bGk z=vNiU+^?s78=xjhzddMc{j@LeDr=iGtTXQ#YQFAIYVJSWr6}^wX%@|#@Z@azw7o#R zYX7E)!uI3}%rQiB6M6^41}3le+nN;cz!&akE0*EEU>sxycV1h!F8VMWaBY=yo3Hu2 zZ|}tPUKOlmd!QpyaEk&l+5Xa#>^5nCo)j-W6m-XM#b~Po znxqOST%kSgAaOlB=;3!W)qVmvG6nB2%*^_Y_goVnTRE^?_bmM69!^C>WzqnIOWK2r(d$z3cFtP_c^aW?&D77ISmVJ? zwlOn7bN1L+yf&XVLy;Eb3%2}CEa5G34=?mi`AF8#gXb1O=Ih}!7Vv{^Nxk(ZsROML zrH&dWl~A4$0t&ahL5FN9+<9oFTg#?JsT~=7nXEa^soN>F3lzNEWVFhEJ8S8^7Kzl# zRn~B4yxM~Ohw0zjXyw@~DYARtV~(HvAo{8POKk7Rd-6FF^>FR1X8L|ZA>hh_xv{{a ziVjBufzU1*TJ6USClL?$N@pDON7k1si5!+HXo;Trg2|sFBBo1H=}vXIq&YTTkJ@SZcc`np*f ze8N^k%$a8OVeCcLU-3Ty?bxh&2k#FyjKVR)t)pv7~)_T2dakAsox3O9N7hZVIm(3?tvGVuF?_RKrb z6P^ZLcP51Xf)p4Uk!3wcPEJl+5T(Y(!GQzVU`Pz=L>0L_23bpOT4Z>L?Zb7sEDw;8 zYu~zlf#}J<#2rB4L;=Xh6x8{U`gak?uz%xEeW0rjr3WN-P@v%^25&65 zH@R(imP3hYn76T-^Hg%62$jHpTv1Q{f!MQ}joV71T{_BL04T8i4FFyihx_rn1>G^LXayPcUN_p_05|U z_sqisR_eIjEYI1;a=y8 zAEXM4q)G@lfBt-&6i&CKGS;_^4RX+|Kx;j19Ri^V$V&EgZ$bhWG>aF0T49@KXJ-RU zg$%L^5(^I5cK#14YoND|e6GwKhoFUj+wFw8T0AZi&e-s_fK;jCmz1DzU+4C?`cGTU%`*@H@|LWDaPQ>iTrdBk|eKjT@05_ z{Q6`P9_vU8h{Vh9br7N9z^Kv&j2cnEsRtMgHX;NukT6c@tUp1&3f)ba?GG0K0gOuC zg3zFBP;4fw@<1BsaQDl{$3XPl`f^J3vPSx?Hwab>S~w*p27w}%4H)%cw&_Iej8uvO zcN;BiR2-zbaj|-5W9IC^-iF<59&l0_RA=msp%ZENkryrIKvkP8#bKHC{1tHu zWOCG@@E-9=I-nr3s?S*f(FF}uUr^$kNA@`EnOJnt)sQll>hxbyqTm*hGhTfA;LTg; zb11Yc4BEdfGe(hY>6EI1cR@O2nFUJ@C8Z?gvuiDVHb=;RULn5R8G8fhGzB<+^EkN7 zo)I{n7bS<{I4nE!6;O5Ix5N|v8e#!CY!<=yOP#mn&qE?P`nxLxh&!Pa!N9_(q;&n; z9|zwo?yF3sqN0B@;-BA~A=s|4hru@hMOj=VhT36qhR}!0z{NabbJ{`uASl5jR9?jS2t{~Vy+UeYw;TbW!1 z&Ye$qiW)%t0wOUN?Go^dbk8}fP~H1n1y3`Lf6ojj^k9;zupHS4^#6G|$Ii+2DN9?1WC&B3Z%cc$5H_2&eiCjTCyB_|)RKYa54{-fTghO?}j<0>PG z8YsTdUo^-%h7ICUc;*Qh@+3$x#ZjPVBc7rnTn&DCmc%AeI58!%oJgv$#H`# zAOEJfXkNGn*PHNb0y?K~1UX+v0_NsyCA;=8bx33TcJ9#e*C{X~&bInd)>b(Q;V8ri zSr*v+a}=>7-X$rXw|F`3Q@;e-iEa2V#s1r}1Kf**hbbWbW z?W&}dTCuCBlLp1h!~4p64n^5rrZYh&eT{_2KP=l{Et?&_ezFM&(tO2i50ERsH=Q4r zo}}}U6{Rq`S*o_A2vru+M|T>=o0ZFypkEF~(H(5~i?hFSud z5q{_WhUCcS93uu>pC_9?K+WjQGu3dc>)Vy=sC!xj3iw#`GGfm zx)W!B^6%x8#lUDFMz-12Q3xJqkQ`b5y`(6I^-@ZC$8l;~El$bUHps+rEbTL&WA_?x^awA@RGavEIJ3h}_6B6-b;%*JyG>tv; zoD*YM`G6EnZAY`NAskB?+@$S=%tVNbaxw$qKm-YBpmyPFl;RU z<0$mVy<`8+3^9rUb;$V9DsY`8HUeUEU_AN$|157<5e7J&gv8h%L2m9mN_I}T$F0Sy zwonf$xGsU|TQGH!kzy4o0&d-F2dgZy6W$+77GhVE0UZZYR@Eq`R>++xnz%1=S|x(s z59ahb9)=Jgi-ujm^JEg(2@+0A*USRdVF{#$U8$|*Jbuet9fe~_5LTyLs<`xH1JsT< zvSZXCs?E~=p4T}ZX%ppR=aK*8d|Ncwgd7zLM#ei|h0*+UuqzHg^wz@SqA3h~(Qpk& z83=%S;(se+oVL^<$foIqogs)7Fr~_$|0|zK<7gbl<#f{Xm1XQ=R2Tl#6gW5gYhfQ> zvU|ZNa$X9F#n^tMp7V2GGb{UTjrU{Unf!MDcjB|UIsu)N+Qz-_7pMtMY<|HL4irN* z)6DSeAZ3NfwCOmmF+qrgUHa37DdFf3pWsK9G20v-MQ%LYOhJj^%4rk|5rssR=p++ zR12{17waBoZrUb62R0|aseLa-Y|uoN*E}w(>p!?jv;Bougdpx;226Z+AR34Q6Y9s8fY#U!aiI`KlX7+MKgxj~&fl5VCI783 zvg{ds042F+^9kGT^ZwRiBZGv78Iy~qs+aZm>|Vz>_RsIy@(bH}@qIM>*qJMHhV5{Q z;o|hGKT=|xuTyZa5Y+DqBF#h z$5e13p%?+!$Uw%^9N1yOdYrNI7JQYnU>U2PzFToW%w+}~WvJ*ExR@b0np9900mZZB zY4!v*^7eQS3nu*|2cSbps`x3$p3PfYBVB(>2&NF=sD&<&-I#B8-6^zChQgUQA9dzzhlynWxZhFAT zF*tdBkE_9tk^0~7O~2!2YCTF3%C-q~b=Gi{YDlot-DBsl zYZpKz3p8n?lV>zLzRxg{J|zMGeALk7J?QM&yd?Nr$50LzieY}F3>1Pd0FKi2#K0oK zF@ld#aG&exWpVm{-q8l?F9CiJ3Jrq}im24?ZiVe^^YvG)7Wc&M745^Te9c0=fD^;IrP5NFU$HZXuIJokpi7McH? zpX<NaGHaAkO&^7i(&cXjQ&v^N<5+u9X>>jzr5ZV5vi48&x$f-n*sO|75~FW!5a6^d@w zpb-LENz{%GAw?V!wZFj;jv9(!n}-3;fRc*JJ;+cKTg&|U=i&=A1OwtXQ6K~av98z5 zSpTS5Hdt6#nDxVF_Jus`#-^sN0Y&o6moHyZX5gYC=!G)W;R(5}&7j9D?At~4?&v@m z4FyKQ9uRT&9wO5CH52-JAvIMPL~z`RSJ7m1i6^^!Xe1RHSheR4>hdkpM>!n(gZIq3CT~ z*vt&s-Ev{LwqkY)_f(8=`wy=sH+aOMR z>dz9IpPwH|D=o+bH^;?%lE(Sov8+K z&TA>Y&}B!%hQPdBHl2}>5D05`+S>f$Vi2^nAXd`<-!xj->Ek14tPdI?1QCRIa7Xc! zFB_nV;?vX9-=-RBTrxmtAkP{96&?$b%oikSgN85^!$V*hb@=s7lS#@sZ_;aJW#wkR z_U7(x^%pdW9=ruA;bp(C0@VN%s((eez!H!EeF7Tx2JwH8LDc6#3T2pe6x_Z{rHwy{ zAZ!lcL@dd@rWYBu;4IC-#f2buGdSB{SfOlNctdFiG(@-Dr%&}=qV@zFc2TkF6FWs2o8+- zFAp=6EiAZ8$zd%6*B3XGp9&8iaC+>1M`PF^{tL|ng4Rgz0q2NKRBu<8 zyuE$dMFnwoXwCpRJG-wMlA_S3Gg34<`(FPGTz~VBA=u7)GBe#2q*S%*z;se2`k;a} z(!a>!-IZTiIP8TAIq$ezpOUc06XoL-5hw?W6qUsJ=M{d#p`ul`U`@AUV^1OIqbFyH zIQ0pG#Y#o4CiKC_xJhvvZ)0sbv2tqdzz;X7zcTow?d(FQ!J7Wa@FUQF8`L@G0*p61 zHI*S<*3013(QmG2*91R({wxYMQE}!lrHdCYDm8EVP$I&`ko#Eh`n76$dV0ATI66SZ ztowZ#s)|*BiI+RQ`&u^L>?4@bpWM=u&MGHo{MBCKhpU&DmjT%5IC$9E72$JtID#IU z=AAo?N6)Z8*gXus^ph`;qp5X~AyLWaSdH^DaYp~^uU}1@+_yQ!URPD=3|eS|WGVe; zs&F5N2OZI7<=Yut>j#f#TQJ)mO(WyumS@hKS=#>nVR`#pi9G%zJG&aFOROv`%8rk{ z8(h|sa&vOV&~Q~JsMF1$7J7Vg?6vmeM>Q0O1|XW%xOR=B%<&VIO{C9FEu!`qFiyllmm#KF`a+taV0d^qpSbww`1m*< zJ&D1C2d@&7lesL_Qd9_hQ+AJ~k?Ys4jRD@u8cMSy$YFyvXyuIzSvb@X_x;VxV!iTr zh62gv4hxznKUm_d@N+&qT(RXYdeCTKVd#CA{OM#|<{HirqFg z1_`Ry)4oi(Tg$(dwMJu1o3U7Krjfx6pRo+YM>B~Jp6wMD+n+U z2@(v2?|h@j&Q*{eoEH$d?#zS4P#khmAW`#s2a8*7)C4%xWFb`+gIP++ILNJVUSEXC z+}iq@hK7ce+vZCMq8lC?qZdD(ZN)Z!@Stb?u@%6l>%EWap(@V=SKruk6QMjvnuLbB zIs}+%>gXhbxAXO5R%DY3j*}_3u1+8JWIa7SpMYHLvOX?)w5-zA(&7uz-X$QbadC0U zuc*-4+1YVeZuUC34Puz{{QNqut~IHtsnjHRE)e*s#D|X@)7oON?Gp|UJpo6pI6OQY zuEb_gYo7_9P&Ra@^GZstN1v6u4atVq$Brp5RjjXV-XNft6ZJzetir=yydqhkdeES#2m^AG~&unbx2oIjj& zb(0ww8R2~0L#gW2kt(7>LPDa%7~hP9=ijgplL8zpj51qnt;X30oXNep(7wL5D*gWb zdu@IF{DOjlv+o=4ZU`3AAl_W?d8vjfvDG`w2Y*bLehn9SXJleR!Z(mrp(hD87IW|K zHhZ7hb003ySzTWr1}mP=lRjj#VUq-Y6cVjp!1rC0kjNVv8mcXaOTPf_x4ynU_^OtM zM&$0sOzFpu*M~<&R$=X9U}nB;X<1O;&;U{gDVU1ffYSjRp4)bIr7vW?q*e+;kr)dZ zY=Ra_EI(f{oAFO^`j6*^uG7U;w!(@ofK@c_N>q;e;P5l2KkCOR7 literal 37908 zcmdq}WmHz{7d;Gbx}}ts5>Sv*LAnHyGyoCl5Ky|L1i5JtDUlKc3|dlex_>REVRaquc5THKp_>vbQlUA~mO-#DxnN^y+*h2+y$)o0yp7?>8Q9FSnj6(q;4A ziG9eaS@z?{kH)xrvfX?~|(Z{NNRyU6+=?nmo6jDGa6@e7J; z*RJK{ zSD|b#M+BG0N-ZOdqAd1WXz$H5Q_8gzlux~Su~AF!Qppk?9)7UhBiC2w`+}TFq`h$2 zmKXlk($ex^K3dLc*vRAYR;0vdwv-0(T2?MPnL+3At<{-lRurq<&!-<`fY#H6Ho zLsd6@4xHX5CMxFYlsUbP5|Wc+JNdU8s9*3skWw}bmgJI<5as22X)PV`SGRtBif-!c z%x|5~`~8nbl#W)ubo5|rzOTqc4rzc#dfm_<&u>shUVpO3yk5DSrp)$;3SUP@r(trk zcF4E%>sK7)<;$0mvOT-2hpmb6@xjru|A@a@_k6#c?qmLZ{MCi4F>!Gg<*uW7U%qq+ zhF7X(Ho=kIsy{m^(#JhG*`KzUYY9I%Tux8%N&DBn=+eG8=kw%esswFY)Wzm|awkDj z>lMv^%DB}NW-=3vX}AklemuF}{^WYfUc6eSldG%kQkZ`BVE&^^qM{dG?60@Ra43Fp z(9R!pKU#%N#c1UQ>DU-p8!8qGJ@6eN(1>*J*A&A+-n@B(Al|jC>IwV`c6R(ad>1}` z`m{9{A$03gpWdVpoc8hw7qXj>sIa7u*eX%loT_i%nsEp zMa9{rrI3RIPoLevN4u<7d3i|!*iC=+ei(F!Q{f^eA;~Q>`qXE7dVENH?p#QA_T?;% zWG#UQ$7|)&!p?I_@Q-|^7RSw-ba34jyd zd6PbP@Zf%~PFO@lbBbdf39N>FJv?U9@Gw1WbJ8`7kU_658z#JiR(g|}tQ3b^Dk{XV zdR6Xgui~#h(ycB!6fL*zVI^k}MjRX*o=(@v)SdoY@n$>n$0I5>YbKQ5=~WzjBiHbj z-DLX2zSH)gtk2ZRt8XI=<`;J{3t4b7Tz&44hqCi~JFHc^*#d zpn2uX*LrSlBHgJHfkxHtkEgVkhJEZU5WnNCJ3DLR^y};E5CToU`;(zNJ8t>DR^6#2 zLPA2Hv$N;R#vK9^6Y1d>Zgt)0(RpECx7{s;=1yEZyxH~js5;-HIf(4M-NV9r&z|w7 zz5MsAb0rV5m*?_(4|d{!!IzK^U6;FCi|S8btxr}%%zZE@cNqEhOuKfu!tFQBlk1No z3-)AXWp%?{?Jekw&U~)PP0Jl`;u*g@v{X`7Zfb7EyA#bCti+kSof<~``g7A<3b_(h4YeIUE*`El!!|H_(5vZJf_xqou^N)AT#h-O=#pp!m9cAC;y6&P#Y1O59Whn z=-jWqPhn9}WrtgkR4kyPRCsQ2E_J_;NJ?TjhIE!B;mSiwMz*yOcW=nsWZSa^qJ

SL@`9+u#Kh38`L_A>>W%N{e)jg>XNXkRNRwuKvA5b-f4VE=_WM5qc*v%|i=EC8 zE=+9(LkoN3j%}$DuEh?MlF|n=fv{+P@1;DH(`9}0)=YGDL#Qt)v&+a_jF$dOJXU5O z;dgpSL`KIiudGa{`$Z3@Vc_43m4b5fo-~=H8`kHl+9df&r!5xIGFI4))(CoMI4W}=LRp($Gv3&Qq-L?ymHcbGT&U{# zitdWU%d-;?Bx_yFKx9YM3n~By4-cVwqF`&^r#oAt*6AEvT=-BSvnR!cDBQX?-6-4bg`~p-rl6J!8v8VP;zjQ*)}%6Z(~#WkAz@9l-fHxzuHMT&jqnV zA|+z=%owv!QBy0mW4>k{By8S7+&O(!_X`z547*ienWCG2fsm4w-_y&B#0Fc{z5Lss zh!wthdV1RQmRCE-W6JA}ii%23S-M05>^Yh8r@m6(sT!{U4IWyEAAxa5e0h^+v3FRh zrKP2VUcDmCZ^M<>!`j3T)=m3tN22#oe|9=HpyFa-v#q(-TUuIg5P3AH1ojO|pM=l+{>_^z=Qs7oQ>bP$fIaR< z(7=F>0u}!3u!-LVgxIlmH^Gvv)>w#~`KAWK?z7cOpRg7|CqPqp)}HtKkWtJbwHI3w)^S`2XVk}EGrESr`yJq5u~B=)$*4o z-Z+?Ir`cPbWsEnhh>;+`Z9o4c)xOxL`v+MQyY|oa^Po*I+zy%8q+8tJp8ML^;K5W; z$FcWe{n?RR{u-=(HhZi}Pz1e@ei;tcTeZx=GTO^`;a5@09%OWHKe4hRZES4BMLs}& zYJvkJ zjO;5@PtN@-n}9zvK7Yoqc3;ceK83I#IE7W_g!EE>{Fe-kH8fRzQjW|U3MNF({tefE zsS*hVoD$fGdHeQ!XIb7nXGBCqY)VRmS#!vTFJH))yWfA6Oarj?HML~k)ym5mTBI}Nol~uuHz1-=+B@_nv`T6BHrv8P<2_S6_lLeuLXZA0MATwM!p9d=Ph@!-uRM7!ZK_MITGr zpM4KvnmB>~u~tEKC5Kg4(gXXNZAe}j{lC#7)LABAP?k|#Ox2&InZK(C=zu})rSwpt zk?nzd)dF)j}Mg=aBN&~q0m5nSh2l4;3#vLe05REeP(s^D=bPWceuK$s=p53 zZ9~J-YgA3%@wGt8H~4R~tKy)+*SWw+RV1e|cV%bj!KPUJb=XcR4>& zhp!bXR0u#sb}=z}6v=;&W{ZZri`Le{GQUAeYXlN6k?FrTB2unPTW@NB;Mq|e`Qf^W_d-iOk+>s6G?@fhe z)KO<){%g!J+;9!^@-+*S!8dLCYpw+EQp#9rNam`NQhs zvQeKUlfMAH8LpY*!+F{qvn@h#JOE{J@0}|^P7iJ3cx}AzMk-(O-udNk*_kltSqLd3 zg)I&u5%7N$uyxWzA(JvbdBc9Mw%3e-%V{qPzmNYUd8%z#tbr$cVVAS(maA{V;t?XLlFvKx2>Ohfm=j0rk|X~?y|(zf@Pk3tM_l&buS-Fp zp^6{w&j5*NfbR(DzozhV;HDvwbYBgFkT(am22=&F?r2>~T_SHxcAK0~F><+R?W^P1 zw`ZOwyTgz~$biispB`;gz}@|Me<=IxKQ2#CPg96$6mG-WC(G4&1)NEL@7b>x!G?Ii zIU^upH-aPprz^o^9+NArW@h%`=j{~c(*FVvlYmPPI)D_x5)cpo)oV0k{=Kvp4V2Hk z3%wJAVf?(A(U(mqYi1$?IT7;^isv0abbx{JNcL( zY}=O8{m$j;=v(Al4Q?mAeXFN`Y|~$8BxN^VM#0U^ty_Q*HR@kE0RY?kR0L(J1^V7h z{}tFrsK)V_{r)fW0HEfICbD+&PK2!=ZXM8o=^c~FFMs8k-$@HJMNl7C)!)HBm zXXIjHVs=wCqj~O=^d>%iGZx7f#{gUI8yeaTl8y}Q=M;>UJ5oZreDdUpUfJQ%(XhC! z3^#Y?5Mz~S@=bdtIw9lNkdPQ5{{TLIUf0$I72mm2pnL|?v9@XA&r5nDrNXQ$SyES}`#Wbqe!cGxxj0=n@s`}~p@HL^=Xfq4ZN z;4e_gJ=#MN_fVHR;PiO=9v2svi05}f(<)_}@RmFg z4HuWvpI>{5#LSxT8ORBb_v_EFV|6}(Y7cWMp zzx+pnLVl22{-okNEp}W$88|>8TIEQlV8DS-tgYu^6WH#iiu1%+M}_y!{$J~0N?-=_hfc;u+DEHcTwV9y;0W;xWBjD(d0_J z8XU(N5ClV0Qc^5eSxou*w)^kN%`T-lemC-%42DuYJMLI-ufq>Op&6bM6^TMwz1x>? z`JlZz!DoLG^1qyxliJRp6V$Use;FHStubjW7qw}`d zv=KMog*(8MF9k%S7N%(D^$7_x5QqY*tE-U)E#nVm*M$SviTzG?6NTM=-A4)2=GGQ9 zkLEkBRGAlL-`nm#Vq^eH@#PD@8PvjC_wUDK=$Wna3G!1weSJN;YX4&|fUMs~=i4wQjSc7!DpTQqsHo7>D>n6q?Ys=j z%5mk23Y3+wO^|7c^$UhdO^l7xoX$@6$pC8w6crWy?`xoTUvtU3;Ghcbtd42}SfB;P zFIa5aNBiJ-yC>ghWz5)>g4gSTt}agv=t8&7PEQCxID#5V3Sf$g)$iCjU+YqU={U-0 zTwGkflnw9b3kV6(r+Lnia0m zYTFKdq4wTi7s%1!<6vi(uK?;DeDzVG-kSFK%Ev6*Z{E8$Ah(L1r<1O69U7awhg~ghj6K+jWyrh&!F4&?}F+q1mp!cwU_Ym z@rhk34IxRK8k&zefzzlv%(`<97tpJ{Ozje|mNP+kWa5B(7 z1|5oi|9dwHN_N6uEzy$Q+NSHmg^HZS=Vbp&f-MYNeP!|gsMq4e9m6Bc6j|ZD%Liz2 zt+bmD>XoRR0u>a(*I{AADUS@DfpezJKsF6~^@>J{92z+`LEpZK0H9W06;^7*FDB`- zZO+QfY;0@0v+z_UyWb2lCxetb|9R5jk=fqop1v&1MbYzf*b+Icek4f1lEa=J?(jPs zCe~Kw=bQ0+aelc;0vu^*YYSz2b1rPStz_$;xS(;$(tJmAx#8FO6nMb);A{UsO{F%3 zhB`I}UjbuW6xwJ?C3QaZbN_Gl#7;P!jmz!I*OSRzDkn1A4hBO>*r}<*mGcKVFI~a| zx!*i=t{7iIUQdtVzyJPA>J`C+h7y4i_yIuqxmJ$3SLDau79AcBKd0?#3Yr2??CCvaCREK4>0Y=H@no zLRkUr6=$Hg(z^rNo{-f`ytbFDqTYsu=~sgw42n8bB>7w&PC>zQMYVfOJKnx=(I6<@ zIO_2`#RG|*i-*S?;7Fw89_VYuPky}NY4wMGC0ME$gW z4O~WGU%-AGw@>qR3vOv>kWcyU8zJ(Ef=0!lWAU5Rp-j-WP&hoST@`J?96(bbqwi_4 z^SrY3-iQUHSI9jIfzg)241ZE_-oJet1oi6!NYRl|V(jc0eftC$(4t;5iIV=`9RzYY zIXS3%^8lvr0E>u=GGZ&x?Q{`zUlJiPRRj`7`RPt{+1O2oi3-V-Hc=)D5vIsRN31?Y zgU)B|?EX=KvY*za#fx7~{4@_MI-RZ4Roo&rOO8q|`X4flZ0pCIZ2l9!d95(|ZgwC$ zF$5R{>u3?Kl&$?v`UCm4D=pFm4SFldGRot^$2l+643`mY3ys%GG*mjAo! z09^*qm=p{voN!Qb3-mQWsO|t4m5J4bYJ;HddFjd(;_^v%<|)s43P2IM5yMYKAf_M_ zKr1PK{6J!%iNw^(iU*oA1!ch@A-4*2Kh@N*KsRA<{j1w=Eq>#gim^RF$s^dH#`I@2 zc2%7Der?JJd-6<@|CpS$gD~B7xTz%zLqi1yt>^szG_1^z=>J9gS%7*!fHDL162to} zw>LbFyo&ep&0&s#-)_Aty9pr(0!Io&E)X}qqo}JhQD`1;LtuHi7z+AHXn9Pb6u~u+ z%H$tEW<(W#Sj9{1>VWAoAT3O9OU$lixs0IN=5<(gWbg!%DSf$ZCgk&wOp+d83k4z}+ zDvt1TxqC^%I6}2MG@!8igG7Ngqd;B18`)g{O<$m+v$F)CtBuh%zw|onf(5@`F|xhf zQ+`~an@@e=LNI{9rna`11vay}!M|KH+a20&NO@%v`=$M8I^^W-rpI}&Si9Lv(U&xF zgGKAvN)P^X$&09da?RrVz`^Y8xw&0uJ9EQyP*b5aH=>LtyFerV&W2d)VXV`?!E2lM z$M&!wqCqmBou9{3penW>ziBsJcM;(3ZCzbDlu8`K)}UDrnL$A`sMVopx8l!0E+m=2 zyV=d4$HMV;lqiI4BPR@ec-0VA44MSTCno~qasY@R&`@C{VMqw5uYqIj1vEU+(`JsZ zK~fG~%IIiHLBopsj<1KAMQzT5%!nENYCR9xd;qB z3~~=3lqTpQL)5f_R4&lAHd!r(-ZDypqhl`kKYt1Kn+$m7fotwHd4=cS&Th;6IGDZ9*KHX;Gn#(ylg4G!?=iouB+?mH zeP!C~pf($*8?$X!h~?_oh_Z=$NDZ zFczWzqXXVDH~+XO4SB8Bd$-g^^~OE^T&B=U1MHu@mKLR!wzlT+@$u4W=rfv%FgedQ z5rCF4?8(194f?_EcfB~&mVl~zWscKPctq!BK!W@ZtR0S@1H??TOFgtV9-p!?GLj(e zKY!ka((*t{3-v@?V7_UGwupATW#G8RCL~xrpE^A`GC1)Czy+Lu2BN0cGNm#?3PdiW zDz}nX5BWr~zlL_+Em_BqUBH><9c|RufeV@i7yZpR0?vv!qpj`J% zqQ!6Vq|^-^fDc&XbyCLeI-YJNX^-2@AyX5c^O1U$F5J*J0X)P%KW8VKUi~89@SmWt zFcsv+RuBMDr$UCu#uVDD+(cW{d%5pSli5B=#QH8JTNgwB35B)L*A1+$mO@*Iox;f1 zmA2jZw{K^FeKpeFlYStO1xaFTZL5+rTNP1PQ*+vyyWKghs;Vmf@>m=f7q_>}-T;lx z-@kt+;FO_R1m*Q;ID2k35|#KKxqmULrh~PjTH*M1#e|Yz{Z~I>J&SrC9|$wT3Q<1Nq$)^l63- z%SA&=3u2hTirpY;2?3Q46#`JT1yy!IRw`$Tw%%YEE;5ORkD^=|E@}f4OKeh781yQL zn8h5v>^mFztv_EGnuWG3`YE8bJM{B!qBZ>Nc$*UKz|OZt8(0zdyq6kYa_tu_n72-# zP>y0DQJ}J^t<8EU3txwWGe^`yC+g?4cDRb1$7lM4`PGM_gjmY+Qed0P-b5SuKQ5=Y z2$WCY7U)I*A+P`hv>PRpBJ<*=`}#yUI3UmphPD7fRL@^qh64XHMQk2^NC|QiXuAI3 z(ZB;3Zd=9x9SBlNN=meqp`xxHsFryPTn3v!N&c6<4r}15X4HfNT}^hV$smo@XvSUl z-dhcaS}_X_k0yv-c4Ay}3yW*^V zTyWxL_r~Vtv51Rz;_V(xQ`+sX7e6J7>@aE9$!eJFpMy2W{WVv0``ydK)XI)< zcBKM^2bJeOC9d5vET*q};c5DHaFhSa;9RXe{pNP;)hk0uuYPr8(zILB==^#uo~9cX z`~KFu#R;W>gWFBVmsXRPU-uK(dw+XZ?t@nRVKYsPGMQ?6&9;27-Ri zrmw$m>v~^I$QV&6)~di=E*Ld&wSy9I;w+#FVE@)}>$_45ehlIkz0(@i z!jgJ-S&54Cj`dySjvM*+!flBI(<6e3(Q*puhh@I0XC6nlYpQpB1j^NV1)7*0r$@<* zF4?3pj&e^Bsa2jQu$26~5YHjm{`LC_Q$XvL9Er{655=NzxZLtth&UtO6AryQ z#=&R_V$a7q+K3fbPG~%S{5UR3QHOSW<&|Z&&38KaTl*c!4a;9&eduG(dwxh2YoXG8 zHBi?vC{!yXN&cR+Oc^cf+4MD^(xdC^7f0y)jq|*tV-ppgF1}@{(`sx$rO>)AiFesy`Hlyl=Jyq=pO zPrq#y$&_?n$-_)tk>`!$9LV0f>bMhiU6W3|BG194$RB=}r>8jBrEHA$hX#MUNv=-S zG6QzE_Q;AnPfB2L`lk^N2{Os)Q@m_0_z0iF#WXxQYu`G%*w$jlA&jgkW<>tjm6x)! zEUm4y+I!I3&voCC+0Uc>-F(nmcr}jRozFj^yLaya_TtqV1%V3g@Z85YAhm{I{=2rZzzG3xi zmob_QXV%~GV{)E@ixR>7lE3H4XPMK>=qypLv+5M~OOn1+jh#5_uYiJahfR4KValJa zE-WKWgGFwzrYs#bR+$WNylNueopuVGG$v-rbdPQN#jB&@Z)X(I z&*Um$vY&xZaN77823@V;u*^fqdOk01o<|N zQ|!z2P51m-s$xqXCyL32y;K~#A>J-#zRL4|NM+vq)sw;Gh??Q5=vF-(!aLsDym0Kx zLB!2e+fGg0ci6$$@ZOg3%-SlMBvo66v04{@tlzDnkR zaS~4e%U#}vt#7v``pP4XqBWI%f`;@snS~AK6LRc&jUMunb7lrh_J0vhe6_@9hF#4| zUd^rNV%rx*DhP^$t1vhjj|}7xL+YR$Ecy%!*Ll}h#|b@jPv7)h;cMG-9rgU3*ss!Y zHJF`Pl*^Oxw^|nJLUb(Ed4VKd;-gWw419k(ZJhK)!SslJamU zMv}hAaUe}LioU1xGtdIby*pdCp77*;zSzeMjms`dN`>6oM*ef8G7DPa+>QB~pX;Sy z>%Mtk`j4zbV7!Pfq1p6&#v66&)yz^`AJ_!qzgh~8=be`LBHC%ObQ(ymF<)g@>E2VT z2f+|Fm2|EvCK@r9-~O$VE49=jF%Rgn#ichWOR4tzge%P+KUPj)!Wo-!hby0m3JXHv z51tRQ4hTl$xtGifnpm0lMH+~$0nUQ=(glUQLK3^X$oQz&aeA^BkMJ<{Wg8hd#+psO znk1%#21vO6+e$*yZ13-9$*lyBOlSl}H}uI&U4L1rBBKNv1Nv};Q<4mjuSp0EHmBu_ zav7q_OVDq41M{=1Qzfm3FGShImr;__MH;;eI~*<>FYiEVdOm}{@TpfH;pOt;eA_2C z{Yq>icJSg#h8SrAojRwB9eS}@UDmGRjX}tk`f6$~8DXs^E?ieS98ajhQvMB4!ae`? zcg&-Y{_MmFf-_4tIB!+B5_IL^9AnS@@28hk+0l=?M$cF6Cl%y9D*a;Eh*$A*`fsA~ z%v3GN`S%SgKU=s);@}rP$4g(*F#V|OPr^RR)s+bKTfJKAac7Yc-tb0k8IMzV=8@RI zoxv}+-&Nm9qG`C1N}@5q_rC|HZ7`2y<&G~PQ5vY}%J)#xsXMc?G^RZ;cPG($=Y<>g zc)vp*Lz3Lu%lP`Iw;-pDBoF2Ztx!D66kmUbza0UW4dYT(iW%4$^2?B{MKMPbhOdzS zHr?YC^TpF#2~!rM#GPby(f%CSr~K$@>!HXF_RqcO9ThM4ojs_;)Xun?&%9Ke?S zGuL}!*;xD;4DgD&67Urzh!^@a8 zYJjAF;B|$axZ%guVB}pr0acD9ZBnLb7z{dO+mzdEA7>Y!D4 z{ao*rq%zTc26^O{?kIr|R1CuH@bGq2tW62l<-t5&#pSVaXABdVlkyo*@8`CL~3OTbKeTETSl>wKojjvAWA)3gw2#QKwsbYH!5!aiL z%dr&PaVVA%ITwS%6K1%v$9jwO)Ydq(qH^2#F`I;Uk!v^Z;p6CM9SwI)P;_z6{-3Lo zz1Y2tbLp6B6&9X`rKV&O6#H|VcA4k9;gq+Ko8H(~iqVE0UFbzW|5)by{SHl`WIL=f zda*%BCZXxPJ~DprLT{=_;2PdYmm%pA@PgMjHSm9EJu)4lC))B`>ETS7j|kU?iHg!> zCC*A+(h#-*rJo)D5lpn>--iTek&}C&*v8h>HG*s}Kuz#=xU%EpkV3(;!)+FKuBDl; zGO87`1sC;p#-AAqJjvz#xC9lCiR(2yroNJPH3nx!u6(~GKd#DL#V(_^DKF8G=XT;I z;O1R7yvt8=wpO;>5c!^)b-jNg4{S_Gm1}D8$cEm}d0Kq5f{M$;HIdkw5&kYk*HP(i z__L(j7MJ~ztS!$Qq2ERFUTbJ4Rr{}`kQ@(Xxl-Yqn)f&z?~UB|Iop&cw_!uxD>R&) z%bGhKBw{E2a#>}7B?-|AG&GaE}WA*t%Z=Y4~>fAdKYiw<=$G4TKOY_S|4YGJUeEkEW6*TMYr@ zu%gnPJI$c&fL750onza{N7?!DgkXav-xb|bf?KgNVqPUcD&^kcVE>byE9c4r0b4j z4RK*}bBRrl`ekG~!pW0q`0B3N6oMHZO2@t%%ok(W+FMdW8Un?XF12JYad{|R*2eX` zl8adC``);tvEZG`gJW1`$7t1)7Ww$A)d#dejJ3G{4oK8NJ6v%FO}ao-hy-RQ5B*$p zV!^yAh{O~0Gz0O!L#@)6uI1}Bw@!t>3-{Wy)w^nsgO7QvXwDvw81z`pW_ftb1=`c! z|8T=}vc%1>OVGcl8uyHe)nMghoXCq4pt61-^^wpr)^tIsP(jcg*~=KTab9Sr2Bo8+ zRFf~>9JC?u{+LAW_dOMHa{YSh^xVUv4W>nGWTKTn`768H{|(f)*Z%{(D242P(M67L zOfMa@+CS4UyvDsws>Ux6V5MJ6eL)h>XX1hYYsw*0MF;k&y{E5TqOoaSI{lx_rzOjs zQ^VFSJ@;D(DVomgr9+!}gFQV~yuL`J5*ADmBS|-;30ePE^@x2@WPd5{Mj%B~D$IYg zVae4|IzC+NRHLO@`-Q3L>$QDX9iNR6wsiH&s)(zrtC=tZ6%&&URz^hRJh+1Lw`76X zH$!7v7{)_dzJEu1C#Xk;JY+0U+@Q*h7X)WR`=bN_gPGYrm-xNbCGNxzDpwn;G{^ha ztNxX;T~={c6==L6LqSZPyKe(6g}KxuyQUTGde_|R2+d~`@xVy0Y=fPNy*k}#SOZBk-E>4-??o*^%jdsuu7xnG*fZMkP}el8!2E4=z*&P#XdNqo=UBhB*a z;Z#X_Y3aX+w^CBsDhTsDxRaZ~1lL#TY7I6G^roR1jdf?lYX~49Lv53t(>7QpAVX*i z5Ij}-oOYp`USl|^6%P~@RqliOPgPF^~t7-REM@9+&;q%EAsQN z5*+wA7yUdZVl5-B^T>fB^07 zUA@|A^8y5A@bB5w+;eggetEL{2u5kxLHL5+o9ApWJs4|`^m{&OH|^gg@k43jCL_U^Dy)JG+~kqU2q14_YH?O|c&@dtAmCsf>!TAY2x1*8x|8@d2>zw1If@8l-G& zWwZURjlnsGl~G#~&zHG$<1}ArT{!bh%Em;x^|%w8rUOm1Cl;`8`{CGD z^f5zcT)L4OYYxkUi^_3ZAa&2>7u5m(!)5i|c>q2}bgK~zn64Xa-n66hBVeaAtn*>? zJ3A3`s5`U*@dni%&1HggKV>b>yt?W(;=xOg@J}|`p3BDiI4Knv4l-d1N{GMJ0?hRj zTzt$EGqC8Rdkx9(b3>{^j^say{rwu2LkKDGE_nPlYPQeO2^xlh3XCdl;0}+oG*_{) z;R6>g{}Jre3=GyO4;LC;v+OtzY9Bf!0NkARH}yBxVO_k+A>4`;pL1@6IBS8@C8oFN zk%skciT0UyjY<^e4v)nW4PBlaHTzO6WGW>OVVZdlch?;qa8?=q1Sczg#6hN4)y+ov zKCVDRmKZ@>58!tfVWK$4B94J)*LOf$s;Jq&bNZ6<>juys;n1Vq6d&;1K_{1rcdmM=Y03XjdfmU3ZU7L*fa$f#!0kZ+j202zZoSa5(j z?#1nfX+{5?CYR$@4qheQR6d-~31$w-?ZDO9i2>q`yzKrq*OAn*KK<iX3+>&ulyps8GT0fSF5T1?~T03 z`p``4fC7xturSVNmRF3&;H~20Gevx|D-NX4&4Oq>Ct^(Te9?N-~2Lu4_Cwe*BZPE{J*8MvFhaz$+ zZ2F#I!Ea$Do!i0Pn3|4v=K&0ABE^~xlJmDf{b53P_#q7}aEk|Ew746PfY`AHP< zF|dGdD$jQb-RZ|cnkDfYH95YHLFZ(qu;YK^V6aEJ?x!Y4aFJAm{G&k-k)|A6Q2mFm zHs`yqAP^bF0s{nWoLQ8@nuMbXF_Sg^G+3Jd-D#$&8a69cFZABh$?WGSfswmI2 zE^=AB{jnMQZibD)(W-`{yN+AtG6O~aYsXvrV54>ZTaK|m%bJRD4 z50+soB%l8VCjX5pcUbiGpIovD-+MUG^KfNJ&~#>OtRDM&To6H=L^3hAKZO4=6~z4s z>li`0DGwx*Tp8y`@bNHx?M=K2@BO03=^c`pceF`U1e8Ax1;Ax$NkzZgN}r#)X> zE5u+QbFS`Gyw&~>w~rcoH`$P=!nj##K>A#98Dqo4U56DSi~vRnfji`K6eF0by20u= z)rYr+E3-23h$BwF$~fxtW?*8@&0$>}Gcr^AkcaMgXTFWzk1NJty9cE@25>zkvd;%w zj#<3|Rmc=qCDPq``ewrOn=Ae0?|%oP>}`#I1^G%=p&Mv{2b&c0&Lre*jaH|7CsV_7 zF3f3~S_^*i%VJjbt9C=;;V8kep-#X@IfaeRhZ`9gT_Pp^Mh)0)ogV@ghd`SiS|h`v zgj6~IQFO6=T9||Fi^v(z{{*WtWbQMwWgfitLA<>x!8hhN3IuEzyb8h+i++G1)FO~!`Q0*R{8~+h=8cQeYzu_p#St4&X=MidJxXu<{%NKPH^N}zX9zAOt>hC*KO$} zaQ9(Su(XW29xTX~y{oluLb`>9QqnOz<4xtp#~71bHi1 zl4Ycaw)cHwZI&W@eCpT|RTiyqNG5lx2?i zq@hus@ub9HJUcd!qy%|>I%5{{(B*j*{WlPD;>MG-U6qADT^1v^d?zyAZd;7%;+f-S z5 z#OF1^hab1E;e4iR^TsF*@z0-$<9u#B-6&%f-~A*0jcmuR_e3)EP@X&SV~%0y=bHbl zUPZM#qt{!jB9DXOi5swjGb%h73Z6K%j2O}5d=1_reX6S7?g!KovJj_pU4cbCpXoo` zvZj(?;@mPS`G&X76y~BhkvwYmP6!kh3HSn zhbigm6e{KpiJa#Q5WooVwTx5r`GYiDhWlm(PT0q=b0U$?)$;8Q*6*tM?8q+Pq%_?P1O4R`(I|fx-`?u(2`UED-DlQ!ipEhC``t4>ER|$FO;g@*A zxFb4E&9&)_Xe~*}g0tGEF@M~KGbLs#4VOoXu(aa^I7xu$Lxb1?bTNF8|#4cQw z2;nDoSP=om0sLZ^Hkz6Ox(M!?8SpfQf-x>bArNLJIIW%z;C{r_F!6*>d;HKIr%P~% z-N4A~`3vXZZY@mGS4?X^bbXBZBwmSnr*=NE*K(ow$b)fqc1AsH(4`N7Hl@YtNC|>j zUA04-e2h$3#2qK@YxODC_g~)gs~MHMJ=2Of_u^|>=QwSz=eCscwa-4G3*s4Ox52G| zaWm=dt{X77Y`P4@boNlFKVm z^H9Yn9!s+n7F8j*IkM+^ub)Ow)_=S~A0+$sZ4cY$1sbIyJO(&nnCIr^U=rNT?azQ}&@Z^R!xuAZ3KCk|oxMe+oPNGL zgqPO!4k=3qnC#xmrA}He#B>$-owAaW+c|pMn+W8|8;2A68}lKlIIAiX=dbUC?X>m{ z++xw_zB4ZWvM|P#7E90zL*y_c)&}E1@U99_P@GmruAxR7=)iz8Rsn3((BQvnl{D~r zOkb^WN9rJTk zwzT=&?6gv*v&->nTQDCt53iem9#-Q-rK|J5ooCdaJ}(XQn)iKRt_zxyGpmE_!47IFy*cmf!JVnbg@fWDXm<_b-L&A_OT1grNi z4r!RYMKI8jM+e-^LsWmZA1@~57Rm>A-(RkSmldp;Y42}4D(A!0}LK)!3!ux+-l&R7gXS>0IyXu1R_jmG)nH9K*E!J z{s$i{t}yCk22-?PkjvSYePRNK5_)M!;m@!yKN~;$a4jZ)9NXNIM$N!Livb4&V2TkR zp0C_Z+_=cGmn7b!2)^RI`%JGzzg)BxAx+@ySu#6Uw@#{l-BZ#C;NrPFzeVweW>BN= z-W>qdGY)kr+yXNYm|GvfOA}tdCa(dLXv_}{RRs`K`oM4M9gT%?oUU{^HW-_2g5ypN zN}cokcMd73>hC8o!TX|Svx!Xa+f!;98k%A-eZ!C?AvhL48nIm()PxsF)UmIu5E^Tb z{u9f!#;?(FQOTs4=(|jV$+b<&$y}{|ON3k*`sK`<{dsKdaqER%rq?m*+{F9OzuIk> zr4hSe+y4fJiXs;~G0>2|Fn(Q6?)sBn01m+@7Ks3Kgs@CCQwwGWnLq;sElV+kyb-2f_(`V0 z4p{>BT#Y2*56>uHF?C(1<|^95-;Abx^x(q{PQey3a6CLNyF=vl(L~A*_;5Kb@_pXs6?$yf|U+*8kB-lansFa4G$~GY~HiFOvud zr%=t`j;r9Rcigd?2L27BL_r}T`u3C*6a~%+*AVnwE$~8|irElm@Uehn42DIut?7&Z zClwZmVD#W?O{ zw&hQz8Iz`}B`Wez&&0o=V;0lzsd>AC6RZ@XE@7!chMKCzZpCU_eA`>uK9b-?cnR@; zmt0kR)uJK#^3dXv&O=FoJrm(I?S%M%NanbLb+(K*9440(oP&Rdc8xZ_i1Gf|+Enz& zwqABGLo`WN`}!c0&*^qLu}4g_hcWXJ@6~zzzfk%?5^;ar3KJp3(ANiphVD2VDJnWT z-FaVQuf+=!pd6t-a~wp*dq*DL@o~CaEk~b!{+-Q`CyZy%n-3^Wk7aVl$&_vms9(Sj@sk zx>BZHg@R`YsSus6@;TmWgMf9|`M*kg3#cmF?cMt!rMsjX0YO3}R3sLll$3ygfPjK@ zi-@EMNGnJxf=V|mMQKR^L8TR?yOokW^TGW;-#5PhIcJo?v0AMp-Nn&Ba!l%WD1s7gia^57Tge{$hZRnzw;dWq_g+`r~jt&};IR!*E1q7`bS zAw`%l7l`yY^xOh@V)SZi>({O!~bx7tPj8aRMoczPNsmP8KH}LXSX0KxrkEl(F`Vyq89|+LrG*OMr?-4xZ*RubD zPiHSD9ZGgn-nreth!Z>!I4=h4sHD@o6mF(aP}ey#4RBQrSd%SMMZtcfJW^^1+$579 z)G9G^Q&w9R=Mn=>QqdwQ2EpdK{yTp>`D5Og3p1N#_nSVWmMrnQk@%kTY{SWhn63-d zQ#yJ$>QcTw`Iv(byyfS=nj*`$ARgNeP%1FY$ET!3z-@OEf?m%exS%*R6!8ZdfCL04 zP*M!AYIwlz3ZM8R)aB0alH0wV@GhJtwuB0Ej^Qqeky709NP9w{+nSrsUn}&pcp12}|h_{Wn;tMeP z1oiDpz|$n`>kZ|_dRkp!*bc~8w~|$}yR3}7$9n&TfA%i8yf=$ciDW=g4c^f~%sE_m>gQ_TLR*V3@FMpE zuBYm8Zw5GD<+6f*;PNM70-aj?sOzQgI=)S?&ChaHkmfQ2evFzeWc~9Y-I81ez}wQb zBL{H`<<|6y3NjIaURp8mrG~n9 z=Y#MUsgbkuozN7|(dlI}^iZ_(AaBSup;17X^oE0nEkPu3OQ3 zrP#qDaXsLhP!qMU5d**UUA&xrJ^T;(M`_>K7CGv1q?-w(u9n&`qFPPDmH1~CF|SAT z%9^;!3m8^$e*q>6{IsW!?mql|g0~KeHmR`Qm;Ef%qpgGXnwB@gR_Rgs9lh^k9V-?U=+(EPAQWRUh-++wJC~X8>VD!U&Z*=J*W5Q^*V}$Y-a{=Y z%OSPR6cO#tCKqs6A!avy1X*;)`QE1?5&_rEMNX^1y}i1XW_VZ?;OZF?)B8)UA;NFW zRiX{&$pNS)tlGtzh;Si3Xk25A*| z&wYSpg*vXqn>bHUEfqmCI8+y@`t%Jcr?ZP@-O9E3w%qV{iSR>W3AS6?AcN#{q(+OU4muz)2C9q zrY#6t@lB$S@Q^#VE-D~U2GT-n4sN3HI%g3!eyI=&E_0}(LR4LvgLr>9^wP-6L7@z( zq;as;1G%LE0@7=cJ~eq}xCe=t7P4rJrL(x8(4e9a4w(AhHnzoG3EDZAU3M+($={n= zTQ^T0-Mz70k|K+|GVcL$e0d^DUvs@ z{hA)+7tG5X8a5^S7X-|stvw5?AM6pmMM-FIyXWDaT2a)&88CW1R`9IBCzSE!xmb*v-o?q0x1^HCF8# zuqi2`i#B*ef1qlcM08l?45NuP1|8jHF>_<>uUv;+2mRwORXXKiqnGsrUoC1)6_UvflD8Q=PgT zzNEY%7l`?s=~6l0xqF#JAXsM-^=yGbmNQ9xZRGRw#h>*HkEJw`=T}Rw-onkjjeEHp z{b~@WhPu@n;?$S5v_cIFupcg7$_UxXbK6x*yN#Ri-sB-oG`qP_SjsAx~g`vviiw=YOSH6O3q zQhrq1-g26myG#ad7h4{C+#R45jzeU*1^!D84+Tg~pU8NybrNlvLBI$^5!oRB#G=5k z>lBZeUn=ciaP^HXQcbigxyaCEI*FwWX}^!1i&qiy9h_3n5z1Tf)74NAUPvoW55o!bS|? z1c-*|TSpuO($GXg^Z{P_y&DB))KkXxI2))PQ^!HaIJ+f4creS~*HNuXnB^^ll} zOv$mo8CR940?+TgZ6s$4h6e(xPWZbtK^z-WPFWn?I`W>3OR><_HGwv-6AKz?N6RXg zn)OFaH{)qjzn751;tWsgrqq_q_i@KLu$ z+wSI~NB|n|gw(%|P$JU>A2BqsMlWm_PR%TPlJX6!WLWZT_u`Rz06h$6rIt+v+K7z8xAgoww)k1ARG)=Xu>NXZjV~t5{j#YtuBq zwypAxhts2<@ScVI529FQX#g0?jZy7x?@^AJ$NPbc$bY}5J7w1%kNUM?r#L>F*--Gb z8sukLnPNhvZcGBc7$;|g-cb*bKOh#tbk;6z+8ctM#d75ZVPV)XJ^q%=DO^^~i4IPD zFrBpC54eFKr)%B_2iIP|pRm9%(Ijf=&Yr~^h%#ben-vFgB^;#&yR%jR*n9Q^)R@S* zIXiJB9s&A=$w%jRQ%#<;d?QJ=$X78Z4p=__YEYV2!9mQ*CdX29o=wnOrjI1KI&c_P z7li}~F<|-0wE`Xns4Cz*7>7qeSk5dqRUIf|9q%svZ7WZnqlQ?g{zuNCxb3&o3(U2Pg)zDe_;PpI>$I9 z#e!7{I>Cr5@0&pEczSzcusbw>pq!jzS`dM+gZlPfCS1vsVv2{{0!sj8nKHNi*{}H% z9nOs_qBo`E`NU*IXDXrLflPzoF(QJ&=~r@ zC%56uxbll(-6^mPV!9f04C9f@JyFf&MYClyIzopRo=4P!^QT;&=IOCeBU8D)_oJ&A~%)LOFn|Z1*hg<>qn+xn!F#%<+VHO zN2}XOx@CBCe);0s?9(Rk8f!66!p0~27o|SnWpA9*QhIWkmucu%!iF2`OOI3ibMa3s z2$8vuqL%iY8iGvTIQqha6U1Y1x9ghNFF2prXJxD)nAA z+1cqEA^!siz)DxoseH8b43BA)`gJb1RuJbxs!79l3+)C89Nws+fIe6B5%m>55acjX zQ;_3ODGp5pK5VMoqg9Nd?G29|BFF%N`h$SmARffWLA(LtZ^EbqyR$n`t1Yan!E7u`v36M<$CHr9DAw-HH_}es z!mr9)PdU#GX)L+s(nIT;XhV++ZYc1vD*27T8lS6+Ibb*s4F?EOl>y&oYIc?f5WtWu zRs-W8;Mjz2+hGjl9{DtZ>qDXlC+C~2M=e%8*YO~dd@ES5oA(8Cm}JnWli|C>GA_R^ zpmBOw9Z{zkq?^MaJvHLqDS{@*o5`Zv9~;;+pCCf^&Q!2lI(QYk?^`fxBbod}WsDrGJPZ$cdY9T$iR>wredeEAY-i{)qof~kmP&@~}{g{PC_G7STfKkIGI z%!rP$Lih7=#CKe~8OYB;8!eoTP`4IhHs`r91sMYh4+*duw0<|BZ9y>*>}m5x^7PqG9}7$*@}wkRQ_#}uvfd@r?n(K@8|<&#bm?h8Oz zA-G)heD0|N#G(UXbHoY!WYt$*Za;xj^4%{T*88_8 ziHJ&f_W;_1(l%%n@)=DLwx*b7#|t}e?zFr_uJRGSqih}U$7sgo^f&nZVQxrA zl(s(hE97E9Q$zcisL_-gv_uF&8*&VRF?GiBDBd2^Y14094xnN814?Pi-A~Skm({ASpv27Fw*>@9fOXk3q`o zzkdX!+XS?_jB9HgoIqSW}^mM4|mKSry~q>bTXKvMOeZ>rl*7w@@4k{TJ-@C z*XT#xtxg7Dlbkj3=~IAilGB#Qj{55=TtWYzZpb}iuh>gG4qH|7syH(7{CJ#-ZojYC z%pl^3)yKf|!9kJs#55#)GNz{#oe2=4IHiVu$rEMkN>8t@_L)o^Op<-`;6rR=lAZ)b zvy@b}%ieQZ$|)?=T%y9j0hIAtFmME|8e+Z21@<`3kl#2qosX@-0AKZZv`7HD9q>5|O?LM77@3Y?0fX1L348^zjm1GqJVLStDDZ*FVV^?356^2(2?-jAZDT)-!WH2L zL<+zomCjR!n?1V6?`mZzo)k>eIKRP-l+sP}+uz}m&%WO9#su%5UV0{9v5zyW&g$ut zCrjRi09NA?5I8}~D2f3%2TB70zx#FmN3XN9m4vV>{OZ7QM6vyFiB-2K7H2+)V}#}D zvG4|17Zo06R1a~zPtZ5gB(~hXOi|0}241r@oerIBDb8x+5U^+Tb;xuH8&YZF&8K~P zA^``}q}mVudELnr5N4-m`Rs|n%D&b3LMG!{Fo;t8fg+cw@YCz;wGpVZCy3V#xnxVo zpuyXWU-pm*E1Fe;{~L@4fOBDYy?Zwda`tGh8HmoROQqop{eoS6y9w>VUqpoXO2}I1 zeW4?)p{2?#UdnV9dpqkbA_|m!^yH(lZfL*ZBCx!LfZZNtcEY}gR`Nm?P*yfSav(JC zdCel_uE`#jXe3M1d37D~**gzD3jt?RQEV>p7)tF%nP;$dEp>PQk?-u`k@z|qDGE4ZuTcnndB(x8Ow%z2!1k`Ka?SBjcGZXgA;Z)S|%ilpRRThN& zE5_YCZ)m& z%&o?qsQ!hkk44}cNqqA4;3_KZ%XZFp{!X6)xlIt3N}7y&G?xvoL_8ZY3y)=!pBaMwn-+)}Co zE8u(<#m#vkC@#*W{=jfaES&j`bt1iD?%(GV_*CwkuzLh?88#?uR^oQ{Dkl5=`Gy66 z3$gwiaHDIFS~kCX20uoFpP#&-i z7r0GR{`sCy7?Sy>iN~G_GDL!ZZ=D)s9xG0WV2%GngWvcKw;ex@RV6%@gikgbU+ft% zCzc!D1#mZP00TzQhhpW%e8iGayGAHDX@9F@tKx1%y>QxZrucN{hM<@hqT9|p$JBbp z#GNejmvdFReurCN-$JDit_(`9KC-s5qN1n2Rz$Bug%4;Htfw6&`Wu8IkIXuht@vph zW;{Q1;8P{0ixf>U8I#7D2-9vWNZDUU=C{%sKjdnZgvg*?;@NFX>SKx)ASW01PZEm0pz$JGBa|MZIJ5Tu1-EcHdA4G;{ zKcL?=F*%81{Xu2W4MERnq|~WX{U1m5ulHQc%|xqao$L@Zp|Y+Tes_G4uLS#lzIysS z=WJQi_1zJs`|Qo`E&_Y;nc@11+n+yzs@&!q(3gKNZ^{nLXTk*2m%D^oUv33ig-v;a z?S)Obc079wE(_Mondz}UdMt&5JxOh2xU_VJnqmswkDlqV7=Nc_UqAO7Suw}$IY3uo zm;e6#yU7s2@6HSQ=p`%f^iBp@npscYHwYpS7&l1_!q&iCv`&)Ik-S5G$fv)jPJz|; z8%f8qKl(oWfuMm%`$P8k-!KteF!`*TS%884YT*3y2|EYrtH!qRb3iByqZS> zST<-2i);e z-E*SHHHlnEpwW>GsUj76IXTKbkEqcTQF>s&^pg)wDCgfPHVFhP$e$F=&e1!6A(FU9 zErru(cUH<9XVFtGA?Z)3c2O9dU5Ixn3O=>k{>$oE{JY?J>I}rek-&Mp?~0>-Z zs-LB(r@*UeLw7?%2%?u;ybC$=;BH!j{GRp-x}AEDfP#OQGMwf-YZh~;K?;%8)ifc~BSOp`L_YfIzs&u8ue8P0aoV!t zXs`aL32HVVA`+vBE(AsWprRqDht!g1vsCXbwaNhMfNef>+W7q+?wQzSUhm6AsqZ&k z%--o}2$ROYx)by7Yu^Ev-_@gYGA~joi*$oGg54`AXH16rJYgY+C6Epl5@l#21M4;t zVAy!zNkfSsz_jLvy;t-^aRQ20KoG;_x+w7Q#`DxVq$fXw-ZT#5gy1q`RYsp2bpY zdphnoG!>7>i&3+x6Lg_+wP)7zhFj>xnA6O07t|F`YQJHGj*RMEsYH1agOr#~Ah0vS zF8uT z{a){C$=Fjl!P(yF=?Dml`{=#`inX<`Y8>P6xC%5AZ3EiL8sKdvLG~D{Qn23yll=>( zejL+T^0s#EMsW7{1nj9q-Kb*$>7hYKS)(y6t^4L=o+eoN{QLqg)!a9_04a+Hf;)?a z4t)$=f&-Sl^JGZ+zG6{`62D4Z5>4O({@~=!`Vq5X82+K?oZS;yxi7(xDo{-&h11p3 zqqet|?JU8;!2u!x9^zazP6*TmQ+Qe~W#4!yP?tQ+A-uXA0wwHgAbgCDvbE$woG$G^ z@EJp+%XZG#Jjhrmqj>{tE{TBZ+?6Ix*(1MKn4C#1 zMG6^~KW*M0>j|T%;dQY}G+RFlQ%q{b-ib|Su zs0*saLR;~b^n|f}=4VU5>xPq}!1z`p{zfgD@2XWu zE!@q;K8LgVK6f>^37hd>x}5)E+YwNGi2xV_rvqFrriH4h%KWm&1&#rXNqV~;QlFy- zT@pveiQbLrF_5AT--8E@$y6D4=v)I{m_EsM(zqq1N(Ke6z39GDg()ti&zzvO)dbA) z?x|R_M`rvjQ#(ZaGPXp9BR^Tx?=8E0s@_$(38~zADS*DF5>9oWQzxZ37H+khUYW-VEg9gLci4` zg}!{)QS9s-)~y+Sa+7(3XbfZ&c^rY)YRFXrPmg%5HDLwnhahKadFUhphCzf5>!fWi zhz6h_p40qpofe*0gv3~7#!^|FC7Koe$z>;DQ>6EIC(8p0Zb{uXWMR`670}QTCnygW z(1j*H>%biu&&}g*1}*;5i4}97xq_yh+W{oLmFq1x4zlu>jUehe?qZ7|6^~k9nm){X z-2rhh8INnxMYa`U*hhO2Ef)@5;8D?ji=slEFJ9}P%mgMS8>z~%{#nP1#Fhquf;crM z1{Bf1kVLbAcDo1+SmPe-o&`%F9>CpUdI&p8)ZIVtzh4DczHFuL4JC0GPc>-h)xT(s zsQhTZ=T|k!4env8naM}@tmRDJrr8c2KHwV6e3mR3d&Kf9=x2T3F1~Lbq;yqrpwk%- z2YkC)qw4PG*)@ZYH@HGLk$D0~g4fy9aN1$OPk2N`BXnz;WiH0+`|M}Sq^qC#XhD2E z`Oh-7<{Wj*M+vsa9avCX#+wtB5VTeEQNwGw=ochQz}SOI8nuib;vG00MRbYtt~C-7 zY`@~6o|cEo0h(DL)U@k4oURCVN`zj6a|9s`@fX2Dkb3|&0V#cW*u+EFW=l$wj;lQJ z6d*k0JQcLHW2RTp4XSXbxGf)ztPmtpZuL%ll^>!#sX}jDD?ogSqc#|o4B^UvTIwqt zp_LErG@v7uH|!gpxNh#;(_+R%@KQOPk$Zmx+KIWksS*@xX4!dr()?d&**m`fxZOpo zXiV}bRXu^BVR29#LfJf^s|cx{!W5;(rr}z2vj+BT^DDlI``B}X7`nmxBlM8R$udf? zi1s3A^CWK>+|ye#QaTrJ5+7T1#wZCp%wWmG;rB>5t4UGfdwTHQcM1dZ2u z^{_kZUnl#3c?E?%1&*0y8uJzCbOL&jYO)ez5DG8C`*Ff@wdKNoVq7Tn{an_WKv`zJ z+;O5|J)mz_%3HQ7fAVO-;j4#!J9;a?(SVx*VlA)AM&#p3B^g71aetF(IJj~TAP3? z4^}Iar5em<6`@3f0o=+5+~EKm!7p{dGez`&tFut^#Y5ACn{hkfotIi%63J|Z`dar) zvnq!gC?H@?NIZXLe7uBW^4;XT*GhnV!G9I0XJbHQ2#X^e!0pm=fM;%qrjVjpxRXXT zmfQyReRBUxu)*R;Jq$pPLCrliN~B?-_R7wzUh(Jc z{*zHVV5jM_@L)Z#7=0A6x{6js<0TJIpWa_4JG=YclukMw{K;giO!zL+D!uIZ@gYP` zmZXsOD0vW<^Z8cXcasl+@W^8BxkJ-{vixCq80yA`)(A@ei(-+c7#<#$S}Ezb7r))b zgwlI~kqPigZj^0~QB?&E8#BSu&qudSW=E=sytsZJl<^z2+n>(#qfCjl=A)RK02`Qk zW;d3ZaMNIx3jdy=*+O(cLBE(Hl|9j@hgK35y+`1NxsAl9WB8M+e$R=A`TRH;6+%& z9G&pkSeNnk2-c=f+Ul1#UY;msxHi^5+THhlb-2J@^Kg|NlwQiKZ^&Y!>|(*_(Oed4 zUFv%~0PsWP$k^;Fsk?X?JwmN5OEkd1h{{h7SDGSo&iA{xs@c_8HCQYsL&)3 zh$xgMkvNkG;^SOCVB(vt%Lku0ac^M+ch(G;19)=Bt0o^m|=+e9sG)uPt6R_Dqi)yG#eD?iBBb5!FZ zRa~M}D-!0CY7N`556B|co1`mt$6G9VIE!AgO4iFf{Bd7xtY!WA*rNG^+@|4z?A7=f zE_ST^w$zQZQvr8jH=?5Vmf6YgI%#RpglR#v^FiFU+3^cACSaZbQMb5pxQg&WB*sHC0qNI1e>P&aIw*TNS zQWLzm1P9+UuQO!Bqor!&^K*Tj4CKI|eeUo9Q48b4@2eOoA>m1U<{ZE=G})cyh9Pws ze!q!rBu=7y02s1}c9yaHfoSsd5wAE>;cUkHbpD-3*4KwgYkAKF*FO+HYZFxj+5ZXk-cCp9mI3Gz7>h%`)b8 zxZ1zpr6Nhe|C19vgHLs$aXa=v3&$09W2FAF(Vg#a?QGPra*PhLGzr<(X4L56kB{Nt z`v|#i7g^gEgV&({jNl18*XB)(y?z$HtLnx{P;
5S$v@2q|L2cT&D|t z85xj&LvW0}w!L9)7MPX5Jg*~EAe~oWAe3v6Z~p^I&P!r!L?vpyr|23|)gF!MxXV9r z*N9Iyef+v3fVr0XPpfD1^F-_Y1$Wbob2~lR7!*iRsYIT&uetiXo<^%8D(o(iYM``f zHyiorr7bD3b4)B5tT8$MGBH}V66p)x^~mN<>EtLO*c`%s;tY6k z?m#E)OGrh)Cn<4{IWN8Ea)O3B` zz~h-_e!KHII|~IRFm)pk?WVqY^X9l=hq|gtQ+a=*4L0aZ!#rEwZg3*O=(91{2sgm6 zD*gdwPIozd-?R>)qVvxvUg;{_KItmnX0U(H)2RE9Z!j}KV|~2#ff$G)9bSZ8yAzym zjk>9v+aW`n%z36t*yhyW$+!elt5w%e1Trd&VhB3KNmf?YxXP7FLQ?W8C?}5JD?dqy z^TOO%y?Lykw2%-u%j}usk78Z@s8NHj4O}X$S45i2F7z_x z+++*3Pp7^z)n(v*QogSK4Eyc^6>RC0@7&^=ZRHJw((=Z~T2wNC3=TEpw>3kIyAz-$ za2p^ZCJucDW*1;O*kYZai`NP?;WSwx?!oEegqwcbV*5T*B>oru>D&HjUivt6pi$hR z#nog>xzQGNhGN1}Po7SK*eb-y6nDiJOk?P;$mxxAbvPqxr9eJ;_C^C{Dmi;Y{DJs^ zFE?JwG!2La-bYU~Jd8Tl{&pQ!RR_?SGmR3c-J#shgyn)KbDw`u^~> zSbV`e`n)Irv-L&1j|Fa4XciaKxn7a6hgJ)wZ^^l2iO}#ee$)ypH+WvV6$O*B^ijPF zT0!xzG6x<3_*kmCips^$&%&i^-YSr?Iv`>x+Z4t4r2xG1GC4ZX+oW0Rc`)^?us0p1 zyTy!ZcjMYyM6U_dVVD!~=7VY}I4q6_Fz5>R^Nq0R5u?o0w;z;HrvyZ7F_=DeC{Ld$ zeOn^TegxGK{KaE0$w53Da2q1#;bN=6(q`%=joAi)}<#@b<{q%=2&a+Zf=v?wF z!)`N@N8qk71pXTgI*^4{h@P_`G{4Ye0DF6CYF%N*r6Q%=Sdw6b*9N4A1#lO^qy}Qo zcYSy^(qjFw=!@cM#bWU;+=DdYfBl(hNS+EQ{o_Y*YGPFW(pq)?}i@bAkZNw z_!z@c``Ym*)K=hnYNeT^gEY)Yrf{n%$3Wc%@A|ar{e30`G$c)?=-~FRaXkOth4)b_ zL8HE)a`p#YfIU2hcM<#dE+65t)B-L*+7P)W$}E82h;d%Iy+HWOPmVUY!PzqZw!l=M0^sI7qXjzsClwuS~2CCd@HE8~*Dj+x6&D;ZMh-F)-S8uy?r3+YnKy zWF~T&@jR=$*zqw>2MZ+2?mJSX;S(ncF$JWyfK+kE_Xf_zFSCmz}#FIE{e)h=)+*(1o*-%hLS&+=Uj~WwKCd=$j_wQYefuEW?rH7J9Q#wED^8I_QreG3xT{L*KiK>J0X#Rah z+Z96j^e1QBd8bYtUw5+a{Q>Vbczjt;O?ADo6rD}rt~U^NKRZSA?*+1#DETIoY7j(i zh~)CWvqJ+=Ko3^Ve_xb%#@VtPpTFVL|Jn_50Ky~$bqf!{djOCzxH&{}EGqA)#66u? z`7%ciSB;fND!wat%#$w#$fFZ}q4kLl`2ft6vbVQ)(KZafLi>o*7SIbKRn>&M%{>e6 zBGp{pLqnHlxbMNO84q*V8_a<@^$5jj9}|DB6&S)4N^*2A&-zEwGkrcBpz4&CmOdkU z8XkU`?%(0I?i@Z1wr_>e4yoYJZ!LN zrPt1>XyVDt7PG)JCv8K?(m=9Lx>%yMddk94HZ3&d$~_;~%ch-MPP66ftE;h1#+`bN z4is;0?gpN^a8LiV-%on27-dJl=jX5BCc}6<@P5NE_kS!F4NjPIw6!iyRxPO2UshDb8yUXz*>y6{8PxkGzSpo`Ts(qi)pKtk#zv zhDYo`N?HtR_RcMs6Rk%2WW-yBlcxCfmAs1~5=c>Q@p+a!klz6FTeX92~G)u@0|v zkaZ_Nw0(5{4C7cEk5SyULd7k}1CaOCh_xP4+&!m|l@nJO& zacB0Xz1{_@afgvBw{e6M)uB7Z2=3_$M@i;rFleM*i?qB!Mu?~VTrL!bvCoj8*R1Ev zCk_`!O#o0Z1Hqy2#a9k_EN{SV_Y^wGN0`Z``3DHHCpz0mEJuCgnSSN}oxOqpsoDDO z0KQ`?Nbc)E5E(rFEI@)l1CA|zOmMe;?x^7o|8=TCi>t*}a+gb}VXJtgZh0R?$LJaa zRqnf2k~;!8xVRg3!T(36MeV@YbsZgaAO#PMd4*}lXuS!tBnOOdzE&8f0QdFM?%O}$ zc@FKiYyMsBn+Xb3$jWMQ0v9Y|uq;|09h)W-deOQNwntsh&%bN^0dV;{o77buVmN&Z(a?BL<>CEL4bW%#%q=kKk5gSNCsCF4^rgAI0MqsPmCi3LQJ?AA`$N!2 zCAF0CsP|!$$s41!GN~qCy5jY;{`1jNT5)!9OKVw% zE|`n`<8$*u^RlfYVC~zP936vVhquOga{oTu*U@ROml52wy*bHe;eCzUWbw9x^C^Yj*X?oqENxATWfE|E!)^uOAMfq92O^ zW2pay^nt?lZxBO)q9a##7yBnnQ>Za9c()D5yjw&C%)`*}f|#`FTgn*n<`I@j1WD_; zea@lAll)ct~Ua?@`xh zH`t0Z@RQuJ?q^NFHMrt89BlK2tDyV*oac4w@l!KPm4(S#ePn_8#3`cSTUqU6%xFFj zIQmFw=+6cb;4h(v*ra|A0g&SB>7>E$5AH)N^gSOlJS;ct7mX(6q2Y-GJeFymdV?Qk z<9h#|oPBoYLbARX!x+56H>^?b_ug4lUNUgM9=(Sl@Ik$kQMhYHxYa>vKv_jci#-WS zT*O^1xW)SN-rmdPRA73a{@GwVL_RX|@2owInxi5^b|#yzK?(8h!)LofiNiB*A$T=H zUbCkpsxGyAJ3OK5Kd&W&LkGk)yA9PE?0kB^6A(e;Eb>FEl^%g7W8s4Kte6XwiGlFw zgTTjUCh_Bka28mLd3|nK89}8|(pECzW0E=j_Cb<6PIBv!;Ivl`8$9kN;RA91=a+2S zO-BB>{|*NM%mPC&Cz301Sn}-mnL)|BcrNFY$cugrk;T&-SFYhpQ^Ri0flE6M_F)Jp zLyE}QkSNb(KjZr9+e5HIXI3d$xVYW1hrTSV7B-AG>zsXTF!zy$fWr%6v=Hny&JM}Z zyDdns&jF!V@f*r;Q4EuhI39nJ_@Da@KKCE~tr`bP$cw{ue1Pg{B6Jcz^kd4PAOs3q zqa9r;pSIC)^%}m^sw~)6F)4?GK$U`9`d~j}7;x>-K0(_w#)-syHkXdC&GzE#jhM=X z-$hObqu+Cu z;--H!1!GC{K}!9*&!dyY;l!4-bc~F6NLE%BCI;*e;mr9}RZMktbyi_qBoSjB^DeZ& zWkes;K+l1>ZB}8Ezx(W^;N@U|CWMY|SySdBIvWh0b}bIp0l}Ov;pgG5ic`PgahBB- zNdu327WnDFJunD`+IZM&yh#|9R3je)j>I}M>~v3;RImB*K>=jfe;t$@&}U0w;uqMQ z%ak*j|K~4I{v7mF0bT@$3gFtu|NFl^qIuVjC%8dX2LOEF zKz4tEVBYFmZ?7A)+rU3a1*5po#25vKyyJVAF@a8QfypD_vui_JppZPJ=J93&6%KXK z!4TE4m6aHn_U6J##jx`i!z4m*c4XnYu-Q$_NFl^X$bK%;E|K2jU%Df2)2?;tz6Q=F$ zgP@7dE<@+a?Le-0>mI_T9+c!TB)#x0NFgV|^Vfp1Pvta|{s5Tfl|{Wjq*jH%Bk~32^q@M@vmf9I zMW+*cJ@9+*K-_gq!90Tjt&&l)0c287An15!6l($OP8_%{Y2aAFTf(UHFc@KTee2{! z-?NZ`1fb@Z332^JZdfR?9_>P!7iAu!b5y@Ofzk(lGBD>=9Gk4Wy1E!1fAP8j%u$%q z*^E+3VH)5BWPyDqA_QO@Dr$l4ltN9}A2>>`cA^AVxTjHAEmWic2B|sRT||!)PT*i$ z(2%$kcbm&Pe>c*emhk!Pa%uSYHK$icpI;3erfHc43ERBnf=Ac=&1nwT*lJ+{vrj zyhP34U;e+o8Vn2kn0Mr|>a3jVxF-{H^x?K+%4^*(v?5V9bwrKr_TdI}d^_AtmsNud zg6T6Ke!(*=p$X14`bvBH^y4o|zW%f#!76r-UY#HcwwKWgE<4&>U|uG1u37E) z>Fs~X_2b(~nYN>`!1c)sv6CYWfxElA-%y7S7UmvpEW&YH{Pa{{-XrU4E~M^->qj#n zhL%}VV+Jti$%@QOE|Kfym?s9t#<`%7+IID{w}*fD@F6+l3QT=A0zU6dPhID1bG z=KcLkDeY!E2mURSZZLmL=%)Z3iD07o9qb9)cLIOP<-O$hKyCO6Z zL$Dt%gwxa7)>dKsUb3&he;5+iOOW_vh-@jWsOSZcumcQMQs2Jm&wrIWzVz2G^Tp+5 zsVm-FOV{E5V5MDtB@Z{xWR;hHQ`gWaDk$juI9^ImPk)`0s(m0%ER+fnpFTK`#Kgw_ z0OipMoW|%ULHE9t9P&0L3SsX9j_O1#>PAMK-_bKN{(z{m>%42=L zSAY~B_gPYsEi|;sA^dcmJHGv+omju7 z6F~x-s1O_kVSR)UA;_2*z5@LFFfN!`i^!1SPz6rb_^d05CTU!|c5PUc04Wa+z{MGp z+1%WOnQi)FOa^C}`@xt}af1fY6e>n=T@${3)y2Mh=KxYbety25si~>z9^7lNF!RQ? zy@H|NXrdwYoKxz=y3dEJGOUIwDxrW5%Y;@=L0OruwYBxr^Hj(VF?^1gZ(qNn3-4b) z`Q?%K`bNcOUoS~3S(PP&DxbZuV86M&U67fnC?Xil#S6@wNQ7pL9dd%|3L&kR?YLKxm{@93z>9xK4ogd2E7VuawxsGeoMcK7Z( z+@L^SK>-0ZEEY>b7&5NW;~R zPu@6)*!AGXmrp*~v}RLEKK-#g09-Qu4YpUWUfJ8(=~!D&QaYKJY$x@TAoa9xI(T@W zUV-zg1r2=^iY4(qzo5YD&x{rvBf#&RdbJD})yY+(LgUQFMn!=CExj8gL+VK#;FErQ ze*Uh3scAth$0Z?feZ5+Sge{CcUYMJU>zVC^+W-r*TH(azy?=jwb+q2-0=tpFe;s#x zIOs>O;1(*Vt22j3WZ&4>OLmy|I$jWt#5on>;ExeCTIxVIZl7!aik_BMG(4LUF7tZs zZ8>>)d*{D?jbRiuyS$3)UH$XP>nBfWfQqK6tgM`$o2zr@P9BU-Z>+$_(G)ZTzWmWk zIP}n5>8rlGS`HG$z688|;3^nn%)#E6Drp<@;!;2{%v$^tbqNVzg{#-k*2l+K;OdJ$ zcveks`u2~E6oOoKyZSV;^QMY`485QoapCIzzq!=^zjsG+JxXOW3NhK5t-5Z5Mo5ID0e|gY7 zHV1$4+e@k0D_a@aJL%gRqMqv8TbonLWzdp6eTmRPjPnyxZOL28P*ybBt5=Lzv21HNDcp7-d97=y(w=zxYV|m(f(r79! zp=lx)qg*CB*uN4>Q5mNEH6~%1R7#OV9GAwIWd6O+02=azIPOU(<}>80>sF zrGR}Gb6SrHeEYAxK#WEIkLLz+O(91D)pQ;UWoPpKvH08W1hbas5qSDEc!^zY7{o%} zF)_D3eE8r(#brLk9vd55>Uma9Nqb-Y$Mekh^64pZk*sCw7t?;!T}$@xnvNS27K?vn zeWTSei zI|b+3{TCH0Cq-t1L4AEH@O+T8nr)=^np;XwV7PtTyOGN6qeju|kf^Apks`C3TttcREG+gWx#e#tAt5?(hF{@A;3-{ZT6eo)|j{Co{Lgj~@vc6yl#07`1Qi?>E2` zz)nioTNxaUby^?ehx0=1v3q&a>q7X!>%N-d;ppou8hK`etT6^D$;o67UXwomp;8O~ zoS1l<%6+p|@I|nE49}%F`9|1fmSLyr+*T7~Y1%JrZ8@(p$``)4HuzoHFIeQ5sd1-o z$^PRl-k|!x8@+k@5-U5c*#S1K5iEr!-RL)N+<4uWQR_765owk+Jn9b{DA14ElgvAa zQcxpvhow5btO)I6P>@ku6bB|I=G4rL_-wx_BFWvfS+(`vH!w>d(Zq@NUkK zfHITjy0@%V>H1}(>Lh4?ZPae}ui{%DAB&um0Zpsvxw${zWWpXRD0CK(8rHtWf+20T zadke+e<|g-KGqzm>)D(t7paz~_oh9cA?yPj&#oWO?~5ExVL-vD4Zo}0)YdlF&O6z* zBdi1O@giG8{VJZQsAvS6ZbuY{!Q;n|^-d4Bj*he56H&^RSdR1AEfB&cLG{rcCHYbP z)?=UJJBMW`v>1(mgRoP5aYpRq^0VeWnrG`g4_zfnmE>LA1Nl%?Tb{CXC^!c~AnEF%cAEp}jt3D745! zBgb^Oz&LwDf2!sU1;4HDV!T_>>;4~?DJk2R`!ma|r^SPo6$8V=Ne6PY<$gJ?WoQ&F zQ_j91eFufe8+JUGQ5)G;ZqwiJur5ofk)?3@5BOR<$Xc|wQ{;VJr`HlUF9?q5)$iCHP{)AFv?Ci=Czr*RkD?? zd#J2d&D6BCo+Jqz`2>;nQk&Tfok{_M>&$x4c>dJa4~LU19&qVax;`-Oj5maBh>4AD zJJ)o%>f+ojh=Tt&vc~o=%fcR*4RjS4EByZbJ4(Re-uLg{-H+xYk%_K!J6LcI3KrVN z?ax#-KHgng9sd*7pkV|rr)Ci(uw`3YO6@BsxhBdmZe#~j^i`ObLZ zn?la)$mv8wL*q6Z_&8nXR{&>SqtHZOc>nZh$9%FXj#%`RebDTI)kG|GCs@o*|I4)I z`|UBjoeQGYFsn1r!VEU2YE`}~y|Y{F;4o+)geFnbogz)3f`9i9gOoK`IavM$xN~u8egF)ng@OG_kR`}7x#sC(!ICb;_P@2KhgKyySwm* zr%`i1Teo_md~Lu0KvSARLJn+zd3d@33))8?pP}Z<7UK&nxnkO7Hzq2tF)}jJGcYui zQ$9<368+Lc7}l7ciRp2f`Hj z4(0cr_fMPIM~2X*@Do=@idtQD06~1&+_a`=VQFVr;ISBCf)4o8@|LJ)1v-8}afS;dV=;zOgOtR;qc2dn}leMsil29#aPh+x1 znX8S5y%=qKzsX#!pPbY!0|?|W`UV4s6bA>#@Njc_z(P6gi6Say@)}GaH0b*XC|MJR z>4Zj;g$nrf>sJqK-uXDE3B~=@;jr1#ikXfzD{;U**TjyXH(3OI3Jz99mLK58i222o z53%iOW$E5g)ppDMfLgsg7ow%5rGVhz;C8ppHGcEa;-_fgx}Hb##Wn2V!*N*d(}z{(&k=n2$KU;no}nlM zKYz5@U`}`1(_5rc`jb^2{6U>MvZi;tTbr8npbwSl=qi$)pYA9e@2>?WGim*DY(MUW z!Zb5GYxhZ%*R?WUn##pj^!yOxnV^@iudnsR*})BQOugfAECb5Y*Zd-bRO*Nw5pEERq9x=Xg`Q)|I^SA8XYaOv(Rqmq3eTv zDOvm-{=i_w5FA&6jLy2|<`0){@mNFubN66PjF3bxdvUgaz@NW+uJK;yE-`D+cqJ7{ zp=w(eR02R9P*U}N^oe|We%|oY=qt{A+j&_)hsMh2>bW|VLYa#MX7I~UcaUzg!sAn0 z12s%RN$Cpg*+Twv`2_x_%WyuG!x#h;@N1=@Z5xbF6SOxv|Wk(M$eH?=ho5D zQ317@S+^?I+Z%N$&*H;zqF(V+Q&SXpDXAlSPzXytjb8ah zzaAAurlhRAv254I*1A((6lv;dP`$^6vnNW(R4Dv)UHC={qxC5 zj%qFyf_eD)%W60l459xbARAUb?{)t@X!9*q9w&cCORSRI8dP(%_y>(>VMET$)Ca;D zyyVSg+>r-}D29%e_tP!jG|TaF!0Vmm784aNDnC>{$j1q&mq7R9blHAo_DiL8vaGbU z6kQaDW?gawh2IW6?IU#3ZD{NKLMUVvR-yFu}6y*Qh^P%N?39vdGogYHc$9n`j0j%8TZkPVlh&v4`+mrk55f-Ypf&jp^x)o zoKvae8hLztJOca)Z*pQvH^%7JA)Ovp=M~_!Ld$V-D=RAi_C7eo#jSQE^MQ2U$&zFM zIjt(TuyKf~UUkIs_x*U@nwGQ&XJKh5pH}p2H>}+SjvFlF_h$z}_J2tj72;pPnWTuTl=4RdEqML zgzp6>c)7X50XNMLdCvU#AlUE|KpKD=wL+7S_QN}w}O9EE3u@6o=8VWH&;AJeCd)QEFwV0k#KY>QO~jR>f3OT0cEr7E~!Wb2bEj!mL=Xgb$&OE3^J!56R+?!rs*U2zj zRE6>j{DKDxT}}Iy`qEOqm|05}mddMuXkpFk-eM6P&V?yN@mf*A@_Gfyo0Q$;HX-Rv zdpZl8jSg6~uP-JPA#=MnnA4jaFEOE^<~wL=XlMkLzGK3NrX`ChXF56895!4HzrSzn zS}7uJS_7|}wKjxbr?mX}tUMrj^Jp<)(WOIG*Tc|m75?`fG{fTOZEI8*I7D;sMr{s+ zl=#6KGv%y@3Eu=AQA2g3nPI>`wR-LR1u0-nT9IW+c-heY~3^0c01Tf)&U_zh&GW4KUjF5Oh!hAe}7}RpizKS8oC90 z^b?-Wt5Z-?rP6!5fw7?1XAiC*jSb-^NFiNo45BmuZ09628A>w07+9s6t0O5THLSvD zWMs5GAE`StJ*{u?``PCq8e`K@;{=Zvi7RTDSXkWvE{ruk;;rYo1f&1h`A8ecXmTR7;Thf4-tQ(hg1A!r3 zrlRVoaM?i?=i$SLg=T{t3sGa|9Ug$0=^e3eDVEFNB{E(9p_&WS)dEpc&}`|vfy_+< z`FRB(ywJ4wJyeM;_|76ftEy*Twq_*xgV*e)J#?(PRUd);dz~K{$FBuJ6<5oDi3Kn; z(XcfFso6lVwxO6onT=fZm~h(=22`d1EZ1e`17n76wMc$`K7!Dp_L1DWrI}bNAtABz zU~m(}gLaRDacO5~J_VsIOnrTQgyn$7>08|6ua|(`JDipCY27M>n?Kv3%r}Z}4U?Fh;)He3^bGg;$GeC{_ zW#ugU0q|6vADhK{?5i&iWSenaZ32RO2-=GC$yy0o(Y;)Q#-NJ*5wlo9r=W&Uw+f&k zoS&aqK@GI(ou;jZiq{Zu?S3irDwq9X<7^pq=nU(J{5(+QDs?(x>J;4Fg`k_+FZVSY zF$)GVCb)+pv=uM|LZe}c8(_l>mpj}~fJdkj{H+GHP<>Q`{L`a*syWCO@b~v;>T>vb zvROyGG+e-ls64>`2lVv-Y6qIfuL83hDKwP;tN@(?hlYj*2vxrG)=Lmxo&e*_dWsDa ziWq#`dH#zk=r{F)gOO!+ivX_Fr%v{l`w2jdVtD%X)fusl=OuD(|K>2pS&+_v>e?30 zuJ)!ABQriRG0~T+n*d9Z53uD9Kn!k|8+1?<2;+We;CI5bEYU*8pT`F(i zz9j_(DHVRa1w;f}!VvwNRQd??&IuXq!UN&&dAa>kva_=@69_X(@y;`NDVruI|00P9+VJhNES8PY(Yi_I2>M+sm_mB6&(ZPnon(_N{*KLQg3=NQgCBtiKv7! z3aut}pu#J{WM?75SPLj=_Ko^_ZAJy#>%TVcLEQ`}C@APDG*vci4yA7a+85r{^=!o^ zf=0&n)&%{@q60{2hS0BM$IBhAL0zmL9n~}){+Y_@b$%-7DSzE_e?RT# zH+oui?;o2{3J5^yF`@SpV1Hl7iV!K*xGy8t8 z%oX+oXo9LiAYjhAauR-I!WWRbiakag@ z1!8tC_=x8q7?2DE<*~K3b?V}Z)`Sv5pT;XR(|4x*rKh7KxpGBms;r>(3cTps z)RDo~R=F!RS87bSXBHOTM@B}ThA_XGI|?`7c9&&!;i*p-;+?#gaBcEGgN*v$2U&7AK#5}>v^ZUtydnl;Ljg{*KH4_y z>FFsXl6sZGgb$}htHN3F%2#x2J3Cq?CR`8;vL)_@&>^qAYEsv$eUIsF?C-b)s_AHG5?+mkU@Xl$?(s zp~AcZw4>(9cLa468c#gP7&mowb)jTM3po5}=YaAgbbdH{cyu&9J6i{C4Cw7RStkGi zWkC}>+#A&W4sQ(=nvhB;>dzlZF_vrNr8cw)Ugu>+_Pb+cc1Op|nb2ntLIEveYj^h> zESozZAf868a{CW767Q#0RsumD206Mn{ob))L z1b|Qr9u44&e2Y;Ykn^4b1+;c@N`D%|12mywp#q9&SxCJuW{8X(E zA`$QY?e+n@tRAc&BQp(J_9Cz(kPc}NPfjp4!N2J#w$KE+APw!`Wi`K%OvIfJ(euC@ zNQGe#Qj3g{TWM&J141@f>Pe*#agRd!Fyi>c2|A7Z;dR?L2l6zWZvZTF6Ajs6nX0+P z>t2V`ejh+@KiZxL2`mu$e=o3rPy-4;){bCS{|(=A0Tlyv2>iozy!-(I zUjQ^qK6(W1SLjCP#%!=?8u${cqb0!r_acnrUEV{dM12kqmjnR_p=}qZJH$9d6jOi> z8_any5HPg$n}ChoW=0YLgUSlR^%;sOYSo^V?ZOkTD=hDcsXIVs`mR~R3Mg&bMxE^SXvjA7xV)?@eZm^P2 zP!QID){cNbDE@QfPLo)DHYC+Y3%AI5EzRvJK|kN>Q&vD@2kHx;8Dht(G+ zq9B8|1G>c{B>ZMO-}2-uceCrcU8is(=+M!?@(w24avj`&xkhms;-f%2m;o{Q<=RLQ zSXWh}>7Uh#uQovJ!+1df&Ki~bx_ByLpQ<#DXUdAj&$JYl4vO!U~t#W|!-3p`j zDJkKVmzOUsE4xfarZ&}?52zebw+9XmVGsTEJaYv*vJO_(|HB7;&;t&SkI|nM7(HDn zL(Cwc)rIk*`oA%YttLC9sXZj&q+~ZjyA1&8>(7FnJIEb>fdilrnE{^rCzU8Th35y= z7aV|TP;eBSfyO%n`p!;BZ4&)=95#;IUsGuBa>$^hLNtHA!lR<1BK!0R>L#ox;*FXQ z<)MW&OTwrvf?zP|;Ft^y!VtJ$_c1j(6j%}9;-YSY;oDgJ_pb>Q436k06({Sz+7d() zS|i!QLP8!w9kjHxbkVtSn~BLEeh38wK}<<0^r<@v^mCr)$$&cw7`#e!W-Sea71DcQ zW=tygVPBb!6n=kj^s66`NS4eGDbN&;U~lhKNb4k6z)`}(!vmmdGgX6DY&rf~dB&JC z8q_gbdV2asV`fVQDB_Y^fx>3m{ZiE3>?DdLIoQI|ldCzyl?2Ivr~$xYK-WQ9jJ-9q5zbw@zpD?s?_q1hn- z=)@w2w~?xn$iN0Nz&GF*M^z2N2V)W{Dx^U{K`NOqE&;t}!Mgvr^A!y434`*R$+|dL zDt{ooAwxq$T5@PB{h5v6$7Me+O7vvKIwG`%9e-dAB7jyx0TbU6<{e)q&-~#`@8H*D z{!CV{2XorN8Ai$(932qM-$J?K^f-r!-y#ae5pum@NZ8l z0q}%0fN5D8MFCJqVHJsVyv`hAs2ZJ=vNaw!t`5}#2>{VVBjgJa(M?WY@C%`rArHq7 zwk)(ZMp$x;snkfFmjhYquwY05-fCt{K&VzsamYIkIMg6M-#{o3uo*tbRWhVvLpx#% zD0#jPI;1a?PTG@Fn~r0pND2%Ysa|;*|I;W?lAuEx!;k^|`N1USgVpi_q{+DhSD+G5 zVcd{Y1Sy3)23ag<*lNY*H{k#n03$^hC^#$D=cg`anq{X^(3(McMq2RVVk5L*{6kCI zMezTCHEkXoq{HzBD6#|mQ$2I&1O^A)_20<_j&=y(9(fjcpVG_|NG!zB%S9k^AGkgb zfh-;F_A20Ay2SF<>G}EJ@Ly|YxRu)f z5GK&&ma?&@sjnqC_-Nv6&e8YRxl#Gu8K^P{3kA}`_-RQl>h}w@NGGuRB_$=Ffi6U0 zfjNJoDT{Q+HP;t7pYi+so!ZI$p8R+NkXJbrg-;Wp`r<@1Rh$ej0(0{Rf(VmRd%7#- za1~t*_fRj~>mIWkT`I8I%X^Q8N8|e$GBb)5FAM0sx76(%8z^uJ@F?(k24VnPCDS~w z5%-@lyou4p`|*{r7pb&r)02Xm6dI7W@sL5*ON4>;&vyw0rfaXgJJ9NLbILbZ}4i55?e{%Bp z^qVvKNmRR0`?{B)h9~RHfA%j`^b(1ejP^k#JsP1&BCDY+pQ7Y?*&-E08xXP1VKiAP z5d748fPISi9qR+Gje&W8czB4I&4@k*VVA6v&Nx9oh~t193}llEP?0ABlt#!i0GSJk zkMDr)o1s<4xxT($Xg(YYj)+>PAV}>VC;O@3mz4hc)tmSb12(DAIMAy{>y-yOz|O#g zobkFip#~H^a0c~%7HVq2hg1+5pTr6DA8VxdBK9Sf^As9XLl@9iQAkY1v^yD#m6a8d zw4ps{c9xBnN^O0P7V{;kpKaiO);2YVMs@yqEpWjIok^lL+#~?Kfz)E%!n$CeqB9pP z0xr9SC!nohBWaE{Kr-f`m%QiZUNJn05`%8}SXTDs_FOYE8^BR#r>qOK=8$KE(#Zj{ z3x?i1K;aq(+7-?rAbaCI)^XnXOSo zCg{ivM8zA?#ZC%qDQ=-??zs>g31#_=O(rqewEtO{~-8 z8;&oZym9g=Dm%zjt!b_lOGgG)0d8Qds27ztRCrDZt5D#9@sDAl1Dm5088je02vV4g zi+G+oLpb2`tO%ogY$BL@$OCkWoDjyzO9LtZ5sKApAS(&{ITWZ0`G&365r7C8rr_LM zHq`m~xzp;Cm)zt>3o%wEW2GEM1<`QM*da^?2>>zcyyGVz8vOz73#p>Wi``(=(t{^~ zimSO{wFMd?FyG&ZSPKC$@IDM#vcg+@EK@=mv&}O+;Z* z*#Mo@1OR`z`Ni<-(P9>mih)yo7h9vVI@8+UnC!f&AQZBa4;-mH^S|S;sY;2_h3S3vD~_y!_UP$b}p)6vq_ zE$}%V#L|C8ghj~ILF?KCzecePa-X50eKel{AG{uqIE#I2>)=o%GY}dU*8M;6m5!BN zR%-b!5YBX9N8q}J!)Q1FQiz-%8pH!_b06=mtwobkG%ubXXr3MDoOgUa41=ntDq*7d zhfkQ*pE^|*2jM>4tbp&JHVlqh5cf%BXZD z_yKz)>InlNeLF2t$nm*qJ${Ufq}>1zy#x>eI!qqUHvu259eQ$3Vq`gqD z@m{}r_07RcTpa!K<;zC_762m3*3Cu=m$d6y0)nBB`p?*$WtF#OW0KV93cU4CP9I$1 z2NVPHWV_-F=4;|H*xlQ(U+f@efP|=g@vh>#2SX?<4q<}dl^K(hlQ(yFUqK+Q;&3Lg zEnYYVXi%QhhECP#wjAjAm&8m=n4l%W`jA|`YQXZKEf~hfY5(^bLf)WvfVQg#lk+4& zBn~8V^w%-84)oDZID*oofT3C?ME`Ai*A_%0MkfJPs(FdKMQDEMr9Y zITEu=lJFzrcqy5aFr5u@>2D~VNSp})X0ZKcU?4b&j%y=?w|KI;{#VKQdsCT)#tb(~ zNDgJlM5ZWIQBeW@YKudHj}Hc*IYV&Uxy^?@BauDGWaQNxKrx#O7Ci^k4I3ow55Oo8 zE;`{ndkG>b@&IQL5gM9PDs(aw$gR;J5N<&RDi{<&v*!+;XHcbpkH?l&5^_nVoAY4HR<_=2QjmkFuNdU7g!qtr*_H7HicEJoK9wQsovept{uL0?nGr@9^1Ltz<*f5!ACY# z^th{)t5@me%R2}k0J2+Jb}i>Dj)@9tCHP)2m-u~}B^7eOivYR<`~zM6Wr0Ffbt<4K z8%E=SI$jIC$=uh$<6iL?1|w^o`NbElhPY$|8$YJz@Qi4+M70Y!2xxpuSrDLA*82E; z>ecB%&({u?@0O=7XGDyh9n`ONR%#RL5#Zo#wvv<2j5H_v1I&^XLC{>&Qj17b_jSj! zj4I15KB0nZ<(a)A`9}t&HX<848+{l<$)W$iBo^}O#iUr*Kfb+ndFuI1suKcNuPmbW zZtL4Bzow-Ym3RthUJUYb=|MA^%hAm}$7pO{*Rv8(nHHaRLRuR1ksdQvi; z5Q6?ey+HbKLSJ6N?AqqtqB%u?rP>G(ENu?QlfM3aWtw==L+j)MBN$bbJz1RFXAzK0 zv|KTNb+0H;VIA+4V^x2DkE8)7omSP#CIHj9;5IB~-_oTqhQ~o@s=68792>J*6^Wyx zd4KVSc0)$qZ>+jLE_dCDN^EedN|;EDxS}KY{oGl#?Bw9KFUd^MH)NHRtplh zQJk~;7GoLUQ^aO6cm?G=E4aVwOicAPy4uYs7yCL$vNx3AQJ>xHof@iMcCGVUcdwAg zA@;<|OwUMlejxC$|Haf_t-KQrH}nLiAs2Cf!JZ}iQ>cTxD}xFv&m{3^=>gdHe}Dct zK9T55smS5HW9yR7!)ozCQ<8zIsb=cO3VMpKpx`(I{=|idCxlPI{eU=5EBLrYMA<`6 z;{?7yOP(8|x_MIu&g~lYXQnM=3`qj9&(B7!y#?g_Dj#3VV?u{BkpkrsaOx&_09UA} zg1Sv!fm`{JQZNDvj2UGz1850FL=VHCA!G6`#N^8t*RIyyn4Ed`J+1snz}rISlL^i6 zn}8;mp}Zla6d)F`)u+I$qS*D(!Dq#pg2s!4O~K`vnxC%+|Lu2wCa)l?x@LJ~VE`I85J>$79p-NaE3V3fR-RS2fP7f zT=c$sQy}AM<~l&25uz!tK3xFCrMr8#xf~G~VR3?i^7})~_uh-FCLq}yKo<7gC7Thz zh91O*r7WP5h4tpss+-jft4%_s!Bo;bNFBW+H3(o3l|^fK_Ynfqzzbk%uRA#%P@H(U zyMvsL%nJmZkc1sLB<+xf0o(j@d%kf;tp3(aJ+t~xUxbdrw-NJHEL)zE^A#>Yk_C7I z(1hMV44Rbbg*WuUaPZfDT1|?$9;~+;1PeE8PS?5Yc1sWca$M zoNl+WnU9x$0fGdUJYfyg@F>U^fH!lSlQR@FeTof&+mHi;_N|;Gjs> zqh(w9SwKw;N)oi@DxF^$0-6IR1i;SrohV4`+rq?yvH|Q2Z3>j{Bxo#%)(UxRlpaq^ z^aHc&V929{_J<6zw0}i7O}O|qH9h9!;=0MMhXQjB1$gtuVddU(e_(pNE50|lms~(z zfW_C=5oe}uTpV~^NUscJm$~l!D8e5!;YM<-UFAh1B2HkyA;1B4uPq>TaOB^lq|91m zx-YgxOMt>veYzd^K=B-GY>57_fwd?C*&&ol#l`JEB74sJH^5&;VetKIN5VBG2mLd zE|$3k1{N{qsh~yDE?ml{vv>NyeHg^sEq36_IDeDsTZS-<7rq~a~@A5)aoH|2tC+eprQJK z7>CefgzSrDmj?mFyf{AtGW2P8cb8%iNjw3KhcxV4c+&z9y#e*}BPzLBQ2~>vtRXsh z2ag(pC|hBwAshGr06oyR;nUm&I5~5Gevwc;c+w$Y2(atbpjJFVp@xZRZfcqWC9+`O z{;QD7&+Aq);ZgzUkq2UrI<9=UGVA){OQt6MW=@tig--3%T+$1vN&hZZBE{G5fO`UB z7I0i`g20pMP#z5sGDE=Xh(-(-D&P&DzQey}GMGaN&M{mx_z0rO{0S9ka6rgE0P0eN zfFh!8A`E6ltQE?n(I5ZI1AjQ-XM-rMxY8Yw$lo>)Bo08{a6SUTpM1Is*`aR$_3c-O zE47Om3K`=y-*bbEDo@6NkCs&b;33zXo+_;er z<{~m30|s!E(@;p*0f|pT3g#{m5s|ElO88zB+$3Uxhn018b*);zMNOTHk_89;a@8$G zH4qhApe=m?IUrj?G225^G0pjIi(e6`;bL$=sJi$}%X*E_gN6iG(v$4j- zgqOimbK#Iu1~XApMqYkEfYc@s68kdXM=L#H2pdQWN22jaD)S3mv!OVdJJD2Zk!1XQ z=Hwt;w5~57e>?g8 zo&AeeU`3Yp@_cN4*L}C@flcX8;@*CPD6@U00X0eahy}KQ=K}O$j*MwDDN&^}y>HE^95Sx%@pj}J+nlc0%)C&U zeWjRj+ghD^PLAzg-18=ur$`fqAs{di3DVcL(hx5$pLH?EMBgAA7fgk2I07 zvCJR`KY=FU-Tskorh}7{^D*>T02llt2kGCwnUFqjR$RVX10~WHZeSIg4=b%6xI+8} zu+iH+2VkTS)3IL}xWvYm`?9*aR5+!(3FyHRAh{rY!qsN|mGr;LY>A~WYOMa4p9-DQ zoUuF+G@8nrHFH<$w6XdV$;2uWwQ?YVNA0UrR>pwAE_l8vf^yhck%-e658Tsnauq3` zH9EAT`J%0ayV{?rW^kDwoEe+_RdrDGY#iDzNSKokg~2ZX6^0aU%AoHBv2H-oLvH23 z@dL|#Xtkhk>Wguz02&3aC52oBvp$RtE;rPd3$wF-h7Ajq*<2Q_AovFr8Cg?DoS;RH z@e+OP;NxW=@{lrK9I|95<9^EL%knfqx(#pWlm=B!wV|K!xj+B+6hWM>PlUqn{oLsq zA^Q)iT^n&&ZpLq{$n4$Qt1viX+DY87QH|cNdg-0aor_l!_rKYfdXnQvOIsMx-EE|x z?9YY5;O8UJY?6FiCE~TN3lG*T+?kV4Z{4#BayO3b(WwbYX15&UJ3n4w1L7_X=)hv1 z*KB|gV%;#u*`tUs0e(SN?_bD;eg(5__@iZ&>)vaGvT-wnle{pxdMZrxJIz-s+eb zzB&}%f@uu_1SGZD7R`kN1|Hydf4GnM;K4N%BybQ$3z`C0x^RnbRUe7m!P5X9KEITn+Dvs2%6+!g2K<*T1+w$z+f;yCQvG}PWD`dVH-Tm9qcW4Fr)I=RYWw5 z7^|x9^_o{wwaqcJ+KTm~-J+&^mkw%zGLnyx5 zjwRJR;#($NhRQ8@=CCVbm*955m8)0b230MHT)ZW3pEfcC1P_}t(9-%qe#R6diWmtb zgo*KdjHzP@@5}6(U=J)9v$6VZ^^6$-^wPmjbYXxQeeaj^J=Q=a- z>9pRaUhR*T9;vck++lfM6XD`4hc3r?4=<4c-ts#riBCsOl7yucp;XlO_dgHaM&I1p zYA#St2g}C)mod-eleE+Im#5{Af?v^l6D0P|jWUKda7P_5(Mi406?S%iV17i%i&-V-JEuA+xJ}xd8ypJ2unIFPc0mySE!!cHhi&lWdne6$x7*Ox^ z7rzaQjt6Tm-&47N>hSsi)7YwrZsYWN#surZEGbq*1#YC1ParX2G)6~!*U_aS;pwm6 z^OhtYE4-!ZwNpUvz0x;#Syt^`h$K@l)??|HmP>DOpLa&?2!gY78xQ@sxcNh zbZ6eR3+5li*c(59X&2+Pt&d%gIv`^*GTCM-bQjoI;iklPW%RF3B;t%yZKLNvGv^c2 zUO!j2(7g*sx(Q^DKjQ&+e^0AWQ1o@&M&bN?j*&2mUoDzd{2;6Q=CQl&2@#e2`m^Vh zyRlp=w(BK9Xlm$JYc~CA>u*^~)KH&hk@PjR!^Pz+m#5+Jj^{*M@~JNgUjnL z0<8gH3ErUx9_v)c84<5)=)e?_{PHfA5FhXTqZO3IIm*ZEJohpQk>!`$w0Nv*R> z$pX%W6L{|8fvgM3D*4!btLRL5Cyd!Cm&N@#rI9`M$i^Yfgzp)pDoLWN8<|$k9C6>i zZ-mb8;mkKIGMQGFteI*JDvO-Owb#$CalZ1@fYHbz%gg&xKBHAustbcp@Iba}MWXcJ zE*a;I*fD&kxUmtmh(C9yY?U)JHN>N@_l36R6@DgT=VQe)13ckbQe#LZ^vj5TaD z){S@JY7Uij#Aso0KIcZ7HF1-RBJoKuRB`YU{D0Z7WMbwqHK3S@bRJIWQa`)>GNpXY z6>lBQJu@x%O$vb|WuZkQ6UaX~pgc+H8>ZELvRihQkx#SC#x4#=Mf~AFS z_BY{DJ;}Q-9;m;g?JY?~KP<#HvWPBhUzU}((~8Aeq;TU};y>5$9>&Ev@A@~;t1!^y zyZ~41&oeV~*h$&_dz6zuT0^OJvdMQu+`?tgC$ zNd0y^cqcEU{G&jI1%)`S;-i0q`Vw(PtTY;>5&k}^fPhdn(&k3r(gB3;#;$=9$V6Dc zKT76JZ;ugkgZgb`3?bGxKi-|v^TzKl3|i>; zsX%~}$_Caz%Ma|J@Yi~vTWTWDL>7UTcz*y@nNplT7nw?~wm~>SGt!_$_U2Q6Y9R)x zxc{#gvQ=fiO!~5|?&ZV%>u6}xB(}K%?HZ;ArZ`N9DrPf?%mDjKaEs+6PDBY*shy1i z2NX%;Q}GW+WZ2W*);=F~hSNzJ28ky8It_HS7T4YgqxgqYFYrjOY6<^v;D)jPfHNnl zuQq~;c+Y`q#gAJzx~tcRW?=w(S4kfBF8)3G>!AjHdjY8#m-N(0n1sQ9Pi8_U?4kM( zugV|Z1%Ac(;k*wyY5hsWNfFVMiD`xKw$ib&Q$&(p4i%bm+Q0R^%K&qO_55p^_kA<> zx|(JT&fclxyZ_FJk{t3rEukn`9Fh||Yj5xO%jN&3Ks*fg=G$lCF(0H&$uaVnLmdA* z?AtHp#b&Nq+rPQjUKEt({&OD_-VFwuhs?=s`CP@wBnv|Z{Onh3Xey-t84V(|;{Ogs z4XkEaP|Qc`3R|;_X$bw%{?B&$0>3yP#!)ntDt+^=^|`1+rBP&Zu*_U=%GJZc=Yy$~ zi7>o?6!@;>)+7w^B@Xlv(rKdPrzQ1ZQZw}zg9zrZ)g zrtgEQD<<$*eQ?Uc*?2qZX3}fTRWeCvd47mq-=p$=SiRtBxxYMF5h|%q{qU2XD55Nq zyrY9F2%?-^deck~wlc>kKzH7!tNclP=b-M(ne{4lkxFw<_iaHrbTx^Q3sY8hE$tRH zm>ET;9_(k~)Mn|m^TJazmx#}@UYzmVLh}&yVdNF7LtC~HtZH>x|72%<#{GAfWMIOR zBXCR|+ef|vy?L?>b7Tpi@UH#MH%?mN4s>i1n_O!)R*U=MY@WFMZR}lFcLo zirVpNL|c*n8PZJ{(y-&9g2S*Or%Hz7;w)uc;t`pHM`Ouy&&Wy1RlX+C=qoAP!X&QL zQC#|?yc*Jw(nt+(kNNQPK8+IP1Xi3tm9FOlYAjdA(n12(wPv341eJ>jzJpJyk#0s0 zWwRne;N*Y511t7RK3ggBOUxTcz;^Cz`n|{K-*d3~!6omlfzBiw@m0HzM*m~;|7r|M z5?90&ZNJgiYy{U-O$IEuGOA{@jtJv>TDGS5&4WrJe9dhihn;OC~nr+*+q^3swFgaw?z9|BJ@Um7==o39E}KHJxjP2%;~xOQul zE0;^=c;(b04)43qFL-t3_No!tli^Ewb5cX6A6|6h(MWz!Ud5XN=>Q&ABK`!F zs3!P7fr5mJJ*kWj$FLm6Id3%mVJ@UO-NC!|ulyPiq5*eyXN!KLq^18UQd zt+vr&Iub|!pfk_$s{jj}9{(8y6u4g*5EYF-x&I;y`N#{5D0+U-7~jn!0-c;Dpz^AJG81xPTDoz}>Pz%p;eAY!FcvgSlLs%d ziv`Ola^l|0KG<=%$!LIH-ukQmMiCtvvy;2{RDH@+B98Q8%&3Q1M(c`k(FZvwF;OoS zQ0Y&iZ5s`+iNdMe=Huznb~_>X)bBeY+>dE}!rR5@b?Fe}3Q@Aeo0>;c+GSC1uhD-E z)9kRgR@avbLNX2JGbF`i`2ub5S6TL++5@yPQ5=CvBFieLiYH>fJsncn3%vY)wkn~M z-ACFa8o4}H321jTZsQKoODTsB%vQ;NK_MDZB4`hzqqaMw0-AwON}Uv*@O-h z499B)S88r8_9f{_kGYAYt6_KLRlz4jAfJtqZy*icfdn|aeDFyj$eR6J74|NO z+=jy{VD{dRa?*!mtvIqOZRMBKIlD$*VsO1dGGQjo9w5Y zsYLbZVx|ui6p7*w9M1mJGhbdreDwE6QuPCa5cQvh&jd(DT&?5dZO~l{;7jEEzKXah z_EYsj{`G)TJ!%$qIrgna8w`$fU+r8=O9@`zdN^gW zNxMvDEj}iT1PFisfXW7<6DMdNATCIN3y6f#!Lcb>*M;k%Ph+lU)p|ljh3&BbUV6t) z6f7~x&6}oYN3+DE`v$N=vkF+e`sccv380` z(Qm3vW7K110!>+9q3gtd|8@Auk+_=Q+Ys2YzD)Zzs06sx1@SC!4cK57TRB*#AlpDD z>}vle2mCGt*ZozOQ3E86Mo8G^FbPkM#K^(@PlhdlLO$4I7d#!re1kjQ==HSg;%zbx zOY2@IHs@pRNyCqa&JjNR+EKAYn)0pB4vO9BEBXm--~%ni07Gj0hH$*&mlr!A!_Y@) zpQA%&OQ4f(1JsJU5pI?cs`m2og5;MN+@V13`DH(E2Z^z+v9S@n83@#1!O}xQ_95uz zc9ljDmVyM(z#v4PQIHk*_{bo?BKW8L4F@vmnpIVt-Z+uE>k8AQJ8t%iJYg=Dw`AuR z{;EE0K*O>-^L%yq0Q1hgdib-5#pK}~o4va3ZY*sh@`e@TByk6e8Kxv|FOfS6+vWlB z?h%fUQAieQ#Sx?-NG1kAB6-_wA8tN?+Xq2W2e_YHhkT$4tSTbcLh>~ugX#3_%%THs z{QQAieHj@ULb-x)K|{+g3%QeIX<7C}lzu&wh2<{kxV%`!(}SRG z&M0)Bp#o!KZj>HmcIvN7sHu^`1;m-%rCxZxXox_AzHbrK+}1`1A6?Pu=#yA{ zzfI)ZC%A9?*(?0rmj?v?A{jKtr|$0`UP`pI0_ZXR3DXX{**xug%AEj^bd8_-F`!|lF0 z`9P3QJwDafMMhQ@8O*>SB%a`tDX2m1htI@9Zh3>-K?lMuBw;qe23Ce!4dqU%IJn3s zA0W4B!N5c=&DNW6BeetUVP;|PwYv;vM0&yAqX(#}=U-Ea+(f`WpK&-%8m`<7I9#oZ9mZgu6FqyD>xWx^9IBWjXIdX)GJLQx-=ReYeh z5}AHQHT?Or*>KBhh|cb)8v;)hak4)(%WUT?)jDH&V zGav|U3(Y5He;_ZrqfT7m*zg0qBj}kPnzM<*1VVvGm6k6kN9&`UqnpsmL5SM4TqGLCR!XU8j6V#Z$d9jndu=>Kcv~s4^jkF}{lJ>J6TpXB06J5Lo@scx z8|36K63a<4TcTV)Q=|9jJ}(O%>G#`vl3lHd`>)FVtqM~Sq$gk{LgN7hLw#PVzcW~MPPFy!|qQ^j<2DF2Q?(RYXD;C+RlTIQB>^_+@ z@l+a0+$Y#dJ!EgtR@T-!0ExzLfRTO=glX_9Vd>Eh2=5s`4z7I3-Mk1cct)3MG;pi_>XCJ%<)H z_CK--8OW4D)7}i|x_K{=Pc*mk+yivtzskM!T|EqRQxJe{ylMn{FHl)kLm^Sfh(UKaj)cc|5B zsO}Kh5HZDkldpEU=uQJV@9RE~T$Sv-g+R^;Hqz86lIWTG>0wTN`tL()W*QYFmuJLU zA{=(g*XcXRs-sYzJb5yZrO+ecJ_(v{;5XL(B+^ofOxV22`1>OA+Tq!whk)2Vk3eFu z^hPua>fRx=_%hA}SY@=;GCkXRt&s*or>}GJ*H(*P=O}d3Svr=UU=jGv1r``E7Da+OosoJr{$c#7FrkOHFrF(X&$>R{;b9-r=i2MJHL3f)9iCpNwh@Mi;CZ2aPxc*md2(J z@Si4b0NT9G)x{bf5ki&-NJGqf5KlJ5L93WcN~!Y0HF-_F5V^Yz{q+{d+vfzt9G)-8 zUY|x@ERv*^Ow?Z6x`aNQW7q#sqnnO$D2t1WyN7CWo`_E#l(xWxNQX8t&>A{)4gAt< z4@;_sgmW#jE?ua5ELF=hn}7ZZ9X?bn_H0y3pa5KvoO6X+O=tE5mGOxgRR|y|Sk+7( z&%RVB(T*E|}4Cfv~SI17`_A&nrnbHp%p2Ho6jZYtIKeX&rcx|YZZzsD2r z@4+g5KVOSTCEey=z!{Mr{D+jTk78hwo` z=RV%~jl6P|dUkhrY)6;kt#u)M>Vt_Ezy<{c9`+Ir9irRK4Ospw=5L$8YZ*69Hiqo* z9Ehu6?F6ae;RtB%2QW*%-#3;#P;wCckD5BkV22uDTb9wrNP^)l-*_G5_NtXK1$k-n zia4Edx=j9eJ)=z|~_6Z*d zDaV_Wru!d&#bIP(g79)t6u*f0>lSANyS|0;6SH|VZ38O4-IkrLin|Xp8x?^nNkib| z@GhrLjjcGx8c{(K=1NLGgL!TRAkoiT;!%LnJyUfFR60Ox+JTe;t_Nr-M<}#>=8+CA z50zv=0fcUcK&WqA^1ZF_%T^yXKgk*8KVDSSGHFrz?+>GD*wq*=y(~v{8R|JuGvdTt ztN2dQK?;M0Xsm(S{1tYQ$MmfE*SJc;U>h;uj3!XX9$j+n^8d|0YG@Q7M=#Y5uMb&` zU=2e(Y53~ZQ+fICFJPpZS{^Esrl4Q_Mb@nA&{`hHvtqT$ztgPuWjC2$-M9xqIL)Y3 z8*L0MX+S>Q0`1QV`&D8jSp)5g5p3Uh6kH83=c^s~^8b#O3kf(+U24#G1oZt#ar$%; zXuWCFbCIn+UKb7QOQoOV_fU}p12OM_PBTL12W>cF9vMn2dICA~2HB?y?U6M-${OuR z21U!~_uf?GspQ*jiH8ke7C$j{ptPG3vw=;59xh~WXSWDd%seEGh?E#8LpQ(x3hV;C z!CnqV#Hn)vT?6p8o}urm=(7U^eX*FPr9w5+{JJ`KUaDt5f)t3jqX=CB9gzmX<^r*g z(O=JuQPkt{d*fAXTQ@c%#@Q*_uQ&kgt7#^ow(&fjrnUQd35_@@F*0y+7-zbB7g5xG z1?3X1nD%(3g z$)HzWpjJx(g$zTnNcDJhE0^P9JzwqT009iJ7mUlxIu}7Gv7_F*%a!Jj3wb<6~gOdIOrqxwN9QVU-vJt7dM5a9RfrA@W~D;y^&;JgrR1Cx`WU>JQ4zG!g3~ zpFC*H@T^-ZLR>rRHas7y?2!rb8M<{8{0y6Zuia9u0VXYo&JyXt6$v7-0T;#FqitCK zp*)ZMQ<(X&JYkKciR6!C^jLhlsBemLUHbvpRv`I1HBTQoB3Eij?d6)*EW-JEPJ^zs z1e|opWx`;W2L_Ob8Mn;ZhA$ouT|NT-jICVyoD|isN4b54R91eQ%Zu?G{?}ywi9h3uch$0Bn>w^ z(Z8?zTkrS~okDQyGveOum!?CU{)j0k{ECZlQ_2Tf=5HKY zi9RE3t~+pxPaZ$ML0fc(5VGjzwl?&>>}Pa{1_!Pq!Gc@hEUj~#hqo04vDt6ncDbVm z?9@WF-jCZi`3?43S-FD4?S>G_wGT15@t z<-STH=E$efU&9x;O0Lq)ZtK3LgdjguCI8#5K0Rj3Xdvxtkk2{gDVmC6^$@JMztEBAjgX{K@qL<(My? za|?w%*tVOIL0?&XO4uM@2C!o?tF*0?vpxv$FtC1`2dBRy+(%RGEjl~LrE4ELvr`Ax zCt4Y#%ziInl1UC9PK!VKAX1^`!`eM;A(VtvEU#NFapu7NA`lE$Z2}}99mu4a>)9SQ-lSb4;=YNzrqmm7H+mq$fz%YO z1QJ?=9SG={3=j(CfIfrl;t@RN(lqgS=vZ+q&}v@LBUj|`{Vs5LSUA}Fud-usJo|LK zvorVC!2#_6QIVD93q^$kKOOjb$TRgE@(?-Sq{e%G;RYFK+Cga~3L502Pwq}$AX`wM zAFOv!%j`iw+=nka5EXwoRK6ui2e!YkrI4*?A^AEOuR^(<4$A48cVD~R9xKI)yypf7 zFhp1iyn3hzjqT*$zGVkgrm3?Nk=!C!p|bM8bWO{^c9)QYW*M1)v-zz+B4f|YyIc;ir)bP3Ia6+c)7r(nTM#D0oDX42>TRP66uOodwV;tEKkZ`aLW9p0~j|+*~ZaEcW)1t0@=)yT`Ve(-<-Wb8`11lE9hq~j5%HjF8-+PI+Hw(tYSgN*yUp1M81eN%XejL*0foD)m*+-!H^08t5vT$D!}wge?We zzH0LlC{twZuE1yqqF0(+OoB`hs2sqr!U!fFV$cHV9@w}TDqNy~1r`_}pu>oyxL;j9 zCYH;!H4vtV7#{FLp$wJxyUk-y8ylo=-R@fN?&>$jOe5h#T8cE65&u7&`@4b`f8`Sh^;C{*2-Q20gENZ_1o& z*$7nPis}=r`?2t-tXt!@?BU6tl``jd9Pjr(qTSYh@%2H7$LZP)c`CODzt0eJqW=Mu z@+jaNXs|!=nir8AAfm6C_scZSA8lTM`0LA?s6!BS0EKq&zqGW$`LWq|=*}cAl{IhU zM&_rY;0?c_@v6XoFZP3#aW;kKvyF{7n_NS^=zB4y7?FfDFlb0~z>bHsYh`mY$xs_! z3)m06`ssrMvnu=P76}Cfb^}}l#LM3->pvW_D#Y`Cr6r-Ev9Qwx@)0=7jqKa)cd!+6 zfknsqI_R%Jq`fjycnbiV$Het_h#Bs0RQq{_v|h9gj&;9S_rnFS>l<+X{%1PbCq!*? z{k_=xr_X#sXPTLKLUd`gz29Ic{QSK95BvNOO;xieUs~yL4-E}Xz$R_wL%kY!TLEMU zTkac$6R>#!Z3b4a$Ua_5&m(H6wZ4ctzaEjdu&=e876L*(Oo6WbiGSqC<;0R{eXhtY z_sHepqqwS$ZmxG&Q}c7-#Y5tu+=^d%@8Q+W>5wgO>Q~rM)l9s;6(W*MEcZpBKdiSu z1P5j=mW3``fTWQTBSh0Ld`g|g85xXV#AD$~1Ij_rX72*49=3xZu+S=>bxQ!nj1s`d z$m@dnwmMo&hXRC1hzhib%eV{R-+*dE$EXc1-DyfVH~3~K6YuJ_&x7-IiF1syyVf~B zkc`*`2{GVL2*R0ww6V8Vu-}MZo!fa9mHi*&FE^S7EFM8tvj6}KVkwNc?10<^ycWcu zyz>m~?ACpUL|(}E(xJx+)>Me4cpZo*tKa!%Mvh-I9m!wkJ`W_C*eS-!R!1^5pXsrC zsL<#sdA|u9PjH@9P>$9E*M?tVPffB1SCLlmd-&QHX$1rvT;oVjW{i7&*RF|Va)=SR zghH{TB&M0|gXB8~bP#C)h23;uQzC*8TtbjCS|gJ~^jqaf(31?~8-5rQpb3qZDvhWJ zza0XeGT@}~J_J|^rct(h~=O);SB`wA%(VXTppFu-1B z7iz_Q_*z_BLwxBnS=HHCzFG^uIiXoax$WbKS2TAkt4Nw|7}#7=mHOpE^@ywm>_t4F zKJTyEMBFYBq^Yoc<`pQQj&L7qBT)WR`eYh5cr-Y3WOo@XVB&kW(5oNtpcqU z(dHl~Q&4u?Jab1cy}`=w-C&Kh*j0O|KCMp3ID8N=eTEdik!CRP$?yMAf~@Qmspi1n zC#C1teZZvP^aKg`=_p+$V?1&?Ru5zcpZgGLikvt8BUG}TrT)D@Kpy6%4WS)vD4P-d zNYskOmgFm{Wg@yM=WBt72!eC7QQ;eLLoM))=mVmrr7yd|p-f1K3jA0~YhfuI5oDfE zh^pv3pt`2Gg=DxDxqG74F8&Dlh7?H$p%L^7Or{W%+6R+lk0n6(!X39kCVLwFj!cnV zWi&zVu$YJ`z*wlY)44485w_AFNNyl-F#>}XQEP!f%$|EV?7`6m?jQLaTh42|2y7zd z82zQeW|{s}sN%&C08vtLuzy>_Qy_s7On)cVqZiaocs7y>i{w_5iI_t32~S2m#(2#6 ztnbC8DPb##Kr*Hex+}!Dz1H%st(^%?vknTm)$9L~Y)d!m1D9KjDX4 zKw2Mw@d<_*Bz{SZQa}BFuT=$I+?8r)`WJPc7vRi6#TmH2m-Zh#VE_*BC*93_S)}~Q zhOq4kK9geLyl7z4SoZ^-<#WK2Hz&)N5ff2pvcPH}TP|!)qP~#Unc;Z}(VVD!d5OU7 z@V~!)TDZ)}#zH~reD^biZm{rCohrXk9ubDuFFky?wpj*L9UIfAdz&bkz`06$N9v50 z!z^nvD>)^zgbGwv9&A83Xo86r6f=;&j~zFrprAa^G>kdU>FntK4zDRpym9=KSJ;)* zb@~8L9ZWAso{nfD8pg&noPCtVbS4Tp0Nqcs$9|3d;qKE~RQ}ry{PO>vA_&MGa7*)> zn--zk{!<#CB60@)-Tdj|O2!?}7e{%S9{(m=EPN1l6|+M5Lp(H_giK#p97JpYv8iCn4{vI8RS^Eue>tvmVhbBQ_i_>iU2$- z326#@ZD85ao62@P^*oV#d^4OVZ38;geQzJYER2Revl_zvQr*o*$8_Sl(^MAmvAVTJ zdVar^$f4r3A&F$<2S>2UeBJ!EZX8t#ssm;n>I0%74INH-KI%Ix=%jKjBBCx?cB5wEwcg>k|e+3^| zKgDm~3yVn0B(F0&lbaH5aK$%6zPkujl@qA<*P%wI|x@QGpQT$cXsXxZS zwn#5Zj({?&SpjZVt@V3?=oPCROq)#gL&r7lS1Okw;-!j7Vm;%xs6^3*w^YiP`90Y! zfT?le{wuLvlJqm9hq2laJ=d+qLgEuu@SLNUG9cqc{ceBxnwvCn%1WISSkQpqt6SMl|K&S&Cr!H@k0@+Vw92wsKc zs|bIXGI=?CYk6)-)}gj#ag93#wc_0)EfFc2lHSkHTUBGlsfjrnd$u1gqo`>;>@Ip< zEqslSHU5nKO8jY6UQzNSURf1sx5Gzftc+_V1y$@k9@t8EDo!Q!A30noW_nb+p^;** z0~DAyNqz8q7yuo`;RfM4wFq%1@iK;hSDylf^)DuOrY}l1*Q@K>b~CMCUv`hiI8I;i zePot~0nUf%g0L|Es#z6tSjC`FsTj-_ul=okHnEi-t%m$WVO`mvvjD!-ba-Cg@IEw;9|r%So^#1HK=ykJ@Xk7K24RR@559F%@X z7bzFqHYDIwZoAqq%2O{jF*U<_=cYZsOx9Bzy#43{+O-E>JJLfIGioX0Pbq}xB(?II z1`3?Pq)FqFn^8JnGz04rn?r1^gkQ-wV1Wi(iQ_4n#!XEV{2UFEmu#OxR z{-vv~2oyYK!`(R7)v*$jEj;SxD7hiKTqfyO54_g_ZT?+Nz&zZbx-{F*u#Np5-no`y2EhOFP z67riO4B@cu-AOz<40&FrHgejcfnQ@1Aarb9xJ5J~c5Il(+sR6)3fg##TXjrKH=}EE zipt;X*51s?3`qIGLn^rh{^G`A->*p0Hrn3^P(1d;-_Bj{miBheoa*J=a`aff@?Ml1 z3a>1(nzsAFj&4B@ zWY5|tx#N*wA=lkg;4LRS?31^7{e80Drklfiw|pV(r%KAC2shrX*LtVe`E1cuGNs#Y z?e7}@e>@jG$75H*)Veu$VhP>QF=G}`dzd668DNd^jXry1UhvnLh@uF| zEz*bwh^g_`c37hob<3kK-(&u9b$f2eRgq8g_*Dp*#aj^O^ATb?t?Zaz_LvFNil7aD zz3$}VbY=*y37JsshZIj2{4KLSQuR$h<)geQITZ%u(*1FB?VBx+wfz8+0`=S2dVh8v zc97%Si7Pv0yFl-|m13^0U77Y4D>jbcO;+x@g&s<;$9dB725Qpm^HF}+90IzCgabwm zF3HW`+UYz~{Pf3*1;Y(6(ZlGFM*tf10J9dhlA{qFL2K55RoAB66?;Kb<6D-hSVtEu zo8{qwng@%xj+Tq5=7hfwu4xEREpUu&y&x?cY%7bHqr^k6>m4s0`#Es~F;U$^cE3Nb z)X`qA?%wrb7G~c(x&0v5ZdP|9s(wIx{q#7ubN`C0;MhVpytpX~6b=OARZmr|bFgc2Z%_QR-mRBk|?wMhr^=43bK5cMIH)%*#d`bKe+G<0mkQ zEY-=Nq6}f}ZtN!uH`H%`=b*iR|FqZrK1>b-e(7hYOw)DwS?MtAX5W}kKN`HB4Jj{dO% znqr;AofH~whepsU@3<{(%4Z-{O}oH(v*3Vm$gz?B-Vkv!27`qYs>Sph&#!D0cusZd zUF`*xzMhubOK?U9-Q}VF60v{)oqBDS`l%N2l-6{Lg4j&DV)h-^yV1Gs*I}YA{K&wq zV6QAu&{2;%a+i$M1Zw*8k^%9+k;Rl(_sW_JlxZOPHYzA3PUXhB;9e};ZHx>JZy1h{ zxG%B!8<%C+cJxpBurNh<`;Bj zI&-d^c^0@jHT&+CQEzcl(w1oIi6muFI`IryUyf%N$zc)EcNBFTH+btc^_^mHUR2{} zn%_E7b*93g*@(lqCI0K;VW~`E7RKxQnCIr?ns^Utysk%|dkX1%@n&FroU67Z=_dkf zR~;_);Lj2EKe{|LxfA2Xw0MV$%KZ+^JS*GI)&lXj^Ze%u3C>ZKd>h7ZOGho+AV&_ah(xKH=<+Y=| zu7n9gc~ip#B@8v?BN5u#5o#^ZOJUR(gh(RD1coM=I?B9Lekk^9)XBgYnW=myv1z&X zH}xX|;o!hk%}gn;dh6X9rMuw=e#PLD@?h482nYF(LxtKQ>)M2ABp=>95|4@hU-_88|WXxK@;O@zy0*z{B zgO0ao0uF1ca7)t0%$ z%4Lujrvz8R?gJ_RZ3c!yaX6Lh>y|TEhMz*MqFJJk3dfWzfoCeTq#icCzW(d2*HxYJ zsJ3W6fg3B}=XYvRsSZ>|GxylpSgEX`5LCIAavV21{S2WK*f)k(<6K7#fign18^;ru%y zGP0;;zQMskM4DWu2+Cw|)dt71z~8P*Pn_n(sX4bLz>RVLi;{kubBs~6seZ31{oXUM z=2nkR4t-RM)xUj$x!;HpYkt%xl!(UG+53cTPcwS{8l2|xW#kZ$`2KIka^Nt6l&fGI z_p#~^aI1h!r4_OX4v{~Bz0&vfrfMe-9SL^gzGZh~aP@}c?7*u-^HV)HnLEANMr?t- zZNf|*1Rl07l=+tz5%R9{b?D#KZzcz;D=RC1Cy=l+et=pN1;94Ktw304;BEVVw6)+X zDXXuq|78?0?*D%%hZpd!vSJr0j%XfANJmM}qz72xpG}pM!kIt_e-lcbS6md|38bea zktfbd4oypO5x(WRp;`5UC)MY8Kqw83Ww7@N0|IOnOfh-@p&qgKKunRr+XLEDi0Loz zIIhisE+6qBfRcatJwBXNl$exc_m-am@90dr(hd`)>VqrSwV~Rk#@`V-$-c~70O)DQ zxr)t)HnbjFPhH)b;*no}jhopeb_@U4vc@N2Pw@Kn2L`Gw9JC1asyLk6fE+Uer|!U^ zWXNfB;B3_Z5z2B#1oj8aST@`SJ_#;eCo zlC+dt8|@t&6oH(%0+iR?{ryF7v@-;!D6qvtMQoxM=H?oJxB&A7F+W3Grl_P{v4ra| zN^j)-@cex9-}1}!eZj>`iR*0A_$QQJwH1T(w|1NY3cxtdlNTUyM7%1HFUNotj!dS8 zt+=%hlgmh@N-vxKgR@~qZ)jfsHsQnPhJ_5ol03#ga4Wh51)kBgWbQ7{4J@#FDT#qBr7@JF#4unJ?xS}u$V{TGKdUezC#z9 zlRLiuTZzRUf1hXbr!+)AL;k-T_G&8XU#u7T!}ucS|I>q1pOwm@683oC`geE1@QHyq zZV+5M)V4qWrxW^?B5Rj3LrY3>ew+!VUn-6aidr4{5jimRHTX4#J&MZqNuoM2Bh%H^LsQFhP)@)c3q z%8I@9m6U_)@-dN<1g!ZI9=OQ2rof@Aq`&;1QRUzxIUxB;J(e(`D)@j5PYE0H33T_I z&O48Wt_l$Ws1Sr67dm?aP{0UOD?xo;atl6_7aL)1Mh^O(OFyJ=l^Q1(ZZkWNi)w! zN9)lMiI6n5Fzow`Le;3m#U6p76Hhha2ke?ZAV&L1e~)&g7TK*xh2bXByfri3=Lx;j zOaHNi-p{4@>eA(`gI;C{RiWudS_MQa;={j0f89{KrQgu_13iK+)ne%CT{@JSLw^LI zute^HW2W!zwQED8Ld5X6dR28einP`?SZ^<2;rK8=fV37AtT%NV&F|qgR5{HpZ~&;5 z77N5d5bYU_zVp)}D~O%z?Kf|OOoaki6`;4+fa2!@=fo$^?%I_wE$QR+93N)o|6Qou zcGt_-4HHXR;2ZYQMV5n}UC(Qc)5+Eam~{Lk%phtcIWc zpW}*<&%;#tNaPr1*2AdMJ|u)kkK5Xa`qv%Hl5BpBe(W%PWY@9HLw z$!N$Omy%AL-WfDq?-IYCoU_DS_=x1Ty9jz}r>cYNBGzZ(d@}*#fuiKO>Z1}9RwE+JJ6ANVGtfrj{c) zr5RyRa-r=fhL#}aMZ0ZIqcm>Np}MT682s_qMagfKoqP~(dVNAqd4*rdz#f6z;TTtZ zP-2CRmmSXX)2^qC^r8|vCXAm=WEuMIeP;clmb0N02j8&m2^m=!{NLn`7Kq>2z0oBu znB0s9inUdhh-@mcmP+*H|L}gi9RJxE>rEXh+Os>h=;A!5y|r8K>&AE1U#P`Dg}*i7 zhAlbOAwf7j<28%f(6gP|LLnn>Y5X8x?GJ{7TVVWorMgGo4{LL>W@_I?P~-#!R#?n9rt? zrfi(-+otD2sw0G>rr8!37YvV2(pA#N$;twoMhWb8CL}`i#1%gYravvB`9ssnqwpnF z`!&CO+?{9|-6zGEwePCh2b;56zWv_28U2{ua5BnbBY38BW~EksRxs&EZGvQtETBF? z9Mux_r23R(h4v{%4DMs%7^08Lr92=B&K_-;Fx&aXsU@vy`*MuH4pU-KI`vE#L-=?_ zeC?Yh-Mbw&hq+Bdxw#!lf$AGx@ucr7KwHkB zA7h~K_D+2`D*x;0+}NREVz9W}Cl>UGS3iv&z!YrGh_&XgSp2>8vAne0fpUS;E1_{S zWHdy^-{7Lla5k#K!M#Oh2(hN>#tiyFOU1!Qz%ilP$?9iEbuH8W?HvXwj0Ir z{NghHY|zv2nmat#Xd%b0IfY-}`nh}Jf#T3Xu1t!ve#jXZ>mU8v>=M2oicik3ul)9I z?XlxgmgC2X6M?h2-%FX70?r23Ttsoy?Z2BlU&>ZB|IX-yr%HPy4I`v#TWEA)c55nn zYq%=isSjQM=MilkN1e#?MO50HU6dCQ#e3W1?x$x5vx#y7Z2@*{wihnuFLD&J^O9C5 z2Esnn9U{(5dzIJ2taN6*c-H4uX3Ymw%A!VYm~oy8u~T4}*_7;Ky*?(c_`9_IvXnA} zQ)zTvJcmQ4CUuqT@Gc8xV#bpc0fcP~_FKM1Gz-Op?q5Y-3AVQ`iG=bAP~^<3cu$a- zt5i!`teuQB&UPoO8s?RKzjt3WtlKPM{JSwpn-%r4x1QwaRM6daLQV-s#g=py&o znTY0*(7+E{?RX5{2y;UNI@H6|Rl^de2L&$pw0h}1)XM5QV?_jB(~csld2x32<9LC| zp3Q7)Z&ZY+Pp`*^cFZ1fZu(^8&u!ojPcBbw&%apdYuN;j=>}^{>`z$28-7!bS#k*i zB<`(M#R1Y}v^l3Jx{A6lWow!P+6n3Az?_-^w?(_<*P+Rv2em3jT{5kro_(oE` zW0u`;kI#pXGl!-m2{$|I^3TRx9r&Hok8MScDirpX&32kQ$FDni3-^35Ez5Xj)zIFE zQ|nC|G49ja@F{ER>?&g{8 za&6y#8uE#xQ-8(9!Fprkhbu<5dfuoN7Yad_C%XHRIO=!RtC3aI5Jil@XNa!-@z?uo zCbuIP1WBAeF^qvGi=s(ouTzkMaOh zR{*7zsTGy#+muUH^M^1ackI|EuHybyoeT(m=Sg}bjQ%+?tU37L);q!X^9DO5>X|pC z;DtUKCHTtuf$l8r*k)yd-fPO6Le-S0w&_Dmo-z*|Io+Em8!Z#6Nrv*$`2|eJC!0&J z79PJ@xNJ(L+pBrf6o5}jBNnenpM-n(9v9Wa6lIE^cBDR?KwG(-5UB4oYFlZcja^^X zYFfSBv9?)H#hn(h%=fT9+tQdEdit8?wo^5<=$LCi^`PCBNcv)J&GB*yb+mV?G9oCg z0jj{m53bh_el$-HvIOA$P|-k6e{gmtp`#0h6O2aYNw0&e2~WI?JWm=*2!Rk@2mxcp z?A&(g^~%rIs7Z>10kkw9NLxIO47p>%87d-4CE{85+W1@(&vXBb#Og0U89J&Ve`fkD zk%q>4KzMFx#bZVy`*Ov8#eS_yqPS^TCNwa8rpo?7PMeTWPTT+Qy3a*{t49+zJ-n1} z#2R<48cVLdUxzhh+0ce*6<0Xj@f({tIlP#N__%<;^y^@9S0PljP~i0E*C9hj!jL9) z-g`AeDeoJ|2Ap`HyoSK!dFJewk47J7inzGX`U84p1BNr7qua|e>|aIjJblU+{@H|4tmUbs z)*YPOC*eHYGK&0RiC@fgp2_os$41LY#@|R^{d0B0Uh%%bsb%Y2EqPK?lCT(a0IgjW z-JgSp@+`yc@9i2bFMkSVStPW!Rg2$g=JEOO_&@j{jxFKsUkrW^%O9dmqvx(@-5*sp zqqny8#;WtGd^AKre^$PDxlH zBM0m1r?S0_4+On$u{^QNFd~WxZwxkKuwkKO%rXs+H@MBzBn3y@n1Av=QDqnnAE^8i zDewgQV-Vg=9nfrhayj%FlWsmy-6fylt;SZP<@Aik1b|s0$zU`Mki*HhwM#;i`0% z1w=5*Bt4}(=67NCFaF+WNfGkSQA<_-@->!>=T0fkqx(@5IKsKZ7?@Y6`=4?xmi`cc z(JYu~tpECt2VK1`uc-XP&8=jV>re7TW0wiMx3(qoO>M2n-`Qd$YUbYwnJ&ew8M!q? zuT|rvKj=&3{ABuShuyke-Ag^Yd?Ju+=#LMJ9wVI=w0l!_ z{*RqGZzLp!MI9KAMgAoFCOXvIGCAxK6Nt+BLb~Q9o@SNxI5$* z%}a$!bGy*@cmMRW=8%OBy9b@I&iZ=ypr*I~D$3C*sICY(Bp`1r}NZ{KBj87=MlV4;uY>`@fr9@gq^xxqC5t_*@#?8p@g)o zRDH6OB zy7etjBq?WUJ}8j>7;}3y%l?PXcx(Lrn=zuVo+k$<)NPQEVB25MfGPTfmqG%c&O*9= zbk$x!aLqQdf-?BSxlXD?$&1tpE@PuS3z|jc;O0yU|7U7)nu{vK7P~BzBd)M~`OCAZ zlt_mLUZl(1^X$U9TZ^t+WbU666Uaa|mGmtyCuz6ygCnXghw70HQ$y!tS&BdqAU>p- z6&l(tj99;vx4Sc{Tzn&nx}~K#aHFm&fhJ72BGEqX;{Mq6nPJFB_c!~o%z z2{;U#wlZlmY!c@XH&gMW(7DrZ@$ev-2ge$;UlV`d=v;kS#`BE#gBK>*t#fy0Ct5n= z_Z%+g$6aDFzi^G{afGj3Ga|uzjq0D`Ya8%N=V4%lQa&g14~P6CQL8csGtm(Sj5qTd z>zEvB*HoFYDHNLO{IB^u{7Ec%B*Pui)dkMjBJICQFtOu&D(jMaUGD6&N36#=bKCva z<^02>XG?`8IDEQJ5yp)c$Red@HvOb&lkVrF_{Vd;){EiN;3c+i3{pSD>n}a)J}^&v zI~rk`Wv(~!5EpFry6Gyg6j*8qF2-lO<)rdx&$nG!FgkQ5dv#xN#TyiV_?3hIU5MV4 zAaeQE1%~@Ur;7Mh->NC?Z(-|zFci0PinUAZBgeaRgBoX}7x8mcQvI(OQQv+ns$~y5 z@WEcV{kB<}s=NaGmZJ84kQV!Kcs67buhn58rJD88cPPphL_}&}$@D9R8&Wg22%sJN_Y)MD$Pgz4wiwZ~46Ixi zC|P`X$C3XD3#~nkkxswR19Gc7jbRNtOY?Xe0z}!reNF0{hJD{VjaIuDzS3f_Iov_%X*&}6V*;Vs8ZSJ5{ePnj;~=A*e?gHRs! z_hT&;iKXizXj>-~Gx2y>bq_4t>{==F{eog~+R+s+sJCnlKg3;(w<^ERob}#nLc_xx zV%w%*v%pKX`E%n(zB{2q)aS8Tfy;OCm<*SMjQCuC?u%4SQ?yraIZy}=YAjO(#W$)j zSt^8mz+gP!T9~aIi|sp=^6al4IKRcpjeCOjJyS_a`c23;c6ZAB>n}=wkKMFCd{p1i z>?ie2$n^dLS9Wh90^Di$e)62cpjSfbByEgXT<=UR**gLZn=PqkJB5^RZJM7OB zB6v}eyPs4`mo4Mn{2GhptD;bgkc_{>0295JB~9AO2z|KEQ|+e_0Y8+*x^qXgJHuV& z1pbJ%{)!C4Tj83^kYI9VJK8JXbT`zz{MImQTwI|$HM8t^nLg>R&!2pi;w9uxV_94+ zGf2-TeM)Ulv()*MQ&X)ZK%phUOUzW!h<|dGax!9Ox3=A{_dh1qkMDfHzI;`~K%3nn zV`H&PILJ*i{m|`qyLW3iLqzW3Fs2q~s{?Htr|)I>QqIzT)u-!@Mr;Lc1gy9ze<+3` z8*tb*`z(UO-a6be6yf;g8Ei%2E#q=m{@gP3$@XUnhj#ijQD3SD=B<%zP41QjNpHlq zc+OT7WBG|A2?oVJ7KsbF7E}>Tk~ij=28lTbEBiK1gZ;MGdYQYATD>>Ni>4$wuj8mK zz9-KU*mpWb8x{KQW!!Uh*8@(DuE&oZOjdicZ~AR$VyBlRHC6m2wN5Xso@57`*iXFX zkgF)@9(~Y|nV`>{$(*0NZ2i&q5t${7zM$6c`KOt_X|jaUc~jJd1;Xq4$*+As!r%v8 z`r=3ZSal~d-e8aWJF(yCk++LQLe((x zHQJ|3~@wwZw1p}*$6CsWzl7}=&TpJ6&tcg=-(Q^J{n z?Mm&cBWinVe_m*QcfL_IU=vF-HGIY4Hgas5n!K(&+6bte==!C3L3n>G(VZiH^&aN& zi>6)wiy;5Z2+W6VVnj(^qsxZl1DWzGw>}zQyeTm~C2Z4X2r9Ex@ulLkTE8;kePnt* z7JFRGQbU{GJ2xRtg|niQ%x{qw%abdDeKk$^oa+r+v%{%@-jVyQ{kx90(8bSAe!BI( zH@`kROP;{!L7u`_@43gee>!OGjhtSQqcUTl?|9elHAk|YlIDwcX=ky8B%ST&sw&q!GpPR7VDFgx~ik3%l=kPDCqQEzQ@>HIIjd?&yifVYjVjFTob| zgVYL#(be}20oG9*FUccfUu%U4KG^9VW#=enyAbHCl2+l4tNjS9`6l8Rv;8ObjKcT} zx9oJLr@J~IFZTiuMZ6Jvw*aHfFUl8R+Sxi6D;;{j&aYsiq!lP3GbYPO9!Dp5&cB1O zq5cXjVdk3EBjUHgK9>;&J4tFTO;+kiwSg=H4@a)x=GOt#xYIDq%ejD20 z`bz3m=?mrWf3~-yZ{y5iybiWXNy-$~EHOmwJmw@UP!r}hW;`aSh@tm?BuPEp!i3Yh z`o6|(PtN=oXKrf8X68(>%JT57t&7Ov5xbJ9Y3ux!MN#L7(kuztpa_ml20w=hzmmA% zglWl)Zu###@2HZVCOqkx7?!Wt(z=~=bdyGK=H{tAT|Tb*?vayKY3@4}ePs-eb;%5-^zHeqok@O(mam0~*qSi0;$VE!cRV~8JNmyGrU2uffx5)mb zE;-*JUqww(idd8W&`|IOZ#eRgqJ-8GU(5=IDF;wl;lulQMe|i^vS+hYjirSgt4_b? zkD%vaQFnZtO;VeU^sMm8Z0Z$8%jjG4PW`j9C-^hQ5j|tGTi=r{st7Wj=jQ%?ntYPJ zJr~;+99Dm?Ykk!FjNVEI`>JMp2n&`>d}B@ssX7_=?xMeEM*zw6z#H89c9$AWLyO?q z*?S7a4cGg$W**A2*aq6h)w_yaiS2DS9QB)}$KBV*L_)jf+j}y^4S!N2)4peYVIZTG zH4kF3lg(deF3io&8ECp3pxO%^p34(HlbSO%ER79f37|5k2&KbFqTYYx-fB&Uap8J; z>{7Cfe$&1FB*Ta>$RW*_5r4j8iH$Pi!JkOJbIareYG^V5o9lF z*>*w~3|GM6!8fHhjNXHP9{=*_|+3Cu6B(sqY**MjN!v{l!M7wg289 z>Nme6mlDM$Bdbd4oR`fmtA=Z8P9JjwQg%C+Uv`XX=)J)UfbC&dCy1)OqKIggOb8!` zUG6wxV|J%~=Go4$eVeuzb;Jep9p|q$R%`}R8`I|w16?M;&o1aL$6r%1N=^9NX!(89_OsRS`%Wp&78H+Ftk<^8|K}qp0)NrGaI~BW zw8WSa}=cHR417{?K@m&f|E4!UzQb0RKt2aCUfu!|{J?Ra;ey@Y zMTRby7B}iIt#2iFSH)u|xOCw>3KG3jVq$N|ebREt`AaadDP(|VgL%3!a9xj)hbdxL zr-%paro9Fyl>2vS!tUhJ?#{Q<8poy}9;r<~h%W|Z;VW2QirB3&<`^a$8`|t0JayiqNF*YwJPqqFwABTk;EQDv7X{A`{ ztGt{Qk1NDt6L_xGc|Cb~*ZoRGeU#{~uoxw~LkyL|`dM^It&#A!?>AVv_z#a`w~Vrk z!sEi*`GZ?}y~kDw6!rtKXNc6;_VBN%7ZspMeJrH;edyBq5+H}l~Ek7C!f z5aGv=-l)dfCO4^9-_zrYw0J)4To+$oO;uF?{f>%_icX7VPg@$c;>h2FSjhCb(% zPN)A{TW(h)Aoj3jzu?Oy_npD^*%zl#r!LV~lqfy%>y=ijuVX0irNdEvNTLf9EJf5N zbBVkcNLQA=&+4EWao3YfvLQ#8rs6PwcSc+9SFzYw>oTE?O3CZ^p8ljt_qmHH@f|nV zK-xva<$A)XZ3&jGbN&*!kMEJ++|v4W5i{ExTx;2EZk}|(WEZ-$w=&U&`q)+T4$Z+X zX(`p44WT@i`P$n3cgJV-#JQ$@Z03yV%EboHvlY)z6WqV$ZuPeEKFfM@y3=FoZ>v#R zWs2oUz1C=_7sPb@%Tyz+d?AOX<);~sm-$wK3EMMMv33%{D_`#Yn3}(bS|+-pYZ)iH z)4b##Lq>;v^+KuSR7w6`5BS4W{Ep4uV);$`TH-KkwmMN-;X7MNx{)ohClYb+;`T`l zLk(ck2CZ{*aMjPTCFrL1sr}-q?A;07zHH>=xWZ_P@Qs*zD_Yhy8|Bu9eiiQ@LTIJt z?lxoffKV?%!eIQcphLL1%{ls8TP=0B($m8CceSU4$7`I$F7Hiq2_L7&*>k70?#$qG zV)Bt4uah=uI|a`r)YfYJxWF#g8;^r*UGeV)iF2??Gy?wso?Q@25d}_!P#a)s& z3&%S5yn0br<`RAtzDN|&+jop4flve*4qBza(BkLtZOiGk^Tm*SS$L-TI%4hl{(XyYCzpO^cI- zk}an~&MIfJ7YA=`lZn;aSdH+?-@z}HX)2&RRu9BU&}=ffZ@_b_^M+8N$?Xl3+ZH!( zzcsnNc~hPWen8Q!!Lt*G#r2N210}p7*)2vtjnE>pQq5Xj7w=0%5c7|&FCFhSej$u4 zcliG*I}>Oq`!#?|yDf@|Y#%bROj-=GW|@z%hsvIzBp(Wy3fUU@vLub2?2N`X*|*}e zmaL&Ek+P(0St4V-&)dD{+tLG;{?&x#`;#?-u~Q4;tg_{WZGG?`lG*enQ*M{NIbDo8fe^M|VYzgdAxT=RkL^ zCLWsXRb9|uX^t`&+h|?7i8E;&rSqr_>uz*u_cgf4^X)g&Qi;TqbFU>B3j8ef=y<@L zE)BD{|LWKn`Jq|sv)1DwMG<4e-pj{24W3_8r{wIkmJS`zRt}AYr#d2s^sE4?gI#uL zfqoU6%q;z0k$-N7%k*Z|bYwMV*iPNaPz>`CZ{@d3(81o3(dK7cmZCMVH(4%7p7+6M z;L1+k9s*PRttx@EIme5PqK1;&>-j5bM9KQGGZ-T!MP<%wkw+VkXpqF2DJ`$!M%}n; z!{>b;^Ig6htdP5zhkq~+%UXdVjk&VBGh)YSTB4g_P3mdJ@I^0+vg;oue@f=`me1i) zBe%SCw-%zmU%$qT(zF>(U5!#3pTS%SxQ21x+(2i#@7MFNTN0F)Wmi12Cmi2Iz>d+9 zXx1I?3ef`WKZ)VbI$h)mrMy^ARB5zpvcVA_N6`ZRyjM$%$iW_;OHH06H9_O&X;z@w zxo!Ad*7;21*dGUi&YBjciBFz#!AvWDp(-y0O%_r-`lk3V6d!AJm2JE%tI@ZS(8*GY zC!CyiMyq=da5lN@BKPHsV30+c|A3QAyPcEaz^NRV1{pvB1V^ zcTuoeYB9Yn+D@HJpR1$3Do=;!TrcBo->xyN;`6rOhjgNA1BY|=&I5*(TJgEaD}96O z>zvU>{kO5pXC3#!|A0wV+2vjqjM2}+=WM(^55g5UWiNMPFSn1xw=7_lB#Mf1u>CAj z5lg_4L1eSk2o32 zMH}o$aCM4lA+76jO-Kcc#R~P*ImbyE#7UhP$V!~@uhQwYroR@F$Zl4$ z#vNwKs`%bfu7xJw-_Je`#RK8tbyczjrc$)J&kL_AOg~YVOef^yv}slvCb0F-OFvDYa;mqx&Ds31-o(4O;X2AN}}Hh;|o<(QCV)NJ-7T zmfebbbcDXPg=&J124M3x-|3NyeA(Aua>mU`sY2Q7;Fsm;{H42OfE+(M*=Vfy%CvrTAX2f*K=bJbpmO^BoBQNeIDqI%=)S!$7?YI66kdJd}+Q<=-ncmXrr2wKW zDJfz80A5c^OUrTa_MABN>jc83UFponB_;p*{*#=Lz+0wz@?$?!lWBA5mk148<9Ai9H7{~8sDoBR`rR=&dxSVMOX@; zw3}%dYj4+k)7J<5$7~qUVXU185uQ3^>o*>Q5Zk`oN=xve;=jDFdi?9%fu>T;(IlgH z=s@}8NMIk(JSX(P!niB2Xu80r`Y~_^=3^$`%@SvbzMniC58Z&ac3Gb~yp5HT2B00ToqcF>buf5QOqCN~Q8rpQ)V&an1nZ&>M5DpeGN ziEM1t1PIT+4=aZo-Z>^F#w7IMDZ&$`kDjkF0?Nb)N}7LCW~L};i(f)3um78dM}6?8 zIq;#|jUQ{N4tw}8?!c=H2JIAY^5V7U*{(?!tKM#4Av8EY{k2zE#f@ByL_u@TG1tj| z#M?#CedymGcAu=Q-*oFaE7i^;<|KOMFl#Uj~+b=h2AXy(lxePvb0eF)W#^#lq5t%c2N58 z&`bNCM$odaHw{Bh4=`dWMiLNj&|oV;;tD-bKhkYxtcpWm0>Aj+%1ji3_V6! z3e;Sm@)*^IN^D46aM~(52bi^I78FDPj_;tLpdlbKz~-(nFff3*&68OOc~@pRO)s7- zr`tI;1n$uI09IxK!u|UQE^z?uH38GFdZCqHi~GuLNm<#e;E%K@yr8x|bDB6e^eS!Z zhXgp2nA_^+8(9&DcSo{9)XO~=NsyvLLy;cqYOl#funsPQ0`6BMc_XXr zy!!T%dXQtbpOq2B1ZWZ=mpjf(Y~{wZ0F06W^I-|_T*T4@UEPR-9^<_~6Jw@Xrg1!8 ze|hG;S)s)sX{>k0|RqC(0y1oDcdM`{DIX4DpWW)h<2rymA-7vUt0fi<%7#bQv zMOl_%2=yqMvoE69M8G3Za&A0$(cGNW=_CgDS7%=k`{Hmo3^!pFQ1QZu4jIg82r~g# zlc|8QbSQm~a9q>b!0&Uf3$lhUN_B_wlwwKIjPf3>hOTE{<#0fkZNF$TS2+ofy~@0XV`N-V)s6 zK!6L61f7Kp3Xu^N7gJy*_*w@Lh{wRPN=k3i1u8Vq#MlSl0=kHWg@uXv%8k)HSIM-v zh5SpKVMtei_4VhmK$q}p6TCH#s3}9$H+DQ)yk?kWih@AlK74rZ>`#VYOl&Ov&Vy1U zTO`3(bp^`r0h=d&gJ0?9F*Ax0`-W?|l_iMEKc&>wslW%l?C4-4jDIFTwv10q>~{O` z+*bjVoO=*s{ZVo8-Lb~!&+}AQSDUI~(km)ZWXV;>5m))FX{FyL`jX^wWIzS_G%wE{ zh!R1Lpw0>@ng%s&U5g{i%^*)FW1mOHL*d;8F{Vglp7-%V^s%vnG{U|1jt=w0#Ka8N z6A=a0l}45_sO6c`ZYngdB{1?e-dC*)T zRrx`%@nusJToZGk2lPJ{*Ejd~f3XG$WDe&%P#my1-Ea~{-8SL*v@=;DAHJo}KL7DX z-vwOsQ_zN>_cS-Q#hY$R*~5M$+tbVIJds#21+0^r*@_RE-uO&*P-&Fikw6E!S6Xk5 z9#?{MNovs36E}cdyKc#*t-u{T9}_zG!;tDJ9hu&^*X- zh#o2+hdFWlc2p|0A6je7VIn*g1*l+4pMvHeb8m0&UyDl@tSnCh$?l+fGt13Hz*dKl zQ&W=!4g^o&#KH@A0qP_&eKY*9Y%X;2C<<^OqP3Cjty^-2SrGO&42VQ|a5`d*C}fa+ zId!Gr!I1mf4zw;dOvuiOaHTgB2RYnRd+WM;{U#A5V{z6|OV{6DO=0-vAu`&~0k}s9 z#1&%V)YlDgkb4e$(@!GoFt-n_ATmZ4Ah>6;wM-z}!e}(`<}COC76F{T(?CaQoLq`d zN$G&Drf#sM-8{t@I@Qd-J~ zb>YThv5Eo@O>E*gHB$~fgja4DH9VPgjg#9%NmULv5^36ja+IJ-~8svXc;3k*MvdulPJuw}8kyF7qa z)$#VmLQ{_YmySelGFuoTCoNE|d%9rzU*;1p^(h)|bYs;BM3N0#8OS0PW=s z%p7P4P-WKvUZD}S_kd6b!hY?|YQsfAE5&itx1GmG`&bboUgeM{E38z_&CR=JeZgFe zfXl&fkqKl`m5uqPp}RkaVf_fv5xPSHSG4K5a~cK)YzV{)P(R~EwR5AeXAl8@F{~LS zz@S3YMFCZqheV{dMFKQ#!Dc{0Jb(!tB2F+7RW`@fRzK}jTl*@uhmE&ksM>31R^TjA znQ7-9HhWkj!Ks-Hbg(2?bQgZ~8Nap(*8Ec*hs4+@Tk72vOIU?_zQ1(0AGRfL`8FK96AEPnjBDRgI?ODJGt!6X!5 wGo5-#f&bX4voS-X&ZZYU|6nrBA?Y&s_51m}fXLI$2BXUe{v3>rz7)SIw*9Vm_vKdzM0mJy7%UBbz3FqXZu$E?llV?M-~3t}r;+)|{@N8v-ry|dxL9u* zOA)W}k|*Tq;#-(&Bc)b*%l&2LDWWlcC;Lvji<;E(oIz}s82v$OMsWDRTAgG&bQ0yKj=ghfPnTo*M29Y*6fxK^6N z$Yv0Q9Pcg#g@s+dbLURg@p3+E zsB_DK_tCZ`vr2qmZLQSRt5^B$2H#$sZ3MhH|4c(mODXEg8b;3bWAJ>ZOKN6rPA*N- zZ(Cxc@ip;iz{Q!TkI&5FqGG=87rn3Ma;Y;Bv|{oH>tjyN&Kde8wpHiHD-_|);w@vt zbR1%0Ne_!3cYm`~78e(P>g4o6J6p|eylQB=YG7^k|EXtBZ?B`zSy`Fz`=}_0K8u=@v(wY|6|54Y_6-l2fdV6&zMN|(2OHTg z3!RXvJ3Y!=JWnU3ZTs_LHmZk99o1p&+Y252YamMRW_HhdNur?M$YpjHInODfI1S6{ zwACf#s=fD~Iy*PCw1hxpNGD>y(qdo=Z1{v^c!pfq;og8rg1FZ=FCU0DxY}~|*Egi54s7A`I>OCzORYr`coDIViy@UiWw5=qI) zG{$~={pb@j{rL}U1`1L{-fiyf&27|PJf3cR&B(&S=eFD@ zVf)_q;_M)EU}c9U0Pa=PeO0kPPseNO1v$jm)PPBV<>q8PyHQ0n!`+uC+lKxx213rx z&h0IJXL|$id}BPHW@jJOob4OPN6`GvjFePTQo@7aqV+r8HG|5@|KxA`^daP8)cf}h zGm%meP}Gr|Ui|YRS&(nA_f`goDJc`Oz55s?BvQhu zg?h?etnwZd`nQyk%1uGtvV;Puk}Ul0aYy1;_ceW_igB9Mw1?39TRWXfU7Y^>X4&Ss zoSXgB#bqW+UD9l@$V^sVJ~4@fM#MRIyxM1GWu+}y#O2rT-)8%(Lx(3P6N0gwDPlXj zz3Mx#=9>^6*T~4QO^wIdZr%(kFsgK(Z>MBdPgQ}HM)n2?zSpl`lQA{EIBOp$H0dgL zS)h>e7e_-wqY-m|Q&@YRXwee!6@oxKMQ{BPl+@jofk?<@9;;3oUS8fq_#&i8;#{Tq zwL?P>O~dx@=igOcJHk&VQ4{_r9MDm!&h|&J#(#Eo5wNhZKndXbq>}KwwAACBc~#2c zq37}5O3SNjH$4|WglrxhWLvhyzM7f!(e3RjOhQ5f)A6rfU23YYzvH#n|Da<;&~f}T zO6iM!N%ZcnYuJqH3H-ut+7G=mj3PMe=9+!U}ksD6$)MV_?KUW`~`;q2Q6(+T8pl^fKv1a4;(d_7x2X#OT04 z)LhAcu{MdECfqiu^iYLc{x{QlbS#bi^|2?Cg$j{$N;A#jF>teC@nWuv>A^2wCYD00 z(LswItMo`JZE9>}rK6+6OP7_EjW6|B>XBRO$qGAigXex96JvR8qvXi|NkBk=WkWFT zy#2Ln*YMJzakJv$;?A!HoF8SQvj&{)#T^++dmW5g4q+ANPF1_|`cF#As@e#cAM^Y%eF1iH{DIBFb`he%P&9zD(%WMq`3 z6m$Q4wC7lR7Q5inJNvim6f#T;HP=EP!0*`B*{KV~s}On`+wb4MLo-Ou`5r`{23++& zKeEEo_+dZtc>M9PWaW|14Jn9R?bFlKXb7F1A9q8p-qQb~OUd{6jn~NPP%&xUw2z!7 ziRG`i455*cUG^IvSVMWA{AI_|Ff=rb_CGtm{^gxp)gHiHCnJF@S~)R4W97 zjgy_0*8Azn$#j)8$uaX2v5l&zg@dLqT?Y_K_jkRkn_PaiwrYt>NN|k%_;;Btbf(~? zBL$~4+~8Hldp1)uZPAp7Yd7VKTo%;AY$K4Sy|JMlNhg6SQ4P=4baQav+}hfLN7O1b zmbgkI{C1%Na*N|W?%$4WZCb!NrG{7lCJs(-u6DL~3o|2Q zkxef%0_C){wAv5eL`G(-r%5JD`X#o-abXmB@7Y55D2_38IQ26GI=!X8edyU}xl7=&`0Co)&^OD=ke0Xm7SL_)F}`)|cl6gS zG!9qGo`L%QV^GrX*p)x=ZeD=_qE^ryd?cEh$M!ZScL6;+{ovxR3Po z^q%$aG?l>3K*yvIasKF)WL&rapTaC45CdIVpC%x?i-tYmDlZ@3>#(p)z<#I~=jZ&d zLqn%0>x14<3w37PFSr-Qyt~{V2K{0|WZ^YSYLVwyt~Sf`%uGjD$#v+JmRr+J{Ep+v zkOA8O3VQ)}=zq6xL8#!@4Yyw3*8%*`Iwi9erQTpcpN> zib|_;N}g`smAQM@>FLvSr5Luu<74N;O*3Tc42z-ezo_td^yuReK}>%B?V6ez*QFk; z>s@Xo`u3@U(rzn%u~>`3)$Hupp-THgpMtCPeG|^>NV2{j=V)eLA|P0R9A!7IiigOX zHIVRt`c5KeHs7A$wJzqfZx?oAT=w+YpFe-Z2XY=18h3f6goQWvM;vz!CIXP~g(&x0Nbz_T5m94*Wqo}eRZ6S1_!x@v zbyikZ^#u_m0O+Kr+j?&;}iMP=pN&Tp_NMVuK&N*xy$oiAIBvnDHj@7D=I2ZUYu`S zDxdQi%iuMd`4B?a+I!ye5yJ9Cjq%72dj!S;!ezQ~<2gLm*nSP5c-A7!Jhc?j7d4J| z{7<(On!~AEAfUb0%NI6xcJ5~P@;Hu*cLE$*@YI$G$WKzf|4A*SHT_PIUX8B^0?S~N z+mnPMRg(m}q2r=Ygr%g=Dn!tfuN*|DH8dLOk}~fjWdU$`+(N2P1jO3Z@^WamHA2{! zwp}!cc*b8>R*C@_%z)5X-18>m&~IEHtAwVZ{LG%>G8Or^^a=VPZ2Sfw6G+RwN-Mev zOfjS1wj;&U!Rl~xs%op5y0NKg3fM^~>21hfMt66i^DF8Jyf3gWlX1H(--ogu84`j+ z75)+eRBuk?RjVA4v?lW#I*CL8zepyKaTx>e%aOag0-K%UFjlcO<}vXwIW9h4F@{Yi z)UE5LLd4VMzFTm2k9e+h0AARU7`Ntk2J+&POJ4`24u!XxJh`$GmXt&d)E4XNtl@pQ zW)@&93p+czI?H8Z?R#0qg|#z&cV%RRp){qgv8bn3S+Lh$oQsv%_M1a`lLb6d&3e(2Sc30!+WR||`rJkH#xvIv5`3846^&`@-TXjW!sW_=ouCpJqdWo2dD zfcFvfEO|JI5zGEiCR;6K+f}Bm3%&*6#>#P=O%oGo0A=OhP?$NjLk;c(BH;y{s$&Fd z=uRVt?7g>arkc$0N+%E#P4z)IJKv>xmt4J+Fp$r65&JRC9V0sGYb2+6csLVzS$v_m zOR`vaAO8Pt;Xu*|+q_34u2zC4N~*$rt@VM4 zpXK>Yy+3|HSGoXt4i;NQHl3#dLyP!2dqBB9UOi$cr+a^CX~`>Z&32$59JcS_!-u63 z9)OrwLmLo1z}D6_^$e~TB53Na4G3^{ap6d1sRMWnipmF*T7S7vgY4dJ=!8H_)S!%d zoovmtJgjtIqwNx6l6`S>cLJ`;$js!(BX)6iM$oF0o11`;8LQIj+tTlA072M#+*AOV z+5G)X8AitO%~J|cmL;eYyBia=dIQxu-rnBNCagXQCV#TE);{U5ANi3G`MaZI4)TC= z+Yj19XUy#fhfpy^To?b)<_D-YG&ER`mhmXZvYUZy00b4m{9zW`ClUwH)MAGy?PQOb znF2FZavl~l(~7!ILfygq6@@|&0W4VzJV5V;^X@ z(k!5*{#kNGI0qvW(-a6Epg(Xlf8+C7{n~Q4oL`7A9)v#w`9D2B*;pO?8Wbscob!j) zOl5RztizrI9~%Q;4-x`^qDhuSg?s=EFAWsZBl-@|&v`RbP%M<}QdfZ#z(Ytwv@HUM zg>t~i%>2#w$oYrkL?;yT4pnR_K|4kG&z@UNqbVBO#F{tBqt}|m?#Ad3Q`dd zP~{yd&ldu|hffhOkePWCs6u;hgv(^zv(wF=1fUE2Nxy^PzCQXJ_@&Y#W=4kXBIiO2 z20Z?Nb6+ft;qNw4Rwj=hf8vF@#>CC70b+|5P~V)@(Q>{nLds85*C44&#Rq;lE(ULI zKFxxr8JeG;ua%`liUfrK!PZyc7&}gYMRgF63|Y(u>`ON}C505>3XqImFSDm&%}jxp z6c|_MsU-5>!@YV{7a%baAz}LNV)xx65Nb9K%i~`@D^EFn`Am~UPQ+*bGwivVw7QBgKnY#n2tHG#Rxjhf0CZf^NZO|P8}p_sRC z2@xh{GhS8x4YUhO*eNAN#aBndy>A(h@Hd=y7D&m-vyq$0h429okpWA^3Zbs!4>(E8 zUyT{I`2lQm7A6+fE$?dMt?g|s@7=`@|MZ%NSsy>Lf)MuksO--ljXCHzI&b7HQV*F` z6QdU-ORw$$arox8qMHSLG_<<9S_?GMxi+p^egZe=Y?s=jdFm`kwRtlOm5J<9|M}1i zf2nYKDdSwNtWa}D$3lLG(ZT5x9ZkH8gxjGRh83>&D0v^fnqFGUMQ)Nnd^6B_t~CZY zh&u%Z&`*47K~`EZ_xlhTBpx0fmayYWo}Oh*JfFJe=gp$=eCUJf(|uu8T9LS#2mrZI z2?%J6$Aq6y*QP9NsSaqsxuEj0o}Zt$LIL>r8DPnTnJGk|=g5Je_pUXT#(y&LX=-5x zYwJ>PHmNjPG?GzW=Kv-W(jX@Cd!UleK_l`iVEI}1>V3LqwDX_PhsbY;7VwUUmGj)wBbWy6Ot*ePg|06DpYhu6w?Q`wRMchaZ~{)Cn# zg&h8??2zl$v|OG}{^J#HI~k(7O4CG_9T0BIDl12Xsm!=3^q?w0u*w$>jEK@WUG|c+ zOcGD~rktw!TUkwwSy;I2my6W{#`makEbWrQ%F0T{K+C{-)4HJ{N?7J2ria+ScW#Z$ z9z`2%+bOAAI@IWh+^%_n+!q_qJ=A|cQ2x&k{}!M@MUw=O|33*`&d`dRqNup|CLf=6 zsxrfptLWZy{9HYRK#^ah9( z#}$oM#(&>o%1^bmx5vc75&~ixa4e=F)|+qSZ|3Ia0%_D8z7rNEqe%jU@O5}Nf+Hbr zk4Co{aMR&_;f}nkQ|s!a4ULTKX(P&BcUv=xiBW?LdG8S(FlyXt`{w^{KQj!ep;l6bBSVGiY6+0sra&2m+iUszVdy@PKLirL zre$FxTf)2n6Qt1sTN7tCj@Q{Vqy{!5jB9sbq|?Qd^N{H0TgJD=Lv$%huoF{2n`@D>}V98 z0@CO=piQ6!XmBa$VOp8;_{ITeZq08fgMdXbFfe@9`}%xvP!G{sVMT0uKH`EN%4c$0 zQZn`3O$9BWJW$?jpiP6uRxI}!IOQBP=XvOIEl{LEhyiSE;iO`2eggqEK+8P6y`4dk zc3%9$uyZcrGXLlELq7k*DID9roM!-UZ_2*`2#BSjEC*6?E1*R?PFe}5&mSb)s03^` z=aU?H%^ENv?sJT*MFC2eH1Qy#1Q1pc$sC>!WZS`NpHi<2aueS>Acul}lnt6S(gDa8 zp72xE953I-zDk44Hq6Y-pteT=LqP;CDA^!DVn7Kf5#B(iF>+yKP*#z8HQ$+Hu%zrA zrc5NwAiJbo^~zyPnZI_EgM!zNHk_4FPE)a~^Xu=p+y~B1A|fL1Qd02iW`9Q^%nBJK zK#iV%hC_#Rd{7LAeSKj}0qTt)qUyCo&?0(XAc55BThREo5te3JhobX8G=n|(d6z(< z5sG~da2|{1H#{v#2?_ULN(M}m6wuY&*A}{&sSx_du+wB)9Qxlck&~0VZ;W?<;_@@U zu%;Cde#Z&D=OmiBx%uJAM(t3g2N#f>EFdWWU*aR7x3EK6SwRK;Y*_vtG=lBF299W( z04{oK{Cw#Ab~Q6HG5|W?fCBI*Z2~?5k;M-I2_ssn=k{+FWT1qC!~zKW0zRtPya^A; zO(V=SBD<|ICnKfKCxNn>!El5|!aExFGZ|o6vDePyFdu{xA_^twTv~w3puseO7~Bbi zr(ZRGCm`Saj$%oQgb|z=JUc>s5p}$<<~S50ce|O|k>uF#HT6e4y-S+M=KWGM`p&<@ z#c=x#Mue|xQc%7$q-xiH66F(8JB(v>l5z1`i{u5!#@|322GvyN(IZAA!FYM!Lxn&+ zZjY}|6nLTs6Fr2orbh%FLIC%Ex6uw;+1r>%gWIMFgdq!{50gJ2rqaQZqJXiUNA9nU zxa=+KfZ&p&U&01dlsiod)XTpGMr|PZDj|x{ND{wI11M@}m+fQ zzJ5LZSDFRzb_DvhZ)^e1N9Kfm`41w2*b`Gzw}G&|wZD&@4ghlAWdf#qK#i>=0|4r* z4wr<%7$*`~VnQS}2-O6Vhv`iV!Y=bFuvZv$d|l!{VLH^&(v>0>M{ex-44^T(2IK;Q zFj51~y>_f_;i>=2hcGD%<9VK|zO+-{4Sgz_^yScK4F& z>O?JlO6PW>P?zWQ>}>Q#pNDt#c$LF&+JvC?-U48=HiQE!(EG_kAUHWWnJxF_&Mz;X z7CfnlSfYYdf^L>La%)_ibhP8%z*+%3l7~GDOEyuhf|=wTT&QyT> zpa7O5FDr}bv%hLKUgh;!za+15gPe*AsZ~cHm5KPD3PaHlh7!fmBLG0_9`qYfIJrSH zoB@`zI$oXhz}TxPqh%`v;wuQGDVOt8FX(JapIx6q8-M`f_S`gu{j7%(j9!K7EisRE z%*pbFREw#G7rv0fh-?ed9teQ+;rDR%2qdvVn&9(TH-r-0450$l%fxdo=7G|*y^iR= zAb8+T#b|;peJ6-{27dVJq>;gk%>SV`4=7+^q=9||Jponk^_w^B)0Mx|AhO`0 zp*=*NpPlrUIa!Q*uW-1Ko&a)1g4heXsP$kG12Q^|dNDGf{QJc~0WOA- zA1%HAA@p$urp*F2`f%q`zqQ+6LDB%`rKqITFg7;!cj~@3cF;2b8ojjv7vgIVg7M{O zUlxjf5cYbPAv}}nMJa!V?dCHg%Ig#r9ZiC8Q9ZqQ{!d&Mp$1rnLza&p6J5J@2N>ke z_iNF$6Iy_2S?veJ0$Io16x}N%uMX+h-~i11!3g*&!?nrC@nS(cgfV+X$KjtTMl~jK z-ALxu_KG(SVN>?i-?>Z6Kk{4bDBc1XyM;y~6V2&D`qch?N?{zTIR*RfC;T8HnOCi< z|0<6ri3@4bw04M!m^ulIqlPoXesFjYG5qKM8uh(uyrEm^-OnGW{;}3LEg-5jD)agI~Ijh8{Ta&&HDq|lHjnq+@k%QN-18l#J z+&zDS63S1eBdHyCvfqN2DVb1a@D*dA%&Q&?Hnh*qy|ZgIdwqh>C~@Bs*(a3+v%dTf zV%e;42eV%L7e?xmOo4+U&ORDFMt{TucA$8$b$$J=;O^_sitoeZj z4~vp8{JY)v$#!M##zwWd_}5Wr;eA<*ff>OtpV$E=_4eI6v+>x3gx`SYbB(KyjZ7v? zxkvW|LT?KRk%IxC_+%o2LyFwV4g7K%-vj&nHLb_RtzYs|Fp|aT9RRHq;;@sEaVN`!~^ru|4QY zW*{kFp%#1-#i9ww}5@1R)E-o&}Y-DiW5=p-R!#D<3)>l&Jhe3d- zoM(SsgXu{EzYWpQ(2(884}4f-7%hU3hc&r9*9Jme8pu{iEp(Y~#6{2_+$IN6RYN>D ztQ@QN$msocuYvdkMLQHG|C=!W*?~WfN=dPQSErgPp0K&OY2L)46!|YF%+^svi5_XW znB42pqD;x--QG^G8~8r{OuFMCS-@ZAinVGK>e`ARTmO z0vksYGW7=?P!9OPCV-&2uC9%UlzTw%V7w;+anl4G8r%)wO;H3mc<0VCUjmN>_LIM# z&FY_HRUOSI0U_eG8|0=Ea*5C{$AA!CgPuWcV| zb0oc^zl3??C6J8kL7MIufq4p^^nY-Z)qON$_g{&jJ#s_wI1!*LsQ*$4E{h@@>`Q$2 z8n1O=APx-!yXfhZ3{0Nt0?|OmX6kZ+QR8D6yda$qhTbkG6~BHdhG7l`zeD~Kx(H0EcxtZ_5FkhZV2eIYTujW1$VdVd z$fEq}l1GftDKa6iA+Xwg!)IC|5%AA16q5%{^c?^WP%iI(bbnv!&k3PC3sP6d!61wU zMs@z@app0L)W-d&@G<#c?u_)?n%+aTF;^Gs6Itc^kpB$EC5{*O;zfZp+I0{Qd3+5B zDs0wW4Gltoy@30HG1)sMhbfN}DdOPZK-2%-8gm;N-yonGVHYR}xz?(+d6&>ufNVD& zDl02Ps(cN&@OKqWY5MwUxkrJ{D;Vj0w*73-`&wX(;|V%_0lWcI$0W>w;kB26DXa;>wc}eT2j6|FF9Uw6)AxPW3G{zjYws z`giZ%!Cd;Wk3L+z zb@=JFZy&`~-++Y~zJfd6$rY(4xYq+~uVCF&N`<*H!1~~jkcC@L=p{G>5C*`a1rVDb zRA?w(Uw$1NLNT`<{(cLv6^p1Sm5`7SLXd#Ew80=n7&s%CR3>}Xr7XKMH2ksEK32w2=ydb`)33-%f1%t<9o&Zm>cfXg#@`%WS6cw z9MMDDuJXSBDVUh4b!?2*!{fmBzy@~mXpVe;V?rGs!gGJf3bAm6`4WhUi6I^eM2H3< z9Oj=>;4rcHe+tZ6L8Avj`L-dxMLvYO~=oIEj+-^DeIhT%6GVf6=1LN%iQc zA+(D}H6C#1N2fbo9S5LR2mn0(0FF5Etwv(R)r25k-!q^a?;sbEu@&|eiaNl7Fbv(N zomn0(xm|m%t8S(A@0f9>CWt~?NXlu-OCWJ0a9!z!>o#N(n<2L6m zEO<%2yiyX9YaVRFQYY~T&ryj4#se>)27x{5WwFcF@WksLGk&UjYHH16W7Ue)ZnrDJ zW^?1l4P<2^B4Tgi|C(?_fZgoEG~HoFP~xf0-k%i#PfwBEleTix?8QTV>k^GhvA(s-%`|!kO7#O} zV-$fxJ6{SpE!1OGRzab|gE=WfaF&a~^`#6^wF!$PhMa`C^YOxjE3r{%T(yi zvPuY~Wd4_WZ=LWXOg47AeO>EY+`QqqxDggL`5-Vx`hj5$v?j1k8i%UHdsX ztk8k2&H`lV$LDdWw1h!eKT==`VNDHRTD%O)Bj(N2301{{TIiwH}% z`n1&np~LKz0L*)tpqn6mUdU1K^l_qY+`L)7QFHRt&8=x{ECn$O0NG0{G-H!H0f7$u zCD>pm1Gn09U{E_e$g~{9sAiCp!8(GFTz!2i6lkZGpaqaQ;nRu70}x9v832L{I5h=k zTa(MnFtoV@DSlm0@Gp%4cz^~=9n+4I0XTujr~&XBE0z-9<2q;VcJHgS`ZTZ)`n+e=z=zv7@n0T^vU8$cukI`2gW81hO3Xh!^MO>TU=yzxSgbRe8bh`Fy`2Wt^nBv9Ni z2?Pg%8f+I>oNlnOv2~rGgFz+}tXrO5USEN&BU5^q;38@*N5lvWcmV|=PEwd`y@C}> zBv#UNQY0-Rj2WwMTK-m!uXLf3*BA84o|nv&GU{E_oslMcd*_X@O!t}39-Mt&p^M(p zBmpao$s`Z7W>6z;!swHbhUQ8gNE_;KBZvYEi-KKe&HoKx-sotb4IvP8GsMY2?O1i^ z{(TZqkm2#8VQPm05x?#Sc0yP`=8jK zp7p=?1o9wxvdZTwN(**dE5M(Kze1Xd@u@vX-%Ag=!1fe@u(krn%!#O6aVi z1>8(eVb@rMg$I*Q(O_bY0lJM0f_#8U}jth>ISC)|Vhzkcx~$ z`->k?y*JSD`lC(KQVj|i#ylfwI(Q7d%xj|%IEo0dT0M}&=KNG3I5&40!%~9OHa{Q~ zfSob@7Rg&a?Jk4J<;hu_N?}Gc_Ne65HgSo0?mEiHZ+Sm7{+5de&W zP~h}~hui@r`p7o$O0LD{_URaibf6Rt);!**vqSYve33}rGpE_GI_64@Th0h zhOHq9W*faQQJn8eb6kJxRNUAo3%d)}nT+xoOlhD;07qcu(-qSYg%k0v0QRMa(<6vY z00mArH~?ZPDF~P|Qz4S8`x_u#Z@a7M9L)axVVT79A zZ<`BR*6YSwt&z?ND5!TaP%x2V_qWg_vfeZu{NiL2eaI0A@Vb&C_yhPjOcHKG^!8Or z!IweGzD-H#fNJ-|VNn$7wm}t>X7}u)pNzNjK(s3!Ym36Czd8R zdAf^9@=D5LL{GLH8OwuD1xhSFSaIgSNJJy$KRW7A07;5O5s+_~?V};+5>C+|r*6Pt z%+@D?Oh6F*7%1lgaFJ0M-DO`X-|_%TV1s?sFBdTX6HkmarIedh<vq-A? z?d-`ONmlc&dMz_5_bjCx`^0N&IgHsofu>Oi*pfiVfb!peV;>An-KCBuaPiB+LM|ZTE~!u8fJHG(UZ7D~k5vdj zEtG;|LX*HKZoi|DJIc@u9S*3zBI+`K1#%TJ^Kh45-As$qircAXaPvtz^BvvC zLbarcjXSgAyDUnIEn3wBDXEbT{rA7)1TY??E>Tog>E(TWRRy}gh{rk&)RUIqxtnVn zvP%Xqw?Q%k4B>KlRE4YH783!<3^_k0DyqK?rX|q&kzNOn zj<)P74arOPn?6S(A3RqbEu;Fg_TKiQ^SaQREPz>f{U|gjy=t}4fdAmS(gYwOdv`}8 z2Qnk|n&vsgw`lC6m=m&HU)v@sn=7*PW6d?+Kk2@f8#SepVdUUY#XjS( zfM-Et$Nos>5u1{tDld->!P3@SBPAg*Ca)PoJ12>j3<47}odkMzYtN_pa5@ZOa;L-h z(FZF%Hk3~2WglvhDWOW9q$4cwCYBQ=p)qMrFE`<=^UiD8SjKgnZ(2J@u) zMu*RnPg1LRZp+(*;VQT&-f`MZZ>heiRE@c<)}`R`7tQ~n%3C8|ATeD1da}l!h@?T& zx`oDWp_26gNV68Y9%e#90-Q@PnI1qlj^5EmL&wjZ4z&JaM6l7(`?v0rL8L{7gJC2o{{5@a3814Pe%m;YaU%Asj@Qbl)Jo9Qy~mRNBD;(CW^uj z4qZBErCWb(643QaZ=lNui3Udy%DmFj<|M9zR0CLO@`etiswEC-& z;eF1J@|H{13xEQ!P&qyx3{Bb3@_ z%oK??r*gFNOmleb?2m}_bemCC3Ay~d`|DP&gmM$PMxnqYN7 z!9f7Q@?KCLhgo;E?XBtO=iCmK^;tghGvR1)ZCdEosYL71_A@!bV3z^89mGF_cGBCj zUY5&Cx7W_LA8-;&GqgrWTmMqR4kz=qCBG0Ysd(KYbpdBer2J~1pOcHC6 ztNO-{Qj5zt78lPqHeSR(En$2*ns*viH``{ai1UT6N+y)v<=##Vk+cEeu8$u-5>iu# z>E<^Lm0S0IecfZhPlb$W!M!8;jO2L+E8GY%%(b(#SwvGh|1!kf12*kcs`5M3|!CC5o=qDoO z4Smb}(l5Dq!t3Alm2L&Ber5yF0nsvDBZz-wv*J-wQbLm7(=x_{6M$F|%gE4VdOcyJ zCq~+F_)}&d=4Lx~$)oPIPbS9Y*n0aEh7x(5DJPQ$M=Z&lI+N!clRNHD{lzGFr32c^ z96rVSwP}F*@BqI=)j|!MQ7*6Wh0f8*2{8o)YtWrI1_0XNj)RI~mD|bASZ&P36ySl( zhdkQ)l72A0&t-GFUdCZKiXRdu-D1_ZR*qdVJkYl^^Gt41vt)AR@NcbVimyLT@c#Ev z6Ed+t)Z%Jgc7*;5KLJA`X=+&A?Uv#z@Gm%YI=Q&W3R86+t=b!nV{E^Pq&38X>cV-@ zTwF|tG6~PK6HoCkaBWA;#*M?VZ9N_gbUCzFPKaZhQYxd+^78KrIIR+lGy^FojRzh# z`sF=4TJVYmx@fNbWv;asQgqr;3}5KzPSKY4IY-@=4Y~HjqD;`OmGs+wfr9en{B6aR z3vF6c18|SMj>6PJCGx)XHLw})}ro+=bh?#m*PE2MNA4fE+fcGqNO zrM!lVKtik1^R|;dd&_d1%?_3RI)zvn-B5drYcj9!jW6#$v5c{iUTnhw?8iMHIF2@z`5Jj)xnd0(k<42Nl<8288Hqqg-Rf%5+M;`2Y-oMU>04*Z$K@P?_{ihn zA&(Pbh{2ewGthPyH+}q?t$W2*g*a2-QwycaoV!25LEB=x^zW~NUr|@vNaPKPCN}Ws zU_ALgY1H=PD~XP&wi~67Au_a;#r^k{+#aY~EY&t>%Lh0a@}-;`u*&FY14p*wNnWw&532Ld&AkyTq`b2vI^3;w4(*{5Q6< zpPa_fo)*Rgh)t6T+1b!c@mN%>$0tng<0AVRXoh&w$ZuP%gUfoCy}c;VKV@*U1S<3! z4?>uRB17s>wj&~no<0%V>LRackMJzs zZd-=**A<+|oO-$d*+I>iY>~j*iPDJ8BZKkZZ|>m`j=W0+(M$6NRJn|t_Pce8=+4<$F3$@4YuP8eC(eQedRkuN0ACG~L{WC1itU+|~Of(oDJw*b5+=AeOgwPC?;pmrwftdXO zK`T0f&Hr}SSqX;YUY`@u25$5*7-IWf@m9zgClgh9HYFvK|9aVJMCzB%dO~C6{q6M<1y;})VSx+AeE6IaO(^w#-wF8;~{*y zo5yM)InN6l*7W1#a+x!VM#5}yAiaO={E*Epeah7BERCQ)%jPg{SOSmkhP+=N|->=MsaUk2PVP{B2wRr}X$=H9|SO)I^AnG+O< zy-dJ<>h(Q}5 z`fm}Tf<)8WY;D@BA08A}*8Y7#YpRGb5J;VZ6`H4}Zhdy?JB`WdlUF@i-8p>asMRy< zD+xcsp_#Sf!ZHpyISUvLU#5P1SEg~ysO>)35=s*pNkZf?Fvdgf(34(JW$X%+5sc>F z(PyVIHvjjHhDA!~@v*VZ;1I9|W?oQG04Er_Ki(ro&?mgP;LEk=tOVu}`N|eo?ffba z2Q;IpQ-mJPM}(?phq$ZftcWcHbz6^kLcyhB-NWRDS3tmAXtPsngAg18pq|GA1rvDk zcQ#yTJRPVQ#g&&mSMNsS@JtE)B{)OpVF~p}Iplk~Cce1(L3iN&E0t(Bj^^h=qdEZ}V3IvH48J&5(mkI>( zx`P-AKn96(r^xuMtRC2B?dG>Q5QrU77zo(^NQ+7vowdI0gX5#6V#WK;nbCe+7~r%Ojnpz2 zO1k!lF-QCO*{~r0`5XHgpeVczv#jgpHAW@c!X&{Sd!w@FLlKK)g*uk&FaC8~w>5uaXWgnX5o$uvh zxbMfF80JYQDfI1qaU>rl;}*kTn@U6DR@y5pi#gaM`qviGi)7G|b7OqqUEO&ir-_^) zf?=u!ocjrW@dB|tBEfHYq;oO;`HbX`*v}XYtgh{%8DjohnjeQA+`+9Zb)6=eivy?1 z5$~h6-6*I>%ea%s(dE9JcSn23xj%5>41y6E?3&+g`$IuXh=ovKZ!5(3)nVxOp&!%D zug$=u@}_ebEWyw0HOKoU ztKx6pzO7sA&UEtdXzA^Z0#)>VVxs=85bJsb54kzi8LSu-dfCz4wyovk*rZ`}<6)eT zI24t$PqqJuaYM#?J{=5YbyLWdGt45O_lTt^5X>ovMG%fVcbss+D@{fcWVWMXW97kJ z00h|oSqr>IC=SMVI|DH0xBD6ZJ__Uo86ch&gKrVmx!EF8LieMvEN+=QoilHJCvKJP z==oqoS70X^=epK{j}D36&hv`GCB;j2x~=u0&K(M(&*5Ory<7qe zr2v3)dyl9NCMMCyASO5%6W-(04rhQl_D#y2U*HlmM<4ouQu915jUMXh47^u_QBrce z$`KX|jzuI!NdJB_>ceG6A84Ts(2VgFy0(uW}qye0UAD}xm)vSX%WSjQeW5`-zu{Qds=|!@y z1RkabNB7N%b;*}$vR9dR`xgJOm9HLD#I>z(_+S;nNi~uiq)bhZyA(7Rvt61cg;LgT z`(JOmH7Mv5?XR+i-?4qj&7X z*?b?m;LJm2N-;gN5kdX{dPQjWO%%#w}d$ zeF3fxdiYuX0ZEM-x-l;nZf>)5eVR?M-DE4)Qb*mqabtTdH9r0q_aT$sTu31*ti zKJzlyB_eoJ0w#7It~}VHI}RL&zA>e{%kxl$e+NaPZUtmYy(=~r83QYGA>V|j)t|q= z96`5O9TX-Qtekm*`n55E?L}vqq?#6~ZvX0-pz`C+^@*ED@6-M}>GiIw8xPkMj^jTY zfs6@-6Ybzu=Fmcq2QMQWF>fz~8xw|Cp^cA^!$1o0OT(B;URoM?eZU+Xn1J)sqPt6( zo!6+z$mHSNhSzSl!V&a#n76Bd7 z*9O2eAwA&YeAJ~&0(rLs)A4vCEy-hSLI$PxyO`h{sZ**BbVR&NCMFX%QhH&gAa0N6 z_ycN|nDI|2zFfp#$s!E-a<8J@Y|R;rTJ8}*C0E;1hvkU#QZMfraSd+VsIx-V*!?h*xQ1SvsKkr0rS z5R`5tRk|BNq(dnsq(MQtr9rwxy1To(>s!zJ`~J9N+;PYKLmlr6&pG?qXYak%nrqH^ z7JA0{iGkih9)E&D8Z~(4F=(i-4EZ=K?HU$n%Ajte{M+TFJmO|HvW4ibE!}_70H-E{ zXCns3wtuI%&Az{xC8U0t7Lbg$MEsvb0paN4RF{jZ;5{(a;6~e_U@)xKP+_QO8FfQVJ%Q5Uu9zkL5u)89Tu)~ zz&V0Q3q6rDnri3=_Tx!JlBBQCP$bqjbd?nW-y5-(RP55?kN_1ALv-)q_(P~pfvyEg zFMHEzrASAmE4F_q_SioVllU)7<+cczXe7DJV1+msS^y>Ifcy*x9#9!*bIH968I>>Us$eJlNwfXbGyt4p2AbbEo`dZzr(knuvXP% zN4^A2{@HxcBM=jSg%85w4w~e!ZJ}%?nL6A0nuufNMKszu+=um(N8(u>btpU3bXbaO z8hJR+SXsY-YHM+98uap@_{t^mFCGm~w&eslTWi=jK%_+zm0hJRBG3TH(7Bu&b5wZDMCJWs4T3$5Umoo4Wb~fj>J=F0 zXNA1Rv7bUOGJi@>ObgG&UnJE4E*1DEE*R;=>?;L6rpIpt(q=#cRc3!g64K4b+_A#ZIT*(SuSA*#$IYT6fS#HZZ8ttS%z#NZ6S#j7|Kd&@v| z)`gfV@ho^Icf$IxW@a#F90C^EKAdETH*FUT9??7%%_+9}D0ath8hcz`ZKT`-sa1QT z6_CxeP9to6J3CHL->m?(vkXUcGNk#y#tK(^nh^Iqhmo0g;+$ady+|p~`fQI_q+=d) z_CQlhvj01e(f^_+k6=3MP%gaecs^$iA-tz zOU)z4M!si-FLieKD7h#$+L*-^`6@&&q}R_|)rZb<0HpH%t%Xtntu1=2OUE9;|39v&B)ov&HOXj>Mp= zkP!$46V5*~Y<(pqVhB1&P%it!Dwx~c?DRxNedc~%Qrbww*b<2}yoSA?mZNNzCfRgz zUjJ=o$X(EAj6;a-OVc!ZRb5KHwVTvdI|rb^Ux$e6XJ_>xBSKKFfVlJ%Xbea|NyV3v zB6lgB{4A8sflA>MFC6>^9a(meoJ3)eoD?N~oJ*YUOWGLAt~FY$G<0|9d^0_Bzav4s zivkvca-J49^nF$yx#K3tyn2hahjc96b>7^0sJQZw<28zHC*tAWLAL6dGZrFvJko zdrF?|L@&y#pw;O5J*AvI)w7w?!&=kd2m}P7IdWZZ9S&8J^HGEb@Xq~PjO*E1S9-T0 zdWf6uoYL!w2;`f-^Ul?uKnSB_#mgBo{sVL{5SH`+-3Vx0d$6bu zfS~{j%eEY97N6$=uF&Fw6Ip!C{F%6p{$R$q@fH!a3&zTgeu`N=mrq%VGtNt{WqQgqQ}s9D6P)vD2~SwV*2P;r4mf!{QK}7 zD4(kJOOYo)a*d!0Bbdp2Zfew;b&$va`%Z%m&9?lGgey|ezbrL%5!5GhU#ZZyy}nX7Z0!7XIi6w&*-H_sJf28hjZJ;D81uy zHde|Or)b?!=H+KxsO=|N4Y29NZ8h`I9<#HDlux?`!3j0SlhHZ_0JX(qjZ4vXp&&N`8w_Ae^l6pf zVU!)e`TQ?ei?X*`L@Sq{`t9sd((axy-7=ZU)-2RZC^2^EoWu?71OCXkzz5GA#^~+n zzy-Si^C`JV3;^&9jf@Go3wpF1?5*{c*YrZ)$+3X+4h9;f{NXZKPF+8wu5)7kg9CweM;gFc z4#~J>-kZ<;HmWdTy(WXAKW{EXx9~rj7F12CT;cMnBELeY+^Tbhh)P&8enAcpl|^y7 z%2`qIMu(8n<()^At0zYP!aeTc^*MOp1{&PSkjQfv5;X@U%nf-qCK%3=kh0@ z{-Ty+2y|WuFL&D7hrY(+6Kv0tBhb;py!Z@1RIF;=ohQ!O7`3~Pa$P8XE4>mDf_RJu zR};QEyp2#uK(5@@-5m-p1pDB>iSQ6)oEwhBHtIB4I*N-$;v1k2{nUHyBRunO^7gajh9B=5>9z+$93l5chS9;gywA#t z;|b1d#Xu}X0>jB5(04qP|H=kzC z*EyFfwC0_Q-+4@GL?<Jhju6eB>9La62eP0)Z?N=801+h*|f zBlbrzgTVs*owpmAzASG(Zjd}@ag9>wUA@PK9bPawnhzZx&$$n`#bKBzIU%U0p!1I% z0cQd^D9#Z^1#ne7ib#1%3Ij_2*QXzTjl1=+6Vd2ma0r!!$^`DWbc<4R@o)b+FJ4qs zo%(dd(wvN(h)RaPF8n4-y@9>HY!41+YWV);W;3;d0KAkBZApj{TxZJJFU=wovZME` zmxaCz+;1(w=*oH!jYdw@vFvDk{WNOnPD@{r%{IXDReB+?K0 zC_*C($6{iFZUKjYAnr9j;%r$O%TsQg(!QFo3G5`J_bq$?w?;_!p*%<01WyMbUj;i) ze+Xbz&EDNC?$LtaAi$?dR3xjz8wGv7FDt`nk09?%KoyY6oH$8GQ*=earOWLxQ?0-I zNcR`SbtHtZF(mQHpu`Ub=4n4TM40>0Suxw)CF^e((lfdwnzuUBl}CCf@7d=91bk~7 z8(>G!`O3lp**i281+JR^k@~>k4#~#Bf#LrBCRk7te8r+V!`naQTp#(e2<>S7C|1A8 zl6h{e2^%v`qgh*?2-E~$AhkFKhX9183GoM^(gsKh35EgeFzzo7d5}dTn7fd4fJ_ud zI{CIPg{3o&I|z(RfRnd6R?G~lv9f1Oz`=$D1)z#h;9`Iu5(9T>xO|6$Q$$tnKvS75 zmg23|%^xy?j#s^ppdB#ECpsmx&QlO)X088%fWgwEFyN(-RS3&AsG26-p61LhY} z3D^;gMsWAl{AHe&mevOZUEroB?_4A19D#j3s=Eva`4Ga81B6q5J3F~(pMrG`e1ld1 z{564f1JL9G_*bx9Q$E}YPaULV?G?$hLgd$98g|Y-d#h^|q8%?L$&{6iF>4)%9J4S; z#WZ4v#*x5AY#)frOJhRL+mrNqIlz@9?2C$h!X2A&b*03V09hSWk`m5=F&9{s@yl z<>UdF-K#|*U>|~PexP_IL^l^0{(!=K2N0JN1b_(8Eh8g??+g|3G{C^xrOw$NDl#GS~Nk1@=4I0o7a)+Z&w%lw+py9DpggtwAHaPsh)d)l!GH8RG=&f>CC<==|3+~48{ANDo1 zo*@5m+KOv2_i3mH*TXgd#y%{B@aB@V>csL|>(;6cBb4c&BE`5Bg;!8g?9g4|FS^n> z6Yx$UG`Gz0rL!SeNR|KD6;hEPq48RGE}O-Fx$(^ zYk3QPng)WW<#!0UuDjzuxUS*jr%$>c_awku&Hn^ni-SesTAlYB7jfGm~T^1$iQF`;1)Cs@MxZsdH!Dw8#wtP`g@R7^v5)!&|Kyj_GD& zU>t&wIv_klz(w8#+~dH(V-cZch5-N_Hm(OD9!Drd0mT!^8A3>Ih0Ycus$Bw>1}oWr zkTsMGxu_sWEh<9Gd|rq=M#ioW zP~3WA+Cu=o5Q@W9HeEcG=9 zQBvh1&K%ey2q|f?J3vMtxq@2C;J3%ODhnIhXKoWbq;#wTAaRHU4xzRNbw7fZPdY&&A)49; zel+HJ3asU*Bd>1O36Y{%5qGkEF+{q)zyAqAdC0s20XvkEmjE=PYWdpI`ug`MvRq4Q zHyxf`##c?-B_L3<$rQ6!jvtQ50LZj)0-y&_5|`asQH0PG&dNN;SGGC3OJAeVlIRqQ zgYr`01D!RjppIKtEzOcVD*NxNduduy)q`6C(cQboc@v*6V+1^ck@HkDyhy=`R}xkA zP1c4I{zG3D!?ZYbF!ztILr8lN8xP*8BKGm)pO#u66+(6H$zRgkqVuCq^dJDy?WY&+ zCs4pLU`*3O-&|WW?HiW=ucd5Y8|;8m6plKR)8Tqm4>?{D7TvzF8K%pJWCZs~#RcG2 zEAZFhdi3ba{2{;NgBNvJicaX<>d_ssdGu^J|pb#KgI`WR@797ad7^9U@{(NRDl0 zOtcgC-=rgJG9trk2{<6U4_8E0sP2@rM!>18x#38m zWKU3_(`G&?Gr7Kx?6@|9w5fw2q@>tnm;L#M#8W$i!1`E!C|RSjY~5INLK-^>xfmUe zJc7j>$+?EE-6wq^O!tp=pvQcW?l1Q!Y(a59m33@TS_4}1<_U%MA<}o?vh6ojlRk45 zkz;E1MZk&T=(c%jMJ)2w@&~UI zlAX(#h25Dj&Wu7LdP2Aat8(?vAEftuY;hHZVgBn;8t>sxm`Chxa zFTMP+o&9Vwq4gi3^3uh3Fs;B{Qxn&GK;)*R14XM?q#nOOrfpc2ZY0C@suFmsSfU1F z%*%=GNA(B7bCiSo-qPX2Vlg8WQ;+qR546iuQ+NDe^=dAZm%`xUV%_zkeO+W1>DGh{ zKPR0y9}^7Weg1V+KRh-;WfZc?+jz0gLf6fDW}lONFiSohrlTokd-)OZzJ%){W|@^> z#&wngi7(d1v}Y?!_0H&VQq}bF6PrU%V9}1Ol>N1V7VlG-Bl-cnd!h*OU1dg}29s^M zy^+tjruYt?WwJ`Ssx=`$CWN0oV;OE0I`K0)7)68wdH5qQNnFt`#NJL}xRXx(Bc;B~ zdFV*(c72PK&WM1hO}s$zBi~FFc)%tc+iKC*A^-JJu;^qYyEYg-)vtYmn=ixoZoy69`W;+=I`8CYw04qSO zi11CWz$&3Po=^{}JVa;otmG@)CULCkdN->nxKr5z{8+2aD*_>FLUTPef%GUf!o{bQ z23HUNwsRzI;3|qD)-d4SG8`4^=>N54d|9Nqw-p7PTawiT++r_J1e<+xia$AgsGU8? z8zb25|D5zkDfPV%8@1!iN2dJf2D>rpul<8`L317+WbEmKf|!ho8aMXWc&c{#M=xB zK9)Q6mpp|R8`X94M#Psqq@ea5St*~n;`YlFhez;|9&(x#vFg%0))yCFX)uKxe;hSW zB)>`Hs6fv~m5IOBe28zZrxGD}VrFyWyjzdrvWkW&BU!MeKx z!Fn04z_ySR9qTQaNu1QZ)`!SL|6Q9CAJg87Oc zEDR_VD^G)3fb8(wISqYTV?&EXUC+{0;W49Q&51eD_-z!5tb(*V3V~vXr4~4u#*tH| z;&ut~fTkvuzmyV$^qv^!e||El`6OGQhbf4<@ zO7Z6O;=Q(yUYl1Rl7Y{Ut=sFzUpE93a4GI9VtosMo|qpV61(`4z8NOg`i~xD36{OO z4kAa=`;KviZ8|>C=bgOF#;kt|0 zWaShX?kFd(ef(eC%jEkaDRtyaZ8B1$eHvaLnX|jmG?Mdv$8R|7j!@{2<=*WFj_yNT zj;Ar+n^$Vo@ZoAqxm_T#aB)zl77|Ki|Jo9B)W)W7o+yPloVfl=z4jGbQyri-Ql`&> z@2k=(=~=i^AG23nVQ=Vq{q<;Qpq9KuBe0UF%c=>AJ2Z7LJK8qRGdNLSKXgLslNw}D zej-*J@M9p@yTCART@LYx?!Y7R4ocs<`E`{{lycgAcEnV^;BeHEZHg{m;ADcmd99>F zyU(bC&3-Lw?i?V+E2e<^SH{0CSv@0Eporp=E75P|pGL-Hr*m7c$Yi&W00U&NJ>A1n zlzvHK^TGJ9Z>G<>s|{tmKfN!@O|XuxNHjU&#ofk!slhRxKW3gmv=!$$FKRB2f?aJ^ zR(@Q2R@a#-*t@*Am(_`}Hwi0k*epI_@ur0~|0iUnSpIId6D2nefA%%!zXp8k_l zTp^)3FLl+Hwmsuxy{#@yqn2VvBT%BLALBR6anCgcyv)R_M%ewOCLwc{vm- zr!d4XpT@R+QkOw`i1)aV1bTas! z!OJ0b_x3>L9tF)oTd?D#l+?yc|F%a-P-#yHrWBcYoeRjIRd3!>8AT)d0ly?JArV^# zJ@(c|zQ)P!-|Mc=gTRe71UQHYS7kt_&6-StR>%D)-#L^fzn{>6Hd*fDQq*7}6!OoY zVF>)4E9Q(+1b)RpA?rE*^@{=g4g?UdUjT0fWQ2_Q*(Smz}yWvYy?I z&+1ErGKtzy{hj}l!6HZI$OxpmicG4j#Pxt?-@bE492Cq5i7~haAt8Ju!FLGy+g)uS zxlV@H&K27m^O-zLh(*J!RUesrpils;s+E9vBZ-59gV#vszkl>>Y#o>Ue0=0cVB6WC&k}X=jdpAL z=4XeTM3z!m!q;y77Pn}_bYuN4V@Oex2G zHWo>;uc)?x0IuJ|@6P7f^fz;GIBftJux7A_fr znoxJ|+cv#tH1s#u6Raof^6-tVH;9@o|AMVFYx9BPohm-HCcy*Zw&+f##`5yK`>eM} z=Eov$fmLT2LBleu1&RwB7!M#ALcn=g1xqzRr=ahw6^Vi%TF&tJF#UgUxZ>vGO+&9k zry9`i+|{E9NqBW%Kq_al{P|;W3DK)df=`2Q0Ky8|4-B#MQUq!9^zP)kd9}v6VQ-um zR3<&hN)e3zU9aM!9;+IM_88u^gP`7lRR!YJIN;k1g*8HWh?MaBLpYEl!LLDYmK$D` zV`F3Uw^*lO4RR9MN$Eqy z3%XykGh0g%ejj)YJwJw$RNVdxt$@)gN4Axo}PQL0lfD;SiQo_ z0AoQQ`xM%%h?|$WAtm2nrVwPI3YW*}|3^pPv^(^aTo*pwyhsLmeF|Q7A@(c)y@N(T@zRLD^*?Rms$cDfpx{xIgbZ-lFs*TqWZiY(8v+2J z`JJC1nP)#h`*N}>fhJiTRVvQ%|ed2{`bQ@dT|TrUg4Ghx4n~09eX!a9o>6I zY__~D7j8ASg1tpY=p_ydksYCn-~TuqGwX-GaXR;SDS2v)5G}L^a3@xY%D#*8HLU-7 z-y~j=_NjMv|5`(f5y2Y4hZv%!BZOp|QQwVCG5J3o#9J&gr&Q^#s@Qem2{9Ehm=e|W zZdwD>hQ298(I+m^e?`*ESAVu;<5~j<1;X{{VUXSLxz(NZDwP|MVzuw*5?IozkBszq zPg4DN8<;lIL|shsk$P?}BvjG!nr}zVEZ@`tNqsAH~K0 zed$|#A4FGH29NOV?{T-L&tVx@!eAs$KH;Q#1gPD%p#BW-gSI6N`i)vg4cgjfM?{tl@BSxy z3{)!Ob$z5qef?!hu^PG8tYq~L^~mr1qUB49;RHQY5&RPhyj@RK;#iH{qJx5MgMF`_5efc7>9=yAbQm4a{qHe{Wc1G>bGkWeTtZ;dRa3f?rvCDg_8|w)HJ5nW$QDT; zA2PFg!=u#MzOGq1#^JQL8`Y3eV_D^N`>JN#t-u`T&&ELr@3#BXB41eqPyTI)@%cre z)c&{qv4`Q(`#GZ>|LD}ax}mx*0Mb*S z!^9mgZsx>Fd7t<9{3gz^_>O_~p)Op-@VKsc&tbQDqK}eRiuMn6P1d}&Um3Ec>D@sB z%)}Scf86P;NPmm4E5LRNjCVF{%|gFd`}WYhwAhZZ7j>?qu)9D?2Lvi2IVBw z_LdZHB>=WzxosEBcWHk{JDjK&pq9$`mpf1-S_DN0726J*zL%S*MosURd24zbF%4~Z z)-RgRGb zWBj%+Zs#$Ic-JYK(PxlR+9YQlAeY*tYb-B&632C5{(VKTCB1F`B5USsYtXvcs99^% zevnUTq?)5t&O?e8dqnFC1LC`b^i=EhHb(9MhcgpUrP<1|=8M*2>kE z;F$O&7tdJE6y(&foeWimU93;GMGdm$J}(a^F;=&sJ43;a#b$WVWaIyIdBFqg2ANra zc{|IMaLT*7uTskx?tybMhoeYEVD)(4_%vNWoZ2^}Kx~HBl3H~v!rb#koyd`s0%M8E zO43*+lgGB|&la-MgRUi1o1?(OPO)!Zq5-E|tx{btx^e*E){h#0~0X44IfN&3utl6_{IC^eIk!D(58kY%Q^HWGo^)v9Yw%9P#DY z4=6@B3%-4ikc^`X!Fz$R#!80dKr1 zawJ+(1)dfFu0R)=+upX?u=(dl^^TxzJ`8b?y?JD{q`xV8AY?6NjWJ9SnBl{$-k(nt zMPaCGv}{CrrmGe5U5lnPb3^s6dJUVCmcXHwplc#cp5!Z-q2^riQujAT#Bl!E@*Uaz z%(u)aO?B6IbM-&`Wp1MmJ2QxCChxah@iQ8agr=eZJ}T#!7exUt|Gup6n#SjKMwSc zKdefL$|ntgz8d6IV6Q`4Q|oe~e8+Fs*M>*J>Mfi$-3&=ZqXh%2CbI)b@ZI|H%)%3s zBIIDyNGnJ*X1hf0W`_-OY&RFv*$heYekUU;qje(G%)4104Qt({=!`!*h2ta4XIJKU zb%lQy?NS^49+;crUw_^iX5nqd{))Nv&HtAr1x#4DX&xH~M``ku79EDB&xeh+T z3}s{|k`eR!b`SBdyy?ne!GVdj;hba0$WNRfELBc;{Y+ZPi8$X?eR6XOad=p)yf(97 z6{I}*RiyWB-F1lF&Q#&85q-d0Lfd=GNSN;k?BGb3Y>n@RlUfKRUZiODIimUHCGSIA6UGf@MHJ^;zkbTU zNasp!gj0PpWV)j^=K?YAXyr%t4BIbjS6U65_ZpAyo*vf8lTX+@^x42`ZSQXXw<8j1 z?mq1qXbG91nw-zYje1FV{{HGHZQ+SPsY-sU;D-}t9sebeIuUGtjl#nuB@se?UaTv7 z{X9FTX$LFk8@wtoyT zXindc0q+{QfK=U}RNa7x8Um>r0{FR;7C!&hQH-6vM!69_Dn{g_N4vi^Dh|#u{{?ZS zuAxzgQgG%V3qdp0JvQEs$%a;m9q)+5+c(=jDo%nuLJUK_TgUG3^TQm`{vcpq;iZkxW_jjVy4EirpfoqXz6QG;wvq+P}kS#UYiMTj4XT840bAUYfj`! zoU;7BG{kJlT74I;T;pz+&5@N+yH~Ud2HX#F{11~Y(qyL)WR(ajF1FjWlc#`f$}B4VyQpH0_Y&Axl# z`Fsnu;P&cxyciy7aF2sAXt6VaIPl(G-VyWJqT4NwgcNzmNU04G36YOWC}4f`nsJYs zie}h~#NYNDCPKpSc$}SPoFD2`aXvA(oY^+iM{w7TnorVilPdK*Du=^980SmMS96ue ztoka0?>O<--8#6)+8-}2%gQ06c-BcyGDZM*{Bgr7fO;679gmJMTM zy6^wk`e;Qe@@Zmvj%qX{-22Q1oj8tvV}6?e1DRVEJd4NeOfWTurTi#5D`~VAuu+#o!K@e9Twz6oln4@ zum!Tax6dM~qJ1|znvHen_^&woOw~IDCAmf1cg}+?AAhGAax*9>F4ydTCqrx>yw3TQ zEq=&+WT4hw{kI*Rpg{CsE|t<#`#||FdLHheiaVuTTpaB2!JAa}VzH)w83(=w(W%#{ zebnOFGaZu%Z69hN;FT&p>>E;)b-J3O!a8)I|J(HKo;%Poc zh(3ooV_~1TFJj9L7vIN3Gz2}kJ9MPt_(OGj_lW6Cz$X3 zC^}bVyz^ZcJ>y!f4oNFi*;w|8DL)QREs#h=I&F7x*-nL|tkKrjtFnfYXyndOa`NF7 z$*X=dDoyUc(Pk9!JrVZ@Q-Z|H(Znss3cl?2 zis&H0+L4?L_o=~bGmjHW>D2gC2CTI9_U_LL1qxy{`=JKkV)^ZmS9A{YRCPdryGjST0g}5Fov9G1Om`EG4ED>^fCzt(mm3On7wO@Hxut zfxhTFCZn`$M$aEio{j5J()*nA;QY$3qnzeAUVh{(B{)vZYTCiQY{zm;6#vM|=%A$w z3ReB;3`kTUJM~wkP@2l)ADYU!y-6CJT&$OtnXNQ|w!Z89X#C~P7@uS~C*Cq~TjWF3 z2eEt%hGZ3Sk?m2xUZ;d}2Fi3U$|zwx7|B^4D7KgG>0UD1Pt3`gqT0$_Ulacka37f_ zJ?*~NNS*idM4Pf`+O_^!la-ejKaNWX%?L%5)QBO!m|t3zfRuu?=^s~ie_(?nM)A(N z&?l@LFZR3TU&9l<+z4YX-{}Ij!6D5*%y>XkK?|7ldnR1Qg zKSC)Nbz{BL-ISW!-5TbR43s^FuU~x&cdF5w=;P5EqR+p)EyenNw;?+U_m19)n#a(* zmiwC=@6w84e4<;5Drmlv_XX%YiQd1`5c?}6ZIpa)u^^4nXyo}7yYs3tzmn%og0wqQIbrk1mC`|S=9egkWQ4N*)C2H0gg8#Yax_GaL@& zw)mo?r9X8+;oitMMU>ygRfBOd-{$BNPDfms4o8u|?z(&|^v zn0Bh;uX%DM*$mPjkGGVh+81|=Ypy?eRU&E0pJ^#Ef%19G`THi`$M5(uG|h)X18ZY{ zR$71&yAgw|TMfHZ>H$6W+e^PUC zo@f5^NT2MyuGb3f5PoE;7z*9Bwc| z&^)6n&E&ap?e6Y&A3Lupu{MKY$L9&FR;cFya|JLB&*OER$UJQRez4Oo3)`i)8 zrn0&1yb)*qZNsu%Ap6`GvT zlWyrY&n`B+Ugh*^c;K@URbMr!+U@U+f9bL)HB6eD)~MPLQ}(W+a-gdu$a3UsG^xT` z{(JWZ*H6zbQ8lH0uOG4|$eO)p)mfPy8UOCbmV%(7 zgN8*HJHa?XfUiB)YLxdsv66Sy(uF%ndKiPoF0Z;#{&t|)Khr*luDamDKbQ9*NWFJ( zqu+4>U2T^gx0kDE5|#QT^owFIz>hGrQrSqQtD@v|#%v}_& zrRQQ!<%xvOpZ>ZDOs96LVu%D4k_MYS{c zB>ja3&(5|>G|30HT{ibJx1e3p;El(jl>Cz-W`lbit=`!vc3rhl2Ke24JkxzCrxjnF)pttgePi8Jv+UDLtXPW~VI_kFnvHA#p;pL}ie>9Wb-54lk zPDIx}xqr97Hw=>45F&8B#^}dL{B)VrL2$E*8HH|hL~F2$YW&E)#lRhaxAOXp-g10* z5#bZD$W5Q<3nYrpPXCJGwi8Poq@Z-sk5VzUG+ZH3AJ{a18)J7h#YIp=$-s(wp!ndI zczS~JD_eK&rJbEtdgNJjlP}gk-by{$xj7V~-MYl8mfB&pAQ}2%DwtubQ@z2l@yCf+ zKOuHxWko;Br$!=5<=LN#norugv>XMr(IfJvQSm-$1O(qz?F&_Q?DE5WU$R-wH+{zE zy=~QZz~TSqwYWxz_{4g8|7R}q+$#h8kx&Y0ml%>9X=`^2oZDaGvOl^ZZX3wx_8sl| z8|q8zSh*6$xXpKCchr){S%-Pj+1I4k@J#rSiu*bnC;f7TD)@=0Bw|ww$=EC0ttLP5 zS|wBZHGYX|&J-tZBz}qY>YmU;nqK3VBh%S}Lz}Eqj{kmrFUjP>U?P04uzxTAbyfJw zjDIb6#%`cYZX|lf@y_b=xd+^^W$Clg0G@LVRlY&x>a@M@5=$?n*K)Pc^P9gg)QT z$GmQe2K2A?x^CWMb;YG_Q zEA$Gb3pyWG-G4tU6ophcH=0O;^Dps^YSn{$J4Nla^oo87QNM^Qi6PjKDVh71`wx>I zHoj%3EsH8*Qgl9G*}yinKh*5~`MjZJ%f6V?gE7eN?l(tqaVuJ%&v@wDKLH7 zu?~!%Z+*^qE+wjpjB9^)zkOSt#qN%dO>D|TMR=+r$y5V&`iW}o{p$HON(OH)tcaiAr{@WmmICRuPKX{U$_N{_W3YlhSqN0y=n=z1wSMJ__N( zor}ma7Fr_|77NPn9ODca`K{NqBUArw$E!ixyFuxT5l4f5Hof4o$LUDL1!c(}*|iG+ z4F;q?NDZG*AEb?{m4rAu|LNexti`@`o_YF{S=sHiq4;><*O{Ar{})jK8fDhx6cjaaCn;_pPwXk0Hul_3D-VtF;*f*-QfBZ- zBjtCTtM#5j;5cVKCe#fJEEc16D_;}r#p^X-aG*lZ>!0H?0 z-!~UGuJjJNysZD0uV5bI%aL~u(kQP*k3M3k9%4YU7&qHk88iHMV>b*GuXie;mso)UMNfsgt}r!NF^*bFm?} zChKZ>CH1H5ikz#9uommFnt@HmezJ7XXM&5RT&zdduCcs!)AcK_=g*ftmSQR0Zsz&$ zMNvdz(LYM>vI+A^@a6t{<0#W>{B)db%#}g8O5Su*(^@QnS$3c>CRoFq(}h`F%QT+I zcG#XZ!BwaQCnGvL?)^j*$CWYu<9NIne2mwUAtVC0XKy!d(OkY~)0+`cF?t&COm^V# z-XlY-*Z@w=sJbsZ`*o?Knw{zwb@Mq_dIp>^WW9DsBPF%|IRp6wR=j&>zkN5djO8Le zwXU2bs+(_B^WlCl7)VBTxeUnb9NT}iy(8?Sm?ve>i}$B$k9v9glr0XUXj=3S_qMH- zh8^ms4pE~|XB5^U!mqN)ehg~<6PUQk6K1LQzp#qhDQsm(4wh9Z&4|lw(){SWD=n$Z4w<6@>H zkiQ)5a=!5;(kNQZ?=zC=@nce}o4rz#`(5AgV6FZw`G)t3nn^U7$e75KdvEeo_jO$P z_mfZ0>q`YA$Od(*yjyHBxA<#$>QIV)3+8QSZl9YPPn z)f*dU%i*Y`F1LQ+BH&MYM#_Q_Nb4pHBwK&U*mx+~c^wM-r^_d)MV)v%< z8y)&x7iAt?Uv9l6rMY|>Cwgm}qW;ypq~!&C;e(-uGmW^b06~)KQRSbHD9v)Hn&u~x z7|PPCPr_cL|F*ax&JMpy zb}p*>C_J<5-r=80`Iqne3%_b__O`OZrBTx9i9MREZ&|Omg<>}Zv^|C+xf;|KS>E>d zXH`T}C*Swe*dhA&`lf-*DNrzU=+bb&Ea|)m-Bw#PY_tLI^_uL+BH8l$y!VL*s z%UT|!H`}!06Bc;ey$Q*o4l8Q~yoLELbm^;kF>D1!bC!hP$lNba^ts4BxUSyr)V3EO zNq?xTeZWnKM{6&0rrVPgpkBGlr}SYp+jjqi9E}ru5k)&!^p{~b=aM!ZOsGBrb&gX zpUTGSkey%E)+{L#r-p?c2&%aUE8*>qB zdA!bS?|ds_IS+l-N1)$loMiKaZBj_sDw#G+U0(ei55*z&LrL~k=_2`D+K6`Fwv3D+ zTh~M1Ik_;x40yB1M$=MO{L4vI`(WO$p(`#jG^wIZCcTeMC?rAL3Uw5Iai3?)d#uUi z81d&ROj#A81H0!WLUoNBCkrP&VjgnvHhevRJxc!9=e?Z z6EkxPOLR!DF>Y_Y8y~3DH0Ez{Oo2RuzuBqYiK9>@<7ew2toPtwY%Nl`H<0SG9GF zNPq6_W0+|nVv@J2aM-7~CRq88P4x3k4KuGe24M!6(eN<@12eCF4`#;8r?cHIQ_aM&e79tVB4DgO32=$lQ@E%axT zLR40?Lo~Dm<#&D3`?58kW!b99jQ;h&xm%d=*0`qQ-C(eT>9C&=`}u15vioDo&c%s? z_VSeo*9~OxaYpV`?x;u*Gr_u zEj{_`u1$-ciwX}5%L6E{q-FV!o%JS#+s+7BqDRq~=2A^qLE}fjec9MjlC=44{UO0B5#v+ax=uBH>wOseQCn{IVU6%%K@)d_QQs4XPo`z~n2>jo z=bHWye(c}I$IW-~QjzOi?11M{ANr%5VL`3zm1<=!Ge72fCwq9z-Nq}ZuS&_s|6Pz| z+t#ro?~U~!Ykbb{hx8eNOg#ts%^rrigFs$$#FP?SRY4_)e%j};L{^yvJ>`7B&!i?l z`|l#(16EhG?hmhvdh;>8_G5PE`VmbiC%Z#t8r@+^-ot$#EfD*Lsi4i$mL|O_eoQxkDsiM z@2@@_;%C7${!>83s>2d5{CGpUA#9^&@G8ScXx>+_mPNuuIc z@DHT&^i!+lGm;$+Y0|s&BLz;x21TXoa}jk@BO2~WdYt#OM>18|H$IrT9a-HrI%7UD z&Aa_o_t0JqzdfAHyULw^on<>OsCaVxNN*S;5&XXd22&^()+1*aCPZ^oAxH4<5vuFw zR*z|_OVm}HJ+ZNOtF2qZ`*bhiFQ}+O*;ZN{2{`01A(?u85+H0ktJXPfB@y*gVXLVB zTt+8MoMFw{hpF;JT0DO)kyI5opj%+a4G@SEe5rISYfH)MuFp_Vxe$19N-(jh|(B?4R)k!#5*- zO%Jucwr&f^{exzqKA{$)F}(^Lz112N1%(|zw}f!7gb#{k)+!fxt7-Hoh!sfrapf(gdj*y?< z(`-6k=2T|O9dn{07`4a#FI(k^p1kDpXb{;;{&Un&nPc4hf)UiFLR*6Pe^Y|BL-X*@ zuX}QHbD=6WtZFv_RZ&|z62W7z!2M4tzb&QOt0k#ZWoD5z@BAamG0y!xqhBiUtqXxe`QMDqe6>t-lI;wv5 z8hKzJh}by0|2c?Hgt?h0uLd7C#F+@35;C<9?J2Fmpukk?h^eNU(!Ti*4JD0lug`!c zaGAi}rUuSOj@|K(2KeYs(BkN(5a+BwvWcao2xjL81h_RPe$IC{;9mQI-UZ&w4LCB) z;Y-8IKfhgL@sBX>hH-fMC(iYNm{%6?!&@22ab-Y&v*Q^qE-oz|DtWxWi1I`)Azr>A z4MOrzi-8wY(7fd26+Rxny08>jZD?r7P^g^LaXf5ebL)X^!8l>^x+-(26ruH8AOWk| zAL4n<=(knPWVg);8wbxLyv-f+$y^McLDOK{>c9(cZ=(8HmfqD3pAEU-^GN4b`QVY* zvmKh>psM{HJvHtz%<21+9V*-d>=l$J({YS8iU@JN}! z{M@i%gA#*(e=mrpD4bu5g<=F44T9eQ<|ubmLoFn6+^p+>JC14Oq&7~Wu-)9ujD|!n zgfrg*v|Kyxw4sYuVD-8_->r-JCvRJNpFMnR_se`6#T|SNtl!=ZBG!((Z|%BeobOPT1ag5yT=M}ZCmGL2$!Hh#v5lI3@$l8W z-Jl*u%pN3ud-`7i<}y7!P2ysmp3e6mp6V&LAYqrB865uk2N=BGgC`$(fg&>XT(N_M z<bUAQ z8@fEak+|w7 zknrIzE77d6m;|V|mz9%q#v_L~BVvxm+o7phMRYN>=1#aweYm=pXfea^4Xf9FCp=vR zcIAwdeZ@2ZNmWyP@ABncBMoAQ`Sv&ih?5Ub3{@Sj0!3}7hKAkJ!tnB1$r&t6xqW@V z&jGEHgBVOM(2fpeCkL(6B%_IG3x2Cjc2?GXqylm=JacrTM03D5#s?5VzUUkCOpS9D z_9urbZHVs`?xu&UX{oM;Vkb}p?x0oVU~~-_P`1r$}$*PFM~Dq zU5X@0U2^T*W$i^;LqkIj_FPt-z@GbPTb`m|=?^m<+SY(Wm|EpovOad|F3qGa=d*{u ze9O~b`e?F~N;R`7uu}GZrw^`c;pPODQVR=<`xwl*rKL(P?0$=ia}(WwO5e4kSicoV zZxa?k-rL^E8s{G{asydrc6RyOjc=yG;c9vIY-!SNmn#njCukh9SI*0Lb!py8;uI0a z`P?l2&$b}6Wd)oUsE3cZ@&7ri=;1VV;8}A^ORc-oZrH3H#SkV4)v@AQrxSJ?9KLlD z63yVr_5olG0P)|47^R&|lwOC$x3m~){rv9y*OLX$#^{Z$SfK3Pmcc3icVEdCmE>yx z>=F)uG$t9#AC>||MF~(-iERPQa+p$0EiHREVj$s(?IZ3%pAb@k(47uGmvNF(B$VuN z1JT#fy(mYJnxc$@1ljV^$6sofAInv7@>3}R={8Avycw|ipO2S`w? zZ@4;WS$)jz{QCr!l$)E|3{ddGIFoU%NokU+hdaO`A&=?c=*D#`)Se_A=KdQbdUc=X zUfr5akFPymMko%uKdJ4MlOvuLh=NAh1%OJ(`T07lyr`JtVXOEZiV{JmNQ4jJ#)-o6 zyX{YacAdflb;1GlWO2GxeF1r;BV$t{)^-FB0|@RqT?Mv~j@@s&`Ak=>TaReibNNTF zb&ejDrc$Y_ubQ(j_UGG`$6}f5!X;pZ)Vg~pr3G*p4yL6V7|ZCv`uh4}AZ!WMHvnht zARE@B2(_+|Bq1YY8+C6sTpcMbP5=7@{ w24cnkJz)$G`oq~unwSK{5$ivkOCOfGFLgUx@LFmzN%%6*J#?T@$1(K30J?`Ivj6}9