diff --git a/chapters/16/1/Regression_Model.ipynb b/chapters/16/1/Regression_Model.ipynb index 6cce82a4f..abfcb94ab 100644 --- a/chapters/16/1/Regression_Model.ipynb +++ b/chapters/16/1/Regression_Model.ipynb @@ -141,7 +141,7 @@ "data": { "image/png": "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", "text/plain": [ - "
" + "Four graphs are shown. The first graph is titled 'True Line, and Points Created' and has a green line with a positive slope and data points in light blue. The second plot is titled 'What We Get to See' with the blue data points shown. The third plot is titled 'Regression Line: Estimate of True Line' and the light blue data points remain along with a gold line that is much like the green line of the first graph, but slightly different. The fourth graph is titled 'Regression Line and True Line' and shows the data points, the yellow line, and the green line. The lines are very similar, but slightly different." ] }, "metadata": {}, diff --git a/chapters/16/2/Inference_for_the_True_Slope.ipynb b/chapters/16/2/Inference_for_the_True_Slope.ipynb index 5492be176..e7694e384 100644 --- a/chapters/16/2/Inference_for_the_True_Slope.ipynb +++ b/chapters/16/2/Inference_for_the_True_Slope.ipynb @@ -138,7 +138,7 @@ "data": { "image/png": "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", "text/plain": [ - "
" + "Scatterplot with 'Gestational Days' on the x-axis and 'Birth Weight' on the y-axis. The data points are shown in blue and generally have x values greater than x=225 and a weak to moderate positive correlation. Some outliers exist with low x values, around 150, 180, and just above 200. Each of these outlier data points have y values below 120. A gold line is shown with a positive slope through the majority of the datapoints." ] }, "metadata": {}, @@ -232,7 +232,7 @@ "data": { "image/png": "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", "text/plain": [ - "
" + "Five scatterplots are shown. The first is titled 'Original sample,' and the remaining are titled 'Bootstrap sample 1' to 'Bootstrap sample 4.' The 'Original sample' is the same data as before. The bootstrap samples resemble the original sample but have slight differences. For example, some have one or two of the outliers, but not all of them." ] }, "metadata": {}, @@ -272,7 +272,7 @@ "data": { "image/png": "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", "text/plain": [ - "
" + "A histogram with 'Bootstrap Slopes' on the x-axis and 'Percent per unit' on the y-axis. The histogram is symmetric and bell shaped ranging from about 0.35 to 0.6 and centered around 0.475." ] }, "metadata": {}, @@ -390,7 +390,7 @@ "data": { "image/png": "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", "text/plain": [ - "
" + "The previous histogram has been reproduced with a gold bar extending along the bottom of the histogram from about 0.375 to 0.55. The previous histogram description is: A histogram with 'Bootstrap Slopes' on the x-axis and 'Percent per unit' on the y-axis. The histogram is symmetric and bell shaped ranging from about 0.35 to 0.6 and centered around 0.475." ] }, "metadata": {}, @@ -421,7 +421,7 @@ "data": { "image/png": "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", "text/plain": [ - "
" + "A scatterplot with 'Maternal Height' on the x-axis and 'Birth Weight' on the y-axis. The data points are in light blue and have discrete x values. For a single x-value, there are generally multiple y-values plotted. Most of the data points have x>55. A gold line is drawn with a slight positive slope." ] }, "metadata": {}, @@ -477,7 +477,7 @@ "data": { "image/png": "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", "text/plain": [ - "
" + "A histogram with 'Boostrap Slopes' on the x-axis and 'Percent per unit' on the y-axis. The histogram is symmetric and bell shaped, extending from about 0.75 to 2.25 and centered around 1.50. A gold bar is drawn on the bottom of the histogram extending from just above 1.00 to just below 2.00." ] }, "metadata": {}, @@ -519,7 +519,7 @@ "data": { "image/png": "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", "text/plain": [ - "
" + "Four graphs are drawn. The first graph is titled 'True Line, and Points Created,' with a green line drawn at y=10 and light blue data points drawn above and below the line. On the left hand side of the graph there are more data points below the green line than above it and on the right hand side of the graph there are more data points above the green line than below it. The second graph is titled 'What We Get to See' and only has the data points drawn. The third graph is titled 'Regression Line: Estimate of True Line' and has the same data points drawn along with a gold line with a slight positive slope. The final graph is titled 'Regression Line and True Line' and has the data points and both the gold and green lines drawn." ] }, "metadata": {}, @@ -597,7 +597,7 @@ "data": { "image/png": "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", "text/plain": [ - "
" + "A scatterplot with 'Maternal Age' on the x-axis and 'Birth Weight' on the y-axis. The data points are shown in light blue and have discrete x values. There is no apparent shape to the data. A gold line is drawn with a very slight positive slope." ] }, "metadata": {}, @@ -633,7 +633,7 @@ "data": { "image/png": "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", "text/plain": [ - "
" + "A histogram with 'Bootstrap Slopes' on the x-axis and 'Percent per unit' on the y-axis. The histogram is centered about 0.1, symmetric, and bell shaped ranging from about -0.2 to 0.35. A gold bar is shown at the bottom of the histogram ranging from 0.1 to about 0.3" ] }, "metadata": {}, diff --git a/chapters/16/3/Prediction_Intervals.ipynb b/chapters/16/3/Prediction_Intervals.ipynb index 547d023ae..bcb1da60d 100644 --- a/chapters/16/3/Prediction_Intervals.ipynb +++ b/chapters/16/3/Prediction_Intervals.ipynb @@ -112,7 +112,7 @@ "data": { "image/png": "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", "text/plain": [ - "
" + "Scatterplot with 'Gestational Days' on the x-axis and 'Birth Weight' on the y-axis. The data points are shown in blue and generally have x values greater than x=225 and a weak to moderate positive correlation. Some outliers exist with low x values, around 150, 180, and just above 200. Each of these outlier data points have y values below 120. A gold line is shown with a positive slope through the majority of the datapoints. A vertical red line is drawn from y=0 to about y=125, until it reaches the gold line at x=300." ] }, "metadata": {}, @@ -202,7 +202,7 @@ "data": { "image/png": "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", "text/plain": [ - "
" + "A plot with x ranging from 292.5 to 307.5 nd y from 124 to 136. Ten different colored lines are drawn at with an intersecting dot at x=300. The lines intersect with x=300 at y values between 126 and 131." ] }, "metadata": {}, @@ -389,7 +389,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbEAAAEgCAYAAAA66k1XAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nO3deVgVZf8/8PeACwIiqAgCighHEdwQd3MvN3JDXJDMTBRxT0XhMbFMQxR7EkMelzT4unzDLdFMs8QlVDJ6XFIpTEUxRPZNloDz+8Mv59eRbY4cOGfk/bour8uZueeez8ylvJmZe2aEzMxMOYiIiCRIR9MFEBERvSqGGBERSRZDjIiIJIshRkREksUQIyIiyWKIERGRZDHEiIhIsrQmxLZs2QJjY2P4+Pgo5snlcgQEBMDe3h7m5uZwcXHB3bt3NVglERFpE60IsWvXriEsLAyOjo5K87du3YqQkBAEBgbi3LlzMDU1xcSJE5GTk6OhSomISJtoPMSysrIwZ84cbNu2DcbGxor5crkcoaGhWLp0KcaPHw8HBweEhoYiNzcXhw8f1mDFRESkLTQeYmUhNXjwYKX5CQkJSE5OxrBhwxTzmjRpgv79+yMmJqauyyQiIi3UQJMbDwsLw/3797Fjx45yy5KTkwEApqamSvNNTU2RlJRUJ/UREZF209iZWHx8PNatW4ddu3ahUaNGlbYTBEFpWi6Xl5unLeLj4zVdQr3DY163eLzrFo939TQWYj///DPS0tLQr18/tGjRAi1atEB0dDR2796NFi1aoHnz5gCAZ8+eKa2Xmppa7uyMiIjqJ41dTnRxcYGTk5PSvAULFsDW1hbLli2DnZ0dzMzMEBUVhR49egAACgoKcOXKFaxbt04TJRMRkZbRWIgZGxsrjUYEAH19fZiYmMDBwQEA4O3tjS1btkAmk8HOzg5BQUEwMDCAm5ubJkomIiIto9GBHdVZsmQJ8vPz4ePjg8zMTDg7O+Po0aNo2rSppksjIiItIPDLzuoTHx8PmUym6TLqFR7zusXjXbd4vKun8efEiIiIXhVDjIiIJIshRkREkqXVAzuItE1ySgZSM7Jr1EdLEyOYmZqoqSKi+o0hRqSC1IxsrAveX6M+/Bd7MMSI1ISXE4mISLIYYkREJFkMMSIikiyGGBERSRZDjIiIJIshRkREksUQIyIiyWKIERGRZPFhZ6I6JgjA7T8SatQH3/pB9AJDjKiOZeU8x+d7jtWoD771g+gFXk4kIiLJYogREZFkMcSIiEiyeE+MSII4OIToBYYYkQRxcAjRC7ycSEREksUQIyIiyWKIERGRZDHEiIhIshhiREQkWQwxIiKSLIYYERFJFkOMiIgkiyFGRESSxRAjIiLJYogREZFkMcSIiEiyGGJERCRZDDEiIpIshhgREUkWQ4yIiCSLIUZERJLFECMiIsliiBERkWQxxIiISLIYYkREJFkMMSIikizRIRYdHY3U1NRKl6elpSE6OlotRREREYnRQGzDsWPHYseOHZg8eXKFyy9cuABPT0+kp6errTgiqj2CANz+I0GldXLzisqt09LECGamJuosjUg00SEml8urXF5UVAQdHV6dJO2VnJKB1IzsGvVRWFSkpmo0LyvnOT7fc0yldfLy8mBgYKA0z3+xB0OMNKbKEMvOzkZWVpZiOj09HY8fPy7XLjMzE0eOHEHr1q3VXyGRmqRmZGNd8P4a9bH0/YlqqoaI1KHKENu+fTs2bdoEABAEAX5+fvDz86uwrVwux5o1a9RfIRERUSWqDLEhQ4ZAT08Pcrkc69atg6urK7p06aLURhAE6Ovrw8nJCT179hS94V27dmHv3r2KMzt7e3usWLECI0eOBPAiFDdu3IiwsDBkZmbC2dkZQUFB6NSpk6r7SEREr6kqQ6xv377o27cvAKCwsBBjx46Fo6OjWjZsYWGBjz/+GLa2tigtLcXBgwfh4eGB8+fPo3Pnzti6dStCQkIQEhICmUyGTZs2YeLEibh27RqaNm2qlhqIiEjaRI/E8PX1VVuAAYCLiwveeusttG/fHnZ2dlizZg0MDQ1x7do1yOVyhIaGYunSpRg/fjwcHBwQGhqK3NxcHD58WG01EBGRtFV6Jnbw4EEAwLRp0yAIgmK6Ou7u7ioXUVJSgm+++QZ5eXno3bs3EhISkJycjGHDhinaNGnSBP3790dMTAxmzZql8jaIiOj1U2mIzZ8/H4IgYNKkSWjUqBHmz59fbWeCIKgUYrdv38aIESNQUFAAAwMD7Nu3D46OjoiJiQEAmJqaKrU3NTVFUlJSlX3Gx8eL3n5t0PT26yOxxzw3rwh5eXk12lZxSXG97+PldXLzcvnvvhbV92Mrk8mqXF5piN24cQMA0KhRI6VpdZLJZLh06RKysrIQGRkJb29vnDx5UrFcEASl9nK5vNy8ivrUlPj4eI1uvz5S5Zjf/iOh3DNOqmqg26Be91HRc2KGBoaQyaxrVAtVjD9TqldpiLVt27bKaXVo1KgR2rdvDwBwcnLCr7/+iu3bt2PFihUAgGfPnsHKykrRPjU1tdzZGRER1V9a9YqN0tJSFBUVwdraGmZmZoiKilIsKygowJUrV9CnTx8NVkhERNpE9GunAOD8+fMICwvDw4cPkZGRUe5VVIIg4Pr166L6+uijjzBixAhYWloqRh3+9NNPiIiIgCAI8Pb2xpYtWyCTyWBnZ4egoCAYGBjAzc1NlZKJiOg1JjrEQkNDsXr1arRs2RI9e/as8UPHycnJmDt3Lp49ewYjIyM4Ojri8OHDGD58OABgyZIlyM/Ph4+Pj+Jh56NHj/IZMSIiUhAdYiEhIRgwYACOHDmiGOxRE6GhoVUur+41V0RERKLviaWlpcHV1VUtAUZERKQOokOse/fuePToUW3WQkREpBLRIbZhwwYcOHAAFy9erM16iIiIRBN9TywgIABGRkaYMGECbG1t0aZNG+jq6iq1EQQBERERai+SiIioIqJDLC4uDoIgwMrKCoWFhbh37165NtW9TYOIiEidRIfYrVu3arMOIiIilWnVGzuIiIhUIfpMrOwLzNVp06bNKxdDRESkCtEh1rVrV1H3vNLT02tUEBERkViiQ+yLL74oF2IlJSVISEjA//7v/6JVq1bw9PRUe4FERESVER1iHh4elS5bunQphg0bhtzcXLUURUREJIZaBnYYGhrCw8MD27dvV0d3REREoqhtdGLDhg2RlJSkru6IiIiqpZYQu3XrFv7zn/+gY8eO6uiOiIhIlBqPTszKykJ2djYMDQ0REhKi1uKIiIiqIjrEBgwYUC7EBEGAsbEx2rdvj0mTJsHY2FjtBRIREVVGpS87ExERaRO+doqIiCSLIUZERJLFECMiIsliiBERkWQxxIiISLJEhVhBQQECAwNx7ty52q6HiIhINFEhpqenh3//+99ITEys7XqIiIhEE305sUuXLrh//35t1kJERKQS0SHm7++P8PBwnDlzpjbrISIiEk30GzuCg4NhbGwMd3d3WFhYoF27dmjSpIlSG0EQEBERofYiiYiIKiI6xOLi4iAIAqysrAAAjx49KtemohcEExER1RbRIXbr1q3arIOIiEhlfE6MiIgkS6UQKykpQUREBBYuXIipU6fit99+AwBkZmbi2LFjePr0aa0USUREVBHRIZaVlYURI0bAy8sLx48fx9mzZ5GWlgYAaNq0KVavXo2dO3fWWqFEREQvEx1iH3/8MeLi4nDo0CFcv34dcrlcsUxXVxdjx47F2bNna6VIIiKiioge2PHtt99i7ty5ePPNN5Genl5uua2tLb7++mu1FkdE2k8QgNt/JNSoj5YmRjAzNVFTRVSfiA6xzMxM2NjYVLpcLpejqKhILUURkXRk5TzH53uO1agP/8UeDDF6JaIvJ7Zt2xZ37typdHl0dDTs7OzUUhQREZEYokNs8uTJCA8PR3R0tGJe2cPNO3bswMmTJzF9+nT1V0hERFQJ0ZcTP/jgA/zyyy8YN24c7OzsIAgCfH19kZ6ejuTkZLi4uMDLy6s2ayUiIlIiOsQaNmyIiIgIHDp0CN988w0EQUBxcTG6desGV1dXTJkyha+dIiKiOiU6xMpMnjwZkydPro1aiIiIVKJyiAHAb7/9hsePHwMA2rRpA0dHR56FERFRnVMpxI4cOYK1a9fir7/+UjzsLAgCLCwssHbtWp6hERFRnRIdYvv378fChQshk8nw8ccfw87ODnK5HH/++SfCw8Ph5eWFoqIieHh41Ga9RERECqJD7LPPPoOzszNOnjwJPT09pWVz5szBmDFj8NlnnzHEiIiozoh+TuzJkyeYPHlyuQADAD09PUydOhV//fWXWosjIiKqiugQs7e3R1JSUqXL//rrL3Ts2FEtRREREYkhOsTWrVuHsLAwHDtW/h1pR44cQXh4OD755BO1FkdERFQV0ffEtm3bhhYtWmD27Nnw9fWFjY0NBEHA/fv3kZKSAltbWwQHByM4OFixjiAIiIiIqLC/zz77DCdOnMC9e/fQqFEj9OzZE2vXroWDg4OijVwux8aNGxEWFobMzEw4OzsjKCgInTp1qsEuExHR60J0iMXFxUEQBFhZWQGA4v5X48aNYWVlhcLCQvz+++9K61T17NhPP/2E2bNno0ePHpDL5fj0008xYcIExMTEwMTkxdust27dipCQEISEhEAmk2HTpk2YOHEirl27hqZNm6q8s0RE9HoRHWK3bt1S64aPHj2qNL1jxw60bdsWV69exejRoyGXyxEaGoqlS5di/PjxAIDQ0FDIZDIcPnwYs2bNUms9REQkPaLvidW23NxclJaWwtjYGACQkJCA5ORkDBs2TNGmSZMm6N+/P2JiYjRVJhERaZFXeu1UbfD19UWXLl3Qu3dvAEBycjIAwNTUVKmdqalplaMk4+Pja69IETS9/fpI7DHPzStCXl5ejbZVXFJc7/t4eR111JKbl8v/O5Wo78dFJpNVuVwrQuxf//oXrl69itOnT0NXV1dp2cv31eRyeZX32qrb4doUHx+v0e3XR6oc89t/JMDAwKBG22ug26Be95GXl1duHXXUYmhgCJnMukZ9vI74M6V6Gr+c6OfnhyNHjiAyMhLt2rVTzDczMwMAPHv2TKl9ampqubMzIiKqnzQaYqtWrcLhw4cRGRmJDh06KC2ztraGmZkZoqKiFPMKCgpw5coV9OnTp65LJSIiLaSxy4krVqzA119/jX379sHY2FhxD8zAwACGhoYQBAHe3t7YsmULZDIZ7OzsEBQUBAMDA7i5uWmqbCIi0iKiQ6xbt24ICAjAmDFjKlx++vRprFq1Cjdu3BDV3+7duwFAMXy+zKpVq+Dn5wcAWLJkCfLz8+Hj46N42Pno0aN8RqweSk7JQGpGdrn5uXlFuP1Hgqg+CouK1F0WEWmY6BB79OhRlSOQ8vLyFB/KFCMzM7PaNoIgwM/PTxFqVH+lZmRjXfD+cvMrGmhQmaXvT1R3WUSkYSrdE6tqVOC9e/d4hkRERHWqyjOxAwcO4ODBg4rpoKAghIWFlWuXmZmJO3fuYOTIkeqvkIiIqBJVhlheXp5iwAUAZGVlobS0VKmNIAjQ19fHzJkz4evrWztVEhERVaDKEJszZw7mzJkDAOjatSs2btxY6cAOIiKiuiZ6YMfNmzdrsw4iIiKVqfycWE5ODhITE5GRkQG5XF5u+YABA9RSGBERUXVEh1hGRgZWrVqFY8eOoaSkpNzysncapqenq7VAIiKiyogOsQ8++AAnT57EnDlzMGDAAMUnU4iIiDRFdIj98MMP8PLywoYNG2qzHiIiItFEP+zcqFEj2Nra1mYtREREKhEdYuPHj8fZs2drsxYiIiKViA6xRYsW4enTp5g3bx6uXbuGp0+fIiUlpdwfIiKiuiL6npizszMEQcD169cRERFRaTuOTiQioroiOsRWrlxZ5QuAiYiI6proEOPnUIiISNuo9CmWMiUlJUhPT0dxcbG66yEiIhJNpRD79ddfMWHCBFhYWMDOzg7R0dEAgLS0NEyZMgUXLlyolSKJiIgqIjrEfv75Z4wZMwYPHjzAtGnTlN6b2KJFC+Tm5uJ//ud/aqVIIiKiiogOsU8++QS2traIiYmBv79/ueUDBw7EL7/8otbiiIiIqiI6xH799Ve888470NPTq3CUoqWlpdIHNImIiGqb6BDT0dGBjk7lzZOTk9GkSRO1FEVERCSG6CH23bt3x+nTp+Hl5VVuWVFREQ4dOoTevXurtTgiqh8EAbj9R0KN+mhpYgQzUxM1VURSITrEli1bBjc3NyxcuBCTJ08GADx9+hQ//PADgoKC8ODBA4SEhNRaoUT0+srKeY7P9xyrUR/+iz0YYvWQ6BAbOnQoduzYAR8fHxw4cAAA4O3tDblcjmbNmmH37t3o1atXrRVKRET0MtEhBgBubm4YM2YMoqKi8Oeff6K0tBQ2NjYYPnw4DA0Na6tGIiKiCqkUYgCgr68PFxeX2qiFiIhIJaJHJ546dQo+Pj6VLvfx8cHp06fVUhQREZEYokNs27ZteP78eaXLCwoKsHXrVrUURUREJIboELtz5w66d+9e6fJu3bohLi5OLUURERGJITrEiouLkZ+fX+ny/Px8FBYWqqUoIiIiMUSHmIODAyIjI1FaWlpuWWlpKSIjI2Fvb6/W4oiIiKoiOsTmzZuH2NhYuLu74/r16ygsLERhYSGuX7+O6dOnIzY2tsK3eRAREdUW0UPsJ02ahAcPHiAgIABnz54FAAiCALlcDkEQsGrVKkydOrXWCiUiInqZSs+JrVixAm5ubjhx4gQePnwIuVwOGxsbjB07Fu3ataulEomIiComKsQKCwtx9OhRdOjQAc7Ozli0aFFt10VERFQtUffEGjdujCVLluDWrVu1XQ8REZFoogd2yGQyfvSSiIi0iugQW7lyJXbt2oXbt2/XZj1ERESiiR7YcfHiRZiammLQoEHo3bs3bGxsyn3JWRAEBAUFqb1IIiKiiogOsT179ij+fvXqVVy9erVcG4YYERHVJdEhlpGRUZt1EBERqUz0PTEiIiJto/JHMa9evYqLFy8iJSUFXl5esLOzQ15eHuLi4iCTyWBkZFQbdRIREZUjOsSKiorw/vvv49SpU4pXTb399tuws7ODrq4u3NzcsGDBAqxYsaI26yUJSk7JQGpGdo36KCwqUlM1RPQ6ER1iAQEBOHPmDDZv3ozBgwejV69eimV6enqYMGECvvvuO4YYlZOakY11wftr1MfS9yeqqRoiep2Ivid26NAhvPfee5g9ezaaN29ebrlMJsPDhw/VWRsREVGVRIdYSkoKunTpUunyxo0bIy8vTy1FERERiSE6xMzMzKo804qNjYW1tbVKG4+Ojsa0adPQqVMnGBsbY/9+5UtOcrkcAQEBsLe3h7m5OVxcXHD37l2VtkFERK8v0SE2btw47N27F/fu3VPMEwQBAPDdd9/h0KFDcHV1VWnjeXl5cHBwwMaNG8u9/QMAtm7dipCQEAQGBuLcuXMwNTXFxIkTkZOTo9J2iIjo9SQ6xFatWoU2bdpg8ODB8PT0hCAI+Oyzz/Dmm2/Cw8MD3bt3x5IlS1Ta+IgRI+Dv74/x48dDR0e5FLlcjtDQUCxduhTjx4+Hg4MDQkNDkZubi8OHD6u0HSIiej2JDrGmTZvi+++/x7Jly5CSkgI9PT1cvXoVeXl58PPzw4kTJ6Cnp6e2whISEpCcnIxhw4Yp5jVp0gT9+/dHTEyM2rZDRETSpdLDznp6eli+fDmWL19eW/UolH32xdTUVGm+qakpkpKSKl0vPj6+Vuuqjqa3r41y84pqPOinuKS40j7E9l1VH+qoo7708fI62rI/uXm5r+X/v9dxn1Qhk8mqXF5tiBUWFuLUqVN4+PAhmjdvjpEjR8Lc3FxtBVan7L5bmbIHrStT3Q7Xpvj4eI1uX1vd/iMBBgYGNeqjgW6DCvvIy8sT3XdlfaijjvrSR0XHW1v2x9DAEDKZaoPLtB1/plSvyhBLTk7GmDFj8ODBA8jlcgCAvr4+IiIiMGDAgFotzMzMDADw7NkzWFlZKeanpqaWOzsjIqL6qcp7YuvXr8fDhw8xf/58fP311wgICICenh5WrlxZ64VZW1vDzMwMUVFRinkFBQW4cuUK+vTpU+vbJyIi7Vflmdi5c+fg7u6O9evXK+a1atUKnp6eePLkCSwtLWu08dzcXNy/fx8AUFpaisTERNy8eRMmJiZo06YNvL29sWXLFshkMtjZ2SEoKAgGBgZwc3Or0XaJ6PUjCC8uXddESxMjmJmaqKkiqgvVXk58+aynb9++kMvlSExMrHGI/fe//8XYsWMV0wEBAQgICIC7uztCQ0OxZMkS5Ofnw8fHB5mZmXB2dsbRo0fRtGnTGm2XiF4/WTnP8fmeYzXqw3+xB0NMYqoMsZKSknLD5sumCwoKarzxgQMHIjMzs9LlgiDAz88Pfn5+Nd4WERG9fqodnfjw4UPExsYqprOzX3xSIz4+HoaGhuXaOzs7q7E8IiKiylUbYmWX+F728uCOsqHv6enp6quOiIioClWGWEhISF3VQUREpLIqQ2z69Ol1VQcREZHKRL87kYiISNswxIiISLIYYkREJFkMMSIikiyGGBERSRZDjIiIJIshRkREksUQIyIiyar2tVNUvyWnZCA1I7tGfRQWFampGiIiZQwxqlJqRjbWBe+vUR9L35+opmqIiJTxciIREUkWQ4yIiCSLIUZERJLFECMiIsliiBERkWQxxIiISLIYYkREJFkMMSIikiyGGBERSRZDjIiIJIshRkREksUQIyIiyWKIERGRZPEt9kRE/0cQgNt/JNSoj5YmRjAzNVFTRVQdhhgR0f/JynmOz/ccq1Ef/os9GGJ1iJcTiYhIshhiREQkWQwxIiKSLIYYERFJFkOMiIgkiyFGRESSxRAjIiLJYogREZFk8WHn11hySgZSM7Jr1EdhUZGaqiEiUj+G2GssNSMb64L316iPpe9PVFM1RETqxxAjIlIjvn+xbjHEiIjUiO9frFsc2EFERJLFECMiIsliiBERkWQxxIiISLI4sENL8RkvIqLqMcS0FJ/xIqq/yobp5+YVvfJw/foyTF/IzMyUa7qI6uzevRvBwcFITk6Gvb09AgIC0L9/f02XVU58fDxkMpla+rr9R4JaQqymQ32r6+P0/2yqUf9E2mzUjJUqr6PO/3d5eXkwMDB4pT78F3vAsYN1jeqQAq2/J3b06FH4+vpi+fLluHjxInr37o3Jkyfj8ePHmi6NiIg0TOsvJ4aEhGD69OmYOXMmAGDz5s348ccfsWfPHqxdu1bD1VWM97OIiOqGVl9OLCoqQuvWrfHll19iwoQJivkrVqzAnTt3cOrUKQ1WR0REmqbVlxPT0tJQUlICU1NTpfmmpqZ49uyZhqoiIiJtodUhVkYQBKVpuVxebh4REdU/Wh1iLVq0gK6ubrmzrtTU1HJnZ0REVP9odYg1atQI3bt3R1RUlNL8qKgo9OnTR0NVERGRttD60YkLFiyAl5cXnJ2d0adPH+zZswdPnz7FrFmzNF0aERFpmFafiQGAq6srAgICsHnzZgwcOBBXr15FREQE2rZtWyfbj46OxrRp09CpUycYGxtj//7//wDy33//jbVr16J///6wsLBAx44d4enpWeEzbLGxsZgwYQIsLS1hZWWFESNGIC0trU72QUrUcbyTk5Mxd+5cdOjQARYWFhgwYAAiIiLqelckoarjDQDr169Hr169YGFhAWtra4wbNw4xMTFKbQoLC+Hj44P27dvDwsIC06ZNw5MnT+pyNySjpsc7IyMDPj4+6NWrF8zNzeHo6Ihly5YhPT29rndFa2h9iAGAp6cnbt26hWfPnuHChQsYMGBAnW07Ly8PDg4O2LhxI5o0aaK07Pnz57hx4wZWrFiBCxcu4MCBA3jy5Anc3NxQXFysaPfLL79g4sSJeOONN3D27FmcP38eCxcuRIMGWn8iXOfUcbznzZuHP/74AwcOHMDly5cxbdo0eHl5ITo6uq53R+tVdbwBQCaTISgoCJcvX8bp06dhbW0NNzc3pfvUfn5+OHHiBL788kucOnUKOTk5mDp1KkpKSupyVyShpsc7KSkJSUlJ+Pjjj3H58mXs2LEDly9fxuzZs+t6V7SGVj8npm0sLS2xadMmeHh4VNomLi4Offv2RXR0NBwdHQEAI0aMwMCBA7FmzZq6KvW18KrH29LSEoGBgXjnnXcU7Tp37gwvLy8sWrSo1uuWKjHHOzs7G23btsWRI0cwfPhwZGVlwc7ODiEhIZgyZQoAIDExEV26dMHhw4cxfPjwuipfcl7leFfk+++/x9SpU5GQkAAjI6PaKldrSeJMTEpycnIAAMbGxgCAlJQU/PzzzzAzM8OoUaMgk8kwevRoXLhwQZNlvjZePt4A0LdvX3zzzTdIT09HaWkpvv32W6SlpWHw4MGaKvO1UFRUhLCwMBgZGaFLly4AgOvXr+Pvv//GsGHDFO2srKzQsWPHcpcdSTUVHe+K5OTkoHHjxtDX16/D6rQHQ0yNioqK8OGHH2LUqFGwtLQEADx8+BAAEBAQAA8PDxw+fBj9+vWDq6srbt26pcFqpa+i4w0Ae/fuhSAIaN++PVq1aoW5c+di9+7d6Nq1qwarla7Tp0/D0tISZmZm2L59O44dO4ZWrVoBAJ49ewZdXV20aNFCaR2+kODVVXW8X5aZmYkNGzbg3Xffrbe3JxhialJcXIy5c+ciKysL27dvV8wvLS0FAMyaNQszZsxAt27d4O/vD2dnZ+zdu1dT5UpeZccbeHFzPC0tDcePH0dUVBQWLVoEb29v/tLwigYOHIhLly7h+++/x/Dhw/Hee+/h6dOnVa7DFxK8OrHHOy8vD+7u7mjdujXWrVungUq1A0NMDYqLizF79mzcvn0bx48fR/PmzRXLzMzMAAAdO3ZUWqdDhw5ITEys0zpfF1Ud7wcPHmDnzp3YunUrBg8ejC5dusDX1xdOTk7YuXOnBquWLgMDA7Rv3x69evXCF198gYYNGyI8PBwA0KpVK5SUlJQbacsXEry6qo53mdzcXLi5uQEAvv76a+jp6WmiVK3AEKuhv//+G7NmzcLt27dx4sQJRSV0XREAAA4CSURBVGiVsba2RuvWrREfH680/88//0SbNm3qstTXQnXH+/nz5wAAXV1dpfm6urqKs2KqmdLSUhT931cWunfvjoYNGyq9kODJkyf4/fff+UICNfnn8QZe3ANzc3NDaWkpIiIiYGhoqMHqNK9+XkRVQW5uLu7fvw/gxT+mxMRE3Lx5EyYmJmjdujVmzpyJ//73vzh48CAEQUBycjIAwMjICE2aNIEgCFi0aBE2btyIzp07o2vXrjh27BiuXbuGTZv4QcmX1fR4d+jQAe3bt8fy5cuxfv16NG/eHCdPnkRUVBQOHDigyV3TSlUd72bNmiE4OBijRo2CmZkZ0tLSsGvXLvz111+Kr0o0a9YMM2bMgL+/P0xNTWFiYoLVq1fD0dERQ4YM0eCeaaeaHu+cnBy4uroiJycH+/fvx/PnzxW/uJmYmKBRo0Ya2zdN4RD7aly6dAljx44tN9/d3R2+vr7o1q1bheuFhIQoDZ3dunUrdu3ahfT0dNjb28Pf35//ySugjuP9559/4qOPPsLVq1eRl5cHGxsbLFiwANOnT6/V2qWoquO9ZcsWzJkzB7GxsUhPT0fz5s3h5OSE5cuXo2fPnoq2BQUFWLNmDQ4fPoyCggIMGjQIW7ZsgZWVVV3uiiTU9HhXtj4AnDhxAgMHDqzV+rURQ4yIiCSL98SIiEiyGGJERCRZDDEiIpIshhgREUkWQ4yIiCSLIUZERJLFEKN6pUuXLvD29lZM79+/H8bGxkhISBDdR0JCAgICAhQvd66qfympar/qWkhICIYOHQobGxuYmZnByckJq1evrvDjj3fv3sXEiRNhaWkJGxsbzJ8/HxkZGeXaJSYm4t1330Xbtm3Rpk0bvPPOOxV+wJakhW/soHpt5MiROHv2LMzNzUWv8+jRIwQGBqJfv35o166d0rJ9+/ZJ9ptOVe1XXcvIyMDYsWPRqVMnGBoa4ubNm9i0aRMuXbqE8+fPQ0fnxe/fSUlJePvtt9GhQweEhYUhKysL/v7+mDp1Kk6fPq1o9/z5c4wbNw6NGzfG9u3bIQgCNmzYgLFjxyI6OhoGBgaa3F2qAYYYSUJhYSEaN26s9n5btmyJli1bqq2/yt4oQqr58MMPlaYHDhwIfX19fPDBB7h58ya6d+8OAAgODsbff/+NgwcPKr4pZ25uDhcXF5w8eRLjxo0DAISFheHhw4f45Zdf0L59ewCAo6Oj4msSCxcurMO9I3Xi5USqMwEBATA2Nsbt27fx9ttvo3Xr1ujYsSM2bNig9HLeS5cuwdjYGJGRkVi8eDFsbW0hk8kUy2/duoVp06bB2toa5ubmGDlyJC5fvlxue6GhoejSpQvMzMwwZMiQCttUdjkxLCwMgwYNgrm5OaytrTFmzBjExMQovfZnwoQJMDY2hrGxMS5dugSg4suJsbGxGD9+PCwtLWFhYYFx48YhNjZWqY23tzccHBxw48YNjB49Gq1bt0aPHj2wZ88epXbJycmYN28e7O3t0apVK3Ts2BFTp05FSkpKlcd+586deOutt9CuXTu0bdsWb775Js6cOaN0zKvar5fduXMH5ubm8PPzU5q/bt06tGrVCjdu3KiynldR9rWCf34367vvvsPIkSOVPoo6YMAAWFlZ4dSpU0rtevXqpQgwAGjXrh369Omj1I6khyFGdc7DwwNDhgzB/v374ebmhs2bNyMwMLBcu1WrVkEul2PHjh2Kb4Zdv34dI0eORGZmJoKDgxEeHg4TExNMmDAB169fV6wbHh4OPz8/DBw4EPv378f06dPh6emJrKysauv78MMPsWTJEnTr1g179+7Fzp070b9/fyQmJqJbt24ICgoCAAQGBuLs2bM4e/ZspWdgv/32G1xcXJCZmYnt27cjNDQUOTk5cHFxKfd9s5ycHMyZMwdTpkzBgQMH0KNHDyxbtgwXL15UtPHy8sK1a9ewbt06HDt2DIGBgbCwsFC8BLYyjx49wowZMxAWFoa9e/fCyckJU6dOxdmzZwFA5f1ycHDA+vXr8Z///EfRx8WLF/H555/D399fab3i4mJRfypSXFyM58+f49q1awgICMDgwYPRuXNnAEB+fj4SEhLQqVOncut16tQJv//+u2I6Li5OVDuSHl5OpDo3c+ZMfPDBBwCAYcOGIScnByEhIfD29lb6jbpHjx7Ytm2b0rr+/v6wsrJCZGSk4o3dw4cPR79+/bBp0yYcOHAApaWlCAwMxPDhw5U+mNmyZUu8//77VdZ2//59bN++HfPnz8enn36qmD9y5EjF38u+DdexY0f06tWryv42bdqERo0a4fjx44p9Gzp0KLp27YrAwEDs27dP0bbszeSDBg0CAPTv3x/nzp3DkSNHFPOuXbuGNWvWYMqUKYr1yt5wXpX169cr/l5aWorBgwfj3r172LNnD9566y0YGRmptF8A4OnpiXPnzmH+/PmIjIyEl5cXhg4digULFii1E3u5NjMzU2k6NzdX6SXCw4cPx1dffaXUXi6XK/2bKWNiYqL0+aOMjIxK2728XZIWhhjVuYkTJypNT5o0CeHh4bh79y769eunmP/2228rtcvPz0d0dDSWLVsGHR0dpd/eBw8ejEOHDgF48T2rJ0+ewNfXV2n9cePGVfsJ9/Pnz6O0tBTvvffeq+xaOZcvX8aoUaOUfoAaGRlh9OjROH36tFJbfX19RVgBQOPGjWFra6v08VQnJyds27YNcrkcgwYNgoODg6gvKF+/fh0BAQH49ddfkZqaCrn8xXu//3mZ9lV88cUXeOONNzBkyBAYGRkhNDS0XD3//NaYKvT19REVFYWCggLcvHkTW7ZswbRp03D8+HE0aNBAsQ8V7X/Zsn8S246khSFGde7lL/6WTSclJSnNf3nEYEZGBkpKSrB582Zs3ry5wr5LS0sV3xhr1aqV0rIGDRoofQW6ImVDuC0sLKrZC3EyMjLKfbgTePHF75fPACo6U2jUqBEKCgoU03v37kVgYCCCg4Ph5+cHc3NzzJo1Cz4+PoqReC9LTEzEuHHjYG9vj02bNsHKygoNGjTAhg0banwprXnz5hgxYgS++uorTJo0qdwxB17cJ3wVOjo6cHJyAgD069cPDg4OGDt2LI4fP45JkybB2NgYgiBUOJw+MzMTJiYmimljY+NK21V03Ek6GGJU51JSUpSGNJcNSmjdurVSu5d/c27WrBl0dHTg6ekJd3f3CvvW0dFRhMazZ8+UlhUXF1f4nNE/tWjRAsCLQK3pWQrw4nJVWaj+U3JystIPWbFMTU0RFBSEoKAgxMfH4+DBgwgICEDLli0xe/bsCtf58ccfkZ2djb1798LS0lIxv7r7aGKcP38eYWFhcHJywpdffompU6cqgqfMq15OfFlZv2UfldTX10fbtm0RFxdXrm1cXBwGDBigmLa3t6+0XdllVJImhhjVuWPHjinuiQHAkSNHYGhoWOGN938yMDBAv3798Ntvv6Fbt26VnnlYWlrCysoK33zzDWbMmKGYHxkZWekAgjJDhgyBjo4OvvrqK2zYsKHCNmVD/fPz86vsC3gxUu77779HTk4OmjZtCuDFva/Tp0/jjTfeqHb9qshkMvj7+2PPnj24e/dupe3Kwqphw4aKeffu3UNMTIzSGacq+wUAaWlpmDdvHkaMGIF9+/Zh1KhR8PT0xIULF2BoaKho96qXE18WHR0NALCxsVHMGz16NA4ePIisrCw0a9YMAHDlyhU8fvwYo0ePVmq3Zs0aPHz4UPEMXEJCAmJiYrB27Vq11EeawRCjOhcWFobS0lL06NEDP/74I8LDw+Hr6yvqss6GDRvg4uICV1dXzJgxQ/EZ95s3b6KkpAQfffQRdHR0sHLlSixevBjz58/HpEmTcP/+ffz73/+u9kHksjc+hISEIDc3F6NHj4auri5iY2PRoUMHuLq6ws7ODg0aNMC+fftgYmKCxo0bw87OThFS/+Tj44MzZ85g/PjxWLJkCQRBwNatW5Gfn4+VK1eqdNyysrIwYcIETJ48GR06dEDDhg3x7bffIjMzE0OHDq10vSFDhqBBgwaYN28eFi5ciKdPnyIgIABWVlZKjzaosl8AsGDBAsjlcoSEhKBhw4bYvXs3Bg0ahJUrVyoNqHn5zEzMfrq5uWHy5MmwtbWFIAiIjY1FSEgIOnfurPRl48WLFyMiIgLu7u5YtmwZsrOz4e/vD2dnZ6V2M2fOxK5duzB9+nSsXr1a8bCzpaUlZs2apVJ9pF0YYlTnDhw4gJUrV2Lz5s0wMjLCihUrRP9A7969O86dO4fAwECsWrUK2dnZaNmyJbp27ao08vDdd99FXl4eQkJCcOTIEXTq1Alffvkl5s6dW+021q9fj/bt22P37t04ePAg9PX14ejoiGHDhgF4cR9o8+bN+Pzzz+Hi4oKSkpJKPw3fuXNnnDx5Ep988gnmz58PuVyOnj174ttvv1X5XpGenh66deuG8PBwPH78GDo6OrCzs8OuXbvg4uJS6XqdOnXCrl278Omnn8Ld3R02Njb46KOP8MMPP+Cnn35StFNlv3bu3IkzZ87g6NGjisuFNjY2CAoKgpeXF9588024urqqtH//3M8OHTpgx44dSEpKQoMGDdCmTRssXLgQXl5eSg+9W1hY4MSJE1i9ejXeffddNGzYEGPGjMGGDRuUztQNDAwQGRmJf/3rX5g3b55iYExAQIDSWSNJj5CZmcnhOVQnAgICEBgYiNTU1GpHCRIRicGHnYmISLIYYkREJFm8nEhERJLFMzEiIpIshhgREUkWQ4yIiCSLIUZERJLFECMiIsliiBERkWT9Px+4D/c4Ukl8AAAAAElFTkSuQmCC", "text/plain": [ - "
" + "Histogram with 'predictions at x=300' on the x-axis and 'Percent per unit' on the y-axis. The histogram is roughly bell shaped and symmetric about x~129, ranging from x=126 to x=132. A gold bar is drawn at the bottom of the histogram from about x=127 to about x=131." ] }, "metadata": {}, @@ -436,7 +436,7 @@ "data": { "image/png": "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", "text/plain": [ - "
" + "Histogram with 'predictions at x=285' on the x-axis and 'Percent per unit' on the y-axis. The histogram is roughly bell shaped and symmetric about x~122.25, ranging from x=121 to x=124. A gold bar is drawn at the bottom of the histogram from about x=121 to about x=123." ] }, "metadata": {}, @@ -498,7 +498,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbEAAAEJCAYAAAAaSRmpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdZ3gVZcLG8f/p6RXSC6RAGl0g9JIQQQRRqWLHyrpF3VVU1NV1Zddd33XFgqIoYKEXwdB7Qg/pPSQhlSSk55zktJn3w2FRXNHAEik+v+vyAzk5c2YeQ25m5p7nUTQ1NckIgiAIwg1Iea13QBAEQRCulAgxQRAE4YYlQkwQBEG4YYkQEwRBEG5YIsQEQRCEG5YIMUEQBOGGJUJMEARBuGGJEBMEQRBuWCLEbnCFhYXXehduKGK8Ok+MVeeJsbp2RIgJgiAINywRYoIgCMINS4SYIAiCcMMSISYIgiDcsESICYIgCDcsEWKCIAjCDUuEmCAIgnDDEiEmCIIgdDlFS2OXbFeEmCAIgtB1jB1otnyBwwsPdMnm1V2yVUEQBOHXTbKiTt6JdsMyrKHRGF75sEs+RoSYIAiCcFWpsk6iXf0haO3p+M2fkcKiu+yzRIgJgiAIV4WyvBjt6iUoaysxzngM6y2jQaFAMlRgKlqGXd9XrvpnihATBEEQ/ieKxnNoNyxDlXYE89T76Bg3BdQaZFMzptIvsdTsRxM0o0s+u1PFjuTkZGbPnk1kZCRubm58+eWXF73+xhtvMHjwYPz8/AgODmbq1KkcO3bsou+ZPHkybm5uF/338MMPX70jEQRBEH5Z7Qa0G5bh8NLDyM6uGP62AvOEu5AVMqYzazEcewwAh6Efow3umhDr1JmYXq8nKiqKOXPm8MQTT/zX6+Hh4fzzn/8kODiY9vZ2PvjgA6ZPn05KSgpeXl4Xvm/u3Lm88sp3p5N2dnZX4RAEQRCEX5TVgvrgNrSbPscaNRDD6x8jd/NBliWsZ/dhKv4MpVMY9gP/idIxsEt3pVMhlpCQQEJCAgDz58//r9dnzZp10Z//+te/snLlSjIzM4mLi7vwdQcHB7y9vf+X/RUEQRCuFVlGlX4E3eqPkFw96PjDm0g9ewNgbczEVLQUkNFF/gmVe59fZJeu+j0xk8nE8uXLcXFxoU+fiw9i/fr1rF+/Hi8vL+Lj43n++edxdna+2rsgCIIgXGXK0gK0qz5E2dyAcdYTWPvFXlTakNqK0IY8hMp7DArFL/cI8lULse3btzNv3jwMBgM+Pj5s3LjxokuJM2bMIDAwEB8fH/Ly8njttdfIyspi06ZNl9ymWC21c8Q4XR4xXp0nxqrzbtax0jTX47dvE86luVSNmkL9gJGgVKHMT8OpZRv2hhT0zvG0dZsOrRpoPX3JbYWHh1/1/VM0NTXJl/MGf39/3nrrLebOnXvR1/V6PTU1NdTX17N8+XIOHDjArl278PHx+dHtpKSkEBcXx/79++nfv/+VH8GvXGFhYZf8YNysxHh1nhirzrspx0rfinbrV2gOfIs5/k5Mk2aBvQOy1YS5YjPmsnWovceg7TEXhdb1mu3mVTvnc3R0JCQkhMGDB/Pee++h0WhYsWLFJb9/wIABqFQqiouLr9YuCIIgCP8rixnNzvU4LLgfRVszhr8uw3TXQ8h2dljO7qP92CNIzbnYD3obXa/5nQ8wSeqS3e2y58QkScJkMl3y9ezsbKxWqyh6CIIgXA9kGdXJg+jWfozk5U/Hc28jBYYA/yltfAxw+aUNWUaVkoRmwzI63vzsqu92p0Ksra3twhmTJElUVFSQkZGBu7s7rq6uvPvuu0ycOBFvb2/q6+tZunQpVVVVTJs2DYCSkhLWrFlDQkICHh4e5Ofns3DhQvr27UtsbOxVPyhBEASh85RF2ei+/hBM7RjvfxprzC0A50sbnyK1nb780oYso0o/imb9p7QbDOz1i2JMF+x7p0IsNTWVKVOmXPjzokWLWLRoEXPmzOHtt98mNzeXL774goaGBjw8PBgwYACJiYnExMQAoNFoOHDgAEuWLEGv1+Pv709CQgILFixApVJ1wWEJgiAIP0dRU4l27VJUp7Mx3T0Py/AJoFQhm5owlX51YaYNXfQLKFTazm1UllFlnUS9/lOMzU0c8I9CHj+UgX41XXIMnQqxUaNG0dTUdMnXfziDxw8FBASQmJh4eXsmCIIgdI22ZrSbV6I5vBPTxJkYH10AOjtbaePM+vOljbE4DF16WaUNVW4q6nWfYKqvY59/FNK46fTzrUVV+zlKc98uORQxd6IgCMKvhcmIZvdGtIlfYx4yDsOi5cgu7udn2tiL6fTnKJ3DsB/0fygdAjq9WWVBJup1n2CpruBAQDTWO6fTN6Ae1dnPUXaEo+3/V5ROIV1ySCLEBEEQbnaShPrYXrTrliIFhWF48V1kv2AArI0Z52faUKCLurzShvJ0Lqq1S5EqSkgKiMYy47f0DWxGWf0ZytYgNH1eRuXSu4sOykaEmCAIwk1MmZeGbtWHgIKOR19EiugHgKQvx3R62RWVNpSlBajWfYJcnM+RgGjMM39Pn6B2lNUrUTR6oI16DpVbTBce1XdEiAmCINyEFFVn0K35GGX5aUwzHsUyZBwolbbSRsmXWGoPXHZpQ1lejHLtUijM5lhAFObZzxDT04yi6isU5xzR9n4KpXt/FApFFx/dd0SICYIg3EQUzQ1oN36O+uQBTJPvoeM3r4JGi2w1Yj6z+YpKG4qqMyjXfoIyN5WTAVEY7/kj0SGgrFwN1aAJfQSV5+BfNLz+Q4SYIAjCzcDYgWbHWrQ71mIecSv6v60AJ9eLSxsul1faUJytQLnuU5SZxznlH4lx7p+ICtOhqFyFXNGOJuR+VN2GX5Pw+g8RYoIgCDcyyYo6aSfajcuwhsVgeOVDZG9/4AeljejO36dS1FWjWPcp6tTDpPpH0HHf80SGO9rCq7QBTc97UXmPRqG49s/5ihATBEG4QakyT6BdvQTs7On4zZ+RwqKB/5Q2PkVqK0Eb+hAqr9GdKm0o6mth/adoTh4k3bc3HfcvIKK3O4rKVUinK1D3nIvaOw6F8vLDK6/JTISb5rLf93NEiAmCINxglGWn0a5ZgrK2GuPMx7AOGgUKxfdKGwfRBE1HF/1ip0obisZzyOuXoTm+jyyfcAz3LaB3lBeKytVIBUWoe8xB55uAQnl5ISTLMklnTbyX1UpqvZmC2b5XesiXJEJMEAThBqFoqEO7YRmq9KOYp95Hx7ipoFbbShvlmzCXr0ftPQ6HoR93qrShaG5A2vA52sM7yfEJw3Df8/SKCYDK1Ui5WaiDZ3U6CL/PIsl8U9rO4uw22swyT0U7sbhX18SNCDFBEITrXbsBbeLXaPZsxjz2dgx/XwkOTudLG3swnV6O0iUc+0H/Qung//Pba21C2rAcu+Tt5Hn1xHD/AsL79oTKNViyPkQTdDe6yGdRqOwuazfbzBIrCwx8kNNGgKOKP/VzZmBTM6nv7WPjwVIeT3/qCgfg0kSICYIgXK+sFtQHvkW7aTnW6Fsw/GUpsqdt+SprYzqmok+4rNKGvhXrxuXYH/iWwu7B6O97ntB+4VC5FkvGB2gC7sBh2DIUasfL2s2zBisf57bxeb6BUb5alo12p1t2Jaee28u3pY04392P/a8P5PErGIKfI0JMEATheiPLqNKOoFvzEZKbJx3P/A2pRy/gCksb7Xosm1Ziv28z5Z6B6O/7Ez0HRkHVBixp76Pxvw2H2E9RaJwvazfzmswszmrj2zPtzAh1YEeCO6Y9hZz660kUGiXtU/vy2XQfUCt5MtLpSkfjJ4kQEwRBuI4oS/LRrvoQRUsTxtlPYu079HuljS+w1B5CGzyjc/eqOgyYN3+Jw56NVHr4oZ/7R3rc0g+qN2I+9QFq3wQcYpei0Lp1ev9kWebQ+bJGWr2ZRyMcSY53pXJNJvufSsUlojsV98ayTOvKwO5aFkU7MdpX12XPkokQEwRBuA4ozp1Fu+4TVLmpmO58CMuoiaD6T2ljI+byDbbSRuxSFBqXn96YsQPTN1/isHs9Z918Kb3naXoMHYxctQlzyhLU3mOwH7oEpa5bp/fPIslsLm1ncVYbeovMb2OcWBymIvezE2zZmIPbmBAyn07gG+yZHuLAtihHwly/azPmlaUSETTgSofnkkSICYIgXEv6VrRbv0RzIBHzhDsxPPgM2DlcWWnDZMS4dRUOO9fS5NyN8tl/IGhYLB7VWzCdfAx1t2HYD16M0t6n07vXapb44nxZI9BRxfP9nel3rpHUf+1h05Ey7CZHseOFqRSqdTwW6UhaL0fcdLbLm5IkkZS9jeSsbbQb23j9wc//h4H6cSLEBEEQrgWLGc3ezWi2fIl1wHAMf12G7G47M7pQ2lAoO1fasJhp37oaxx2raXN0p2rmUwSMGInb2W2YTjyKymNg55uL5501WPkop43lBQZG++pYNtodj/RyTj2zm23VrRgm9+HzEQPwcNMxP9qJ24Pt0ShtlwzbjW0kHv+azJKjAPTpMYSJg+dc2Tj9DBFigiAIvyRZRnXyALo1HyP5BNLx/NtIAbYFIy8ubTx8vrTxE/eSLBYMiWtw3LaKdgdXaqc/if/o8bic3YH5xGMoXaOwH/B3lE49Or17uY1m3sv+rqyxM8Gd9h35nHrtJDhqKY2PZnk3L8YGOrAkyonBXt/dlzvbUM7WYyspqynAXufEuH7TGBlzGypV101PJUJMEAThF6IszLKt7WUyYnzwGazRtwD8d2kj5kUUyp8obVgt6LdvwCHxK8w6R8ruegzfsRNwrt2D6fijKJ1C0PV7HZVzWKf26z9ljcWZrWQ0mHk00omk8S5UrEpn72/S0UV6c2RmLDtd3bmvlyMHIx0JcFJfeG9myTH2pK6nobWW7q5+3BP3ByIC+//P49UZIsQEQRC6mKKmwra2V3EuprsfwTJ8gm1tr4tKG+N/vrQhSbTu2IDjt18hqXVU3vEwPuMn4lB3ENOJJ1DY+6CLeRGVa2Sn9ssiyWw6X9Zot8g8FePE4hAF2cuOsmVLHqpRoWx+fAI1ni48EeXI22EOOGps97vMFhMHMr7hWO4ejJZ2QnyiuDfuGbq7Xf2ppX6KCDFBEISu0taMdvMKNId3YZo4i47HXwKt7geljV4/e79Ktlpp2f0Njlu/QKVUUzPlfrziJmNffxjTyfkoNG7oIp9G5d63U7vVen5mjQ/PlzUW9Hcm5mw9af/YxaaTlRgmRLLyd5MJDnLh91FOxAfoUJ6/rNnYdo7tJ74mrywVpVLFgNARJNwyCzut/VUZssslQkwQBOFqMxnR7NqAdtsqzEPGYVi0HNnFHfhPaWMpKNToop9H5RZ9yc3IkkTz3q04frMSrQznJt1D94Q76N54AmPKb1GodGjDn0TlMbBTz2FVny9rrCgwMMZXx7LRbridPMOp3+1k+zkDZ+Kj+Xr4QG4Ld+bLaCei3G0VeVmWKarKYufJNZxtKMPBzplbB88mNiIepfLnZ8fvSiLEBEEQrpAsS1jrknFt2I+ldiwqz2Foju1Du/4TpKBwDC8tRvYNAv5T2vgEqa30Z0sbsiTRuC8Rx29W4mC10DhpNp633km35jRMqU+DbEUb+iAqz6GdCq+cRjPvZbWRWNbOzFAHdsS7YUjM5dTLKZjd7DkxMpJDQT48HOXMsQhHutnZihhmi4kT+fs4mLkVg7ENL1c/7ot/ljD/mGu6EOb3iRATBEG4ArIsYUx/BWtTOo6SGWnPYRxPqVA6BdDx2EtIvW2X9i4ubcxEF/PSJUsbsiTRcGA7Dt+sxNnUQfPE2XhMuhvP1mxM6c8hm9vQhtyLqvvIn51qSpZlDlabWJzVSmaDmccinUga7UTZ1+nsfSIDS5QP394ZS2uYN/OjnXivpz06lS2Ymtrq2Z+xmfTTh5EkiVC/aCYOno2XW+cr+r8UEWKCIAhXwFqXjLUpHVWDEecUC6ommbZBdjB5LmrvvpdV2pBlmXMHd+KweQVuHXqab52J++0zcW8rwJi5ELmjBm3Pe1F5j/3Z1ZTNksymEltZo8NqK2u8GyST/Wky32wvpHV4KKsfnkBktCcvRTsx3FuLQqFAlmWKq3LYl76JsroilAolg8JHM7bfNJzsf2aGkGtIhJggCMIVkMqP4JxswO6MFX0fNYaxKlDJqBpSkSUj5uLlKF16/2RpQ5ZlapP2YL95Od30zTQlzMBhyhxcDSUYs15DajuDpucc1D4TUCh/+td1q1liRYGBD7PbCHZW8eIAZyLL60h7M4lNGTWUj4lg428nM62fBxuinOjhbNueyWIk/XQyBzK2oO9oRau2I2HQDAb3Go9Wo7vq43a1iRATBEG4HMZ2NNvX4rB9P+09laQlBFBp9cOnvYZAp1qkxlPI+mJ00QsuWdqQZZma5H3YbV6Od2sDzROmw9R7cDVWYsx9E6k5D02P2ej6vPzTz4sBVXrbMigrCgyM9dPx2Sg3XI6XkPLkNra2mDk1MoJTCbE80s+VY+EOuGptlyEbW+s4kruTkwX7QQZXJ0/uHjWHqKBbrnlZ43KIEBMEQegMyYo6aQfaDcuw9uqD/tWPSDy4kbONWpw0evwdqumwanAJeQCN99gfLT7Iskz1kQPYbV6Ob1MdzfF3Id8xF2dLHcaCt7E2pNkedo567mcXpMxptC2Dsq2snVmhDuyIc6N1SzanXkhB7+HEjsFRyLcE8WSMMx8H2aFS2i4Znq7KJilrG6U1eQAEe/ViXP9pBHmFXzdljcvRqRBLTk5m8eLFpKenU11dzfvvv8/cuXMvvP7GG2+wefNmKisr0Wg09OvXj5deeomhQ4de+B6j0cjChQtZv349HR0djB49mrfffht//+vvRqEgCML3qTKPo121BBwc6fjt60ihUZQUF9OoVzGwWwZBThXkNPbmcN0IxoT1oOcPwkCSJKqOJWG3aTmBjdU0x92JNO1+nKRGTEXvYak/jibwTnS9f4dC7XDJ/bCVNYwszmq7UNY4ONKJsi9T2bUqk+YoPzZNG06/Yf68GeVE/262sziT2UhKQTLJ2dswGNuwWi307TmMkX1uo7vrL/tw8tXWqRDT6/VERUUxZ84cnnjiif96PTw8nH/+858EBwfT3t7OBx98wPTp00lJScHLywuAF154gcTERD799FPc3d156aWXmDVrFgcOHOjSebUEQRCulLKsCO2qJSjPncU463GsA0fa1vayGrGUrWFSwGFKW4PYWpaASbLdP6qsrKRnz56ALbwqjx9Gu3k5wfWVtIybiuXOB3CgDVPpx1hqDqIJmHJ+QcpLLxr5/bKG8XxZ4x0/K9mfHuKbXacpHxrKzsdv5e5YbzZFOuLrYPud2tBay9Hc3ZwqPIhGrcViNRMbOYGhEfHXdVnjciiamprky3mDv78/b7311kVnYj/U0tJCUFAQ69evJy4ujubmZsLCwnj//feZOXMmABUVFfTp04d169YRFxf3vx3Fr1hhYSHh4eHXejduGGK8Ou/XPFaKhlq065ehyjyGeer9mMdOAbUaWZawnN2LuXg57aoAduf70GL67sxJpVIxbtw4goODKT9xBO3mFQTWldE65nbs7noQ1CZMpauxnN2Dxm8imqDpKLSul9yPVrPE8nw9S3L09HBW8VS0E71Lajj18Qkqc8+RPrwXBcPCeeQWT2aE2uOgVtouGVZncyR7J6U1+Wg1OtRKDaP63Eb/sJFo1dd/WeNyXPV7YiaTieXLl+Pi4kKfPn0ASEtLw2w2M378+AvfFxAQQO/evTl27JgIMUEQrg/tBrTffoVm7zeYx03B8LeV4GA7Q7I2pmMq/BiUGnTRC7B3jcKlMZHQ9u342p+lut2HWrtboa6a6k/+TlhtKa2jbsP80j+x08qYz6zGXJWI2icO+6EfodR5XHI3qvTnZ9Yo1DPOz47PR7nhePg0x+Z9S26Hlb2xEdjPHc0T/VwZ52dbNdlobudYbjJHcndiMhuxSla6u/kxqs9kIgMH3lBljctx1UJs+/btzJs3D4PBgI+PDxs3brxwKbG2thaVSoWnp+dF7+nevTu1tbVXaxcEQRCujMWC+sC3aDcvxxozGMNfPkH2tP3+kvRlmIo+RdKfOT/TxigUCgWSZGG043JkXQuyrKClyUDMifWEnqtGP2Ii5hf/gU6nxFy2AXPlFtTdR2I/5EOUdt0vuRvZDbZlULaVtTM7zIGdY11p/iabk386RYOXC9uHxzAoIYR/RjvT2802JVR9y1mO5e4h9XQSTvau6Ntb6OkbxciYSQR53fxn0lctxEaNGsWhQ4eor69n+fLlPPjgg+zatQsfn0uvICrL8k+2YQoLC6/W7t3UxDhdHjFenXfTj5Us41KYjv+e9Zid3Smd8RvafYKgoRllXQXOzYnYtafR5hyPvtssaNFASxEAzo0bsDe3UlkXiH2Glb61ZTSH6KicOJIWn3gc81bg2LoPo10Urd2exqrqBuVNQNMPd4HjzUq+qNBQZFAw09fCFwGtnFtVROKOcioi/EieOZxxg5x528eCm6YeufYc+wuKyas+Tl1rJY5aF6xWKx72vowMnYaLvSfGZihsvr7+/3XF5emrFmKOjo6EhIQQEhLC4MGDGThwICtWrOC5557Dy8sLq9VKfX093bp1u/Cec+fOMXz48Etu89d6Pf5y/JrvW1wJMV6dd7OPlbI4z7a2V1szpgeeRtF3CAEKBbK1A3P5JsxnN6D2iUPbYxkuP5hpw2q1krvpHPap/vStLqXMz5ucBF98PWtxVGbhVJeN0q0v2oh/4eIYyI+de5klmY3nyxpmyVbWGGNoIe3jNFIOlJI1KITKBVN5eKQ3b/awrZrcYWontegQR3N3AaBV26FRa+jfazhDI+JwtLs5yhqXo8ueE5MkCZPJBED//v3RaDTs27ePGTNmALYGT35+/kU1fEEQhK6mqKtGu+4TVHnpmO58EMuoiaA6X9qo3oO5+HOULhHYD3oHpYPfRe+1WCwUpZ1CtfUrBlTkUOLtwxcDJqHXORAmF+MpNaFTOWDXdyFKp5Af/fwWk8TyAj0f5ejp6axi4QBnwgqqOPrCPtYWN5I0tBeub03niUEeDPGyTQlV11zNsdzdpJ8+THc3P1RKFVZJYnDvcfQPG3HTlTUuR6dCrK2tjeLiYsAWThUVFWRkZODu7o6rqyvvvvsuEydOxNvbm/r6epYuXUpVVRXTpk0DwNXVlfvuu49XXnmF7t27X6jYR0dHM3bs2C47OEEQhAv0rWi3fIHm4DZME+7C+NCzYGdrFlob0mzLoyg15xeVjLrorRaLhcK0UygTV9GnIhdj/+Gcnvo6u1NOEexcyTj3JFpMzuyvHka/ETMI/ZEAqzxf1lhZqGe8nx2fj3TF7mAhyfef4JRVwYFhEdzyzK2809eZICc1kixRUJHO0dzdVNWX4ucZjE5rh0IB8QNnEBE44KYta1yOToVYamoqU6ZMufDnRYsWsWjRIubMmcPbb79Nbm4uX3zxBQ0NDXh4eDBgwAASExOJiYm58J4333wTlUrFQw89dOFh5yVLlohnxARB6FoWM5o9m9Bs+RLrwJEY3vwM2c1WMrtUaePCWy0W8tNTUSSuol95Dqa+sVie+BRFd29aDn7MbYF70FsdOFw7mHMdtlsl1dVnCQ0Nu7CNrAYz72W1sr28gzlhDuwY7UL9hkyOPJ1KtY87qbcO4o6poazt5YizRkm7Uc/h7N0cy9uDRq3FzbEbIKPV2DFzzPxfRVnjclz2c2LC9eVmv29xtYnx6rwbfqxkGdWJA+jWfIzkF4Rp5uNIAbaHkGVT4/nlUZLQBs9EHTDlojkKzWYz+RlpsG0N/ctzsEQNQjHrUSRvf6x1hzGVrMBoUZFUGsRZw3f3+f/znFiPHj04UG3k3cw2chrNPB7lxF0OFnKXnSRvcx75Ef40TorhgYRAEgJsU0LVNlVyLHc3GSVHCewejlKh4ExtAX17xjI8eiKeLt6/+BDeCMTciYIg3HSUBZm20obZhPGhZ7FGDwI4X9rYiLl8I2qfOBxiP0Ghcb7wPrPZTF56GvKOdQwsz8baqw/WV95H9gvGUn8c84m/gUKBNuxR7NwHoWrZAR1VIEmgVNLNx5djVi/u+6YOy/myxr+ajRz59x7WHy3n5KBQPBfdxfyRXvTx0CBJEvkVqRzL3c3ZxnLC/fvg79mTqvoShkbEcefIeb/KssblECEmCMJNQ3G2At3aj1EW52Ga/giWYfGgVH5vpo0fL22YTCZyMzKQdq7nlrIs5LBIpBf/jRQYgtSYiinlHWRrB9qQ+1B1G257TkyWWaa8hXrFGfwVjZxSBFBf58JQpYGXBzgRkl3B/md2s6qylRMjejNo6SjeGeCGl72KdqOe5CzbJUMHnRP+3UNoN+kprytiRPQk5sb9AY36p2evF2xEiAmCcONrbUK7eQWaI7sxTZpFx+MvgdbW2Pup0obJZCI7PQ3r7s0MKc9EERyO/Pw/kXr2xtqUhSn1OWRTA9qe96HyGn3RaspbSts5VG3CqPAlVWWbRNfeZOHu3EoKXk8nWaUmf3w0t/8jki/CnLBTK6hprGBz6i6ySo8T5teHyKCB5JSlUNNQzth+d9A7sD/Kn1mxWbiYCDFBEG5cJiOaXevRJq7CHBuHftEKcHEDvl/aKEMb9hCq7t+VNoxGI9mZGVj2fMPQskxUAT2QnlmENSwaa0s+5rQXkQxVaHreg9o7DoXy4gJaZoOZ11NaMJ5vFNjrOxh6vJDBJws5HtgN073DmXtHKK/56ZBlmbzyFI7m7uZcczV9Q4bRP2Q4GSVH6eETwczRTxLoFYZwZUSICYJw45Ek1Ed2o13/KVKPXhhefh/ZJxD4YWljFro+L10obXR0dJCdmYl57xaGVWSh9vLD+rvXsfTui7X1NOaMV5FaT6PpMQedbwIKpebCR8qyzP4q2zIouU1mAtUdtJwzEHukgOjsMrKjg/jswfHEx+hYelsYho42krL2cDxvL84ObkQFDcTV0ZOUwgP0CxnGY5NfEWWNq0C0E29wN3yD7BcmxqvzrtexUuWcsq3tpVZhnP0kUq++wH+XNrQ97rlQ2ujo6CAzIx3TgW0Mr8hG5+6JdeZjWPO3uWAAACAASURBVKMG2s7YSlYiNWWhCZ6F2u82FKrvNRUlmfXF7SzOakWS4aloJ2LPNfDl67tQn9Fz4pYwjg/phdFRQ6hcz1THIqIDW8g+c5LeAf0J8gonvyKNqnOlDImMY0jv8TjaOf/osQmXT5yJCYJwQ1BUlqJbvQRl1RlMMx7DMmSsbW2v75c2XCMvKm10dHSQkZ6O8dAORlRkY+fiivWRP2GKGYzUXo055x9Y6k+iCZqOLvLZi1ZTbjZJrDi/DEqoq5pXBzjjlVrGgd/s4MuGdnJHhuN6Rxv+GjN9qCZKzsBNkYfFIuHiGM+EQTNJKdhPxbliRkRPZPbYp0RZowuIEBME4bqmaKpHu/FzVCmHMN8+l47fvg4aWxh8V9rQXlTaaG9vJyM9nY7DuxlZkY2DvT2WB3+Pqd8wJGMd5rx/Yzl3GE3AHTgMW4ZC7Xjh8yraLHyUq+eLQj3x/nYsH+FM85Zc0l5OocbeDsu0vtxzTyQxBitJe7aAopy+ylKU6Gi1hhIa2JPUwgO4OnmIssYvQISYIAjXJ2M7mm1r0O5aj3nkRAx/XwmOtstwkv7M+dJG+UWlDYPBQEZ6Ou1H9zOqKgdHtRLLPfMxDhqJZGrAXPghlrP70PhPPr+a8neX9TIbzCzOamVneQf3hDuwbbgj6Z+lsn9+Jmd6eOH9h3H8floo/o4qqurPsC5tKyp1BsVEkc8MgjhNlOokZ+qszB87n8Duoddq5H5VRIgJgnB9kayoD21Hu+EzrL37YvjzR8jdbRV22dSIqXgllrrk86WNhSiUWgwGA+np6eiPHWRMdQ7OshXL9IcxDh6LbGnBVPQJluodqH0TcIhdikJrazDKssy+82WNvCYzj0c68ay7hf3vJbHlYDElA3sycPHdPDnKBzuVRM6ZkyTm7qJZX4/aYTibuZ8oUpjEKvLpxxqe5IGgIAK7u13LEfxVESEmCML1QZZRZR5Hu3oJODjT8bu/IIVG2l66qLQRf2GmDb1eT3r6SdpOJjG2Og8XcweWOx+kY1gcstWAuWQF5spvUXuPPb+asm3ORJNVZkOJrawhy/BUjBMR5a3s//NBNuTXURMXya3r7uPZKDcMHa2cyNnCifx9eDh7MywyAZ3WgWXJW5nEfjKIZSXP0oFtMuE2s+jK/ZJEiAmCcM0pzxSiXb0EZX0txlmPYx0w4nuljT2Yi5dfVNpoa2sj/XgyraeOMK4mHzdDC+ZpD9AxIgFZNmI+swpzxWbU3YZhP/g9lPa2KnuzSWJ5vp4lOW2Eu2p4dYAzykOnSXkkkTy9GWlaX2Z/MJUYH3sqz5WwMWkteeWpRAcPZu7433Ou5SyHsrZiMpsIDRjPqwWz0cvf1fDtlDDO/9e7LMq1IEJMEIRrRtFQi3b9p6gyj2O64wEsY24Hte3XkrUhFVPRJxeVNlpbW0lPSqIl7Tjjawtwb6nHfMd9tI+ahKywYq7YiLlsPSqPgRe1FCvaLCzJ0fNlkZ4J/nYsH+ZM0epMUhekUe/uhPd9g/ntPRG46yD7zAk+/nYXrYZmhkSMZ3z/u8gtS+Hrfe/h5uTJuP530iugH6Bge1s9SdVGOiRbgI301XF7sP01HNFfH/Gc2A3uen2W53olxqvzunSs2vVov/0azd5vMI+fimnyHLC3NQRtpY1PkPQVF0obbW1tpKWl0ZKRwvi6QjwazmKZMhfz2NuRlWCpSsR8ZjVK12i0Pe9F6dQDgIx6E+9ltbGzooO54Y7McJM4/NFJ2hJzqY3wo/+jtzDz1mCMxmZOFOzjZP5+urv5MTQiHj/PHhzP20NK4QF6+kYyMnoSAT8oa0iyzNYz7WzOreWOSC9uD7ZH+b2lXISuJ0LsBid+KV8eMV6d1yVjZbGgPrAV7eblWPsMwXTXPGRPL+C/SxvqgNtpbesgNTWVluw0xtcX0722DPPkezCPn4qsVmGp3om59GuUziFoet6PyjkUWZbZe76sUdBkWwZliL6FQ++fQD5RRtPIMBLmD2bsgG5UnCvmaO4uCirS6dNjKEMj4wFIzt5GXlkq/UKHMywqAQ9nr19+rIROEZcTBUHoerKMKjUZ3eqPkDy96Hj2LaRg2y992dqBuWyDrbThOwGH2E9oMUikHTpCU24G8Q0ldK86jXnSLAzxf0PWaLHU7MVc8iUKez90MS+hco3AZJVZU2RgcVYrAL+NdsI1u5FTz+9jb3kj8pQYZi6KJ8RXR1bpcT769n0MHW0MjYhj8pB7qW44w46Tq6huKGNoRDx/uPstHHRO13LUhE4QISYIQpdSns61re1laMU49ymsfYacL21Yz5c2VthKG7f8mxaTA4eTTtJcmEt8YyleZfmYE+7G8PRfkO3ssdYewlSyEoXGDV3ks6jc+9Bskvg8s5WPctro5abhlX5O1G7Lp+jvp7DI0H3OAObO64tK2caJ/J1sTNqPt3sAY/vdQahvNDllKXy+8y3MVhMjoycxZ9zvxMwaNxARYoIgdAlFXTXatUtR5WdguushLKMmwvnZ4H9Y2miRfDl8NJWm0/lMaDqDd2kOlrg7MTz1MrKDE9ZzRzBlrECh0qHrNR+l+wAq9FaWHG/mq/NljQ8GOZK+Mp1Tf8yg3d+NPs+M4s47w6huKGZXylKKKrPoExLLQxMX4OrozsmCA2w9ugJ3Jy/iBtxFeEBfMbPGDUiEmCAIV5e+Fe03K9Ec2o4p4W6M8/4EOltjT2orxXT60/OljYdpUUdz+GQqTSUHmdBSgU9ROpaxUzA8+QKyowvWhhTMOctBtqINfRCV51AyGsy8f7CRXZUdzA1z5KNILcc/Os6x/QV0DAwk7qNpDB3SnazS43yy7Us6TO0MjYhn6rAHMZk7OJK7i5TCA4T6xjB73G8J6BZybcdL+J+IEBME4eowm9Ds2Yxm65dYB43C8OZnyG62h4slYwPmkpVY6g6j7TEbvf9THE7LpPnMOia0VeKTdwrL6Em0P/Issos71sZ0TKeWI5vb0Ibch7LbcPZVm3l3Rz2FzbayRoKplfS3dnEquwpdQgR3J96Pp7fE8fy9vL3uAL4ewcQNuJsw/z7UNlWSeOxL8sptZY0nb38Nd+fu13jAhKtBhJggCP8bWUZ9fD/atUuR/ILoWPAvpICetpd+UNpoD/8HhzPzaS7fwgRDNb7Zx7GMmED7os+R3TyxNudgSv07ckcN2p73Yu02hjUlRt5LPgcKeDzCkfZjNZT/fjf6+lYCZ/Vn5seTaTKXcTT3C4qP5tAvdDjzJr1INxcfiqtzWLnr/zjbWEZs5AT+MESUNW42IsQEQbhiyoIMW2nDYsH48B+xRg0E+EFpIwp9yF9IyymjuWo3E9pr8Ms8jHXIONr/+imyhxfWlkLM6e8gtZ1B0/Me9O7jWVpk5KMDdfRy0/B0lAOnN+VS/EYaWns1tzw8iImzwsmpPMmXSW9itpiIjYxn2vB5aNQaskqOs+bAB1itFkbETGJu3O9RqzQ/czTCjUiEmCAIl01xthzdmo9RlhZgunselmHxoLSVIqwNp2ylDZUdLX6/Jb2giZaTR4g31uGfkYR14EjaX/sYubsvUlsJpszXkZrz0fSYRW3PF1mSZ+SrfedICLTjlQgdmcvTKNiZgyqsO5MWxdM71oUT+Xv59zdL8e8WQsLAGYT6x2AyG0kp2M+R3J14OHsxYeB0wvz7iLLGTU6EmCAIndfShHbzcjTH9mKaNIuOJxaC1jZX4IXShqGCZvd7SCux0JqdxwRzPf6pB7H2HUr7Kx8gewcgGSowZf8NqTEdTdB0CnyeZnGOmd2VjdwT6sDCAAW5nyRz5ngJ3Uf2ZOrXM1B0a+Bo3rfs3ZpL/9ARPHrby3i6eNOsb2BXylpSCg8Q5hfDnHG/w79bz2s8UMIvRYSYIAg/z2REs3Md2m2rMQ+LR79oOTjblhv5fmmjyfVu0htjaTtdTby5kYBT+7BGDqT9xX8j+wUjtZ/FnPM2lvrjaAKmcdj5cd7JsXK6Wc+DvR2IqDVQ8UYSDcU1RN8RzdQ351JqyCQx912sRVZiIydw18hH0WnsqG4oY92hjygoT6d/6AhR1viVEiEmCMKlSRLqI7vRrvsEKSQCw8sfIPsEAP8pbazHXL6JevsEMpvnoj/TTJxcR+CJvUjh0XQ8/39IASFIHXWY8xdjqTmI0n8K33ot5p00GYXCxOwQe/oXVnDu/TQ8DR2MfWAgw2aOJLX8EEsPvUKgVxgTB88h1DcagNPV2SRnbaOmsYLYyAlMHnIv9jrHnzoK4SYmQkwQhB/lVJKL/cq3QK2h48mXkXr1Ac6XNqr3YC5ZQR39yGyag6G8nThFNYEndyP16EXHs39DCg63zYdYsATL2T1YvW/lS5d3ePekkgg3JbODVZRsyKHh9Sxc3O0Y8bshdBti5XjhXj7dW8CAsJE8fvureDh7YZUspBcfJjlrO1bZwsjoScyN+4MoawgixARBuJiyogTtmo8IOnMa09zfYB08Bs7PzG5tOIWx8BNq2j3IappCe7uVOGUjgSk7kfyCbQtZhkQgm1swFy3DXLWNds9xLNH8g09OapkQYMdDfhaKvziFISmf0D6+xL8bT7NnKcfzv4BTEBs5gRmjn0Cr0dFhMpCUlciRnF14ungzYdB0wv37ohAzxQvndSrEkpOTWbx4Menp6VRXV/P+++8zd+5cAMxmM2+88Qa7du2itLQUZ2dnRo0axauvvkpgYOCFbUyePJnk5OSLtnvXXXexbNmyq3g4giBcKUVTPdoNn6E6lYR5ylxyJ91PWGQUYCttGIs+paquleyW4RjNasarOwhM2Y7U3dd2phYeg2zRYy5eibniG5pdRvB/0pusT3fk7p723O/cRs37B1FmlhE7IZzRX91KvimFDUVv08PUm8lD76WnTyQKhYJmfT170zZyquggYX59uGe8KGsIP65TIabX64mKimLOnDk88cQTF71mMBhIT0/nj3/8I3369KGlpYWFCxcyffp0kpOTUau/+4i5c+fyyiuvXPiznZ3dVToMQRCuWIcBzbY1aHdvwDxqEoa/rwRHZ+TCQiRjA6bilZSX5pPdNhizZM84nZXA41vBxYOOR55HiuiPbGnHXLoKc/kGau1v4a+G1zhS7cFdPe24w1CF8bUD+FbWM2h2X8JeDiC15hCrc75lYPioiwoZ1Q1lJGdto6Ainf5hI5g/5XXcnLpd4wESrmedCrGEhAQSEhIAmD9//kWvubq6smnTpou+9q9//YvY2Fjy8/OJjo6+8HUHBwe8vb3/130WBOFqkKyoD25Du/FzrBH9MPz5I+TuvoCttOHYtJ2iwhyyWwZiUY5mnL2CwCPbwM4B0/1/wBo1CFkyYSlbj+nMOio0USxseJFq2ZdxPlqGpxRhfTeLYMnCoHl9UQ/y5ERpIuXFamIj45k5dj5atQ5ZlimqzCQpexu1TZXERiYweagoawid0yX3xFpbbev5uLm5XfT19evXs379ery8vIiPj+f555/H2dm5K3ZBEIRLkWVUGcfRrv4QnFzp+P0bSCER51+yYq7aTWlmIunnwlFoRzPWRUvg4URQqzHNehJr3yHIshlL5VaMpasoJZQFNU+jcupJhLsS3YZM7A/k0d/PiaHPRFPjV0BS6XJ6NkUyddiD9PDujUKhwGK1kFqURHL2NmRZZkT0JPqGDEOtErfqhc676j8tJpOJhQsXMnHiRPz9/S98fcaMGQQGBuLj40NeXh6vvfYaWVlZ/3UWJwhC11GeKUS76kOUjXUYZz6BdcDwC6UNS30KxafWkVHjh0I7hH5qE/1y9oPFgumuh7AOGHG+mbiD9uKvKLH68WLNfDy7RdDT3kjj1yfpfrKIqMEBRLwZSb76JLvrjzJQO5r5U/6Cm5NtMuAOk4GTBfs5krOTbq6+3DpoFmH+fURZQ7giiqamJvly3uDv789bb711odjxfRaLhUceeYS8vDwSExPx8PC45HZSUlKIi4tj//799O/f/0e/p7Cw8HJ2TRCES9A0N+C7fxMuJTmcHXU75/qPhPNnPCpjJW0V+8ivdUNSutBPqyEibT8qYztnx9xBU8QAAOwNKeiatlFq9uCNhjtxcOyJVNWKy7Z8IvMq6DbWD8dxBk5LaWhUWiJ8b6FHt+gLNXi9sZncqhMU1abj7xZClH8snk6+12xMhF9eeHj4Vd/mVTsTs1gszJs3j5ycHLZu3fqTAQYwYMAAVCoVxcXFlwyxrjjgm01hYaEYp8vwqxuvdj3arV+h2bcF8/ipGH+zEHd7R9wBa0c9RSe+Jq3EhErXgzFBPgQd3oayuRHTtAfJ9QggrFc4brVJNBWupLzDjndaHsS+2wC0lZX470gmsKaJ3rPDMM53I7tuH6Fe0cyKfJIgr/ALZ1ZV9WdIzt5GYUUGA8JG8tvhf71wVnaz+NX9XF1HrkqImc1mHn74YXJzc9m6dWunyhvZ2dlYrVZR9BCErmCxoNm/Bc03K7D2GYrhjU+QPbwAsJoNFJ1cS3pBAxqdE2N7hBB4ZDfKE7swTbsfy7B4ZKUKVfomqpLeoaZd5nPjDPSOA2g6UUTYoU30U8qEz/ahMriStNYt3OI5ht8MfwNXR9s/XmVZprAyk6SsROqaqxgWmcDtQ+8TZQ3hqutUiLW1tVFcXAyAJElUVFSQkZGBu7s7vr6+PPDAA6SmpvL111+jUCioqakBwMXFBXt7e0pKSlizZg0JCQl4eHiQn5/PwoUL6du3L7GxsV13dILwayPLqE4loVvzMZKnNx1//AdSUBgAVquZwlNbSM8pQ6fVMrZnGEHHD6E8vhvT1PuwjJyIrFLRUptCff5yWtoNbJCnc9raH8O3OQw/to6RPV3wnudMvtNxiuzKiO09gbk9fo9GrQXAYrWQWXKU5OxtAIyInkSfnrGirCF0mU7dEzt06BBTpkz5r6/PmTOHBQsW0K9fvx99338eiq6oqOCxxx4jNzcXvV6Pv78/CQkJLFiwAHd39//9KH7FxGWMy3Mzj5fydI5tbS9DG6bZT2LtMwSw/cOzIH0PaZl52KklhgUEEHQqBVVpAaYp92EZcxuoNVRWpdFcsByrqZFE7mZfZRhee4oZkFqM73Bv1GNbyFekEO7fl9jICQR2D71wybDdqOdkwX6O5u6iu6sfI2ImEeYX86spa9zMP1fXu8sudgjXF/GX5/LcjOOlqK1Cu24pqoJMTHc9jGXkraBU2cIr6yhpaWnYq9qJDfAmKKMAVVE25sn3YB57O2h15JZloS9ajpOlmu2Ku0gsjCBqdy498ioIvM2b5oFl1KkquKXXWAb3HoeLw3f/8Gxqq+dIzg5Si5IID+jLyOhJ+HoGX8PRuDZuxp+rG4U4xxeEG1VbC9otX6A5tB3TrdMxznsOdPZIkkR+VgppqSdxVDYxLtCNoNxWVEeTME+ahfGxF5G0Og6fzsVaspIAStnNNDYf68nI5ELuOLcfr8lOFN9ewjmvJmIjJxDdY/BFk+1eKGtUZjAwbBTzp/7lpitrCDcGEWKCcKMxm9Ds2YRm61dYbxmF4c3PkN08sVqtFGRnkHbqOE7Kc4zz0xJcaES1fhvmW2dgfOg5jFp7tuXlo634khhVAd9Ybucfe25lzNHTzNSk43irlVK/TLx79Ge00zSGDRx74WO/P7PGueZqhkUlMCX2fuy0DtduLIRfPRFignCjkGXUx/ehXbsUyb8H7S+8g+zfA6vVSl52Fumpx3FR1jHWu4PgUtBsOIwp/i6M9z9Dk8qBdTlFuFR/zQhtFhuMCazaMYyBh0uZ3rMI0131NPlVER4xjqm9ZuPs4HbhOU2L1UxG8VGSs7ejUMDImNuI6TFUlDWE64L4KRSEG4AyP8NW2pCsGOc9hzVyABaLhfzsbNJTT+CqPsdYz2qCyx3RJqVhHj8V/VvPcEay58u0Evwa1jLZ/hRr9WP514Z7CDpSTvyQSmofLMUU5kxsZDxRwYMvCiaTpYODmd9yNHcnXm7+TBo8m9BfUVlDuDGIEBOE65jibDm61R+hPFOIafojWGLjsEgSeVlZpKedwl3byDjXXIKq3dAeLMA85nb0f3+GVKMDy4+XE9W2noccjrGpeRiffX0XLul1RI2t4OxTBQTE9CMu8sn/WuKkqe0ch3N2kFJwkMiggdwX/yy+HkHXaAQE4aeJEBOE61FLE9pNn6M5vg/TpNl0PPkyFqWK3OxsMtLT8LRvY5zrcYKq3dHtr8Q8sg9tb/6Jna2OfH6ogjHWLSywT2JnQ3/WfTYJVXk77qPLaLu1hph+45jZ6wGc7F0u+siq+lKSsrZRVJXJwLDRTOn/KP1jbrlGAyAInSNCTBCuEUmWyDmTwumqbEL9ookKHoTSbEazYx3a7asxD5uAftFyzHaO5ObmkpGRQXcnI+NcDxJY5YRd+jnMsf1ofP0FVjU48Pm+Gu7WfM3bdvs4URbBljWjkYxKTLHFuDzkSGxMPFHBg1Apv/trb5tZI4OkrG3Ut9QwLGoCU4c9gJ3WQcxdKtwQRIgJwjUgyRJf7P4/SqrzsEhm0gsPoe9wZlxeFVJIBIaXP8Dk6U1OTg6ZmZl4uymI89iHfxnYZTRgHdyX6oULWVrnxMrddTzsvIGVTjspKAth+8ohmF10NI4opde4aKZEPo7fD57dspU1jpCcvR2lQsWImImirCHckMRPrCBcAzlnUi4EWK+GdqacbsSiUpE7/RF8Y6fawmvXPny72RPncwy/wnrsM1uwDhxF4Z9e5d0aFzbta+Qx121s8UikusyfXSsG0OavpuPucwwZM4ZBvebhaHfxen3tRj0n8vdxNHcX3u4BTBpyD6G+0aKsIdywRIgJwjVwuiqbbi16ppxupHu7hW9D3Mjo5kxEYzPW1avx93bj1uACvLKyccgyYu07jJNPzeUfNS4cTG7jIdct7PL8hqZyT/av7ktdkAXn+SrGxcYRETQQlVJ10ec1ttZxJGcnaaeT6RXYj/snPIuPKGsINwERYoLwC1M01RN/IgeHzBp2B7nyWYwbDrI/flY/HBQOjOhVRbeU1ThmS1giB7Nr3hzeqPGkKLWdGQ472Oe5CX2ZI0lbo6kIbifsBX8mDJjwo6FUea6EpKxtnK7OYlD4GH5zx3czzQvCzUCEmCD8UjoMaLetRrNrI039BrBocDBadQDeki9GZT2BDoe5taIel51gDu3P2tlzebmmG+0FFiao9/KR60Y6KtQkHwyjOkTB4DcGMy1iDA46p4s+RpIlCisySM7eRkNrLcOibuWO4Q9hp7W/RgcuCF1HhJggdDWrBfWh7Wg3foY1cgANL73H+l1b8DB70yGfw8PxKLc3VuNywsJZp+6snvoCL5/zQVclMd5ykAVOGzHVyCTv8qetrxfD34xjVtBAlErlRR9jsZpJLz5CcvY2VEo1I6MnEdNzyEVtREG42YifbkHoKrKMKuMY2lVLwMWVxvl/Jr25nbw9+zHrreicTzK7rYbup0ycsXPkTxFTWesyBdd6LVPMyTyrW4+1zUpyig+aEX0Z//eJeLsH/NfHtBv1HM/fy9HcXfi4BzF5yL2E+EaJsobwqyBCTBC6gLK0AO3q/2/vvsOjKvP3j7+np5DeQxoJIZACBEILvffeRQREsK7+XAugqOCK4u7q6pfFhtixIFgAqVJDCAklhVTSe+/JZPr8/mA3GgGNKxIgz+u6vC6Zc+Ywz+3EO3PmM2feQVpbRd2c+4g3KcmIjcff35+Z4/th+uYZ3GIbKcKWex3vZne3YUglBpY1/8gjVj+CxMC5S544jR/PzLvHXPMbkWsbKzmTeojE7DP09A5n2fgnxbCG0OmIEhOEG0hSXY5y13ZkKeepm3Y3F7u4czk9i4CAAGZNGYnNqS1Y7oynEhuWOj/AXo9BmDHzcPo+lvaMQuVkILncH58pC5h9d8RVpwzhv8Ma+8kuTaF/4EgemfkStmJYQ+ikRIkJwo2gbkK573MUJ/ZRN3oG5+c/TmZuLt27w5yZU7E+/Raql05SI3fh4aCn+F7WHZMBnr74JTPCE7AeqCH2oisO+Somf/7Pqw7/32GN08kHqG2qIDJ4IjMj7xXDGkKnJ0pMEP4IgwHF8T0o9nxKfe8hnJv3GFlFxQTK5cydMwvr2E+Qb9xItcmOJ30f46BzP1x1Gp499Qmj+2diP6mJc2c9yXnTF0mLArWDrs3h9QZd65U1ZDL5f74GZYAY1hCE/xA/CYLwvzCbkV04jWrnu9S7eRM3dRXZFVX0sLJm3ty5WCV8Bxteok5rydO+D7DXZQCDdNVsjv2UPv7JuM6t5/zJrmT9Xx/MehlXRjDM+A7zBkCtbSIu/Rix6T/i4ejDtMFL6ebeSwxrCMIviBIThN9Jmp2K6ou3aNAbOTV0Dtn1TQQ5ODF/5GisUo+h27iU2mYJ632XsdtlMPObstl85AP69snCa2o9pq7TcQxcTNFTW+hhV0Y3h2pya50oaHKj14vj+CH2syvDGj7hLJ/w9DUnEgVBuEKUmCC0k6SiBOXX22jKy+LUgMnkaAz09PBiwcTeqLLO0bxxJTX1Gl72m8M3wUNYVnyRTbu2Ez4yn2731KLwnYt1wHwkckswmfjLymqkKYnIMOHYs4LG0GbeO/g3InqM4pFZm7C1cujoJQvCLU+UmCD8lqYGlHs+pflcFKf6jSc31I9e3QJZEBaGLDeV+hcfoqW6jv/zn8zRXgOYlRzHmn2fEjGrkIDHa1B1m4XKZy4SxU9X1pBdiEJ6OYE0JxUnfGypsZAzoqSC2eGPII8Y14GLFYTbiygxQbgevQ7Fj9/SfOR7ooKHkdt3MiHBoSwMDUWXl03F3x7HtrKMTwNGEh8YSv/TiSz5Zg8DlpQSOLkclc80FL7zkCjafvmk3qAjIeUQUeEuKE0mRhc00KdSjcwMurQkdINEiQlCe4kSE4RfMpmQxx6nec8OTnmHkd9nAiFhvVkYEkJNTj7ZLz6NV0U+xwMiSPcehuvhPCILYolcTwGEkAAAIABJREFUXYX/0kIUnuNQ+C5Aqmr72S21pom4jKPEph3Fs4sNcy/VE1jVzH9HNcwKJcbQ/jd/vYJwGxMlJgg/I01PpHnXh5yzcSc/aDihffqyMCSEy+l5JG5cT0hlBrEBweyzHYn8UBN+6gJGPNKCj3c6cveRKHyfQWrh0uaYNY0VnEk5RFJODL18+rF84tO42XlikbcW6uNBr79SYD37Yuw3vINWLgi3J1FiggBISgto+voDzutlFHiGERbej/nBwZxMzKfmhQ0MrbzEaX8/thvDMX6jwtHWyNhHVbg6nkfuPAhFt38jtXRvc8zCymyikw+QW5Z2zWENzV83I7sYhSz5AsbQ/lcK7BpX6BAE4fpEiQmdmqShlvpvPuFiZR1Fjl6EhYcT3iuMr2LzKNiwiYmVF4nz8WSbtBemL51wDLJl3GYptsoTyBz6oPR7Dam1d+vxTGYTGYUJRKccoL6phsiQicwethKV4hpX1pBKMUaMxBgx8uYtWBDuMKLEhM5Jq6H+h51cyM6j1N6dsFFDCArqzVvR+YR9/QrLKuO46O7Cu0294AtXvMZ4MHq7FJX2B6R2QSi7vYy0S7fWw+kNOhJzzhCdfBClQsWw0CkE+0Zc9Q3LgiDcWO0qsejoaLZs2UJiYiKlpaVs3bqVJUuWAKDX63nppZc4cuQIeXl52NjYMHz4cF544QW8vX/6DVWr1bJ+/Xp2796NRqNhxIgRvPbaa3Tt2vXPWZkgXIvJRO2R77mYlEy5jRO9h47GNTCC107lM/rb13ihIpqLDk5sKwvDHONMyKJeDHpBj7TmG6RKXxRBG5DZBrYerlnTSFzGMeLSjuLp7MeMIcvwc+8prqwhCDdJu0qsubmZ4OBgFi9ezAMPPNBmm1qtJjExkSeffJKwsDAaGhpYv3498+bNIzo6Grn8yl+xbt069u/fz/bt23FwcODZZ59l4cKFnDx5EplM/LYq/Pmqz54kJyaGc5Y29O0/CJ3vYJ6KKWbeD2/yftlJEqzs+TCnL4Z6ZwbeP5iwCY2YSr9EonFDGboWmV1w67FqGsqJTr0yrBHsG8GKSWtwtRe/kAnCzSapq6sz/547dO3alb///e+tr8SuJT09ncGDBxMdHU1ISAj19fV0796drVu3smDBAgCKiooICwtj165djB079o+tohPLzMwkMDDwt3fsxCovxRMfdZJqZPg62HExZAafxpezInMPq8qOcklqx8WkHkisHBny6FgCBtWhz/8MiaILSv9lyBz6tB6rsCKL0ykHyCtLJyJoNIN7jsPGyr4DV/fnEc+t9hNZdZw/5T2xxsZGAOztr/xwJyQkoNfrGTNmTOs+Xl5eBAUFERsbK0pM+FOUZ2YQf+IodToDPV3dOOQ2lo2Xa3hs1zZiin8kzWjPZ4mDsAqwY/w/puLeswZD7rsYiqQoA1cjc+yPRCL5aVgj+QD16hoigycyZ9gqVAqLjl6iIHR6N7zEdDod69evZ9KkSa3vd1VUVCCTyXBycmqzr4uLCxUVFTf6IQidXGl+HgnHj9DQpMbXxoYPPScSV9rMmpSPSCv8kWytIzuSBuE8qAtTP56Bg5caXc5b6HO0V155OQ9GIpFcubJGdjTRKQexUFgyNHSyGNYQhFvMDS0xg8HA6tWrqa+v54svvvjN/c1m86++AZ6ZmXkjH94dS+R0RW1NNSUpl9Cqm7E2Svm302TyWiQ8d+Ejvsw7QZ7amS8uD8ZtuJEB/x6CpQNIG/5NY3IDjXZT0NiGQ50UTWUSGaXnySi7gHMXT/r7jMfN1geJQUJOdk5HL/OmEs+t9hNZ/bY/45TrDSsxg8HAypUrSU1NZd++fTg6/nTJHVdXV4xGI9XV1Tg7O7feXlVVRWRk5HWPKc4x/7bOfi7ebDZTUlJCfNQJ1DXVoJHyd+eplOvMvJj3OSuyoylucuWb0sH4jG9hyF/D8O4Rij73U8yNJSj870buNhp7qYzqhnLO/GdYI8Q3glVT1+Nq79nRS+wwnf259XuIrDrODSkxvV7PvffeS1paGvv27cPNza3N9r59+6JQKDh+/Djz588HoLi4mIyMDAYNGnQjHoLQyZjNZoqLi4mPiUZdVUldo5Q3nCagVsKL+e9zT04CpfVOHNQMwXtsBdPmRSC370VdynvoUr5H4XcXco8JSKRyCiqyiE45QF5ZBgOCRvHorFfu2GENQbjTtKvEmpqayMm5chrFZDJRVFREUlISDg4OeHh4sGzZMuLj4/niiy+QSCSUl5cDYGtri6WlJXZ2dixdupTnn38eFxeX1hH7kJAQRo0a9actTrjzmM1mioqKiI+LpbG6mqJaGW87jcfCRc1zBe9yV24aZXUORFkNpeuUXMaM9EXuehf6gl1oC79CazUGxz4vY5bISSuMJzplP43qeiJDJjJ32GqUClVHL1EQhN+hXSP2UVFRTJ8+/arbFy9ezNq1a+nTp8817kWbD0VrNBqee+45du3a1ebDzl5e4ltr/4jOchrDbDZTWFjIxfPnqK5pIKNWyQ7HQXhIS3ky72sW5GVTVd+FAq9+eI5MxzG4J3KPyRhKD2KsuYDCZx4Kr+mkZ+bQSBlnUg9iobRiWOgUevn0F8Ma19BZnls3gsiq4/zuz4kJt5Y7/YfHbDZTUFDAxQsXyK/VkthgxUHbUHpI0ngi9zhT8zKoa7aiPGQYbiPSsXKyRuE9F2NVDIaqGBReM1F4z0JtMBKbfpSYlCP4ugcyLGQyvm5B4soav+JOf27dSCKrjiOunSjcksxmM/n5+Zy/cJGUegln1fYkWXoRZneOT7O3MzLvEmqDJQWD5uAcmYkfiSh8FmJqzESb9hqKrlOxGrydmpZmos99zaXcWEL9BjAxdCkRfYZ09PIEQbhBRIkJtxSz2UxeXh5nz10kptmKMzpvauQW9LeI4+vLUfTPv4BRbkn12CXYDyzCtfYwCvdZmHV16LK2IfeYgNXgbRTWVXI66kPyyy8zIGg0j83eTBdLOzEGLQh3GFFiwi3BbDaTk5PDyXMJnGhx5IyxJ0pJAyPNF1hxqZbQkrPIrS1ombcSy/A6bIp3I1GOQe4+Bn3BbuTuo1ENeIvLFfmcPrKFJk09Q4MnMW/4/WJYQxDuYKLEhA5lMpnIys7hYFwSP2pduUBvPMx53NN0jImpakJqz2Jpp0R/74NIQk0o8j7DqA5F7j4OQ/lR5M6RyMJfJ7H4MtH7/4GVypqhoVMI9umPVHzBpCDc8USJCR3CZDKRfDmLvXGp/GjwII0+9DQlsqE4hpB0I2GGc9g4yTE+/CDmEDtMOR9gKu+CzGUYhoqTSJ0iMIW8RHR+CnE/vIq3S3fmDLsPH9dAMawhCJ2IKDHhpjKZTMRcusz38ZmcMHlSSAiRuhjeTj2MXaaECLtLODiaMS2+H0Nvf3Q52zFlVSCzD8VYHYdZ5Uhz4NOczbnEpYR/Eeo3kJWTn8XFzqOjlyYIQgcQJSbcFEajkX3n0zmQUkAUXjRL/JnaHM2mmHz0BQqGdcvCOUCLceFK9P3D0efvwJD0ATKHPkjUhZh1dVR0XU1MbhIFyR8yIGhM67CGIAidlygx4U/VojfyWdQlTuRWEiPxQSVxZUldFEMP5lJfY8mQ3sU49W3COG852sEj0Jd8h/7cw8jseyGRKTHpG8l2nE9MTiLNmv1Ehkxi3vAHxLCGIAiAKDHhT1LepOO9k/FcKGvhnMQbL3kLz1Ueo+s3uTRpLRg4sA7nHjnoZ92DZvhEDJXH0J27H4mVJxJFF3T6FlIsxnM2JwkrVSLDQifTSwxrCILwC6LEhBsqqVLDByfOktKg5JLEg75WpbyTfwrjziyQyxk+pAknUxb66UtQj5yGsSkJ7cVHkQASuQVqvZ54BnAhKw1vlxrmDFslhjUEQbguUWLCH2YymzmQW8/OM7Fc1jpRIPFmnEMV61PPUvRVJjJbPRPGNuCgKUI/aRHqMTMx6orRpryAuaUQiVRJtUHFeX1PUsvyCPOzFsMagiC0iygx4X/WpDfxyaUijiZdItPkTZPEjwXuzUyJTSRzZwZG9wYWTldj25CPfsR81ONnY5Ko0WdvxVAVAzJrirSWnNN4UtRQw4CgQB4b8iBdLG07emmCINwmRIkJv1thk4G3YpO4lF9KGt2xlvpyr4eZ3j+mkrk3E4V3KSvnG7GuyUM3cC7qiS9jVkjQF3yNvvA7zDIbLrdYE6d2psUkZWjISBZ0H4ZSLoY1BEH4fUSJCe0WU9rE9rNnKKg1kkIQ/nIpLzoZsP82jeLTeTj65PLQQgkW1QXo+86iedImzJZWGEoPocv+CD0KLjV14VyTDdbWbgzvN4Ve3v3EsIYgCP8zUWLCr9KbzOzOKOWb+GjKNQ5kEMhAVQ1vKxrRfpVCU3Y5gV1TmT1XgqKmFH3odJqnbMLcxQ5j9Tm0SW/RrFFzoUFBQpMVvh4hzBswFR9X8bUVgiD8caLEhGuq0Rh5/0Iy0VmJlBgDKKE/4y2rWddUTvm2FNRmNUNdLhI4yYSsrgp9yBTUU1/FbOeIsTEb7YUNVNUWEtegIqPFljD/SFaNmoKznXtHL00QhDuIKDGhjfQaNe/HRnG5rJAs+qNlMDOt6piYl0/B12no/VRM7xZLV/t6pC1N6EMmoJ22BLODMyZNJdrEF8kvTSC2wYJSvSMDe03g/wVPxNpCDGsIgnDjiRITMJvNHMwp49uLRylp0pNCJLZ4sUhRR0RiCQUHc5APd+Ou0ZdxaclFYtBh6D0WzYylmJ3cMBvUaDK2kpp5lNgGSzRSV4b1nsniHmPEsIYgCH8qUWKdmFpv4tPES0SnR1GidyGNSPyp51FjCX5nqqmML8dhdgDj767GLmc/kgYwDBiBbtZyzC4emE1GmnM+52Lyt8Q1qLCxdGfU4MX09BsqhjUEQbgpRIl1QkUNLWyPO0VWUTxZ9CWPaYRTzvN1Gdgcq0RXr8P/nlBmjyjF+vS/QCLBED4E3ZyVmN29MJvN1OXv52z8Z8Q3yPCxdWP+6Hvx7dqvo5cmCEInI0qsEzlTWMrX5w5TVV9MsmwMVZJFDDUUcn9hAqYj5Vi7dKH/AwMIMieg2rMRicmEMaQ/2oX3Y/b0BaC04ATR5z8kvdFEiJM99016GFfXkA5emSAInZUosTucwWjiq0tJRKcepUIrJ0U+DrN8BMPU2YxMi0V9ohLngd70e3Mq3oZ0VJ+uRaJRY+wRhu6uRzB5+2M2m8nJO8Xp8x9RotbT39maR0c9jq1jUEcvTxCETk6U2B2qWt3Ch3GnyMk7Ra6kJxnS2bhamJlUmUa/izU0Xaij64xehH87ASdtPhbvP4WkphKTXyCaex7H5NcDo8lISuYxTl/8HI2+hUFOFiwcuw4Lh+COXp4gCAIgSuyOc6msjC/jDlFXfYlU+TiyZPcTaqHhrqyLdI+rR5uvoceycMJe64u1thKLd9cgLcjC5OGLZt0bmAJD0eo1XEjez5mkb7CRNBPpKCek/19ROPfv6OUJgiC0IUrsDmAymdiXlsSJ5CM0qutJVU0nXz6WEVaNTLgQhXNMAwqzgoj7B9Jzdi/kukYs3n0eWcpFzM5utDz5D0wh/WlU1xFz/isupB/GW9nMDGcz3Xrfj8J9TEcvURAE4ZpEid3GmjQadl+OpzxmG2VmT3IsplGptGWiqoa5xw9jebYZR18nBjw7gW5j/JHoNKg+3Iw87jhmG3s0j2zAGDGCirpiok9vIzXvLMGWTSx10+HaYwkKn7nie7wEQbiliRK7DWVXlvJ53CHqK+LIkA2jUPUQSJRMMJfidegUsost+AzzY8D7k3Hv6wFGI8rP/43i2PegskC7/An0wyeTV57B6R9fp7ginX5WDax2b8LWZxrK7quQSGUdvUxBEITfJErsNmE2mzl+OZHDSYfRNBVz2XIGuZbjcZLqmactwWH3Rcg00HN2MBEvDcTOxx7MZhR7PkW59zMAtHNXop00n9SCC5z+4UW0mmoGWFUz3bUOC/fhKIP+glTRpYNXKgiC0H7tKrHo6Gi2bNlCYmIipaWlbN26lSVLlrRu37NnDx999BGJiYlUV1ezd+9ehg8f3uYYU6dOJTo6us1tc+bM4YMPPrgBy7hztejU7LxwkuSsY9QarSmymUmG0o1BDlJW5aSg/DoZaY2E8BX9CP+oPxb2lmA2Iz+xD9VX74BWg37cbBrnLOdiTjRnvnkaW5WKSIsSAqyrkNmHoOz1BjJL145eqiAIwu/WrhJrbm4mODiYxYsX88ADD1y1Xa1WM3DgQBYsWHDN7f+1ZMkSnn/++dY/W1hY/A8PuXMorC7hy3OHqCqPo0AWTo3N/aQ3WzHNQcrMuAsY38xEpVTRbX4vRj0wBrnqyn9K2bmTqD59A0ljPYbBY6laeB9ns09x/tun8XPyZIZLI57my0gsu6IMfh25rfislyAIt692ldiECROYMGECAA899NBV2xctWgRAdXX1rx7HysoKNze33/sYOw2T2URsdiL7Ew7T0phPvtUkahzWU9AsZZEDzD8bjXpzAVZ+dkRumkL3cYFkZWUhV8mRJp/D4sPXkFRXYAwbQP7CZZzJO0Pq/g309urFMh8pdvpYkHdBGfQMcuchYmhDEITb3k19T2z37t3s3r0bV1dXxo0bx5o1a7CxsbmZD+GWpNG1sCfhBPGXj1KrV1JjP40i+2VoTXCXjR7H/cdpPFGO9UA3Jn+ygK7hXq33tSrMwvKDTUjLCjD4BZK+4kFOl12g5PQ7DPAP54FAGyyaj4JZhqL7fSg8p4qhDUEQ7hg3rcTmz5+Pt7c37u7upKens3HjRpKTk/nuu+9u1kO45ZTVlrDz3CFKS2MpkvRE73QfKc32dFXKWCFvQPbBCZoS67Cd6M2Mg8tx8nNqva80NwPVx/8iMD8To7M751Y9QFR1CrrLB4gMHMhs53ok9d9feX/MawZKv0VI5NYduFpBEIQb76aV2PLly1v/PSQkBD8/P8aOHUtCQgJ9+/a95n0yMzNv0qO7ecxmM5lVWZwtOI9GU06+Ygg627+S0GRFuNHIgw1ZyN5LpKVci9skdyKeGoClnSU1+hpqMmuwKC/C6/BXWBRl0WxpwZFJ47hoKqVL2SVC3XoRLE3GsupjzECLRSgN9jMxmR0gt6Sjl37LuBOfV38WkVX7iax+W2Bg4A0/ZoeN2IeHhyOTycjJybluif0ZC+4oLdpmjiSfJDb9KDUGFc12E9A7hRBXoWeOiwX31GRT8cpZDCYj3Zf0YsR9I7Gw+mnwRVKch+qrd5ClxlOnkrN30gjijOW4WEm4K3wpro2nMVbsAqkCiW0gqh73Y2MTiEsHrvlWlJmZeUc9r/5MIqv2E1l1nA4rsZSUFIxG4x0/6FFeW8R3Fw6TXxxHAT2w9LiXCpMrqbUGlrvLWByfQsGrCZS5yQh5KIzIRUNRKBSt95eUFaLc/QHyhBhKLWUcGxFKqlxNH19/VnVfhCn7a6yzX8GosAGlI6rAVcicBoqhDUEQOoV2lVhTUxM5OTnAlev0FRUVkZSUhIODA97e3tTW1lJYWEh9fT0Aubm52NnZ4ebmhpubG7m5uezcuZMJEybg6OhIRkYG69evp3fv3gwePPjPW10HMZlMXMqPZ3/CIWobSiiQD8bZ7zmK6hU0NppY6QH3Hr9IwYuXKemlJOLlQURMGoBc/tN/DklFCcrvPkZ2/hSZtgqOD+5GsZWMQcEjecy/P/KyHzCkPIOeLiBVoPRdgNxjkhjaEAShU5HU1dWZf2unqKgopk+fftXtixcv5u2332bHjh08/PDDV21fs2YN69ato6ioiNWrV5OWlkZzczNdu3ZlwoQJrF27FgcHhxuzkltAi7aZk6knOJP2I1V6axptR+Li2o+jJXo8rWXcbaVH9Uk0ZWeLUEZYEnHfAHpH9mlbXtXlKL//BEncMRJcrDjhbYvO3oGhfWcS5hMGxd+jL/4BqaUHJnUJjdbDcOu7WgxttJM47dN+Iqv2E1l1nHaVmPDrymuL2J9wiKzCc+Sag7D1GIPK2od9+RqGuiuZo65DvS2a2oJaLCKtGLBiECHhIchkP71qktRUoti3A+PZHznb1YZTrgocHLoydOACunt0x1i0B33h90itvTGpi5A7DUDhv4zswjrxw/M7iP/ZtJ/Iqv1EVh1HXDvxf2Q0GUkvuHLKsKqhjEzpIHoEPEcXgyUHizTMtTLzb1MVpS+coQw9qmGWjH55PEE9g9qWV101ih++oDn2MEd9HYjt50B3W18WjlxGV2dv9EV70JzdjLSLH8itQarAou8mZDbd/3OEug5ZvyAIwq1AlNjvpNY0cSb9OKdTj1JpsKXcchh9giOQ15r4plDPMh8z71YVkPuP8xR5yVFNtiRyzkh69OiBVCr96UCNdSj3f0ll7AFOdHMkpbcd4VZePDDhfuwd3DGU7Kcl5nkk1n5ILNwxa2tR9XhADG0IgiD8jCixdiqtKeBo0mHSC86TQy8sXJYT5O5PaqGG7/P1rHCTsOJSCrkvpVAcZoXNvfYMmDSQ7t27ty2vpgYUB74i78J+jvs5UNLTlqFyFx6f9ggWzh4YSg/TcvYZJFY+SG0CMTVmouh2txjaEARBuAZRYr/CaDKSln+BI0mHqWio4BKD6OW/nlArW77MVlNSomWltR6bL89RGldIxWBrHB53JWJEBAEBAW3LS92E9OBOUuP3c9zHFqNfF0YYunDXjL8g8fLHUH6UlrPPIbH0QOoQjrHqLAqvaahC1iKRW3VcCIIgCLcwUWLX0KxpIDbjBKdTjlFlsidLHsmokAH0MUj4IquFYe56Niia0G+LpbGiEXOkJQ5PudJ/cH/8/f3blleLGuPhnVxM2s8pT2ucPLswuQq6TX8MU0g/jOUn0cVtRqJwROYyFGP5caQqZywHvoXUQnxUWRAE4deIEvuZkuo8TiYfJq3gIjmEoLVbzvju3TFW69ma1sJcHxX/1lZQ/kIczbZyZAMV2PVyol//fnTr1q1teWk1qA9/SUzKQeJcLejhYs/y7HrcptyLfsg49DVn0cU9hERmgdxtLPqyY9CUg6rP3342tCEIgiD8mk5fYkaTgdT8Cxy/dJjyhiriTYPx9V7PeE979hdo+GdSI8u8lbxbmkf+P+NpCnXEcnYX5D4K+vW7Ul5tBi10WqqO7CA6/UdSHJT0d3blr5cK6DJ2ProVc9E0JqG/+P/AbELuORFDRQyG8hOoAlcjcxoghjYEQRB+h05bYk0t9ZzLOM7ptOPUmp2INw1hTK/+zLNW8sllNedTmlnuDMviL1GwKQPtGC/sH3BG5ixnQL9++Pn5tSkcs05L/pGPOZ19ktIuSiJd/Hj2QiqKiHB0G19EY8hDd2kdZqMahddMjHXJGPJ3iqENQRCEP6DTlVhRVQ7RKUdILYinQBpGscUKFgR3p5vBzHvpzXhZG1lpoaHLF+epSipDOsMPxyfdMNnCoPBB+Pr6tikvo05D6uHtnC48i1GhYLhbKPfGJSD1laFdt4UWiwZ0Wa9g1lai8F2ASV2MLvvDK0MbQdvF0IYgCMIf0ClKzGA0kJJ/jqiUI5Q31BJvGoyN2zMsCHQhqVrHy/GNDHNTskHagO6tWPTNOuxm+WKYYKDFQsugfoPw8fFpU16alkbif3yf6LJ4nM1KJnhFEnzuIlJZAdr7n0XvboE+511M6gIUvosxm3Tocz5G5thfDG0IgiDcIHd0iTWq6zh3+Tgxacepl7hyRh/JkIB+/MXbkj35Gh4/U8tcHxVvqsuofC4OU1dbfBb4UawqpdGimcH9huDl5dWmvOobK4k99gEXKlMI0im5u8dk/JISkZ48hW7+KlqC/dDlfobp0mXkvguRKSehz/kYicpJDG0IgiDcYHdkiRVWZhOTepjUwiRKFX1IktzLomB/nrFX8FFGM3+JrmOZl4K3CrMp/Hsi0qE+9H6mH7kteVQpaxhyjfIqrcojJuoT0muyiVAreDh8Pi6XM5B99xX6aXehXrkaXeFXmBK3ofBdgNxnLvqcjzHr61B2XyWGNgRBEP4Ed0yJGYx6kvPiiE45QmVzI4nmQWhs17IyxJmxSHgrpYlmQwvLnczccy6BopezsZrTi0H/N5SMsssYTaVERkbi6enZWjZms5ns4mSiz35BRV0xwxrkTBu2FOviIpSfb0M/fBJNG/+Jvvw7DEm7UXjPQdFtCfq8LzHl70TRbSlyj4liaEMQBOFPctuXWIO6lnMZx4lNP06z3JMTmuH09OrD4z27kFxjYOPFRrytZaxQttDl63PUplfiujwcvw9GkpKdSlNjC8OHD8fDw6O1vAxGA8m5Z4k+/w3mhhpG1UkIGb0CRXMTyh3vYAzqTdOzL6NrPIoh9RkUXjOwHLAFQ/EPaC48IYY2BEEQbpLbssTMZjOFlVnEpB4mvTiZalU4p0z3MaubH1t8Ldibr2H58VqGuyl5wVyH9v9iMRtNBN3XH+lTvUhKvYRNuQ0jRozAw8Oj9bganZrzGSc4m/QDro1qplWZ6DZ+ORILC5Q73wMrG9QPP4WWixiyN6LoOhnLge9grIxGc/4xZI4RYmhDEAThJrqtSkxv0HEpN5aYtCPUqNWkSoaQq5rKqlBnljspeD9dzZzD1cz1VvFGQwmVb55DGuDIkKeHoXHXkpiYiF2RHaNGjcLd3b31uPXN1cSkHuZixgl6Nhi5t1yL6+TlmNy8UH79HtLqClrmL0VrV4C+9J/IPcZhOehdTA0ZaOKfRqJyRtXnJWQ2AR2YjiAIQudzW5RYfXMNcRnHOJdxEp2yK8c1Y3B0CuaBYBtUcglbk5v4e0Ij93jK+XduJkWvXkI5uhtTt82kRl7L2YRYHLQOjBkzBjc3t9bjllbnE51ykMsFF4mohyeKG7GesgxjUG9k332E8vN/o525iBbfFvQl25DbjMRy0NuYtbVoUzZfGdoIvB+ZY4QY2hAEQegAt3SJ5ZVncDbtCJnFKTRdZviUAAARe0lEQVRYRXDAeB+j3XzY0suay/UGXk5opMVgZpm9ibvPXKTsZC52C0IZum8JJY0lHEs8jqOjI+PGjcPV1RX4z7BGSTKnkw9QUZ3P8FqYn1eHbNo9GJYNQ3rwa1Sfb0U3ZjKNf5mFvuwb5PpBWA7YAhIpuqwPMNXGi6ENQRCEW8AtXWKfn9xOtjySWOk0lnVzZF+AJT8UaLnraA2+XWTcK1VjtTOWhrw6vO/tx7iNo8gtzmV/1H6cnZ0ZP348Li5X3p8yGA1cyj1LdMoB0OkYVaGnX3YFpml3Y1g5AaIPYfXMcgy9+1P3l7noqg4g04Vj2f81JEoH9Pk70RfvR+E1XQxtCIIg3CJu6RI7qPwrD4Xa8rybkg8zmhmzt4rhbgpeMNSgeT0WmUJG2OoIuk0K4HLWZb7b/x0uLi5MnDgRZ2dn4MqwxrmM45xNO4KLhQPTi3X0zMjBMPUudPdNQ5ZyDqsNqzE6OtFw31R0DceQGsAyfDMSKy8MJQfQ532OzGkAloPeRqpy7uBUBEEQhP+6pUvs7RGObE1pZm1sHXO9lPyrpoiK18+jCHZh0IYxuA/0ID09na93f427uzuTJk3CyckJgLqmamLSDhOfFUUPxwBWVFvhk5aAfvIiWlb+DWlRLpb/fApzSwONs4egNZxFai5A1Wcj0i7dMVadRZf8khjaEARBuIXd0iU253A193jK2JKZQfHmZCwndmf2jnnY+duTkpLCqZ1RuLu7M2XKFBwdHQEoqc4nOuUAmcVJ9PMM5/81uOEcHYV+0nzUK9YjaaxHtf3vSDMSaZ4ViUaVjERZiKrnWmR2wRgbMtHErxFDG4IgCLeBW7rENp86T8WZAhzv6s3oH1egdFCSkpLCgS8P0rVr19byMpvNZBYlcTrlAFX1pQzxGcxctTc2O/eiGz8X9T1PgsmE8tuPkEcdoHnKQFrCHZAoS1D5/z9kDn0waSrQpPwdU23Cf4Y2JoihDUEQhFvcLV1i3QZ0Zeo/JoICkpOTSTmcgpeXF9OmTcPBwQGD0UB81mlOJx9AIoFhvkPpXyrF4pPP0Y+dSfPfd4BSheLo98j3fYZmWE/ql3qAvAKl/wPIHPuDUY0u+wP0xQf+M7TxvhjaEARBuE3c0iXW664QLiVfIjU1FW9vb6ZPn469vT0t2mZOXfqBs2mHcbXvyuTgqfSKPYfyvXfQj5pK86ufQBc75HEnUHz9HtogBxoWu4OiAUW3FcicB4PZiKF4L/q8L8TQhiAIwm3qli6xr776Cl9fX2bMmIGdnR11TVUciPuc+KzT9PDqwz2DV+ETfQrFd6+gHzYJ9SsfYbZzRHo5CdWXb6O3bqJ2ph0mhR5lt6XIXIcBkitDG9nbkahcUPXZhMzGv6OXKgiCIPwPbukSmzVrFra2tpRU53Ho5OdklVyiX/cRPDzuaVxOHELx5TPoh4xFvelDzA7OSMoKsfj4XxjrUqkb7oRRJUPRbR4q99FIJDKMDZfRZW3DrG9AGXjldKIY2hAEQbh93dIlVtaQy+6Yg1TVlzEkeDwz+szF9tg+FB89imHASNR/24bZyQ0a6lB++iakHaF+tDtGK0sUfrNReoxHIpVjailHm/MRptpEMbQhCIJwB5G2Z6fo6GgWLVpEr169sLe3Z8eOHW2279mzhzlz5hAQEIC9vT1RUVFXHUOr1fLUU0/h7++Pp6cnixYtori4+Ff/3iMXdhHefRiPT9nA6OwqnNavQlJbhXrDu2iXP4HZxh7Fvh2oXr6bJsd46ibbIO01A8shH6DoOhlMWnRZH9By7hGklp5YDt6OoutkUWCCIAh3iHaVWHNzM8HBwWzevBlLS8urtqvVagYOHMimTZuue4x169axd+9etm/fzv79+2lsbGThwoUYjcbr3uehCWsZkJaH7dplSMsKUa/finbl05id3JBHH0b54l2odfupnWyJJGwalpEfovCaAUjRF+2h5ex9mPV1WA56G6X/UiTyqx+7IAiCcPtq1+nECRMmMGHCBAAeeuihq7YvWrQIgOrq6mvev76+nk8//ZStW7cyevRoAN59913CwsI4ceIEY8eOveb9rNfcjbFnX1qeeROzpy8AspQLyL7/N2q/RnTjQO43DUuvmUjkVpjNZgyVMeiy30eichNDG4IgCHe4m/KeWEJCAnq9njFjxrTe5uXlRVBQELGxsdctMc1Tr2HyvlJC0qJcZN9uQdMlG+1gCXLf2Vj6zEGisAH4xdDGg2JoQxAEoRO4KSVWUVGBTCZrva7hf7m4uFBRUXHd+5m8/ZHUVSP/7l202miaguXIvadg6bcIidLuyj4t5ej+O7ThvxS5uxjaEARB6Cw6dDrRbDb/6qulxg83Y60+SVMPGWrrQTQ4TsEksYP8CiSmfLo0HMa6+QzNXUbQ5PIM5mYVZOfcxBXcGjIzMzv6IdxWRF7tJ7JqP5HVbwsMDLzhx7wpJebq6orRaKS6urr1K1IAqqqqiIyMvO79ZF1Po3cdgWXPlVhbuOICmE0GDCX70eV+jtx5IIre72HTia+0kZmZ+ac8Me5UIq/2E1m1n8iq49yUEuvbty8KhYLjx48zf/58AIqLi8nIyGDQoEHXvZ/FsPeQWnkCV161XbnSxpWhDYu+L4uhDUEQhE6uXSXW1NRETs6V03Qmk4mioiKSkpJwcHDA29ub2tpaCgsLqa+vByA3Nxc7Ozvc3Nxwc3PDzs6OpUuX8vzzz+Pi4oKDgwPPPvssISEhjBo16rp/738LzNiQgS7rfTG0IQiCILTRrhKLj49n+vTprX9+5ZVXeOWVV1i8eDFvv/02+/fv5+GHH27d/uijjwKwZs0a1q1bB8DLL7+MTCZjxYoVaDQaRowYwTvvvINMdv0hDDG0IQiCIPwaSV1dnbmjH8T1NJ+aj8JrBgqfeeKDytchzsX/PiKv9hNZtZ/IquPc0tdOFF+PIgiCIPyadl12qqOIAhMEQRB+zS1dYoIgCILwa0SJCYIgCLctUWKCIAjCbUuUmCAIgnDbEiUmCIIg3LZEiQmCIAi3LVFigiAIwm1LlJggCIJw27qlLzslCIIgCL9GvBITBEEQbluixARBEITbligxQRAE4bYlSkwQBEG4bYkSEwRBEG5bN6XEXn/9dUaPHo23tzcBAQEsXLiQ1NTUq/bLysri7rvvxsfHBw8PD0aMGEFGRkbrdq1Wy1NPPYW/vz+enp4sWrSI4uLim7GEm6Y9Wdnb21/znyeffLJ1H5HVFU1NTTz11FMEBwfj7u5OREQEW7dubbNPZ8gK2pdXRUUFDz74ID179sTDw4O5c+eSnZ3dZp/OkNe2bduIjIzE29sbb29vxo8fz6FDh1q3m81mXnnlFXr27Im7uztTp04lLS2tzTE6Q07w21nt2bOHOXPmEBAQgL29PVFRUVcd449kdVNK7PTp06xcuZJDhw6xZ88e5HI5s2bNora2tnWfvLw8Jk6ciK+vL3v27CEmJob169djbW3dus+6devYu3cv27dvZ//+/TQ2NrJw4UKMRuPNWMZN0Z6sMjIy2vzz5ZdfAjBr1qzWfURWVzz77LMcPnyYd955h9jYWJ544gk2btzYmhl0jqzgt/Mym80sWbKEnJwcduzYwalTp/D29mbmzJk0Nze3Hqcz5OXp6cnGjRs5efIkx48fZ8SIESxZsoTk5GQA3nzzTbZu3cqrr77KsWPHcHFxYfbs2TQ2NrYeozPkBL+dlVqtZuDAgWzatOm6x/gjWXXI58Samprw8fFhx44dTJ48GYD77rsPiUTCtm3brnmf+vp6unfvztatW1mwYAEARUVFhIWFsWvXLsaOHXvTHv/NdK2sfunRRx/lzJkznD9/HhBZ/TyrIUOGMH36dJ555pnW/aZMmUJISAj/+Mc/Om1WcHVeWVlZREREEBUVRVhYGAAmk4kePXrw/PPPc88993TqvPz8/HjhhRdYvnw5PXv2ZNWqVa1nP1paWggMDORvf/sbK1as6NQ5wU9ZrVixovW26upqAgIC2Lt3L8OHD2+9/Y9m1SHviTU1NWEymbC3tweu/KAcPHiQoKAg5s6dS0BAAKNHj+abb75pvU9CQgJ6vZ4xY8a03ubl5UVQUBCxsbE3fQ03yy+zutb2b775hmXLlrXeJrL6KavBgwdz8OBBioqKAIiNjSU5Obn1B6OzZgVX56XVagGwsLBo3UcqlaJSqYiJiQE6Z15Go5Hdu3fT3NzMwIEDyc/Pp7y8vE0GlpaWREZGtmbQGXOCq7Nqjz+aVYeU2Nq1awkLC2tdZGVlJU1NTa3n7L/99lvmzp3LqlWrOHjwIHDlXL1MJsPJyanNsVxcXKioqLjpa7hZfpnVL+3atQutVsvixYtbbxNZ/ZTVq6++SlhYGKGhoTg7OzN16lQ2bNjApEmTgM6bFVydV48ePfD29ubFF1+ktrYWnU7HG2+8QXFxMeXl5UDnyislJYWuXbvi6urK448/zmeffUZISEhrFi4uLm32/3kGnSknuH5W7fFHs5L/T4/4D3jmmWc4e/YsBw8eRCaTAVdeicGV0zyPPPIIAL179yYhIYH333+/9X8412I2m5FIJH/+A+8A18rqlz7++GOmTp2Ks7Pzbx6vM2b17rvvEhsbyxdffIG3tzdnzpzhueeew8fHh3Hjxl33eHdyVnDtvBQKBZ9++imPPPII3bp1QyaTMWrUKMaPH/+bx7sT8woMDCQqKor6+nr27NnDgw8+yL59+1q3/3K97cngTswJrp9VcHDw/3zM9mZ1U1+JrVu3jt27d7Nnzx78/Pxab3dyckIulxMUFNRm/x49erSeBnJ1dcVoNFJdXd1mn6qqqqt+I7oTXC+rn0tKSiI+Pr7NqUQQWf1XS0sLL774Ihs3bmTy5MmEhoayevVq5syZw5YtW4DOlxX8+nOrb9++nD59mvz8fDIyMti9ezc1NTX4+voCnSsvpVKJv78/4eHhvPDCC4SFhfHWW2/h5uYGcNWrhJ9n0Jlygutn1R5/NKubVmJr1qxh165d7Nmzhx49erTZplQq6devH5mZmW1uz8rKwtvbG7jyw6VQKDh+/Hjr9uLiYjIyMhg0aNCfv4Cb6Ney+rmPP/4YHx8fRo0a1eZ2kdUVer0evV5/1atYmUzW+uq/M2UF7X9u2dnZ4ezsTHZ2NvHx8UyZMgXofHn9nMlkQqfT4evri5ubW5sMNBoNMTExrRl05pzgp6za449mJVu7du2G//WBtteTTz7Jl19+yUcffYSXlxfNzc2tI7tKpRIABwcHNm/ejKurK7a2tuzZs4c333yTTZs20b17dywsLCgrK2Pbtm2EhoZSX1/P448/jq2tLRs3bkQqvTM+t92erODK2OpDDz3E6tWrGTp0aJtjiKyuZKVSqYiKimodGjKbzfzwww+8/vrr3H///URERHSarKB9z63vvvuOiooKzGYz0dHR3HfffYwYMYInnngC6DzPrQ0bNqBUKjGZTBQXF/P222+zc+dONmzYQEBAAEajkX/96190794do9HIs88+S3l5OW+88QYqlarT5AS/nVVtbS2ZmZkUFRXxxRdfMGTIkNbThF26dPnDWd2UEfvrTdatWbOGdevWtf55x44dvP766xQXF+Pv789f//pX5s2b17pdo9Hw3HPPsWvXLjQaDSNGjOC1117Dy8vrz17CTdPerD777DMee+wxkpOT8fDwuGp/kdWVrMrLy9m4cSPHjx+ntrYWb29v7rnnHh555JHWH6TOkBW0L6933nmHLVu2UFFRgZubG4sWLeLpp59u8wtUZ8jrwQcfJCoqioqKCmxtbQkJCeHRRx9tnWo1m81s3ryZjz76iLq6Ovr3788///nPNu8BdYac4Lez2rFjBw8//PBV9/v58+6PZCW+T0wQBEG4bd05r2kFQRCETkeUmCAIgnDbEiUmCIIg3LZEiQmCIAi3LVFigiAIwm1LlJggCIJw2xIlJgiCINy2RIkJgiAIty1RYoIgCMJt6/8DoVkrJuWB/6gAAAAASUVORK5CYII=", "text/plain": [ - "
" + "10 lines are drawn in different colors with data points highlighted on x=285 and x=300." ] }, "metadata": {},