diff --git a/your-code/challenge-1.ipynb b/your-code/challenge-1.ipynb index 9df5e53..a0d1726 100644 --- a/your-code/challenge-1.ipynb +++ b/your-code/challenge-1.ipynb @@ -11,14 +11,15 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "# Libraries\n", "import numpy as np\n", "import pandas as pd\n", - "import matplotlib.pyplot as plt \n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.patches as mpatches\n", "import seaborn as sns\n", "# Your Code Here" ] @@ -35,11 +36,16 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ - "# your code here\n" + "fitbit = pd.read_csv('../data/Fitbit2.csv')\n", + "%matplotlib inline\n", + "%config Inlinebackend.figure_format= 'retina'\n", + "sns.set_context(\"poster\")\n", + "sns.set(rc={\"figure.figsize\": (12.,4.)})\n", + "sns.set_style(\"whitegrid\")" ] }, { @@ -59,20 +65,49 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 41, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Date', 'Calorie burned', 'Steps', 'Distance', 'Floors',\n", + " 'Minutes Sedentary', 'Minutes Lightly Active', 'Minutes Fairly Active',\n", + " 'Minutes Very Active', 'Activity Calories', 'MinutesOfSleep',\n", + " 'MinutesOfBeingAwake', 'NumberOfAwakings', 'LengthOfRestInMinutes',\n", + " 'Distance_miles', 'Days', 'Days_encoded', 'Work_or_Weekend',\n", + " 'Hours Sleep', 'Sleep efficiency', 'Yesterday_sleep',\n", + " 'Yesterday_sleep_efficiency', 'Months', 'Months_encoded'],\n", + " dtype='object')" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# your code here\n" + "fitbit.columns" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 42, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here\n" + "sns.barplot(y=\"Steps\", x=\"Months_encoded\", hue=\"Work_or_Weekend\", data=fitbit);" ] }, { @@ -88,10 +123,68 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 45, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=\"Steps\", y=\"Minutes Lightly Active\", data=fitbit);" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/EAAAF3CAYAAADtt8t5AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAACCUUlEQVR4nO3deXwTdf4/8FfSNk3SAwq0BUWu0hYUKEVAPFoV+bIsQhFBvMCvB4qIoqiI97Wr63dRPMBz0XWV9SfgWY/Vld1VWFdUFOpVKGcVEVraQo8kTdLO749uYtJcM8lMZiZ5PR8PH5bMZOYzn/l8Pskn8/58PgZBEAQQERERERERkeYZ1U4AEREREREREYnDTjwRERERERGRTrATT0RERERERKQT7MQTERERERER6QQ78UREREREREQ6wU48ERERERERkU6wE09ERERERESkE6lqJ0Brtm7dCkEQkJaWpnZSiIiIiIiIKAm4XC4YDAaUlpZG3JdP4rsRBAGCIKidDFEEQYDT6dRNeilxsOyRmlj+SE0sf6Qmlj9SE8ufsqT0Q/kkvhvPE/iRI0eqnJLIbDYbqqurMXToUFitVrWTQ0mEZY/UxPJHamL5IzWx/JGaWP6U9e2334rel0/iiYiIiIiIiHSCnXgiIiIiIiIinWAnnoiIiIiIiEgn2IknIiIiIiIi0gl24omIiIiIiIh0gp14IiIiIiIiIp1gJ56IiIiIiIhIJ9iJJyIiIiIiItKJVLUTQEREREREobXYnDja2o5WmxM98wai3Q1Y1U4UEamGnXgiIiIiIo2qP2LHynVbsXVHvfe10uJcXDenFLk9LSqmjIjUoqlw+meffRbz5s3ze626uhpz587F6NGjMXHiRLz00kt+2zs7O/HEE0+grKwMo0ePxpVXXomffvopnskmIiIiIpJdi80Z0IEHgK076rFy3Va02JwqpYyI1KSZTvxf//pXPPbYY36vNTU14bLLLsOAAQPw+uuvY9GiRXj44Yfx+uuve/d56qmn8Morr+B3v/sdXn31VXR2dmL+/PlwOtmoEREREZF+HW1tD+jAe2zdUY+jre1xThERaYHq4fSHDh3CPffcg88//xyDBg3y27Zu3TqkpaXh/vvvR2pqKgoKClBbW4vnnnsOs2bNgtPpxAsvvICbb74ZZ5xxBgDg0UcfRVlZGf7+979j2rRp8b8gIiIiIiIZtNldMW0nosSk+pP477//HmlpaaisrERJSYnfti1btmD8+PFITf31t4YJEyZg3759OHz4MLZv3462tjacfPLJ3u3Z2dk4/vjj8eWXX8btGoiIiIiI5JZhSYtpOxElJtWfxE+cOBETJ04Muu3gwYMoKiryey0vLw8A8Msvv+DgwYMAgH79+gXs49kWDUEQYLPZon5/vNjtdr//E8ULyx6pieWP1MTyR/GUYU5BaXFu0JD60uJcZJhTdPGdlRID2z9lCYIAg8Egal/VO/HhOBwOmEwmv9fS09MBAO3t7d4CFGyfo0ePRn1el8uF6urqqN8fb/v27VM7CZSkWPZITSx/pCaWP4oHo9GI+dOKsVoAttb4zE5flIv504qxb/cOdHZ2qphCSkZs/5TTvV8biqY78WazOWCCuvb2rgk8rFYrzGYzAMDpdHr/9uxjsUS/5EZaWhqGDh0a9fvjxW63Y9++fRg0aFBM10skFcseqYnlj9TE8kdqWHLhaLTY3Gizu2BKEZCdYUKGJRV9eharnTRKImz/lLVr1y7R+2q6E9+3b1/U1dX5veb5d35+Ptxut/e1AQMG+O1TXBx9o2YwGGC1WqN+f7xZLBZdpZcSB8seqYnlj9TE8kfxZAWQkw3YbDZUV1ejX5/hLH+kGrZ/yhAbSg9oYGK7cMaNG4evvvoKHR0d3tc2b96MwYMHo3fv3hg2bBgyMzPx+eefe7c3Nzfjhx9+wLhx49RIMhEREREREZFiNN2JnzVrFlpbW3HHHXdg165deOONN/Diiy9iwYIFALrGDMydOxcPP/ww/vGPf2D79u1YsmQJ+vbti8mTJ6uceiIiIiIiIiJ5aTqcvnfv3li9ejUeeOABzJw5E7m5ubjlllswc+ZM7z6LFy+G2+3GnXfeCYfDgXHjxuH5559HWhqX3CAiIiIiIqLEoqlO/EMPPRTw2qhRo7B27dqQ70lJScHSpUuxdOlSJZNGREREREREpDpNh9MTERERERER0a/YiSciIiIiIiLSCXbiiYiIiIiIiHSCnXgiIiIiIiIinWAnnoiIiIiIiEgn2IknIiIiIiIi0gl24omIiIiIiIh0gp14IiIiIiIiIp1gJ56IiIiIiIhIJ9iJJyIiIiIiItIJduKJiIiIiIiIdIKdeCIiIiIiIiKdYCeeiIiIiIiISCfYiSciIiIiIiLSCXbiiYiIiIiIiHSCnXgiIiIiIiIinWAnnoiIiIiIiEgn2IknIiIiIiIi0gl24omIiIiIiIh0gp14IiIiIiIiIp1gJ56IiIiIiIhIJ9iJJyIiIiIiItIJduKJiIiIiIiIdIKdeCIiIiIiIiKdYCeeiIiIiIiISCdS1U4AERERERFRLFpsThxtbUeb3YUMSxp6ZKYjy2pSO1lEimAnnoiIiIiIdKv+iB0r123F1h313tdKi3Nx3ZxS5Pa0qJgyImUwnJ6IiIiIiHSpxeYM6MADwNYd9Vi5bitabE6VUkakHD6JJyIiIiKKgOHa2nS0tT2gA++xdUc9jra28z5RwmEnnoiIiIgoDIZra1eb3RXTdiI9Yjg9EREREVEIDNfWtgxLWkzbifSInXgiIiIiohDEhGuTenpkpqO0ODfottLiXPTITI9zioiUx048EREREVEIDNfWtiyrCdfNKQ3oyJcW52LxnFKOh6eExDHxREREREQhMFxb+3J7WrB07lhOPEhJg514IiIiIqIQPOHawULqGa6tHVlWEzvtlDQYTk9EREREFALDtYlIa/gknoiIiIgoDIZrE5GWsBNPRERERBQBw7WJSCsYTk9ERERERESkE+zEExEREREREekEO/FEREREREREOsFOPBEREREREZFOsBNPREREREREpBPsxBMRERERERHphC468W63G48//jjOPPNMlJaW4uKLL8a2bdu826urqzF37lyMHj0aEydOxEsvvaReYomIiIiIiIgUootO/NNPP43169fjd7/7Hd566y0MHjwY8+fPR11dHZqamnDZZZdhwIABeP3117Fo0SI8/PDDeP3119VONhEREREREZGsUtVOgBgbNmzAtGnTcNpppwEAbr31Vqxfvx7btm3D3r17kZaWhvvvvx+pqakoKChAbW0tnnvuOcyaNUvllBMRERERERHJRxed+N69e+Nf//oX5s6di379+mHt2rUwmUwYNmwY1q9fj/HjxyM19ddLmTBhAp599lkcPnwYffr0kXw+QRBgs9nkvARF2O12v/8TxQvLHqmJ5Y/UxPIXf+1uoMXmhs3hQoY5DZnWVKTr4hus/Fj+SE0sf8oSBAEGg0HUvrpoAu+44w5cf/31OOuss5CSkgKj0YiVK1diwIABOHjwIIqKivz2z8vLAwD88ssvUXXiXS4XqqurZUl7POzbt0/tJFCSYtkjNbH8kZpY/pRnNBrRO38A/vTODmyrqfe+XlqUi/nTi9Fw6Ed0dnaqmEL1sPyRmlj+lGMymUTtp4tO/K5du5CVlYUnn3wS+fn5WL9+PW6++WasWbMGDocj4GLT09MBAO3t7VGdLy0tDUOHDo053Uqz2+3Yt28fBg0aBIvFonZyKImw7JGaWP5ITSx/8dPuBh59dZtfBx4AttbUY/W7wJILRifdE3mWP1ITy5+ydu3aJXpfzTd9v/zyC2666Sa8+OKLGDt2LABg5MiR2LVrF1auXAmz2Qyn0+n3Hk/n3Wq1RnVOg8EQ9XvVYLFYdJVejxabE0db29FmdyHDkoYemenIsor79Ym0Qa9ljxIDyx+pieVPeY11Ldi6oz7otq076tHm6EBOXlacU6UNLH+kJpY/ZYgNpQd00ImvqqqCy+XCyJEj/V4vKSnBxo0bccwxx6Curs5vm+ff+fn5cUsnSVN/xI6V67b6fTiXFufiujmlyO3JX/aIiIiSXZvdFdN2IqJEpfkl5vr27QsA2LFjh9/rNTU1GDRoEMaNG4evvvoKHR0d3m2bN2/G4MGD0bt377imlcRpsTkDOvBA16/qK9dtRYvNGeKdRERElCwyLGkxbSciSlSa78SPGjUKJ554IpYtW4bNmzdj3759eOyxx/DZZ5/hqquuwqxZs9Da2oo77rgDu3btwhtvvIEXX3wRCxYsUDvpFMLR1vaw4XFHW6Oby4CIiIgSR4/MdJQW5wbdVlqcix6Z6XFOERGRNmi+E280GvH0009jwoQJuO2223Duuedi8+bNePHFF1FSUoLevXtj9erV2Lt3L2bOnIlVq1bhlltuwcyZM9VOOoXA8DgiIiKKJMtqwnVzSgM68qXFuVg8p5Tz6BBR0op5THx7eztMJpOkgfhS9ejRA/fccw/uueeeoNtHjRqFtWvXKnZ+khfD44iIiEiM3J4WLJ07lhPhEhH5iKoTv2fPHjzxxBP4z3/+g9bWVqxfvx6vvfYahgwZgnnz5smdRkownvC4YCH1DI8jIiIiX1lWEzvtREQ+JIfTV1dXY/bs2fj+++8xffp0CIIAAEhJScGDDz6IN998U/ZEUmJheBwREREREVF0JD+J/7//+z+MGDECL7zwAgDgr3/9KwDgzjvvRHt7O1566SWOR6eIGB5HpJwWm5N1i4iIiChBSe7Eb9u2DStWrEBqaqrfsm4AMHXqVLz77ruyJY4SG8PjiORXf8QesIRjaXEurptTityeFhVTRkRERERykBxOn56eDofDEXTbkSNHYDKxU0ZEpIYWmzOgAw90Ld24ct1WtNicKqWMiIiIiOQiuRN/6qmn4oknnsDBgwe9rxkMBrS1teGFF17AKaecImsCiYhInKOt7UEnjAS6OvJHW9vjnCIiIiIikpvkcPqlS5fi/PPPx5QpUzBs2DAYDAY89NBD2Lt3LwRBwIoVK5RIJxERRdBmd8W0nYiIiIi0T/KT+H79+uHtt9/G//7v/0IQBAwYMAA2mw3Tpk3DG2+8geOOO06JdBIRUQQZlrSYthMRERGR9kl+Et/Y2IhevXphyZIlSqSHiIii1CMzHaXFuUFD6kuLc9EjM12FVBERqYMrdRBRopLciS8vL0dZWRlmzJiBiRMnciI7IiKNyLKacN2c0qCz0y+eU8ovr0SUNLhSBxElMsmd+Jtvvhnvv/8+brjhBmRlZeE3v/kNzjnnHIwdO1aJ9BERkQS5PS1YOncsnz4RUdKKtFLH0rlj2SYSka5J7sRfeumluPTSS/HTTz/h3Xffxfvvv4/XXnsNxxxzDCoqKjB9+nQUFBQokVYiIhIhy2pS9AsqQ1SJSMvErNTBNouI9ExyJ97juOOOw8KFC7Fw4ULs3LkT/+///T/86U9/wrPPPovq6mo500hERBrBEFUi0jqu1EFEiS7qTjwANDQ04G9/+xv+9re/YevWrejZsyemTp0qV9qIiEhDGKJKRHrAlTqIKNFJ7sS3tLTgww8/xHvvvYcvv/wSKSkpmDhxIp566imUlZUhJSVFiXQSEZHKGKJKRHrAlTqIKNFJ7sSffPLJ6OzsxIknnoh7770XU6ZMQWZmphJpIyIiDWGIKhHpAVfqIKJEJ7kTf91112H69Ok45phjlEgPERFpFENUiUgvuFIHESUyyZ34BQsWKJEOIiLSOIaoEpGeKL1SBxGRWkR14ocPH461a9di1KhRGDZsGAwGQ8h9DQYDfvjhB9kSSERE2sAQVSIiIiL1ierEL1q0CPn5+d6/w3XiiYgocTFElYiIiEhdojrx1157rffv6667Luy+Bw8ejC1FRESkaQxRJSIiIlKPUeobhg8fjm+++Sboti1btuC3v/1tzIkiIiIiIiIiokCinsS/8MILsNlsAABBELB+/Xps3LgxYL+tW7fCZOLTGSIiIiIiIiIliOrEt7e3Y9WqVQC6Jq5bv359wD5GoxFZWVlYuHChvCkkIiIiIiIiIgAiO/ELFy70ds6HDRuGtWvXoqSkRNGEERERERER6UmLzcnJX0lxkteJ3759O5qbm7Fx40aUl5cDAH7++Wd8/PHHmDFjBjIzM2VPJBERERERkZbVH7EHXYb1ujmlyO1pUTFllGgkT2y3Z88enH322bj33nu9r/3444/4wx/+gHPPPRcHDhyQM31ERERERESa1mJzBnTgAWDrjnqsXLcVLTanSimjRCS5E//HP/4R+fn5+H//7/95Xzv55JPxySefoGfPnvjjH/8oawKJiIhIuhabE/vrWrCjthH761r4BZKISEFHW9sDOvAeW3fU42hre5xTRIlMcjj9119/jeXLlyM/P9/v9d69e+Pqq6/G7bffLlviiIiISDqGdBIRxVeb3RXTdiIpJD+JNxgMsNvtQbe53W64XCygREREamFIJxFR/GVY0mLaTiSF5E78uHHj8OSTT6KxsdHv9SNHjuCZZ57B+PHjZUscERERScOQTu3gkAai5NEjMx2lxblBt5UW56JHZnqcU0SJTHI4/U033YQ5c+bgrLPOwujRo9GrVy80NTVh27ZtMJlMeOSRR5RIJxEREYnAkE5t4JAGouSSZTXhujmlQev94jmlXGaOZCW5Ez948GC8++67ePHFF/H111/jwIEDyMrKwpw5c3DppZeib9++SqSTiIiIRGBIp/oiDWlYOncsv9ATJaDcnhYsnTuW68ST4iR34gEgPz8fy5YtC7rt3//+N0477bSYEkVElKhabE5+uJOiPCGdwULqGdIZH2KGNLDeEyWmLKuJ9ZsUF1UnvrvGxka8/vrrWLduHfbv34/q6mo5DktElFAYXkvxwJBO9XFIAxERKSmmTvwXX3yBV199FR999BFcLhcGDBiARYsWyZU2IqKEwfBaiieGdKqLQxqIiEhJkjvxzc3NeOONN7Bu3Trs3bsXADBlyhTMmzcPY8aMkT2BRESJgOG12pTIwxsSKaRTb/dJ6pAGvV0fERGpS3QnfuvWrXj11Vfx4Ycfwul0YsKECbjkkktw77334qKLLmIHnogoDIbXag+HN+iDHu+TlCENerw+IiJSl6hOfEVFBXbu3IlBgwZhwYIFOOecc9CvXz+0tLTg3nvvVTiJRET6x/BabeHwBn3Q830SM6RBz9dHRETqEdWJr6mpQXFxMS677DKUl5ejV69eSqeLiCihcMZwbeHwBn3Q+32KNKRB79dHRETqMIrZ6YUXXsDQoUNxzz33oLy8HFdffTU2bNgAl4vhn0REYnjCa0uLc/1e54zh6uDwBn1I9PuU6NdHRETKEPUk/pRTTsEpp5yClpYWVFZW4o033sC1116LHj16wGAwoLa2FuPGjVM6raQRnICHKDqcMVw7OLxBHxL9PiX69SUKfu8hIq2RNDt9VlYWLr74Ylx88cXYsWMHXn/9dbzzzju466678OSTT2Lq1KmYOnUqTjjhBKXSSyrjBDxEsUmkGcP1jMMb9CHR71OiX18i4PceItIiUeH0wRQXF+P222/Hpk2b8Pjjj6OoqAgvvvgiZs+eLWf6vN566y1MnToVI0eOxNlnn42//e1v3m379+/HggULMGbMGJx22ml47LHH0NHRoUg6klmkCXhabE6VUkZEJA2HN+hDot+nRL8+veP3HiLSKsnrxAccIDUVkydPxuTJk1FXV4e3335bjnT5efvtt3HHHXfg9ttvR1lZGd577z3ceOON6Nu3L0aMGIErrrgCgwYNwquvvooff/wRd9xxB4xGIxYvXix7WpIZJ+AhokQSangDAOyva2HorEaEG4biG+acaU2DOT0VdodbV/eOw2y0i997iEirYu7E+8rLy8OVV14p5yEhCAIef/xxXHLJJbj44osBAAsXLsSWLVvwxRdf4Oeff8aBAwewbt069OjRA0VFRWhoaMAf//hHXH311TCZ2LjKhRPwEFGi6T68gaGz2hRsGIrvvTKbUrB07lhUbtqDqp36u3ccZqNN/N5DRFoVdTh9vOzduxc///wzpk+f7vf6888/jwULFmDLli044YQT0KNHD++2CRMmoLW1FdXV1fFObkLjBDxElMgYOqsf3e9VRXlBQAce4L2j2PB7DxFplaxP4pWwd+9eAIDNZsMVV1yBH374Af3798fChQsxceJEHDx4EH379vV7T15eHgDgl19+QUlJieRzCoIAm80We+IVZrfb/f6vtAxzStgJeDLMKd58a3cDLTY3bA4XMsxpyLSmIl3zpY3EinfZI/KlVPlranaHDZ1tanYgBW5Zz8m2Mjrd79WwgTlYt6Em6L5y3zu2f8lDyveeeGH5IzWx/ClLEAQYDAZR+0r+qrB161aUlpZKTlS0WltbAQDLli3Dtddei5tvvhkffvghrrnmGvz5z3+Gw+FAdna233vS07vGNLa3t0d1TpfLpaun+Pv27YvLeYxGI+ZPK8ZqAdha4xOuWJSL+dOKsW/3DgBA7/wB+NM7O7Ct+z7Ti9Fw6Ed0dnbGJb2kvHiVPaJg5C5/ph79w24/2mpH/c/7ZTmX0WhkWxmD7vfK6QqfV3LeOw+2f4lPzPceteopyx+pieVPOWKHgkvuxF944YUYNGgQZs2ahRkzZnifeislLa0rVOmKK67AzJkzAQDDhw/HDz/8gD//+c8wm81wOv3D5Dydd6vVGvU5hw4dGkOq48Nut2Pfvn0YNGgQLJb4jfdbcuHo/z45csNqTkXWf58c9elZjHY38Oir2/y+lAJdH36r3wWWXDCaT5kSgFpljwhQrvwdbg7/pLZHpgV9jhkuy7nYVsam+70ypYUfHRjNvQsVJcH2L/mE+94Tbyx/pCaWP2Xt2rVL9L6SvyKsWbMGb731Fp599lk89thjOOWUUzBr1iycddZZ3g63nPLz8wEARUVFfq8PHToUH3/8McaPH4+aGv8Qurq6Or/3SmUwGKL+AUANFoslrum1AsjJDr6tsa4lbDhqm6MDOXlZyiWO4ireZY/Il9zlLwfOsKGzOdlmWGWafIxtZWy636vttU0oKcwNGBMPRHfvwk1wmPHfL65s/5JHuO89amH5IzWx/ClDbCg9EMXEdmPHjsXvf/97fPrpp3jooYfQ2dmJm266Caeddhp+97vf4fvvv5d6yLBOOOEEZGRkoKqqyu/1mpoaDBgwAOPGjcMPP/zgDbsHgM2bNyMjIwPDhg2TNS0UGWdyJSK9iuea3WwrY9P9XlVu3I2KsiEoKYz93kWa4LBd3mkRiIiIJIs6WC89PR3Tp0/H9OnTsWfPHtxzzz3461//ildeeQXDhw/H/PnzMXXq1JgTaDabMX/+fDz55JPIz8/HqFGj8N577+HTTz/Fiy++iNGjR+Oxxx7DDTfcgJtvvhn79+/HihUrcPnll3N5OYl819uNdp1azuRKiUyOOkLa1WJzot3pxkWTh+Hy6SfAaDAgJcWA7Az577PUtjJZy1646+6+vnqmNQ1LLiqNeZ34pmZH2CiJFht78UREpK6oO/F2ux1///vf8fbbb+OLL76A2WzG+eefjzPOOAMff/wxli5diu+++w633HJLzIm85pprYLFY8Oijj+LQoUMoKCjAypUrcdJJJwEAVq9ejfvuuw9z5sxBjx49cNFFF+Gaa66J+bzJRK61kXtkpocNR+2RmS5LeonijeuHJ7Zw91eJzrKUtjJZy56Y6w66vnoMYc/1R+w42Bh+tnGbg514IiJSl+RO/H/+8x+8/fbb+Oijj2Cz2TBu3Dj8/ve/x5QpU2A2mwEAZ555JgwGA1599VVZOvEAcNlll+Gyyy4Lum3gwIF44YUXZDlPMooUOrh07ljRX2I9IY7BvnjJHY5KFC9y1hHSHjXur9i2MlnLnhrX7Tnn9NOGhN3Pak5Fm6xnJiIikkZyJ/7yyy9HXl4e5s2bh1mzZmHAgAFB9ysoKMBpp50WcwJJeUdb28OGDh5tbZf0Zal7iGMyhX5SYpK7jpC2qHV/xbSVyVr21LhuzzkLj8sJO0leljUVwVMWHQ6VSK7rJqL4StS2RnIn/tlnn0VZWRmMxvBz4s2bNw/z5s2LOmEUP0pMsBQ0xJFIpzgJWWJT8/5GaiuTteypcd2eY1Zu3I2lc8cCgF9H3hMlkZ4qyHZODpVIrusmovhK5LZGVCf+wIED3r8LCwtx8ODBsPsfc8wxsaWK4oqT0RGFxzqS2LR8f7WcNiWpcd2eYzqcHVi+Zgsqygswo3wInK5OmNKM6J+XiT49LbDZwo+ZF4tDJZLruokovhK9rRHViZ84caKkdeuqq6ujThDFHyejIwqPdSSxafn+ajltSlLjun3P6XB2YN2GGr9zep7Oy4VDJQIlynUnavhuLJgnFG+J3taI6sQ/+OCDkjrxpC+cjI4oPNaRxKbl+6vltClJjeuO9zk5VCK67VqXyOG70WKekBoSva0R1Yk/99xzvX/fddddmD17NkpKShRLFMUfJ6MjCk/uOsKnEtqi5TZQy2lTkhrXHc9zJuNQiRabE+mmlLD76Pm6tRC+q7XPFi3kCSWnRG9jJU9sV1lZid/+9rdKpIVUxsnoiMKTq47wqYQ2abkN1HLalKTGdcfrnMk2VMLT7kWa/V/P1612+K4WP1vUzhNKXonexoafYj6I0tJSbN68WYm0EBElvEhPJVpsTpVSRkTx5AnfLy3O9Xs9EYdK+LZ7lRt3o6JsCEoKE++61Qzf1epnS6KHNJN2JXobK/lJfHFxMV544QV8+OGHGDZsGKxWq992g8GABx98ULYEEhElEj6ViC8lQ0u1FraaTBIl75NlqIRvuxds9v9j8zLQu4dF99etZviuVj9bEj2kmbQtkdtYyZ34jz76CHl5eXC5XPj2228DtnMCPCKi0PhUIn6UDC3VYthqski0vE+GoRLd27Xus/8/vLgsIfJAzfBdrX62JHpIM2lforaxkjvx//znP5VIBxFRUuBTifhQcjIlTtSkHua9PiVLu6fmahJazeNkXWGDSGmSO/FE3bXYnGhqdqDV7oLFlApzegoyE/RXL6JY8alEbLraGzdMPfqjodmNDjiDtjVKhpZqMWxVjfByNc4Za95rPQw/2vRp/bqSqd1TK3xXy3mcyCHNRGoR1Yk/66yz8OSTT2LYsGGYOHFi2JB5g8GADRs2yJZA0rb6I3asXLsVW2t+/dAoKczF+ZOK0LdPhi5DG4mUxKcS0ZMSRq1kaKnWwlbVCC9XK6Q9lrzXehh+tOnT+nUBydfuqbWqgpbzOFFDmonUIqoTP378eGRkZHj/5rh3AnzCGmv8f/X1LBtTNvoYnDLqGDbaRN3wqYR0UsOolQwt1VLYqhrh5WqGtEeb91oPw482fVq/Ll9s95THPCZKHqI68X/4wx+8fz/00EOKJYb0JVxYY9XOeswoH8KZtolC0PpTCa2F50oNo1YytFRLYatqhParOZwg2rzX4hAIX9GmT+vX1Z3W271EwDwmSg5Rj4lvaGiA0+mEIAgAgM7OTtjtdmzZsgUXXnihbAkk7YoU1uh0dXKmbSId0mJ4rtQwaiVDS7UUtqpGaL+awwmizXutDYGQev5Q27V+XUREpAzJnfjt27fj5ptvxu7du4NuNxgM7MQniUhhjaY0Y8LMOEuULLQanhtNGLWSoaVaCVtVI7Rf7eEE0eS92mmOJNr0af26iIhIGZI78X/84x9x9OhRLFu2DP/6179gMplw5plnYuPGjdi4cSNeeuklJdJJGhQurLGkMBeNzQ4MG9RLhZQRJSc5QuC1Gp4bbRi1kqGlch472nunRmi/FoYTSM17udIsdnUEsTz3vdXmwgMLT0HVzsOo3LgbDmeHqPRp4V5IpbWhOkREeiS5E19VVYXbbrsNs2fPhsViwTvvvIOLLroIF110ERYvXoyXX34ZY8eOVSKtpDGhwho9s9P365PBD2aiOJErBF6r4blaCmGXWyz3To180eO9kCPNcg8zCXa8ksJcLJ07FsvXbIHD2RExfXq7F1ocqkNEpEeSO/FOpxODBg0CAAwaNAjbt2/3bjv33HNxzz33yJY40j5PWKNnnXizKRUWrhNPFFdyhsBrOTzXt7052mpHj0wLcrLNum5r5Lh3aoT2a2U4gRSxpFnuYSahjle1sx5GI/DI9eUwGg2i0qeXe6G1oTqMCCAiPZPciT/mmGPw008/YezYsRg0aBBaW1uxf/9+9O/fHyaTCUePHlUinaRhnAmVSF1yhsBrPTw3y2pCCtyo/3k/+hwzHFadtz1y3Tu11qXWW9sfbZrlHmYS6XhGowH987JEH08P90JLQ3UYEUBEemeU+obJkyfjkUcewYcffoj8/HwMGTIEjz32GHbs2IEXXngBxx13nBLpJCKiEOQMgfeE55YW5/q9rtXwXL3T6vAF8if3fUrG+66Va44UEdBic8YlHUREsZD8JP7aa69FbW0tXnvtNfzmN7/BbbfdhmuvvRbvvfceUlJSsGLFCiXSSUREIcgdAq+X8FypxITPKhViG+q4GZY0mE0pqCgvwLCBOXC6OmFKM2J7bRMqN+5OqtnFtRzeLHcdi7R/uikFO2obo8oHreajVobqaCkigIgoWpI78enp6XjiiSfgcnX9YlpWVoZ3330X3333HU444QQMGDBA9kQSEVFoSoTA6yE8Vwox4bNKhdiGO26PzHTcfcUErN1Qg3UbarzbSwpzcfcVE1QfvhAvWg9vlruORVrdZdO2A97yICUftJyPWhmqo5WIACKiWIgKp//+++/hcDj8XktL+/UX0+OOOw6//e1v2YEnIlIBQ+DDExM+q1SIbaTjOt0dWP+PGlTtDJzgbP0/a5AM9BDeLHcdC3W8ksJcVJQNQeXG3d7XxOaD1vNRK+2UViICiIhiIepJ/OzZs7F27VqMGjXK+9r777+PsrIyZGWJn3iFiIiiEylENlFD4OUgJnzW83e4fZSYEK2lzYmtNdGfV+7QaTVCseUIb45HuoOtjpBhTYOj3R1V6Hv3OptuSsGmbQe8y8v5EpMPeggT10I7pZWIACKiWIjqxAuC4Pfvjo4O3HTTTXjttddwwgknKJIwIiLqIjZENtFC4OUiR/hstCG2kc/tjvr98Vi3PB6h2LHen3im27M6QsMvB2DuVYTHX43tvL51dkdto9+Qiu5izSethImr3U55IgKClRlGLhGRXkiend6je8eeiIjkp/UQWT0QEz6rVIht5OOG/y091PvlLhdqlrNY8l6tdGf37INVr1XJet5YyyDDxMXzRAQ8vWwiHl5chqeXTcTSuWPRRwPzLxARiRF1J56SR4vNif11LdhR24j9dS3sNBDFkdhQcKXpuR3whM8G4wmfFbOPEufOyjBFdV6x5ULsfVOznMWS96qlO8Ui+3ljLYNKleFElWU1oX9eFooH9kL/vCw+gSciXZE8Oz0lFy3PdEuUDLQQIqv3dkBs+KwSIbaRzt072xLVecWUCyn3Tc1yFkt4s1rptnUbsy7HeWMN82aYOBFR8oipE28wGORKB2lQpDDFpXPH8ksBkcLUDpGN1A5cf0FXRzSe2t1Az9yB+LHOjkxrh6iJscRMqKXUpFuRjhvNeSPdd0t6qqT2O9h69WZTCtydAowGoKNTwP66FsUmIYs274Ol25RmxPbaJlRu3K1Y/bCaUiKmKxqxlkHf99scLmRZTXC5O9Fw1A6H083JLomIEoToTvy9996LzMxMAL+Oh7/rrruQkZHht5/BYMBf/vIXGZNIatHDTLdEiU7tmZQjtQP7D7WisxNxeyLf9XR5W1RRAWIm1FJq0q1Ix5V63kjlIi3VKKn97r5evdmUgqVzx+KdTXv8lr9TMgIjmrzvnm6PksJc3H3FBOXqR4ddsXoZaxn0vF/vETRERBSaqDHx48aNQ0ZGBgRB8Hbgx40bB6vV6n3N819nZ6eiCab40UIYL1GyU3tt5Uj1vNXmitsEe5zk71eRykWkvAh2X33Xq68oL0Bltw48oM289k23R9XOeqz/Z+iZ3mPVfOQwrp1dovqa56GwrhARJTZRT+JffvllpdNBErXYnGhqdsPUoz8amt3ogFP2Lw1qh/ESURc111aOVM9NacaYI3PErvHN6KAunvyyOVxYeO4ouNydsLe7/fLO4Qy/dF33+3q0td1vvfphA3NCLnempbzunm5fSqazs7MTmWaDX720pKciLdWIxmb1Q9dZV4iIEhsnttOheIXIqR3GS0S/Umtt5XDtQElhLrbXNgGIPjJHL5OvaYXY/JLafnfPO6crfFSdVvJa7TKh1dB1tfOFiIiUxSXmdCaeIXJqh/ESkfpCtQMlhbmoKBuCyo27AUQXmSO1PUv26CAp+SW1/e6ed6a08F8PtJLXWigTWgxd10K+EBGRcvgkXmfiHSKX29OC6y8oRUubE212NzIsqcjKMMV9NmoivRMbMq5FnnZg/6FWtNpc3tm/l6/ZAoezQ1RkTvfrt5hT0dLmlDz5Wjyig+S6V3Lfc6ntv5RhGN3zdnttE0oKcwPGmgPaisTSQsSYFkPXtZAvRESkHHbidSbeIXJaCxEk0qNEqEe9sy3o7ERUa1AHu/6SwlycP6ko7Dm7t2fxWAdbrnulxD2Ppv0XOwyje95WbtyNpXPHAkDA7PRaisTSwtroWgxd10K+EBGRctiJ15l4hshxnXii2CVSPYpmgr1Q11+1sx7nnVUY9nzB2rPcnhYsuWA0Go/Y4Oo0ItMqX1SDXPdKqXuudPvf/f5mWtOw5KJS2B1uTUeQqDnxI6Dd0HW184WIiJQTVSe+tbUVbW1tyM/Ph8vlwssvv4wDBw7gN7/5DcaNGyd3GslHPEPktBgiSKQ3StejeIfpS51gL9z1f7PrMEqLcoPOLh6uPUtPBY7U12L48OGwWq2i0tHQbI84LEiue6XUPY9H+++brlabC4LQdd7+eVkxH1tJsUz8GGsd0nLouloTYhIRhaLn4YVaIrkTX1VVhfnz5+OCCy7ATTfdhN///vdYu3YtsrOz8corr2DlypU466yzlEgrIb4hcloMESTSGyXrkR7C9MNdX+XG3Vi+uByr3/5O0ZDtgw1tWLW+yu8cJYW5uPa8EvTtnSEqrWK2y32c7vQ0nEAv5Lhehq4TEYmTbJ8xSpLciX/sscdQUFCAOXPmwG634+2338ZFF12Eu+++G3fffTeeeeYZduIV5gmRa2p24GirHT0yLcjJNnOdeCINUqoe6SVMP9z1OZwdaDhiR/HAHMwoHwKnqxPH5mWgdw+LbGlvaLYHdOCBrnD+VeursOSiUu8TebnulZJtp5Ih0nopU3KR83oZuk5EFF6yfcYoLaon8Y8++iiOO+44bNiwAe3t7ZgxYwYAYOrUqaisrJQ9kRQoy2pCCtyo/3k/+hwzHFYFCr2WQwQpsWgxtEquNClVj/Qy3CXSOvM/7GvEug01ALryQ+4P8ZY2Z9AZ1oGujnxLm9PbiZfrXok9TrRlTKkQab2UqVj45nm6KUXW62XoOhFRaMnwGRNPkjvxRqMR6eldX0A2bdqE7OxsjBo1CkDXWHmz2SxvCkk1DBGkeNBiaJWcaVKqHulluEuo6/esM798zRYAyrUrbXa36O1y3Ssxx9FiuddLmYpW9zy/9ZLwc/jo/XqJiLQk0T9j4k1yJ37EiBFYv349zGYzPvjgA5xxxhkwGAxoaGjAn/70J4wYMUKJdAIA9u7di3PPPRd33XUXzj33XABAdXU1HnjgAXz33Xfo1asXLr30UlxyySWKpSGZtNicaHe6cdHkYbh8+gkwGgxISTEgO0P9p6SUGLQYWqVEmuQKte3+FDEcLQ138b3+VpsL5vQUmFJT4OrowO8WnCLrDPPdZVjCf8x13x7tDPzd9/c9js3hQpbVBJe7Ew1H7XC5O/D0G99oqtwDiT2EKli9NqUZw75H6vVqMaKIiEgrEvkzRg2SO/FLly7F/Pnz8d5776FXr15YuHAhAGDatGno7OzE888/L3siAcDlcuHmm2+GzWbzvtbU1ITLLrsMEydOxH333Ydt27bhvvvuQ0ZGBmbNmqVIOpJFuKdE/FJCctFiaJVSaYo11LZ7nZwzqQglhblBQ8W1ONwly2qCw9mB5976Nq7tSlaGKWQ+lRTmIisj8LxS7lWkJ+rBnrrffcVJmiv3QGIPoQpWr7fXNslWh7QYWUFEpCWJ/BmjhvA/Qwdxwgkn4KOPPsLatWuxYcMGDBo0CABw77334t1331XsSfzKlSuRmZnp99q6deuQlpaG+++/HwUFBZg1axYuvfRSPPfcc4qkIVlEehLZYnOqlDJKNFoMrdJimoLVycqNu1FRNgQlhbl++2p1uIta7UrvbAuuPa8kIJ88s9N3X2ZOCjHXFGwfp6sz7HHVCin0DAMoLdZHmZIiWJ7KVYf4mUlEFFkif8aoIap14jMzMzFy5EjU1NSgrq4OY8aMwUknnYSePXvKnLwuX375JdauXYu33noLZ5xxhvf1LVu2YPz48UhN/fUyJkyYgGeffRaHDx9Gnz59ojqfIAh+T/y1ym63+/1fLk3N7rBPiZqaHUhB1zjSdjfQYnPD5nAhw5yGTGsq0qMqVaQncpU9S4TCYklPjXtd1GKagtVJh7MDy9dsQUV5AeZXnACHswNWcyqyrKlIT9VeGyalXYlEavnLthhwwwWj0Wpzoc3hRoY5FZnWNFhNiCmfxFyT529fkcK41ShjHhkmYMkFo//brrs1XaakyLKacPcVJ8Hp6oQpzYjttU1dSxxGUYe6lz+xZZufl9FhvvlT6rsfkRixlr9E/YyRiyAIMBgMovaNqhl8++238cgjj6Curg5GoxHr16/HypUrkZaWhkceeQQmk3y/pDQ3N+OWW27BnXfeiX79+vltO3jwIIqKivxey8vLAwD88ssvUXfiXS4Xqquro0uwCvbt2yfr8Uw9+ofdfrTVjoZfDqB3/gD86Z0d2FbjEz5YlIv504vRcOhHdHaGf9pE+hdr2evZKw+lRbnYWhMktKooFy77UVT/XBfTORIhTaHqpMPZgXUbajC6sBecR/ejDUDwroT6xLQr9T/vl3TMaMufA0BDVO/0J+aaggkbxq1SGQtFy2VKDKPRiN75A7D6nR1+dbqksGslhOVrtmDnj004ZVgm2hrrJF2vp/xFKgfNrXagM5WflxJ57h3zLTi5v/sRSSFX+dP7Z4wSxPajJXfi33//fSxbtgwVFRU488wzsWTJEgDA//zP/+C+++7DU089hRtuuEHqYUO69957UVpaiunTpwdsczgcARfqmTm/vb096nOmpaVh6NChUb8/Xux2O/bt24dBgwbBYpFvzN3h5vBPw3pkWpCVV4xHX93m98EKAFtr6rH63a5f2ZL5l/JEJ2fZu/a8Xlj1WlXAWNJrZ5cg02xAv/zesSZX92kSUyf7HDM8TqmJjpzXoFTbJ5WYawqmcuNuLJ07FgD8OvJql/tE1O4GHn11W8CPcp58nz9jBEqLciXleffyF6kcZGVasLryO35eSuS5d8w3f1pp/yg5sfwpa9euXaL3ldz8PfPMM7jgggtw7733oqOjw/v6rFmz0NjYiHXr1snWiX/rrbewZcsWvPPOO0G3m81mOJ3+Y808nXer1Rr1eQ0GQ0zvjzeLxSJrenPgDDvxRE62OeLkX22ODuTkZYk6H2f01S85yp7VCllmbpeT1tIkpk5aNV5nlLgGuds+qcRck+dv3308QyEWzByJK88ZgTa7C2ZTKizpKbCY0zR/L6VosTnR1OxAq90FiykV5vQUZMZxPfXGupaQn1VVO+tx1TkjkNcrI6pje8pfpHJgSjXK9nmZTMLdO+ab+u0fJTeWP2WIDaUHoujE7927F8uWLQu6raSkBCtXrpR6yJBef/11NDQ0+I2DB4B77rkH77//Pvr27Yu6Ov+QQ8+/8/PzZUtHshGzxvGB+tawxxA7MRNn9CUg9pnblaClNCm11nw8JcI1dCf2moLtU1LYByMK+uCp1wMjPhKl/as/YsfKtVsDwtjPn1SEvn0y4nKNkT6L7O3i5mEIJ1I5aGwOP3aUayMHp8VJRomItEJyJ753797YvXs3Tj311IBtu3fvRu/e8oUAPvzww3A4HH6vTZ48GYsXL0ZFRQXefvttvPrqq+jo6EBKSteayZs3b8bgwYNlTUcyirRWspjJvyLR4hrhRFol11rzakqEa+hOzDUF28diTsXjryZu++dt30OEsZeNPganjDpG8WuM17rE4cqBwxn+hwKujRwc15QmIgpNcid+6tSpeOKJJ5CXl4fTTz8dQNej/++++w5PPfUUpk2bJlviQj1N7927N/Lz8zFr1iysXr0ad9xxB+bPn49vvvkGL774Iu677z7Z0pDMwj2JTEs1hl17OS018uqFWlwjnEgMtYaABKuTehuOoqUIB7mIuabu++yPECqs9/YvXPtetbMeM8qHxOUa47kucahywLWRo8N8k05vnwdEFD3JnfgbbrgBNTU1uOGGG2A0dnXU5s2bB5vNhrFjx+L666+XPZGh9O7dG6tXr8YDDzyAmTNnIjc3F7fccgtmzpwZtzQkqxabExVlQwD4T8xUUpiLirIhaLE50S/Um/+LoXKkR1oaAqKltJA0id7+RUq/09UZl2vUwjAOLaRBj5hv0vDzgCi5SO7Em0wmrF69Gp9++ik2b96MI0eOICsrC+PHj8fpp58uaUB+NHbs2OH371GjRmHt2rWKnpMCWc1puOPp/6CivAAzyof4rb27fM0WPLrk9IjHYKgcaU2kpxhaGgIiJS3hrivabYlEruuUcpxEb/8ipd+UZoQlPRX761oUL19aGMahhTToEfNNHC19NhFRfEjuxL/11ls4/fTTceqppwaMi6+vr8dbb72FK6+8UrYEkjb1yEzH8MG9sG5DTcA2sWFuDJUjLRHzFENLQ0DEpiXcdQGIalsiPdWR6+mV1OMkevsX7vpKCnPR2OxAY7MDq9ZXeV9XsnxpYRiHFtKgR8y3yLT02URE8RF54HI3t912G3766aeg26qrq/HEE0/EnCjSPk+YW2lxrt/rUsLc5DgGkRwiPcVosXUtZamlEGgxaQl3XV9vPxT2mr/efihifuid2PuuxHESvf0LdX2e2en752Zi9dvf+W1LtPJFFC9a+mwiovgQ9ST+qquuwu7duwEAgiBg0aJFMJkCv2A0NDRgwIAB8qaQNMtsSsH8ihExrf/LUDnSArFPMbQUAi0mLeGuq1e2Oew1Tz9tSMhtWn6qIyWkXa6nV9EeR+32T+nhEp7r86wTbzalwpKeAgOA6x75GA5nR8B7YilfyTL8I16Yn9rnuUcdnQLuvuIkbK9tQuXG3QF1S+/Dc4gokKhO/NVXX43169cDAN58800cf/zx6NWrl98+RqMR2dnZOPfcc+VPJWlOuNDRLKu0YzFUjtQm9imGlkKgxaTlQH1ryPc7XZ1hjx9uu1af6kgNaZfr6VUsx1Gr/YvXJFjBrm9HbWPQDrxHNOWLk3rJi/mpbUajEa0OAate2+J3j0oKc7F07lgsX7PFW8cSYXgOEQUS1YkfM2YMxowZ4/33Nddcg+OOO06xRJG2cQIVSjRin7BrabZkMWkJd12mtPCjqcJt1+JTnWjaJbkiK7QUoSGG2m243Pml9vUkGuan9mX37INVr1UF3CPPakEV5QVYt6EmYYbnEFEgyRPb/eEPf1AiHaRBoULpIoWONhy140B9K8PvSDekPGHXWgj09ReUwtHuRqstMC3hrqux2RH2mhubHUHPr9WnOtGEtMsVWaF2hEb3MmExp4YsE4D6k2DJnV/RXg/DxYNTu3yQCCmWkPeoamc9Lp9+As48sT/LNFECk9yJP+ussyLu849//COqxJB2hAulixTq+HNdGx566Uu/9zD8jrRM6hN2LYZAFw/MCtg/3HWdOCwfY4blh7xm4b9/qx1xIFY0Ie1yRVaoGaERrEyUFOaiomyIN6S2ezus9iRYcudXNNfDcPHQ1C4fFJktzHAUAHC5OzDk2B5xSg0RqUFyJ37cuHEBa8G3tbXh22+/RXt7O/73f/9XtsSROiKF0s2vGBH2/b5huAy/I71Q+wl7JNGGuEa6rmi3aU20Idpy3Xc1yk+oMtE9pLZ7GdFC+L+c+SX1ehguHp4WygeFZzWlhN3Oe0SU+CR34h966KGgr7tcLlxzzTWw2+0xJ4rUFSmULi3VGHb93+21TQHvYfgd6YEST9jlCtmNJcQ13HVFu01rYgnRlus6451f4cpE1c56zCj/dYUB3zKidPi/2DIvNr8iHU/q9WghXFzLofxqDw8hETrsvEdESU5yJz6UtLQ0XHLJJbjttttwww03yHVYUkGkULkWmzNoKKRvCKfUYxIlIjlDdhniGp6WJh2Ml0j3vPsKA579lcwrucPUxRxP6vWoXZe0HsqfjHVJb5qPHMa1s0sCJrfjPSJKHrJ14gHg6NGjaGtrk/OQpIJIYVhWc1pAKGS6KQWbth3wW9ZEyjGJEo1cIbueJ3ZpqdoNn9TKU8VYQ7S1ch1iRbrn3VcY8N1fifB/ucPUpRxPyvWoGS6ul1B+rQ8vSnadnZ3INBt4j4iSmORO/FtvvRXwWkdHBw4ePIg1a9Zg7NixcqSLVCQ2lM43FLLF5sTOn5qCduAZ2kXJSI6QXd8ndnMmFaGkMNc73tmXmnVMa08Vow1p19p1iBGure4+tClYGZE7/F/uMHWpxxN7PWqGi2shlF8sPQ2nSVa8R0TJS3In/tZbbw25rbS0FHfddVdMCSL1RRNKx/A7In+xhux2f2JXuXE3ls7t+pHUtyOvZh3Ty1PFSPR6HaHa3e5Dm+JVRuQOU1cq7F3Nzyu1Q/mJiCgxSO7EB1s+zmAwIDMzE9nZ2bIkitQnNpROyprVRMkk1pDd7k/sHM4OLF+zBRXlBZhRPgQZljRkZ5gi1jEpIeJSw8nFPlXUepi6np6OdhesrfasE//7q0+Ja37LFabuKS8dnQLuvuIkbK9tQuXG3QGRXrGEvasVLs6Z34mISA6SO/HHHnusEukgDYoUpiV1zWqiZBJryG6wJ3IOZwfWbagBADy8uAz988LXMykh4tGEk0d6amhzuHQRpq73p6NaCak1paXEPOQj1Lr3S+eO9ZtzRY6wdzXyjTO/ExGRHIyRd/EnCALWrVuHhQsX4tJLL8Ull1zi9x/XiU8OkcJPW2xOlVJGpA2ekN3S4ly/18WG7Mb6xE5KHY22PkdKQ5bVpIt2gk9HY9dic+K5N79BRdkQlBT6l/mSwlwsmj06YpkPt+595aY9qCgvAKDvYVqxtgtERERAFE/iH3nkEaxevRr9+/dH3759YTAY/LYLgiBb4ki79Bx+ShQvsYTsxvrETkodjbY+e9JYvbcRFeUFGDYwB05XJ0xpRjQ2O+Byd8raTrTYnGhqdqDV5kJO3wIcaetEB5wxtzWJ/HQ0HkMZWmxONBy14/PvD6Fq52HvkA9PWdhe2wR3R+Ckp91FWvf+8ukn4MwT+2tuOIZUnPmdiIhiFdXs9JdddhmWLVumRHpIJ/QefkoUL9GG7MY6+ZaUOhptffak8eDhNqzdUOMN9fekc0B++HlSpLQT9UfsWLl2K7bW+IdZnz+pCH37ZMQUmp+oE3PGYyiD5xy/OWkQAP8hH77GH58f8ViRyoPL3YEhx/aIKp1ao5UhEEREpE+SO/Gtra0444wzFEgK6QnDT4mUF8sTOyl1NJb6bDalYP0/awLGQW/dUY9ZZxbGlEYPb5h1TWCYNQCUjT4Gp4w6JqZOUaI9HY3HjPu+55h+2pCw+4q51/xcISIiEkdyJ/7EE0/E119/jZNOOkmJ9JBOSAk/1frM1ERaFu0TOyl1tPu+ZlOKNzxeANDZ2VWPg6UjXAj0N7sORxWm3r3N6OwUwoZZzygfIssQnkR6OhqPIU++59he2xTzpHaJPKyBiKLD75BEwUnuxM+fPx9Lly6F2+1GSUkJLJbAkLxx48bJkjjSLrHhp3qYmZooEUkJEffdt3pvI5bOHYvKTXsCwuOD1dtwIdCVG3fj0SWn47m3vhUdph6szbjrivA/GjtdnWhp4xAeX/EY8uR7jMqNu7F07lgA8OvISxmSkKjDGogoOvwOSRSa5E78ZZddBgB48sknAcBvYjtBEGAwGFBdXS1T8kjLIoWfxiOck4hCkxIi7tm31ebE069/EzQ8Pli9DRfi7HB2wGCA6DSEajMMAXv6M6UZ4XR3hIwWSEaW9PAf75G2i+F77x3ODixfs8VvUrtj8zLQu4dF0j1JtGENRBQdfockCk/yp/hLL72kRDooSkajEe1uoLGuJW5feIKFNgVbr1qJcE6GVRFJEypEPFRdOtraHjD23CNYvY0UAp2dke6XBs95D9S3BtThUG3G9tomjC7KxbYg6SopzEXDUQfqj9jRu4c5ZHug5bZDibSZUo1YNLsEvXuY/WaJr9y4G8UDeyEtVfIKswG633vfSe1Ki3Oj/pKdSMMaiJSm5bYtFnpdBSlR7wdpj+RO/Pjx45VIB0Wpd/4APPrqtriFGkkJbZI7nJNhVUTyCFeXbA5p9VZKCHSkOhyqTajcuBu3zBsLgwF+7/XMTt/u6sDzld+FnAFdy22HUmlzdwr49JsDfj98lBTm4u4rJqDd1RW10C+mlDP8nUhtWm7bYqXHVZAS+X6Q9ojqxK9atQrnnXce8vPzsWrVqrD7GgwGLFq0SJbEUXjtbuBP7+wIeDqlVKiR1NAmOWcaZlgVyS1Zfy2PVJcWnjsq7PuD1VvfUHx7ewccTjcyLSakm1JEn3fp3LEh2wSHswN/fHkLHrvxdDS3OuHuEGBOTwUgYEv1Ibzxr11wODuCvl+OtkOpsqJUu9Zic+K5N78N+Gyo2lkPgwEYPrgXykcfG1PaPRj+TqSOdjcS+nuR3lar4PdUijfRnfjy8nJ24jWmxeYOGl4KKBNqJDW0Sc6ZhvUaVkXalMy/lkeqSy53Z1T11uHswNNvfBMyT8XU4XBtxvDBvWBOT8Wzb34rKW2xth1KlhWl2rVwQyK21dRj9sRCWWd6Z/g7Ufy12NwJ/b1Ib6tV8HsqxZuoQXHbt2/HqFGjvH+H+4+T2sWP1LDXWEkNbfKEWpYW5/q9Hk2opR7DqkibIv1a3mJzqpSy+IhUV+ztbsn1VkyeiqnDkdqM3tkWyWmLpe1Quqwo1a5Fep8pNYVfJol0Lt7fAeNNzu+Q8cDvqRRvsU9PS6qxmuMbahRNaJNcoZZ6C6si7WpqdiT1r+Vi6pLUeivmCYTYOhzp3Lk9LVhywWg0HrHB1WlEpjV82mJpO5R6suIJz+/oFHD3FSd5J5xzODv89su0pkUVyh/pmrMy2F4SaZXYOh/v74Bq0NNwHX5PpXgT1Ym/7bbbRB/QYDDgwQcfjDpBJF6WNRWlRblBwyaVCDWKNrRJjlBLvYVVkTbVH7HjYKMt7D6J/mu52Lokpd6KeQJxTG6m6Doc6dzpqcCR+loMHz4cVqs17LljaTuUeLISLDy/pLBrJvfla7Z4O/InnZCP1BQjlq/ZIjmUn+0lkT5JGb6TZU1Ninqul+E6bHcp3kSF07/55pt466238Nlnn+Hzzz+P+B/FR3oqMH96cdxCjdQMbdJbWBVpjyc0OtKa44n+a7kSdUnMEwi16nAs55X7yUqo8PyqnfWo3LQHFeUF3rRdNXMUnnytKqpQfraXRPojdfhOeipYzzWE7S7Fm6gn8b/97W/x8ccfw+l0YsqUKTj77LNx4oknKp02EqHh0I9YcsFotDk64hJqFC60KZYZnMW8V09hVaQ9ntDowuNyUFKYi6qdif1rebg6JXddEvsEIpbz+l6PNT0VPXvliU6f1PN6ztVqc+GBhaegaufhgHD3aMpKuPD8qp31uHz6CTjzxP7okZkecyi/2ZSCheeO8lktIA052eao73GyruagNuZ78oimzvN7kbbwflA8ierEP/roo7Db7fjXv/6F999/H5dddhn69OmDqVOn4uyzz8bw4cOVTieF0NnZifRUICcvK27nDBbaFMsMztLCx/QRVkXa4wl9rty4G0vnjgUAv458Iv1aLqZOyVmXpKwXHs15g15PUS6uPa8XIkTTSz6vmHD3aMtKpPB7l7sDQ47tAQA4UN8a9bHC3f8skfkl9niJvpqDmpjvySXa4Tv8XqQtvB8UL6IntrNYLJg6dSqmTp2K1tZWfPTRR3j//ffx4osvon///pg2bRrOPvtsDB48WMn0kgbFsjYm19WkePGEPjucHVi+Zgsqygswo3wInK5OmNKM6J+XiT4J8MVYrTql1BOIkNdTU49Vr1XJej3hwt2NRuCR68thNBqivi4p4fnRhvLLff/ZRquD+Z58ODEaEUkR1ez0mZmZmDlzJmbOnIkjR47go48+wt/+9jc888wzKCoqwhtvvCF3OikOog3bCxYCZjaloKK8AMMG5uCnQy3IzjAFPR7X1aR48Q35djg7sG5DjXdbaXGu9+m83qlZp+R4AtG9HersFOJ2PZHyzmg0oH8MUU9SJj6KdpKkWO5/sM8AttHqUCvfGb6vHk6MRkRSxLzEXHt7O+x2OxwOBzo6OvDzzz/LkS6Ks1jC9rqHeJlNKVg6dywqN+0J6Ch1Px7X1aR4kRLyrWd6rlPB2qG7rjgp7HvkvB6l807qsINoymu01xDqM+DC/xkW1fEoNmrUY4bvqytZPqOISB5RdeIPHTqEDz74AB988AGqqqpgtVoxadIkLFiwAKeeeqrcaSSFiQ3bC/ULffcQr4ryAlRu2hMwcViwMECGj1E8+YZ82xwuZFlNcLk70XDUDofTLcskjWrTa50K1Q7FczWBeOSdlGEH0QxRiOYawn0GzDqzUPLxKHbxrscM39cGMZMHt9qc6Jk3EO1uIIopLuJKz5+lRFonuhPv23Hftm0bLBYLzjzzTMyfPx9lZWUwmVgp9UpM2J7D2RHyF/ruIWDDBub4PYEPdjxPI87wMYo3T8h3qKdO18wqweq3v8Xn3x/ye10vT6P0WqdCtUPba5vitppAvPJOyrADqUMUormGcJ8B3+w6rMvypHfxrsccNqEdck8erBY9pplIT0StE3/hhRfizDPPxGOPPYb8/Hw8/vjj+Oyzz/DII4/grLPOYgde5yKF5bXaXGF/oQf81yp1ujpFn4/rapIawj11WrW+CgP79Qh4PdLa3Fqh1zoVqh2q3LgbFWVDAq+nKBfXzi6R9Xr0mne+ormGcJ8BlRt346pzRuo6T/Qo3mWx1Rb5ewCpQ+r68VqgxzQT6Y2oJ/Fbt25FSkoKhg4disbGRqxZswZr1qwJuq/BYMBf/vIXWRNJyooUlmdOT4n4C33/vCxvCFikTnz383FdTYq3SOt1zygfEvC6lKdRnhBC35B9h9Pt/dve7la0nGulTkkJpQzVDnlWE3jipjPQ0Smgze6CJT0VLvtRZJojBdtLp5W8i4XUawj3GeBwdsBggG7yJJHCd+NZFs3pKTFtV1Ii3dNo6DFKQo9pJtIbUZ34cePGef8WBCHsvpG2k/ZECtszGsJ/UfY8xfGEgLXYnJLDALmuJsVTpOiTUD9EiZlMyhNCWL23EUvnjsVL72/Hjtpf/+6+Nr1SoYVq1ympoZTh2qHhg3sh0+d6bDYbqn+uQ7/83oqkXe28k4OUa4j0GZCdka6LPEnE8N145bvRYAg5bKWkMPL3AKUk4j2VSo+TleoxzUR6I6oT//LLLyudDlJRpBlR213usO/v/hSHM6yS1kWKPjGlBR9pFOl9viGEcyYVeSd49P3bV6JOGhXtJFnnTSxCZyf88qmkMBfnTSxSPM3JLBHabE7MFpuUFAMqyroikLrXv4qyIUhJiX8nnve0ix4nK9Vjmon0JuYl5igxRJoRNdhTGrMpBfNnjEBnp4AdtY1+75EzDDDZQ+lIfuGePJYU5mJ7bVPA62Imk/INIfSd4FHKZI9aJrYuRhNKebS1Hfc/vxkV5QWYUT4ETlcnTGlGbK9twv3Pb8ajS07XRR4pRel2UO/DCDxlzmxKQUV5AYYNzPErQ81t+qhjasnOSMefP/8exQNzAurf3z/fh+svGBP3NDEku4seJyvVY5qJ9IadePIKFbYX7CmN2ZSCu6+YgPX/qMGq9VXefX3D3OQIA2QoHSkh3JNHz+z0vsQ+kfQNEfQNyZcy2aNWSamL0YRSttldcDg7Qv7YoYc8Ukq82kE9hMyH0mZ3wWxKwdK5Y1G5aY9fOSopzMWZJ/ZXMXXal2U1YcG5JVi5bqtf3qkZjcGQ7C56jJTRY5qJ9EYXnfgjR45gxYoV+Pjjj9Ha2ori4mLcdNNNGDt2LADgs88+w/Lly7F7927069cP1113Hc4++2yVU51Yuj+lyc4w4ek3vsHWGuXC3BhKR0oK9+Tx+gvGRPVE0jdE0DckP1R4frD3aZHUuhhNKCXDL4NjOyhOhiUNFeUFQYetVO2sx3Nvfcu8ikBr0RhsE37le29abS6kGTvRq6cVOdnafZihtfJElGhELTGnthtvvBFbt27FihUr8Prrr2P48OG44oorsGfPHuzevRsLFixAWVkZ3njjDZx33nm45ZZb8Nlnn6mdbF1qsTmxv64FO2obsb+uxW8ZkCyrCf3zslA8sBc6OoWIYW6xEhNKR/IJd+8TlW+Z7p+X5f1y4ft6j8x0HG1tF5UvnhBC4Nf1zbv/3Z0eQgul1kXffOgu1PVG855kwHZQnB6Z6Rg1tE/QidkA5pVYodpENbBN8Oe5NwPyzDhSX4t0HTyG01J5Iko0mm8Camtr8emnn+KVV17BiSeeCAC46667sGnTJrzzzjtoaGhAcXExlixZAgAoKCjADz/8gNWrV+Pkk09WM+m6o3S4rFQMpYsfDlsITmq++IYQVm7cjaVzu6KFfP/uPju9HkILpdbFaEIpGX4ZHNtBcbKsJphSwy+DxrzSF7YJREShab4Tn5OTg+eeew4jR470vmYwGGAwGNDc3IwtW7Zg0qRJfu+ZMGECHnjgAQiCAINKy6LoTTzCZaViKF18qB2uq9WJCyPly/UXlMLucAek2zeE0OZwYdHsUd514j1/K71OvNyiqYvRhFIy/DIQ20HxsjLE5ZVW25xEIHfesk0gIgpO85347OxsnH766X6vffjhh6itrcXtt9+ON998E3379vXbnpeXB7vdjqamJvTq1UvyOQVBgM1miynd8WC32/3+H4umZnfYkM2mZgdS8OtScxnmlLAzj2aYU2LOw3icg6Tfe0C+stfqELDqtaqApyzXzi5BplndH+Ai5cv+Q62485n/eF/zTXcKgF6ZKeiV6XkyaMSvza3v327YbOGXcNSCaOtiYD5Evl4x75Gz7dM6toPiicmrusa2mNucZCp/UijVnkfTjiQylj9SE8ufsqQ8gNZ8J767r7/+GrfddhsmT56MM844Aw6HAyaT/y+ynn87ndGN6XW5XKiuro45rfGyb9++mI9h6hF+5t6jrXbU/7zf+2+j0Yj504qxWoDf5HalRbmYP60Y+3bvQGdn+Bm5I4nHOUj6vfcVS9nr2SsPL/79J2wLMjniqvVV+N/Jx+FIY13Ux49VpHxptfmH5mol3UrQal2Uo+3TOq3mvRZFyqumxkb8+cMfZWtzkqH8iaX19jwRsfyRmlj+lNO9XxuKrjrxGzZswM0334wxY8bg4YcfBgCkp6cHdNY9/7ZYohvLm5aWhqFDh8aW2Diw2+3Yt28fBg0aFPW1ehxuDv+rdo9MC/ocMzzg9SUXjkaLzQ2bww2rORVZ1lSkpwJ9ehbHlJ54nyOZRXPv5Sh7h5vd2FbzddBtW2vqMX/GCAwf3juqY8shUr4Em3FeC+lWklbqopxtn1548r7N4YbFlAKjwQCjERhUUCxqgiubs+uHpza7CxnWNGRa0qDHiOR2N/5bBl3IMKch879l0Feocnq4OS2gk+khpe4mY/mLROvteSJh+SM1sfwpa9euXaL31U0nfs2aNXjggQcwZcoU/N///Z/3V4p+/fqhrs7/1926ujpYrVZkZWVFdS6DwQCr1RpzmuPFYrHEnN4cOMOGIeZkm2EN8o3PCiAnO6ZTRxSPcySzaO89EFvZs9c3ht/e7obVqt6ND5cvJYW52F7bFPR9aqdbSVqri3K0fXphBeDutGN15XeSJ6A82NCGVeur/CZVLCnMxbXnlaBv7wwlky0rsRNNhiqncrc5yVT+ItF6e56IWP5ITSx/ypAyl5sulph75ZVX8Lvf/Q4XX3wxVqxY4RdmMHbsWHzxxRd++2/evBljxoyB0aiLy9MEzyyw3Zdz4SywiU+te6/1CbvC5UtF2RBUbtwd9H1qp5sSU6SJFkMtfdjQbA/owANdqySsWl+FhmZ9jGuM9vp9ab3N0TPmLRFRfGn+SfzevXvx4IMP4n/+53+wYMECHD582LvNbDZj3rx5mDlzJh5++GHMnDkTn3zyCT744AOsXr1axVTrUzSzwHKW38Qg1wzAUsqDZw3gUBEAWlgDOFi+WMypePq1KjicHQH7y5FuuesU66g2Sb0vYtaLz7KaAo5rALCjNvhT0qqd9Whpc6J3tvZDIsVefzh6aHP0inlLRN3x+4eyNN+J//DDD+FyufDRRx/ho48+8ts2c+ZMPPTQQ3jqqaewfPly/OUvf0H//v2xfPlyrhEfpSyrSXQF49riiUXKvQ8mljXVtbwGcLB8WXBuCZxu+dMtd51iHdWmaO5LpDXObQ5XyOMunTsWy9dsCfrDU5tdH7N8R7p+MWvA66XN0SPmLRH54vcP5Wm+E3/11Vfj6quvDrtPeXk5ysvL45QiAtRfW5y0JdryoNc1gJVIt9x1inVUm6K9L5HCkbOsppDH7ewEKsoLsG5DTZDjav5rAAD5wrX12uboAfOWiAB+/4gXfXx6U9xFCoGRI7SREkcs5SHWCAC1yJ1uueqUp+46XZ26raOJHIIX7X2OFK7scoe+31U76zGjfEjA6yWFucjK0Ee+SgnXjlR+9NrmaF0i11siEo99hPhgJ54CiAmBaWmLPbSREoccoa7JTo489K27t14yLubjqSHRQ/Civc+RwpUbjoafoE4Q/P/tmZ1eD+PhAfHh2olefrSK+U5EHvxOGB/sxJMfMSEwAOB0B46t9MWZaJMLZyaOXax52L3uBlvHXsrx1JAMIXix3Odw4coOZ/ix7fm9rVh58xlos7uRYUlFVoZJNx14j0jh2slQfrSI+U5EvvidMD7YiSc/YkJgAOCbXYdRUpgbsGwRwJlok1G8ZyZOxLDNWPOwe93dXtsU9zoa631ROgQvXPriVaZivc+hQsEjHbdXtlkXdcRzH2wOF7KsJrg7OiEIQKcgwNHegUxr173pn5cV8N5EDuHUcpuXyPlORNJxtYr4YCee/IgNgancuNv7VN63k1BSmIurzhnJD+wkE8+ZiRM1bDPWPOxed0PVUaVmi5bjvigZghcufQDiVqaUqiuJMDu45x5V723E0rlj8erfazDl5EGo3LQnoAwHuzeJGsKp9TYvUfOdiKKTCJ9HesBOPPkRGwLjcHZg+ZotqCgvwIzyIXC6OmFKM2J7bRMMhniklLQmHjMTdw/bNJtSUFFegGEDc7D3wFHYHW7kZKv/hCrap2ax5GH3utu9jmZY0pCdYVLkCZ5c4bRKheBFSt+po45RLBQ4WFlQqq4oXQeVfBrse4/mTCpC5aY9KB6YE9CBB0LfG0t6+K803cuPlp9ue+ghVF1MvdVDXhORfLhahfLYiSc/YkNgPPt0X7KotDgX55xeEJe0kvYoPeuzb9im2ZSCpXPHonLTHr9yqPYTqlifmkWbh8HqrsPZgXUbarxrhSt1b+QKp1UqBC9S+qafFjhzu2dbLKHAkcqCEvdDqTqo9NNg33s0bGAO1m2owYzyIUGXxQMC7039ETuq9zWKHkKi9afbHnoIVY9Ub01pKVi+Zovm85qI5MWVQJQVfuYjSjqeEJjS4ly/131DYMTsQ6QE37DMivKCsE/pWmzOeCcv4lMzJdOkZr2UK5xWqWuIdH6nqzPq94aiZlmQWzyuxTefPfcj3H3xfY8nfavf/g4VZUNQUhi+/Ojp3ughVD1cvV00ezSee/MbXeQ1EZGe8Ek8BRATAiMlTIZhdBSOlPLhG7bpeVoH+IfVe4Z2tNqcktZVl6N8qv3UTK3wNalh8OHyXIlriJS+cDP5RxvCr0ZZUKqtjce1+Oaz536IXWHBN33Bhnn1z8tEH58nvmrXUyn0MstzqHrb3NaOz78/FPQ9WstrIiI9YSeeghITAiNmH72ELJI6pJYP37BNz1O6WMLq5S6fWnhqpkb4mpQweDF5Lvc1REpfY7Mj6PtiCeGPd1lQsq2Nx7X43iPPygpiV1jwPb9nCImvhxeXoV8f8enVwtNtDz3N8hys3h6obw37Hi3lNRGRnjCcnhSjp5BFir9oyodv2KbnKV20YfVKlE+9PDWTm9gweLXahEjpGzMsX/YQ/niWBaXzNR7X4nuPKjfuRkXZEOz9+aio8Hip6dNTPdX78DU95TURkZ7wSTwpRk8hixR/0ZYPT9hmq82J0uJcv7B6KcdRonzq6amZ3MSEwavZJkRKn9wh/PEsC0rna7yuxfce2RwuXHnOCLg7OnHVOSMC1on3vR6p6dNbPdXzLM96y2spOFSQiNTETjwpRk8hixR/sZQP3wkW9x44GtVxlCifyb42aqQweLXbhHDpkzuEP55lQel8jee1RHMfpKZPj/VUr7M86zGvxeBQQSJSGzvxpBiG0VE4cpSP3J4W2B3hOyihjqNU+dTzUzOlJVubEK+yEI981Xq5lpo+rV9PIkm0vI40fEXJ5TyJiDzYiSfFJHIYHcVOrvKRk22O6jhKlk8pT82SKSQzGduEeDxBjVe+av1psNT0af16Ekki5TWHChKRFnBiO1KM3ifkIWXJVT6iPY4Wymf9ETuWr9mChf/3T9z8xCYs/L9/YvmaLag/Ylf83GrQQp4nIuYrUfyoPSyIiAjgk3hSWKKF0ZG85Cof0R5HyfIZ6Ql7PEIytfiU32xKwcJzR8He3gGH041MSxpyss2qp0vvgpVlizkVjnY3dtQ2hiyDWisfcvK9vkxrGszpqbA73AH502pT7vrVzmO1zx8Nrac52YYFEZE2sRNPikukMDqSn1zlI9rjKFE+xUx6pHRIphYnXgqXpiyrKklKKL5luf6IHY+/Gvr+a7F8yMn3+symFCydOzZgKcqSwlxUlA3B8jVb4HB2yH79auex2uePhh7SnIzDgohIexhOT0QkI7FrdisZkqnWeux6S1OiipTXDc2BHSXf7Xq/F92vv6K8IKADDwBVO+tRuWkPKsoLAMh7/WqXd7XPHw29pJnDV4hIC/gknjRD6yF0FJtkub9in7ArGZKpxYmXtJImucuhFsp19zSkGA2o3tsYdN/qvY1oaXNp4l4opXtZGzYwB+s21ATdt2pnPWaUD/H+W67rV7u8Szl/i82JpmYHWu0uWEypMKenIFOFCDq180wKDhUkIrWxE0+aoIcQOopeMt1fsU/YlQzJ1OLES1pIk9zlUAvlOlQals4d6w0T9/CEldc12cIeU+8Tc3VPv9PVGXb/7tvluH61y7vY89cfsWPl2q3YWuM/zOD8SUXo2ycjru2z2nkmFYcKEpGaGE5PqtNLCB1FJ9nur9gn7EqGZGpx4iW10yR3OdRCuQ6XBt8wcQ9PWLkhwnH1PjFX9/Sb0sJ/1em+XY7rV7u8izm/t/zU+Jefqp31WLuhBl9vPxTX9lntPCMi0hM+iaeIxISLxhJSqqcQOpIu1P01m1JQeFwOGo7acaC+NaZwRC2ENHtIecIuZ0imbx5kZ5gC0mA2paCivACjhvZBq82F/XUtcc0ntSeDkrudkXo8JcpouDR0DxMHfg0rLx6Yg5LC3IAx4kDs9yKa64z1PZb0NKSlGtBic8Jq7pp13resba9tCnm9JYW52F7b5P23XGVR7fIe6fwpRgOamh0Ry48Sn78NzXa0tDnRZncjw5KKrAwTemdbJOeZWu2+lj5viCh5sRNPYYkJF401pFRvIXQkTbD75ztbtO9Y1WhCkbUQ0uzL84Q9WJqCPWGXIySzex6YTSm4+4oJABAwO3es+R0tqfkiN7nbGSnHU6qMRkqDEOLflRt3Y+ncsQDg17GN9V5Ec51yvccz0/wdT/8HJYV9cM2sEjz1elVXVEKI6/WdnV6O6/eldnkPdf6SwlxMO3UIFj/yMZbOGxv2GE5Xp+yfvwcb2rBqfVXAfbj2vBL07Z0hOs/Uave19nlDRMmLnXgKScw61gBiXuuaIXSJLdj9CzVbtNQ10uOx1no04jnpUbA8cDg7cP/zmzF/xgjMrxgBAFj99ncx53es1JwMSu52RuzxlCyjkdLQt5cVTy+b6M3rzs6ubrzD2YHla7agorwAM8qHwOnqhCnNiP55megTZUckmuuU8z2esl1RXuD9oer6C0q968JnWtOw5KLSoOvE//7qUxQpi2pPfuY5f1OzAwcbbTCgKyrBM1dCpGEVpjSjrJ+/Dc32gA480HXvVq2vwpKLSkXlmVrtvlY/b4goObETTyE1t7Wj8LgcTD/t1y9522ubULlxtzdcFEDMIapqhx2SsnpkpuOkE/IxsF8PDBuYA6erE317dy0KvqO20W/iLUBaaLOWh2LEa9KjUHngcHZg1foqPL1sIgAEjHv1kDOfxISZqjUZlNztjNjjiS2j0YToRkpDTrbZ79g2hxsPLDwFVTsPo3Lj7oCoDM8Ps9GIpi7K/R7fIQSff38Il05zo39elv9O2WKuRj5qT36WZTXhaGs7fvf85wHbttc2YXRRLrYFaRtKCnPR2OzAsEG9ZEtLS5sz6JAGoOvetbQ50TvbEjHP1Gr3I51XjqFhRERisRNPIQkCsKO2ye+LXknhr7MeiwmzE7OP2mGHpKwsqwnzZ4zEqvVVIctS94682BBODsWQJw/kyCeth5nK3c6IPV6kvLU5XFHnnZg0hAo99617crS10ZRDJd7jO9N8MtR/MULlQ+XG3bhl3lgYDAgoH+dPKkK/Phmyfv622d0xbf91P3Xa/UjH/bmuDQ+99CUAbbV9RJSY2ImnoFpsTjz35rdBw96ArpBFMWF2YkPx1A47JOW02Jx46vXgIZSAf/irh9hyw6EY8uRBrPmklzBTudsZMceLlLdZVlNMeRcuDeFCz41G4JHry2E0GmRpa6Mph0q8x3em+WSo/2KEygeHswN/fHkLnrjpDLjcnWi1u2A2pcKi0DrxGZbwXzkjbf91P3XafSllT2ttHxElHi4xp3NGoxHtbmB/XQt21DZif12LLEvCHG1tDxl+W7WzHqOG9kGPzHRvOGcwUkNUs6wm9M/LQvHAXuiflxX0g6/F5pT9WklZkcJfhw3M8XuttDgXFnOqqPssZ/nTKzF5oHQ+iQlvlULJei6mnZHzeJHy3uXulDXvfEW6L0ajQZY8AKKri3K/x3em+WSp/2KEy7Phg3sh02rCgL7ZOH5wbww5tgf69clUpOOZlWFCSWHoe5eVIe6carX7YsueR6z1l4goHD6J17ne+QPw6Kvb4j7rsSk1xfshH69QeK2H61JwUsJfS4tzcc2sEjz9WhU+//6Q3+vB7jOHYojPAyXzSc7w1kSr55HuT8NRe9j3R8q7cPkVz7DjaOqinO/xnWk+meq/GFppJ3tnW3DteSUhZ6fvnS2ufqt1PWLKXncc0kFESmEnXsfa3cCf3tkRMClNPGY9zsr4dbvvDLi+4XjpppSozh2MXsJ15ZJI69BGKkvH5mXg4cVl3tmiu3fggfD3mUMxxOWBkvkkV3hrotVz33o8v2IkTKkGON2d6BQEONo74HC6kZ1hgtmUEjAvhEe4vIuUX56VCUKRO+w4mjImx3ss6alISzWixebEo0tOT7r6L0as9V+uz6S+vTOw5KLSoOvEx/N6otX9vOmmFGzadiDo3C4Ah3QQkXLYidexFps76KyyQOwztEqdydnh7MDqyu8Ue3qm5VnI5ZZoTyIjlaXePSzee7e/riWgA+8R7j6rPQO0FojJA6XySa6Z3xOpnnevx2ZTCu6+YgLW/6PGb6hSaXEu7r5iAu5/fnNAJyBS3kXKr7RUY9xX/oimjMn1nn6SjpB8oq3/cn8m9c62SO60B6NWu+973habEzt/agrageeQDiJSEsfE65jNoVyopCdsrPv4r2DhapGeBskxnjVZZiGPR17Gm5SylCz3OdFIucfhJMr9D1aPK8oLsHZDTcBcI1t31GP9P2swf4b/U3MxeRcpP1psTlnuCyWvRPxMkpNcbR8RkVR8Eq9jVrOyM7SKDVeLx9OzZJmFPJGeRPoSW5aS5T7LSStDL7rf40xrGszpqbA73NhR2xgybb7pjzQERy/3P1g9HjYwJ2AVBo+tO+oxv2IEnl42UdJ9jJQfVnOaJoebaKXMUmRSP5OS8d5qsY4RUeJjJ17HsqypKC3KDTqLvFxhXGLC1eLx9EyucF2tS5QnkcGIKUvJcp/lorWhF773uP6IHY+/Gj5t3dM/Z1IRSgpzA5Yj9LxXL/c/WD31ncAxGHu7G8UDe0k6j9j6oqXhJlorsxSelM+kZL63WqpjRJQcGE6vY+mpwPzpxaqHccXj6WmyhKwl+5PoZLnPctBymKuYtAXbp3LjblSUDQlYhkpv9z9YPfVdQ1rseyLRW33Rcpml4MR+JvHeEhHFF5/E61zDoR+x5ILRaHN0qBbGZTGn4vdXn4JWW1c4bEengFSjAQ5nB7IyumYcl4PeQtaiCSvkk2j93We1tNqcmH7aEPzmpEEwpRmxvbYJlRt3w+HsED30QqnQV7Hrxnffx+HswPI1W1BRXoD5M05Au7NDl/c/WD3eXtsUc5RBsPsV7/oSS5lJ1OFC0dJD6LnYzyTeWyKi+GInXuc6OzuRngrk5GWpcv5g4XOeNVMfe/VrOJwdsobT6SVkLdqwQq2s56s2vdxntdQfsePp17/xG0pTUpiLpXPHepc6imV98VjraizDQhzODqzbUIPxx+dLDi/XiiyrCVedMxLPvPGtt9NeuXE37r5iAowGBMxOL6ZuR7pf8agvsZaZRB4uJJVeQs/Ffibx3hIRxRc78RS1UOFzni+tFeUFWLehRrdrPEcr1rWu+SSawvGWr5rw9S6W9cVjratyDAvR+9ARgwEoHpiDGeVD4HR1wpRmxHd7DmPY4F6YXjYEGZY0ZGeYRNVtpe+XGHKkIdmHC3lo4X5KIeYzifeWiCi+2ImnqIULn6vaWY8Z5UO8/06mcDo5wgr5JJpCEVPvYl1fPNa6KjYEV6mhI1oIU87OSMfOn5qCzkhfWpzr7ai12JzYX9ei+gogkciRBg4X6qKF+xlJsDrUP0zEH+8tEVF8sRNPUYsUHtd9NuZkCadjWCEpKVL5EYCY1xePtYyKDcFVYuiIVsKUxeSB2LRqoU2RIw0cLtRFC/cznGjqEO8tEVF8sRNPUYsUHtd9NuZkCadjWCEpKVL56dvLij4ROqvxKKNiQnDlHjqitTDlcNcnJa1aaFPkSgOHC2njfoYSSx3ivSUiih924ilq4cLnSgpzsb22yfvvZAqnY1ghKSlS+crJNsd8DLnKqJhhIXIOHdFimHKo65OSVi20KXKmIdmHC2nhfoYSax1K9ntLRBQvXCeeohZqjWLP7PSVG3cDSL5wOr2t3Uz6Ikf5StQyqvUwZV9S0qqF+6WFNCQKLeelnuoQEVEyS4gn8Z2dnVi1ahXWr1+PlpYWjBs3DnfffTeOO+44tZOmmPojtq512XsOxKEjLlhsbciwpnnDNEOFs3m2tdpcsJhTkJaSAldHBwyCAYJBgEEwoBMCHO0dyLQGvrfV5oS9vQMOpxsZljSkpxoxv2IEOoVf32Mxp8LR7sbvrz5FtnA6uSaqUmLCK6XXbm5otqOlzYk2uxsZllRkWNLgdHWg1RbdceXOg3jlqdhjesppu7MDbQ43LOmpsKSnINNqgsPpRqvNhTa7C5mWNJhSU2AwCDClp8LucHe9bk2D2effkc7fvV5kWkzIyZYnDxqbHV11NT0V6WlGGA0GCBCQlZEetnxFyr8WmxPtTjcumjwMl08/ASlGA1JTjHC6O1HXZENLmxPm/+aZmh2KYNfhdHegpbWr7as76kKW247e2V3DB7IzTLj7ipO8s8Fvr21C5cbdcDg7AGhrKIvUkGqzKQULzx3lU87SkJNt1szwgEi0MNmglmg19FzLof5ERPSrhOjEP/XUU3jllVfw0EMPoW/fvli+fDnmz5+Pd955ByZT4n1J+OVwK5587RvvklJA19PvBTNHwm53YdXrVUEnpAHgHetmNqVg6dyx+OCzfZhy8iDv/ys37fE7ru97Dx5uw9oNNQHnrSgbguVrtmD44F64bk6p9wu1XOSaqEqJCa+UXrv5YEMbVq2vCpnnDmeHpGuQMw+MRiNaHQJWvbYlrnka6b2HGrrK6TafJdhOLz0WF08ZFlBvRhfm4upZo/Dkuip8WX3IWy9C1YPu568/Yg9aL2TJg7VbA9aBP39SEXpkmfDUa9twecXIoLNFR8q/7tvNphTcfcUErP9HTdDz9e2Tocq61aGu47yJRbj/+c3ejnlJYS6uO68ExhQjnn7jG7/9Swq7ZoH3tE9aGsoiJaQ63D3NssYluV7RhEtrZbJBrdFi6LmWQ/2JiOhXug+ndzqdeOGFF7B48WKcccYZGDZsGB599FEcPHgQf//739VOnuzqj9gCOiJA19JSz775LQ4dsYWckObr7Ye82yrKC1C5aQ8GH9vD7//dj+t576GG1oCOiue8lZv2oKK8wLtvi80p2/VGmmRH7LnkOo7Sx/TV0GwP6MAD/nku5Xxypze7Zx+seq1KM3naYnPi6+2HAjrwAFBxekHQerNtZz2efv0bDD62R9d+/60XoeqB7/l9zydmf7FabM6ADjzQdd/XbqjBD3saccaJA4IeP1L+NTQHdqYqyguwdkNNyPN9vf2QrHVajHDXsXZDjbfse9K5taa+K892BK8r82eMUD1MuTuxIdVKtzNK03v6k42WQ/2JiOhXun8Sv337drS1teHkk0/2vpadnY3jjz8eX375JaZNmyb5mIIgwGazyZlM2bTaXAEdBo+qnfW4dNrxQbdt3VGP6af9um77sIE5WLehBjPKh/j9P9R7L5l6fNjzetaE37qjHk3NDqTALeWyQmpqdoedZEfsueQ6jtLH9NXSGv5ee/Jc7PnkTK/dbgdSLJrK06ZmN3plmwM68ACQlmIUlZeeeiHm/J7zhTpuTHkQ5Bp805qTbQ56/Ej519LqDNge7po955OzTosR7jq6l30A6N3DHDbPrjxnBKwm7bXrGSZgyQWj0WJzw+Zww2pORZY1Fempv6ZV6XZGaXpPfzB2u93v/4lGTLkk9SR6+SNtY/lTliAIMBgMovbVfSf+4MGDAIB+/fr5vZ6Xl+fdJpXL5UJ1dXXMaVNCes+BYbfbHaG/DPmu2+75u/v/Q7GFOW739x9ttaP+5/1h9xfL1KN/2O1izyXXcZQ+pq9I97r7PYt0PrnTq7U8NfXoH7IcR5qMSWw98D1/uPOJSW8okfLA6er01vPux4/03tYg+RDpGpyuTlnrtBhi8iDcv7trbrXjcBzTH602AN27u0q3M0rTe/rD2bdvn9pJiItg5ZLUlyzlj7SJ5U85YoeC674T7/klqPsFp6en4+jRo1EdMy0tDUOHDo05bUo4dCR8Z8RiDn1Lfddt9/zd/f+hWMMct/v7e2Ra0OeY4WH3F+twc/gfD8SeS67jKH1MX3UR7nX3exbpfHKm126340ibINvxPGJJ4+FmNxzO4E+JIk3GJLYe+J4/3PnEpDeUSHlgSjN663n340d6b2aQfIh0zaY0o6x1WgwxeRDu393FO/1yUrqdUZre0x+M3W7Hvn37MGjQIFgsyTumn9TB8kdqYvlT1q5du0Tvq/tOvNnctSay0+n0/g0A7e3tURcug8EAqzXOswWJlOm0oaQwN2gIb0lhLuztwTt+pcW5aGx2eP+9vbbJu5a77/+DHbe0OBeOdlfY83rWhPesU22VadxcDpwR18QWcy65jqP0MX1lue2i8lzs+eRO75HmBk3laQ6cqN7XiNFFuQEh9a6OTlF5Gake+J7fcz6x+4sVLg9KCnPRcNSBTiH48SPlX1amKWB7uGsuKexqN4YN6iVbnRYjUh74ln0AaDjqULQuqknpdkZpek9/OBaLRbPfFSjxsfyRmlj+lCE2lB5IgIntPGH0dXV1fq/X1dUhPz9fjSQpKrenFYtmj0JJYeDa7AtmjkR+T2vICWnGDMv3bqvcuBsVZUOw9+ejfv/vflzPe/N7Z+L8SUVBz+tZE16JiW/kmmRHicl6lJ4AqHe2BdeeVxI2z6WcT+70Nh85jGtnl2gmT7OsJowZlo/zJxWhtMj//ZWf7A5ab0YX5uKaWaOw7+euqB1PvQhVD3zP73s+MfuLFSoPPLPFHz+kFz7+6segx4+Uf72zLQHbKzfu7sqzEOc7cVh+3CezCncd508q8pZ9TzpLi3ITdjIuvU80pvf0ExERaZFBEITwMbEa53Q6cfLJJ+PWW2/FeeedBwBobm5GWVkZHnzwQZx99tmSjvftt98CAEaOHCl7WuXkWSfes3a4xZSqyjrxplQjWmxOWM3KrnGrt3Xi5cwHLa4Tb7PZUF1djeHDh6MDqZrKU9914m0ON8xB1om32d2wWlKRrsg68fKs3+1ZJ77N5oI5PQXpaSl+68SHO76YdeK7bweApmYHWu0umE2/5pk214l3otXuQqYlDVmZJu+ylom8Frner03v6ffl2/7xSRTFG8sfqYnlT1lS+qG6D6c3mUyYO3cuHn74YfTq1QvHHnssli9fjr59+2Ly5MlqJ08xuT2tyDDZUP3LLgzp51+Rwq09G8u6tKHe2y/IvnKTaz1dJdblVXqt397ZFm8nRQ5yp1dreRqp/Of2DPHG7Aj/juJ8sVAqD8Jt11qnKlQ6LakCGrxtnyXi/olA79em9/QTERFpie478QCwePFiuN1u3HnnnXA4HBg3bhyef/55pKWFn8yKiIiIiIiISE8SohOfkpKCpUuXYunSpWonhYiIiIiIiEgxup/YjoiIiIiIiChZsBNPREREREREpBPsxBMRERERERHpBDvxRERERERERDrBTjwRERERERGRThgEQRDUToSWfP311xAEASaT9tezFQQBLpcLaWlpMBgMaieHkgjLHqmJ5Y/UxPJHamL5IzWx/CnL6XTCYDBgzJgxEfdNiCXm5KSnAmkwGHTxYwMlHpY9UhPLH6mJ5Y/UxPJHamL5U5bBYBDdF+WTeCIiIiIiIiKd4Jh4IiIiIiIiIp1gJ56IiIiIiIhIJ9iJJyIiIiIiItIJduKJiIiIiIiIdIKdeCIiIiIiIiKdYCeeiIiIiIiISCfYiSciIiIiIiLSCXbiiYiIiIiIiHSCnXgiIiIiIiIinWAnnoiIiIiIiEgn2IknIiIiIiIi0gl24omIiIiIiIh0gp14Hers7MQTTzyBsrIyjB49GldeeSV++ukntZNFOnTo0CEUFxcH/PfGG28AAKqrqzF37lyMHj0aEydOxEsvveT3fjFlMdIxKDk9++yzmDdvnt9r8ShvbD8JCF7+7rzzzoC2cOLEid7tLH8UrSNHjuDuu+9GeXk5xowZgwsvvBBbtmzxbv/ss89w7rnnoqSkBFOmTMF7773n9/729nbcd999OPnkk1FaWoqbbroJjY2NfvvIcQxKTJHK32WXXRbQ9vm2jyx/GiWQ7qxcuVI46aSThH/9619CdXW1cPnllwuTJ08W2tvb1U4a6czHH38sjBw5Ujh06JBQV1fn/c9utwuNjY3CSSedJNx2223Crl27hNdee00YOXKk8Nprr3nfH6ksijkGJZ81a9YIw4YNE+bOnet9LV7lje0nBSt/giAIs2fPFlasWOHXFjY0NHi3s/xRtC677DJh2rRpwpdffins2bNHuO+++4RRo0YJu3fvFnbt2iWMHDlSWLFihbBr1y5h9erVwvHHHy/85z//8b7/1ltvFSZNmiR8+eWXQlVVlXDOOecIF198sXe7HMegxBWu/AmCIJx88snCK6+84tf2NTU1ed/P8qdN7MTrTHt7u1BaWir89a9/9b529OhRYdSoUcI777yjYspIj5577jlh+vTpQbc988wzwmmnnSa4XC7va4888ogwefJkQRDElcVIx6DkcvDgQWHBggXC6NGjhSlTpvh1ouJR3th+Jrdw5a+zs1MYPXq08Pe//z3oe1n+KFr79u0TioqKhC1btnhf6+zsFCZNmiQ89thjwl133SXMnj3b7z033nijcPnllwuC0FVuhw0bJnz88cfe7Xv27BGKioqEr7/+WhAEQZZjUGKKVP4OHz4sFBUVCd9//33Q97P8aRfD6XVm+/btaGtrw8knn+x9LTs7G8cffzy+/PJLFVNGerRjxw4UFBQE3bZlyxaMHz8eqamp3tcmTJiAffv24fDhw6LKYqRjUHL5/vvvkZaWhsrKSpSUlPhti0d5Y/uZ3MKVvx9//BE2mw1DhgwJ+l6WP4pWTk4OnnvuOYwcOdL7msFggMFgQHNzM7Zs2eJXJoCucvPVV19BEAR89dVX3tc8Bg8ejPz8fL+yF+sxKDFFKn87duyAwWDA4MGDg76f5U+72InXmYMHDwIA+vXr5/d6Xl6edxuRWDU1NWhsbMTFF1+MU045BRdeeCE2btwIoKus9e3b12//vLw8AMAvv/wiqixGOgYll4kTJ2LlypU47rjjArbFo7yx/Uxu4cpfTU0NAODll1/GxIkTMWnSJNx///1oaWkBIO6zl+WPgsnOzsbpp58Ok8nkfe3DDz9EbW0tysrKQpYbu92OpqYmHDp0CDk5OUhPTw/YJ1LZk3IMSkyRyl9NTQ2ysrJw//33o7y8HFOmTMFjjz0Gp9MJACx/GsZOvM7Y7XYA8KuMAJCeno729nY1kkQ65Xa7sWfPHhw9ehTXXXcdnnvuOYwePRpXXXUVPvvsMzgcjqDlDOiaoERMWYx0DCKPeJQ3tp8USk1NDYxGI/Ly8vDMM8/g1ltvxb///W9cc8016OzsZPkj2Xz99de47bbbMHnyZJxxxhlBy43n306nE3a7PWA7ELnsST0GJYfu5a+mpgbt7e0YNWoUVq9ejYULF2L9+vW48847AYDlT8NSI+9CWmI2mwF0VQrP30DXFwSLxaJWskiHUlNT8fnnnyMlJcVblkaMGIGdO3fi+eefh9ls9v4S6+FpbK1Wq6iyGOkYRB7xKG9sPymUhQsX4qKLLkJOTg4AoKioCLm5uZgzZw6+/fZblj+SxYYNG3DzzTdjzJgxePjhhwF0dWS6lxvPvy0WS9ByBfiXGzmOQYkvWPm7//77sWzZMvTo0QNAV9uXlpaGJUuW4JZbbmH50zA+idcZTxheXV2d3+t1dXXIz89XI0mkYxkZGX5fJgGgsLAQhw4dQt++fYOWMwDIz88XVRYjHYPIIx7lje0nhWI0Gr0deI/CwkIAXaGiLH8UqzVr1uC6667DmWeeiWeeecYbpdGvX7+gZcJqtSIrKwt9+/bFkSNHAjpBvuVGjmNQYgtV/lJTU70deA/fto/lT7vYideZYcOGITMzE59//rn3tebmZvzwww8YN26ciikjvdm5cyfGjBnjV5YA4LvvvsPQoUMxbtw4fPXVV+jo6PBu27x5MwYPHozevXuLKouRjkHkEY/yxvaTQrnllltw6aWX+r327bffAgCGDh3K8kcxeeWVV/C73/0OF198MVasWOEXWjx27Fh88cUXfvtv3rwZY8aMgdFoxIknnojOzk7v5GAAsHfvXhw6dMhbbuQ4BiWucOVv3rx5uO222/z2//bbb5GWloZBgwax/GmZyrPjUxRWrFghjB8/XtiwYYPfOrNOp1PtpJGOdHR0CLNmzRKmTp0qfPnll8KuXbuEBx98UBgxYoSwY8cO4fDhw8K4ceOEZcuWCTt37hRef/11YeTIkcIbb7zhPUaksijmGJScli1b5rfEV7zKG9tPEoTA8rdhwwahqKhIWLlypVBbWyt8/PHHwsSJE4Ubb7zRuw/LH0Vjz549wgknnCAsWrTIbx3uuro6obm5WaipqRFOOOEEYfny5cKuXbuE559/PmCN7RtvvFGYOHGisHnzZu8a277lV45jUGKKVP5efvllYfjw4cIrr7wi/Pjjj8J7770nnHTSScKKFSu8x2D50yZ24nXI7XYLf/zjH4UJEyYIo0ePFq688krhp59+UjtZpEP19fXCrbfeKpx66qnCyJEjhfPPP1/48ssvvdurqqqEOXPmCCNGjBDOPPNM4eWXX/Z7v5iyGOkYlJy6d6IEIT7lje0nCULw8vf+++8L55xzjjBq1Cjh1FNPFR566CHB4XB4t7P8UTSefvppoaioKOh/y5YtEwRBED755BNh2rRpwogRI4QpU6YI7733nt8x2trahDvuuEMYO3asMHbsWOHGG28UGhsb/faR4xiUeMSUvzVr1gi//e1vve3W008/LXR0dHiPwfKnTQZBEAS1owGIiIiIiIiIKDKOiSciIiIiIiLSCXbiiYiIiIiIiHSCnXgiIiIiIiIinWAnnoiIiIiIiEgn2IknIiIiIiIi0gl24omIiIiIiIh0gp14IiIiIiIiIp1gJ56IiIhEEwRB7SQQERElNXbiiYiICDU1NViyZAlOPfVUjBgxAqeddhpuuOEGbN++3bvPV199hauuukrFVBIRERE78URERElu586dOP/883HkyBHceeedeOGFF3DLLbfgwIEDmDNnDrZt2wYAWL9+PXbv3q1uYomIiJJcqtoJICIiInX9+c9/Rk5ODv70pz8hNfXXrwaTJk3ClClT8NRTT+G5555TMYVERETkwU48ERFRkjt8+DAEQUBnZ6ff61arFbfffjvsdjtuvfVWvPnmmwCA4uJi/OEPf8C5556L9vZ2PP7443jvvffQ0NCAwYMHY+HChZg6dar3OBMnTsT06dNht9vx5ptvwmg04vTTT8ftt9+Onj17AgAaGxvxwAMPYPPmzWhubsaQIUNw2WWX4ZxzzolXNhAREekCO/FERERJ7owzzsAnn3yCCy64ALNmzcKECRMwZMgQGAwGTJkyBQBw4oknorGxET/88ANWrVqFAQMGQBAELFq0CF9//TUWL16MgoICfPTRR1iyZAmcTqdfB/yVV17BwIED8Yc//AGNjY145JFHUFtbi1dffRUGgwFLly5FQ0MD7rvvPmRmZuLtt9/GsmXL0LdvX0yYMEGlnCEiItIeduKJiIiS3EUXXYT6+no8//zzuP/++wEAOTk5OO2003DJJZdg1KhRGDBgAHr16gWTyYTRo0cDAD799FNs2rQJjz76qPfJe1lZGex2Ox5++GFMmzbNG55vNBrx5z//GVlZWQCAXr16YdGiRdi0aRPKy8vxxRdfYNGiRZg0aRIAYPz48ejZsydMJlOcc4OIiEjbOLEdERER4frrr8emTZvwyCOPYPbs2cjMzMQ777yDOXPm4KWXXgr6ns8++wwGgwGnn3463G6397+JEyeivr4eO3fu9O47ceJEbwfe8+/U1FR8+eWXAICTTjoJK1euxOLFi7F+/XocPnwYy5Ytw5gxY5S9cCIiIp3hk3giIiICAPTo0QPTpk3DtGnTAAA//PADli5diuXLl2P69OkB+x85cgSCIITsaNfV1WH48OEAgPz8fL9tRqMROTk5OHr0KADg0UcfxTPPPIO//e1v+PDDD2E0GnHKKafg/vvvx7HHHivnZRIREekaO/FERERJ7NChQ5g1axauv/56nHfeeX7bjj/+eCxZsgSLFi3CTz/9FPDerKwsWK3WkE/qBw4c6P27qanJb1tHRweamprQq1cv77GWLl2KpUuXYs+ePfjHP/6Bp556Cvfddx9nxiciIvLBcHoiIqIk1qdPH6SmpuKVV15Be3t7wPY9e/YgPT0dAwcOhNHo/7Vh/PjxsNlsEAQBI0eO9P5XU1ODJ598Em6327vvxo0b4XQ6vf/+xz/+AbfbjZNPPhk///wzTj/9dHzwwQcAgCFDhuDKK6/EKaecggMHDih05URERPrEJ/FERERJLCUlBffeey8WLVqEWbNm4eKLL0ZBQQHsdjs+/fRT/PWvf8X111+PHj16IDs7G4cPH8Ynn3yC4cOH4/TTT8e4ceNwzTXX4JprrkFBQQG++eYbPPHEEygrK/M+ZQeAX375BQsXLsQll1yCX375BStWrEBZWRlOOukkAEDfvn3x+9//Hq2trRgwYAC+++47fPLJJ1iwYIFaWUNERKRJBkEQBLUTQUREROr6/vvv8fzzz+Orr75CY2MjTCYTjj/+eMybNw+TJ08GANTU1OD666/HTz/9hMWLF+Oqq66CzWbD448/jg8++AANDQ3Iz8/H2WefjUWLFiE9PR1A1yR2paWlyM7OxltvvQWr1Ypp06ZhyZIlMJvNAID6+nqsWLEC//73v9HU1IR+/fph1qxZuOqqqwIiAIiIiJIZO/FERESkqIkTJ2L8+PF46KGH1E4KERGR7vGnbSIiIiIiIiKdYCeeiIiIiIiISCcYTk9ERERERESkE3wST0RERERERKQT7MQTERERERER6QQ78UREREREREQ6wU48ERERERERkU6wE09ERERERESkE+zEExEREREREekEO/FEREREREREOsFOPBEREREREZFO/H/2L/p2uHfzVwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "List_loops = (fitbit[\"Minutes Lightly Active\"], fitbit[\"Minutes Fairly Active\"], fitbit[\"Minutes Sedentary\"])\n", + "\n", + "for i in List_loops:\n", + " plt.figure()\n", + " scatter = sns.scatterplot(x=\"Steps\", y=i, data=fitbit)\n", + " " + ] } ], "metadata": { @@ -111,7 +204,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.11.5" }, "nbTranslate": { "displayLangs": [ diff --git a/your-code/challenge-2.ipynb b/your-code/challenge-2.ipynb index d7465f0..166debd 100644 --- a/your-code/challenge-2.ipynb +++ b/your-code/challenge-2.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -36,13 +36,18 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [], "source": [ - "# your code here\n" + "titanic = pd.read_csv('../data/titanic.csv')\n", + "%matplotlib inline\n", + "%config Inlinebackend.figure_format= 'retina'\n", + "sns.set_context(\"poster\")\n", + "sns.set(rc={\"figure.figsize\": (12.,4.)})\n", + "sns.set_style(\"whitegrid\")\n" ] }, { @@ -54,10 +59,35 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PassengerId int64\n", + "Survived float64\n", + "Pclass int64\n", + "Name object\n", + "Gender object\n", + "Age float64\n", + "SibSp int64\n", + "Parch int64\n", + "Ticket object\n", + "Fare float64\n", + "Cabin object\n", + "Embarked object\n", + "dtype: object" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "titanic.dtypes" + ] }, { "cell_type": "markdown", @@ -69,10 +99,169 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] + "execution_count": 17, + "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", + " \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", + "
NameGenderTicketCabinEmbarked
0Braund, Mr. Owen HarrismaleA/5 21171U0S
1Cumings, Mrs. John Bradley (Florence Briggs Th...femalePC 17599C85C
2Heikkinen, Miss. LainafemaleSTON/O2. 3101282U0S
3Futrelle, Mrs. Jacques Heath (Lily May Peel)female113803C123S
4Allen, Mr. William Henrymale373450U0S
..................
1304Spector, Mr. WoolfmaleA.5. 3236U0S
1305Oliva y Ocana, Dona. FerminafemalePC 17758C105C
1306Saether, Mr. Simon SivertsenmaleSOTON/O.Q. 3101262U0S
1307Ware, Mr. Frederickmale359309U0S
1308Peter, Master. Michael Jmale2668U0C
\n", + "

1309 rows × 5 columns

\n", + "
" + ], + "text/plain": [ + " Name Gender \\\n", + "0 Braund, Mr. Owen Harris male \n", + "1 Cumings, Mrs. John Bradley (Florence Briggs Th... female \n", + "2 Heikkinen, Miss. Laina female \n", + "3 Futrelle, Mrs. Jacques Heath (Lily May Peel) female \n", + "4 Allen, Mr. William Henry male \n", + "... ... ... \n", + "1304 Spector, Mr. Woolf male \n", + "1305 Oliva y Ocana, Dona. Fermina female \n", + "1306 Saether, Mr. Simon Sivertsen male \n", + "1307 Ware, Mr. Frederick male \n", + "1308 Peter, Master. Michael J male \n", + "\n", + " Ticket Cabin Embarked \n", + "0 A/5 21171 U0 S \n", + "1 PC 17599 C85 C \n", + "2 STON/O2. 3101282 U0 S \n", + "3 113803 C123 S \n", + "4 373450 U0 S \n", + "... ... ... ... \n", + "1304 A.5. 3236 U0 S \n", + "1305 PC 17758 C105 C \n", + "1306 SOTON/O.Q. 3101262 U0 S \n", + "1307 359309 U0 S \n", + "1308 2668 U0 C \n", + "\n", + "[1309 rows x 5 columns]" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "titanic.select_dtypes(include=['object'])" + ] }, { "cell_type": "markdown", @@ -84,11 +273,12 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ - "# your code here\n" + "sns.set(rc={\"figure.figsize\": (12.,6.)})\n", + "plt.style.use('classic')" ] }, { @@ -100,11 +290,22 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# your code here\n" + "sns.histplot(x=titanic.Age, bins=20);" ] }, { @@ -116,12 +317,23 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'\\nThis makes that our sample get more or less represented. If we group the values in less bins then we will see more values\\n'" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "\"\"\"\n", - "your comments here\n", + "This makes that our sample get more or less represented. If we group the values in less bins then we will see more values\n", "\"\"\"" ] }, @@ -135,22 +347,42 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Method 1 - matplotlib\n", - "# your code here" + "titanic.groupby([\"Gender\"])[\"Gender\"].count().plot(kind=\"bar\");" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjAAAAG6CAYAAAAWMnxMAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAAxOAAAMTgF/d4wjAAAwpElEQVR4nO3de1iVZb7/8Q8LWLJYoCPIQUyWQh5QG9qTWJoIW9TRLXssQ6eDHbTx0IzT1OShfk6121dXXhjVbNulZjuppCNo0zWS4yFEzV2RZruDhwYELCTwMIqwYAmL3x9drpERGClYy1vfr3+U+/4+6/nezKz8XPfzPGv5FRQUNAsAAMAgFl83AAAA0FEEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQK8fcLa2lq98cYb+vTTT1VXV6cBAwbozjvvVExMjCTp6NGjWrNmjfbv36+AgACNHDlSM2bMUEDA31vdtGmTNmzYoFOnTikmJkYzZsxQQkKCt5cCAAB8xOs7MCtXrtTRo0e1dOlSrVy5UldccYWWLl2q+vp6ud1uZWVlKSQkRM8++6wef/xx7d+/X6+99prn+I8++khvvfWW5s2bp9WrVyslJUVPPvmkjh075u2lAAAAH/FqgKmvr9enn36qqVOnKjQ0VFarVb/85S/1t7/9Tbt379aBAwdUUVGhGTNmKDg4WBEREcrIyNC2bdvkcrkkSZs3b1ZKSooSEhIUEBCgCRMmKDo6Wtu3b/fmUgAAgA9dFPfANDc369ChQyorK1NkZKRCQ0M9c/Hx8WpoaFBlZaUkqaysTPHx8S2Oj4uLU2lpqTdbBgAAPuTVe2CCgoI0dOhQ5ebm6te//rW6deumN998U5LkdDrldDoVHBzc4hi73e6ZP/tnazVVVVWtntPtduvEiRMKCgqSn59fZy8JAAB0gebmZtXX16tnz56yWM7fb/H6Tby//vWv9frrr2vJkiVqbm7Wv/7rv6p3794KDQ2VzWZTXV1di/ra2lpJks1m8/zZWs3Z+X904sQJ3XvvvV2wEgAA0NWWL1+u8PDw88a9HmB69OihefPmeX4+efKk/vznP2vYsGHy9/dXVVWVampqPJeRSkpK1K1bN0VHR0uSHA6HSkpKNGrUKM9rHDp0SMOHD2/1fEFBQZKkTz75RCEhIV21LFxEli5dqoceesjXbQDoAry/Lx+nT5/W8OHDPf+O/yOvB5iKigrZ7Xb16NFDlZWVWrNmjYYOHaphw4bJ7XYrJiZGOTk5uvPOO1VbW6vc3FylpKTIarVKksaPH68XX3xRw4cP15VXXqlt27bpyJEjGjNmTKvnO3vZKCQkpMW9Nbh0Wa1W/rcGLlG8vy8/bd3+4fUAc/DgQeXm5qq2tlYhISEaOXKkMjIyJEkWi0UPPPCAsrOz9Zvf/EaBgYEaOXKkbr31Vs/x1157rU6ePKnnn39ep06dUp8+fbRw4cJWt5cAAMClyesBJjU1VampqW3OR0REaOHChe2+xoQJEzRhwoRO7gyXivb+/wXAbLy/cdZF8Rg10Jn4Dxxw6eL9jbMIMAAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxCDAAAMA4Ab5uwFtOnz7t6xYAdIHAwEAFBQX5ug0AXnbZBJjhw4f7ugUAXSAsvJeKPv6IEANcZi6bADNl7tMKDg3zdRsAOtGZBqdyn71HZ86cIcAAl5nLJsAEWm2ydgv2dRsAAKATcBMvAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxCDAAAMA4BBgAAGAcAgwAADAOAQYAABiHAAMAAIzjk+9COnnypF599VV9+eWXamxsVExMjG6++WYlJCRIkr766ivl5OSooqJCPXr0UHp6usaNG+c5/syZM1q7dq0+/PBDNTY2avDgwZo1a5bCw8N9sRwAAOBlPtmBWbNmjY4fP67MzEytWrVKI0aMUFZWlk6fPq3q6mplZWUpJSVFq1ev1ty5c/XGG2+oqKjIc/zatWt14MABPf7443r22WcVEhKip556Sm632xfLAQAAXuaTAPPdd99pxIgR6t69uywWi9LS0lRfX6/Kykpt375d0dHRmjBhggICApSQkKCUlBRt3rxZkuRyubR9+3ZlZGQoIiJCwcHBmjFjhr755hsdPHjQF8sBAABe5pMAk56erk8++UQnTpxQY2OjNm/erKioKMXGxqq8vFzx8fEt6uPi4lRaWipJOnLkiFwuV4ua0NBQRUREeGoAAMClzSf3wAwcOFA7d+7U/PnzZbFYFBISovvuu09Wq1VOp1PR0dEt6u12u5xOpyR5/rTb7W3WAACAS5vXA4zb7dYTTzyhwYMHa9WqVbLZbPr000/15JNP6g9/+INsNpvq6upaHFNbWyubzSZJnj9ra2tltVpbrWnNZztyFWgNkiTFxCWqT/zVnbwyAADwY2zbtk3btm2T9P0tI+3xeoCpra1VVVWVfve73ykkJESSNHz4cEVFRenzzz9XbGys9uzZ0+KYQ4cOqV+/fpKk3r17y2q1qqSkRNdcc40kqaamRtXV1Z6a1iQmZ8jenaeUAAC4WKWmpio1NVXS9/+2v/zyy23Wev0emNDQUMXExGjz5s2qq6uT2+3Wnj179M0336h///4aM2aMKioqtGXLFjU2Nmr//v0qLCzU+PHjJUlWq1VjxoxRbm6ujh49KqfTqZycHPXp00cDBw709nIAAIAP+OQemAceeECvvfaaHnjgAblcLoWHh+vOO+/UsGHDJEkLFy7U2rVrtXbtWvXo0UPTp09XUlKS5/gZM2Zo7dq1WrJkic6cOaOEhAQtWLBAFgufywcAwOXAJwEmOjpav//979ucHzJkiJ544ok25wMDAzVz5kzNnDmzK9oDAAAXObYsAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxCDAAAMA4BBgAAGAcAgwAADAOAQYAABiHAAMAAIxDgAEAAMYhwAAAAOMQYAAAgHEIMAAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjBHj7hIsWLdLRo0c9Pzc3N8vlcum+++5TUlKSysvLlZ2drdLSUtlsNo0dO1ZTp06Vn5+fpz4vL08FBQVyOp3q16+fZs6cqb59+3p7KQAAwEe8HmCWLVvW4ueNGzdq/fr1SkxMlNPpVGZmppKTk/Xggw+qsrJSy5YtU3BwsCZNmiRJ2rBhgwoLC7V48WJFR0dr3bp1yszMVFZWloKCgry9HAAA4AM+v4S0detWpaamymq1qqioSG63W9OmTZPValVsbKzS09O1adMmT/2WLVs0efJkxcbGymq1atq0aWpsbFRRUZEPVwEAALzJpwHmyy+/1JEjR5SWliZJKisrk8PhkL+/v6cmLi5OVVVVqqurU11dnaqrqxUfH++Z9/f3l8PhUFlZmdf7BwAAvuH1S0jn2rx5sxITExUZGSlJcjqdCg4OblFjt9s9c2e1VnPuPAAAuLT5LMCcOHFCe/bs0f333+8Zs9lsOn78eIu62tpaz9xZdXV159WEhYW1e77PduQq0Pr9PTIxcYnqE3/1j2kfAAB0sm3btmnbtm2SJJfL1W6tzwLM+++/r7CwMCUmJnrGHA6Hdu3apaamJs9lpJKSEkVGRnp2XSIiIlRcXKwBAwZIkpqamlReXq7Ro0e3e77E5AzZu4d30WoAAMCPlZqaqtTUVElSTU2NXn755TZrfXIPTFNTkwoKCpSWliaL5e8tJCUlyWKxKC8vTy6XS4cPH1Z+fr7Gjx/vqRk3bpzy8/N1+PBhuVwu5eXlyd/fX0lJSb5YCgAA8AGf7MDs3r1bp0+f9qSss2w2mxYvXqzs7GzNnTtXNptNaWlpnkeoJWny5Mmqr6/X0qVL5XQ61b9/fy1atIhHqAEAuIz4JMCMGDFCI0aMaHUuNjZWjzzySJvH+vn5KSMjQxkZGV3VHgAAuMj5/HNgAAAAOooAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxCDAAAMA4BBgAAGAcAgwAADAOAQYAABiHAAMAAIxDgAEAAMYhwAAAAOMQYAAAgHEIMAAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYJ8BXJ/7666/11ltvqaSkRBaLRX369NEjjzwii8Wi8vJyZWdnq7S0VDabTWPHjtXUqVPl5+cnSWpublZeXp4KCgrkdDrVr18/zZw5U3379vXVcgAAgBf5JMB8/fXXWrZsme644w4tWLBAAQEBOnTokPz8/OR0OpWZmank5GQ9+OCDqqys1LJlyxQcHKxJkyZJkjZs2KDCwkItXrxY0dHRWrdunTIzM5WVlaWgoCBfLAkAAHiRTy4hvf7660pJSVFycrK6desmf39/XXnllfLz81NRUZHcbremTZsmq9Wq2NhYpaena9OmTZ7jt2zZosmTJys2NlZWq1XTpk1TY2OjioqKfLEcAADgZV7fgWloaNDBgwd15ZVX6uGHH1ZVVZV69eqlKVOmaMSIESorK5PD4ZC/v7/nmLi4OFVVVamurk6SVF1drfj4eM+8v7+/HA6HysrKlJyc7O0lAQAAL/N6gDl9+rSam5u1Y8cOLViwQP369dOePXv07LPP6uGHH5bT6VRwcHCLY+x2uyTJ6XR6xlqrOXceAABcurweYGw2myRpzJgxnl2UpKQkDRkyRJ988olsNpuOHz/e4pja2toWx0ry7MacWxMWFtbmeT/bkatA6/f3x8TEJapP/NU/ei0AAKDzbNu2Tdu2bZMkuVyudmu9HmCCg4MVFRXleaLoHzkcDu3atUtNTU2ey0glJSWKjIz07LpERESouLhYAwYMkCQ1NTWpvLxco0ePbvO8ickZsncP7+TVAACAzpKamqrU1FRJUk1NjV5++eU2a31yE++ECRO0fft2lZaWyu12a/fu3dq/f7+SkpKUlJQki8WivLw8uVwuHT58WPn5+Ro/frzn+HHjxik/P1+HDx+Wy+VSXl6e/P39lZSU5IvlAAAAL/PJY9QTJ05UQ0ODnnrqKdXV1Sk6Olrz58/XlVdeKUlavHixsrOzNXfuXNlsNqWlpXkeoZakyZMnq76+XkuXLpXT6VT//v21aNEiHqEGAOAy4bMPspsyZYqmTJnS6lxsbKweeeSRNo/18/NTRkaGMjIyuqo9AABwEeOrBAAAgHEIMAAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxCDAAAMA4BBgAAGAcAgwAADAOAQYAABiHAAMAAIxDgAEAAMYhwAAAAOMQYAAAgHEIMAAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQK8fcK8vDytX79eVqvVM/azn/1M8+fPlySVl5crOztbpaWlstlsGjt2rKZOnSo/Pz9JUnNzs/Ly8lRQUCCn06l+/fpp5syZ6tu3r7eXAgAAfMTrAUaSBgwYoEcfffS8cafTqczMTCUnJ+vBBx9UZWWlli1bpuDgYE2aNEmStGHDBhUWFmrx4sWKjo7WunXrlJmZqaysLAUFBXl7KQAAwAcuqktIRUVFcrvdmjZtmqxWq2JjY5Wenq5NmzZ5arZs2aLJkycrNjZWVqtV06ZNU2Njo4qKinzYOQAA8Caf7MCUlZVp3rx5slqtGjhwoKZPn67IyEiVlZXJ4XDI39/fUxsXF6eqqirV1dVJkqqrqxUfH++Z9/f3l8PhUFlZmZKTk72+FgAA4H1eDzAjRozQmDFj1KtXL504cUKvv/66li5dqqVLl8rpdCo4OLhFvd1ul/T95aWzWqs5dx4AAFzavB5gzr3ZNiwsTHPmzNHs2bN18OBB2Ww2HT9+vEV9bW2tJMlms3nGzu7GnFsTFhbW7nk/25GrQOv398jExCWqT/zVP2YZAACgk23btk3btm2TJLlcrnZrfXIJ6Vxnny6SJIfDoV27dqmpqclzGamkpESRkZGeXZeIiAgVFxdrwIABkqSmpiaVl5dr9OjR7Z4nMTlD9u7hXbQKAADwY6Wmpio1NVWSVFNTo5dffrnNWq/fxPvhhx+qpqZGknTy5EmtXr1aPXr00IABA5SUlCSLxaK8vDy5XC4dPnxY+fn5Gj9+vOf4cePGKT8/X4cPH5bL5VJeXp78/f2VlJTk7aUAAAAf6dAOzJo1azRz5szzxrOzs3XXXXdd0Gt88MEHys7OVkNDg+x2uwYPHqyHHnrIc4lo8eLFys7O1ty5c2Wz2ZSWluZ5hFqSJk+erPr6es89M/3799eiRYt4hBoAgMtIhwLMzp07Ww0wu3btuuAA88ADD7Q7Hxsbq0ceeaTNeT8/P2VkZCgjI+OCzgcAAC49FxRgqqqqWv27JFVUVCgwMLBzuwIAAGjHBQWY3//+963+XZIsFoumT5/euV0BAAC044ICzDPPPCPp+/tTMjMzPeMWi0WhoaEtvtcIAACgq11QgImIiJAkvfTSS13aDAAAwIXo8OfA7Nu3T8XFxaqvr28xzk21AADAWzoUYHJzc/Xuu+/K4XCoW7dunvFzP4wOAACgq3UowBQUFOjhhx/2fAouAACAL3Tok3gbGxt15ZVXdlUvAAAAF6RDOzCjRo3Sxx9/rGuvvbar+gGADjt9+rSvWwDQyf7Z+7pDAaampkYrVqzQ1q1b1bNnzxZz99xzT8e7A4AfoanRJflZNHz4cF+3AsDLOhRgAgMDNXLkyK7qBQA6xN3UJDW7deOvn1VQcKiv2wHQiepqjutPq37f5nyHAszcuXN/dEMA0NkCu9lk7Rbs6zYAdKIzDc525zt0Ey8AAMDFoEM7ML/97W/b/MyX5cuXd0pDAAAA/0yHAsy0adNa/HzixAkVFBRo7NixndoUAABAezoUYMaMGXPeWGJiot5+++1OawgAAOCf+dH3wDgcDu3fv78zegEAALggHdqBcbvdLX5uaGjQ+++/rx49enRqUwAAAO3pUIC54447zhuz2Ww8Xg0AALyqQwFmyZIlLX4OCgpS7969FRQU1KlNAQAAtKdDASYhIaGr+gAAALhgHQowkrR7925t3bpVx44dU3h4uMaOHcv3kAAAAK/q0FNIO3bs0PPPP6/evXsrLS1NvXv31sqVK7V9+/au6g8AAOA8HdqB2bBhg+6//34NGzbMM/azn/1Mr7zySqufEQMAANAVOrQDc+zYMQ0dOrTFWEJCgo4dO9apTQEAALSnQwEmLCxM+/btazF24MABhYWFdWpTAAAA7enQJaR/+7d/09NPP63U1FRFRUXpu+++U2FhoW677bau6g8AAOA8HQowKSkpstlsKigo0P/93/8pPDxcs2fP1ogRI7qqPwAAgPNcUIApLS3Vxx9/rOnTp2vEiBEtAsvbb7+tqKgoORyOLmsSAADgXBd0D8yGDRsUFRXV6lx0dLQ2bNjQqU0BAAC054ICzNdff62kpKRW54YPH66DBw92alMAAADtuaAAU1NTo+Dg4FbnbDabampqOrUpAACA9lzQPTBBQUE6evSoevXqdd7c0aNH1a1btx908meeeUaffPKJHnroIc+H43311VfKyclRRUWFevToofT0dI0bN85zzJkzZ7R27Vp9+OGHamxs1ODBgzVr1iyFh4f/oB4AAIB5LmgHJiEhQRs3bmx17i9/+YuGDBnS4RPv2LFDDQ0NLcaqq6uVlZWllJQUrV69WnPnztUbb7yhoqIiT83atWt14MABPf7443r22WcVEhKip556Sm63u8M9AAAAM11QgPnFL36hrVu3auXKlfriiy9UUVGhL774QitXrtTWrVs1ZcqUDp302LFjevvtt/WrX/2qxfj27dsVHR2tCRMmKCAgQAkJCUpJSdHmzZslSS6XS9u3b1dGRoYiIiIUHBysGTNm6JtvvuE+HAAALiMXdAkpNjZWCxcu1EsvvaSdO3d6xqOjo7Vw4UL17dv3gk/Y3NysF154QTfccMN5l6TKy8sVHx/fYiwuLk47duyQJB05ckQul6tFTWhoqCIiIlRaWqrBgwdfcB8AAMBcF/xBdkOGDFFWVpYqKyt16tQpde/eXdHR0R0+4ZYtWyRJY8eOPW/O6XSe95p2u11Op9Mzf3asrRoAAHDp69An8Urf77r8kOAiSd99953eeecd/cd//Eer8zabTXV1dS3GamtrZbPZPPNnx6xWa6s1bflsR64CrUGSpJi4RPWJv/oHrQEAAHSNb4v3qqLkM0nSGVd9u7UdDjA/xv79+1VTU6M//OEPLcb/+Mc/6rrrrlNsbKz27NnTYu7QoUPq16+fJKl3796yWq0qKSnRNddcI+n7R7yrq6s9NW1JTM6QvTtPKgEAcLHqE3+1Z4Oh9tQxfb13a5u1Xg0w1113nedx6bPuvfde3X333brqqqvkdDr15z//WVu2bFFqaqr++te/qrCwUHPmzJEkWa1WjRkzRrm5uXI4HLLb7crJyVGfPn00cOBAby4FAAD4kFcDTLdu3Vr9zJjQ0FCFhIQoJCRECxcu1Nq1a7V27Vr16NFD06dPb/EpwDNmzNDatWu1ZMkSnTlzRgkJCVqwYIEslgt6oAoAAFwCvBpgWpOTk9Pi5yFDhuiJJ55osz4wMFAzZ87UzJkzu7o1AABwkWLbAgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxCDAAAMA4BBgAAGAcAgwAADAOAQYAABiHAAMAAIxDgAEAAMYhwAAAAOMQYAAAgHEIMAAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYJ8DbJ8zLy9POnTtVU1Mjf39/9e/fXzfffLP69evnqSkvL1d2drZKS0tls9k0duxYTZ06VX5+fpKk5uZm5eXlqaCgQE6nU/369dPMmTPVt29fby8HAAD4gNcDzMiRIzVx4kTZ7XY1NjbqL3/5izIzM/Xcc8/JYrHI6XQqMzNTycnJevDBB1VZWally5YpODhYkyZNkiRt2LBBhYWFWrx4saKjo7Vu3TplZmYqKytLQUFB3l4SAADwMq9fQoqJiZHdbpf0/U6KxWLRqVOndPr0aUlSUVGR3G63pk2bJqvVqtjYWKWnp2vTpk2e19iyZYsmT56s2NhYWa1WTZs2TY2NjSoqKvL2cgAAgA94fQdGkj799FM9//zzqqurk5+fnyZNmqTu3btLksrKyuRwOOTv7++pj4uLU1VVlerq6iRJ1dXVio+P98z7+/vL4XCorKxMycnJ3l0MAADwOp8EmH/5l3/R6tWrdfr0ae3YsUNhYWGeOafTqeDg4Bb1Z3dsnE6nZ6y1mnPnAQDApcsnAeaskJAQ/fznP9ecOXMUHR0th8Mhm82m48ePt6irra2VJNlsNs/Y2d2Yc2vODUL/6LMduQq0fn9/TExcovrEX91JqwAAAJ3h2+K9qij5TJJ0xlXfbq1PA4z0/X0wTU1NqqyslMPhkMPh0K5du9TU1OS5jFRSUqLIyEjPrktERISKi4s1YMAASVJTU5PKy8s1evToNs+TmJwhe/fwrl8QAAD4QfrEX+3ZYKg9dUxf793aZq3Xb+LduHGjTp48KUk6deqU1qxZo4CAAA0cOFCSlJSUJIvFory8PLlcLh0+fFj5+fkaP3685zXGjRun/Px8HT58WC6XS3l5efL391dSUpK3lwMAAHzA6zswn3/+uf70pz+poaFBNptNcXFxeuihh9SzZ09J318mWrx4sbKzszV37lzZbDalpaV5HqGWpMmTJ6u+vl5Lly6V0+lU//79tWjRIh6hBgDgMuH1ALNw4cJ/WhMbG6tHHnmkzXk/Pz9lZGQoIyOjM1sDAACG4KsEAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxCDAAAMA4BBgAAGAcAgwAADAOAQYAABiHAAMAAIxDgAEAAMYhwAAAAOMQYAAAgHEIMAAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxArx9wjfeeEOffvqpjh49qqCgICUkJOiWW25ReHi4p+bo0aNas2aN9u/fr4CAAI0cOVIzZsxQQMDf2920aZM2bNigU6dOKSYmRjNmzFBCQoK3lwMAAHzAJzsw8+bN06pVq7Rs2TJJUlZWlmfO7XYrKytLISEhevbZZ/X4449r//79eu211zw1H330kd566y3NmzdPq1evVkpKip588kkdO3bM62sBAADe5/UAc/PNN6t///4KCAiQ3W5Xenq6ysvLVVtbK0k6cOCAKioqNGPGDAUHBysiIkIZGRnatm2bXC6XJGnz5s1KSUlRQkKCAgICNGHCBEVHR2v79u3eXg4AAPABn98D8/nnn6tXr16y2+2SpLKyMkVGRio0NNRTEx8fr4aGBlVWVnpq4uPjW7xOXFycSktLvdY3AADwHZ8GmC+++ELr16/XrFmzPGNOp1PBwcEt6s6GG6fT2W7N2XkAAHBp8/pNvGft2bNHK1as0D333KPExETPuM1mU11dXYvas5eXbDZbuzVn51vz2Y5cBVqDJEkxcYnqE391ZywDAAB0km+L96qi5DNJ0hlXfbu1PgkwH3zwgdasWaN7771XP/3pT1vMORwOVVVVqaamxnMZqaSkRN26dVN0dLSnpqSkRKNGjfIcd+jQIQ0fPrzNcyYmZ8jePbzNeQAA4Ft94q/2bDDUnjqmr/dubbPW65eQNm3apOzsbC1YsOC88CJJgwYNUkxMjHJycuR0OnX06FHl5uYqJSVFVqtVkjR+/HgVFhZq//79amxs1JYtW3TkyBGNGTPG28sBAAA+4PUdmJdffln+/v6eR6jPWrRokQYPHiyLxaIHHnhA2dnZ+s1vfqPAwECNHDlSt956q6f22muv1cmTJ/X888/r1KlT6tOnjxYuXNjis2QAAMCly+sBJicn55/WREREaOHChe3WTJgwQRMmTOistgAAgEF8/hg1AABARxFgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxCDAAAMA4BBgAAGAcAgwAADAOAQYAABiHAAMAAIxDgAEAAMYhwAAAAOMQYAAAgHEIMAAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGCfD2Cf/3f/9XmzdvVllZmerr6/XKK6/I39/fM19eXq7s7GyVlpbKZrNp7Nixmjp1qvz8/CRJzc3NysvLU0FBgZxOp/r166eZM2eqb9++3l4KAADwEa/vwNjtdo0bN0633377eXNOp1OZmZkaOHCgVq5cqcWLF6ugoEAbN2701GzYsEGFhYVavHixVq5cqYEDByozM1P19fXeXAYAAPAhrweYn/70pxo1apQiIyPPmysqKpLb7da0adNktVoVGxur9PR0bdq0yVOzZcsWTZ48WbGxsbJarZo2bZoaGxtVVFTkzWUAAAAfuqjugSkrK5PD4WhxSSkuLk5VVVWqq6tTXV2dqqurFR8f75n39/eXw+FQWVmZL1oGAAA+4PV7YNrjdDoVHBzcYsxut3vmzmqt5tx5AABwabuoAozNZtPx48dbjNXW1nrmzqqrqzuvJiwsrN3X/mxHrgKtQZKkmLhE9Ym/uhM6BgAAneXb4r2qKPlMknTG1f69rRdVgHE4HNq1a5eampo8l5FKSkoUGRnp2XWJiIhQcXGxBgwYIElqampSeXm5Ro8e3e5rJyZnyN49vGsXAAAAfrA+8Vd7NhhqTx3T13u3tlnr9Xtg3G63XC6XGhsbJUlnzpyRy+WS2+1WUlKSLBaL8vLy5HK5dPjwYeXn52v8+PGe48eNG6f8/HwdPnxYLpdLeXl58vf3V1JSkreXAgAAfMTrOzA7duzQCy+84Pn57rvvliQtWbJEQ4YM0eLFi5Wdna25c+fKZrMpLS1NkyZN8tRPnjxZ9fX1Wrp0qZxOp/r3769FixYpKCjI20sBAAA+4vUAk5KSopSUlDbnY2Nj9cgjj7Q57+fnp4yMDGVkZHRFewAAwAAX1WPUAAAAF4IAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxCDAAAMA4BBgAAGAcAgwAADAOAQYAABiHAAMAAIxDgAEAAMYhwAAAAOMQYAAAgHEIMAAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYJ8DXDfxQzc3NysvLU0FBgZxOp/r166eZM2eqb9++vm4NAAB0MWN3YDZs2KDCwkItXrxYK1eu1MCBA5WZman6+npftwYf+7Z4r69bANBFeH/jLGMDzJYtWzR58mTFxsbKarVq2rRpamxsVFFRka9bg49VlHzm6xYAdBHe3zjLyABTV1en6upqxcfHe8b8/f3lcDhUVlbmw84AAIA3GHkPjNPplCQFBwe3GLfb7Z65s5qbmyVJdadPeKc5+NwZV71qTx3zdRvwgrPv67qa43I3nvFxN/AG3t+Xj7Pv77P/jv8jIwOMzWaT9P1OzLlqa2sVFhbWYuzsPTH5a/6fd5rDReHrvVt93QK86M8vLvJ1C/Ai3t+Xl/r6etnt9vPGjQwwwcHBioiIUHFxsQYMGCBJampqUnl5uUaPHt2itmfPnlq+fLmCgoLk5+fni3YBAEAHNTc3q76+Xj179mx13sgAI0njxo1Tfn6+hg4dqqioKL3zzjvy9/dXUlJSizqLxaLw8HAfdQkAAH6o1nZezjI2wEyePFn19fVaunSpnE6n+vfvr0WLFikoKMjXrQEAgC7mV1BQ0PrdMQAAABcpIx+jBjqisLBQ8+fP93UbwGWlsbFRzz33nObMmaNZs2ad99CFN3z11Ve67bbb1NTU5PVzo+sZewkJAHDx+vjjj/XVV1/pj3/843kfeQF0BnZgAACd7rvvvlNkZCThBV2GHRhcdB5//HH17dtXJ0+e1GeffSabzabbbrtNffr00f/8z//om2++UUxMjO655x7FxMToo48+0rvvvquqqipZLBYNHDhQt99+uyIjI1t9fbfbrffee0/btm3TiRMnFBUVpVtuuUXDhg3z8kqBS9PKlSu1a9cuud1uzZo1S4MGDdL8+fP15ptvau/evWpoaFB8fLzuuusuz/t05cqVcrlcCgkJ0UcffSRJuuGGGzRixAitXr1aX3/9tcLCwjRnzhzPx2d89dVXeuutt3TkyBG53W7169dPt912m/r169dmbzt27FB+fr6qq6sVFhamG2+8USNHjuzy3wk6HzswuCjt3LlT48eP1+rVq5Wenq7Vq1frzTff1Pz587Vq1SqFh4frlVdekSQFBQVpzpw5WrVqlbKystTc3Kznnnuuzddev369du7cqfvvv18vvPCCbrjhBj399NP67rvvvLU84JI2b948TZkyRQMGDNBLL72kRYsW6ZlnnpHT6dQTTzyh//7v/1bfvn315JNPqrGx0XPc7t27NXToUK1YsUKzZ89WTk6OVqxYoVtvvVWrV6/WVVddpVWrVnnq/f39deutt+q5557T8uXLFRUVpaeffrrFa56rsLBQb7/9tmbPnq0XXnhBd999t1588UUdOHCgy38n6HwEGFyUkpKSlJCQIIvFojFjxqihoUHXX3+9IiIiFBAQoFGjRqm4uFiSlJiYKIfDIYvFotDQUGVkZOivf/3reV8rcdZ7772nW265RTExMbJYLEpKStKAAQO0a9cuby4RuGyUlpbq4MGDuvvuuxUSEqLAwED98pe/VHV1ted9LEmDBg3StddeK4vFouHDh8tms+mqq65SbGysLBaLkpOTdeTIEc8NwYMGDdLAgQMVEBAgm82mW265RceOHVNFRUWrfbz33nuaMmWK4uLiZLFYNGjQIF133XXavn27V34P6FxcQsJF6Sc/+Ynn7926dWt17OzXROzbt0/r16/Xt99+6xmTpFOnTnm+duKskydPyul06r/+679ksfw9vzc1NSkqKqoLVgKgsrJSbrdbv/3tb8+bO3bs799rdO57XPr+fd7afwucTqeCg4NVXl6ut956S6WlpXI6nZ739KlTp9rsIycnR2+88YZnrKmpSYMHD/6hS4MPEWBgtMbGRmVlZenGG2/U/fffL5vNptLSUi1ZsqTVLwALDg5WYGCgFixYoISEBB90DFx+fvKTnyggIEArVqxQQEDn/bOzfPlyJSYm6p577pHdbldtba3mzJnTbh833XSTkpOTO60H+A6XkGC0xsZGuVwu2e122Ww2nThxQm+//Xab9YGBgUpLS9Prr7+ub7/9Vs3NzXK5XNq3b5+OHDnixc6By8egQYN0xRVXaM2aNTp58qSk77989+OPP1ZDQ8MPft26ujrZbDbZbDadPn1aOTk57dZPnDhR69evV3Fxsdxut86cOaPi4mIdOnToB/cA32EHBkYLCgrSr371K61bt06vvvqqoqKiNHHiRO3du7fNY2677TZt2rRJy5cv17FjxxQYGOh5egFA57NYLHrooYeUm5urRx99VDU1NbLb7Ro8eLCuvvrqH/y6c+bMUU5OjvLz89WzZ09Nnz5dhYWFbdZPnDhRoaGheumllzxPLfbt21c33XTTD+4BvsNXCQAAAONwCQkAABiHAAMAAIxDgAEAAMYhwAAAAOMQYAAAgHEIMAAAwDgEGAAAYBwCDAAAMA4BBsAlbf78+e1+OisAM/FVAgC8ory8XO+++6727dvn+TbhmJgYXX/99UpJSfF1ewAMQ4AB0OW+/PJLPfnkkxo7dqweffRR9erVS01NTTp48KA2btx4UQeYxsbGTv0GZQCdg3clgC730ksv6brrrtMdd9zhGbNYLBo6dKiGDh3qGdu7d6/WrVunI0eOKDQ0VBMmTNDEiRMlSdXV1brvvvs0d+5cvffee6qqqlKfPn00Z84cXXHFFZKk+vp6vfLKK9q9e7cCAwOVnp5+Xi8VFRXKyclRSUmJ/P39dc011+iWW25RUFCQJOl3v/udkpOTVVxcrIMHD2rKlCn6xS9+0ZW/HgA/APfAAOhSR44cUWVlpUaPHt1u3ZdffqnnnntO06dP16pVq3T//fdrw4YN+uCDD1rU7dy5U4sWLdKKFSsUFhamNWvWeObWrl2rsrIyPfHEE8rKylJZWZlOnjzpma+pqdF//ud/atiwYVq+fLmWLl2qI0eO6NVXX21xjvfff19Tp07Viy++qJ///Oed8FsA0NkIMAC61KlTpyRJPXv29IyVl5dr9uzZmj17tu666y7t27dPGzduVFpamoYNGyaLxaK+ffsqLS3tvBtwb7zxRvXs2VNWq1UpKSkqKSmRJLndbu3cuVM33XSTwsPDFRQUpNtvv13Nzc2eY3fs2KGoqChNmjRJgYGBCg0N1U033aSdO3fK7XZ76saMGaMBAwbIz89P3bp168pfD4AfiEtIALpU9+7dJUnHjx9Xnz59JEmxsbFavXq1mpqadMcdd6i5uVmVlZX64osvtHXrVs+xbrdb4eHhLV7v3CDUrVs3uVwuNTU16fTp0zpz5owiIiI888HBwbLb7Z6fKysrdejQIc2ePdsz1tzcLD8/P/3tb39TWFiYJCkyMrITfwMAugIBBkCX6t27t6KiovTBBx/oqquuarOuR48eGjlypKZOnfqDzhMaGqrAwEBVV1erb9++kqS6ujrV1ta2OMegQYO0ZMmSdl/Lz8/vB/UAwHu4hASgy82aNUsffvihXn31VVVVVcntdquxsVH79u3z1EycOFGbNm3SF198oaamJjU1Nenw4cMtatpjsVh0/fXXa926dTp+/Ljq6+uVk5PTIoykpKSotLRUmzdvVkNDg5qbm3Xs2DF98sknnb5mAF2LHRgAXW7YsGF67LHH9O677+qxxx5TXV2d7Ha7evfurXvuuUcDBw5UQECAAgMDlZubq4qKCklSdHS0/v3f//2CzzNjxgy98sorevDBB2W1WpWenq4ePXp45nv16qXHHntMb775pt555x01NDSoZ8+eGjVqlIYPH97p6wbQdfwKCgqa/3kZAADAxYNLSAAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOP8fd3iar+p3+mgAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Method 2 - seaborn\n", - "# your code here" + "sns.histplot(x=titanic.Gender);" ] }, { @@ -318,7 +550,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.12" + "version": "3.11.5" }, "nbTranslate": { "displayLangs": [