{ "cells": [ { "cell_type": "markdown", "id": "3b84ddbc-2079-48c9-a38b-b0a34abd6d27", "metadata": {}, "source": [ "# Introduction to Seaborn" ] }, { "cell_type": "markdown", "id": "bbbcdd64-9f9f-4114-9359-20b24436dd62", "metadata": {}, "source": [ "The definition of seaborn's website is so concise that we replicate it here:\n", "\n", "\"Seaborn is a library for making statistical graphics in Python. It builds on top of matplotlib and integrates closely with pandas data structures.\"\n", "\n", "That's it! The main benefit of using it is that it is a more high-level library, which means we can achieve sophisticated plots with much less lines of code. Most axes style customization are done automatically. It can automatically provide plots with summary statistics." ] }, { "cell_type": "code", "execution_count": 1, "id": "ec137599-b8bd-4666-b5f7-13e94243b50e", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns" ] }, { "cell_type": "markdown", "id": "ee542235-d3e1-485a-aa65-ac410c6d558c", "metadata": {}, "source": [ "We will apply the seaborn default theme, but you can choose others [here](https://seaborn.pydata.org/tutorial/aesthetics.html#seaborn-figure-styles)." ] }, { "cell_type": "code", "execution_count": 2, "id": "4e5f2908-a83c-4342-9690-eb55abdb0e37", "metadata": {}, "outputs": [], "source": [ "sns.set_theme()" ] }, { "cell_type": "markdown", "id": "1e2c1579-8df5-4e70-bd10-8a6095f2d564", "metadata": {}, "source": [ "## Scatter plots with seaborn" ] }, { "cell_type": "markdown", "id": "88932903-b980-42a3-b6e8-3f42327735c6", "metadata": {}, "source": [ "Let's load the same dataframe." ] }, { "cell_type": "code", "execution_count": 3, "id": "c0a502d8-9181-47b4-8e6b-63b37ed3a8d4", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
areaintensity_meanmajor_axis_lengthminor_axis_lengthaspect_ratiofile_name
013996.54676317.50410410.2927701.70062120P1_POS0010_D_1UL
136086.61388935.74680814.9831242.38580520P1_POS0010_D_1UL
24391.48837212.9678844.3515732.98004520P1_POS0010_D_1UL
314073.74285718.94050810.3144041.83631620P1_POS0010_D_1UL
414489.37500013.63930813.4585321.01343220P1_POS0010_D_1UL
\n", "
" ], "text/plain": [ " area intensity_mean major_axis_length minor_axis_length aspect_ratio \\\n", "0 139 96.546763 17.504104 10.292770 1.700621 \n", "1 360 86.613889 35.746808 14.983124 2.385805 \n", "2 43 91.488372 12.967884 4.351573 2.980045 \n", "3 140 73.742857 18.940508 10.314404 1.836316 \n", "4 144 89.375000 13.639308 13.458532 1.013432 \n", "\n", " file_name \n", "0 20P1_POS0010_D_1UL \n", "1 20P1_POS0010_D_1UL \n", "2 20P1_POS0010_D_1UL \n", "3 20P1_POS0010_D_1UL \n", "4 20P1_POS0010_D_1UL " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"../../data/BBBC007_analysis.csv\")\n", "df.head()" ] }, { "cell_type": "markdown", "id": "b2bc163b-f517-4828-acdd-d34c84283c36", "metadata": {}, "source": [ "And make a scatter plot of aspect_ratio vs intensity mean." ] }, { "cell_type": "code", "execution_count": 4, "id": "a356baf0-671d-46a4-a182-7cac726cacba", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=df, x=\"aspect_ratio\", y=\"intensity_mean\")" ] }, { "cell_type": "markdown", "id": "68e01c4b-37a3-4fe4-877b-3bc8218644e1", "metadata": {}, "source": [ "We can already embbed and visualize other features by providing a few extra arguments." ] }, { "cell_type": "code", "execution_count": 5, "id": "4a5d43d7-2f4b-46f0-b938-e72e2689fd6d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=df,\n", " x = \"aspect_ratio\",\n", " y = \"intensity_mean\",\n", " size = \"area\",\n", " hue = \"major_axis_length\",\n", " palette = 'magma')" ] }, { "cell_type": "markdown", "id": "62986545-6187-427a-8904-ef281ad16970", "metadata": {}, "source": [ "## Scatter plots with subplots" ] }, { "cell_type": "markdown", "id": "f5ad8619-43c0-4e8a-9dd0-75964c2c3188", "metadata": {}, "source": [ "The `scatterplot` function is an axes-level function. This means, if we want to add subplots, we also need to create figure and axes from matplotlib first and pass the axes handles. That's when knowing some matplotlib syntax may be handy!\n", "\n", "However, seaborn also have figure-level functions, where the subplots are also just an argument.\n", "\n", "In the example below, we use the `relplot` function (from *relationship*) and separate the files by providing 'file_name' to the argument `col`," ] }, { "cell_type": "code", "execution_count": 6, "id": "f4635e5a-93f3-4b0d-9378-094454e69f44", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABHYAAAHkCAYAAABbp6hvAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy89olMNAAAACXBIWXMAAA9hAAAPYQGoP6dpAADZ9klEQVR4nOzdd3gUVdvH8e/sbja9Vwi9S+9FqohYsAF2QQFFFFGxgCgq8CgiFlRELICKiA+gYAX1tSGiiICiUkTpPYEkpLfdnfePPKysSSCElE34fa6LS3POmdn77CaZyT2nGKZpmoiIiIiIiIiISJVjqewARERERERERESkdJTYERERERERERGpopTYERERERERERGpopTYERERERERERGpopTYERERERERERGpopTYERERERERERGpopTYERERERERERGpopTYERERERERERGpopTYERERERERERGpopTYkQpx+PBhhgwZQqtWrejWrRvfffcdTZs2Ze3atQC89NJLNG3atJKjrD62bt3KyJEj6dq1K126dGHEiBFs3rzZo43D4WDGjBn07t2b1q1bc+2117JhwwaPNn379qVp06Ye/1q1asUFF1zAc889R25ubpGvf+jQITp27Oj+fE/H/v37C71ms2bNaNeuHYMGDeL9998vdIzL5eLDDz9k6NChdOzYkbZt23LppZfy0ksvkZKSUuTrLFu2jOuuu4727dvTpk0bBgwYwPPPP09GRkahtm+++Sb9+vWjVatWXHHFFXz11VeF2qxatYpBgwbRpk0bzjvvPF577TVM0yzytfPz87n66qt56aWXCtVlZGTw2GOP0b17d9q2bcvw4cPZvn37qd62QiZMmFDoPTz+vrz88svFfnanY9q0aQwdOrRQedOmTYvsG/zz+S5btqxE7UXOJrpWVixdK73zWrlz505uu+02OnToQJcuXXj44YdJS0tz1w8dOrRQ30/8dzp0rRSR6sJW2QHI2WH+/Pn8+uuvPPPMM8TGxtK0aVMWL15Mo0aNKju0amfv3r3ceOONtGjRgqlTp2KxWHjjjTe44YYb+OCDD2jQoAEAU6dO5YMPPuCBBx6gZs2avPnmm9x6660sW7aM+vXru8/Xu3dvRo8e7f46NzeXtWvXMnv2bA4cOMCMGTM8Xv/AgQPccsstpKenn1E/7rjjDvr06QOAaZpkZmby3nvvMXHiRBwOB9dddx1QkCS55557+O677xg0aBAjRozAz8+PP/74g7fffptly5bx6quvetzszZo1i1dffZVhw4Zxxx134OPjw6ZNm5g7dy6rV69m0aJF+Pj4ADB37lxmzJjBnXfeScuWLVm6dCl333038+fPp1OnTgD88ssvjB49mosvvpixY8eyYcMGnn/+eVwuF3fccYdHv3Jychg3bhy///47vXr1KtTv+++/n99//51x48YRFBTErFmzuPnmm1m+fDlhYWGn9R5GR0cza9YsoOCGPj09nXXr1vHKK6/www8/8Oabb+Lr63ta5zzu9ddf56233qJz586lOl5ECtO1suLoWumd18q0tDSGDRtGTEwMTz/9NElJSTzzzDMcPnyYN954A4BJkyYVSizt3buXBx98kGuuuea030NdK0WkWjBFKsCECRPMPn36FFs/c+ZMs0mTJhUYUfX1+OOPm926dTMzMzPdZVlZWWaXLl3MKVOmmKZpmgcPHjSbN29uvvPOO+42ubm5Zp8+fcyHH37YXXbeeeeZDz74YJGv89BDD5lNmzY1ExISTNM0TafTab7//vtm586dzc6dO5tNmjQxf/rpp9OOf9++fWaTJk3MpUuXFqpzOp1m//79zQsvvNBd9tRTT5nNmzc3V61aVah9YmKi2b9/f7N///5mdna2u5+tW7c2n3vuuULtv/zyS7NJkybmihUrTNM0zezsbLNjx47m9OnT3W1cLpd5zTXXmDfffLO7bMSIEebgwYM9zvX000+bbdu2db+uaZrmunXrzEsvvdT9/sycOdPjmF9++cVs0qSJuXLlSndZUlKS2bZtW/Pll18u8v0qzoMPPmied955Rdb93//9n9mkSRNz9uzZp3VO0zTNvXv3mqNHjzbPOeccs0OHDuaQIUMKtSmqb8cV9fmerL3I2UTXyoqja+U/vOla+eqrr5pt2rQxk5KS3G1WrlxpNmnSxFy3bl2R70V+fr45aNAg88orrzRzc3OLbFMcXStFpLrQVCwpd3379mXZsmUcPHjQPYx07dq1HsPLi/LVV18xaNAgWrVqRffu3XniiSfIyso6rdc+PpT1s88+4+6776Zdu3Z06tSJiRMnkpmZ6W6Xk5PDc889R//+/WnZsiXt27dn+PDhbN261d1mwoQJ3HLLLSxZsoR+/frRunVrrrvuOnbt2sW3337LZZddRps2bbj66qs9jgNYv349Q4YMoU2bNnTu3JkHH3yQ5OTkk8Z+smHGffv2Lfa4Bg0aMGLECAICAtxl/v7+xMXFsXfvXgDWrFmDw+Ggf//+7jZ2u50+ffrw3Xfflei9bdmyJaZpcujQIQC2bdvG5MmTufLKK3n66adLdI7TZbFYOOecczh48CAAKSkpLFy4kEGDBtGzZ89C7aOjo5k4cSK7d+/m008/BQqmOuXk5BQ5Tap3797ce++91K5dG4DffvuNtLQ0j/fJMAwuuOACfv75Z3JycsjLy2Pt2rUebQAuvPBCsrKyWL9+vbvsjjvuID4+3mNo9YlWr15NQEAA3bt3d5dFRETQqVMnVq1aVdK36ZQuuOACWrduzaJFi0772GnTprF3717mz5/POeecU2YxiZztdK3UtbKsVOVr5erVq+nQoQMRERHuNj179iQwMLDY6+CiRYvYsmULU6ZMwW63n85bdVK6VopIVaKpWFLuZs2axQsvvMCWLVuYNWsWcXFx7Nmz56THfPLJJzzwwANcdtlljB07lgMHDvD888+zfft23nzzTQzDOK0YJk2axODBg5k9eza///47zz//PBEREdx///0AjB8/nnXr1nH//fdTp04ddu/ezYsvvsi9997LZ5995n69jRs3kpiYyIQJE8jJyWHy5MncdtttGIbB3XffjcVi4cknn+SBBx5g+fLlAKxbt47hw4fTtWtXXnjhBVJTU3nxxRe56aabeP/99/Hz8ysy5sWLFxfbn5PduNxwww2Fynbt2sXff/9Nt27dANixYwcBAQFER0d7tKtbty5HjhwhMzOTwMDAk7yjBecE3Dd2NWrU4MsvvyQuLq5U6wWU1K5du6hTpw4AP//8M7m5uZx//vnFtu/RowdhYWF8/fXXXHXVVURERNCmTRvmzZtHYmIiF1xwAe3btyciIgIfHx9uv/1297E7duwAoF69eh7nrFu3Lk6nk71792K1WsnPzy+yDcDu3bvp0aMHAO+8885J5//v2LGDWrVqYbN5/mquU6cOn3zyycnfmNPUo0cP9xSB+Pj4Eh83duxYGjdufNo/gyJycrpW6lpZlqrqtXLHjh1ccsklHm0sFgu1atVi9+7dheLOzMzkpZde4oorrqB169YlfXtKTNdKEakqlNiRcte8eXMiIiKw2+20bdsW4KQ3q6Zp8uyzz9KzZ0+effZZd3m9evUYNmwY3333nXs+eUn17t2bBx98EIBu3brxww8/sHLlSu6//37y8vLIzMzk0Ucfdd9MdO7cmczMTJ566imOHDlCTEwMUPAE64UXXqBhw4ZAwc3S4sWLeeutt9w3gocPH2b69OmkpaUREhLCc889R/369XnttdewWq0A7gUIly5dyo033lhkzMffqzOVnZ3NhAkT8PX15aabbgIgPT2d4ODgQm2P36BmZGS4/980TRwOh7tNUlISq1atYtGiRVx88cXup2qnu/7LqbhcLvfrulwuEhISWLBgAX/++SeTJk0CCp4yA9SqVavY81gsFuLj4zlw4IC7bObMmYwbN44PP/yQDz/8EMMwaNy4Mf369WPYsGGEhoYCuNc+CAoK8jjnie/T8Zu2k7U57lSLOqanpxc6z/FznfjUvCxERUUBcPTo0dO6WW3SpEmZxiEiBXSt1LWyNKrbtTItLa3IZFlgYGCRCza///77pKWlMWrUqGL7diZ0rRSRqkKJHfE6O3fu5PDhw4waNcrjJqlTp04EBQXxww8/nPbN6r9v/OLi4tw3L3a7nXnz5gGQmJjInj172LlzJ99++y1QsODgcaGhoe4bVcD9FO/E8x+/aUtLS8PHx4fffvuNW265xeOmr3bt2jRs2JAffvih2JvVE/v+b4ZhuG98TyYjI4M77riDTZs2MWvWLGrUqAEU3PwV9RTp+JBri+WfWZrHb+hOZLPZuOCCC5g8efIpYyitiRMnMnHiRI+yoKAgbr/9dvdikMfj/fcIl3+z2Wwen2NcXBwLFixg+/btrFq1irVr17Ju3Tpmz57NkiVLWLhwIfXq1cPlchV5vhPfJ6fTCVDsU7kT38tTKe5zOdn5z1RlPU3UU0yRM6NrZQFdK6vftbK497yo8nfffZe+fft6LGRdHnStFBFvp8SOeJ1jx44BMGXKFKZMmVKoPjEx8bTP6e/v7/G1xWLxmDf+/fff8+STT7Jz504CAwNp2rSpx1O444oaTVHU+Y9LS0vD5XIxZ84c5syZU6j+ZLsstGjRoti6+Ph4vvnmm2LroWAb1dtuu43du3fzwgsvcN5557nrgoODi3zydXxdhhOfUJ533nnceeedQMENhr+/P/Hx8cUOiy8rY8aMcf9RYrFYCA4OJj4+3uMm/fjTswMHDhQa3n2iffv20aZNm0LljRo1olGjRowYMYL8/HyWLVvGf/7zH2bMmMHMmTMJCQkBCoZ6H38yCZ7v0/Eb2n+/n8dH2BT3PVOU4OBgkpKSCpVnZmYW+dT4TBz/OYqNjS3T8wIEBASQl5dXZN3x8uJ+ZkSkZHStLKBrZfW6VgYFBRX7nsfFxXmU/fnnn+zevZt777232D6dKV0rRaSqUGJHvM7xG4Tx48cXuT3kiTcNZWHv3r3ceeednH/++bz22mvuOekLFy7k+++/P6NzBwYGYhgGw4YNY8CAAYXqT3bBfv/994utO9XigH/++Se33norubm5zJ07ly5dunjUN2jQgIyMDJKTkz0WKNyzZ0+hG9GwsDBatWp10tcrD/Hx8ad83R49emC32/niiy88Fhw+0c8//0xycrJ7bYH58+fzyiuv8O2333q8/z4+Plx77bV89913bN++HcD9BHDPnj0ec/f37NmD3W6ndu3amKaJ1WotNGXi+Nens01x/fr1Wb16NS6Xy+Pp5d69ez2efpeFH3/8kbp165bLzWpUVFSxf1QmJCS424hI6elaWUDXyup1raxfv7578erjXC4X+/fvL7Tw8vHYTndk2unQtVJEqgrtiiVep0GDBkRGRrJ//35atWrl/hcXF8dzzz3Hli1byvT1Nm3aRG5uLqNGjXLfqALuG9WidoQoqaCgIJo3b87OnTs9+tK4cWNmzZp10oUTT2z/738nW6vl0KFDjBgxAsMw+O9//1voRhXg3HPPBeDzzz93l+Xl5bFy5Ur3Qr9VQXBwMMOHD+f9998vcreMlJQUpkyZQp06ddx/LDRq1IiUlBQWLFhQqL3T6WTfvn3uufHt2rUjICCAL774wt3GNE2+/PJLOnfujN1ux9fXl44dO/Lll196fK988cUXhISEnNZijj169CAzM9Pjj6Tk5GTWrVtXpp/LypUr+f3337n++uvL7Jwn6ty5M6tXry7yqevnn39OYGBgpfwBJFKd6FpZQNfKU6tK18ru3buzbt06j93Qvv/+ezIzMwslpX777TeaN29ebqOidK0UkapEI3bE61itVu69914ee+wxrFYr5513HmlpacyePZuEhISTDrsujRYtWmCz2XjmmWcYMWIEeXl5LFu2jJUrVwKc9rax/3bfffdx2223cf/993P55ZfjdDp54403+O2337jjjjvKoAeennjiCZKSkpgyZQoZGRls3LjRXRcUFESjRo2Ij49n4MCBTJs2jdzcXOrVq8ebb75JWloat9xyS5nHVJ7uuusu9uzZwx133MFVV11F37598ff3Z8uWLbz11luYpsmrr77q3tK2e/fuXHrppcyYMYNt27Zx4YUXEhERweHDh1m0aBGHDx/mhRdeAAqeEo8YMYKXX34ZHx8f2rVrx9KlS9m8eTPz5893x3DHHXcwfPhw7rnnHgYPHsyvv/7KvHnzeOCBB07rhrNTp0507tyZcePGMW7cOMLCwnjppZcIDg52r5VwOvLy8tyfv2mapKWlsX79et5++226dOnCkCFDTvucJXH77bfzf//3f1x//fUMHz6cOnXqkJ6ezjfffMP777/PpEmTCk2t2LhxI2+99Vahc/Xo0eO0Rj2JnC10rTwzulZ657Xyhhtu4J133mH48OGMGTOGY8eO8cwzz9CrVy/atWvn0ae//vqrTBJsulaKSHWgxI54pauvvprAwEDmzp3L4sWLCQgIoH379jz77LPuLUPLSt26dXnuueeYNWsWd9xxB6GhobRt25YFCxYwdOhQ1q9ff8rdjE6mR48ezJs3j1mzZnH33Xfj4+NDixYtePPNN8tsN4/jjj9JBNy7YZyoc+fO7qdv//nPfwgJCWHOnDlkZWW5Yzq+9WhV4ePjw4svvsiKFStYvHgxDz74IDk5OdSqVYtBgwYxdOhQwsPDPY555pln6NKlCx999BGPPPIIWVlZRERE0L17d6ZNm+bxPTZmzBisVitLlizhjTfeoFGjRsyePZsOHTq423Tr1o2XXnqJmTNncueddxIbG8v48eMZMWLEafdn1qxZPPXUUzz99NO4XC7at2/PCy+8UKppFUeOHOHaa68FCtZ8CA8Pp3bt2owfP56rr74aHx+f0z5nSdSuXZulS5fyyiuvMHPmTI4ePUpQUBDNmjXj1VdfpXfv3oWOWb16NatXry5UPm3aNN2sihRD18rS0bXSe6+VERERvP322zz55JM88MADBAYGctFFFzF+/PhCfUpKSnJPSTwTulaKSHVgmGcydlZERERERERERCqNRuxIleR0Ok85n7+k25xKxTjZlrTH6TM7OZfLVey2sieyWq2ntUVqST4bi8VyWlu3i0jl07Wy6tG18szpWikiZyON2JEqqW/fvhw4cOCkbUqyzalUnJIM0T9x+LsU9tJLLzFr1qxTtju+LkBJ7N+/370LyskMHDiQp556qkTnFBHvoGtl1aNr5ZnTtVJEzkZK7EiVtG3bNvLy8k7axm63n9F8fylbf/zxxynbBAYG0qBBgwqIpmpKSEgodmvUE9WvX5+goKASnTMvL49t27adsl14eDi1atUq0TlFxDvoWln16Fp55nStFJGzkRI7IiIiIiIiIiJVlCaBioiIiIiIiIhUUUrsiIiIiIiIiIhUUUrsiIiIiIiIiIhUUdruvBhOp4vk5MxSH2+xGEREBJKcnInLVbWXMVJfvFN16Ut16QeoL95KffEUHR1cJrHoOvkP9cU7qS/eSX3xPtWlH+Bd10mRiqQRO+XEYjEwDAOLxajsUM6Y+uKdqktfqks/QH3xVuqLd1JfvJP64p3UF+9UXfpSXfoB1asvIqdDiR0RERERERERkSpKiR0RERERERERkSpKiR0RERERERERkSpKiR0RERERERERkSpKiR0RERERERERkSpKiR0RERERERERkSpKiR0RERERERERkSpKiR0RERERERERkSpKiR0RERERERERkSpKiR0RERERERERkSpKiR0RERERERERkSpKiR0RERERAcAwCv5rtRqVG4iIiIiUmK2yAxARERGRypefmsPuPw6x5ZvthNcKpVX/pgTVCAarngOKiIh4MyV2RERERM5y+SnZvD5iEcl7j7nLvnr5B2547nIa9WqAadEIHhEREW+lRzAiIiIiZzGLAavnr/dI6hy3eMKnZCdnVXxQIiIiUmJK7IiIiIicxfLSclm7ZGORdc58V5EJHxEREfEemoolIiIiUo0YhkF+Zh7pRzOxWC0ERwVg8T3JLZ8JLper+GqXWQ5RioiISFlRYkdERESkmjAMg8S/jjL33o84vCsZgEbt4xn+zKUE1wjGLCJHYw/2pd2lLVj/wR+Fz2cxiKgTVs5Ri4iIyJnQVCwRERGRaiL9UDrTr1vgTuoAbP/lAM/c8C45x3KKPMZlwHmjuhEUEVCo7rIJ5+MfVbhcREREvIdG7IiIiIhUAxaLwebvd5Kf4yhUdywhncRdydRuW7PIY/1jghi9eCh/frudTV/+RWhcMOfe0IHweuFg0XNAERERb6bEjoiIiEg1YLEYHPjrSLH1xxIyqGNQ5HQs0zTxjQig0/Xt6DWsM9k5eeTlF7/ujoiIiHgPPYIRERERqQacTpNzutUttj62fkSRSZ0TuVwmdj8ftF6yiIhI1aHEjoiIiEg1YJom9dvFExkfWqiuaZc6RNQqXC4iIiJVn6ZiiYiIiFQT/hH+jPvvjXz91np+eP93bL5W+g/vTOcrW2AL8Kns8ERERKQcKLEjIiIiUk2YJvhHBnD5/b3of1sXDMPAN8QXl+ZWiYiIVFteNxVr9uzZDB061KPsm2++YfDgwbRr146+ffsyffp0cnL+2bLT5XIxc+ZMevbsSZs2bRgxYgR79uyp6NCrLQNI2n+MrCNZ4NBCiiIiIt7OBdiDffEJsiupIyIiUs15VWLnrbfeYubMmR5l69evZ8yYMVx44YV8+OGHTJ48mc8++4wpU6a428yePZtFixbxxBNPsHjxYgzDYOTIkeTl5VV0F6qd7KNZfPHiah7r/TJTzpvNwvs/JnlnMqCbRBEREREREZHK5hWJnYSEBG699VZefPFF6tev71G3aNEiunbtym233UbdunXp1asX9957Lx9//DF5eXnk5eXxxhtvcNddd9G7d2+aNWvG888/T0JCAl9++WUl9ah6yE3JZu6o9/h6zk/k5zgA2PLdTl649m1SdqZUcnQiIiIiIiIi4hWJnc2bNxMaGsrHH39MmzZtPOpGjBjB+PHjCx3jcDjIyMjgzz//JDMzk65du7rrQkJCaN68OevWrSv32KuzfZsOc3hHUqFyZ76LL2b/AE5NyxIRERERERGpTF6xeHLfvn3p27dvkXXNmzf3+DovL48333yTFi1aEBERwfr16wGoUaOGR7uYmBgOHTp0RnHZbKXPe1mtFo//VjVWq4XN324vtn7TN9vJz8zHP8K/AqM6c1X9czlRdelLdekHqC/eSn0pP2fzdfJE6ot3Ul+8k/rifapLP6B69UXkdHhFYqekHA4H48ePZ/v27SxcuBCA7OxsAOx2u0dbX19fUlNTS/1aFotBeHhg6YP9n5CQqpX4OFFwRECxdX5BdvwD7GXyHlWGqvy5/Ft16Ut16QeoL95KfSlbuk4Wpr54J/XFO6kv3qe69AOqV19ESqLKJHYyMjIYO3Ysa9euZebMme4pW35+fkDBSJ7j/w+Qm5uLv3/pf6BdLpO0tKxSH2+1WggJ8SctLRtnFZ2y1OqCJnw9d22RdX1HdMHwt5KSklnBUZ2Z6vC5HFdd+lJd+gHqi7dSXzyVVUJe18l/qC/eSX3xTuqL96ku/QDvuk6KVKQqkdhJTExk5MiR7N+/nzlz5nisp3N8ClZiYiJ16tTxOKZZs2Zn9LqOMtja2+l0lcl5KkNEvXAuGtODz2et9iiv3TKO9pc3Jz+/avYLqvbn8m/VpS/VpR+gvngr9aXsne3XyX9TX7yT+uKd1BfvU136AdWrLyIl4fWJndTUVG6++WYyMjJ49913adq0qUd9s2bNCAoKYu3ate7ETlpaGlu2bGHIkCGVEXK1YfW10X1oe5r3bsCW73aQmZJN894NiWsWgz3Et7LDExERERERETnreX1iZ9q0aezbt4+5c+cSERHBkSNH3HURERHY7XaGDBnCs88+S0REBPHx8TzzzDPExcVxwQUXVGLk1YPF10bsOTE0O7c+qalZ5OU5KzskEREREREREfkfr07suFwuVqxYQX5+PjfffHOh+q+//ppatWpx991343A4eOSRR8jJyaFTp07Mmzev0ILKcmZcLrOyQxARERERERGRE3hdYuepp55y/7/FYuH3338/5TFWq5Vx48Yxbty48gxNRERERERERMSreF1iR6qf/Iw8juxOJvlAGoFh/sQ1iiQgKgBTA4BEREREREREzogSO1KuspOzeeO+j9m5Yb+7LDDMn7FvX09kg3Ald0RERERERETOgKWyA5DqywBWLdjgkdQByDyWzSu3v09uWl7lBCYiIiIiIiJSTSixI+UmOyWbb9/ZUGRd8sE0kvalVHBEIiIiIiIiItWLEjtSbpz5LvJzHMXWn6xORERERERERE5NiR0pN/5hfjTqWKvIOpvdSkR8aAVHJCIiIiIiIlK9KLEj5cZit3LVQ+djtRX+Nhs47jyCY4IqISoRERERERGR6kO7Ykm5imkSxYRlw/j6rXVsW7OHqNqhXHR7N2q3rolpVHZ0IiIiIiIiIlWbEjtSrkwgon4410zuT35WHlZfG0YRI3hERERERERE5PQpsSMVwjTAFmiv7DBEREREREREqhUNnRARERERERERqaKU2BERERERERERqaKU2BERERERERERqaK0xo6IiIjIaTBMk+zkbFL2p4JpElErlKAA38oOS0RERM5SSuyIiIiIlJCZ72TrV9tZ9p8vcOQ5AbDYLFw2ri/trmwB2vlRREREKpjuPqTUDCDraCapB1JxZOVhGJUdkYiISPlK2pnMkkdWuJM6AC6Hi4+mfcWBPw7pWigiIiIVTiN2pFSyk7P5+q2fWfnOLzjynMTWC+eGKRdSp21NDKvyhSIiUv0YLpNvXl9TbP3nL37P8NevxrBbKzAqEREROdvpL3A5bc4cBwseXs5Xb6xzP7FM2J3C8zcv4tDWI5UcnYiISPlw5ORz+K/ir3OJO5Nw5joqMCIRERERJXakFI7uSWHL6t1F1n0w4zvMfGeRdSIiIlWZzdeH2EZRxdbH1I/A6qvB0CIiIlKxlNiR05aamFFs3a6NB8jNzK/AaERERCqGaTU4/7Zuxdb3v7snFl9NwxIREZGKpcSOnLaAUL9i66Jrh+Hjp5taERE5c658J8n7U9nz+yGS96d6xYjQyEaRXDXlQqw+/9xCWawGl407j9qta2CalRiciIiInJU0XlhOW0z9CGLqhpG451ihuivv643N30c3tiIickZyUnN4a/Ln/LR8q7usy8XnMPw/F+F3kgcM5c3wsdJywDk07FqPlP3HME2TiFphxNaPJDMnD4fDVWmxiYiIyNlJI3bktNmDfblr7rXUbh7rLrPZrVz1YF8adq6tpI6IiJwZl8mSGSs9kjoAaz/byuJnvgVX8RcawwCLpXz3HDcNA7+oAGq0rUnNdvEE1QjG7u9Trq8pIiIiUhyN2KlILpNjh9NJ2JOCxWIQVz+CkNigKpkICa4RzD1vX0fyvlTysvIJiwsmOCYQ0yjfm2kREan+0o5ksnLJb0XWfff+bwy8qwchscGeFS6TjCOZ7Pn9EOlHM6nbuiZR9cLwCbRXQMQiIiIilUeJnQriyHXw4wd/sODxL3H+b5i2b4APd780iHPOrQfl8HTRADISMkjclUx+npOo2mGExYdgsZfNGjg2Px9iGv+zO0gVzE+JiIgXysnMw+UsekqTy2WSnZFHSOwJhabJjjV7efXOZR7H1WtVg1GvDMJeiVO3RERERMqbEjsVZN+WBN6a9IVHWW5WPs+NXMK0FbcRXT+8bF/QNNn+4x7mjf0IR+4/i012v6YNl9zTA59g37J9PRERkTISGOaHf5Cd7Iy8QnV+gXaCwvw9yjISMnll9FLMf03R2v3HIb54dQ2XP3ieHj6IiIhItaU1diqAYZp8Nm9tkXUul8lv320v8/UAUvam8vqdH3gkdQB+WPIbf3z1d7mvPyAiInK6DANsNguhMUFcN65vkW2ufeA8gqMC3V9bLAZ//7ynUFLnuNVLfiMrObtc4hURERHxBkrsVABHvouEvSnF1h/amVSmiRaLxWDztzuKvcldPnM1uWm5ZfZ6J3LmODjydxL7fz9EZmJmecwwExGRaignNYc/f9zDgslfsPzVNbTt04jRz11OWHQQAKFRgdzx7OX0GNgK1wmL0xmGQdKBtGLP68hz4sh1lHv8IiIiIpVFU7EqgI+vlda9GrJv25Ei61t0q4ezmLUESsNiMTi0vejXAkhPyiI/14FPUNkuKJl2MI15Yz9m35YEAHz8bAwc14eOV7TA5qdvNRERKVp2SjZPDXuXPVsT3WX/ffobJrx5PU+tGElejgO7nw+BEX44nZ4PLZxOF4061ir23BE1Q/DT9GMRERGpxjRipwK4TOhzdRt8fAsnN8KiA2ncoVaZ7ozldJo06lS72Pq4hhH4BpTttqx5abnMumWJO6kDkJ/jYMnjX7F7w4EyfS0REak+DMPg2yUbPZI6xz1962LycvIJiQ3CL9S3UFLnuJpNY4iuE1Zk3TWP9MM3RIkdERERqb6U2KkgUfXCmbJ0GE3/l3AxDIPOFzXjscU3ExwTVKavZZomjbvUwa+YLV6vHH8etjJO7CTuSubovtQi6z558Xtc/1rrR0REBCDrWDafv7WuyDqX08WBv4+e8hz2EF/GLriB9hc1xTAK5gCHRgcx8sUradi5Dq5ipiaLiIiIVAeaH1NBTBPiGkfxwBvXkX40E8NiEBIdiGEtn9xacI0Qxi68gbfu/5jDO5IB8AuyM/jh86nbPr5MRwgBZKXmFFt3ZE8KjlwHdt+y2WZdRESqD9Nl4sgvfg0cR37JHgz4Rfhz41OXcOW488jPdRAQ5odfqJ+SOiIiIlLtKbFTwax2K2E1Q8r9dUzTJKJBBPe8eyMpB9Jw5DkIjQshMMofV9kt5+MWepJRR/Xbx+NTxiOERESkeggI86P34DZ89ubPRdbXahJd8pNZLQTG/LNjlpI6IiIicjbQVKxqzurvQ1SjSOKax+IfUT5JHYDIOmE07Va3ULlhGFx2dw8Mm77VRESkCIbBgFu7une/OtF1484jpIynK4uIiIhUNxqxI2XCFuDDTdMH8M2b6/hu4S848pzUaBTJ9ZMvJLbpaTxtFRGRs05wTCBPfDSCDf/3Fz98vImw6CAG3NqF+KYxWH00jVdERETkZJTYkTLjH+HPpff34rybO5Kf5yAwzB+fQJ8yX89HRESqF9OEoKhA+g7tQK9r22C1WXHp4iEiIiJSIkrsSJkygYCogH++1n25iIiUkNPpwrBalNQREREROQ1a+EREREREREREpIpSYkdEREREREREpIpSYkdEREREREREpIpSYkdERESqDYvFIC8zj7zMPCwWo7LDERERESl3WjxZREREqoXsY9ms/mQTy99ci+kyufjmzvQa2JqAMP/KDk1ERESk3CixIyIiIlWWj48VMMlMzeHp2xezbcN+d93bT37Jj8s38/AbN+IX4lt5QYqIiIiUIyV2REREpMrJz8rn8PajrFy0kdzsPLpd3pJzL2rO9t8O4nS43O22/3aQAzuO0rBdfCVGKyIiIlJ+lNgRERGRKsWRnc+Hz6/i63c2uMvWf76N+q3iuOWxi3j9sRUe7bf9so/GHWrhcpkVHaqIiIhIudPiySIiIlKlHNmT4pHUOW7XH4dx5jiJqhnqUV6jTjimWb2SOloYWkRERI5TYkdERESqDJvNws8rthZbv27FVjqd38T9tX+QnUZt46kOeR3DMHCk5nD41wP8/sEfHP71AI60HAxDSR4REZGzmaZiiYiISJXiOmENnX8zXaZ7NEt8wygemH01obHBVX4almFA1sE05g1/l4ykLHd5UFQgt7x5PQE1gqtF8kpEREROn0bsiIiISJXhcLjofMk5xdb3vbE9A0Z05YX/G83UZSOIaxhZ5ZM6AM6sfBbevcwjqQOQcTSTd+/5AGdWfiVFJiIiIpVNiR0vZQDpRzJJ3neMvIw8NMpaRESkQEz9CLpd3qJQea2m0bQ5rzFhNUOIqR+BPcBebUaxpB9O5+ju5CLrjuxMIiMho4IjEhEREW/hlVOxZs+ezZo1a1iwYIFH+a5duxg4cCCffvoptWrVcpfn5uby1FNP8fnnn5OTk0PPnj2ZNGkSkZGRFR36SZkuk2OH0khLyiIo1J+I+BAMW+HcWlZSFivmrOWrdzbgyHcSUyec4Y9fRMOOtbAU0V5ERORs4hNo54bHLqDH4NZ88ebP5GXnc94N7WnauQ5+YX6VHV65yDvFiJy87LwKikRERES8jdcldt566y1mzpxJp06dPMq3bdvGqFGjyM7OLnTM5MmT2bBhAy+99BJ2u51JkyZxzz338M4771RU2KeUfSyHj2ev5ssFG9xDws+9rAXXP3w+gREB7nb5Wfm89sAnbP5xt7sscW8K02/+L48sGkq9djUrOnQRERGv4xNop1GX2jTuUhvTZWJYLdViylVxgqMDMSwGZhF9tFgNgqKCKiEqERER8QZeM/wjISGBW2+9lRdffJH69et71L3yyitcc801REREFHnchx9+yCOPPELHjh1p3bo1M2bMYN26dWzcuLGCoj85w4TP31zLF/PXe9x0/vjJZhY+8RWu/H8WgUzck+KR1DnRoqe+xpnjKO9wRUREqgTTBJcJpmFU66QOgH9kAN2GdCiy7tybOuEfGVBknYiIiFR/XpPY2bx5M6GhoXz88ce0adPGo+7777/nmWee4cEHHyx03IYNGwDo0qWLu6x+/frExsaybt268g26hI4lpPPZvJ+LrPtp+RaSD6Z6tC3Ojt8OkZetxRFFRETONqbVQo8RXbjogfPwC/YFwC/El0se7Mu5wzphWrQYn4iIyNnKa6Zi9e3bl759+xZZ9+677wKwdu3aQnUJCQmEh4fj6+vrUR4TE8OhQ4fOKCbbGaxnY7Va3P/NSc/Fke8stm3GsWziGhasBxQU5l9su6j4UOx+tjOKqzRO7EtVp754n+rSD1BfvJX6Un7K6jpZ1VVYX0L96DykA60uPoe87DzsAXb8IwJwleEK0fpcvJP64p2qS1+qSz+gevVF5HR4TWKntLKzs7Hb7YXKfX19yc3NLfV5LRaD8PDAMwkNgJAQf8JigvDxtZGfW3galWEYRMYGu1+rXvM4ouJDOXogtVDb6yf0Ja5O4eloFSUkpPikU1Wjvnif6tIPUF+8lfpStsryOlldVFRfQsPKf9qVPhfvpL54p+rSl+rSD6hefREpiSqf2PHz8yMvr/BOELm5ufj7l/4H2uUySUvLKvXxVquFkBB/0tKyCYwI4Io7uvP+C98VatdrcGtC44JJScksOC7AxoQFN/DiHe+zb9uRgjKbhUH39KR5z3rudhXpxL44na5TH+DF1BfvU136AeqLt1JfPJVFMgbK9jqpz8V7qC/eSX3xTtWlL9WlH+Bd10kRANM0MYzyny5d5RM7cXFxHDt2jLy8PI+RO4mJicTFxZ3RuR2OM//F5nS6cDhd9L2xHS6ni49f+xFHnhOL1ULf69tx5ZgeuADXCa8VFh/CQ4uGcnTvMXIy84ioEUJYjSAwjDKJ6Yz6UomvX5bUF+9TXfoB6ou3Ul/KXpldJ72gL2VBffFO6ot3Ul+8T3XpB1SvvpyuCRMm8PPPP/PNN99UdiinpWnTpowZM4a77rqrzM5Z2e/FK6+8go+PD7feeisAL730ErNmzWLbtm1l/lpVPrHToUMHXC4XGzZsoFu3bgDs3LmThIQEOnbsWMnR/cMvxI9Lx3Sn51WtyTiWTWCIH2FxwVDMYof2AB9qNouu4ChFRERERESkqho9ejQ33XRTZYdx2hYvXnzGAzO8zQsvvMCYMWMq5LWqfGInNjaWAQMG8Mgjj/Dkk0/i7+/PpEmT6Ny5M23btq3s8AoJjQsmNC64ssMQERERERGRaqZOnTqVHUKpeOPf7lVJtVgu/PHHH6dbt26MGTOGW265hQYNGjBz5szKDktERETKkMViYLNZqICp6iIiIuWqb9++zJo1i2nTptGlSxfatWvH/fffT2ZmJq+//jq9evWiQ4cO3HXXXaSkpACQk5PDc889R//+/WnZsiXt27dn+PDhbN261X3eCRMmeOw27XQ6WbhwIZdddhmtW7emT58+PPvssx4bDU2YMIGbb76ZSZMm0bFjRwYOHIjDUXjjn+K89957DBo0iLZt29K6dWuuuOIKVqxY4X79q666iq5du5KcnOw+ZuLEibRu3Zrt27cDBVOxXnrpJXf9ggULuOiii2jVqhU9e/Zk8uTJZGRknOa7XHSsAwYMoGXLlvTp04eXXnrJo68TJkxg2LBhLF26lAsvvJCWLVty+eWX8913nuvl/vrrr9x44420bduWPn36MH/+fIYNG8aECRPc/QGYNWuW+/+PW7lyJZdffjmtWrXiwgsv5MMPPzzjfnnliJ2nnnqqyPIuXboUOR8tICCAJ554gieeeKK8Q/M6hgG5GXmkHErDMAzCa4bg4+9T2WGJiIiUHdPk2KF0fl+1kwM7jtCqewMatqlJQIQ/ZbjTt4iISIV68803Offcc3n++ef5448/mDFjBps3byY2NpbHH3+cXbt28fTTTxMVFcWkSZMYP34869at4/7776dOnTrs3r2bF198kXvvvZfPPvusyEV6H3vsMT788ENuvfVWOnfuzJYtW3j55ZfZunUrc+fOdR+zfv16DMPgpZdeIjMzE5utZKmChQsX8sQTTzBmzBgefPBBjh07xpw5cxg3bhxt27alZs2aTJ8+nYEDBzJ9+nSmT5/OypUref/993nkkUdo1KhRoXMuX76c6dOn8+CDD9K0aVN27tzJ9OnTycnJKTZXUBKvvfYazz//PEOGDOGhhx5i69atvPTSSxw6dIgnn3zS3W7Tpk0kJiZy9913ExQUxIsvvsjdd9/NqlWrCA0NZceOHQwbNoyWLVsyY8YMUlJSmDFjBmlpaQwYMAAomFp27bXXctVVV3H11Vd7xPHYY48xduxYYmJieO2115gwYQLNmjWjWbNmpe6bVyZ2pGQMAw5sSeSV+z7i0M6C7GetJlHc/twV1Ggajam7XRERqeIMA3b9eognhryDI98JwBfz1xNdK5TJS4YRGFX+W3+LiIiUh8DAQJ5//nlsNhvnnnsuH3zwAYmJibz33nsEBwfTu3dvfvrpJ3755Rfy8vLIzMzk0Ucf5ZJLLgGgc+fOZGZm8tRTT3HkyBFiYmI8zr99+3bef/99xo4dyx133AFA9+7diYmJYfz48axatYrevXsD4HA4mDJlCnXr1j2tPuzbt48RI0Zw5513ustq1arFoEGD+OWXX6hZsyYNGzbknnvu4emnn6Zfv35MmTKFnj17MmTIkCLPuXbtWuLj47nxxhuxWCx07tyZgIAA98il0khPT+eVV17h2muv5ZFHHgGgR48ehIWF8cgjjzB8+HAaN27sbrts2TL3tLaAgACGDBnCTz/9xIUXXshrr71GUFAQc+fOde/E3aBBA6677jr36x2fWhYXF1domtkTTzxBr169AKhduzb9+/fn559/PqPETrWYinW2StqbyuPXLnAndQD2/3WUJ65bQMqB1EqMTEREpGxkpWTz3O1L3Emd447sT+WDWd9j6CGGiIhUUa1bt/YYGRMdHU2DBg0IDv5nTdawsDDS09Ox2+3MmzePSy65hMTERNatW8fixYv59ttvAcjPzy90/p9//hmAyy67zKN8wIABWK1W1q5d6y7z8/Mr1fo8EyZMYNy4caSnp/PHH3/wySefsHDhwkIxDR8+nPbt23P33XfjcDiYNm1asduAd+3ald27dzNo0CBmz57Nli1buOyyy7j55ptPO77jfv31V7Kzs+nbty8Oh8P97/i0tR9++MHdNiIiwuO9OL6oc3Z2NgA//fQTvXv3did1ANq1a0d8fHyJYjlxk6fatWsDkJaWVsqeFdCInSrKYjH47Zu/yc8tPPcxJzOPLWv20P2q1hq1IyIiVVrSwTTSU7KLrPt2yUYG39ML/3D/IutFRES8WVBQUKGyE5MF//b999/z5JNPsnPnTgIDA2natCmBgYEARf7dl5pa8LA/Otpzt2WbzUZ4eDjp6enussjIyGITLSezd+9eHnvsMX766SdsNhsNGjRwrylzYkwWi4XLL7+cX375hZYtWxaK6USXXHIJLpeLd999l1mzZvHiiy8SHx/P/fff757qdLqOHTsGwG233VZkfWJiovv///0ZHH9fXC4XAMnJyURGRhY6x8n6dKKAgH9GG1ssBWNtzvTvdiV2qiiLxWD7xoPF1u/ZdJie17TB6VRiR0REqi7TVfx1zHSZ6ConIiJng71793LnnXdy/vnn89prr7lHlCxcuJDvv/++yGNCQ0MBOHLkCLVq1XKX5+fnk5KSQnh4+BnF5HK5uO222/Dx8WHJkiU0b94cm83G9u3b+fjjjz3aHj16lBdffJFzzjmH77//nk8++aTQSKITXXrppVx66aWkp6ezevVq97o9HTt2JDY29rRjDQkJAeDZZ5+lXr16heqjoqJKfK64uDiSkpIKlSclJVG/fv3Tjq0saCqWl8jLymf/1gT+Xr+P5P2pcJIbWQCXy6RJp9rF1jdsW9OdURQREamqImuG4B/sW2TduZe1ICDUr4IjEhERqXibNm0iNzeXUaNGeUwTOp7UKWrER+fOnQH45JNPPMqXL1+O0+mkQ4cOZxRTSkoKu3bt4qqrrvKYVrZq1SoAj79HJ02aBMAbb7zBhRdeyBNPPOExSuZEY8eOZcyYMQAEBwdz8cUXM3r0aJxOZ7HHnEqbNm3w8fEhISGBVq1auf/5+Pjw3HPPsX///hKfq1OnTqxatcpjZ7GtW7cWOsfx0TgVQSN2vMCxQ2k8e/t77NmaABSMxhk0pgcXDeuCb5C9yGNcLpPWvRvgF2gnJzPPoy4wxI+mXepopxAREanyAiMDufvFgTx9y2KPm9aQyECueeA8sGjvcxERqf5atGiBzWbjmWeeYcSIEeTl5bFs2TJWrlwJQFZWVqFjGjVqxMCBA5k1axY5OTl06dKFrVu3MmvWLLp06ULPnj3PKKbIyEji4+NZuHAhcXFxhISEsHr1aubPnw/8sybNhx9+yFdffcWzzz5LREQEEydOZMCAATz66KO89tprhc7btWtXJk2axPTp0+nVqxdpaWnMmjWLevXqlXqB4fDwcG699VZefPFFMjIy6NKlCwkJCbz44osYhnFa57399ttZsWIFt956KyNGjCAtLc19nhOns4WEhPDrr7+ybt06j3V1yoNG7FSyvMw8nhm1xJ3UgYKkzfszv2fT6p2cbJpjRK0wHnvvJhq0qeEua9KxFo++dxNhNYKLP1BERKSKME2TZt3q8ez/jeLy28+lw/mNuW3aAJ785BZC43StExGRs0PdunV57rnnSEhI4I477uCxxx4DYMGCBRiGwfr164s8burUqYwZM4bly5dz2223sXDhQoYOHcqcOXPKZETJ7NmziY2NZcKECYwdO5aNGzfyyiuv0KBBA9avX09CQgJTp06lV69e7qlXsbGx3HfffaxcuZKlS5cWOud1113HI488wqpVq7j99tt57LHHaNiwIW+88QY+Pj6ljnXs2LFMmDCBL7/8kpEjR/LMM8/QoUMH3nnnHY8Fq0+lbt26zJs3j9zcXO6++26ef/55Ro4cSXR0tHvNIyhIAP3xxx+MHDmSQ4cOlTrukjBMra5bJKfTRXJyZqmPt9kshIcHkpKSicNR/JSofVsSePjKeUXWxdYJ58mPb8UecPJvXkdOPqkJGRiGQWhsEFbfsh2IVdK+VAXqi/epLv0A9cVbqS+eoqPLJhlSUdfJfx8DBi6XC9cppixXJH2PeSf1xTupL96nuvQDvOs6WVnuvfde/vrrL5YvX17ZoVRba9aswcfHx2MUTmpqKt27d2f8+PHcdNNNFR6TpmJVsuyM3GLrkhPSceQ5T5nYsfn5EFn3zBa+EhER8XYlvUk3DHDmOMlOy8FisxAQ7q9FlkVEpFpLSEjgp59+Yt26dbRs2fKMzmWaJk6n85TtrFZrqXbSOhPeENvmzZuZOXMm9913Hy1atCAlJYU33niD4OBgLr300nJ5zVNRYqeSRcQGYxhGkYtdtTy3Hn5BpR9qJiIicrY4fvNmukwO/32UBZM+Z/uvB/HxtdH3hvZcfFtX/MK00LKIiFRPGzZsYNKkSdSuXZt77rnnjM71wQcf8NBDD52y3bRp0xg0aNAZvdbp8obYjq9x9N///pdDhw4REBBA586dmT59OhEREeXymqeixE4li4gPZcCIznw6b61HucVq4br7zsNis1ZSZCIiIt7PmeckNSGdHRsPYrUa1G4Sw38GvYXzf6N78nMdfPHmz/z9637unXsNPoFFb0ogIiJSlV1yySVccsklZXKu8847j/fff/+U7U7cQr2ieENsFouF0aNHM3r06HJ7jdOlxE4ls9gsXHFHD+o0jWXx8ytJSUinVff6XD+uLzWaRFV2eCIiIl7LmePg6wUbeO+5lQB0ueQc1n/2pzupc6KdGw+SuDuF+BaxFRyliIhI1RIeHk54uHcu9eHNsVUmJXa8gF+IL+cObEX7fo1x5rvwDbJj9SnbkToWiwFOE8Nq4PSiBSdFRERK6/DOZHdSB6B2sxi+eWdDse0Pbj9KrZZxRU5/FhEREamqlNjxEqZp4hvkW+bnNQxIP5zB5pU7WL/iT0KiAul9YztqnhODzV/r94iISNXk42Pl20W/eJSlHc0kokYIqUeK3q0rPDZYSR0RERGpdpTYqebSDqbz7HXvkJ6U5S779Ytt9B/ZhQtu71rmW6OLiIhUBNOEjOQsj7IfPtrE9eP7suv3Q4XaB4T4UbNxdEWFJyIiIlJhLJUdgJQfw4QvXvvJI6lz3P/NWUvy3tRKiEpEROTMOZ0uug9s7VGWmZrDrs2HGXBbV6y2f25xwmKDePi/QwiKDqjoMEVERETKnYZreCnDMMhOyebovmO4HC4i4kMJjgnkdAaQZ6dk89MHm4qt3/nrAWKaRKJR6SIiUtWYpkmjDrWo1SSa/X8dcZd//e4vnD+kPdO+uI2UxAzsvjYi4kPxC/XDpTXmREREpBpSYscbOU32bTvMX78ewPK/BM/3i39j4L29aH9JsxJPnzLhpGsJmE4XYPyvpYiIiHdw5jhIOZxOXlYeIVFBBEcHYhqF2/mH+TF+/vWs++xPvlywHsMw6D+sEx37N8UvzI+QmiHutlpbR0RERKorJXa8TH52Pp+//TMLZ3zjfrIYHR/K8PEXsGjKl0TVCqN+p1olOpd/mB+dLm3Ozx9vLrK+fvtautEVERGvYRiQdjiDl+9cyu7NCQDY7FauvKsHvW9oh0+AvdAx/uH+nDe0A92ubIlhGPgF28lKzubwn0fIzc4nPDaY4JhADJtmn4uIiPzb7NmzWbNmDQsWLHCXbd26lalTp7Jp0ybCwsIYOnQot9xySyVGKaeixI6X2bnpEAue/dqj7MiBVN5+4WsuuKEdH734PXe/cQ0Wewm2Q7cYXDy6G5tW7iArLcejqveN7YiqG1aGkYuIiJyZnNQcpl23gOTD6e4yR56T95/7jtDoILoOaonTWfiBhNPpwifAB4vFIHFHMi+MWEzK/85hGAZ9h7ZnwJ3d8QkqnBgSERGpDE6nk9Wr13L4UAJxNWLp0aMLVmsJ/sYrQ2+99RYzZ86kU6dO7rKUlBSGDx9Ov379mDJlChs3bmTKlCmEhYUxePDgCo1PSk6JHS9iAJ+8uabIusN7UgiOCWT/X0fIy87HrySJHSCsdijj3x/Kr59v49cvttG8VwPa9GtEVN0IrH76+EVExHsc2pHkkdQ50XvPfEvr8xrhG+Jb7PFZSVk8fcNCMo9lu8tM0+TrtzcQ1yCS7te1xel0lXncIiIip+PDD5Zz332PcuDAP7s4xsfXYMaMx7ly4IByf/2EhAQmTpzIhg0bqF+/vkfdkiVLsNvtTJ48GZvNRsOGDdmzZw9z5sxRYseLaVyyFzFdJqlHM4utdzpc1GwUid3Pp+TnNCGkZgg9bmzH5ff3Zsfvh5g7bjn/N3ctx/anYhhFLFogIiJSwQzDIGF3SrH1aUlZ5GXnn/QcB/8+6pHUOdHHM1eTnVJ0nYiISEX58IPlXHfdSI+kDsDBg4e57rqRfPjB8nKPYfPmzYSGhvLxxx/Tpk0bj7r169fTqVMnbLZ/BgF07dqVXbt2kZSUVO6xSekoseNFDKuFfte0L7LO7mfDarFwxT29sPie3hA9l8PFynd+4dmbF/HHqp0c+Pson7z8I48PnE/SnuJvokVERCqKaZrE1Akvtj44IuCkDzYMwyD5UNGjfQDSk7Nw5DnPKEYREZEz4XQ6ue++R4tc5/R42f33P4bTWb7Xq759+/Lcc89Ru3btQnWHDx8mLi7OoywmJgaAgwcPlmtcUnpK7HgR0zRp17sRtRtHF6q7cWxfImKCqNe2xmmfN/VQGsueW1WoPDsjl+WzfwRt/yoiIl6gRsNIwmKCiqwbdG8vAiL8iz3WNE3iGkQUWx9dJwx7QMlHvIqIiJS11avXFhqpcyLTNNm//yCrV6+twKg85eTkYLd7rknn61swDTo3N7cyQpISUGLHy4REBzH57Zu49/lBtO/VkAuv78CTi4bT84pWtLmwabFbnRtA5pFMkvceIzc1B4vlnylWiXuOFbv71dpPt5Kbrh9QERGpfP7hfjy8aCg1G0W5yyxWC5ePPpeOF59zyvVxYuqFU6OY5M51E/th1+LJIiJSiQ4fSijTduXBz8+PvLw8j7LjCZ2AgIDKCElKQKvneqHgqEDOvawlPa9sDYDDUXAjW9y4muyUbL6Zv56v395Afq6D0OhArnnofJr3aoDN34btJAst2/1t7Pz1AJHxoUQ3iMCwKtcnIiKVwzQhtGYwDy0eyrFDaeRm5xMaHURwdCBYTr0mnD3Yl3vfup6Fk77gt2+3AxAU7s+1D59Pw061cGmEqoiIVKK4GrFl2q48xMXFkZiY6FF2/OvY2MqLS05OiR0vZZr/JHROxpnjYOFjX/DbN9vdZalHMplz38fc+txltLukGbH1IrD7+xS56GSPQa34+PlVHNqRxG0vXkmL8xsVm0ASEREpb6YJPgE+RDeMLNXx/pH+3PLC5aQfySQ/x0FguD8BEf5K6oiISKXr0aML8fE1OHjwcJEzKgzDID6+Bj16dKmE6Ap06tSJRYsW4XQ63duvr1mzhvr16xMZWbprs5Q/Dc+o4o7uO+aR1DnR4ie/Jis5m6CYQO5+7SqsNs+Pu3azGGLrhHNoR8Hq5m9NWE7GkeJ35RIREakKDJuFkBrBRNYPxy/MT0kdERHxClarlRkzHgcotDvx8a+fe+4/7oRKZRg8eDAZGRlMnDiR7du3s2zZMubPn8+oUaMqLSY5NY3YqeKOHc4oti49KYvMlGz8wvxo0LEWj392K9s37Gf/tiPE1gkn9UgG70//xt0+Lzufo3uPERgdWBGhi4iIVCtWqwWn00Uxy9oBYLEY5BzLweUy8Quyg03P2EREziZXDhzAokVzuO++Rz0WUo6Pr8Fzz/2HKwcOqMToIDIykrlz5zJ16lQGDhxIdHQ048ePZ+DAgZUal5ycEjtVnN9JFoK02iz/7ABiQFitUBqZJp/OXE3a0UxcRSxCWdwiyyIiIt7KYjEwnS4sVgvOCh6dk5+dz96/j/LNwl9w5Dvpc21b6rSIK3Kh5ty0XL5f/Bufvf4TOZl5tD2/EddM6EtYrZCTJoNERKR6uXLgAC67/CJWr17L4UMJxNWIpUePLpUyUuepp54qVNa6dWsWL15c4bFI6SmxU8XF1o8gNDqQ1CKmUPW6ri3BsZ6jb4KjgwgK9+dYQnqh9j5+NqLqhJdbrCIiImXJME2OHUznpw/+YPv6/cQ3jabX9e2IrheOaTHKfQqWM9fBp7N/ZMWcn9xla1dspdtlzRk6+UJ8Av9J7jhzHMx/aAUbT5g+/etXf7P1pz1M+eQWguOK3uZdRESqJ6vVSu/e51Z2GFJNaPxvFecf7se9b15HSJRnAqdZ1zpcPKobBRuh/8PqZ+OmJy/Bx69wTu/maQMIjtE0LBER8X4Wi8GBzQn859J5fPbqGv5ev4+VC3/h8cveYMOnW9n89d9kHE7n1Htpld6xwxkeSZ3j1nyyhcQ9KR5lKQfTPJI6x+Vk5LH2481YreUZqYiIiFRnGrFTxZkmRDUI55EPh5G4K5ms9FzCY4OJqhuGzd+nyGNim0Yx8YPhbFixla0/7qZm4yh6XNOG6AaR2hFLRESqhJzUHOaM/QhnvtOj3DRN3p3yf1z/6AVMvmQu9719PfGt4sp8qpNhwJ7Nh4ut/33VTuq0qoHzf9Oe044WvznB5h92c8HILv9+FiMiIiJSIkrsVAOmCf7h/tQNjy9x+7DaofQf3Y0LbuuKYTNwOpXSERGRqiM1IYOUw4WnFUPBZgAAjjwns257n8eW34JfuH+Zvr5pgn+Ib7H1weH+HuvWBYT6Fdu2TvNYLDaLOwkkIiIicjo0Fess5nSauAyU1BERkSrHPEUS5HhSJSsth+QDqeUSQ+0mMfj4Fn5GZhgGLbrX91jjJ7JWKLWaxRRqa7Fa6HNDOyV1REREpNSU2BEREZEqJzQ2mMCwokfhWG0WbD7/7CySn+ssst2ZCooJZMLbN3jsUGn3s3Hva1cRViPEo61PoJ17511Du35N3GUxdcKY8N8bCa8VWi7xiYiIyNlBU7GqKJfDRW5GLja7FXugr7YpFxGRs4p/hD83PXkJr4xeWqju4lHd+HHZH0DB6JmImiGF2pSVum1r8syXd5B0MBWHw0lUfCiBkQEFi/AUEfPI5y8j/Wgm+XlOgiMD8A32Lffdu0RERKR6U2KnijGAQ9uP8v4Lq/jtux1ExAZzzX29admrIb4nPDEUERGpzlwukybn1uXhZcP49KXV7Nl0mOi6YfQY3Ia/1u/lz5/2AND/1s4ERZffjo+maRIUHUDtJtGkpGTicJxiSpXNQnBcsEc/RERERM6EEjtVzOEdSTxyxRs4/rcLSMLeFF4a+yFX3H4uV97dE8Om2XUiInJ2MGwWYppEMeKFK8jLyCXtaCYLH/2cXb8fIqJGCFfe15vmvRtg2CxYLAaOrHwMqwWL3aqRriIiIlJtKLFThZhOF8tmfu9O6pzok9fX0OvqNkTWDqv4wERERCqT1cAe6kd0mD9j3rgWR44Di48V32A7pmmSdSSLDZ/9ydoP/sDHz4d+IzrRuEsdfIKL39VKRESkujp27BgzZsxg5cqVZGRk0LRpU+6//346duwIwNatW5k6dSqbNm0iLCyMoUOHcsstt1Ry1HIySuxUITkZefz+/Y4i61wuk+TD6UrsiIjIWcs0Tax+Nqx+Bbc3LpdJ9tFMnr56AWlHM93t5t37Mef0qM/Nz1yKj6Yxi4jIWea+++4jKSmJGTNmEBERwbvvvsstt9zCsmXLiIiIYPjw4fTr148pU6awceNGpkyZQlhYGIMHD67s0KUYSux4KcM0yc/IA8An2BcT8LFbCY8NJjsjqchj/AN1cyoiInKcYcDKBRs8kjrHbV29i0N/HaFO+/hKiExERM52TqeLLWt2k5KQTnhsMM271cNqLf9lNfbs2cMPP/zAf//7X9q3bw/AxIkTWbVqFZ9++il+fn7Y7XYmT56MzWajYcOG7Nmzhzlz5iix48WU2PEyFotB2r5j/PzuL2z8ZDMY0GFgazpe25bg+FCuua8PL9xZeAeQ2s1iiKkbXgkRi4iIeKe8tFx+fP+PYuvXvP87DbvUIb+IKc4iIiLlZc0nm5n78HKSDqa5yyJrhnDrkwPodlmLcn3t8PBwXn/9dVq2bOkuMwwD0zRJTU1l06ZNdOrUCZvtn1RB165dee2110hKSiIyMrJc45PS0Uq7XiZ1dwqvX7+An5dsJC87n7ysfNYs3MDrNywgfV8qzc+tx1Vje2M5IZtb95xYHnjtauwasSMiIuKp8K7jbpYKeDIqIiJyojWfbGb68P96JHUAkg6lMX34f1nzyeZyff2QkBB69+6N3f7P346fffYZe/fupUePHhw+fJi4uDiPY2JiYgA4ePBgucYmpXdGI3ZSU1PJzs7G5Sq8tWfNmjXP5NTVkukyOXYwjQN/HcWR56Bmoygia4di9f3fx+Bw8X/Pf0dedn6hY3Mz8vhuzhoGTOrPpbd3o/sVLUg+lIZ/kC/RdcLxCfCp4N6IiIh4N98QP3pe25YvXv+pyPpuV7XWaB0REakwTqeLuQ8vh6I2ZjQBA+ZNXEHnS86pkGlZABs2bODhhx/m/PPPp2/fvkybNs0j6QPg61uw2UBubm6FxCSnr1SJnd27dzNhwgR+++23Ytts3bq11EFVRy6Hi18++5N5Dy7H5frnJ7nf0A5ccU9P7EF2so5m8vfqncWe44/PttJ3TA/8ogIJjw8lPD60IkIXERGpklymSc8b2vHzx5tJOZzuUdemX2PiGv0znNwwwJGVT+rhdBx5TkKigwiI9MelXdFFRKSMbFmzu9BIHQ8mHD2QypY1u2nVo0G5x/PVV1/xwAMP0KZNG2bMmAGAn58feXl5Hu2OJ3QCAgLKPSYpnVIldh5//HF2797NmDFjiIuLw2LRUOZTObIrmTnjPi1U/tWCDZzTrS6tzm+Ey1l45NOJTJeJ6dQdpoiISEkFRAXwwOKhbPp2Oz8u/QPfAB/OH96Jum1q4hNkdz8RTdqVwut3fcDhHQUbFPgF2rn6kX60uqAJVl9rZXZBRESqiZSE9FM3Oo12Z+Kdd95h6tSpXHDBBTz77LPuUTpxcXEkJiZ6tD3+dWxsbLnHJaVTqsTO+vXrmTp1KpdeemlZx1MtWSwGv3z5V7H1n7z8A+d0r0dAeABR9SM4uiu5yHa1WtXAL8y/vMIUERGpdkwT/CL86XJNazpc3gKL1QCrQXZKDn9+v5vfvt1OZHwocXXCCAr/5xqbk5nHgodWcHdcMPU61cLUcxURETlD4bHBZdqutN59910ef/xxhg4dysMPP+wxUKNTp04sWrQIp9OJ1VrwYGPNmjXUr19fCyd7sVINtQkKCiI0VNOASspiMUjcm1Js/bEjmTjzXVgDfRjwYL9i2114fx8MPTUUERE5bU6nieFjwbQYZCVn8/TQd5lx6xK+XvgLS57+lpfu+pD2lzan9jkxHsd98PS3OLMdlRS1iIhUJ8271SOyZkjxC/sbEBUfSvNu9cothl27dvHkk09ywQUXMGrUKJKSkjhy5AhHjhwhPT2dwYMHk5GRwcSJE9m+fTvLli1j/vz5jBo1qtxikjNXqsTOFVdcwcKFCzH1+KpEnE4Xbfo0Kra+de+G+AbaMU2Iax3HjTMHERIT5K4PqxHCTa9eTfS/bjbBJCMpk/QjGZinmMYlIiJSHRkmZBzJZP8fh0n4+yj5mXkYJ9sJy2Lw/Xu/c+Dvox7lpmnyzhNf0WtIB4/ygg0PtMCyiIicOavVwq1PDij44t/Xqv99fcvUS8p14eQvvviC/Px8vvzyS3r06OHxb+rUqURGRjJ37lx27drFwIEDmTVrFuPHj2fgwIHlFpOcuVJNxfL392fDhg1ccMEFtGrVCj8/P496wzB48sknSxXQ7NmzWbNmDQsWLHCXbd26lalTp7Jp0ybCwsIYOnQot9xyi7ve5XIxa9Ys3nvvPdLS0ujQoQOTJk2ibt26pYqhrJkmNOpQi/DYIFISMjzqbD5WLhzRCfN/P8iGj5U659bjtkU3kf6/uZUhcSHYgu0ew8DTEjP4YPZqvl7yKy6nSdeLz+GGB/oSWTu0xMPFbbaCXxgOh5JCIiJS9ThyHPz4/u8sfvpbd/Iltm449869hog6YUU+gMpJzeWrBeuLPF9edn6ha2hs/Qisdo2WFRGRstHtshY8+Ob1zH14ucdCylE1Q7ll6iV0u6xFub7+7bffzu23337SNq1bt2bx4sXlGoeUrVIldj744AOCg4NxuVxF7oxlnOxR2Um89dZbzJw5k06dOrnLUlJSGD58OP369WPKlCls3LiRKVOmEBYWxuDBg4GCZNCiRYuYNm0asbGxPPPMM4wcOZJPP/200FZtlSUoOpCHFw3lgxdX8dPHW3C5TJp2qs0Nj15AVP0Ij7amaWIL9iU82PeEsn/qs49l88TN73Dgfws8AqxZsYXNP+1m+kcjCYkN4mRy03PZsyWB1ct+x2K10HNQa2qfE4M90DveKxERkX+zWAwMo2BKFRTca+z8ZT8Ln/jKo13CnhSevG4Bjy+/Fb8wvyLOZGKexlZXAx/og83fR6OURUSkzHS7rAWdLzmHLWt2k5KQTnhsMM271auwLc6l+ilVYuebb74p0yASEhKYOHEiGzZsoH79+h51S5YswW63M3nyZGw2Gw0bNmTPnj3MmTOHwYMHk5eXxxtvvMG4cePo3bs3AM8//zw9e/bkyy+/ZMCAAWUa65kIqRHMzU9ewqD7euNymgRHBmApxVPAfX8d8UjqHJeWnMWWn/fQ7fIWxY7ayc3I450nvuSHDze5y1Yt/Z3+N3Vk8H298fH3Oe14REREyovL4eLYoTQ2/7Cb3Ox8Wp5bn6g6oRiGwXtPryzymLSkLA7tSKJ+h/hCdX6hfpx3fTs+mvVDoTofXxvH14+02a1ccV9v6nWIV1JHRETKnNVqqZAtzeXsUC4pwR07dpxW+82bNxMaGsrHH39MmzZtPOrWr19Pp06dsNn+yUF17dqVXbt2kZSUxJ9//klmZiZdu3Z114eEhNC8eXPWrVt3Zh0pDxaD4JggQmsElyqpYxhwaHfRu2YBbPtl30m3nz/091GPpM5x//f2ehKL2Y1LRESkMrjyXfz0wR+M7/ca8yd9waKnvuGRy+exYNIX5GXlk7j/WLHHJh9MLXKtHZfLpM8N7YirF16obtSzl1G/TU0e+O8QJn1xG91vbIvVr1TPwEREREQqTKnuVo4dO8aMGTNYt24d+fn57idZpmmSlZVFamoqW7duLfH5+vbtS9++fYusO3z4ME2aNPEoi4kpWET44MGDHD58GIAaNWoUanPo0KESx1CU42vQlMbxYXTlMZwuOr74HckatKiBxQKGUfh1LRaD374rPun29y8HqNemRqHRPuXZl4qmvnif6tIPUF+8lfpSfsr7Opm49xhvPPJ5ofIfPtrMRcM707BtTTav3l3ksXENIos9d0hMEA8vHsrf6/ez/ottRNUO49zLWxBVNwxLKfrkbZ/LmVBfvJP64p2qS1+qSz+gevVF5HSUKrEzbdo0Pv30U3r16sXOnTvx9/enXr16bNiwgbS0NP7zn/+UWYA5OTmF1snx9S1YeyY3N5fs7GyAItukpqaW+nUtFoPw8MBSH39cSIj/GZ/j35q0rUV4TBApiZ4LMfsF2mnXuxFhYcXHHRDiW2ydf5D9pMeWR18qi/rifapLP0B98VbqS9mqiOvkV6uKXuQYYPEzK7lhQl8e++HNQlOl6pwTS52mMSeNLzw8kFqNojnvunanH3QxvOFzKSvqi3dSX7xTdelLdekHVK++iJREqRI733//PWPGjOGOO+7gzTffZO3atbzwwgtkZmYyZMgQtm/fXmYB+vn5kZeX51GWm5sLQEBAgHtHrry8PI/duXJzc/H3L/0PtMtlkpaWVerjrVYLISH+pKVl4yzjrcj9Qn15fPEwXp+4nN9/3AVAw1Y1GP305YTXDCElJbPYY1v1qM9/pxdd17BtzSKPLc++VDT1xftUl36A+uKt1BdPZZGMgfK/TlosBpnHsos9Pj05i6i6YTz07o3Me2g5CbtTsFgtdL+yJVc90AfDz3rS62FZ0veYd1JfvJP64n2qSz/Au66TIhWpVImd41uKAzRu3Jh58+YBEBgYyIgRI5g1axYPPfRQmQQYFxdHYmKiR9nxr2NjY3E4HO6yOnXqeLRp1qzZGb12WWwD7nS6ymU78fD4UMa9fi0pCem4XCbhscHY/Gzk5ztPelx0vQiG/+ci3nzsn6HthmFwx3OXE1E77KSxlldfKoP64n2qaj+sVoOAABdWazaGkYfLZcXf35+cHBs5OZUd3Zmrqp9LUdSXslfe18k2fRrywUuri6zrfW0bfALs1Gsfz6NLbybzWA4+diuBkQFgMSrl/fGWz6UsqC/eSX3xTtWlL9WlH1C9+iJSEqVK7ISHh5Oeng5A3bp1SUpKIiUlhfDwcGJjY0lISCizADt16sSiRYtwOp1YrQWLDa9Zs4b69esTGRlJcHAwQUFBrF271p3YSUtLY8uWLQwZMqTM4vBGFruVyNphp3WM1W6l++DWnNO1Lge3H8WwGMQ3iiK8ZgiG5qKKnBZfPwjwT8Gw7AYKkqomYLGCf0AQvr6NSUuzFLtLnYicXGz9CNr3a8wvX/3tUR4VH0rH/k3dT2N9Au2EBdqLOoWIiIhItVeqv+S7devGq6++yv79+6lVqxZhYWEsW7YMgG+//Zbw8MI7TZTW4MGDycjIYOLEiWzfvp1ly5Yxf/58Ro0aBRSsrTNkyBCeffZZvv76a/7880/uvfde4uLiuOCCC8osjurEYrMQVTec1uc3ptV5jYioHaakjshp8vGBgIAjGJYdHE/qnMgwMrDa/iAkRE+LRErLJ9DOLU8NYMzMgdRvGUd8oyhunNiPx967icCogMoOT0RERMQrlGrEzj333MPQoUOZMGEC77zzDrfddhvTp0/ntddeIz09nTvvvLPMAoyMjGTu3LlMnTqVgQMHEh0dzfjx4xk4cKC7zd13343D4eCRRx4hJyeHTp06MW/evEILKouIlJWAAAeGsfcUrRxYrXvx8alPfr6G7YiUho+vjfotYrnliUsIivAnNC4Yp2mWeCScxWLgynVimiZWPxsul34WRUREpHopVWInPj6eFStWsHv3bgCGDx9OVFQUv/zyC61bt/ZIupyup556qlBZ69atWbx4cbHHWK1Wxo0bx7hx40r9ulWFYRTcpDqdujEVqSxWq4HFmlyyxkYS/v61yc+3lm9QItVQ1tEs3hz/KX+tLUiiWn2sXHhrF/oO64hP0Kkf3uSm5vDXmj18+/YGXE4XPa9rR4s+DfAL124pIiJy9kpKSuKpp57i+++/Jzc3l06dOjF+/HgaNWoEwNatW5k6dSqbNm0iLCyMoUOHcsstt1Ry1HIypUrsQMFuVccXJ87NzeXSSy/lsssuK7PAxJNhwJHDyfy67k92/n2ANh2a0Lx1A0LCgis7NJGzjs0GhlHCxA5gseQB+kNS5HTkpefx/M3/JXF3irvMme9kxSs/4uNrpdPlLdix6RD+QXbiG0YRHB3kse15XmoOr49exu7fD7nL3n3sc2LrhXPP29fjq+SOiIicpe644w4sFgtz5swhICCAF198kWHDhvHll1+Sk5PD8OHD6devH1OmTGHjxo1MmTKFsLAwBg8eXNmhSzFKndjZuXMnM2fO5McffyQjI4P33nuP9957j4YNGzJ06NCyjFGAwweOcMvVT5CclPa/khW0bt+I6S/fRWh4SKXGJnK2MQwoWCa5pDTCTuR0Hdmd7JHUOdFnr/2Ef2QAsyZ8DICvvw+T3hlKvdY1MM2C3R53rN/vkdQ5LmF3Chv/7y/OvaFdld/WV0REqi6X00XiL3vIOppBQFQQMe3rYqmAdU9TUlKoVasWd9xxB40bNwZg9OjRXHHFFfz999+sWbMGu93O5MmTsdlsNGzYkD179jBnzhwldrxYqb5ztm7dylVXXcXmzZu57LLL3E/IfHx8ePLJJ/nggw/KNEgxWfz2lyckdQr8/st2Nm3cXkkxiZy9HA4wzZInVE1T632JnA7DMDi8s/hRcXnZ+RgnfJ2bnc/jN79D+tGsggKni+8W/lLs8d8t/IW8jNwyilZEROT07Pl6C0sveYEvRs7n+4eW8sXI+Sy95AX2fL2l3F87PDycGTNmuJM6R48eZd68ecTFxdGoUSPWr19Pp06dsNn+GQPStWtXdu3aRVJSUrnHJ6VTqsTO9OnTadmyJZ999hkPPfSQO7EzceJErrrqKt5+++0yDfJsl52Vw3df/lpk3ZpVm7BqRyuRCuVwmLhcMSVqa5oh5OT4lHNEItWLaZqExxU/1diwGIWeamZn5JG4t+gRPsWcpZTRiYiIlN6er7ew8oElZCV4PrTPSkxj5QNLKiS5c9yjjz5K9+7d+fzzz5k6dSoBAQEcPnyYuLg4j3YxMQX3vQcPHqyw2OT0lCojsHHjRoYNG4bNZsMwPG+MLrnkEveiylI2fH3t1GtYo8i6Rk1raYcPkUqQk+2DaZ4quWNguuqRm6ufUZHTVaNxFP5BvkXWte3XmPUr/y5U7sh3FvyP1UKvG9sTUTOEmk2i8fHznHne+8b22Euw+LKIiEhZcjld/Pz050XP0v9f2c9Pf46rgqYK33zzzSxdupTLL7+cO++8k82bN5OTk1Nod2lf34LrcW6uRrt6q1Ildnx9fcnJySmy7tixY9pmvIxZrFZG3TOwUBItMMiPrj1beSwWKSIVIzcXcnNqY5pxxbSw4XK2JC1No3VESsJqteBIyyV1ZzKpO5Px87fxwLs3EBjmuchxw/bxtLqgMWs+83yiabEYxNQOA8DlcBHfJJoe17alaZe6XPvoBQx8oA82u5WYuuG06d9E6+uIiEiFS/xlT6GROh5MyEpII/GXPRUST6NGjWjZsiWPP/44tWrV4p133sHPz4+8vDyPdscTOgEBARUSl5y+Ui2e3L17d2bOnEn79u2Jjo4GCubDZ2Zm8sYbb3DuueeWaZACjc6py7z3HuHlZ95j598H6NarFcNHX0aNWjFK7IhUkqwscDhq4ecfi9WShmFkYBhWXK4I8vP9yMy06OdTpATMXAd/rd7Fiqe/JislG4Dg6CAGPTGAxz4ZwZF9x8hMySKyVhjBUQE8OeK/hUarDnukPyHRQZhOF1u/3cm8ez/2+Pmr1SyGcf8dQlB0oLY7FxGRSpF1NKNM25VGUlISa9as4eKLL8ZqtQJgsVho2LAhiYmJxMXFkZiY6HHM8a9jY2PLLS45M6VK7IwbN45rr72Wiy66iGbNmmEYBk899RS7du3CNE1mzJhR1nGe9SwWC81aNuD5ufeTm5NLQKA/hkV/NIpUtrw8k7w8GxZLJD4+MYSE+JOamonD4UK7YYmcmmHAju93svTh5R7l6UcymD9qMUNevoq6Xep4JHImvHE9f/68l2/e20hYdBAXDelIjUaRWGwW0g6mFUrqAOz/M5G1n2zmsgd6oxnMIiJSGQKigsq0XWkkJiZy//33ExkZSbdu3QDIz89ny5Yt9O3bl6ioKBYtWoTT6XQnftasWUP9+vWJjIwst7jkzJRqKlaNGjX46KOPuPnmmzFNkzp16pCVlcWll17KsmXLqF27dlnHKf9j87ERGByIYdGCySLexOUyNbVDpBRykrNZMf3rYus/nfp/ONI95/QHhPnT8aJmPDjvOm5/+jJqNY/FardhsRj8tWZvsQ89Vr27kazk7DKNX0REpKRi2tclIDak+PX7DQiIDSGmfd1yi6FZs2b06NGDKVOmsH79ev766y8efPBB0tLSGDZsGIMHDyYjI4OJEyeyfft2li1bxvz58xk1alS5xSRnrlQjdqBgm7R77723LGMRERGRs0x6YgbZqUWv2wdw7GAamclZBAd6rt/nHsFzwvAbwzBIPVL88PX8XAfOfCVgRUSkclisFjqPv4iVDywpSO6c+Bzif8mezuMvKrTzY1kyDIMXXniB5557jrFjx5Kenk7Hjh1ZuHAhNWvWBGDu3LlMnTqVgQMHEh0dzfjx4xk4cGC5xSRnrtSJnYSEBDZt2kR6enqR9VdeeWVpTy1y1jKMggVAnU7NExCRs4NRgl3HS7oxudPpokmXOiyf9UOR9bWaReMXrA0eRESk8tQ9vzl9nr2Gn5/+3GMh5YCYEDqPv4i65zcv9xiCg4OZPHkykydPLrK+devWLF68uNzjkLJTqsTOihUrmDBhQqHVso8zDEOJHZHTlHo0g63r9/D3H/tp1q4OzdrXITgisLLDEhEpV0HRQQSE+7sXTf63iFphBEQW/bvQmeMg5VA6qUcy8A/yJapWKHGNI6nVLJr9fx4p1P7ax/pjC/BBy9OJiEhlqnt+c2r3aVawS9bRDAKigohpX7dcR+pI9VaqxM4LL7xAq1atePjhhwkLCyvjkORsZLEYmE4XFpvlrBytkpqYzoQb5nJwT5K7rGHzGkx542aCI8tv8TQRkcrmHxnApQ9dwJLxHxdZf+kj/bEF2QvtgpWblssbEz7lt293uMui4kMZt+B67px7Df/3+k98v2gjjjwn8U2juW5Sf2q2iFFSR0REvILFaiGuU/3KDkOqiVIldhITE5k4cSItWrQo63jkbOMySdyZzMr//sq+PxNp1bsBnQc0J7xW6Fmz45dhGKxbuc0jqQOwY8shtmzYS9cLm+sPERGptlwuk3rn1uW6GVewfNrXpP9vjZywmiFc/uiF1GgdVyipYwArXv3RI6kDcPRAKs8NW8QjS4dxxfg+XDCyC858F37Bdo3UERERkWqrVImdtm3bsmvXLnr37l3W8chZxDBg568HeOam/7pv2v/+ZT+fzVnLY0tvJrxOWOUGWEFsNgs/f7OtyLo/ftrJuRe31G5LIlKtGXYb9Xs1ZFTbWmQmZWIAgVGB2IJ9CyV1ADKTsvh64S9Fnitx7zGSD6QS1zQav3B/d7mSOiIiIlJdlSqxM2nSJG6//XYyMjJo3bo1/v7+hdp06tTpjIOT6i03LZd5Dy4vdNOenZHLitd/4sbHLyzZqppVnNPpolXneqz9emuhuiZtauFyKakjItWfy2ViDbITElSwuLHT4SAlKRWrzUpoWJDHNN38HAeOPGex58rJLHoNQBEREZHqqFSJnd27d3P06FFmzZoFFEwlOc40TQzDYOvWwn+kipwo9WgWRw+kFlm37vM/GTy+D34hfhUcVcVzuUzOvagFS179jrSULHd5VFwIrbs11FNmETmrGIZBwsEjPPv423z39S9ERIZw9/jr6NO/E/4BBQ+S/IJ9CY8LJuVw0TtzhsUUXpvMke0g+WAqR/YcIzjSn5i6EfiH+581035FRESk+ipVYmf69OnUqlWLUaNGERUVVdYxyVnC7mvFYjGKHGYfHO6P1WathKgqR1R8GC98MJpVy39n44876NSnKede1JKwmODKDk1EpEIdSzrGzYMfIzmpYAvY5KQ0Jj/4OlMMgwGDeuF0mviH+THksf68NHppoeN7Dm5FSKxnYic3LZe54z/l95X/rMkTGh3Iw/8dSnjtECXQRaoZq9UgwMzCmpsKLhembyA51hByndV/JLiInJ1Kldg5ePAgr7zyCt27dy/reOQsEhoXTLcrWvDDB5sK1V1xV0/sgfaz5kmqaUJkfBiDb+/N1aN743JRZMJLRKS627l9vzupc6KZTy+iZ9/2BAYH4nKZNDu3LmNfv5p3pvwfRw+k4h/ky4Dbu9HrmjZYfP55MGCxGPyw7A+PpA5A6pFMnh+5hEffvxlboE+590tEKoa/JR//I39i+X055GYWFBoG1tpt8GtxEamuwMoNUESkHJQqsdOkSRMOHz5c1rFIMSwWA8Mwqt8CuhaDQff14VhiJpt/2AUUDMHvP6wjrc5reNYkdU7kcploSR0ROVsZBhxLySiyLjkpDafzn3V1rL42mvduwGMfDiM3Mx8fXxsBEf6F121LzWH5q2uKPOfhXckkH0ojplFk2XWiDFksBqZpakSRSAn5WFz4H1iP5fcVnhWmiWXvRozk/QT3HEm6K6ByAhQRKSelSuw8/PDD3H///TidTtq2bUtQUOG57DVr1jzj4M52psvFoV1JrP1mC4kHU+nStxmNW9ciMLT6XIwCowIY/fJAkvalknEsm/DYIMJqhmBYLZUdmoiIVDDThMbNahdZd/5FnQgK9nzS7nKZ2IN8sQf5ur8uxGWSlZ5b7Gvm5zpKH3A5MAyD/GPZHNmVzN5NhwmvEULt1jUIiA5E+R2RkwtwZWD54/Ni642Mo/gc3Y4lqo1GRotItVKqxM6wYcNwOBw89thjHgsnn0iLJ58Zi8Xg9zW7eGT4G+4Lz/KFP9GmW0MefPF6gsK8K7ljGAbpSZkc3pWMy+kktm4EYbHBJboJtfraiGkUSUy5RykiIt4utkY09z50Pc9P+6+7LComjHsfuhGL9fTXXvMNstPxwqb8vKLwfYlvgA/hcd6zlpkrO5+MxEwWPPAxCTuS3OVWHwuj5lxLjdZxSu6IFMMwwJqyH8yTD322bP0W/17NyMReQZGJeLddu3YxaNAgHn30UQYNGgQU/C0/depUNm3aRFhYGEOHDuWWW26p5EjlZEqV2JkyZUpZxyH/kpaUyfR7FxV6mvDbmh1s27iXDn2aVVJkhRmGwb4th3n8pndIP5YNgN3PxgOzr6Fl9/pg0UJ1IiJSMj52Hwbf0J+efduz8+8DhIYHUbd+TcIi/lnk2DDAZrPiyHVweFcSyYkZBIf5E1M7HHvQv/5Ys1q46v7e/P7djkLboA97/CICIwO8Illi5jvZ+tVf/P3zPo+kDoAz38Wc299j/Ke34BvhXQ92RLyFYRiQXfRuqx5y0jBM56nbiZQz0+XC8ec2XMdSsYSFYmvWFMNSsbMW8vPzeeCBB8jK+mdn3pSUFIYPH06/fv2YMmUKGzduZMqUKYSFhTF48OAKjU9KrlSJnYEDB5aonWmaPPzww9x1112amnWajh4+RmpyZpF1333yG136Ncfh8I7FWNKPZvCfoe+QkZrtLsvLcfDUrf/lhS9HE1UnvBKjExGRqsbH7kN8nRrE16nhLjue1MlNzWXPH4dYvewP7H42mnWry7bf9rPi7XU061Cb+16+isB/JT/CaoXw+PJb+G7RRn7/bicxdcO4dFQ3YhtGekVSByArMRMw2PjFtiLr83McHN2TQrwSOyJFMk0TMzDi1A0DI3AZpfoTSKTM5K1bT+bbCzGTU9xlRkQ4gTfdiL1TxwqL46WXXiIw0HOa85IlS7Db7UyePBmbzUbDhg3Zs2cPc+bMUWLHi5VrStDlcvHhhx+SkpJy6sbiwdev+B06ouJCvWohxUO7kj2SOse5XCa7NmmRbSkZq9ZVEpFTyDmWw4sj3+OFke+x/rM/+fGDTbwxfjm16kfy0DvX0qxfTX5Y+RtJiSmc+NDTNCEkLpgr7u3FQ4uGcNvzl1PjnBgs9tOf2lVeEncmYQKukzy0yf3XiCMR+Ydpgiu0JlhO/nPtOud8sl2ahiWVJ2/dejJemOWR1AEwk1PIeGEWeevWV0gc69atY/HixUyfPt2jfP369XTq1Amb7Z8EaNeuXdm1axdJSUn/Po14iXJPV5+NOxuVhej4cNp0a8hva3YUqutzeVuv2iHL6Sh+OGtuTn4FRiJVjelwkvD3UT77aDPpSZm0HdCcWm1qYA/2rezQRMTLWK0Gv36xjd1/HPIob9GrHgczjvDITa+5y/wDfJmzZAL1Gsd7PAhxmSYWX6vXjNI5kc1uJfVgGnGNoji8/WiRbaLqagSsyMlkGkGEdBiMZd2SIuvNiDrkhdfF1MLJUklMl4vMtxeetE3m2+/i06F9uU7LSktLY/z48TzyyCPUqFHDo+7w4cM0adLEoywmpmA11IMHDxIZ6Z07SZ7t9IjcS9nsNu5/5mpadqrnLgsI8uXhWTdQq6F3LDNssYCRnk1cjRB8innq2bBVjSLLRQxg29c7eOnaBfzw7i/8/sU23r77A5Y98hn5GXoqLSKectPz+OLNdYXKO1zRlFde+MCjLDsrl0fHvk52Vk5FhXfGohtEsv6D3zj/1i4UtS9FxytaEBzrPQs9i3gjh8sgM+ocXL1uhZAT7pdtvrian09+lyFkuPwrL0A56zn+3FZopM6/mcnJOP4selpuWZk8eTJt27blsssuK1SXk5OD3e45qs3Xt+Cha25u8btMSuXSBFMvFhYTwpQ3hpO4P4XszDyia4YSHhOM64TBOhaLgcVi4HKZFbpto5GaxYGvNvPXu2uwRwQx+tH+zHzsc48RWkMn9CNaTxelGFlHM1k65YtC5X9+v4sjfx+hZrv4SohKRLyVaZo48gqPEM3MyS5ydPCu7YdITU7HL94PKFhw2ZsHEftFBnDxA+ex7v3fGfrs5Xy/8Bd2/7qfkJggLhjVjRYXNMHwoqljIt4q12UjL6AeAT1GYctPB5cL0x5AlhGEw+nFvwTkrOA6VoIFvk+jXWl8+OGHrF+/nk8++aTIej8/P/LyPB+yHk/oBARonTdvpcSOl/Px9SH+hBE6x5M6FotB4t5k1n21jW2/7qN1twa0692YiJoh5X/jmpbFz4+8T+pfCQDkZ+QS/P1mHntmAIdTcjACfGnYNp7YehHY7PoWk6KlHk4nP8dRZN2uDfup1aFWhSYrRcS7+Qb50vPq1nw0c7VHud1e9Jp0PnYbvv6+ODLySNl3jOQDqYREBRJZLxzfcH/vS/JYDJqc14gaTWLY+OkW2l/UlMse6ENIdCABsUFes2GCSFVgmiaZTjtYIgvmJ7gAr5yEKWcbS1hombYrjaVLl5KUlESfPn08yidNmsS8efOoWbMmiYmJHnXHv46NjS23uOTM6K/uKurA34mMHzSHnKyCbOoPKzYTHObP0x+MIqpWWLm9rmEYJK3f7U7qHJe+PYH07V9i87fT5KZziW8ai8vr7prFm/gGFr9wYWhssNbnEhEPLtOk59VtWLXkN1IOp7vL8485iK8dxYF9nuvS3HT7xfi5rLwyZCFJe4+5y/1DfBk55xoim0SVKLnjyHGQfCCV9ORsgiMDiKwZgtXvzG+fbDYLhmHgdLr+SWJbLQTXCeO8u3sABX+cOp2mkjoiItWErVlTjIjwk07HMiIisDVrWm4xPPvss+TkeE5V7t+/P3fffTeXXHIJy5cvZ9GiRTidTqzWgpGia9asoX79+lpfx4tpjZ0qyJnnZM7kFe6kznHpx7J5/+XvTmusucVikJ+RR15qDpTgxtHIzmPbgh+KrXdk57Ht7R8x0wrvkiVyotD4UBp2ql2o3OZrpW77Wt73NF1EKl1gdAAT37uJayacR81GkdRrFUdcfCQvv/MAF1zaGYvFIDDIj9EPDOL6If14885lHkkdgOy0XF4dtojso1ke5VarBYvFc3GbnGM5vDjqfR6+ZC7Thizk4YvnMHP0UnJTz2DtHqeLjP3H+OHVH/howids/XQLeUlZHq/tcLhwOFw4NW1ERKRaMSwWAm+68aRtAm+6oVwXTo6NjaVu3boe/wAiIyOJj49n8ODBZGRkMHHiRLZv386yZcuYP38+o0aNKreY5MxpxE4VlJ6SyR8/7Sqy7vtP/uCmB/sTEHbqheFyj+Ww6cu/+GrOT2SkZHFOzwZcOLo7kQ0jKHLlRgCnk5zkzJOe15Gdh5lX9BQbkeMsditXP3kJnz71DZu+/huAyDphXPfUAEJqVcCUQhGpckwTAqIC6Du8Ez2vbVuwzpyvDdM0eWT6cMZOvAaLxUJwWDDJO5JI+Lvo3aXysvPZ/8chGp/XkNy0XA7tSGLrT3uIig+lSafahMYFY5rwwczv2frTHo9jN/+wm09e+ZGrJ/Q9/YkdThd/f/U3Hz624p/z/d82/IJ9GfHWjQTVDtXvPhGRas7eqSNBY8eQ+fZCj5E7RkQEgTfdgL1Tx0qMriDBM3fuXKZOncrAgQOJjo5m/PjxDBw4sFLjkpNTYqcKstqs2P1s5BWxPklQmD8W26kzvPkZeSx6eAXbftztLtv0zXa2fLeDu9+5kZhzit55y7D7EFQ7gtS/E4qsB/AND8Tw89FM5hNYLIZ7yL38wy8ygGufvpTLk7LIzswlMCoQnyC7/rARkZNyuUz3dKjj0zYtVish4SHussyUrGKPBzj891Hqd6nDzDuWsm39Pne5zW7l4XeGEBEfwsrFG4s89quFv3DJbV0JiDi9RSSzj2R6JHWOy0nPZcn9HzLsrRsw/IteM0hERKoPe6eO+HRoj+PPbbiOpWIJCy2YplWOI3VOZts2z124WrduzeLFiyslFimdUn3n3HzzzXz88ceF5ub9m9Vq5euvv6ZJkyalCk6KFhIVyJW3di+y7tq7ziMgxO+U5ziyM8kjqXOcy2mybOpXuHKLHnHj9LHS7KYeJz13s2E9MIJPHcPZwMxzcmz7Uda+sZbvXvyOwxsP4MjQNoEnMnwsxJ8TS2TDSGyBSuqIyJnLz8gjL/vkI0fjGkXxy5d/eSR1ABx5Tp6//T3ysvJxFjNF2ZHnxJl/eol6i8Vg1897iq0/ujuZjMSM0zqnVC7DoND0PRGRkjIsFnyan4PvuV3xaX5OpSV1pHoo1XePzWbjoYceokePHjz66KP8+uuvxbaNj4/Hx0dPn8qSacIlN3Wh+4CWHuUX39iJrhedc8qdhCwWg+1r9xZbv3fTYTKTin/SGdIyntr9WhRZF9WuDjHdm2g3I8CV5+S3pb8x58YFrHzlB9YsWM+CUUv4aOIK8s9kfQYRESmWxWKw5bud7NmaQEyDohd59PGzEd8ijk9fW1NkfXpyFgZQp1nRo1cbtKlJQOjpPcAwDIP0IyefylzcToHiXSyY+BxLJ3/dX6QvX4e5ZQ8+GdkYxU1jFxERKWelmoo1b948EhMT+eijj/joo4947733qFu3LoMGDeLKK6/UNmgVIDA8gDHTr+Tau3qTlpxFWHQQUbXCsNqsJTrefpKh3oYBFmvxOT8zwJdmd55PfL/m/LXgRzL2J+MfE0yTId0Ja1kLM0ijdQDS9x/jyxe+K1S+86fd7F67hyYXNtXoFBGRMpaXmceKV34k7WgmI6YP4LNnV5J8INVd7xto57Z51+Ib6nvS38E52fmMnH4pkwe/5TFyx2a3csvUi7H5207rd7jT6aJeh9qsKqbe6mMhKOr0pnZJxbOaJrkbd/D31PcwHU53uS00gOZPD8NVI1IPt0REpMKVeo2dmJgYRo4cyciRI/n999/57LPPWLp0KTNnzqRbt25cd911nH/++Xp6UY5svjZqNIymRsPTO87lMmnctW6x9a0uaEJgdOBJz2EG+BLUrh6dWtXGzHVg2G247FYlKv7HMAz2/Gt4/4nWLFhHo/MaYfiULBEnIiIl43KYZBzLJjsjlzcmLOfyMT0IDvMj7UgmgeH+hMQEUaNlLE6ni/43d2T+pC8KnSM43J+wmCD8Qn156vPb+GrBBnb8doDG7Wtx/pD2hMeXbpHj6EaRRNYLJ2l34W1uewzvgl9kIFqJzbsZCSn89Z/FhXYgdaRmseWBN2k5+w7ygpWgExGRilUmiyc7HA4cDgf5+fkApKSkMHbsWOrUqcPzzz9P06ZNy+JlpAyF1w7jwtHn8sXsHz3Kg8L9uXRsbyjhnHGnzQrHRwkpqeNmGAW7rhTHkesAPdETESlz9kAfWvZqwNqPN5OdnsviaV9jsVoICPUjJyOXW567nPx8F6Zp0vGiZvzw4R9s//Wg+3ibj5Wxr16Nf7gfpgnhtUO59pHzceY5sfpYcZlmqS93liBfhr56LV88/TV/fvs3pgn2AB9633Yura9opaSOl7NZIHHF+kJJneMc6dnk7E7A2rq+HnSJiEiFKnViZ9++fXz00Ud8/PHH7Nu3j9q1a3PttdcycOBAYmNjSUhIYOTIkTzwwAN88sknZRmzlAGLr5UeN3Wk6bn1+Wnpbxw7nE7bC5vR5Nx6BMYG6obkDLlcJvU61Sm2vv2gNlj9fTRcW0SkrFkMLhl9Lhs+/xNHXsFUGZfTRUZyFpHxodRvV9O9k5ZfqB/3vn4NR/alkrA7Cd8AO7WbxhBaI9jjOuhymRg2C64yuDj6hPtz2RMD6JeUSV52Pv6hfviGB5TJuaV8GflO0jcXv0YhQOb2Q4S1bYDTqc9TREQqTqkSO9dddx2//fYbvr6+9O/fnyeeeILOnTt7tImNjaV///689dZbZRGnlAOrn424lrFc1fYiME2croItYnVvWTbC64XT8qJmbPr8T4/y0JohnNNPC0yLiJSX0FqhPLxsGO9N/Yqta/ZgtVnoPrg1l9zZHf9wf/d1zmIxcOQ4OLTtCH/9tIc6LeKo0ySmYARqKWaS52fk4cp3YvP3wbSdZK06q4FfTBDHV6RTUqeKsFrxiQyGHYeLbWKPDsGloVciIlLBSpXYcTgcTJo0iUsvvZSgoKBi2/Xr14+ePXuWOjipGI5itnOVM2MNsHPBuL606N+Mn95ZT25mHu2ubEXjXg3xjTr5GkYiInJmIuqFc9vsweSk5WBYLPiH+WIahjupYxiQvPsYT1+zgJyMXADWL9/KRzO+457511G7bY0SP+jIO5bDd8v+4Ls5a8hKyaJ+pzqcf1dPQutFlHhqs3i/fKDG4HM59vPfRTewGAQ2r4NDiToREalgpUrsDBkyhN69exeZ1Dly5AgffvghI0eOpFmzZmccoEhVZgvypU73+tTtVg/T5cJit2mkjohIBTF8LPhHFixk++/fvM5sB2898Ik7qeMud7h4fcwHTPxkBL5hp97l0ZmRx3vjPmbPhn8WzP/7h11s/3EXQ2dfTXyn2vq9X43Y68USc2E7Er/4tVBdo/uvxAwr/oGniIhIeSl+nPBJPPTQQ+zbV/SOP1u3bmXmzJlnFJRIdWNaDLBZdXMvIiVmGJCfl4sjP6+yQ6mW0o9ksndLQpF1GSnZpBxMK9F5jvx1xCOpc5xpwoeTPiM/LeeM4hTvku9rp8aICzhn2k2Etm+Af+0oos9vQ6uXR+Hf7RycllLdWouIVKgDBw7QtGnTQv/ee+89oOBv+iFDhtC2bVv69OnDvHnzKjliOZUSj9gZNWoU27dvBwrWYbnzzjux2+2F2iUlJVGnTvGLxsrpsVotGIamS4mInE1ycnJY++MvvDzzHXx8fLjnvpto26EVNtupR5BIyTidJ7+uukqwUIqPj5UNH/xebH1aYgYZRzIIDfI97fjEe+X72jHOqUO9R6+HfAemrw8OPbcRkSpk27Zt+Pr68tVXX2EY/0wZDg4OJiUlheHDh9OvXz+mTJnCxo0bmTJlCmFhYQwePLgSo5aTOa3EzvEM3gcffEDz5s2JiIjwaGOxWAgJCWHQoEFlG+VZKC8jj0N/H2X9iq24nCYdL2lGzabR+Abr5lBEpDozDFi/diOjb5vsLhs+9CEWLnmOjp3bVF5g1UxIdCCRtUJJ2p9aqM7u70N4jZASncc8xUhMU89lqq18wwC7T+F5fiIiJWCaLkjZA7kZ4BsE4XUxjIoZ9ffXX39Rv359YmJiCtXNnz8fu93O5MmTsdlsNGzYkD179jBnzhwldrxYiRM77du3p3379u6vR48eTe3atcslqLNdblouS6Z+zc+fbnGXrVq8kTZ9GzH0iYvwDdUTWxGR6srhcPDqy4sKlc9/4wM6d21b8QFVU/ZgX4ZNv5QZQ98tlJy5YUp/AiIDTvn3usPhpP3AVmz+cluR9UGRAQTFaM0VERHxZCZsgT8/h9wTpv36hmA2uwgjtnm5v/62bdto1KhRkXXr16+nU6dO2Gz/pAq6du3Ka6+9RlJSEpGRkeUen5y+UqUEp02bpqROOdrz+yGPpM5xv32znb/X7cfQBhsiItWWYRj4+xcenRkQ6Kff/2XI5TKJbxXLo5+MoOvAlsTWj6D1+Y148L2baNm/cYkGYZgmxDaNIb5VjSLrr5h0EXY9jHGzYeKbloF1+z6sf+/FNyUVHzSkSUTOLmbCFvhtiWdSBwq+/m1JQX05++uvv0hKSuKGG27g3HPP5frrr+f7778H4PDhw8TFxXm0Pz6y5+DBg+Uem5ROiUfsnHPOOSxevJjWrVvTrFkzj7l4/2YYBlu2lP83ZHVkAb5esL7Y+i/fWEvLPg3ApsX5RESqI4vFypixQ/jxh19PKLNw8/CBOJ2a81GmLAZhdcO49j8Xkp+Tj4+vrWCx+9NgDfblhhcG8vunm/lu7k/kpOdSu21NLrrvPCIaR2nR/P+x5+aS/ukajixbhZnvLCg0DMLOa0v0zReS4+9fuQGKiFQA03QVjNQ5mT8/x4xpVm7TsvLy8ti9ezf+/v6MHz+egIAAPv74Y0aOHMmbb75JTk5OobV0fX0LHjjl5uYWdUrxAiVO7Nx5553Exsa6//9kiR0pPZfLJCej+B1QcrLycbpMrBUYk4iIVKwWrZrx3oczeXfBJ/j62bnuhgE0bNygssOqtkwDbP4+pV4qxR7uz/ljetHmipY4HS5sfj5g15X6OB+Xk2Pvf0fSRz94Vpgmx775lfyjqcSNv568IjblEBGpVlL2FB6p82+5aQXtIuqXSwh2u51169Zhs9ncCZyWLVuyY8cO5s2bh5+fH3l5nn+PHk/oBAQElEtMcuZKnNgZM2aM+//vuuuucglGwLBa6D64FTs3Fj3MrfvgVvj42fQEUESkGrPZfGjeshlPPVcwz147I3o/i8XAJ8QPQ59VIZZjGSR9/GOx9Zm/78RMSIbaccW2ERGpFnIzyrZdKRWVoGnSpAmrV68mLi6OxMREj7rjXx8f6CHep9Tju/bt2+fe/jwtLY0pU6Zw++238+GHH5ZVbG6ZmZk8/vjj9O7dmw4dOjB69Gj27t3rrt+6dStDhgyhbdu29OnTh3nz5pV5DBXFNE1a9GxAZHzh3ThCowNpd0FTJXVERM4SDodLSR2p0gwDcncfKliQ6CTSvv8DWwmnmRsG2F0OfHNzsJvOsghTRKRi+JZwQf2StiuFP//8k3bt2rF+vefyH5s2baJRo0Z06tSJDRs24HT+8/t1zZo11K9fXwsne7FSJXZWrVrFxRdfzNKlSwGYNGkSS5YsISEhgYceesi9LXpZGTt2LF9++SWTJ09myZIlREZGcv3115OSkkJKSgrDhw+nXr16LF26lLvuuosXX3zRHVtVFBgdyAMLbuDSO7sTGOaPf7AvF43swvhFQwipod01REREpKowcGWfek0GZ0Y2cOpp/n452Vg3/U3y1HkkPDiTlOnz8flrF765OWUQq4hIOQuvC76FH+B78A0paFdOmjRpQuPGjZkyZQrr169nx44dTJs2jY0bN3L77bczePBgMjIymDhxItu3b2fZsmXMnz+fUaNGlVtMcuZKPBXrRLNnz6ZHjx7ceeedpKen8+WXX/L/7d13fJPV/gfwz5OkaboXXYwWLLbMllWoDNmK4CoVvfdaZAkoCMoqIHABZahs2bIVuSC2oBdFLzIEBaGAIsiyjCK0pdBJZ5rk/P7or9HYFtrSNE/Sz/v14iU9z0ny/RoOJ3xznnNGjBiBN998E0uWLMHHH3+MAQMGVEuAFy9exOHDh/HRRx+ha9euAIDZs2fjxIkT2LZtm/HewFmzZkGlUiEoKAiJiYlYt24doqKiqiUGS3D2dUaf0R3RbWAbQAAaV3sIPPALLyIiIiLZEELAvr73A/s5tW4Mvf7+q9McCvJxZ/GnKPjtqrFNdycT+WcT4BTRAh4j+qPAnqeQEZF8SZICokmf4lOxytOkj9k2TgaKD2RYs2YNFi5ciLfeegvZ2dlo1qwZNm3ahJCQEADA+vXrMXfuXERGRsLb2xsxMTGIjIw0W0z08KpU2Ll48SJWr14NZ2dnfP3119Dr9XjyyScBAJ06dcKmTZuqLcBr164BANq1a2dsUygUaNKkCeLj42FnZ4fw8HCoVH+mEhERgbVr1yItLc2ql4sJIWDvUrwDOes5REREZI0Ufl5Q+3pAezujzOuSvR00IQEovM+3V0qFhNzvTpgUdf4q96dzcGzXDIpOrXnLOhHJmuTbDCLsxeLTsf66kbK9a3FRx7eZ2WPw9PTEvHnzyr0eGhqKHTt2mD0Oqj5VKuzY29tDp9MBAI4cOQIvLy80adIEAHD37l24uj5geVkleHsXf8uTkpKCoKAgY/utW7eMu3MHBwebPMbHxwcAkJSU9FCFnYre610WpVJh8l9rxlzkyVZysZU8AOYiV8zFfDhPFmMu92ewc0Dg7MG4GvMR9Nm5JtckOxUazRkGg6cLVPe5FcsuOwd3vvj+vq+T8Z9v4d+2CYr+f1NQvi/yxFzkx1byAKwnF8m3GYRPk/8/JSuneE8dj0CzrtQh21alwk7btm2xceNGZGVlYe/evejfvz+A4g2XVqxYgTZt2lRbgGFhYQgKCsLMmTOxYMECeHl5Ydu2bbhw4QLq168Pg8FgPKathL198SqXksJPVSgUEjw8nB4qdgDIyshCWlom3NxdENjQHwqF9Q5WV1cHS4dQbZiL/NhKHgBzkSvmUr2qa56UQy7Vhbnch7sTQlaORc6ZK0j7+jiE3gD3bmFwi2gGTYAPpAd8Psq/mwZD3v330dGlZcFOp4fz3/5c8n2RJ+YiP7aSB2AduUiSwmxHmlPtU6XCztSpUzFy5EhMnDgRjRs3xuuvvw4AGDlyJBwcHDBx4sRqC9DOzg4rV67ElClT0K1bN6hUKnTr1g0vvPACzp07B61WC61Wa/KYkoJOWce4VZTBIJCdnVflx+v1ehw+cALTY5YjKysHjk4axEwbin7PdYODg3Xd/61UKuDq6oDs7PwH3v8ud8xFfmwlD4C5yBVzMVUdxRjg4edJvi/yZNZcnByh6hQK/4hmkARgsFOhwCBQkJX/wIfaiQdvrAyFBJ0QyMsoXhXE90WemIv82EoegLzmSaKaVKXCToMGDfDVV18hLS0NderUMbavXLkSzZo1K7WC5mE1atQIO3bsQFZWFiRJgqurK9588000bNgQ2dnZSE1NNelf8rOvr+9Dve7DHDGbcOkaxoycb/w5L7cAs95ehcCGddG6XYuHistS9HrbOXaXuciPreQBMBe5Yi7VrzpikEsu1YG5VNT/F2m0FT+qXOHqDE2Thii4eL3cPs4dQ1Hk6Fgqbr4v8sRc5MdW8gBsKxeiiqjyfUGSJJkUdQCgVatW1V7UycnJQXR0NM6dOwc3Nze4urri3r17OHr0KLp06YLw8HCcOnUKev2fHw6OHTuGRo0aWWzjZKVSwnff/lTmtW0ffwWlsgLfOhERERERAKBIpUKdYc8CirI/Q0l2KngM6IUi7k9BRES1UJVmv/T0dEyYMAFt27ZFs2bN0LRpU5NfzZpV307ezs7OkCQJ8+bNw6VLl3Dx4kW89tprqFu3Lp5++mlERUUhJycH06ZNQ0JCAuLi4rBlyxaMHDmy2mKoPAlFRboyr2i1RTUcCxEREZF1EwIo8vdB3dkjofJyM7lm5+eFenNfR6G39Z6ESkRE9DCqdCvWrFmz8P3336Nfv37w8/Mz+4bAixYtwpw5cxAdHQ2FQoHu3bsjJiYGKpUKXl5eWL9+PebOnYvIyEh4e3sjJiYGkZGRZo3pfvR6A3r1eQwb1saVuvavgX2h1/MYTiIiIqLK0EsKiMaB8PtgLMTdTBjyC6Fw0kCq44FCew3EfY5LJyIismVVKuwcOXIEb7/9Nl566aXqjqdMPj4++PDDD8u9Hhoaih07dtRILBUVHBKI2fNGYd7sdSgsLIJSqcDrY19Cy1ZNzP7awiCQm5kHhUIBJw8H8HMOERFZK6VSgkEnoFAprH5TT3p4BoNAgcYBqP+3E2/4YYeIiGqxKhV21Go1GjRoUN2x2BR7jQaDXn0OHbu0xp07GfDwcIVfXZ/iY+3MRJKAu39k4tPF+/HjV+dg72CHyBGd8cQ/2sHJs+onhBEREdU0CUBmUjZ+jDuLyydvIrC5L7q+1AqeDdyKJzwiIiIiAlDFwk7v3r2xZ88edOzYsbrjsSl2dir41/OFt693jbxeRso9TI5ah6z04mM+83O12LbkABLOJeGtxVGw09iZ5XW1OYVIvZqBe+l5cPFyhE8jT6idq3cTbSIiqj0kSULS+VTMeelj6P7/5KQLPyXif5viMXHLP/Foh/owcPEOEVUDSQJUKiUMBsFVgURktapU2GnWrBmWLl2KP/74A2FhYdBoNCbXJUnC6NGjqyVAqhhJAi7EXzcWdf7qxL6LSL2RgXrBPtX+url3crHitVjcvPjnkfMNmvli9Kr+cPJ2qvbXIyIi26fNKcTqt3YbizolDAaBVWN3Ye7e4dC4a8p5NBFRxWjvFeLar8k48fUF1H/UG+2eagI3fxcYDLy1j4isS5UKO++88w4AID4+HvHx8aWus7BT8xQKBS6fuVXu9cy0HNRD9RZ2hN6Ane8dMCnqAMAf529j16LvET3vqXKPJSUiIipPVmoubidmlHktJyMfGcn34M/CDhE9BF2+Dltn/w/H91wwtn2x8ke889+hcPVzsWBkRESVV6XCzsWLF6s7DnpIBoMBwWH1y73u7uVc7a9573YuTn97ucxrJ766gGff7AJXf06MRERUvQT4bToRPZyM5GyTog4A5N8rxL4tJzFgag+u2iEiq1Klws5f3bt3D6mpqWjQoAGUSiWUSmV1xEWVJATQNDwQbl5OyEozvR3rsSebwjfAo9pfU1uoK/doUWEQ0Gl11f6aRERk+9x8nOET4I7UG5mlrjl7OMDT37XmgzITCUBBeh6ykrIhBOBe1xUaL0eWrojM7F56XpntCadvQa/VQ1KZ78ATohIFBQVYuXIlvv32WyQlJUGtViMsLAwxMTFo2rQppkyZguTkZDRs2BBfffUVGjRogJ07d0KhUGD9+vXYuXMnkpOTUa9ePURHR2PgwIHG59br9diwYQO+/PJL3LhxAwqFAk2aNMGbb76Jxx57zIJZkzlUubBz/PhxLFy4EOfOnYMkSdi5cyfWrVsHPz8/TJkypTpjpAry8HPB+7HDsePDQzj8xa+wd7RD1GuPo+eA1lCZYeNkV28neDdwx50/Mktd823oAZc61b9KiIiIbJ/aWY3Xlz6PuS99Al3Rn/vsKBQSXl/yHBw9NbaxebLegN8PX0XsjL0oKij+MsTOXoXnZjyBkJ6NIdnxyzIic/HwLXtVeZtewVCqlVyxQzUiJiYG8fHxmDBhAgICAnD9+nUsW7YM48aNw969ewEAJ0+ehCRJWL58OXJzc6FSqfDvf/8bcXFxGDlyJFq3bo34+HjMmzcP2dnZxi1RFi5ciG3btmHixIkICQlBSkoKVq5ciTfffBOHDh2CoyNPTbYlVSrsHDt2DMOHD0fr1q0xceJELFy4EMCfmyr7+vpiyJAh1RooPZgQgFc9d4ya/ywGTXkCkkKCs4ej2SYmexc1Bs19CosGbTdZuSMpJAya2xdqZzuUs6CHiIioXEII1Gvmg3nfDMeR2F9xOf4PBLbwQ/d/toZnAzfbKOoAyEzMwPZJ/zVpKyrU4fPpX+O1hi+jTpPqP/SAiIq5+TojanxXxC7+3tjmE+COTv1bsKhDNUKr1SI3NxczZsxA3759AQDt27dHbm4u3nvvPdy5cwcAoNPpMHv2bAQGBgIArl27hs8++wzjx4/HiBEjAACdO3eGJElYu3Yt/vWvf8HDwwOpqakYN26cySoejUaDMWPG4NKlS2jdunUNZ0zmVKXCztKlS9GzZ08sW7YMOp0OCxYsAACMGDECOTk52LlzJws7lqRQwMmjuAJrzolJCCCgdV1M3zUI320+ietnk9EozB+9BoXD+xFPFnWIiKjKBAC3eq54blwXGHQGKFRKmzqKWAHg8MYT5V4/uPYYXlz0LAQPISAyC4VaiZ6D2qJNr0dx/bcUePq5oG6wNzRu3JidaoZarcaGDRsAAKmpqUhMTMTVq1dx8OBBAEBRURGA4mJMQECA8XE//fQThBDo0aMHdLo/t77o0aMHVq9ejVOnTqFXr15YtGgRACA9PR2JiYm4du0aDhw4YPLcZDuqVNi5cOGCcYmXJJl+4OjUqRO2bNny8JGRVZAUEnwerYOX5/aBrlAHlb2K+wLUcrk5uUi8moyCvELUD/SBj38dFO8iQdVJkiSohAECgF6SWEglm6XXC0CSbKqoAwC6Ah1SLt8p93rqlbvQFeigdKz+W6mJqJjSXoU6j3jCO8ir3H0jiczpyJEjmDdvHq5evQonJyeEhITAyckJAIx/Jr28vEz+zZ2ZmQkA6NevX5nPefv2bQDA2bNnMXv2bJw9exYajQaNGzdGvXr1TJ6bbEeVCjsuLi7GpWF/l5ycDBcXnoRU2wgUT478K6J2y0jLxMTXl+K3M1cBAGq1Ciu3TEZo2yacQKqR+l4OCs9ewZ1v4wGFBPe+EVA3bQits5OlQyOiClJpVPBv4oPUq2llXvcN9oZKo+S8SlQD+BmFLOHGjRsYPXo0evbsibVr1xpX5Xz66ac4cuRIuY9zdS0+QGDLli3GItBf1a1bFzk5OXj11VcREhKCPXv2ICgoCAqFAt9//z2+/fZb8yREFlWl7d579uyJJUuW4OzZs8Y2SZKQkpKCNWvWoFu3btUVHxFZCYVCwqF9p4xFHQDQanWYMmYFsjKyLRiZbbHPuoekf29A8rLPkXcxEXnnryNp4XYkz9kCdXaOpcMjogoyAHh8SPtyr/cY8RiEgqfyEBHZqnPnzqGwsBAjR440udWqpKhTXsExPDwcAJCRkYGWLVsaf2VmZmLp0qXIzMzE1atXkZmZiVdeeQWPPvooFP8/nxw+fBgAYLCVzerIqEordiZMmIAzZ87gxRdfRJ06dQAA48ePR0pKCvz9/TF+/PhqDZKIrIAQ+O7r0vtFpN3NQvrdLLi6cyXfw1JIwL0Dp6BNulvqWuG1ZOQf/w12T0Zw00ciK+EW4IGXlzyHz6fvRWGuFgCgdrBD5Kw+8HjEy8LRERGROTVv3hwqlQoLFizA0KFDodVqERcXh0OHDgEA8vLyynxccHAwnn32WcyYMQO3bt1CixYtcO3aNSxZsgT169dHw4YNkZeXB2dnZ6xZswYqlQoqlQrffvstPv/8cwBAfn5+TaVJNaRKhR03Nzfs3LkTu3fvxk8//YTMzEy4uLhg4MCB6N+/PxwcHKo7TiKSOUkhoU2HJjh1/IJJu6OTBq5uvEWoOqjy8pH+xQ/lXk/bfQT1Hm8Fg719DUZFRFWmlPDI44/gzd3DkJWcDUDAzd8VGg8H8LtUIiLbFhgYiEWLFmHFihV4/fXX4ebmhlatWuGTTz7BwIEDcfLkyXIfO3/+fKxduxbbt29HSkoKvLy80LdvX7z11ltQKpVwcXHBqlWr8MEHH+DNN9+Ek5MTmjZtiq1bt2L48OE4efIkevToUYPZkrlVqbATHx+PZs2a4cUXX8SLL75oci07OxsHDhwodzMnIrJNer3A05GdEbftANLuZhnbp74zGF4+HtzctxpIBgFDobbc64Z8LSQb22CWyNYJAag9NPD2+PMkHo5iIqLaoU+fPujTp0+p9osXL973cSqVCqNHjzYeaFSWDh06IDY2tlT76dOnKx8oyV6VCjuvvPIKduzYgdDQ0FLXzp8/j6lTp7KwU4tIEqBSKSGEgE7Hj6O1mV89b3y8azZ+O3sVGWnZaBEWhMCgeizqVBO9owbO7Zog58SFMq+7PNYMBkce00pEREREVJtUuLAzefJkJCcnAyjeyGnWrFlwdnYu1e/69evGfXfI9uVm5OHCyRs4EPcz6vi7odeANqj/qA8UKm74WBsJAXj5eOLxnp6QJLCgU810kgJ1/tETOScvAX/b9E6yU8Ljmc7Q8mh5IiKqIRKAvOwCSAAc3R24xxsRkYVUuLDz5JNPYtOmTSZtf9+pW6lUolWrVnj55ZerJzqStbzsfCx6ayfOHP3zFKSvPjmOt9f8C+G9m3Byr+VY1DEPXT0fBL43ErfXfomCK7cAAA5NA+E7/BkU+XGzVSIiqhn5WQX4ct1RfP3xCdipVXhxbFd07R8Ke2fu80ZEVNMqXNjp0aOHcYOlgQMHYtasWQgKCjJbYCR/iRdumxR1SiyfshsrWr0BZy9umEtU3QyQYAisC793hgEZ9wCFBOHuAq2ySnfWEhERVZrQG7Bl3v9wKO4MAKAwvwgb3/0GgECfwR345R4RUQ2r0v0yn3zyCYs6tZxCIeHC6RtlXruXmYfMtJwajoiodtGq7KD19oTWywNFLOoQEVENyr6bi+93/VqqfceH3yMvs8ACERER1W5V+tdAfn4+1qxZg4MHDyI/Px+Gv+/1IEn47rvvqiVAkichBPwaeJZ5TaGQ4ODEZbhEREREtsigF6W2ZAAAbYGuzHYiIjKvKhV25s6di9jYWLRv3x5NmzaFQsGNcmsbIYAmbRvA0cUeefcKTa71je4Az7puFoqMiIio5mVl5ODa5STcuJqCOr7uqN/QF04ujpYOi8gsXOs4oeVjDXH22HWT9qeiw+HopgFLO0RENatKhZ3//e9/GDduHEaMGFHd8ZAV8arrjgWfj8CamXtw9qdrsHewQ9TILnjq5faQJJ7MQ0REtUN+bgHWLfkCOzbtN7Y9ElwXS7e8BTdPVwtGRmQeSrUSby7uj2Xj43D22HVIkoTOz7ZA5OudWNQhIrKAKhV2dDodQkNDqzsWsjJCCPg9UgczNkQjOz0PKjslXOs48TQkIiKqFpIQyLqTi4JcLZzcNHCp4yTLTVlvXE0xKeoAwNXLSdiz80cMfP0p/O2OdSKb4FzHCVPW/wvZd3MhKSS4eTtBUnIVPxGRJVSpsNO5c2ccPnwYERER1R0PWSGlWgUPv+JvJFnUISKi6lCQXYi4lUfwzSfx0OsMcHSxx8CpvfFYv2awc7CzdHhGSqWEU8culXnt290/IeqV7tA4aGo4KqKaoVQr4VGXq9KIiCytSoWdvn37YubMmUhPT0dYWBgcHBxK9Xn++ecfNjYiIiKqjfQCny07hG8/OWlsyrtXiLVv74GLuwPaPhEim5U7BgPgW7fswwR8/D1gZ8dT64iISF4yMzOxePFiHDp0CDk5OQgJCcGECRPQrl07AMCFCxcwd+5cnDt3Du7u7hg4cCCGDRtmfLzBYMCKFSuwc+dOZGdno23btpg5cyYCAwMtlVKtV6VPG2+99RYAYPfu3di9e3ep65IksbBDREREVZJ1Jwf7tp0u89qWef9D84iGUDuraziqsgkhENquMZxdHJBzL9/k2ojxz0OpYmGHiIjkZfz48UhLS8PixYvh6emJbdu2YdiwYYiLi4OnpyeGDBmCXr16Yfbs2fjll18we/ZsuLu7IyoqCgCwatUqbN++HfPnz4evry8WLFiA4cOHY8+ePVCr5TE/1zZV+rSxf//+B3ciIiIiqoK8ewUw6MvemObOzSzoivSQ08dGH39PfLxnBpbO+Qw/Hf4NDRr6YPzMf+CRkPqWDo2IiGRIr9fjq6++QlxcHJKTk+Hv74/+/fujX79+UCqVZn3txMRE/Pjjj/jPf/6DNm3aAACmTZuGw4cPY8+ePdBoNFCr1Zg1axZUKhWCgoKQmJiIdevWISoqClqtFhs3bsSkSZPQtWtXAMCSJUvQpUsX7Nu3D/369TNr/FS2Chd2pk6dilGjRqFBgwZYsWLFfftKkoR58+Y9dHBERERU+zi7OcBOrUSRVl/qWv3GdWCnkdcqGCEEmrQMxLvLRyDnXj7s1CpoHDQQ3HiOiIj+Rq/XY/LkyTh06BAkSYIQAunp6Th37hwOHz6M999/36zFHQ8PD3z00Udo0aKFsa0kjqysLJw7dw7h4eFQ/WXFaUREBNauXYu0tDTcunULubm5Jvvturq6olmzZoiPj2dhx0Iq/Mno+PHjGDRokPH398OjromIiKiqXH2c0X90F+xYcqjUtVdn94XaUS3LoonKTgVnVycAkGV8RERkeV999RUOHToE4M+5ouS/hw4dwtdff41nnnnGbK/v6upqXGlTYu/evbhx4wY6d+6MJUuWIDg42OS6j48PACApKQkpKSkAAH9//1J9kpOTzRY33V+FCzsHDhwo8/dERERE1UkA6PNKONw8HfGfxYdwLyMPfoGeGP7OU3ikVV0WTYiIyGrFxcUZV8j8nSRJiIuLM2th5+9OnTqFt99+Gz179kSPHj0wf/78Uvvk2NvbAwAKCwuRn1+8n1xZfbKysmomaCpFXmuZiYiIiACondTo/s82aN+nKYoKddA4qaFxsZfNaVhERERVkZycXO4XFEKIGl318t1332HixIkICwvD4sWLAQAajQZardakX2FhIQDA0dERGo0GAKDVao2/L+lT1mnZVDMUlg6AiIiIqCwGg4CDmwauPs5QO6lZ1CEiIqvn7+9f7tYlkiSVusXJXLZu3YoxY8bg8ccfx7p164xFGj8/P6Smppr0LfnZ19fXGF9Zffz8/GogcioLCztERERERERENaB///73XbHTv39/s8ewbds2vPvuu3j55ZexdOlSk9uqwsPDcerUKej1fx5gcOzYMTRq1AheXl5o0qQJnJ2dTfbdzc7Oxvnz59GuXTuzx05lY2GHiIiIiIiIqAb069cP3bp1A/DnoUMl/+3WrRv69u1r1te/du0a5s2bh969e2PkyJFIS0vDnTt3cOfOHdy7dw9RUVHIycnBtGnTkJCQgLi4OGzZsgUjR44EULy3TnR0NBYuXIj9+/fj4sWLGDduHPz8/NC7d2+zxk7l4x47RERERERERDVAqVTi/fffx9dff424uDgkJyfD398f/fv3R9++fc161DkAfPvttygqKsK+ffuwb98+k2uRkZF47733sH79esydOxeRkZHw9vZGTEwMIiMjjf3Gjh0LnU6H6dOno6CgAOHh4diwYUOpDZWp5kiCR0uUSa83ID09t8qPV6kU8PBwQkZGLnQ6QzVGVvOYizzZSi62kgfAXOSKuZjy9napllg4T/6JucgTc6kYg8GAjDvZyM3Jh6eXC1w9Xcy6nxXfF/mxlTwAec2TRDWJK3aIiIjIJiiVCgghuMkyUQUV5muxa+v32Lj0K+h0enh4ueD9da/h0RYB4Fe/RETWg3vsEBERkVUrzC/ElfM3sPnD/2LX1kO4fesu+K9Soge7/nsSPlr4JXS64k1SM9LuYdyg5chKu2fhyIiIqDK4YodqlCQB9+7k4s7NTKjUKvgEeMDemfdiEhFR1WgLtdi65ht8suZbY5tSqcCKbePRvE0QV+8QlUOlUuD7b34p1Z57rwCpKRlw9eTtKERE1oKFHao5QuD8j4lYOjYWefcKAQD+DT0xecM/4NXA3bKxERGRVbqTnGFS1AGK9/+ZNW4DNn05DY4ujhaKjEjeDAaB+g29y7zm6KSp4WiIiOhh8FYsqjF3b2TivWH/MRZ1ACD5ejreG/ofFOYU3ueRREREZbt5PbXM9ttJGcjKyKnhaIish8EgENGtOVzdTIufPfq1gbefu2WCIiKiKuGKHao2SqUCkoQyd6CXJODSqT/KXBKfkpiB1BuZaNDMtybCJCIiG+Lm4Vxmu52dEhoH3upLdD91/Dyw8b9T8c2u47jwayKe6t8BYe0fhZ09xw4RkTVhYYcemr5Ij8SEJOz78hTycwvR69l2aNysPjSO9n/pJSE3u/xVOUWFOvMHSkRENqd+Q2/41/NC8q00k/YBg3rAUa2BQiFxnx2ichgMAp6+7hg4+ilIEqDXCwhuPE5EZHV4KxY9FIVCwrEDZzH8+YX4bONB/HfHUbz58oeI3XwIhv8/YQEAhBBo0q5Bmc/h4KyGd333GoqYiIhsiYu7M1bvmIgnn2sPpVIBF1dHDBvdD494+WPmE+tw50oaJEmydJhEsqbXG6DTGVjUISKyUizs0EPJuJONBdO2l2rf9OFepCalm7T5PeKFfsM6mLQpFBLeXNYfrj5OZo2TiIhskxCAi4sTWvo3wjvvDsPEcf9A6g/p+O+iH5CfU4gVwz9H4X1WjBIRERFZO96KRQ8lKz0HOffyS7ULIXA3NRt+AX+etqB2tEP/MY+jY7/muHA8EY6uGoS0awCfQA/wCyIiIqqq7Ns52Lc+vsxr6cnZyEjKhm9InRqOioiISP6uXbuG/v37Y8aMGejfvz8A4MKFC5g7dy7OnTsHd3d3DBw4EMOGDTM+xmAwYMWKFdi5cyeys7PRtm1bzJw5E4GBgZZKo9bjih16KM7ujrDX2JV5zd2z9CoctaMdAlr44anhEXj8xTD4NPIEFFwiT0REVfegfdq4jxsREVFpRUVFmDhxIvLy8oxtGRkZGDJkCBo2bIjY2FiMGTMGy5YtQ2xsrLHPqlWrsH37dsyZMwc7duyAJEkYPnw4tFqtJdIgsLBDD8nLxw0jY54t1f70i4/Bt55XuY8zGARX6RARUbVw9XaCg7N9mdeUKgU8/Mo+OYuIiMhSUlJSsHnzZixevBibN29GSkpKjcewfPlyODmZfhn/2WefQa1WY9asWQgKCkJUVBQGDx6MdevWAQC0Wi02btyIMWPGoGvXrmjSpAmWLFmC27dvY9++fTWeAxXjrVj0UIQAnuzfAQ0a+uA/6/ajIF+LFwZ3RdtOTWBnX/ZKHiIiourk6OWIl6b3wuYpX5W69uzYLnCqw33ciIhIHnQ6HRYtWoTPP/8ckiRBoVDAYDBg5cqVeOGFFzBhwgSoVOb/Z3p8fDx27NiB3bt3o1u3bsb2kydPIjw83CSGiIgIrF27Fmlpabh16xZyc3MRERFhvO7q6opmzZohPj4e/fr1M3vsVJpVFHaKioqwYsUKfPHFF8jKykLTpk0xceJEtGnTBsCD7wEk89I42KNNpyZo3TEYwlD87ShX4xARUU0xGARCn3gUb3q/iJ3zDyAp4S68A9zRf2I3hHRsyFt+iYhINkqKOkIICCFgMBiM10qKPTExMWaNITs7GzExMZg+fTr8/f1NrqWkpCA4ONikzcfHBwCQlJRkXFn098f5+PggOTnZjFHT/VhFYWf16tWIjY3Fe++9hwYNGmDdunUYPnw4vv76a6jVagwZMgS9evXC7Nmz8csvv2D27Nlwd3dHVFSUpUOvVSRJAUkJFnWIiKjGKe1VCHosEBN3RENXoINSrYDa2R4GAyclIiKSh5SUFGNRpyxCCOzcuRODBg2Cr6+v2eKYNWsWWrVqhWeeeabUtYKCAqjVapM2e/vi250LCwuRn198cE5ZfbKysswUMT2IVRR29u/fj6effhqdO3cGAEyZMgU7d+7EL7/8guvXrxvvAVSpVAgKCkJiYiLWrVvHwg4REVEtIoSAUqOCUlP88YZFHSIikpNvvvkGkiSVW9gBAEmSsHfvXgwePNgsMezevRsnT57Ef//73zKvazSaUpsgFxYWAgAcHR2h0WgAFO+1U/L7kj4ODg5miZkezCo2T3Z3d8fBgwdx8+ZN6PV67NixA2q1Gk2bNi33HsBr164hLS3NglETERERERERFUtPT4dCcf9/gisUCqSnp5sthtjYWKSlpaFbt25o3bo1WrduDQCYOXMm+vXrBz8/P6Smppo8puRnX19f4y1YZfXx8/MzW9x0f1axYmfatGkYN24cevbsCaVSCYVCgWXLliEgIOCB9wB6eZV/MtODqFRVr3splQqT/1oz5iJPtpKLreQBMBe5Yi7mY63zpOr/94LT6w0P7lwBcntfHgZzkSfmIk+2kout5AHIPxdPT0+TPXXKYjAY4OnpabYYFi5ciIKCApO2J554AmPHjkXfvn3x1VdfYfv27dDr9VAqlQCAY8eOoVGjRvDy8oKLiwucnZ1x/PhxBAQEACjes+f8+fOIjo42W9x0f1ZR2Lly5QpcXV2xcuVK+Pr6YufOnZg8eTK2bt36wHsAq0qhkODh8fCnaLi62s5yNOYiT7aSi63kATAXuWIu1csa58m7dzJx9uff8UXsIXj7eODZqG4IadYQanX1fBySw/tSXZiLPDEXebKVXGwlD0C+ufTp0wcrV658YL+nnnrKbDGUt3ePl5cX6tWrh6ioKKxfvx7Tpk3Dq6++il9//RVbtmzB7NmzARTvrRMdHY2FCxfC09MT9erVw4IFC+Dn54fevXubLW66P9kXdm7duoVJkyZh8+bNaNeuHQCgZcuWSEhIwPLlyx94D2BVGQwC2dl5VX68UqmAq6sDsrPzq+0bQUthLvJkK7nYSh4Ac5Er5mKqOooxgPzmSb3egLTbGbhxNRUqlRINGvnAy9cNQPGJWFqtFmuWfIbNH/25p8CmNV9i08530LLVow+18T//jMkTc5En5iI/tpIHIK95six+fn544YUXyt1AWZIkvPDCC2bdOPlBvLy8sH79esydOxeRkZHw9vZGTEwMIiMjjX3Gjh0LnU6H6dOno6CgAOHh4diwYUOpBRdUc2Rf2Pn1119RVFSEli1bmrSHhYXh8OHDqFu37n3vAXwYOl31fNCsjueRA+YiT7aSi63kATAXuWIu1U8u86QQBpz64SKmjlxr/CDv4KjG8v+MQ+NmDWAwCNxOSjMp6pS89rtvf4QN22dD46Ap66krRS7vS3VgLvLEXOTJVnKxlTwAeecyYcIESJKEnTt3QpIkKBQKGAwGCCEwYMAAjB8/vsZjunTpksnPoaGh2LFjR7n9lUolJk2ahEmTJpk7NKog2Rd2SjZnunTpEkJDQ43tly9fRmBgIFq1anXfewCJiIjItmXcycbbr39k8u1sfp4WU0aswaY9b8PJ1RHpaWUfwfr7xRsoLCislsIOERHRg6hUKsTExOCVV17BN998g/T0dHh6eqJPnz7cfJiqTPaFndDQULRr1w6TJ0/GzJkz4efnh927d+PYsWPYtm0bGjRocN97AImIiMi2pdxMg65IX6r97u0spKVmwsnVEV513Mp8bEjTQGgc7M0dIsmQJAEagxaq3CxIRUUQ9g4odHKDVshz01Uisi1+fn5mO9Kcah/ZF3YUCgVWrVqFpUuXYurUqcjKykJwcDA2b96MVq1aAcAD7wEkIiIi22V3n82PVXbF1+r4eOLVUc9j/ardf15TKTFj/ghoHDQPtccOWR87oYfj3VvQ7f4M+sSrxY2SBHWb9tA88QxynL1gMMjvD4UkWToCIiKSI9kXdgDAzc0NM2fOxMyZM8u8/qB7AImIiMh2+TeoAy9vV6TdyTZpb9GmEer4ugMAVHZ2eGXEs+jUrTX2fvkD6ni744l+HeFf35dFnVpGKQk4XL+Ioo2rYPLmCwHDqeMw/PYrXN6aiiynOpYL8i8kSYJDYQ70lxLhcDsFDvb2gF89FDi6QwulpcMjIiIZsIrCDhEREVF5XNydsWL7OEwfvR5XLt4CALR57FHMWDQYas2fJ3RoHBzQPCwYYW2bQAhY/ekvVDWOBdnQfbIe5Vb0CvKhi/0U9gNHoVCyq9ng/kahAFzSbkG3aSUKsjL+vCBJsO/UHXbd+yJXVfVTYImIyDawsENERERWTQgBvwZ1sPw/45BxNxtKpQQPbzfYqcv+R7lcT0oh85MkQEr6A9AW3ref+P0S7HMyUOjiU0ORlc05Jw1FKz8AirSmF4SA/ocDUAoB9RP9uXKHiKiW4+5wREREZPWEADSO9vAP8IZPvTrlFnWodlMoFBC3/qhY59wc8wbzAHYSII59X7qo8xf6o4egyc2suaCIiEiWWNghIiIim6BUKqBU8qMNlU8IAWgcKtZZadlVMPZFudAfO3z/TkIAyTe5qTIRUS3HW7GIiIjIqglhQGLiFezatQsAEBkZicDAIEgSizxkymAQkB4NeXBHB0cY3DzNH9D9CMN9V+sYFeQBkABwF3AiotqKhR0iIiKyagkJF9GtWw/odDoAwMKFi3Ho0AE8+mgzC0dGclTk6glFcBOIyxfL7aPq+xxyNa6ABY881yvVUPjVhUhJun9Hb7/ilUhERFRr8assIiIismIGLF68xFjUAQCdTodFixYD4CbJVFq+ZA/FS0MgNXykzOuK7k+gqGU49BYs6gBAgVID5ZPP3b+TiysMXpbd4JmIrNPu3bvRt29ftGzZEv369cPevXuN1y5cuIDo6Gi0atUK3bp1w4YNG0weazAY8OGHH6JLly4ICwvD0KFDkZiYWNMp0F+wsENERERWy2DQIzU1tVR7amoqDAa9BSIia3BP7QIxeDRUb06BMqILlE1bQPlEP6hiZqGoez/kKzWWDhFCCOgCG0MR1q7sDio72A0djTy1c80GRkTVJjMzE3/88QeysrJq9HW/+OILvP3223jppZewZ88e9O3bF+PHj8fPP/+MjIwMDBkyBA0bNkRsbCzGjBmDZcuWITY21vj4VatWYfv27ZgzZw527NgBSZIwfPhwaLUVuH2UzIK3YhEREZHVUirVGD16FH744UeT9jfeGAWlUs1bVKhceUoHoE4A7J5vBEkI6AWg18trlVee0gGOz/0Tqtbh0O/dDXE7GVCpoOzQGYpOPZDjXAcGC68sIqLKO3r0KD755BPEx8cb29q3b4/o6Gh07NjRrK8thMCyZcswaNAgDBo0CAAwevRonD59GidOnMCJEyegVqsxa9YsqFQqBAUFITExEevWrUNUVBS0Wi02btyISZMmoWvXrgCAJUuWoEuXLti3bx/69etn1vipbCzsEBERkdUSQiAioiPWrFmJuXPfAwBMnToZHTp0ZFGHKqSoSN4ru/KUDrALDoNr0xYoupcDg6RAgZ0jioTE/ZKJrNDmzZuxYsUKKBSmN8+cPHkSJ06cwBtvvIHBgweb7fWvXr2KW7du4ZlnnjFpL7ndavjw4QgPD4dK9WepICIiAmvXrkVaWhpu3bqF3NxcREREGK+7urqiWbNmiI+PZ2HHQljYISKialFUpEXSrVvIvpeDevXqwsvLC3L9d7UkSUhJuYnExOtwc3NDYOAj0GgcLR0WVZGjowuiov6B3r2fhBACbm6eXMVQDoVCQl52PnRFejg4a6C0s+yR3lQxQgAKF1fk6ZTQ6Qws6BBZqaNHj2LFihUAivep+auSn1esWIHg4GCzrdy5fv06ACAvLw/Dhg3D+fPnUb9+fbz++uvo0aMHUlJSEBwcbPIYH5/ivbySkpKQkpICAPD39y/VJzk52Swx04Nxjx0iInpo+Xm5WLH8Izze5Tk83fdlPNHrBVxJSLB0WOW6dOksOnXqhKeffgZdujyODz6Yj7y8HEuHRQ/BYBBwdnaHi4sHizrlKCoswk/7zuG1p5fgxQ7vYNbIzbhzMx0KhWTp0IiIaoVPPvmk1Eqdv1MoFNi6davZYsjJKf68M3nyZDz99NPYuHEjOnXqhFGjRuHYsWMoKCiAWq02eYy9vT0AoLCwEPn5+QBQZp/CwkKzxU33x8IOERE9tISEK1i65CPjz3fupGHSxFkoKMi3YFRlKyzMw6RJk5GdnW1sW7FiJa5d+92CURGZlyRJuHA6EbNe/xipSZkAgFM/XMbo5z9ERmr2/R9MREQPLTMzE/Hx8aVW6vydwWDAiRMnzLahsp2dHQBg2LBhiIyMRNOmTfHWW2/h8ccfx6ZNm6DRaEptglxSsHF0dIRGU7y5fFl9HBwczBIzPRgLO0RE9NBu3Uop1Xby5K/IzZXfKpj8/Fz89ttvpdrv3r1rgWiIakZRgRYbFnxdqj0nOx8J525B4qIdIiKzunfvXqX6//ULqOrk5+cHAKVut2rcuDFu3rwJPz+/UqdNlvzs6+trvAWrrD4lz001j4UdIiJ6aPXq+5dqa9++FZyc5HcMr5ubJwYMiDJpUyqVCAxsaJmAiGqArkiPzLSyC60ZaTmQWNkhIjIrFxeXSvV3dXU1SxzNmjWDk5MTzpw5Y9J++fJlBAQEIDw8HKdOnYJe/+fG8seOHUOjRo3g5eWFJk2awNnZGcePHzdez87Oxvnz59GuXTuzxEwPxsIOERE9tMaNgzBp0ijjPw79/X3wwcJZ0GjktyRXkpQYP34CXnxxABQKBRo0aIBdu2IRGPiIpUMjMhtHFw2e6F/2B+5mrQO5LxERkZm5u7sjPDy8QnvstG/fHm5ubmaJQ6PR4NVXX8XKlSuxZ88e3LhxA6tXr8aPP/6IIUOGICoqCjk5OZg2bRoSEhIQFxeHLVu2YOTIkQCK99aJjo7GwoULsX//fly8eBHjxo2Dn58fevfubZaY6cF4KhYRET00BwdHvDZqGJ59/incu5eDenX94eHpKdtTsby962LZshWYOXMmNBoHuLp6yDZWoupgEMCzAzvip4MXcOV8krF9+JR+8K7nbrnAiIhqkYEDByI+Pv6+fQwGAwYOHGjWOEaNGgUHBwcsWbIEt2/fRlBQEJYvX44OHToAANavX4+5c+ciMjIS3t7eiImJQWRkpPHxY8eOhU6nw/Tp01FQUIDw8HBs2LCh1IbKVHMkIfhRtix6vQHp6blVfrxKpYCHhxMyMnKLj6W0YsxFnmwlF1vJA2AucsVcTHl7V24peHk4T/7JmnIpyClAyh/pyMnOh089D3j5ukJp9+f3fNaUy4MwF3liLvJjK3kA8pony7N582asWLECCoXCZCPlkp/feOMNDB482KwxkO3hih0iIiKiWkLjrEHDpnUtHQYRUa01ePBgBAcHY+vWrThx4oSxvV27doiOjkbHjh0tGB1ZKxZ2iIiIiIiIiGpIx44d0bFjR2RlZSE7Oxuurq5m21OHagcWdoiIiIiIiIhqmJubGws6VC14KhYRERERERERkZViYYeIiIiIiIiIyErxViwiIiIiIqpRygItDHezIfQGqDycoXd2gMHAw3qJiKqChR0iIiIiIqoREoDMX6/jwvw45CXeAQCoPZwRNLYvNGGNoFcqLRsgEZEV4q1YRERERERUM1Kz8PPYDcaiDgBoM3JwYfZn0F1JgSRZMDYiIivFwg4REREREZmdUiEh9dufYdDqyrx+dfU3UBWWfY2IiMrHwg4REREREZmdpC1C+onfy72ee/U2UKCtwYiIaqeioiIsWbIE3bp1Q+vWrfGvf/0Lp0+fNl6/cOECoqOj0apVK3Tr1g0bNmwwebzBYMCHH36ILl26ICwsDEOHDkViYmJNp0F/wcIOUS1l0Opx50YGUq6koSivyNLhEBERka1TKaH2cin3stLRHlDynydk+wwGA44ePYq5c+di6tSpmDt3Lo4ePQqDwVAjr7969WrExsZizpw52L17Nx555BEMHz4ct2/fRkZGBoYMGYKGDRsiNjYWY8aMwbJlyxAbG2t8/KpVq7B9+3bMmTMHO3bsgCRJGD58OLRaFmYthZsnE9VC9+7mYt20r3DqYPG3ZgHB3piw6kXUCXC3bGBERERks3SQUH9AR2TEJ5R5vd6AjjC4OAA8HYts2JkzZzB9+nQkJydDqVTCYDBAoVBg165d8Pf3x5w5cxAWFmbWGPbv34+nn34anTt3BgBMmTIFO3fuxC+//ILr169DrVZj1qxZUKlUCAoKQmJiItatW4eoqChotVps3LgRkyZNQteuXQEAS5YsQZcuXbBv3z7069fPrLFT2VgSJ6plhF5g6/zvjEUdALhx+Q7mDvkUBfcKLRgZERER2TpNkB/q9e9Qqt2lWX34PNkaehZ1yIadOXMGr732Gm7fvg0A0Ov1EEJAr9cDAG7fvo3XXnsNZ86cMWsc7u7uOHjwIG7evAm9Xo8dO3ZArVajadOmOHnyJMLDw6FS/bkGJCIiAteuXUNaWhouXryI3NxcREREGK+7urqiWbNmiI+PN2vcVD6u2CGqZbLv5ODHPb+Vak/9IxN3/shAg2Z+FoiKiIiIagO9Ro1HhveGd68wpP94EboCLTwjQmDfoA60DvaWDo/IbAwGA6ZPnw69Xl/uLVcl7dOnT8cXX3wBhcI86zCmTZuGcePGoWfPnlAqlVAoFFi2bBkCAgKQkpKC4OBgk/4+Pj4AgKSkJKSkpAAA/P39S/VJTk42S7z0YCzsEBERERFRjVG7OUER6AOvAB9IEqDTGcDd/sjW/fTTTxUqfBgMBiQnJ+P48eN47LHHzBLLlStX4OrqipUrV8LX1xc7d+7E5MmTsXXrVhQUFECtVpv0t7cvLroWFhYiPz8fAMrsk5WVZZZ46cFY2CGqZVy9ndHp6eb44b/nTNp9GrjDu76HhaIiIiKi2kavr5mNYonk4ODBg1Aqlcbbru5HqVTiwIEDZins3Lp1C5MmTcLmzZvRrl07AEDLli2RkJCA5cuXQ6PRlNoEubCweLsGR0dHaDQaAIBWqzX+vqSPg4NDtcdLFcM9dohqGUkpIXpqL7Tu1tjYFhDsjWmb/gWNK5dAExERERFVt5ycnAqfemUwGJCTk2OWOH799VcUFRWhZcuWJu1hYWG4fv06/Pz8kJqaanKt5GdfX1/jLVhl9fHz45YOlsIVO0S1kEsdJ4xf8QLSkrOh1xng5e8KO0c7S4dFRERERGSTnJ2doVAoKrRiR6FQwNnZ2SxxlBRmLl26hNDQUGP75cuXERgYiFatWmH79u3Q6/VQKpUAgGPHjqFRo0bw8vKCi4sLnJ2dcfz4cQQEBAAAsrOzcf78eURHR5slZnowrtghqqUUaiW8Az3gF+TFog4RERERkRl17969QkUdoPi0rB49epgljtDQULRr1w6TJ0/GTz/9hOvXr2Pp0qU4duwYRowYgaioKOTk5GDatGlISEhAXFwctmzZgpEjRwIo3lsnOjoaCxcuxP79+3Hx4kWMGzcOfn5+6N27t1lipgfjih0iIiIiIiIiM4qIiIC/vz9u375931uyFAoFfH190aFDB7PEoVAosGrVKixduhRTp05FVlYWgoODsXnzZrRq1QoAsH79esydOxeRkZHw9vZGTEwMIiMjjc8xduxY6HQ6TJ8+HQUFBQgPD8eGDRtKbahMNYeFHSIiIiIiIiIzUigUmDNnDl577TUAKLO4o1AooFQqMWfOHLMddQ4Abm5umDlzJmbOnFnm9dDQUOzYsaPcxyuVSkyaNAmTJk0yV4hUSbwVi4iIiIiIiMjMwsLCsGbNGvj6+gIoLpBIkmTcy8bX1xdr1qxBWFiYJcMkK8QVO0REREREREQ1ICwsDF988QWOHz+OAwcOICcnB87OzujRowc6dOhg1pU6ZLtY2CEiIiIiIiKqIQqFAo899hgee+wxS4dCNoLlQCIiIiIiIiIiK8XCDhERERERERGRlWJhh4iIiIiIiIjISrGwQ0RERERERERkpVjYISIiIiKiKpEkCfl5ucjOygQgLB0OEVGtxMIOERERERFVml6vw8n4U3j+uWHo2uUFLHh/JbKzMiwdFhFRrcPjzomIiIiIqNL++OMm/vHiGxCieKXO2jWfQqvVYtqMt8Dvj4mIag7/xiUiIiIiokpRKCT8+EO8sahT4tOtu5GVmWmZoIiIainZr9g5fvw4XnnllTKv1a9fH/v378eFCxcwd+5cnDt3Du7u7hg4cCCGDRtWw5ESEREREdUOQgh41/Es1e7p6Q6lSvb/xCAisimy/1u3devW+OGHH0zaLl++jBEjRuC1115DRkYGhgwZgl69emH27Nn45ZdfMHv2bLi7uyMqKspCURMRERER2S4hgLbtQuHv74Pk5FRj+9x5k+Dq6gaDgRspExHVFNkXdtRqNby9vY0/FxUVYf78+XjiiScwYMAArF27Fmq1GrNmzYJKpUJQUBASExOxbt06FnaIiIiIiMykjrc3dn25DseOnsLNmyno1aszGjYKYFGHiKiGyb6w83effvopkpOTsXHjRgDAyZMnER4eDtVflnxGRERg7dq1SEtLg5eXl6VCJSIiIiKyWUIAder44Lnn+0KSJOj1BkuHRERUK1lVYaewsBBr1qzBoEGD4OPjAwBISUlBcHCwSb+Sa0lJSQ9V2FGpqr63tFKpMPmvNWMu8mQrudhKHgBzkSvmYj6cJ4sxF3liLjWvIn8nWEsuFWErudhKHoBt5UJUGVZV2Pniiy9QWFiIgQMHGtsKCgqgVqtN+tnb2wMoLgRVlUIhwcPDqcqPL+Hq6vDQzyEXzEWebCUXW8kDYC5yxVyqF+fJ0piLPDEXeWIu8mMreQC2lQtRRVhVYWf37t144okn4OHhYWzTaDTQarUm/UoKOo6OjlV+LYNBIDs7r8qPVyoVcHV1QHZ2vtUvS2Uu8mQrudhKHgBzkSvmYqo6ijEA58m/Yi7yxFzkibnIj63kAchrniSqSVZT2ElPT8fPP/+MkSNHmrT7+fkhNTXVpK3kZ19f34d6TZ3u4f9i0+sN1fI8csBc5MlWcrGVPADmIlfMpfpxnjTFXOSJucgTc5EfW8kDsK1ciCrCam4+PH36NCRJQvv27U3aw8PDcerUKej1emPbsWPH0KhRI26cTEREREREREQ2zWoKOxcvXkSDBg3g4GB6v2RUVBRycnIwbdo0JCQkIC4uDlu2bCm1soeIiIiIiIiIyNZYTWHn7t27cHd3L9Xu5eWF9evX49q1a4iMjMSKFSsQExODyMjImg+SiIiIiIiIiKgGWc0eO7NmzSr3WmhoKHbs2FFzwRARERERERERyYDVFHaIHkZmZhp+++08kpKS0bJlMzRu/ChUKntLh0VERERERET0UFjYIZuXnZ2B114bi++//9HYtmjRPLz88j8hhGTByIiIiIiIiIgejtXssUNUVZcvXzYp6gDAtGnvIDk5yUIREREREREREVUPFnbI5mVmZpVqKygoQG5urgWiISIiIiIiIqo+LOyQzQsKegSSZHrLVZMmj8LPz99CERERERERERFVDxZ2yOYFBjbE9u2b4OPjDQBo27YVPv74Izg5uVg4MiIiIiIiIqKHw82TyeYpFCp07dodhw59g/z8XDRoUBeSpIZOZ7B0aEREREREREQPhSt2qFYQQsDDwwsBAQ3h6elh6XCIiIiIiIiIqgULO0REREREREREVoqFHSIiIiIiIiIiK8XCDhERERERERGRlWJhh4iIiIiIiIjISrGwQ0RERERERERkpVjYISIiIiIiIiKyUizsEBERERERERFZKRZ2iIiIiIiIiIisFAs7RERERERERERWioUdIiIiIiIiIiIrxcIOEREREREREZGVYmGHiIiIiIiIiMhKsbBDRERERERERGSlWNghIiIiIiIiIrJSLOwQEREREREREVkpFnaIiIiIiIiIiKwUCztERERERERERFaKhR0rJEkSCgpyoddrLR0KEREREREREVkQCztWJisrHdu3f4o+fZ7CP/7xD/zySzwMBp2lwyIiIiIiIiIiC2Bhx4ooFBK2b/8Pxo59CxcuXMThwz+gT5+ncenSeUuHRkREREREREQWwMKOFUlLu4MFCxabtAkhsHv3F1AqJQtFRURERERERESWwsKOFZEkQKlUlmq3s7ODEBYIiIiIiIiIiIgsioUdK+Lp6Y23355s0qZUKvHss8/AYGBlh4iIiIiIiKi2UVk6AKo4g0EgKuoF+Ph4Y82aj+Dn54e33hqLRx9taunQiIiIiIiIiMgCWNixMs7Obujb91k8+eRTUCiU4KIrIiIiIiIiotqLhR0rJASgUNhZOgwiIiIiIiIisjAu9yAiIiIiIiIislIs7BARERERERERWSkWdoiIiIiIiIiIrBQLO0REREREREREVoqFHSIiIiIiIiIiK8XCDhERERERERGRlWJhh4iIiIiIiIjISrGwQ0RERERERERkpVjYISIiIiIiIiKyUizsEBERERERERFZKRZ2iIiIiIiIiIisFAs7RERERERERERWShJCCEsHIUdCCBgMD/e/RqlUQK83VFNElsVc5MlWcrGVPADmIlfMxfTx1YHzpCnmIk/MRZ6Yi/zYSh6AfOZJoprEwg4RERERERERkZViOZKIiIiIiIiIyEqxsENEREREREREZKVY2CEiIiIiIiIislIs7BARERERERERWSkWdoiIiIiIiIiIrBQLO0REREREREREVoqFHSIiIiIiIiIiK8XCDhERERERERGRlWJhh4iIiIiIiIjISrGwQ0RERERERERkpVjYISIiIiIiIiKyUizsEBERERERERFZKRZ2qmDVqlUYOHDgfftkZGRgwoQJCA8PR3h4OGbMmIG8vDyTPnv37kXfvn3RsmVLPPPMMzh8+LA5wy5TRXL5/fffMWLECHTo0AGPPfYYxo4di6SkJJM+PXr0QEhIiMmviRMnmjN0ExXJY9euXaViDAkJQWJiorGPNbwny5cvLzOPkJAQTJ061djPUu9JZmYm/v3vf+Pxxx9HmzZt8M9//hMnT54st7+cx0plc5HzWKlsLnIeL5XJRe7jJS0tDZMmTUJERARat26NESNGICEhodz+ch4vf8V5Uj5j/684V8pj7HOelOdY4Twpv7EC2O48SVTtBFXKpk2bREhIiIiOjr5vv+joaDFgwABx7tw5cfToUdG9e3cRExNjvH7s2DHRvHlz8cknn4iEhATx3nvviRYtWoiEhARzp2BUkVzS09NFp06dxFtvvSUuX74szp49K6Kjo8VTTz0lCgoKhBBC3Lt3T4SEhIiDBw+K1NRU46/s7GzZ5CGEEPPnzxfR0dEmMaampgqdTieEsJ73JCcnp1QOq1atEqGhoeLChQtCCMu+J0OGDBHPPvusiI+PF1euXBHvvvuuCA0NLff/o5zHSmVykftYqez7IufxUplc5D5eBgwYIF566SXx66+/ioSEBDFmzBjRqVMnkZeXV2Z/OY+XEpwn5TX2S3CulM/Y5zwpz7HCeVJ+Y0UI25wnicyBhZ0KSklJEcOGDROtWrUSffr0ue+HidOnT4vg4GCTvyCOHDkiQkJCREpKihBCiKFDh4q33nrL5HEvvfSSmDFjhnkS+IvK5PLZZ5+JNm3aGCdcIYRITk4WwcHB4ujRo0IIIU6dOiWCg4NFVlaW2WP/q8rkIUTxJDdnzpxyr1vLe/J3iYmJIiwsTGzbts3YZqn35Pr16yI4OFicOnXK2GYwGETv3r3F0qVLS/WX81ipbC5yHiuVzUUI+Y6XquTyV3IaL+np6WLcuHHi8uXLxrYLFy6I4OBgcebMmVL95TxehOA8KcexLwTnyhJyGfucJ+U5VjhP/kkuY0UI25snicyJt2JV0G+//QY3Nzd8+eWXCAsLu2/fkydPwtvbG0FBQca29u3bQ5IknDp1CgaDAadPn0ZERITJ4zp06HDfJZ/VpTK5PPbYY1i5ciXs7e1LXcvKygIAXLp0Cd7e3nB1dTVLvOWpTB5AcZyNGzcu85o1vSd/99577+HRRx/FSy+9ZGyz1Hvi4eGBjz76CC1atDC2SZIEIYTxz8tfyXmsVDYXOY+VyuYCyHe8VCWXv5LbeFm8eDEeffRRAMDdu3exYcMG+Pn5lfn/Xs7jBeA8KcexD3CuLCGXsc95Up5jhfPkn+QyVgDbmyeJzEll6QCsRY8ePdCjR48K9b19+zb8/f1N2tRqNdzd3ZGcnIzs7Gzk5eXBz8/PpI+Pjw+Sk5OrLebyVCaX+vXro379+iZta9euhb29PcLDwwEAly9fhqOjI8aMGYOff/4Znp6e6N+/P1555RUoFOarHVYmj/T0dNy9exfx8fH45JNPkJmZibCwMEycOBGNGjWyqvfkr86ePYv9+/djy5YtJv+vLfWeuLq6omvXriZte/fuxY0bN9C5c+dS/eU8Viqbi5zHSmVzkfN4qWwufyW38fJXM2bMwGeffQa1Wo3Vq1fD0dGxVB85jxeA8+RfyWXsA5wrAXmNfc6T8hwrnCeLyWms/J0tzJNE5sQVO2aQn58PtVpdqt3e3h6FhYUoKCgAgFJ9Sq7L2ccff4xt27Zh/Pjx8PLyAlC8Ed69e/fQt29fbNiwAS+99BKWLVuG5cuXWzjaP12+fBkAoFQq8f7772PJkiXIy8vDv/71L9y9e9dq35PNmzcjLCys1DcPcnlPTp06hbfffhs9e/Ys88O4NY2VB+Xyd3IeKw/KxZrGS2XeFzmPl0GDBiE2NhbPPvssRo8ejd9++61UH2saLw9iS7n8nZzH/oNY09ivDDmPfc6T8hwrnCflN1Zq2zxJVFlcsWMGGo0GWq22VHthYSEcHR2NS1D/3qewsBAODg41EmNlCSGwbNkyrF69GiNHjsTgwYON1zZt2oTCwkI4OzsDAEJCQpCbm4vVq1djzJgxNVbJv5+IiAicOHECbm5uxraVK1eie/fuiIuLw4ABAwBY13uSl5eHffv2YebMmaWuyeE9+e677zBx4kSEhYVh8eLFZfaxlrFSkVxKyH2sVCQXaxkvlXlf5D5eSpaUv/vuu/jll1+wdetWzJ8/36SPtYyXirClXErIfexXhLWM/cqQ89jnPCnPscJ5Un5jBah98yRRZcnjk4SN8fPzQ2pqqkmbVqtFZmYmfH194e7uDkdHx1J9UlNTSy0NlIOioiJMmjQJa9asQUxMDMaPH29y3c7OzvgXfYng4GDk5eVV6F7emvLXyRcAHB0dUb9+fdy+fdvq3hMAOHLkCAwGA3r37l3qmqXfk61bt2LMmDF4/PHHsW7dOmg0mjL7WcNYqWgugPzHSmVykft4qUwugDzHS1paGvbs2QO9Xm9sUygUCAoKKvX/FrCO8VJRtpQLIP+xXxlyH/uVJcexD3CelOtY4Twpr7FSm+dJospiYccMwsPDkZKSgsTERGPb8ePHAQBt2rSBJElo06YNTpw4YfK448ePo23btjUaa0XExMTgm2++waJFizBs2DCTawaDAT169MDq1atN2s+ePYs6derAw8OjJkMt17Zt29ChQwfjEkwAyMnJwfXr19G4cWOre0+A4qW1zZs3L7WRnaXfk23btuHdd9/Fyy+/jKVLl5a5JLaE3MdKZXIB5D1WKpOL3MdLZd8XQJ7jJTU1FRMmTDD5/1hUVITz58+bbPxYQu7jpTJsKRdA3mO/MuQ+9qtCjmOf86Q8xwrnSfmNldo8TxJVmmUO47JukydPNjliU6fTidTUVJGfny+EKD5S8B//+IeIjIwUZ86cEceOHRPdu3cXU6ZMMT7myJEjomnTpmLjxo0iISFBvP/++yI0NNTkeD455BIbGyuCg4PF+vXrRWpqqsmvkj7vvfeeaNOmjfj6669FYmKi2L59uwgNDRU7duyQTR5JSUkiPDxcjBkzRly+fFn8+uuvYvDgwaJXr17GPtbynpQYOHCgmD59epnPYan35OrVq6J58+Zi9OjRpf68ZGdnW9VYqWwuch4rlc1FzuOlsrmUkON4MRgMYujQoeLJJ58U8fHx4tKlS2LcuHEiPDxc3Lp1y6rGy99xnpTH2K9sLnIe+5XNpYTcxj7nSXmOFc6T8hsrQtj2PElU3VjYqYK/f5j4448/RHBwsIiNjTW23b17V4wZM0a0atVKdOjQQcycOVMUFBSYPM+uXbtE7969RcuWLUVkZKQ4evRojeVQ4kG5DBkyRAQHB5f5q6RPUVGRWLVqlejZs6do3ry5ePLJJy3+YbWs9+T8+fNi6NChom3btqJNmzZizJgxIikpyeR5rOE9KfHUU0+JhQsXlvkclnpPVq9eXe6fl8mTJ1vVWKlsLnIeK1V5X+Q6XqqSixDyHC9CCJGdnS1mzpwpOnXqJEJDQ8XQoUPF5cuXhRC2PbcIYTu5yHnsVzYXIeQ79v/OWudKzpPyHCucJ+U3VkrY6jxJVN0kIYSw9KohIiIiIiIiIiKqPO6xQ0RERERERERkpVjYISIiIiIiIiKyUizsEBERERERERFZKRZ2iIiIiIiIiIisFAs7RERERERERERWioUdIiIiIiIiIiIrxcIOEREREREREZGVYmGHiCxOCFErXpOIiKgqOE8SEdH9sLBDRBaVkJCAf/7znzX6mqdOncLIkSONP9+8eRMhISGIi4ur0TiIiIgehPMkERE9iMrSARBR7bZ37178/PPPNfqaO3fuREJCgvFnHx8f7NixAwEBATUaBxER0YNwniQiogdhYYeIaj21Wo1WrVpZOgwiIiJZ4jxJRCRvvBWLyAYVFBRg0aJFeOKJJ9CiRQu0adMGQ4YMwYULFwAA6enpmDhxIjp16oSWLVviueeew+7du42Pj4uLQ0hICM6cOYPIyEiEhobimWeewddff23yOoWFhfjggw/QtWtXtGjRosw+Qgh8+umn6NevH0JDQ9G7d2+sW7cOQggsX74cK1asAACEhIRg+fLlFc5xypQpGDRoEGbOnIl27dohMjISOp0O6enpmD17Nrp3744WLVqgffv2GD16NG7evGl83K5du3Dr1i3jsvKylphfv34dY8eORadOndCqVSsMHDgQp06dqtT7QERE8sR5kvMkEZEt4YodIhsUExOD+Ph4TJgwAQEBAbh+/TqWLVuGcePGYe/evZg0aRLS0tIwe/ZsODk54csvv8TkyZPh7++PDh06GJ9n5MiRiI6Oxrhx4/D5559j/PjxsLe3R8+ePSGEwOjRo3H69GmMHTsWQUFB2LdvH8aNGwetVovnn38eALB48WJs2LABgwcPRqdOnfDbb79hyZIl0Gq1GDBgAFJSUvD5559jx44d8PPzq1SeJ0+ehCRJWL58OXJzc6FUKjFy5EhkZWVhwoQJ8Pb2xoULF7Bs2TL8+9//xsaNGzFq1Cikp6fj/PnzWLFiBQICApCXl2fyvAkJCXjxxRcRGBiI6dOnw87ODh9//DEGDRqEjRs3on379g/9HhERkeVwnuQ8SURkS1jYIbIxWq0Wubm5mDFjBvr27QsAaN++PXJzc/Hee+/hzp07OHHiBEaNGoVevXoBADp06AB3d3colUqT54qOjsYbb7wBAOjSpQsiIyOxatUq9OzZE0ePHsWRI0ewZMkS4+t06dIF+fn5WLhwIZ5++mnk5eVh06ZNGDhwIGJiYgAAnTp1Qnp6Ok6dOoXRo0cbP6RWZYm3TqfD7NmzERgYCAC4ffs2HBwcMHnyZLRr186Y282bN7F9+3YAQEBAADw9PU2Wlf/9A+uKFSuMH1JdXFwAAN26dcPTTz+NBQsWYOfOnZWOlYiI5IHzJOdJIiJbw8IOkY1Rq9XYsGEDACA1NRWJiYm4evUqDh48CAAoKipChw4dsHz5cly8eBFdu3bF448/jsmTJ5d6rueee874e0mS0Lt3byxfvhz5+fk4duwYJElC165dodPpjP169OiBL7/8Er///jvu3LmDoqIi9O7d2+R5p0yZUi25ajQak40cfX198fHHHwMAkpKSkJiYiCtXruD06dMoKiqq8POeOHEC3bt3N35YBQCVSoV+/fph5cqVyM3NhZOTU7XkQERENYvzJOdJIiJbw8IOkQ06cuQI5s2bh6tXr8LJyQkhISHGD1hCCCxZsgRr1qzB3r178c0330ChUKBjx46YNWsWGjRoYHweX19fk+f18vKCEAL37t1DZmYmhBBo06ZNmTGkpqYiKysLAODp6WmWPL28vCBJkknbl19+icWLFyM5ORnu7u5o0qQJNBpNpZ43KysLderUKdVep04dCCGQk5PDD6xERFaM8yTnSSIiW8LCDpGNuXHjBkaPHo2ePXti7dq1xm/qPv30Uxw5cgQA4OLigkmTJmHSpEm4evUq9u/fj1WrVmH27NlYv3698bkyMjJMPrTevXsXSqUS7u7ucHFxgaOjo/Gbv78LDAzE6dOnARRvQvnII48YryUnJyMxMRFt27at1txPnjyJyZMnIzo6GsOGDTMuX//ggw8qtaGjm5sb7t69W6r9zp07AAAPD4/qCZiIiGoc50nOk0REtoanYhHZmHPnzqGwsBAjR440WX5d8mE1KSkJXbt2xTfffAMAeOSRRzB8+HB07NgRKSkpJs914MAB4++FEPjf//6Htm3bQq1Wo3379sjLy4MQAi1btjT++v3337Fy5UrodDqEhobCzs4O+/fvN3neLVu24M0334QkSVAoqu+voZ9//hkGgwFjx441fljV6/U4evQoAMBgMADAA18zPDwcBw8exL1794xter0eX331FVq2bAm1Wl1tMRMRUc3iPMl5kojI1nDFDpGNad68OVQqFRYsWIChQ4dCq9UiLi4Ohw4dAlD8LZufnx/mzJmDnJwcBAQE4Ny5c/j+++8xcuRIk+dasGABtFotGjVqhJ07d+LKlSvYsmULAKBr164IDw/HqFGjMGrUKAQFBeHXX3/F8uXL0blzZ+Oy8ldeeQVbtmyBWq1GREQEzp49i61bt2L8+PFQqVRwdXUFAOzZswdhYWEmS9wrKzQ0FADwzjvvICoqCtnZ2di6dSsuXrwIoHjzR2dnZ7i6uuLu3bv4/vvv0bRp01LP88Ybb+Dw4cN45ZVXMGLECKjVamzduhV//PGHyTe1RERkfThPcp4kIrI5gohszt69e0W/fv1Ey5YtRefOncUbb7whTpw4IUJCQsTWrVtFamqqmDJliujcubNo3ry56NWrl1i9erXQ6/VCCCFiY2NFcHCw+OKLL0Tfvn1Fy5YtxUsvvSR++uknk9fJzc0V8+bNE48//rho3ry56NGjh1i0aJEoKCgw9jEYDGLDhg2iV69eokWLFqJPnz7i008/NV5PSUkRUVFRonnz5mLmzJkVznHy5Mmie/fupdq3bt0qevbsKVq0aCG6desmJk+eLPbt2yeCg4PFoUOHhBBCXLp0SfTp00c0b95crF27Vvzxxx8iODhYxMbGGp/n/Pnz4tVXXxWtWrUSrVu3FoMGDRLx8fEVjo+IiOSL8yTnSSIiWyIJIYSli0tEJC9xcXGYOnUq9u/fj/r161s6HCIiIlnhPElERHLCW7GISDaEENDr9Q/sp1QqS53yQUREZOs4TxIRUVlY2CEi2di1axemTp36wH7z589H//79ayAiIiIi+eA8SUREZeGtWEQkGxkZGbh58+YD+9WvX59HqRIRUa3DeZKIiMrCwg4RERERERERkZVSWDoAIiIiIiIiIiKqGhZ2iIiIiIiIiIisFAs7RERERERERERWioUdIiIiIiIiIiIrxcIOEREREREREZGVYmGHiIiIiIiIiMhKsbBDRERERERERGSlWNghIiIiIiIiIrJS/we7qV8rHulWuwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(data=df,\n", " x = \"aspect_ratio\",\n", " y = \"intensity_mean\",\n", " size = \"area\",\n", " hue = \"major_axis_length\",\n", " col = \"file_name\",\n", " palette = 'magma')" ] }, { "cell_type": "markdown", "id": "eb20ef1a-2ebe-47c7-aff5-99843e4ef409", "metadata": {}, "source": [ "## Adding a line regression model" ] }, { "cell_type": "markdown", "id": "f09a00c2-e4b8-40be-a111-3fb8fa36c62e", "metadata": {}, "source": [ "There are two functions to make a scatter plot with a line regression model: `regplot` and `lmplot`. As before, `regplot` is an axes-level funtion while `lmplot` is a figure-level function.\n", "\n", "Let's plot an example of each of them" ] }, { "cell_type": "code", "execution_count": 7, "id": "970477eb-bb57-4ff7-874f-23139bee3948", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAj8AAAG1CAYAAAAWb5UUAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy89olMNAAAACXBIWXMAAA9hAAAPYQGoP6dpAACWSklEQVR4nOzde3ycZZk//s/9nOY8ySRNk7Y5tiVpC205FYqgYBFRQH9WVHa/C7KA4O4iHpGDuAusIvrSLwIq6IICHviCLIIsB1kFUZBSC9pCadpSmkPbnDNJJnN8TvfvjycznZlM2slkkjld79eLl3ZmMrnvTJ7MNfd93dfFOOcchBBCCCEVQij0AAghhBBCFhIFP4QQQgipKBT8EEIIIaSiUPBDCCGEkIpCwQ8hhBBCKgoFP4QQQgipKBT8EEIIIaSiUPBDCCGEkIoiFXoAxYpzDtPMT/1HQWB5e65iVQlzBCpjnjTH8lEJ86Q5lo98zFMQGBhjR30cBT8zME0Ovz805+eRJAE+nwuBQBi6buZhZMWnEuYIVMY8aY7loxLmSXMsH/maZ02NC6J49OCHtr0IIYQQUlEo+CGEEEJIRaHghxBCCCEVhYIfQgghhFQUCn4IIYQQUlEo+CGEEEJIRaHghxBCCCEVhYIfQgghhFQUCn4IIYQQUlEo+CGEEEJIRaH2FoRkyeQc+w6M49BgAE6biOZ6D4QsesgQQggpLhT8EJKFzm4/ntvai8GxCFTNgCgyNNQ4cf7GFqxurSn08AghhMwCbXsRchSd3X489PweHBgKwm4TUeVRYJNFHBwO4aHn96Cz21/oIRJCCJkFCn4IOQKTczzzWg+iqo7qqaBHYAyKLKLarSCqGnjmtR6YnBd6qIQQQrJEwQ+pGCbn6B4IYOf+UXQPBLIKWHoHJzHgD8Nll8HS8nsYY3DZJQz4w+gdnJyvYRNCCMkzyvkhFaGz249nXuvBgD8Mw+BZ5+wEwxoMg0NyZP6cIEkCwlEdwbA2X0MnhBCSZ7TyQ8pePGfn4HAQNlmE1519zo7bKUMUGXTdzHi/rpsQRQa3U56v4RNCCMkzCn5IWUvJ2XHboMwyZ6e53oOGGidCUR087TGcc4SiOhpqnGiu9yzEdAghhOQBBT+krM01Z0dgDOdvbIFdETE+qSKmGjA5h6oZGA+qsCsizt/YQvV+CCGkhFDwQ8paImdHmjlnxzD4EXN2VrfW4NJzO9C02I2oamBiUkVMM9BY58Kl53ZQnR9CCCkxlPBMylpyzo4ii9PuzzZnZ3VrDY5dUYuxkE4VngkhpMRR8EPKWjxn5+BwCLIkpGx9xXN2GutcWeXsCIxhZVM1at3yjAnQhBBCih9te5GylpKzE1ShapSzQwghla7ogp977rkHl1xyScptL774Ii688EKccMIJ2LRpE77zne8gGo0m7jdNE3fffTfe+973Yv369bj88svR09Oz0EOvaKbJ0dU/uwKCCyWes9NY50JMMxAIUs4OIYRUsqLa9nrwwQdx9913Y8OGDYnbXn/9dXzuc5/DF7/4RZx77rno6enBf/zHf2B8fBy33347ACtgeuSRR3D77bejvr4e3/3ud3HllVfi6aefhqIohZpOxdjV5cfvtu3AgYEA9FkUEFxIq1tr0NHiQ+/gJIJhDW6nTDk7hBBSoYpi5WdwcBCf+cxncNddd6GtrS3lvkceeQQbN27EVVddhZaWFrzvfe/Dl770JTz11FNQVRWqquJnP/sZrrnmGpx55plYtWoVvv/972NwcBC///3vCzSjytHZ7ccDz3aiuy8AmzK7AoILTWAMrQ1eHLe8Fq0NXgp8CCGkQhVF8PP222+jqqoKTz31FNavX59y3+WXX47rrrtu2tfouo5gMIjdu3cjFAph48aNifu8Xi/WrFmDbdu2zfvYK9nhAoIGaqtmX0CQEEIIKYSi2PbatGkTNm3alPG+NWvWpPxbVVU88MADOPbYY1FTU4PXX38dALBkyZKUxy1evBj9/f1zGtdMtWFmQxSFlP8tJ139AQz6w3A7rAKCDACYFegwxuB2SBj0h3FoJIS2Jd6CjjUfyvm1jKM5lo9KmCfNsXws9DyLIvjJlq7ruO6667Bv3z786le/AgBEIhEAmJbbY7PZMDExkfP3EgQGn8+V+2DTeL2OvD1XsegaDMHkgE2x6ueIIgNweCtJYAyRmAEIYl5/loVWjq9lOppj+aiEedIcy8dCzbNkgp9gMIgvfvGL2Lp1K+6+++7E9pjdbgdgrQjF/z8AxGIxOBy5/xBNkyMQCM9t0LCiWK/XgUAgAsMos9owpgGBATHVgMMuwTA4OA5vcamadT9MA2NjocKNM0/K+rWcQnMsH5UwT5pj+cjXPL1eR1arRyUR/AwNDeHKK6/EwYMHcd9996Xk98S3u4aGhtDc3JzyNatWrZrT981nITvDMMuuMN6yRS7U1zhxaDgEu00EB0c8vYdzjmDEKiC4bJGrrOZejq9lOppj+aiEedIcy8dCzbPoNxEnJiZw6aWXwu/34+GHH04JfABg1apVcLvd2Lp1a+K2QCCAXbt24eSTT17o4VaU5AKCo4EYFRAkhBBSEop+5ef222/HgQMHcP/996OmpgbDw8OJ+2pqaqAoCi6++GJ873vfQ01NDZYtW4bvfve7aGhowDnnnFPAkVeG1a01uOy81fjdtgNTdX50iCJDY52rqOr8EEIIIXFFHfyYpolnn30Wmqbh0ksvnXb/Cy+8gMbGRnz+85+Hruv4+te/jmg0ig0bNuCnP/0pFThcIGvaanDa8Y3YvnsAE5MxKiBICCGkqDHOqQhLJoZhwu+fe5KuJAnw+VwYGwuV7X5tPudocl60VZjptSwPlTBHoDLmSXMsH/maZ02Nq3wSnkll6Oz245nXejDgD8Mo0jYZhBBCSl/RJzyTytDZ7cdDz+/BweEgbHJxt8kghBBS2ij4IQV3uE2Gjmo3tckghBAyvyj4IQXXOziJAX8YLrvVJiMZYwwuu4QBfxi9g5MFGiEhhJByQsEPKbhgWINh8Bl7qUmSAMPgCIa1BR4ZIYSQckTBDyk4t1OGKLIZM/x13YQoMrid8gKPjBBCSDmi4IcUXHO9Bw01ToSiOtIrL3DOEYrqaKhxorneU6AREkIIKScU/JCCS26TMR5UqU0GIYSQeUXBDykKq1trcOm5HWiscyGmGQgEVcQ0A411Llx6bgfV+SGEEJI3VOSQFI3VrTXoaPEVbYVnQggh5YGCH1JUBMbQ2uAt9DAIIYSUMQp+SE6Se3BVeWyoqnIWekiEEEJIVij4IbOW3oNLEhmaGrrwoQ1NaG+qLvTwCCGEkCOihGcyKxl7cCkiuvsDeODZzow9uEzO0T0QwM79o+geCFCbCkIIIQVFKz8ka+k9uOKtKERZhMMmYWQ8imde60FHiy+RpEyd2gkhhBQbWvkhWTtqDy5Hag8u6tROCCGkGFHwQ7I2mx5c1KmdEEJIsaLgp4gUe27MbHpwUad2QgghxYpyfopEKeTGxHtwHRwOQZaElKCGc45QRMeyOhea6z3Y1eW3VokcM68ShaM6dWonhBCy4GjlpwiUSm7MkXpwjQZiKT24qFM7IYSQYkXBTwGZnKOrfwKP/nEfQhEtp9yYhd4qy9iDSzXQusSLy85bnVilok7thBBCihVtexVIfJvr4HAQk2ENDMDQWARVLgV2m/WypOfGpLd9mOtWWXKV5tn00UrvwVXlseH4VQ2YmAgnVnriq0QPPb8H40EVLrsESRKg6yZCUZ06tRNCCCkYCn4KIL7NFVV1SIKVOyMAUHUTo4Eoar32RAA0U25M8nO47DIkhxVYxLfKjtYJfa6BU3IPLkkSIAjTg5j4KlH8+4SjOkSRobHOVVS5TIQQQioLBT8LLP0IuKqbYCEADJAYg25yTITURPCTKTdmpmKDiixClgSMB9VpxQaTzTVwmg3q1E4IIaTYUPCzwHoHJ9E/GoIiiYiqBhizVk403QADIDIGTTehagZkSUAoqqNx6gRV8nNke4w8fatsroFTLjJ1as91y40QQgiZKwp+FtiuLj8CIWsLiwNgAASBgYHB4BwCsxKCY6oxY25MothgDsfI5xI45UspHOsnhBBSvui01wLq7Pbjxb8dgmnyqVUegDHAME1wcIiCAJNbQZFucjTWuTJuQc3lGPlsqjTPh1I51k8IIaR80crPAolvN+mmCUUWoBkcEmNgsFZ/DM7BGGBXRCyqsuPTH1qF1obMW0FHLTaYYassLjlwUmRx2v3zWX+nEFtuhBBCSDpa+VkgPQOHt5uq3TYIzFrd4RwAYxBg5frYZBEXvX8lli/xzhgAHKnY4HhQPeIx8kLW36GWF4QQQooBBT8LZDJpu8luk1DrtUORBJicwzQ5TM4hCgxnn7gsq7yXjMUGNWPGrbK4uQROc1XoLTdCCCEEoG2vBeNJ226y2yTYbZIVfJgchmkFQWvask/4zfUYeaHq7xRyy40QQgiJo+BngbQ0ZM7TUWQRnHOMB9UZ83SOJNMx8mwUov7OXHKVCCGEkHyhba8FUsjtpiONqbXBi+OW16K1YeYco3x+v2L7GRBCCKk8FPwsoFzzdMoJ/QwIIYQUGm17LTBq90A/A0IIIYVFwU8B5JqnU07oZ0AIIaRQKPgpA9QnixBCCMkeBT8ljvpkEUIIIbNDCc8ljPpkEUIIIbNHKz8lJHl7y+mQ8fSWbuqTRQghhMwSBT8lIn17iwMIRzV4XcpR+2RRYjEhhBByGAU/JSC+vRVVdbjsMiSHgFDE6pMVCKmQRAEOW+pLKUkCwlGd+mQRQgghaSj4KXIm53jmtZ5p21s2WQRjgGlaAZBdEVNWgCqlTxaddCOEEDJbFPwUud7BSQz4w3DZ5ZTgRpFFKLKImGZA002ougnbVLPQSumTRSfdCCGE5IJOexW5YNja3pKk6S9VlUuBwKzVD1WtrD5ZdNKNEEJIrij4KXJupwxRZNB1EwCgagaiMR2qZsBuk1DlskEUGHTTrJg+WelbgYosQmAMiiyi2q0gqhp45rUemJwXeqiEEEKKUFFue91zzz3YsmULfvGLX6Tc3tXVhc2bN+Ppp59GY2Nj4vZYLIZvf/vb+N3vfodoNIr3vve9uPnmm1FbW7vQQ5+VbPJVmus9aKhxoqd/ErppQjcOv6FLIoMkCGhvqsaFZy5HKKJXRN7LTFuBAJ10I4QQcnRFF/w8+OCDuPvuu7Fhw4aU2/fs2YPPfvaziEQi077mlltuwRtvvIEf/OAHUBQFN998M77whS/gl7/85UINe9ayzVcRGMNxbTXY0zsOw+SQBAYwAByIaSZ0geO4thq0Lakq3GQWWGIr0JF54ZJOuhFCCDmSotn2GhwcxGc+8xncddddaGtrS7nv3nvvxac+9SnU1EzfxhkcHMSTTz6Jr3/96zj55JOxbt063HHHHdi2bRu2b9++QKOfndnkq5icY2eXHzZFgE0RwQGYHOAAbIoImyJiZ5e/orZ40rcC01XKSTdCCCG5KZrg5+2330ZVVRWeeuoprF+/PuW+l19+Gd/97ndx/fXXT/u6N954AwBw6qmnJm5ra2tDfX09tm3bNr+DzsFs81XiWzxVLhvqfQ7U+RxYVGVHnc+Bep8DVS4lscVTKeJbgaGoDp4W9MVPujXUOMv6pBshhJDcFc2216ZNm7Bp06aM9z388MMAgK1bt067b3BwED6fDzabLeX2xYsXo7+/f05jynTCarZEUUj5367+AAb9YbgdMgRher6K2yFh0B/GoZEQ2pZ4EY4ZMAwO2SlAYAx2RUz5Glm2tnjCMSMv481F+hwXwkdPb8MDz3ZiIqjC5ZAgSQJ03UQoosOhiPjo6W1QZPHoTzQLhZjnQqM5lo9KmCfNsXws9DyLJvjJVSQSgaIo02632WyIxWI5P68gMPh8rrkMLYXX6wAAdA2GYHLArkjTgh/AyvGJxAxAEOHzubCsXoMii+A8czAWUw0osohl9d68jjcX8TkuhNN9Lrg9dvz3i+/g0FAQkZgGSRTQtqwKn9h0DNYfUzdv33sh51koNMfyUQnzpDmWj4WaZ8kHP3a7HaqqTrs9FovB4cj9h2iaHIFAeC5DA2BFsV6vA4FABIZhAqYBgQFRVc+4MqFq1v0wDYyNheBzSaj3OXBgKIhqT2ofL86t6s5Ni93wuSSMjYXmPN5cTJvjAmle5MQXP7kOPQOTmAxr8DhltDRYJ93m42dRqHkuJJpj+aiEedIcy0e+5un1OrJaPSr54KehoQHj4+NQVTVlBWhoaAgNDQ1zeu6ZEmpzYRgmdN3EskUu1Nc4cXA4hGpRmBbMBCNWZeZli1yJ7//hU5vx0PN7MDapwmVP2uKJ6rArIj58ajNMg8NEYZOe43NcaE117sT/X4ifQ6HmuZBojuWjEuZJcywfCzXPkt9EPOmkk2CaZiLxGQD279+PwcFBnHzyyQUcWWYCYzh/YwvsiojxoApVO3pl5tWtNbj03A401rkQ04yKKWZICCGEzIeSX/mpr6/H+eefj69//ev41re+BYfDgZtvvhmnnHIKjj/++EIPL6N4MBOv8xOO6hBFhsY6V6LOT3oBxI4WHzpafNTEkxBCCJmjkg9+AOAb3/gGvvWtb+Fzn/scAOB973sfvv71rxd4VEe2urVmxmAmXw07qeM5IYQQMh3j6YVSCABr39Hvn3vSrCQJ8PlcGBsLZbWPGS+AGFV1uOzytPyebLe5FrLj+WznWKoqYZ40x/JRCfOkOZaPfM2zpsaVVcJzyef8lJN8NeykjueEEELIzCj4KSKzadg5E+p4TgghhBwZBT9FJNGwc6qYoaoZiMZ0qJoBwFoWNAx+xIad+QigCCGEkHJWFgnP5SLesDMU0RCO6tCS9j1lSYDTJh21YSd1PCeEEEKOjFZ+ikhzvQcep4KxyRhimgGBMQgCg8AYYpqBsWAMHqdyxIad1PGcEEIIOTIKforNVC4OA8DBAc7BwcHS7p8JdTwnhBBCjoyCnyLSOziJyYgGn8eWaGZqWPEPFFmEz2PDZESbMV8nXtdnTYsPosAwNhnLqoI0IYQQUkko56eIxPN1vG4FbocMVTdhmhyCwKBIAjiAQFDNmK+TXtfH5BymyRGMaBAYm1ZBmhBCCKlUFPwUkeR8HUUWYUvr+q5pBkSRweWQ0D0QSFRuDkV1/CK5MKIjXhhRgyQI2HTiMqxpq6EKz4QQQggo+Ckq8Xydg8MhyNL0ju+hqA6fW8Hjf9qfWOERBEDVTHAOLKq2J75GkUXIkoDxoIpdPWP4EG11EUIIIQAo56eoHK3ju8CAiZCaUrlZFASEYzpimo6YaqQ832wKI3YPBLBz/yi6BwJUAJEQQkhZo5WfIjNTx/dli5wIxwyMTUZR7bYlVngEgYExBpNzTIRU2G2pL+nR6vosZA8wQgghpBhQ8FOEMnV8NzlwzxNvTavcLAgMDNaqkaabUDUDSlKu0JHq+kxrojqVKxTvAZZtE1VCCCGklFDwU6QExtDa4E38e+f+0YyVmxVJgCwJiRYYpnl4yyqeJ9RY55pW1ye9B1imXKFnXutBR4uPcoUIIYSUFcr5KRFOhwwOIBTREIpoiEz1/GKMwetSwBiz6gKZPKu6PtQDjBBCSKWilZ8CixcmjG9vZTqO3tntx9NbuhGKaDCSVnbi9X+8Thk2RQSDtfITCKpHretDPcAIIYRUKgp+CiibZON4Xk4wrE1rV2GaHDHVwLBmwOuU8ZH3tIJzgDNg+dIqtDbMXNcnvaZQOuoBRgghpFxR8FMg2SQbd7T4Enk5hmkCjEFi1tZWPAzisPYuY5qJZ1/rhWFmd2Irm5pCmXKFCCGEkFJHOT8FkJ5srMgiBMagyCKq3QqiqoFnXutBz0AAA/4wFEmEbnCIU13eJdH6TxCQaHgaUw0IAoPXrcAmi4kgqrPbn3EM6TWFYqqOqKpjMqRidCIKmyxQDzBCCCFliYKfAsg22Xj/oYBVxTn+EHb4MQJjEGCt/HAAjAGiwDIGUTMVLYzXFPK5FYxMRDE0FsFYMIaYZsBpp+0uQggh5YmCnwJIJBtLMycbGwYHZ4AoMpjJe1xJ4v8U2FRAJBwOpGZzYiuiGrBNdY2v9zlQV+3A2GTsiCtHhBBCSKmi4KcAkpONM4knGy9fWoWGGidU3YAkMhg8tYZPPCgyOSBLwrTEZUkSoBsc+w5NZGxdkbz9Vltlh8epwKZIWa8cEUIIIaWIEp4LINtk49YGD87f2IKHnt8DQ+fQDR3aVO6PyXki30dgQJVLmfZ9QmEN4aiGp1/tBgOblgh9tO03RRJwYCiI194ewMZjGyj/hxBCSFmglZ8COFoD0+TChPG8nJYlHjjtMkRhKvBhDE67BKddgl2WYFNSV30iUQ1jwRg4B5w2KWMi9Ezbb9GYjkF/GP5AFMGIhkde3Ic7Ht1OW2CEEELKAq38FMhMDUwzFSZM7vUVCKkIRjR4HDI8LgWhqI5fPL8H40EVLrtkbXXpJkYDMQBAbZUNNsV6mdNbV3z8zBXTav1EYzpGA1GY3ArSOAB7UtBE/b4IIYSUOgp+CihTA9NMFZ6B6b2+kqUHUfHTXz63DQ5b6qmt5ERoBj5t+20ipMLkgMgAg3MokmitMAEz9vsyOce+A+M4NBiA0ybOOIdk2VS2JoQQQuYDBT8FdqSgZibpgUNHiy8liBr0h/E/r3bD5ch8XD3euiIU0RM5ReNBFcpUg1SBWcnVQlLfMAApp8fiY+7s9uO5rb0YHItA1YysCixmU9maEEIImS8U/JSYaYGDwFDtUXDiMXVY01aDNW01cDvlxPbX0VpXtDZ4EytHB4aCibpBiiTC61LgsB3+FUnv9xWvUh1TDXjdChx2EZpmHnGLLJvK1hQAEUIImU8U/JSQ9MDBEEyMB1WMTcbQ3T+J57cdQNNiNz68sWVWrSvi22+vvT2AR17cB7tsbXWlnwBLDpqSj8n7PDbIkgjdMKflFSVvkaVXto4//5G+hhBCCMk3Ou1VItIDB9Pk8E/GoJvW6g8AxDQDB4aC+MXze3BcW01Wp8niBMaw8dgGNC92Q81QfygeNDXUONFc78m6SnVygcVcvoYQQgjJNwp+SkR64BBPTJYEq7KzIDAYBofLLiGqGtjZ5cenP9iOxjoXYpqBQFBFTDPQWOeacWtpNkfws61SHd8iA7KvbJ38NYQQQki+0bZXiUgEDg4rKVnTTYhJqycMgAmr2nN8BcXpkPHli46f1amqbI/gJ1epFpUj5xXFJX/N0XKRCCGEkPlCwU+JSA4czHhfi6QYhk/9UxBYSmJyLqfJsjmCn1ylWpFTV3Iy5RWlf002uUiEEELIfKBtrxIRDxxCUR2JmGEqBrL6fHHIkgBwjlBYAwfgnOGoezbiQdNxy2vR2uCdtlqUskU2qSKmZpdXlO22GiGEEDJfKPhZYKbJYZh8WsLv0SQHDuGYDlFg0E0TJucwOAcDg2FyDI1FMDYZQziq4fGX9s1rS4r4FlnTYjeiqoGJyaPnFcW/Zja5SIQQQkg+0bbXAtNNE4GQBklksNsk2GVr+yebxunJ+TgHhoLQIyaMqdNepsmhG1azU1G0ihMeHA7h/mc6cfaJy7CmrWZeqiivbq3BsStqMRbSs67wPJvK1oQQQki+UfBTAIZpQjeso+lBQYBdEeGwSZBEAfwoUVBy4LCry4839g6jd3ASHNbqkCwJ8E51eA9FdQQjGp54pQsv/u0QGmrnp4qywBhWNlWj1i1Dz3BMfqavmW0uEiGEEJIPtO1VQJwDumEiGNHgD0QxPhmFqhsAA460CBIPHM47rRUXf7AdLocMn9uGOp8Di30OAIA/EIWmGxAZAzc5BIGldHQnhBBCKtWcVn4mJiYQiURgmtM/7S9dunQuT11xDJMjohqIaSYkicEui4nKx/H7M20ThSI6GBhcTtnqws45AiEVJufWUXjGwExYbTDcClVRJoQQUvFyCn66u7txww03YMeOHTM+prOzM+dBVTLr9BOHqpkQBKvGzuBoGFt2DaJ/JIhQRIdmmIlGoOm1c1TdhKabEBhLySUSBDatijJtOxFCCKlEOQU/3/jGN9Dd3Y3Pfe5zaGhogCDQ7lkuTM7RPxJCOKrDaZewZJErZTXGNDne6R3Dk3/pgiAw1HjsWFJng2GYGJtU8as/vIP/c/bKlNo5psmt/J+p5zA4hyIJiaKC6c1JCSGEkEqTU/Dz+uuv47bbbsMFF1yQ7/FUjHcPjuOlHX0YGY/AMAFRABZVO3DW+qVY0VgNwAqOXtrRh6hqwOtUMBnWEI7qsNsk1HhtiMQMvPr2AD5yehseem43xoMqFEkAg5VPZHAOgQFVUwnQwMxVlE2eeVuNEEIIKTc5BT9utxtVVVX5HkvF6Do0gSde6UJMM+C0SRBFAYZhYsAfwROvdGHzGW1Y0ViN/pEQRsYjcNoOd1g3TI5QREMoooGB45CqQxCAyz68Ci/+/SAODAUhMEA3OBRZQLXbBrvNepnjVZSXLXLC5MDO/aNwO2WEIxqe3dqLAX8YhsEhiiyxrUZ1dwghhJSbnIKf/+//+//wq1/9Cmecccasi/VVOpNz/PmtfsQ0azUn/vMTJBFeUUAgrOGlHX1oW1aFcFS3VoXEzNuKBgcmAjEMjITR0eLDhWetwHgwhgODQfzlrQGEYxpEJsDkHLpuIhTVITAgHDNwzxNvwTCsytBR1YAsMVS5bJAcAnTdTJwMo8KDhBBCyk1OwY/D4cAbb7yBc845B2vXroXdbk+5nzGGb33rW3kZYLkZHA1jdCJ1NSeOMQanTcTIeAT9IyE47RJEATAME4J0uBEo5xyaYULTDHBwOGwiTJPDNAG3XcGxbbWoctrwxjvDGA9GEY5YLTF8bgUTIRVjk1G47DIkh4DB0TA03QTnVoVohbHEKTM6GUYIIaQc5RT8PPHEE/B4PDBNM+OJL1oNmlkoZsAwMa0ZaJwoCjBiBsJRHSsaq7Co2oEBfwRe0aoEHVWtwoW6bsLkVq7Q89sOpOQK6YYJDo6OxiqouhtVbht8Xhv+9Pc+GIOTsMkidMPqqWWYHJLAYE4dkbcrIhijk2GEEELKV07Bz4svvpjvcSTcc8892LJlC37xi18kbuvs7MRtt92GnTt3orq6GpdccgmuuOKKxP2maeKHP/whHnvsMQQCAZx00km4+eab0dLSMm/jzJXLJmZczYkzDBOiADjtEgTGcNb6pXjilS4EwhokAQhGNJgmpio6A26HnJIrBCBjIvW6tlp0DwTgddngsEngnGMiqEIUmPVcHNB0E6puwiaLVmBkmFA1A4GQurA/JEIIIWQezcsZ9XfffTenr3vwwQdx9913p9w2NjaGyy67DK2trXj88cdxzTXX4K677sLjjz+eeMw999yDRx55BN/85jfx6KOPgjGGK6+8EqpafG/a9bVO1FY5EI4Z01pZcM4RjurwOBUEIxoODQfRtqwKm89oQ73PjmBEgzFVT1KRBfg8NrgcCrxOGTHNxHN/PYDfvLwfA/4wFFmE2ylDkUUM+CP4/d8Owj8Rw9hkDKMTUYSjVrL1Yp8DtV47XHYJTGCIxnQM+sMYGotgZCKKcFTHb1/poqrQhBBCykZOKz/j4+O44447sG3bNmialngT55wjHA5jYmJiVkUOBwcHcdNNN+GNN95AW1tbyn2//vWvoSgKbrnlFkiShBUrVqCnpwf33XcfLrzwQqiqip/97Gf46le/ijPPPBMA8P3vfx/vfe978fvf/x7nn39+LlPMu3BUx4PPdcIfiMLjkCEKwERIhct++LTXZFiDbpgYm4zh8T/tTzn+fu4pLfj583sgCZjKyTm8ahTPFRr0h6BIIqo9tmmJ1OOTMai6tZqjMQZNtwLDYESFLInwuBS4HYCqG9BNDsMwYXCrLtDIRJSSnwkhhJSNnFZ+br/9djz++ONobW2FKIrweDxYu3YtNE1DIBDAf/7nf87q+d5++21UVVXhqaeewvr161Pue/3117FhwwZI0uE4bePGjejq6sLo6Ch2796NUCiEjRs3Ju73er1Ys2YNtm3blsv05sVfOwfx2tuD2HtgAm/sHUEgpCGmGhgPxjA+GUMoYgU+kiDAaZdSVm2eeKUL+w+NgwFw2OWUwCeOc57IJcqUSO1yWD+/YFhLWXGSRQFjgSj6hkMYC8Zgcisxuq7GidoqOxb7nPB5bIiqBp55rQdmNu3nCSGEkCKW08rPyy+/jM997nP413/9VzzwwAPYunUr7rzzToRCIVx88cXYt2/frJ5v06ZN2LRpU8b7BgYG0N7ennLb4sWLAQB9fX0YGBgAACxZsmTaY/r7+2c1jnSSNPddwfgx9eVLqyCLAjTjcB80w7QCFg2G9ViBwaYIEAQGUWAQBevUVSCkYVfPGETBym8SMwQ/2lQ3dVkWMjZFlWURiiRCkgRMhjU47SJEUYAoMivHR7eSrCNRHRMig8elYHG1A26HDDDArogYnYjg0EgIbUtSk5/jc5zpSH65qIR50hzLRyXMk+ZYPhZ6njkFP/GkYgA45phj8NOf/hQA4HK5cPnll+OHP/whbrzxxrwMMBqNQlGUlNtsNhsAIBaLIRKJAEDGx0xMTOT8fQWBwedz5fz16davqsc912/Ci68fwF93DWD/oQmkL6IYJsdESMNESIMsCXAoIuw2CS67hGBYg8/rwGggApsspqzucM6hGxySyCAKAkRhevRjaBx2m4QPn9aKv+0dwuBoGFFVgygIaFnqxapmH37/1144poouKhJDJKZD0w1rDA4FTGCQZGnGn4vX68jbz6uYVcI8aY7loxLmSXMsHws1z5yCH5/Ph8nJSQBAS0sLRkdHMTY2Bp/Ph/r6egwODuZtgHa7fVriciwWAwA4nc5EjSFVVVPqDcViMTgcuf8QTZMjEAjn/PVxoijA63UgEIjAJgCbTliKE1bWIBjWsKd3HJ29Y9jdPQZVN1O+TptqUBoIa2DMWhVqbvBgIhjF2KSaWLkxDBPhqAG7IqLabcNEyDrBlR4cBSMaltQ6sW55DdYtr8GhqSapLoeEZYvcODQShCwyCAIgiQwmB8A5DJMjpqnQ9AgYB/wTYfQeGoNNkaBIwrQ5GkbqPMpJJcyT5lg+KmGeNMfyka95er2OrFaPcgp+TjvtNPz4xz9GR0cHGhsbUV1djd/85je44oor8Mc//hE+ny+Xp82ooaEBQ0NDKbfF/11fXw9d1xO3NTc3pzxm1apVc/reup6/XzTDMKHrppVIbHDYFQnrVy7C+pWL0Ds4iV88vxsmB1Tduj8Z51a7ih37RsEYYJNFBEIGBCZAEoH6GifOWr8UAPDEK12YCGlw2pKCo5gBmyzgfeuWwDSt515Sc3j1xjQ56n1O1MZrCjmFacFTKGqgocYBn9uGiaAKQdAgCgx2RYTDLsPDeWKO5a4S5klzLF3xPn3hmIFl9V74XBJMo7xz9cr1tUxWCXMEFm6eOW2ufeELX8Do6ChuuOEGMMZw1VVX4bvf/S5OOeUUPPjgg7jwwgvzNsANGzbgjTfegGEYidu2bNmCtrY21NbWYtWqVXC73di6dWvi/kAggF27duHkk0/O2zjmU+NiNxpqXRAEAYurHVjsc8DrUjIWQuQciKoGoqqJcEwHmIDFPic4GFqWeLH5jDY01DigagaCYQ2qZgUt8X5hM4nXFLLJVosNTTdgcg5NNxAIa7DJAs5avzRR6dk0OTTdOqE2NhnF4FjYOopv8Iw5R4SQ+dfZ7ccdj27HD3/zFu576m1868G/4nsP/51KVRCSJqeVn2XLluHZZ59Fd3c3AOCyyy7DokWL8Le//Q3r1q3D5s2b8zbACy+8EPfffz9uuukmfOYzn8Gbb76Jhx56CLfeeisAK9fn4osvxve+9z3U1NRg2bJl+O53v4uGhgacc845eRvHfEopZhiyOrOLAuCySZAEA4LAsKTGhb7REEJRPeVrAyEVW3YOYMvOASiygGOWVWPdilrouhUgVbsVrFu5CKJw9Dh3RWM1Np/RdrhIYsyAKAANNand5tOZJodhcEyGVXAOyCKDXZFgU8Sp78un5TcRQvKrs9uPh57fg6iqw2WXITsFcA4cGApSqQpC0uQU/ABWLk58WykWi+GCCy7ARz7ykbwNLK62thb3338/brvtNmzevBl1dXW47rrrUgKsz3/+89B1HV//+tcRjUaxYcMG/PSnP52WBF3MVjRW49TVi/HS3/swHlTBATBYp6zeu24JTl+3FH3DQfQOBtHvD6NvJIT+0dScJFUz8Xa3H29PfcoTGIMsMWx5exAfPLkRK5uOvh25orEabcuq0D8SQjiqw2mXsGSRK+veXqbJETM5VF2FEGWQRAE2SYAsi5BF6yQaBUKE5JfJOZ55rQdRVUe12zbVosY6sVrtUTA2SX36CEnGeHqZ4Szt378fd999N1599VUEg0E89thjeOyxx7BixQpccskl+R7ngjMME35/aM7PI0kCfD4XxsZC0HUTqm5gbDI2LQB49+A4nnilCzHNgJIUJKiGCYExeBwyQlEtpWVFU50Lb3ePYWwyBv0oe/qMAe2NVThldT1WLKuCIk8/Lp8rUWSoqnJiYiI8LV8pThAYBMagyAJsighFEiAwYVqV62KW/lqWI5pjaeoeCOCHv3kLNllMXNuMAZIoQDdMxFQDMc3A5z6+tqz69JXja5muEuYI5G+eNTWu+Ut47uzsxD/90z+htrYWH/nIR/Dwww8DAGRZxre+9S243e68bn2VO5NzvLSjDzHNgNeppCQbs5gG/6SKUERDjdcGhyTCMEz0DYXQ1RdItLlgDBidiGKmJHnOgT0HJrDnwAQkkWH50ip0NFdjVXM1fB575i/K5xxNDhMcumEiEtMhCgJkyQqEbHLpBUKEFJNg2Mq3kxyZ/+hLkoBwVEcwrC3wyAgpTjkFP9/5zndw3HHH4Wc/+xkA4Fe/+hUA4KabbkI0GsXPf/5zCn5moX8khJHxCJw2aVp15mByjg+zVk8ESYTOrWrMBrc+3WmGCT7V5d0wAUlicCgSoqqRKIAYpxscew+MY++BcfzPX4B6nwOrWnxY1exD02I3hAx1gvLJOr1mQjdMRFUdgsCgiFMrQrKVJ0SBECHZcztliCKDrpsZV3V13YQoMridcgFGR0jxySn42b59O+644w5IkpRyCgsAzjvvPDz99NN5GVylCEd1azsrbalO0w3rjxYDTCBxTF3TDRgGh8gAQzehGSZMk1vd2QFIAoNpcNgVER6nAsPkiKo6QhENjLFpwdDgWASDYxH8aXsfHDYJHU3V6GiuRntTNRy2nNPCssI5YBgcEcNAVLOSu+V4ICRZFa7j8yaEZNZc70FDjRMHh0OQpUylKnQ01rnQXO8p4CgJKR45vbPZbDZEo9GM942Pj5dUonExcNola8XGMCEkta5IvOkzgHEkVmSSb+fc+rcgMIBbQVL8dJVhmJAlEaLArIKEdgn/+IF26IaJ3b3j2N0zhpGJ1NcxEtOxfd8Itu8bgcCAlgYPVjX70NHiQ12VfdrKVD7FAyHDsPITBMYgSQJssgibbAVCnNPJMULSCYzh/I0teOj5PRgPWg2TZVlATDUQCKmwKyLO39hCyc6ETMkp+Dn99NNx991348QTT0RdXR0Aq3lmKBTCz372M7znPe/J6yDLkcl54kSVwyZiUbzAoHj4U5sgMHBuBQWyLECeWhlKbEtx60SYIDCYpjn1vIe/x2REA5jVuyscs+r9NC52Q2BWzs95G1swOhHF7t4x7OkdR1d/AEbSE5gc6OqfRFf/JJ7b2osarw2rmq3tsdYlHkjz2IOFc8DgHIZqIKYaEAUGSWSwKRIFQoRksLq1Bpee24FnXuvBgD+McFSHIotoWuzGh09tpmPuhCTJ6bRXf38/LrroIgQCAaxatQo7duzAhg0b0NXVBc45/t//+39oamqaj/EumPk77WXirX3DeHF7H/pHgtANK0/HZZcxGdFgcqRUZx6diMLkQI1XgV05vF8/PB6GpnPIsgCPQ8JEUJ2W7MxgnfhQZBFOu3TUQodRVcc7Byewp3cce3rHptUUShavKbSqpRqrW31oXFJ9xNNe+RQPhJSpky0LdYS+Ek5d0BxLXyVVeC731xKojDkCC3/aK+ej7mNjY3jwwQfx2muvYXx8HB6PBxs2bMBll12W6LpeyuYr+Nk3daRdN0zYZBGGyRGOahgPajBNEx6nglBETRxpdzkUTIbVaUFRMKQhphtWTgzn0HUOgVmrNRxW0IOp/+9QRPzjB47ByiMEPulMznFoOIjdPVYg1Dd65D5nLUu8aG/0or3Jh6W1znndHkuWfIRekcWpApHzU1ixEv4I0RzLRyXMk+ZYPkriqDtgNTf90pe+lOuXVySTczz5ShcODQdR67UnjnvXVjtQ43VgIhiDxynh4+9bjlBESxQY7Do0Ma3q8tLFLrQ3VuGt/X4cGraCNA5MrQTJU1th3PqP81knLguMoWmxB02LPThnQxMmgjHsOTCO3T3jePfQBLS0Zaae/gB6+gP4/baD8DpldDT7sKq5Ou81hdKlH6EXhEyFFRmdHiOEEJKQc/AzODiInTt3Jrq7p/vYxz6W61OXrd7BSQz4w3DZZZjcSi6OWA3qocgCJJEhHDNQW2VDe1M1YlOnulY2zVx1ebHPiV//cR8cirUqJEupgYbJOYJhDeEjbGFlo8ptwymr63HK6npouon9fRPYPbU9Nh5UUx4bCGvYtnsI23YPpdUU8sHnsc1pHEeSkjCtGhAEPVHlWpFEyLIASaisYCi+BRIMa3A7ZTTXeyjplRBS8XIKfp599lnccMMNUFU14/2MMQp+MjhSITJVM2FyjkBQRTCsobXBCw9k6AaHqhtQNQMtDV7opom+4SDePTgBp12C0y5bWz0ZAh/A2r4TBetEWb7IkoCOZh86mn3gvBXDExF0DYSwfe8QegcmkRxWpNYU6l7QmkKHV4WASMxIbJHFgyFJEsp6Zaiz259IfjUMDlFkaKhx4vyNLZT8SgipaDm9I955551Yu3Ytvva1r6G6ujrPQypf2RYicznkRL6KKFjFCp02Ge8cGMOf3uzH6EQEmmZCMwy4HTI8LhvGJmMpJ8UAq75H/JTXkkWueZkTYwxLal1YtbwO7zl2MQIhFXt7x7G7dwzvHJxAVE2tA5WPmkLJJ+Vm03tsxmBoKnm6nIKh9CaXkkOArps4OByiJpeEkIqXU/AzNDSEm266Cccee2y+x1PW5lKIbFfXKB56fg9imtW40GmXYYMIzeBw2iTYZAER1YDIrNUW3TARjhmwyQLOWr90wbY6XHYZJ7TX4YT2OhimiZ6BybzWFHr34Pjh/KekPmdH6jo/k5RgSC2fYChTk0vAOvUnSwLGg9TkkhBS2XIKfo4//nh0dXXhzDPPzPd4ylqmQmSSJEDTDEyGNUiSgJPa66Z9XfqbGcCScnis1Z3FVXYs9jkwFozB0K3gp77GiY2rF2P5suqFnGaCKAhYvrQqbzWFkpu/Om1S4uTbgD+CJ17pOupR/qOZMRia2iazMwmGyVHs8UJybll6AMkYg8suYcAfRu/gZFk1uSSEkGzlFPzcfPPN+Jd/+RcEg0GsW7cODodj2mM2bNgw58GVo/RCZIGQiph2eGvomdd68Mbe4ZS8jCO9mQEMksDQ7w/j42cuh8AYIjEDbpeMep8TqmbgwFAQgZAKRRKwuMZZsE/7tVV2nL52CU5fu+SoNYX8gRhe3TmAV3cOQJEFrFxWheHxCKKqjirX4dUMQRLhFQUEwhpe2tGHtmVVeZtfcjAUjRkIqzoMJiAajkFkrGgTqKnJJSGEHFlOwU93dzdGRkbwwx/+EACmbd8wxtDZ2ZmfEZah1a016Gjx4U/bD+F//tINAPC6FEhS5ryMbN/MQhEdxy2vTdze2e3H7984gLFJFZLAICsCatx2nNReh8Z6t9UPrEDv2XZFwtrltVi7vDalptDu3jH0p9UUUjUTu7rHEv/W9Cjsigibcvgou9MmYmQ8gv6REJbVufM+Xg4kSgdEYjpMg4MlrwzJIhRRhCRZ10IhYyFqckkIIUeWc1f3xsZGfPazn8WiRYvyPaaK8caeYZicozYpvyVTXkYub2bpCa+mJCAWMjAWUDE8EcEnzlyB5gYPNN2EqhnQDV6wBqKzrSmk6SY03cRkWIMgMNhlEYoiQDf4nI/0Z4sD4GkrQyzegmOBK0+noyaXpJCovAIpBTkFP319fbj33ntx+umn53s8FWM2eRmzfTObKeEVIoMgcAz6I/jtK1348kXHwy6LgEOGrnPEdAMxVbcCoQL2zUqvKfRu3wT+tmcYb3f7p43JNDnCMR3hqXpJL/ztIEYCUaxqrobPY1+wMceDIdXkUDUTgqBDZAyKYjVlVaSFC4Rmyi3TdROhqE5NLsm8ofIKpFTkFPy0t7djYGAg32OpKLPJy8j0Zsa59SYb0wy4HHLKm1kuCa+iyOCSJLgd8tTKigFVs3qRmbxwq0KyJKC9qRouu4yRiQjGAjGrW7Vmrf6k6x0MoncwiP/5C7DY57CSpluq0bTYA3Eeawqli+cLaRETkagOUYgHQlZVb4HNTwuOuExNLkWRobHORW9EZF5QeQVSSnIKfr72ta/hK1/5CgzDwPHHHw+3e3qOxdKlS+c8uHI2262s+JvZr196F4eGg4mTUqLAsKgqdYUj14RXq4M8hygwiIoEh81K5NUMK9DQNANaYlUo9zfubOv0mJxjW+cg/to5hEBYg2lYwZhmmPA4Zdg8NkRiOsJTOTjpwxkai2BoLII/78i9plA+mJzDNKxAKBzF4RYcU1uc83WcPp5bRlsQZL5ReQVSanJ6B/jnf/5n6LqO//iP/5ixgSUlPB9ZrnkZoYgKSRRgVwQosgBZZBgLqimfrPKV8Bp/M5bFqTdouwzOOQyDQzOMw6svLPs37Wzr9Lx7cBzPbe1F/2jYatQKQJIYnHYJkZiOQEiDXTOhyAJaGzx439olECVh9jWFmn2oq85cU2g+TG/BMT1pWpQYGPKzRSYwRsfZybyj8gqk1OQU/Nx66635HkfFmU1ehsk5ugcm8dDvdsMfsJJbYpqBcBQQRQFuhxUQxD9ZzVfCazwYEkUGUYyvDJkwOKDYJIQlEZwbM26RZVun592D4/jNy/sxMdUzTBQABjaVlK2j2q0gEjNQ7bFh83vbsLTOnfg0Ga8pNDIRmTpGn0VNIY8NHS1WI9a2JV5IWXQEzpf04/TxE2SKFA9u8xsMETIfqLwCKTU5BT+bN2/O6nGcc3zta1/DNddcQ9tgGWSTlxFPIOwemJx2kokDMHXTOsouMhwYCiY+WS1EwqsVDDHYZAE+rx3MNBCJ6oipBmKaAcM8nCtkco6XdvQhphnwOpUZ6/S0LvXipR19iMas2keCgMQ4JcagmxzBqI4ql4JwVANjLOM8FlU5sGitI7uaQpMxbNk5gC1TNYWOWVaNVS3W9pjHqczpZzQbqSfITERU61OzyJgVCMkiFEmcyl0qXEJ6qTM5x74D4zg0GIDTJtJWYB5QeQVSauY18cE0TTz55JO4+OKLKfiZwZHyMpITCFXNOOLz6AZHMKJhV5cfrQ3ewiS8cmuLTHEKcENOHEnXdAMHBoMIR7WUwCcuuU7Pm/tGMDIegSILiGoG0j9Hisz6A8s5h2Eiq6Pts60p9Ha3H293+wEAjXUudDT7sKrFh6bF89MfbSbxHCwTVt4Vi+lWvpBgHaeXZRGyyMCYUFRFFotZZ7cfz23txeBYBKpm0GmkPKHyCqTUzHvWJ/1RPrpMeRnJCYROm4RgJPObvLUGYOEc+Ns7w/jQ1KpOoRJe4y95cq7QoD8Mt0OBy6mAmxxR1UBM06Fq1oktURRgxAyMB1UYJmBThMTcUkY7daOm59atfrY1hQ4Oh3BwOIQX3jgIr0vGupV1WLHEg7Yl3oyfcOfT4XwhjphmQmBWMBTvRSbLAiRRoC2yGcQ/TMRUA163AoddhKbRaaR8oPIKpNQs3JEXMivJCYRHOmYeDw44AElkGJ9U0T0wCYGhaE74GKaJkYkoBvxhuCMaarx2OGwi3A4JJrcCoWBYhSQC1W5lKsfHyhPQdBMM/PAnSW69sauaiaV1rjl3q0+vKbS/bwK7p7bHxqdyjuICIQ2v7OjDKzusn/XypV5rVajZB5/HNqdx5CJ+iiy9F1kiX0gSIYmFrzhdDJI/TPg8NsiSCN0w6TRSHlF5BVJKKPgpUskJhLpuggEQmJWsmy5+k8cpI6YZ+PnvdmMyrELTTEBgqKuy48L3LceattrpX3wUc63WGs9Z6h8NJRIe/YEoqt02uBzyVIsKBrtNRuNiD05atRi7esZwYDgEt0PCRFCFwQEBHAyAbk0JDruU9271siSgY+oEGOetGByLYHfPGHb3juHAYDDlKL1ucOw9MIG9BybwP3/pRr3PgVUtViDUtNgNYQFrCsWZmfKFBAZZEqBIU8nTIpsKJCsrZ4hOIy0MKq9ASgUFP0UqPYFQloSUBqjpFEkAg9XUdMgfhglri4Rzju6Ihrsefwub39uGD53akvUY5lqtdVrRM0mAfyKGmGZiZCIC0zQRCFkd6h12CR9/bxsW+5z46Hva8NSr3YioVnL0RFhDKKJB1awgsKHWhQ+f0jSnDu5Hw5g114YaJ846YRlCUQ37Dk7g3f4Adr47iqia+loMjkUwOBbBn7b3wWmT0N5kJU0f07iwNYXiEvlCJoemm4gwJJLDRdEKiCRRgCwIFXGajE4jLRwqr0BKAQU/RSo9gbDKpWBkIgIj7Q1KYFbRvGq3gtFADACHblorNsLUmx2HlSPzxMtdaKr34NipwOVIqzrJgYsiiZBkBpMDB4eDWeVHZCp6pkAEq2KYCKmIqQaGJ2IQGMAEBlFj+J9Xu2GaHKtba3DBaS144W8H4Z+ModZjQ22VHU6bhDXNPqxbufD95Fx2GSd21OH9p7TA7w9if19gxppC4ZlqCrX4UFe1cDWFkiUnT+sGEFMNMDb9NJlDKM88veQPE6JCp5EIqXQU/BSpTAmEtV47/IEY9Km9L8asrRqXXUYoqsM0rdUZ0+Sw3l+Z9QYHQBKsP/BP/PldrG7xYU/P2IyrOh0tPjzzWo/1adk0EUpKtpZEBkPnR82PmGmbwVoF4RjRTZgmh9elwONSMpbBP6apOhGceVwymuu9YOBQdRMxzURMtWoKmQv8Zi2KApYvrUrUFBqdiGJ371jR1xRKl+k0WTgqQGcCtKgGYer3a75bcSyE5A8Tipz6M6fTSIRUHgp+ilh6AqFhWMGCTRFgmDi89cKA2io7ND0EVZ96h+IAYIIxqwUGExgY5xgej+JPfz+E57cdmLEHz7kbmnBgKIiYpoPDWhlInLIyOHRDT6kplMlM2wyccwRCGsA5BAbYZNFK0p0h8XT68zMoktUslDtkqLoxVVfIhGGaBXmDrq2y4/S1SxI1hfYdnEgEQ9nUFOpotv7LpqZQtq1BcsE5YJjWabLJsApuAkyYKl8gCZAkEbLEIArCnNqbFELKh4lJFV6XAiYAmkankQipRBT8FLmZEggBpNy2v28Cv/rfdxJfFz8BxrmVnBtfYDA5x5929B2xB8+fdvQhHNVhckAWk94MmFVoUDP4VIuJ1NNQyWYqeqZO1f6Jb8clJwbPJvE0/sYbD4RMbq0IqZoJNa3A4kKyKxKOW16L49JqCu3pHUPfLGoKLa11Ttsey7Y1SL6YnAMGYBgGoqoBgelgAiAJzDpJJlk5Q4KIklgdin+YSK/zQ6eRCKk8OQU/l156KS688EJ88IMfhN1un/FxoijihRdewOLFi3MeIJk5gTB+m8k5/vuld8FYatJq/K2Tw/pEr0gCREHAeDB2xFMvoxNRmJxbKz4ZiMzaWgtGZk4OnanomWlaDUhNzmGTxWm1cnJJPOXcan9hk0TYZREcMnTDhDpVadpqizG98el8m1NNIac8dYy+GiuWVeHA4GRWrUHm0+FgyKozFM8ZmpZELQrWauNRTpXN9SRhLla31uDYFbUYC+lU4ZmQCpZT8CNJEm688Ub853/+Jz784Q/j4x//OE444YSMj122bNmcBkiOLp5fU+VWMDZprcZMKw6Iw4nR45MxSNLMp15Mbh0rNzkH45hWrdXkVt0dj2Pm5NCZip6ZpnUCTWBAlWv6Ns9cE0/jb7SSIEB2CHA5ZOgGh6oZiGoGdN1MyclZSOk1hd7ts1pu7O4Zw0TaKlogrGHb7iFs2z0EaSqwMEyOKpcCWbICxvTWIG3Lqhb0TfxISdQCY5BEBmkqIJJE69h9fIWos9uPp7fkfpJwLgTGsLKpGrVuGbpuHv0LCCFlJ6fg56c//SmGhobw29/+Fr/97W/x2GOPoaWlBR//+MfxsY99DPX19fkeJzmCeH6N160AHBgPqtaWV9rj7IqIM49fime29ByxB48siWAMiKkmDM4h4PA2WjzwcdoleDIEL8kyFT0TBMBpkwAO2NJO3eQ78TQeCIkCg8MmwWmXoRkmVFVHRDVgGAufLB0nSwJWTRVI/OjprRjwh61AaIaaQrph5XcNj0chiQx2RYJNEaFIQqI1SP9ICMvq3AWZT1x6QISkgIgxa8usfzSM57b2QtUNLPY5AMYQjeroHw1TpWVCyILIOedn8eLFuPLKK3HllVfizTffxHPPPYfHH38cd999N0477TT8wz/8A84+++yCHOutNMn5NV63DbIsYjwYg65PhUCMQWDAR05vxZnHL8Mbe4aP2oOHc46ewSAMk0PXTZiwAiB5qrFm02J3VgFKppylUFTHLwpQBp9zbuWrOGQ4HTJUzUAkZkDVjakVqbx/y6wwxrCk1oUltS6cdcIyBCMa3jlgBUJ7D0xMq+8U7+MWjGhgU0njnANjk7GCBz+ZxAMiwCq58OTL+zE6GUWNxw6BCZAlAU6vhBqvHYGwipff6sOq1hoIadu4hBCSL3lJeNZ1HbquQ9OsPI2xsTF88YtfRHNzM77//e+jo6MjH9+GzCA9v8Zhk2BXRKi6CcMwEY7qaK5348zjl6VsR41NxmCTxcSyTkwz4LBJOH+jVQjxoef3IBLTre2tDI/JNkDJlLNUyDL4qcnSEgyTI6bpiMZ0aEZhEqWTuR0yTmivwwntdTBME6/vHsJzr/VaJ7HSxsb54VN//++Fd9D69kDBawodSf9ICMPjESiyiEjMCj4B63dEkhjAgf7RMPb0jqFpsdvaNhMEqzI1Kq8yNSFkfuQc/Bw4cAC//e1v8dRTT+HAgQNoamrCRRddhM2bN6O+vh6Dg4O48sorce211+J//ud/8jlmkmam/BoGIKaZcDlkXHBaayJYWd1ag7Omtr/8gWgiP8hhk3DW8UsTwUfKMXvdystoWuyeMUAxOUf3QCCrBNZiKYMfzz9yKBKcNgmablpNV9WpE2MFfqcVBQEbVtdjZ5cfA/4InDYRMc1EVD3cFDaOp9cU8toSSdOFrikUF47q1km1tLGYnEPVrJ93MKxheCwydRoxcw6RHA+IKrBVByFk7nIKfv7hH/4BO3bsgM1mwwc/+EF885vfxCmnnJLymPr6enzwgx/Egw8+mI9xkqOYTVPBzm4/XtreB1FkqPHaEz3DVN3AS9v70FLvwerWmlkFKDveGcYjz+9G32go6wTWYiuDzzkgiQI8TgFuh4yYbiAa3xZLL629gATGcNb6pXjilS6EYwacNhFOux2abiAY0acCODat5YY/ML2m0KqWarQ3ZVdTaD447RJEATAME4I0PefMMEyIgvU44Mg5RIlTZqJgHbufSqyOfx0hpPgU4pRnJjkFP7qu4+abb8YFF1wAt3vmHIMPfOADeO9735vz4MjsZBOsZGo7Eefk0rQig9kEKLu6rFYY4YgGp12aVjSx1BJY42+c1tH5qW0xVYdqmCjULtKKxmpsPqPtcJ2fmAFRsGoDnbV+KdqWVSVqCu3uHUN/FjWF4o1Yl2SoKTRflixyYVG1AwP+CLzi9JyzcMxAQ40DSxa5ZnyOaafMkNSqQ7C62suyaB25n9ouK8eWHYSUmiP1i1y7wG2Lcgp+Lr74Ypx55pkZA5/h4WE8+eSTuPLKK7Fq1ao5D5CkOlrUfLRgJd/drU3O8fSr3YhEdVR7FMQP2M9UsbnUJLbFbBI8kgC7U4EW0xCO6AteUXpFYzXallXNWOE5vabQ7t5x7Ok9ck2hP7yeWlOovbl6XueQvIoVCGtw2sREzaJwzIBNFnDW+qWz/l1Jb+TKYnpidUiWrKKMspRcf4gQspCmNbpO+5B8uSjgdN/MH3ryLafg58Ybb8Sjjz4Kn8837b7Ozk7cfffduPLKK+c8OJJqrl3Wgfx3t+4dnET/aAgelxVMpRRZzCGYKnYOm4wqlwLHVEK5qlnFFA2+MInSAmNZneiqcttw6pp6nLrGqim0v28i0Yj1aDWFOlpqsHKZF+2N1fB5bHmfw0yrWA01+atWnb46FIkZEBiz2nVIIgwmIBrTrb53Ymm27CCkVMy045D8IfnpV7tx2vGNCzamrIOfz372s9i3bx8A64/K1VdfDUWZnjcwOjqK5ubm/I2QADh61Jzt1tJMbSfiZltkMBjWoBscsihkTA7OpWJzsZtWUdopQ9NNxLSkROkCnxhLJksCOpp96MiyptDb+0fx9v5RAEC9z5HYHmta7E5pRzIXR1vFmg/xCtWAgaiqYyIYs17Lqf538dyhw0UZKSAiJB+y2XHoHw1h/6EJ1LpzK3A7W7MKfh577DEAwBNPPIE1a9agpib1zVYQBHi9Xnz84x/P7ygrXDZRc7ZbSzO1nQByKzLodsqQRAbNMCFmeGOca8XmYhd/Y4w3/3Q7pgKhqdYauRZSnK8GpjPXFBrHOwfHpyVND45FMDgWwZ+298Fhk9DRZDVhbW+qhsM2t0oZ2a5izad4kGoYHKpmggFWE+CpgoySJEIWGcSpgKgUepgRUmyy3XEIhNTiC35OPPFEnHjiiYl//9u//RuamprmZVAkVT7zdGY6Fp9rkcHmeg+W1LpwcCSEKpeM5KYa+a7YXOxSAiGnADeXoeomYqo+q67zC9nANL2m0IGhIPYPBLFj7xCGx6Mpj43EdGzfN4Lt+0YgMKClwVPUNYVywQHwpIAouYdZPCCSJTFx7D65ZQcFRIRkls2OgyQyeI/SNSCfcvrodvvtt+d7HOQI8p2nM5tj8UcjMIYL3tNqBVOTqnXaa4EqNhezw4UUBdhkBSa33khjU4UUZwqE3j04XrAGpqIgYMWyKpy4ZgnOOWkZBv1hqyP9gTF09U2mrGCZGWoKrWr2oaOIagrlS3KF6qM2daX6Q4RMk82OQ/NiN5Yvq8LERPgIz5Q/WQc/q1evxqOPPop169Zh1apVR/yUxxjDrl278jJAkv88HSC/RQbXtNXg6k+sT9T5WeiKzcUuniNkl0U4FAkmN6dyhEyo2uEcIZNzvLSjDzHNgNepJK6xQjUwXVTlwBnrHDhj3RJEVR3vHJzAnt4x7OkdRyiqpzzWH4jh1Z0DeLWIagrNp6M1dRVF68h9eoVqOnJPKlE2Ow4XvKc1bzmF2cg6+Ln66qsTDUuvvvrqBV3iDoVCuOOOO/CHP/wBwWAQp556Km644YZEYnVnZyduu+027Ny5E9XV1bjkkktwxRVXLNj45lu+83Ti8llkcP0xdWisdWD/oYmCF68qZpxzMLCp1hoiOKwcIVUz0DMwmWgnkml7s5ANTO2KhLXLa7F2eS1MzmddU6ij2YdVLT4sXcCaQgttpoBIYNZKUPzIvSQySKKQyJGjeIhUgqPtOKxpW9gPyVkHP5/73OcS//+aa66Zl8HM5Itf/CL27NmDW2+9Fc3NzXjwwQfxj//4j3j66acBAJdddhk+8IEP4NZbb8X27dtx6623orq6GhdeeOGCjnO+5DtPZz7HWQ7H2RdKerK0KDC47DJcThmGwafabOjQp6pLi6IAI2YgnLbqko18JlALjE2rKbTnwDh29xy5ptALb6TWFFqxrCrjSmY54RwwuNVgOH7kPh4QCRlPmFFARMpXsbQ1AubY2ysWi2HlypUIBAL4/ve/j/7+fnzoQx/Cxz72sbwNcPfu3fjzn/+M//qv/8KZZ54JALj11lvx17/+FQ8//DAkSYKiKLjlllsgSRJWrFiBnp4e3HfffWUT/AD5zdMhxYdzwKaIGA1Eoekm3C4FXqecOEYfiekIhGIprR+yNd8J1FVuG05ZXY9TVs++ptDypVVY1VyNjmbfvNQUKkbxgMiYKsiIGBI1iASWtF1GJ8xIGSqWD8k5BT9//vOf8W//9m+45JJLcP311+Pmm2/G//7v/6K9vR033ngjNE3DJz/5ybwMsKurCwBw8sknJ24TBAGrVq3Ctm3bIMsyNmzYAEk6PJWNGzfiJz/5CUZHR1FbW5uXcRSDYoqaSf4lb2+anIMxBkUWYFMkeFxWPpdrkYSlddlXQV3oBOrZ1hTae2Acew+MA3/pnreaQqUgXoPIwFSFaqQeuZdlcSoYsgIi6nBPyNzkFPzcc889OOOMM3D11VdjcnISv//973HVVVfhC1/4Ar7//e/j5z//ed6Cn7q6OgDAwMAAVqxYkbj90KFDiMViAID29vaUr1m8eDEAoK+vb07BjyTN/cRKvHs1ExgODAcxGdbgccpoacg9aFk5T6d9chWfY3qn7nKzEPP86OlteODZTkwEVbgcEjg4QhEN4aiOGo8NH31PG2qrHIhEdeimecQifJwDf36zH6pmosp1OIFaFKz6UIGQhj+/2Y9jmn2JnmWpczQzP3HWGBoXu9G42I2zT25EMKJhb+84OnvGsOfAOGJHqCnktFs1hVa1+NDeXA3nHGsKJcvvHOefbnLoMT21w32ikav1nyhi2gpRJVyXNMfysdDzzOkvyu7du3HvvffC7Xbj2WefhWEYOPfccwEAp59+Oh544IG8DXD9+vVYsWIFbr75Znz3u99FbW0tHn74YXR2dqKxsRGmaU6rNG2zWcvn8eAoF4LA4MtTn5Ed7wzjv198B4eGgtANE5IoYNliNz6x6RisP6YuL9+jGHi9jkIPYUHM5zxP97ng9tgTvy+RmAZJFNC6tCrl94VzDlU3oWkGYpoJTTdgpgVCPf0BjExEpwpRpv9BYXA7ZIxMRDER0dGyJHUZ2u22531uVVXAsoYqvP+UFhiGiX0HJ/DWuyN4a98IBv2pSdPhqI6/vzOCv78zAoExrGiswtqVi7Bu5SLU1+QnaXo+5rjQTAAaAN1gEISpwqeikDh6D1TGdUlzLB8LNc+cgh+bzQZdt5IuX375ZdTW1iaamI6MjMDrzd9+nizL+NGPfoQbbrgBZ511FiRJwllnnYVPfOIT2LlzJ1RVhaqm5hXEgx6n05nz9zVNjkBg7vUGdveO4YFndyMc0eBySHDYZei6ia5DE/jBo3/HZeetXvAs93wTRQFerwOBQASGUfyfpHO1UPNsXuTEFz+5Dj0Dk9NWCsfGQtPHxQBBAFSNIxzVENMNmCbH4EgQmm7CbhNhZGi3wQRA000MjgRR7ZQSc3S77QgGo/P+WjZU29Bw0jKcc9IyjIxH0Nkzjs4eP7r6J1Pag5ic450D43jnwDh+88d9qPXarO2xFh+WL519TaGFnGMhxFeIJFGAx+OAqmoQgJS2HeWyZVYJf3sqYY5A/ubp9TqyWj3KKfg56aST8LOf/QwTExN47rnnEu0sdu7ciR/+8IcplaDzoa2tDY8++igmJibAGIPX68UXvvAFtLa2IhAIYGhoKOXx8X/Hj+bnStfn9otmco6nXu6a1vFclkRUua22FE/9pQsrGxembst8Mwxzzj+zUrBQ82xKOs5uGtYR6iMRGOBxKrDp1okwr1OGLFn1oWRphvpQAuBQRBhG/LmteRmGmXTb/PN57HjPcQ14z3ENiKo69h2cmOpKPzatptBoIIa/vDWAv7yVa02hwsxxYVm1o3TDxGQwBtPgiRyicuxjVgl/eyphjsDCzTPnru6f/exnce2112LlypX413/9VwBW/y+Hw4Frr702bwMMBoP4l3/5F9xwww047rjjAACTk5N49dVXcdNNN2FoaAiPPPIIDMOAKFp/4Lds2YK2traCJztXWsdzUnicW01mq902OFtrsLqlBr1DQYgCoOk85XHhmIGGGgeWLMrP9m6+2BUJxy2vxXHJNYV6x7GnZwx9WdQUiidNLynjmkKzld62g/qYkUqXU/DT1NSEZ555BqOjo1i0aFHi9h/96EdYs2ZNxm7vuXK73WCM4Vvf+hZuvvlmcM7xjW98A0uXLsUFF1yAiYkJ3H///bjpppvwmc98Bm+++SYeeugh3HrrrXkbQ64qseM5KQ7xIOh965fgyVe6YJiAy84Q001MhmIIRQ3YZAFnrV9a1KuOKTWFTs6+ptAfXq+8mkKzlXUfM0mAJFhVqykgIuWC8RKotz40NIRvfvOb2LJlCwRBwPvf/35cd911ia7yb775Jm677Tbs2rULdXV1uPzyy3HxxRfP6Xsahgm/f3p+xWx0DwTwo9+8BadDhiiwaX8wVM3q/P25j69Fa4MXJufzeox9vp5fkgT4fC6MjYXKelm2VOfZ2e3H7/7ai8mIBlkUIAgMDpuEDe11aFtWlfJYUWSoqnJiYiJc9FtCmm7i3b4J6yh9hppCyZJrCq1pq0Fro68k5jgX+XotZ+xjNrVChAK27SjVa3I2KmGOQP7mWVPjyirnJ6fgx+/347bbbsNLL72ESCQy7Re/HHp75SP4MTnHnb/eMWPH8/GgisY6F7580fHY0zOWKGBoGByiyNBQ48xbAcPObv+8PX+2v7TzHdzNt1L+I5T8s6/yKFi6yA1VNRCO6YneYkBpBT/JOOdHrCmUbmmdC+2NVehoKt+aQvP5WiaqVE8du48XZhQFK9E6m/yhfPw9KOVrMluVMEegRIKfz3/+8/jTn/6E888/Hw0NDRCE6d8ouR1GKcpH8AMAew+M46Hn9yAc0TJ2PL/03A4AwEPP70FU1eGyyxkfM5cApbPbP6/Pn80v7XwGXwul3P4IMWZtfWi6iZhqWHV3GODxOkou+EkXjGh454AVCO09MIGYZsz4WKdNQntTNTqaraRpRx5rChXSQgeyiSrVAoMylVAtTzV2Te9yn6+/B+V2TWZSCXMESiT4OeGEE3DDDTfgoosuymlwpSBfwY8kCegdCSc6nqdf6B0tPtzx6HYcHA6i2m2b1rQ0eXUol1USk/N5ff74HI/0SzvfwddCKec/QoxZRRFNDigOGaOjIaja9NpBpcgwTXQPTCa2x0YmojM+VmBAS4MHq5p96Gjxoa7KXrJJ04VexUspypjoci+idyCAx/70LibDKmRRABjL+e9BOV+TcZUwR2Dhg5+cPuIoioKmpqZcvrQiHanjefdAAAP+MFz2zJ2853oirHdwcl6f/2hMzvHMaz2IqnpK8KXIVpXh8aCKZ17rQUeLr6S2wMpNPMBRZAE+jx3QrZUgzbA6zquaCcM0SzIQEgUBK5ZWYcXSKpy3sQVjwSi6B0P4+54hdPUFUmogmRzo6p9EV/8kntvaixqvDauardNjrUs8s64pVMnSu9xHVQOAhqdf64GqGWiocSW2G3XdRLVuYGQihme30t8DMv9yCn7OOeccPP3003jPe96T7/GUrZmauQXDGgyDQ3Jk/qM61xNh8/38RzOb4Ku53lPSOUHlRhQYREGEQ5FgcmtrLKIa0HUzY9HEUrGoyoEVzbU4uX0RQhHtiDWF/IEYXt05gFd35lpTiCQ7NBxET38AiixC0yOQp7bGZEmAokhoqBWhGwb6RoJorveWdO0hUtxyCn7WrFmDO++8EwcOHMD69etht6eWiWeM4eqrr87LAMud2ylDFK1l30xHcXXdhCgyuJ1yUT7/0WQbfO3q8uO/X3q3pHOCyhXnHAwMdkWCwyZDN0zEVB1RzYBu8JRqzKUmY02hHitXqJ9qCuVdOKrDMA/3b9J00+psP4Ux6+d8aDgMp12GPFV7KJ5MTUftSb7kFPz853/+JwBg27Zt2LZt27T7KfjJXnInb1kSpuXkhKI6GutcaK73FOXzH002wZfJOV782yHopmnlBDmsnKCDwyE89PyekskJqgScc4gCg8shw+WQoescMd1ATNWhlXgglFJTaINVUyi+IvTuoQDVFMoDp12CKFg5lUKGquPWFqsBSWRQNdMqxph+1D6eTC0IkMojN50UQM6NTUl+CIzh/I0teOj5PRgPqnBlOBF2/saWnLd/5vv5j+ZowVcwolll+JlJOUEl5HDncAaXJMFll6DrHFFNR1Q1YBg8Y2HPfDM5R/9ICOGoDqddwpJFrrz9nlS5bTh1TT1OXVMPTTexv8/aHstUUygQ1rBt9xC27R6aqinknQqGfPB5bHkZTzlYssiFRdUODPgj8IrT/x5kqjqenjsUg3G4f1lEgAaGWMTatpdFAaLIwJB6uoyQdHMucjg5OYmhoSE0NTVBFMVEi4lSl8/TXtlksM/3UfBC1vk5fNrLmBZ8iQKDbphwO+SMn5bTC0EWUiWcupjrHOOnxlTdQDRmQNXnL1H63YPjeGlHH0bGI9ZWigAsqnbgrPVLsaKxesavm+spqNnWFKr3ORLbYwtZU6jQp71m8u7BcTzxShdimgmnTYQoCjAME+GYVXV88xltR3z9kiXP0TR5YoVIjhdjlERIYva1h4pRJfzdAUrkqDsAbN26Fd/73vewc+dOMMbw2GOP4b777kNDQwNuuOGGXJ6yqCx08APMfxHAQlZ4nin4WtPiw+9fPwivW8k4FpNzBIIqrjh/NY5bXthebZXwRyifc2SMJRKlo6oBLY+J0offQA04bdKs3kDzHRTkUlNoVUs1jmmc35pChQp+slmNyzVwTXe0OcZrD4lTrTpKMX+oEv7uACVy1H3Lli248sorccIJJ+Daa6/F9773PQCHE6Hr6+tx2WWX5fLUFW2mE2Gl8vxHsrq1Bh0tvmnBV+/gJF78+6GCJWST+TNTonRkjttiJud4aUcfYpoBr1NJbJ0IkgivKCAQ1vDSjj60LatakK1St0PGCe11OKG9DoZpomdgMpE0nV5TKBzTsX3fCLbvGymrmkJx2QY1Kxqr0basat62LONMzgEjqZnrEVp1iAKbVoyRlK+cgp8777wTZ599Nu666y7ouo7vfve7AICrrroKwWAQjz32GAU/ZJpMwVehE7LJwkhOlHY6ZKiaiUhMh6obMA1+xG2jdP0jIYyMR+C0SRnLJzhtIkbGI+gfCWFZnTu/EzkKURCwfGkVli+twnmntWBkIoI9vePo7BlDd/9kSsBXbjWFZlqNG/BH8MQrXdNW4wTGFvz1mZY/pBopAZE0FRDFgyJxaouSgqHyk1Pw09nZmTjNlf7H5/TTT8dDDz0095GRilDohGyysBLFFCUBNtkGw+TWsflZnBZLPy6dThQFGDED4bSaPYWwqMqBRWsdOH3tEkRVHe8ctBqxHq2mkE0WsXJZVcnUFCq21bjZyFSMMdG7TLBOl8lTvcsk6mxfNnIKfjweD4aHhzPe19/fD4+HPqWT7K1urcGl53YkcoLCUR2iyNBY56I6P2WMcw6BAQ6bBKddgqofzg86UpL00Y5LG4YJUbAeV0zsioS1y2uxdqqm0MGhYCJpOr2mUEwzSqqmUDGvxuWCc8DgHIbJoekmWAxgAgNjgDSVPyRJAp0uK2E5/XU4++yz8f3vfx/t7e1Ys2YNAOsXfGBgAD/+8Y9x1lln5XOMpEwcKeF6ppygYvuUSOYH59YxZcUpwO2QENVMxGL61Gmx1HeUXI5LFxuBMTTXe9BcXx41hUppNS4XHACf+j00DI5YWv5Q6ukyAfEfAwVDxSun4OcrX/kKduzYgU996lNYtGgRAODLX/4yBgYGsGTJEnz5y1/O6yBJ6cvmqH0hE7JJcbDeLBjsstVWQzdMxDQDUVVPVJMWGMNZ65fiiVe6EAhrGY9Ln7V+aUkFzplqCm3dNYh9hyagp51iml5TqAqrmqvRUcCaQqW6GjcX6dtlEdWAwHSrsz07XIxREq3tMit/iFaIikVOv4lVVVV47LHH8OSTT+K1117D+Pg4PB4PLrnkEnz84x+Hw+HI9zhJCZvW1Z0qOJMsJJKk7da2mKabiMZ0xDQTK5uqsfmMtsMni2IGRAFoqJn9celiI0sCJIFhaDwCRRbgcYrQdJ4IAJPpBsfeA+PYe2Ac+Es3Gmqc6GiuTiRNL5RyWI3Lh8TpMljbZYhNHbefWiVKHLUXrQrVggjKISqQnIKfbdu2Yc2aNfjUpz6FT33qUyn3BQIBvPjiizj//PPzMkBS2qirO5mr+JuCLApQXApMbm07HLu8Fiubq3FoKIhQZP6OSy+05OThKpd1zThsgNelQDdMjAdVyBKzWouk1RQa8Icx4A/jT9v74LRLWLtiEVYs9WDF0qp5rSlUjqtx+WJybu2bTa0QIe2EmShganXICorSV4nI/Mjpavj0pz+NRx99FOvWrZt2365du3DjjTdS8FOBTM7RPRCYVscn267utOVFjoZzWLWDkrbFPA6lLHqLxR0peVgSBVS5ZKiagUvO64BmmNgzU02hqI6tbw9g69sDC1JTaEVj+a7G5du0I/ealeMVXyVKPnZvU6REkEt1iPIn6+Dn+uuvR39/PwDrRbvlllvgdk/P2u/u7k7kAZHKseOdYTzy/G70jYamVXDOpqt7MKwt8IhJqUveFnPFt8VUAzHVgGEuTG+x+ZBt8nBMNXBMUzVWpNUU2t07hq6+wtQUWqjiheUqvkpkgEObyiOSVB2mKCA4GYUAJB27FxIrRHPsUlWRsg5+zj33XDzwwAMpt6X/wEVRxPHHH49/+qd/ys/oSEnY1WXl9IQjGpx2KSWnZ2A0DJNzquBM5k38z5AkCvA4BbgdcqK3WEw3YJql9Uk51+Th9JpC7/YF8G7fJN7aN3z0mkKNVtJ0PmoKFaJ4YTmzVokA3TBhGByR5DpEjEGSpo7ep2yZ0Umzo8k6+Nm0aRM2bdoEALjkkktwyy23YMWKFfM2sEo037295oPJOZ5+tRuRqI5qjwJrnzo5pycG07S6t/uogjOZZ4eLKIqwyVKit1hENaDnsbfYfMpH8rBdkbBuRS3ee2ITxsZD6OmfPHJNoS4/3u7ygwFYVuQ1hUhSHaL4ClHMOLxlJkw/aVbKjV3nS045P7/4xS/yPY6KN99d3edL7+Ak+kdD8LisnJ7ki8vK6ZERjGiQRIEqOJMFlam3WLySdDH/tuU7eXjmmkLjePfQREpNIY7irylEMktsmZlpJ82Sjt7LUjypOl6LqHJziHIKfiKRCH784x/jj3/8IyKRCEwztSAXYwx/+MMf8jLASlDKR8GDYQ26wSGLQsYcC0kSIDCGs09chl09Y1TBmRREPD/I7ZAhiAyKTUEkEkM0ZhRlkvR8Jg9nqim0u3ccu3vGMBFSUx5bjDWFSPaOdPReEKaSqkUBoiRAEiqruWtOwc9tt92Gxx9/HKeccgpWr14NQSitBnzFpNSPgrudMiSRQTPMxF5zsnhOz5q2GnxoY0vJbeuR8hI/LeZ2KtA8dkQVHdEsWmoUwkIkD8uSgI5mHzqaffjo6a0YHItgd88YdveO4cBgMOWg9ZFqCjUtdkPIcP2T4pO6QgREkHb0fmqbTEr6X1Eov22znIKf//3f/8WXvvQlXHXVVfkeT8Up9aPgzfUeLKl14eBICFUuGcDMOT1UwZkUm3iStMshIRZvqTGVWFoMFjJ5mDFrq72hxomzTliGUFTD3t5x7O4dxzsHxxFVj1BTyCahvakaq1qqcUxj9bzWFCL5N+3oPQwwpPYzkyTRauMhilY/sxJfIcrpN1TX9Yw1fsjsBcNaSR8FFxjDBe9ptbqyT6rWaS/K6SElJFPtoKhqrQjpRnGtBi0kl13GCe11OKG9DoZpomdgErtnqikU07F93wi27xtZkJpCZP4drZ9ZvA6RnHLsvnROmeUU/Jxxxhn485//jI0bN+Z7PBXH7ZQhiqykj4KvaavB1Z9Yn6jzQzk9pFQl5wa57DKimoFoTIdWIifF5osoCFi+tArL02oKdfaMobs/u5pCHc3VaFvizVtNIbLw0leIosnH7gUGJakGkSwysCJu3ZFT8HPeeefh5ptvht/vx/r16zP28vrYxz4217FVhOZ6DxpqnDg4HIJcwkfB1x9Th8ZaB/YfmqCcHlLy4n+sE6tBuonI1GpQseUGFUJ6TaF3Dk5gz1RX+iPVFFJkAccss7bH8lFTiBRe4tj91Cmz+HZZPH9IThy5t/KHWJGcMGM8h9KQq1atOvKTMobOzs6cB1UMDMOE3x+a8/NIkgCfz4WxsRB03cz4mMOnvYyMR8GL+bQXkN0cy0ElzJPmODPGrGTRmGogEiv+dhqiyFBV5cTERHjBcphMznFoOIjdPVYg1JdWUyhZPmoKFWKOC60c5hhfHYo3d5UlAXZFSkmSz9ffnpoa14zV0ZPltPLzwgsv5PJlZAarW2tw6bkdiTo/tG1ESPFJ5AYpEhw2CapuIhLTEdMMmAanFpSw3uCaFnvQtPhwTaE9B6xj9O8eClBNoQoVXx2KN3eNagYEUYBdKNxrnHXwc+ONN+Lf/u3f0NTUhB/+8IdHfCxjDN/61rfmPLhKsrq1Bh0tPjoKTkgJ4DzeZd4Gw+SIqjoiMb2iE6QzqXLbcMrqepyymmoKkeKSdfCzdetWXHrppYn/fySU2Z8bOgpOSGnhnENggMsuwWmTENMNRKKHE6RNzqnJ55T0mkID/nCi5QbVFCILLevg58UXX8z4/wkhpNLFV3tskgi7x0qQ7uz1449/P4SDQ5OIxKxmpIuq516huRwwxrCk1oUltS6cdcIyBCMa3jkw+5pCq1p8qCrQHEhpo0pUJaoUm6ASUgk459h7YAy/+fN+MAYsqXXDBEcwrGFoPIonXunC5jPaKj4ASuZ2pNYU6h6YasTac/SaQiubqrFyWRXam6qpphDJGgU/JahUm6ASUgniLWv8gSiq3TaEojocNhE1Xjt8HhuGx6N49e0BtC2rog8sGYiCgBVLq7BiaRXO23j0mkJ7e8ext3ccz27poZpCJGsU/JSYUm6Cmgta4SKlJr1ljW6YmAybYNBgU0R4nTJMcARCKmq99oounpiNzDWFxrCnd5xqCpGcUfBTQkq9Ceps0QoXKUUztazhsCrimpwjEtUhMIYaj52KJ86CXZGwdnkt1i6vtZLJR0PYPxDEjr1D6BtJrSmkaibe7vbj7W4/AKBxjjWFSHmh4KeElHoT1NmotBUuUj6yaVljcg5FFiCKDB6nDLdDQrREiicWC4ExNNd7sLa9HmetXwL/RHTGmkIA1RQiqSj4KSEzfaJUNQOmycGYdUS0WJugAtltY1XaChcpL7NtWWOt9qQWT4zGdMQ0k1aDZiFTTaHOHmt7jGoKkXQU/JSQ9E+U0ZiOiZAKbaoUOOccgsAwPB4p8Egzy3Ybq5JWuEj5ERjD+Rtb8NDzezAeVDO2rDl/Y0vGwP1w8UQFJueJ1SCdVoNmJbmmEOecagqRaSj4KSHJnygNw4R/MgaTAyJj4FON4jgHfvfXXjTUOItqW2g221gzrXDFSZKAcFQv6hUuUtnm2rIm3krDoUwVT9SmVoN0aqUxW5lqCu09YPUe23tgAjEtu5pCxzRWw2Gjt8xyQa9kCUn+RDk6EYXJOSTBCnzMqVWfGq8NUdUsqm2h2W5jZZMzIYrW4wgpVvlqWcM5oEgCbLINhmkmVoMMg6cc+ybZcTtknNhehxOTawr1WKtCR6sp1NLgtbbHWnxUU6jEUfBTYla31uDcU5rw//7wDhgYDG51R1YkEV6XAodNgigYRbUtNNttrNnmTBBSrPLZssZqpWFdL067BFWzWmmoU600yOyl1BQ67eg1hbr6A+jqD+C5rb2JmkKrmn1oXeKhmkIlhoKfElRX5YDTJsFhl8A5IAgMSlKQUGzbQrPdxppLzgQh5S7+fqxIImweCZphIqbqiMYM6JQgPSeZawpZW2RHqilkk0WsXFZFNYVKCAU/JcjtlCFJAgTGoCjFvy2UyzbWXHMmCKkEfGrrW3bIcNllRDUD0Zi1GkTmJr2m0KHhIDp7rECofzS1plBMM6imUImh4KcEldq2UK7jzVfOBCHlLr7aY5dFOBSrsapqGBAYA10ucycwhqbFHjQt9uCDG5owEYxhd+849vSO491DE1RTqASVRPCjaRp++MMf4re//S0mJiawevVqXHvttTjxxBMBAJ2dnbjtttuwc+dOVFdX45JLLsEVV1xR4FHPn1LbFprLePOZM0FIJeDcKiPhtStwexzgho5gSKXiiXlU5bbh1DX1OHXN4ZpCu6casVJNodJQEsHPvffei8cffxzf/va30dTUhPvuuw9XXnklnn32WSiKgssuuwwf+MAHcOutt2L79u249dZbUV1djQsvvLDQQ583pbYtVGrjJaTUcQ5IogCHIkERBSqeOE+Sawp99PRWDI5FsLtnLKuaQvU+R2J7jGoKLaySCH5eeOEFXHDBBTjjjDMAADfccAMee+wxbN++Hd3d3VAUBbfccgskScKKFSvQ09OD++67r6yDH6D0toVKbbyElItpxRNjBiIqFU/MN8aswq0NNc5ETaF3DljH6DPVFBoci2BwLEI1hQqgJH661dXV+OMf/4iLL74YS5YswaOPPgpFUbB69Wr893//NzZs2ABJOjyVjRs34ic/+QlGR0dRW1tbwJHPv2y3hYqlOzptYxFSOIniiVOnRVXNRCSmQ9UNGAYFQfnmdsg4ob0OJ0zVFOoZmExsj2VVU6ilGse21sDrdRRoBuWrJIKfm266CV/60pdw9tlnQxRFCIKAu+66C83NzRgYGEB7e3vK4xcvXgwA6Ovrm1PwI0lzr9sgTtV+EOepBoTJOXoGJjEZ1uBxymhpmB7U7Ory4+lXu9E/GoJucEiiVfH0gve0Yk3b3Leb5nuOxaIS5klzLB/ZzFMSBbgcEnTDREQ1rOPyhgleIntiqXMs7hNuoijimKZqHNNUjY+c3oqR8Qg6e6xAaH9/IGUFLqWm0Gu9qKt2YFVLNTqaq9G2xFvyNYUYs373kt9jF/q6LIng591334XX68WPfvQj1NfX47HHHsP111+PX/7yl4hGo1CU1JoKNpuVRBaLxXL+noLA4PO55jTuZPMRue94Zxj//eI7ODQUhG6YkEQByxa78YlNx2D9MXWJxzz0/B5Eojo8LhmyKEAzTBwcsdpKXP2J9YnHzlWlfDqphHnSHMvHbOZpmhyRmIZIzICmGyiVHTG3217oIcxaVZUTK1pqcQGASEzHrq5R7Hx3FDvfHcFkWo224fEIhscjeHlHP+yKiNVtNVi7YhGOW1ELr6s0k6Y9bgVux/R6SAt1XRZ98HPo0CF89atfxYMPPoiTTz4ZALB27Vrs27cPP/jBD2C326Gqqdn18aDH6XTm/H1NkyMQCB/9gUchigK8XgcCgQgMI3+fTHZ1+fHAs52IqgZcDgkOuwxdN9F1aAI/ePTvuOy81VjV6sMjz+9GOKKh2qOAMQaTc4gCQ5VLxvikikee343GWsectsDma47FphLmSXMsH3OZp8QAzoCoqiOqGtANoygTpEVRgNttRzAYLfnXcuUSD1Yu8eCjp7fg4FAQnT1j2N0zhr6R1PehqGrg73uG8fc9w2AAGhe7sarFh9UtPixdVBo1hRgDBNOEFj0c5OXruvR6HVmtHhV98PPmm29C0zSsXbs25fb169fjz3/+M5YuXYqhoaGU++L/rq+vn9P31vNYKMwwzLw9n8k5nvpLFyJpvbJkSUSV2+qV9dRfuiBLDH2jITjtEgCW9seLwWmX0Dcawv5DE3nJw8nnHItZJcyT5lg+5jJPhyLCLguIamKieGJxJUhb8zIMs6xylpYtcmPZIjc+cFITJiMqeoZC+PvuIew7mFpTiAM4MBTEgaEgfr/tALwuBR1N1UVfU4gxQDdM6Pr0QG2hrsuiD36WLFkCANizZw/WrVuXuH3v3r1oaWnB8ccfj0ceeQSGYUAUrRd6y5YtaGtrK9tk52x7Ze0/FKDu6ISQnFkfmFhK8cTI1GoQHZdfGNVuG1qW+bB+eQ2iMQP7+ybQ2TOGPb3j02sKhVSqKZSlog9+1q1bh5NPPhnXX389br75ZjQ0NODJJ5/Eli1b8PDDD6OpqQn3338/brrpJnzmM5/Bm2++iYceegi33nproYc+b7LtlcUZqDs6mTfFcoKQLIx48USPU4bbISGqmYjFdKiGCdPgoDho/iXXFOKcY8Afxp7e8axqCjXUONHRXE01haYUffAjCALuuece3HnnnbjxxhsxMTGB9vZ2PPjggzj++OMBAPfffz9uu+02bN68GXV1dbjuuuuwefPmwg58HmXbK2v50qqSaoNBSkdntz9RsNIwrDfFhhpnSRWsNDlH90CAgrdZSl8NMkwTMdVAVNWpivQCYsw6tbuk1pVSU6izdwzvZKgpNOAPY8AfpppCUxgvlTONC8wwTPj9oTk/jyQJ8PlcGBsL5TXn545Ht+PgcAjVbmVaUDMeVNFY58KXLzoee3rG8NDze6zE6AxtJS49t2POb1bzMcdiVAnzzGaOnd3+qd8pHS67PC+/U/NJkgT0joTxyPO70TcaKtng7WgW+veVMUDXOWKajohm1Q2a70BIFBmqqpyYmAiXVc5PslzmaJgmugcmsafHWhVKrymULLmm0KpmHxZV2ec9aZoxq0WIPenDe75+X2tqXOWR8Eymm02vLGorQfLJ5BzPvNaDaFqyvSKLkCUr2f6Z13rQ0eIr2lWUXV1W8BaOaHDaJUgO69o5OGyVfyj24K1YcW69UbskGU6HDE23VoRiqgHD5DDpc/aCEQUBK5ZWYcXSKpx3WgtGJiKJ7bGuvsmU1yK9plCN14ZVzVbLjdYlnpKvKTQTCn5KVEeLD+duaMKfdvRhPBgDuBU5ZwpqqK0EyZdsk+17ByeLspK3yTmefrUbkaiOao8CoPSCt2IXf1+VRQGKU4DbIUPVDURVAzHNoPygAlhU5cCitQ6cvnYJoqqOdw5OYE+vlTQdiuopj/UHYnh15wBe3TkAmyxiZaOVNN3eVA2Pc3pdnlJFwU8JSs630A0OgKHao+DM45fizOOXUXd0Mm+yTbYv1hOEvYOT6B8NweOygrfkxYhSCN5KTfznq0gibLIEw+SIqTr1FSsguyJh7fJarF1eC9PkODgcTKwK9Y+m1hSKaQbe7vLj7S4/GIBlda5EI9YltaVRU2gmFPyUmPR8C9fUkv14UMXzfz2ABp+TluzJvMk22b5YTxAGwxp0g0MWhYzbMMUevJUyzjkEBjjt1FesWAgCQ3O9B831HpyzoQnjwRj29I5jT+8Y3j0UmFZT6OBwCAeHQ/jD6wfhdcroaPZhVYsPK5Z5oUjFWVNoJhT8lJByyLcgpa253lPSJwjdThmSyKAZJsQMR32LPXgrB4dXgwTYZBt0w7QqSccM6FQ7qKCq3TacuqYep66ph6ab2N83kWjEOq2mUFhLqSm0YmkVOkqophAFPyWk1PMtSOmbTbJ9MWqu92BJrQsHR0KocsmI5/wApRG8lRs+1W7H7ZDhslu1gyIxHVrRVZKuPMk1hT56eutRawrtOTCOPSVUU4iCnxJS6vkWpDyU8glCgTFc8J5WK3ibVK3TXiUUvJWr1NpBIlTdRDSmI0oJ0kUhU02hvQes7bG9JVpTqDhGQbJS6vkWpHyU8gnCNW01uPoT6xN1fkopeKsEnE+dFHPZ4DI5oqqOSEy36gblcU/M5Bz9I9br77RLWLLIVRK/v8kKNQe3Q8aJ7XU4sb3uqDWFwjEd2/eNYPu+kamaQh6savHhtOMa0LjIPe9jnQkFPyWk1PMtihm1api9Uj5BuP6YOjTWOrD/0AS95kUqniDtsktw2iXENAORqLUlZsxxS+zdg+N4aUcfRsYjMExAFIBF1Q6ctX4pVjRW52cC86xY5jD7mkKT6OqfxO+3HcBX//EEHFOgnzcFPyWk1PMtilU5tGogs1fKwVslib932iQRdk9qc1Ww2QdB7x4cxxOvdCGmGXDaJIiiAMMwMeCP4IlXurD5jLaiD4CKeQ7Z1hTSDY59hyYo+CHZKeV8i2I0rVUDVfslpGglN1d1OSToJockChAEltVxeZNzvLSjDzHNgNd5uDWQIInwigICYQ0v7ehD27Kqov0QWUpzSKkpxDkODQfR2TOOdw9NwOtS8J5jGwo2Ngp+SlAp51sUEyodQEhp4hxgYHAoIqqrHeCGgVBYRUwzYRzhuHz/SAgj4xE4bVLGE7NOm4iR8Qj6R0JYVle4fJQjKdU5CIyhabEHTYs9YKc0TevttdAo+ClRtGQ/d1Q6gJDSxxiDIgkQXQpMzhGNGTNWkA5HdSs/ZoZ+VaIowIgZCKe1fCgm5TCHYlCeHcsIyUKidIA0c+kAw+BUOoCQEpBYDbJJqPXaUe22wWGTIIqHP9g47RJEATCMzF3DDcOEKFiPK1blMIdiQMEPqVjJpQMyodIBhJQmzq0K0tVuG2o8dnicMmRRwNI6FxZVOxCOGeBpe2Occ4RjBhZVO7BkkatAIz+6JYtKfw7FgIIfUrHipQNCUT3jH5FQVEdDjZNKBxBSopIrSNdW2eDz2HH+aS3wuRVMRjRougGTc2i6gUBYg00WcNb6pUWd4ycwhrPWL4VNtpKbS3EOxYCCH1Kx4qUD7IqI8aAKVbP+iKiagfGgSqUDCCkTyRWkTzimDpd8sANr22phV0REYwZUzUBDjaMkjrkDwIrGamw+ow0NNQ6omoFgWCu5ORQabQqSikalAwipLJwDxzRVY2VTNQ4NT2IiqIExoKbKjlLqo7GisRpty6pKvkp1oVDwQyoelQ4gpPIwAI11HjTWAYwh0U/saMfli4nAWFEdZy8lFPwQAiodQEglO9xPzDouH1MNRFQDeh5aaZDiRMEPIYSUMZNzdA8EaFUzC/Hj8nZFgtMuQ9NMRDWrlUa+G6uSwqLghxBCytSOd4YT3eupb93smKb183JLMlx2GapuIBIzoOoGTJOXxLYYmRmd9iKEkDK0q8uPH/33DhwYCsImi/C6FdhkMdG3rrPbX+ghloR4kKNIIqrdNtR6HfA6Fdhkq6cYKU0U/BBCSJkxOcfTr3YjEtVR7VGgyCIExqDIIqrdCqKqgWde66FtnFninENggMMmocZrh89jg9shQxIF0E5iaaFtL0LIvDA5pxN0BdI7OIn+0RA8LqtvXXKMQ33r8iORJO0U4HZIiGrWaTGNkqRLAgU/hJC86+z2J2onUa7JwguGNegGhywKGVd3JElAOKpT37o8SC6g6FAk6IaJmKojQknSRY22vQghedXZ7cdDz+/BwWHKNSkUt1OGJDJoMzS/pL518yPeTsPlkFHrtaPKo8ChiBApN6joUPBDCMkbk3M881oPoqqOareNck0KpLnegyW1LkyGNepbVwDxH7lNElHtsaPGa4fbIUOWBNr6LRIU/BBC8qZ3cBID/jBcdivXJFl6rgmZPwJjuOA9rXDYJIxPUt+6QoqvBnmc1mpQtUeB0yZBFBklSRcQBT+EkLwJhjUYBockZf7TIkkCDINTrskCWNNWg6s/sR5Ni92IaQYCQRUxzUBjnQuXnttBuVcLLPnIfJXbhkVVdlS5FNhoW6wgKOGZEJI3bqcMUWTQdROKLE67n3JNFtb6Y+rQWOvA/kMTdOquiHDOE5WkHTaZkqQLgIIfQkjeNNd70FDjxMHhEGRJSNn6iueaNNa5KNdkAVHfuuKWnCTtdMhQNQORqA6VjszPK9r2IoTkjcAYzt/YArsiYjxIuSaEZItzAHyqkvRUkrTHKUOWRNDVkn8U/BBC8mp1aw0uPbcDjXUuyjUhJAfx1SC3Q8aiKrtVLkIRqZ1GHtG2FyEk71a31qCjxUcVngmZg3jqj9uhQPc6EIlqiKgGYqoBwzSpueocUPBDCJkXlGtCSP5wziGJArxOAaZDQjRmIKLq0HVKkM4FBT+EEEJIieAcYGBw2CQ47BJUzUQkpkPVrZNiJDsU/BBCCCGliAOKJMAm26AbJqKqjmjMgE5bYkdFwQ8hhBBSwpITpF12q8N8ZKrDvEnH5TOi4IcQQggpA6kd5kVoukkJ0jOg4IcQQggpM5yDEqSPgIIfQggpcibnVDaA5CSeIO20U4J0Mgp+CCGkiHV2+/HMaz0Y8IdhGByiyNBQ48T5G1uoYCTJ2uHGqpQgDVCFZ0IIKVqd3X489PweHBwOwiaLVqVfWcTB4RAeen4POrv9hR4iKUHJCdK1VTZUuW0VV0Gagh9CCClCJud45rUeRFUd1W4bFFmEwBgUWUS1W0FUNfDMaz2Uv0FylpwgXeOxocZjg8shQxIFlPuuKgU/hBBShHoHJzHgD8Nll8HS3okYY3DZJQz4w+gdnCzQCEk5OZwgba0GeZ0KFFko29yyos/52bp1Kz796U9nvK+xsREvvPACOjs7cdttt2Hnzp2orq7GJZdcgiuuuGKBR0oIIfkTDGswDA7JkfkzqiQJCEd1BMPaAo+MlLPpFaQNRKI6VN2EUUY1g4o++DnhhBPwyiuvpNy2d+9eXHXVVfiXf/kXjI2N4bLLLsMHPvAB3Hrrrdi+fTtuvfVWVFdX48ILLyzQqAkhZG7cThmiyKDrJhRZnHa/rpsQRQa3Uy7A6EhF4IAiibB5JOiGdUosWiY1g4o++FEUBXV1dYl/a5qG22+/HR/84AfxyU9+Ej/5yU+gKApuueUWSJKEFStWoKenB/fddx8FP4SQktVc70FDjRMHh0OQJSFl64tzjlBUR2OdC831ngKOklSCeIK0xynD5ZAQVQ1EYzo0g5dsBemSy/n51a9+hf7+ftx4440AgNdffx0bNmyAJB2O4zZu3Iiuri6Mjo4WapiEEDInAmM4f2ML7IqI8aAKVTNgcg5VMzAeVGFXRJy/saVsczJI8UlsiSkSarx2VLttcCgixBI8JVb0Kz/JYrEYfvzjH+PSSy/F4sWLAQADAwNob29PeVz8vr6+PtTW1ub8/SRp7rGhKAop/1uOKmGOQGXMk+ZYXNauXITLRQFPv9qN/tEQwlEdksjQvNiNC97TijVtM9f5KaV55ormWFhOUYDLEd8SMxBVDeiGcdQtMcas5Ork99iFnmdJBT+//e1vEYvFcMkllyRui0ajUBQl5XE2mw2AFSzlShAYfD5Xzl+fzut15O25ilUlzBGojHnSHIvH6T4XTju+EfsPTSAQUuF1KVi+rCrrmiylMs+5oDkWB8PkiMQ0RKI6NOPIeUEetwK3Q5l2+0LNs6SCnyeffBIf/OAH4fP5ErfZ7XaoqpryuHjQ43Q6c/5epskRCIRz/vo4URTg9ToQCERgGOacn68YVcIcgcqYJ82xeNW6ZdS6reTmiYmj/20q1XnOBs2xOMlTW7ERTUc0pk9LkGYMEEwTWvTwScV8zdPrdWS1elQywY/f78ff//53fPazn025vaGhAUNDQym3xf9dX18/p++p6/n7RTMMM6/PV4wqYY5AZcyT5lg+KmGeNMfi5FREOGQB0al+YppuwjQ5GAN0w4SuT1+9XKh5Ft8m4gz+9re/gTGGU045JeX2DRs24I033oBhGInbtmzZgra2tjnl+xBCCCEkd+kVpH0eG1x2qSjylwo/gizt3r0bTU1NcDhS9wMvvPBCBINB3HTTTdi3bx9+85vf4KGHHpq2QkRIrkzO0T0QwJvvjmLfgXFqJ0AIIbPEOSCLArwuBbVeG5QCB0Als+01MjKC6urqabfX1tbi/vvvx2233YbNmzejrq4O1113HTZv3rzwgyRlJ72jtiKLqPc58OFTm6mjNiGEzFL8uDwr8NIL45w+xmZiGCb8/tCcn0eSBPh8LoyNhUpuvzZb5TrHeEftqKrDZZchywI4BwJBFTZFxKXndpRdAFSur2WySpgjUBnzpDmWj3zNs6bGldW2WslsexGykGbqqG2TRVR7qKM2IYSUMgp+CMmAOmoTQkj5ouCHkAwSHbVnqPItSQIMg1NHbUIIKUEU/BCSQXJH7UyoozYhhJQuCn4IySDeUTsU1ZF+JiDeUbuhxkkdtQkhpARR8ENIBjN11I6pBsYnqaM2IYSUMgp+CJnB6tYaXHpuBxrrXIhpBiYmVURVA02L3WV5zJ0QQipFyRQ5JKQQVrfWoKPFh97BSYRjBpbVe+FzSTANOuJOCCGlioIfQo5CYAytDd6UIlwmKPghhJBSRdtehBBCCKkoFPwQQgghpKJQ8EMIIYSQikLBDyGEEEIqCgU/hBBCCKkoFPwQQgghpKJQ8EMIIYSQikLBDyGEEEIqCgU/hBBCCKkoFPwQQgghpKJQ8EMIIYSQikLBDyGEEEIqCjU2LRMm5+gdnEQwrMHtlNFc74HAWKGHRQghhBQdCn7KQGe3H8+81oMBfxiGwSGKDA01Tpy/sQWrW2sKPTxCCCGkqNC2V4nr7Pbjoef34OBwEDZZhNetwCaLODgcwkPP70Fnt7/QQySEEEKKCgU/JczkHM+81oOoqqPabYMiixAYgyKLqHYriKoGnnmtBybnhR4qIYQQUjQo+ClhvYOTGPCH4bLLYGn5PYwxuOwSBvxh9A5OFmiEhBBCSPGh4KeEBcMaDINDkjK/jJIkwDA4gmFtgUdGCCGEFC8KfkqY2ylDFBl03cx4v66bEEUGt1Ne4JERQgghxYuCnxLWXO9BQ40ToagOnpbXwzlHKKqjocaJ5npPgUZICCGEFB8KfkqYwBjO39gCuyJiPKhC1QyYnEPVDIwHVdgVEedvbKF6P4QQQkgSCn5K3OrWGlx6bgca61yIaQYCQRUxzUBjnQuXnttBdX4IIYSQNFTksAysbq1BR4uPKjwTQgghWaDgp0wIjKG1wVvoYRBCCCFFj7a9CCGEEFJRKPghhBBCSEWh4IcQQgghFYWCH0IIIYRUFAp+CCGEEFJRKPghhBBCSEWh4IcQQgghFYWCH0IIIYRUFAp+CCGEEFJRGE9vB04AWF3RTTM/PxpRFGAYZl6eq1hVwhyBypgnzbF8VMI8aY7lIx/zFAQGlkVrJwp+CCGEEFJRaNuLEEIIIRWFgh9CCCGEVBQKfgghhBBSUSj4IYQQQkhFoeCHEEIIIRWFgh9CCCGEVBQKfgghhBBSUSj4IYQQQkhFoeCHEEIIIRWFgh9CCCGEVBQKfgghhBBSUSj4IYQQQkhFoeCHEEIIIRWFgp85uOeee3DJJZcc8TFjY2P4yle+gg0bNmDDhg3493//d4TD4ZTHPPfcczjvvPOwdu1afOQjH8Gf//zn+Rz2rGQzx3feeQdXXXUVTj31VJx22mn4/Oc/j76+vpTHbNq0CR0dHSn/XXvttfM59KxlM8cnnnhi2vg7OjrQ09OTeEwxv47A0ef5gx/8IOMcOzo6cOONNyYeV2yv5fj4OP7jP/4D73vf+3DiiSfiH//xH/H666/P+PhSvCZnO8dSvCZnO8dSvSZnM89SvSZHR0fx1a9+FRs3bsQJJ5yAq666Cvv27Zvx8QW5JjnJyQMPPMA7Ojr4xRdffMTHXXzxxfyTn/wk37lzJ3/11Vf5+9//fn7dddcl7t+yZQs/9thj+S9+8Qu+b98+/u1vf5sfd9xxfN++ffM9haPKZo5+v5+ffvrp/Itf/CLfu3cvf+utt/jFF1/MP/zhD/NoNMo553xycpJ3dHTwP/7xj3xoaCjxXyAQWKipzCjb1/H222/nF198ccr4h4aGuK7rnPPifh05z26ewWBw2vzuuecevm7dOt7Z2ck5L87X8rLLLuMf/ehH+bZt2/i7777Lv/GNb/B169bN+LMvxWtyNnMs1Wtytq9jqV6Ts5lnqV6Tn/zkJ/lFF13E33zzTb5v3z5+zTXX8NNPP52Hw+GMjy/ENUnBzywNDAzwK664gh9//PH8Qx/60BHfTP72t7/x9vb2lBfo5Zdf5h0dHXxgYIBzzvnll1/Ov/jFL6Z83UUXXcT//d//fX4mkIXZzPHXv/41P/HEExN/VDnnvL+/n7e3t/NXX32Vc875G2+8wdvb2/nExMS8jz1bs5kj59YfrG9+85sz3l+MryPns59nsp6eHr5+/Xr+8MMPJ24rtteyu7ubt7e38zfeeCNxm2ma/JxzzuF33nnntMeX4jU52zmW4jU52zlyXprXZC7zTFYK16Tf7+df+tKX+N69exO3dXZ28vb2dr5jx45pjy/UNUnbXrP09ttvo6qqCk899RTWr19/xMe+/vrrqKurw4oVKxK3nXLKKWCM4Y033oBpmvjb3/6GjRs3pnzdqaeeesTl3vk2mzmedtpp+NGPfgSbzTbtvomJCQDAnj17UFdXB6/XOy/jzcVs5ghYc1i5cmXG+4r1dQRmP89k3/72t3HMMcfgoosuStxWbK+lz+fDf/3Xf+G4445L3MYYA+c88fuXrBSvydnOsRSvydnOESjNazKXeSYrlWvyjjvuwDHHHAMAGBkZwU9/+lM0NDRkfL0KdU1KOX9lhdq0aRM2bdqU1WMHBwexZMmSlNsURUF1dTX6+/sRCAQQDofR0NCQ8pjFixejv78/b2OerdnMsbGxEY2NjSm3/eQnP4HNZsOGDRsAAHv37oXT6cQ111yDv//976ipqcHHP/5xfPrTn4YgFCb+ns0c/X4/RkZGsG3bNvziF7/A+Pg41q9fj2uvvRZtbW1F+zoCs5tnsrfeegsvvPACHnrooZTXqNheS6/XizPPPDPltueeew69vb0444wzpj2+FK/J2c6xFK/J2c6xVK/J2c4zWalck8n+/d//Hb/+9a+hKAruvfdeOJ3OaY8p1DVJKz/zKBKJQFGUabfbbDbEYjFEo1EAmPaY+P2l6Oc//zkefvhhfPnLX0ZtbS0AK/lycnIS5513Hn7605/ioosuwl133YUf/OAHBR5tdvbu3QsAEEUR3/nOd/D9738f4XAY/+f//B+MjIyU5ev44IMPYv369dM+bRX7a/nGG2/ga1/7Gs4+++yMQV85XJNHm2O6UrwmjzbHcrkmZ/NaluI1eemll+Lxxx/HRz/6UVx99dV4++23pz2mUNckrfzMI7vdDlVVp90ei8XgdDoTy9Lpj4nFYnA4HAsyxnzhnOOuu+7Cvffei89+9rP453/+58R9DzzwAGKxGNxuNwCgo6MDoVAI9957L6655pqCfzo5mo0bN+Kvf/0rqqqqErf96Ec/wvvf/3785je/wSc/+UkA5fE6AkA4HMbvf/973HzzzdPuK+bX8g9/+AOuvfZarF+/HnfccUfGx5T6NZnNHONK9ZrMZo7lcE3O5rUs1Wsyvs31jW98A9u3b8cvf/lL3H777SmPKdQ1WdzvOiWuoaEBQ0NDKbepqorx8XHU19ejuroaTqdz2mOGhoamLfEVM03T8NWvfhU//vGPcd111+HLX/5yyv2yLCcuzLj29naEw+Gs9rmLQfIfWQBwOp1obGzE4OBg2byOcS+//DJM08Q555wz7b5ifS1/+ctf4pprrsH73vc+3HfffbDb7RkfV8rXZLZzBEr3mpzNHEv5mpzNPIHSuiZHR0fx9NNPwzCMxG2CIGDFihXTXg+gcNckBT/zaMOGDRgYGEipO7F161YAwIknngjGGE488UT89a9/Tfm6rVu34qSTTlrQsc7Fddddh9/97nf4v//3/+KKK65Iuc80TWzatAn33ntvyu1vvfUWFi1aBJ/Pt5BDzcnDDz+MU089NbH8CgDBYBDd3d1YuXJl2byOcW+88QaOPfbYaQmUxfpaPvzww/jGN76Bf/qnf8Kdd96ZcQk9rlSvydnMESjNa3I2cyzla3K2ryVQWtfk0NAQvvKVr6T87DVNw65du1KSmuMKdk3mfE6M8Ouvvz7l6LCu63xoaIhHIhHOuXWE8R/+4R/45s2b+Y4dO/iWLVv4+9//fn7DDTckvubll1/mq1ev5j/72c/4vn37+He+850j1rZYaEeb4+OPP87b29v5/fffP60eRfwx3/72t/mJJ57In332Wd7T08MfeeQRvm7dOv7oo48WZE7pjjbHvr4+vmHDBn7NNdfwvXv38jfffJP/8z//M//ABz6QeEyxv46cH32ecZdccgn/+te/nvE5iu213L9/Pz/22GP51VdfPe33LxAIlMU1Ods5luI1Ods5luo1Odt5xpXSNWmaJr/88sv5ueeey7dt28b37NnDv/SlL/ENGzbwQ4cOFc01ScHPHKS/mRw4cIC3t7fzxx9/PHHbyMgIv+aaa/jxxx/PTz31VH7zzTen1N/gnPMnnniCn3POOXzt2rV88+bNiVocxeBoc7zssst4e3t7xv/ij9E0jd9zzz387LPP5sceeyw/99xziybw4Ty713HXrl388ssv5yeddBI/8cQT+TXXXMP7+vpSnqeYX0fOs5sn55x/+MMf5t/73vcyPkexvZb33nvvjL9/119/fVlck7OdYylek7m8jqV4TeYyT85L65rknPNAIMBvvvlmfvrpp/N169bxyy+/PFH3p1iuScY557mvGxFCCCGElBbK+SGEEEJIRaHghxBCCCEVhYIfQgghhFQUCn4IIYQQUlEo+CGEEEJIRaHghxDy/7d37yFRp3scx9+TNrWZZZftAjWyBU4xM67dNNKaTI3IoiwqFixrd0tQMaxsDLoZ0UZuSYy1ya6FMUJhWUllFHZZocLS2N1uSyZZVqZm69ZYjZdn/4jzO8zWOVtHj52z833BwMwzv/k+z8OAfnie3+83QgjhUST8CCGEEMKjSPgRQnicj3F7M7mlmhD/OyT8CCE8SkVFBV988UWn9llWVkZ8fLz2urq6GqPRSEFBQaeOQwjxhvfHHoAQQnSmoqIirl271ql95ufnU1FRob0eMGAABw8exGAwdOo4hBBvSPgRQohOptfrCQoK+tjDEMJjybaXEKLdXr16xfbt25k6dSpms5nRo0ezZMkSbt26BUBDQwOrVq0iNDQUi8XCrFmzOHr0qPb5goICjEYjP/30EzExMQQGBjJz5kxOnjzp1s/r16/Ztm0bVqsVs9n8zmOUUuTl5REdHU1gYCBRUVF8//33KKWw2+1kZWUBYDQasdvt7z3HtLQ04uLi2LBhA2PHjiUmJoaWlhYaGhpIT08nPDwcs9lMcHAwiYmJVFdXa587cuQIDx8+1La63rXtde/ePZKTkwkNDSUoKIiFCxdSVlb2Qd+DEOL9yMqPEKLdVq9ezZUrV1i5ciUGg4F79+6xc+dOUlJSKCoqIjU1ladPn5Keno6Pjw+FhYXYbDYGDx5MSEiIVic+Pp7Y2FhSUlI4dOgQK1asoFu3bkRERKCUIjExkfLycpKTkxk+fDhnzpwhJSUFl8vF7NmzAdixYwc5OTksXryY0NBQbty4QWZmJi6Xi3nz5lFTU8OhQ4c4ePAggwYN+qB5Xr16FZ1Oh91ux+l04uXlRXx8PI2NjaxcuZJPP/2UW7dusXPnTtavX8/evXtJSEigoaGBmzdvkpWVhcFgoKmpya1uRUUF8+fPx9/fn7Vr19K1a1f2799PXFwce/fuJTg4uN3fkRDinyT8CCHaxeVy4XQ6WbduHdOnTwcgODgYp9PJ1q1bqauro7S0lISEBCIjIwEICQnBz88PLy8vt1qxsbEkJSUBMHHiRGJiYti9ezcRERFcvHiRkpISMjMztX4mTpzIy5cv+fbbb5kxYwZNTU3s27ePhQsXsnr1agBCQ0NpaGigrKyMxMRELfD8J9tOLS0tpKen4+/vD8CTJ0/45JNPsNlsjB07VptbdXU1Bw4cAMBgMNC3b1+3ra4/h5+srCwt8Pj6+gIwefJkZsyYQUZGBvn5+R88ViHEvybhRwjRLnq9npycHABqa2upqqqisrKSc+fOAdDc3ExISAh2u53bt29jtVqZNGkSNpvtrVqzZs3Snut0OqKiorDb7bx8+ZJLly6h0+mwWq20tLRox02ZMoXCwkLu3LlDXV0dzc3NREVFudVNS0vrkLl2797d7STlgQMHsn//fgAePXpEVVUVd+/epby8nObm5veuW1paSnh4uBZ8ALy9vYmOjmbXrl04nU58fHw6ZA5CCAk/QogOUFJSwpYtW6isrMTHxwej0aj9s1ZKkZmZyZ49eygqKuLUqVN06dKFCRMmsHHjRoYOHarVGThwoFvdfv36oZTi+fPn/PbbbyilGD169DvHUFtbS2NjIwB9+/b9r8yzX79+6HQ6t7bCwkJ27NjB48eP8fPzY8SIEXTv3v2D6jY2NtK/f/+32vv3749SihcvXkj4EaIDSfgRQrTL/fv3SUxMJCIiguzsbG1lJC8vj5KSEgB8fX1JTU0lNTWVyspKiouL2b17N+np6fzwww9arWfPnrkFoPr6ery8vPDz88PX15cePXpoKy1/5u/vT3l5OfDmBOthw4Zp7z1+/JiqqirGjBnToXO/evUqNpuN2NhYvvrqK21Lbdu2bR90snLv3r2pr69/q72urg6APn36dMyAhRCAXO0lhGin69ev8/r1a+Lj4922hP4RfB49eoTVauXUqVMADBs2jKVLlzJhwgRqamrcap09e1Z7rpTi9OnTjBkzBr1eT3BwME1NTSilsFgs2uPOnTvs2rWLlpYWAgMD6dq1K8XFxW51c3NzWb58OTqdji5dOu7P3rVr12hrayM5OVkLPq2trVy8eBGAtrY2gL/sc9y4cZw7d47nz59rba2trZw4cQKLxYJer++wMQshZOVHCNFOJpMJb29vMjIy+PLLL3G5XBQUFHD+/HngzarGoEGD2Lx5My9evMBgMHD9+nUuXLjgdtdjgIyMDFwuF5999hn5+fncvXuX3NxcAKxWK+PGjSMhIYGEhASGDx/Ozz//jN1uJywsTNvqWrRoEbm5uej1esaPH88vv/yCw+FgxYoVeHt706tXLwCOHz/O559/7rbt9qECAwMB2LRpE3PnzuX333/H4XBw+/Zt4M2JzT179qRXr17U19dz4cIFRo4c+VadpKQkfvzxRxYtWsSyZcvQ6/U4HA4ePHjgtjImhOggSggh2qmoqEhFR0cri8WiwsLCVFJSkiotLVVGo1E5HA5VW1ur0tLSVFhYmDKZTCoyMlJ99913qrW1VSml1OHDh1VAQIA6duyYmj59urJYLGrBggXq8uXLbv04nU61ZcsWNWnSJGUymdSUKVPU9u3b1atXr7Rj2traVE5OjoqMjFRms1lNmzZN5eXlae/X1NSouXPnKpPJpDZs2PDec7TZbCo8PPytdofDoSIiIpTZbFaTJ09WNptNnTlzRgUEBKjz588rpZT69ddf1bRp05TJZFLZ2dnqwYMHKiAgQB0+fFirc/PmTfX111+roKAgNWrUKBUXF6euXLny3uMTQrw/nVLya3tCiI+roKCANWvWUFxczJAhQz72cIQQf3Oy7SWE8FhKKVpbW//yOC8vr7eu8hJC/P+S8COE8FhHjhxhzZo1f3ncN998w5w5czphREKIziDbXkIIj/Xs2TPtN7j+nSFDhsjl5kL8jUj4EUIIIYRHkfv8CCGEEMKjSPgRQgghhEeR8COEEEIIjyLhRwghhBAeRcKPEEIIITyKhB8hhBBCeBQJP0IIIYTwKH8AHiQuBShYiv8AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.regplot(data = df, x = \"aspect_ratio\", y = \"intensity_mean\")" ] }, { "cell_type": "markdown", "id": "9345a570-d4d6-48c2-a746-7589aad735ce", "metadata": {}, "source": [ "### Line Regression with subplots" ] }, { "cell_type": "code", "execution_count": 8, "id": "62f9f523-9f92-410a-8a36-334aa0c897f7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(data = df,\n", " x = \"aspect_ratio\",\n", " y = \"intensity_mean\",\n", " col = \"file_name\")" ] }, { "cell_type": "markdown", "id": "05dd40e3-4b9a-44b8-8bfc-610f79809d06", "metadata": { "tags": [] }, "source": [ "## Exercise" ] }, { "cell_type": "markdown", "id": "4acf97f1-efcb-4f27-851f-643e3bfa0bae", "metadata": {}, "source": [ "Plot a line regression model on a single plot, with points and lines having different colors according to 'file_name'.\n", "\n", "*Hint: use a function that accepts a `hue` argument*" ] }, { "cell_type": "code", "execution_count": null, "id": "9ee0c368-7b49-4f24-86a7-8ab65873f72f", "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": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 5 }