diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index 5ffb5c31531b14d9cd27b220edc179c008a04ce6..9459b1823cbd89a5ae6a02debbdf18022f00f753 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -40,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 1, "metadata": { "hideCode": false, "hidePrompt": false @@ -63,7 +63,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": { "hideCode": false, "hidePrompt": false @@ -79,21 +79,22 @@ { "data": { "text/plain": [ - "['exercice_python_en.org',\n", - " 'exercice_fr.ipynb',\n", - " 'Wheat.csv',\n", + "['.ipynb_checkpoints',\n", " 'exercice.ipynb',\n", + " 'exercice_en.ipynb',\n", + " 'exercice_en.Rmd',\n", + " 'exercice_fr.ipynb',\n", " 'exercice_fr.Rmd',\n", - " 'playfair_ori_prixble_salaire.png',\n", + " 'exercice_python_en.org',\n", " 'exercice_python_fr.org',\n", " 'exercice_R_en.org',\n", " 'exercice_R_fr.org',\n", - " 'exercice_en.Rmd',\n", - " 'exercice_en.ipynb',\n", - " '.ipynb_checkpoints']" + " 'playfair_ori_prixble_salaire.png',\n", + " 'playfair_purchpower.PNG',\n", + " 'Wheat.csv']" ] }, - "execution_count": 4, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -118,7 +119,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": { "hideCode": false, "hidePrompt": false @@ -131,7 +132,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": { "hideCode": false, "hidePrompt": false @@ -207,7 +208,7 @@ "5 1585 41.5 5.15" ] }, - "execution_count": 6, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -235,7 +236,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": { "hideCode": false, "hidePrompt": false @@ -297,7 +298,7 @@ "53 1821 54.0 NaN" ] }, - "execution_count": 7, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -319,7 +320,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": { "hideCode": false, "hidePrompt": false @@ -385,7 +386,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "metadata": { "hideCode": false, "hidePrompt": false @@ -394,16 +395,16 @@ { "data": { "text/plain": [ - "Text(0.5,1,'Chart Showing at One View\\nthe Price of the Quarter of Wheat, and Wages of Labour\\nby the Week, from 1565 to 1821')" + "Text(0.5, 1.0, 'Chart Showing at One View\\nthe Price of the Quarter of Wheat, and Wages of Labour\\nby the Week, from 1565 to 1821')" ] }, - "execution_count": 9, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -470,7 +471,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "metadata": { "hideCode": false, "hidePrompt": false @@ -479,16 +480,16 @@ { "data": { "text/plain": [ - "Text(0.5,1,'Chart Showing at One View\\nthe Price of the Quarter of Wheat, and Wages of Labour\\nby the Week, from 1565 to 1821')" + "Text(0.5, 1.0, 'Chart Showing at One View\\nthe Price of the Quarter of Wheat, and Wages of Labour\\nby the Week, from 1565 to 1821')" ] }, - "execution_count": 10, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -561,7 +562,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 9, "metadata": { "hideCode": false, "hidePrompt": false @@ -589,7 +590,7 @@ "dtype: float64" ] }, - "execution_count": 14, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -611,7 +612,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "metadata": { "hideCode": false, "hidePrompt": false @@ -620,16 +621,16 @@ { "data": { "text/plain": [ - "Text(0.5,1,\"Pouvoir d'achat d'un ouvrier\\n en équivalent masse de blé hebdomadaire\\n de 1565 à 1810\")" + "Text(0.5, 1.0, \"Pouvoir d'achat d'un ouvrier\\n en équivalent masse de blé hebdomadaire\\n de 1565 à 1810\")" ] }, - "execution_count": 12, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -673,12 +674,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+CryOqAjEjnj/xb/Pe4jG4Xw+nv9YvOxk/pMoKT2HqNzzCM+N8zuW6P0YIkquHiT6DRf2dQXwVeBOom5yuaL5i4j+1u0iKqyxAjjTnyu4Md67gY+a2SBREj1Za2TBI3GsBxJ1YRzhuVavvyb63T5KlLC+iqh1vOwxu/tviH5LXycqijIrjk1Empzt3eNCRERaRdyi9CDQUWIcVtOzqIzxKnefLKkUEZEGohYcEZEWYmavjbvEzSFqVfpOKyc3IiLSfJTgiIi0lj8l6urzONH4l3eVXlxERKSxqIuaiIiIiIg0DbXgiIiIiIhI01CCIyIiIiIiTWNKN/dLyvz5833FihVJhyEiDWZoaIienp6kwxARkSZ17733bnX3BeWXTNYrTuvxbdsnu73a9Nz769wP3P2Mqm60ShoiwVmxYgX33HNP0mGISINZs2YNp556atJhiIhIkzKz9UnHUIlt2wPu+sGyqm4zfcCj86u6wSpqiARHRERERESmx4GQMOkwZowSHBERERGRpuYE3joJjooMiIiIiIhI01ALjoiIiIhIE4u6qLXOvS/VgiMiIiIiIk1DLTgiIiIiIk1ORQZERERERKQpOE7g6qImIiIiIiLScNSCIyIiIiLS5FqpyIASHBERERGRJuZA0EIJjrqoiYiIiIhI01CCIyIiIiLS5EK8qo9yzOwKM3vGzB4smnaMmd1hZr80s3vM7ISieX9nZo+Z2SNm9oqi6ceZ2QPxvM+amZXbtxIcERERERGptiuBM8ZN+zfgI+5+DPBP8WvMbDXwFuDIeJ0vmlk6XudLwIXA8+LH+G3uQ2NwRERERKSheLgLH7oKcj+C1Gys+zys8/Skw6pbDjNeJtrdbzOzFROE0hc/7weejp+fBXzT3XPAWjN7DDjBzNYBfe5+O4CZfRU4G7il1L6V4IiIiIhIw/BwN77tbAieAUajaWO/wvPvJNX758kGV8dqcJvP+WZ2T9Hry9z9sjLrvA/4gZl9gqgn2e/H0w8E7ihabmM8bSx+Pn56SUpwRERERKRh+PC3INhKIbmJJo7A7svw7rdhqTmJxdZitrr78VNc513A+939ejN7E3A58HJgonE1XmJ6SRqDIyIiIiKNI3crkN13umVg7IEZD6cROE5Q5cc0nQfcED+/FigUGdgILC1a7iCi7msb4+fjp5ekBEdEREREGkd6MROfwoaQmj/T0TQGh6DKj2l6Gnhp/PxlwKPx85uBt5hZh5mtJComcJe7bwIGzeykuHraucBN5XaiLmoiIiIi0jCs54/x7PcJQmPT7nczu/NH9Lb/BlJLoO2IpMOTmJldDZxKNFZnI/Bh4E+Az5hZG1Ez3IUA7v4bM7sGeAjIA3/m7kG8qXcRVWTrIiouULLAACjBEREREZEGYpnn433/TLDzC+waPZne9gegLcDmfIkKbpHSkpyaFBkovU/3cyaZddwky18CXDLB9HuAo6aybyU4IiIiItJQUt1nEXIabH+SdP/7Sc05JOmQpI4owRERERGRhhOG0TicdGZRwpE0AiOYsCBZc1KCIyIiIiINJwyjTlfpdLrMkuJAOLP3+UyUqqiJiIiISMNxd9ra2pTgyD7UgiMiIiIiDae/v5/+/v6kw2gYrdRFTS04IiIiIiLSNNSCIyIiIiINZ9u2bQwPD7N06dKkQ6l7Tmu14CjBEREREZGGMzIywvDwcNJhNIzQWyfBURc1EREREWk4QRCowIBMSC04IiIiItJwgiAgldK1+kqoi5qIiIiISJ0Lw5BMJpN0GA3BMYIW6rjVOkcqIiIiIk0jk8nQ0dGRdBhSh9SCIyIiIiINZ/ny5UmH0FBUZEBERERERKQBqQVHRERERBpKEASsXbuWBQsW0N/fn3Q4dU9FBkRERERE6lgQBGSzWcIwTDqUBmEE3jodt1rnSEVERESkKQRBAKD74MiE1IIjIiIiIg2lkODoPjiVcSBsoXaN1jlSEREREWkKha5pasGRiagFR0REREQaSiqVoru7m7Y2ncpWSkUGRERERETqVG9vL729vUmH0TDcVWRARERERESkIakFR0REREQaypYtW9i9ezeHHHJI0qE0jFBd1ERERERE6tPY2Bj5fD7pMBpGdKPP1um41TpHKiIiIiJNIQgCVVCTSakFR0REREQaihKcqVKRARERERGRuhWGoW7yKZNSC46IiIiINJTu7m4ymUzSYTQMB8IWatdQgiMiIiIiDWXJkiVJh9BwAm+dKmqtk8qJiIiIiEjTUwuOiIiIiDSMIAj43e9+x+LFi5kzZ07S4TQEx1qqTLQSHBERERFpGEEQEARB0mE0nFBV1ERERERE6k8huVGZaJmMWnBEREREpGEowZk6h5bqotY6RyoiIiIiDS8MQwDdB0cmpRYcEREREWkYbW1t9Pf36z44U+BYS5WJVoIjIiIiIg2ju7ub7u7upMNoOK10o8/WOVIRERERaXjunnQIUufUgiMiIiIiDWPz5s0MDAxw+OGHJx1Kw3CHQGWiRURERETqTxAEmLXOeBKZOrXgiIiIiEjDCIJAJaKnzAhpnaRQCY6IiIiINAwlOFPnqIuaiIiIiEhdCsNQ98CRktSCIyIiIiINo7+/n7Y2ncJOVdBC7Rr6doiIiIhIw1iwYEHSITQcxwhb6EafrZPKiYiIiEhDc3eCINC9cKQkteCIiIiISEMIw5CHH36YxYsXM3/+/KTDaSit1EWtdY5URERERBpaEAQAqqImJakFR0REREQaghKc6XEgbKEy0UpwRERERKQhKMGZLiNooRt9tk4qJyIiIiINLQxDAN0HR0pSC46IiIiINIT29nYWLFhAJpNJOpSGoi5qIiIiIiJ1qLOzk87OzqTDkDqnBEdEREREGkI+n8fd1YIzDa00BkcJjoiIiIg0hGeffZYdO3awevXqpENpKO7WUl3UWudIRURERKShBUGgCmpSllpwRERERKQhKMGZvqCFWnCU4IiIiIhIQ1CCMz0OhC00Bqd1UjkRERERaWhhGOoeOFKWWnBEREREpCHMnz9fLTjTYi3VRa2mR2pmV5jZM2b2YNG0uWb2IzN7NP53Ti1jEBEREZHmMHv2bGbNmpV0GFLnap3KXQmcMW7a3wL/6+7PA/43fi0iIiIiMil3Z2RkhHw+n3QoDceB0K2qj3pW0wTH3W8Dto+bfBZwVfz8KuDsWsYgIiIiIo0vDEMef/xxdu7cmXQoDSkgVdVHPUsiukXuvgkg/ndhAjGIiIiISAMJggBAY3CkrLotMmBmFwIXAixatIg1a9YkG5CINJzdu3frb4eISJNIp9PMmTOHhx9+mNHR0aTDaShO/Xcrq6YkEpwtZnaAu28yswOAZyZayN0vAy4DOP744/3UU0+dwRBFpBmsWbMG/e0QEWkOu3fvZt26dbzgBS+gp6cn6XAaTljn3cqqKYkjvRk4L35+HnBTAjGIiIiISAMJwxBA98GRsmragmNmVwOnAvPNbCPwYeBfgWvM7B3Ak8AbaxmDiIiIiDS+zs5ODjzwQNrb25MOpeG4Q6AuatXh7udMMuv0Wu5XRERERJpLe3u7khupSN0WGRARERERKcjlcgRBQHd3d9KhNCQVGRARERERqSPbtm1j586drF69OulQGk5URa11xi61zpGKiIiISMMKw1D3wJGKqAVHREREROpeEARKcPZDQOt0UVMLjoiIiIjUPSU4Uim14IiIiIhI3QuCQFXUpslRkQERERERkbqyZMkSzFrnJL26VGRARERERKSu9PT0qER0AzGzK8zsGTN7sGjat8zsl/FjnZn9Mp6+wsxGiub9R9E6x5nZA2b2mJl91irIctWCIyIiIiJ1zd3ZtWsXXV1d6qY2TeHMFxm4Evg88NXCBHd/c+G5mX0SGCha/nF3P2aC7XwJuBC4A/gecAZwS6kdqwVHREREROpaEARs2LCBXbt2JR1KQ3KHwK2qj/L79NuA7RPNi1th3gRcXWobZnYA0Ofut7u7EyVLZ5fbtxIcEREREalrYRgCqIpafZlvZvcUPS6cwrqnAFvc/dGiaSvN7H4zu9XMTomnHQhsLFpmYzytJHVRExEREZG6FgQBoARnf9SgyMBWdz9+muuew96tN5uAZe6+zcyOA240syNhwn51Xm7jSnBEREREpK4pwWkeZtYGvA44rjDN3XNALn5+r5k9DhxK1GJzUNHqBwFPl9uHuqiJiIiISF0rJDiplE5dp8MxQq/uYz+8HPitu+/pemZmC8wsHT8/GHge8IS7bwIGzeykeNzOucBN5Xagb4mIiIiI1LWenh5WrlxJR0dH0qE0rBCr6qMcM7sauB04zMw2mtk74llvYd/iAi8Bfm1mvwKuAy5y90KBgncBXwYeAx6nTAU1UBc1EREREalzbW1ttLXptLWRuPs5k0w/f4Jp1wPXT7L8PcBRU9m3vikiIiIiUteGdm9nbCzP7DkLkw6lITnsb7eyhqIuaiIiIiJSl8L8kwxtfSPPbrqUp55+gqGtbyTMP5l0WA0p9FRVH/WsvqMTERERkZbknmVo62sJRu8m9G5Stptg9G6Gtr4W92zS4UkdU4IjIiIiInUnP/J93IeBEPceUjYUPx8mP/L9pMNrLFWuoFbv3d2U4IiIiIhI3QmDJ8GHGRk9nuzYC2hLPRPN8OFonsgkVGRAREREROpOKrMarJvA59KW3sicni9EM6w7micVc6iotHOzUIIjIiIiInXF3cn7i0ill9LbsYae9v/FLAAypNIH0dZxWtIhNpx671ZWTeqiJiIiIiJ1IwxDNmzYwBNPrCPT900y3W8lle7HbC6Z7rfSM/964pvei0xILTgiIiIiUhfy+Tzr169nZGSExYsX094xB+v8CPCRpENraK12HxwlOCIiIiKSuFwux7p168jn8yxbtoy+vr6kQ5IGpQRHRERERBK3Y8cOwjBk5cqVdHd3Jx1O01ELjoiIiIhIlbmHjIx8m6HdV+E+Qlf3a+nsPJdMppdFixYxb948MplM0mE2Haf+711TTUpwRERERGRG7Nz512RHbsZ9GHcY3HIcudH7WbXqONrbu5XcSFUowRERERGRmsuPPc7I8I1AFvc0Q8PvZXT0DNrbf0J+bBvt7WcnHWJTa6X74KhMtIiIiIjU3Ojo3ZilcDd2D32I0dEz6Or8Kj3dHyeXuzXp8JqbR2NwqvmoZ2rBEREREZGaS6UXAClyuTMZGzuFrq5L6eq8Hmgn3bYk6fCkiSjBEREREZGa6+h4CWbddHT8GEjR0XETAGZpurvPSTa4Jtdq98FRFzURERERqbmxMWfu3GvJZBbT1fVDUqkeUqm5zJl7OW1tByUdnjQRteCIiIiISE0FQcD69evJZDIsX34bQf5x3LO0ZY7ALJ10eC2hlVpwlOCIiIiISM24O0899RS5XI4DDjgAM6MtsyrpsFpKq90HR13URERERKRmtm7dyq5du1i8eDG9vb1JhyMtQC04IiIiIlITg4ODbNmyhf7+fubNm5d0OC3N1YIjIiIiIrJ/2tvb6e/v58ADD8SsdU6wJVlqwRERERGRqgrDEDOjo6ODpUuXJh2OACGtk2AqwRERERGRqnF3Nm7ciJlx0EEHqeWmDri3VhU1dVETERERkaopFBXo7OxUciOJUAuOiIiIiExbPtjGSO4u0qk5BGOr2bJlC319fcyfPz/p0KRIKxUZUIIjIiIiItOydeDTbN/1GcwyeLCI0d3/j/b2WeqaVnd0HxwRERERkZKGsreyffBzODlC300QdoINkOr6WyU3kii14IiIiIjIlO0cvBL3kT2vU22/wXrfQWhd5MYeoLP96ASjk/FaqYuaWnBEREREZMqCcAAA906C3P/Bw0WYhRgpwnAw4eiklakFR0RERESmrLf71WTHfkWYX0GYfQ+WegZLbcHJ09n+e0mHJ0UclYkWERERESlpds8f0d62EsLDALD0esy6WDj7ElKp7oSjk714dC+caj7qmVpwRERERGTKUqkuli36LuufvIMhy9HfexpzZp2rsTeSOCU4IiIiIjItKevEg2V0d8EB8z6RdDhSQkjrdFFTgiMiIiIi0+Lu5HI5+vr6kg5FSnBaq4qaEhwRERERmRYz49BDD8XrfVCGtJSKEhwz++wEkweAe9wdENyvAAAgAElEQVT9puqGJCIiIiKNIp1OJx2ClGWqojaBTuAY4NH4cTQwF3iHmX26RrGJiIiISB0bGBhg8+bNasGRulJpF7VVwMvcPQ9gZl8Cfgj8AfBAjWITERERkTq2a9cuhoaGWLx4cdKhSBmtlINWmuAcCPQQdUsjfr7E3QMzy9UkMhERERGpa7lcjs7OzqTDkAqoyMC+/g34pZmtAQx4CfAxM+sB/qdGsYmIiIhInQrDkFwuR29vb9KhiOylogTH3S83s+8BJxAlOB9y96fj2R+oVXAiIiIiUp9GR0dxd7XgNAD31mrBqajIgJl91N03uftN7n4jsNnMvl7j2ERERESkTo2NjZFKpZTgSN2ptIraMjP7OwAz6wBuJKqmJiIiIiItaNasWRxxxBF0dHQkHYpUIHSr6qOeVToG5wLg63GScxpwi7v/e+3CEhEREZF6Z1bfJ7rynFaqolayBcfMjjWzY4HfAz4DvJmo5ebWeLqIiIiItKB169axffv2pMMQ2Ue5FpxPjnu9A1gdT3fgZbUISkRERETqVxAE7N69m56enqRDkQq1UpGBcgnO3wO3u25PKyIiIiKxbDYLoAIDDcKxlkpwyhUZOBe418y+aWbnm5luUysiIiLS4pTgSD0r2YLj7hcBmNnhwCuBK82sH/gJ8H3g5+4e1DxKEREREakb2WyWVCpFW1ul9aokaa3UHauiMtHu/lt3/3d3P4No3M3PgDcCd9YyOBERERGpP21tbfT19amKmtSlitJuMzsE2OjuOeBEYBXwj+6+s5bBiYiIiEj9WbRoUdIhyFR4axUZqPRGn9cDgZmtAi4HVgLfqFlUIiIiIlKXVHuqQXmVH3Ws0gQndPc88Frg0+7+fuCA2oUlIiIiIvVocHCQhx9+eE+hAZF6U+nIsDEzOwc4D3hNPC1Tm5BEREREpF5ls1mCICCT0algI1EXtX1dALwIuMTd15rZSuBrtQtLREREROpRNpslk8mQTqeTDkWmwL26j3pWUQuOuz8E/EXR67XAv9YqKBERERGpT7lcTve/kbpWaRW1B9h3ONEAcA/wL+6+rdqBiYiIiEh9CcOQXC5HX19f0qHIFDit1UWt0jE4twABz1VOewtgREnOlTw3LkdEREREmpS7M2/ePHp7e5MORWRSlSY4J7v7yUWvHzCzn7v7yWb2tloEJiIiIiL1JZ1Oc8ABKqTbcBxooRacSosM9JrZiYUXZnYCUEjd81WPSkRERETqztjYGGEYJh2GTIOKDOzrncAVZtZL1DVtF/BOM+sBPl6r4ERERESkfmzcuJEgCFi1alXSoYhMqtIqancDzzezfsDcfWfR7GtqEpmIiIiI1JVcLqfxN42qzltdqqnSKmodwOuBFUCbWdSHz90/Ot0dm9n7iVqGHHgAuMDddUtcERERkTqUz+fJ5/MqES11r9IxODcBZxGNtxkqekyLmR1IdF+d4939KCBNVJlNREREROpQNhtdh1aC04gM9+o+6lmlY3AOcvczarDvLjMbA7qBp6u8fRERERGpEiU4DU5d1PbxCzN7vrs/UI2duvtTZvYJ4ElgBPihu/+weBkzuxC4EGDRokWsWbOmGrsWkRaye/du/e0QEamSdDpNJpPhZz/7WdKhiJRUaYLzYuB8M1sL5Igqqbm7Hz2dnZrZHKIubyuBncC1ZvY2d/9aYRl3vwy4DOD444/3U089dTq7EpEWtmbNGvS3Q0REWp5T993KqqnSBOeVVd7vy4G17v4sgJndAPw+8LWSa4mIiIjIjHN3BgcH6e7upq2t0tNHqSst1EWtZJEBM+uLnw5O8piuJ4GTzKzbopJspwMP78f2RERERKRGRkdHefLJJxkc3J/TP5GZUS4F/wZwJnAvUd5X3LblwMHT2am732lm1wH3EVVmu5+4O5qIiIiI1BcVGGgG6qIGgLufGf+7sto7dvcPAx+u9nZFREREpLoKCU5HR0fCkYiUVzLBMbNjS8139/uqG46IiIiI1JtcLkd7ezupVKW3UJS600JjcMp1UftkiXkOvKyKsYiIiIhIHcpms+qe1uiU4ETc/bSZCkRERERE6tOyZcuSDkEajJldQTSW/xl3Pyqe9i3gsHiR2cBOdz8mnvd3wDuAAPgLd/9BPP044EqgC/ge8F53L5muleui9rpS8939hpJHJiIiIiINT603Dc6Bmb8PzpXA54Gv7gnD/c2F52b2SWAgfr4aeAtwJLAE+B8zO9TdA+BLwIXAHUQJzhnALaV2XK6L2mtKzHNACY6IiIhIExseHiabzTJ79myNwZGKufttZrZionnxbWLexHPDXc4CvunuOWCtmT0GnGBm64A+d789Xu+rwNnsT4Lj7hdUfhgiIiIi0mwGBgbYsWMHc+bMSToU2Q+lO3XNuFOALe7+aPz6QKIWmoKN8bSx+Pn46SWV66L2Nnf/mpn95UTz3f1T5XYgIiIiIo0rm83S0dFBdNFdGlb1E5z5ZnZP0evL3L3S+1qeA1xd9HqiL9f4e3AWTy+pXBe1nvjfWeU2JCIiIiLNxd3JZrP09fUlHYrUn63ufvxUVzKzNuB1wHFFkzcCS4teHwQ8HU8/aILpJZXronZp/O9HKgtZRERERJpFPp8nCAIVGWgGM19kYDIvB37r7sVdz24GvmFmnyIqMvA84C53D8xs0MxOAu4EzgU+V24H5VpwADCzBcCfACuK13H3t1d4ICIiIiLSYHK5HAAdHR0JRyL7y2Z4DI6ZXQ2cStSVbSPwYXe/nKhaWnH3NNz9N2Z2DfAQkAf+LK6gBvAunisTfQtlCgxAhQkOcBPwU+B/iGpTi4iIiEiT6+3t5YgjjtD4G5kydz9nkunnTzL9EuCSCabfAxw1lX1XmuB0u/sHp7JhEREREWl86XQ66RBkfzm1KDJQtyotZv5dM3tVTSMRERERkbqyadMmdu7cmXQYIlNSrkz0IM+VaPuQmeWI+sUBuLurpIaIiIhIE3J3tm/fzrx585IORfab1VORgZorV0VN5aFFREREWlAul8PdVWCgWbRQF7VyLTjLgZ3uPhC/Pg04G1gHfMHdR2seoQCw7rEt/OxHDwLw4j84ihWrFiUckYiIiDSzQgU1lYiWRlOuyMA1wGuBATM7BrgW+DhwDPBF4J21DU8Arv7PNVx96U8I8iEA11x+G+dceCrnXHhawpGJiIhIs8pms4BKRDeNFmrBKVdkoMvdC3cLfRtwhbt/ErgAOKGmkQkAG9dt5epLf8JoLk8QhARByGguz9WXrWHjuq1JhyciIiJNKgxDurq6SKUqrUkldc2r/Khj5b6xxaORXgb8L4C7hzWLSPZy+48fIgz2fbvDMOT2Hz+UQEQiIiLSCg444AAOPvjgpMMQmbJyXdR+HN9VdBMwB/gxgJkdAGj8zQxIpVMQ31zrkNULacukeeRXmzCzaJ6IiIhIjegGn03CaakqauXOkN8H3EBUVODF7j4WT18M/H0N45LYyS8/klTK6O5t513/eDqvf/vxQPQH5+SXH5lwdCIiItKMhoeHefzxx/eMwxFpJOXKRDvwzQmm31+ziGQviw+cw4UfeBW3/Sh6y+cu7KW9o40LP/AqFh84J+HoREREpBlls1lGRkY0/qaJWJ2Pm6mmcl3UpA6c+eYTOfL4xQyNDDKWC7n8u3/JgsX9SYclIiIiTSqbzZJKpchkMkmHItXSQgmO0vJGkYoKDfTM6lRyIyIiIjWVzWbp7OzUGBxpSEpwGoC7MzIysue5iIiISK24+54ER6QRVdRFzcxOBi4GlsfrGNEQHdUOnAGjo6OEYciCBQvo71frjYiIiNROGIb09vbS3d2ddCgi01LpGJzLgfcD9wJB7cKRiXR0dHD44YdjZqTT6aTDERERkSaWTqdZtmxZ0mFIlanIwL4G3P2WmkYiJbW1tTE8PEw2m2Xu3LlJhyMiIiJNyt019qYZtdB9cCpNcH5iZv+P6J44ucJEd7+vJlHJXjZv3kxnZyfZbJZt27YpwREREZGa2bhxI6OjoxxyyCFJhyIyLZUmOCfG/x5fNM2Bl1U3HBkvDEO2bdvGvHnzMDMVGRAREZGaymaztLe3Jx2GVJPTUmWiK0pw3P20WgciE8tms7g7XV1d5HJR45majkVERKQWwjAkl8sxa9aspEORamuhBKeiMtFmtsjMLjezW+LXq83sHbUNTYA95aG7u7v3JDVqxREREZFaGB0dBVCJaGlold4H50rgB8CS+PXvgPfVIiDZ2/DwMG1tbbS1tSnBERERkZrKZrOAEpxmZF7dRz2rNMGZ7+7XACGAu+dRuegZ09PTg5kxZ84cnve855FK6f6sIiIiUn3t7e3MnTuXjo6OpEMRmbZKiwwMmdk84t57ZnYSMFCzqGSPpUuX7mmxSafTug+OiIiI1Ex3d7du8Nms6rzVpZoqTXD+ErgZOMTMfg4sAN5Qs6hkL4WuadlslsHBQebOnatER0RERKoul8vR3t6uYkbNSAnO3tz9PjN7KXAYYMAj7j5W08iErVu3smvXLlauXImZkc1m2bJlC319fUpwREREpKry+TyPPvooixYtYsGCBUmHIzJtlbbgFMbd/KaGscg4Q0NDBEGw5yqKigyIiIhIrRRuR6ECA82nEQoDVJNGq9cpd2d4eJiurq4905TgiIiISK2ogpo0i4pbcGRmjY2NEQSBEhwRERGZEdlslnQ6TVubTg+bkrfOuKpKb/RpZvY2M/un+PUyMzuhtqG1tuIbfBYowREREZFayWazdHR0qMBAs/IqP+rYpAmOmZ1sZoWR7F8EXgScE78eBL5Q49haWjqdZtasWXvVoe/u7ubwww9X+UYRERGpuoULF6q4gDSFUm2QDnwJuBA40d2PNbP7Adx9h5m1z0SAraq3t5fe3t69pqVSKd3kU0RERGpi1qxZSYcgNdRKRQYmTXDc/RdmNhy/HItbcwo3+lwAhDMQX0tyd4Ig2KcP7NjYGNu3b6e/v18DAEVERKRqcrkcY2NjdHd362Jqs2qhBKfkN9jdfxk//SzwbWChmV0C/Az4WI1ja1m5XI7f/va3DAwM7DU9CAKeffbZPWUcRURERKphYGCAdevWaZyvNIVKb/T5dTO7Fzid6EafZ7v7wzWNrIUND0cNZ+NbaVRkQERERGohm82SyWR0I/Fm1WL3wSmZ4JjZ3KKXzwBXF89z9+21CqyVjYyMkE6naW/fe5iTEhwRERGphVwup+7v0jTKteDcS9Rjb6J6gQ4cXPWIhJGREbq6uvYp06gER0RERKotDENyuRx9fX1JhyK11EKnjyUTHHdfOVOBSCQMQ7LZ7IRlGpXgiIiISLUVxvaqBafJtdDpY8W3qjWz1wEvJnp7furuN9Ysqhbm7ixZsoSurq595qXTaVavXq0bcImIiEjVdHR0cMghh+zTNV6kUVWU4JjZF4FVPDcG5yIz+wN3/7OaRdai0uk0c+fOnXCemSm5ERERkapKpVITXliV5qIiA/t6KXCUx32jzOwq4IGaRdXChoaGaGtro6OjY5957s7mzZvp7e3VzbhERESkKrZv304mk9G5hTSNSu/k9AiwrOj1UuDX1Q9HNm7cyJYtWyacZ2Zs27ZtTxlpERERkf31zDPP7HPvPZFGVq5M9HeIxtz0Aw+b2V3x6xOBX9Q+vNaSz+cZGxtj3rx5ky5jZioyICIiIlWRz+fJ5/MqMNAKWuj0sVwXtU/MSBQCPHeDz1L9YJXgiIiISLVks1lAFdSkuZQrE33rTAUi0f1vQAmOiIiIzAwlOC3CVWRAEjIyMkJnZyep1ORDo1RFTURERKpldHSUdDpNW5tOCZueEhxJwoEHHkg+ny+5zGGHHaYkR0RERKpiyZIlLFq0KOkwRKpKCU4dyWQyZDKZkssouREREZFqSqfTSYcgM0EtOHszs7VM8La4+8FVj6hFDQ0NMTIywty5c0t2UduyZQttbW0lK62JiIiIlDM6OsqWLVtYsGCBxuBIU6m0Bef4ouedwBuBudUPp3UNDAywc+fOsonL4OAgmUxGCY6IiIjsl5GREQYGBpg/f37SoUiNGa1VZKCiG326+7aix1Pu/mngZTWOraUUCgyU64KmKmoiIiJSDYUKah0dHQlHIjPCq/yoY5V2UTu26GWKqEVnVk0iakFhGJLNZitqlVGCIyIiItWQzWZpb28v2TVepBFV2kXtk0XP88A64E1Vj6ZFZbNZ3L3k/W8KlOCIiIhINeRyOY29aRW6D86+3P20WgfSykZHR4HSN/gsSKfTBEFQ65BERESkibk7qVSqonMPaRJKcCJm9pel5rv7p6obTmuaPXs2fX19FZWAXrZs2QxEJCIiIs3MzFi1alXSYYjURLkWnMI4m8OAFwI3x69fA9xWq6Bakfq/ioiIiEjNqAUn4u4fATCzHwLHuvtg/Ppi4NqaR9cCgiDgySefZMGCBfT29pZdftu2beRyOZYsWTID0YmIiEgz2rJlCyMjI6xYsSLpUESqrtJmg2XAaNHrUWBF1aNpQSMjIwwNDU1p+cHBwRpGJCIiIs1ueHhYY3pbjHl1H/Ws0ipq/wXcZWbfJmrgei1wVc2iaiHDw8NAZQUGQFXUREREZP+4O9lslr6+vqRDkZnUQqePlVZRu8TMbgFOiSdd4O731y6s1jEyMkJ7ezvpdLqi5ZXgiIiIyP7I5/MEQaAS0dK0Km3Bwd3vA+6rYSwtx90ZGRmpaOxNgRIcERER2R/ZbBZACU4rcdSCIzPD3ens7KSnp6fiddLpNG1tjf+x3fnwer540y948pmdHHzAPN7z2pP5vVUHJh2WiIhI00ulUsyaNYuOjo6kQ5EZVO/jZqpJtYkTlEqlWLFiBXPmzKl4nYULF3LooYfWMKra+8n9j/G+L9zMA2s3MzCU5f7HnuLdn76Bu377ZNKhiYiINL2enh6WL1/eFBdMRSZSUYJjZqsnmHZq1aNpMa3a1exT191GbiwPQCYdfQVzY3k+da1urSQiIlJrYRgmHYIkwav8qGOVtuBcY2YftEiXmX0O+HgtA2sF69atY8OGDVNaZ2BggLVr1zbsH6d8EPL01gEAjl4+j8vffToHL4qquDyxaVuSoYmIiDQ9d+fhhx/m2WefTToUkZqpNME5EVgK/AK4G3gaOLlWQbWCQoGBSqunFYyNjTE0NNSwrT/plDGrO+rzO29WVBo7ZRa97qt8LJKIiIhMXS6Xw93JZDJJhyIzrJXug1NpgjMGjABdQCew1t0bswmhTuRyOcIwrPj+NwUWJwONmuCYGee94ng629v2HMO2wSyd7W2881UnJBydiIhIcytUUFOBgRbUQl3UKh1ddjdwE/BCYB5wqZm9wd3fULPImlzhBp/d3d1TWq/RExyA81/xQnJjATu2R13SFs3u4YyTjuR1pzw/4chERESamxIcaQWVJjjvcPd74uebgbPM7I/3Z8dmNhv4MnAUUR74dne/fX+22UhGRkZIpVK0t7dPab1mSHDMjIte8yI2bNjAwMAAn3n3q1kwf37SYYmIiDS9XC5HR0cHqZQK6baUBmh1qaaSCY6Z9bn7LuAJM5s7bvZ/7+e+PwN8393fYGbtwNSaMhpcb28v7e3texKWSqXT6aa56tLX18fAwABTewdERERkuvr6+hr6IqlIJcq14HwDOBO4lyjvKz4XdeDg6ezUzPqAlwDnA7j7KDA6nW01qv7+/mmt19fXR19fX5WjSUbhOIIgSDgSERGR1jCVe+9J8zBoqQvKJRMcdz/ToiaGl7p7Ne/CeDDwLPAVM3sBUQL1XncfquI+6lY+nycMQzKZzJRbcJpJIbFp1JLXIiIijSSfzxMEwbR6kEgTaKGGu7JjcNzdzezbwHFV3u+xwJ+7+51m9hngb4F/LCxgZhcCFwIsWrSINWvWVHH3yers7KS3t5dt27ZNuZm4ra2Nnp4edu/e3fAtH/39/WQyGTZu3MgjjzySdDjShHbv3t1UfztERPZH4fxj+/bturgoTa3SIgN3mNkL3f3uKu13I7DR3e+MX19HlODs4e6XAZcBHH/88X7qqadWadfJ27BhA8PDw7z0pS+d8rq7d+9m3bp1HHvssfT0NPZ9Yx577DGCIOCwww5TPX6piTVr1tBMfztERPbH008/zc6dOznllFPUgtOC6v3eNdVUaYJzGnCRma0Dhoi68bm7Hz2dnbr7ZjPbYGaHufsjwOnAQ9PZViMaHh6e8v1vCpqhilpBEAT09PQouREREZkB2WyWzs5OJTetqvFPHStWaYLzyhrs+8+Br8cV1J4ALqjBPupOPp9nbGyMuXPHF6WrTLMlOENDQwwMDEy76IKIiIiU5+5ks1lmz56ddCgiNVeuTHQncBGwCngAuNzd89XYsbv/Eji+GttqJCMjI8DUb/BZ0CwJjrsThiFhGLJ161YlODPswWe3cM/mp1jY3cPpKw6hI13ptQ4REWlEY2NjhGFIZ2dn0qFIUmb41NHMriCqxvyMux9VNP3PgfcAeeC/3f1vzGwF8DBQGJR9h7tfFC9/HHAl0AV8j6gwWcmjKXdWcxUwBvyUqBVnNfDeKRybjNPV1cXSpUun3UUtlUrR1dXVFDfoWrx4MVu3btVAxxmUD0Pe/cOb+enGdYTutKXSdKTTXHPWW1g1Z17S4YmISI2k0+n9Ov8QmYYrgc8DXy1MMLPTgLOAo909Z2YLi5Z/3N2PmWA7XyIqPHYHUYJzBnBLqR2XO0te7e5vc/dLgTcAp5RZXspoa2ujv79/2glKR0cHhxxyCL29vVWObGaZGfPnz6e3t1cJzgz65sO/5qcb1zGSz5MLAobGRtmRHeGiH9yUdGgiIlJD6XSa/v5+2tvbkw5FkuBRkYFqPsru0v02YPu4ye8C/tXdc/Eyz5TahpkdAPS5++1xq81XgbPL7bvcWfZYUZBV6ZrWytydbdu2kcvlkg4lcWEY7nkflODMnK8/9CtG8nlSwAUrDmNpVw8ObNy9iyd37Uw6PBERqZHBwUGGh4eTDkOS5FV+wHwzu6focWEFURwKnGJmd5rZrWb2wqJ5K83s/nh6oVHlQKLqywUb42klleui9gIz2xU/N6Arfl2ootZXwYFIbHR0lE2bNrFkyRI6OjqmtY18Ps/atWtZuHBhQ49bGRkZYe3atXR2dirBmUH5+L1+4dyFvP6glSzv7uXih+7FMEYb/L5KIiIyuc2bN9Pe3s7y5cuTDkWax1Z3n+p4+jZgDnAS8ELgGjM7GNgELHP3bfGYmxvN7EiinGO8su1HJRMcd09PMeiWMjQ4wiP3raOnr4tDj1letuxiocDA/vZ/zeVy5PON3aBWSGoWLVo07WRPpu7s5x3B5+69g9mZqItCe9xVcnZHJ4fMnl5lPxERqW+FXhN9fbou3crq5D44G4Eb4u5md5lZCMx392eBQre1e83scaLWno3AQUXrHwQ8XW4nKp00TTdfvobL//nbtGXShKEzZ8Es/uXq97Bk5cJJ1xkZGcHM9quCSbNUUQvi1oL29nb1B55Bb3/+cfxg7aP8dNsWDps1m5PmLaS7LcPn/+BM3RdBRKRJFbqEq4Ka1IEbgZcBa8zsUKAd2GpmC4Dt7h7ELTrPA55w9+1mNmhmJwF3AucCnyu3k8YvxZWA39z1OFf8y42MZscYHsySHcqxef02/v4tny+ZeBRu8Lk/J5LNluCMjY3xzDPP7HkttdWVyfCtM9/Ev7/slczum8VYW5o157yd4xaX7c4qIiINKpvNAqjHRKur/hickszsauB24DAz22hm7wCuAA42sweBbwLnxa05LwF+bWa/Aq4DLnL3QoGCdwFfBh4DHqdMBTVQC860fOeKWxnNjgJw1IsPZtPjW9m2aRc7tw7yu/vXc9ixK/ZZx93J5XLMmTNnv/bdLAlOoYtaIcHp7+8nnVaPyFpzd9avXcvz+/p4xQmHJh2OiIjMgFwuh5kpwWlxM91Fzd3PmWTW2yZY9nrg+km2cw9w1ETzJqMEZxoGtg1SyC/Ou/gMRoZy/NNZl5NKGbsHJq5QYmYcdthh+52YmBk9PT1kMpn92k7Sent7SafTe5IaFRqYGbt27SKfzzNr1qw908IwbIr7KomIyMQWLFhAf3+/uiJLy9BZzTS86JUvoKOrncLfic1roxa0/FjA4cetnHS9dDpNW9v+55QrV67c75agpHV1dTF37tw9J9bqojYztm/fTiaT2XMfpbVr17Jhw4aEoxIRkVpKp9O6wWerq3b3tDrvSKQEZxr+8C2/z+Jl82jvzLBl/XYGtw/R0dXO+R86i56+if+AbN26la1bt85wpPUrm82SzWbVgjODcrkcQ0NDzJkzZ89VvLa2tj19s0VEpPkEQcDmzZv1t15aKsFRF7Vp6Oxu59O3fJD/ufYXLFo+l46udv7l6vdw1EmrJl1nx44dtLe38//Ze+8wSa7y3v9zqjrH6Z6cdmdnZmcTykJIBEUThUHYJskYsLnYxgSbaGP7cvG1sf3DcB2wjY0NCGGQTDA5KAASSChnacNoZ3cn7qSe6Zyrzu+P3m7N7E7c6bhzPs/Tz7NbXV11uqa763zP+77ft6WlZcvnP3r0KF6vl/b29i0fq1ZMT0+Tz+fp7e0FlMCpBuFwoZHn0uifw+EgEomQz+fLEl1UKBQKRX2RSqWYn5/H7XYrFzXFtkHNaM4Sh8vGVb92CaOjo3TvamfXrtVT0wzDIJPJlK0xZz6fPyf64Oi6js1mY+/evcpgoAq0trbi8XiW1W8VUxbS6XQpbU2hUCgUjY+UBuHUT5hfmAEuQrfGAO96L1Ocowjqpg9OVVApalugWDfS1dW15n7lavBZRAjR8C5qhmGg6zpCCCwWiyp8rAKapuF2u5dtK67mqdQFhUKhOHcwZZpDM6/nWOiPSKRmkSLKodnriKZ/WeuhKRRVQQmcLVAUOOtFH5TAORPDMNA0DSkl09PTxGKxWg/pnGZ8fJyFhYUztlssFlpaWlTagkKhUAQxh+IAACAASURBVJxDzMa+SjJ3EFMm0cydmNpxTFKMzL8HKZWpz7ZF1eAoNkIxTWxkZIQ9e/ac8fzt33yIL//jHVx8dR/nX7GT6MnDvPClm7LxXpFzQeAUU9SEEIRCIYBl1sWK8pFOp4lEIqsK7I6OjiqPSKFQNAqpfJifz/wzx+K/AGCX50Vc2f4eXJZgjUemWItQ8ltImQYJUsSQ2hQApsyQzB3Cbdv6XETReIgGnztuBiVwtkAxgpPL5ZBSLkuz+uGt9/O5v/4+mXSO2299gttvfQK7w8qf/MONXH7t/i2d1+PxNHxBeE9PT6kWRNM0ZTJQQRYWFhBC0NTUtOLzxSa0NptN9cNRKBQlDJnnG6PvIZabwaRwvxuJ/YKZ9CHe0n8zumjsfmznMgIbSB2EQdb5SYTZduoZiUD93RTnPmo2swVaW1vx+XwAyyIqUkpu/vvbyaRzy/bPpHPc9Okfb/m8nZ2dtLa2bvk4tcTn85UiCmcjcJLZHD96/AjfeOApphajlRjiOYFhGITDYfx+/6qiOBaLcfToUVWHo1AoljEav5+ksYiJgUW6sEgXEoO0EeVY7N5aD0+xClJKXMa7sSf+HqQdRAqpjwJg0ZpxWodqPEJFTdhmfXAaOwxQY6xWK263m2g0uqwbfDaTJxZJAnDg+T287E0XcNPf3sXiXIKTY6FaDrkuMAyDZDKJ0+nEYrFsWuA8cnyCP/jCt5GAaUpMKfntqy7lvS9/YeUG3aBEIhFM0yQYXD2dpFh/k0qlcLlc1RqaQqGocxYyo+TMDEi4wHg3DgI8rf8nEfMYi9nRWg9PsQKGYTA5OUk82obVESMrCr/vQlgRwsru1v9Qpj7bmO3koqYEzhYIh8MlAwHDMEor5Da7BY/fSXQxSf+Bdlq7fEQXC/t19DZv+bxjY2OYpklfX9+Wj1ULstkso6Oj9Pb24vf7NyVwsvk87/nid0lklkfHbv75I1w+uIPnD/RUYsgNi91uJxgMrmlwYbVa0XVdRXAUCsUyAvZerMJOjhRH9W9xkfE+LjDew1H9GwRsO2o9PMVpZDIZxsbGyGQytLe309JygFRuD7HMg1j1Fpqc16IJZSij2B6oFLUtMDMzQyqVoqmpaVntghCCt7zvpdidVvr2tTF2NISRN7E7rLz9Ay/f8nlN0yzV/zQip7vP9ff3s3Pnzg299sGRCcwViuTSuTzfevjp8g3yHMHtdtPV1bXmip0QAofDoQSOQqFYxk73FXSI56NJnYg4yj36HxMRxxky3oQ3tbcuzW6S+Wkemf0LfjT6Sn46fiMT8dvqcpyVYHJyknw+T19fH62trQghcNn20u59K0HXq5S4UagUNcXGyOfzBINBOjs7z3ju1TdegcWi093v5GffeoaOngC/8+FXccWvHNjyeRvdRa0YrSkKnM2Ey7P554TdYIufniY3dx2dQgLpbGM3Py03Rec0m8227r4Oh4OFhYUzzDIUCsX2ZTEUZiD7G/hdXRzMfgNT5Ij5nqCX80kl629BJJWf46fjbyJnxpEYpCiInVjTCfYFf6/Ww6sIUkqklGiaRk9PIYNhI7/5CsW5jhI4Z4lpmkgpS5P00yeGQghecv0BTpw4wW9/4Hp8H/eV7dyNLnCKEZxi1GtxcZFMJrMhu+LLBnowTBNdCG44r4/ndTRz19EpnDYrr7zwTKvu7YphGExMTNDU1ER3d/e6+wcCATweTxVGplAoGoFoNMrMzAx+v58DPe/kKt4JPHf/Kd7ziu0S6sHZ89nwl8mbSSQGSAFCYsgUR8JfZNB/I1b93GpFUPydF0LQ29urhI1iXbZTDY5KUTtLipN0wzB45plniEQiZ+yjaRo+n++M7vFbpdEFzukRnGQyyeLi4oZe63HY+divXcee9gCX9rbhsOo4bVYuH9zBdQcGKzbmRiMcDiOlXNNcYCkOhwOv16uiNwqFglQqxfj4OE6nk+7uboQQpQcU7kHFBaqJiQlGRkbqIsV1LvkQdmOQjuy7GUx/nu7Mh0AKNKxEcyO1Hl5ZyWQyHDt2jFgspsxhFBtHpagp1qMocGw2G1LKFYvkXS4XO3aUvxDT7XaXesg0Ij6fD5vNVhI4m3VRe80l+9nb7CEbL9hD/8NvvZordu9E09TkHArRxIWFBZxO55rmAqcTj8cBVCRHodjGmKbJ2NgYuq6zY8eOdXtjtbe3Mzo6yrFjx+jt7a1Zw+ZoNEpr4t1oRhMGCWL6/WTFBAiJSQ6H1titFZYSjUZLkZu+vj71m61QrIASOBtASskDP3qc2750N0bO4No3v4gXv+75DA0NIYTg5MmTZ0zQpZTkcrmKhIw3uipfLQzT5Kf3DXPbLw5itei8+trzeOFFu1aNBlit1mUCTdO0ZSkPG8EqDbKn/n35YK8SN0tIJpNkMpkNpaYtZWZmBiGEulkqFNsYTdPo7u5G1/UNLaQ5nU76+/sZGxtjdHSUrq6uqtyjpJQkk0lsNhtWqxUpJXarnwn9C0S1e5Ci4LQpsNKh3cDMRIbu7gx2u73iY6skRRtou92u0tIUm0NurxQ1JXA2wGf+8CZ+8tV7SScyADzx80P87L/v4+Nf/6PSPqe7mqXTaUZGRkpWyOcqUkr+5O++w6NPj5M6Zd38wBOjXH/1AT74jutWfE0ikcA0zdJKXzGSY5pm6d9rYZomyWRy2RgUz5FOp9F1fdOfO6fTWUptU6lqCsX2QkpZ6oW12UUOm83Grl27GB8fZ25uDr/fv6Hf8rPBMAwWFxdLtZttbW20tbXh8/nw+8/DHXsFj88/iiGzSGnQ5rqcIcfbmZle5OjRo7S1tdHS0tJwv3GGYaBpGrqus2vXLmw227rRNYViO6MEzjqMHprkji//gmz6ub4r6USG0OwCTz54kPOev2/FFKviBHwzKUIbZXp6moWFBfbv31/2Y2+Wh58aWyZuANKZHN//2dP8+isupK/7zL4/oVCITCZTEjiappWiOBshnU4jpaS7uxuXy1WxG2mj0tzcTCAQ2PTNz+FwYJom2Wy24Vc5FQrF5pibm2N2dpb+/v6zqunQdZ2dO3eSz+fRdb2Uul2u32cpJZOTk0QiEaSUpfqg4kJOUbD0eF9Gl+dakvkprJoPu94EgNfTzMmTJ5mZmSEajdLd3V1qclzvpNNpxsbGaGpqoq2trWHGrahDttF6sBI46/DYT5/rrfKa91+Lu8nJLf/nB+x4Xie6u/BJWamRYiKRwGq1Vix8XC9Ri/sfP75M3BSRUvLwU2MrCpziSlSRYDC4qZSGYmje4/EocXMahmGg6/pZrewVP8PpdFoJHIViGxGJRJidncXv929pUU4IUUprm5qaIpVKsXPnzrOuGTUMg0Qigc/nKwmYQCBAIBBYc5yasOCxLq9/tVqt9Pb2Eo1GS2NrBKEQiUSYnJxE07SyGxYptheC7ZWipuKb6+BucqNbCpPoq258Phf+yl4AvEEXRt5E0zQ6OjqWpQMVc4Mr5WxSTy5qXo8Dq6XwMdrR4cXrLgg6i67hca08Sd7qql4x/cowDObm5sjlzhRY2xEpJSMjI5w8efKsXl8UNfXghqRQKKpDKpViYmJimWNaOfD5fGSzWUZGRkilUht+XfH+OTExweHDhxkbGyObLVRc9vT00NXVddYiTAiB3+9naGiIpqZCZCcSiWxqfNVCSsn09DTj4+PY7XYGBgaUwFEoNoESOOvwotdcAoCma+RzBnd/9SEA3E2u0qqUlHJZDU4ulyOfz1dU4BTPW2teceX+UrTgz3/3hXz6g9eUnrvyspVtm0+P4BTD7xuZWJumyfz8PNlslkwmw8zMjBI4p0gkEmSz2bO++WuaxuDgIK2t547bUK3Imya3jR/hbx77CTcPP0wkW38TKIXCMAxGR0exWCzs3LmzrDUdXq+X/v5+hBAcO3aMaDRKIjfDUws388j8Z5lOPXbGPSyVSjEyMlLav6mpiYGBgbJnQui6XloonJmZYWRkhOnp6U25eVaadDrN/Pw8gUCAXbt2NbRzqqKOkLK8jzpGpaitg8vr5C+/9SH+9UM3YbHqNLX7CHb6Of/KvdjshR+cEydOIKWkv78fKPx49vT0VEXg1LpQsqPFx8ff9yo++bnbS9t8Hgef/MgNuBwr35ROj+CYpkk0GiUQCKybMpBKpZienl5mM11PN6VasrCwgK7r+Hxn31S2EVI26p1ELssb7ryZsfgiiXwOp27h00/ezS3XvYX9gfZaD0+hKKFpGq2trbhcroo06nQ4HCWHtbHxEzxl+yh54pjkOBz+Ot3uK7jM/6eAwOUqLBoKIejs7KSpqaniKchCCAYGBjh58iTz8/PEYrFSbWetyOfzWCwWnE4ng4OD6jdZUVZUippiGee9eA+f+OGHAbjklQf4l4f+L95m96p9XHRdp6mpqWL1N06nk+bmM2tbasVVl+3m1n94e+n/3//c73P+3tUtivv6+pZFCYqrhhsRKolEAij0GCqKOyVwClHDokjcyipsOp3m5MmTpe7kis3zbwd/yUg0RCJfiCymjDyxXIb3/fLbNR6ZQlFASkk2m0UIQXNzc0XMcIpYrVZ6d3YybP17sixikkOTDvz5S3EtvIhjx44zMzMDgMViYWBggObm5qrVVxYXJHfu3Ilpmhw7doxMJlOVc59OOBxmeHiYaLTQ402JG4Xi7FERnA1isViw2Wxks1kkkl27dpXC67quL0uvCofDOJ3OihVqezyeuutVsrQNzXo9aU7/0d6swHE4HFgsltIkvB5S9WrN4uIiUCjA3QqGYRAKhfB4PDVr2NfofGf0GbLmcymrDk0nbRpMxiNMJ2N0uNR1VdSWubk55ufnGRgYqIqhyGzmCdL6BJjQalzDjvybAUiJSWKuh9i3460VH8N6eL1eBgcHicVipWuSzWar0memWG8TCoVwuVwVFZyKbYxkW7moqQjOBvH5fOzevRshBNlstuRHD8sjOPl8nomJidIKTCUo2m/W08R+6Yr/6T2BlmKaZskmushGBU6x/02x0FJFcJ6jubmZ3t7eLU9WiuJTGQ2cPbp47mf1L3ddwR/2XASARKI3WO8NxblH0THN5/NVrUmkQCvl6+dJMKf9gsPW/4+D1r8g6zxWN26YxewLKKRDDw8PMzU1teY9bavk83lOnDhBKBQiGAzS19en6m0UijKgIjgbpFjvUoziTE1N4fP58Hg8ywROsf9NJXN4w+Ewk5OTDA0N1U0XY6fTSVNTE5lMZk3hlcvlOHnyJN3d3aXJuKZpG8r/Lh67KHBsNht79uzZ8M3xeGiRxyamaPG4eeGuHVjOoSZpZ9PYc7XjWK3WunQVahRe338BNx1+AAuCY6kIv9rST9DioNPbRKuzviKvinOfSHaW0eRT2DU3Xfp+JiYmcLlcdHV1Va2Gs8N5EQgBEhb1B1nUHwTAIhwM+q6vyhg2i91up7m5mVAoRCwWo6urqyJR7VgsRjKZpLu7e8sReIViPcQ2Wg9WAmcDSCk5dOgQ7e3t2Gw2UqlUKYxdTBcrNqpMJpMIISoaYq4nF7UiNpuNnp6edfcrCsGlokTTNPbu3bvua51OJ/v27Su9/6U9F9Y8p5T86fdu5wcHh9GFQAhw22x85a1vYGewad3X1zvT09M4nc6yCBwoXGcVwTl73rH3MhzxDBc6g3z8xAO8rnWQX23t522XXFnroSm2GT+dvokHF76Dho4DLy80fxeXxcuOHTvK6pi2Hrpm45rOv+WnUx8BwJQGQggGfa+my/WCqo1jM2iaRmdnJ36/n8nJSUZHRwkEAmUThsX0t0AggNvtrpvFSsU5Tv1MGyuOEjgbIJPJlJy/2trayGQyTExMlCbpS2tiEokETqezojePehQ4qVQKKeW6katiqP9sUxKWvk5KyezsLG63e82apG8/eZAfHRomsySNLpnN8Qdf/y4/+L3a535vhWw2y/z8PK2trWUTOA6Hg2QyiWmaVZ0EnSsIw+QFnjbydiuvHbqQtIQ3du5jp0etziqqx7H4ozy88D0MmcMgR17mmOJJZuRh9uqfqvp4Ol2X8Ppd32EscTdZI063+wX4bX1VH8dmcblcDAwMMDc3h6ZpWxY3xXqbxcXFUg2UEjcKRflRAmcDFOtF7HY7TqfzjCiEaZql3i7pdLriDmf1KHBmZ2dJJpNomkZ7e3spj/l0igLn9InzxMQEdrt91R4spmkyOjpKS0vLsjSBubk5gDUFzlceeYJUriBufmNoF/dOznAykWR8McLYQpgdDRzFKZe5wFJaW1tpa2sr2/G2G7OzswDs29HHBTYbkUiE8fFx4vG4Mm5QVI3HFn9MTj5X6yiFwVN8DxtOJpKH2OF+XtXHZNM9dZuSthbF+1qRaDRKJBKhs7NzU/ba+XyesbExkskkzc3NStgoqo6yiVYsY6nAyefzhEIhgNIPWywW48iRI+RyOfbu3UtLS0tFx1OPAiefz2Oz2cjlcms23lwpRQ0KEaC16j5SqRSJRGLZexZClJq1rUX6lLhpdTq4cf8g/+dFFwMFt7d0A9shSylZXFzE6/WW9UZZ695KjUw6nSYcDi+bvHi9Xnp6elQXckVVyZqFNFO3bOYa+X4CshcAgSAvs7UcWsNTtOV/9tlniUQiG7oXJ5NJjh49SiqVoqenh87OTvVbq1BUECVwNkA6ncZms6FpGvl8vuSQttQmGgrRCV3XK9IwbSk2m43W1taKn2czFAWOEGJNxxm/38/u3buX1c5IKcnmDSKJFLn8yq9d2v9mKUKIdV3Urj+wB7tFp8dbmGB+5tFnAHBarQy0BNd/c3VKNBoln88TDJb/PUxNTZV6Uyg2TjKZRNf1ZYscmqbR1NSk0v0UVeWA/yqswk4PF+KllRQRoFD/0uvaX+PRNTbNzc0MDAxgs9kYHx9nfHy8tLAnpSSWHSaSfgJziZCMRCIIIejv7181w0GhqCiSgpthOR91jLrjbgCPx0MgEODEwUne/ZK/BOAnX36Itx74Ex68/cnSxGV6epqFhYWKj8dut5cMD+oBKWWp+7Ku62sKHE3TsNvtpZWr0ZlFXvuXN3FoYo6jk3Nc/Sf/xp2PPXvG65b2vzn9eOutnr3tsovoCwbY1eQD4GQihdNq4VOvfQV6A086NU3D6/VWpCdSNpslFouV/bjnOsFgkKGhoTM+p1JK5ufnq/L7oFBAQeB0OYbo5WLmOUZWJLAIG6/qei9WTTWQ3CoOh4P+/n7a29uJxWLE43ES2ePcO/FKHpp6E49Mv4O7T1zF1OJPAWhvb2dgYED1uFHUFCHL+6hn6icEUMcEg0Fy2TzvueJDREJxIvNxvEEX8XCST7z93/jXez8GFNKoqtF5WEpZqvmph1XhYk+ejQicWCxGNpulubkZwzR55z99g7lonGQmT9BtJ5HO8uc3/5jBrmb62oOl4yeTyRUjFRuJ4LhtNr75O2/m4UNHSBt5/vjFl3KgrZWhXTu39sZrjNfrrVhNh8PhYH5+XhkNbBApJel0GqfTuaKBhhCi9NkPBAIqNUVRcXRh4Yb2P+PE8ROkXDNc5notFwZeRrN9fbdLxcYQQpQMXnSL4J6J1yIyvUgtDpg0ZT7IXFLgdR3Da+9Xv6UKRRVR37Z1ME2TfD7Pw3c+RTZbqNfwt3i47PoDAOQNg//69A9L+0fnK98/JJ1Oc/jwYeLxeMXPtRGEEOzatQu/34/X611zhSoSiZSMAR4aHieRySAlzESThOKFnPGcYfD1e54svcYwjFWd0nbv3r0he2qbxcK+ni56Ozq4fEcPuWSios3bKk0iUdnxF/+GSxuyKlYnHo8zMjKyZoPfYDBILperm++t4twnGokihOAlO3+d6zp+R4mbCmGz2QinH8Qwcviz76I19f9oSX8Si7mTqO0rnIx/vdZDVCgKyDI/6hglcNYhFotx+PBhEokk0ihECh78wTOMHy7UJxgWG/fdcYjQycLE5pPv+Qrf+9IvKjqmejMZ0DSt5OPf0dGxqhMaULLbBliMp0pfkK/8cpi/v+0JAAxTMhdJlF5jtVrp6+tbMVqxGdvOQCBQcniTUhKJRDb6FusK0zQZGxtjamqqYucoRiJVw8/1kVIyMzOD1WpdM13Q6/Wi67pKU1NUDY/HQ1tb21nb8is2TtZcAJEj5PgzctqzmMQJOf+UtOVe0sZcrYenUCBQKWqKU5imSWShMAnee9EApln4a37tb+8o7GCxIDSNTCrH6OFZLFad6dFF/vMT3+Xa112K21eZXNt6EziZTIZUKlWawK1F0YgB4KKBbnLG8vSy5/UEGV9I8JIDu0rb1kqTCoVCSCnXda4zTRPTNLFYLDgcDmyn7HsrUaBfaaLRKIZhVLTrtc1mw+VyqZSKDRCJREin0/T09Kx5vTRNIxAIMD8/Ty6X21CTWoViK/h8vloPYdvQ5LgESQ5Tm2XB+VeFxTsBunDR6lJNfhWKaqNmL6tw+8138YbOd/KLb9/P/PgiP/j327n2DZfjcD1X2K/ZrbAkevDsY5MAWCw6zzx8vGJjqzeBE4/HmZiYwDRNZmdnOXTo0Kr7FmuHADoCXt545QU4bQWd3el38ZHrL+ZtL9nHyy8eAgrC5NChQ6W0ttMp9iNYj1QqVUrrE0LQ1NREIpFY09K6XllYWMBms1XUdli5/WwM0zSZmZnB4XBsqNFqMBjE4/E0dHqkojGIRqNks8oOulo4LV10e9+ILk4tbArQhAOXdQft7lfUdnAKBZTfQa1O5qCroSI4K3D/9x/hn/7gP8gks7TtamF6ZJbvffY2rv/dl/L+z7ydH3zxbrKpLIbVxsjBSaSEW/7urtLrpZS4PJUzG6g3gZM/1Uum6BxlGMaqUZelKWoAH3jdlVw00M2tP3+cZDrLfNLgsl2tZDNpbFYPqVQKKSV2u33Fc2uatqHJYrGWpOg85/f7yWazdXMNN0o6nSaZTNLR0VGVQvXi9VFF8SuTyWQwTZOurq4NXSObzUZfX1/lB6bY1hiGwfj4OIFAgK6urloPZ9uwJ/hRAo5LGY/egmEm6HC/ih7fG9FEfTieKhTbCSVwVuDLf/E1MsksmkWjdWczz9w1TCaZ5Qf/fgfv+OsbuerXLgPg6QeP8ee/9VkyqeVRAJfXwf5L+yo2Pl3XaW9vrxu7yXw+j67rCCGWiZyVBM7AwMCy/wshuPaCQa69YBAoCKCjR48yPjHBs9E8Ipemz+fA7lj5vW7ERQ0KE1FN00ppQXa7fUPmBPXG0ghUpYnFYoyPjzMwMLCqwNzuOJ1OhoaGNp3KVxTX6roqKkE0GkVKqSKwVUYIQbv7ZbS7X1broSgUK1LvdTPlRKWorcDMaCEdStME3/irH/DknQdLz0UXnnNAet5l/fzWB16FzW7B5XHg9NgJtvv4xJd/v6K1C5qm0draWlcCpyhsljY9XQld19es09E0Dd3tJ5fNMXXyJKlkktGFGG/6h1uIpc509NpIHxwoRD6W9t9Zur2R0tRaWlrYs2dPVZq8WiwWTNNURgOrkE6nkVKWxP1GkVJy7NgxpqenKzg6xXYmHA5js9nq5h6hUCjqhG3koqYiOCsweHE/j9z+BPmswQPfeqy03Wq3Emhbnmf/6793DS9742U8/eAx3D4nB57fj65XVjdKKcnlcmiaVpWJ7npsVOAU6xV8Pt+a9SMf+/pP6Q84SGbz/Obzh7j90Dhj84v862338cc3XL1sXyHEhgROJpM5w+Eqn89z9OhRWltbaW9vX/cYtUZKuSxKVmkcDgdCCNLpdFXO10jk83mOHTtGIBCgs7NzU68VQhAIBJibmyObzdZNw17FuUE2myWRSNDW1qZSSxUKxbal9rPjOuR3PvFmnr7nMJnkcxEDu8vOb3/izeiWM6MP3iY3V7zsvGoOkeHhYdra2mhra6vqeVeit7e3JDJsNhuBQGDFKI1hGIRCIex2+6oCJ5bKcGhylqfGTOwWDSlhZC5CLm/y48eOnCFwNlL7IKWkvb39DNcqi8WC2+0mEonU7WRgZCHEJ+65mwcmJ/jrCy/F6nTw8vMvRK+Cu5kQArvdriI4K1Bsgnq2TnZFgbO4uNgQ4lrROBS/rxsxvVAoFNsLlaK2zRm6ZIBP3/UXXHTd83A3ueh7Xi8fuendvOZdL6/10ID6Mxmw2WylWgKbzUZ3d3epj8pSilGdtdL3lmqMTN7kzsMTHA/FCs+tuP/6oqS4Yr5Sj5Kmpiay2WxdRimmYlFu+PpXuWv0OF1OJwNeH3ecOM5Hf3p71cbgdDpLqViKArlcjlAoRFNT04qf841gs9nweDwsLi6qa6soK36/n71796r6LoVCsRwJmLK8jzpGRXBWYc+lA3zyjv9T62GsykZTsyqNaZqEQiG8Xm9psielREp5hpApmgGsVYPjcdg5b0cHT5w4ibnk/dksOtdfsu+M/WOxGJFIhO7u7lXFTjabxTCMUsrVUnw+H1NTU4TD4brLV//C44+QyeeRwCu7ekkbeW6fmsBA8sHLX0z7Gk0ly4XP58NisZTS4xQwOzsLsOXoaTAYZGxsjFQqhcvlKsfQFNucaqexKhQKRb2iIjgNSr0InFwux8zMTCktQkrJwYMHS5PApRQjOOs1A/3Eja8g6HHitlvRNYHLbmWwo5l3vfzyM/ZNp9OEw+E1ndQWFhY4duzYis/puo7X6yUWi9XF9VzKY9PT5EwTixBc2d7Bz2emSRp5bLqFo4uhqozB6/XS3t6uGn6ewjRNkskkwWBwy7UzXq+XPXv2KHGjKBszMzOcOHGi7n7LFApFnaBMBhT1Tr0InKJoKa4YCiHQdX1VkwFYO0UNoKfZz4//9zv42dMjTIai7O1p4/LdO9C0MyMIxWOtdS0ymQw2m23VCERHR8emnbCqwVBzM0/MnGSfP4BDt3D/fEE0Zo08O/3Vs38t9jU6vYZpO6JpGoODgxuyJl8PIUTpmqoImWKrSClLkWj1WVIoFNsdJXAalI6OjrpwXzq9ySdwhsCRUnLH8vf+BAAAIABJREFUg0e49c7HSKazXH1xhN98+SV4XavXL9gsFl5+4Z51z1+8ka814cxkMmvWStTDdVyJ/3XRpXznyCGmU0luGhnm6fACdl3nRb076fFVr4D42LFj2Gw2du7cWbVz1iPZbBaLxVKwMl8nCrlRpJSMjo7idDob0mzg3rlhbj52D/PpGFe0DvK2/itpdXhrPaxtSSKRIJ/Pq943CoViVbaTyYASOA3K2bo3lZtiD5m1BM4/3Ho3/3P3k6SzBTE0PhvmtgcO85WP/xYux9bExXoRHNM0yWaz6zoKxWIx5ubm6Ovrq5t0rIFAkC+99tf585/dybfGT2DVNF63dz8fe8k1VR2Hw+EgmUxW9Zz1yOTkJPl8nsHBwbKtkBePs7i4WLdOfqtxy4lf8pkjd5A2Cr8B48kFfjT1BP/9kvfSYlcip9qEw2E0TcPrVddeoVCsQh1k/lQLJXAalEwmgxCi5tGH1SI4ReEzuxjjGz97gmze4NLd7ezpCfCVnx1mPpzgB/ce5PXXXbil8xdX01cTONlsFmBDjkLJZJJ4PI7P59vSmMrJxe2dfO3Vr8PqsGO32qpiD306DoeDSCSyrN/RdiMej5NIJOjo6Ci7CCmaDcRisbr67K1Fysjyz0vEDUBeGsRzGW4e+QUf2P+qGo5u+2GaJtFoFJ/PVzcLNAqFQlFL1C9hgzI2NlYXndBbW1sZGhpaNunz+/2lNIlnjk1jPdU7aG9vgMv3FZoiprN57nv6xJbP7/P52Ldv36opaFarlZ07d65oEb0Uj8eDruuEw+Etj6mcJBIJxsfHkXmjJuIGKLnL1aOVdjWQUjI9PY3VaiUYDJb9+F6vF4vFwsLCQtmPXSmOx+bQROHz+ArvHm7e8SZ0BDlpcN/80RqPbvshpaStra0in0+FQnHuIGR5H/WMEjgNSr2YDGiadkYUqampiZaWFgCa/e7SOIMeB+F4YZKsa4L25sqnUhRd0taLPAgh8Pv9xGKxFQ0SakU8HkcIUVML66J43K4CJxqNkk6naWtrq8jqeLFPUzweL0Uc652g3U3eLHxPmvTCZzOgF9zg2hyNEYU6l9B1nZaWFuXIp1AoFKdQAqdBqReBMz8/f0bUwzRNcrkcUkrOG+ikucmNpgmafQ7mI4VJstWi8/prtpaeBoVUvWIvkZWIRqPE4/ENHaupqQkpJdFodMvjKheJRAK3213TtBOLxUJ3d/e2ze2Px+PY7faKFm8Hg8GSm18j0OFs4oLADqxC56nUSQCaLS4cupW39r+kxqPbXuTzeRYXF+tqYUahUNQh5baIrv0UdE2UwGlQ6kXgLCwsEIvFlm0Lh8McOXKEfD6PEIJ//fDrGeptpcXvJJzI4HM7+KvfexX93c1bPn8x93y1le/Z2Vnm5+c3dCyn04nf76+bOpNcLkcmk1k3va4aBAKBbdsZvauri127dlXUAMBqtdLS0tIwAgfgkxe/maua99BnL6RFdVl9fGDvK3lBy0CNR7a9iEQiTE5OluoeFQqFYiUEIKQs66OeqY+ZnGLT1IvAWanwvDhJMwwDq9VKR9DLl/73jRw6fJjrLtvL77/xZVj08mjrtVzUpJRkMhncbveGjiWEoLe3tyzjKgeJRAJgw+OvJPl8nkQigdfr3TZFzKZplj7D1RC9xT4mVqu1LkTtevisTj7U9yulpr4f2vNKOts7ajyq7Uc4HMbhcKxpha9QKBTbDSVwGpTW1taaCxzTNDFNc02BU0TTNA7s31/2hoZr9cHJZrNIKTcdecjlchiGUfMJg9/vx+Fw1EXkJJlMMj4+Tn9//7bJ8w+FQszOzrJ79+6quRXOzs5it9sbQuBAIX3P4XDg8XjwuBtjzOcSmUyGVCpFR4cSlgqFYgNsvUd1w6AEToNSDxOglSyiYWWBU6TcaT5rRXAymQzApoXK6OgoQggGBmqbaiOEqLnIKlIcRyqV2hYCxzAM5ufncbvdVRM3RbOB2dlZstlszS3g18M0TVKpFM3NzWqCXSOK9Y/r9flSKBQKoO7TysrJ9sg1OQfJZDI1b764GYETDocZHR1dMdKyFTRNw2q1LhNOUkoeHZvk7sMFu9qsubkvtN/vJ5VK1dTRKpPJMDExURJptcZqtaLr+rZxUpubm8MwDNrb26t63mID30awjE4kEkgp8Xg8pYa6iuqSTqdxu91YrdZaD0WhUCjqChXBaVBmZ2dJpVIMDQ3VbAwul4sDBw6csd1isdDe3r4s+pBKpUqWx+VE0zT27NlT+n/eMHnvf3+P+4+PY5gGvX4P0/G7+c/feh0X9XZt6Jh+v5+ZmRnC4TBtbW1lHe9GicfjNT3/6RSjSdtB4ORyOUKhEH6/v+r23FarFa/Xy+LiYsVsqctFMplECIHL5WJmZobFxUX27dtXUTMGxXJ27typ3NMUCsXGaADns3JSv3dPxZrUi8mAEOKMCY2mabS2ti6bHOZyOWw2W8UnP9954iD3Hx8jlcuRNUxGFqIkslne99/fx9xgJMdms+FyuYhEIjW7xvF4HKvVWldpSkWBUw+fu0pStBWvlbgMBoNYrdZShLReaWtrY3BwsBRFLZoyKKpD8XvYSM57CoVCUS2UwGlQ6kHgRCIRpqamVhxHNptdlrKSzWYrlkYxNjZGKBQC4BuPPU0qV5gYvuW83extLvQuSWSzHJ6Z2/Ax/X4/mUymJmk3UkoSiURd1Fktpbm5md27d9d6GBUnEAiwZ8+empk7eDweBgYG6krcroQQonSNit9tZVVcHUzTZHh4uPS7p1AoFOsjQZb5UccogdOg1IPASSQSRCKRFaMyo6OjTE9Pl/5fjOBUahynp061uhzcsKePHf7nRMJmrldTUxNDQ0M1meSmUilM06w7gWOz2aoShaslRUFby15IxaioYRh1G8WJxWJMTk6WIjZK4FSXeDxe0d9UhUJxbiJkeR/1jBI4DUo9CJyVeuAU0XW9NPkxTRObzVYxsaBpWula/NqFB3BaLfQ3+QA4thgFwG2zsq9j4ylHuq7XbPJgGAY2m60u+t+czsLCQsm56VwjlUoxPDxcF+/PMAyOHDmy4Sa11SYajRKJREo1QsXvihI41SEcDqPret0tgigUCkW9oEwGGpRAIFDzm9t6Aqc42dE0raKWy0KIkjvb6y48wB2Hj7LTYcMwTWaSadw2K//4hl9F0zYXechms0xNTdHW1lZVa2Sv14vX663a+TbD4uIiQgiamppqPZSyMzMzg67rdXHtdV3H7XbXrdlAIpHA7XaXonm6rtPR0bEtLMRrjWEYxGIxgsHgOR1NVSgUFaDO08rKiRI4DUo9dK7O5/OrukxV01J4aQTHomv8+4038OThI6QzWT740pfwygND+J2bv1a6rpNIJAiHw1WbuBXfR71OXJxOJ+FwuOwNW2tNPB4nHo/T0dFRN0XbwWCQWCxGLBarqz4nxfq6YDBY2iaEoKWlpYaj2j4UzU/q6TOhUCgaAAlCNfpU1DuZTIZMJoPX663pRHOtCE6xfmBxcZFQKMSuXbsqMnm02+3LjiuEwG210Oz18IKenrM+rq7r+Hw+IpEInZ2dVbnO8XiciYkJ+vr6qm5RvBEcDgemaZ5T+f9SSmZmZrBYLMsm7bXG4/FgtVpZWFioq8ls0WXu9AhyLpdbc9HjXOVEYoQ7Z77HXHqafs8eXtr+aoL21oqdz+1209bWtu2us0KhUGwGJXAalGg0yszMDPv376+ZwFmrB4/f78fhcCClLImxSqXZ9Pb2nrFtcHCwLE1F/X4/kUiEeDxeldSlRCKBaZo1c/Baj2LUMJVKnTMCJ5vNkslk6OjoqKtUMCEEgUCA2dlZstlsXV1vp9N5xmd0ZmaGeDzO3r17azSq6vNU+FG+ePwz5GTBnGI6PcXDi/fy4T1/RZujoyLntNvtddMfS6FQNBjbKEWtfu7mik1RFDWVNBqYOhnmxNj8hvvHLMXlchEIBBBClCyiqy3EyjFZ9Xg86LrOybk5hufmyZdBNK1FPB7H5XLV1UR7KQ6HAyHEOVVMbrfbGRoaIhAI1HooZxAMBhkcHKwrcRMMBhkYGDjj+1zs3VNr85NqIaXkv8e/UBI3ACYGGSPN96b+uyLnjMVipQiaQqFQKFZHRXAalEoKnInJBf78r77N1HQYoQncLht//qFXc/EFO0v7pNNpZmZmaG9vX7EWyDAM0uk0DoeDXC5XsR44UFg5zmQy7NixA4BQKEQikaC3t3fLomo2keT28UkmolFuG5/Cpuv8zStfykt3D5Zj6MvI5/Ok0+m6Xp3VNI19+/bVrQDbLEXxXUtb6LWwWCx1NTbTNFds7gvLndTqSZBVilg+QiJ/ptiQSJ6NHSr7+aSUTE9PK/c0hUJx9myP9SdARXAalkoJnLxh8r4/uYUT4/NksnnS6RyhhQQf/b//w+x8rLRfNpslFoutev5UKsXx48dJp9MVT6/JZrOkUqnS/+PxOOl0esviRkrJ27/2Tf71iaf51rFRkrkc4XSa93/vRwzPld++N5FIAGfWNtQb54q4MU2T48ePMzU1VeuhrIlhGIyPjxOJRGo9FBYWFjhy5EjJAn4p260XjkMv1MC48fIi/aXYsDOknYcFKx5L+dNZ0+k0mUzmnHQwVCgU1UFIWdZHPXNuzFS2IZUSOA89cpxUKoeU0NbiZqCvkLZjGCY/uv3J0n5FA4G1TAaK+7nd7oq6kC11UYPCRKAcBbhPT88wFY1hSIlN09gfKEwscobBzY8+vuXjn47dbqelpaXui4cTiQQnTpyo2yaUG2VhYYFcLldXBfwroWkayWSyLrrWJxIJNE1b0SykKHCKzVLPdWyanQv9l3G15Xr2aOfTJXZwlf4qrrK8iuvary/7+cLhMEIIfD5f2Y+tUCgU5xo1FThCCF0I8ZgQ4vu1HEcj4vF46OvrK3v6ysJiolSc/5H3vpAPvOsKmgNOcjmDmbloab/i5HY1V7TidtM02bFjR0XrG5b2wcnn8+RyubKIhNlEAu2UkHzT7n7+4gWX4LZYMKRkIhJd59Wbx+Fw0NHR0RD2y/F4fFnUrNEwDIO5uTncbnfdR8yEEASDQZLJJJlMpmbjkFKW+t+shNVqpbe3t+6vZzl5pf836NF28ZD5c6bFBI+b9zGo7WevfkFZzyOlJBKJ4PF46iplUaFQNBhSlvdRx9Q6gvOHQPmTlbcBVqsVj8dT9nShA/u6kRK6O704HYUVWZfTitNhXVaDk8/n0XV91fMvjeBUmqURnOKkuxw9gs7v6CB7KhXnl9OzWDWNF7S34rBYuHLXznVevTny+TyJRKIhCrSL17ZafY4qwfz8PIZh0NFRGaerclNcIFhYWKjZGFKpFKZpripgNE3D7/dXtN6unshms8zPzON2u3nD3rfy7t0f5TcOvAW3283U1FRZxWgxKqbS0xQKhWJj1EzgCCF6gOuB/6zVGBqZXC5HOBwuu4Do29HMS144xJWX7ySXM/jwx+9gZj5BV0cTV71oT2k/TdPWFBGapiGEYH5+nkOHDlVU6NhsNpxOZ0kcOByOskRwWj1ufuviC3FarRyNRJlOJnlxVwfNLhdvOP+8LR9/KdFolOPHj9d0hX6j6LqO1Wpt2AiOlJJoNIrP56v7dMAiFosFn89HOBwui/352VB071otggMFEbRdXL5OnjwJQHd3N032IH3uAVwWNz09PWiaxvj4eNkWLOx2O3v27FHpaQqF4uyRgFnmRx0jarViLIT4BvA3gBf4kJTy1ac9/7vA7wK0t7dfcuutt1Z/kHWM1WrF7/dXROQA+P1NRGNJjp+Ywu9z0dXZvOkJrc1mw263Y7PZ6qJ+4GyJpDOEkkm6m4N0BYPMhUJlXxnwer1YLBYWFxfLfOTK0Cjjjcfjq0YchBANETErYrFYsNlspFKpmozbYrGsK2y9Xi+6rhMOh6s4stpQrEVayVRhuxkuKBTbmWuuueYRKeWltR7HevjdXfLy/b9X1mPe/vDH13zvQogvAK8GZqWUz1uy/b3Ae4A88AMp5UdObf8o8A7AAN4npbzt1PZLgJsAJ/BD4A/lOjfCmiTzCiGKb/YRIcTVK+0jpfwc8DmASy+9VF599Yq7bVvi8TgnTpzgoosuWnNF9WwxTRPDMLjqSiuJRILjx4/T19dHe3v7po4zPj5OKpWiWn8/KWXFalhSqRQjIyNcfOGFZU0VkVJy+PBhvF4vF1xQ3tz9SjE/P08sFuP888+v65qhu+66a9lnL5/Po2naOeMEV2+cPHmSxcVFrrrqqrr+XGwFwzBKEeqN7r9areJGCIfDTE9P09/fvy3stxUKxTnFTcA/AzcXNwghrgFeC5wvpcwIIdpObd8PvAk4AHQBdwohhqSUBvBZCkGP+ykInFcAP1rrxLW6y78IeI0Q4gRwK3CtEOK/ajSWhqSSfXCklGiaVlqFdLvdNDU1MT8/X0qhOnbs2Lr1AKlUikgkUvGc/EgkwvDwMJlMhkOHDlUsquBwOBgYGCi761Y6ncYwjIoI1UrR0tLCrl27Gm4SOz09zdGjRxsqcrMUKSWxWKzqTmWZTIZkMrnudbNaraXFkXMRKSUnTpxgYmJiQ/svLi4yPDy8pb9X0T1tu9Q2KRSKClJlkwEp5c+B0yeL7wL+VkqZObXP7KntrwVulVJmpJTHgaPAZUKITsAnpbzvVNTmZuCG9c5dE4EjpfyolLJHStlHQa39VEr5llqMpVGplMDJZDIcPXqUZDK5bHvR3WtqagrTNEkmk+umxs3OFj6zlb4xm6ZJNpslkSg4wFXKZUgIgdPpLPukvlH636xEIwmFdDpNOBzG5/M1nDArYhgGY2NjVU/5XFxc5Pjx4xsSOHDupmbNzc2RSqU2XAvjdruRUjI+Pn5WtVP5fJ54PI7f72/Yz6xCoagj6sNFbQh4iRDiASHE3UKI55/a3g2ML9lv4tS27lP/Pn37mqg8jQbldIFjmpJvf+1B3vYb/8xvvOJT/M3H/ofpkxvLg89kcnz+iz/n9Tf+C1/80k9IpdNkMstvxhaLhfb2dhKJBJ+96XYAvvWjJzh6fHalQ3LH/Ue45/HjAHzzZwcZHp07q/e5EYrpRkVRVsnCcdM0mZiYKGuNQTAYpL+/v+FWaBuhSeZSZmZm0DSNlpaWWg/lrLFYLCQtMDE3wwu/92neeveXeXKh8n+DeDyO0+lcN7XvXBY46XSaubk5fD7fhqO4NpuN7u5uUqkUMzMzmz5n8XdGuacpFIo6pUUI8fCSx+9u4DUWIABcDnwY+JooTGpXWsWRa2xfk5oLHCnlXacbDCjWx263MzAwUEpr+synfsTnP/tTTk4uEo2kuPsnB3n32/+DhdDajkZSSj780a/xtW8+yOJiggvOa+eZZ2b5ww9+lVxueZrJT355nJ8/OMbx8UK08fGDU7zro7cwcpp4ueXHj/BX/3Eb06E46Wyer97+NO/8y1s4Ol4ZkVMUe8lkEqvVWtE+EUIIkslkWdPgNE2raCPUSiGEaBgntUQiQSwWo7W1taH7iHzj+ON8+vgvcWoWDtibuX/uBG+5+0sVFTn5fJ50Or2hCKPD4aC/v7+h0i03QnFhQ9M0urq6NvVav99PMBgkFAoRjW6uf1YkEsHhcJTF9l6hUGxzKuOiNi+lvHTJ43MbGMkE8D+ywIOnjtRyanvvkv16gKlT23tW2L4mNRc4irND0zScTie6rrMQinP7Dx4nk35u1dQ0JelUjm9/7cE1j/PU0xMcPTpDNmvwvAPteL127rlvlPlQnF/cO1zaL5cz+Pwtv+SW7x0kdeo80XiGTDbHF26597n98gaf++Z9pLN5cnkTh82CRRdksnk+9837ynwVChRXlbPZbMUnAkII/H4/iUSiLO51qVSK6enpqvQLKjcOh4N0Ol0z2+LNEIlEsFgsNDc313ooZ40hTf7uqTt5ND7NZCbGy5p2AZA28nz66Z9U7LybSaEsivWtFNXXI7lcjnw+T3d391kJ5I6ODpxO56YiW1JK2traNm3solAoFHXOt4FrAYQQQ4ANmAe+C7xJCGEXQuwCdgMPSilPAjEhxOWnIj1vBb6z3kmUwGlQDMNgYWGBdDrN8ZFZbLYzb7q5nMHTT4yteZzhozPkDRMh4DXX72VxMcWhw3OkUjkOH3lOIM+FYphmISKYzZmYpiQcTSMlHHp2urTf7EKslDZnsxYmOUGvAynh4LFpKoHFYsHj8WwqdWQrFM8RiUS2fKxoNMr8/HxD5tcXUwEboXdPZ2cn/f39De2eFs6kSOYLE+Tbwyfw6jYsovB+Di5W5rsFBYFTXFDZCNFotCzfjXrCbrczNDR01n1oNE2jv79/UwJbCIHX68Xr9Z7VORUKheJ0hJRlfax7PiFuAe4D9gghJoQQ7wC+APQLIZ6mYDT2tlPRnGeArwEHgR8D7z7loAYFY4L/pGA8MMI6DmpQI5toxdYxTZOpqSm6urro6PSTP5VOdvELesik81xwSTePPzxB787Vb6hSSnq6vFgtOrmcwQ9vG2Z6Oo6UYLdb6O4KlvZt8rtKK/VHTyzw6c8/QDRecAbqbH9OVAR8LoxT+33z7mEePHSS2XAhjamrtTJN6hwOB319fRU59krY7XbsdjuRSGTLEYFEIlGKxDUaxWhZKpWq64aZ+Xy+1EOmkfHaHGinhPCPw8e4JzpOXha+ax2uyjWA7OjoIBAIbFiEh0IhTNOsymJDpTFNk4WFBZqbm7csjovXLxqNkslkaG1tXXVfKSVzc3P4/X7sdvuWzqtQKBQlqmwMJKV88ypPrWgsJqX8BPCJFbY/DDzvzFesjhI4DcpSk4Hu3mb2Hujm4FMTvPT6vUTCKZwuK29/1+UI6eKz/3onTz4xRld3kDe+8QUM7ekkmUwyPT2Nx53jogs7ue+BMR55dOrUscFqtXDdtftL53M5bbzimgPcdtdBMtk8x8YKxa92m4W3veGK5/Zz2Lj+xfv54b2HyGTzHD9ZyDl32Cz8zg2Xl/06LCZS3HzvozwxNknA7eI3X3gRF+9c11xjSwghCAaDZLPZLfXdMQyDZDK55kSnnrHZbDQ1NdWdcIhk09x8+BHuHD/K/3J2c+jwYXYPDjZ8HYNN0/nNgUv5r5GHSBt5Fo0MGvDB7svY39a77uvPls1Eb6BgNBCPr137B5A2snx38j7umn0cj8XJDT0v4orm/XUVzZyZmSEUCuF0OstWVxSNRgmHwzidzlXT/pLJJLOzs6VmyQqFQqHYHErgNCinu6h9/JNv5B//9vu0tLl55omTPPnINH/w4SuxWFKMj08zfGSaZ4dnePbIJO//0NVYrRKLxUJXVxfv+YNe4vEf8MyhSQB29bXy0Y9cj8e9/Mb6/ndeh9Wi8/07n0JKidtl592/fTWXXdi3bL8PvfVaLBad7971NBKJ22nnD2+8isvPW77fVgnFk7zuM1/GAvzTr74IgLd+8X/42Guu5YaLD5T1XKdTjlqOYm1DoxZkCyHo6elZf8cqEsmmuf57X2QuHccwTToOnMfxZJSHRp7idw48f/0D1DkfPO9aJPDVkYcxpcRjsbG/qQN/ymR2dpa2trayni8Wi5VE+EYjGFarlXw+v6b4zxo53v3wPzGZmidjFtLungof59d6Xsw7B68v2/i3QiKRIBQKEQwGy/od7erqIpVKMTExweDg4Io1PcXeNyo9TaFQlI8tWTs3HErgNCinCxy3284H/ux6jh49yq+/+UW894NtfOqT32dg0MONv3khAnjg/jHe/o5LkGaO1tZOWlpaSqlR//DpG0kkMpimxOtdeaXbYtH5o3dexx+8/SoSiQx+nwtNO3MCY7HofOit1/K+N19JPJmlyetccb+t8vmfP0QklcZlfe5jnM7l+evv38Wrzt+LzVLZtC8pJel0+qzTswzDwGKxNKSDWhEpZSkFrB5W3r98+FHm0nEyhsGrW/tw2mzcNPoYB5OLvHHoAtzW+oo2bRZdaPzx+b/C+593DbFsmia7Ew3B5OQks7OzpcL0cv0twuEw8Xh8U8KpGNHL5XKrRvfunHmUqVSoJG4A0maWr4//nNf1vpgWe23T2wzDYGJiAqvVWvYif03T6O3tZWRkhImJCXbu3Lns72WaJtFoFJ/P15CpqwqFQlEPNG7F7TZnpUafxW7ZwWChkeGDDx7n3z/7AI88PMHJkzGkhP/60qP8zV/fhRBn1n243fZVxc1SbFYLgSb3uqLFZrUQ9K8sgsrBz4dPkDNMsvlC/dFYuJAWI4Fjc6c3zi0/oVCIkZGRs+75EQgE2LNnT0MXvkciEY4cObKlTu3l5KeTR8kYBjd2DvH27n0sJuM8GpvDquk8vVC5QvxqY9N0mh1udKEhhKC7u5tAIMDc3Fypwe5WkVKSSCTweDybEkwb6YVzf+gQabPwmXlf0yt4lfuiwms1nWciJ85+0GViZmaGXC5HT09PRUSGw+Ggs7OTeDxOLBZb9lw8HscwDNX7RqFQlBdJvTT6rAoqgtOgCCHOSG8oulkVV019PicLoTg33/RoaZ/R0TBWq47b3fh53c1uJ8fmIJU3+Pt7nuTp2YKoyRsGTa7K11t4vV6mp6eJRCKbbh5ZTN+ph6jHVijWB6RSqZrUCpimSTKZJB6PE4/H6XJ6eRRYzKW5e2ESb6RgcJE3TYL2xo2UrYcQgq6uLnRd35Cd80bIZDLk8/lNp2e5XC727Nmzpp1y0OZDQ+DTXOy2ddJtCfLDxGMA+K21T9kMBALYbLaKpo+udo5sNovVai3b31GhUChK1H9Xh7LRuEvHChwOx7JJREtLC3v27CmtOL7hDZfhcFiXvcZq1bn8isFzQuD89ksuxXkqPe2+8RlimRwWTeO8ng46/JXPXbfb7TgcjrOyxI1EIgwPDzd8x3e73Y4QgnQ6XdXzplIpRkdHOXz4MCdOnCAUCqHrOm8duginbuVH82N8ZuxJMvkcuhDs8gXY3bQ5EdpoCCHo6OgoTZhjsdiyCO9LF3gQAAAdRElEQVRm2Uz/m6VomobVal1TvL+2+wqsmoVBayH965/CP0IgcFucnN/Uf9ZjPhtyZo575+/l88c/z3cnvks4WzAA2OyixWYRQpSiY7FkhPtmb+Pr4//CIflLevq7Gn7xQ6FQKGqJEjgNTCgUWuZWJIQopYcAvOwV53PDr12C1VaI2NhsFs6/YAcf/uNX12K4Zefqvf2865rLsVsseOw27BYLz+tu5x9v/NWqjcHn85FKpTadolVMQzmbpoH1hKZp2O12UqlUxc5hmibxeJyTJ0+W0nmKoqqpqYkdO3awd+9edu3axWVdfXz0kqtx6lY8VhuaEOwNtPGF615fsfHVI0UBODExcdYixzAMHA7HWbnkhUIhwuHwqs/v8nTyx/veyD57N0kzw4KZ5EJ3H//vot9HE9W7LSXzST729Mf48uiXuWf+HtKhND8+9GOGo8Prv7hMLKRmefbYs0RnEjy+eA+3T9/Kp4bfy1x6smpjUCgU24Nq98GpJWIrK3zV4tJLL5UPP/xwrYdRdxw6dAi/309XVxdSSqampvD7/WesuEajKUZPzNPa6qWj89zL646nMxyZnqfF62Znc3XfXyaT4dlnn6Wjo2PDK75SSoaHh3E6nezYsaPCI6w8ExMTxGIx9u7dW7ZVZyklCwsLxGIxEolEKaWvvb2dlpaW0qR9tfMlc1kOLs4SeuoIL7/uurKMqdGYm5tjZmYGn89HT0/PWdV6na0N+tGjR7FYLOv2pzpy5Ag5i4nVYSe3mGRoaKiqtuNfG/8ad8zcQV7mGdAGuMF+A/fl7mNYG+aT53+yKlGU/xr9FPmI4FLt5WRlmime5V75P/S59/F7A/+34udXKBRbQwjxiJTy0lqPYz38zk75wr63l/WYPz78t3X73ht7+XibI4QoTfTy+TyLi4s4HI4zBI7P5+S88yvXJ+P/b+/O4+Sqy3yPf57qrt73zp7Q6SxACBhDwAiCYUdwfIGjIiB44aojKldHHWfGURwdnDuv8XLHl6gXrw6iOGPYURHvMDAKKMiasCQQs5AO2XpJ0/tWVd313D/qdKe70510kk6fqurvO69+daXqLM+pqq46z3l+S9hKCvI5rfbYzn0znvz8fBYtWnRYI6nF43ESiUTGzn8zWmVl5VH3F0gmk3R3d9Pf309lZSUAzc3NmBmVlZWUlpZSXFw8dJJ+qBPPomgep89awBM5244qrkw2OLRzfX09O3fupKamZsJJztH2EcvLyxvqE3gwixcvJplMYmZsad1CW1vbpA91fTAvtLxAv/dTQAEX5V1EU7KJZ/ufJcdyeCv+FjPyj32zxs0dL5EgxmxfyHG2jNZkE46zo/tPDPgAOaaR1EREDpcSnAw2PMEZPJnQpHBT73A7Ig82K8zU+W9GO9LjiMVidHZ20tXVNVSliUajVFRUYGYsWbIk45vwha26uhozY+/evXR1dVFWVjah9Zqbm2lvb2fx4sVHVPkZnOzzUBWg4U1qi4uLaW1tZebMmVPW/yQaSe3/3Oi5FFDAA/EHSJIkQmTosWMtx3JIODzjv6KVRrbyAgAW/BMRmRQOJNO/1dZkUR+cDKYEJz24O42NjbS2tk5o+fz8fKqrq6e0Kc6x1J9M8njdZu7euI7nGnaN2+djYGCAjo6OocdbWlpoaGggkUhQVVXFwoULOf7444dObpXcTI6qqiqWLl06lNxMpFnyYBJ+pEOYR6NRkskkyeT4Q/a0tLSM+JupqqoikUiM6Fd4rJ038zwqI5UszVnK8/3Ps8/3ESFCTVEN5dGpmYtnVeU55FqUOL286o8Tp48ccjml/Iwp7Y8kIpJNdAaRwUYnOJFIRCeFITCzoavVg82rDqakpCRrhoCt7+7kAw//O99Ysoru3i6uX/97llXNZO0lV1KQkzuiStPT04O7s3jxYoqKiqiurs6qRC+dFRSkhk3v7u6mqamJmpqaced3GRx6u6qq6oj3N3wunPH209zcTH5+/tDfTGlpKTk5ObS3t1NaeuxHQQQ4f/b5bO7azNq2tfRYDwWRAopyi/j0kk9Pyf4BLpl7DXt6t1PfuwMn9XlSlTeb98//xJTFICLTQfrPXTOZdDacwRYtWjR0tTuZTFJQUKChRUNSXl5OQ0MDsVjsoFW0RCJBMpkkLy8vK16rL/7+NzT2dLGtu52TSirBnV1tLXznpaf57Emns2PHDmB/1aqkpGToZFuJzdQbGBigp6eHuro6amtrx7wgMpiIHk0SXlZWxsknnzzuezyRSBCPx0ckUZFIhEWLFk3p+yLWG+PGJTeyp3cP27u3U5lXycllJ09p5SQvUsCnlvwju3q30tC7kxn581hUfFJWfD6ISJpRgiOZYPjJyYIFC45qzgs5OmVlZTQ0NNDR0XHQwQPa2tpobGxk2bJlGV9t60nEeb5xNwPuvNHdwTnV87jr1At5sKGOB7a9xt+etoZ58+ZRWlo6oq+FhKesrIyamhp27tw5lOSMfm0Gm4gVFR35xKiHOjkfnGNndP+tweR3KnR3d1NXV8fcuXNZUL2ABUULpmzfo5kZNUUnUFN0QmgxiIhkEzXwzWCtra0j2rDril948vLyKCwsPOSkn11dXeTn52d8cgMw4J7qtAg809rA+vZ9PNCwnada6ulPJolEIlRVVSm5STOlpaUsXLiQRCJBXV0d/f39Ix4vKipi5syZ4zYtm6j6+vpx+6V1d3cTiUTGTGhaW1t58803j+kFm2QyyZ49e4hGoxNqVioikhXcJ/cnjWX+WdY01tbWhrtTUFBAQ0MDc+fOndIroDJSZWUlXV1dJIOT+9Emo29DOinNy+fk6lm82tzA3lgPX9ucGv0pGolw5QkrQo5ODqakpISFCxfS1tY2lMi0xXvY0LqHqvxils+ae9T76OzsHDHs93ADAwOUlJSMeVHG3ens7KS3t/eoqkgH09TURDwep7a29ogHUhARySjTbBQ1JTgZzMxIJpP09fXR3d2tCk7IqqqqDpq8TEbfhnTzL2v+jA8+/HPiyQF6+xMU50aZWVTCX5/27rBDk0MoLi4eaiJ25+anWPvGC+REUgOXWDSX29/1UeYVHfnEudFolHg8PuZjNTU141ZoysvLh6o/xyLB6e3tpbm5mYqKiqz6WxQRkf2U4GSwwVHUYrEYZqZO22kiHo+P+VpMRt+GdHN8RTVPffgGHtr+OnXtrayYMYdLak8gP0cfLZniqYatlHT2c9O8s6mLtbG8cCYfr3uITz+zll9d8Jkj3u7gXDjjGe+CTE5ODuXl5bS3tzNnzpyjbio3WjKZpLCwkLlzj75KJSKSORx8/KH7s43OQjLY8AQnW0blynRtbW3s3r2bpUuXHtBccMaMGZSUlEz6CVvYyvLyuXbZqWGHIUfo37Y/x/bWRr42fw2riueyvruehCfZ1dPKto4mlpbNOqLtRqNR+vv7D5jss76+nkQiQU1NzbjrVlZW0tbWRkdHx6T3kSkuLmbx4sX6vBQRyWJqfJzBhic4muAzPQw2+eno6DjgsdzcXDWJkbTTGu9hT6KTb+x5km19LTzesQOAXIvQkeg74u3m5eUNJTnDdXZ2HnIAgaKiIqqqqia1Kh2LxWhqaiKZTCq5EZHpSYMMSCaYP38+ADt37syqZk+ZLBqNUlRURHt7O7Nm7b/y3d3dTU9PD9XV1erULGnlwrknsbWjiYZEF1/Z/buh+5PuLK848mZclZWVB1Rfxpr/Zixmxrx5845436O5O3v27CEWi1FZWam/QRGZfqbZIAP6lM9gkUiESCRCbW0tM2bMCDscCZSXlxOLxejr23/1u729nX379unKsaSdjyx+B3MKy8iPpK53GVCQE+UrKy6lIGdyh/geb/6b8cTjcTo7O496vy0tLfT09DBnzhwNWy4iMg2ogpPBOjo6hr60JX2UlZVRX19Pe3v7UD+crq4uiouLleBI2imJFnD/eTdw/471PNmwhZkFpVyzZDUrKo9u4kt3Z+fOnZSWlg5VbA42/81YGhoa6O7u5sQTTzziqks8HqexsZGSkhIqKo58VDgRkYyX5s3KJpMSnAzW3d3NW2+9RWdnJ0uXLtXJc5qIRqPU1NQMNRuMx+MTapYjEpbi3HyuW3om1y09c9K2aWb09PSMmNS2sLCQ3NzcCX9WVVZW0tHRQWdnJ+Xl5RPe95bO7Tz71jpyLIdV/csBmDdvnj4jRUSmCSU4GWzwy1qdZtNPWVnZ0O3BZjkaYECmm2g0SiKRGPr/4Sb5JSUl5Obm0traOuEE56d19/K7pqeIJ+OAsT73VS6ZcR7L85Yf1r5FRLLONKrgqA9OBhtMajSCWnpqaWmhpaWFRCJBNBrV6yTTTl5e3lCCk0gkGBgYOKz1zYzKykq6urrGnTR0uO1db/K7pqeIBcmN4+zub+DOxvtp6ms+kkMQEckSkzyCWponS0pwMlAymeTun/yB+372NAB/fHwzr67bEW5QMkJHXx8vbt/Oum3bOPuutdyy6XX2TkJnaZFMMljBcXeamprYsmXLIYeIHq2vYIABT/L1dT/gg099idu23kvfwNjJzvrmDSyKHMcFeWfymeJruDT/nP2PtW44qmMREZHMoQQnA/34e4+x9vYniUZTL1/d1n3c9Ll/Z/Nre0KOTCDVufoj99/HL+u2M7eoiJriYp7csYP337WWrglchRbJFvn5+RQUFODu9PT0UFhYeFjNadvinfz1xlu5ufVOXk28QV8yzqMNz3Lzaz9kYGCA3t7eoWXr6upY1lXLFYWX8s68lfR6jF0D9QBEzMiNqEW2iExjDiSTk/uTxpTgZJi+3ji/vud5Yn0JHv+PzTz/hzq2b95HPJbg5//6RNjhCfD8nt3saGvj6cZGAL5zxpnkWoTeeJxfbdoUcnQiU6eqqorFixczMDBALBab8PDQg/5f/dPEkwn6SJBLDmfmn8zlRWdxoa9k06ZN7NixY6giVF5eTlF1MT/r/QXf6voRd/Tcx8b+LUBqTp/VVSsn/fhERDLKNGqipktaGaapoZ1ITiovbW3u4Z7bXxx6rG5bY1hhyTBb32oh6U5Pfz9Nvb3MKiwklhyAJLy+b1/Y4YlMuZ6eHmDi898MeqNrFwnvB+DqkvM5JW8RXcle9g40U1pWyrIZC4eWraqqoooqLrQ1/GzHfeRaHoaR9CSfWXo9ZdHSyTsgERFJa0pwMszM2WUMDBxYFjSD2iWzQohIRltaVUVO0Aznc88+Q9RSCWlRbi7LZ2pCVpk+BgYGqKurIxaLEYlEKCwsPKz1l5Qcx7qWTSS8n4d6/sjDPc/SmuwkPxLl2yf8FaXFByYtF885h9VVK1nfupEci3Ba5QpKooeXWImIZKU0r7pMJjVRyzCFRflc9uHV5BeMnI07Lz/KtZ88L6SoZLh3LljAwooKopEIPf39tCfi5JhRmJfH5SdpqFqZHpKe5KE9L9DV282mWAPr2Ut7ouewtvHeuWeRF4liQHuym9ZkJ1HL5cTSWmqL5427XkVeOefPPotzZp2p5EZEZBpSgpOBPv65i/jIx9dQVlGEmbHo+Nl889ZrOPHk+WGHJqSGtl37oSu4bNky8nNyyI1EWFNbyy+uupqSvLywwxOZEv/02gN8d8tveGugm47+Xn6453Guf/a7dPfHJryNirxS/uXUL7Ki4gQiGPmRPC6ecwZfP+WTxzByEZFs5JCc5J80piZqGSgSiXDVx9Zw1cfWhB2KjKOsoIBb3nMJt7znkrBDEZlye3taeKzhFeLJfkojBawuquWOtj/SHu/hN3te5MMLz5rwto4rms0/rfgfxzBaEZFpwME9vUc+m0yq4IiIyKT6U8ceci0HgM5kHwCO05dMsK7ljTBDExGRaUAVHBERmVSzCspxUs0Xbml+jPKcQpI4uRZhflF1yNGJiExTad6sbDIpwRERkUl1cvlxzC6oYFd3M+3JXtqTqQk5cy2HDxx3RsjRiYhMUxpFTURE5MiYGd8//S9YUbmQqOWQH4kyK7+cW069jgWq4IiIyDGmCo6IiEy66vxSbnvHDbTGu+gbiDOnoBIL5ocSEZEp5g7J6TPIgBIcERE5ZirzSsIOQUREphklOCIiIiIi2W4a9cFRgiMiIiIikuV8GjVR0yADIiIiIiKSNVTBERERERHJaj6tmqipgiMiIiIiIllDFRwRERERkWzmQHL6VHCU4IiIiIiIZDvXIAMiIiIiIiIZRxUcEREREZEs5oCriZqIiIiIiGQFdzVRExERERERyUSq4IiIiIiIZLnp1ERNFRwREREREckaquCIiIiIiGS7adQHx9zTv1xlZvuAN0MMoRxoD3H/YcrGY8/UY0r3uNMxvhlAc9hBiMhhS8fPE0lfYb5fFrr7zJD2PWFm9gip78TJ1Ozul0zyNidFRiQ4YTOzH7n7J8OOIwzZeOyZekzpHnc6xmdmL7r76WHHISKHJx0/TyR96f0io6kPzsT8OuwAQpSNx56px5Tucad7fCKSOfR5IodD7xcZQRUcEclaquCIiIhMP6rgiEg2+1HYAYiIiMjUUgVHRERERESyhio4B2FmO8xsg5m9bGYvhh3PVDKzCjO738z+ZGabzOzMsGM6GmZ2YvA6Dv50mNnnw45rIszsC2b2mpltNLO7zKwg7JhGM7O/DOJ7LVOeVxEJn5kdZ2aPB98zr5nZXwb3V5nZY2a2NfhdGXasEj4zKzCz583sleD98g/B/Xq/yAhKcA7tPHdfOQ3b8d8KPOLuy4C3A5tCjueouPvm4HVcCZwG9AC/CDmsQzKz+cDngNPd/RQgB7gq3KhGMrNTgL8AVpN6r7zPzI4/xvu8w8yazGzjsPsm9AVnZpeY2WYz22ZmXz6WcYrIIfUDf+XuJwFnADea2XLgy8Bv3f144LfB/0ViwPnu/nZgJXCJmZ2B3i8yihIcOYCZlQFrgB8DuHvc3dvCjWpSXQC84e5hzq10OHKBQjPLBYqAvSHHM9pJwLPu3uPu/cCTwJ8f433+FBg99v4hv+DMLAf4P8ClwHLg6uBkSkRC4O717r4+uN1J6mLafOBy4M5gsTuB94cToaQTT+kK/hsNfhy9X2QUJTgH58CjZrbOzKbT+OqLgX3AT8zsJTO73cyKww5qEl0F3BV2EBPh7nuA/w3sBOqBdnd/NNyoDrARWGNm1WZWBLwXOO5Y7tDdfw+0jLp7Il9wq4Ft7r7d3ePA3cF6IhIyM6sFTgWeA2a7ez2kkiBgVniRSToxsxwzexloAh5zd71f5ABKcA7uLHdfRepq741mtibsgKZILrAK+IG7nwp0kyXlXjPLAy4D7gs7lokImlldDiwC5gHFZnZtuFGN5O6bgG8BjwGPAK+QanYy1SbyBTcf2DXs/7uD+0QkRGZWAjwAfN7dO8KOR9KXuw8Ezc0XAKuDZtIiIyjBOQh33xv8biLVX2N1uBFNmd3A7uCqCMD9pBKebHApsN7dG8MOZIIuBOrcfZ+7J4AHgXeFHNMB3P3H7r7K3deQqqxsDTumcdgY92koSZEQmVmUVHLzc3d/MLi70czmBo/PJXW1XmRI0HT+CVLNlfV+kRGU4IzDzIrNrHTwNnAxqaY4Wc/dG4BdZnZicNcFwOshhjSZriZDmqcFdgJnmFmRmRmp1yLtBnwws1nB7xrgA4TzHE/kC243I5vPLSD9+jSJTBvB59qPgU3u/u1hDz0EXBfcvg741VTHJunHzGaaWUVwu5DURcA/ofeLjJIbdgBpbDbwi9RnL7nAWnd/JNyQptRngZ8HTbq2A/895HiOWtA/5CLghrBjmSh3f87M7gfWk2r29RLpOXnlA2ZWDSSAG929NYQYBr/g/pnxv+BeAI43s0XAHlL9sT4yZRGKyGhnAR8FNgT9KgC+Qurv+F4z+zipCz1XhBSfpJe5wJ3BgDER4F53f9jMnkHvFxlGE32KSMYxs7uAc4EZQCPwdeCXwL1ADcEXnLu3mNk84HZ3f2+w7nuB75AacvsOd/+fU38EIiIicqwowRERERERkayhPjgiIiIiIpI1lOCIiIiIiEjWUIIjIiIiIiJZQwmOiIiIiIhkDSU4IiIiIiKSNZTgiEjWMrOvmtlrZvaqmb1sZu88xPI/NbMPHWKZm83swsmNdOLM7H1m9pKZvWJmr5vZDcH9Y8ZuZvOCuZQws3PN7OHg9vVm9v3g9qfM7L8dg1jPNLN/neztHmKfQ8crIiLTkyb6FJGsZGZnAu8DVrl7zMxmAHlHu113//tx9pfj7gNHu/2DMbMoqYleV7v7bjPLB2oPto677wUOmrS5+/+dtCBHugSY0gmSJ3K8IiKS3VTBEZFsNRdodvcYgLs3Bye/mNnfm9kLZrbRzH5kZjZ65fGWGV4pMbMdwXJPAVeY2RIze8TM1pnZH8xs2RjbLTazO4Jtv2Rmlwf3X29mDwbrbzWz/zXGMZWSujD1VnBMMXffPOzxNWb2RzPbPizGWjPbeLAnysy+YWZfCm4/YWbfMrPnzWyLmb07uL/IzO4NqmH3mNlzZna6meUEz8lGM9tgZl8YtukLgP8ys5OD7b0crH98sM1rh93/w2B2csysK4hhnZn9l5mtDuLabmaXDTuuP5jZ+uDnXaOP92DPqZldbGbPBOveZ2YlB3uOREQkcyjBEZFs9ShwXHCSfpuZnTPsse+7+zvc/RSgkFSlZ7SJLAPQ5+5nu/vdpKorn3X304AvAbeNsfxXgd+5+zuA84BbzKw4eGwlcCXwNuBKMztu+Iru3gI8BLxpZneZ2TVmNvxzfC5wdhDrP48T70Tkuvtq4PPA14P7PgO0uvsK4JvAacNinu/up7j724CfAAQVs4S7twOfAm5195XA6cBuMzspONazgvsHgGuCbRYDTwTPYyfwj8BFwJ8DNwfLNAEXufuqYDvfHedYDnhOg9huAi4M1n8R+OIRPlciIpJm1ERNRLKSu3eZ2WnAu0klEveY2Zfd/afAeWb2N0ARUAW8Bvx61CYmsgzAPQBBBeBdwH3DCkL5Yyx/MXDZYMUEKABqgtu/DRICzOx1YCGwa9RxfcLM3gZcSCqJugi4Pnj4l+6eBF43s9njPDUT8WDwex37m8CdDdwaxLDRzF4N7t8OLDaz7wG/IZVYDh7n4O1ngK+a2QLgQXffamYXkEqSXgier0JSSQtAnP1N2zYAMXdPmNmGYfFEge+b2WBydMI4xzLWc1oBLAeeDvadF8QoIiJZQAmOiGStoE/ME8ATwcnxdWZ2N6nKyunuvsvMvkEqyRhiZgWHWmaY7uB3BGgLqhEHY8AHRzUtw1IDIMSG3TXAOJ/R7r4B2GBm/wbUsT/BGb7+Ac3uDsPgdobHMOb23L3VzN4OvAe4Efgw8DHgUuDbwTJrzew54M+A/zSzTwTbu9Pd/26MzSbc3YPbycF43D1pZoPxfAFoBN5O6rnvO8SxDD8eAx5z96vHWUdERDKYmqiJSFYysxMH+3oEVgJvsj9RaQ6qLmN1SJ/IMiO4ewdQZ2ZXBPu34MR/tP8EPms21Kfn1AkdUGrZEjM7d9hdg8c0FZ4ilbxgZstJNfkabIoWcfcHgK8Bq4JjWwG8HCyzGNju7t8l1cRuBfBb4ENmNitYpsrMFh5GPOVAfVCx+iiQcxjrPgucZWZLg30Xmdl4FSAREckwquCISLYqAb5nZhVAP7AN+KS7t1lq6OINwA7ghdErTmSZcVwD/MDMbiLVhOpu4JVRy3wT+A7wapAI7GD8/j2jGfA3ZvZDoJdU9ej6Ca57tG4D7gyapr0EvAq0A/OBnwzrC/R3pJqevTSsCnMlcK2ZJYAG4GZ3bwmep0eDdROkKkATTdhuAx4IEsrH2V9JOyR332dm1wN3WWokOkj1ydky0W2IiEj6sv3fPyIiImMLRjiLunufmS0hVYE5wd3jYyx7E7AtGHhBRERkSinBERGRQzKzUlKVkiipStLfuvt/hBuViIjIgZTgiIiIiIhI1tAgAyIiIiIikjWU4IiIiIiISNZQgiMiIiIiIllDCY6IiIiIiGQNJTgiIiIiIpI1lOCIiIiIiEjW+P/Er7NoT6rpKQAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -736,7 +737,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -756,22 +757,22 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - ">" + ">" ] }, - "execution_count": 19, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -844,7 +845,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -868,12 +869,12 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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5Vm0B375f98b6jne/73Ta9hfe5z/zvo9W0v1Y6iYOdb3eyqGu5WD97SrF+tv1B6yK5++1W34p1me/CusG2c3GmLe9y+YBm0SkAavHxT85/Kabz5tYBRq3Yb2Xm+m+i/4cb5yvcahg3goAY0wdVjf5f8e69huwPkt3BHjOv8YaYrML62/bH4wxgbwXlFJKBUCsIYRKKaWUCoSI/B4YaYzprhr6gCcixcBSY0yP1bWVUkopZdEWcKWUUqobInKMiEz2dqWegdUl/1/RjksppZRSsae7+SiVUkopZY3PfRqr+nY58Ef8j+VVSimllPJLu6ArpZRSSimllFIRoF3QlVJKKaWUUkqpCNAEXCmllFJKKaWUioCYHAOenZ1tCgoKoh2GUkoppZRSSoXN2rVrK40xw6IdR6icYBts6ow7bPv/mpY3jTFnh+0AIRCTCXhBQQFFRUXRDkMppZRSSimlwkZEdkU7hlCqM27+knBE2PZ/rmtbdth2HiIxmYArpZRSSimllIoxAuKQ8O3fFb5dh4qOAVdKKaWUUkoppSJAW8CVUkoppZRSSoWdiGBLCGMLeAzQFnCllFJKKaWUUioCtAVcKaWUUkoppVT4CYgjvtuAB+TZ33HHHRx33HFMnjyZwsJCVq1a1e36l19+Oc8//3y369xyyy2sXLkylGH2ir9zKigooLKy8rD1ly9fzu9+9zsAbr31Vu68806g47kuXbqUL7/8MuSx/va3v+XJJ58M+X6VUkoppZRSKpYNuBbwTz/9lFdeeYV169aRlJREZWUlra2tQe/3tttu6/J5t9uN3W4Pev/d6cs5LVy4kIULF3a7zkMPPRTKMNusWLGCf/zjH2HZt1JKKaWUUipGCToGPNoBhFpZWRnZ2dkkJSUBkJ2dzahRowAriZ4+fToTJ07kyiuvxBhz2Pb+1mnfclxQUMBtt93GySefzHPPPceKFSs46aSTmDp1KosWLaK+vv6w/X7zzTecffbZnHDCCZxyyils3bq1bb8/+9nPmDVrFmPHju2yJb67cwK45557mDp1KpMmTWrb72OPPcZ1113X7bWaO3du23zqqamp/OpXv2LKlCnMnDmT/fv3t8U9c+ZMpk+fzi233EJqampbTHPmzKGwsJCJEyfy4YcfAlBXV0drayvDhg3jueeeY+LEiUyZMoU5c+YA1g2LG264genTpzN58mT+9re/AfDee+9x6qmncvHFFzN+/HhuuukmnnzySWbMmMGkSZP45ptvuj0XpZRSSql41uo07K4wrP/Gw5ptHjbs8FBaZXC5D/++q5SKngGXgJ955pmUlJQwfvx4rrnmGt5///22Zddddx1r1qzhiy++oKmpiVdeeeWw7QNZB2DQoEF89NFHnHHGGdx+++2sXLmSdevWMW3aNP70pz8dtv6VV17JPffcw9q1a7nzzju55ppr2paVlZXx0Ucf8corr3DTTTf16pzASsjXrVvHT37yk7au5r3V0NDAzJkz2bhxI3PmzOHBBx8E4Prrr+f6669nzZo1HZL+p556irPOOosNGzawceNGCgsLAVi5ciXz5s0DrJsZb775Jhs3bmT58uUAPPzww6SlpbFmzRrWrFnDgw8+yM6dOwHYuHEjd911F59//jl///vf2bZtG6tXr2bp0qXcc889fTovpZRSSqmByuMxbCnx8PCbLv7wgptn3nfz5loPK9d7eKPIw5PvuPn9c27+/o6Lb8o8XTY+KRVR3nnAw/WIBQMuAU9NTWXt2rU88MADDBs2jEsuuYTHHnsMgHfffZcTTzyRSZMm8c4777B58+bDtg9kHYBLLrkEgM8++4wvv/yS2bNnU1hYyLJly9i1a1eHdevr6/nkk09YtGgRhYWFXHXVVZSVlbUtv+CCC7DZbEyYMKGt5TnQcwK48MILATjhhBMoLi7uzeVqk5iYyLnnnnvYfj799FMWLVoEwGWXXda2/vTp03n00Ue59dZb+fzzzxkyZAgAb7zxBgsWLABg9uzZXH755Tz44IO43W7A6p7++OOPU1hYyIknnkhVVRXbt29v22dOTg5JSUkceeSRnHnmmQBMmjSpz+ellFJKKTUQ7as2/N+rbpZ/5mHvAfAYaHGC0w0uj/Vvi8t6vng/PP+Rh4fedHPgoCbhSkXTgBsDDmC325k7dy5z585l0qRJLFu2jMWLF3PNNddQVFREfn4+t956K83NzR22a25u7nEdn8GDBwNgjGH+/Pk8/fTTfuPxeDykp6ezYcOGLpf7upb79hfoOV1++eUdtrfb7bhcLr9xdMfhcCAiAe9nzpw5fPDBB7z66qt8//vf54YbbuAHP/gBq1ev5r777gPg/vvvZ9WqVbz66qsUFhayYcMGjDHcc889nHXWWR32995773W4Djabre13m83W5/NSSimllBpoVm9z8/YGg8sd+DatLthfA3973c35M21MGD3g2uFUDNB5wAdgC/hXX33V1qIKsGHDBo444oi2RDo7O5v6+voux1oHsk5nM2fO5OOPP+brr78GoLGxkW3btnVYZ+jQoYwZM4bnnnsOsJLsjRs3Bn1OkTBz5kxeeOEFAJ555pm253ft2sXw4cP58Y9/zBVXXMG6devYvHkzxxxzTFtRum+++YYTTzyR2267jezsbEpKSjjrrLO47777cDqdAGzbto2GhoaInItSSimlVKxb9ZWbd3qZfPsYAy43vPSZhy93e0IfnFI90S7oA68FvL6+np/+9KfU1NSQkJDAUUcdxQMPPEB6ejo//vGPmTRpEgUFBUyfPv2wbQNZp7Nhw4bx2GOPcemll9LS0gLA7bffzvjx4zus9+STT/KTn/yE22+/HafTyeLFi5kyZUpQ5xQJf/nLX/je977HH//4R8455xzS0tIAq8X6D3/4Aw6Hg9TUVB5//HFeeOEFzj777LZtb7jhBrZv344xhnnz5jFlyhQmT55McXExU6dOxRjDsGHDePHFFyNyLkoppZRSsWxPpeGdjX1LvtvzJeEjMoSsIbGRtCg1UEgsFmOYNm2a8VXvVuHV2NhIcnIyIsIzzzzD008/zUsvvdTluvPnz+fxxx8nJycnwlEqpZRSSg1sTpfhr6+4OdgUmv2JwPA0+PHZ9rZhiKr/EZG1xphp0Y4jVI5OTjEPFIzvecU+mrt1Y7+/XgOuBVyF1tq1a7nuuuswxpCens4jjzzid9233norgpEppZRSSsWPTTs9NLeGbn/GwIF6+LrMMG6UJuBKRYom4Kpbp5xySq/GqyullFJKqdAyxvDJFoMzyK7nnTld8MmXHsaNGnBloVQ/JYDY4/uGjybgSimllFJK9WPV9VDf9cQ8QdtTCY0thvpm4UC9lZQjkOyArKGQlgK2+M6XlAopTcCVUkoppZTqx8oOmLAkwYMShaGpwrMfQ4LdmjPc4y0PZfc2ihsDY4bDcfmQNST0Mag4I2DTFnCllFJKKaVUf1VeY2h1hW5/jgTITLNjs4HNJhg4rHt7+0rr3+yHneWQkwGnHAvJiaGLRal4owm4UkoppZRS/VhLL5Lvgowa8tJrAfiqPJuKhsGkDWpmUs5+ABLsgt1urbunfiT1rhRSExrJS93Xto+q5nQqmjPbfjcG3Ab2HoDnP4XTJkJeVvDnpeKRIHE+pkErLiillFJKKdWPOeyBr5uXXktackuXyxISDiXf/qQkNJM1qKbLZR5jtZS//bnVIq6U6j1tAVdKKaWUUqofyx4qOBKMVSAtALVNSXy084hDvzcPYmN5AakpNmxdtD7Wu1LYWjMWgGPSd/S4f7cHPvgSBidZc4krFTABscd3G3B8n71SSimllFL9XE6mEEynXUcCpA7uOvnubHd9Drvrc3pcz+2Bd7/oOFZcKdUzbQHvZxobGyktLWXv3r2UlJTQ3NyMMYakpCRGjRpFXl4eubm5DBmiZSiVUkoppeJB9lCrSnkghdg2lI487LmMNHvACXyjKznguJqdsG4HzBgX8CYqzgnRrYIuIo8A5wLlxpiJ3ucWAbcCxwIzjDFF4YxBE/B+wBjDrl27+OSTT9ixYwcJCQk4nU48Hk+H9YqLi0lMTMTlcjFq1Chmz57NuHHjsNm0I4NSSiml1EBlswknHi18+IXB5el+3frWpA6/JzoEuw1EAkt6hjrqAahzpva4rtsDW0th6ljrBoFSMeAx4F7g8XbPfQFcCPwtEgFoAh5lBw4c4Pnnn6eyshKn0wmA2911Xx5jDC0tVlGNkpIS/vnPf5KSksJFF11Ebm5uxGJWSimllAqnuno376+uY3dZC41NHoYMtnP0mGRmTU0lKTE+Gx5OOMrGJ1vcPSbgI4ccBGDfQau35JDBQoC5NwCjBlvV1epqek7AARDYsR/Gjwr8GCqOCVGtgm6M+UBECjo9twUCv0kVLE3Ao8QYw6pVq3j77bdxu90YY3q9j9bWVlpbW3nssceYPn06Z5xxhraGK6WUUipmFZe28NzrVaze1IAItDoPfT96b3Udf3t2P2eclMa3z8wgK90RxUgjLzlJOO9EGy996jlszu72jso+ABxKwJMSJayJhcutCbjqDYlqF/T+QBPwKDDG8Oqrr7Jp0yZcrl5M7OiHy+WiqKiI8vJyFi9eTEKCvqxKKaWUii0fr63j7r/vp9Vp6KpdornFevL1D2t4d1Udt12fx5GjB0U4yug6Nt/Gzn2GTTtNt0m4T4LdmsM73A17B+rDu3+leiFbRNqP4X7AGPNA1KLpgjaXRsEbb7zBpk2b2rqch4LT6WTXrl08++yzh40dV0oppZTqz1Zvqueux/fT0tp18t2e2w0NTR7++88llJR1Pd/1QLZgmo1JBRLQ3OCOhMi0NLa4CHiKNBXfREDsErYHUGmMmdbu0a+Sb9AW8IjbvHkz69evD2ny7eNyudi1axcfffQRc+bMCfn+lVJKKaVCra7ezR8fKevQ3TwQzS2G//m/Uv5225iIjd3sD0SEc2bYGTPSwyurPbjd+B0X3tfL0uJOBCA9sY6RKZWHLd9Rl0erJ5HMpFqGJ1chArt2gU0gPT2dzMzMvh1YqTigLeAR1NDQwMsvvxyW5NvH6XTy4YcfUlFREbZjKKWUUkqFylsf1/bY6t0Vg5W8f76tKeQxxYIJo21cd56d2ROE5ERITOCwVnF7HyqTVzWnU9Y4rE8xNTc3U1NT06dtVfwQmy1sjx6PLfI08ClwtIjsEZErROTbIrIHOAl4VUTeDOf5awt4BL322mshGfPdE5fLxQsvvMDVV18d9mMppZRSqn9yujx8uKqa514po6y8BbfHMGRwAvPnZLNw/nCyMhKjHSIej2H5O9W9bv32aW4x/OutA0w+OiXEkcWGlCRhziQ7Jx9n2F8D+6oNVTW5OD0w82hhUJKws9IqlBaoiuZDrdc1rUOpaR3qd90DLWkcaEnDJnDiFPB4tB+66t+MMZf6WfSvSMWgCXiE1NfX89VXX/mdYizUDhw4wN69exk1SktSKqWUUvFm5YeV/PmhYowxNDUf6p9c3+DmmZf28vRLezl1ZiY3XD2WREf0OkRu39VMa2twtWs2fdVIS6snbqcnA2ue8JxMyMkU4FBhumYnfFMe/uMPSQabDWw2TS1UD6I8DVl/oJ+SCFm7dm1Exye5XC4+/fRTvvOd70TsmEoppZSKvudfLeOhp/fQ4iex9bU2f7jqAKX7WvjLr48lMUrJa3Wt2/v9yH8L+BXnHz507/OvbazebMeRYPjheS6Ki3d2KDiWkZFBRkYGLpeLurq6uBqTXFtbC0BaWhqDHJDogObW8B1PgJHp1s/V1dWAdf2VUl2L31uFEbZu3bqIdD/3McawZcuWgCqi33///UyaNInCwkJOPvlkvvzyy7Zly5YtY9y4cYwbN45ly5aFM2SllFJKBWntptpuk+/2WloNO3Y18If7d0Qgsq55PAbTTfIdMD+7qKioiLsxyVVVVVRVVbX9fswosIfxG7/NBkd7O1xWV1e3JeFKdc2aBzxcj1igLeAR0NLSQn195CdItNvtVFRUMGLEiG7Xu+yyy9rGiy9fvpyf//znvPHGGxw4cIDf/OY3FBUVISKccMIJLFy4UO9qKqWUUv3UQ8+UBJR8+7S0Gt5fdYCrDrSSnRn5MeFDBtsRum8Bf/glh99lTlf3tdwAACAASURBVJfw6HIHj/+/AgYnH15xrKkpPgu0tXdMLny+O3z7Tx0E2f6HiSulOtEW8AjYt28fDof//zzCxRhDWVlZj+sNHXror2ZDQ0NbV/k333yT+fPnk5mZSUZGBvPnz+eNN94IW7xKKaWU6rvdpU3s2NXY6+0EWL5if+gDCsD4MYNwe/wn37ML3cwu7L5+Tt6IxC6Tb2VJSbJaqMPRCm63wUnjQ79fNXCJdwx4uB6xQBPwCKiqqgqoK3ioOZ3ODtORLV26lKKioi7X/etf/8qRRx7JjTfeyN133w1AaWkp+fn5bevk5eVRWloa3qCVUkop1Scfrj7QbTLrT6vTsOKDw+d6joSkRBunzxzqd7qsY47wcMwR/r9DDUoSLjwzfsZ399W0I2FQiNuC7DYYOwJG6eVXqle0C3oEuFwuTF8muAyB1tZDVTceeughv+tde+21XHvttTz11FPcfvvtLFu2rMuYI1lITimllFKBqzzgxN9kK7OmJjBtYgINTYaHn2sB4LzTHYzJszJfu03YsWMHDoej7eZ7WVlZhy7c6enpYSlmdu5pGbz9aR1ud++/K4kIs45PDXlMA02CHeZPgVfW9m5KMn9sYlU+nzku+H2p+BPIfN0DWdjPXkTsIrJeRF7pYtlcEakVkQ3exy3hjicabFF8k9n93VL2Y/Hixbz44ouA1eJdUlLStmzPnj06rZlSSikVYS0tblatq2bF+xW8+0klO3d33c3c4fB/k3zaxARyR3bzfaSH++vNzc1hK2aWOyKRhfMySErs3U3+RIfwbz8ciaObadSysrLIysoKNsSYMnr0aEaPHn3Y85mpsOB4cNh7fLm7ZbdBWgqcMxUcnZryCgoKKCgoCGLvSg18kWgBvx7YAvgrz/ChMebcCMQRNcnJyVFJwm02G4MHD+5xve3btzNunHUL89VXX237+ayzzuK//uu/2qpZrlixgt/+9rfhC1gppZRSbfaVN/Ps8r28/k45NhE8xiACbjfk5gzism/nMu/kbGzecY/5o5IZlGSjuaXrLtul+zxtrd8AL7/jBKwpvsYVpLBwwdgO6+fk5BzaNsxD0L57XhYNjW7e+ayOltaeW8ITHcKPLxnOiVO6b/1OS0sLVYgxIyHB/9f7YUPhghnw7hdQ0wCuXo6QtNtg3EiYMc5qVe8smo1OKkboPODhTcBFJA84B7gD+Hk4j9WfjRw5Mipd0B0OR4f/PJcuXcrVV1/NtGnTOqx37733snLlShwOBxkZGW3TjWVmZnLzzTczffp0AG655Za4mkdTKaWUipaNm2u56X+30Nrq6bLL8I5djdx53ze89X4F//OLY0hKtHHarEzufbS418dKHmRj0bk53a6Tm5vb6/32hohw1eIRjMlP4umXq2hq8dDcYnC2m8HVZgNHgjA808HSi4cz5ZiUHvfrG4qXmBj5Cu/R0tNc3EOS4bxpsHUvbNgJTnf33dIF69pnDLYSb9+c313xTX8Wb70OVG/EznRh4RLuFvC/ADcCQ7pZ5yQR2QjsBf7TGLM5zDFFXGZmZlQScJfL1SEB9zcG/K677vK7jyVLlrBkyZKQx6aUUkqprm3f2cCNt2/x25Lt09ziYcPmWm698yvuuOkYUlMSmHtSFis/qqRz7devdvrPsETg1Jn94wb7mbPTOeOkNDZubeTld6p587NWWpyGnGE2xhUM4vx5GRw5elDA+9uzZw8AY8eO7WHNgaOnBBys1/zYXGuO8NIDsLMcymuhrgl8X1kTbJCRaiXc43IgvedOldTW1gKagCvVnbAl4CJyLlBujFkrInP9rLYOOMIYUy8i3wJeBLos5yAiVwJXAl2Oa+nPRIT8/Hx27twZ0eOmpqYG1AVdKaWUUv3H7+7d3mPy7dPSalj/RS2r19cw84QMlizO45O11dQ3dEy43/zQ2eX2SYk2rrv8CBITu+867OuCHu6WcACbTTh+wmCOn6DfYcJNBPKyrIePxwOIVWhNqVAT7YIe1iJss4GFIlIMPAOcLiJPtF/BGFNnjKn3/vwa4BCR7K52Zox5wBgzzRgzbdiwYWEMOzxmzZoV0e5PDoeDWbNmRex4SimllArejl0NlJQ292qbpmYPT79oJcgjspP486+PJXWwnZ6G4yYl2rj84lwWnDa8x2O0tLTQ0tLS43qhVl5eTnl5ecSPG89sNk2+lQqnsCXgxphfGmPyjDEFwGLgHWPM99qvIyIjxTuvlYjM8MZTFa6YounII4+MaAJujGHKlCkRO55SSimlgvfiG/tw9rYyFvDltoNUHrDGOx9VMJiH/jCJebOzSHQISYk2fnJZEj+5LAm7zUq8x49J4bb/HMfihf17dpP6+nrq6+ujHYZSKoTEZgvbIxZEfB5wEbkawBhzP3AR8BMRcQFNwGITrQmzw0xEOPPMM3n55ZdxOrvuBhYqvtbvpKSksB5HKaWUihcut6FoQzXllS3YBEblJFN4XFpbBfJQ2bm78bDx2z6zT3AwbbKD/3uiEacTTpnuYOpEBwB2u7Bv7y7qauyMHTuWEdlJXHlpOosWCDW1Lhx2J3UNNn5wUTannJjJmPyeC5gppZQKvYgk4MaY94D3vD/f3+75e4F7IxFDfzBx4kQ2btzIzp078fj73zUEhg4dyimnnBK2/SullFLxorHRxVP/KuGFV/bidhs8HqudwGYTBiXZWPztfC46L5fEbuai7g232387xLTJDsaP8f/Vrast7TYhK8MBOBg9Op05s/tHsbVIyc7ucmTjgBbNebjjqdid6iMdAx75FvB4JiJccMEF/PWvf6W5uXfjuwLlcDhYtGgRdnsXkzMqpZRSKmAHqlu55hfrKa9sodV5eHrb2OTm4SeLefejCu66fTIpKcF/rRqencTmbf67XG/b6cLXke7DNU4+XGP9MijJxoN3jmd0bnLbutnZ2SFLQJOTk3teqR8aOnRotEOIOJ2LW6n+TT+hEZaamsrll18elu7hDoeDSy65hBEjRoR830oppVQ8aXV6+OmvNlJW3txl8u3T0urhm+J6bvyfL0Iy5eg5Z4wgeVDvv55lZSSSPyrw6bl6Kycnp8PUppGSkJBAQkLfb2xEq3hcNFVVVbXNxx1plZWVVFZWRuXYKlYIYgvfIxZoAh4FI0aMYMmSJaSkpISkpdpms5GYmMill17KkUceGYIIlVJKqfj2zocVlFc04/Y/fXabVqfhq68Psm5TTdDHPWFyGsmDevfdYFCSje9emIu3ru2AMnr06KCmny0tLW2bQi1e1NbWts3HHWl1dXXU1dVF5dhKxQpNwKNk+PDh/PSnP+WYY47B4XD0eT8Oh4P8/HyuvfZaxowZE8IIlVJKqfj15Au7aWoOvF5LU7OHp/5ZEvRxbTbhuiUFJHUxL/eq9U5Wre9YyNVug4w0B/NOCe9Y55KSEkpKgj8/pZSK9xZwHQMeRYMGDeKiiy5i+/btrFy5kurqalwuV0Bd2BwOBykpKZx22mlMnjx5QN71VkoppaKhoqqF0rLe12op2lCNy+UhISG49o15Jw+jorKVR54poaX10E2AzzZ0TL4T7EJ6moO7b5/IoKTw1n4J9wwu/uzbtw+AkSNHRuX4SikVapqA9wPjxo1j3Lhx7Nu3jzVr1rBjxw7q6upISEjokFg7nU5SU1PJz89n+vTpjB49WhNvpZRSKsRq6pwkOITWLnLOk6cnMaOwYx2XF99sZMduF0cVONixcycJ9o7/N+fk5JCcnEx9fT2tra1kZvZciXzxBbnkj0rmvseLqahqpaXVQ0qytV+3W/AYw2knZXPNjwpIH9r3nnT9XWNjY7RDUEqFkAgxM193uGgC3o+MHDmS8847DwCXy0VFRQWtra0YY0hMTCQ7O5vExMQoR6mUUkoNbIkJNvx1RptRmERejp09ZYcPDnd7wNbNjfGKigqMMQEl4ACzZ2Qye0YmW7Yf5N1Pqjh2TAM2Gxw4mMn8OcNIHaxf41T/ohXYleqZ/uXup+x2O0lJSbjd7rYEPJgqoEoppZQKzMgRg/wOB/vHKw0AXSbg1bXCkUeO8ds7ra9V0o8dN4Rjxw1hx44dAJw6NvLVyGPV8OHDox1CxEVzLu5ozkGuYofNHt89eDWj60ecTiebN29mzZo1lJeXIyJtdxKNMbjdbrKysjj++OMpLCxk0KDwTTeilFJKxaukRBvfmjeS5W/sxdUpz+4q8fZtc8n5eQN2aFhKSkq0Q+iT1NTUaIeglGpPYqdYWrhoAt4PGGP47LPPeO+99wBobW31u255eTnvvPMOb7/9NjNmzOC0007TlnGllFIqxBYtzOXVt/bhcneshH7MkdZ4663fdBwgLjY4Z/7ALRQWrSJowcwUA9DU1ARAcnJyKMKJCb55uLOzw1sZvyvl5eVAfPY8UCpQmrlFWU1NDc8++yxVVVUBVxj1rbd69Wo2b97M4sWLtTqoUkopFUL5o1L4z2vGcef/be9Qifxbp1uJXPsEPCnRxh2/PI60AVwMLVry8/OD2r6srAyIbrfsSPPNwx2NBLy+vh7QBFx1L96LsMX32UdZVVUVDzzwAPv37+/T9B4ul4va2loeeeQRdu/eHYYIlVJKqfi1YN5IfvXvR5OSbCd50OHTfKUk2xmamsAffj2RE6f2XFgtNzeX3NzcPseTlZVFVlZWn7cPxu7du/W7hlJKhYC2gEdJQ0MDjzzySFvXqGA4nU6efPJJli5dyrBhw0IQnVJKKaUATj95OLNnZPPuRxU8//IeEhKssYuTJwzlkvPzmH1i9mHTjvmTlJTU80rdSEtLC2r7YLhcrqgc19eCnZOjheeUGgisach0DLiKgpdeeonm5uaQ7a+1tZXnnnuOq6++WqeAUEoppUIoKdHG2aeP4OzTR7RVIl/4rd53afZ1DR46dGif4vDViImnKUlD0VChlFL9iWZqUbB161aKi4vxeDw9r9wLNTU1fPLJJyHdp1JKKaVCo7Kysq1AVl/s2bOHPXv2hDAiNRDZbLaoNcYkJCRocWDVI7FJ2B6xQD8hUfD222/3acx3T5xOJx999BEnnXQSdvvhY9WUUkopFZxgxnCryIvHIrXRnIt79OjRUTu2UrFCW8AjrKysjNra2rDt3xjD1q1be7XNn/70JyZMmMDkyZOZN28eu3btaltmt9spLCyksLCQhQsXhjpcpZRSKqYkJSUFPZY7FqWmpsbknNopKSkxO4e5UgOTIDZb2B6xQFvAI2zr1q1hLWTS2trK5s2bOe644wLe5vjjj6eoqIiUlBTuu+8+brzxRp599lnAmjdzw4YN4QpXKaWUiinBjuOOVdGaVirYmx2NjY0AcZWER3Mu7n379gHx2fNAqUDFxm2CAWTXrl0YY8J6jNLS0l6tf9ppp7X9xzRz5kwdX6aUUkr5Eew4btU7wU7dtm/fvrakMF7U19e3zccdaY2NjW03PZTqkugYcE3AI6yioiLsxzh48CBut/uw55cuXUpRUVG32z788MMsWLCg7ffm5mamTZvGzJkzefHFF0Meq1JKKRUv8vLyyMvL6/P22dnZZGdnhzCiwBUXF1NcXByVYyul1ECiXdAjLBzF1zqz2Ww4nc7DCrE99NBD3W73xBNPUFRUxPvvv9/23O7duxk1ahQ7duzg9NNPZ9KkSRx55JFhiVsppZQayIKdPiya3d5DPXNLoHy9+rT4nVIDhcTMWO1wie+zjwKR8HeNMMb0evqJlStXcscdd7B8+fIO461GjRoFwNixY5k7dy7r168PaaxKKaVUvKitrQ2qEGtLSwstLS0hjKj/i8dzVkoNbJqAR9jgwYPDfgybzYbD4Qh4/fXr13PVVVexfPnyDgU7qqur2/7Tq6ys5OOPP2bChAkhj1cppZSKB1VVVVRVVfV5+9LS0l7XeVHxJ5pzcTscjl59B1VxSiR8jxigXdAjLC8vj+rq6rAeY9iwYV22tC9dupSrr76aadOmdXj+hhtuoL6+nkWLFgHWHI7Lly9ny5YtXHXVVdhsNjweDzfddJMm4EoppeJaMGO4Y5XbbXB7IEbqG3WQk5MT7RAiLppzcefn50ft2Co2iLcIWzzTBDzCxowZw9atW8M2FtxmszFmzJgul/kbA75y5coun581axaff/55yGJTSimlYl2w47hjRavTw8fr6vnnigPs2dfKKce78Xhgy8M7OH9eOqeflEZqir3nHUVZcnJytENQSqkONAGPsAkTJvDaa6+Fbf82m42pU6eGbf9KKaVUPPON4U5LS4tyJOGzcWsDv3+gDI8xNLdYU6d+sM6XbLt48uUqnlhexRWLhnHWyelhjSXYBNo3HVdqamoowokJ0ZyLu6ysDIjPngcqcPFehE0T8AhLSkpi4sSJbNq0KSwVRXNycsjKygr5fpVSSilF2xjugZqAr/m8nj88VEar0/hdp6XVWvbI8xU0NLq58Mzwfe8INpErLy8H4isBj+Y83E1NTVE7tlKxQhPwKJg3bx5ffvklra2tId1vQkIC55xzTkj3qZRSSqnQCHZsbvtCqeFQVtHKnQ93nXxfcb41dO7hlw4V2GppNTzz6gHG5g+i8NjwF5lVSg0AInE/Bjy+2/+jJDU1lXPOOSekVSIdDgezZs1ixIgRIdunUkoppUIn2OrUqampYW3Jfentalxu/y3fXWl1Gp5+pe+V3XtSUlJCSUlJ2PavlFKRpgl4lEyaNInCwsKQJOEJCQmMHj2aU089NQSRKaWUUiocqqurg5oJpampKWxdfFtaPbz7WR1ud++33bmnhb3loe3V5+N0OsNWuFYpFR1is4XtEQtiI8oBSERYsGABU6dODSoJdzgcjB07lksvvRRbjLzplFJKqXgUbAJeVlbWVuQq1DZubcTWx26hbo/hk3X1IY5I9VU05+JOSkoiKSkpKsdWKlboGPAoEhHOPvtsxo4dy7/+9S+cTifuAG8922w27HY7Z599Nscff3yX834rpZRSKrSiOcdyONUedOPxdN/9PGOotdyRYPjBOa4OyzLTK6iuFjIyMnC5XOzevbvD8vT0dDIzM0MbdAByc3Mjfsxoi+Zc3PF4vVXvxfsYcE3A+4Hx48fzs5/9jFWrVrF69Wrcbjcul+uwKukiQmJiIsYYCgsLmT17NkOHDo1S1EoppVT8CWYMd3/W0338jdtt9PU7c3NzMzU1NVFJwLU1VinVnog8ApwLlBtjJnqfywSeBQqAYuBiY0zfuyv1YGD+LxKDkpOTmTt3LnPmzKG4uJjS0lJ27dpFQ0MDxhhSUlLIz88nNzeXMWPGRK1rkVJKKRXPfF3IMzIyohxJaGWlJ9DdSLaiL+1tPztd0qEauiNB+P752W3XJCEhgbFjx7Yt982d3hcpKSl93hagrq4OIK4aLKI5F3dpaSmgLeHKP5Got4A/BtwLPN7uuZuAt40xvxORm7y//yJcAWgC3s/YbDbGjh3L2LFjOeWUU6IdjlJKKaXaGagJ+OSjU7DbBOhdFXSfU6YN8bssmDnTR44c2edtASorK4H4SsCjORd3S0tL1I6tVCCMMR+ISEGnp88H5np/Xga8hybgSimllFKxraCgIKjtg01Gu2O3C986NZ1/vVWN0xV4Ei7AlGNSyEjz/5WytdWqkJ6YmBhsmEqpmCd0290meNkiUtTu9weMMQ/0sM0IY0wZgDGmTESGhy88TcCVUkoppSIi2NlKgu2O3ZNvzU3ntfdrepWAOxzCZedldbvOnj17ADp0Sw+Ur5jbQC1+p5QKuUpjzLRoB9GdgP4nEJHrRWSoWB4WkXUicma4g1NKKaWUGiiqqqqoqqrq8/aNjY00NjaGMKKO0ockcNv1eSQPsvVYlA0g0SH8/Ec5jM0fFLaYXC4XLper5xWVUjFDRML26KP9IpLjjS0HKA/ZyXYh0FuxS4wxdcCZwDDgR8DvwhaVUkoppdQAU1tbG1RBsn379rFv374QRnS4sfmDuPMXo8kfmUhSonRZ+XxQkpCZZufma3OZWZga1nhU70VzLu7k5GSSk5OjcmwVIwTEZgvbo4+WAz/0/vxD4KWQnKsfgXZB9/35/RbwqDFmo+jE00oppZSKM8GO444FuSMSufvmAr7e3cxLK6v5YlsjLa0Gh0MYk5fEt+dnMPnolGBamyImLy8v2iFEXDQrkEej8rpSvSEiT2MVXMsWkT3Ar7Ealv8hIlcAu4FF4Ywh0AR8rYisAMYAvxSRIYCnh21UH9XV1bF9+3ZKSkqoqqrCGENaWhqjR4/mqKOOIiur+7FWSimllAqPYMdxx5KjRg/iP5bEdkKlhd+U6m8kqtOQGWMu9bNoXqRiCDQBvwIoBHYYYxpFJAurG7oKoaqqKl5//XWKi4ux2Ww4nc62ZaWlpWzbto2VK1cyYsQIFixYoHMsKqWUUhHmG8OtN8MDl52d3edtU1OD6+Lu6/IfzFRosSaac3GXlJQAkJ+fH/FjKxUrAkrAjTEeEdkPTBARrZweBqtWrWLlypW43W6MMbjd7sPW8RUhKS0t5bHHHmPGjBmcccYZMdEFTCmllBoIfAmdJuCBC2YO7uHDg5sNyHfDJJ4S8GjOxd2+8UipLgnhnoas3wsomRaR3wOXAF8CvszQAB+EKa648vbbb7Nq1apeVfl0uVysWbOGmpoaLrroIk3ClVJKqX6uL9NwtRer42t9CWG0CoMppVR/Emhr9gXA0caY6N1SG6A2b97MqlWr+nTH0Ol0sn37dj744ANOPfXUMESnlFJKqf4iVqtL+7pE9+UGRHFxMRAfxe+UihfRHAPeHwTa/r8DcIQzkHjU0NDAyy+/HFR3HafTyUcffURFRUUII1NKKaVUqFVWVlJZWdnn7evr66mvrw9hRP2fx+PB49G6v0qpgSPQBLwR2CAifxORu32PQDYUEbuIrBeRV7pYJt59fS0im0Rkam+Cj3W97Xbuj9vt5t133+3z9n/605+YMGECkydPZt68eezatatt2bJlyxg3bhzjxo1j2bJlQceqlFJKxau6ujrq6ur6vH15eTnl5eUhjEj1R82tUHUQKuugsQ99T6M5F3dKSgopKSlRObaKDYIgYgvbIxYE2gV9uffRF9cDW4CuKnAsAMZ5HycC93n/HfCMMaxZs6bLYmt92df27dtpamrq0x/c448/nqKiIlJSUrjvvvu48cYbefbZZzlw4AC/+c1vKCoqQkQ44YQTWLhwIRkZGUHHrJRSSsWiYMdxq8gaPXp0tEMISGUdbCyG3RXQ6gK73Xre7QaHHXKzYMoYGJEGPZX9iWatgJEjR0bt2ErFikCroPep6VNE8oBzgDuAn3exyvnA48YYA3wmIukikmOMKevL8WJJVVVVSJJvH7vdTklJCePHj+/1tqeddlrbzzNnzuSJJ54A4M0332T+/PlkZmYCMH/+fN544w0uvdTf9HlKKaWUUv1HQkL/nrynsQXe3gT7qsHtsSocA3jadZBsccHO/bC7ErKGwPwpMCQ2ywEo5a2CrmPAeyQi40TkeRH5UkR2+B4BbPoX4EbA3+CdXKCk3e97vM8NeGVlZSGtXN7a2kpZWff3LZYuXUpRUVG36zz88MMsWLAAsIqmtJ/HMS8vr62QilJKKRWPgh3HHY+GDx/e5+nEhg4dGtQ0ZtXV1VRXV/d5+3DaewCe+gBKD4CrXfLdFQO43FBeC898BLu6Kf1TUlLSNh93pO3evZvdu3dH5dhKxYpAbws+Cvwa+DNwGvAjrPsXfonIuUC5MWatiMz1t1oXz3X590dErgSuhNjpTtSdpqamkBYVMcb0WJjloYce6nb5E088QVFREe+//37bPjvT6c6UUkrFM98Y7uzs7F5va4vTuW9TU1P7vG1frnN7vuS7vw2f21cNrxZZiXdvGGMl4ivWw1nHw+hhh68Tzbm4Q1HbSA18Eqd/C30CPftkY8zbgBhjdhljbgVO72Gb2cBCESkGngFOF5EnOq2zB8hv93sesLernRljHjDGTDPGTBs2rIu/NjEmHP8J230Dhvpg5cqV3HHHHSxfvrxtns68vLwOd1D37NnDqFGjgo5TKaWUikcFBQVBTaeVm5tLbm7sdRRsamqiqakp2mH0Gy1OeH1d75Pv9lweWLGhb0XalFLRFWgW2CxWWbntInKdiHwb6LYvkTHml8aYPGNMAbAYeMcY871Oqy0HfuCthj4TqI2H8d8AmZmZQSXMnTkcDvp6Y2L9+vVcddVVLF++vEMXsbPOOosVK1a0dd9asWIFZ511VqhCVkoppVQvJCUltd0kjyVlZWU9DpPzZ8eOHezYEciox9jx8VZwhqAMkNsD734R/H6UijSxSdgesSDQBPzfgBTgZ8AJwPeAH/blgCJytYhc7f31Naw5xr8GHgSu6cs+Y1FOTk5IuwiJSI+t0/7GgN9www3U19ezaNEiCgsLWbhwIWDdJLj55puZPn0606dP55ZbbmkryKaUUkqp3gl2GrFgpzFT0dfUCl+XWclzsDwGSqugrjH4fSkVMSIgtvA9YkCgVdDXeH+sxxr/3SvGmPeA97w/39/ueQNc29v9DQTJycnk5uaGrEhGUlJSj1M/+BsDvnLlSr/bLFmyhCVLlgQVm1JKKTVQBDOEzFerpa8FyXzF34IpSqaia2uIa9kaA1/shlnHHHoumvNwBzPeX6l40b/nZhjgTj75ZJ5//vmgW8IdDgezZs3SAmlKKaVUmAUzhltFXn97vXZXhKb128djYE9Vx+eiORd3X28uqfgSK13FwyU22ukHqHHjxpGXlxd0QbYhQ4Ywffr0EEWllFJKKTUw2Gy2flV9vupg6PdZ3WC1hCulYoO2gEeRiHDhhRdy33330djYtwE8DoeDiy++OKQF3ZRSSinVNd8Ybm3pC1wwLbJpaWlBHbuqymoezsrKCmo/oeIMcJaukYMPsK/BqruTm1pJZnLHsf8eY2NzZQEAeYPL2bnz0FS0jY2NDB06NCrT9hYXFwP9r+eB6mf60U2xaOj27EUku9Pv3xOR0uHJ7gAAIABJREFUu0XkStH+ziGRmprKkiVLSElJ6VUSbbPZSExM5Pvf/z4jRowIY4RKKaWU8qmvr28by91bCQkJJCTEX9tHSkpKn8clZ2VlBZU819bWUltb2+ftQy3Qb8/DUmrIG1IR0LqdG79TUlKiNhbb4/Hg8YSwj71SA1BP/wusAKYCiMh/A6cATwHnAscC/x7W6OJEVlYW1113HS+//DJff/01LpcL001fosTEREaMGMF3vvOdoO8MK6WUUioygm2RzMvLC1EkkeXr5deXJNyXzPWnbuTBSEmCgwFOiZ4x6CB7Dg6jtD6b0vpsv+uVNw/n3LHaI0PFBhGJ+7pVPSXg7a/OhcApxpgGEXkKWBe+sOJPcnIyF198MaWlpXz66ads27YNOPQfjjEGt9tNQUEBs2bNYsyYMXH/5lVKKaXiSWJiYrRD6JN9+/YBMHbs2F5v6+vS3JdtI80YQ+kB2LADquuhxQkJdkgdBBOPgHGjYGS6BJyAByp7SGj3p5QKr54S8GQROR6rq7rdGNMAYIxxiog77NHFodzcXC666CKMMdTU1FBbW4sxhiFDhpCVlaVJt1JKKRWjfIloX8dE+7pSa++3/sXlNnyxC9Z8DU0t4Oz0DbnqIOythrc2wJiRhgQ7uNyh+T6XYIfxo0KyK6UiZ4D0aOmrnhLwMuBP3p8PiEiOMaZMRLKAAMtIqL4QETIyMsjIyIh2KEoppZTyCmYMd18Lrvr4CoppAt5/NLYYnv/YqkTu6qZpyld87eu9kOgIfCx4II7KCd2+gqVz1CvVs27/FzHGnOZnUQ0wJ/ThKKWUUkr1X9GoLB2LSva7eGt1E0VbWlg4wwnAH5+vZPqEJObPSCZ3eGSK0YWz63pzq+HJ96G+yZqPOxBuD7Q6IdFhuu3VWNnY802WBDucOM76t7/IzvY/Vl0pn3ifB7xPf/2MMW4guNu4SimllFJqQKmt9/DX5+ooKXfhdndMTFuc8MmmFlZtbmH0iASuXTSUoYNjsyuqxxie/wQaepF8+7g94PGAzeY/CS9r6L7yu00gMxUmHdG7Yyuloi/+5sJQSimllOqjYMdxD2QH6tzc/kgN9U2G9jNRvf/5oW7JHgMeFxSXufjNQ9XcvCSd9CH+m3CDHYpXWVkJhL5ltng/HDgI7l4m3z4tThiUCDYxGA5Pwm1iXUCPOfwGhU1gSDKcc0Jou7KHwo4dO4DYKJqnokQEJDZvvIVKfJ+9UkoppVQvNDY29nkst8PhwOFwhDii/sHpMvzhiVrqGzsm3wAVdQ4q6jqet9sDBxutbVzdZLHB1sOpq6ujrq6uz9v7s2b74cXWequ51boOdtvh539cdjHHZRcf9nyCHXKz4DsnWQm8Uir29NgCLiI2YJMxZmIE4lFKKaWUGpDy8/OD2r4/jz8v2tJCXb2ny+7Y+cNaACipSOrwvMcDNfUe1m1tZcZxSYdvCLhcVvWyYIrfhVptg6GsOjT7crutbuR7qqChxUrI/z97dx4nZ1nm+/9z1dJ7upNesieEhBDWECCBBEEWEUccEBwVGUXUQWScGT3OjPPDeTkyesbxHMeZ47jL4Agu4xxAGUFZzyBBQJYkIGENJGk6CZ2lk046vdZ2/f6o6qST3p6q6qrq5ft+verVXU8993PfDZ3qup77vq/Lj/pvaEA4DBVRWLMMlswefzPfIlnRHvCRuXvKzH5vZgvdvaUYgxIRERGRI42nIPRo9/2uh7740K+dfXwnMDgAB+iLwX2/6x42AG9pSX/0HE9Lml/ZPjhIzlU8Cdva4IPnw+4D0LIH3twHkcwa1bkzYE49LGiE2dMVeMvkYFN8CXrQd/I5wItm9jTQ1X/Q3S8vyKhEREREJpnW1lYA5szJrW5Ue3t62nW8lSjdsSdB2/7c12Pv2ptk594EsxvG7w2GgToCJl6bX7uPOdMOHHq+cdd8ehNRZtccYEHdvkPHwyHYsiW9wmFmXYT29nZaW3upqKhg9fi57yAiYyToO90XCzoKERERkQkgnz3cPT09efU9XgPw3fuShEeZ0GqqS/Det+zlv39fR3tnhGNn9XLmcek5nVDI2LPzAN0HjPnz51NWVsaBAwfYu3cvvb3pQDRXodDYz7TFhpnpP9qcaQeYVtbLwdjI4x9qNr2iooLp06fnMLrSUo16GZWhJehBTnL3tYUeiIiIiMh4l+8+7skongR3A4aeFn5leyUw0s0HH3ZJd76B6KJFi3JuO5xskp8djFXwzI5jjzi2s7OOnZ2HA9W6Kjh35eGAJN/Ec6XU0DBy+TQRCRiAm9lBDr+rlgFRoMvda4dvJfnq7Ozk4MGDuDvV1dW6qygiIiLjTlW5jbg3+YU3qnjhjaojjm3dVcHWXemZ4cpy+NM/qmXxsYcj27q6unH7uWd6dXrZeDI18nnN7cFKn02rGv2ciSKVSYFfiJUHMlkYNsV/P4LOgE8b+NzMrgDOKsiIprhUKsWmTZt4/PHHaW1tPZRwJZlMMn36dM4991xOPvnkcZ2IRUREZLLKdx/3ZLRobmTEUmKjSSRh0ZzCfK7ZvXs3ADNnzhyza54wH3770ujn7emeNuo50QicMYn2eTc3NwPjK2meyHiT07udu/+Xmd041oOZ6jo7O7ntttvo6OggFosB6cC7X1tbG/feey8PPfQQ1157LU1NTaUaqoiIyJSUzz7u8vKhM31PdDWVIVYcX8a6l2NZZwcPGZx5QjlVFYWZEevsTGdgH8sAvLrCWDTT2bxz5POqounya93x4f+/hy1dVkxkSpni6fyDLkF/z4CnIWAlw230kZx0d3dz880309XVdWj5zlBisRixWIwf/OAHfPzjH9deGxERmTI2be3mF/fv5rXmHpIpZ1ZjGe9+exNnn1ZLODz+P9DNmzcvr/aF2M88Vt5xdiW/3xQjlsiuXSQMl5xdWZhBFdDK49Ilw+IjJH8/eeabAIP2gPcLh2DF4nQSOhGZOoLebrxswOMdwEHg3YUa1FR0xx13jBp8D9TX18dPfvITfAwKUT766KOcccYZRCIR7rzzziNeC4fDrFixghUrVnD55ao6JyIixbd3f5w/+8Kr/PU/vs7ap/azfWcfrbtjPPdSJ1/9/htc/ekXeGFTZ6mHWXChUGjc7q1dNDfKeadXUJZFkviyKJx/ZgULZ0+8bXXzGmBh0+F63dkyoKoczlwypsMSGf8MCIUK95gAgu4B/2ihBzKV7du3j+3btwcOvvt1d3ezZcsWlizJ79174cKF3HrrrXzta18b9FplZSXPPfdcXtcXERHJ1f6OOH9+06scOJggOcRsY09vip5e+Nt/2syX/3oJpy6rKf4gA9qxYweQ+0z43r17gfGbafqqt1cTizlPvdQ3aqmusiisOaWc972tujiDG2Nmxh+ucm5/DPZ0pPexB28L5RG46lyoKNPst8hUE+g2gZl91cxqzSxqZv9tZm1m9qFCD26qeOqpp7IOviG9HP2JJ57Iu/9FixaxfPnycXtXXUREpq6v/VvLsMH3QH0x5++/vpV4Ivu/p9koLy/PeS93X18ffX19Ofd94MABDhw4kHP7QguZ8eF31fDhS2uYVR+iLJqe7OpnpAPvOQ1hPvKuaVxz6TRCBd4LGolECpa4NhI23n9ueiY8Gg7WJhqGaZVwzYVQVz35gu+JXEJNisXSd6EK9ZgAgr4jXeLuf2NmVwLbgfcBvwF+UrCRTSEvv/xyTgE4wNatW3F3LMAv3HXXXccNN9zAypUrA1+/t7eXlStXEolEuPHGG7niiityGqeIiEi22vbFeO7lzlGD737JpPP4ugNcsLpwAUC++7gnOzNj9SkVrD6lgq1vxnnyhT7aO9KfceprQ6w+pZxFc7NYp56nhQsXFvT6kbBxxdlOyx545jXYnl6kMKhEWSQMtZVw1vFw/DyIToCcBblQ8C0yuqABeP875aXAz9x9X5CAT4LJ5264mRGLxQLdjb/llluyvn5LSwtz585ly5YtXHTRRZx66ql5L3kXEREJ4qHH9mWV8rWnL8UvHthT0AA8Fz19KR5b30mFxUm588DTe1h9WjWnLauc1Am4jp0b5dgiBtulYmYcMxOOmQkd3c6LLbDvIHSlmoiE02XGTlwAs2dM3v/X/RKJdBY+lcuVkagOeDD3mNkrQA/wSTNrAnoLN6ypJZ+l3+5e0De5uXPnAul6jhdccAHPPvusAnARESmK7Tv7iCcGR+CrlxunnxjiZ/cm2X8QViwz1qxI/y2NRmJs2bIFSM9+RiIR2tvbaW9vP+Ia06dPp76+PusxZbOPOxZP8aO79/Gbpzoxgw9cnJ7Kf/ipTp54rovyshBXXzqdt62uzXocEszOnelaYbNnF6fWV22VseaE/mej1wGfbFpaWgDVARcZSaDIz91vBNYAK909DnSjLOhjZvr06Tm3raioIBwOuPEoS+3t7Ydm59va2nj88cc56aSTCtKXiIjI0YZbbXf6iSHm5VHWubu7m/379+fUNug+7t6+FJ//RisPP3mQWNzpizk794bYuTeUed05cDDJD3+xjx/fvS+nscjouru76e7uLknfPT09edWNF5mUDLBQ4R4TQOCpU3dvH/B9F9BVkBFNQWvWrOHXv/41sVgsq3bhcDir/dzD7QF/5plnuPLKK2lvb+eee+7hpptu4sUXX+Tll1/mE5/4BKFQiFQqxY033qgAXEREimbJMRU8+rTRFxs8C75jN+w/mP7+uVed515Nzy6vOKmGd11y5Ozb0Ymhcs27ko3/86PdbN8ZJz6gLvYDTw3eLtYXd+5/rIO5MyOjzoRrVnFiaW1tBfT/TeRIBpN4600Q2qAxDpx00kn8+te/zrqdmbFq1arA5w+3B3zVqlVs37590PFzzjmHjRs3Zj0uERGRsXDxW+r599tbA59fWRHivX8w+tR4oat+bN8V44XXeodcPj+UWNz5z3v3c+FZ0yb1nnAREQm4BF0KKxKJcMkllxCNBk9UEo1GWblyJdOmTb39RSIiMjVMq45w/tnTKYuOHpSaQU1VmDNPHf3v4t69ew/V1C6Ee9ceIJkcHHxfeX4vV54/dAqd3liK5zeNvFy5ra2Ntra2MRmjiEgpGGAWKthjIghaB9zM7ENm9oXM84VmdlZhhza1nHnmmaxZsyZQEB6NRlm2bBmXXHJJEUYmIiJSOn/+4QXMm11+RBC+dl2KtesOLyM3g6qKEP/42SWBZpDzqaddWVlJZWXliOc8vbF7UBkqgNpqp7Z66Fnx3j7nd8+NvLuvo6ODjo6OwGOV9GembCY4JD8NDQ00NDSUehgi41rQJejfAVLARcCXgIPAz4Hg659lVBdeeCGNjY089NBD9PX1DdoTXlZWRigU4rzzzmPNmjWBan+LiIhMZBXlIb7+d0v5Pz/YxuMbDmDAS5vTQWwoBNGIsXBuBZ/75CLmzRq9JGe+5syZM+o5PX3DLz2fXZ/i2kt72L47zH+vKwPgfRf1UlXhTKuOsWVLemN7TU0NM2eml9M3NzeTSqXo7e2loqJiDH6KqWPBggWlHsKUUldXV+ohyHhnaA94wPPOdvczzOxZSCdkM7OyAo5ryjr11FM55ZRT2Lp1K+vWrWP//v24O9OmTeP0009n2bJlBd+7JiIiMp5UlIf53CcX0X4gzv1r97Fj50GSSWfatEouvaCBRfNHnpEutmjEiMUHB+EbN0eAxOAGGaP9ea+oqMircooUV7FKn40n/ZNHZWUKE2T8MrNPAx8nfTvg39z968XsP2gAHjezMOAAmTrghU8hOkWZGYsXL1bWTBERkQFm1EW5+vJZbNmSXqq9ePH8oo9h27ZtwMgzq0sWlPH8psF7vTe8GmXDq4OXQ9/xcAUVZcaH313P4sWDM6EvWrQo9wFPcf2ZyIOsXBhrVVVVRe+z1PqT+uozrAzPSlouzMxOIR18nwXEgPvN7Nfu/lqxxhD0p/8GcBcw08y+DDwG/GPBRiUiIiIyDsXjceLx+IjnXH7RdCrKslti6Q7nnVmTz9BkCKWsxV3KGuQiMqwTgSfdvdvdE8Ba4MpiDiDQDLi7/9TM1gNvIz1Vf4W7v1zQkYmIiIgUQKFn505dWsG06jB98QQeoBJZWRQuPLuGinJtMZtMdu7cCWg2WGSQ0uaxegH4spk1AD3ApcC6Yg4gm3f610jPgt8NdJnZwsIMSURERGTiCoWMz98wm8pyG/VzZjRizJ9VxjWX1xdncCIik1ujma0b8Lh+4IuZSeT/DTwE3A/8npGScxRAoBlwM/sL4CZgF5AkPQvuwPLCDU1ERERk7PXX0m5sbCxYH3NnRvnHz8zly9/fxcGuJL1HZUYPhyAcNk49voLPfHgmZVHNfo+Vzh5nw2Zn607nuOnpyban1yY5bXGI4+dBeIpnYBYpucImlG5z95UjneDuPwB+AGBm/whsL+SAjhY0CdungWXuvreQgxEREREZTX95rlz119LOJQDPJrHWvJllfPvz83nhtV5++fABXm/pI5F0KsqNs5dXc+lba5k3U9mix8rOdufRjSmad6efJ1PQWJ7+77t1F+zYm+K+dXDGElhzYojyqALxsVbIm1oiY8XMZrr77syK7vcAa4rZf9AAfBtwoJADEREREQmipqZ0ycqyLS1lZpx6fCWnHj++SqVNNq9sS3HP004ieeTx51sPZz+PZRaZPr0JXtme4oMXhphWqSB8LNXWDs7iL3IEK20W9IyfZ/aAx4E/c/f2YnYeNADfAjxiZr8G+voPuvu/FGRUIiIiIsPoz2pdWamgVuD1Vh8y+B5OMgUHuuDH/53io5eEqMwyY31QpSh9Vmp9fekwoby8vMQjERmeu59Xyv6D3n5oIb1RvQyYNuAhIiIiUlStra2H6jsXW0tLCy0tLSXpWwbr6nX+64nUsMH38jmtLJ8z+Hcl5dDZC/c8lSrY2CorK6fcTaIdO3awY8eOUg9DxruQFe4xAQQtQ/bFQg9EREREpBhCeSQASiSKmixXRvHsZic1Qqm36rLYsK8lU9C8Czq6ndqqsf/g3tnZCZR2y4TIuFT6JeglFTQL+vHAXwOLBrZx94sKMywRERGRwli0aFGphyBjIJVy1r3mJPOcxF7/WooLTwuPzaAG2L07nQ1OAbiIDBR0D/gdwPeAW0iXIRMRERERKZmtu8g7+E6m4NnNcMFyx0Yr2i4iY2OK/1sLGoAn3P272VzYzCqAR4HyTD93uvtNR51zAfBLYGvm0C/c/UvZ9CMiIiKSjf6ZyXzLmUlptXcGm/1urO4+9P3pc3dQET1yG8H+nkriidmURdN7/AduM5g+fTr19fVjNmYRkaAB+D1m9kngLo7Mgr5vhDZ9wEXu3mlmUeAxM7vP3Z886rzfuvsfZjVqERERmbKyLQV2tP69ubkE4FpOPH7E4pAaJQDfcaCWjt6RM3KbpUuUlUWPPN7b28v+/fsVgGdBN7VkVGaQRx6OySBoAH5t5utnBxxzYPFwDdzdgc7M02jmMUKaDBEREZHRVVVVlaxvBRjjR1k0/Tl+pFnwlv0zjnj+7JvzBp0TMnhn5hPxwoULDx3vXykhwekGlcjogmZBPzaXi5tZGFgPHAd8292fGuK0NWb2e+BN4K/d/cVc+hIREZGpobs7vaS4lIG4lN6MGiMcyj8JWzQM0SE+Eed7s2XevMHB/mTX09MDMOXKr0mWtAd8dGZWBfwlsNDdrzezpcAyd//VSO3cPQmsMLPpwF1mdoq7vzDglA3AMZll6pcC/wUsHWYM1wPXw5F3Jyerrq4uNmzYwObNm3F35s+fz1lnnUVdXV2phyYiIlJSO3fuBGDx4mEX4hVMc3MzoEzq48GxsyCc50rWcAhOX0JBErCVl4+89H0yam1N11wvxb9NkYki6NvWD4EYcE7m+XbgH4J24u77gUeAPzjqeIe7d2a+vxeImlnjMNe42d1XuvvKpqamoF1PSOvWrePrX/86jz76KG+88QYtLS089dRTfOtb3+Khhx4ivbp/7Dz66KOcccYZRCIR7rzzziNeu+2221i6dClLly7ltttuG9N+RURESiESiRCJBN2Fd6RUKkVqtI3HUhShkLFyqeUdhJ+5dOgLNDc3H7rhkouOjg46Ojpybi8yaVmocI8JIOgol7j7V4E4gLv3ACPeKjSzpszMN2ZWCVwMvHLUObMtc8vRzM7KjGdvVj/BJLNx40YefPBBEonEEVk4k8kkiUSCZ555hrVr145pnwsXLuTWW2/lj//4j484vm/fPr74xS/y1FNP8fTTT/PFL36R9vb2Me1bRESk2BYuXDglVtNNBacvMUI5Tl6HQ7BoFtRWHXmBRBK27YWu3hSdvSm27oKO7mEuMoK2tjba2tpyG5yITFpBb//GMkG0A5jZEgZkQx/GHOC2zD7wEHC7u//KzG4AcPfvAe8F/tTMEkAP8AEf6+ndCSSVSvHAAw8Qj8eHPScej/P444+zevVqKioqxqTf/mV0oaMyEj7wwAO8/e1vP5T98+1vfzv3338/V1999Zj0KyIiIpKP6grjinNC3PVEikQyeLuQQU0FXH724c8+Hd3wwjbY9Gb6+fGZXX/rWiHl0DANTjsGFjZO+STOIrlTFvTAAfjfA/cDC8zsp8BbgI+M1MDdnwdOH+L49wZ8/y3gWwHHMOlt3bp1xOC7n5mxceNGVq1aldX1r7vuOm644QZWrlwZ6PwdO3awYMGCQ8/nz5/Pjh07supTRERkvOnfQ55vOTMZH46bY1x2lnHP0x4oCA+HoK4KPnhhiIoyI+Xw2Cvweiu4p4NtOFy6J5655u4D8MiL6YRtl54BM6oL8uOIyCQXNAv6g2a2HlhNeun5p91da2rG2L59+wLtK4vH4zktabrllluyOn+oxQiFSFIiIiKSjTlz5uTVvj+Lei5qa2vz6lsK44QFIabXOI++kKJ5V/rDauKoj1RlkfTk2xnHwZoTQpRHjVQKHngOdu4fuZxZv3gy/fjl0/CuM6FJvw5H0E0tCWSKxxNBs6DfCfw7cJ+7K/NIgUQikcABbjQaLfBo0jPejzzyyKHn27dv54ILLih4vyIiIiMpZYmjxsYhc8XKODB7hvH+88J09jjPbna27nJ6Y+kZ7+pKWHFsiKXzIDxg0/hvX4bWYYLv9t7ho+t4Eu7dAO85G6ap4tYhKg0oMrqgS9C/B3wU+KaZ3QHc6u6vjNJGsrR48eJAGc6j0ShLlw5ZrW1MveMd7+Bv//ZvDyVee/DBB/nKV75S8H5FRERG0tnZCUBNTU2JRyLjUU2lcd4pxnmnjHzeng7Ysmv4me/W7pFvtsQT8OQmePtpQ78+f/78AKOdXPpXlygQlxFNkGzlhRLop3f3/+fuHwTOAJqBh8zsCTP7qJkVfip2iqirq2PhwoWDkqEdraamJqfsrddddx3r1q0bdPyZZ55h/vz53HHHHXziE5/g5JNPBqC+vp6/+7u/Y9WqVaxatYovfOELhxKyiYiIlMru3bvZvXt3SfresmULW7ZsKUnfMraefyPYsvPhOOls6T2xoV8vKyujrKws9w4moJ07dx7KsSAyNEsvQS/UYwIIXATTzBqADwHXAM8CPwXOBa4FLijE4KaiK6+8kptvvpmurq5B+8HNjLKyMj7wgQ/ktBd7uD3gq1atYvv27UO+9rGPfYyPfexjWfclIiIyXhVjG5eMb71xeGPP4URrQzmpPn2j5aV9i0e81is74PRjBx8/cOAAkJ5gERHpF3QP+C+AE4AfA5e5e2vmpf9rZoOnVCVnNTU1fOITn+Chhx7ixRdfJBwOA5BIJDjuuOO45JJLNAstIiKSh4EVPmRqemP32EyWJVPDB+B79+4FFICLHMFQGbKA533L3R8e6gV3D1bTSgKrrq7miiuu4J3vfCc7d+7E3WlqaqK6WvUuRERERPLVHSNQybLqSC8n1W9hb08du3oaCJHihPrmI84JAe3tM5gxYwaJRIKWlhYAent7qaioGPvBi8iEFjQA/62ZfQp4a+b5WuB77j560WrJWXl5Occcc0yphyEiIjKptLamF/LlW85MJq54gOC7rWc6VO4f9bzhlrFXVFQwffr07AYmMsk54BNkr3ahBA3AvwtEge9knl+TOXZdIQYlIiIiMpx58+bl1b6npyfntlpOPDmUZ2qCj1R8ZndPPbt7jtz2lyI0aE94WQTOmZH+PhKJsHjxyHvGJzPd1BIZXdAAfJW7Dyyy8LCZ/b4QAxIREREZSXl5ecn6bmhoKFnfMnamV0MkFGwmfDS1qrh1SGWliqLLaExlyAKelzSzJf1PzGwxMAZvWSIiIiLZ6ejooKOjoyR9p1KpQVVKZOJZ0AChMVgFGw3Dcu0WPKSzs5POzs5SD0NkXAs6A/5Z4DdmtoV07rpjgI8WbFQiIiIiw2hrawOgtra26H03NzcDTOllxpNBKAQnL4Df51kL3IBFTWM2rAlv9+7dQLqqj8iwpvgMeKAA3N3/28yWAstIv9e84u59BR2ZiIiISAGUcgm7jB8nzk8H4LkKh+CkBemvIiJBBa0DHgbeASzKtHmbmeHu/1LAsYmIiIiMuXyTuMnkUFUO558Ea1/KfhY8ZFBfA2doIYRI1pQFPZh7gF5gI6CNTyIiIiIy4S2ZDbEE/G5T8CA8HIIZ1XDpGZr9FpHsBQ3A57v78oKORERERKQIduzYAWgmXNJOnA81lfD4y9ATh8QwaYYjoXQN4+PnwJplCr5FcmLKgh40AL/PzC5x9wcLOhoRERGRUcyfPz+v9n19uaexmTFjRl59y/i0oAGuegvsOgDPvwEt6Tx/GJByqKlIZztfOidd91uGpptaIqML+hbyJHCXmYWAOOn3I3f34qcfFRERkSmtrKysZH0rAJ+8zGD29PTDPT0TnkylA+7Q1J6wC0wJDiWQCb4H3Mz+cojDB4D17v7caO2DBuD/DKwBNrq7ZzE+ERERkTF14MABAOrq6oredyKRACAS0TToZGYG0QhESz2QCaaJKBi9AAAgAElEQVSjowMoTYlAmUAm/h2tlZnHPZnn7wKeAW4wszvc/asjNQ761+M14AUF3yIiIlJqe/fuBUoTgLe0tACqAy4ylLa29Nr9Ygfg7ilIJACHcBSb+AGejG8NwBnu3glgZjcBdwJvBdYDYxKAtwKPmNl9wKGNUypDJiIiIhNNZWVlqYcgInnwRJzk1pdIbttEclcLfnD/wFexqlpCTfMILziOyJLlWLn+zY8fNhnKkC0EYgOex4Fj3L3HzEZNMhI0AN+aeZRlHiIiIiIT0pw5c0o9BBHJQaqrg/hzj5J4ZX06I1U8NuR53nWAZNcBkttfI/bEvYSPPZmyMy4kNKOpuAOWyeo/gCfN7JeZ55cBPzOzauCl0RoHCsDd/Yu5j09ERERERCQ37k5i07PEHr8HkklIDVMr7miJOADJzc/Ts/UlomecT3TFW7FQuICjlREZE74Mmbv/TzO7FziX9E90g7uvy7z8wdHaK4OIiIiITCnbtm0DYMGCBSUeicjE5okYqT3bSbXvIrX3TVLVc8Gh7+HfYbUNhBrmEqqfS6iucfhruOPdHXjHPkgmIBTCKmuwukYsFMYTcXof/A9SrVsPBdTZD9QhGSf+7FoSr2+k8rKPYZU1Of7UMtWZ2Z+4+w9I7/fuP/a/3P3GIO0VgIuIiMiEsnDhwrzax+M5fogHGhoa8upbZDJIde4nuflZkts3pVPGZwLjWR3tAHiyD+/cT2pnM5hhlTWEjzuD8Pzj00F1Kklq2yYSr64jtW9nOkAeOCvtDqkEVNfhnQfxnq50cJ6vRBzfv4een3+biiv/lFC1srWXgk/wGXDgvWbW6+4/BTCz7wCBa/ApABcREZEJpZQlwEqReV1kvPBUisSmdSRffxY8mQ6UB4gmj8o/lVkq7p37SWx8lMSmdYTq55J87blMsfUBe7iPCrDdHd/9JqRSY/1D4D2d9P7y36h8319gUaW3kqy9B7jbzFLAO4F97v7JoI1zuv1gZp80s6vMTAH8JHDrrbfS1NTEihUrWLFiBbfcckuphyQiIjKs9vZ22tvbS9J3LBYjFhs68ZPIZOa9XcQe+U+Sm59Nz04PUZ34YHUTB6uHTnTmsT589w6SLz0F8b4jg++hzk8kxj747pdK4d0dxJ68rzDXlxFYetVEoR6FHLlZvZnVA5XAdcDfAB3AlzLHA8k1gDbSm84/CFye4zUkgLa2NpLJJDNnzsQK+Et11VVX8a1vfatg1xcRERkr/cH3jBkzit739u3bAdUBl6nFe7voe/QO6OsBHz4oPlA7F4BpXXuObJ9IQHdX8P5SKSj0ja5kgsSrzxI57jTCcxYVti+ZLNYP+N5Jx8TvyjwcCPSHIacA3N2/nUs7Ca67u5uf/OQntLW1YWZUVVVxzTXXUF8f+OaKiIiIDKGqqqrUQxCZMDyZIPbYXaMG38O2zzL4BvBirTJJxul77G6q3vep4vQnwITeA/4Wd38z34sE+unNbJaZ/cDM7ss8P8nM/iTfzmV49913H7t27SIejxOLxThw4AB33nlnXte87rrrWLdu3ZCv/fznP2f58uW8973vPZQdVkREZDKaPXs2s2fPLvUwRCaExMtP4r1duQXfqVT2wbd7utRYkXjHPpJ7W4vWn0xoPzCzJ83sf5nZBbluxw56++FW4AFgbub5JuB/5NKhBPPaa6+RGrDvxd3ZtWtXXvvObrnlFlauXDno+GWXXUZzczPPP/88F198Mddee23OfYiIiIjI5JDav5tk8wvpPd9Zcnfo6c6+XR5VCnKSTJJ4/vHi9jnVTdA94O7+TuAC4BHgSuBJM/uFmV1vZoHLcwQNwBvd/XYglek8ARTv1tQUVFlZOehYKBQiHA4PcXZ+GhoaKC9PZ87/+Mc/zvr160dpISIiMnG1tLTQ0tJS6mGIjHuJV58+lMk8+8bx3Gayizj7DYCnSG5/vbh9yoTl7r3ufr+7f9rdVwJ/RXpb97fM7Okg1wg6bd5lZg2kN5djZquBA7kMWoK58MIL+dWvfnWoVmk0GuXss88uSADe2trKnDlzALj77rs58cQTx7wPERGRsbJo0aK82icSudcTbmxszKtvkYnCe7tI7dmeVZs5u148/KSvb/gTR1KozOcj8N4uPNaLlVUUve8pxwwm7h5wAMysGuhx9xQQBbYDf0Q6KduoggbgfwncDSwxs8eBJuC92Q9Xglq+fDnl5eU88cQTJBIJVq5cyYoVK/K65nXXXccNN9wwaBn6N77xDe6++24ikQj19fXceuutefUjIiJSSKFQ6T681dbWlqxvkWJKvpn9rHA4s1Tdk8mcAmkforRZUYSjpPbuVDb0InDAC7xUvAgeBc4zsxnAfwPrgPe7+4eCNA4UgLv7BjM7H1hGOrJ/1d2LvEFj6lm2bBnLli0bs+sNV9/7K1/5Cl/5ylfGrB8REZFC2rt3L5DeQlVsfZlZvf6tWyKTVaptR9bLzztqZgEwra05t07HKADfe+wZxKqnH3Es2nOQxs3PANC2ZBXxymmHX7QQ0zu70PoWCcjcvTuTlPyb7v5VM3suaONsMredBSzKtDnDzHD3H2U3VhEREZH8HDiQ3gVXigB8x44dgOqAy+SX2r876zYd09LVBabtLP6e6t1L1wAw87XfZd22t7aJvmSJZt+nohIvQTezzwDXkZ6Q3wh81N17s7uErQE+CPRXBgu8TzhQAG5mPwaWAM9xOPmaAwrARUREJLDunhTrXupmf0eKaBROOLaCY+eVFXUMNTU1Re1PZELq68mpWayshh2LVwMwZ/NThDzJgYZFdM6YO+jcea8/AcD+piV01c0Ch+pdW6jdtTnrfpPlhxMYN2zdMOK5/TPhh0TLKb/4qqz7lInHzOYBnwJOcvceM7sd+ADpql9B/Q/gc8Bd7v6imS0GfhO0cdAZ8JWZQerWkIiIiGStuzfFj+5u54nnugmHIJZwwiEwM2bWh7n23fWcclxxEiDNnDmzKP2ITGg5fOyf1rmbg3nc3+qd1kjvtEa6G+Yz+6W1ALTPP5ne6bOOOC8UjzHr1ccA2HfMafRNayBWPYOyrvbcOk6lCM3Q+0KxeLBcZYUUASrNLA5UAW9m09jd1wJrBzzfQjqoD9x5EC8AswFVqRcREZGsdPWk+Pw3d9LWniCRhP4kMukcTc72XQn+6Yd7uOH99aw5rbqEIxWRQ0IGqeyC8LqDrdR27ICDB488vreZur3Nw7abvmcz0/dspqPhGA7WzslltJR1tVO9542c2u4+bhWR/Z0smDYjp/YyrjSa2boBz29295v7n7j7DjP7GtAC9AAPuvuD2XRgZveQqQ42wAHSydi+P9py9qABeCPwUqa22aGaAu5+eRZjFRERkSnoWz9rOxR8DycWd753+z6OnVfG7MZoQcfT3NwM5F/OTGRSq6iB7o4cGuY+u1m79w1q3twEA0oFztj+Imx/cdg29W/8Puf++iWrp+Nx5ZcuDsMLuwe8LVOfe+je05nL3w0cC+wH7jCzD7n7T7LoYwvpqmA/yzy/CtgFHA/8G3DNSI2DBuB/n8WARERERADYsy/Bi6/3jhh890smnfsfO8hHrqgf8bx8E6Cl8qgzrOXrMlWEZswilVMAnh+LRvEBAXjBRcuwKpUXnEIuBra6+x4AM/sFcA6QTQB+uru/dcDze8zsUXd/q5kNf7coI2gZsrWjnyUiIiJypN880xl4K2kyBY+s6+LDl88gFCr5HsEhKYGbTBWhxvmkdm6FZHbBsJnh4TAksythdqh9KJSuE12s1FNmWGVVcfqStNJmQW8BVptZFekl6G8jvXQ8G01mttDdWwDMbCEcqmIXG63xiAG4mT3m7uea2UGOXOdugLu7bheJiIjIsHbsio86+/1H53dTWZ7+mGEGm7dspa625tBsc3Nz8xGz1n19fTQ1NdHYWPyqvT096czQlZWVo5wpMrGF5y4hsfHRHBvnHoADWFkZ3tc3+on5ikSJLj+PfJbNy8Ti7k+Z2Z3ABiABPAvcPHKrQf4KeMzMNpP+5TkW+KSZVQO3jdZ4xADc3c/NfJ020nkiIiIiQwkNM9FxwenpHDWPPDs48/loH4XLy8sJDXfhAmttTeejVR1wmewsWk5o7nGktm9icL6pUUTLIDbqRODwfUci6WXoeQTxgfqpriO64q1U7dlT0H5kACO9wqGE3P0m4KY82t9rZkuBE0j/yXplQOK1r4/WPugecADMbCZw6C9l/7S7iIiIyFCWHlPOsy/30hc/8gP8/KbDH6x/vvbw8s/amhDfu2geNuAD2lgnS6ut1QI+kSAiy1YRa92c/TL0cBgPhSGVxyx4eTne3Z1z+1FFolS8/WosHGb27NmF60cmqzOBRaTj6eVmhrv/KEjDQLePzexyM3sN2Eq65lkzcF9OQxUREZEp4/yVNaQC7uWMRoxLz512RPBdCI2NjSVZvi4y0YSq64icsBrCWc3ZpVWU59W3mWEVg1fIjIlIlLIL3kuoQYF3sXkmC3qhHsVgZj8GvgacC6zKPIbNvH60oP+a/iewGvh/7n66mV0IXD3KwCqAR4HyTD93Zqb7B55jwL8ClwLdwEfcfUPQwYuIiMj4Vl0Z4m1n1/Dw013E4iMH4mVRuPBsJTkTGU/Ci5eTbN2M79+d1Yy2RaJ4JHJESbFsWTgMFRV474hllbMTiVJ2wR8RXXLKoUMtLelFvQsXLhy7fmQyWwmc5J5bpsCgtwni7r4XCJlZyN1/A6wYpU0fcJG7n5Y59w/MbPVR57wTWJp5XA98N/jQRUREZCK45rIZLD++gvKyoWe2wyGoqjA+/4lZ1FaHCz6eLVu2sGXLloL3IzIZmBllqy/DptVDKMt/n5WV6cyK+fQfDmOVlcMnlAgqEsWmTafi8uuILjn1iJcSiQSJYpY+m+rMCvcojheAnJdPBJ0B329mNaRntH9qZrtJZ40bVuaOQGfmaTTzOPouwbuBH2XOfdLMppvZHHdvDfwTiIiIyLgWChmfuaaR327o4pe/6WDv/iTdfSFwKIsabz2zmndfWEvjjByWuRaZ9orKVGSRKGVvuZL4hodI7dkWeE+4WQivqoauztFPHuk6oVB6Jjweh3g8u8aRMnAncvJqylZdjOWynF7GVLGWihdQI/CSmT1NetIZAHe/PEjjoL+B7wZ6gc8AHwTqgC+N1sjMwsB64Djg2+7+1FGnzAO2DXi+PXNMAbiIiMgkEgoZ56+s4fyVNezYHWd/R5KyqHHZJVEqyibOh7GqKtULlqnJIlHKzrqU5JubiT/3MHgqUCBu4TBePQ26O/Oq7W1m6fJkFZWE5i7F9+0ktbc1vT/dSY/HPT1TbiFIxLHaeiKnnkP0+BVYNL896SID/H0+jQMF4O7eBWBmtcA9QS/u7klghZlNB+4ys1Pc/YUBpwy1TmDIf5lmdj3pZeranyEiIjKBzZsZZd7MaKmHkZPuTFZmBeIyVYXnLiE0cwHJba+SeP1ZiPUABsmjZqYtlA6OU0nCc5YQnr+MxMtPk9rVMvjcQB1HIFpO+XlXEp6VjgU8lcTb95Dc2wqx3nQAHi0jVD+LUP1sLDIx32cmN8MneN11d1+bT/tAAbiZfYL0jHcPkCIdODsQqAimu+83s0eAPyC9Zr7fdmDBgOfzgTeHucbNZIqkr1y5MvfbZyIiIlJy/fW058yZU+KRZGfnzp2A6oDL1GaRMiLHnkp40Sl45378wG5S+3biPZ3pRG2RMmz6TELTmwhNn3lo9jk0exGplleIP/sbvLcrk6BtlI/1kTIAwktPJ3raeVjmOYCFwljD7LyzmdfUKPmjjM7MHnP3c83sIEf+4hrpHdiBalwGXYL+18DJ7t6WxQCbSCdv229mlcDFwP8+6rS7gT83s/8EzgYOaP+3iIjI5NfT01Oyvuvq6krWt8hkYmbYtBkwbQbh+csCnR8+5kRCC0/A294k8dp6Uru3410d6Rnu/onRZDqID9XPIrz4VMLHnFjQvdszZ84s2LVlsIm6B9zdz818nZbPdYL+Jm8mXSYsG3OA2zL7wEPA7e7+KzO7AcDdvwfcS7oE2euZ6380yz5EREREstLQ0FDqIYhMaWaGNc2jrGkeAJ5M4J3704F3KIRVVGMV2uYh44uZ1Y/0urvvC3KdoAH454AnzOwpjsz09qkRBvA8cPoQx7834HsH/izgGERERETylkqlAAjlW9ZIRMaEhSNYXWPJ+m9ubgZg0aJFJRvDlGEUs1zYWFtPeun5cHnMAu1NChqAfx94GNhIeg+4iIiIyITU/2Fb+7hFBA7flBMZibsfOxbXCRqAJ9z9L8eiQxEREZHy8olZEmiiJY0TERlfDGdirj4yszNGet3dNwS5TtAA/DeZMmD3cOQS9EDr3EVEREQGmjdvXlH7c3e2tqZ46Y0kTeVOKASJbUmOmx8ilMVyyMrKygKOUkRExrF/HuE1By4KcpGgAfgfZ75+7qhOtHZLRERExrXnNye454k4Xb1OLAF/cGq6esxd6/qoiMI7z46y6oRg9YI7OzsBlS0SEcmFAz5B94C7+4VjcZ1AAfhYrXcXERERAdixYwdQ+Jnwtb+Pc/9TceLJwa/F4unHL34bZ/d+512rywafdJTdu3cDCsBFJpPa2kDlm2WKM7OL3P1hM3vPUK+7+y+CXCdQAG5mVcBfAgvd/XozWwosc/dfBR6xiIiISEZfX9/oJ+XplZYk9z89OPh+fdeRJVzjCXhsY4I59cYZxwebCReRyaOxsXQZ2KeiiVoHHDifdGLyy4Z4zYGxC8CBH5JOu35O5vl24A5AAbiIiIiMS/c/HSOeGHz89d3TBh2LJ+C+pxOcvjSCTdDlkSIiUjjuflPm60fzuU7QAHyJu19lZldnOu0x/XUSERGRcWrnvhS79vmQr5VH0lPifYnwEce7etKJ2hbPDQ/VTEQmqS1btgAqTVgsPmQZ7YnDzMqBPwIWMSCedvcvBWkfNACPmVkl6al1zGwJA7Khi4iIiIwnW1qH2PSdceGJu6ivibGv8/Ce71daa3mjrYbm1j7o3TmoTWNjI7W1tZSVlRGLxQoyZhGRyc8m8hL0fr8EDpBeIZ51TBw0AL8JuB9YYGY/Bd4CfCTbzkRERESg8OW8YnFIDT0BzpY9NUDnoOMOxOLDNMpoamqiq6sr/wGKiMhENd/d/yDXxkGzoD9kZhuA1YABn3b3tlw7FRERkaltzpw5Bb1+ZbkRDkEyNfi1TTtr2bRzcNbjcAjKy8tGXIZaXl5OeXn5WA5VRGRKmahlyAZ4wsxOdfeNuTQONP9vZm8Bet3918B04G/N7JhcOhQREREptBMWhoadAR9OyOCkRdr/LSIig5nZRjN7HjgX2GBmr5rZ8wOOBxJ0Cfp3gdPM7DTgs8C/Az8inYpdREREJCvbtm0DYMGCBQW5fl11iOPmhXilZYgp8GHMqg8xa8aE35soIlmqq6sr9RCmDGdCJ2H7w7G4SNC/Mgl3d+DdwDfc/V+BwTU8RERERAKIx+PE4/GC9nHp2WVEA041RMNw2TmqAS4yFTU0NNDQ0FDqYcj4twd4093fcPc3gArgPcCZmeeBBA3AD5rZ54APAb82szCgv1IiIiIybs1tDPGRd5QTjTDifEs0Au+/MMoSlR8TmZJSqRSpVPDVMpIHS2dBL9SjwO4nXXoMMzsO+B2wGPgzM/tK0IsEHeVVpFOs/4m77wTmAf+UzWhFREREim3ZwjCfek8FpywOEQlDeTQdcJdHIRJO7xX/03eXc/pSzSuITFXNzc00NzeXehgy/s1w99cy318L/Mzd/wJ4J1ksTw+aBX0n8C8DnreQ3gMuIiIiMq7NaQhx7Tsq6OxxXt+RpDeWDsAXzw1RV6093yIixTSB94APTO15EZkJaXePmVngJRRBk7CJiIiIjJmqqqqi91lTaaw4Th99REQkJ8+b2deAHcBxwIMAZjY9m4vor5CIiIgU3ezZs0s9BBERKYEi7NUulI8Dnya9D/wSd+/OHD8J+FrQi4wagGcSrt3m7h/KYZAiIiIiIiIiE5q79wD/a4jjTwBPBL3OqAG4uyfNrMnMytw9lt0wRURERAZraWkBYOHChSUeiYhMdTNmzCj1EKaUCbwHfEwEXYLeDDxuZncDXf0H3f1fhm0hIiIiMoxEIlHqIYiIAArApbiCBuBvZh4hYFrhhiMiIiIiIlJ4sb3tHNjwIt0795CKxYmEw1TMn03d6SdR1qCgvBAcm8h7wMdE0DJkXyz0QERERKR4WlpjvPFmjFAIli2qoHGG8rKKyOR38OXNNH/jVlrveojEwU7CFeU0fv1GPAptn/oHLBwi2dNHtK6G2e95B8f+xYepOWFJqYc9qUz0JehmdjzwWeAYBsTT7n5RkPaB/tqaWRPwN8DJQEW2nYiIiMj4sKm5l5tvb6O1LUEoBAYkknDi4nJuuKqRpvpoqYcoIjLmOn7/Cs/f8HkOvvgaqXg8/cYHJGJxPJn+PtnVfej8WFs72/79Trb/6C5qly9j+fe/zLRTji/J2GXcuQP4HvBvQDLbxkHn/38KvAIcC3yR9J7wZ7LtTERERErnxdd7+OJ3dvJGa5xY3Ontc3r6nHjCeeG1Xv7mn99k9754UcZSU1NDTU1NUfoSkakrFY/z6k1f5/Hz3s+B9S+Q6uk9FHyPxhMJUr197H9mI4+d8z42/c9vklL+iry5WcEeRZJw9++6+9Puvr7/EbRx0AC8wd1/AMTdfa27fwxYndNwRUREpOiSSeefb91NLO5Dvp5y6O5J8Z2ftRVlPDNnzmTmzJlF6UtEpqZ4RydPvPVqtn79h6R6+sCHfv8blTupnl42f+0H/O6CD5Lo7Bq9jUxm95jZJ81sjpnV9z+CNg664av/dnirmb2LdEK2+dmOVEREREpjw0vdxBMjf/hMOWxq7mPX3jizGrQUXUQmrkRnF7+74I/p2rSVVN/YVFJOdffQ8dxL/O7CD3HO2v8gXFU5Jtedatwn9h5w4NrM188OOObA4iCNgwbg/2BmdcBfAd8EaoHPBB2hiIiIlNbvX+2ht2/oAPxtK2PMn5lekhkyeHN7M7HuChYsWABAa2srPT09R7QpLy9n3rx5OY+nubkZgEWLFuV8DRGRobg769//KbpeCxZ8H7zjgcDXTvXF6HxlMxuu/jQr/+v7WPGWPcs44e7H5tM+aBb0X2W+PQBcmE+HIiIiUnyJZPCllzku0sxKKpUqQi8iMhXt+I97aH98PaneYDPf3Q8+kdX1U7197H3kaVrvuI+57780lyFOYYYH3gU9PplZFfCXwEJ3v97MlgLLBsTMIwqaBX0x8K/AGiAF/A74jLtvyW3YIiIiUkzHzi+jvMzoix0Or993US8Adzx8qMAJ5WXGTZ+cw4IF5YeOzZkzp3gDFRHJQ9+uNl74878n2d0z+skZ4VkNACR37Q3cJtndw8Y//TsaLlxNeVPg7b8yOfwQWA+ck3m+nXRm9EABeNDbD/8B3A7MBuZmOvhZVsMUERGRkjnvzGmD8g9VVThVFUcenFEb5riFZaNeb8eOHezYsWMshygikret3/wRHs+umkPjP3yKxn/4VNZ9pfpivPHdn2bdbipz0nXAC/UokiXu/lUyedLcvQeCdx40ADd3/7G7JzKPn1CcFWoiIiIyBqoqQnzg0hmUR4f/jFAWNa5/f2OgPY19fX309fWN5RBFRPKSisV443v/MWZJ10btry9G87d/rNJkU0/MzCrJxMNmtgQI/AcxaBK235jZjcB/Zjq6Cvh1f7p1d9+X1ZBFRESk6C67oA53+M972wkNiLEryo2QwaevmcmpS4uT1be2trYo/YjI1LH73rV4kfNLpOIJ9jzwW2a9S2mygiriTHWh3ATcDywws58CbwE+ErRx0AD8qszXTxx1/GNkkXJdRERESuvyC+t42+pprH3mINPK+jDgE+9v5Ozl1UQjxftQ1NjYWLS+RGRqaHvkSZKd3UXtM9nZzd61TykAn0Lc/SEz2wCsJr30/NPu3ha0fdAs6HmlWhcREZGx5+7EE040YlmVwqmuDHHpW+vYvTu9Ym7mzJpCDVFEpGjaH1vPoGQXhebOvt+uK26fE9wkmAHH3fcCv86lbdAZcBERERkndu+Ncfu9bTz8uwMkEk40aly0Zjrve2cjMxuiga8zc+bMnMdQWZnfUvUtW9KFVBYv1iI6ERkbnZu25tSu48f35NfvK5vzai/FY2bLgP874NBi4Avu/vVijUEBuIiIyATSvL2Xv/lqM319KZKZrY59MefB37bz6NMH+Kcbj2Xh3PKRLzIGVJpMRMYTdyfV05tT255H85vBTvUoIWVwRc1WPoi7vwqsADCzMLADuKuYY5jYVdBFRESmEHfnS9/aRnfP4eC7XzIF3T0pvvTNFjzgEszm5maam5vHfqAiIlNI0PdcSXO3gj2y9DZgs7u/kW1DMzvXzD6a+b7JzAJv2Q4UgFvah8zsC5nnC83srGwHKiIiIrnb+Go3HZ3JYV93YP/BBC++FiwJUSqVIpVjxuBt27axbdu2nNqKiIw1M8PKgm/BGUuh8rKS9Ct5+wDwsyAnmtnJA76/Cfj/gM9lDkWBnwTtdNgl6Gb2FuBJd08C3wFSwEXAl4CDwM+BVUE7EhERkfy8srmbvtjhgPmsU5wVyw7PvPzwl0Y8Djt37aUqsmtQ+/791m1tbXR0dNDb20tFRUVOY4nH4zm1ExEplKpF8+nKcR94Xv0uXlD0Picqp+BJ2BrNbOCegpvd/eajTzKzMuByDgfRoznGzK5x9xuBK4HTgQ0A7v6mmU0LOsCR9oA78F3geuBsdz/DzJ7NdNKeGbSIiIgUixlmh5P8rljmzGmC1j0Dz4GgCdErKiqYPn36mA8ziLq6upL0KyKT14w1p5ckAK9/y5lF71OG1ebuKwOc905gg7sPvls9BHe/18z6l6DF3N3NzAHMrDqbAQ4bgLv7E2bWv4Ytntmk3t9JE+kZcf01W58AACAASURBVBERESmS5cuqKIsavX2HZ71b98DNPz+8o6y8zFgwr4nFxw6fpbyxsbHkdbgbGhpK2r+ITD4N559N68/vL2ot8HBNNfXnBon3pN84KUN2NQGXn/dz9wcy395uZt8HppvZx4GPAf8W9Doj7gF39+cy336DdHa4mWb2ZeAx4B+zGbCIiIjkZ9niSprqo4Qyn13Wv2Ssf+nwB5lQCGY3lXH8CMH3eJHP/nMRkaHMvuJi/OgMlYWWSjH73RcXt0/Ji5lVAW8HfpFLe3f/GnAn6S3Zy0iXMftm0PaBypC5+0/NbD3pTHEGXOHuL+cwXhEREcmRmXHTXyzkr76ylZ6eFOsH/CWORozqqhBf+PPi7EWsqqrKq31/9nXVAReRsRKZVsO8q/+QbbfdBcnhE1aOFYtEmHfNFYSrxv9Nz/Gk1DPg7t4N5LUMy90fAh7Kpe2IAbiZ1Q94upsB0/RmVu/u+3LpVERERHIzu6mM735pCb/6TTtrn9xHZ0+ScCjCpRfM4NILZlBbE+jeev7jmD27KP2IiGRj8V9dx46f/YpUTxEC8GiExZ/5WMH7kfHBzA6S2ZJ99EuAu3ttkOuM9ld6faaToW5TODDsbWszWwD8CJhNer/4ze7+r0edcwHwS6A/W8Iv3P1LQQYuIiIyVdXWRPjjy5pYffJBIKpZZBGRjJrjj2XJZz/O5q/dQqq7p2D9hKsqOe5v/5TqJQsL1sfklFO97nHB3QNnOh/JiAG4uwcuKD6EBPBX7r4hk5Z9vZk95O4vHXXeb939D/PoR0RERIqspaUFgIUL9eFTRMaX4z53A62330vXa814AZaiWyRM1eIFLPnr68b82jIxmNkZwLmkJ6Ufc/dng7YdMQnbUZ28x8z+xcz+2cyuGO18d2919/7aaAeBl4F5QfsTERGR8SuRSJBIJEo9DBGRQUKRCGfd9+9E6+vS2SnHkIVDlDXM4Kxf34KFw2N67anAgRRWsEcxmNkXgNtI7yNvBG41s88HbR/oN9LMvgPcAGwEXgBuMLNvZzHIRaSLlT81xMtrzOz3ZnafmZ0c9JoiIiIycc2YMYMZM2aUehgiMklVzp/NWx6/nfKZ9VhZdEyuaWVRymY1cc7jt1Mxd9aYXFMmpKuBVe5+k7vfBKwGPhi0cdBMLecDp7h7fx3w20gH46MysxrSKdr/h7t3HPXyBuAYd+80s0uB/wKWDnOd64HrQcvdREREJjoF3yJSaFXHLuC8Dffw+z+5kX1rnyaZx57wcFUlDW9bw2k3f5myxvrRG8iwSp0FfQw0AxVAb+Z5ObA5aOOgazJeBQZGvQuA50drZGZR0sH3T919UJ01d+9w987M9/cCUTNrHOpa7n6zu69095VNTU0Bhy0iIjJ5NTQ00NCQVyWVktESdhEphvKmes66+2ZO+8FXiM6oJVxTnVX7cE010Rl1nHbrV1n1i+8q+J7CzOybZvYNoA940cxuNbMfkl4h3hn0OqOVIbuH9FL9OuBlM3s68/xs4IlR2hrwA+Bld/+XYc6ZDexydzezs0jfENgbdPAiIiJTWV1dXcn6rqmpyat9fxI3ZXAXkWKY8953MuvdF7Prl/+P1796Mwdf2ES4soJkbx8eix86L1ReRqi8jGRPL7XLT2DJ31zPrMsuIhQdm2XsU54zYbOgA+syX9cDdw04/kg2FxltCfr/z96dx8d1lnf//1wzo9WyFkuWJS+y4iQm+4ZJCCQhCZDULKFAgNAWCu1TCi20lNKnP8qvv5Yuz+95SttXKbTwpCwlLUuBBggQltCHJIQlIfu+WVG0WLIt2ZZsa52Z6/njjGTJ1nJmRnNGo/m+X695aebMnDmXbo+P5jr3fV/332bzZid4KfA24BEzezCz7U/I9KS7+6eA64H3mFkSGAdumBnmLiIiIkubmpoCoLKyMvJjt7a2Rn5MEZF8xCoqaL9+N+3X72Z65AijDz7OyP2PMfZcH6nxceI1NdSeso2GF55N/QVnUVGf34VGWVipDkF398+vxPsstwzZHbm+sbvfxcLrh899zSeAT+R6DBERkXxMTae57Y4DfPP7gxw9luLMnXW89XVbOO2U7IYoFktfXx+gXmQRkWxVNKyn+WWX0PyyS4odipSZsEXYRERE1pTxiRTv+/Cj9O4dZ2IyDcDA/gl+/PODfPA9O7jmZerhXUp3dzcAnZ2dRY1DRERKiZXyEPQVsbIL44mIiJSIm77ay/N9Y7PJN0A6DZNTaT76yT0cHp1eYm9Jp9Ok0+nlXygiIiKzQveAm1kN0OHuTxUwHhERkYJzd775/X1MTZ9cduSt11XTtjHGU0/tYWNzMLe6pqaG9vZ2AHp7e5menp+c19bW0tbWVvjA15BSrd4uIiK5c0p3DvgMM/sRwa8yj7tfHWb/UAm4mb2WoCBbJXCKmV0A/IW7X5dFrCIiIqtCKuWMjadmH7/1umoAvnRLsKRnOg1TU+rdLaRiVnAXERHJwwfn3K8G3giEXlczbA/4nwMXkymx7u4Pmlln2IOIiIisJolEjHW1cY4eC5Lw1ubjM7K+dMsEVZUxfvttrVz+0s0n7btt27bI4lxOS0tLsUPIWTEruIuISPGU+hxwd7/vhE0/MbPQxcvDzgFPuvtI+LBERERWt9fvbqeycvEvAa+8YmPo9+rp6Zld1zpK9fX11NfXR37clTh2X1/fbBV3ERGRUmFmG+bcWszsWiD0PLSwPeCPmtmvAHEzOx34PeCnOcQrIiKyKrztjVu47+HDdD0/NrstHgt6xz/0e6dRv74i9Hslk6FHnq2oyclJAKqqqiI/din3vouISPGsgQle9xHMATeCoefPAb8ZduewCfj7gA8Dk8CXgO8Df5lVmCIiIqtIVVWcj//VOfzop8P49CCplLP76lbedN1mOrfWFju8UPr7+wGtAy4iIhIVdz8ln/1DJeDuPkaQgH84n4OJiIisJolEjFdesZGBgaAHe/c17UWOqHR0dXUBSv5FRCQ7pToH3MzesNTz7n5zmPdZMgE3s2+xQIn1OQdRFXQRESl5M0uMiYiIiCzitZmfrcBLgP+TeXwVQbHy/BNwgqXHAN5AMLH83zOP3wp0h4tTRERkbaurqyt2CCVHc8hFRMqPYyW7Dri7vxPAzL4NnOXuA5nH7cA/hX2fJRNwd78j86Z/6e5XzHnqW2Z2Z9ZRi4iIrEK9vb1A7kuMtba2rmQ4ZaFY1dtFRETy1DmTfGfsA3aG3TlsEbaNZrbD3bsAzOwUIPz6LCIiIqvY9PR0sUPISSkn/sWs4C4iIsVTqnPA57jdzL5PUJzcgRuAH4XdOWwC/geZA3VlHncC78oiSBERkTWru7sbgM7OzkiPW8yh7w0NDXntrwruIiLlqVSHoM9w9/ea2euBmRHiN7r718PuH7YK+vcy63+fkdn0pLtPZheqiIjI2pROF2dV0/HxcQBqamoiP3Zzc3PkxxQREVkNMgl36KR7rrA94GQS7odyOYiIiIisvIGBYApaMXqRZy46xGKxyI8tIiIlyiG96Bpb5SF0Ai4iIrJW1dbWFjuEkjMz7F5DyEVERMJTAi4iImWvra2t2CGIiIiseU7pzwE3s1Z333/Cthe4+1Nh9g+VgJvZRQtsHgGed/dkmPcQERFZq7SkVvZKuYK7iIiUtR+b2Z+6+1cAzOwPgd8Ezgqzc9ge8H8GLgIeBgw4J3O/2cze7e4/yDpsERGRVaKnpweAjo6OnPZvaWlZyXDKQjEruIuISPGsgWXIrgRuNLM3AZuAJ4CLw+4ctnJKN3Chu+9y9xcCFwKPAq8A/iabaEVERFabZDJJMll6A7ra2tpKdvj8+Pj4bBV3ERGRUuHuA8D3gEsJlue+yd2Pht0/bA/4Ge7+2JyDPm5mF7p7l1nJX8EQERHJS1dXFxB9QbJiFo9ramrKa/9iVnAXEZHi8RKvgm5mtwEDBKPCtwKfNbM73f2DYfYPm4A/ZWafBL6cefwW4GkzqwKms4xZREREVsDY2BhQnEQ83wRcRESkRP2Tu38jc/+wmb0E+FDYncMm4O8Afgd4P8Ec8LuADxIk31eFDlVERERWzODgIFCcXuSZIfuJhBZUERGRsIx0iVdBn5N8zzxOAn8Zdv+wfzXPcve/A/5uZoOZvdbdvwWEHu8uIiKyGqkgWPZmCtdpCLmIiJQDM7vL3S8zsyMEK6rNPgW4u4daEiVsAv4vZvbr7v5I5uA3AH8AfCuboEVERFYjLYklIiJSeE7pVkF398syP9fn8z5hE/Drga+Z2a8ClwFvB67J58AiIiJrRUNDQ7FDKDmlWr1dRETKl5nFgIfd/Zxc3yNUAp6pdn4D8A2gF7jG3bV2iIiIrAnd3d0AdHZ25rR/c3PzygWzyk0nnSf7YHw0qGT75H3O+Z2weQNkszJKMSu4i4hI8ZRyFXR3T5vZQ2bW4e49ubzHkgm4mT3C/PHtG4A4cLeZ4e7n5XJQERGR1SSdTq/I/rFYbCXCCa29vT3S4z3R69z2YHD/gkwH9hP98OxeWF8Lb7zUqa8Nl4QXs4K7iIgUj5d4ETagHXjMzO4Bjs1sdPfrwuy8XA/4a/IITEREpCzM9KBHXZCspqYmsmM90ev84EFIpoLHvSMbZp+bTsGho/CFO+DtVznrqpf/clXMCu4iIiJ5+Eg+Oy+ZgLv78/m8uYiIiBTO0aPBQiSFruI+nXJue+h48g0weHT+vHd3mJiCu56Aay8saDgiIlKqHNIlOgTdzKqBdwOnAY8An8ksQZaVaMfKiYiIyIrZv38/+/fvL/hxnu5n/oQ0oDoxTXViet62tMOTfTA1XaLfrkRERBb3eWAXQfK9mzlLdGcjbBV0ERGRNau+PtTSnWXr2YFgmPlc527qY33lBEemqme3dR9qYWRqPf1Dk/j43pPep7W1lbq6OsbHx5mYmKC6uvqk14iIyNpVysuQAWe5+7kAZvYZ4J5c3kQJuIiIlL2WlpZih7CqTS8wwG7gSAMsshJqMhVUbF1KdXU1jY2NeccmIiISkdlhX+6ezGblj7lCJeBm9gbgfwGtgGVu7u7qMhARkbLX1NRU7BAKqmEd2ND8pWP6RjfQN7rhpNdWxKGhrorWxsWLq9XU1Kj4mohImSrhZcjON7PRzH0DajKPs8qNw/aA/w3wWnd/Ivs4RUREVreuri4g94rcaz0BP68THu+dX4RtMbVVsLFh+deJiIiUEndfbnBXKGET8H1KvkVERBaWTAZjtBOJaGd2bdmyJZLjbGo0WtY7+0aW7rlIxOHSMyDXYXkiIrL2pUt/HfC8hP2mcK+Z/QfwDWByZqO731yQqEREREpIT08PEP2a1lVVVZEd65dfHKzzPTYBqQWS8EQczumAs7ZFFpKIiEjJCZuA1wNjwDVztjmgBFxERKRIRkeDqWhRVHFfV228/SrnZ0/CIz3M9l+kHdZXBz3fZ2xV77eIiCyt2HPAzawR+DRwDkFO+xvu/rOojh8qAXf3dxY6EBEREcnO0NAQEN0yatWVxlXnweVnO/sOB3PC66qhuV5Jt4iIlIyPAd9z9+vNrBKojfLgYaug7wQ+CWxy93PM7DzgOnf/q4JGJyIiEoGGBlUNy0YibmxpLnYUIiJSahwr6jrgZlYPXAG8A8Ddp4CpKGOIhXzdvwAfIrP2mbs/DNxQqKBERESi1NzcTHOzMkoREZES12Jm9865veuE53cAB4DPmdkDZvZpM1sXZYBh54DXuvs9J8zrShYgHhERkcil02kAYrGw16XnU/IuIiISgge1QwpoyN13LfF8ArgIeJ+7321mHwP+H+BPCxrVCQGEMWRmpxJMUsfMrgcGChaViIhIhLq7u4Hcq5hrCLuIiEg4RS7C1gf0ufvdmcdfI0jAIxM2Af9d4EbgDDPrB54DfrVgUYmIiJSQqalg+lhlZWWkx926dWukxxMRESll7j5oZr1m9gJ3fwp4OfB4lDGErYLeBbwiMz4+5u5HChuWiIhI6ejr6wOiXwc86oRfREQkX07RV854H/CFTAX0LiDSFb/C9oAD4O7Hwr7WzLYBNwFtQBq40d0/dsJrjKAM/KsI1hl/h7vfn01MIiIi5WpkZATQEHgREZGw3P1BYKl54gWVVQKepSTwh+5+v5mtB+4zs9vcfW4X/27g9MztEoKlzi4pYEwiIiJrxvDwMKAEXERESoNT8CJsq16ocq9mVhVm21zuPjDTm50Zsv4EsOWEl70OuMkDPwcazaw9VOQiIiIrpKmpiaampmKHISIiImtc2PVWfhZy24LMrBO4ELj7hKe2AL1zHvdxcpIuIiJSUErARUREouFeuFspWHIIupm1ESTENWZ2IczOmK8HasMcwMzqgP8E3u/uoyc+vcAuCzZdZhH1dwF0dHSEObSIiEgoyWQSgEQit5lZLS0tKxmOiIiIrFHLfdO4FngHsBX4+znbjwB/stybm1kFQfL9BXe/eYGX9AHb5jzeCuxd6L3c/UaCpdDYtWtXiVzfEBGRUtDT0wPkXsW8vr5+JcMRERFZs0qlp7pQlkzA3f3zwOfN7I3u/p/ZvHGmwvlngCfc/e8XedktwHvN7MsExddG3H0gm+OIiIgU2+TkJABVVUuWR1lxGhEmIiJSWsKuA/6fZvZq4Gyges72v1hit5cCbwMeMbMHM9v+BOjI7Psp4FaCJcieJViGLNI12ERERFZCf38/EP064LkOmRcRESkGd0h70dcBL6pQf7nN7FMEc76vAj4NXA/cs9Q+7n4XC8/xnvsaB343VKQiIiIyz6FDhwBUQE5ERKREhK2C/hJ3fztwyN0/AlzK/LnbIiIiErFDhw7NJuEiIiKlQFXQwxnP/Bwzs83AMHBKYUISERGJVnNzc7FDEBERkTIQNgH/tpk1Ah8F7idYKuzTBYtKREQkQg0NDcUOQUREpCyUSk91oYQtwvaXmbv/aWbfBqrdfaRwYYmIiERnamoKgMrKypz2b21tXclwRERE1qy0EvBwzOwlQOfMPmaGu99UoLhEREQi09fXB+Rexbyurm4lwxEREZE1KmwV9H8DTgUeBFKZzQ4oARcRkbI3Ph6USqmpqYn0uJ2dnZEeT0REJB8OuJYhC2UXcFZm2TARERGZY2BgAIh+HfBYLOxiJiIiIrIahE3AHwXagIECxiIiIiJZGB4eBlTFXURESkQJLRdWKEsm4Gb2LYKRAuuBx83sHmBy5nl3v66w4YmIiMhiRkaCeqhKwEVERErDcj3gfxtJFCIisiokU87IkRTramJUV5XP8OaWlpZihyAiIlIWVAV9Ce5+B4CZnQIMuPtE5nENsKnw4YmISBTSaefmHx7mlh+NkEqBu3Pxuev4rTc1s64mXuzwCq6+vr7YIYiIiEgZCNu98VUgPedxKrNNRETWgH//9kG+8cMRxiecqWlnOgl3P3KMP/vEAOkyuFQ9OTnJ5OTk8i9cRFtbG21tbSsYkYiIyNoTVEEv3K0UhE3AE+4+NfMgc7+yMCGJiEiUjo2n+N6PjzA5Pf8vVzIJ+4aSPPz0eJEii05/fz/9/f05719bW0ttbe0KRiQiIiJrUdgq6AfM7Dp3vwXAzF4HDBUuLBERiUp3/xQVCZhOHt+2c1uSS8+dBmDiaB9dXcGfi61bt1JZWcnIyMhsBe65Ojo6SCTC/mlZGZPTzt2PTPDwM5NUVcZ4yXnVnLmjgphFt87o2NgYQORJeNTLnomIiOSrVHqqCyXst6R3A18ws08ABvQCby9YVCIFlEo5U9NpaqrX/rxWkTBqq2Ok0ws/ZwbxWHSJbLaGDqf4688cYmIyzWRwvYD7n5jktI4Ev//WRhLxaGIfHBwElBCLiIjI0kIl4O6+B3ixmdUB5u5HChuWyMpLp53PfrmXr357L1NTado3VfPff+dULji7odihiRRV55ZK6tbFmZgKusCbG9IMj8b4/K01VCSMj394K82N8/9cNDQ00NBw8v+dQ4cOAdDU1FT4wIF/+soIo8fS866mT047zzw/zXd/MsZrr1gXSRzFMjQUDEZTFXcRESkVZVBaZkmhxwma2auBs4Fqywzrc/e/KFBcIivuCzf389Vv7WViMujq6x+Y4I//6gn+9R8uoH1TdZGjEykeM+OD72jlI/88QDLlvOalQTGyL91Wy9uu23BS8r2UKBPwgaEkew8kZ5Pvc08Z54xtE7PPxznE2Ng2amtrGRsbm+2lnqu9vZ2amhrMDC/BMXGjo6OAEnAREZFSEepblZl9CqgFrgI+DVwP3FPAuERW3FduCZLvl76wgl3nVQDw+LNJbvnBIL/9tk66urpO2qehoYHm5mbS6TTd3d2z2xsbG9mwYUNUoYsU3KkdVfzjh7dx209HqaudpCJh/I/3b2b75tVbb3P4cIpE3JhOBonzGdsm2NiQ5MBI8KdtZjm1MDZu3MjU1NTyLxQREZHclVC18kIJ263xEnc/z8wedvePmNnfATcXMjCRlXZsLBheu+u8Cra2xekbTJFOw9DB7L50T0xMcPjwYSXgsuY0ro/zpmub6OoKerFXc/IN0NwYJ5U6/lf89ofqADgwElxgW7/O2H1VMAS9trZ2yfnZdXV1BYxUREREIFiGbLG6M+UibAI+swbNmJltBoaBUwoTkkhhnHNGPQ8/EQzX7BtM8bHPjVFTHeOP3xsk0kt9OY/FYrPPL9RTLiLRa29JsLk1Qc9AkrQfT7wBKhPwykuiq0je3t4e2bFERESkdIVdB/zbZtYIfBS4H+gGvlSooEQK4QPv3sG62jipVLDcUk11jLN2rufyS5qzep+mpqbICkyJyNJ+500N1NfFqKqAjtYpOlqnqKqAnZ2V/NJLokvAa2pqqKmpiex4M2KxGLFY2D/lIiIixedeuFspsGyLzphZFVDt7iOFCWl5u3bt8nvvvbdYh5cSNnpkmtvuPMDggUkuPKeBSy5sIh7RMkUipeLo0aNAbsOy05lxZVEmhVPTzj2PTcBkH7EYNLVs54zOCqzA64C7O0/2prnz4RQkj1FZATu2rueSM+NUV+q8IiIi+TOz+9x9V7HjWCnbd+7yD328cHnce35p9bfXkkPQzeyKzN0pd/85gLtPApOFDkykEOrXV/DGV2/O6z2SyWAueSIRvjK0SCnJZz50MXpjKyuMyy6ooasrDsCOUwo/d93d+dbPktz3TJrpJLz8zIMA/NcDtdzzZIrfeV0l66qVhIuIiJyoVHqqC2W5b0rvzNzeEkEsIpHYv38/+/fvz3n/np4eenp6VjAikdVlfHyc8fHx5V+4gOHhYYaHh1c4otVnz16fTb7nSqZgdAxu+Wly4R1XWL7nMxEREYnWkl147v7OqAIRicrM8NrW1tYiRyKyOg0MDABLFyZczMhIMDupuTm72gql5q5Hkycl3zNSaXiiJ83ElBd8KLrOZyIiUkrcIV3mPeDLDUH/wFLPu/vfr2w4IiIiq9+Bwyd/e2iqnWR99RRHJirZ2nSU57tHqDjhr+zWrVuprKxkZGRk3kiBxsZGLW0oIiJSBpabxLo+8/MFwIuAWzKPXwvcWaigREREsrVly5bIjlVXYxw6ejwJ7x5aDy3Hn0+lIOx0+ImJCQ4fPqwEXEREykK2RcDXmuWGoH8EwMx+AFzk7kcyj/8c+GrBoxMREQmpqqoqsmO9+Kw4+36SZCozDH3PgQb2HGiYfT5euZ7TT1t8GH5DQwMNDcHru7q6ChqriIiIrB5hyzh3AFNzHk8BnSsejUgE8q1evtbntoqUqtHRUQDq6+sLfqzzdsT4+ePGwEEnmZr/XGUFXPeS8OeZjo6OnOPQagwiIlJqyrwDPHQC/m/APWb2dcCB1wOfL1hUIgWUz5ddYLbXSmStamtry3nfXAq3rZShoSEgmgQ8HjP+26sq+OH9Se55Mk0qHXyhOHWzsfviBJuawi/Hlk8Sne/5TERERKIV6q++u/+1mX0XuDyz6Z3u/kDhwhJZvaamgsEglZWFX2u43I1NpLnv8XHGJ9Kcc1o1m1srih1SWaitrS12CCWhImHsvriCa3Y5YxNQVRGsSZ6tQ4cOAdDU1LTSIYqIiKw66XSxIyiu0Jfd3f1+4P4CxiISicHBQSD3Xr6+vj6guD195eDBp8b5h5uGMINUZr2Kl164jnddvwGzwi7tVO7GxsaA3BLxmV7olpaWZV65dsRjxvo8rlnkk4Dnez4TERGRaGnymJSdmeRCVq+jY2n+4aYhJqfnTxL62UNjnLmjiiteWFekyMrDTFKXy0WmmXnY5ZSAF5POZyIiUkrcNQdcCbiIrDr3PDIGJ3RyX3buJJ3tSabHjtHVFQz/TyQSs3NgBwcHT0pGKioq2LZtWyQxi4iIiMjy0krAl2ZmceD77v6KCOIREWFsIk0ytfDZOVXm84ZWs559SYZHMv9A/UlO2RyPdLrA1q1bIzuWiIiISC6WTcDdPWVmY2bW4O4jUQQlIqvL6LEUI0dSbGpOUFkRvrpzrs46tZpEzEilnBtefgyAL//XOn72WBVXX1LHNS/bcNI+i82BHRgYAKC9vb1wAZe5tDs33TrGQ89Ms/uiNA588c6jnLY1wbt/eR3xeDRJuAojioiIrH4agh7OBPCImd0GHJvZ6O6/V5CoRAqooiK/StrlNLd1YirNJ788zP1PjpOIG+7whpc3cN1VhV3macfWSs7dWc3DT0+QiAfbYjGoqY7xy1dnd+zx8fECRChz/fThKR56dpqpJCRTQbI9NQ3P9Cb5wT0T7L60JpI4RkaCa8SltlRgZ2dnzvvmez4TERGRaIVNwL+TuYmUvHznBEexxvBq8c9fHubBJ8dJJiGZDC5X3vzDEZoaYlx+UWELob3/11q47WdHiKeOkXZ42a51vPEVDWxoUOmKQst2tMD/uW+Sqeng/nfu2wjAC08dZUvzBPGU0dUVXEUp9Jz94eFhoPQS8Fgs91ElqnEgIiKlxst8EnjYdcA/X+hARErF5OQkAFVVVUWOpLBGjqZ48MlxppPB3pgEWQAAIABJREFU4+suG6e+NpjfO3EkKIRWW1s7O/S7p6eHZDI57z3q6upobW3N6fjxuPFLl9XT1RUsa3Xtlc05/iaSrZqa7HqsR48tPjE/XeZ/ZMOYuXDQ3KzPuIiIyFq3ZAJuZl9x9zeb2SPASd+i3P28gkUmUiD5zgnu7+8H1v464IdGUyTixnTy5ARqsQJpi+nu7gbyG2or0Tl69CgQXEAJY9OGON0DqXnb7ttTz3176tnYGOOaK04eNaJ1q4+bGTqfSwKuGgciIlJK3ItfBd3MuoEjQApIuvuuKI+/XA/472d+vqbQgYhEpVhzgo+Np7n30WNMTDoXnFnDpubVPXezrSUxr+L4LXcd7xU9c0cVu6/eNO/1M0OLF5JO5166PN8h/2t9pEIh7N+/HwifgL/q0mo+fcsxpuYPgKAyAbsvDd/+SiazpxoHIiIiObnK3YeKceAlE3B3H8j8fN7MNgEvyjx1j7vvL3RwImvF43vG+f9v3AcEV/0+/01407WNvP4VjaH2f/TZCb546yEG9ifZuCHBm69tYNfZtYUMmerKGK992Xq+fccRrjg/+JJ/273VVFYYN+wOF/dKyLfo3ZYtW1YoElnM2Tsq+OUrqvn6nRPEM9OZUyl45cVVXHJ2+ARcyaSIiMjapyroIZjZm4GPArcDBnzczP7I3b9WwNhE1oRUyvnbz+1nYmr+2eZrPzjMrnNq2da29NJJjz47wUc/d4Cp6WD/3sFpPv7FYd79ZufS89cVLG6AN76ygQ0NcZITx0ilnBd0VvIrr2pi53b1Kst8L7uomkvOqeLpniRpd3ZuS1BbXfgl6+ZaahSGiIiISIYDPzAzB/63u98Y5cHDlhP+MPCimV5vM9sI/BBQAi6yjD29k7MVxC96wTTnnprk63dUcXQ8xuNPH2B6bPKkfTo6OkgkEhw6dIh9A/t481XHk/fHnqvggWcq+dKthwuegJsZV1+ynq6u4CLB7qujn7fb1dUF5D7nfmbOvnrCC6+60jjvtOJNrUgkVCFfRERktStwgdYWM7t3zuMbF0iwX+rue82sFbjNzJ509zsLGdRcYb+txE4Ycj4MRNu1IbJC8p0TnG1V73jcZisYnntqkrYNwXxoM4jHbNn9Z3q+Aba3pejZFyzp1NE6PpuczjWTqA4NDTE6OjrvucbGRjZs2JBV/CuhmEu3zVStl7Xv0KFDADQ1NRU5kuzkU9BRNQ5ERETmGVquqJq778383G9mXwcuBlZdAv49M/s+8KXM47cAtxYmJJHCyrcnNGxhqhmnbKlkXU2MicmgSvTgwRijx2JUVhjnnrlxyWJsTU1N/OjBCXoHg0WWLzx9ike6gtfXVC+fvM81NjZGLBYrSgKe7zxuiVaxRgvkm0yWagKeD43sEBGRUuIUdw64ma0j6Fw+krl/DfAXUcYQdh3wPzKzNwCXEcwBv9Hdv77cfmb2WYIK6vvd/ZwFnr8S+CbwXGbTze4eaQOIZGumUFTYtZJjMeNDv9XGX35ygFhm3EhlhfGuNzWHqoT+ll9q4B+/MMzUtPPAM5Wz+591eis7dqxfdL+WlpYVS3zVy1ZeivXvXa7J5NBQUIRVF6pEREQKbhPwdTODIBf+ort/L8oAwhZh+wPgq+5+c5bv/6/AJ4CblnjNj91dy5xJZPKdEzyzVFI2w0a3b67kf/95B48/uYd0Gm78SAfrasLN4njhWbX8zlucL3znMAcOpWiqj/Oma+q56uLFk++Vlm9ilO88bonWzNSFYk4dKCcz7Z1LAq4aByIiUlK8uD3g7t4FnF+8CMIPQa8Hvm9mB4EvA19z933L7eTud5pZZ+7hiay8XOcEJ5POTx86hk1PU5Ew1jVMZ7WWdzxubN8WzB8Pm3zPuOS8dVxy3jrcncwVu6z19u3DDLZu2bT8i1eRhoaGvPYPO1JBjpvpkY06AVcymT3VOBARkdLipMt8HbJQWYC7f8TdzwZ+F9gM3GFmP1yhGC41s4fM7LtmdvYKvafIikomnY98ah+f/fohRo+mOTiS4o//fpDH90xk9T719fV5JTW5JN+9+5L86SeHeezZwzz6zGH+6jMHOXAoldV79Pf3zyZHUWtubqa5uTnn/dvb22lvb1/BiKRQJicnyyqhnEo6Tw+kOTwGh4/BIz1pxqfK+0uJiIjIWpdtJfP9wCBBFfTsSkEv7H5gu7ufD3wc+MZiLzSzd5nZvWZ274EDB1bg0CLh/ezhMXoHp5nMfDl2h8lp58avHczqfaJOMI6Np/mfnztE//4Unhny81x/kv/x2UMkU+G/6BczMUqn06TT6aIcW0pLZ2cnnZ2dxQ4jlEPHnO/c7zzSA9NJmE7BU3vh1gecvQeVhIuIyNrl6cLdSkHYOeDvIah8vpFg7e/fcvfH8z24u4/OuX+rmf2zmbW4+9ACr70RuBFg165d+nYikXroqfHZ5Btgcjroia6MT/Dss12zxdVmtLe3U1NTw9GjR9m///gKfhMTE1RXV0c2F/rnj0yQmpNob2xI8ppLRrjt/gYeenqSLU2HGRsbm7dPRUUF27ZtA4L57uPj47NxF0N3dzeQ+/zx3t5egNnfSdau2In/EVepZMq543FnOjMQxQnOJ2kHHH72jHPt+VCX5UoHIiIisvqFnQO+HXi/uz+4kgc3szZgn7u7mV1M0CM/vJLHEDlRLnOCWxoTxOOQSsFjz1Ww/3DwRT8eN2Kx8NeDqquraWxszPr4udp/MMVUMrj/ZG81EAyZn07B8OE0W0Ku1pRv3PnO487H9PR00Y4t0RoeDv585DNlIQq9wzB3UEfP+PZ5z6fT8PSAc9EpyyfgqnEgIiKlJFiGrLz7UsMm4P8MYGYdcze6e89SO5nZl4ArgRYz6wP+DKjI7Psp4HrgPWaWBMaBG7zc/0Wk4HKZD/zyS+r43k+OkEqdsBTYaY3s2LF4FltXV5f1uuEr6dStFdz5wDiTU/DIczU88lzwZb2qAjo3J2hra1ty/5WaO73aEyKZb+vWrUU5br7J5MjICLD6P297DzrJE4bJtVQeYF382Ozj9BHo6UnQ0RH82R0cHFxytIqIiIiUhrAJ+HcILlgYUA2cAjwFLFk0zd3fuszznyBYpkxkVdu4IcGf/LdWbvzaMAMHkiQSxjWX1nHD7uh6s3Nx0ZlVfPOOOAcOpUhmhrtWJKCjvYLTO8JXcM/XzBzuUhkiXO4qKyuLclwVyxMREVnjfP4osHIUKgF393PnPjazi4DfLkhEIgWW65zgnZ1V/O0HNzM1nSYRN2Kx1T8/MxE3PvybTdxyxzHufnSSeAwuu6CaV122LuflzHKR7zxuidZMT3Ixpw6sZZs3GPtG5veCD01tZIiNQHCl+9RN0NFx/ILVcqNVREREpDSE7QGfx93vN7MXrXQwIlHId05wZUVp9eLWVse44dr13HDt+mKHkpOmppAT1RcwMJxmdKKamkrLaw31qKXdGT0GlRVQWxV9zDNzqaNOwLuf7yWZgm3btlJVURr/VrnY1gwPdi/+fCwGOzev3d9fRETKW7nPOA5bBf0Dcx7GgIsArQUmIgWXSwI+Oe189tZJevaniVkjDjTcM8FvX1dFY93qvoDycFeK79ydZGIqWDauo9V44+UVNK1fuwnZ+JRz6y/StFRMY8DX709zVgdcc1GMisTa+70TcePKs+D2x520QyrTEx4zMINLTlMFdBERkbUq7DfR9XNuVQRzwl9XqKBERGYkk0mSyWRW+3z9x1M8vy/NdBImp2FqGoZGg6R8NXuyN8XNP05ydBySqSAx697nfOrbU0xNr82rxe7OF36U5tmB4IJD2iGZhsd74Gs/yW6S2I4dO0pmmkNTnfHqi4xzt0FzHTStgxdsht0XGFubV/dFIhERkVw5wd/6Qt1KQdg54B8BMLP1wUM/WtCoREQyenqCxRbCJlbTSefBZ48XnbvyzEE6W8YYPFyNGTz5dIwNjXW0trYCwfz09AnVQOrr62lpaVm5XyKkH/wiNbs29Az34ALCg3tSXHxGTrOGVrWuQRg5dnJBlmQa+oZg32FnU+Pa7A2uTBg7Nxs7Nxc7EhEREYlK2CHo5wD/BmzIPB4Cft3dHy1gbCIFUVtbW+wQyk4+87izNXnCFP+9h2qpTgTZndnx4b5hdHV1AdEVj9s/cvKl2/O3DtFcN4GPQ1dXkIjOXX5qYGCA8fHxeftUVVWxZcuWwge8Ap7fl55dqx6gZd3xpbYu3NzHYH+KYwePP19Xt/jFk8nJSTZu3FiUiyciIiISgoOXSld1gYTtTrkR+IC7/wjAzK7MbHtJgeISKRhVE45elAl4bTVUV8LRTE769GA9Tw/WA5CIw5++vYZ1c+bXdnZ2RhbbcmoqYWyBUfJmQexRmVl7OgqVFUbMgrnQ/SP1HBqfvxZ4NosNVFVVaak7ERERWdXCJuDrZpJvAHe/3czWFSgmEVljZuZwJxKFH0IdM+PVL67g5h9PMz2nZ7UiAS8+MzEv+V5tXnxmnB8/EgxDv+y0vQDc9exmEnH4/TdUsmGBQmyFWDs7in+nGWd2GD97IkjAew7Pv1Bzf/9W3ntRbNFK8Kvp4omIiIiEU+ZF0EMn4F1m9qcEw9ABfg14rjAhiRTWzJziKHv5yl2287jz9aIzKqhIGN+9e5qDo866GrjyggquOH91z6G+8oI4e4edPXvTVFWkMYKe79dfFl8w+V5Mf38/QM7D0A8dOgREM3Kheb2xayfc9wzz5r8n4nDVeVaUZdhERESkcNIagh7KbwAfAW7OPL4TeGdBIhIpsGwraktxNTc357TfBacluOC04iTc7s7gIRgdczY2WOjkOR4z3vbKCvYOp9k/AGbGH99QmXUSOjmZX7X3KBNwgKvOi7Otxbn7qTQjx6C5Hi49M0bHRiXfIiIisrYs+e3UzKqBdwOnAY8Af+ju00vtIyKykhoaGkrq2KNjzhdvT3H4KMRikEpBZ5tx/UvDr2m9uTnGxEjw2nLpAT5ts3Ha5ggnuouIiEjk3B0v8zHoy1Wr+TywiyD53g18tOARiYjMMTU1xdTUVFGO3dzcnFUPvLvzxR+lGBoNhlNPTgfLaXXvc279RXZrWouIiIjI2rPc+Myz3P1cADP7DHBP4UMSETmur68PiG7++FwzS1yFraw9cBAOjx0vLnLKhkNsaRgFgkrme/YYZsd/l6GhIUZHR+e9RywWo7Ozk7q6uhX6LURERERWDy/zPonlEvDZ4ebunjQrj6GQsrYpsYlervO4i627uxsIn/wfPuYsdpY0gjXIwy4nNrPWdS5qamqWf5GIiIiIRG65BPx8M5vpnjGgJvPYAHf3+oJGJ1IA+SQ2kptizuOO0sYGY6awZ9zS9Bxq4LmDQSGzijj84Qvj8+aBt7S00NLSsuJx5Ls0mZb3EhERkUJJl/kc8CUTcHdXRRwRydvMHO7KysoiR1JYGxuMLc3QNwSXbu8F4K7ntpOIw4t2WugibMUWdsi9iIiIiGRH37Kk7HR3d88OLZZo9PX1zc7lXuveckWcnVuCud4xC4acv+h046rzojvd9vb20tvbm/P+w8PDDA8Pr2BEIiIiIoGZSuiFuJWC4iySK1JEM4W1pDQUYoh2IVVVGNdfFufZPUYqHQw7r4y453t6Or/VIkdGRoDSnbsvIiIislopAReRVa2+vnilJpqamnLeN2YQixN58p1KB8ufpR2OjMN61WMTERGRVcId0unS6KkuFCXgIrKqTU5OAlBVVRX5sfNJwIuhfxi+/yCckQn7y3fBjk1w1Tmgad0iIiIixacEXERWtf7+fqA464Ank0kAEonsT5VRJ+9HJ+C7D0AydXwd8lQantsH66rgxS+INBwRERGRBZXIVO2CUQIuZaeYQ5rLVanN457R09MD5Jb8R52AP97L7BJoo1O1s9uTaXisF150OsTVCy4iIiJSVErApeyUajJYysrxokc+vee5GD4CM/UFnx9tA+CMDT1UxII4nnsumJdeV1dHa2srEKwIcGJRwvr6+qKMNhAREZHy4JoDLiJSWMWcx10s+fSe52JDHfQOHe8Fn2tmSTQRERGRYnJ30mU+Bl0JuJSdrq4uoDhzistVMedxl4uztsEjz89PwJ882EE8Bmdvg4WavrOzM7L4REREREQJuIgUkLvTOwSjY0EV7mOTzrqq7LpiZ4ZLy9LW18A1F8BtDwWPnaDIyfaNcMnOooYmIiIiMktD0EVECiCVdr7xc9h3GM7dGAyD/tcfwu5dzo5N4ZPwurq6Aka5tObm5qIdOxcdG+HXr4LeYZiahrZGaFhX7KhEREREZIYScBEpiIeeg8HDwbJYEPTGJtPwvfvgt65xKhLhkvDx8XEAampqChXqohoaGiI/Zr4ScThFgwZERERklVIPuIhIATz6/PHkG8AJEu66ynGefnaQmsr5r29ra6O2tpaxsTEGBwdnt09MTFBdXV2U+eNTU1MAVFZWLvPKk5Va77mIiIiIFJ4ScCk7pdirWYpScy5uDh5rYHw6SGKzLXxZXV1NY2PjCkYWXl9fH5Bb8Th9zkRERERO4Auv2FJOlIBL2VHPZDR2boYH9gSJ+N4jG2a3H5mqYccpp1CzSDG22traNVEtPZ/ecxERERFZm5SAS9lJp9MAxGKxIkeytr3wVHhmLxybCOZ+QzA/+dIXsGjyvZbk03suIiIishY5mgOuBFzKTnd3N6DEqNCqK41feZnzeA88tw9qquD8TmjfsPaTbxERERGRhSgBF5GCqUwYF+yAC3StQ0RERERwPNuCQGuMEnARkUW0tLQUOwQRERERWUOUgIuILKK+vr7YIYiIiIisHQ5pzQEXEZGFTE5OAlBVVZX1vuo9FxEREZETKQGXstPU1FTsEKRE9Pf3A7kV7FPvuYiIiMjJNAdcpMwoAZco5NN7LiIiIrIWaRkyJeCSo/2HnfueSTGdhPN2xOjcVDpraieTSQASCX38pXDy6T0XERERkbVJGYhk7dm9ab5yR4pkKriK9Wh3iivPd15yVrzYoYXS09MDKDESEREREYmUqwdcCXieUmnniR5n/+E0W5pjnL7ViJkVO6yC+u4vUkyn4JTmw7SsG+MXPZv50UNptjfsY3JyYt5rq6qq2LJlCxD0CM4MywVobGxkw4YNkcYuEsbYpPNEfwqOBX8g7utKctbWODWVa/v/toiIiEg5MLM4cC/Q7+6vifLYSsDzkEw5n/lukgMjzlQSKhNptm8yfu3lCSyCJPzIuHP/M2lGxuD0LcYZWy2S4x46Gvzc1jTKxrpxftEDMYPJZPj3mJiY4PDhw0rAZdWZnHZ++lSS6RRUWXOwbcQ5dDTJFWclqEwoCRcRERHJjZNeHUXYfh94Aoi8aq4S8Dw8/nya/SPOdBKu3NkLBInoE08Z1ZXQ0NBAc3Mz6XSa7u7uk/ZvamqiqamJZDLJ6OhoVsnowSPOp78fDANPpeHxHueZDuO6Fxd+GPjGBth/OLh/4GjN7PaOre0k4osnJzM94QADAwMFi08kH88PpUmmg/uTvm52eyoNPQfSnNZeGlMtRERERORkZrYVeDXw18AHoj6+EvA89A8Hyfdc7jCVhOrK8O9z4MABxsfHs0rA73w0zdQ0bG86zNbGEQDMYN9wO5uaazl69Cj79+8/ab8tW7ZQVVXF6OgoQ0NDQPZDwV9zSZx/+68URjAHPBGH3S+KLZl8n6i9vT30a0WiNDyaZubCbAUT1McPEiP4j37sIHSNG21tbdTW1jI2Nsbg4OBJ79He3k5ra2uUYYuIiIiUhFUwB/wfgP8OrC/GwZWA52Fri1GRgOkk3P70NgAqEvC2lyfobDteFTwWiy1Z8Gt8fDzrY+877DiwtXGEhppJRsarMAuGh29qDv8+uQwF37YxxnuvM7q6DHd41+4EGxtLZ1huc3MWDSRlp6pi5tISVNrEbPINwUWusOrq6lY4MhERERFZRouZ3Tvn8Y3ufuPMAzN7DbDf3e8zsysjj44CJ+Bm9llg5pc8Z4HnDfgY8CpgDHiHu99fyJhW0lnbY9z9ZJrBg850KugJPm2zsX1T4ZPR7a3G0GiQJIyMV3HXc9uJx+B95wTDY+vq6pZMAOrr66mvr6erqyun49fXGm0ttQA5Jd+9vcGQ/W3btuV0/Hw0NDREfkwpHds3xjgwmiLtcMwbOZZqBCAeg10dcTbUHb+4Vltbq2r6IiIiIiE54IWdAz7k7ruWeP6lwHVm9iqgGqg3s393918rZFBzFboH/F+BTwA3LfL8buD0zO0S4JOZnyUhHjN+49oET/c7+w87W1qMHW3RFEK7/OwYT/WleGZoI8l0kPxfdpaxvja6nui2trac952enl7BSLIzNTUFQGVlFvMEpGw0r49xapuzZzA9b/upm2Lzkm8RERERKS3u/iHgQwCZHvAPRpl8Q4ETcHe/08w6l3jJ64CbPLgM8nMzazSzdncvmQpdsZhxxjbjjIg7ctdVG7/7mjhP9tVxZAx2tBmbmrJPvrdu3VqA6Fa3vr4+QOuAy+JOa4uzZUOMA6NBEt5aH6NaS5CJiIiI5MchXfw54EVV7DngW4DeOY/7MttKJgFfCbnOSU7EjR0bg/njtbW1Ob1HPr3APT09AHR0dOT8HiKrVU2l0dGiiuciIiIia5G73w7cHvVxi52AL9SltOAlETN7F/AuWFsJ31TSGZ6opzIO9e5ZD1+fqcCca2/uyEhQQT2XedHJZBYLf4uIiIiISNlbBVXQi6rYCXgfMHfw9lZg70IvzFSvuxFg165da+JfrW/IueUeqEpMg0O8ooI3vdRZVxXdUNfh4WEg2sJkg4eh73Atk9Pw0AF4yQtgU2NkhxcRERERESmKYlcUugV4uwVeDIyU0vzvfKTdufU+mE7BzqY+dm7oY3QMfvxYsSMrrJEx+O798NTBNrqPtDF0BG69P9guIiIiIiJrmeNeuFspKPQyZF8CriRYj60P+DOgAsDdPwXcSrAE2bMEy5C9s5DxrCYjx4Lke0Zd5QQXbnqOmMPoaAv19fVMTk7S399/0r6tra3U1dUxPj7OxMQE1dXVEUaen8f7IJUpLr2zsYdELIkB3c/B+ppg+bTW1lYAuru7SafnV6Kur6+npaUlrxjy3V9ERERERLLnDn7C9/tyU+gq6G9d5nkHfreQMaxWtVXBBxBg8FgDMwt6xbMck1BdXU1jY3HGby+1zvhiJqZOnuTvQLZTQWbWL89l7nt9fX3W+4iIiIiIiOSr2HPAy1ZVhXHudufRHth7ZAN7j2wgEYfX7IL6+mAOeFVV1ZIJZk1NTVGX0prpqc7Gjk3QfQCSKXj6cFBMLxGHq8+B7Rvnv7azs3MFojzZ5OQkELSviIiIiIhER8uQSdFccXZQfOzxXqiqgItOhfYc1vLOR9QV5Tta4LQ2eGYAYhb0fJ/eFmyPysywfq0DLiIiIiIiUVICXkRmxhlb4YytRYwhFieWY87f3d0NZNdTbQaXnwkXdMKhY9C0Lpj7LSIiIiIia1+pFEsrFCXgZergUecnT0E8eYh4DDo2N3Hmluwy8RMLpGVjfY0SbxERERERKS9KwMtQMuXc9nBQhf20usMAPNjdRF21s6052iHwuYpy3XIREREREVkB7rjmgEu52XtofiXymvgEp9Q+x4G9sKWpk1gsxvDwMCMjIyftOzNvemhoqKhLoDU3NxfluCIiIiIiIrlSAl6G5k67ODTVAJWZ7Vm+TzGXQJsZ/h6LZbluG7lVbxcRERERkfw4qAe82AFI9LZsgJmB5sNTGxie2kA8Bi99AcQyFdmam5uX7GVuaWmhpSXC0uUnmCkAl0sl81zWLxcREREREcmXEvAylIgbrzjXuetJODoJ8Ricuw06Wkpj/ne+xsfHgWAddRERERERiU7acy/kvBYoAS9TzeuN63Y50ylIxCFm5ZF8AwwMDABaB1xERERERKKlBLyMmRmV+gSIiIiIiEgUXHPAs69gJSIiIiIiIiJZU/+nlKSmpqZihyAiIiIiIllwtA64EnApSUrARURERERKj7sScJGSk0wmAUgksv8It7W1rXQ4IiIiIiIiy1ICLiWpp6cHyK2SeW1t7UqHIyIiIiIiy3FIp8t7GTIVYZOyMzY2xtjYWLHDEBERERGRMqMecCk7g4ODgNYBFxERERGJWrkXYVMPuIiIiIiIiEgE1AMuJcfTadLpNEZQRdHMih2SiIiIiIgsw3HcNQdcpGRMjB2j/7mniaWmsNQUA93PMD01WeywRERERERElqUecCkZ6XSaob29uKepyFw6SiWTDO3tpb3ztOIGJyIiIiIiS3PNAVcCLiVjYuzo7P20O5NJJ+XA1ARje/ZgZrS0tFBfX8/k5CT9/f0nvUdrayvt7e0RRi0iIiIiIhJQAi4lwzg+1zuZJki+c1BTU7NCEYmIiIiISDbUAy5SIqpq1xFUXoPKuFEZDxLyisoq2rafOv+1VVVaZkxERERERFYVJeBSMmKxGBs3d2TmgTvgxBMVtGzeVuzQRERERERkWU66zKugKwGXklJVU8vmHTuZmhzHLEZFZZWWIRMRERERkZKgBFxKjplRVV1b7DBERERERCQLriroSsBFREREREQkGp4u7yHosWIHICIiIiIiIlIO1AMuIiIiIiIihach6OoBFxEREREREYmCesBFREREREQkAo6X+TJk6gEXERERERERiYB6wEVERERERKTgHEhrDriIiIiIiIiIFJp6wEVERERERKTwXOuAqwdcREREREREJALqARcREREREZEIuNYBL3YAIiIiIiIiIuVAPeAiIiIiIiISCa0DLiIiIiIiIiIFpx5wERERERERKTyn7OeAKwEXERERERGRgnNcy5AVOwARERERERGRcmDupTcEwMwOAM8v8nQDMJLjWxdr33z3bwGGinRstVm0+xbz2Gqz7KnNsqc2y57aLDf5tJvaLNpjq82i3bfYx1abzbfd3Tfm+L6rjpl9j+DfuFCG3P1ESgdSAAAIGElEQVSXCvj++XP3NXUDbiy1fVfg2PeqzcqjzYr876U2U5upzVbhsdVm0beb2qzk4labldax1Wa6renbWhyC/q0S3Hcl9i/WsdVm0e5b7GPnQ20W7bHVZtHuW+xj50NtFu2x1WbR7lvsY+dDbRbtscu1zSRiJTkEXeYzs3vdfVex4yglarPsqc2ypzbLntose2qz3Kjdsqc2y57aLHtqM1nr1mIPeDm6sdgBlCC1WfbUZtlTm2VPbZY9tVlu1G7ZU5tlT22WPbWZrGnqARcRERERERGJgHrARURERERERCKgBHyVMrPPmtl+M3t0zrY/N7N+M3swc3tVZvuvztn2oJmlzeyCzHO3m9lTc55rLdbvVGgLtVlm+/sybfCYmf3NnO0fMrNnM89dO2f7C83skcxz/2hmFuXvEaVs2szMXmlm92Xa5j4zu3rO6/U5W7jNOs1sfE67fGrO6/U5W7jNdD5j0b8B/zHnd+82swfnPKfzWRZtpvNZIMs20/mMrNtM5zMWbbMLzOznmd/9XjO7eM5zZX8+kzWu2GXYdVv4BlwBXAQ8OmfbnwMfXGa/c4GuOY9vB3YV+/cpYptdBfwQqMo8bs38PAt4CKgCTgH2APHMc/cAlwIGfBfYXezfbZW02YXA5sz9c4B+fc6WbbPOua874X30OVugzU7YT+ezxT8/fwf8f5n7Op9l32Y6n2XfZjqfZdlmJ2zX+Wz+34AfzHxOgFcBt2fu63ym25q/qQd8lXL3O4GDOez6VuBLKxxOSVikzd4D/E93n8y8Zn9m++uAL7v7pLs/BzwLXGxm7UC9u//M3R24CfjlaH6D6GXTZu7+gLvvzbzmMaDazKoiC3aVyPJztiB9zoBwbabz2QIyvT5v5njb6HxGdm2m81kgy8/ZgvQ5O26ZNtP57ITNQH3mfgMw8/9R5zNZ85SAl573mtnDmeE8TQs8/xZOPsF/LjPE50/LcLjOTuByM7vbzO4wsxdltm8Beue8ri+zbUvm/onby8libTbXG4EHZpKnDH3OFm6zU8zsgcz2yzPb9DkL9znT+WxhlwP73P2ZzGOdz5Z3YpvNpfPZwhZqM53PlrbU50zns/neD3zUzHqBvwU+lNmu85mseUrAS8sngVOBC4ABgmFOs8zsEmDM3efOs/xVdz+X4I/C5cDbIop1tUgATcCLgT8CvpL5I7fQHzpfYns5WazNADCzs4H/Bfz2nH30OVu4zQaADne/EPgA8EUzq0efM1j+c6bz2eJO7EnT+Wx5C/Y+6ny2pBPbTOez5S32OdP57GTvAf7A3bcBfwB8JrNd5zNZ85SAlxB33+fuKXdPA/8CXHzCS27ghBO/u/dnfh4BvrjAPmtdH3CzB+4B0kBLZvu2Oa/bSjD8qS9z/8Tt5WSxNsPMtgJfB97u7ntmdtDnbOE2ywyhGwZw9/sI5rLtRJ8zWOJzlqHz2QLMLAG8AfiPOZt1PlvCIm2m89kSFmoznc+WttjnLEPns5P9OnBz5v5XOf7763wma54S8BKSmf8y4/XA3GqSMeBNwJfnbEuY2UziVAG8Zu4+ZeIbwNUAZrYTqASGgFuAG8ysysxOAU4H7nH3AeCImb040xv3duCbxQm9aBZsMzNrBL4DfMjdfzLzYn3OgMXbbKOZxTPbdxB8zrr0OQMW/7+p89nSXgE86e5zh2LqfLa0k9pM57NlLdRmOp8tbaH/mzqfLW4v8LLM/auBmWH7Op/J2pdvFTfdCnMjuFI6AEwTXPX7TeDfgEeAhwlOUO1zXn8l8PMT3mMdcF/m9Y8BHyNTSXIt3hZps0rg3wn+sN0PXD3n9R8muIL/FHMqaQK7Mq/fA3wCsGL/bquhzYD/FzgGPDjn1qrP2ZJt9sZMmzyU2f5afc5C/d/U+WyBNsts/1fg3Qu8XuezLNpM57Oc2kznsyzbLLNd57OF/wZclmmDh+D/tnf/rnKUYRSAzyEGhNhIKgs1CoqITSKptFALWxUtjIWNSLAIWFgIgiiW+QNEEAtBCOKPTkyhpI1iDFFEbbSwlIhlCn0tMoFrsIr3zs3NPg8Mu3N2dvb7ml0O3yyTs0ke3HL8xn+f2W7srTP+PgEAAAA7zSXoAAAAsAIFHAAAAFaggAMAAMAKFHAAAABYgQIOAP9D2+Ntb93tcQAA1z8FHICN0vapttP2vm041+tJLs7MH9swNADgBuc2ZABslLYfJrktyRcz88YuDwcA2CBWwAHYGG1vSfJQkheSPLtkj7Q90/ajtj+2/aBtl9d+bftm23Ntv7uyat72QNv32n7d9tu2Tyz5vrYnl/xC2+O7NFUA4DqkgAOwSZ5M8vnM/JzkYtsjS344yctJ7k9ydy6X9Ct+n5kjSd5O8sqSvZbky5k5muTRJCfbHsjlYv/nkh9N8mLbu3Z6UgDA3qCAA7BJjiU5tTw/tewnyVcz89vM/J3kfJJDW97zyfL4zZb88SSvtj2f5EySm5PcseTPL/nZJAeT3LMTEwEA9p6bdnsAALCGtgeTPJbkgbaTZF+SSfJZkktbDv0r//59vPQfeZM8PTM/XfUZTXJiZk5v/wwAgL3OCjgAm+KZJO/PzJ0zc2hmbk/yS5KHr+Fcp5Oc2PJf8cNb8pfa7l/ye5dL0wEAFHAANsaxJJ9elX2c5LlrONdbSfYnudD2+2U/Sd5N8kOSc0v+TlxtBgAs3IYMAAAAVmAFHAAAAFaggAMAAMAKFHAAAABYgQIOAAAAK1DAAQAAYAUKOAAAAKxAAQcAAIAVKOAAAACwgn8A1imJ7l044XkAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -933,7 +934,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -968,27 +969,27 @@ "\n", "Enfin en 1795, il y une **chute brutale** du pouvoir d'achat qui est due à **une multiplication par 1,60 du prix du blé**, et ce **malgré une augmentation du salaire**. Cette soudaine augmentation du prix du blé est peut-être due à la famine française de 1788 qui entraina la révolution de 1789.\n", "\n", - "Le graphique précédent est augmenté de ces deux informations." + "Le graphique précédent est augmenté de ces deux informations. Les marches d'escaliers sont remplacées par une grille pour éviter une mauvaise interprétation (extrapolation d'une année à tout l'intervalle)." ] }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(1788,2,'Famine de 1788, Fr')" + "Text(1788, 2, 'Famine de 1788, Fr')" ] }, - "execution_count": 36, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1005,7 +1006,7 @@ "fig6.set_size_inches(2.54*6, 2.54*3)\n", "\n", "# add a spine to scatter to ease reading of each year\n", - "ax61.step(data_by_year.index, data_by_year['Purchpower'], linestyle='--', color='lightgrey', where='post', marker=None)\n", + "# ax61.step(data_by_year.index, data_by_year['Purchpower'], linestyle='--', color='lightgrey', where='post', marker=None)\n", "\n", "# main data scatter plot with size and color link with variables\n", "myScat6 = ax61.scatter(data_by_year.index, data_by_year['Purchpower'], \n", @@ -1020,6 +1021,8 @@ "ax61.xaxis.set_major_locator(MultipleLocator(25))\n", "ax61.xaxis.set_minor_locator(MultipleLocator(5))\n", "\n", + "ax61.grid(True, which='both', axis='x')\n", + "\n", "plt.tight_layout()\n", "\n", "# wages legend = size of each circle\n", @@ -1056,6 +1059,8 @@ "\n", "Dans une [seconde copie][playfair book 2], toujours hébergée par Google, les graphiques apparaissent, mais en faible résolution, sinon en noir et blanc avec un effet de seuil. Cela permet de voir que Playfair a représenté le pouvoir d'achat autrement, le graphique montré au début de cette étude lui permettait de représenter les données ayant conduit au second graphique. Ce graphique est numérisé à la p. 28 du manuscrit.\n", "\n", + "![Pouvoir d'achat des ouvriers, par Playfair](playfair_purchpower.PNG)\n", + "\n", "Dans ce graphique, Playfair mélange encore une fois deux unités sur le même axe, à savoir le nombre jour de travail nécessaire pour se payer un boisseau de blé, et le prix en Shilling de ce même boisseau. Son graphique montre clairement que malgré l'augmentation du prix du boisseau de blé, les ouvriers devait travailler mons longtemps qu'auparavant pour l'acheter. Mais la moyenne sur 25 ans gomme les effets des famines comme on peut le voir sur le graphique présenté à la section précédente. Playfair dit lui-même l'avoir fait pour faciliter la lecture du graphique.\n", "\n", "[playfair book 2]: https://books.google.fr/books?id=x51hAAAAcAAJ&printsec=frontcover&hl=fr&source=gbs_ge_summary_r&cad=0#v=onepage&q&f=false\n", @@ -1069,7 +1074,7 @@ "\n", "Il est donc important de choisir la représentation des informations de manière cohérente avec la question que l'on se pose, et de choisir les modes de représentation adaptées au type des données utilisées.\n", "\n", - "En perspective, ce graphique peut encore être améliorer avec notamment le remplacement des points par des rectangle de largeur 5 ans, et centrés sur les intervalles de 5 ans et sur la valeur du pouvoir d'achat moyen sur ces 5 ans. La hauteur du rectangle représenterait alors de manière linéaire le salaire moyen hebdomadaire. La couelur serait toujours utilisée pour le prix du blé. De cette manière le lecteur aurait la représentation des grandeurs moyennes. En effet l'utilisation des marches d'escaliers pourraient faire croire à l'utilisation d'une valeur annuelle pour tout l'intervalle." + "En perspective, ce graphique peut encore être améliorer avec notamment le remplacement des points par des rectangle de largeur 5 ans, et centrés sur les intervalles de 5 ans et sur la valeur du pouvoir d'achat moyen sur ces 5 ans. La hauteur du rectangle représenterait alors de manière linéaire le salaire moyen hebdomadaire. La couleur serait toujours utilisée pour le prix du blé. De cette manière le lecteur aurait la représentation des grandeurs moyennes. En effet l'utilisation des marches d'escaliers pourraient faire croire à l'utilisation d'une valeur annuelle extrapolée pour tout l'intervalle." ] }, { @@ -1082,13 +1087,6 @@ "\n", "J'ai beaucoup appris sur `matplotlib` au cours de l'exercice, j'espère que cela servira aussi aux relecteurs de ce travail :). D'ailleurs, si ces relecteurs connaissent des manières plus élégantes de faire les choses avec `matplotlib`, je suis preneur." ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { @@ -1108,7 +1106,25 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.4" + "version": "3.8.2" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": false, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": { + "height": "calc(100% - 180px)", + "left": "10px", + "top": "150px", + "width": "384px" + }, + "toc_section_display": true, + "toc_window_display": true } }, "nbformat": 4,