Repository: graspologic-org/graspologic

Issue:
improve nonpar by calling mgcpy's two-sample test
the current nonpar implementation seems "correct",
meaning it seems to do what they did in the nonpar paper.
however, there is a much better way to implement it,
and we'd like to write a short paper about that.
specifically, in the current implementation, it uses the biased MMD, 
which is equivalent to the biased Dcorr.
better would be to use the unbiased MMD/Dcorr,
and even better would be to use the unbiased MGC.
possibly further better would be to use RF, though we don't have that fully implemented just yet.




Discussion:
That all sounds good.
Which options are most desirable to have implemented?
I'm guessing talking to the MGCPY team and getting unbiased MGC running is a good start.
Post RF hackathon hopefully we will be able to implement that as well.

Resolving patch:
diff --git a/docs/conf.py b/docs/conf.py
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -71,6 +71,7 @@
     "python": ("https://docs.python.org/3", None),
     "scipy": ("https://docs.scipy.org/doc/scipy/reference", None),
     "sklearn": ("http://scikit-learn.org/dev", None),
+    "hyppo": ("https://hyppo.neurodata.io", None),
 }
 
 # -- sphinx options ----------------------------------------------------------
diff --git a/setup.py b/setup.py
--- a/setup.py
+++ b/setup.py
@@ -18,8 +18,10 @@
     "scipy>=1.1.0",
     "seaborn>=0.9.0",
     "matplotlib>=3.0.0",
+    "hyppo>=0.1.2",
 ]
 
+
 # Find GraSPy version.
 PROJECT_PATH = os.path.dirname(os.path.abspath(__file__))
 for line in open(os.path.join(PROJECT_PATH, "graspy", "__init__.py")):


Test patch:
diff --git a/docs/tutorials/inference/latent_distribution_test.ipynb b/docs/tutorials/inference/latent_distribution_test.ipynb
--- a/docs/tutorials/inference/latent_distribution_test.ipynb
+++ b/docs/tutorials/inference/latent_distribution_test.ipynb
@@ -11,7 +11,16 @@
    "cell_type": "code",
    "execution_count": 1,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/antonalyakin/.virtualenvs/graphs/lib/python3.7/site-packages/sklearn/utils/deprecation.py:144: FutureWarning: The sklearn.mixture.gaussian_mixture module is  deprecated in version 0.22 and will be removed in version 0.24. The corresponding classes / functions should instead be imported from sklearn.mixture. Anything that cannot be imported from sklearn.mixture is now part of the private API.\n",
+      "  warnings.warn(message, FutureWarning)\n"
+     ]
+    }
+   ],
    "source": [
     "import numpy as np\n",
     "import matplotlib.pyplot as plt\n",
@@ -43,17 +52,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x128644518>"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<seaborn.axisgrid.PairGrid at 0x12881a048>"
+       "<seaborn.axisgrid.PairGrid at 0x12e886b70>"
       ]
      },
      "execution_count": 2,
@@ -62,7 +61,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 720x720 with 2 Axes>"
       ]
@@ -74,7 +73,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqoAAAKxCAYAAACblI4yAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOy9eZwcxXnw/63puWf2mpVWElqdrIQECGPsYAuZgG2M7fggPmInfvNRiO/kJQlv/GLjmBCCDxxjv8G345+NMSa+8IEPfBAu2whhG8QhQAItOnZXWrSrnZ095urp7vr90T2r2dHsMXtod0bP9/OZz+xWVfc8XVVd/XTV8zyltNYIgiAIgiAIwmLDt9ACCIIgCIIgCEIlRFEVBEEQBEEQFiWiqAqCIAiCIAiLElFUBUEQBEEQhEWJKKqCIAiCIAjCokQUVUEQBEEQBGFRIorqKYZy+a1SSnufs2dwjuu8Y6+r8rj7veMurvY3Z8tMZT6ZKKUOejKunU66ICw2FvIeny1Kqcs92W+pVVkmGudqYfwThIkQRfXU4wrgQkAC6ApCHSJKiSAI9YR/oQUQTh5KqXXADcAvgLOANQsrkTBNXgkEgMMLLYggCDXJF4DvAscWWhBBqBZRVE8RlFIK+BruTOrfAb9dWImE6aK1fm6hZRAEoXbRWh9DlFShRpGl/1OH9wKvAP5Fa901VydVSq1XSn1HKdWnlMoppR5XSr3fU4yrOU+DUurflFK7lVIZpdSIUuqPSql/VEoFJjlum1Lqe0qpHqVUXil1VCn1oFLqaqVUZJq//QalVFopNayUetU0j3mVUupLSqknlFJJ79r3K6W+opSacKZaKbVMKfVfSqle75i9Sql/UUpN+NI4ie3qS5RSn1FKPeLVf14p1a2Uum0q22Ol1OuUUj9VSj2vlDKVUkeUUvcppf5xkvJ3er9jer9zs1JqfYWyF3vy3q+UCiml/l0p1enJ16OUukkpFZtEtinbVCn1Ve83/u8k57nJK/ORyeqipPwKpdSNSqmnvL4wqpQ6pJT6iVLqrWVlb/HOfblS6jyl1M+UUgNeP3pIKfW2SX4nqJS6wrumlNcP9iilPqqUaphlvRwE/s075N/UcVv0caYAJWlKKfV3Xh8aVUqlSsrMqI/PhGrrRJWYNyil1nh9/mhJ/V9aUvaNSqkHvDYdVEp9Vyl12hTyLFXufXrYk+UZ5d6nwUmOmfY9UnLM25RSv1fumDfg9aPzppCt2GZPKKWy3nV/Z4rfmdJ2VSl1mlLqG8odE3JKqaeVUldMcs4VSqmvqeNj2R6l1IeUUoYSu3phLtFay6fOP8AqYAh4EPB5aQdxZ1fPnsH5rvOOvRVIAt24y0q/Bkwv76sVjrvfy7u4LL0NeMrL6wd+APwEGPHS7gPCFc73r16+Bh4FvgP8Cjjkpa2tIPN1Zed4D2ABvcALq6iDTiALPAz8EPhpye8OAGdUOGZlSb0fAb7nyZsHflySt7bsuInS7wYKwGNeff0IeMYrmwH+tIIMCvj/vDI2sBP4tneu590h4YRjvuSVzwMPALeXtFcKOL+s/MVe3oNemw8CdwB3AsNe3q8nqNdptSnwAu//ZwFV4TxR73dNYPk02nNF8fqB/V57fN+7hjTwq7Lyt3hlvwLkPDm+A/zGq1eN+1JY/jvN3jmL/eQur24Oe2lPAolZ1Munvf6gve9bSj5/XnK+4rm+5PWhe71z7phlH7+fCvf4FHVfdZ1w/H6+BXfM2Ic7Bv3BSy8AFwH/iHt/34c7rhzx8p8GQmXnvNzL+6nXB455x/zM6wMa+CVgzPYe8Y75CMfvw/u9+t/n9acvF6+vwnHF+9fEHXO/B/TgjsW3Unmcu26K9Jtxx8ADXj3ez+T9uB3o8vIPezL80usvP2CCMUs+8pnJZ8EFkM9JaGR3AMkDZ5akFQeS2Siq2hvUQiV553gPGw28sey4+6msqP7AS/810FCSvgL3IaWB/yg75i1e+iDwyrI8BbwcaKog83Ulaf/upT0DrKuyDi4rPb+XZpSc81cVjrmD4w/CSEn6mcDRkjpdW3ZcxUEfeA3QVuF33u2V30OZEgd8wMvrokwx9+R/Q1na33NcOeooy3u/l/cc4C9Jv7jkWh4EWkryTsd9cGvKFOkZtOkDXvlLKtTBO728702zPf/NK/+lCnlxYGtZ2i0l1/gZvBdAL++VuMqGXaGOv+8d899AY0l6uOSct851X69wTUXZk+UyzrKP30/1iupM6uS6kmv4dFn9f5zj9/VgadvhKsV7vPy/KTvn5SXn/E2ZLKtx+7kG/nEO7pHzvP6RA15Rku4DPlsixy1l5/tzjiv055TV1Q9KjrtugvqaKF0Dn6dECQfe6qWPALGy437q5f2AkkkEYCPHXwZEUZXPnHwWXAD5zHMDHx98rytLP8jsFdU0sKRC/oe8/HvK0k94iOE6dDm4swNrK5zr4pLBsnRAfNxL316lzNfhPmyL9roPVbqGWdZ5j/cQKlW6i9eZB9orHPMPEw3uzGB2AtjhHXNWSVoAd5boBCVxgnMYuLMsNmUP4JIyxQfWG0vSim1mU/JyVJL/BS//38rSq23Tvyw+LCvkFWfWLp7mub7olf/zaZa/xSvfDQQr5BdnxL5eknYWx2eBQxWOieLO6hYomUGcTV+fpEyxr109V33cS7+/ynqfaZ0Ur3F/ef3jKqPF6/tYhXP+k5f3jbL0y710p/S+Kcl/u5f/3BzcIzcz8YtRiOOzybeU5d3rpX+wwnFtuCspM1FUD05Q/8WJgotK0tZ6dZSjwmoFrg+EKKrymbOP2KjWMUqpFcB/4i5zfWIefuIu7Rrpl3Ob932BmsT20uNC3Fmh32qtD5Znaq3vx12OigMvgrHrOgd3UP5OlTJHcZfJ3wX8HHc2Y0ZOBp5t3N8r1xby68q1W7wFVyH0AR0lxf+U49fZU+F035qhDG1KqXcp11b1ayUyLPeKbCwp/mKgFejUWk/Hme5c7zyPaq07JyhTPM9LK+R1aa2frpD+jPc9Zic4wzb9Ia4Sc5lSqni9KKVeBPwJsNfrP9PhYe/7Bs+mMTrN436gtTYrpBfvgT8tSXuN9/1TrXW+/ACtdcaTw4/bVrPt69Phjskyq+zjM6HqOinj/vL611qncGccwTUjKKfonDiRnerjWuunKqTfjvuiuV4ptdJLm+k9cpH3/d/lhb16uL083RtLL5jkuD4qX+90uK9S/VPhXmX8mP18hWO+PUMZBKEi4vVf33wFaAT+bIKH6QkopTYBV1fIukNrXf5QOzjBaY7gzpCGcRWjo5P8ZHHAPzBJmf3AupKyq4vHaK0LkxxXif+D2+8fxJ09s6s8HgCl1Mdw68mYpFhjyd9F2Q9WKqi1TimlhoCmKmT4e9xl5/A0ZSjW2zOVClag6JzxIqWUnqLs0gpp3ROUHfG+QxVkm3abaq0LSqmvAtfimjt8zMv6O+/7K9M5j8c3cWeCt+O+yFhKqcdxZwhv01o/NsFxB6dIby9JK9bnB5RSH5hCnmJ9zqavT4dDE2XMoI/PhJnUSSmVXvoARnHHnkr5o953qEIeTHyPOkqpblzlvB131nOm98ik48EE6UtwZTZxx9jpHjcdqrlXi7JX7Dta66FqxzJBmAxRVOubN+Iuz9+gTnTCL85AfUMplcZdYrrFS/+bCuc6yBSzLyeRqR4Ik/EL3BmBrcD7cJ0gqkK5HuAfwXUMuhLXUaO3OCOhlHrQO39VkQ+qlOFPcJfQLeCfcWeHe7TWWS//28BflclQbb0VFZQu3GucjN9XSHOq+K2Ztul/Af8CvEcp9QmgAdckIIOrfE7vx7V2gL9RSv0H8Hpcu88LcGfxP6CU+qjW+toZylikWJ9/wLWTnIyiEjCbvj4lxf5Szkns4zOpk1Km6mPV9MGZMNt7ZLEwk3qarG/Od70LpxCiqNY/MY4vM1WiuJx2P4wttU/34bNmgvTTgCDuMtnABGWKFIPYTxhapSSvWLb49r9OKRWocqbpUVzHmf8Bvugd/9kqjgfXyQDgI1rrb1TIr7QcWpS9Yp0ppZqpbgbiLbjt9Dmt9X9OU4ZiWLKNFfIqUaznLq315VXINhNm1KZa6yNKqR8DfwG8Dtd+Lgbc7C0BV4VnqvA08ClvqfWtuPao1yilvq213lt2yET3wFrvu3SThuI13qW1/tdpijSbvj4bZtLHZ8JM6mS+mege9eFGUIETx6Jq75HibOwaKm/ksbZC2jHcMTWE62haaVa10nFzTfF3V1fKVEo1Ai0nQQ7hFEFsVOsYrbWa6MPx2YktXtp1M/iJS5VSrRXS3+F9P6i1tqY4x+/wnHsqxdxTSl2Eu+w/CjwCoLXuBXbj2pu+vVqhvWXci3FNEm5SSl1V5SkS3vcJy2VKqVdSeYmyeJ0XTRDD8X/NoQybgBdWOOYR3BeHDUqpl03jN/6A6xV+vlJq1VSFZ8Ms2/SL3vf7cWfJwXVmmq1Mltb6u7g2hgrYUqHYW1XlOL/Fe6DUFvhX3vebPKVnOjLMpF6KZj6zmYiYSR+fCVXXyUngXKXU5grpb8FVEg+U2JnP9B4p9ot3lGcoN1brW8vTvbF05yTHLQWmFQd6ljzgfV+klFpWIf+vToIMwinEYhkYhNokBnxOlQTBVm6g+Q95/35+qhNorQ/hxqz0A19RSsVLzrWs5Bxf0lrnSg79qPf9OaXUy8vPq9yg8xPOUHrOEhfjzg58Sil1zVSyllCcVXtPqZLiKdoVFSTPUeznuDPNX1RKhUuO24QbJ7MaijJsL6uzJcA3qKCkeLNxn/T+/W+l1Dml+V6g7jeUlf+YJ/NPlFLnlp9TKRVVSr1jggdWtcyoTbXWv8H1Tv4zXC/yR7TWD5eXmwyl1Hal1AnKvVKqHTdmKxyfkS5lFfBxVWJbo5S6GDc8lsNxJRqt9SO4HuBn4db/CXWm3A0h3lOWXG29FGfoKilb06XqPj4TZlEn84nCvUfHNhrw+sEN3r9j49os7pEv4vaPd3n9pVjWh3uPrqQyxd/+kCrZ1EMpFcI1BZquE+CM0VrvxzWhCgOf9367KEcHrs24IMwdCx12QD4L82FuA/534cZTLQavHxeWp+S4+6kQugY3rMrTXl4frsfrHRwPDn8flQP+X8/xMCi7cL1Nf0l1Af87OB64+t+nef0duBsoFMO6fN+79ixu/MViaKjy62wvka0YJPsXuGFe7qCKgP+4S2vdXvpRjgdkH8ZVMn7s5V1edi7F8dBKtifrt3FNISYK+P95joft2YUbO/F7uKG9cl7eppLyF3tp909Qf5dTIfROtW1adtz7S4571wz6dDHGbRdugPfbcD2os17698rKF+vwK7h9/hlP1vs4Hij9Xyv8TjPHZ9fTJfX/I1xl2wGen2VfX87xAPW/xX1x+RrjwyPpSm09B338/krpU9R91XXCFCG4mCSk20T9k/EB/w/gbiRwO65z3aiXdxeVA/5XdY94x1zL8fvwPu+an/XKf4WJ75FiaKu81ybfxR0LZhPwf6J6vIXK48hqXEc17X1/D3dDj6zXbsV+eVq196J85FP+kRlVYTbsB87HHYxfifsAeAa4AnfHp2mh3bAqL8ENJN6H68xyCe6gfSXwaj1+NrV43LW4Ti8/xrWLfStuIO0e4IO4itdUv92JG0LoIHCtUuqGyY8YO+ZFuA+jAPAGXNuw/wAuxY35WOm4Hu86v4brhHEZrkLwCVwbyyl/uuRcg7ghmG7GfTi8Dndp+uu4YXCGJpBBa9eW7s24yukZuPV2Ju5OOidsmai1/gfc7Xd/gPtS8QbcJcYG3Ifkmzke8mdWzKJN/8f7HmJmYZz+H/A5XKX/fNz22IyrNP0VFZZaPR4CtuFe/2tx2/cR4K+01h8tL6xdu9mXA3+Lu4x7hvdbF+AqKP+JW5/lx027XrQbMuj1uErjObjOke/yyk+LmfbxmTDTOplHkrj30E+Bl+GG0DqCu+rxBl0hUshM7hGt9fW4fesR3H7zWtzdwF6G268m4t249+mzuGPuK3Hr7XzcMXne0e423Ofjjj9+jo9lH8O9puW4SnvyZMgj1DdK63l1KhUEYZYopY7iPvzatNb9Cy3PYkQp9RHch+TntNb/dBJ+7xZcBfBvtRstQxAEQCm1DdeO9Smt9dlTlReEqZAZVUFYxHg2gUuBQVFSK+M59P0T7hLqlHbRgiDMDqWUfwKb7jOAr3r/Tjs8nCBMhoSnEoRFiFLqPNxg6xfj2pXeuqACLUK8aA1bcJeNlwJf1hPvDiQIwtwRBnYppQ7i2sQP44baehGuXvFb4KYFk06oK0RRFYTFyWrccDi9uPaTH1lYcRYlr8ONEXwUdyb1gwsrjiCcMuRwoxO8EjcWdzPuJhuP4NrkfkmfvJi/Qp0jNqqCIAiCIAjCokRsVAVBEARBEIRFiSiqgiAIgiAIwqJEFFVBEARBEARhUXLSFVWl1CGl1KGpSwrCyUf6p7CYkf4pLGakfwrzwUJ4/Tc1NTU1UbLLjiBMEzV1kVkj/VOYKdI/hcWM9E9hMTNh/5Slf0EQBEEQBGFRIoqqIAiCIAiCsCgRRVUQBEEQBEFYlIiiKggzJGva7Ds6Qta0F1oUQZgzpF8Lix3po6cWsoWqIMyArGlz/c+fom84T1tjiGtffxaRoFGxXM9ghvaWaMV8QZgvZtL3ptuvBWGhKO+jV126iYF0XsbYOkYUVUGYAT2DGfqG8wD0DefpGcywYVnDuDLy0BcWipn2ven0a0FYSEr7aG8qxzU/2U2+4MgYW8eIojpN1l59Z9XHHPzk6+ZBkoVD6uA47S1R2hpDY4pAe0v0hDLFAdV2NJ19o9y79yhb1y+Rt39h3plI4cyaNp19o4BmZXP0hL44nX4tCCcbt9+OAIqVzZGxPhoNGmTyNoZPndDPZSWrfhBFVRBmQCRocO3rz5p0MGxviZKIBXmg8xhD2QLX/+wpoiE/axIxVjSH5e1fmDcqKZxZ0+banzzJjueOoTWEA74T+uJ0+rUgnEzcfrubHZ0DoGDb6Uv48Gs3M5DO0xoLceNde0/o57KSVV+IoioIMyQSNCZdFo0EDbZvXcMzz49gFmzyliZvFVjWYMuyqjCvVFI49x0doTuZwSw4WI4ma9oV++JU/VoQTiY9gxm6kllMywGgO5lhIJ0f66OV+rmYr9QX4vUvCPNIR1sDZyxvIBQ0CAd8tMQChAOGLKsK805R4Sxd1l+ViBIM+IgEDemLQk3Q3hJldSJC0O8jGPCxKhEd118r9fO2xhCA9O06QWZUBWEeiQQNrr/s7EntAgXhZCB9UahF3H67ZcxGtaMtPml/FfOV+kMUVUGYZyJBg462OD2DGfftPy7LUMLCEAkabGlvEmcToaZw+23zlOVK+7Us99cPoqgKwjxTatyfiAXZvnUNHW0NoiAIJ5XiQ7zcAUWcTYR6YCInKnkpq31EURWEeaI4QOYKzliYqh3PHaMrmWH90pgoCMJJo/QhHgr4Tgjp094SlYe5UNN09o1yoD9NOGCM69cSAaD2EUVVEOaB8bOoARKxIN3JDGiIlAyksjwlnAxK46pm8jbRoEHecoOkt8ZC8jAXapqsaXPrzgN0JTNjIayKL18SAaD2qQtFtdpA9PUahF5YWEqXmEoHyGS6wJWXbAAUt+48QDJdEG9U4aTSGgsR8vvImDYrmsPjtp2Uh7lQi5SPt8l0gY3LGsgWbLZvXUMkaMgGFnVCXSiqgrDQFINSHzyWIREP8sFXbxqnGHS0uQ/+7VvXkStYhANy6wnzS/FBHg36+fgvnmYkZ9EQ8XPVpZtIxINEgsaYzWqlzQGm62UtCCebrGnzLz9+nH3Pp1neHObf33j22KrV6kSUlc1R9h0dob0lKhEA6oA5e1oqpc4GztNa3zpX5xSEWqGzb4QHOgdIpk0Anjw8xPol8THFAOD6nz9FbypH92CGVS1R2Z1KmDeKpie9qRzP9Y+SyVuEAgYblzUwkM67IX9KlvtLZ1iBE3YCuv6ys6WfCouGJw+n+NWTfeQtm6efH8a2d9Mc86MBy7G54Zd7SKbNMVMWWSGobeYy4P9lwDfm8HyCUEMobEfjaI3WMJqzSGULZPI2A+n82PJqrmAzlCmQLRzfEUgQ5prS/pYxbXyGwrQcoiGj4nJ/caefSNCgs2+Evc+PkrcczIJDdzIj/VRYVPSNmNiOO9ZqDYeSaY6k8sRDfo6k8q4/AMgYWyfIzlSCMAuyps2+oyMkYkG2rGyiORKgJRrAchy6khkOJdO0xkJjNoKGTxEJGgQNn9hMCXNKsS9mTXvMNi/g9xEJGLQ3RTl3VTPvvGAdWdMmV3BIxALA+N17XKeUQ/SP5siaNgH/iTsBCcLJpti3k6Mm+46OcO6qZlY0hQHQQNq0SMQDpPMWpzWHWZVw+6uMsfXBpEv/SqlrqzjXRbOURRBqitLl1e7BDKc1RzhvdQuv2NTGf979LFnTZiRn8fSRIe58speRnEVX0l32L5oEyHKqMBdUiiF51aWb+PCPHqdg23Sn0gxmTT57zz6ODGU5rSlCNGjw/ovWc/bK5rF+6DqlmGxa1kg6b3H5tnW8YlOb9FNhwSgfZ4+bTW3mA7c/Qdq0SGUKPN6V4rTmKKB5+4tXEQr4JF51nTCVjep1uC8saprn07OSRhBqiOLyadZbzl8aD2EZPuLhACjGll0/d+8+okE/pu2QNW0crckXHAbSeRLx4EJfhlAHlC7l96Zy7OjsZ1ljmFTWwnbAciCVKdAYLpBKm4zkLBxHY/gUn3nbuQDjZlqT6QIdy+KipAoLTrFvj+YtBkZNEtEgfcN5hnIFfN6asNaKtOkA8Pv9g/Sm8qzzYlULtc9UiuoQ8DBw9TTO9S7gfbOWSBBqhOLyqp3SNEUDhAMGbY0htq5vZUNbAzuGjqGBJ3qGeOnpCSIBY1w5WZIS5opiXyzOOt32UBdLG0K0NQbZ3w+hgCIaDNAUCTCY8ZMxbTfwf0mIn2t/8iTdyQwrmiNceckGmY0SFgXtLVESsQBP9w5j2g49qSwvTYS575k+FApDKZoiAaIhw51RUxAOGGMvbNs6lko/rnGmUlR3Aau11o9MdSKl1GvmRiRBqA0iQWMs9ElrLDTOa7pgOWjcJYa85ZDO2Vy+bS3nrmohmc5TukghW/wJs6XYF3d09nPbQ10AHDiWpikSYO2SGI3hAO+8YC2N0QCJWIiP3/n0WOi01liIe/ce5YHOYxQsh67BDO/ctk76orAoiAQNtm9dR3cyS8DvI1ew2djWxDd3HsCyHeIhg6tfu4nz17XyWPcgd+/pYzBtjr2w3bO3T6Kr1DhTKaqPAhcppRq11sNTlFVM30RAEOqCSNAYC32SiAfJmjY7Ovvx+RRBQ5G3NYYPupJpvrXzEPc/0w9okukCiViQt724ne8/3DMulIoMqMJMiAQNtnUs5ddPPc+OzgEKjoPf56OjLc6e54f53H2drF8a44qXb+BVZy7DLDi0t0S44ZdPc+BYhqFsgUjA8Ay4xIpLWDx0tMVZtzRGbypHMm3y66d66R81UUDAUJgFm5vufpb+kTx+H7xkXSu2Z9oim1jUPlMpql8FdjO96ACfA741a4kEoUZJjppcc8duUpkCXckM8bCffLqA48BQtkDBdtjfnyZv2QR8isd7Ujx9ZJjBrMnGtgYZUIVZM272yfDR2T/K0eEcjqMp2A57e0f4i6/s4NioieVoIgEffsNg07IGGsN+2hrCnLE8PrZBhSAsBiJBg6su3cTPnzjMnbufp38kh9YalBt27Uu/6SSVtfD7FMNZi11dKZqiAdYkYqxoDouZVY0zqaKqtX4WeHY6J/JmXKeadRWEuiRr2lzzk938fv8AWcvBrxQZ00Lhzk2ZtmZf3yiO1hQsh4LjzlgZSqE8x6t1S2MyoAqzpnT2KRzwEQ0aHBnM8tSRYdAay9HY3oSp64Di8FhPikvPauO9F3bITlTCoiNr2tx4114OHcuwq2sQx9E4GmJ+H+mCTVcyN24NIJUtsDoR5a9fulpsVOsA2cdREOaAnsEMmbyNz6co2A6h0Phby/AplsZDHBvNg+HD1g5KufarL1nXwhWv2CgKgjAnlNur5go2hs+1yvIphVOwxxTVIoZP8ZqzVrClvWkBJBaEySn1/EdDNOgnb9m0xoOYQ1ksZ3x5rV2HKlFS6wMJ+C8Ic0C7F9tv0/JGljWGWd0SJRTw4TcUAcPH8sYwpzVHSMRDxMN+goaP1liQl6xLcMObX8CW9iYZUIU5IxI0OG91gmjQIOD30RwLYmtNztK0NUV4YXsTfs+jwKegrSHE1vVLFlZoQZiAYlSLpkiAcNAg6PexsiXCDW/awiVnLSMU8BE0FH4f+H0Q9PtwtB7b0lqobWRGVRDmgOIsVmffCDfvOEBnX5p4OIBtOxQcOGNZnPdd1DFmCgCacMAvs6jCvFBcKs2YNg1hP9e+/kyu/uET3raoNh949SbCfh/P9Y8S9Pu4aGObxPQVFi2lEVaiQT97eofYvKKJjGnx8cvO4bkLRugbMQkHfHzmrmc4cCzNo90p/vKrO/nJ/36Z9O0aRxRVQZgjIkGDcMBgOGvRGgtydDiH5UAsaJC3NN/YcYC85Yh3vzDvFJdKDZ8iX3DIFWz8ho/hnEXecvjWQwe56e0v5MXrEgstqiBMi3ERVmLBE3ZiiwQNsqbNN+MH2dc3ik8pMnmLXV1JLjlz+QJLL8wGWfoXhDnEDU4dJFewecn6BC9Z18LGZQ00RPyM5CxG8xa9qRw9g5mFFlWoY4pLpeA+1NsaQpy1opFIwKAlGmBg1KSzb2SBpRSEmdEzmKE3las4nr73wnW0NYSJBw2aY0HOWy0vY7WOzKgKwpyjsR2NaTlc+4azyZgW0aCf7Tf/nqFMgaZogNZYaKGFFOqY46Yoo9y68wBf+c1+GiMGL1rTzFNHhulKZrh5x0E+8aYtMrMv1BzRoJ/n+kfJmDbN3niaNe2xWdbz1zVzyeYVbF3fKsv+dcApqaiuvfrOhRZhTpnJ9Rz85OvmQRKhZzBD/4jJ4VSWA8fSfPzOp/nM286lZzDDqpYoS+M24YDBQDovA6gwr7imKD6S6QIAw1mb152zgt2Hh7Edze8PDNDZNyqe/kJNkXGgNrYAACAASURBVDVtPv4Ld2c1w6c4rTnCQDoPaegbzgNuX9+4LC5jbJ1QtaKqlNoAbABaqbATldb61jmQSxBqjqxpkys4hAI+TMsh6O2l7i6xKpY2BEmmC7Q1hiReqnBSKJoA9KZyREMGbfEwfp9y41A6mq5kWhz6hJqis2+E/uE8AUNh2ZqGkH9sPG1rDNE3nCcRC5ArOGRNW/p2HTBtRVUptQz4JvCqYlKFYhoQRVU45ShddmqMBHjRmhbylsPShiC37jxE/0iekN/H+y9az9krm2XwFE4KxR19rrljN5m8zQ8f7WHzijjJtEUqa3L7wz080HlMnPuEmiBr2ty68xCHh7IopXjR2mY+9udbxhyp3nH+GnIFi+8/3MNNdz8rjqt1QjUzql/AVVK/DNwLDMyLRIJQgxS9rAGGswWuvGQj4YCPXMHhM3c9w7NHRzAtB8On+Mzbzl1gaYVTiYF0nrwXEf33+5OsbIkQD/mJh/2yF7pQU/QMZkim3S2ncwWbK16+gUQ8OG6iIBTwkcnb0rfriGoU1VcBX9FaXzFfwgjCYic5arKrK8l5qxPj7J+KS6zFcCnF5dSsaRMNGeNMAWTgFE4mxb65vz8NCmJBd9iPBo2xcGliirJ4yXpjRntLdGxmsFJavVC8ttZYiIF0ftw1lo6z65bG6GiLA+MnCjJ5W/p2nVGNouoDHp8vQQRhsZMcNfmL/3pwzHP/9vddMKaslgakLh1YI0GDj122xV16NW1WNIdl4BROKqWbUdy68xDJtElbY4irLt10giIgLC5KZwqLy9hAxRii9UDxentTObo9B9QVzeGxa5xonC1VYFc0h6Vv1xnVKKq/A14wX4IIwmJnV1eSoYzrQT2UKZwQSLo0IHUpiXhwzPNfBk5hIYgEDba0N3P9ZQ3j+qF4RS9uSmcKi8vYxb9L0+plhaZ4vbmCzVCmwJK4fcI1VhpnKymw0rfrh2oC/v8z8Cal1FvmSxhBWMyctzpBUzQAQFM0UFUg6eLgKkqqsJBIP6wtSjduKC5jV0qrF4rXFg4YNEUDRALGtK9R+nb9Us2M6peBUeD7SqkjwH7ALiujtdavnCvhBGExkYgHuf19F7CrK8nmFU1u7D6QJSZBEOaFYtSGol18qXc7aDra6ksxK50ZLbdRncg/QKh/qlFU1+OGn+ry/l899+IIwuImEXe35Lvmjt2M5C2OpLIn2FEJgiDMlFJHKYAb79pL33Cee/b2cdWlm8b+L7VZrQdKr7u4tF9USCfzDxDqn2krqlrrtfMohyDUBFnT5pqf7OYPB5L4fArb0RXtqARBEKql3HnqHeevGWePuqsrWZf2qZWcxkpf+qfyDxDqm2psVAXhlKezb4S+4TwBvw/b0USDRlV2VIIgCBNR7jwFepw96nmrEyRiQdJ5i0QsWDdjzkROY0XK/QM2r2hi39ERsma59aFQj8xkC9VG4BJcUwBwbVX/R2s9MpeCCcJio7grypGhLFprXrymmWvfcDYZ0xIbVUEQZs2J8Zgbxnmzu2i0910vlF93uQJe7h/whfv21WV4LqEyVSmqSql3A58B4hzfQlUDo0qpf9Zaf32O5ROERcMJu6K8YiOJWJCMaY0rV8/BuAVBmD8mihO6YVkDWdNmR2c//SMm8ZCf/hGTHZ39bOtYWvPjzETXXV5mTWuMZNqkbziP7WgO9Kfp7BtlS3vTAkgtnCymragqpd4IfBV3BvVfgae8rLOAfwC+qpTq01r/bM6lPIVYe/WdCy2CMAGtsdDY9nzrlsZY2Rw5pYJxC4Iw/1SKE1q04exJZjk4kGZVIsrR4Ry3PdTFPXv76mKcmSgONYzfCCDkV0RDBo8cGgQNt+48wPWXban56xcmppoZ1Q8Ce4CXaK1HS9LvUUp9A3gI+BAgiqpQd2RNmxvv2ju2PV9x55NTKRi3IAgLQ89ght5Ujuf6R8lbDnnL5rSmyCmzn33x+p89OoJpOZyxvIHTmiLEQ36S6ULdX/+pTjXOVC8AbilTUgHw7FO/iexcJdQppcb+ybTJ/v5RUpkCfh/Yjuvw0BoLkSvYJGJu2BRxsBIEoVqypj3mKFT8Oxr0YzuavOUQCviIBv00RNx5puLYU6/ORVnTJlewCfl95C0Hn8+1OmyNBRjNW/h97mqXUL9UM6OqpsivH8tuQSijvSVKYyTAjs5jKOAfvrsLrUEpxZkrGnn92Su44ZdPk0wXSMQCXHnJRjra4rIcJQjCtCkN05SIBQBF/0ie7sEMS2Ih/D7FsoYwyxvDfPi1mzmcypArONzwyz0k02ZNmxtVsu0vXfJXQNjvI2c5HBnKsWlFnK5khsMpxUfvfJp3bltbdxsgCC7VKKqPA5crpb6ktU6XZiil4sDlXhlBqEsypkW+YJMtWNgO+JQiFvKzq2uQQwNp0qZNx9I4XcksoGXAFAShKjr7RtjfnyYSMDh4LEPedgj5fQymTQbSedJZi2zBpjkSIFuw+fYfutjfn6Z7MMPGtoaaNQOoFEcVYEdnPz3JLPv6R0jnbEJ+xfolcSzb4anDIxQsmzyKB/b1cySVZf3SWM0q6sLEVKOo3gj8CNillPoc8LSXXnSm6gDePLfiCcLioGcwQ77gEDAUQzk3zdaa4ZwbhDqdt/Ap2Gs7BPw+bt15iOsvk7d7QRCmRzH8XfdgBq0h6FeYlkZrPWaXammwchY7nhvggz94nIDhIxIwQEOu4Dp51qK5UXkc1c6+Ub79h0P0pnLsPzbK4KiJBizHh+U4dPanyVkWlg1+H5iGQdDw1ayiLkxONTtT3aGUugL4D+DzHF/qV0AauEJr/ZO5F1EQFp52b5vU4WyMVDaF47g3QNBQWLbG0ZpoKMCyxjBL4iGSaXPcgCkhqwRBmIzS8HfJjEnI8BEL+RlIm6xoUhw4Nkoqa6EB23E4Mpjl9LY4GtjW0cr2retq1tyoPI4q6DHFNR72M5Kz8PsUwYCP89e10jWQwecLMJIt0BoLodGYtkN7IlKTirowOVXFUdVaf0kp9W3gVcA6L7kY8H9oroUThMVCMc7fIwcHeN9tu8iYNkq5y//K535vPT1BPBgYsxUrDphTbQ8oCIJQqqydsawB0CTTBTraooxkbY6kDEJ+B9NysDUcGszgAJ/+i3M4e2UzkaAx5nxVay/E5XFUARKxAL/bd4yhrLtqFfL72bq+lbe9eBW/2N3LSNZEKxhImwT8Pt574Vou6GirqesWpkfVO1NprVPA7fMgiyAsaiJBg6GcheVoDJ9CA37Dh+GDkN/Huy5Yz1krm06YOa20PaAsTQmCUEq5spY1bXbuP8bde/oYyubQwKblDTxzdISC5/0+lC0wlC2MKam1/EJcHkd1+9Z1PPP8KAXbXbxd1hjmpWtb+dSv9rIqEWUw40encmRNm4LtcMuDXVzQ0bZQ4gvzSNWKqiCcyjSHAyjA0RqtcZekDIWt3W0NKwWtnmp7QEEQBDg+fhTjNhcdpU5fEsfwKY6ksihAa3cVpyUW5LzVCQA6+0Y50J8mHDDq4oW4oy3OGcvjHBvNu9tf5i1u/J+9jORsGsN+1i+NMxgwyZgWAcONtFnr1yxUZkJFVSl1L64Z3qu11pb3/1RorfUr50w6QVhEZE2bOx4/TCxkYGUdoiF3FiPsN4iF3JmL0mW3UrvUqbYHFARBKFJUOoOGDzQUbIdzVjbRP+quzFiWw9aOJWzfupZEPOg5Yh2gK5kBBdtOX1LzL8SRoMH1l23hycMpHu8Z4hdP9DKcLVCwHQYzBY6ksnzxHefxiV/sIRQwWN4UJldwY8/KGFtfTDajuh5wOB4/dT0SK1U4hekZzNA/YrKqJcpobhg0hAIGG5bFWdMa5fsPd5FMF2hrDHHVpZu48a6945bh5E1fEISpKFc6X7I+wTu3rScRC7L95t+TSpuYjqapd5ib7n6W7VvXAJBMF9i4rIFswWb71jV1oaxlTZtv7DjISN5iMFvA8Cn8PkVj2M+qlihff+AADeEAIb8Py7G56e59NWn2IEzOhIqq1nrtZP8LwqlGayxE92CGgVETn0/R0dZALOTnL89fhWlpvvXQQQylsB3Nrq7kCXap7S1RmVUVBGFSii/EK5sj2FpzyeZldLTF6RnMsKolSjTo50gqS65g80DnMZ55foS1S2KuCZKjWb80Rkdb7b4UF1eiokE/V//wCZ7uHSYU8HH60jhvfmEHdz5xhFTWoiFskDFtDM9WN5WFeMhPbyrHjs5+tnUslXG2ThAbVUGYJgPpPKtaoiRiQbqTWSxHs6QhyN17+njwuX6OjRTwG4rTmiNsXtFEW2Pf2IxqayxU044OgiCcHIovxKlMAdNy+PrvDnD/M/18+LWbWdEcBtzNRxwHhrIF8gWbzv5RNi1vYHljmKsu3VSzY0vpTlTP9Y+SzlvkLAeAaMCgvSVCQyTIaN4mGvLTGPGRTJusSkQBTf+ISfdghtse6uKevX0yztYJs1JUlVJ+4DIgAfxMa/38nEglCIuQYizV3lSOSNBH0O8jk7dIZgrkCxqfgqDfx5J4kIxpjbNLFc9/QRCmQ/GFOBLI8+zREfYfS/P8SI7DqezYmNIaC7Fz/zE++vOnyRUcbEfjU4q85TCQzpOIBxf6MmZEcZzMFmwyeQu/4SOCG+0gGvLx6bueHduFazhrceUlGwgHjDF73B2d/dz2UBeGT8k4W0f4pltQKfUppdQfS/5XwN3A94H/AnYrpU6fexEFYXFQDB/z1y9dzZpEjKZIgLylSUSDhIM+AoaPeMjP2tbY2PL+hmXu7lRFz39APP8FQZiQ4gtxJGjg9/kwFJ53iB4bUxLxIK/YtIwLNyxhQ1uc05rDxEP+mh9biuNkJGDQHAtyxrIGXnJ6K1desoHhrD1uF662xhAdbQ1jY2wkaLCtY+nYrHOt14VwnGpmVF+Dq5gWeQPwp8CngMdwd6u6GnjPnEknCIuMSNDgvNUJfvToYTJ5m5aYn5euW8IrNrWxsjlCUzQ4tjtM+W5U4vkvCMJkFMeMqy7dxOFUli/9Zh+dR9NsWhEfszstlmmNhdi+dR2gWdkcZSCdr/mxpXScjAb97OkdYvOKJpJpk0QsQP+IyZaVjbz7wtM5e2UTALt7UoAaG3dlnK0/qlFUVwH7Sv5/A3BAa301gFLqLOB/zaFsgrDoKMY3HMlZFCyHhw+O8ovdRzGU4tVnt/GJN71g0uDbsgwlCEIlyseMK16+gb29owymTSxHk0ybJPvy3LrzEP0jebo956oVzWE3qki8PsaW4gpU0Vb1UDJNayzEiuYQIb+PvOXwo0d7OH1pnBt++TQ7OgfGQnJdf9nZMs7WIdUoqkHAKvn/5YyfYd0PrJgLoQRhsdIzmKE3lWNf3wjDGYuC7YACx9E8cmiIJw+n+JN1rWKTKghCVZSPGffseZ6RbAG/TzGcLfDBHzxGKmNxdCTL6kSMoUyBRMziQH+azr5RtrQ3LfAVzB09gxl6kll6h7IcHswymC5waCDN2iUxGsMB+obz7Nw/wDPPj5K3HBTQnczIOFunTNtGFegGtsLY7Ol64Dcl+W3A6NyJJgiLj/aWKCG/j8F0gYJt42g3tLDlaHpTGT74w90kR02xSRUEoSrKx4xXbl5OUzQAQCRg0Nk3Smf/KMl0ga6BNPGwn57BLF3JDLfuPEDWtBdS/DklGvTzWE+KgwMZCrZGaQfDUCSirpNYIhbk7j299I3kyBZsAn4fqxJRGWfrlGpmVL8L/KtSqg04CxgGflGS/0LguTmUTRAWHZGgwXsuXM+j3SlsR+M33CWnu58+SsBvMJItsKsrySVnLhdbKUEQpk0l+8rb33cBu7qShP0G/3z74zhaEzB8LG+K8K6XreO7f+wmEjBIpgt1NZu4p3eIoOHDF1LkCjZLGyO8YFUzH37tZgbSeXIFN7j/puWNjOYt/nbbWl6xaZmMs3VKNYrqDbh2qn8ODAHbtdYpAKVUE/BG4D/nXEJBWGSctbKJizYupTuZYVUiypWXbOTxniGGMgWaooGxvbfFVmrxUe7gJtQftdzG5WNGIh7kkjOXkzVttnUsYUfnMQyfYvOKBi7a2MYfDibHbFrrYTax2HabVzTRHA245g3NET7+prM5e2UzkaAxtmVsW2OIvuE8G5bFRUmtc6atqGqt88C7vE85I7j2qZk5kksQFi3uHtRnV5z52LyiiYF0fixcirB4mMjBTagf6rWNI0GDT7xpC519o4Cmo80NyXTVpZvY1ZXkvNWJmr/O8ra79Z0vYU/vEOetTowpp/uOjkgUlVOQOdmZSmvt4M6yCsIpQfnMRyRosKwxwk13P0MyXairh2S9IA5u9U8tt/FUM8GRoDHOYaoYgaRvOF8XuzCVt13GtLjkzOXAxC8gxbat5Vl0YWqqUlS9IP+XABuAVkCVFdFa64/OkWyCUBMUB9ED/Wm6khk2LmuouYdkLVLtw6norFJPS6WnIpO1e6228UxmgmtZKS9S2paTtd1k11qvs+jCcaatqCqlNgB3AJs4UUEtogFRVIVTiuIgGg4YoCBbsFm/NFYzD8laZCYPJ1kurH2mavdabeOZKJ21qpQXqdSWE7XdTJVYoT6oZkb188DpwIeAe4GBeZFIEGqM0kF02+lL2L51zZgNmTA/zPThJA5utc102r0W23gmSmetKuVFJmrLSm032bXWusIuTE01iuqFwE1a60/PlzCCUIvU+gOjFpGH06lJvbb7TMeQWlTKi1TblhNdq4y/9U81imoeODBfgghCLVPLD4xaRB5Opyb13O6n2hgyl215qtXdqUY1O1P9Gtg2X4IIgiBUQ/HhVE/KijA10u71g7SlMB2qUVT/GdiqlPqAUio4XwIJgiAIgiAIAlSnqO4AGoFPAWml1CGl1P6yj2yhKgjCoqMYLLye9kMXKiNtXbtI2wmVqMZGtQs3/JQgTJu1V99Z9TEHP/m6eZBEOFUphsHpTeWIhgw+dtkWEnFZFKoXSmNxAhJTswaoFAtX4qEKE1HNFqoXz6McgiAI80LPYIbeVI5nj45gWg7X3LGbz7ztXHkI1gHlys07zl8tMTUXORMppBIPVZiIapb+BUEQao72lijRkIFpOQQDPjLebM5UyDLk4qdcuQFFW2MIYFzII2nLxUMlhRSOh6sCt+1aYyFpMwGocgtVAKXUnwKXAsuAz2it9yql4sB5wBNa69QcyygIgjBjIkF3uf+aO3aTMW1WNIfHxWyUZcjapTwWZ0dbfCzkUWssNPZ94117pS0XCcU2K5ritMZc5bQ0XJW0mVBKNVuoGsC3gbfibqGqge8AewELd3vVTwOfmHsxBUEQZk4iHuQzbzt32gqpLEPWBhPF4mxviY61a8jvzqIbPiVtuQiIBA2uunST++KYt7nxrr1j910xXNW+oyNy/wljVLP0/yHgLbhhqjbjKqsAaK1zwI+BP5tT6QRBEOaISjEbp7sMWS87INUjU7VrxrSJhtw8acvFwUA6T95yxr08lCL3n1BKNUv/24FbtdafVUq1VsjfgyiqgiDUEO0tURKxIN3JDKsSUdpbomOmAFdduomBdL7udkCqNyqZbpS364dfu1nachExbvk/eHz5v0i5GUA97kQmTJ9qZlTXAjsnyU8BLbOSRhAE4SQw3rlGe3H39JgpwCd/uZcb79orD8dFTml7Xf/zp8ocb9x2tRybw6mstOUiIhI0uOLlG7C1ZiRnceNde09wmooEDdpbotx4194J2lc4VahmRnUESEyS3wH0z04cQRCEmVNpdq08v7NvhFt3HiKZNvH7FANpk0jA4OCxDD96tJveVE7sGWuEYuixbMHGTumx9uoZzJBMFwgaPh7YN8C+o2nWL43z6rOWsXX9EomjuwCU3ptZ0+aDP3icJ48MEw0aGD51wr2WNW12dPafcD+2t0RlhvUUoxpF9QHgr5VSnyrPUEq1AO8EfjVbgWYSIF4QBGEqT/2saXPtT55kz5Fhjo7k2Lisgf3H0hQsm9G8jVLQPZghEjRYk4idEB1AWHy0xkJ0D2YYyhRoiARIZUyypk1rLITfp3i8d5hkxmQoW2BP7zD37u1jaUOQH75/myirJ5HSezMRC5JM53n40CAF2yFXcB3dUhmT3T1DrGyOcDiV4dadh+gfydM9mGFVS5QVzWFaYyGJxnEKUo2i+nFcZfVe4BYv7QVKqQ3A1UAM+OScSicIgjBNpvLU7+wb5Xed/SRHTSxH83TvMCG/Dw0UHI1PQcHWnBYJ8opNS3n9OSvlIbjIGUjnWdUSJRGz6BnM8um7nmV1IoLlaHoGs1iOQ8CnsDTYGrKmxZGUw879x3jdOacttPinDKX3Zncyw2jOAsBQimjAwNGaf/ruY2ggHDBYEgvSk8rS3hLhtOYIf/3S1WzrWCrROE5Rpm2jqrV+GNfrfxPwDS/508CXgQjwJq3103MuoSAIwjSYyFO4aI+aK1jYtmu36PcpljeFWdsaw7I1QUOhAFtrBjJ57t3bX9FuTlhctHszbYZy2y8SMDhwLMOOzgF6UxmyBZtwwEc8aKAAn09h+BRtDeGFFv2UovTeXJWIsq4tSkPYoCni50VrWhjNWZiWQ9a0SaZN0nmLVKbAvqOjHEllOW91Ysxmta0xhO1oQgHfCU5YQn1SVcB/rfWdSqm1wKs4HqJqH/BrrfXUW70IgiDME5ViapYvOb709AQP7R/E71NsWt5IzrLw+RQxQ6F8ARLRAMm0ie1ombGpAYpt3tk3yq07D5BMF2iKGDiOQ9q0KTiagAFhA1pjQRyt2bZhCWevbFpo0U8pyr34b/jlHla1xADN/3nVRm558ACHU1n8WjOat+hKZtDaYf3SBhrDAQbSeRLx4KQxWIX6peqdqbTWeeDn3kcQBGHRUIypWaS4VGg7mq5khv976Rm898LTAUWuYPFP330MBQznHcJ+m65kAUfD3qPDXLyxTWxUa4BI0GBLexPXX7aFzr4Rbt5xAJTCcUM5kM7bjAJNET+nL4nz3gvXi2KzAJQG839+OMczR0co2A7vv+0RvvverbztxRn+eDDJNx88SK7gYGsfhk+dYCteKQarvEzWN1UrqkJ9IE5rwqmAG08zwI7OAVDw/Ye7uf6ys4kEDf54IEnBcbAdDRoMnyJb0DRFAqxJxNi+dY0oNDVEJGgQDhgMZy02L2/kycNDjOYtLO1qrOm8Td9onlzBXWKWtj35ZE2bXMHBcTQF28GnFJm8xWPdgzzQeYzOvlFG8jYRv49IyODyC9bxik1t49qqfNtceZmsf6pSVJVS7wD+N7ABqBT0X2utRfkVBOGkUR6Sqvz/7VvX0Z3MEg4Y9I/k2dHZz3mrE3z/4W78Ph/agFjIz6pElCOpLGtbYyxvCgHqBIVmqvBXwsJQbJfWWIhELEBXMsvLNrYymCnw2KFB8pZDNGhQsB0+fdczrF8akw0dTjJFM5xiuKmmsB/TcmiMBmiKBDnQnyYcMGiKBFgaD3F6W4zViegJ55DNOE49pq1UKqWuAf4dOAo8CAzOl1CCIAjToTwk1VWXbuLGu/aOC1/T0RZn3dIYvakc3YMZbt5xkC/f/xwhv8G6JTH29g7T1hCiNR7k/73tXJLpPLfuPMRNdz87dg5gXPxVCY2zeCi3Q85ZDtmCTcEC03QIGD4yBddmNW85BNt89KZyXHPHbvKWI215kijGvN37/DCDmQIAEb+PlS1RvvfwIbqSGVDw0vWtvOWFp/GNBw9x3U+fYkk8yA1vPodI0JDQVKco1cx+/j1wP/AarXVhfsQRBEGYPuXhanZ1JSuGr7n29Wexo7Ofm3cc5LHuFAXbwe9ThPw+MqbN0ZE8DeEAe3qHWNYYJpk2x87R2TfKt/9wiP39aboHM2xsaxDbuEVEaR84OJDm4EAa29Y8dXgIAA04GrTWoDVp02J5U5hM3hY7x5NIe0uUaMhd8XAcjaM1Ga15vDtFOGCwaVkDpu3wjvNX8bXf7eeBzmMUbPdF48M/epx3X3g6+/vTRAKGtNkpRjVbqDYC3xclVRCExUJ5SKrNK5oI+X3Yjj7Bfm1ZYwQ0FGwHBViOxrQ1hs9H3rQ4OJDmtoe6uHXnIRKxwNg5wY0AEAkYoCFXsMU2bhFR2geawgG0o8lbDo4GX4lTlQYcIGj4+MifncmKZjdElbTlySESNPjIn51JQziAz6fG0mNBA0NBKltgdSJCOOBnIF1Aa432XjD6R0y+9rv9dA9mePboCIlYYFptNn6rZKFWqWZG9VFg1XwJIgiCUC3lYW9uvGsvGdMmGnLD2JSHqFrSEKKtIcRo3sa0bDfYOJq1rTFiIT+GT5FMm1x5yUbCAd/Yw7DovLGto5XtW9fR0RaXZcdFwvEQVSPcvOMgfsOHlbfG4qYuiQYwLYeMaeNTYNoOGdM6IZSZMP9kTIuOtjgrmsNYtiYaNPD5FD2DWQI+xXDWIhELsm6Ju01qKlugORJgaWOIfMFhY1sDuYLN9q3rpmyzqXaqE2qHahTVa4AfKqV+qLV+dL4EEgRBqIbSsDd9w3kMnyJfcMZiL5YuDafzFp99+wvpHszw2Xv2MZwtEDB8vPtla7nvmWNj9qfliqgoNYubosf/YNpkSTxEtuCweXkUW8OHXr2R7/yxh7v3HAU0gxmT1ljohFBmwvxT3KCh1KZ8V1eSbz54iH19Izx3LM0Hf/A4n3rrC9i+dS35gkMo4GNlc3TM9nzd0hgdbfEpf0t2saofpq2oaq1/o5R6F/CQUuoh4CBQPp+utdbvmkP5BEEQpkVxCbg3lSMaMogG/ew7OkJrLDQunM1ZK5toigZY1RJlT36YwYzJv/1sDy/rSHDlJRsrzpaKUrP4aY2FOJRMk0wXcByHhnCA9kSEM09rxnK6CPt9BPyK9uYoh1NZ8RpfACptynHe6gQ3P3CQwYxJwdY8fGiQ63/+FDe9/YXjonhU6+kvYazqh2q8/l8CfBMIABd6n3I0IIqqICwwE4VRKk3Pmja7upJsa7ZQigAAIABJREFUXtFExrRq/qFdumvNSM5i+82/Z5U3g1P+kGtvidIQ8WPZGqUUjqM5ksoTDvhqug5ORYp9OpUpkDVtFBANGly0cQkv37SMnz9xmJGcRTTkJ2vahPy+sV2sZEn45FP60pc13d2lcpYNKAzPdDU5ao6NUzNdvq+kFAtzQ2k4uIF0ftz34VQW0HS0NcxZnVez9P9ZwAQuA36ntU7NiQSCIMwpE9lmlaY3Rgwe6x5mOFvAtB3ObW+mPRGp+Yd2cdeaguUwlCmwJG7Tm8qxqyvJto6lY9cWCRp87LItfPhHT/DE4SEUsDoRkVmXGqO0T/t9oJTC8ClG8jY/393LZ+/tJKCg4GgiQQOlwPacc8Tjf+EpLs83hgO0eLbEQb+PRCxIayw06+V7WQmZe0rj4XYPZjitKcKRoSynNUfoGcySLVj4UGzraOX6y7bMyfOkGkX1HOA6rfXPZv2rgiDMGxMN7qXpnX0ZBr0QTLmCTSpbIDjsq/mH9vHlf01TNEDQ8NE9mOG2h7q4c3cvl2xextb1S0jEgyTiQW76yxfS2TcKaFY2R2X2pcYo7dN5S3POyiZ6h3P0j+QxCw6ZvOVFa3DImBD0KfY+P8I5K5uwKkSGEE4upcvzF25YwmXntvOthw6SLzjc8Ms9XPaCFShgKFdgbWtM2moRULzncgWboUyBaNDPUKZALOQfe6b4fYquZHbOnifVKKp9uDOqgiAsYiayzSpN72iLMpq3GM4WCAcMmiOBunhol0cB2NWV5LaHurAdza+fOsp9e/tpjQe5/X0XkIgHx/aJFw/h2qS0TxdNPA6nsty84zke7EziaBg1bQwFhqEp2JpgUPOeC9fTFA3IS8kCU7483zOYwbLdeGK/6+znvmf6SOctYiE/7S3hBZZWgBMnA5ojATKmRVMkQEssODajOpcrVNUoqjcDf62U+oLW2pqTXxcEYc4pV9ZKZwlLHwrJtMk9e57nRWsS9A5lOW91oi4e2qXLfds6lnLP3j6eOjyM7WiMgGIoU2BXV5JLzlw+dox4CNcmlewQE/Eg79x2OvuOpskWbCxbYxgKv0/hOHD6kjjrl8ZJxIMLLb7A+Pu1qAQd6Hc3bSjYGsvRWLZrQy735cJQbpNatPmfro3qbLeerkZRfQB4Pa7X/5eAA5zo9Y/W+rdVSyEIwpwSCbpe71d+71E00N5y3P50w7IGsqbNF+7bR28qxzd3HmJVS5R79vbV3UxiUZF58vAQH/zh44xkLZqiAc5bnRhXTjyEa4/Sh1+58rKyOULatMhb7uYOPg2gKPz/7N17fFxXeej939p77jO6jS6OY1nxRU6cixMwFGIMbYEQLkkbIE0PTSGltOe055TzKb2EkjbNOU3ThpeQz6GnfNrCS1NIKeXWNH6bEAgJEIhxSIlD7Dh2YvkmS5Z1G400mj0z+7beP0YzGd011l16vp+6QTMjzZJm77WfvdbzrOX7jOZd7n3spQXLnxML59U1cUd5YP8Jnjk5hOP5REOm5JAvopkCyYk5qaUC1dK1onTDN/G/pc0WSutbz2e2qppA9YmK//0FihX+ldTYY3LmC7HMUqM2H/j8Ac6P5AmaxQ3oKkcjOvpGi6MWWpeLjtbqSGI0ZPJzW5P82+/u5WBnit1tyUmjaVIhvLpMTNWYuKrDYLbAJck4TfEw1lilv+35vNKb4UzKon+0QEdfhl2t9cv9q4gJSuk4f/2+a+joy5TXUl3IKnLxqtnSnkqzTTnHI205xMN2+fHprhWVP7O0TfV8iherCVR/s6qfLIRYNgc7U1gFF0Op8pahpdGInO3x4IFTdKYsNFATDRINmmt+JDEaMrmkMT7txU4qhFePylSNnnSeO/cdpuD45Qtt5cLyW5piuL7meO8opjG2BJKi9P/EChUNmbS31MjN4yKbLe2pNNtkp3xsz6d7KEe24NIYD8/pZ5Z2Ciydnxdyjalmwf8vVf3ThRDLYndbkvp4CLCJhQPc+/6ryx1915BFKutw6YYaco7HH19/KfWx0Jq+GEix1NpSmaoRC5lYhckjNpV52vc+dpRoyGRDbYTmRJgtTXPb3UgsHzlnl8ZsaU+l2ab9Hf3w4+IWxNGgWd75b7afOdU61tWqZkRVCLFKJMcq26ea6m6MhwkHDayCx7bmOFdtql/zFwApllpbJhYMVubANcbDHO/NlHNXj/dmSGVtaiNB4qEAH7y2bdyaumJlknN2acwl7SkaMsuFqTPl8Vfmuk5V5Hihpg1UlVI/D68WR5W+no0UUwmxMiQToXGV7VDMXb3z4cOkcw4KuPGqjcvTuCUmxVJrT2WqRumiGAsFuHPfYayCR3NNmNv2XMKm+hjJeIizKYvNyZgEqauEnLNLY64V+a8WumWYKm1mqrzxhTLTiOoPAK2Uimqt7dLXM7xeiqmEWCGm6nxytsed+w7zzMlBLNtDA3/wjRf4hUubxlVAz3cpkZVIiqXWttK2uH/09Z/x7KkUwYDBsfMjHD03wkV1EaJhEw24vkdH3yjtLQk5BlY4OWcX31zTKyqXp/rKs51T7nq4v6OfnnQe01DFvPGHD1Nw/Umvu5DPc6ZA9SMUA09n7GspphJiFSiNmlq2N24ZkY6+DOeH82QLLranUQpc36czlaOjb5RI0FiQpURWKimWWtu6hiws2yMUNMgWPPKORypr83LvCPFwkK2NcQ6cSHGi3+KyDTXcfdNVa+bYXqvknF1cXUMWPek8OcfDS+sp0yvGVfAHDTJ5F8f16Rl7fWM8zJ37DpPJuZwbzrG5IUYsPDlvvLUhdsE5x9MGqlrrL074WoqphFjhSqOmz55KEQq+uixVa0OMBw+c4WzKwtOagKlQKAKGwcX1ER48cIpU1innrso+6GK1KVX6A+Rdj6Pnhhkt+Hi6uAXni+fS+IDt+gyMFujoG2VXa93yNlqIZdQYD3N2yGLYcqiLBaes5K/MFc7kXE4PZsnZHnWxYDHV5uHD/ORUCtNQtDcn+OC1bexuS3LvY0fL6TalXccuNOfYWLhfWQix3LqGLKyCRyhgYDs+sbEp0a4hi/5MAcNQ+Bq01jQmQvyfW67hI3u3kso6eL6mf2zdO0DywsSqUpoq/uhb24kGTGxP4+tiTlrQUIQCJoYqHv/FJLaZMtmEWPsGswU2N8Rob0mwuSHGYLYw6TWlXGHPL54vmxtibB97/dGeYTIFl5zjMWTZnB2yKnY41GNnmB73c6D6a8ucq/6VUm8CbgAuBWqBEeBl4FGt9YE5v+M6suUTjy53E8Q6UzmqFAub3DOWe9raECsvvBw0FJGgSWt9lJa6CK0NxWKT/ScGQENrMsJH9m6XPD6xKj2w/xQHO4dwPZ9EyMA0DIIBg4BpEAooWhIRtjTFaG+RmQKxvlWuNzxd8BgNmdx+/U7ufPgwmYJLbyZf3p1qd1uShw52Ew2axMMBNjfEONiZYkNthFTWIREOkMo6k5aMW8gcVQCUUrXAvwLvYuoVku9QSj0K/LrWOjPndxZCLLiJy/YMZgvlDiEUNDBV8T43EjLY0hQvdxi37bmEzpRFNGgykvOIBA0JUsWqUFmg0TVkkbYc8q6H64Pta66/vInbrt1KJGiyqT46r/UchVhLJl4vOvpGAT1pF7DBbIGC6xMyDS6ui/K2nc3cePUmkokQ97x317gc1S8/00lzTZhkPEgq64wLgC8053guI6rfBK4Dngb+EThEcTS1Frga+G3gRuBrwHuqboEQYkGVRlBLievJeIg92xt59uQgWdsDrdhQG+Vj111a7ozaW2rY1hyXpWDEqjKxavmjb93BmVQW2y1OO8ZCJr9x7Vau3FRH15BVvFAmZCRViJLS9eKufS+WZ9X2tjeOWwmmNG1/ZsDi5MAonq85ej7DXTdeWQxWb9rFI4e6+e5LfZiGIpW1+dh1lxIJGgtyUzhjoKqUeifFIPV+rfXtU7zkeeBLSqlPA3+glHqH1vq782qREGLeSonrnq/Zf2KAQ91p+jM2pfS80wNZPv7NF/jYdTvKC/5PnJZZi8tUibVl4laqTx49T0M0SHc6D8Cw5XK0Z5h/efYMPek8m5MxqfYXYoKOvlFe7s1QcIrbbXemcuOKnaIhk4++dQc3//1+BrM2w7khLNvl2y/2sLkhxtd+2kl/xi5X/W+sjyxo6thsI6q/BpwBPj7L6z4O3AzcCkigKsQyK90Bn+rPojUMZAr4FHN3FJB3PP7zdIr/8S8H+cXLmst3z6WOSbYvFKtB6TjvSec5k7J4+PlznB/Jl5/3gQd+fIbekTzRgEHnkCXV/kJUyNkeDx44RX+mQM7xqIsGaUtGJ82qHe0ZxvE0hlIUXJ8jPcP86b+/SCJsEjAN2psTJOMhbnn9Zt62s2VBrxezVf2/DnhYaz1jeaTW2gceBl6/UA0TQly40gjpn91wBVdvqgMN0aBJNACGAtvTOJ7G83X57rnSVEuJCLHSlI7zW16/mZzjcnpglLzjYVK8uCkgEjDwfI0n1f5CTNI1ZJHKOly2oYYrN9by8Xdexm17tk563e62JLXRAEHTIGBANGDi+j62p3E9n2O9I3QP5fjBy73kbI/jvRlytrcgbZxtRHUTxcr+uXgZ+PC8WiOEWDDRkMmu1jruff/V3LnvMIMZm0PdaXztA2PbyBlqyrtn2b5QrBbRkElbMor2Nem8i9ZgKEU0aKAUNMRDXOx6NMbDbJVqfyHGqezrtzTF+PGJQR451DNpJi0aMnnN5gaO92YYyTsUxgoWYyGTKzbWMpwrVvn3Z+wpd6Waj9kC1VpgrpX8GSAxr9YIIRZcMhHi/ltewzd+2snR8yMUXB801EQC3PGey3n3VRsndSSyfaFYTdpbamhvSTCYHUKNzRNuaoiyoTbCb+y5hN1tSan2F2IKlX193vH5zBOvAJMX5e8ashjJOWyojdCUCHPL6zfTUhMiEgywqT5a3tFwMTaNmW3q36C6eRLZQECIZTbVtEs0ZHLj1ZtoTIQIjq0n+eYdTVMGqZXfs2NDjVzYxYoXDZl86ldew8a6CDXhAJGgWb6gFtziDIIcy2K9m25KvtTXt7ckpl2Uv3Lh/1jIZM+2Rn5uayO7WutIJkLcdeOVfOLdO7nnpl3ltbwXajZuLstTvUcpddEcXve6+TZGCDE/MxVBJRMhvnDbz/FHX/8ZvtZ4niZne3LxFmvCpoYo+37vzRw4OUgkAAMZh7/7YQc/eqWfuliQb/zOm0gmQsvdTCGWxVwLZG99QxugxlXtl1aA+ehbd/BX33oJq+Bx3+PHJqUGlEZOF3o2bi6B6q1j/+ZCstSFWEYTl+vZ39HP3vbm8nJT93/3Zc4O5cg5Ht3pPHfuO8z9t7xGglWxJkRDJj94uZf9HYPkHI9swSURDjBsORzsTHHdFXMZcxFi7ZmqQLZySn6qQBYgNVrMObVsj1jYnNO0/oUu7D+d2QLVty7YOwkhFl3lcj1nhyy+/EwnTx7rK9/hWgUPw1A4nk8iHMAqeAuSQyTEStA1ZNGZylFwfbIFF9fXjBZcNjXE2N2WXO7mCbFsZiuQnSqQbW2Icee+wzx7KkUoaLC9KUFNJFAulFqqItsZA1Wt9VNL0gohxIIoJcbv7+jny890jrvzbYyHiYVNdjQnODtksaUxzsb6iFT0izWjtSFGWzLKqYEsSima4gFqIiH+4pevkGl/sa7NViDb2hAjGQ/SmcqVV4IpDW6EAga241MTCXDPe3cteWHiXKb+hRCrSDRksre9mSeP9ZXvnhvjYe57/BhWwaM+FuQv3/sGTg2MsrstKdP+Ys2IhkzuvmkXL3YP87mnOjjSk8FyPP75mU6uuLheglWxrs02Je/6kHOKy05BMXgtFUbFwib33LSLZCK05OeRBKpCrEHRkMnt1+/kYGeqvDRP30gB01BYY7mqBccvpwVIsCrWimjI5Oe2JlG087//4wgDowWeOzMk+dhCzKCjb5SfnBrEdnwGRgt09I3S3pLg1jdcAmjaW5Zv1QxZTkqINaiUAP/lZzq57/FjNMbD5WVHYqFiQjzIrlNibcrZHl/7aSd9mQJDloNSkMm5cqwLMS2N1uD6xf/mHZe7HznCZ554ha8827msLZMRVSHWmJztjUuABxjMFsr5SaU0ANl1SqxVpW0h21sSHOwcwnZ9zg3naIyHl7tpQqxIm+pjRIIGOdsjEjRQqBlXCVhKEqgKscaUEuCDgeIOIeGAUU58X6x17oRYSRrjYcIBg5G8Q0MsxKb6KIlwgMFsQfJUhZjCYLbAJck4LTUe0aCJRhMOGFi2t+xFtzL1L8Qa09oQo7kmhNaaYEARC08ORCuD1ql2KhFiNcrZHoe7hrn3sZewbI9kLMS12xqoiwaX/WIrxHKZbkeqSqXCqUQ4QHNNiK//tKu8durt1+9c1gENGVEVYo2Jhkxu27OVs6kckaDJyFhu3sRpm7nuVCLEalA6nk/1Z+lMWVy6oQbX13xk73YiQUNmD8S6NNd+vnL5qrzj85knXsE0FAXHX/aZCBlRFWINam9JsLU5jmmoafNQp1rgWYjVqnQ8R4ImqOIyOy21YdpbEuzYsHwVy0Isp2r6+dJMW3tLolx8uxLqGGREVYg1aLbFnWH2nUqEWE0qj+e925u4bc8ly7qkjhArwYX083O5fiwlCVSFWKNmW9x5pXVGQsyHHM9CTHah58Vs14+lJIGqEOvYSuqMhJgvOZ6FmGy1nxeSoyqEEEIIIVYkCVSFEEIIIcSKpLTWS/uGSvmAqqurm/L5+t/9lyVtj1h50v/w61M+Pjw83Km1vmQx33u241OI6cjxKVYyOT7FSjbT8bkcgapLcSR3ZEnfWKwFw0vQ0crxKS6UHJ9iJZPjU6xk0x6fSx6oCiGEEEIIMReSoyqEEEIIIVYkCVSFEEIIIcSKJIGqEEIIIYRYkSRQFUIIIYQQK5IEqkIIIYQQYkWSQFUIIYQQQqxIEqgKIYQQQogVSQJVIYQQQgixIkmgKoQQQgghViQJVIUQQgghxIokgaoQQgghhFiRJFAVQgghhBArkgSqQgghhBBiRZJAVQghhBBCrEhLHqgqpc4opc4s9fsKMRdyfIqVTI5PsZLJ8SkWQ2AZ3rOurq6uDtDL8N5idVNL8B5yfIoLJcenWMnk+BQr2bTHp0z9CyGEEEKIFUkCVSGEEEIIsSJJoCqEEEIIIVYkCVSFEEIIIcSKJIHqHOVsj+O9GXK2t9xNEUIIMUfSd68s8nmIai1H1f+qk7M97n7kCH0jBVpqw9x145VEQ+ZyN0sIIcQMpO9eWeTzEBdCAtU56Bqy6EnnyTsePWlN15DFjg01y90ssQy2fOLRqr/n9CdvWISWCCFmkrM99nf005POYxqKvpGC9N3LrGvIom+kADDj55GzPbqGLFobYhLICglU56IxHubskMWw5VAXC9IYDy93k4QQQkyjNHLXk85zdshic0OMjfURWhtiy920da21IUZLbbg8ojrV5yGjrmIiCVTnYDBbYHNDjKaERzRoMpgtkEyElrtZQgghplAauTMNxeaGGB+8to297c0S8CyzaMjkrhuvnHG0dK6jrmL9kGKqOWgduxtPhANV3ZVL0rgQQiy90sgdwMb6CLvbknQNWdIXrwDRkMmODTXT3jSUPjvP14SDhsxgChlRnYtoyOT263dysDPF7rZk+QSbmEdT+TUg0xdCCLFM3v/aVvoyeV6zuYH7Hj82qS+WPMjlU/rbN8bDDGYL4z6D0vX2jocO0Z8pcO9jR7n7pqvkM1rHJFCdg5ztlTu6J4/1cfv1O+lOWzx44AyprE1LbZjbr985rjO89Q1tMn0hhBBLLDVqc8dDhzjUPYxSsOviOgquP66gqrUhJgMJy6SUg9qVynF6MMuWpjitDdFxn0F3Osfhc8PYjk93OkdH3yi7WuuWueViuUigOmamu+vKnJmedJ479x1mcNTm7JDFpS019I0UONiZGheYgpo1aVwIIcTCydked+47zE9Opcg5HolwgJRlk4wFSedc2pJRWhtikge5jEqr6BzrHSFtOcWbCKUmfAa6+H9a47g+ecdd1jaL5SWBKrNXGTbGw4SDBlbBIxYysQrFoirf16SyNttb4tRFgyTjofIIa3tLYtakcSGEEAuna8jCKnhEggY520Vrzca6KKYB/aM259J5Ull7TtXnYnG0NsQIBwxsxydgGHi+JhYyx30G7S01vHFbA093pAgYiq//tIvtzTXlNAFArq3riASqzFxlWJr2LwWpf3bDFXz2+8fpSuUImAamoXi+c4izqRwb68O8f/cm9mxrKudACSGEWDyVs2GlwlfP13T0Z6iJBDkzMEowYHLsfAbH8/nA5w+w7/feLAMJS6wyLzUWNgkGFAFD8drNddzz3l2Taj9+/Q1b6EkXCAYMTg9kueOhQ7i+JhkPAqo8KCRpG2ufBKpMXtutMR7meG9m0hRR/2iBn50d4qNv3cHHv/kCmbxL3vbIFFwGRh2OnBumJ13g6Y6BSTmrcjIJIcTCmmo27Pbrd/K1n57hSM8wvX2jaMBU4PkQNA0s2+NgZ4rrrrhIpvuXSOXnFA4YZPIuQdPE8jxyjk/OKa6QEwsF+F/7XuT8SJ6tzXE21kf5yalBHNenK53jsg01dKZyKCAeDkjaxjohgSrj13ZrjIe597GX6EzlaEtGuePdV5CMh3i6Y4DhnMNfPvISl19Uy7HzI+RtFwvwfY3r+WjA9fwpc1blZBJCiIU1cTbsxe40X/jRKZ47k2Io66ABBbi6+Hrb84mGDHa3JZetzetR5edk2R4oKDgeBdfjpZ4RPvD5A2xuiHG8L8PAqI1S0NGX4b//YjtnUxbRoMmJ/lHyjkdbMkrliKqkbax9cwpUlVJ1wGVAr9b6zDSv2Qq8RWv94AK2b8mU1nY73JVmf8cgtuvTmbJ46pU+9mxv5Oi5EWzHw3Z9nuscImd7KAWxkImpIJN3cX04O2SxY0OC3W1JnjzWJzlQQgixSCpnw5LxIF/40Sl+ciqFZbsETYXjafSE74kGZWZrqZU+p550nnDA4KbXXsz/2pfB9Vxy2gOteen8CCO54s2F1mB7mu8c6aXgeiQaYuxtb+S2PVtpb0kAkqO6nswaqCql7gD+FxAc+/qHwG9rrU9MeOmbgH8CVmWg+ioFCjSQtmz++ltHCZgG4YBBMGCQzjn4viZgKkKmwesvqcf3FftPDBAKKAyl+NXXt5FMhCQHSgghFlHlbFje8bn/8ZeL9QGOR00kwCXJKK/0ZsgU/PL3nB60uOOhQ3zmA6+VfnmJlNdG/fdDHOoa5mDnEJm8g0Lj62JKRjrnlF9vAOGAQWMihKnUlDuLyQzl+jFjoKqUeifwV8ArwCPAZuB9wHNKqZu01k8tfhOXVntLgr3bm3i5N8O5dA5fg+36NMRCvP3yFg6eHuJ8poDt+lyxsZb7fuW1PH92iINnhzCUIhgwiARfXbhYTiYhhFg8pX42Z3tsrI8AxSDnQ9e20T9q81ePvoRl+3gVQ6uprC3pWEtsMFsgbTk4ro/jFwPUcDBANGjwP9/Wzv/9XgcF1ydoGvzGm9o43pflfDpPMh4at9GOWH9mG1H9Y+Ao8DqtdR5AKXUN8BDwrbFg9YlFbuOSioZM7r7pKjr6Rnlg/wmeOTlE2nI4NZBlcDRPwDTY2hSnPhrknvfuAuDuR17Csj1MpXjLjuby1MSFkN1ShBDiwtz6hjaGLYe+0QL/9nw3AxmbnOPhVwSpBtCajEk61hJrbYjRloxyNmUR0BrPNzAVJCIBdl+SJBQwKLg+kaDBDbs28dnvd3AmZdGVznHvYy9x903F661cH9ef2QLVK4D/UwpSAbTWLyil3gg8Afx/Sqn3aq0fX8xGLqSpAsHUqF3eHjWZCBENmexqrePPb7iKh54/y0PPdXN+JE865xIJmijgN/duJRoy+d6xPs4P59Fa4wFvvaxl0gk003ZxE18nu6UIIcTc5WyPjr5RHjxwiu6hPD8bm93yNFzSGAMUYRMKHkQDim0tNXxk7xbpW5dYcRBoFx19GY73ZfjnA50EDEUkaPLJbx/DKrjkneKSjnfte5Gc41FwfbTWvHQuw4vdaR56vruq66MM/KwNswWqdUBq4oNa6wGl1FuBJ4GHlVLvX4zGLbSpAsGc7XHL537MsOVQEw3wqZuv4apNxa3a7nv8GD3pPLmx7fcAokGDkwNZPvXtYzTXhLl598WYSuErRdAwaG2ITPmePek8Z4csNo+t8zfVSSa7pQghxNyV+tdT/VlOD2bJOz6W46Mo1hl09GbwipscAVDwNG2NMdpbpF9dDtGQSXtLDQ/sP013OodpKK7eVEcm72I5HrancX2Xoz0jhAIGmbyDr+FE/yj/8NQJPJ9xW+HOdH2UgZ+1w5jl+bMUq/0n0VoPAW8HjgH/Drx7YZu28KYKBA92phi2ipWG59J5/vKRl7j7kSN09I3SN1LANBSXJGP86Xsu5xcvbWZzsjhddDZt8eypFF//aTdvv6KZnRfV8s6rWrhqU/2U75l3PIYth5zjld97olJlJCArBQghxCxK/WskaOJpjev74573dXF5KgUEDFBKMWw5U/4ssTQ6+kb5yalBPF/j+ZoP7dlCfTxIOGAyNh5EJu+Ss12iweKqOuGgyXDOJTYWaM7l+jjV9V6sTrONqB4AbgL+ZKontdZDSqm3U0wDuBUmrQSyoky1bV5jPExdLMjgqI1pKOqiwbGDW5dfu7E+wruu2si7rtpIR98on/3ecZ47M1TOqfno2y4jEjSmnF54dVkOTV0sSDRoTnuSVVawylSFEELMrLJPf3N7EyM5lxfPDWM7PqGAYmgsKPX84oqqIdPAmLSvvFhaxSHu4s2Doi4a4J6bdnHHQ4d47kyK4bxLMhaEsU0aNMVlILc2xbjj3VfMmD5XSbbJXTuU1tPHlkqpXwY+B/ya1voHM7yunmKw+lqt9YxHj1IqXVdXV5dOpy+sxfNsk80wAAAgAElEQVQ0XY7qgZMDPHG0l5GcSzIe4rY9l7CpPjblSZEatblz32GsgjftNP5U7zlbjqqYlVr0N5jl+NzyiUer/pmnP3nDfJslVodlPz7Xo8o+HYojdqBJxsPc/R9HSFk2zTVhhi0HQylak1Fuv37neuyLV8TxmbM97tp3eNymOoPZAo3xMCf7R/l/nz5JwfFprgnzq69vRaEIBw3aW2qq/qwkR3VVmfb4nDFQXQwruaOtTMpPZZ1JeS0TO0Q5AZbcsne0EqiKGSz78SnGqyyUjYbM8oDBOt3eesUcn6Vrbd7x+PpPO8ddb0GurevUtMenbKFaoXhSaDpTOaJBk76RAh19GSJBc8rOTaaOhBBi5aicvepOWzx44AyprM2Tx/rKffbx3owUra4AX3n2DKf6s3SmLLY3JzjZn6WjL8Ou1vpxn4eMigoJVCvkbI8HD5zh7JAFGt64raHc0YWDBlbBm7biUE4mIYRYepXBaWmllrNDFg2xEOeGc1zaUjOuz5bcxeVXWQSngWPnRwgGDB48cIa7b6oZN4s5sXK/9P1yrV0/JFCt0DVkkcraXNpSQ97xuO7yjTx0sAsAq+ARC5kUXH9S5ybLYAghxNKr7HtLgwmlFVaSsRBoyDseW5vj5T5bilaXX+XNwtWb6khlbeLhwKQdwyZW7nf0jfKVZ8/ItXadkUC1QuXJs7U5zp5tjTzd0U/fSIHmmhD/5fVtUyZ1y/qnQgix9Ep9r+dr+kcKJOMhAOpiQeLhAHvbG7ltz1baWxLj+mzZ3np5Vd4sTEyrK91Q5GyPvOOTjAfLOayg5Vq7DkmgWmGqO+27brySjr4MDx44w98/dWLc9EOJTCUJIcTSa22IkYwH2d8xCKq4NepH37Zl2hVbxMpRebMw8bpbOVKejIf42HU7yps0yLV2/ZFAdYKJd9rRkEkkaJLK2sDUd3EylSSEEEsvGjK5bc9WzqZyRIImIzmHSNAkmQiRTISWu3lijiZedytnKVNZm0jQLF9X5Vq7/sy2M5VgbjtGlU60CzlxcrbH8d4MOdubd1uFEGItm9hftrck2NocxzSUjLKtMtNd+2a65s7nWitWp6pHVJVSO4AdQCNTrHultX5wAdq1oizmiKkUYgkhxNxM11/KKNvqM9O1Tz5TUWnOgapSagPwJeAdpYemeJkG1lygCouXfC+FWEIIMTfT9ZdSHLX6zHbtk89UlFQzovpZikHq3wPfAwYXpUXrjBRiCSHE3Eh/uXbIZynmqppA9R3AP2itP7pYjVmPZIpDCCHmRvrLtUM+SzFX1QSqBvDCYjVkPZMpDiGEmBvpL9cO+SzFXFRT9f8j4JrFaogQQgghhBCVqglU/xB4n1Lq5sVqjBBCCCGEECXVTP3/PTAKfF0pdQ44CUxc+FNrrd++UI0TQgghhBDrVzWB6jaKy091jn3dtvDNEUIIIYQQomjOgarWessitkMIIYQQQohxZAtVIYQQQgixIl3IFqq1wHUUUwGgmKv6Xa11ZiEbJoQQQggh1reqAlWl1G8D9wMJXt1CVQOjSqk/1Fr/4wK3TwghhBBCrFNzDlSVUr8MfJ7iCOqfA0fGnroS+J/A55VSfVrr/1jwVgohhBBCiHWnmhHVjwNHgTdqrUcrHn9SKfVPwDPAnwASqAohhBBCiHmrppjqGuCLE4JUAMbyU7+E7FwlhBBCCCEWSDWBqprleT2fhgghhBBCCFGpmkD1BeDDSqn4xCeUUgngw2OvEUIIIYQQYt6qyVG9D3gIOKiU+r/AS2OPl4qp2oH3L2zzhBBCCCHEelXNzlQPK6U+Cvw/wN/y6lS/ArLAR7XW+xa+iUIIIYQQYj2qah1VrfXfKaW+ArwD2Dr2cGnB/+GFbpwQQgghhFi/qt6ZSmudBr6xCG0RQgghhBCirJpiKiGEEEIIIZbMtCOqSqnvUcxDfafW2h37ejZaa/32BWudEEIIIYRYt2aa+t8G+Ly6fuo2ZK1UIYQQQgixRKYNVLXWW2b6WgghhBBCiMUkOapCCCGEEGJFqrrqv5JSKgDcBCSB/9Ban1+QVgkhhBBCiHVvziOqSqlPKaX+s+JrBTwBfB34HHBYKbV94ZsohBBCCCHWo2qm/t8F/Kji618Cfp7i1qq3jj32iQVqlxBCCCGEWOeqmfrfDByv+PqXgFNa608AKKWuBH59AdsmhBBCCCHWsWpGVEOAW/H1WylO/ZecBDYuRKOEEEIIIYSoJlA9C+yB8ujpNuCpiudbgNGFa5oQQgghhFjPqpn6/yrw50qpFuBKYAT4VsXzrwVOLGDbhBBCCCHEOlbNiOq9wBcpjqpq4DatdRpAKVUH/DLw5EI3UAghhBBCrE9zHlHVWheA3xr7N1GGYn6qtUDtEkIIIYQQ69y8Fvwv0Vr7wPBC/CwhhBBCCCGgykB1bJH/64AdQCOgJrxEa63/coHaJoQQQggh1rE5B6pKqR3Aw8BOJgeoJRqQQFWIJbblE49W/T2nP3nDIrRECCGEWDjVjKj+LbAd+BPge8DgorRICCGEEEIIqgtU3wJ8Rmv96cVqzHzkbI+uIYvWhhjRkLnczRFCCLHM5LogxOJZqvOrmkC1AJxarIbMR872uPuRI/SNFGipDXPXjVdKpySEEOuYXBeEWDxLeX5Vs47qd4C9i9KKeeoasugbKQDQN1Kga2j8Klk52+N4b4ac7S1H84QQQiyxqa4Lci0QYmHMFndN5ULPv2pGVP8Q+KFS6o+Av9Va21W90yJqbYjRUhsuR/atDbHyc3JXLYQQ68/E60JjPCzXAiEWyExx11TmE4tVE6juB+LAp4BPKqXOARPDYq213l7Fz1wQ0ZDJXTdeOS5XopQ7MWw5nOrPEgma5ah/x4aapW6iEEKIJVCZN3fXjVfS0TcKaLrTuUkjQHItEGJuJuajluKu0vk1m6lGYOd6/lUTqHbOqTXLJBoyy790KXLvSec5k8qSd3yUgr3bm2aN+oUQQqxOE0dtbr9+J1959gx9IwWS8SDJeIhU1p7TCJAQomim0dDS+TXbKGm1I7CVqtlC9Rfn/FMv0EJVkJUi95zjkcm5bG2KYxiK2/ZcMu7nTnw/qRAVQojVq6Mvw8n+LNGxGbQDJwfKM2qprMPv/sJ2hnM2u9uS0seLdWO+sc10o6FTPd7aEJv0XqX3v/36nQxmC1W3Y0G2UF0IC5lLWorcvbSmLhYkHg6wsT5Ce8urw8xT3Xnf9/gxetJ5YmGTe27aRTIRWqhfTwghxCLK2R4PHjjD2SEL39dceXEN3z7SQ2fKAgVv3NrI13/aSSrr8OSxPslRFevCQsRWU+V7H+/N0BgPz5oHDsz7/asOVJVSPw9cD2wA7tdaH1NKJYDdwCGtdbranwnzy1+AyXcMpZzVxniY7rTFxM20Su/n+ZqT/VkOnBygK5XjWG8G39fc+fBh7v/V10hHJoQQq0BH3yinB7K0JMJ0p3P0DNsMjGZob07gac3P72jiq/95tjzaKjmqYj2YS2w1lxHXW99wCaDZVB/jvsePjRvkK8VY3elX36snnWd/Rz8baiPzzg2vZgtVE/gK8CsUoz4N/CtwDHApbq/6aeCvq2rBmOnyF+YyPZ+zPe7ad5hTAxaN8SD3vv8akokQOzbUkBq1+fsfnCCTd4mFTH77LVu5alM9jfEwAUPxUs8ISsG3j/RwciBL2rIJmgaZgisdmRBCrAKpUZu/eeIVXjw3guv7GEpRcIvLUb3sD3PFxXX860866RyyMJRib3uj5KiKdWG23NDKEdfaqMl1l29kz7bG8oxy5fPJeIg3bW/k5fMZTKXw/GKR4gP7T3Oif5TNDTECpsIqeJwbzvHlZzpprgmTjAdJZZ0Lzg2vZkT1T4CbKS5T9W3gaOkJrXVeKfXvwHu4wEB1usr9mabn/+w9V5DK2hw5N8z3j/WRKRQXIbjjoUN85gOvJWd7/P5Xn+fIuWFyjo+vNQfPpnlzeyMBQ5HK2ni+5rKLaugbsdlQG8bxfDxfUxMOSEcmhBArXM72uHPfYf7zzBC266E1OGgKrg/AsOXyzMkUnq8JBwwu31jLbXu2ymyZWBemiq0qlUZcbdfnOy8O8r2j/dRGg3z1v+1hU0N03OzzD4/38fiR82TyLkFTcXFDlL5Mnu8cOY/j+hzpHubKi+uoiwa5qDZC3vHozxT4o+svIxI0LjhHtppA9TbgQa313yilGqd4/ijFQPWCVVbuw+Qh64OdKbpSOV7uzeB6Pv/lcwdwPJ8hy8b2NAoImooT/aMcPJ3iwWfOcKgrTd71cH0wFfi+5kRflmjIJB4OEDAUjuvTloyOvUaRjIe45727pCMTQogV7sXuNKcGslg5Z9J6iQCuBuVplALH08RDAdpbEkveTiGWy8TYqlJjPEw4YHAuncPxPDxfYTkedzx0iM996PW0NsRIxoMcPZchnXWwPY0GPF/TEAtxqn8Uz/dx/eLjpwdGufSiWrqGLBzXpz4eYlN9dF41P9XsTLUFODDD82mg4YJbMoVyUZSvCQcNtjYlOD2YZciysRyP4ZxNyrJxxjohBbi+pjOV4w++8QLPnRnAsl0KrsZUYBqKUMBge0uctmQU0yhOAf3ZDVdwx7uvIGCAYShqowEJUoUQYoVLjdp8/N8Oc6Ivi8PESoRXaUApRXNNiE/efLX070JQnI2497GXOD+SZyhno5TC9orxkoaK3aaKAZZWr65R6mlIxkK8decGTKXKj48WPI6cG6bg+himwcV1UQazhXm1s5oR1QyQnOH5dqB/Xq2ZIBoyuf36ndz58GGsgsf9j7/M5oYYedfH83yCpoHtOSilMZUiGjKwHA/X9xkcLaABQ4FSsHNDDeGgyYf3buFtOzcAjBsKP96bIZV1SIQDpLKO5KcKIcQKd7AzRSbnkIiYjFg+KIXrT17u21AQNhWhgEk0KEGqEFBczm1/xyCW7WHZLolwgEzeJREOctFYPmnXkEUqa9MQC6EYuxlUUB8JcMPVG7Fsl9dsbuBwd5pMwcNQ4PkQMBTa19RE559GWc2I6tPAB5VSk25alVINwEeA78+rNVMYzBYouD6mobBsj/p4kCs31nLt9ka+8l+v5S3tTSRjIRLhAOGggaEUWhdHTwOGIhIMEAkYhIMm7RsSvG3nhvKuCjs21JTvrEujt4AsBi2EEKvA7rYkdbEgBorNjXE+/Su7qI+OH38xVTGlKxQwyeZdDnamlqm1Qqw0xZFS01AYhsLT0FQTZmtzvJzHXYqNbM+nPhqkLhqgJmQSCwfY97NzPHjgDJsaIuzYUEMkaFATDRAwFW3JOG/YmuSem+afRlnNiOpfUQxWvwd8ceyxa5RSO4BPUNxe9ZPzag2Tq/wrK9Y21kcmLRj7+9ft4J5Hj2Iqxc/OpgkHDExDc9XFdQxkbZoSIVobYnxk7xbaW2om/cEmbrcnC/4LIcTqkEyE+MbvvImDnSl2tyVJJkLURAL87pcPMlZLxc6LaulMWWitqYmG2N0208SgEOtHe0uCvdubOJuyaK4NYzs+BddnY32ETfVRjvdmyrHRi91pbv/mIfKuQzRkckkyjjlWlP6x6y4FNA/sP01POsfG+ggf2buN9pbEgsRS1exM9VOl1M3AF4B/Gnv40xRHgvuA92mtX5pPY6aq8h/MFsr/bYyHJ+1q0N5Sw7bmOCf7s9TGAlxcGwXgw3u3sGdb07jvm6h7KMcdDx1CA60NUe668UqZ7hdCiFWgcpDhuisuKj9eFw1jGsWlcwzgLdubONOUpSuVZ0tTlO60VZ5VE2I9i4ZM7r7pKjr6RgFNMh7maM8wl2+sK6+wFA4YfOjaNvpHHfKOV5z+V1ATDeB6mpbacDkg/ev37Sqfk8CCDfxVteC/1vpRpdQW4B3A5RSD1OPAd7TW1gzfOieVVf496Tx3PHSI4ZzD5mSMO959+bhFZku7G5SWXujoy/DA/lP85GQKFPzg5X7etnMDraHYlLsipEZtPvD5A5wfyRM0jfL7T7X9lxBCiJVjpt129FhZhz/27ws/PkldJMDOjXU8dybNPSNH2dYcl52phBjzlWfP0JPOcyaVpSkRJhkLYdkeHf2jpLI2T73STzxsYNmaWMjEMBT/9c3bCAcNKksYSymVC7nTKFzAzlRa6wLwyNi/BVU5zR8OGBzqHsZxfTqHLA6cHJi048He9uZysLqrtZ6P7N1GTzo/tq+zTdeQRd7xy3s9V+6KcLAzhVVwMZTC8XwUTLn9l3RkQgixssy0204kGCAaCpB3HQBcHwYtl5fODRMOmvi+piedl4JZse5MtWFS6VzKFlzOpfMMZYtT+9ua4uTs4rrEvta4HiTCJhtqi2kBG+ujfPb7x6eMl+a70+hEVQeqi6lyYdq0ZfP7X/1Z8QkNLTURWmrD9KTznB2y+PIznZP2a25vSbC1OT5u39l7H3upvNfz3u1N5SHp3W1J6uMhwCYWDnDv+69mMFtY0D+uEABbPvFo1d9z+pM3LEJLhFgbZtptp70lwZt3NPGdF89je8XRVQU014TJ2h6nBrLUxYI0xsPL1Hohlt50o5ylc2k452AaCtNQKOC//8I2/vmZTl7oSjOSc4mGTX5uSxLb8Si4Pn/1rZewCh6moSbFS7PthlWtqgJVpdStwO8BO4CpFv3XWut5Bb+VQ8d72xvpTOVoS0a5alMdV22qY39HP19+pnPKP87EHRiKyyo4XLqhhpzjcdueS8pB7VRJ+DnbW9A/rhBCiIU302470ZDJp26+hr3bm7j3W0exbBfDMGhKRNhgKGzPJxo0GcwW5rUIuRCryXSjnBPTJ8+l87Qlo7xuSyOv29JIR98oecclEgwAms88cby4ClPBIxYyKbj+pHhptt2wqjXnoFIpdSfwF0Av8GNgaF7vPItiku+uSb/o3vZmnjzWN20wWbkDQ2VUv605TnvL+NHRZCI0Lgl/of+4QgghFsdMu+1EQyY3vWYTz51JcXrAIhkPcdcvXTluqlIGIsR6MtMoZyl98q/fd/Wk+GdXa135dZWDeVOtwlRppvOzWkrryYsjT/lCpc5R3Cb1XVpr54LfUKl0XV1dXTqdvtAfMWWexUK8Vqx40208s3BvMMvxeSHT+Bei2ql/SS9YEZb9+BTjTez/1/n1QI7PdW4hjv9FPIemPT6rmaavBb4+nyB1oVQTqS9kVC+EEGL1mNj/y/VArGcLcfwvxzlUTaD6PLB5sRoihBDzsVJHu4UQQly4arZQvRP4XaXUaxerMUIIIYQQQpRUszPVU0qp3wKeUUo9A5wGvMkv07+1gO0TQgghhBDrVDVV/28EvgQEgbeM/ZtIAxKoCiGEEEKIeatm6v9vABu4CUhqrY0p/q27MkohhBBCCLE4qimmuhr431rr/1isxgghhBBCCFFSzYhqH8URVSGEEEIIIRZdNYHqA8AHlVLz2iJVCCGEEEKIuagm6HwauJFi1f/fAaeYXPWP1vqHC9Q2IYQQQgixjlUTqD5R8b+/QLHCv5Iae0wKqoQQQgghxLxVE6j+5qK1QgghhBBCiAmqWfD/S4vZECGEEEIIISpVU0wlhBBCCCHEkpl2RFUp9fPwanFU6evZSDGVEEIIIYRYCDNN/f8A0EqpqNbaLn09w+ulmGqdytkeXUMWrQ0xoiH5+IVYbnJOirVKju31Z6ZA9SMUA09n7GspphKT5GyPux85Qt9IgZbaMHfdeKV0HkIsIzknxVolx/b6NG2gqrX+4oSvpZhKTNLRN8qp/iyRoEnfSIGuIYsdG2qWu1lCrFtdQxZ9IwWAKc9JGZESq9VUx3ZrQ0yO5zVOdpkSFyw1avPZ773C6cEshqHYu72J1obYcjdLiHWttSFGS224POrU2hArB6eN8TD3PX5MRqTEqjTx2G6Mh8eNsN5+/U4GswUJWteYOQeqSqk3ATcAlwK1wAjwMvCo1vrA4jRPrFQ52+POhw/z0zNplIK2uii37blkXOcgIzdCLL1oyOSuG68sn3ulc9WyPWIhE8v2MA0lI1Ji1ak8thvjYQ52puhJ5zENRVcqx8e+9jyGUmysj8hN2Boya6CqlKoF/hV4F8WCqYnuUEo9Cvy61jqzwO0TK1RH3yi9I3ks28P1ffqDBTbVzzxyA0x5QZSAVoj5m3ge7dhQUwxS9x3m2VMpggGDi2rDxEIBwKC5Jkzasvn8D0+SytoywipWtJzt0dE3Cmg21ce47/Fj9KTznB2yuLguyunBLFnbJWAYeFqXU17k+rL6zWVE9ZvAdcDTwD8ChyiOptYCVwO/DdwIfA14z+I0UyynyuBzMFugMR7mgf0nODmQxdea+miQLY1xutM5vvLsGfpGCoSDBlbBA+Bkf5YXu4d56PmuSVOOkhwvxPxNdx51DVlYBY9gwCCVtUllbRIhk63NcRSaT337ZbqHc1zaUjMpn1Uu8GKlyNkef/rvh9nfMYBpKK5urSOTc8kUXDbURHjHFS18+0gvPzubxvFcTvaPMmw5pEZtSXVZA2YMVJVS76QYpN6vtb59ipc8D3xJKfVp4A+UUu/QWn93EdopKkx3AVmoC0vlzwG4+5Ej5TvXzQ0xwgGDF7rSKK1RwOZkjNZkFND0pPPkHQ/bNYiFTA53D4OCL/zoJAXXHzfluGNDDV1DVvl7etJairGEuADTFVA1xsPEQiYb6yLkbJdswSVl+QyeSRM0IBkPYRgGecdja3O8fM7LDeTymqkvX083EKXfNW057O8YYMiyUcDJvizdaQvH10SCJn/53qv44SsDGEBN2MT1NHc/+hIbayNTXnfE6jLbiOqvAWeAj8/yuo8DNwO3AhKoLqLpLiALdWEp/ZyedJ5YyOQ3926hb6RA3vEYthyaEh5Z28X1NT6K+liQD127hfaWBMl4iLNDFsOWQ10syF/88lV89nvHiQRNCq5PLGxScHyS8SB5xydnezTGw5xJZRnKOjTEgzTGw4vwVxNibZuugOq+x49h2R51kQAX1UU4dn60/D2OD6N5l6ta6/nj6y/jyk115T5jtpUDxOKZqS9fTzcQlb8rgO/7KMD1NV1pC9fXhE2DoKE41DVMR3+GgudT8DSm4eP6mv5Mgas31eL6lM8LsfrMFqi+DnhYaz3TQv9orX2l1MMUR1/FIpruArJQF5bSCOcrfRlsx8fzNcl4EM/X1MWCRIMmDfEQfZkC6ayNUorvHj3P1/7Tpi4a5OK6KE2JMNGgSV00wNbm+LiKzO60xYMHzvCZJ16hpTbM+1+7iZxdTBGwCi4HTg7wtp0b1mznu5Js+cSjVX/P6U/esAgtEfM1sYAqGjI53JXmZH8WUyl+djaNYYChwK/ozS3Hp6M3w788e5o/v+Gq8vdPFfiKpTFTX76ebiBKv6vna17uzYCCaNAkU3BxPI3ra7TvgYIT/SMMZZ2xQBYUGq2Lr/nQtVvYUBdZFyPQa9VsgeomipX9c/Ey8OF5tUZMqXKqp/ICUjkyuVAXltaGGLGQie34hAIGBdfntj1biQQNGuNhutM5OlNZzqVzZHIOmbzLd1/qJR40CARMdl1ci+1Bc02I9paacRWag9kCoEhlbaDY0fZlbAxDYSrIFDy++OPTPN0xsKZHCoRYDKUCKij2GQ/sP82pgSyO6+P6PolgAMfUBAxF3vHwdHFHl+G8yw9fGeR/pJ/D8zVbmmLcfdOuSYGvWBrT9fHRkFl+riedJxY21/QMVOl37egdxfV8tjfVcG4kh+V4aF2s7E4mgjge/POBTjIFF60hYBTPBdcrXsP2vXCOu2+6So7hVcyY5flaYK6V/BkgMb/miIlK0x+ffOwYdz9yBIC7brySj123A1B85olXxj3+iXfvnFeQFw2Z3PPeXbxhW5JLN9SwsT5Ce0uCHRtqiIZMvvLsGf7lmU5e6EozkncYHbu7Tec9hrI2L/VkyBZcXH98EdZ9jx/jk48d48EDp0jGQ0BxKmbPtkb2bm9iU0OMumiQeChQHikQQlQvZ3t871gfz5wcxPV8NMVcVKUUzYkQd7x7JwHz1QVcXF+TyTs81znEoe5hnu4YpKMvUw585QK/tEqj4xP7+FKwevv1O4vLjBWKqR2lGam1pvS7JuMhTENxuHsY2/EJm4pY0EABg6MOQ5bDSL4YpGqKI6qZvEvOKf5d+jNyPVntZhtRNSh+9nM1W+ArqjTdVE8kaI4bmSw9Pt00UDUJ+MlEiPtveQ1dQxaxUID9Hf3sbkvSnbY43jvKmcEsrutTLKV69fDwNPRmCuQcj96RPLd/83nAKK8AYBqKVNbhY9ftIBI0y225+6ar6OjL8OCBM+VlcmSqUYjqlW5sO3pHSWdtfK3RwNamOkxD4Xo+f/PkcRxvfLceChg4nsbXGtfz6UxZtLdIkLpcoiFz2j5+MFug4PoAnOrP0tE3yq7WuuVs7qIZzBZwfc3mZIzjvaO0JWOEAgZN8RCPHOqhdBhXHs0aikGrhlzBJTY2Ei1Wr7ksT/UepdRFc3jd6+bbGDE5oJxuSr+aqf4LScCPhorTSrd87scMWw410QC7NtVzJpUt3r0qUFpjAgETCh6Yqhis5myPvOPxwtlhLt9Yx0jOIRkP4fqaltrwpAtgNGSyq7Weu2+qkalGIeahdGMbDweIhU1Gci6e1rx4bhhDQSRYfKxSyITdmxs43l+cYo2HA3z12bM8eqiHe967i2QitEy/zfo2U9+fjIfYf2IAreGz3z/Ove+7ek1+TqW/gedrGsZqJbrSOV7sTjNxHNmESY9FQiZ/dsMVcj1Z5eYSqN469m8uqhl9FRNMF1BOlSs23eOln1P5eLUJ+KXvf6U3w7DlADCUdTg9mGXnhlqOnBvG801CAYVSkAgH6B3JEzAMbNcjFDDL7TnaM4wyFBfVR/joW7bNOEpTmWMnhKheZXCza1MdBzvT5alh39d4XnGEtXRTubEuxOu3JPmLX9pFd9qiM5Xjq892cmJgFNvxuXPfYe6/5TVyoV8GE3dhquzTb9tzCacHskqdGL0AACAASURBVJwdsnju9BB3PnyY+3917X1Opb9BR98oD+w/yYn+LFbBxffHhxoBBde01vNK7wgZuzjaHDBgS1MCy3an+tFiFZktUH3rkrRCkLM99nf0l7eD6xspcKR7mHTOZndbclwAlxq1OdiZ4vKNk6d7KoPdZDzEbXsuYVP9hY2+1kaD1EQDZHIuDfEg25sTjOQcfuGyJkZyxen9waxNWzLOpvoY77iihb3tzXzq20cZzDrUhAMc6h7GcTU/PT3Ef3sLa64jFWIlefXCnuGB/aeKhZGeT204gFIQNIs3k5GgieNrGuMRIoFAeVajvaWGRw+dKxdTWgVvTVeWrySVOf3daQtQbKqPknc87n3sKKmsPa5Pb64Nc6K/uNxYOuesuc+p8jrXO5JjKOuQjIXoG8ljTwhUEyHFm9obCQYMjp5Lkyn4aA3n0rk1XXC2XswYqGqtn1qqhqxnlWuXlhbVb4iHuP3fXiCTc6mLBfnG77yJZCJEatTmls/9mLTlYHs+r2mtpzUZHbcTTd9IAdvzeeqVfk4PZGnfkOD263cymC3MOq1eOfo6knO47+ZrysFy6ec3xsPc+9hLjOQcIsFiWnJrMsotr28DoDYaYjjnggJrbM1Vx/MpOP7i/zGFWOdK+Y0jOZedF9UykncwleLFc8O4viYUNNmUjJG2HJoSYVJZuxzklIop79x3GKvgsbE+Ivl9S6DyGnAmlSVneyiliARNmuIhuodzbG9O8HTHAMfOZ9h5UYLf+8V2nnq5H9vzOdw9PLY17upVOROYs71x17ldF9fRm8mzuSHGNa31nB7M8krvaHkKN13QfP5Hp2ipCRMOBrAcB9NUbE7GGMwW1mRaxHqyuo/sNaIUHJqGYnNDjA9e20bB9fnRK/0ADGVtPvfDDt5x+UX0ZvLlkzfveAznHEIjRvkEH7YcfF/zYvcwlu1xdsgiHg4wmC3M6W57Yl5U5SLgADs21HC8N0Mq61AbDRIPB/jgtW3sbW8eW7txmLMpi0jQZLTgEg8HcD1NNGQSDkqtnRBLofI8bk6E6egbxR0bhQoYBje/dhMv945OWbxYWUwp+eJLo3QNGMk79I4UCBgKQymsgkssaOL7mqGsTfr/Z+/O4+M660P/f55zZs5sWkeL41heI2dzHEhYjV9pyW2gLGndQLltKQ2U3r7Kr00Lt32lJTTN716XEiDwAwqvewttaQktl6WQpJACJoQtxklums1Z7FjeZMm2tpnR7Gd9fn8czXgky7bGlmxJ/r5fL8UZzWj0zNF5zvk+32cru5Rtj7FCldZYhIihiBgmpqH44YvHeccr1yzJv9fMnsArVrSQK7v4gabieAxly6RTFttevorVnQk+9v09J72H5wfkKi6rOxOgFH6g6UhGpaG1DEigugg03lRWdsTZ2t9DxfFpT0bJlhzyVZd/3nmILz86yA0bu7E9P8xOKmiJR0inooxMVvnod/fw/NE8ubKDFwSYCipuQGxqDdR9I4X6jedUqwCcbuzr6cpbe897dx1kMFMGBa9Z30VfZ5yjOZs16QT9vWcOlC+m7QGFWCgzx/YVHZcggIipSKcs3nb96noPyUJtxSzmrq8zSVsiws/3T2B7frhGaDJCydUcnayQikW4+WWX8Kkf7KNkawpVj/uePkrR8Ymo8O96/9NH2T08yfZtm5fc361xcf+d+8fZP1bE8cN7mB/AkWyFI9kK//Pbz7GqI8l40cZg+uQpDXQmI1xxSSu9JZekZfLhJXgsxMkkUF0EZgsOE5bJN/7gdXz+pwP8y6ODOH5A4AccGCuxOp3EVIpULMJ/uaKHJ4/k+JOvPkXB9sIFozSgIVAK04BYxOTu775ApuTWd4i6Z8ee+qLRH942fWbvmSY1nSqYHcqWyZRcLl/RSsX1ee/WdfT3zn0m/8W0PaAQCy0cAmCQr3hcdUk7+XaXt1y7krdd11ev7zPrudTBCyNhmdx01Qp+tGeMRNTACzSdLXHsyerUutSaf/jpQTxf15dkKtkebfEIrfEIZdtjcKLM8ckqA6MFNvd1XNgP1KRa8uPgWAk0tMWjvLyvg9XpBN9+5hgl2yMAchWPXCUPhLP8zamVLExD0dMa449u7Of1l/fOaZibWDqkL3aRONXi2vtHS/hBuJWpaShsL1xYf6LkMFqw+Y/njvPwnlEmKy6ur/EDja/DFU4VcPmKVkbzVQYzFSCc9b/rwAQDI0X2jhR4/ECGO+/f3fSi0bOVt3axMQ3Fhp5UfYb/XBcNn211AiHE2Wusk1esbOW3X7P2tOP1pA5eOFs2dNPVEm7MkIiaZEs2haqH42uKVY/xkkvj8rcaiBiKy3tbiUSmbuWq/p8lpba4/+9sWctrNqQxDUV3a4yrLmnD15rZZjdoTnzSWNQk0Jp/f/oo9+zYI0HqMiMZ1UWq4vjcef9unjqSAxSJiOKy3lbaE1FMQzFRcohHDPxA43lBff9upRQtlkEQaCqeZmCkyA2X9xAxmBpXGuG+J49wcKJEoeqRTlmUHZ+B0SLxqHFOFXwuwwZOR/YXF2J+NVsnpQ5eOOkWi3vf+xo++K1nKZRdXhzJ1ycLzbbuow40V65s4z2vW8s3nzrKULZMWzxK1fXru1gtFRUn3GUrXG3G5I1Xr+BzP97HQy+O4Pk+URPcGbmUmAlOABXXx/UDelPhxphzWYJRLC0SqC5SQ9kyZSfczcnXmtZElPZklNZ4BNsN6O9Nkq/4PHc0hzG1JqKCcAC+41ObYJ+3XX79ulVcvy7NwGiBzz08wNNHJjENaItH6OtM0NMa44s7D3AsV2V1OnlO+yKfy1qo5xroCiFO1kydlDp4YZUdD8s06EhZtMYi+IGLd4rFUnwNzw9P8rHvv8S67gRtcZPnj07y/q89xdbLupfU/vaNY1QfO5DlueE8w9lqOIQNaI0Z+MGJhEzUAMc/MUbV8TUvjRaYKDvcsLFbGljLjASqi1RfZ5KVHXF8rTk0XmJdV4q+zgS3v/FKhnNl7t11mHy1SqAVV17SxosjhaluEB1uhzi16LHna4ZyVXqnuvBsL8CKGjhuwCvWdXLbjRupuj7v/9pTOG7AYLZ8Qbfkk0X/hbiwpA5eOI0Z7Rsu7+bYpM1zw5NUXf+kgFUTrp8KZUbyVXpaYni+Bl9zJFNeUlnF2uc+MFYCBUkrQuNSqVYkwvquOH4AJc8jU7Ap2tNTrKlYhN7WOLduWb9kAnQxNxKoLlIzdyVpHBw+UbLJlBxSVoSoqbCiJn2dCTqTFumkheMF/GxgHAhbnjteOM6OF46TTln0tFpAazgjcmp7xN1DOab3MckGY0IIcb7NzGhXHJ87vvUsTw5myZUcUAovCHcXiygwDEWgwTQUK9tjZMsOKFidTi6prGLjRhX37jrMoYkSsYjC8zWGoerr/w7nKnh+gBtALGrQYhl4WhE1FRHD4IpLWujvbbnQH0fMMwlUF7HGzEbjBIjGVvfWy7rrO5XUgtmK4/Pn//Y0xyZtLmm36hOxMiWHD9x0+UljUft7W9na38VgpjLnZaSEEELMv8brfsIy+fRvXsfzw5N86qGX2HO8QMRUOF7A2nSSyWq4acO6rhR3vPmq+o5W/b0tSy6rWNsdbfu2VgZGi3zhZwM8eiCLqSBhRcIJwgquXNlG1fV556vX0N/bwqqOJMO5CqBPu0W3WLokUF2CTjWOrBbMJiyTz77zFfVsbG2Qem9bbNYLWMIy2b5ts4xLE0KIRSZhmbxyfZrP/tb13Hn/bsqOT09r7KQERcIyl8UOTGHA2s7H3/5yBkYL1LaSrQ15y5Qc+joTvOmalSfd+8TyJIHqEjWXtU5rz89lcoSMSxNCiMUr3WLxyf968o5hyzVIq2VYa9ItFtu3zX1dbrF8SKB6EZAgVCw16z744IUughCLzsV+Lb/YP//FShb8F0IIIYQQi9KFyKi2TU5O0tGxtLZ4Exfe5OTkYa312gX+Nac9Pzve968L/Ounfk+T9WOxluusf895+jxn41THYDGcn0KcipyfYjE73fmptD6/SxEppTzCTG7+vP5isRxMLvSFVs5PcQ7k/BSLmZyfYjE75fl53gNVIYQQQggh5kLGqAohhBBCiEVJAlUhhBBCCLEoSaAqhBBCCCEWJQlUhRBCCCHEoiSBqhBCCCGEWJQkUBVCCCGEEIuSBKpCCCGEEGJRkkBVCCGEEEIsShKoCiGEEEKIRUkCVSGEEEIIsShJoCqEEEIIIRYlCVSFEEIIIcSiJIGqEEIIIYRYlCRQFUIIIYQQi9J5D1SVUoeVUofP9+8VYi7k/BSLmZyfYjGT81MshMgF+J3t7e3t7YC+AL9bLG3qPPwOOT/F2ZLzUyxmcn6KxeyU56d0/QshhBBCiEVJAlUhhBBCCLEoSaAqhBBCCCEWJQlUhRBCCCHEoiSB6jJRcXz2jRSoOP6FLsqyJ8daCCEWB7keL38XYta/mEcVx2dgtMC9uw6TKTn0tsW46+ZNJCyTiuMzlC3T15kkYZkXuqjLQqbocOf9uyk7Pj2tFrduWU9/b4scXyGEWGDh/a4IaPp7WwHY/p3nGc3b0+59YnmRQHUJqgWgXakY9+zYw4GxEkeyZS7vbWU0b9eDU6nA86vi+Nz5wG4eP5ghElHsHVEcyVRYnU5y65a19Pe2yjEW4gJa98EHm/6ZQx996wKURJytUyVYKo7PXQ88x87946Bha38Xt25Zz2jeBqjf+zauaL1QRRcLRALVJabi+PUANBYxKDs+iagJGqquz/qeFH2dSYayZanA82woW6Zs+1hTx92KGEQjBjv3jzOYKbOhJyUNAiGEOEuN97eZCZahbJkjmTKOGwAwmKkAmt62WP31fZ3JC1h6sVAkUF1kGluTwEkty6FsmWO5KkXbI9CantYYnq/rrctaN3RXKlYPZFd2xKUCz4O+ziQ9rRb5ShwrYtDbFmc0XwUNlmkwMFLke88do7+3RbKrQgjRpMYEy1Cmwr8+eoiXr+5k06p2ulIx2hNRohEDBaxJJ+jvbeWumzfVhwOI5UkC1UWksTWZTlmAJlNySaei9SC0KxXjcKbE0VwV01D0dSa57cb10wKjiuNzz449lB2fZMzk9jdeCcC+kYKMVz1HXgBDuQqmoVjZEeOPb+zniz8/yHNHJ8lXfD50327aE1Fe1tfB3W+7lnSLdaGLLIQQS0JfZ5LethhDmQpPHcny+KEMpqG46aoVxCKKsuOzoTvF//OLG7j60o76ELivPH5YhrktYxKoLiKNrckjmTIaSERNdg5McCRTYX1Pine+eg3dqRjZkouh4NB4CYCEZZIpOjw5mKE9EWU0b2MaCtsNGM5VzliRZeLVmQ1lywxly9he2PV0eLzCvY8eZiRv47iaqKmouAGZkstjBzPccd+z3HbjRplsJYQQc5CwTO66eRPfeGKQZ4dyVIMAzw/4v4cy9LbEGCvaOF7Alx8dpC1xlLGCg6912KsVMWSY2zIlgeoiUmtNjuZtVqeTgGYwU0EDvtYcy1UBxbruJEeyZfJVj7Gizb27DvOBm2K86x8fI1tyaE9E2djbghdoVnbEAV0PgI/lquwcGOP6NWkmSnZ9SIBMvDqzrlSMkXyVQtVFaxjKlRmerFB1AxzPJ2WZOL5Ca4hFFM8OTfI3D77A+p4Ut7/xyvrxlmMrhBCzS1gmv3TVJXzse3vwgrA7f6JoM1l2iJgGqViE8aLNULZCpuzgeAFJy+SynhYZ5rZMSaC6iNRak7XMZsXx+clLo3zmh/s4OFaiPRllVUeC7ds28/CeEb74yCEMA47nq9y76xBHcxUCrclXXQzg0s4Et924kUTUJBY1KFQ8jk5W+NLPD3P3d/ewujPJyo4473z1Gpl4NQf7xwpMlh2mrp2MFxwiEYUOQCn49Vf08ar1XXz9iSNkig7DkxXiUZNjuSp3PrAb2w2kISCEELNo7NU7mivj+SfGnGoNXqAxlabi+BzPVynZHiXHpytlsa47xTteuZo16cQF/ARioUigusgkLJONK1qpOD53f/cFXjxWoFh1WdOVoi0eZaJks7GllS0buvn/fvASubKL4wdkCzauF6AUBBoGs2WGJ6vced9uultjFKoeZddjRVscxw+YLLv0tPhTAaqSmZNnUHF8Pv+TA5QaFpUOAMfTKMJh/P+08xAjhSp333Itw7lyfW3bWMSgbPuYhpKGgBBCzDBztv+r13WFXfpTfK0xAMcP8NygnozxNVTdgI5klB/vHSFTciUZsAxJoLpIDYwWeGRggkzJwfUDUCVuvGJFPYicKNms7kyStByGMyVGijaRiCJqGFQdH1+D7wc8dSTHZT0tHMtXsN2wi2RdV4r2ZJR41KS3LUZ/b8u0TK5U8JMNjBZ5/lgeQ9XC0hNqjwINLx0v8eRghq39PWzfds209W6lISCEECebuZxiT2uMeNSkZPtowi00vQA8NIYKM6y1lIEXBGSKDlHTkGTAMiWB6qKl8ANNoDVR02BFa4Jbt6ytB5F9U932ALmyQ8n2aI9HubQjwXC2zHjJBaDiuEQjCscNiEUM1nWlePfr1nL9mjTDuTKgLtQHXGLCcFTPsgKKqcKWvWFAyXH5l0cH+eGeUe66eVP9YikNASGEmF3j/Ix0ymKy4nBtXwdjhSrHJsMlAGu9WWrqP7UhWP7U/yRjZn14lSQDlhcJVBep/t4WtvZ3s3NgHEPByvYYthu2HGsBZm2CjqEU7/mnxyk7PpmSw6qOJJPVPEGgaYlHue31/Xzl/w5StsM1Vbf29wDwlccHT1oKS7pNZtff28qmS9v4yd5RZuZUE1GThGXyG69azTNDk/VW/cBogXjUrAen0sIXQoiT1eZnDIwWuXfXQb7xxBAj+SqXtifwAijZDhU3QKExDEUsYlB1w2wrOgxW//ItV1N2PLpSMUkKLDMSqC5SCcvkI7ds5rnhST7/k/08fyzPH3/1KWIRRdUNMAzF1su62b7tGgZGi1zSFmZX41GTiKEwlQIDWuJRrr60nU++4+XTKu++kcJJS2G1xCLSbXIKCcvkfb9wGc8OTVJxXAp2UH/O15qi7bFzYIJ81WX11MYAtTGqEvwLIcTpJSyTeNQgU3IxDcXqziTveu0arl+T5gfPH+cj39uD6/l4gcaKmNhegOdrfB3wzFCOT+zYy1+99eppw6zkurs8GHN5kVKqVym1USmlGr63Xin1P5VSn1VKvbPxOTE/EpZJRzJKwfZwvYCK4zNRcqk4PmXbZ/9oMZz9v/MAw7kKw5MVultjmAbEoiYdiShr0kkmSnY9o9c4dKC3LQbA6nSyPltSuk1ObdOqdn7x8h56W+PTvm97AbYXoLWmM2nxjlf2ceuW9WRKDnBiJYWK47NvpEClYUKWEEKIUON9qdb7l7BMfvDiCIWqS8UN8ANNT4vFFZe0kbRMTKXwAs3+sSJPDmZOWsFGLH2nzagqpQzg88DvEg4N2auUeguQBn4K1CKaPwTerZR6i9Za7sLzqK8zDCKPZMpEgaipGMvb+Fqzb7TIPz5ykOP5Kpf1tOD4ATdd1cs3nhgiZYUtTkW4/mej2jIgjWt7wsnbtYrpEpbJ9m3X8O9PD3PXvz+H62sCHX4/CDRHsmVMw+ChF0f5q7dePW0lha5UTNaqFUKIU5jtvpSwTHYPTXI8XyViKAIdTqaKGAZ96TgHx4pTKwIo1nWluH5Nmh/uGZWJq8vMmbr+fwf4PeA/gEHCgPXvgCjwt8CXgATwJ8C7gd+fel7Mk4Rlcsebr2bXgXFWtMbRwMe/v4eK43Nsshp28Wtw/YANPSlevrqTB3cfY11XiiPZMlrDPTv21AOjmcuANAZM0t0/N08cztCZtLC9gIRl0J6wSERNBidK+IHmsYMTDOcq0yZQzZzVKsMrhBAidKr7UsXx+eLOA4zkq5iGQSpqEIsYdLfGyBRd+ntaKDgerbEIv3/DetItlkxcXYbOFKj+AbBDa30zgFLqBeAzwNe01h9qeN17lVLXAO9EAtWzcqotTCuOP23Mze1vvJL+3haO5apUXJ9ULMLW/i5u3bKeVR0J7tmxh7LtEzHDFubMbeUkYDo3Q9kymZLLlZe0UbTDC+Tzx/J4fkDJ8UhZEWoj/BsnUDXOapWWvhBCnHCq+9LAaJHHDmYIAk0qZnD7G67kicEMmZLLpR0xnj6Sp1BxCbSm6obD42Ti6vJzpkC1H/jrhsffIxwC8OAsr70f+LN5KtdF5XRZzpkVeKJk11uMXanYtC6S2gQp01AQQDJ+8nIdEjCdm5nHb6xg4weakuPXl0t5zYZO+nunXyhn7jomLX0hhAid+r6kQYNSCss0uHpVG7963SqGsmWqbsAnd+yl5HgMZSt8YsdeNvSkZFjVMnSmQLUVKDY8zk79e2yW1x6fer1o0umynLNV4MYWY7rFqr9P42tXdsRn3V9eAqZz03j8ulIx7v7uixyeCAfsd6UsVqeTvHfrZbMeV2npCyHEyU51X+rvbWVrfxeDmQpr0gn6e1un7d64siPOwbESinCZQOklXJ7OFKiOA70Nj13gP4H8LK9dAeTmqVwXldNlOZsJLGd7bWMg2/g6qchnr/H4bd92Dc8PT/L3PzuA7QWs7IjT39tygUsohBBLy2z3pXAC6+ZZ738z116trQMuvYTLz5kC1eeBl9UeaK3zwKtO8dprgAPzVK6LypmC0WYCSwlCz6+EZfLK9Wk2rWqXLLUQQsyz093TEpbJ5r72UwazYnk40zqqXwFGz/QmSqk0cAvhklXiLMxc51QsLfL3E0KIC0Ouv8vbaTOqWut7gXvn8D6TwEpAVtcVQgghhBDzYl62UJ1a5H9yPt5LCCGEEEIImOMWqkIIIYQQQpxvEqgKIYQQQohFSQJVIYQQQgixKEmgKoQQQgghFiUJVIUQQgghxKIkgaoQQgghhFiUml6eSim1EdgIdAFq5vNTa68KIYQQQghxTuYcqCqlVgBfAt5Q+9YsL9PMbYMAIYQQQgghTquZjOrnCIPU/w08DEwsSImEEEIIIYSguUD1DcDfaa1vW6jCCCGEEEIIUdPMZCoDeGahCiKEEEIIIUSjZgLVnwEvW6iCCCGEEEII0aiZQPVPgVuUUm9fqMIIIYQQQghR08wY1f8NFIGvK6WOAgcAf8ZrtNb6l+arcEIIIYQQ4uLVTKC6gXD5qcGpx2vmvzhCCCGEEEKE5hyoaq3XLWA5hBBCCCGEmEa2UBVCCCGEEIvS2Wyh2gbcRDgUAMKxqj/QWhfms2BCCCGEEOLi1lSgqpT6b8AngRZObKGqgaJS6k+11v84z+UTQgghhBAXqTkHqkqpXwW+QJhB/Svg+amnNgF/DHxBKTWqtf72vJdSCCGEEEJcdJrJqP458CLwGq11seH7P1RK/RPwKPAXgASqQgghhBDinDUzmeplwD/PCFIBmBqf+iVk5yohhBBCCDFPmglU1Rme1+dSECGEEEIIIRo1E6g+A7xHKZWa+YRSqgV4z9RrhBBCCCGEOGfNjFG9B/gW8KRS6m+BF6a+X5tM1Q+8bX6LJ4QQQgghLlbN7Ex1v1LqNuBjwGc50dWvgBJwm9b6gfkvohBCCCGEuBg1tY6q1vp/KaW+ArwBWD/17dqC/5PzXTghhBBCCHHxanpnKq11DvjGApRFCCGEEEKIumYmUwkhhBBCCHHenDKjqpR6mHAc6i9rrb2px2eitda/NG+lW0Qqjs9QtkxfZ5KEZV7o4gghFpDUdyEWjtQv0YzTdf1vAAJOrJ+6gYtkrdSZlaji+Gz/zvOM5m1622LcdfMmqVxCLHJnezOU+i7EwplZv25/45VMlGwJWsUpnTJQ1VqvO93jpaSZG9ZsN6mhbJnRvA3AaN5mKFtm44rW81F0Ic675ZDtOJdgU+q7EAunsX4dy1W584Hd2G4gjcKLwNneW5qeTLXUZIoOd96/m7Ljs7IjPq0iZIoOTw5muH5NmnSLBcx+k+rrTNLbFmM0b5NOWVRdn4rjS4USi1LtYtCVis0pU9F48QCWRTZxLsHmqS6ajfW9ty1WPy5CiHNTcXyqrk86ZZEpOSQtk7LtYxpKGoVLxFyDzZn3lYHRAvfuOkym5DR9bzmnQFUpFQG2AWng21rr4+fyfuditoNXcXzufGA3jx/MYEXDeWO1ipApOrzj8z8nV3JIxiL88+++mmzJ4Ui2TFsiQr7ikU5FyZVdJsuTvO26PgC+/sQgn35o37QDnSk67DowzorWOJtWtU/7/Us9MyWWllom8ViuypFsmUvbE7QmInx42+Z6Y6z2uoHRArYb8LUnBsmUXHrbYrzz1WuXRTZxeuMyStUN6o3L2mf/ws8OcHC0xCXtcT7+6y+j4vr88MXj/NJVl3DXzZsYGC1ykYx2EmLBNV6bTANuvvZSXr2+i8/9aB+jeZu2hMlLI0WSVoSy45G0Ijx9JEtva5xrVrUDyP30AssUHe58YDeFijftvnK64ZLplAVoBjMVjmTLXN7b2vS9Zc6BqlLq48CNWutXTT1WwEPADYTjWD+ilHqt1np/05/+HDVWgGTMrB+8gdECo3mbaMTAdgMCrUlaEfaNFHhppECu5FB0fCarLr/1949SqHoEWtPbZvFHr9/Izv3j/MlXn2Ky4tIWj7CuK4XjB6SsCAMjRR7eM8LLV3fyrn98lKO5Kqah+OVNl/CRWzYDyyMzJZaWWiax4vrkSk54TgeaO+/fzV++9WpePDbJVSvb+cSOF3lk3wQAEdPgihWtUwGqXhbZxIRlTgWbYSv+kzv2Eosofue16/jmU8PsPZZn70gBreH543l+8+93MZwt4/iae3a8xP1/uJWvPH5Y6q8Q82QoW+ZYrsrekQKZksOzw3lef3k3d7z5al44Osmff/NZfvjiGJ4fsKErxaFsGcfTKKV5/RW9tMWjZ5WNE6fXTIb0jm89y67949heQCoW4c77d/PhX9vMPTv2nHK45JFMGQ0koiZoqLo+63tSTd1bmsmovokwOjOFewAAIABJREFUMK35FeAXgI8DTxPuVvVB4PebeM/TqmU+QNHf23LKTGWtArw0UsDxgvrBu3fXYYZzFRzPJxYx8HzNrV98jNWdSTpTFnHLJG97REyDsuPh+gEAxydtvrjzINmyg+NpXD9gouQwXrRRGsyIARr++jsvsKGnhUzJwfMD/AD2jRQYypYBlkVmSiwttUyikwmIRgwcPyAeNcmVXX7zC7uoOD5WxKDkeJRsH1NBazzCWMGmrzPOqo5k/UKzVDMXjdeHeNRkrGDXb46PHcxScT1MBX4tWarhpZEiAFFDUXV97ntqaNb6K70kQpydvs4kyZhJ2fHRWmO7Po8MTPDYgXG+/Nggx/JV9FSdfP54ATjRn/HwnhGuXdVJRzIq99N5NHMs/203buTFY5PThkPWDIwWeGYoR8H2w7+L41Goeuw6MM7BsRLxqMlo3q73RNWGd6xOJwFNpuSytb+LW7esnxbPzUUzgepqYF/D418BDmqtPwiglNoE/HYT73daFcfnQ/c9wyP7JjAMeHlfJ3e/7dowU/LAcxzJlFmdTrJ92zX0dSaJRQ3Kjk/cCv99cjDD8XwV1wu7/PwAqp7PZNmlp8UnX3H52Ntfxhd+uh/bCxjMlKi4NkEQpofbE1HyFRfLBFspbD+oVyLXDTAVTBQdOhIOtuOFNz0NhapHVypGwjJJp6IMZiqsSSeWbGZKLC0Jy+S2GzfyZ19/mhbLZLKqWdeVwjQUJdvDDzSZksPU6UqgwDQVo4UqmbLD3d99ke3brqkHZftGCksqKJttRnEsoijaHlpD0fbwglN35/tak7Ii3HJdHxOlA9Myy7IagBDn5rdftYZnBnOUHY98Nfy67f88xeUrWlGcCEw1J5YbAiCA+NTwvaXc03OhzZbkqzXIhzIV/uvnf07J9ulMRfnm+7bWX9OVijGYKeP5Qf3vFGjQSvPlXYc5MF7CCwK2bOjm3l0HyZRc0qkoH7jpcvp7W8L3P4cGfjOBqgV4DY9vZHqG9QCwsukSnMLAaIFHBjJkyw6BhkcPZrjjW8/ypmsu4ZGBcVwvYDBbZmC0SH9vC0krghUxUCh6Wi2uWtnOwbEimamfr7gBh8eLtCVjxKMmvW0xXrE2DH7//N+eoT1hYbs+nh9ge5rDE2W29nfxzlevZc+xST72vb0UHb9ePl+HN7X9YwWSVgRX+xhAKmYynKtM/XHUVGVTs39IIeZZxfH5fx94jscOZtCAoWC9H/CXb9nEb37h0TBgm3qtIuyO6UhYTBQdXC/gSKZcv6AsxaBs5iSq4VyZZCxCzDQoTQWrAKaiPpHDb/j5lGXy+d++nkDracvmAOwcGJsaXycTP4RoRq2Rd3CshK81RsPYb1+D6/n0tMTIlB38QGMASoE/lTjqaYuxfds1BFrX6+NSa0RfaLM1tPs6k6RTFkcyYS/weNEh0JqK6/OTl0Z5/FCGoWyFg2MlulMWEVNhmoqoUrTETF46ViBbdnEDjangiUMTXL6iDStikCm5xKNG/e9zLtfKZgLVI8AW4O+nsqcbgLsanu8Fimddkim1iN92AyKGQikFWhM1FM8OT3I4UyZbdkjWxzt4PLxnlKFMmQ09KcYKNiva4jx2cJx0wuLYZBUIWwBeoHnfL2zg6kvb61H+9u88zxOHs0BYISxT0Zow6etM8N6t61nVkeTvfrI/rFwKIoaiLWaSLXsEhK2KsuNhoPC1Zqxgc++ug9y6ZT2ZkkMqFiFTcuo3f+k2FAtpKFvmeL5afxxo2Hu8wE9fGqO3LUZx7ERbUxMGbGXXIxoxUApWp5P183QpDl3pSsWIRYz6Kh+gyFc8+joT5CoOvg7ruWkokrEIrfEo2bJDxQ0zBWXH579//RnWdCVZ15Vi+7ZrAKZNUFvdmWRlR1yyOkLMUe16Eo+aBBpMwwij0CndbXH+6JWrKdoeX951mKO5MiUnwDQUhoLe1jj/8MgB7rp5EyDzP87GqVY0Ah2OIbXCe0AQQMQAxwsYGC1ycLxEpuQwUqjSmYhwxYpWPD8gYhocnijV318BVcdjvGTTmbBojUfIlZ15WSGpmUD1q8BfKaV6gU1AHviPhuevA85pItX0mWJRXruhi8MTJUbzNivaYhydrJIt2fi+RkfhFes6+PKjg+zaP07R9rC9gEDD5360n1hEYagTmcyoAsfX/NuTQ/QP5erj8DJFB4BAa9riUcyp+jNZcUmnYtz5wG7+83AWX2sSlsmK1hjv/6XL2f7t58mW3TAFDliGwkCFKwqUXGZOSulKxeZUuWQMnDgXfZ1JNq5oYe/xPO7UfSBf9fj8j/eRs4OTXl9xfZJehL9405WsnhpCU3ufpTapquL43LNjD2XHJxkzuf2NV9aH4Dw7lAtvkAAKruhtJRmP8O7XreV//Pvz2F7Y82IYkCk7VL2A4VyFgdEi8ajBaN7GNBSrO5O867Vr2NrfI/VTiDlqvJ5s7e+mUHV54lCWfNWlLR7l0HiJrzw2yEihyvHJKs7UAHI/0AQKjKlejIHRAiP5qvRsnIXZrulD2TKZkktLLELF8TGmOvYNQ/HjfaMcniiTr7hoDb6vyZZdbDeg4gUYhsL1NIbS9eEAeSeAbJnBiTIt8Qjv/+rTbO3vYvu2zed0vWwmUL2bcJzqrwGTwK1a6xyAUqod+FXgU2ddEsLu/gNjJRJRk0zJ5QM3bSQeNelKxRjOVfjMQ3v52cAEhqGIGIpXr03zqYf2UaiGWaLGoWe2pzGNcKKIAbTEo/UZ+42tiXXdSYZyFfxAs3lVOxUnHL9qRQwePzjBWN4mFlHkqxrP9zmaq/Kph/ayqiNB0fGIRUxs12ddd4pcxSUIwgC1v7d12qSUua7rKC1FcS4SlslHbrmW9V0p/vaH+9CEXWtVf/bX+xpsL6CnNc43pyYQ1c69pTapqrGOTRQdhnNlNvd1cOuW9ewfK+EHAZmyhwEMjJe46epevvWfw9huQEciUk/wFGyPquuTtExAT7vAr+yIS5AqRJNqq3DUricVx+fPvvE0P98/Qcn2sD2DnpTPsVyVgBOBT8RQmAbYbkBbwuTeXYcZK9hz7tmQxE+odhxm7gLWeG0zTUU8ahA1FX6gGRyvcMWKVl48Nkm+6uL4YbY1b4c3EyPQpGIROpIWnYkok1WX4VyFQCtsz0fZPhFDcWi8fM6NiTkHqlprG/i9qa+ZCoTjU8tnW5CK43PvrsMcyZZBw9b+Lvp7W+snV7rF4g9+sZ9nh/P4gcY0FA/uPk7J8fG1xlQKywQvCAPWWje+ASTjUXpa42TKYfa01ppIWCbbt22uryyQTln1paYMBZ966CVcX+PrMODVGpRS5MoePS1xOpMW3S0xCrZHSyzClStbee/WDdNmtNX+OHPJUC3V7laxuCQsk3e9dh33PX2UTMnBDwKSUQO7GJy0KmgwtVzIP+88iDdVrxrPvaV0/oXjraLsHJgABffuOsz2ba2s6kgwWXFx/XDMbsoyMQyDqy9p595HD1H1wgj1utUdOH7AcLaM7WmuXdVevwYttaBdiMUmYZn168lQtkzZ8WmxTDwNEQWHs2X8qUHkUVPRnoyyqj1BruKGqwXYAbbnzblnQxI/odMdh8Zl/CbLLn/5wHMcn6xiKEXJcelpjfGKtWmOZMoczpSpOOGMf6UgYipSsQivWNtOxDA5mqswVrCJGOHENz8IcH0YL9l0pWLn9BnmZWcqrXVAmGU9a2EK2uHy3laqrs+tW9afdFJds6qdX7y8m8FMhY5EhLIb0JmMMlFyAE1HIsrarhRvunolPz84hlMbjqfAMg1a45H6yQ0nBmNv7uuoP+5uiZEthV36+YrHxhXhWNZUzOT54TymoUhYJqlYhBs2dvMbr1zDvz5+iKM5m4ihZl124VStmZmWYnerWJzSLRbffN/reHIww1Ur28mUHI5kinzovufIVU6MUzUJu9cyZYdL2uP1rQyX0rnXmDW5dct6jmQqxKNmfWw4wOrOJC2xCM8NT1JxfRKW4vIVKRTQEotgGoo/vrGf7zx3jLZ4tL4ec+MFfSkF7UIsZl2pGB3JKFbUxAIUGrfqEYsYWKbJNava2L7tGnYOjPGDF0axIga2F5CMmdhuMKeeDUn8hOZyHL7y+CCjeZv+niStsQidKQtTKd712jVcvybN3d99kUwlnGgVi5hc29fOH9ywgbZklP7e1vrmSi/r68A0Fe953Tr+7sfhSNBULMJEyT5puatmNBWoTi3yfxOwEeji5OnsWmv912dTkMYgbX1Pqj7ZqVEtA1pbLuGeHXuouj62F6C0JtAKUKztSXLLK65jYiqSry1GWzu5YfbB2F2pGOmkRcIy0VNjUlNWhJ7WGF4QsK47RTppcdevbKLsePUu/XzFJxE1OTRe5uE9I/yXK1dMW/N1rq06ydyI+ZRusbjp6ksAWNWZYHNfuLvL7f+2G9vzw94HIKIUPS0xPrxt85y2XF1MZlsHMJ2yKDv+tIC7pzXGC8fyRKYamlevbKe3Lc7W/i4OjZdJpyyuurSd69elpf4JsYBqY8ltN+DaVe388jUruO/Jo+wfK2K7Pldf2s5H334tn/vRPo7lqgzlKnSnLNZ1p7jjzVcxnKswlx3jJPETOtNxqAWyfqAp2j6rOhJ4U0MYa42B7duu4fnhSf7up/uZLLusaItx/bp0/RpZmwBvRQwqrk9bPEL/ipZ5O/bN7Ey1EbgfuJJTr7ekgbMKVOcapDVmNmrbHH5x534eO5AlQDNecviXRwf54Z7RelA48333jRRmnf12z4492F7Atava+G83XMZlPS1MlGyqrs+nH9pHWzyKF2jKjjetSz+divLIwASTFZcPP/giP947Wh883GyrTjI3YqFkig737NiH44WbU1gKErEImy5t5+63XUu6xTqnVu+F0Fi/juWq/M1/vHDSZCqAW7es5dB4iSMGeJ6mIxVmAu5489Xc+cBuynZ487zr5k1S/4RYQLU6axoKL9Bs7G2jL52dWonDrDeYa/W66vpTw3PC4HSuO8ZJ4id0puMwc8jU6nTipCGMCcukPRlFa2hLRMmU3GmxzMz3+PoTQ9zx5qvmLfHRTEb1s8BlwF8ADwMT5/SbZ9FskJawTDb3tfORW17GwGiBwUyFbzxx5KRxdjPft9bCqG252pWKzag80JGM1m/clanszGytg4RlcuuW9ewdKeJ4Qbi+a6ZS/93SqhMXysyJBE8OZihUXFoTEYpVn8t6U6zvTtW3HF6KGutXbV1U01DYbjCtu6m/t5X+FS2kYhGS1olu/VomQGYQC3F+zLwn9ve2nBRIJaxwrfODYyUU0JWyyJRcnhzMSOLnLJzuOCQsk9945Rr2jhSnNjrypq1/WnO6WKYWBzUOu5oo2fN27JsJVG8APq21/sS8/OZ5FAasHfT3tvLIwNgZg8KEFWZb7rz/RCbl9jdeedo/wulaJP29LVyxopXxog2aaTtRSatOXAizDTm5fk2a9mSUybLLqs4E2391E9es6ljS52Rj/Woc5jPXOiwNSSHOr1PVxcag5sQkn2J9p6PethjXr0nzwz2jUl/nUcXx+doTg4wXbMaLNlsv6571uM4lDlrfk1qQv43S+sxjPQCUUhngDq3158/pFyqVa29vb8/lcufyNqc01+Uo9o0U+Oh399Qff/DNV57TgvwVx6/vcdu4WsF8llks/BZfC31+ni+znd8bV7SSKTo8OZiZdS/npWa2enM2dWke65+cnxfYug8+2PTPHProWxegJIvSojs/51L3Zr5G7pfzq3av8INwR6o733pVfYJ5s87xb3PK87OZjOr3ga3AOQWqC22uqf7ZMinn0k1QG4bQLFlCQyyEU2UKGydYLWWnqjdnU4ele1CI82+u976Z9VPq6/xqvFds6EnR33v2x3ah/jbNBKp/CvxUKfVnwGe11s68l+Y8Wixd8rKEhlgIi+X8XihSb8TFYDlniKUOLw5L4V5hNPHanUAb8HGgpJQ6rJQ6MOPrnLZQPd9q0f+F/MPUWjOAjLkR82oxnN8LReqNEEub1OHFY7HfK5rJqA4yl8XLRFOWQmtGiMVG6s3slnMGTiwvUofFXDWzherrF7AcFzUZcyNE86TeCLG0SR0Wc9FM178QQgghhBDnTdOBqlLqF5RSH1ZK/b1S6sqp77VMff/s1jQQQgghhBBihjkHqkopUyn1NeBHwIeA9wKXTj3tEW6v+ofzXkIhhBBCCHFRaiaj+hfA2wmXqbqKhsVZtdZV4D7gLfNaOiGEEEIIcdFqJlC9FbhXa/0ZYHyW518ELpuXUgkhhBBCiIteM4HqOmDXaZ7PAZ3nVBohhBBCCCGmNBOoFoD0aZ7vB8bOrThCCCGEEEKEmglUHwHepZRSM59QSnUSTq760XwVTAghhBBCXNyaCVT/BtgIPAzcPPW9lyml/gB4EkgBH53f4gkhhBBCiItVMztTPaGUejvwD8A/TX37E4Sz/0eBW7TWL8x/EYUQQgghxMVozoEqgNb6QaXUOuANnFiiah/wfa11ed5LJ4QQQgghLlpNBaoAWmsb+M7UlxBCCCGEEAui6S1UhRBCCCGEOB+aClSVUu9USu1USo0qpfxZvryFKqgQQgghhLi4zLnrXyl1J/A/gRHg50B2oQolhBBCCCFEM2NU/xD4MfAmrbW7MMURQgghhBAi1EzXfxvwdQlShRBCCCHE+dBMoPoUsHqhCiKEEEIIIUSjZgLVO4H3KaWuW6jCCCGEEEIIUdPMzlQ/UUr9HvCoUupR4BDgn/wy/XvzWD4hhBBCCHGRambW/2uALwFR4Iapr5k0IIGqEEIIIYQ4Z810/X8GcIBtQFprbczyZS5MMYUQQgghxMWmmeWprgX+h9b62wtVGCGEEEIIIWqayaiOEmZUhRBCCCGEWHDNBKpfBN6llGomCyuEEEIIIcRZaSbofAS4mXDW//8CDnLyrH+01j+dp7IJIYQQQoiLWDOB6kMN//8PhDP8G6mp78mEKiGEEEIIcc6aCVR/d8FKIYQQQgghxAzNLPj/pYUsiBBCCCGEEI2amUwlhBBCCCHEeXPKjKpS6hfgxOSo2uMzkclUQgghhBBiPpyu6//HgFZKJbTWTu3xaV4vk6mEEEIIIcS8OV2g+l7CwNOdeiyTqUTTKo7PULZMX2eShHVxt2HkWAghxMKTa+3ycspAVWv9zzMey2Qq0ZSK47P9O88zmrfpbYtx182bLtqLhhwLIYRYeHKtXX5kMpVYMEPZMsdyVUq2x7FclaFs+UIXacFVHJ99IwUqzvS9MIayZUbzNgCjefuiOBZCCLGQZrveyrV2+Znz8lRKqdcBbwUuB9qAPLAXeFBrvWthiieWolq3S9KKcCRbZrLs0p6M0pWKzflnl0KXzcyyNrbk06kot25ZT39vCwnLpK8zSW9brN7K7+tMXujiCyHEklRxfAZGi3xx536O5mzWpBNs37ZZrrXL1BkDVaVUG/B/gDcRTpia6Q6l1IPAb2utC/NcPrHENAZrsYjBpe0JultiJKImEyWbdIs1p59d7F02s5W11pL3A83OgQmOZCqs70nVP0ftNUshCBdCiMWodu0dGC3y/HCeRNTgSKbMwGiBzX0dcq1dhubS9f9vwJuBnYQTql4BbJz693eBnwM3A19boDKKRa7i+OweyrF7aJKB0UK926Xs+LQmIrTEIvS0xqi6/kld4o2WUpfNbGWtteQrrg8KDEOx+8gk33vuOBXHJ2GZbFzRKhdOIYRoUq2bf2C0WL/2+lrja0CB7Qb1YQC1zOpQtnzae45YGk6bUVVK/TJwE/BJrfXts7zkKeBLSqlPAP9dKfUGrfUPFqCcYpHKFB3u+NazPDs8iVLwmvVdpFNRMiWXlR1xbn/jlQznKty76yCffmjfaTOlS6nLZray1lryA6MFvvCzAzz0wgi2F/Ch+3bz032jfOSWa+tDBKS1L4QQczNzWFU6ZeEHmks7EnSnLPrSSf718UP1YQB3vPlq7tmxZ0n0zokzO1PX/28Bh4E/P8Pr/hx4O/BOQALVi0A4RqjA5x4e4LGDGSquT0sswrFchb9869XEo0Y9EJso2WRK4SpntezjxhWtJ73nUuqyOVVZE5bJ5r4O3rTpEn68dwwv0HhBwL6RIjsHxrh+TVouoEII0YTGHqyxgsM7XtnHmnSKVR0JJko2ubLD+7/6NI4XcCRTZteB8ZN6vGa754il4UyB6iuA+7XWp1voH611oJS6nzD7Kpa5iuPzoft2s3s4R7boEIsoKi6YhmJ1OlmfQFRzpkzpzAzjUrmgnK6sWzZ005WyOJqroIDxYpUv/fww33pqmELVw/UCjuW0XECFEOIMulIxYhGDgu1xNFfhG08MsbIjzl03b6LPSvLc8CSOHxBojRdoOuLRJdM7J87sTIHqKsKZ/XOxF3jPOZVGLApn6pp+fniS7z13jKoboIH2RJTXXdbFH72+n02r2us/0/g+p8qULqUJVGfS+HkB1nenyBYdSq5HpuSyb7TAhu4WjkyNm5rrSghCCHGxqjg+9+zYQ9nxQcOl7QlMQzGatxkYLXLvroM8MjBB0fYIAk1rzOSr/znIu1+7nljUoL9X5gUsdWcKVNuAuc7kLwAt51YccaHNDBzDMaZlQNUzpSOFKp4f1PfTrbrhYPVNq9oB2DdSoCsVO6mLu5Y5bAzoamutVl1/SWcYa8ftWK5KLGLgeAGPHRin7IVHyUAzWXHJV1y6khbRNoNULHLGlRCEEOJi1tjtX/V80skotqeJGPDIvjH2j5VwvADfD7Op2bLH954bYWCkxDWr2tm+7ZoL/AnEuTpToGoAp+32n+X1YglrDByHsgF3fOsZdg/nQcHWy7rZvu0aXr66k1jEwHUCABwvYNf+CZ48lOH+Z45yJFOmPRHF9oJ6y7cWgM4MhG+7cWPTa60uRrXj9tJogZLtU7Zd3ODE8wFQcQNeOJbHiig6khZbLktTdYP6LFUhxAnrPvjghS6CWAT6OpOkUxY794+DhkvaY9iez879GX66bxxTgRU1AY0mDFgCX7N3pEC27DAwWmRzX/sF/hTiXMxlwf+3KKUumcPrXnGuhREXXlcqVg8cE5ZJd0sMxwsjrkMTJXYOjLGiLc51a9PsHytwNGejAccP+M/BHDv3j2O7AYaCa/vaADVtjNDMZZ1ePDbJpe0JklaEjkR0yWYYu1IxAq2x3YCIoaYFqYoTrb3at9NJi7Id8OmHXlryQx6EEGKhJCyTW7es5eB4CQUcy9nkqy6u5+NrcAGlgpN+TmuwvYDmcm1iMZpLoPrOqa+5kDNiiZso2azuTJJOevha05mMMJI30MBowebzPznAJR0xLBPaYlGOY2MoiJoGvW0WWkPR9gBQGLz/po31MUIVx6fq+qRTFpmSQ29bjKtWtnN0ssJk2aXseEsyo1obQ+UFmqip6ErFKFRdXD+sDm2JCBXHx5l6XPU02YpLl+NjRQyZlSqEEKexqiNJtuwwWXZpiZus7Eiyb6RYDzhsX6OAtphJwfbRQMSA116WZlVHkn0jhUW/kow4tTMFqjeel1KIRaOvM0lPa4yXRgugYW1Xms/85ssZylb5+Pf3cGCsyHNH86QsEw30tkVpT8To64xzw8ZeHnphlMcOZkjFTLwgXIl5KFueNmY1nYrygZsup7+3haFsmdWdSXpafOJz2L1qsak4PjsHxhjKVjg4XqLs+ARBlY6kxWTZIW6ZtMYjGIBX9Qg0mAoc1yPQGj/QrOyIy6xUIYQ4heFchXTKoiMR5ehklULFpSMRoeIG2F442x8NEdOgK2Xg+mHSIGIY3P3dF8iUXOm5WsJOG6hqrX9yvgoiFodaN8tgpkwiapItuUxWXFZ3JlAKfA1+oHH88AIRixiAS29bnE8/9BKJmEE8aoCCtkSUz/1oH7YbkIyZlG0f01BkSi7xqFHfPWRlR3xJLiPSOIHq4FiJTMlBa03V9enrTGB7EVZ3JjiWq2AYBqZSaK0xFBSdgLLjsbI9we1vvFIunkIIMYuK43PvroMMZyt4gcY0FKlYhHzVQ+twaFUyapCKRal6PlUvTABEzAiHx8skLJOWWER6rpawuXT9i4tMf28rG3pSHMtVOZIt8y+PDtLTavGa9V0MZcqMFW2KVY+q6xM1Fa6vqTo+e48XiBiKdV0pfK2ZKNrsPV7Aihhc1tNCazyC7QXTAtLGhfO7UrElsdh/TW28rWkoeltjlBwPtGay4nF8sgpAImoSjRjYrk97IkqgNa4f4Pia43mb9oS15LLIYnk5m0lLhz761gUoiRAnG8qWyZRcLl/RSsn2aE9EOTRRItBgqDBQ7UsnsQyDvaMFtAYvCBMCl/WmiEwlR5ZaIkScIIGqOEkteNw5MMa/PDpYz4J+4KaNgGKybPOPOw/x3PAkpqGIRQ2GchW0hpLtYpkGyViENekkkYii7PgkYyYf/rXNTJTskwLRWmZ1qa2n2riRwWW9LaxKx3nhaIGy6+EG4Zipw5kyK1pjHBgvEVOapGXS3ZJkpGDjegHJqc8uhFjeZBWDs9N4nV3XncQLIGIoIOzhU0DUMBgp2OhAg1J0JqK8d+s6fuNVa0lY5pJKgIiTSaAqZpWwTLb29/DDPaP14HFVR5J7duzhwFiJI9kyV65sw/UCbnn5Kr782GECDY7nc2lnko5ElKRlolBYEYOkFQl3cmqZvdtl5moAS6GLZmY2+O7vvkgialJb1U0D2ZJD2fHxAs369gSdKYvWeISOpBUG79s2A8hgfyGEmEXjdbbqBnxyx14Mw0CFsSoK8Kd2pGpLRHF9TdwyeexglsFsZdoa3mJpkkBVnNLM/exrwWQiaoIG1wtYnU7yyIExDoyX8AONZSo6ElH60gnefl0fn9ixl3jUJF9xTxt8nmmb1cWqto3qvpECmZJDd0uM8aKN7QWUHR83CHC8cGxu3DLpS4djUmuZZWDJZZKFEOJ8ql1nM0WHI9kyYwUbPdX1D4qYadIWTTrhAAAgAElEQVSRjHJpeyKMXOGkNbzF0iWBqjitxv3sG4PJrf1d3LplPaD5mwdfJBEx8DVs6E7x7tetZWt/DwDre1JzCj5nBsVLLVhrPDY3bOzmdZd18+VHDzOcK2O7mleu7Zy2VFdtTOq+kcKSyyQLIcSFUFs+MRE12Xs8TzwaIWkZ/z97dx4nWVkf/v7znFN7VXdXV0/3bD09w9CDA8OAIAr8cBcJCoaI1+TGGK7RbD8v/qIxqORH0IwaTNR70ZjlJgaVGLzuIKI/ccAFRhYRhWFglp6tp2frpbq6az9V5zy/P05VUV291kwvVd3f94ump6tOVT1V9ZxzvudZvg9//OpzuHLzKkbS+UmrIjZLo4eYngSqYs6mCiazls2GWIj+0YybzmpViNWtgWm3n+35mzVIq32vAE8eidMacIdAfOJ3thOL+Mha9oRu/mZtSRZCiMXWEfYT8pm0h310x0J0hP2csyrE67euntAA0MyNHmIyCVRFXWqDyaDPZMcNF9I3mCJXsPnGU/3cufPAhG7sZg0+61X7XqcK6qfq5peDqhBCzKy8sErGsmkJePjqe64gYxWnPG6upPPOSmAsdQFE8wv6TLZ3txENeYmnC8CL3dgrWflgWT6ITjVhbKrthBBCTFSdDjBfcPNQy3FzZZBAVcybcjc2IN3YU5DPRwghzowcP1cu6foX80a6sWcmn48QQpwZOX6uXBKoinklY4NmJp+PEEKcGTl+rkzS9S+EEEIIIRqSBKpCCCGEEKIhLUXXf+vY2BjRaHQJXlo0s7GxsaNa640L/DJSP8UZaYT6Gf3z/1rgly+9ziLsH8vpvcDSv59GqJ9CTGem+qm01otaGKVUEbcld3xRX1gsB2MLfaCV+inOgtRP0cikfopGNm39XPRAVQghhBBCiLmQMapCCCGEEKIhSaAqhBBCCCEakgSqQgghhBCiIUmgKoQQQgghGpIEqkIIIYQQoiFJoCqEEEIIIRqSBKpCCCGEEKIhSaAqhBBCCCEakgSqQgghhBCiIUmgKoQQQgghGpIEqkIIIYQQoiFJoCqEEEIIIRqSBKpCCCGEEKIhSaAqhBBCCCEa0qIHqkqpo0qpo4v9ukLMhdRP0cikfopGJvVTLATPErxmW1tbWxugl+C1RXNTi/AaUj/FmZL6KRqZ1E/RyKatn9L1L4QQQgghGpIEqkIIIYQQoiFJoCqEEEIIIRrSighUs5bNgdNJspa91EURouHJ/iKWK6nbQjSfpZhMtaiyls2O7+9hcDxPV6uf26/fRtBnLnWxhGhIsr+I5UrqthDNadm3qA6MZhgczwMwOJ5nYDRTuU+uroWYuB/MtL8I0cwGRjOcTORI54ucTOSkbgvRJJZ9i2p3e4iuVn/lKrq7PQTI1bUQMHk/uOWarVPuL0I0u46wn2OjGcYyBdpCXjrC/qUukpiDTR95oO7HHPnUdQtQErFUln2gGvSZ3H79NgZGM3S3hyrB6FQtR1tWtyxlUYVYdLX7wUg6P+X+IkSzG0nn2dAeYlXEJug1GUnniUV8S10sIcQslnXX/0xd+93tIWJhL6l8kVjYKy1HYtmZrv6Xb4+nLHIFh1jYC1BpQQ36TLasbpEgVTSd6rpdW/e720N0triBaWeLT475QjSJZduiWu7SPJnIcWw0w4b2EGujgZouflVaCmExFuwQYvFMN7Rlqv2is8XP+6/eQm+XBKeieckxX4jlqelbVKdrNSp3aWYLNmOZArmCPWFyyMBohnjaIuz3EE9bDIxmZHKVWDammxTVN5jk0FCaVL5Y2S+GknlOj+eWsrhCnLVync8VbBJpi5G0xUA8y66+ocpEwdpjvhCi8TV1i+pMrUblLk3b0bSFvAS8JrGwj1zBJmvZkyZZdYT93H7fbvrjWXpiQXbcsF1al0TTmmoSYTxl8bmdBzg4mEIDkYCJ12NwbDTDVx/v56G9gzKpUDSdchDaEfbT1ern6IhNruhwdCTNEa3hF/DQ3kGZKChEk2rqQLV8BW07msNDafoGU/R2RSrBayzs44PXnMf6aIjjiSx3P3aYO3ceqAS11ZNG+gaT7OobwSo6HItn6BtMsr07utRvUYgzUjuJEODW7zzLI33DFGwHUynOX9fK//nyDXzzqQFMQ8mkQtF0qhsrYmEfN1y8ln/8SR9FR2PZDoZSld40mSgoRHNq6kDVnRDlY9fBYdBw166DXH3+Wk4mcpiGIp623JbUiI+RdJ54ugBMnOX/4klZ4aApOhoPGhnDJJpdeVIU4E4wSVs4WuNo0Frz/PFRrEvW09niI54uSCuTaDrVjRW7Dg6z91SSk2MZ0BqtQSnQUOk1kyBViObT1IFq0Gdy05Ub6Y9n8JkGTxwaZWA0RzxtVSaJJDIWuwfGWB8Nztjtsz4aJOj1kLMsgl4P66PBJXpXQsy/7vYQm1aFOTiYJJ4tooGxrM1XHz/K5s6ITKYSTak8xOXwUBo0RINeBscVuP/REvDw31+zmUt6Ynz6wb2SN1uIJtTUgSpAb1cLmzvDHDidouA4BDwmG9pDvP2yDex84STv+9qvsbXmlb2r+JvrtjGSzk95RT2SzrMxFmJVKa/e8URWcuyJplUet1eu60Gfya1vOp8jIylGjyTQuC1N4PY8gJrU2lT7HEI0mvIQl77BFHc/dph4usBLN0Q5NZ5n36kko2mLW771LB9443mVnjYZ4iJEcznrQFUpFQPGtdbFeShP3YI+k5tft4UPfesZTGVwcCjFVb0d9MSCHIvnGM0UcLRmV98IxxOZaceddpdaYPcfTIKGux87LBOqRFOaapIhwNP9cWwbfB6Dou3gNQ0MA2JhX+UkX729rNwmmkHQZ7K9u40dN2yvTKp639eepmA72BrimQIfv38P69pDbOoIszYakCEuQjSRswpUlVLnAvuBtwPfmZcS1Slr2XzyB8+z71QSr8dgfXuQm648h96uCB2lROaGUpiGYqZxp+VhBIeH0yhgKGnJVbdoSrWpqfoGU9zz5FFOJnKMZi3aQ15srblsUzvXb19PV4uPf/3Zocr25bQ9snKbaCblMdlZy6Y15EEpyt0GaBQRn4d3XtHDVb2dctElRBOZMVBVSl06y+M34EZ/m8vbaq2fnqeyTau6S3JgNEMmb+P1GO4BKuClfHS648aLufU7zxLPWGzqCNPbFZnxeddHQ4xmLFkLWjS12tRUoCtB56qwn//j1d0APPj8ab751DE6W/zEwt5JE6oklY9oRs8dT/DUkQRhn5fxXAFDgWko1rQFuLQnJkGqEE1mthbVp6hck05LA39f9feCHgVquzVvft0W/B6F4zh4DHjh5Dj/8L/20R0Lcvv127jjxot4uj/O+WvbJoy3q869Vx63Wl4LujNiE5C1oEUTe8cregDF+miQQ0MpFJq9p8bRaD730AFyVpFk3i4tn9rGB695CQGvMWE8qqTyEc2ifDwP+TzcufMAYxkLDfi9BuvaAmSsIscTWT56/3P86as2y8RBIZrIXLr+U8C/lX7X6gBuBr4JPD+P5ZpWdbfmyUSOTz7wPPFMoZJyZzCZwyq6K0s9vHeQn+47zVDSmrCk3i3XbOXTD+6dtNTeLddsZW00IK1IomlNzCvppejAE4dHKBQdHMfB1opkPoftuNsPpSy2G6rS21A7AUu6+0Wjq1469eBQimSuiO1oNGAqRYvPy5GRDEOpAvtPJzkez/KStS0y7lqIJjFboHod8M/A7wF/obX+bvWdpTGqNwNf11ovyhjV6m7NkN8kk7cJ+9y3MZ63cTQkc0UODaf48q7DHE9kWdMWYCRlEQv7GBzP83R/fMLyqp0RSQgtlofqvJJ7T6XQWmMVHBytSVk2jgO6qo/ENBRvvmgNIJOnRHOqXi47nS+SLbjnAY8JrQEP8ayFo6lU/EzVctpyISZE4zNmulNr/UNgG/Bt4BtKqfuVUj2LUrIZvOMVPbz/6vP4xA3bWRsNYBqKi7ujRINeokEv4YCH1a0Bwn43dX//SBrLdhgYzRIL+7i0J0ZXq5+g16Ql6MHWmljYVwlOt6yWbiHRnNxFMLzsP51kKJUjlS/i9RiYhqK9tH9EfB4CXoMWv8nq1gCXn7Nq0gQsWQddNIty40XQaxL2ewh6TbymIuR1J1QFvQamAo+hMBWEvKb0mAnRRGbt+tdaZ4APKKX+C/h34Hml1A7gswtduFrxlMVt9+4mY9msjQYmLIPaEfZzxw9f4Fg8w9poEI8B8XSBi9a3VVaosmyHm67cSCziK+XeS3LXrsOcSOSYfSiuEI3PzV5xDsfiWbweg5xl8/uX97ChPcg9Tx7jsUPDKGVwxcYO0rkihlJ84ScHZB100bSqlws2lOJdX3oShSZXdHsSlFKsivhoC/l4yZoWGaMqRJOZc3oqrfVTSqnLgL8CPgq8EzdYndcIr3pGPzDh37fdt5snD8fxeY3KfdXLoO644cJJj+0I+ysrknTHgvR2udsGfSYBr8l4tkjE7yGeLkhXkFgWersibIiF+PmBQayi5if7TvMPb3sp777K5EQiS9BrMp4poIGI35RhL6LplXvCDpxOcm5nhMHxHPsHk1hFyBcdXr2lk7+4+jx6uyJSt4VoMnXlUdVa28DfK6W+Bfwr8CXmMVCtnQhSXjWnq9XPO17RQyZv4/MYWAWHkM+c1OpTO/mj/O/pTsC1aXykFUksB0GfyQ0Xr+X+Z09gO5qHnh/iuSsSXLg+yubOMIPjeTbEQoCekJJKJk+JZucu3OLjueMJio47tk0pxbv+20a2d7ctdfGEEGfgjBL+a60PAm9USr0V6AF+Mx+FqR4n1x/PooCw31O6TbE2GgAg5Df5RB2rRk13Aq7uMpJWJLGcjOXsyqQpW2sGk9ak+g5I3RfLSnnoywsnkyTzNrajaQ14aAtJTmwhmtVZrUxVmwXgbFW3cPbEghQdOJnIVgLUW67ZyvFEBlATcqGezfrk0ooklqOXboiyKuxjPFekI+Ljys0dE3IH9w2mAC1j9cSykrXc1IQbOoIcH81iKLhwfRu5QpGsZUtdF6IJnVWgOt+qW3zcyVHPYxUdfnlklOHUXta0Bih3V9YODSivT377fbvpj2fpiQXZUUerqxDLRdayuXPnPmyt8Zqq0uW54/t7GBjNcngoTcG2cVC8sjfG3731YtlPRNOqvgD79IN7GRjN8pv+BGg3b/BzJ8Z47z2/lrouRJNqqEAVJg6KLyfqT2QLWEWHXMHGUIqI3zNpaEDfYIr+eJpH+9zk5sfiGfoGk2zvji71WxJiUQ2MZuiPZynaGkMphkq5g08mcuw7lSSetrAdjcdQ/GzfMM8dH+Pl58SWuthC1K16XoPHUMQzFlnLJle0CXhMrKJNIe2AgkcPjMg5QYgmNGMe1aXU3R4i5DdxHI3XNLAdTSzkoycWBKAnFixNCIFY2Mfdjx3my7uOMJZ1ZzOjIFdwOHA6STxlceB0stItVJa17ClvF6KZdbeH6IkF8XoMDEOxNhrk0p4Yfo9Ruthzt7O1JpUv8sVHDso+IJpO1rLZ1TfEyUQO29E8czzBkZEMw6k8AY+JxwCvqVCGwlBupc8XnCUutRCiXg3XoloW9LkTpm67dzfJXJGWoKcygap2MkiuYHPnzgOE/R7agl46W/yc2xnmG08dYyiZn7BMannFneorcVmJRywnQZ/JrW+6gFu/+yzxlIWndDnq8xpYtoPjaPxeA6+hiAS85ItaUrOJplK9bOqx0QyxsA8DxZbVESzb4U9fdQ5ffuwoVsHh2Ggaq+jgMQ2+/lQ/29a3ybFeiCbSsIEqQCzi47O/+9JJk6NqU1BlLbsyCeuVvR3cdOU5ANy5cz+50jKpqyITl82baiUeOVGL5WIknadoa1qDXuLpAk/3xxkazxP2ebA9mk0dIVoCXkzDzaYhqdlEMykfv01DsaE9xNsv6+an+waJpwt0x4J0tQbwmQY+02BdNIRVdIiFfZIvW4gm1NCBKsxtVv5UaabKwevJhKYt5CVYs2ye5FAVy1lt/b60J8aG2Gn6RzOgYcvqCLe+6QJG0nlJTyWaTnX9XhsN8Pqtq3n91tUTetvK95+zKkT1xFs51gvRXJTW9eXrV0ptAbYAHYCqvV9rffcsj0+0tbW1JRKJul73TFTPBp3qhFxvKiux5CbVt3l/gUWsnwuttn5nLVvSUi0sqZ+LaLbj93SrHK7get+U9XPTRx6o+zFHPnXdvL2+WDTT1s85t6gqpVYDXwHeOMOTamDGQHUxVbfGxiK+Ge8XYrmprd9Bnymr84hlY7bj93QrFQohmks9Xf9fwA1S/wV4GBhZkBLNgbSECjE92T+EcMm+IETzqydQfSPwr1rrmxeqMHMhs/WFmJ7sH0K4ZF8QYnmoJ4+qATyzUAWBueU1nWq2vhDCVe/+IbmExXJSXZ/lXCHE8lBPi+ojwMULVZC5Xv3KbH0hplfP/iEtTmI5qa3Pt1yzVc4VQiwD9QSqfwn8RCn1sNb62/NdkLnmNZ0qFZUQwlXP/iG5hMVyUlufR9J5OVcIsQzUE6j+C5ACvqGUOgEcAmr7C7XW+g1nUpB6WoJktr4Q05vr/iG9E2I5mao+y7lCiOZXT6C6GTf9VH/p7575LIi0lAqxuGSfE8uJ1Gchlqc5B6pa600LWA5AWkqFWGyyz4nlROqzEMtPPbP+hRBCCCGEWDT1dP0DoJRqBa7GHQoA7ljVH2utk/NZMCGEEEIIsbLVFagqpf4Y+CwQ4cUlVDWQUkr9pdb6P+a5fEIIIYQQYoWac6CqlPpt4N9wW1D/BthTumsb8D7g35RSg1rr++e9lEIIIYQQYsWpp0X1Q8ALwOVa61TV7Q8ppb4EPA58GJBAVQghhBBCnLV6JlNdDHy5JkgFoDQ+9Sss4MpVQgghhBBiZaknUFWz3K/PpiBCCCGEEEJUqydQfQZ4l1IqXHuHUioCvKu0jRBCCCGEEGetnjGqnwa+AzytlPo88Hzp9vJkql7gxvktnhBCCCGEWKnqWZnqXqXUzcDfA//Ii139CkgDN2ut75v/IgohhBBCiJWorjyqWut/VkrdA7wROKd0cznh/9h8F04IIYQQQqxcda9MpbVOAN9cgLIIIYQQQghRUc9kKiGEEEIIIRbNtC2qSqmHcceh/pbWulj6ezZaa/2GeSudEEIIIYRYsWbq+t8MOLyYP3UzkitVCCGEEEIskmkDVa31ppn+FkIIIYQQYiHJGFUhhBBCCNGQ6p71X00p5QFuAGLA/VrrU/NSKiGEEEIIseLNuUVVKfUPSqlfVv2tgJ3AN4D/D9itlDp3/osohBBCCCFWonpaVK/FDUzL3gK8GvgH4De4q1V9BPiTeSudEEIIIZaFTR95YKmLIJpQPYHqBuBA1d9vAQ5rrT8CoJTaBvzBPJZNCCGEEEKsYPVMpvIBxaq/X8fEFtZDwNr5KJQQQgghhBD1BKrHgCuh0nq6GfhZ1f1dQGr+iiaEEEIIIVayerr+/3/gb5RSXcA2YBz4QdX9lwAH57FsQgghhBBiBaunRfUO4Mu4raoauElrnQBQSrUBvw08NN8FFEIIIYQQK9OcW1S11nngPaWfWknc8amZeSqXEEIIIYRY4c4q4X+Z1toBxubjuYQQQgghhIA6A9VSkv+rgS1AB6BqNtFa64/PU9mEEEIIIcQKNudAVSm1BbgX2MrkALVMAxKoCiGEEEKIs1ZPi+o/AucCHwYeBkYWpERCCCGEEEJQX6D6KuBOrfVnFqowQgghhBBClNWTnioPHF6oggghhBBCCFGtnkD1R8BVC1UQIYQQQgghqtUTqP4lcKVS6oNKKd9CFUgIIYQQQgiob4zqLiAM/APwKaXUCcCu2UZrrc+dr8IJIYQQQoiVq55AtR83/ZQQQgghhBALrp4lVF+7gOUQQgghhBBignrGqAohhBBCCLFo6g5UlVKvVkp9Qin170qpraXbIqXbo/NfRCGEEEIIsRLNOVBVSplKqa8DPwH+Gng3sK50dxF3edX3znsJhRBCCCHEilRPi+qHgbfhpqk6H1DlO7TWOeC7wJvntXRCCCGEEGLFqidQvQm4W2v9OWB4ivtfACQ1lRBCCCGEmBf1BKqbgMdmuD8BtJ9VaYQQQgghhCipJ1BNArEZ7u8Fhs6uOEIIIYQQQrjqCVQfBd6plFK1dyil2nEnV/1kvgomhBBCCCFWtnoC1U8CW4CHgetLt12slPoz4Gnc5VU/Nb/FE0IIIYQQK1U9K1M9pZR6G/BF4Eulmz+DO/t/EHir1vr5+S+iEEIIIYRYieYcqAJorR9QSm0C3siLKaoOAD/SWmfmvXRCCCGEEGLFqitQBdBa54Hvl36EEEIIIYRYEHUvoSqEEEIIIcRiqCtQVUq9Qym1Syk1qJSyp/gpLlRBhRBCCCHEyjLnrn+l1G3A3wKngV8AowtVKCGEEEIIIeoZo/pe4KfAtVrrwsIURwghhBBCCFc9Xf+twDckSBVCCCGEEIuhnkD118CGhSqIEEIIIYQQ1eoJVG8D/lwpdclCFUYIIYQQQoiyelam+plS6j3A40qpx4EjgD15M/2eeSyfEEIIIYRYoeqZ9X858BXAC7yq9FNLAxKoCiGEEEKIs1bPrP/PARZwA/CI1jqxMEUSQgghhBCLZdNHHqj7MUc+dd0ClGSyegLVi4CPaa3vX6jCCCGEEEIIUVbPZKpB3BZVIc5I1rI5cDpJ1qod2rxyyGcglorUPSFEM6qnRfUu4J1KqS9orVfEUqlZy2ZgNEN3e4igz1zq4jS1rGWz4/t7GBzP09Xq5/brt624z1Q+g6Wz0vfllVL3Vvr3LMRyVE+g+ihwPe6s/38GDjN51j9a65/PU9mW1Eo5sM+HuZwcBkYzDI7nARgczzMwmmHL6pbFLOaSqP5sVupnsNRkX57b/tfsQZ58z0IsT/UEqjur/v1F3Bn+1VTptmVxZFjJQcV0J6ysZdM3mAI0vV0tBH3mpJPDLddsZSSdrzy2/FwdYT9drf7Kdt3toVlfr9lUv9eRdJ6Qz8OO+/cQT1t0x0K87ZL1eAzIFzVro4EJn4FYOCt1X67er7rbQ8TCXvrjWdZF/SQyBX55OE7Aa9LbFQGYFOQBTbVfrtTvWYjlrp5A9Y8WrBQNqLs9NG1gtdQWMrCbrlUia9ncft9z7Do4jONoLu5u444bL+Z4IsvhoTQBr8nJRI7b7t1NvuhUgtZPP7h32iB2ptdrNvGUxW337SaRKXAsnmFDe4ijI2kGU3kMYPfxBI8eGMJjGly0vo1brtnalO+zGTXyvrxQprqALDqadL7IL49k+Pn+YTKWQzTk5ZW9q7jpyo0Tgry+wST3PNnfVPvlcvyel8tFvBBno56E/19ZyII0mqDP5PbrtzXcQWKhA7vaVom+wRQBr0Gu4HAsniFv2aQsm8cPj/Lee36F11T0DSbxeAwuXh8lY9mYhmJwPM/T/fEJzzWSzrNldUtlUsdy6Q7PWja33bubJw7HSVtFirbDWLZAtmBTtN2OBwXkCg4+DfGMxWOHhumJhentijRM3VquGnVfXkjV+9XJRI6v//Iojx4YJl90SOaKGAocDWNZODSUBtSEIA9U0+2Xy+17Xi4X8UKcrXpaVFecoM9ctIPzXK+ca09Au/qGuKq3c94OYG4XoY9j8Qxro0Hufuww8XSBWNjL2miQg8MpAKyiza+OjlK0NR5T0Rbw8IdX9HDfMyfdFsVYiPPXtuH3HCdj2XS2+MkVbOIpa1IrazO2gtSOPU3mimitKRYdHCCVK4ICpUBrcIBswabgOJway/HR7+3Baxq8sncVO264UE5AC2wx9+VGUG5dHBjNcmgoxe6BBKPZAqZSaKB0/UTGstl7apyh8Sw3XrKegNdTGQrQjPtlM3/PteeAqS7iy8eb5RCICzFX0waqSqlXw4uTo8p/z2a5TKZaTPVcOZdPQCcTOY6NZvjq4/08tHdw0mPOrstIo4FMvki+6GAaini6wPuv3sI7XtHDnTv3s/v4GPlCEQ0UbE3KskEZlccWHZs7d+4nY9n4PYqi43DnzgP4vQaZ/IutriPpfNO1gpS7+TN5m7XRADe/bgsnxrLuAG3TIGRocramnAXIVG5g4GiN7cBY1iJbcDCU4shIuilaq0RzCfpMbrlmK3/x9V+TyhXJFmw8hsLR4DUVRVtXJhmkLZu//OYzhHwerurtYMcN25dd62Sjm+ocUDuUoSPsb/pxxEKciZlaVH8KaKVUUGttlf+eYftlNZlqMc3W/e1OYkoCit6uCLdfv41dfUN89fH+SsDXN5gk4DXpCPs5nshWWkLr7TIaGM0QTxeI+D3kiw4hv0m+4I45LU+g2nHDhVz/+Z/jlB6jgFa/yVjWIp4uEPSa9A1mCHgMWoNeEtkiY9kiYb+HTN4m5DMr41jLB9jaIQGNetDNWja3fudZnjgcJ+A1sIoOX3vyKLGQj9GMRdBr4jFAKwfLdiPVcuuVodzPylAKQykAfKZBR9i/RO9GLGfHExlyll0aumNja7citgY85IuaVP7FpC3pvI2pFP3xbOX408ytk82mfA6wHc2hoTR9g0m2d0e5+XVbeOiFU7zh/DWMpPOzjiMuP1cjH0OFqNdMgeq7cQPPQunvFTWZajHNNAnAncS0m119I6DgqnPdruKrejv50Z5TlVm8d+06zNGRDKfHc6xuCXBiLMuqsB+r6NTVYlddlrXRwJQToA4Pp/B5PVhOAdtxu7dN06At6CPkN3jsYBy0JhLwEvCaRIMeQn4P49nitM/ZLOOxnjs+xi+PxEnlCySzMJ4r8sKpcbfr39F4PAbnrYpgOQ77BlOVxykg4DFZ1eJje3eU46NZTo/nMZTi0w/ubdj3K5pP+cL2rl1HOD6WxTAMtndHOTycIpW3iaeLhH0mJqDd6yWUAsNQ9MSCdIT97B4Yozq7h1hY5awM5eP8XbuO8LZL1nHbfXtIZArctesIf3PdVjyGIl906Gzx0cmVi54AACAASURBVB/PcjKRm9BY0WwT4ERzW6xlV6cNVLXWX675e0VNplpM03WzZS2bXX1DHBnOYBXd9stj8UxlO1AoIJm1ee7EGPF0gYLjkM0XSeSKDKfyBH0eQj7PpNRJ011xT1WW8nip8mPPX9tGLOwlaxXRStPi95C3ivzdA88zmi0wni2glMIwFKNpi+G0prcrwvuv3lI58cUivgmvO12LQiPJWjaff3g/8UyhcptVtPEa5bM95IsO+4aS6JrOh2jIy1suWsO2de1ctqmdXX1D/Pj5QXweo2kmq4jGV77gOzSUpj+eYU1LgLxtc9nGKAeHUngNd3lBR4NpQsjnJeA1uHBdG3/2ms2c29nCxx/Yw6N9w5hK8aotqypDAcTCCfpMbrryHI7Fs3g9Bk8cHmH3sQT98QymoRjPFfjgt3YT8Bj0xEIMJeGeJ47SH8+wqSNMdyxIM06AE2IuZDLVWZjP1CG13WzlE87JRI7hdB6vx0Ap2BALVQbUx9MWYb+HsWwBy3bQaBSQLdooIOg18ZkGvzmW4NG+ocq41g3tIdZGA9NecVeXJZ6yuO3e3STzRU4kspXHfvU9V/DIgUHufOgAw+N5ihqS1ostiFprRjMWQ0kLpeDIcJqbrtg049jb6haFux87yo4bGqs1p28wWWppepHtQKZg42iNU4pNLXvyCBmfqfjmr47z9aeO4zUVF62PcjqZq3yezTJZZTlbDqmAyhd8PtMgkbYYTuVxtGbfqWSlfmrcOmso2NIV4cPXbmXb+jaCPpPdAwl29Y2QyBQwlOLwcKZpA55m+z57uyKc0xnm8FAaNIT97unZ0aWuzYJNJl9kOOUeUz2GIug1QVFJd9eME+CEmM2cA1Wl1H8DrgPOA1qBcWAf8IDW+rGFKV7jmi3R/dkqn3BMQ7ExFubtl3VX0hkB5Ao2sbCPoWSeWNhHLBLjl4fjmIYilSviaE3asolFfHS1+Bgcz5Mt2IxlCnRG7FmvuMvJ/b/wkwP86sgohqGwHc2q0mNPJLJYRYc1rQGS2SK2ZeM4Gq9pEPGb7uQhxyHp2GgNtqMZTOamfb/VLQoBr0k8bTXgCVLh9xiVwdgK6AiZZAoaQ2vy04zgDnkUHtOotIoXbUjmi2xoD/HOK3q4tCfWVCfURnamwUmzDD2ZTXnozoHTKfw+A6OoyRbcfbC63urST8F2SGStqmdQmMaLY6g7wt6GD3im+s6b8fss92b1Daa4a9chBuJZ1rcHCXpM+kdSWI6mYLuNEeBmE4kEDEyl3HOPL8Q7XtFDeS5Do79fIeZq1kBVKdUKfA24Fir7SLVblVIPAH+gtU7Oc/kaynTLYZ5M5Ljtvt2VSUfzcVCsHiva2eKbEKSWD8CtQQ9+jyKZK3I0nqanIwQa+uMZgj4Ty3b4vct6WBcN4fcaWEWDtpA7bnSmK+7yQf7wUJqj8QweU1GwNSGfSdBr0hr08KFvP8N4tki+UMR2NEqB1zR47Uu6uGZbF12RAF//1TF2Pj+I7WjWRf1cuXnVjO+53KLQqC0CsbAPj2kQ8Rn4vCbrW/0cGc1SsN3MCDi6EgSUmUBL0MtIKl+ZVGUqCHlN1kYDXNoTm5CuqxlOqI1qLsHJdIHscsnnOzCa4ebXbWHH/Xs4FjdIZt1hKuXA1CxN6LM1eBUMpfITMof0dkV4Ze8qjoykiYV83HHjRQ1dH6f6zgF2lXqQyuM3m+X7DPrclcI8hjt06qUb2oinCpWWcbcRwp2YGQt56G4P0tniI+Tz8MFv/qaSiaT8OQixHMylRfVbwNXAo8B/AM/itqa2AhcBfwxcD3wdePPCFHNplVsXq2fSV+f/DPnMCSmXzuagWH0ida+uk9z92FHu3LmfrlY/N17SPWElqKKjOTKcIpEtYhUdtqxuIez3kM4X0Rp+vn+Ibz89wJrWAKah+Lc/vAxHazrC/gmZBKY6aQe8JkpBdzREZ6uf//nmC8hYRfafTvLz/cPYjsYwDLqjfiJeD3nHoeg4PPDsKbpa/fztWy7kpitSDCZzXLl51aRxqdO950ZsXcxaNjvu30Mqb+PzejBw6BvOkC2Uch8ouHRDlILjcGQkUxm72t0eIug1yRUcio6N1hpfaRhHuRW+2QOkRjGX7BnTBbLV+YPLw2uaSfV783sN8kWHnliYXCHJqoifwWSO1a0B2kM+io6D7WhMQxH0eiZlDrn1TefPa+/QQpq8QIk7oah2mFN3e6hphgKUM68EvSaHBzMUHfdCuFjUOLgT3zymwUUb2hnLFoinC3z0vuf4zbEEPo9ReQ45jojlYsZAVSn1W7hB6me11rdMscmvga8opT4DfEAp9Uat9Y8XoJxLprp1sT+e4bzVLZPyf3aE/RNaxc70JDfVibTcDQ5uy+0XHzlIfzwDCi4/p4Nk1mK81NU/nivS4vfwr+98GX/1rWc4NZbj4HAK29Ekc0UcR/PZH+/jEzds544fPj8pk0D1SbschF91rru8YvXs35DPg2U75Ao2AY/BltUtPNOfoOhoRtMWG9pD2I5mJJ3n5efEZn3Pt9/3XCVA2HHDhQ15gO0bTPHs8TFypfGo1Xkowc0le9OVG/nZgSFOjecIeQ08pkFHxE0X5jHd1qy8A7miwzMDCQ4OpbhwfZuMK5snsy2hOXurafk7nSkLX2Oqfm/lFHAAq1r8rGkNYNkOXS0BTidzrGkN0B/PsK4tyLFRdzLOmjY/dz92lHjaaqqW/drvvDyhyDRUZWjNVb2dAE0zFKA8Xv+RA8PE03lsx83IUH3MUY7mV0dHCXhNslYKj6nwetzhRSG/KccRsazM1qL6+8BR4EOzbPch4G3AO4CmC1Srr7RhYh666tZFlLu60ObO8IT8n0BlbNHZnOSmOpF2hP14DEU8YxEL+cgXHc5b3UK2YPOOV2xgYDTLMwNjpdZNeP1Luvj8QwcYHMuRKzh4HXfAfdHR+D1usv2n++P0x7OTMgmU38tsyb4zVpGXdkcZyxZoC3q5fvtaRlMWpqH49bEEBwZTdER8c8oP2jeYYtfBYayCQ/9ohr7BFNu72874M1w4brd+xO/BKtokbXvSFr88PMLJRI6ta1oZyxbwKIVVdAP6tW0haIN9p5Po0sSrwWSOoC/WsK3IzebFMX5uT0GtjrDf3Qcse8IEtnJ2jaGkRcTvIZ4uNF2L1HRp5UI+D5/8wfNsUmFQsC4apFB0yFg2h4ZTONptofu9y3r4l58dBJqrZb+8sMHT/XEu7XEvisuLinS2+FndGgCaZ2hHObXYZT0xdr4wiKPdyVRepbCVO6tKA0q5q+ClHU3Y70Fr7Q4DiPj5hGRpEMvMbIHqy4B7tdYzRl9aa0cpdS9u62tDq+3+qZ5d7/cahHwexrMvJsqvXglq+7o2/vhVm7mwNEO21j1PHj2rK/apViK544cv8MzxBLatWXOun9agj3i6wLqony8+cphMwSYS8NIe9BLPWPznE0cZTrlZAux8kYDXw6Wboji2mzqpPC6yJ3aKY6WW2am6OmdK9t3dHqI7FsQ3btDV6o49fbRvmMNDadqCXtZHg0T8HkbS+Wm7+1+kX4ztdeV/Dae3q4Wrejs4MpzBdhx+c2yssuBB2Y9fOIVpelAKXraxneeOjzGaLmAVHTavipAr2nRGfGQsh/awtzJmVxKrz6+pcklmLZs7fvg8g8k8bUEPN16yHpiYXeNoPM2qiN9N99NkLVJTXVzGIj4OnE6SLzj4PAa2444zzyi7NFypiN9nYiiF32s0Zct+1rIrvVk/2nMKUGTyNn6PUVod7wBdrX7eeflGElmLgMekp6Mxh3ZU58y2bJtcafU6R2lCfhM7qymWTsVKQ9528GhFV8TP5q4Q777qXJlEJZal2QLV9bgz++diH/CusyrNApuqa31gNMNAPMu+00nyRQe/x+CCta0Trrpvft0WbvnWM4znCnzjqX4uXL+98nzlE0PfYJJDQ2mCXvOM12WuPdk8dzzBM8cS5PNFtDI4mcjz0bdsI1cocufOA+w9lcTvNTi3M8JrzuvkPx49TDKXI2PZrGsLYDuarWtasQqa91+9hYDXrJRlxw3bJ4xRBea8KtRUJ8Vyi3L1ON65nAzKAWB/PEtPLEhvV2MGbEGfya1vuoBbv/MsR0bSmKbCg6Zgu213pgFpS9PT4SXs83DttjUks0VWRYoci2c4MJjE6zG4bFMHv7Vt9YxjdkV9ppvkWL0P9w0mebRvhIxlky/YnBrLc8G6Fn73sg0cGkrjMw2ylk2+4I6z7htMsj4aapqxmjD1Bc+MLa0PPF9pXe7tamnKlv3q/Mt7T6Uqq+HFMxYDozZ+r8HQeI63//oX5AoOPo/ir998fkO+v4HRTKWnS2uI+E1Wt4ZZ0xrgzRet5etPHmMklefUeI5MwcYEio5mMJVn46qwBKli2ZotUG0F5jqTPwlEzq44C2u6rvUjI2lGM1YpL5273OA5pe798iSaXx0dRWs4kcjSN5ikt6ulEvTGwl6KDhwbzYCGq3o7plyXea7B6pbVLcRTFh/69u5KGiiv6bgtlGEfn/xBH3tPjpMtdd23+D1c3N1W1dnpdvNHAu5EierlT6tfp5xQ/0xSudSeFN3na2PHDdvrDs7rfcxSOZ7I8sxAgsFkvpKTspwJIWO566kfGkqzLhrkpRvaebRvmMHxPBd3Rys5b9P5IuetbpEgdZ5MlSZuqpbBfMFhLFsgX7CxtbuvxjMWo+kCx0YzFGyNaUBbyMsTh+MMxLPEM1ZlMs58p59bLNO1tAJ89ndfOmm/a7aW/er8yxoIeE0CXpOhZJ5TY1ksW2MAxdL+mitqbrt3N/f8yZUN9z12t4foiQUrPV2XnxPj3VdtprcrQtay+aef9DGUypOy3GFHTql1dXA8x84XTrPn+BiXzTInQIhmNFugalBfX6xxFmVZcFNNthgoTSbIFR1s2+HczggfuPq8SgLsA6eTDKXyFGz3KjeRLZAvOOw5PsaeE+O0Bb0cGc6QLz22UHS46cpzzno299P9cZLZAgGvie1oekrd8y+cHCOZLWKaBgHggrWtfOJ33DFJV/V2sO+UO8u+qzQ2qzyZYKaD8sBohpOJHNmCjZ3QZzV+60y6sZun61uTLziVINVQsCkW4i0Xr+fbTx9jJG2hNayK+MhYxXmfbCcmq734rJ7kWD2853QyR2vAQ0opMlYRpdy8wPGMxdrWABnLpi3oJVewK6NRyjmHFyL93GKabv9qnv1uerX5lwFev7WT7zx9nOOjWbR+cZnYMkc35qz4qXq6yvX36f4469qCGAp3ueaqx5Xr8m+OjVbOW0IsJ3NJT/VmpdSaOWz3srMtzEKbqnWhPN4S4MhIGkMpvv5UPzd5z6G3K0J3e4jOiB+vaaA1RINe8gWb2773HCcSOQwFnS1+CrZmOOXOki93pdcGxXNJj1Le5vy1bbSFvCQyBYI+k7VtQdZGA5y/to0TY1ls2yHs9/Cpt11UaSFxD3ITu99nC1LBnWRybDTDWKZAW8g7p0lQK9H6aIiWoEkiW0ADPtPg3NUR9g8mSVlF8gWHtpC3MsaxdrJdM7QaN5upLj6rP/dyi+tAPItpKDbHQgxnLNa0uZOpnhkY5WQih+1oOsJetndH6d4cYzRdqOQcns/0c2L+1eZfftnGGJ/beYBC6YrSqYrqDAVj2ULDHuOqe7pg4hjqE2NZVrcGODmWI1ewMZXCYyo8hoGtNT/bP8zB4XTTXUgJMZu5BKrvKP3MRWPOhKkyVZf17ddvY1ffEF99vB+ARw4Ms+9UinNLA9Rvf8s2+P4e4imLTatCDKbyjKYLhL0GBQciPg8hvwcF3HTlxspBojo4gdnTo9R2Y9797st54eQY569tI2MVKy3AG9pDrIr4K13O1e+l3P0+3czn8utUB00j6Twb2kN0RmwCXnOOk6BWnpF0ns2rWugIBxjPFfjTV23mgnVtfPbBfWyIhrBbNe951WZev7Vr0ne7HFqvGtFsGSrKvQUHBpNkLJuirTmnM4zPNLjh4jXsOzVO0XbzUyayNuO5Iu+/+jwCXpOOsJ+RdF5axBtcdR0wlOIPvvg447kiqrT6RsTvXmjYuKs5tfrmOtFzaUw15rqcbuvtl3Xz3tf2MpTM090eYF00xEMvnOLHzw/i8xhyIVWy6SMP1P2YI5+6bgFKIubDbIHq6xalFEvM7Tbv5KG9gxw4nWI8V8QquqmSjo5kWdPqrvQRT1vkCkX+8/F+LNtNmt3V6iNlFTkxlqM97GN9NDThecsHjAOnk7MOBajtxsxYRa6+YGJjdndpzNxsJ82pZj7D1ONR5/qcK113e4jOFj/7B5Og4amjcV65pXNCa/SVmzukNWOR1bag1vaY+L0Go5kCjtbkCg7WqSRKwW33PU88na/K3qCJhXwTxnOXgxlpEW9sQZ97YfEnd/+SkbSFrTWGgraglw3RELtPjlWGdPQNpwj55rx6+KKaacx1Z4uPn+4bquS6vfZC97j+9st6eOFUUo7fYtmacW/VWv9ssQqy1MpX5Q/vPc3Hv/8CaauIrTX98Qz9Ixl23L+H1qCH/niWY6MZLtkQJZkv8gev6OHOhw4AkCvYHE9kp7xSny0Z+Vy3ma0FCWbOGTjdfXIinp07Hm6ju0St1ySeLvDCyTFpjW4QU53kR9J5/vCKTfy6P0HBthnPFknmNB7TTaDu95gU7CIKiIa83P6WqbtNpUW8sWUtm9vu283h4TROqa/foxSXnxvjtVu6uO2+53BKaxh7TIPfHEtUeqka6Xg305jrXMHhzp37K/eVj91zOScI0cwa87JyiQR9JlduXkXQZ5AtKDyGwnF0ZRbpibEc0aAXNNiOZtu6VjZ3hlGAx1CljvapRz/M5WAy1wPObCfNmQLe6e6TE/Hc9Ha1sLlqPNylPTEe2jsorRkNoPokXz0BKhb2clXvKg4OpTg9lsV23AUXgj6TfMEde9oa8PCS1a0ThtKI5jEwmiGTdy8WyxNft61rwypoIgEPsZCPoVQejbtox84XTvKdp+2Gmxw305jrrGVPe1yX47dYziRQrTGSzrMxFqarxR2sbhpu+DmQyJK1ipwaz3FJTxuv2NTBmy5cSyzs4/LN7ew/laaz1Ueu4JC17Mpszeqgc7qDSe12Z3vAmSnglavvszNdDln5PBffVN385cU5bEeTzBbxeQzi6QLvv3oLoLhr10GOxXNEgx5+//KNfGXXEZ49nkABq1rciYS7BxJUz7oWjWWqSanl4Uu2ozk4lMQqao6MpNi0KkQ6X2R1a4BVYT9tYS/vfc25fOkXR4DGW6VKjt1CTCaBao3a8Zrl5fm+tOsI+0uLAjy6f4RfHUnwtSf7ufvdl1N0NCcSWQ4Np9h36te8sreDW990QWUCRizs46YrN07KZQpnlsN0LmYKeOXq++xMNSFPPs/FNd1+c8s1W7nt3t0k80VOJLKVPKi9XW6LVCbv4Diag8MZ/vknB3n+5BiOo9EoRlIFPvTtZ9hzYhyAi9a3cceNF8lQjgYy1fcObovqLdds5bFDw3zigRewHZvRTJF4usAThxMAhLwmX7jmpVywrq1yQRPymw2XAUCO3UJMJIFqjdqrVoBo0Mfh4TSjmQKGcrv9vaZiJGXxvWcGePxgnGS+iKM1GcumP57l6f54ZcWUXQeH6Y9n2NwZnhSINssa1EI0kun2m5F0nnzRwWcabGgP8c4reri0J0bfYJIvPNzHr46OopSbsijoMSjYDqAwDdh9fIyirbFsd3rVE4fj3Hbfbj779pdOmIwoLVpLp/Z77xtMTVi6+sZL1qOAouN+x7pqKFamYPN3P9zLy8+JcfPrtrgrc+XdJVgbqftfCDFRQyfoXyrVV607vr+Hv//RXkYzFqDRGjwGZAs2lu3w5KFRDAPMUiYon6noiQW5tCdGV6u/kkC8emnVauXuSkDGOAoxR9PtN9W3r40GuLQnxqcf3MsnHniBZ4+P4fUYpXHnBiNpC9Nwh/e0+D34PQYhv4HW7n4eLOVPLe+z5da8T/1wLzu+v4dsaYUgsXhqv3fQEwLXgNfDVb0d9HZFCPknB56JTIEDp1P85tgo+aIzITeuEKIxSYvqDKqv3h0NYb+HfNGhJxZmOJVn65pWNLB9XZRTYzlWtfr4v1+7hQtLq4Pcfv22SQn4awNRGXckRP2m229qby/vw0GviQLWtwfpjPh528u6ufU7uwn73GWG/8cbtvBo3zCZvI3fY6Bxe07WRgOVfVZ6P5beVD1e1ROMersilSWZT4/luP17z3E8nqGgwVSK8VyBo/E0O184TSzsq6R6kgYCIRqXBKozKF+9245mXTRA2OthOJ1ndUuAVL6I7Wg6oz6KDqTyRTojgUqQChMT8M82219OeELUZy5Lg1bPor6qt4ObrnRXnOsbTJayeig8psGjB4bJFx1aAp7KksRTTdiZLX2cWHi13/tUFyxbVrfQEfajAa3cjCytQS+Ggq2rWxnPFnn/1VsIeE1pIBDLzpkseNDIJFCdQfXVe0fYz/FEttI6etW5q7jpyo2A4s6d+wn7PcTT1pStLBKICrE0pmt57e1q4areDvrjWaIhL/mC2w2cLzqMpPNsibRMuR9L70fjme74Ws7gsiriNjb84RUb+cXB4Urv1lSTW4UQjUcC1VlUHwRjEd+k1tGZctsJIZbeVIFM0GdW9uV6lkiVi87mUZvB5doL13LthWvlQkOIJiOBap2mSk0krSxCNJ/qfVn24eVnumOzXGgI0VwkUJ0H0soiRHOTfXh5ku9ViOYn6amEEEIIIURDkkBVCCGEEEI0pKXo+m8dGxsjGo0uwUuLZjY2NnZUa71xgV9G6qc4I1I/RSNrhPoZ/fP/WuCXP3PLaZ9qxs95pvqptNZT3b5glFJF3Jbc8UV9YbEcjC30gVbqpzgLUj9FI5P6KRrZtPVz0QNVIYQQQggh5kLGqAohhBBCiIYkgaoQQgghhGhIKypQVUq9SymllVKvXeqyzDel1BGl1E+XuhzizEn9FI1M6qdoZFI/l6+mDFSVUq8tVcjyj62UGlVKPaeU+opS6lqllFrqcq40SqmXKKU+o5R6WCmVKH03H1vqci02qZ+NSSn120qpLyml9iql0kqpE0qpnUqpa5e6bItJ6mdjUkr9X0qpHymlBpRSOaXUkFLqsVIAtmKWS5P62RyUUm+q+o4uW9DXasbJVKUrpp8AXwN+ACigBXgJ8DtAD7ATeLvWOlH1OBPwApbW2lnkYi8opZQf0FprawnL8C7gLuAg0A+8HvhbrfXHlqpMS0Hq52QNUj9P4c5Gvg/YB8SAPwK2ArdprT+5VGVbTFI/J2uQ+vk5YDXwDDAIRIDrgDcCd2mt37NUZVtMUj8na4T6WU0pFQb2AB249fTlWuunFuwFtdZN9wO8FtDAX01xnwl8tnT/D5e6rCvpB/fEHy39+7LSd/CxpS7XEnwOUj8b8Ad4/RS3hXCDVgtoX+oyLtLnIPWziX6ABwAHWLPUZVmk9yv1s8F/gP8XGKj6Li5byNdryq7/mWitba31B4FHgWuVUq8s3zfVGJaq296glLpdKXVUKZVVSj2hlLqitM1rlFKPlroLTyql/maq11ZKXaaU+q5SalgplVdK7VNK/U+llKdmu5+WxpysU0p9rdStkSl1+5xXs21AKfWx0nNlSl3qu5VSn67ZbsoxLEqp31FK7SqVPVX69w1TbHekVK6tSqkHlFJJpdSYUupbSqk1c/zs47rqCldMJvVzUpkWs34+PMVtGeD7uC0xL5nL8yxnUj8nlWnR6ucMjuK2Krad5fM0Pamfk8q06PVTud387wPeDyTreeyZWnaBapX/KP2+bo7bfwq3W+FzwN8Cm4EHlVK/A3wHeAT4K2AvsEMp9c7qByulrgN2AefhXmX8D+AxYAduF0atMPBzwAb+GvgC7pXkfWrieKR/Aj4KPA58APifwEO43eozUkq9F/gubkvnDuDjpX/fq5T60ykesh74KW63/S3APcCNwN2zvZaom9TPxqmf3aXfp8/yeZYTqZ9LVD+VUm1KqVVKqS1KqZuBdwP7gb56nmeZk/q5BPWzFJT/O/Cg1vpbc33cWVvqJuQzbHZ+LdN0DVRtc2lpm29X3fau0m2vneK2pwFf1e2/Xbq9QFWzNuADTgKPVd0WAE7hVkxPTTk+MMVr/rR024dqtr2ldPtvVd0WB34wh8/kCPDTqr/bgRTuwa216vZW3DGkSUrd9FWP18Dv1jzvP5Vuf0md35F0/Uv9bNj6WfX4i0uf4c+Xut5I/ZT6WXrMU6XHaNwu/weBzUtdb6R+Sv0EPgxkgHNKf38M6fo/K+Ul3FrnuP2/6IkDlR8p/X5CVw0SLm3zJLClats34g6C/xIQLV0Nr1JKrcIdDA5wTc3rOcDna24rd01WP/cYsE0pdeEc30d1mcLA57XWleXsSv/+PO4A6KtrHnNCa/2NOZRJnD2pn0tcP5VSnbitKVngj+t9/DIn9XPp6ud7S69/E/AN3GEp7XU8fiWQ+rnI9VMpdS5u6+/HtdaH6yzvWfHMvknTKlfgua45fKj6D631qHIzYEz1hYziznYrO7/0+64Znn91zd8ntNa5mttGSr+rn/v9wH8Cu5VSh3BnQ94P3K9nntl4Tun3ninuK9+2ueb2Q7UbTlMmcfakfrqWpH4qpWLAj4F1wHVa6/31PH4FkPrpWvT6qbV+surP/1RK3QH8XCl1kdb64FyfZ5mT+ulazPr5r7if12fmsO28Ws6B6kWl3/vmuL1d5+3VyjndbgF+M802J+p43kqOOK31fUqpTcCbgdfgXiW9B3hEKXW1nt90FXMqk5gXUj/rNy/1sxSk7sRNS3WDnmKSlZD6eQYW6vj5FeAjuN3YU070WYGkftbvjOunUuqtpbK9G9ioXkxjGyv97lZKJYBDswTYZ2Q5B6rlnHMPLMJrHSj9Tmutd873k2ut48BXga8qt4Z8CvgQcAPwzWke5yUr/AAAAppJREFUVr562oY7OLvaBTXbiMUn9dO1qPWzKki9AHir1vpH8/0ay4TUT1cjHD+Dpd+xGbdaWaR+uharfm4s/Z6uVfm7pd+dwPA8vi6wDGf9K6VMpdRngFfiDlLetQgv+yPcBM0fKZ0Ia8sUVEq11PukpfcSrb5NuyOYf136c6YD14+BNPC+6tcu/ft9uAOxf1xvmcTZkfpZsej1UynVXnrObcDbtNY/nM/nXw6kflYsav1USnmUUtN1v76v9Pvx+Xq9ZiX1s2Kxj5/fB94+xU85kP5w6e+5DsWoS7O3qF5alUaieuWKjbgzJd+xGIXQWqeVUjcB9wL7lFJ34c7Gi+J2L94IvBV3NmA9WoCTSqnv4VbeQdyxKf8ddxzN/TOUKaGU+hDurL4nlFJfLt31LqAX+DOt9Vid5ZmRUqqNFw+q60q/X62Uuq307+9prZ+dz9dscFI/py/TotdP3AP3pbjpZNprU9AAv9Bar6ReBqmf05dpsetnBBhQSn0XeA43Vdoa3O/jMtxWs3vm8fWagdTP6cu0qPVTa93HFOnRqiaBPawXcGWqZg9Uf7/04+BeQQwAPwO+prX+X4tZEK31j5RSL8cdS/RO3CbwUdxUEf8PcCYBWga4E3gD7viQCG7qjO8Bd2ita8fF1Jbpn5VSJ3HH1ny0dPMzuF2e955BeWbTjpvLrdrrSj/gfj8rKVCV+jlzmRa7fr6s9Lv8vdT6I1bWcBipnzOXaTHrZwY36Hg17gzyKG6KoT3AzcC/aa3nMp5yOZH6OXOZFvv4uWSU29IshPjf7doxDQAAAIMw/65ngyytCg4AgJa7RxUAgA9CFQCAJKEKAECSUAUAIEmoAgCQJFQBAEgSqgAAJAlVAACShCoAAElCFQCApAEd9FniIyw0nQAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 720x720 with 20 Axes>"
       ]
@@ -127,7 +126,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x12d1420f0>"
+       "<seaborn.axisgrid.PairGrid at 0x133335748>"
       ]
      },
      "execution_count": 3,
@@ -136,17 +135,7 @@
     },
     {
      "data": {
-      "text/plain": [
-       "<seaborn.axisgrid.PairGrid at 0x12d52da90>"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 720x720 with 2 Axes>"
       ]
@@ -158,7 +147,7 @@
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAApgAAAKeCAYAAAABaGvUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzsvXmcXFWZ+P09dWuv7nSnOt0hSSfpkA4EQlgVjdEBARkZ0LihI+MbGR1HZ344w6uvCiMyiIyoyG8c3B0HkXFQRBEUXBBZlBBkIEACJCRNlu4knfRSXb3UdqvuPe8f91alurq6u3qpdHfyfD+pT6XvPffeU2e7z3nO8zxHaa0RBEEQBEEQhOnCM9MZEARBEARBEI4tRMAUBEEQBEEQphURMAVBEARBEIRpRQRMQRAEQRAEYVoRAVMQBEEQBEGYVkTAFARBEARBEKYVETBnEcrhj0op7X5Om8Q9bnCvvWGC1z3mXnf+RJ85VSab56OJUmqvm8eWSo4LwmxjJvv4VFFKXenm/Y65mpfRxrm5MP4Vo5SqUUoNuXl+poL0lyqlvqCU+q1Sqse9rudo5FWYWUTAnF1cBbwJkOCkgnAMMteECUEow+VAxP3/ORUoQv4HuA74S6ChmhkTZhciYM4SlFIrgJuBXwPtM5wdoXIuBE4BDsx0RgRBmJN8A2cM+cZMZ6RCrnS/D5b8PRo/Bz4DXAScVZ0sCbMR70xnQHCWxoHv42gu/wH448zmSKgUrfWrM50HQRDmLlrrHmBOLBkrpU7EWWVLAH8L/A74G6XUNVrrXLlrtNYfLrq+5ShkU5gliAZzdvD3wAXAv2itp017qZQ6USn1Y6VUl1IqrZR6QSn1MVegnch9apVS/6qU2qaUSiqlBpVS/6uU+iellG+M69Yrpe5WSu1XSmWUUoeVUk8qpa5RSoUqfPbblFIJpdSAUuotFV7zFqXUt5RSW5VSMfe371ZKfUcptXyM6xYqpb6rlOp0r9mhlPoXpdSoE7ExbDNfp5S6VSn1rFv+GaVUh1LqR+MtKbk2S79USh1SSplKqYNKqUeVUv80RvoH3eeY7nNud18GpWnPd/P7mFIqoJT6vFKqzc3ffqXU15RSkXLPca8ft06VUt9zn/H/jXGfr7lpPjtWWRSlX6SUukUp9ZLbFoaUUvuUUvcrpd5TkvYO995XKqXOVkr9SinV67ajp5RS7x3jOX6l1FXub4q77WC7cmzIaqdYLnuBf3Uv+Vd1xNZ62JJ50TGllPoHtw0NKaXiRWkm1cYnw0TLRBWZASillrtt/nBR+V9clPbtSqkn3DrtU0r9RCm1eJz8NCqnnx5w8/KKcvqpf4xrKu4jRde8Vyn1Z+WMeb1uOzp7nLzl62yrUirl/u4fj/OccW0zlVKLlVI/UM6YkFZKvayUumqMey5SSn1fHRnLtiulPqOUMtTU7MY/CCjgXq31Q8BO4ATgrZO4l3Cso7WWzwx+gKVAP/Ak4HGP7cXRZp42ifvd4F57JxADOoCf4Mw0Tffc98pc95h77vyS403AS+65buBnwP3AoHvsUSBY5n6fc89r4Dngx8BvgX3usZYyeb6h5B4fAXJAJ3DWBMqgDUgBz+Asz/yy6Lm9wMllrllSVO4Hgbvd/GaAXxSdaym5brTjDwNZ4Hm3vO4FXnHTJoG/KJMHBfynm8YCNgN3ufc65HTXEdd8y02fAZ4A7imqrzhwbkn6891zT7p13gfcBzwIDLjnfjdKuVZUp8AZ7t87AVXmPmH3uSZwQgX1uSj/+4Hdbn381P0NCeC3JenvcNN+B0i7+fgx8LhbrhpnMlf6nHr3nvl28pBbNgfcYy8C0SmUy1fd9qDd7zuKPu8oul/+Xt9y29Aj7j03TbGNP0aZPj5O2U+4TDjSn+/AGTN24YxBT7vHs8B5wD/h9O9HccaVg+75l4FAyT2vdM/90m0DPe41v3LbgAZ+AxhT7SPuNZ/lSD98zC3/XW57+nb+95W5Lt9/TZwx925gP85YfCflx7kbxjl+O84YuMctx8cYux0345hZabee7nbLJuWW2V7KjFkVtAVVdO0F7rF/cf/+WYX3aHHT90zk2fKZm58Zz8Dx/nE7fgY4tehYvhNPRcDU7mAUKDp3Os5LQgNvL7nuMcoLmD9zj/8OqC06vgjn5aKBL5dc8273eB9wYck5BbwZqCuT5xuKjn3ePfYKsGKCZbCh+P7uMaPonr8tc819HHmBhYqOnwocLirTlpLryg7WODP6pjLP+Ts3/XZKhC/gk+65dkoEajf/bys59o8cEWpaS859zD33KuAtOn5+0W95EphfdG4lzgtXUyIAT6JOn3DTX1SmDD7knru7wvr8Vzf9t8qcqwHWlRy7o+g33oo7cXPPXYgjJFhlyvin7jX/A8wrOh4suued093Wy/ymfN5jpXmcYht/jIkLmJMpkxuKfsNXS8r/3zjSr/uK6w5HmN3unv9gyT2vLLrn4yV5WYbTzjXwT9PQR85220caV5Byj3uA/yjKxx0l93sHRwTx00vK6mdF190wSnmNdlwDX6dIeAbe4x4fBCIl1/3SPfcziib/wEkcEeInI2Be4F63D3fswhFmLZx32IjJV5l7tCAC5nHzmfEMHM+fokHzhpLje5m6gJkAFpQ5/xn3/B9Kjj9GycsHWA7YOLPxljL3Or9okCseyF5wj2+cYJ5vwHlJ5u1Rnyr3G6ZY5vvdAbFYWM7/zgzQXOaaj482KDMJbQCwyb1mTdExH45WZoRwN8o9DBythkXJi7MoTf5F8/aiY/k6syia1BSd/4Z7/l9Ljk+0Tv86/5Ircy6vyTq/wnt9003/jgrT3+Gm7wD8Zc7nNVD/VXRsDUe0roEy14RxtKhZil6kU2nrY6TJt7VrpquNu8cfm2C5T7ZM8r9xd2n54wiR+d93U5l7/rN77gclx690j9vF/abo/Pvc869OQx+5ndEnNAGOaG/vKDn3iHv802Wua8JZuZiMgLl3lPLPT/DPKzrW4pZRmjKrAzg2/pMVMPMa2JtKjj/kHr+qgnu0IALmcfMRG8wZQim1CPh3nOWgL1bhEQ9px3i8lB+5329QY9gWurwJRwvzR6313tKTWuvHcJZtaoBzoPC7TscZTH88wTyHcZaTPww8gKM9mJTxu2v79Y/KsfX7L+XY5d2BI8h5gNai5H/Bkd+5v8zt/nuSeWhSSn1YObaY3y/KwwlukpOKkr8GJ4RHm9a6EievM937PKe1bhslTf4+ry9zrl1r/XKZ46+43wU7uEnW6c9xhI8NSqn870UpdQ7wWmCH234qIR9r72bXZi9c4XU/01qbZY7n+8BfFB3L25D9UmudKb1Aa5108+HFqauptvVKuG+skxNs45NhwmVSwmOl5a+1juNo+MARTErJO82NZof5gtb6pTLH78GZIJ6olFriHptsHznP/f6f0sRuOdxTetwdS98wxnVdlP+9lfBoufKnTF9l+Jh9qMw1d00mA66t7bvdP39Ycjr/95WTubdw7CJe5DPHd4B5wF+N8hIcgVJqNXBNmVP3aa1LX0Z7R7nNQRyNZBBHoDk8xiPzA/WeMdLsBlYUpV2Wv0ZrnR3junL8vzht8kkcbZU1wesBUErdhFNOxhjJ5hX9P5/3veUSaq3jSql+oG4CefhHnOXZYIV5yJfbK+USliHvNHCOUkqPk7axzLGOUdIOut+BMnmruE611lml1PeA63HMAm5yT/2D+/2dSu7j8kMczetGnAlITin1Ao5G7kda6+dHuW7vOMebi47ly/OTSqlPjpOffHlOpa1Xwr7RTkyijU+GyZRJMeUmawBDOGNPufND7negzDkYvY/aSqkOHKG6GUfLONk+MuZ4MMrxBTh5NjkSvqeS6yphIn01n/eybUdr3T/RsczlvTgKgCe11rtKzt2LY799jlLqNK31ixO8t3CMIgLmzPF2nGXsm9VIp+68xucHSqkEzlLMHe7xD5a5117G0XYcRcYbyMfi1zgz8HXAR3GM8yeEcjyKP4sz4F2N40DQmdcAKKWedO8/IU/6CebhtThLzTngEzja2P1a65R7/i7g/SV5mGi55QWLdpzfOBZ/LnPMnsCzJlun38VxAviIUuqLQC3O0nmSkVqQ0R+utQ18UCn1ZeAyHLvGN+BozT+plPqC1vr6SeYxT748n8axAxyL/Mt7Km19XPLtpZSj2MYnUybFjNfGJtIGJ8NU+8hsYTLlNFbbnMz9rnS/lyulnhjjeVcCo0aPEI4vRMCcWSIcWY4pR37Z6TEoLElX+tJYPsrxxYAfZzmpd5Q0efLBw0cNsVF0Lp82P9teoZTyTVCz8xyOQ8fvgW+61//HBK4Hx/gd4LNa6x+UOV9u2TCf97JlppSqZ2Iz/nfj1NNtWut/rzAP+fBUJ5U5V458Obdrra+cQN4mw6TqVGt9UCn1C5ydPy7Fsb+KALe7S6UTwl3Sfxn4irsk+R4ce8vrlFJ3aa13lFwyWh9ocb+Lg+Pnf+NDWuvPVZilqbT1qTCZNj4ZJlMm1Wa0PurBicgBI8eiifaRvPZzOeU3UGgpc6wHZ0wN4DhAltNilrtuusk/d1m5k0qpecD8idxQKbUSeKP75xKOaEnLMWZMTOH4QmwwZwittRrtwxFtwFr32A2TeMTFSqly23Jd4X4/WcEg8Cdcp5NyMdOUUufhLI8PAc8CaK07gW04yynvm2im3eXO83GW7r+mlPrUBG8Rdb9HLCsppS6k/FJe/neep8rH4PubaczDasrvZvEsjsC/Sin1xjLnS3kax8v4XKXU0vEST4Up1uk33e+P4WilwXGymWqeclrrn+DY0ClgbZlk71Hl47Tm+0Cxretv3e93usJKJXmYTLnkzWGmMrmfTBufDBMuk6PAmUqpU8ocfzeOcLenyI56sn0k3y6uKD2hnFib7yk97o6lm8e4rhGoKI7vFMlrF89TSi0sc/79k7jnle73L8Z5b+1CYmIKRcyWQUOYfiLAbaoo+LByAnx/xv3z6+PdQGu9DyfmoBf4jlKqpuheC4vu8S2tdbro0i+437cppd5cel/lBPseVSPoGvGfjzMb/4pS6rrx8lpEXov1kWLhwhWQywo2rgPTAzia3W8qpYJF163GiXM4EfJ52FhSZguAH1BGuHC1X19y//wfpdTpxefdAMlvK0l/k5vn+5VSZ5beUykVVkpdMcqLZqJMqk611o/jeLv+FY5X8rNa62dK042FUmqjUmqEUK6UasaJuQnlt1ddCvybKrJBUUqdjxMmyeaI8IvW+lkcj+I1OOU/osyUE4j/IyWHJ1oueY1YOSGpUibcxifDFMqkmiicPloI8O62g5vdPwvj2hT6yDdx2seH3faST+vB6aOjafDyz/6MKtpMQSkVwDGZqdQ5bdJorXfjmBoFga+7z87noxXHJrpi3N+80f3zR2Ol5Yhz05UTeYZwDHM0XdblU9mH6Q203o4TDzMfNHxYeJai6x6jTAgTnPAaL7vnunA8KO/jSFDuRykfaP1GjoTD2ILjvfgbJhZovZUjAYM/X+Hvb8UJXJ8P7/FT97encOLn5UMElf7O5qK85YMT/xon3Md9TCDQOs4SVId7/DBHAmEP4AgHv3DPXVlyL8WREDuWm9e7cEwGRgu0/nWOhG/ZghP77m6cEE9p99zqovTnu8ceG6X8rqRMCJaJ1mnJdR8ruu7Dk2jT+Ril7TiBtX+E45Gbco/fXZI+X4bfwWnzr7h5fZQjAao/V+Y59RzRZieKyv9eHCHZBg5Nsa2fwJHA4H/EmXB8n+FhcnS5up6GNv5YuePjlP2Ey4RxQjExRmiv0donwwOt78EJ4H4PjtPXkHvuIcoHWp9QH3GvuZ4j/fBR9zfvdNN/h9H7SD7EUcatk5/gjAVTCbQ+WjneQflxZBmOA5V2v+/G2Ugh5dZbvl0urqD+L3LT9lEmVFKZdpn/7cVhqz7nlvVTOGZQGie01VNFn7+b6Lggn9n/EQ3msctu4FycznshzsD9CnAVzg45FaGd8Bqvwwng3IXjZHERzmB7NfCXerj2Mn/d9TjOGL/Asft8D04A4/3Ap3EEpvGe3YYTSmYvcL1S6uaxryhccw7OS8QHvA3H9unLwMU4A1u56/a7v/P7OM4BG3AGzC/i2BCO++iie/XhhOK5HWdQvxRnCfe/cMKh9I+SB60dW7F34QiVJ+OU26k4O4+M2BpOa/1xnADIP8OZDLwNZymuFufl9i6OhH6ZElOo09+73/1MLpzP/wVuwxHWz8Wpj1NwhJ33U2ZJ0uUpYD3O778Ep36fBd6vtf5CaWLt2IW+GWeP5c045X85jkNRGies2LvKXFdxuWgndMxlOMLe6ThOex9201fEZNv4ZJhsmVSRGE4f+iWOXeBbcVY6PoezEcGIyBOT6SNa6xtx2tazOO3mEpzdk96I065G4+9w+ulOnDH3QpxyOxdnTK462tlu+Fyc8cfLkbHsJpzfdAKOsB2r4HZXut/36PKhkoqf24ZjluBneJ9ciVOGr8MJHYWbr9cVfYojOgjHCPlo/IIgTAKl1GGcl1aT1rp7pvMzG1HOfuM34Tg9/fNReN4dOILb32on+oIgCIBSaj2OneZLWuvTxksvCFNBNJiCMElcm7dGoE+Ey/K4jmb/jLPUOK7dryAIU0Mp5R3FZvlk4HvunxWHCROEySJhigRhgiilzsYJcn0+jt3knTOaoVmI6/2/Fmd5tRH4th59NxVBEKaPILBFKbUXx+Z7ACfk0jk47/w/Al+bsdwJxw0iYArCxFmGExalE8c+8LMzm51ZyaU4MV4P42guPz2z2RGE44Y0jrf7hTixlOtxNjd4Fsfm9Fv66MVsFY5jxAZTEARBEARBmFbEBlMQBEEQBEGYVkTAFARBEARBEKYVETAFQRAEQRCEaWXWC5hKqX1KqX3jpxSE6iJtUZgtSFsUZgvSFoXRmAte5HV1dXV1FO2UIhwTqPGTzDqkLR67zLX2KG3x2EXaojBbmFJbnPUaTEEQBEEQBGFuIQKmIAiCIAiCMK2IgCkIgiAIgiBMKyJgCoIgCIIgCNOKCJiCIAiCIAjCtDIXvMiPKi3XPFhx2r1furSKORGEkaRMi/19SZrnhwn5jZnOjiAcl0g/PDaQeqwuMyZgKqVOA87WWt85U3kQhLlEyrS48YGX6BrI0DQvwPWXrSHkN2SQFISjSGk//NTFq+lNZKT/zTFiQybX3beNpGmxqD5YGE+F6WMmNZgbgBsBETAFoQL29yXpGsgA0DWQKQiV5YROQRCqQ3E/7Iynue7+bWSytvS/OUTKtLju/m08vSeG3+dYCu7vS7JqYe0M5+zYQmwwBWGO0Dw/TNO8AABN8wI0zw+XFToFQagexf0w7DdIZixA+t9cYn9fkmTGwu/1YGZtwn6D5vnhmc7WMce0ajCVUtdPIPl50/lsQTjWCfkNrr9szbDl8PzLLq/BlEFSEKpLcT9siAS45aEd0v/mGM3zwyyqDwIQDhjctGGtaJ6rgNJ6+nZ3UkrZONtFVbq9kNZaj1mrSql4XV1dXTwen3L+KkGcfI4ac207tKPeFitFbDCnhTnVHmdrWzweqUL/k7Z4FJBxsyKm1Ban2wazH3gGuKaCtB8GPjrNzxeE446Q3xDbIUGYIaT/zU2k3qrPdAuYW4BlWutnx0uolHrrND9bEARBEARBmAVMt5PPc8BKpdS8CtIq5thSgCAIgiAIgjA+0y1gfg9n6buS+94GrJjm5wuCIAiCIAgzzLQukWutdwI7K0w7AAxM5/MFQRAEQRCEmUe2ipyjVOrtLp7ugiAIgiAcbSTQuiAIgiAIgjCtiIApCIIgCIIgTCsiYArCLCBlWuw6PEjKtCZ1XhCE2UFpX5W+O/uQ8fboIDaYgjDDpEyLGx94qbDd3KcuXk1vIlPYYaL4fDTiZ+O65bQ21cruE4Iwy0iZFtff/yIdsSRLo2GuveQUbnloB53xNGG/wU3vWEu0xj/T2TyuKa2jGzecBlDY1QcYNh5ff9kaGWsniQiYgjDD7O9L0jWQAaAznua6+7eRydoFYXNLe4zOeBqATa/20B5LcmJjZIQgKgjCzNLWNcQTbT2kTIu9vQlOPqGW/bEUr/YMYWZtrrt/G7defqb016NM8baQbV1DbHq1BzNr096X5Nl9fdz19D6SGYtF9UGuOHd5YTzuGsiwvy8pO/5MEhEwBWGGaZ4fpmlegK6BDGG/QTJjYXiUI2zet42kadHRlyQa9oOGkM8onMvkbJllC8IsIZ216E9lMXMWgxnFg1s76RnKkDEtAj6nb4vAcnQpXSF611lLQDvntIZvPdrGzsOD+L15i0FdGI+b5gUKWk1h4lRdwFRKrQJWAQ2U2blHa31ntfMgCLOZkN/g+svWsL8vSUMkwC0P7XCEzYDzQgKIRvy8/9xlbH61h1giS8DnKQiiMssWhNlB0OehNmAwqCFn23gNRcuCCACGUiyqD4rAcpQpXiHqGsgQ9HlZ39pAeyxFbcBLLGni9SrMnE04YNDaVFsYj2V1aGpUTcBUSi0Efgi8JX+oTDINiIBZRSqNlwkSM3MmCfmNgoBYLGze/JvtbHq1BzRsfrWHay85ld5EZpggKrNsQZgdLKkPEw54SWdtDI+HoM+geX5IzFlmkOIVoqZ5AVqbarhxw1rauga5fdNeXj40gEJxzvJ6btqwtlA/MmGfOtXUYH4DR7j8NvAI0FvFZwnCMUOxsLlx3XLaY0n8hoeOWIoD8RRrm+sAZJYtCLOMA/EUC2oCLKgJEPQafHDdcta3NhLyG+LcM0MUrxAVO04eHkjTlzA5qamWdNbiqgtWSR1NM9UUMN8CfEdrfVUVnyEIxzStTbUsi4YLWsw7N+/hRneWXSyIFhuxi7ApCEeflGlx5+Y9HOhLgYL1KxcUhEvpnzNL6Vh5/f3b2NuTpCeRYXk0worGCK1NNTOcy2OPagqYHuCFKt5fEI55Qn5jmBazPZairWuQtc31hTQSxkgQZp79fUliiSwnLawllbXYuG45AP+7p5fv/2kPmZzNovqgOOTNMG1dg2xq68XM2fi8HjacubggXMpEYHqppoD5J+CMKt5fEI4LHC1miE1tvaDgzs37uHHDEQGyrWuIPd0JfF7PsDBG8iIThKNHsa3fsmiITNbmX37xAk/s6mUgnSMacZZfxSFvplHDPEJ+++IhcrZ260cTS2TLxiMWJk41BcxPAI8qpR7RWv+8is8RhGOe809eyN7eJEGvQXssWdBi5pfl2mNJcrbG8ChCPkM8ywXhKJO39cs7j9zwq5c4EE+BbQOOdizsN8Qhb4Zpbaph/coFdMSS1IV8JE2LrGUzkM7iUYqagJfOeJpr791KPJVlWTRUMEsSJkY1BcxvA0PAT5VSB4HdQOm+S1prfWEV8yAIc5LYkMnm3T3UB33c98IBugdNeoYypLM2ytViXntJmC3tMQ4NZFhSH8LSmsbaADlLi2e5IFSZcsupzrdi8+4e+oZMsrbG51GE/Yql0TCfvPhkEVRmmJDf4NpLTmHz7l5CXsUXfr2d/oSJ12twTks9ZlYT8HnYur+fbM6mo2RCL0volVNNAfNEnDBE7e7fy6r4rHGZSLgeQZhJYkMm7/7OJg7G04CmLuhleUMN88N+zJxNyG9waMDZ8WcwleO5jj4Mj4doxMfX3382STMnA6AgTAOjCRR5u+fyW0BqcpYma2vQYGsYTNtsPzTAh374NL/4hzeKt/IMkjItbv7Ndv7U1o2ZtfGgGTItdMZiW8cA//6+M8jkNJ/46fPYWpOzNZmsPSJgu5ggjU/VBEytdUu17i0IxzKbd/fQPWhi5mw00J3Iks4NUhf2YlmQiVuEA15aGiIkzByZnE3Qq0hnbWKJzAgHIJlxC6VIuxifcgIFODaU6axNZzzNzq5BzKzNtfdu5aoLWmltqqW1qZYzl9bz+CtdaIUjaAJYmgN9aR7f2cU7z26ewV82d6hGO23rGmJ75wB9iawjQFoaDXgUJMwcL3TEealzAIVmKJOjJuDlf57ey4fWr5QtJCeIbBUpCLOIlGnx8PYucpad380MtDP4pTI2WVvjNxTRsB+/18P2Q0ksW2NatptYDbuXzLiFUqRdVEbpDjBtXYPc9XS7G63BR8Drwcw6nsgvHIhz04PbC851n3/7abzvu5vpS5pYplXoy7bWPLD1IG89bZGU+ThUo53mbdYPDaTJWjaGUng9oJRCazBzNr9+8RAH+1PkbE3W0gxmcmx+NcYV5y6XLSQnyNHYKnIecBHOkjk4tpi/11oPVvvZgjDX2N+XZCCV5Zzl89l2oJ+cZaFR5GzweiDk89CXzKJJEfIbNNeH8Hoc7eXpS+qGxXIrfUHKjFsAaReVUroDDKhCucUSWT523okYhqJ7IMOBeGqYcx1AczTEQDqLz1BordEoGiJ+LFs8ySuhGu20EEqqqZZn2/vwGgo0nHLCPGw0QZ+BoRRm1sa0NEoBGiytCfq8srnFBKmqgKmU+jvgVqCGI6oVDQwppT6htf6vaj5fEOYaxS+1C09ZSDxhsu1AHK014YBBTcBH1rJBa3Z2DRLxe1nVVEttyDtsm7PSe8mMW8gj7aIySneAAYaV22lL6rn18jNp6xrizs17CuFtGiIBnmuP8XxH3NkyUsGKxggLIgGCPkP2I6+QarTT/D13dyeYH/aRszWWbaPRfGHDadz2h128sD+OAmoCHiKBAFrD+tYGWptqhgVsF8ZHaa3HTzWZGyv1duA+HI3lbcBL7qk1wMdxNJrv0Fr/apz7xOvq6uri8fiU8lMNJ5+Z3Lv7GPg95famn9VMV1scj7zdUUMkwKd+9gJP740R9hmAJloTYF9PwvFONTycubSeD61vKewYMtq9ZMY9LnOqPU61LUq7mBxjOf3k++zNv3mZP2zvoi+ZBRyNyvywj3OWzedj561kzZK68cr8uGqLY1GNdpoyLdq6BvnGI208s6+PVNYiYCgCPoOFNQFe6Roi7DcI+Aw+/Zcn09pUczxvXDGltuiZrlyU4dPAduBMrfVtWus/uJ/bgLOBHcBnqvh8QZiVpEyLXYcHSZmlUbsc8rPkA/EUL3cOYOZsx5ZLQ03AS9DroSbgJeT1UB/ysb61EaDsPfP3Ok4HR2EUyrX7kZHxAAAgAElEQVSL8dqlMHp/CrnxLbe0x9jb4yyRKwUeD/gMhd9QPN8R5/Yn98xEtmc1Y7W7aoxfIb/B2uZ6bn7X6Zy8sBafR5HMWvQMZWiPp9A4nv9KOZtcrG2ul/FzklRzifwM4Eat9VDpCa31oFLqh8DnpvqQYy380LH2e4ThTMxw3VldCPoMvB7F2sV1DJk55oX9RMN+GmsD3PSOtQDitCFMCXH8mRzDNZfb2duboGsoQ8Bn0OT10LIggt/jYeuBfkJ+g2TGEvvLImaq3aVMiwPxJAtqA3g8CtsGr8eDAhprAiyqD9LSEGFJfYhdhwdF0z9Jqilgjqdarc7avCDMYvKG65at2dOdoK1riLXNdWXTLqkPE/R5SJkWkYCBxsayNBpnx555IS8hv1HYKjIoO/gI4zDakqM4/kycYuHI61FsPdCPmbPxKPjkxSezZnEdS+pDfOHBF/EZClvbBLweGiKBmc76rGGi7W46lsxTpsX1929jx6EhugfT+L0eUBDwejh7WT2f37CWpJmjIRLglod2yKRrClRzifwF4EqlVKT0hFKqBrjSTSMIxw3N88NEI352dg3SHkty5+Y9w5aGipeLehMZlkcjrGyMMJjO8VzHAB3xFEOpHIZHEUtkaesaLGwVubNrkGjELw4EQlnyAtGXfrODGx94aVi7yzs/AOL4UyHFwlEsYZKzbIYyOQZSWX75/EGW1IfoTWQYSFmsaqrFzGl6hjLc8tAOMUNwmUi7G6v9ToS2rkE2tfVysC9JXzJLIpPD61FYtgYU0YifVQtr6U1kRgi/wsSopgbzFuBeYItS6jbgZfd43smnFXhXFZ8vCEeNSmfWIb/BxnXLaY8lCfkMYolsYdZeulz0qYtX01gb4OXOAZKmhUKDNqgJegn6jELolFgiy0kLa0llLTauWy6zbKEs42mLrjh3GaAK3rLC2OSFo854mmjET03Qy5Z9fZiWzSuHB7nuvm3ODj8RH4/tj5M0LQ72p6kN+kRD7FLqqV/OcSp/fPq07MpZX1XKGVNxwrz5vR5e6hygrWuQ1qZa0lmbaMRXiA4gk66JU82dfO5TSl0FfBn4OkeWxBWQAK7SWt9frecLwtFiInZE+Vn3smiYWMIcNnCVDqC9iQwb1y1nb0+C9liCeCqHYSjOWR7lI29aQWuTM7jmQ3mc2BgpHBOEUkYL++IsGb5IRyzJ0miYGzecNsM5nRuE/Aafung11923jaRpMT/iZ83iOl45PEjA5yHprkJsXLeCvT1J9sdTZHM2YdchSHAoDf2T9/K+c/O+whh5/WVrpi1sUWtTDetXLuCVw4N0D3pYWBvg5c5Bgj4DpSCdtQvjeTTi5+qLVh3PXuRToqpxMLXW31JK3QW8BVjhHs4HWu+v5rMF4WhR6cy6WBCNRnxcfdFJBW1RyrRGnTG3LAiTMi1snWb1onkkMjmCPqMw4EnwX6ESymmLUqbFIzu6eKKth2zOpr0vOaZdsDCc3kSGTM7G8CgGUlk+8ZaTuH3THpKmRWOtn3TWZkl9iNaFNUQCXsIBY0S8WuEI+TFyd3eCjr4kKxtrhtmqT8dYF/Ib3LjhtEL80u5BkyXzgyyoCdDSECnYsgN0D2Y4PJCWifskqfpOPlrrOHBPtZ8jCDNFpTPrYgef9lgK0IWX/GgzZkfjqQgFDGqyPgylRjxDgv8KpYxmslHcVvLtru3wEP3JrJNOg/hfVk5p31+zpI5b33tmQQP3tYd3FsxdehMZmQSOQ36MDPkMtIYdnQMA3L7pVb74zjOmbaxzQhXVceOGtYUoAPn6AQqmDx19SX70VDt/2NElTj6TQPYiF4QpMpYdUTENkQBeQ/Fy5wBKwZ2b93HjhtoRzgLF2klnazOTiN8LNXD5a5ZyweqmEc+QwNlCnkpNNvLtLugzCAc8LKwNcuriWtHWTIDR+n7QZxBLmIVoEQfiqYJWWPpqeUpXcdYsnscLHXFsDX/e3Udb1yBrm+un9ZnFAmu0xl9Ynn/3Wc0cHkxzzzP7MTxKIitMkmkTMJVSj+BMff9Sa51z/x4PrbW+cLryIAgzxXgz65RpcfNvXuZAzLHDWt4QoXswU3jRFGtBGiKBQuy1vNf5pld7QMNjrxzmgtVNI+4tMQyFPMUTls54mk1t3Zy9LDpCg+a0LR+b2nrxGQbN80Nce8mphfMiCFVGub5f2m/v3LyHGzdIzNrRKLeKk8naXPXjLaRNC5+hKI18ON3tMx++aFNbLyh43YoGGmv94uQzBaZTg3kiYHOkFZyIrLUIAnAkNEY6a9GfypI0rYIwWawFyQdsLna4KOd13jw/POxbYhgKeRoiAQJeD4OZHAfjKX745D5u/s0Ols4Ps6g+OGy5duO6FeztdcKvZHI2vYlMQZMjgtDEKBV4yvVbQPpqGfb3JemMp0lnLSxbE/QZRCMBEhmLVNZCa03XYJpt+3VBwz5d7TNfb+msTXsshZmzAeiMp/jspacS9HlkkjVJpk3A1Fq3jPW3IBzPZLI2OVuTszSWhnTW4lB/isd3dnHeSU2FF35b1xCbXu3BzB5xuGhtqmVZNFwQOhsigRHhjKbDu1KY+6RMi1se2kHSjVawuC5E1rLpT2aJhnO8cmiQj/94Cz7DQ2NtgA1nLKZnKMNgKkdd2FcIAl46aWnrcrxs5UVbnnICeWtTLSc2Rkb0y2jEX+jL0lcdGiIBOvqS9CezhXa4pT2G31Ao5SGRsbj67ueoCfh4Y2sDG9etKNiz7+5OTGr5vNRbPRrxsbg+SEcsCQqWRsMSsmuKiA2mIFSZlGlx9zPtGB5VUOlrIJ3TfOvRNv7v73fSsiBC8/wQ7zprCcMSFf2h3e8D8dSIcEbiSS7AEcHQ8CiwIRwwSJoWtSEfHX1J4qksWsP8sI9XDiteOeQE9V+xIEIk4C1oMPNa0Lw3dGnIGGljwxltFaGc135xXxYcehMZls4Ps6DGIuQz6E1kOHtZlJqgj/ZYEg0Mpi3MnHb3etcF8w6K7NkrbZel3uonNdUSS2S5+qJVfGj9CiQe7PRwVAVMpZQX2ABEgV9prQ8dzecLwkzgOOpkOXlhLYf6U7zaM4RlO7YkXUMZkqZFwswBEPR5Wd/aQHssxbJoiNam2sL1NQEvsUQW0CM0luJJLsBwr+bi5fB40uTzv3yZVCZHKmeTMJ0XeV3IR08ig8ejWFQfpHl+eJgWNBww2HBmM994ZJdsRToGo0WSKO2XpX1ZytKh2TXfKC6/lGlRG/AOE8NtrYnW+GltqmXjuhV0xFIFh6qJlGWxtzruitIKN46wCJXTR9UETKXUV4A3a61f6/6tgIeBN+G8W7+olHq91vrVauVBEGYDxTt+ZCxNNBLAzNkEvIpM1sbWMJjOsbcnwZL6UCF0Rl5wLH15tTaN1IwIApT3ao7W+IkNmSSyFmnL2cf+nGV1zI8EGEjlWL9yARvXLS+8XHcdHixoQZMZi/9+ai/t7rLh+pULZFm3DJVGkpiuYOHHGqXlB3DtvVvZ1T1USOMzFOtXLuDmd55OyG/Q2lTDijImCJVQXA/r3SV30VhOP9XUYL4VR6DM8zbgL4CvAM/j7O5zDfCRKuZBEGYF7zprCS/s78d6pRsU9CVM3veaJfz2pS62dw5geBQtDRF6ExlW1dQOm4mP9vISzYdQjnI7o2xpj9E8P8SCGj8AV735JAI+D6BYUh/iQDxV2CKv+OUb9jtL7LIV6fhUsopQqSB6PJKfTDsONxaxpAmAz6MIehUfedNKPrCupeCEtr8vWdDQN0QCEypTqYejQzUFzKXArqK/3wbs0VpfA6CUWgP8TRWfLwgzTmzI5Np7t7L1gLNxVcDrIZ21GEjn+OZju3ntivm8tiVKJmcXlijLIUvgwmTI25p1xtMcjKdYOj9MY22Au59pp3vQJOD1EPAZPLMvBhrWtzZw44a1w6Ia3PLQDtmKdBqRvlye0lBFJ9QF2duTwNZQEzTY0hGnc3AHn7p4daFN5p0ci/+u1EZY6qH6VFPA9AO5or/fzHCN5m5gURWfLwgzSmzI5J/vfo6tHXHSOZuI36AmYOBVXsycTTprcyie4fq3nepeoca8nyBMlGKnn8V1IS5Y3cgpi+q47Q+72H6on7Rp4zMUHo8HgB2HhgoeufmXr2h6hKNBsaPUoYE0tq1ZGg0T9BmO0xqwuzvB5t09wxyqHt/ZxYsHBqgP+cRGeJbhqeK9O4B1UNBWngg8XnS+CRgqc50gzHlSpsV1923j5YMDTlw1rUmaFn2JLBnLJpV14rv1JDJEIwHuerqdrz28kxsfeMn1NBWEqZNf7rZszcH+FI/s6Oaup/fyavcQvYksyaxFOmejcNrnof4Ut2/aO6wN5jU9IlwK1aS4re7tSbC9c4COvhRoCPsMdh4epKMvycPbu4hGfADMCxn8xx92sfPwIM/u62NeyBC71llENQXMnwAfVEo9ADwADAC/Ljp/FiAOPsIxyf6+JEnTIuDzEA54WX1CLTUBA1trhjI5ljeEOX1JHcujEbZ39o8IcSII00HIb/Cpi1dzwepGFteFMDyKg/EM9WE/Po8Hw6OoCXjZuK7FbZ/w5z29tHXJ3F84uuTtIj/w+mUsjYZJ52ziSZPdPUO897VLWRYNc1JTLQOpLBvXreCaS1Zz0SmLGErnqAl48Xs9XHTKIpkIzSKqKWDeDNyBo8XUwEatdRxAKVUHvB34QxWfLwgzRj7sxklNtbxm+XyuOHc5hkcxlMkxlMkRT2YBaKz1c/ayKE3znADX4lkqTCf5kEOP7OjmYH8Ky9Ysi4Y4+YQa5od9hP0G565oYM3iWnK2Rtt2SfxVQTh6hPwG61sbCfsMHBc0SGRy/Ocfd7OoPojhUW4kjRpWLaxl3YkN1IV9KKChxs+6Extm+BcIxVTNBlNrnQE+7H5KGcSxvxRVjXBMkp+N53eKeODFTidQsOW8uONJk9qgD3dXMq44dznprEXQV805n3C8UWzXFg37ufw1zVyweiGxhMl7dm/CsjTP74+xdX+coUwOj4L1Jy0Y15lH9ikXqkXKtGjrHiSdc3Y/My2LLe19vCnQyNUXrSIaCbCprZuzl0WJ1vi556NvYEt7rPC3MHuYkZ18tNY20D8TzxaEo0XIbxSCAGdzNl5DgaO4JJ3THB5IE0+afPpnL5CzNR19ycJ+0bJbytiIgFMZzfPDw3Y8eeyVbi5YvZDnO/qIJbLYWnMonsGjFCiwNbxxZeOYZTrd+5RLXR4fVFrPW9pjDKadHY/y5GxNZzxFfyrH1Xc/X9hS8p6PvoFojZ+LTj3hKPwCYaJUVcB0g6tfBKwCGhjpJqu11l+oZh5mAy3XPDjTWRBmiCNB1jW1AS9JM4e2QSscRx8zx7PtfbQ0hOkdMomG/eIJOQ7TLeAcy4T8xrAdT7oHM2xq66Y+6MPwKGxLY3hAKUXWctTpv3mpk7efuaSwtWGpUDDatoiTQery+KDSek6ZFnUhPyG/QX9q+LmuoQzferTNMS/Smt4hk827e7j09MVH6VcIE6WaO/msAu4DVjN6/BUNHPMCpnD8kl8qf+lAP994tI1MzgIUXkORyuTI5GySmRzbOwdRCvb2JnjjKtktZSwmIuCIdgyW1IeIRvwMpnMc7E/xo6faaawNcOEpTezrTbJkfoiugTQvdPRjKNjROVgIul5OKJjO3WgqrUupx7lNcT13xtNsautmfetwTXmxEHrWsnoOxYNsO9BPzrYxlOKkploMjyLo89AzZOJR8IstB1h34gJZGp+lVNPg6+vASuAzwGuAFWU+J1bx+YIwa7h90x5ePNCPz2uwYkGEr15+Jqc11xHwe6kNeh1vc79B1tIkM7lh16ZMi12HByV8kUtewIGxnaLyL6wv/WbHcRv+qXhfcRQsrnc8yWMJk42vb+Gjf3EiQa8HrcFrKMJ+x5M8k7XLCn9wZNJ0zSWrp6xxrKQupR7nPsUhiDr6kvzoqfYRdVnc3pIZiytet4zaoJewzwDl7BfeHA3x5XefwcrGGiJ+L891xLnu/m3SJmYp1VwifxPwNa31V6v4DEGY9eRDFvl9HsysTeO8AKcumkfTvCCBrgQeBUGfh5SZI+w3yOR0QZMjS4gjKXagGis4/XQu5c5VigOtY+O2L5toxMdPn+mgI5akPZZkZWMN9SE/Zs7C8Cjufqaday85dVRN5XTtglLJln3j1aNoN2c/+XBZD2w9wO9f7sLwqBF1OVIz7kyGMpYGVOEeAIPpLP3pLD7Dw2Aqd1z27blANQXMDLCnivcXhDlBPmQROC/4mzaspTeRYSCV49RF80hlLT7+5lbu+t92khlr2JaRIiSNzl1Pt48peE/nUu5cpbgMFtUHC3s3p7M2X3t4J0FXO2RaNmc019GbMKkJeIklsvQmMkdlF5/xhNWx6lEmYHODvCa9M57mYH+q4MxYOmkpbm8AZzTX8ec9fYT8Bj7DQ2/CGQtbGiKksxa2rakNeo/Lvj0XqKaA+TtgPfDdKj5DEGY95bQ0Ib9ReGme2BjhnJYo57RER7zMRUgqTyWCdyXasWOdcmUQrfGTMq1Cu1q/cgEb1y1nSX142J7O+fQzPaEZqx5lAjY3KNakL50f5gOvXzbCBhNGTjZuftcZXHffNpLm8Il3c9TRboYDzoT9eOzbc4FqCpifAP6olPok8HWttVnFZwnCnGK0l6YISZVRLHhHI37SWYuUaY37wjoeKVcGo7WrSkwPZhMyAZsblGrSyzn4lBvjojV+bn3vmcPOpUyLK85dDmham2QL09lMNQXMTUAE+ArwJaXUQaDUEldrrVdWMQ+CMOOMtoxXqfAjQtJIjthhDnHn5j187eFdNM0LcNWbV7G9s1+CLlfAaO1qPNODyTBRO8ni9MCoy+AyAZv95Osyb55RXE8p0yr04VgiW7bNFbfTcmOpMHuppoDZjuw3JggjlvHaugYJ+gx5IU4RJ5C9h1jCiV6/P5bir7+32YmlVxSEWRidUsGvGkvOE7WTLE1/xbnLxsyTTMBmL2PVff7cnu4E7bEkJy2sHbfN7e9L0hlPk8paWHEtJhGznGpuFXl+te4tCHOJ4cu5Pu7cvI9YwhSnhGmgIRIg4POQzDhheJKmhQL6k1m2tMdkh48xKPfyr8aS80SF1nx6y9bs7k6QztqyDD5HKVf3zfPD7O9Lks5adA1kCo5mqazFiY2RMeu3IRKgoy9Z2MmnIRI4Wj9FmAQzslWkIBxPFC/j5b13QZwSpkohxmPGIuw3+OTFJ/P3//1M4eVz9rLoTGdxVjOa4DfdS84TFVpLt7f86TMdXHvJKSOWV4XZT2ndN0QChUlNNOInGvERS2QLjmbj2VT2JjIsnR+mscYi6DPoTWRklWIWU3UBUyn1F8DFwELgVq31DqVUDXA2sFVrHa92HgRhpskv4xV774o2ZmoUe6Zmcja21tzz0TewpT3G2cuihPwGuw4PilAyCqMJftO95DwRO8n8kv37XrOssL1lLGHSm8jIRGwOUlr3xZOaWMLk6otOIujzjLDLHK2t5EO+yfg5N6jmVpEGcBfwHhyXRA38GNgB5HC2kfwq8MVq5UEQZhvilDB9lBOQQn6Di049QeIjVsDRbIuVCK3FdRaN+FgaDRdMSUSQmLsU131pn21tqhl1u8jRHH5k/Jw7VFOD+Rng3Tjhin4LbM+f0FqnlVK/AP4KETCF4wxxSpgeJD7i1JlNbXG4divL1RetEme4Y4zxBMRK49vOljYrjE019yLfCNyptf4PoKfM+e04e5ULgiBMiPz+7ODEDh1tFx8Ye79yYfZQWmdL6qXOjkXyAmK5SUNpG2iIBNh1eFD2Gp+jVFOD2QLcOsb5ODC/is+vOi3XPDjTWRCE445Klr+LNSUNkYAsqc1SSu3tiuuseFchMXGY+1QSC1XawLFFNQXMQWAsN85WoLuKzxcE4RgkHwsvYeYYSGdp6xpibXPdsDT5l5m8pGYv+YlCZzxd2PIvWuNn1cJatu3vZ093gqDPcGPHDo1wBhHmBrEhk827e3h4excDqfLB1PMUC6Fi5jL3qaaA+QTwAaXUV0pPKKXmAx/Csc0UBEGomIZIgH2xBAfjaQyP4vZNu/ncpWsKYWzgyM4v+RiZhkfJS2qWkZ8o7Dw8iJmzue6+bdz63jMBuHPzHtpjSVDwuhUNhZ1eohEfG9etGOEcIsxOYkMml3/3SXqHTEzL5qyl9ezpTow6KSxemfjUxasl4sYcp5oC5r/hCJmPAHe4x85QSq0CrsHZRvJLVXy+IAjHIL2JDA2RAH2JLIaC/X0prr13K/2pLEujYTauW14I1N01kKEh4idna3lJzTKa54cJBwzMnI3P66F76IimMpbIctLCWhKZHGsW1fJEWy8Am9p66YilWNEYEW30HGBLe4z+pNNPLVvzcucAPsPD7Zt288V3nj4sNNGmtm463Ulj10CG3kRGPMbnOFVz8tFaP4PjRb4a+IF7+KvAt4EQ8E6t9cvVer4gCMceKdMinbVYVB/EZyg8HkWN38vz+/vYcWiQP7V1k8naRCM+dh4e5GB/inDA4OqLThKBZJYR8jvL4ucsd0zxD/SluH3TbuJJk2jECZ7dkzD59YuH2NOboHswg43GZ3jY3Z2grWtwJrMvVMDZy6LUhX0opWiI+PEAmazFU7tjtHUNAU6fvv7+bXz38d3s6U0wkM4SjfjFdvoYoKqB1rXWDyqlWoC3AKfgxMPcBfxOa52s5rMFQTi2KLbZ29M7hK01SkHO1gykcuRsjZnzoNFsXLeiEKh7IJUj6PPIS2oWEq3xc9UFrdz04Hb8hoc/74lxMJ5mWTTEhjMX8+Xf7WCgxySZtYks8BL0GuzqGsTjUdy5eR83bhh75xdhZonW+AubHyjg4z95nqxlk7U16azjGd7WNcimtl4yOZukmaPG7yVn29z8m5eJJca22RRmN1XfyUdrnQEecD+CIAiTIm/0n85a9CdzABgKOvtTRPxecrYm5DcI+ry0NtWwojEi9ltzgNamWk5sjLCnOwEa/IaH9liKN6wEDwpLg601kYBBJGC4Gmo/sYQpNrVzgGiNn4tOPYFt++PMC3pJZ22CPg9BX34BVYG7hG5r58j+WMpZnQh4xXZ6DiN7kQuCMCfIx8jrjGvmR3ykTIuBdA5fJkck4KU26GXVwlqW1IfY35fkUxevlv2r5wD50DRtXUPcvulV/ry7DxT8cVcP57TUs7srScLMEvF7aawNANp1+PGTzlqkTEvqd5bjxLFUrFsZ5WA8w7JoiNYmR2Bsbaph/coF7O5OsPPwAJ39KcJ+L2ctryOZsWWCOIepqoCplLoC+D/AKqChTBKttRYhVxCEcQn5DT518Wq2tMc4ZVEdT+/p5b+e2MO8kI/dPUPMUz5ytsW1925lMJ3D8Ci+9O7TRfiYIwR9Hq44t4V9vSnMnM3BvhReQxHweVhUV8vHzlvJmiWO53Fb1xB3bt7D1x7eJUuos5y8jWV7LMXi+iDXXXoKS+rDrg2mprWplqsvOokfP70Pj4J9sSSprIWZ1Vx90Spam8QMYq5Szb3IrwM+DxwGngT6qvUsQRCqSyVBko9GHvIxLaORQ+RsiCVNugYzKDQ5y+bJthhZyyZhWniAv/7eZu7/P28kWuOfkTwfS1SrDRSHp4kEvOw8PEg6a6G1IujzYGtN2Gdw+5N7uPXyM10zCMfTHCRG4mwnb2Np5mw6YknefdYSvvFIG1sP9KOAc1rqefHAAAOpHOmsRcDrIegzyORsgj5jxF7lMz0OzTVmssyqqT38R+Ax4K1a62wVnyMIQhUpF59uJpaeiwMvt8dSKOCkplr6U1leOTRAb8JEAyGfF9vWGIYiaVpsaY9x0aknHLV8HotUsntSafpKX2rF9bq3N4GhFH7DQzJrkzQtNBDxGyQzVkGQzJtLiI3tXMCxsQTQwLcf382LBwdImRY1AYNXOofoS2TxehQBr4eWBRHmBX0sqg8Oq9eJtsHjgfH62UyXWTUFzHnAT0W4FIS5TbEA0BlPc91928jk7KM2YBXvypMXKpZFQ4AiljCpDXoJeD0oBcmsjW3bGB5FJOClPuzj7GVjbSgmVMJEdlWZ6EutIRIg4PWQNC1aGiLs7hoklbUB8Ciwgcba4DCBo3hLQdFmzW6W1IdYu7iOWNIkGvYzmM5h5mxytk3C1KyZV4dpWQymLSIBL7e85wxsrUfUq+zsM5xK+tlMl1k1BczngKVVvL8gCEeBYm1ROGBUfWec4lk5MKr2FOClA/1sP9jPs/tiJE3b1WAarF1Sy6Wnn8Blpy+R5fFpYCIaw4kKo7c8tIPBdA4UbDjjBJ7e04smR8K00BpCfg+XnHYC7z5n6bAXaMhvHNcCxlwgX7+ZnE1jbYDP/tWp/NuDLxP2eYj4PWggYeZYNj9CPJ2lJuDl+0/sHiYslZtgita6sn4205r+agqY1wE/V0r9XGv9XBWfIwhCFSnWFpXu7V1uwJqKzU/prPyKc5cPG0R7E5nCIBobMvnMvVvpGcxgWjYhr4ec1lgaGmr9XP6aZaLZmibG0xgW1/lEhdHOeJpXu4cwcza3b9qHUgqf4SHg1SyuC3IwnuI//7SHXzx/gJ9/bL1MGOYQeSHI8CgyWSfO5U3vWMt1929zhKJ4koPxFL0JE4WiocaP4VFsautmfWsjMPoE83jv25X2syvOXU7emeqYscHUWj+ulPow8JRS6ilgL2CNTKY/XK08CBOj5ZoHK0q390uXVjknwmwjry1KmRZXnLsMUGX3g56qzU/pcnx7LFGIeVg6iG5pj9GXMElmLSwblEczL+jlzKXzuWnD2uP+BTTdjKYxjA2ZXHffNpKms8PS9ZetqXj5unl+uLA8HvIbeJTi9CXOcmrPkEnI6yFra6ysxf6+FI/v7OKdZzdX82cK00g5ISi/g9PjO7v4yf92sKNzAAWOiYtpsbcnwQ+f3Me9Ww7wt+tbRp1gHu8UR9U4e1m0ovUh3wEAACAASURBVLH4aFNNL/LXAT8EfMCb3E8pGhABUxDmAOUGrFJt5VRtfo7EukzT0Zfknmf201jr5x/OW0nAN3xn21MW1ZHO2eQsjccDNUEvJ8wLMT/iF+HyKJEyLa67fxtP74nhd+snX+eV1HvKtLBsjc9wvEBOqAty7SWnFPab//1Lh/iX+7eRcyNw//y5/bz1tEVSv3OEcprv2JDJtfe+wAv7+wGIBLxOfSpYuaAGDbzaM4SZtbFsTTTiK+zoc7wui5dbFSqOqvGHHV0jJvMzbX8J1V0i/w/ABDYAf9Jax6v4LEEQqkR+cIsnTXZ3Jwj5DLoGMrR1DXLn5n10xJIsjYa5ccNpU7b5yb+QNrV186On2jE8ikP9GW57ZBcepQoaMoDtnf2sXVLHrsOD5GyN1+NhQW2A7sFMYYlNBJHppdyEIpmx8Hs9mFmbgNdDOmsTGzLHXcpMmRbX/mIrz+zrI+B19qp+72uWEq3xF5bBT10yj/qQo8EG2H5wgEd2HOaC1QulbucIxZrvlGlx3X3b+POePlJZi4jPw+L5Yf6f17dQEzRYfcI8Pv+rl8i4bSmTs9m4bgVBn+e4XRYv3iI34PXwkTedyJoldWUFyOb54UmZqlSLagqYpwM3aK1/VcVnCIJQRYoHt32xJOmshQLWtzaQydpserUHM2uzL5YsvPin6t0b8husb23kDzu66Iyn2dubIGlaBQ1mW9cQdz29j854mp6hDGsW1xH2ewgHvPQlsnT0JfnRU+1lZ/XC5CmnwW6eH2ZRfRCAgM9DwGtw4wMv0TOUYXk0UpgQlKuDtq5Btu7vJ5W1GEjb2Bp++kw7py2pK6RvbarlrKX1PL6rG4WzhHrHpr080dYjdTsH2d+XLJhDpLIWyZxNz5DJd/7YRnN9mIP9KRbOCxL2G7Q0OO2nnCnO8UTeTnnHoQFiCZMt7X2cf3IT115yyjABsiESGNE/ZzrSQjUFzC4cDaYgCHOU/Cw5lbUYTGVZ0RjBUIqN61YAOv+P/lSWHxS9+Ke6FFOsyfzhk/scJ5CsTdhvALrgOLC4LsRbTm3istOXEPIbwzSfEspkehltyS3/EutPZvmnu58jmbFIZS0WRALj1IFCKQj6DLTWLI2GiSWyw9KH/AZfec8ZXHvvVg64ziBBn8Ge7gRtXUOsba47iiUgTJXiCUnWskllLRSKV7uHiPhM+pNZGmsCrGys4QOvXyarEByxU+5NmFi2ZiCdY29vgt5EZpgAOVr/nMnxzzN+kklzO/ABpZRsBSkIc5T8MkvIZ1AX9hH0GkRr/Cypd/YSXt/awJL6EPOCXmoC3sLANl3Uh/yEAwYrG2s498QoN71jLa1NtTTNC2DZmoP9KR7Z0c0tD+0AYH1rY+EFdjzbbFWDfFuA4WWbXwLVaLI5G48Cw6PQjF0H+T2oT1pYw5L5YeYFfYX0sSGTh18+RGzIJFrj52t/fRY3v+t0Xn9ilFd7hmiPJblz8x53j2thrpCfOH720lP4+vvPZmVjDQf7na1BDw8m8XhUwRRGhEuHkN/g7960grqgF5/HsVWOhv0FreSqhY53eL5/WrYm4PPQEAnMcM6rq8F8ArgMx4v8W8AeRnqRo7X+YxXzIAjCFCj2VFyxoIZbH3qFZMYxLr/+sjXcuGEtbV1D3L5pN/v7UkTD/mkZ2Jz9i19k06s9aA1rFs3jb9+wgpDfKGunWU6jdrzabFWL0Rw28nvD3/V0B+AIlxee0sjfv2nluKFRNq5rATRL6sMFm82UaXH5d5+kP5mlLuzjno++gWiNn7XNdXxo/QoOxtOEfMYIbacwNyi2ydy4bjntsSRWnWbrgThBH3T0Jbnl8jOk7xZx2pJ63ry6iVe7Ek4/fNtI85CUaXFuS5QHt3YOG6NnshyrKWA+XPT/7+OspBWj3GPSigRhllLsqRjwOeFkDI+iM57mkR1dLIuGiEYCDKSy7On5/9m79/i4zvrA/5/nnJkzN11HF8e2rNiWHOzYTkK4JiZlgeA2JF1z+UEpbQNL6dLdH/sq261psqTprhualMvvB9tsWyilJb/utiUlTdqkoRCSsME40GASO74klm+SbFm3mZHmfm7P74/RTCRZsmV7Rtfv+/VyQKPROUc65zzzPc/zfb5Phj7D4P4nD7PnCssE9Sdz9CVy2E6pePpLZ1J88buvsLEtVmk0y3ma05PYpQB37Uz+2yYydiUQDAUNXF9jexrLVHz0rRvobq+fNdCfqbTRprrSdvf2DDOWKy0AN5Zzpiz12d1ez8a2mBTbXia62+vpjEd46sgQrq8puqXlQY8MjLG2ObLQh7doRCyTT9/6Ou565ABoePCZY5XJjv3JHFErwJ3f+DGjGRvb83nD1c0MpAoLPtmxlgHmv6vhtoUQ82ByXk+u6BG1THK2x8nRLL//jwcxlSJgGIwXXGzXoy4UoDeRv+KepY7mKOviUXqTuVIZIkVl9np529N71ACODaal57IGZiqTsr83UQkE03mHoleaqOMYBgXHrUwOi1om9713e2Vm+IVKG0Gp/FRk4jqbvtSnLBG5fJSvqV96YyfHh7IcOZfG9Ut51rK861R52+NzTxzmyNlxrEDpnnn66CDPvjJEIutQcDxG0kVMBZ6vSWZt8o634JMda1lo/Zu12rYQYn5MLnWxuinM7p2b2XdihHsfO8RY3kUp0FpjKIXra5SCznjkinuWIpbJnl3b6BnKUHA8vvVC74y18CYXgL+SAu9iduV0hcnlqCITQUBjNMhYzqE+EiTilXqgwpbBWMFjIFXg1aE0tuNzz2MH+dIHb5ixtFF0In+svK8HnznG+pYYKHjg/dedt3KP9FAvfZPv13gsSFd7HbFQYNZzvtKVZ99bQYOi7XFqNMtf/egUZ5J5utrqOD6cpeCWllZd1Rji19+2gcdePLvgkx1lAo4QYlbTl4kczRYJB02yRRdPa/DBCihioQCmUvzX92ypWiHsiGVWZglvm6j7Nluv1WIoKrxc9QxlKuWoepO5yuzteJ3Fw5+8uZKD+eWnXuXUSJaGSIDGcKBUx9DxMQ1FOu9WzsnkmcTRkDll1aXyeSz30uRsd8F+b1E7k+/XRNbh07duIhw0pVd6wvQRg8n3jOdrUGAqBapUwQM0dVYA29N0tdazrjlKW7214AXqqxZgKqV+Dl6btFP++mJkko8Qi1u5gbv3sYOcGsnRn8rha42iNKGjOWqxrjnK+tZozVZZuViv1WIoKrx86dcy6HXlPwDE66xKfuTdt23h7kcOcODMGJ/59gG2dTRiGuC6HmfH8pXJXxca5pbzuDJMP88LsU72YjXbaMzkB/1yXvyOrlbee/0aPvPIAUaLLgGlODIwxp7HD9PVHuPTt25a0L9tNXswnwW0UiqitbbLX1/g/TLJR4glomcozd6eUXK2R952sUyF72uaokE2rarnozddzY7uNuC1PEhg3nLlJDevdsrlqHoTeTrjpfJU0+Vtj/29CRI5G8f10VrzrycT2J6PZRisqg8zmi1Whj5ne2CQ87gyyHme3eTe3ekTdcr3zPT6lxtb67A9n6Ltkco5OL5mOFPk1i2rZrxf50s1A8yPUwoYnYmvZZKPEMtE0fErOZauhpBShIIm16yqp6M5wo7uttLSf4+8xGjWYV08TMAwSWTtecuJlNy82ijlw26fMRjI2x49Qxke2neS4bTNSKZIMGCUimgXXIquT155nE5k51y+Ss7jyiDneWbl3t2BVOG8VcngtYf2cnDZEgvREY+AglfOjVP0NNmiR972+YvnTvLEwQHu27V9QfJaqxZgaq3/atrXMslHiGUgb3v83QulepOuD60xi854lHDQ5KM3X10JLv/T3+znhdNJAE6NZNjQVkdDOCg5kcvATMFAeSjv5HCW04kca5sidDRF+fCb15HI2Pz+Px1CA1pD60T+rkzeEOLCZqvzW14itzwxClTlAf5T79jE94+cw/M0J0ezZIouIVMxMF6gN5HjnkcP8qUP3TDvPcUyyUcIcUH9yRzDaZu1TRF8rWmrC+H6mvaGUCW4/K2//RkvnxnH8fxK8nk8alXeJ7l0y095KC8YMEjlHDIFl5Y6i/b6MLbrYyqYmI9AXTgg14AQl2BVQ5i2+lAliCwvkQvQm8ijgFgowECqwOeeOEzO9hhMF+huqyNqlerSvtQ3hjVRv7hnKEM4aMxrSkLNAkyl1M3A7cA1QAMwDrwCPKG13ler/QohqqslFuJ0Iksy69AcC/LHv3wjOdutBAz3PHaQw2fHsD2foGkQs0xu2dTG792+tbI6i+RYLT/lobyeoQwASsHgeIHPf+coHfEoVzWFSWYc6iMBPv9/ycosQszF9BJOn771Grrb6wAqE6M64xFAMZwu4mlNuuhimQbrmqOVNdzztldZzKCtPsRD+05WZpXPVxm3qgeYSqkG4G+AX6D08Drd3UqpJ4Bf0Vqnq71/IUR1nUnlKDg+AAXHJ5Etsr2jCShN6MkVPULBUmO1eXUDn751E9vWNhGxTBkSXcbKQ3lPHx3kDx4/TMEpFVoHSGZtXtfewFC0SFdbHfGYXAdCzMX0Ek7hoFEJBidP7ikHkOmCy9mxPOsmShmVJwRFLJMvfegG+pM5Co7Hl586BsxvGbda9GD+PXArpbXI/wI4QKn3sgG4DvgEpTXK/w54Tw32L4SoKoVSEDBKz4u9iVxl7eiWWGhKTcPPvudaqV24gkQsk3duXsWzrwxxfDjL4HiBcNAkFDRIZGziUYtk1l7wJeuEWCouVKprci50fzJH0fWxAqWeyw++sYPO+NQ0lPL7ExmbgKlIZGzWt0bnLV2lqgGmUurnKQWXX9Ja757hLT8DvqmU+iLwn5VS79Zaf6+axyCEqK7u9jp2dLVyajTLSKbI3/6kjy9+9xVa60Ksb4lx921bKsFmuT6brKazckQsk7tvu5Z7Hj1IJGjia03AMDgzlkdrCAeNBV+yToilYq4lnCYHom31Fs++MkwiaxOPWdx509WV+pd52+P+Jw9zoH8Mz9d0xOcvF7raPZi/DJwGPnOR930G+ADwEUACTCEWsfKyjU8fHeSv9p4iW3Q5myqQzDqcSeU5k8qzvaORY4NpBlIF8o6Hl9Iyc3wFGc0WK2vUZ/IOylBsuaqBnOMRMo0FX7JOiKXkQiWcSqXB0oBi987NjGaLFByfLz/1Kp6v2Xt8hN5Ejo1tsUqg2pvI47ilNKeBVH7JDpG/AXhUa32hAutorX2l1KOUejuFEEvAs68Mc2YsT9HxAY2hSiVoehNZutvraImF6EvmGMs5NEaDc657KJa+juYoUcskX3TJ2KU1kV/sS/HurasIB4wFX7JOiKUub3u8fGaMr/7gOIcGxlEKdnS1smfXNqA0AejkcBY0RIJm5YGuozlKZzxCXyIHCtbFl+gQObCW0kzxuXgF+FiV9y+EqIFSqaIiqxsinB7NUh8KgFIETMVf/PAkj+zv5/br1rCmKUJbXYhw0JS6h8tUeZ3k8tr05WG8/7Lzdbz/T0YqE308rXnH69q5bdtqWbFFiCuQtz3ufexlnnlliLGcg2Eo6kIB+hK5Svmh3Ts3c2I4w58/d4Ki61ce6MoLJZR7Pbvb6yr34fQ1z6ut2gFmAzDXmeFpoK7K+xdCVFG5AYpaAfqSOUYzNrbnc8O6JlJZmzNjeQZTeVwNL/WlqI8EuToeY3VTWHqrlqFyCZXyKiPlmau7d27mS997Bd/3K+/1PE1jWEotC3ExFwv0+pM5To1mGc+XloE0dGkEqb0hzIPPHKPo+LTVl2plFl2faMhk987NlW1FLLNS+WPyPmda87yaqn33G1x4/fGZ3i+EWITKT819iRyNkSBrGiPEoxZ9E2UvRrM22aLLRGoPjl+qmVmuwya9VctPuYRKwfEYyzm01nkMpAo8fuAM6byLFTDA9lFAwFT875/08Z1D586rv1frnhMhloq5BHodzVHiUQulFEFD0xAO8Dvvfh1PvzLEC6cSGIZiXXOUYMCgLhSg6PiVEaTZ7rXJ5ZBqlR9di8fL9yilrprD+95Qg30LIaqkZyjD3uMj2I5PMGBw3dpGrIDBTfEWhsYL2G4p105RKrIdCRpsaI1KcLmMvbZOsqYxGsQyDfqSOb53eIj+VI6AaWKZHhqIxyzGCw6ZoktdKDAlJ6zWPSdCLBVzCfQilsm9v7iVl7/6IzIFl4aoRVd7HY8fHCDv+jieTyhQ5E0bmhjPe5Xh8QsFrxcqh1QttQgwPzLxby4upbdTLBLr73piTu879cDtNT4SUVu6cocq4BO3bKApalFwPL703VcJmAaGoWgIBVjfEuMTt2zgnZtXSbCwjE0uodISC7G/N1FZL7k1FqIY9ulqr6NnKMO6eJT1LTFAT5nkMx89J0IsFXMN9HK2y6b2evKOR2Si1mx9JEAkaFIXCrChLcbHd3RNWQ7y2GB61nttruWQrkS1A8x3VHl7QogF0t1ez47uFnoTeTrjkcrqPHnbY3VTGM/XnBrNsr41RkdzRILLFWJyCZUd3W18/+gQQ+NF1rdGAUUia/P2a1q586YNlSXuJn+IzUfPiRBLxaXUvVzdFK7cN93t9dy3a3tlOcjVTeEpE3jKP3Ohe+1C5ZCqQV2kotCCU0qlGhsbG1Op1Izfn2tvmph/F+nBnGkZ0UXtYtficjRb/s5sM4mXsCV1PS6ma3HyNQLMqUdEcjAvSK5FMaOZ7puL3UtXeK9d0bUoU/yEELOa7Ql38utSimhlm36NzKVHpNY9J0IsRzPdNxe7lxbyXpNZ3EIIIYQQoqokwBRCCCGEEFW1FHIwfUA1NjbO+P2m3/xf83tAYs5Sf/Yrs35vbGysV2t99TwezhW72LUolq6ldj3Ktbh8ybUoFosrvRaXQoDpUuppHV/oYxFVNbaUGlGQa3GZW1LXo1yLy5pci2KxuKJrcdEHmEIIIYQQYmmRHEwhhBBCCFFVEmAKIYQQQoiqkgBTCCGEEEJUlQSYQgghhBCiqiTAFEIIIYQQVSUBphBCCCGEqCoJMIUQQgghRFVJgCmEEEIIIapKAkwhhBBCCFFVEmAKIYQQQoiqkgBTCCGEEEJUlQSYQgghhBCiqiTAFEIIIYQQVSUBphBCCCGEqCoJMIUQQgghRFVJgCmEEEIIIapKAkwhhBBCCFFVEmAKIYQQQoiqkgBTCCGEEEJUlQSYQgghhBCiqiTAFEIIIYQQVSUBphBCCCGEqCoJMIUQQgghRFVJgCmEEEIIIapKAkwhhBBCCFFVEmAKIYQQQoiqkgBTCCGEEEJUlQSYQgghhBCiqiTAFEIIIYQQVSUBphBCCCGEqCoJMIUQQgghRFVJgCmEEEIIIapKAkwhhBBCCFFVEmAKIYQQQoiqkgBTCCGEEEJUlQSYQgghhBCiqhZ9gKmUOq2UOr3QxyGEXItisZBrUSwWci2K2QQW+gDmoLGxsbER0At9IKKq1EIfwGWQa3H5WmrXo1yLy5dci2KxuKJrcdH3YAohhBBCiKVFAkwhhBBCCFFVEmAKIYQQQoiqkgBTCCGEEEJUlQSYVZS3PY4Npsnb3kIfihBCLHrSZq4ccq5XnqUwi3xJyNseex4/xNB4kfaGEPfesZWIZc7p5/qTOTqao3N6v1hZ1t/1xJzed+qB22t8JEJU16W0mdJOLm2Tz3U8ZnHnTVfT3V4v53KZq0mAqZRqBF4HDGqtZ6yPpZTaANyitX6oFscw3/qTOYbGiwAMjRfpT+bYtKr+gj9zuUGpEEIsdXNtM6WdXPrK59rzNXuPj9CbyLGxLSbncpmr+hC5UupuYBDYB5xQSj2jlOqa4a03A39Z7f0vhLztUXA84jELgPaGEB3N0YsOCczUwAohxErQ0RylvSEEzN5m5m2PvT3DDKQKgLSTS1X5XBccDzREguaUczn5vMtQ+vJR1R5MpdTPA58DXgUeB9YB7wN+qpTapbX+QTX3N98SGZv9vQlu7IwTrysFk+Wn64FUgVDA4D+8vYutaxsBLvrUXb7pyu/paI7O++8khBALIWKZ3HvHVvqTOVpiIXqGMjy07yTDaZuoZfLZ26/lwWeOMZAqcDqRozVmsb41Ju3kElNOb9i9czNnUnke2neSRNYhHrMoOB6JjM39Tx6mN5FnTVOYgKFIZB3prV4Gqj1E/jvAEeANWusCgFLqeuAR4J8ngsynqrzPqpot1yeRsfngV3/EWM6hMRrk4U/eTLzOoj+ZYyBV4NWhNLbjY5on+dIHb5jT8M/kBlZyi4QQK1HB8bj/ySP0JXKcTuTQaFxXc9cjBzCVqryn4PrIYjFLy0zpDXt2ba88THzpu69iez4nhjO4nubkSJbOeJTGSHDOqWZi8ar2EPm1wF+Wg0sArfVLwFuAY8A/KqV2VnmfVVO+GR548ih7Hj80pYt+34lRRjI2tuczkrHZd2IEKPVCRi0T2/GxAga54msB6uThn5ZYiIP9YxzsT03ZbsQy2bRKkp2FEMvXTMOe5fb2vieOsPf4CMGAgedr8raPUjCWsck7HiOZ0oN6S8wikXVkiHwJKXfAJLM2B/rGePlMqvJZd2okx9Fz4xzoS5HKOWjANBQtsSCAjOotA9XuwWwEEtNf1FqPKKXeAXwfeFQp9f4q7/eSzdRTObnXcSBVYG/PMDd2xjmTyvP4wTNkCg6eBlMpvnNogHduXkXEMrnvvdu557GD5Ioeq5vClW1OHv65/8lSI4qGHd0t7Nm1XYJKIcSyN9sknXJ7GwmaoMFxfd66sYWfnBxlJF0kkbUJmAYxyyQULAWf5fZVLA0tsRAnRzP0JfIA7P77A/yvT7yVh/ad5MRwhkTOwVQQDBisbgyzZXUDd9+2hdFsUUb1loFqB5h9lGaPn0drnVRKvYtSkPkPwLervO85m63BK/c6DqQK9CVzfPNHp7n/yaPEoxanRrNEgiZZ2yMUVJxLFSvB4/7eBJ99z7XkbHfKTVHunTw2mKYvkcN2fAB6E3np+hdCrAizpQtNzkF/y8Y4t25ZRVM4yI+OD6MBT4Pn+tiuT33YJGu7fOodmyrtq5QuWvxGs0XqQ0EMVUApSOYcHvrRSY4NZRgvlHotXQ2m7/Oe7Vfx4TddXTqX2Zm3J+d8aal2gLkP2AX87kzfnBRkPgV8hAVKqJmtwSv3Ou7tGeavn++l4HilnMtwEM/3yTkeGsjZPufSeQyl+OBXf0Qq5xC1TP72398040Xf0RxlXTxKbzKH1tAUCdISC83zby2EEPNvtsmM5fb20Jkx/vyHJ3j4hX5CQYOAMTVzSwNFx+f4cJbff+xlfuvWTaxtivKF7x6V0kWLXEdzlA1tMXqGM2gNru/z8E/7yRRdXP+192kU/3zwHMeGsgQMZpzkI+Wqlp5qB5iPArcppf6N1vrZmd4wLch8fZX3PyczNXiTn4x2dLfxL4cG6RnMAJrToxl8XUpYNVSpwbMMk2deGSSVc8gUXcYLDnd9+wBfu/ON5130Ectkz65tlYa06Ph84btH5QYRQix7F5vM+OfPneD5E6MEAwbXtNezbU0jRwbGOTNWwFSlnkzH12jbZe/xERI5m7pQAK3BChgyGWSRCwcMrr2qAdfX9CeypIsuCgiaBnqij0kBvYkc58YLtNWFiFgmY3mHnqE03e319CdzFBz/kmtNi4VV1QBTa/2PwD/O4X0p4I3V3PelmN7gwdSSQrt3bqbguhw+N4bjalClBPOAaeBpjfYha7u81D9GxDIZLzgEzdJT90wXfTl4DQUNXE9jGkpuECHEilFOF5quZyjDS/0p0kUXinBqNMMb1sdZ1RgmlbfRGvKOP9H7VQpG+hI5fA1Ry6SrrU7yMhex/mSORNahOWYxXnAwTIWi1Elz04Y477luNd/6115e7B/DKbqoIoznbVwfQgGDrz13gnDAmChrFCQes0hkbZkAtESs2KUiJzd4xwbTU56M9vcmOD2Sx/MnxvA1FByfHd0tXN/RzJOHBmiNhUjlHD74hrXsO55Aa0CBoRTHBtOVJ/XpS2TFY8FK939LLFR5LyC5JUKIFUbjeD6K0uhQU7SUA4+GUMDEUArHcwCN1lAfMvH80kP6uuYov/rWTm7sjEvbuUh1NEeJx4L0JvK01ofwPM1xL0PAMLACBl1tMUzDIGAoPF+DBkMZGEpjBUxODmVRhqpUEPj0rZsIB00510vEig0wJ5s8uScaMtmyupGu9hjHhtL4WhMKGLxlQ5z/vmsbX37qVcbyDsmsTabocvjMGNGwieeVarW990/2csO6JjqaI5Ve0nLwmsjafPrWawgHDVpioUoOUWkFIC3FZVeIua4vLsRyF4+FKLo+E52TrG2KcGxonDOpAo6nMRT4GoIGXNUY4SsfvoFP/92L5GyPwXSBLasbJRdz0VO4nua5V4cpOh7eRGrDz/pSfP25k3TEw/QlLfK2R6boUpxIzgyZioxd+no0U2RHd4usX77ESIBJqTdz987N3PNoqdTQg88c4/du38pH3nw1fcks65pjbFvbSM9Qhr5Ejq62OgbHC+RtD6UUqawLqlS+qOB4jOUdLNOYUg+z3AB2t9cRscwpvaZ9iRwaqAsFZOhcCLFiHBkYwwoY2BNB5kimQEsszEjGxvU8tIagqVjVEOaB922jIRKkq62OguMRDpocGRiTvLxFrDREbuP4PoWJVAetwZlIFSu6Pr9xy0bSeY9Xz6XJOx6xoIkC3vf6tbwymAFKnTd33rRBgsslpuprkS9Vo9kiRdev5EeOZou8aUOc99+4jjdtiAPw0L6T9CZyHB/OsPmqBppiQVxf0xQL0BKzMBWEgyaNkWAlR6Sc73nXbZunPF1PLsS+Lh6lMx4BpLisEGLluLEzTswKlCZOmgaWaRIOGtSFAoQCBkETTFWaffzYSwO0xEKsbgoTCwVY3RTmxs74eeuZi8Wj/DnXGAkSCZqYhiJkKlbVW7xuVT2rm8JoNIcHxskUHTwflFK01of40Js6iU58Xm5o3FXRgAAAIABJREFUi9HdXrfAv424VNKDOeFi64KXk5WvWVVP3vH4tbdejfkTOD6Upas9xu/s3MyRgTG2rG6ctR7mZDNNNJI8IiHEShKvs/jbf38Tdz1yAM/TDKYLrGmMcH1HI7/21vUMZYr8zY97iYUCJLI2o9nieTPSZbndxWvy+YlaAV7sS9Feb9HVVl8ppt4zlCnNXzAMWusNfuOWLm7btpoHnzlGzvaIhkojjHJul54VH2BOLk907x1b6RlKU3B8eoYyleHsvO1RcPzKBJ2NbTHCQYPxvEtbfYjxvEvOdrn12qsuad/TA08Z2hFCrBST296v/dobK/WHAVJ5l8ZokDesj/OvpxIMpAqEggZRK3BeMDnbDHWxOEw+P2ubI+cVS+9ur+MtG+IcO5ehtcHi+o4mEtkiQ+PF0jC64zOaLRKvsxb4NxGXakUHmNMLt+7euZmH9p1ib88oKNjR1crdt22ZMhnn07duoru9dLNcqMdTCCHEzGYqml2qP3yu0v4+tO80e3Ztq+THpwsud37jx6xrjrK6KSwTepagmc572WC6wPGRLK+c+xlv3RifUnFFPl+XppoHmEqpTcAmoIVSPdUptNYP1foYZlOe4e35mhPDWfadGKE3kceemMXWl8ixvzcxZRZ4OGhWGjUZmhFCiEs322pqd960gb5EnqBp0JvI0TOUJhw0Kbo+juszlnNorfNkQs8SNdN5BzibKmC7Po7nkSsqzqYK3HP7tYSDhny+LmE1CzCVUquAbwLvLr80w9s0sGABZrlG13PHRvC05juHzrGmKVSZ1d0YCbJldSPtDUMz9lTK0IwQQly62XLeu9vrWBePVNrkb+w9ye/dvpX4RKHu+onJItKrtTRNKQlombTESqv2rGkK8VKfj+dD0fVZ0/RaxRWxdNWyB/NBSsHlnwJPA6M13NdliVgmH3pjJz94dQTfh5+eSvKVD7+ej7x5PV9/7jhF1+fBZ46xe+fmSkKyXPBCCHFlZpucM71N/vGJBMeHS0v2Gkpxw7oGPr6jS4KPJapSEvCxUknA8pLJH3nzen54bJSQq7ECio+8eb2c32WglgHmu4E/01p/qob7uGLhoEnAVPh+aUnIcLBUJsP1wTQUA6kC+3sT7OhukwterChzLQh/6oHba3wkYjmabQRoepvcl8zSm8gTCZqM5z3CQUPa4iVsNFuk6LxWErBnKM1QukDANNDaJxgwCAfl/C4HtQwwDeClGm6/Krrb69jR1UpfIse6eLRSa6vcjd+XzPHXz/fy/aNDklQuhBA1NrlNXt1UGi7vS+ZAw47uFhkaX+Imp0fEY0Ee2nea4XRxIt8ywvoWqXm5XNQywHwOuL6G26+KiGWyZ9e284Zq7r1ja6VsRvlJS5LKhRCitia3yQXH48tPHeOa9npZzWWZmJweUXB8vvzUq5iG4up4jF99a6eMFi4jtQwwfxt4Rin1tNb62zXczxWbrRD6ju42vn905gk+QoiFJ8P4y1O5Tc7bXqW3S1ZzWT5mOr+rm8ISXC4ztQww/xTIAN9SSp0FTgDetPdorfW7angMV0RWiRBCiIUjbfDyJud3eatlgLmRUhmi3omvO2u4r5qRUkRCCLFwpA1e3uT8Ll81CzC11utrtW0hhBBCCLF4GQt9AEIIIYQQYnmZj6UiG4BbKQ2ZQykX83ta63St9y2EEEIIIeZfTQNMpdQngC8Bdby2VKQGMkqp39Za/0Ut9y+EEEIIIeZfLdci/7fA1yj1WP4ecGjiW1uB/wR8TSk1pLX+p1odgxBCCCGEmH+17MH8DHAEeIvWOjPp9e8rpf4SeB74XUACTCGEEEKIZaSWk3yuB/5qWnAJwET+5TdZAiv9CCGEEEKIS1PLAFNd5Pu6hvsWQgghhBALpJYB5kvAx5RSsenfUErVAR+beM+8ydsexwbT5O3pCwoJIYSoNmlzhbh8S/3+qWUO5heAR4D9Sqn/ARyeeL08yacbeH8N9z9F3vbY8/ihyrri996xVZalEkKIGpE2V4jLtxzun5r1YGqtHwU+BawB/hh4auLf/5h47VNa68dqtf/p+pM5hsaLAAyNF+lP5uZr10IIseJImyvE5VsO909NV/LRWv8JsA74JeDuiX8fAjq01n9ay31P1xILEQoYeL6mvSFER3P0oj+z1LunhRBiPiQyNk8dPkciY1de62iO0t4QAphzmyuEKLmc+2d6zLLQMUzNV/LRWqeAh2u9Hyj9MXuGMoCmu72+0p18JpnnrkcO4HmapliQ3Ts3X7SreTl0TwshRC3lbY9DZ8bY/e2XSOddGqNBHvr4W0hkbQqOx/tfv5ZwMEB3e520n0Jcgohlcu8dW+lP5uhojk65f2aKdRIZm3seO0iu6LG6KczunZu5/8nD9CbydMYj7Nm1fd7vwZoHmPOh9MdO8429p/jxyVHQsKO7hT27tpO3PT78tX2cGy8QNAzecHUzo9ki8Tqr8rMzncCZuqc3rapfkN9PCCEWm0TG5u5HDnBiJMPZVIE6yySVtfnM37/EiZEsY3mHhnCAWza1smfX9oU+XCGWnIhlTok7Zop13rKxmY+8eT1ff+4EPz2dxAqUBqb3nRhhb88otuvTl8jRM5Rme0fTvB5/1QJMpdTTlEoP/bzW2p34+mK01vpdV7Lfck/jieEsJ0eyeL5GAb2JPP3JHK8OphkvuBhK4fg+KCpdzeWfHUgViIZMPvuea8nZLh3N0Ur3dLkHU4Z3hBCiJG973P3IAZ59dRgA1/MpuoqwZZDI2uRsD8fzKTh+pS2WB3QhLl+5h3J4vMjpRA7PL1V6/OGxUY6dy3JuvABoiq5PNGSyqj78WrFIVfnPvKpmD+ZGwOe132Ij81DrsmcozYnhLJZpYBqlXQcMRWc8QkssxHcOHaPolvIPVtWHeeD91xGxTPK2x9NHB3nlXJqzqTyO6/Phr+2jq62O1U1h7r1j66zd00IIsVLlbY+9PcMMp0sjPL6vCRgKH02m4JItZoFSO2waUB8O0BILLeQhC7GklR/ofnwyQSigMJQCQ6EBQ2kGM0USORvTULTXh/jse64lHrPY0dVKXyLHuniUtU0Rjg2mp8Qzs43gVkvVAkyt9foLfV0LiYzNg0/3cHq01HO5bU0jv37LRhojAbrb6+kZyvDT00miwdIf7o/ev521zRHytse9jx3khz2jJHM22tfURwLkbI/xvMNo1ublMynetKFFnrqFEGJCImNzz6MHSRddknmHpmiAoqvJF11sV+P6mkhAsS4eoTFqcWoky6Gz49z/5OEZc8Bq/QEnxHLw8pkUL5xOkrVdsja8rauV//sd3Wg0//OZHvb2jOJrMIGGcJBE1mZtc4Q9u7bRn8zREgvxhe8enTKnBKj5PJOaziKvpbztcc+jB/nXUwmSOZtk1ubg2RSPvXhm0gQfDRoMpQgHTRqiwcrT96mRHLbrEzJNoqEAnfEYdWGTI+fSvDqY5jPfPjhlRqQQQqxkedvjnscO8pOTCY4PZ+hojnDvHdv4/TuupSlqVYbs8m5pWNx2fLQG2/E4ei5Dz1D6vO3tefwQDzx5lD2PH5JqHULMIG97/NkPTpDM2TiexvM1Wmm2rm2kq62egltK/TMUuJ5maDzPg0+/yplkvvLwNpotnjenZD7KIM1rgKmUCiilPqCU+g2l1FVXsq3+ZI6xvEPW9rBdjafB9zTHhzM8/EIviYxNd3s9O7pb6GqvY0d3C2uboux5/BB//XwvA+N50gWHvOMSCZr89q2b+PS7riEUMKgLBUjnHfb3Jqr1qwshxJKVyNg8/EIvqayDFTCwHZ/6UIB3bm7n7de0s741NiXDy/F9zo0XCJiKvOMzkiny0L7TU8qn7O0ZZiBVAJZunT8haq0/mWM872AaCgWYhmIs5/L00UF2//2LHBlIEzAUEcskZhkYhsnzJ5P80lf38bknjnDvYy+Tyjk0REwyRZd4LDhlngnUroxYzWaRK6U+D7xDa/2mia8VpULrt1DK0/xDpdRbtdbHL2f7LbEQvYkcvq8xJqJ3D3h1MM1Xvt/DN/ed5uFP3syeXdsrXcT7exP0J/Nkiy7Dabv0JADkbZf//ZM+Pnv7tbTUWYzlHBqjQW7sjFfpryGEEEtTImPzwa/+iFTOwfZ8tq9ppCkW5L6JmeFf+O5Rio43JeFea1jbHOGGdU08fyJBS51FImtXelTKkyv7kjnWNUdZ3RSWiZRCzKCjOcr61hi9iRzJvE1TOEAqb/ONH57i8MAYvq/RShExDdCa0WwR01AUHI/6SICjg+OcHMkymrVprbMoT5O5UBmkaqllmaJfoBRQlv0i8HPA54EXKa3ucxfwG5ez8dFskfUtMQqOh+v5WAGTWMjkTKqAZWpGMzb7Toxy+3WrKw1afyLPi/0ptAbH8zENhetpUIrhdJFEtsjDn7yZfSdGaa+35i0RVgghFqv9vQnGcg4KsEyDX9i2ig++sZOIZXJsMM1AqoDjaUwDXH/ihzQcGRinP5ElXfQZThd426Y2OpqjlaE501Csa47yq2/tZEd3m7StQswgYpncfdsWxvM2w2mbiGViTASQ/kQKoKv1RBxkYKjSfZq3PfoSOXwf3Hqf5ESAWX7Q27Sq/rwySNVWywBzHXBs0te/CJzUWt8FoJTaCvzK5W68ozlKRzyCaSgczyNb9EDB2VSBTNElYBg8dWSAd25urzRojucTVNAUsxgY9wmaBq6psUzFmbE8D+07zadvvYYnDp6dUqx0enKsNIRCiJXixs44jdEgYzmHpmiQO65bW2kDW2Ih+pI5kpkioAgYGtcvlQ8pOj6ur0FrCo4iZ7sAU0rArW4KS3ApxDTTO7VGs0VcH2KhAKOZIg3RIKah8HyNM5H7HImaOJ7GCpgYShEKGmxqq2dgvJSLaXs+/ck8b+uOzdtoQS0DTAtwJ339Dqb2aJ4AVl/uxsvduz1Dab723HF+1juMpzXxmEVTJEhz1OJsqsjLZ1KlCT6RIKOZIgVXk8o7tDeE+a13dbOqLswfP9NDOGgynC5y17cPcGRgvFKsdH9vQgquCyFWrHidxcOfvJn9vQlu7IxXFqmA0kjSuuYoMStAbyJH1naBUuqRBvBKKUyxkEnR8Svtp5SAE2JmpSo3L1fKC+3ZtY2O5igNkQBPHjyH7flYpuKaqxqoswxcrbBdj7b6MM1RC8f3yRRcRjJFrKDB9R1NJLI24aCJ7fncedPV83bP1XKSTx9wE1R6KzcCP5j0/XYgcyU7iFgm4aDJ0Hip2zgSNFnTGKEzHuHUaJbeRI7PfPsgn//OK+zvTXB6NIenNaah6GyOsn1tE1vWNBKPlRrMUMAga7sEAwb2RLHSGzvjtDeE8HxNKGBIPTchxIoTr7PY0d3GaLY4ZbZ3SyxE1DJpjAQJBYxSytEkPqVA8+p4bEqeZXloToJLIabqGcqw9/jIlP+NWCa3bGrD8ycqM3iaouNh+1B0PUIBg//87mv42M2d9CfyDIwViFgBfmfnNdz7i1tpawhhGoqNbTG62+evg6yWAebfAh9VSj0OPA6MA/886fuvBy5rgk9Z3vZI5WzqQiZBUxENmWxsi/GJW7rojEfpaI6QzjuM5R3Gci7l9CDHK9W9LNeGytkeoYDCCirOjZVmNb7h6mbu27WdeJ3F7p2biYZMcrbHF757VMppCCFWlJlKCuUn2sOcXZpM8N9+8VqswPmrhRhK8aYNzVPSi/K2x7HBtLSlQjD9ftCvLVGjK/9hXXME03gtZGuOWdzQ0cSWqxrY3tHEt17o465HXmYoXUAp6GiKEA4GePCZY+SKHlHLZPfOzfP6UFfLIfL7KeVhvhcYA+7UWqcAlFKNwL8F/t/L3Xi5WPrenlE0sHVNI7/59i62rW0EYENbjIFUgcZokMZIkOZYkILjE7VMrlvbyH27tldqQ5mGIpV3UXm4ZlU9ecfjU+/srgwFjWaLFJ3SpCAZJhdCrDSz1cwrt59Fx6cjHuU926/ixd4U/ck8zsQTfdBU/PKbr54SXNa6wLMQS8X0+2H3zs3s6G6hN5GnMx6p9Dh2tdWzqjHEaNqmPhLgc+/dztd/eIKh8SKhgMFwuojva5QqTV6uDwcA/do96vqMZotTUlxqrWYBpta6CPz6xL/p0pTyLy+78Fl/Mlcq5jsxbTFbdGmKBisNVTnHpyUWYjRbpCUW4kwqByi62+tKQ+qWWUk274xHAEUia5/XjSzrkgshVrLZ2sDJr3W31/OH77uep48Oct8TR0qzXH3N//NLN7C2OVLZ1kzBqjywi5Vq+v0wmi1WyitOzlEezRbZ0FLH6gaPcNDE13pKnHP/k4c5k8oTDBpcv7aJ+967fUqMsxCxSy17MGeltfYp9Wpeto7mKJ3xCH2JHChYF49O+eNNnn5fjtinR+7T60ABMyaez0e9KCGEWKxmawNneu2dm1fx7CvDlUkKN3e1TtmWPLAL8ZqZ7oeZygd1TNSLne19e3Ztn1gt67VONJj5Hp0vNQ0wJ4qr3wpsAlqA6Qk6Wmv9B5ez7YhlzvoHvdTtTD6Rsz1J17pelBBCLGYztYGzvVZeA3mmDzV5YBfiNXO9Hy72vohlsr2jacafW6jYpZYr+WwCHgU2c35gWaaBywowYfY/qBBCiIVzsQ81eWAX4jVzvR+W2n1Tyx7MPwa6gN8FngZGa7gvIYQQQgixSNQywLwF+LLW+os13IcQQgghhFhkalkHswicrOH2hRBCCCHEIlTLHsx/AXYAX63hPoRYNNbf9cRCH8KyIX9LIYRY2mrZg/nbwE1Kqf+ilJq/yp5CCCGEEGJB1bIHcy8QAz4PPKCUOgtMXxdMa627angMQgghhBBintUywOzltRU1hRDL1FyHs089cHuNj0QIIcRiUculIv9NrbYthBBCCCEWr1rmYAohhBBCiBWo5gGmUurnlFL3KaX+XCm1eeK1uonXZRkeIYQQQohlpmYBplLKVEr9HfAM8F+BjwNrJr7tUlpG8j/Wav9CCCGEEGJh1LIH83eBD1AqV7SFSeuRa60LwD8A76nh/sUM8rbHscE0eXv6hH4hhBAXIu3n0ifncP7Uchb5ncBDWuuvKKVaZvj+ESTAnFd522PP44cYGi/S3hDi3ju2ErHMhT4sIYRY9KT9XPrkHM6vWvZgrgf2XeD7KaC5hvsX0/QncwyNFwEYGi/Sn8wt8BEJIcTSIO3n0ifncH7VMsBMA/ELfL8bGK7h/sU0Hc1R2htCALQ3hOhoji7wEQkhxNIg7efSJ+dwftVyiPyHwK8qpT4//RtKqWZKk36+U8P9i2kilsm9d2ylP5mjozkqQwNCCDFH0n4ufXIO51ctezA/B2wCngbumHjteqXUJ4H9lJaRfKCG+xcziFgmm1bVT7mxJOlZCCEubqb280KkbV18LnQO5XxVVy1X8nlBKfUB4OvAX068/EVKs8mHgPdprQ/Xav9ibiTpWQghqk/a1qVFzlf11XKIHK31E0qp9cC7ea1U0THgX7TWkl17hfK2N2tXf9726BlKA4ru9rrzeizLP1dOevZ8zYnhLD1DabZ3XFn9+wsdlxBCLCfl9q4lFuJMKg9outvrp0wo6U/kefiFXu64bi0Ry5T2cYGVPh8zFByXcDDA2qYI+3sTDKQKAPQMZnj66CDv3LxKztEVqGmACaC1LgKPT/wTVXKhp6287XHvYwfZ2zMKCnZ0tbJn1zYilkkiY3PPowdJF13qQwH+y87XETAVhwfGUQoe2neaPbvmPgR0KcclhBDLSbm9G0gVOJ3IUnB8FPCWjc184MZOAqYinXc5eHaMQwNjfO3/nOT1VzeRK3rSPi6Q0ufjy/ywZ4SxnENDJEDECtDRFKE3mSVT8MjZLn/w+GH+8cWz3P/+64jXWZWflYeDuZO1yJeoC5Vb6E/m6E3ksV0f2/HpS+ToT+bI2x73PHaQH59M8NPTSZ4/McrH/vInDKdLPZhdbXUksvYVlW6QMhBCiJWi3N7lHY9k1iFvexRdn+eOjfLb33qRA/1j5B2XgKHIFj3OjRfYe2wEz9fSPi6Q/mSOvkTp89DxfbJFj2TWpuB4ZIseBcfD15DMOfz4ZIJ7HjtI3vYqDxMPPHmUPY8fkjzNOahpgKmU+ohSaq9Sakgp5c3wz63l/pezC5Vb6GiO0hmPYAUMrKDBuniUjuYoPUNphsaLGAoc18f1Ndmii6kUAUPhuH5lW5eb7CxlIIQQK0W5vYsETZpjQSKWiaHA830czydve2gfLNPA8zVBU2EFDAqOJ+3jAulojrIuXuqBDBgGllma+JMtupgG1IcDaA1aa8JBg1yx1GspnSeXrmZD5Eqpe4D/DgwCPwKStdrXSlPupt+9czOj2eJ53fURy2TPru2VHMy1TRF6htJ8Y+8pzo7lMRQETYWpwPE1YctkR3cLd960ge72OoDLHuaWMhBCiJVicnsXtQL8+OQo/7C/j8Nn06QKDgHDIFmwuaGziZ+cTGCZipu64nx8R9d5ufFifpQ+H7dx6MwY//OZHl7qTzGSLlB0PBoiQdY1R7ECoDBwfc3qpnDlQaC9IVT5XJSHg4urZQ7mfwSeBX5Ba+3UcD8rylxzHCOWSXd7PT1Dae5/8gi9iRynE1nWNEbIOx4tdSFioQDhgMlHb7qaHd1tle0cG0xXJv6cHM7SM5Rhe0fjnI+xXAZCCCGWs8kTfO5/8jBHzqY5PpIhaBoYSrGhJUrAMBhJ25WH94/v6Lqk9lRUX8QyCQUNBtMFErlSeJLMOayLR/nozaXPQ+C8jhLpPLk0tQwwG4BvSXBZXTN1088UzJUD0RPDWfqSOdbHY4znXHLFDK7nUx8OkMjZXL+2iS2rG6fcNB3NUeIxi73HR0DDQ/tOsmfX9ku6oSQZWgixXJVnIT+07ySJrEPAUBw4M0ZuIgczaBoYaM6OFQiZipzjEwoYNMcs1jZFFvrwV7y87fHQvtOcSeYrr2ngbCrPjZ3xyoTY06NZWmKhymeYdJ5cmloGmD8D1tVw+ytSOfjrS+QquZVl08sPDaQK+L7G9zUjmSL1YRPb0+QdjeuD0pqRjM2d3/gx65qjrG4KV3pE77zpanoTOSJBk0TWmTWQnYnMJBdCLFfl9u3kcJbeRI6utjoGszau5xNQEAqYrGkM05vIk7M9MlrjawgYijWNEc6kcjOmNon50zOU4fhwBk/rKa9HQiZnUjnyjseHv7aPnO3RFA3y8CdvrswkF3NXywDzHuDbSqlva61/VsP9rEAaPfG/k4dovvDdowyNF4nHLN57/RpOJ7KM5xxsz2d1Q4Ss7eH4pRmNtusTChoYBozlHFrrPAZSBfb2DLOju43u9no2tsUYSBUIBQ1aYqE5H91ce1mFEGKpKbdv4aCJBo6eGydgGsRCAeIxi8ZwkI1tMQZ/dgbH9/H90s+NFVyKjss39p5kPO/Kw/cCydsef/zMMV7qTTF9Cmu24PKVp46RLrqcGy9gKAXA/t4Et1571fwf7BJXy5V8fqCU+nXgeaXU88ApOO98aq31r9fqGJaCSx1K7k/mSGQd6kIBhtOlmpZF1ydgKhIZm2DA4AevDnNkYJyC43NVY4Rz4wUCAcWq+hBWMMqpkSye7xOxTHxfUx8JYpkGfckcf/18L/9y6Bx33rSBT71jE5974jC5oscXvnt0zo1heWalJEMLsXhJGsvlmdy+Xbe2kUTWJhYK4OnSaNGRc+O81J+k4Ph4/tQessGMTX+qwDWr6uXhe46qfZ3+9FSCpw4N4k96LRxQRIImQdPgX08nUfgEDIU7MfN/y2rJmb0ctZxF/hbgm0AQuGXi33QaWLEB5uUMJU9u3KIhk1yxFLMfHhjH9XzSRRff1xilBy98NKGAQe9oFl/DtjUNrG4MUXR8RrNFbE9zw7oGbt1yFQ+/0A/A3p5R+hJ5GiPBSuN5KY2hzCQXYnGTNJa5mSm4mT5z/HNPHCZddFGUesCSOYei68+4vXTeIRQ0yTseG9ti8vB9EdW6Tiefx6OD4+hp33d9TcBQFF2fouPiaai3DAzDJGIZ/NF3jvJHH7hO7pFLVMsh8q8ANrALeE5rnarhvpakyxlKnty4lYfFTwxnUQo641F6hrMEjVKdy3DQZGSiiHrWdolZAQ4PpEkXHGxPo7VmfUsd43mPzniM1U1hTgxnQUHQNDhwZgxv4sbb0d1ySY2hJEMLsXhJGsvFXSi4KU+G3PP4IdIFl1OjWdY1RxnOFvH8mYNLQ0Gm6HJjZzO/desmutsvf8W0laIa1+n08/iJt23ky997lYxdOk8K8HzI2V4p7UGDoRSuVqSzDqNZh95EgQ+9cR1v29Ra7V9xWatlofXrgC9qrf9JgsuZXW5R8nLwFq+zuPeOrdxz+xZ2dLVSHw7SWmexZXUj165t5KrGMFqDp0Fr8DU4XqnrX2mNp+GVc+PEY0G62+umbMv2fJSC111VT2c8yp03bZDGUIhlQhZEuLiLFdbuGcpwcjhLwS2t8uJpzcbWOq5d00hAvfY+BZiUPmzrQwE++faNbO9okvZ0DqpxnU4/j77W/N0nb6a7PYplKibSLAlbBmuao8TCAepCpb63ck+nrzVHB8au+PdZaWrZgzlEqQdTzOJyh5InT+wZzRbpbq9nz65tU14r1WU7wsB4gYCvaY5GaKsP0VYf4icnRhmfGFrPuz7vvX5tZd/bO5rYs6tUP/OhfacZThepl9IaQiwZMw3rzvTaR97cCSgp+D2LC+WSl8rcnKQ3kUMD9ZEAkaDJ6qYw/+1tW/nsPxzk1aE0rldKUUoXHFwfwpZJV5v0FF+K8nW6tiky5Rqea27m9PPYEgtx9yMHGEk7NEeDNEUskjkbT0Om6PC27jaGxgu01IV49pVBihOjgbdtXzN/v/QyUcsA8xvAryqlHtRay5KQs7jUoeRyd/9AqkBfMjelvFB5OxHLpD+Z4+7btnAmlQc0a5uinEnleGjfadrqw4zmHMyJJ7dUYWqp0oiYtMgqAAAgAElEQVRlsr2jibtvi3LPYwcveZKPEGJhzDSsC1NX5tq9c3Ol4sTk94ipLtQBUJ5sec2qevKOx+/sfB1N0WCl4Lrra25c18THdmzk/9t3ihdOJzENxcbWOkazRSl5MweTr+V4zAI0iawz6zU822fT9PPYM5ThwJkx8o5H3oHu9npa6kJkii6NkSC/ccsGwsFSCkQia/P9I+d415arWNssnSyXqpYB5g+BOyjNIv8T4CTnzyJHa/1/angMS8LkJzE4f/WAycrd/XnHYyzn0FbnTclNuVDe0Gi2SCJr01ofIjyaJWAYtNZb3LRx5ryS0WyRouNjGkrytIRYAmYa1i04PieHs4SDJkPjRfb3JqqS17YSJvHN1gEwuVdsY1uMbWsbiVgmB/tT7O0ZxXZ9rIBBYyTA/e+/rvKgPnnZQXFh5VrOBcdjvOBgKEVdKMBAqsDjB84wkCrM+bNp6nnUKKAuFMAwFB/fcTV/+OQrjOUcsrbL2qZo5QFgrRXhzps31P6XXaZqGWA+Nen/fx3Om7ilJl5bvq3THEzukQwFFNFQ4II10soNm5fSNEaDhIPmlOGbCyVFT24Uf2Hbam7d0s5NG1tnfZouFXUP0pvI0xmPSMMoxCI303Dg/U8epjeRAwVv2RCnMWIRj1kksvZl5bXJDPQL9W6q0ifbxP8FRcQy+Q9v7wa0TOy5BC2xEKcTWZJZh6ZokNd3NpLMuvQlc3zv8BBnx/KVEbxLuYa72+vZ0d1S+Vxrb4iyrjlKW11pks9otlgZBVzuD1C1VssA89/VcNvLRvkp7dXBNNmii2kotq5pZGi8SM9QutJVX8456RlK84HXdxAKGqxtilZWhIDSGuItsdCseUOXl/OpJtpLdZH3CSEW2vR7fPJQbqbokit6/NkPjhOPBfnNt3ehgJ6h9JS2ZHq7UG53yvmaMgO9ZKbeze72OnZ0tVZWWlvbFJkxZUFc3JlUjmzBoeB65IrwkTevZyxv89fP92IainXNUT74xg7a68P0DGXmnEscsUz27No+ZdRwdVN4ykPZSn+AqpZaFlr/Zq22vZx0NEcJBQ2yRRfb8/FdODqY5m3dcR7ad7rSy7B752buf/IwP+wZxfM1O7pb+cP3bWdT3fnD4rt3bp71w+JScj5LH06lOpiJrL1iP0iEWEom3+PTezRzRQ/TUAynbb7+3AkOnh3D9zURy+TqiVJl5SCoXOdxzz+9zEv9YxiGYkdXK3fftkUWUphFKXjZNiXAl2D88gyliwxnHDRQdHzGCw47utv4/tGhyojfdw4N8NNTKVCwo6uVPbu2zTnInHwepj+UyTmrjlr2YIqLKPcMhAImpqHwXWiOBlkXj3LrltU8sr9U+LycN3VqpBTw+Vqzt2eEnqEM2zsaz7shRrPFqtwQsiKPEEvbTHVzy4s0DKeL2I6P62sKjs+q+tJysU8fHeLZVwYZTtscH84wXnApOB51lklforSOtiykMLsLBfjShs7dq+fSlbw6PfH1u7asYvfOzdz9yAHOpPKcGy+gdWl8rS+Ru+xgUM5ZbVQtwFRK/Ry8Nmmn/PXFrNRJPuVexxPDWfqSOa5ZVc+rE0NV3e113LSxhWdfGaIvkWN1U4TGSJDGSBAoFYHVWlNwSnOmZsq7OjaYvuLGX1bkEWLpK3945m2P27et5ujgOO943f/P3r3Hx1Wdh97/rb3nPrqOLNlG8t0m5mJDnAsxJE2bEpIAPTQhSU9JSluSnOT0Tduc9kBDQzk9lIS8EN43aTht2qS0cBLSXAttCCc0ISXBNaEEAgZsbNmyJdmydRmN5rJnZt/W+WM045Es2bI9I42s5/v58MGjGc/e1t577Wc/a61nLedLT+7ncCpPwNdEgiZF12NwPM/fPXWAoxMFutuiWLZHyFQUHDBMxapErNIWSFbn1KQNPTN526M9HsJUpfrNSpUm5SSzNjsPjPHCYIq841N0PJojAYIBo3Juni05ZrVTywzmvwFaKRXVWtvl1yf5/JKe5FPOOkYnVw44MJojZBo0R03euLaDvOMBGs/X/GJgnNFMkVAALlub4JWjaQwFX3pyH7CJi7tbZ8xSnKq7fC7kRrI4rP3ko3P63MHPXlPnPRGNpNxLUnR8Hni6jx/tHsH1fP5+x0H+9rdezy+/povWSICv/cchnto7imV7OJ6PYSg00BYLcl5blFjQ5MNvWV+ZLS3mTtrQk5tekSBve9z+yC4Ojlp0toRIWy6O6/OFH+3lKzv6aIsEGckUMZQiYCr++1Wb2dAZJxys3boxcsxqo5YB5k2UAsZyUUWZ5FNl+kVUnXXc2t1KMmdjKMXT+5M83z9BSyTA2o44pqFIWw57ihl8z2d1R4yVzRGOpPP8ZN8YLw6mefOmDj7wxrWEgwaHU/lKd/lQqsBtD++i6PoyWFmIJaQUWGa5f8d+fnZgHMfzydsu1uTyeMfSRT70wH+wqasZx/N5ZShNtuihgWSuyFvP7+IPr9x00sk/Qpyt6bUub9y+hrTl8OTeUWzXJ1d00b7GBVJ5l4mCSypYxNMAmpZIkPWdMb7z/KBMymlANQswtdb/MO21TPKZNFtZj+qs412PvcIPdw+XJvroUuJ3LFekPRYiFg6QK7oUXJ+DYxZ5x6PglG4UE3mHn+wdY0dvkoChuGx9e6UESSxsVgb1y2BlIZaGcnvTN5Jj/2gO1/XIFF3cqiWyDQUFx+OlIxNkiy6Od7yzKRYO8LG3bmBLTxuAFAUXdVPuyfN8zY79oxwczXFkIk/KsrG9qR2gnq8JmgrL8TEUGIZiS3crkWBAJuU0qHquRS4mVU/CGUoV2NE7Qt72pqwp/v7Xr2Z5SwQFOJ4mnXc4nMyxfyTL53/jUi46r5Vo0CRoGgQNA3Oy3JrraVy/1JVuuz5HUkVu3L6GT75rM3det4WVbRFA1hsWYqkotzeRoImpIOd4leDSVBAwFGs6YhQcj5TlTAkugdKwHSCZtdl3LEPePmF9DCFqotyTV3A8tIZs0SWTdypJlmqRoMGW7hZaI0GawgHaokE+9taNdLdFCQcNPF/Lfa7B1G0WuVLqcuAa4HygBUgDrwKPaq131mu7jah8EZWXd/zq0/38aM9wJZOZzJZKhoxmClS39ZarsVybe37wKu++9DzCAYO84/Hi4ATo0ngEQ4Hn+0SDAQylWJ2ITinmK4OVhVhaqoffXNLTxtGJAoPjOcbzLqZhsKI1RFM4QNHVJwySN4GU5XDX93czUXCmLEUr7YeotXJP3suHJ/jjb/+C/SNZXG/mqRsGmmXNEcZyNilLEwubFFyfux57BavoEQuZ3HzVZjlPG0jNA0ylVAvwdeCdzFyd+1al1KPAB7TWmVpvvxGVL6IdvSOVIrHlVH5Pe4zbHt7Fzw+NV8otmApcDf5kl8DzAyl2H82QiAf5g7edj6EUQxN5Do5ZxMMBAgo+/Jb1XLYuccJKETJYWYilZabSRO3xEAEDrt56Hl3NEX7/68/NPANTga9LvSEzLUUrRK1FQyatsSAdsXBl+UelIIDGqkqeFz147tA4q9pjLGuKcDiV5+4f7GE0U+T85c0UXV/WeW8w9chgfhu4ktJa5H8HvEgpe9kCbAU+TGmN8m8AV9dh+w0pGjIrRWKr62sNjlulUiBBg1zRIxwwCAdNQgHFytYo/WM50gUXgHReEQooehJRAI5ligQMRVssyHte2yMXlhACmPpgOb0XY9dgipA5dXRUuaRHOGDQHg/THg+Rd70TlqIVoh562mN0NodQqhRctsWC9LRFefFwCtcrnZvlc7SzJUzKclAKWqNBRrNF8o7H+s64nKcNpqYBplLqHZSCy3u11jfP8JHngQeUUp8D/ptS6u1a63+t5T40spnqa/VMdkEBleByOF1gVSLGdZes5DPf30PRzeH6mljIZPv6Zbxt8/LKKhu7hybYtjohwaUQYkbTezE2djVz6ao2nj4whtY+Ra+UtQwYiq09bXz63VvwtaYjHpYZ5GJeREMmd73nEm797oskLZtELETR9XnDmg52D6UxJrOal/aUSvIlc8XKSndXbFjGjdvXyDrvDajWGczfBA4Bt5zic7cA1wM3AEsmwIQTG/vpQSdQNbN8N6mCQ2s0yIbOJu5+7yWVQLL8Hd3t0fn/RwghFq3SzXwrtz2yC6vo0R4P8Ka1y/jX3UdxffjKUwcqYy7lwVXMl0RTiM//59eeUM/5ygu7uO7SHv73zoMUXZ/7fryP26+9aMqSnBJYNqZaB5ivAx7WeoYpYFW01r5S6mFK2c4lb3rQuWl5M/uOZUjmbM7vaqbgeHzyXRdIMCmEqIlEU4h733fplPWXH999DNOQUi9i4cw2tGNw3ML19Qkl9+QcbWy1LlPUTWmm+Fy8CvTUePvnjPJMUNNQrOuMs7GraaF3SQhxDinfzKsXfgApaSYag5yfi1+tM5gtwFxnhmcAiZpmIeuhCiHmi7Q3opHJ+bk41TqDaXDy9cfrvf1zSvUT3FzkbU8KIwshTtv0pWyFWGjT72enez8UC68eZYquVkqtmMPnXleHbS9Zsy1HKYQQJyNth2g0ck6eG+oRYN4w+d9cnE62U5xE9XKUMkhfCDFX0naIRiPn5Lmh1gHmr9T4+8QcVS8PJ4OghRBzJW2HaDRyTp4bahpgaq2frOX3ibmTQdBCiDMhbYdoNHJOnhvq0UUuFoisOy6EOBPSdohGI+fk4iezuIUQQgghRE1JgCmEEEIIIWpqMXSRt0xMTNDW1rbQ+yFqaGJi4pDWes1C78dpOum52Paxr83z7py+07mOav3vaeRtL8LzUdrFc5Sci6JRnO25qE6xbPiCU0q5lDKt6YXeF1FTE4usEZVz8dy2qM5HORfPaXIuikZxVudiwweYQgghhBBicZExmEIIIYQQoqYkwBRCCCGEEDUlAaYQQgghhKgpCTCFEEIIIURNSYAphBBCCCFqSgJMIYQQQghRUxJgCiGEEEKImpIAUwghhBBC1JQEmEIIIYQQoqYkwBRCCCGEEDUlAaYQQgghhKgpCTCFEEIIIURNSYAphBBCCCFqSgJMIYQQQghRUxJgCiGEEEKImpIAUwghhBBC1JQEmEIIIYQQoqYkwBRCCCGEEDUlAaYQQgghhKgpCTCFEEIIIURNSYAphBBCCCFqSgJMIYQQQghRUxJgCiGEEEKImpIAUwghhBBC1JQEmEIIIYQQoqYkwBRCCCGEEDUlAaYQQgghhKgpCTCFEEIIIURNSYAphBBCCCFqSgJMIYQQQghRUxJgCiGEEEKImpIAUwghhBBC1JQEmEIIIYQQoqYkwBRCCCGEEDUlAaYQQgghhKgpCTCFEEIIIURNNXyAqZQ6pJQ6tND7IYSci6JRyLkoGoWci2I2gYXegTlobW1tbQX0Qu+IqCm10DtwBuRcPHcttvNRzsVzl5yLolGc1bnY8BlMIYQQQgixuEiAKYQQQgghakoCTCGEEEIIUVMSYAohhBBCiJqSAHMRytse+45lSGZt9h3LkLe9hd4lUWflYz7bsT7V+0IIIY6brc2UtrR2FsMsclElb3vc8b2XGUoVGBi3WNUeY2VbhNuvvYhoyFzo3RN1UD7mw+kiXS3hE471qd4XQtTf2k8+OufPHvzsNXXcE3Eqs7WZ0pbWVl0ymEqpLqXUJqWUqvrZOqXU/1RKfVEpdUP1e2LuBscthtNF8o7HhOVQcDyG00UGx63KZ072BCZPZ4vP4LjFUKpAtugylCqccKx39I4wlCoAnHAuCCGEmKp3OMOBkRyer6e0mb3DWfpm+Lk4MzXNYCqlDOBvgN+lVD/pVaXU1UAC+AkQm/zo7wG/rZS6Wmstkc5p6GmP0dUSxktpWmNBIkGTrpYwPe2lX20ya3Pbw7uwbI+VbRFuvmozY7li5f1y9tM04Nqt5/HW87tINIXI2x6D4xY97bHKE9tMPxPzo/y774iHOTZRoHc4Q97xaYkGSVk2edsjb3vc9sguUjmHQ8kcy1sibOiMV461EEKIqfK2x/07+jgwmsVUiktWtZHOO9z16CscTFr0Jy00sLW7lY54eKF3d1GrdRf5bwEfAr4P9FMKNL8EBIG/BB4AosAfAL8NfGTyfTFH0ZDJ7ddeVAk+ysFjOb1/2yO7eKYvSSho4Hg+f/iPzwPQHA1w0+XrGEoV2D2UZiRb5Mm9o3S3R3jow9u578f7pnQLANJVsEDK3TSDyTwHRrPkiy4Z26MpZDKes7nrsT1s6IyTzrs8ezCJZXv4WpO3PdZ0xBd694UQomH1Dmd4+kCSouOTdzz6RrK89292oifLxF/a08rhVJ5kzuaex/fIve8s1DrA/CjwuNb6WgCl1CvAF4BvaK3/tOpzNymlLgZuQALM0xYNmWxa3lz5cznLODhuYRU9QgGDouOzfySL7XgUPE00aOJ5GtOAZM7G1+BrzZFUge88O8DLR9K0RoNTugWG00U8X3NgJEfvcIYtPW0L+c8+p1Vni8td4q8eyzCWLeJPNnzjeReAV46kATANhWEqHN/HUAZKKQbHLXb0jnDFxk5pFIUQYpqi45d6gRwfgN7h3JQliF4ZmqA1FgZFZUhS+X4rTk+tA8yNwF9Uvf4/lLrKZxr9/DDwxzXe/pIyfUDyzVdtZmVbBADP13i+Zt9wBsd2aAoHyBRcNnbFCAcNnOLkyASt+dozB0nlPUxD8Y6LVlS6WFuiJk/tG8M0FQ/uPMQd1zVL0FIHMx3HWNjE80sPBN60QSQF16dgu6xsi7Gpq5mDozls1ydgGoxmi3z16X5+tGdYnryFEIKpD/DhoEEkYFJwfDTgT/us48F4zsZxXSLBAEbVdBEZNnZ6ah1gNgPZqtfjk/8fmuGzRyc/L85QecIPlJ60nutPVsZcdsTD3PP4HkxDcXAsR2dTmOf6k/zHwTF8XYr69eR/yZxLU8hAK4MrL+iqdLdbRR/H0wRMg5FMUZ7k6qT6OA6ni4zlitx53RZu/e6LPDeQYjxn4/l6ylN270iOsZzNxd2tXLK6lf7RPM2RAEHTwDRUJRMtx0sIsZTN9AD/po0JfrDrWKVNbQ4qir7G80EpcH1NtuCRLfrc8OWn+e7vXUEiHpJhY6ep1rPIR4GuqtcO8HMgPcNnlwOpGm9/SalM+PE1A+MWX326n3se31MZm3nzVZu5/dcu5EsffB0HRnMUXc1krwDhgEHAAM8Hx9dkHZ/2eJDt65eRtz2e2DPMaLZIJFgKNsMBQyaP1En5OAIk4iFSlsPhlMVvbV+L72vcacGlopShLrg+h5IWz/aNcyxd4FDSIhYuNXjVE7+EEGKpmukB/kOXr2ddZ4xosBQCZRxNUzjAsqZgZUiSq0uB5ki2yC3ffoHe4cyU75EZ5qdW6wzmy8Al5Rda6zTwhlk+ezFwoMbbX1LKE3529I7w1af7MQ3FUKrAbY/swip6xEImn7rmQu74lxfJFd1KkGIaivZ4iNFMAaUgaChWd8T481+7mMMpi/t3HGTngVEmLBeNJhowCQWlqlS9lI9j73CW+3cc4A+/8TxouHBlM7Y3tQMnGjSwXR9fQ6bgElAKy/EIBUyCwEfevJ7WWFC6cIQQguMP8OXMY0c8zF8+sZexjE3RPd6+Ji2XzSuasexS316meHxsUqmsn5ryPfIAf2q1DjAfArad6kNKqQTwbuC+Gm9/yYmGTK7Y2MmP9gwznC4SC5lk8i77R7MUbI+PPPgfxEIBggEDXJ+WaIC733sJm1e08D/++SV+MZAiYCq2dLfxyC8G6U/m6Rst1QELmqo0Q9k0+PnBlEz0qaNoyCQSNBhKFbAn08ypvMv5XU38vP94oj9kwvplLeQdl9GsTU97jL3DWTzfx1ABVrZF6W6PLtQ/QwghGkp15ZWe9hgvHZ7gR7tHKDpeJVtZNjSRpzUaIO/4xIGAoYgEDTZ0NbGxq2nK98gD/KnVNMDUWj8IPDiHj04AKwHJMZ+B6QONp5cuuu3hXRRsj4mCS6aQJRQw2NLdSsg0+Oz1W0nEQwyOW9x9/SUcTlmUR2R+/of7iAZNTKOUrTSUgeMZBEyj9BEki1lPPe0xViVi9I9boGHdshgfe+tGPvq/n2X/SI6gUTomY7kitufj+RqlSpOxfB8KjsenH32Fe99/qTR+QggxqbryynCmgDc9spwUCZh89j1bKbgeF6xs5Ugqz3CmwPb1yyptqoxrn7sFWSpysrj6xEJse7GbbSmraMislLj51DUX8vtff45dgxMYhiIcMLhmywre9/rVwMz1LfO2V0n/v3ljB7/x+tVoNA89M8BQKs+qRIyNXU1z3kd5yjt90ZDJHdddTO9wFtB0t8W45/E9dDVHODJRIGwqwsHScT6UzBEOGMRCAS5c2crz/SmiIRNr8ncvjaAQQpxo+/plnNcWYSRjY7ulGsKuDwEDtnS38rq1CaC0qs83n+0nmXN4qndUJvWcAVmLfJGZPmC5HExMDzzvee8l/M7fP4Nle7TFgly7tZtoyGTfsRMHKm9a3nxCN0L5Qrq4u+20gkVZy/XsREMmW3paASrHKhoyubSnjaLnEQmY9CctfE8Tmcw2m4YqDYEAOptlbJAQQswm0RTiqx96Ezd/+wVeHUoznncIm4rmSICPvnU9UErC9I3k6E9anL+8WapynCEJMBeZ6QOWy8HE9MDT15p//C/b+dHuo/zqBStINIUqfz8RD9I3atERD05ZCqu6G+FkPzuZ2QJgcXrytkfB8WmJmhxJFWmLBgi5pSCyqzlCJKEImiaxyazlRStbyDseN25fIwG9EEKcRDJXWkTkNStaePVomvZ4iC09LZWEynC6VEFFA2M5m80rmuTB/QxIgLnIzJZpnGmm3D2P72E4XWT30cyUTKLra/qTFodTirse280d111cs6BktgBYzF05CzyUKpUeWtYUIhYOEAsrftY3BhouW5/gpivWVbrRh9NF1nfG2dglwbwQQswmb3s8uPMQA+MWWkNTNEB7PETAmHovHUoViARNIgEDmX9wZiTAXIRmyzRWB56zZRIHxy2OpAr4vsb3NQNJq6ZZxuMldzLIRXlmyscu73hk8g7Lm8Ok8y7v2dbNQNJCAeM5h0jQJNEUkpmNQggxR4PjFsmczfldzYxmi6AhHgqQzNmVe+H08n/V74m5q3WhdbGAyoFnecJPuXh3dSaxpz3G6kSUUMAgFDRYlYjVJcv40DP9fP6He7njey9P1hATc1U+dtGgSWssSCRo0tUS5tJV7YxbNn2jOQYmKwbA1OMuhBBidtX3xpztMWbZ7D2WIREPVu6F5fJ/5aWXpTfuzEgG8xw1W1c6wI3b1/L+168mEjTZ2NVU88BExmGenellp8ZyxUpWelV7jM4mj0jQZCxXrIytnY3M6BdCiKlueONq+pN5vvXsAFAq8Xbj9nVT2siT3UPF3NQ9wFRKbQI2AR3M0Gc6WTtT1MH0rvT5muEt4zDPXvWxq56gtbItMuffq8zoF0KI46rbxEQ8SGdzmGTOZl1nfMYyfKc7yVVMVbcAUym1HHgAeHv5RzN8TDO3wuyiBuYrsyhPfvVxur9XySSLRrf2k4/O6XMHP3tNnfdELAXVbWIy5/CJKzcRmawtLPep2qtnBvM+SsHlXwNPAGN13JaYg/nMLMqTX32czu9VMslCCHHc9DZxY5eMXa+negaYbwe+pLX+eB23IU7D8RnepZViRGM72/GTkkkWQojjTrdNlDHsZ6eeAaYBvFDH7xdn6KFnDsm4vAZXq/GTkkkWQojj5tomyhj2s1fPMkU/BS6p4/eLMzDTuDzReOQ4CSHEwpE2+OzVM8D8I+DdSqnr67gNcZpmq48pGoscJyGEWDjSBp+9enaR/zWQBb6plDoCHACmV9zWWutfreM+iGlkXN7iIMdJCCEWjrTBZ6+eAeZ6SjNJ+idfr67jtsRpkHF5i4McJyGEWDjSBp+dugWYWuu19fpuIYQQQgjRuGQtciGEEEIIUVPzsVRkC3AlpS5zKI3F/Fetdabe2xZCCCGEEPOvrgGmUurDwL1AE8eXitRAVin1R1rrv6vn9oUQQgghxPyr51rk/wn4W0oZyz8DXp586yLg94G/VUoNa63/pV77IIQQQggh5l89M5i3ALuBy7TW2aqf/0gp9ffA08CfABJgCiGEEEKcQ+o5yecS4B+mBZcATI6/fABZ6UcIIYQQ4pxTzwBTneJ9XcdtCyGEEEKIBVLPAPMF4HeUUvHpbyilmoDfmfyMEEIIIYQ4h9RzDOY9wHeB55RSfwm8Mvnz8iSfjcB76rh9IYQQQgixAOq5ks/DSqmPA/8v8EWOd4krIAd8XGv9SL22L4QQQgghFkZd62Bqrf9KKfUQ8HZg3eSPy4XWJ+q5bSGEEEIIsTDqvpKP1joFfKve2xFCCCGEEI1B1iIXQgghhBA1VbMMplLqCUrjLN+htXYnX5+K1lr/aq32QQghhBBCLLxadpGvB3yO179cj9S6FEKIc8LaTz46p88d/Ow1dd4TIcRiULMAU2u99mSvhRBCCCHE0iBjMIUQQgghRE3Na4CplAoopa5XSn1EKbViPrfdiPK2x75jGfK2t9C7IsSiI9ePEIuHXK9LT93KFCml7gZ+RWv9hsnXCvgh8BZK4zQ/o5R6k9Z6f732oZHlbY87vvcyw+kiXS1hbr/2IqIhc6F3S4hFQa4fIRYPuV6XpnrWwXwnpYCy7NeAXwLuBn5BaXWfTwIfqeM+1Fze9hgct+hpj53VBTI4bjGcLgIwnC4yOG6xaXlzrXZTiHPa9OundzhLJGic9XV5rpjrhByQSTmi/k7nflere6xYePUMMFcB+6pe/xrQp7X+JIBS6iLgA3Xcfs3V8imspz1GV0u48l097bEa760Q567q6ycRD/Hgzj6SOUeyI0I0oLne7yTTeW6pZ4AZAtyq17/C1IzmAWBlHbdfcydmTTJEguYZPWlFQya3X3uRPKkJcQaiIZObr9rMc/1JWqNBvvTkAcBiIkYAACAASURBVEB6A4RoRHO93/UOZzgwkiMaNOVaPgfUM8AcALYDX57MVq4Hbq96vwvI1nH7p2UuafmpWZMgD+48RDJnk4iHuHH7GjZ2NZ9WoBgNmXLxCHEG8rbHPY/vYShVIBwwiIUNhtM2qxNR6Q04TafTnb4Q3yfODdFQKRkz/T5bvvd2xMM8uPMQA+MWaLhiY4dcy4tcPQPMfwT+TCnVBVwEpIHvV73/WqAhJvhUp+UT8SA3bl/Hxq6mE4LF6qewguPz+R/uxfM1O/aP0p+0WN8Zl5S+EDU208Pf4LjFUKrA3uEMRccnEjQ4ry3K8XUehBCNZKbub6Dys3DQIJN36W6NAnDj9nVyL13k6hlg3kVpHOavAxPAjVrrFIBSqhX4T8D/X8ftz1m569vzNTt6xxhI5lk3S7BYzjrmbY+uljC9x7I4ro+pFH0jOXqHs2zpaZ11W9NvljKgWYjZzTYmq6c9RixkYjs+hoJM3iEfCzGSKVaup3JWZCxXlOtLiAVSvscVHL9ynz0wkqsMMRtOF7Fdn8OpPOm8g+36tMaCdLdFF3rXxVmqW4CptS4CH5r8b7oMpfGXVr22fzrKXd8HRnKgIGgavHo0wz/sOMAb1nZwUXfrjMHgzVdt5tbvvsjAuMUvBlO0RAI8uLOPO67bMuPNbPrN8uarNnPP43tkQLMQM8jbHjt6RxhKFQA4MJLjpcMTtMWC9LTHuPPXt3Drd1/guUNJcrbH3mMZUpaDoRR3fO9lhlIFBsYtVrXHWNkWketLiHk2vXewJRpg5/4xXF9z7+N7+cib1xELG/z7/jFczydgKl6zvJmgaXA4ZZFoCi30P0GchXpmMGeltfYpZTUbQrnru3c4w/07+ti5f4zhTJFfDKQImgaXr+/gzndv4b4f75sSDI7liri+prstSm44y3ltUZI5Z9aBydMnCT3Xn5RSRUJMk7c9eoezPLizj5GMzaFkjoLjA3DLd15gTSJeCRhvfNNanu5LopTC9TXpgsOf//PLmIYiW3QZy9okYiG5voRYANX3vGTO4dqtK3lq3yiZgstP9o3w0pEUaxJxHK9UfL3oag4lLaIhkwd3HuKO65or3yO9EItPXQPMyeLqVwKbgA5OHCCltdZ/Uc99mKtoyGRLTxs3XbGel4+kGc0UcTUUXZ+neke55dsvoDVM5B3Gcza9wxm622IEDMXhVAHP1xxJ5dnQGT9hYHL1IObqUg3bVif40Z5hKVUkxKRyxqNvJEd/0uL85c0si4cpej7hgEHfSI684zGUKvDEnmN869kBrKKL65cal6CpyBQcwkGTwXEL2/MZTOV587KYXF9CzLNy7+BgMg8KwkED1/dxPR+twXE1vcMZ3NLzI4aC5S0RVrRESOZseoezPPTMoSm9fjLkZfGo50o+m4CHgc3MPvJeAw0RYJZt7GriovNaOTSWw3V16YcK0pZN72gpk2Io+Osn9xMPmYzlbDzts6W7lbztcd0l3SeMsSx318VCJp+65kIs2628L6WKhDiunPGIBE1QkHc81i6LAYqRTJHWWJCQadA3luVzP3iVoXQepQwUPorSWMzdxQxNYRNDKV67qg3P1zJhQIgFEA2ZfPCyNdx4/zN4vub5Q0lcX+PrUjAZMMDTBkHDw9fQFg2wJhHD9TVdLWEKjlspWzSUKnDbw7sour4MKVsk6pnB/CKwAfgT4AlgrI7bOm3V4ynztsdz/Um2rU6QaArxmXdv4fptPfx///oqLx0u9eQfzZS6w6EUFe89mqGjKUxTOFCa4DOawzDgz/75ZdYkjo/5qp7tajs+n/7+K9z7vksrF4aUKhLiuOpSYJetS/CWTctY1R5nQ2cTY7kiHfEwT+4d5k//6SUcz8P1IR4yShlMDbYPyvfJAs2RAJ6vWdcZZ2NX00L/04RYcpJZmw898B8kczZKgQGgFKahiIcDrGyNMpItUHRNYkHFxuUt3PLOzfha0xEPc9djuytli7b0tGLZHqahZMjLIlHPAPMtwOe11p+r4zbOSPXA45aoyS8G0mTyDq2xIN/66OUkmkK8edMyWqNB7viXl/F8TdZ2SOUdoBRgtkSCdLWEGE7bXHReM+mCBxr6RnMUHK9yAVTPdg0FDKyiJxeGELOYOh76IJ97fC9aw9buVu56z1aik70GvtZoDUpBUySA62uKk/1sGvC1ZsOyJv77Va+pTNITQsyv5/qT2K6PUqA1GKWOCTRgFV0OjGZpiQbZtCzO0WyRPUMZfvv+Z/jGR7dzOJVnIGmxobMJx/X5yJvX853nB2VI2SJSzwCzCPTV8fvPWPXA495hi/GcTcBQTFgOz/UnufLCFUCpu3ztshhP9Y6RsmxcT6MpZUoGUnnGLJuupjAt0RCJuFHpwosETbpawnTEwwyOW3zqmgv59PdfwSp6rGyLyIUhxElEQyaRoMlQKk/R8ckWXX7Wl+TW775ISzTA0YkiQUPha4X2Na7r0xYNkMw5OJO9DMbkoJz7/72PO2ep6iCEqK9tqxO0x0szwUMBg/91wzbue6KXp/aP4vgax9e4vk1Xc4SJvIPj+WSKDv/1qz9nzbIo/UkLFFyxYRkXdbdyUXerDClbROoZYP4AuAL4mzpu44xUd8Nt7IqRLbqVDOa21YnK56Ihk994/WpeGJwgV3SxHR+f0s2r4Hg4rs+KlgjpvMsnrtxEJGhW6u51xMNTShDded0WGZwsxBz1tMdYlYhxYDQHQCRokMzZpPIOTeEA569oJpmzmcg7eBpWtUY5ry3K/uEshqnA1+wbztA7DLc9vIt733+pXHdCzLNEU4hvffTyKUPQ3vv6Hp49NI7rlVaSjgZNrr5oBbuPTjD5fMj+4QxD6QKblzdjez43bl9TuX6l92/xqGeA+UfAT5RSfwx8UWtt13Fbp2X65JryGMwLVrYylisSDZmVCTrfeLafdN6h6HigyrOVFLGgQSwcIGQahIMG3W2xSs2uRFOIfccyU0oQjeWKJ70wpOC6EMdFQyZ3XHcxLx+e4MtPHaDo+HQ2hwFNMufQ3R4hYBgcSxfwNSQtm49csY4n941i2R4vDKawHZegaZApuDIsRYgFEg2ZrOmIA7BrcILWSICOphC2V+o6v2xDBw892w9aodCYQHM0iFIK2/NZ3xlnY5dcu4tRPQPMHUAcuBv4rFLqCOBN+4zWWm+o4z7MqnpyTTRkcsXGzuOzvcMmn7r6QnYPTXA0XSwVXw+YRA3FumVxDKW46c1ruXRVO59+tNT1fddjr0xZYrI6S3qq8SKzrVYixFIWDZm8fl1iSrcYwEuHU9zynV2MZQq4vs/qRIwjqQL3/nAf7fEgH3vLBvJO6YHN19AcDciwFCEWQHUVlUNJi7zjYqB43do2/uBXN9HVFGbX4QmefHUEgIChWL8sRkdzhOZwgA+/ZR0Xd7fJ/XCRqmeA2U9pLO+iUJ7t/eqxDJbt8Rt/s5N1y+IcHMvhuJqmsIlSinDAYF1nnLdtXs7guFWZWLCjd4yDYxadTWHu/PUtJJpCcy5BNL0Au2RbxGIxH5n36ZUWJvIOacum6Po4HhwcLQWS0aBJ2nL45xePcCxdIGAabO1u5VNXXyi9A0IsgPK9reB4JLNFfA0hUzGcttnU1cRDz/Tz6lAG19MYpZEtRIImA0mLtR1xvvv8YS7ublvof8aCW6w9nPVcKvKX6/XdtVRdBD0cKI3z0lpTcDxWtkZYO5naNw1FZ3NoxizlgZEcGhgcz9M3kuO2R3ZVShHNJVA8nWynEI1iPjPv1Q3sttUJYuEAEwUXQ0EsHMB2S3X0miMBDENx/vJm8o7Hh9+y7oQVuBZTAy3EYna80LqPr8H2fDxfcV5bGFCTlVyCdDQFMA0T3/cJBU3ydgHb8yXhwuLu4VyQpSJr5Wyj+rztcfsjLzGQtFiViPFbb1rNcwMpPM+vLE3Xk4jOunpAdUmV+57o5eeHxs+oFJEUXBeNarZrrHqd8HrXpZupgf3H/7KdW779AvtHshhK8brXLOOdF63k0lXtlYByfWecSDAgvQNCLJDyvW1H7wjsLE2OBbjpig1s7GqiqyXMUKpAPByiPRZk3HKIBE1aY0Gik9VYlnrCpbqHcyhVYEfvCFds7KzME2nkuKHuAaZS6peAq4DlwL1a6z1KqSZgG/Ci1jp1Jt9bi6i+dzjLjv2j2I5P/7jFb7x+Fb98/jL6k3nOawtXLoJoyKxM4JmuvMTkXe/Zym2P7DrjUkRScF00mtmusepxVQPjFqvaY3UtvzXbEJKv/PYb6B3OApqNXc2V67/6YQ2Q3gEhFlB5jkP1ssjl+2o5+Pzq0/2YhqIlEuSDb1rNttUJqboyqZwFLre3X326nx/tGebmqzZPqVTTiJnNei4VaQIPAe/leG3VrwN7AJfSMpKfAz5zJt9fm3GL+vgoUV1aJ/WO67ac0RNBoinEve+7tKGfJoQ4HbNdY+Wfm4ZiVXuMD75pdeWJuh5mG0JSerhrPeHz0x/WpHdAiIU1Wy/d9OBzZVuk0pbMltRZamYKxIfTRZ7rTzZ870w9M5h/AlxPqVzR/wF2l9/QWheUUv8EXM0ZBpi1GLe4sauZKzZ20J/MszoRrWRBzvQgSRZSnEtmu8aqf159Q6iXsx1CItelEAtvtutQhoid2kxZ4G2rE1NeN2LvTD0DzBuBB7XWX1BKdczw/m5KAeYZqcVJWaq1d2YZyzPR6OMlhKh2sqzDfN8Q5hokyjUmxOJRfb3KQ+DJzdTuNnpgXs8Acy1w70neTwHtZ7OB8kzu6b/g07nJzFd2YzHPBBNL1/Tro/ramunaW0hyjQmxeMj1evrONF5ZqAfvegaYGSBxkvc3AiNns4GZTlBgTiftfP/CpdalWOyqr7dEPAgokjmbRDzEjdvXTJlosxDkGhNi8ZDr9exMbY9nb4MXMpCvZ4D5FPBBpdTd099QSrUDN1Eam3nGZjpBy3+u/llPe4ze4SwTVpGRrE1nU4hHXhhiJFMkFja587otdR9QLLUuxWKWtz2e2HOM3mNZIkGTPUezRIIG8VCAp3pH2XM0w+YVTdz6rgsrsz+BeX2Ik2tMiMVDrtdTq06EAVOqZvQOZ+kbyREMGDzVO8qrRzO8ZkUzt77rgikz8BcykK9ngPlpSkHmE8A/TP7sEqXUJuCTlJaR/OzZbGC2E7Q8pT8WNomFAtz+yEs8ufcYo1kHgKBp0BYNYBgGjutz28O7uPf9lwL1uyEuhvESQswkmbW55du/4PmBCSzbBSAWMmiOhPDjMGE52I7HaLbIrf/0Iq6np2Q45+upWa4xIRYPuV5PbnqPkevDz/rGQMNl69sBxaGkRcHxKDg+tuNxLJPnSCpP0DTobA5z4/Y1dLctXCBfz5V8nlVKXQ98Bfj7yR9/jlLJomHg3VrrV85mG9GQyc1XbWbngTFaIya9w1m626Jc/9oevvzTA1hFj08/+gpHJwokcw7+ZEki1/OxHB9TaWJhE8v26B3O8tAzh2ZMI9eqO11ms4rFJpm1+f2vP8fP+sbwfDAUKAVF18AsOrxtcyeHUxaup/F8zUimSNA0mMg7BAxFPByY16dmucaEWDzkei2ZKcaozjz2J/PkHY+i4+P6mhcH0rRGg/i+T9Hx8H2NrxXjOZdd9gThgIFpKPqTFus747MuFlNvdS20rrV+VCm1Fng7cAGl4HIf8AOttXW235+3Pe56bDdP9Y6SshxiQUU4GGBFa4SjEwXOX96MZXtEQyaq6u+VlpQzuGBFG56vWdkWATRDqQLZoks679A7nGFLT5sMRBZLVt72uO3hXbx0JI3nl0rGehrQkCu65G3F84cmiIYCJGJBWiJBekczZPIerbEA21a3k8670v0lztraTz46p88d/Ow1dd4TIWprtrkkBccnEQ+SzDmsTkRJF1z2DKVxPE3BdpgoBJmwHAzDAMArLT5Iruhh2R4BU7HJNBhOFxnLFRckkK/7Sj5a6yLwvcn/aqp3OMurxzLkii4FxyPvgMIlU3SJBQ3yjsfqRIzrLjmPSNCkfzzHwVGLaMBAa4OPvXU9bbEQHfEw+0cy9I3lODpRWvru/h0H+cy7t8hAZLFkDY5bWLZHLGSSKzq4/vH3NOBrTdHziAQNlFIcSxcYzTiEAga2q7nhjWtoiwWl+0sIIWYxPcboHc7y4M6DDCQtVrZF+cSVm0jEw7z3SzuwvVI3rOND3vExlCIWNNBKsbw5zHCmSKbgEAsFiAYNbM+nJxGlpz22IDPJF+1a5Hnb48GdfYxkihRdv3pBHrIFF88z+Ohb1vEvu47wxR/30tUS4j2X9vDAzkO4no9SoFAUHJ+/ePQleoctsoXSOqgBQzGUylcG1CbiocpYMsnEiKWiZ3IJSE9rCrbHeN6Z8r4GXhnKEDAUvtZEAwZF18c0wPUUCuRhTAghTmL6XJKC401ZwvqmK9axe2gCy/Yqf8fXEAmYBEImjqcJmAYD43lMVcpk+r4mHDR492u72dDZRN72FmRZyboGmEqpG4D/B9gEzFRsXWutz2gfBsctkjmHjZ1N7HImcCaDTA2YhiISMDgwmuPpA+NYtseLgz6DyQLRkMGyplJE/41n+zk4avHykTSRyYxnUzhAwDSIhwPcv+MA6bxLIh7kE1eeX1k/VYiloHqJsvufOshz/UmKbulRTld9zp0c3Jx3StdgwfHxfM3XnjnERd2tcs0IIcQspk926h3OTFnCGjTbVidoCgdIF1y0hrCpWNsRoy0WYmiiwHC6gOP6WJNtcc72cNM+9z7+KsGAwZbzWrEcD8f1GUrpeeuJreda5LcB/xM4Bvw7MF7L7+9pj5GIh3j1WIZIwCDcHMKyPRxfEwuatMdDrOtsYiLvYLs+vtYoBWsScT74ptUsb4nw+R/uA8DTGl9DWyzEJ962iSdePcZYzmH30TTndzWTzDlEgobcKMWSU71EmWW77D6aIRwwyBZLDV11oKlUaRJQJGgSNhVDqYIMKRFCiFOonuw02xLW3/zo5dz87RcoOB5rOqJ84I1r+dozB3nxcJFM0UVVTTTRgOuD7Wl87TOQtEgXHAqOT2ssSEc8PC//rnpmMH8P+DfgnVpr5xSfPUOasGkQDhp0xMN0Noe55R2b6RvNsm11gsMpi9ZokFzRpeh6oKmsnQylckZ5x6MtGuS8tigbu5q4sLuFx3cfoykcAA0Fx2NdZ1y6xsWSdsMbV9M7nOPuH+zBdn3CAYOAUhRcD19DwADTMAgFTMIBhWkarErE5LoRQojTMNsS1t3tUe77zW08159k2+oEY7ki6bzHps4mdh9Ns7I1woGRLL6vMYxSmSLb9ZgouAxnNKahWLcsTjwcYCxXrHvtb6hvgNkCfLNewWW5izweDmCnNK6vaYmUAsUNXU1A6UC9aX07T/UmiYVMOpvD3HzV5soB+/ivbOI//+1OHLdUw+++G7aRiIcq4yGu2NjBjdvXSde4WLKm12J70/oE+4dzDGcKbOpqJme7BE2DvpEMYzkH19fEQ2Hufs9Wtq1NyHUjhBCnaabyTdXjKH+0Z5ibr9pMIh5kx1CacKBUGu6SVe0EDMV//eWNrFsW55Zvv8BLR9IETAMUGIZiZVtk3h786xlgPg+sqteXlwfGHhjJoRQkYqWJONVdctGQyU1XbGAoVSQSNHF9PSVy3z00Qd72MAyDvO2xe2iCKy9csaDFXxdqzVCx8Brx2FfPcEzmHD5x5SZA8eDOPpI5h55EM9e/toc/fXgX43kXTWn8T971GubfIIQ4dzRiOzkfps82H8sVuXH7OgaSeTyt6RvJAaUhSstbwliTD//xsInt+LxuTTsff9vGeV3St54B5m3Ad5RS39FaP1/rLy8PjH3pcIqv/LSPouvPOMt7Y1cT6zrjM1ax37Y6QWusVEuqNRZk2+pE5bsXYtyY1Nxcuhr12E+f4VhunKq7cPK2x+r2GANJC19De/z4tSSEELXSqO3kfJht5cJ1nXGGUgVaY0GiQXPKe6Ua3xALmdz56ycuiV3vYL2eK/k8qZT6EPC0Uupp4CDgnfgx/aGz2c53nz9M0fWJTa7qM/2XdLLlqBJNIb710csrYxoSTaEFfTqSmptLV6Me+9mun/JDWDJrc9vDuyh6PldsWMbVW1fwy+cvn5fxPUKIpaVR28n5csMb11Bei7zcFpfb5454+ITVek7WGzsfwXo9Z5FfBjwABIG3TP43nQbOOMAsn2ymoSi6/qwDV2cbz1D+xV954YrKz2b7hc9H4DnbE4o49zXysY+GTHraY1PO//zk8qr3/XgfPz84TihocH5XM1u62yS4FELURSO3k/U0PTa5+arNU9rjcnwzve2dqe0um49gvZ5d5F8AbOA64Kda61StN3CmJ1ve9rj9kZcYSFqsSsS447qLiYbMWX/h85WWP1m2tXrfl+L4k3NZ+Zgu1HqxpzJT43bXY7t59ViG4XSBgKmwnVIvwlJp8IUQ82/6PRJg37FMw7WZtVYdmwylCqVeo8lhgeV4ZKbY4GSxy3wE6/UMMLcCf661/pd6bWAuAdlMeoezUyrl9w5n2dLTOusvfD7T8icb/1nujrRsj5VtkSU1/uRcNdvDTiOZfv7vPDDKjv2jFB2fvOOxeUUzK1oj3HndlobbdyHE4jVT0FS+Ry6l8ZjVsUksbGIVPUxDVeKRnvbYjL+Lk8UuZxo/nY56BpjDlDKYdXVmE3L0CZXyy9810y+8EdLyedvjtkd28UxfklCwtLj9Uht/ci6a7WGnkUw//7uaI6BBAa3RIB968zretnn5Odu4CyHm36kCyKU0HrM6NumIh6cs+1juAp/pd3Gq2KXeE5rrGWDeD3xQKXWf1tqt43ZO20yV8stm+oXXO9KfS7f34LiFVfQIBYxKd2RHPLwkugfOFTMd54LjlpY5rSyLo0/6HQthpm6p6utHgkshRK0NjlsMpQrkHQ9v2vKGeduj4Pgk4kGSOWdJjMesjk2mxyOzBZLzkaU8mXoGmE8B11KaRf5XQB8nziJHa/2TOu7DjGarlH+qv1OPSH+uaf6e9tjxkgNhk09dfeGCLF4vzsxMxxngm88OEjANXKW5bH37lIedRjL9/D/d60cIIU5HRzzMwLhVKSNYXt5w6uIPIT5x5aZ5re3YCKa3xycLJBeq7CLUN8D8YdWfv8KJqRk1+bMFOSsW8pdeba5p/vIJ1DucARTJnL1kugfOBTMdZ4CRTJGe9igAN12xYdE0ko1y/Qghzk1juSLntUWJhwO0RoOVKjFTF3+wiQTNRdNu1lMjtsn1DDB/t47fvWhVd5NCaa3zRLy0CtFc0vwPPdNfWbbvdP6eWFgd8TDhgFGZoNXTHiOZs9k/ksWyPdpiQbrbogu9m0II0RA64mGOpPJMWA65olvJYHbEwwQMRdKyWdsRl3tfA6tnofUH6vXdi9X01D5okjmHRDzI716xjom8Td6efYm9mZbtiwTNk3ZTSlmjhVdeQzZTcEHBh9+8nt7hLF/44V7SeYdgwOC81uisdVyFEOJcNT3pUv7zWK7IqvYYy5o8QqZRWRDlrsd288LhFJ6n6WmPLPDei5OpZwZTTFMdIA4kLTTQFA5wdKLIrd99kbzt0RwNcM/1l7C+s4nDKQtQdLeVgo+OeHjGZftms5TKODSicsOZsmx6j2UZGLfI2x6/ff8zdDaH2T2UxteagusTCxnyJC6EWFJmS7p0tYT5+K9sIhY2sV2fg2M57n/qIA+Yh8gVXRxX4/mawWRBhoc1sJoFmEqpX4Ljk3bKr09lISb5LJTqmV6rEjHKF5Pna9IFF0P7DCZtbvnOC3haU3R8lFKEAoqupghrl8W49V0XVoLN8njMjV1NAFNen6oGlqit6ZnicsM5lCpwKGkxYRVJWi4KsGyPlGVTdH1MA9oiAd5x8cqF/icIIcS8qr5HHRjJMVGwaQ4HGMsW+aNvPk++4HF4Io+nNb8YSBEJGkSCJpbt4vmaIxN5YiHJkzWqWh6ZfwO0UiqqtbbLr0/y+QWd5DPfZlqtBUpB4Zd/2oc9UCq7oIGB8TxoXblwxrIeE5bL4VSewymLjV3N3P7ILnb0joGCy9Z14PoeTx8YJ2Ao3rxxGXdcd3FD1O9cCmbKFJcbzrzjMWHZZIulAgoacHyNYx8vqBAOmPzT84f54SvHuPPXt0g3uRBiSSjfowbH87x6dALL8fE1GAq0phIlBE2FrzXxiMny5jCRgMFEwaXg+Hz60Ve49/2XSu9cA6plgHkTk/fPydcyyWfSqbqqj6ULvGZFM3uPZXG80gVmGoqgqUApbM/HNFTpYkMxOG7Rn8xjuz5QWirrcCpPtuhiKMXBsVwlW7mQNbCWipkyxeWG00tpQgEDvzDz340GA3S1RNg/ksV2fG57ZBf3vm9qYynjaIVYOGs/+ehC78I5q1wd5VvP9vPiQApDaXxdyktVlwX2NbTHQmzqbObIRJ6JvINllybIWpPto/TONZ6aBZha63+Y9lom+Uw62RrnD+48xMC4he9rOuIhjkzk8X0IBwxuu+ZC+pMWP+tLMpF32LS8mY1dTeQnZx0HAwZKwYqWCCPZAoatAEjEQlMKrVZfeBKs1N5MmeLjZaWyDCSz/I9/foVxy8H1jyf1FRAPmyTiIfqTFoahyORdeoczlclbgIyjFUKcs6Ihk2u3dvP3/36QQqqAr3UplzKp/OcVLRHedfEK/urJ/ShAKTivNUp7PMjeYxk64mHp/WkwMnhhHpxsjfNkzub8rmYKjsflGzr44hP7QIHt+HzmsT1M5B1cz6ctFmDT8qbKjGSr6LF+WZzfe+sGLjivlbse283B0RyJeIi73rN1xiBEJv3Ux8mK3D64s4+f7htlwrKZTDhXGsyWaJBNXc387uVrufWfdmEVXQZTFvfv6COdd+lqCXPDG9fIOFohxDkt0RTiOx+7gp0HRsnmHb7+zAAHxzKkCqVhY66v2X00zRee2EvAMDCUoi0a5H2v7+ZvfnKAn+4dpTUWAVZg2gAAIABJREFU5FsfvVyCzAZStwBTKXU5cA1wPtACpIFXgUe11jvrtd1GNJc1ztd1xtm2up1gwMTxfJQqTQbxfI2vwXZhKFXguf4kQ6lCqUvV9fnaM/3c+/5LueO6i6eUephpCUmZ9FM/MxW5LQ9lKDg+nmbKU3nAgKABy5qDtMZCbOhsouB4eFpzJFWgKRyYPFZaxtEKIc55iaYQ12w9j7zt8WTvKPtHc4Bfed/zIW05bF7RQjhosnZZjOZIiEy+tBL1hOXwXH+SKy9csUD/AjFdzQNMpVQL8HXgnUy9p5bdqpR6FPiA1jpT6+03qlOtcd4RD3M4ledXL+jk0Gie7kSE3UcyDE0U0BpiYYOVbRHaoqWns0zRJR4KTBl/Uu52ny1LKZN+5ldPe4zViSiHxnIUHAPH0xgKUNAUMnE8GE7bJOIhOpvDDCRLDwgBg0qpjo1dMo5WCLF0REMmd163hT/+5i/49wOjuJ6uPKB7KExT0dkc5tZ3XQhAayxYWU5y2+rEwu68mKIeGcxvA1dSWov874AXKWUvW4CtwIcprVH+DeDqOmx/USkvVF8uaRMOGPzZtRdwcXcbyZzNYy8Nsa4jSks0zDefHeALT+zj+f5xio6H6/m0x0NTAsWTZSkXeuH7paa85n3vcIaC45PJ2/yvf+vlxcE0qXypZNErRya443svEwuZaEqZzXIpqupjJJlmIcRSEw4Y2G6p4oZpKNrjIVqjIYquz1iuyKblzXzro5dXirBL93hjqWmAqZR6B6Xg8l6t9c0zfOR54AGl1OeA/6aUervW+l9ruQ+L0eC4xVCqwN7hDLbjY5qKO6/bwn0/3sdwusj+kTDXv7aHgaRFtuhSdP1KCaOLVk4NPE6VpWzE9UrPZdGQyZaeNgB2DU4wMF5Ao9GUJkjmXZ+RTJGQadAUDpDMORxO5YkEjQXdbyGEWAh52+PW777Ajv2jOJ6u1DIMBww2dTVhGoquljAd8XBlKNgVGzsZHLeIhmRd8kZS6wzmbwKHgFtO8blbgOuBG4AlH2B2xMP4k4XVwwEDq+ix88AYfSM5IkGToVSBL//0AP1JC19DJGBgKnA0PLmvNFal3BUuWcpGVpod6VdN9okGDDqbw7REgoxkioQDBvfvOFCZ5CMTsYQQS8nguMVYzpk6k9yAzpYwd7/3Eiy7tC75PY/vmVwBKAgokjlb2swGU+s0yeuAh7XWJyuwjtbaBx4GXl/j7S865VnhWkMsZLKhs4nO5jA/3D1Ef9Ji73CGcMCg6Pqcv7yZNR0xvvSB1/GJt5/Plu5WbNdnKFVaLqusnKWUi6yxdLfFCJiKcknTlmiQi7vbuOvdW7n1XRcQC5uM5Wx+1pfE83VliIMQQiwVPe0x1i2L0RYLAqXsZXs0wFdufAPd7VE2LW9mLFesDAXrT+YZSJbaSWkzG0utA8xuSjPF5+JVoKfG2190ymMmQwGD/8vevcfHcdaH/v88M3tfXVeWHMeyfFOci50LJhCMoRQaUiApgXCgPSkNFPr6ld8pPYeW0oYmpNRNmtDAr9ByWqCHFHwolEBDXAjQNEkTEsdJmhoSO/FNvkmyZa2s1a72PrMzz++P2d2sZNmS413r9n2/XnrZ0o5mRjvPPPud5/J91nY28aE3ruSWTSsZzzusW9rMivYIv/Pm1SxrC2EaijWdUTauinHDFcsZHi9wMO6tcd0RDc72nyKmMZotsjIWxWca+AxF2G9wz/uuINYUYDRbpGi7NAV9oKFgOzIRSwix6FTGrn/4javwGV7r5XjRZe+J8eo2laFgAD2xcHnpZaTOnGPq3UXeAsx0ZngaaKrz8eed2jGTy9pCbO7tBKj+bE1nlA3L29iwvG1Ct/fgWI4V7RE6mxz8psHO/gSbezul1XIO626P0Bb1E/EbaKVYs6SJnFWqvla55pt7O7hl0+rqmvJCCLGYhAMmr1vVgc80sB0XQ8HS5tCE12uHggEyLGwOqneAaXDm9cen2n5RO92Yyal+Vpmck7ccCrZDZ3OQkXSRgbEc33qmn0f3xmX8yRwWDpjc9q7L+I2v7SBnOQynC9WW58kpq0azxVk+WyGEmD1rOptY2hJiNGvREQ2wrC08Ib/z5AmrMnl17mlEmqJ3KaVmkun0tQ049rx0uhyZU90wtXkuY1E/7796Bd97fgDTUJI8fR7IWaVqUvWQ32Q0W6ym1qhNWSWrLQkhFrPRbJFVHVEuaAnh9xnc9eOXKdqu1IvzSCMCzJvLXzNxNq2dgol5LhNZm55YmGVtIUmePk90t0fOeL1ktSUhhJhYV1ayq0hDyvxS7wDzrXXen5hkcp5LWellfpkujZSstiSEEKcOG6qkJZJ6cf6oa4CptX6invsTpzpdgCJPc/PHmZLdSx5TIYTw1NaVUi/OP43oIhcNJqvxLGxyfYUQYiKpF+cfCTCFEEIsOqtufWi2T0GIBW3RpwkSQgghhBD1NR9aMFtSqRRtbW2zfR6ijlKp1FGt9crZPo+zJGVxgZqH5fGMZbHtY/90nk9nbjibe3M236MznedCK4ti/jrXsqimWTZ81imlSngtrePTbSvmldQ8q0SlLC5s86o8Sllc0KQsirninMrinA8whRBCCCHE/CJjMIUQQgghRF1JgCmEEEIIIepKAkwhhBBCCFFXEmAKIYQQQoi6kgBTCCGEEELUlQSYQgghhBCiriTAFEIIIYQQdSUBphBCCCGEqCsJMIUQQgghRF1JgCmEEEIIIepKAkwhhBBCCFFXEmAKIYQQQoi6kgBTCCGEEELUlQSYQgghhBCiriTAFEIIIYQQdSUBphBCCCGEqCsJMIUQQgghRF1JgCmEEEIIIepKAkwhhBBCCFFXEmAKIYQQQoi6kgBTCCGEEELUlQSYQgghhBCiriTAFEIIIYQQdSUBphBCCCGEqCsJMIUQQgghRF1JgCmEEEIIIepKAkwhhBBCCFFXEmAKIYQQQoi6kgBTCCGEEELUlQSYQgghhBCiriTAFEIIIYQQdSUBphBCCCGEqCsJMIUQQgghRF1JgCmEEEIIIepKAkwhhBBCCFFXEmAKIYQQQoi6mvMBplLqqFLq6GyfhxBSFsVcIWVRzBVSFsXp+Gb7BGagtbW1tRXQs30ioq7UbJ/AqyBlceGab+VRyuLCJWVRzBXnVBbnfAumEEIIIYSYXyTAFEIIIYQQdSUBphBCCCGEqCsJMIUQQgghRF3N+wAzbzkcGE6Tt5zZPhUhFiW5BxcXud5CiJk477PIlVIxYFxrXTrXfeUthy0/eon4eJGuliB33LCecMCsw1kKIWZC7sHFRa63aKRVtz40o+2O3HN9g89E1MN5bcFUSq0FRoB312N/g2M54uNFAOLjRQbHcvXYrRBihuQeXFzkegshZqquLZhKqY3TbLICL6/Smsq2Wuudr/Z43e0RulqC1afp7vbIq92VEOJVkHtwcZHrLYSYqXp3kT/P9MlWNfC5mu9fdf9KOGByxw3rGRzL0d0eka4aIc4zuQcXF7neQoiZasQYzAzwtfK/k3UAHwe+B7xcj4OFAyYXLW2ufp+3nAmV3+TvhRDnrva+EovL5DoXvPLQF08Dit6uJqlrhRB1DzCvB/4O+HXgf2mtf1D7YnkM5seB72qtH6jzsasD0IeSBSIBk9uuv4wv/8cBGZAuRJ1UAomtO46SyFrEogFAk8jaco8tUnnL4Y5tu9jeNwoKNq9dwpYbN1TLgTzkC7E41TXA1Fr/RCm1HrgLuF8p9VPg97TW/fU8TsXkimtwLMdQssD+eBrLdrn1X17ENBSmoaoD0ic/eb/aYwmxmHiBZYatOw7Tn8jTn8jR3R5mvGBjKEVT0HfO95iY205XB/bF0+w9kaFYclHAQCJXLQcy61yIxavuXeRa6xzwB0qpfwL+AXhZKbUF+EI9jzNVxdXdHiESMLFsl4DPmyAfCZoUbfdVDUivVKgd0SD3PrxXKkmxKFXutcMjWfoTOVZ1REnlbfKWQ3s0wFUrWhjPO9V7TB7GFp7TBYp5y2HrjqPE03myxRJtET8rYpFqXTvVrHN5ABFicWhYHkyt9fNKqauBPwL+DPggXpA53SSgGTldxXXney7n9m27yBUdlrWF+NR1l3AsmaNou/TF0/R2Nc+o66a2Qg36DHKWU5eWUCHmm8q9FvKboGA8bxPxG3S3R/CZBje/fhVtET8d0WC1lVO6zBeW09W3ffE0R05mUSgCPoNlrSE+ce26avBZsF1iUX+1PMiYXSEWj4YmWtdaO8DnlFLfB74C/CN1CjBPly4j1hTgC++/asIEhK07jrL94EnQsLm3gy03Xg5wxq6b2go1Zznn1BIqxHxWe69dszrGeL7EyWyR/cMZWiI+7n9+gE+/81LufXhvtZVz3dJmeRhbQKaqbyutl0cTOVJ5G0NBfyLPXT9+mTtvvLza6xOLBvjEtRdNeLgXQix852UlH631QeDtSqn3Aj3AL851n2dKl1E7y/HAcJqBRA7LdtHA3hMZ+uJpQn6zGkAOJQts7xthc29ndT+1FWqlJXQ0W5RuP7HoVO61vniavniWbz97lAvbwhTsLCvaIiSyFjv7ExNaOfO2w5rOqDyMLRBT1bcHhtMkshYXX9DMS8dTOI7GUJDOl9jZn2AoWSBvOziuJuQ3pd4UYpE5r0tFTp5Vfq4qgWRlbdzacT+VSrC7PcKKWMR7ys7ZjKQLfPmxPu74tfV0tQQZShYYGMvxrWf6eXRvvNqSOVWFGmsK1PP0hZhXtu44wlN9o6TyNs1BH+GAge26+AzFpcta6WqJEx8vsnntEm7ZtFJarBaYyemJah/C39TbyfNHEmSKJQ6NZLAcl6OJLOl8idby8AkhxOJy3tcir7fasZKxqB9QJLLWhG7vLTdu4Ke7h/iHnx0ikbP5r6Nj1W6cHYdG+cbTh4FTWzKnyvcmxGKTyFj86MVjHBzJYpdcQn4Dy3ExHNh7Is2JVIEvPrKPT7/zMo4l84CW4HIRCAdMPnXdJezsT6CU4um+k+Rth0yxxJ8+sAufYbCyI0JzyM9otigP6EIsMvM+wKwdK9mfyOO6GsNQOEldbX3si2f42YE4I1mL8bxNS8hHMmez49Aoj+wZYnAsT8lxiQZ9p7RkCrGYJTIW7//q0ySzFkXHpSnow3HBdjVFx8VxNAXb5WA8ywM/H+SFwTHi4xY9sTBbbrxc7qEFYqoJkXnL4d6H9zKULLBveJxkzqKkvbWA0/kShqE4OprjtSvbpQVTiEVoXgeYlVmKLWGT48kiXS0Bdh9Lk87btEb8RAK+CelV1nREeWEwSbHksmswyf/OWiRyFlp7H5JQAiSdhhAVO/sTpHI2SimCpsGH3riSZw8neObgKJbzyny9l4dS7BtOU7AdWsN+BhI5+uJpLu9um8WzF/VwuhRFffE0h8qt2omMRaU4aMAFTAXpok1/IsfdP3lZHjiEWGTmbYBZu2rP0USOJdEAlq3pbg9jNwfx+wwe3XOCoWShOvEgZzu0Rf20RwIcjGc4lipQsEv4DYNoyMRQBgXbYbVMThACgI09MVojfpI5m0jQxxUXtvHEvpNEAj5M28FnGtiOS6GkAQcAy9GEAuC1ZYn5bqoURd3tEbbuOMrAWA6r5KKUwlQaFwj6DBxXE/QZZC2H48k8qbw94YFDcqUKsfDN2wCzUullrRJjWYsl0QDFkktz0EdOOQyM5fj3l+McT+VZ0R5h89olfODqbu5/fpAjJ7P4TANTgaEM/D4DQxm8YU07H9m8luVtYVnPXAi8tF9bP3INt/7LiwB8/+eD+E0vcHBdF9vVBH2v3BOGgp72MOuXt9Lb1TRbpy3qaKoURYNjORJZi3VdzYwXbHyG4kA8Q87yWrBdDdmi1yOUs0r4fUa5l+j0LaJCiIVl3gaY3e0RYtEALw+NYzkuA2M5Nq2N8ZuvX8VwusD3nh/ENBQr2iO8/+oV9MTC9HY1s2F5G33xNF978hD7htKMF2wuWtqMXXL5yOa19HY1Taj8PnXdJbKKj1jUclaJQLlVasehUQq2i+O4oLw2SttxCfsNQj6DjatibFoT450bLpT7ZIGoncyzsSdWzc5RycKRyttc2BrmtT3taKBge8uKGmh8CrRSKOD+5wfYsLxVVvcRYpFoeICplLoIuAjoYIo+M6311lez33DA5JZNK+lP5AiYXtd2rujy908cJBYN0NkcIJG16WwO8vi+4Qkri/R2NRPymbRG/NiuxlSK7s4ovV1Np1R+lfx+le+lMhSLTSWYODySxXE0SmuvM9wF0weXLGvmQ5tW09kU4DP/upsX+pN857kBvve7b5SZwwtAZTJPfLw4YQLkHTesZ3vfCN96ph/TUGjgY29Zw9882oflOORKGu2C36dYt7SZRNaq9gRNtUiGEGJhaViAqZRaCnwTeHvlR1NspoFXFWAC9HY1s6YzSny8SMBncCyZpz0aIJG1+MS16wj5vcDzi48cAF4JEAESWYuWkJ9owMcH39BTTU00ufLb2BPj0b1xqQzFolUJJnYfS/GVJw7wwkAKv6kwUIQDJs1BP29Z18nO/gTpvNctmsrZ7OxPcO1lF8zy2YtzdboWx3DAZHNv54T6UaHIWSVAYQDRiJ9QufW7Un+eaZEMIcTC0cgWzC/jBZd/DzwGjDbiIDe/vod4usjtD+4ikbUxDcWvrr+A3q6m6vjJSldOJGDSEQ0SDpjVILKzOcjSltCkfa6kNpefVIZisaqMP44EfHzliYMMpSwuW9ZaHlPn0J/wHtjufXgvv/OmNYQDJjnLoS3iZ2NPbJbPXtTDdC2ON7++B1AsbwvzZz/cxUvHx3G0xmcqVrVHWN0V5SOb11TrZCHE4tDIAPPtwFe01h9vxM5rZ5HvPTHOaMYCNCGfj2sv7apWZJXxQ7dv20Wu6HX13HHDeu64YT0vHUvxD08d4gsP72dZW4iPv/UitvzwJRI5i1UdUbbcuKG6D+kWF4tN7T22b3ic4XIrVtBn8Ge/tp7mkI9/fm6AvO2w5/g4n3lwNyvaI5iG4p73XSHd4wtE7UN2RzRYfdgGJoxXv+k1y9nRN0qh5E3mQWvSxRLew3rThPyZMslHiIWvkQGmAbzQqJ1Xum3ytkPRdnC1xtVQcjVXrWifsO1otkjRdjENNSHNxn3bD/NfR8aqExj++Psv8PzRMbTW5Tx+GS7vbm3UnyDEnFa5xwq2QzpfQpfzHBZLLt/acZSLLmjiSCLDiVQRx9X4DUV7NMAlF7SUu0nFQlEZPlQbGN78+p4JXecDY/lyQOmxXRjJFHn20NiEFEW1Xe6TV08TQiwcRgP3/SRwZaN2Xum2CftNmkJ+WsI+2iN+rlzRdsqHW2VbYEKajZzlEPAbWCVvRmy2UMJ2XGxHk8zbFGz5kBSLV+W+CflNOpoDBH0GPgMCpkF7NMBAIk+m4OCWA08XKNgukaApY5UXoMljMUFNqFdXtEdoDvqr2ytAqXKqgZoh+JVy5biagbEc33qmny0/eom85Zy/P0YI0XCNbMH8Q+A/lFKPaa3/pd47r+22iQR83PXQy+Qsh2VtoVM+3Crb9sXTVCq67vYIy9q8sZeRgMlt11/Glh/uxnfCmw3ZFvYT8s/bLE5CnLPJXaMHR9IMjOV58sAI4/kSkYDB4JiBz1DYjqYl5Ofqle3cWV6xRfLHLiyTx2L2djVNGJ8O8OZ1S3jywEnQmkjQR2dTkCVNQZa3hav7mWoGumToEGLhUVrr6bd6NTtW6jGgG1gLHAcOUVnq4xVaa/0r0+wn2dra2ppMJs94vOk+zKYa9wNM+J1ExuLTD7w4YQymfDA2zLxb5mWmZXGhq9xrHdEgd/9kD0dOZmkJ+/nYW9awYXlbNbicZ+Ps5lV5nK2yOJN6ti+eATSxaJC7fvwyuaL34D+5DMzDMnK+LNqyuOrWh2a03ZF7rj/nY4kZOaey2MgmujV4aYj6y9/3NPBYp52IU6kQC7ZLfNwbK3ZoJFsdE1T7O7GmAF/8jddIq4sQk3iBg9cD0NvVVL1vtty4Ycr7RZJpL0zTTXjMWw7D43k29sSmHPte+7uSoUOIha1hAabWelWj9j1TtU/Isag3TvPZQwlQsHXHUbbc2HxKpSYzxoWYKG853LFtF9v7RkHB5rVLqq37p7tfJJn24pPIWLz/q0+Tytm0Rvxs/cg105YBqW+FWLgW9CDD2laURNbmpo3LGUoWCPnN6qoSUrkJcWaDYzn6E3lvMhwwkMhNe+9I69Tis7M/QSpnA16i/T1DKSkDQixi52OpyBbgWrwuc/DGYv671jrd6GNPbkXZtGYJT/WdlFYVIc5Cd3uEnliYgUQOFKyIRWZ070jr1OKysSdGa8RfbcGsrFsuZUCIxamhAaZS6neALwBNvDJYVAMZpdQfaq2/fq7HONOg86laUeSJWoiZq9xfn37nZRxL5qiMwZR7R0wWawrwvd99Izv7E1y6rJXRbLE6jEIIsfg0ci3ydwNfw2ux/AzwUvml9cDvA19TSsW11j98tceYySzEyU/Q8kQtxMzILF9xtmJNATb3dkq5ERPMdHa4WFgamWj9j4E9wFVa67/RWj9a/vobYCOwF/iTcznAVDNVhRD1IfeXeDWk3AghoLEB5pXAN7TWmckvlMdffpNzXOlnqhV6hBD1IfeXeDWk3AghoLFjMKdL0HnOGd5lTKUQjSP3l3g1pNwIIaCxLZgvAB9WSkUnv6CUagI+XN7mnFTGVEolJkT9yf0lXg0pN0KIRrZg3gs8AOxUSv0N8HL555VJPr3ATQ08vhBCCCGEmAWNXMnnQaXUx4HPAX/LK13iCsgCH9dab2vU8YUQQgghxOxoaB5MrfXfKaW+DbwdWF3+cSXReqqRxxZCCCGEELOj4Sv5aK2TwPcafRwhhBBCCDE3NHKSjxBCCCGEWITq1oKplHoMb5zlr2qtS+Xvp6O11r9Sr3MQQgghhBCzr55d5GsAl1fyX66hDrkuhRBCCCHE/FK3AFNrvepM3wshhBBCiMVBxmAKIYQQQoi6avgs8lpKKR9wIxADfqi1PnE+jy+EEEIIMR+tuvWhGW975J7rG3gmM9OwFkyl1F8ppf6z5nsFPALcD3wV2KWUWtuo4wshhBBCiNnRyC7ydwBP1nz/a8Av4S0heXP5Z7c28PhCCCGEEGIWNLKLfAVwoOb7XwMOa61vBVBKrQd+s4HHF0IIIYQQs6CRLZgBoFTz/VvxusgrDgHLGnh8IYQQQggxCxoZYA4Am6DaWrkGeKLm9S4g08DjCyGEEEKIWdDILvJ/Bj6jlOoC1gPjwI9rXn8NcLCBxxdCCCGEELOgkS2YdwPfwGvF1MAtWuskgFKqFXg38GgDjy+EEEIIIWZBw1owtdZF4KPlr8nSeOMvc406vjizvOUwOJajuz1COGDO9umIcyDXUoi5R+5Lsdid10TrFVprF0jNxrGFV/Ft+dFLxMeLdLUEueOG9VIBzlNyLYWYe+S+nDtmmpx8LiQmX2gaGmCWk6tfC1wEdABq0iZaa/0XjTwHcarBsRzx8SIA8fEig2M5LlraPMtnJV4NuZZCzD1yXwrRwABTKXUR8CBwCacGlhUakADzPOtuj9DVEqw+XXe3R2b7lMSrJNdSiLlH7kshGtuC+bfAWuBPgMeA0QYeS5yFvOXwpt4lLG0OsX55q3TdzFF5y6EvngYUvV1NU16ncMDkjhvWy1gvIRpgpuMoJ28n96UQjQ0w3wx8UWv9+QYeQ5RNVRFO9bNExuL9X32aVM6mOezj3vddKUHmHJS3HO7YtosnD5yk5Lpc2d3Gvf/tKsIB85RrGg6Y0v0mRJ3NZByl9xCYYeuOwySy9oTt8pbD0dEsHdGg1K9iUWpkgFkEDjdw/6JsqooQmLJy3HHoJKMZCwPN8WSBz/7wJXpiEe58z+XEmgKz/JeIisGxHIdP5khkLWxX8+SBUT55/y8I+AyKJZdlbaEJH2TSUiJEfU03jrJS7x4eydKfyLFuaXN1u0jAxwe++jSZokMs6udfPrZZ6lex6DQyD+a/AZsbuH9RVqkIHVdzeCRLXzwzZeWYtxwe2ROnWHJIFx0UmpMZi+cOJ7h92y7ylnPKvvOWw4Hh9JSvifqZ/D53t0foiPrRVAYwa34+kOTpQ6PsG04zlCxUr+kd23Zx+4O7ueM011AIcfYq4yiBKcdRVupYv2lguy6ZYomuliAd0SCf+v4LHE8VSBdsjo/l+e7zR9k1mJL7UywqjWzB/EPgZ0qpTwJ/q7W2GnisRanSctURDRKLBth+8CRo2LrjMJ9+52UTBplHAj6+93w/w+MFWsMBssUSYb+B7bgEfQa5onPaJ3RJtdFYp3uf777pSj55/y/4+UASrTWFkoPWkChZBH0G3e0R+uJptveNUrQdDo1k2H0syetWd8z2nyTEvDfdOMru9gixqJ/tfaP4DIOOaIBPXXcJo9kiuWIJNLiA7Wq+/uRh/u8z/Wxeu4RPv/NSRrNF6XEQC14jA8ztQBT4K+AepdRxYPLjm9Zar23gOSxYlaBkKFkgEjC5+fU99CdyhP0miazNaLZYrRwjAR+33PcsyZxNwXYwDUVTyMfqjiimqUBDJGDSEQ1OOIak2jg/Tvc+hwMmbdEAflNhORrtaiJBHz7T4HfevJpwwKRou9iOS6bcMvLVJw4R8pv0djXLh5cQ5+hM45vDAZNbNq1mIJEn5DcpuZrRbJGOaJBk3kYpQHs9ECVXo22XPUPjfPqBFym5Wh7axYLXyC7yfuBl4GfAU8Ah4Oikr/4GHn9BGxzLMZQssD+e5rnDCf7vM0foiUUwDVXtzqlUjr8YGGM0Y6G1xnZcvHpPs7w9zD03XUFz2EfOcrj34b0TunCm6yIS9XG699m7xnlcDQXbxdUaV2vesCbGhuVt5C2H7z7fjwa0hraIn5eGxrnzoT1s+dFL0h0nRIP1djWxujM6od4dzRbpbA7SFPTabxwN44USWavEifECLx4iVSxgAAAgAElEQVRL4bi6+jApxELVyKUif7lR+xZeUBIJmFi2W574obll00pCfq8lsi+eATSxaJAf7DxGseTiuC6mYbD+wlYKJYeLlzZxPJmjaLuYhpqylfLm1/dwpjQ54tzVdsV1RIPVfwu2Q1dLiP3xNGiNaXijMUfTFnnL4VgyR38iz9olTRyIp72Wk5xF2G9Ki7MQ58HkbnSAZM6iNeSv3q8ArgbHceluCxNPFynYDqs7o/LQLha0WVkqUpybytjL266/jLt+/DK5osOythC9XV4wcce23Ww/eBLX1WitsUou0YDBkqYw3e0RcrbDvhNpDp/MEg34uHxFC4mMTU8sXK3wEhmL27ftqu67MjNdNEY4YNLdHqkOexgYy3Fha5jBZI7lbRGOj+VwNBRsh13HkvzW13fQHglyMJ4hazm0hEyWtQa5+IIo43lHWpyFOA9qMzgkshZ//P0XOBDPYJUcVnZE8akciZyNo8F24ReDKX51/VI+/taL5KFdLHgNDzCVUr8EXAcsBb6gtd6rlGoCNgIvaq2TjT6HhWTyhJA7b7x8woDxXYMp9g2nKdgO6XwJ19W4gM9UBP0m//2aHv72sQNYJZe87ZAplLCOuKzsiFCZr5zIWPyvf/45Lx9PEfR7FeDZtoZJ6pyzVxmLWbAdUjmbaMDHeL7EeN4iXx5rabtQKMFLQxkgg98AlGJZaxOZosPH3tJLW8Qv77sQDTQ5/2VL2Mczh0aJp4rViQapwRQblreQsUrkbV393VWxCJd3t87OiQtxHjVyqUgT+Dbw36A87A++A+wFSnjLSH4e+MtGncNCNHlCyGi2WA388pbD1h2HGUkXyRZLOFpX3/mo36DkuHzup3tJZosoBa4LPgNKJQdTKRJZi754mr9//CAvD42TL7kARILmWbWGJTIWtz+4i5zlTMjXKM6sMhZzKKlpjfhpCvowFYxkSoB3A01WcsFvao4mcoT8Jvc/P8CWGzfI+y1Eg0zOf7m2s4ldx1KczFgTZrFq4MCJcUz1Sle5At591fLzfcpCzIpGTvL5E+B9eOmKLqVmPXKtdQH4AfCuBh5/QfJSY3hphmLRwITAb3AsRyJr09vZxPK2MM0hL0gJ+gwuaA2TLjqMpAuMZm1cV6OAlqBJazSA3zTwGYq+eIZ0sUTQbxD2e5OE3n7p0hlPGMlbDrdv28VzhxPsj7+Sr1FMrzKe65PXXcyfvvNilILWkJcLsxJcTr5hTQUtIT+O603gOpGS91uIRqrmv/R5ad72nEiRzFq4WmOqids6QLb0yqPhRV1RcpJbWCwSjewivwXYqrX+klJqqsR8e5AA81XS5YBjYptWbV42V+vqpJ4LWoN8ePNqvvToAXKWgyo/UfsMcFF85l2X8t3nB3nxWIoXj6UI+Q3WdjYRMA36RjLc9dAevvwffXzvd9847WoUg2M5ckWHgM/Asl0igbNr/RReHtPH959kPG/TFDBQypslDl5ePZ+hMBQEfQa9XU0ETJNdx1LkbZsj5aXpKmSoghD1k7ccCrZDS9jPs4dHyz9VrFvazMGRDDmrRKbooAFDgd/wgtCKI6M5/uj7v2B1R5P07swxq259aEbbHbnn+gafycLRyBbMVcCOM7yeBNobePwFqdJK2RT0kcjaE1qrKnnZemIRVsQiBE2DnliEVR1NrL+whTes6SBgKkwDXK0xlCLgN8iXNKm8jV1ysUsuS6JBPrRpJTdtXE624HXPpnI2O/sT055fd3uEZW0h1i1t5vVrYtz5nsulAj0Lg2PezHDX9SLKkusNb6gVMBUblrfy5os6+fLNr6WjOUA4YNIeCbBqSZTRrDeEotKVd89P9kraIiHOUeV++uIjB8hZJZa3hrnkghYCPgNHa67qaWNpcwhDeQ/v0YBJdyxCbaOm32eQypXI246kKRILXiNbMNNA7Ayv9wIjDTz+glQZp1eZ5DO5dbCSl20oWaAtGqAjGqjOMP/I5lUcT+YxlWJ/PM0FLSEuXdbCpjUdPL4vTv9YDjSsWhJhc28necuhNeInlbNpjfjZ2HOmy+mZbvULcWbd7RF6YmEGEjkCvgBXLG/lQ5tWcst9z1EqD6l907pOfr9mFuqdN14+YcxrbR5NSZQvRH3U3k9F26WzOUix5LJ57RJu2bSS5W0R/uKh3RxPFXC0ZklziL//zddy549eYudACqvk0Bz0EQ6YhP2mZHoQC14jA8yngA8qpf5q8gtKqXbgI8BPG3j8BWm6AG5yTsXaGea9Xc2s6YwSHy/y1os7uWXT6mqQsuXGDdXcmbWrwHzupisYThfYtGbJtN3jtecggcyr412Ly+mLpwHF8rYwo9ki2z7+Jv71hWNcsyrGpt7OCdc91hTgCx+46pQyMd3DiBBi5mrvp2VtoeqykLX33F++90pufn2SeNriqhVt5KwSX/jAazhWzjcc9Bssb4vIUpFiUWhkgHkXXpD5GPCN8s+uVEpdBNyKt4zkPQ08/oI1XQBX+3ptUHim4DQcMCekzpicDultlyxtwF8ipuJdi7azWgt+qjIhrclC1M9U99Pkh+5wwOR1qzumvXdn+rAuxHzWsDGYWuvn8WaRXwL8Y/nHnwf+HggD79Vav9yo44upVQKR6YKNqbpXxflVj2sw0+sthJie1J9CzFxDE61rrR9SSq0C3s4rqYoOAP+mtZY7bg6T7tXZJ9dAiPlJ7l0hzsNKPlrrIvCj8peYJ6R7dfbJNRBifpJ7VwhZi1ycgUzWmX1yDYSYn+TeFYtdI/NgopS6WSm1XSkVV0o5U3yVGnl8IYQQQghx/jVyLfLbgT8HhoGngbFGHUsIIYQQQswdjewi/x/A48A7tNZ2A48jhBBCCCHmkEZ2kbcA90tw+erlLYcDw2nyljPh/2J+qlzDRMaSaynOm6nqDqlPhBCN1sgWzJ8DKxq4/wUtbzncsW0X/Yk8F7aF8BmKRNaeNuG2mJsqiZeHkgUGxnKsKK/ZXrmWecuRGaei7qZK+A1Uy2Ik6C01Kom/hRD11sgWzNuBjymlXtPAYyxYffE02/tGORjPsL1vlMMnvbShQ8kC2/tGpOVhnqkkXi7YDqmcTd52qgmYExmLT97/C+56aA9bfvSSXFtRN1Ml/B4cyzGULLB/OM1zhxLc/uCuacuctHgKIc5Ww1owtdZPKKU+CjyjlHoGOAJMrp201vqjjTqHua7SahUJ+NgzlGJjT6ymJUF5aekB01B0RP0US5qBsRzfeqafR/fGp1wLV8xNHdEgQb+BVTJojfgJ+01i0QDDqTyf/deX2HsiTdDvPe/1xTOE/IZcV3HOKgm/h5IFIgGTjmiQcMAkEjSxSi4Bv0G6WGJ73wibezsBJrSk5y2HvniGrTsOSw+KEOKsNHIW+TXANwE/8Oby12QaWJQBZqXrajCR5xeDSQKmQVvEz/d+943EmgL0djWxee0SBhI5lrWFufn1K4inLb73/ACmoRhKFrh92y6KtiuV/hyXtxzufXgvuaJDc8jH1vddw1Ayz1eeOMgf3P8CqbyNaXjBZdBnyIe5qJtwwORT113C7dt2kSt65fCOG9Zz542Xc/uDu0gXSxxP5vnm00f53vODRIIm4/kSXS1BPnXdJdz78F4Oj2TpT+RYt7S52goq+R2FENNpZBf5lwALuBGIaa2NKb4WzSfn5AkeffE08fEiybxNwXZwXE0qZ/PE/jiPvHzCC0Bv3MBt11+Gz4CvPHGIx/cN09kcBCASMMkVvQZhWet2bqt0SRZsh5zlMJTM89eP7OeZQ6OkCjZKKQKm4pILmnnHhgsYSVuAXFdRH6PZIkXbxTRUtUzFmgLc+Z7Lecu6JbQE/fSNZHj2cIKn+k5ilVwOjWTZcegk8fEiIb8JCvK2U132ULrMhRDTaeQknyuAz2qtf9jAY5xXr3YixlQTPDqbg8SifqySS8hvYhqKppCPLz66n2zBobXcmhnyGySy3kT8RNbmE9deRMjvdXXd+/DeKde6lQkjc0tHNMjAWI5UzqY57OPL/9HH80fHKJZcFNAR9XPVijaawybbfnF8wiQgWcN4ZqTMn17tutixqJ+C7ZLIWNz9k5d58sBJknkbraE94kdrzb7hND5T8cieYWLRAImsxea1S7hl00p6u7yWy8kThxrxnss1FWJ+a2SAGcdrwVwQppqNOdNKb/IEjyVNDomsxSeuXUfIb1THYKYLJe56aA8AqZzNjkMn6YlFiUX91S7TSgU/OJabcgzmuZynqK/KB2TBdljRHmFJk9dSHU8XsR0vuPSZ8KnrLuay5S188ZEDmIbiwtYwb7ukkxuuWC7XbgakzE80OTCrrIvdF0+zdcdRvvjIfoI+g5F0kZKjifi99+rC1jDhgEHedmkJ+RnPl6oPtLV1zIHh9CkTh+rdZS7XVIj5r5EB5n3AB5VSX9Zaz/slIaeajTnTSvWVgfa6OsHDCxabqpVmLBpg97EUzWEf6XyJ5rCPR/bEGc/btIT93LRxOZvWLAGopi/qiYXZcuPlEyreczlPUT+1H5AtYT8+U+EWNStiIdJ5h4MjGVytaQ35WNvVRG9Xc3UyxvFUnsf2jrDnRFo+WGdAyvwrTheYhQMmIb9JIus986eLJUxDoRQEfSavWxUjVywxlrMZy9m0hPzVB9rJ5a+2RXRy70m9yDUVYv5rZID5FHAD3izyvwMOc+oscrTWP2vgOdTNuVSqlRaEwbEcHdHgGVsdNyxv4cruNi5d2sJ9Tx/BcTXPHh7leDLPU30nuek1y3nywEkyxRIH42l2X53kdas76nKeon4qH5COq9lx8CSFkovfUHTHIvzB29cynC5yLJFFKcU/PXeUv3zvFdxxw3q2943wrWf6J4yXkw/WM5My/4ozBWYd0SA+QxEfLzCcLuK4LgCXLWvhPVcu409+sAvX0QT8Ju+/egVvu6Rryoeb2vqsUd3Xck2FmP8aGWA+UvP//4M3Y7yWKv9szjbPTO5qOpdKNRwwqxV9bVLjvOXw2N44+4bSuK7mhYEch0dyvLQ0TSzqZyCRBw1hv8lQssDP9o8wPF5EA5miw5YfvcwXf/01uFrP6DxlXNP5UfmA7BvOkMzbOI7GUPDz/gQf/eZJxvM2edulNWTy5P4Rvvazg1zd005rOEB71MfxZJGeWLg6oUKu2dQq742k7PJMSEsUNIkEfOwaTFGwS3z7uQF+PpBgLFdCuxoUBE2D0UyRrz15mGTORgExn0FXc5C+eBpQLG8Ln/Le1tZnjTD5oVzKvxDzTyMDzN9u4L4b7nRdTbWV6lQf/GcTDHir9ezmyQMjxMtBowbGCyVG0gU+/MY1vGPDMu7/zwFytkN/Ist/HRmdEKm/dHycd3/5Ka5a0UZr2M+d7/FW5Ziq8pdxTedP5QPyp7uHuOuhPYwXbIqO5shofsJ2qYKDxuFLjxxAKW/CTyToL2cLUNUUR3LNPJX7qyMa5FgyLymdJqmmJXpwF+lCiQ9+/VnyVomC7eC6LjnLpVSpQDSUXJc9QylawgEMpXC15qKlTXz7uSM8e2gMDYT8Bitj0QkrTzVKbf0JULBd7v7Jy3KNhZiHGplo/ZuN2vf50BdPc2gkS9hvTtlVeaYl2GYaDAyO5RhI5CjYLoaiWvHbjmYkbfF3jx/A0XD5ha2YpiJTcCiUJjYEmwZYJZc9J8ZRKP7Xd3/Ol379NVMu/SbjmhrndA8WTx88id9nEPSb2E7plGZ8X/m6uwDayxRQdOCClhCJrMXO/oRcs7LJ2Rhi0QCDY3mWt4VxXL2o35tao9kixZKLXXJJZC1yRRvbPf32RQeSeS9ThQLskmYwUcAquZRcTd5y6Gp2Glb+ah8aKg9TsagfUAwkcpKDU4h5qpEtmPNW3nLYuuMoA2M50LC5t6P6RF07M3jyB3/l/7U/O1Nl2N0eYUUswtFEjrxdwnU0rqbaklkouZQczf54mtVLohgKDEMRNBRrlkRJ5m2KVomio3FdKJRKvHQsxe0P7uILH7hqVgbnL0anaxkeHMuRyNpcvLSZ4XFvaT6nJsI0FbRH/aTy3jUEUAqaQz5C5YlgG3tiPLo3LteMVx6Q8uVsDG3hAKm8Td5yaI/6Sea8/y/2Fq7aSYXNQR/Zol0dj6QAQ0FT0EeqUDP3Umsc7SX6N5SitcnPsWQeP14LZmViYr3LX+29E/QZ5CwH01D0J/IomJCDc01nVNKxCQBW3frQbJ/CnDfT9+jIPdc37BzqFmAqpX4JXpm0U/l+OnNtkk/ectjeN8JIusjaJU2k8jYfuLqnumxapQUl6DNoCZuM573kw16XXa6aN67yswPD6dNWgOGAyZYbN9AXz5DKFfnSo338YsDrlnI1uK7GMBRoTdhv8oa1HZxIFYhFAtx90xUA7OxPsKw1zEe/+Z9kijYFpUgXS1MGt+djcP5idLqW4dqA/pJlTZgKdg+lq78X9puYpslt16/jx7uGKNgOS1tC3PFr68lZpbqM/V0Ialu4ulqCOOVsDOC9hx1RP4msxed+upeLljZVA/zFGoDUlplIwMefbdvN80cSjBdL+E2DlpCP//m2i/jrf9/HeKGEq6Hklh9qbZdIwOTu917BsWSO043BrJfKIgR528EqGUSCJomMRWvET3PIz3je5prVHVx7aVc1i8aB4fQpeYCl61yIuaeeLZiPA1opFdZaW5Xvz7D9nJvkUxtAHk1kKdguSsH9zw+wYXlrtTLcP5zGKrlcuaKNmzYu56oV7RO6dj5x7TqWt4VnVAGGAyaXd7eStxxuvsbiyGgWV4PPVFzYGiLoMzmWzGMYipDP5I4bLqvmwuyLp1naEvbGTXU145SD0uag77QtDY0enL8Yna5leHL+QdM08BmA66VTMA0DpeA1Pe28/+oVpw2GFvM1m9w6XJnMEwn4yuMMLRI5y8spOpajKeirvo+LebxxbZn525s3svtYkq8+cYhU3mbVkgjXX3EhLx5L0hfPcuhkhvF8CQWYhuLtl3YRawpMGGYz1ZCbepi8CMGly1o4mshhJhVvWNPO//uWtXz3+X4e2HmMx/eNAN7wIVdrtIaAz5CucyHmqHoGmB/BCxjt8vfzZpJPIuONdWsN+4mPFzENxZJokKLjEosEGEkX2d43wqXLWnG0pmg7BPwmLw+Nk9lR4qFdQ+SKXtdOImsT8huMZosz7i6vDWybQn6WNAVY1RHl0++8lJ39iWramkTW8rqM8HJhbu8bBQXXrO7ggtYgpqGIBE3unJQbUzTWmVoZK/kHT4wX2D+cqQ6BCPoUAZ/imtUd1Xyo8gE5kZdhYZh9Q2kMQ+G4mtFskYuWNrNrMMVLx8dxy+NJTFN5rW9BLyn4dGOoF5NwwOR1qzvYsLxtQhndcuPl/GT3cf70gV3VlgDTgGeOJHj3a7rPSx0ymi2yoj1CLFIibzv0n8zhOC4Fy+XFgXF+6aJcdSWzgUQOx9UcS+Upllta13Y2yYpXQsxRdQswtdbfmPT9vJjkc2wsz298bQdZq0TIZ3Lx0mY0sGpJBFCcSBU4Mprlvu1HGEoVaAv7CAd8dLUEOZEqEDANTqQKhP0mYEyo7KZq1Zqq267SxWoaipWxCB98Qw+bezsJB0w293aeMgZvcCxHfyKPVfJG7g8l89x2/WWE/Mai6w6cK84UIHa3R1B4M3ZNQ+G6mjVLmmgO+/nI5lVyvabwSoaFk4xkipgKOpuDGEpxYDjNeM5Ca40qbx/yGVx8QTO3vesyALbuOEp/IkfJ1bypNyYBCKeW0XDAJOgz0ShM5Y3BXN0RZTw/9RCbestbDgXbGz+798Q4xZJLJOgjU/QmumWsLP/fv++nt7OJZM4i4DdpCvqq66qvmFRXCiHmlkU9ySdvOdz6wIucGC/guF7ja84ucc2qDj79Tu+D6ve/s5PxQon9J9KkiyXGst6qGL/1hpX87ECcZw6NkcrbtIR8XLmijU9dd0m1spvcqpXIWNy+bRe5ojMh5UdtF+uyttCECnOq1rHu9gg9sTADiRwoWBGLTFgVaPLfuBjHoc0l4YDJ3Tdd4T3IFEtYjksoYNITC1eHO4hXVMZBHxnNUrAdysOQyRRLfPgfn2NVR5TBZA6FximPHcxaDkdGs3z+4X1ce2kXJ8YLANgll1zxDFOoF7lNa5ZwYVuIRMai5HoBXizqb8hkntp6qHbog6NdkjkbpzxjfUlziOHxIkrB8HiBVM4iYzn4DMXSlhABn8KyXYbHC2zsiUm9Jua9hTppqWEBplLqjcD1wDqgBRgH9gEPaa13NOq4M1X5EHMcjWkoSo5GKVCuZihVqA5wPziSIW+VyGmNYRjVrqTe8vJ+B0d2eek8HE0yZzOaLVbHK9W2GOQth9sf3MVzhxMEfAZAtZVguokcU7U8bLnx8moi5DMFl4t5HNpcsrw9zLbfexM7Dp3k314aJj5egGr7m6ioHS5yMlMk5DcplBxcVxMwDXLFEqm8TTpfoi0cYDRXwtRe9oVMocRje4Y5OJxmOF2sdpkXS+6i7iI/k1hTgH/52OaGlsup6qHala4Gk3kc7SV+11rT2RTkZKboDX/AW1DCxUvflszZ9MQiNIV8hP3mhPpWCDG31D3AVEq1AN8B3sHUNdWnlVIPAb+ptU5P8XrD1X6IDacLXNndxuGTGbTrkrU1I5ki920/whtWd5DK27jaC0KbAoqS9tJ2LG/zAsGLlzZzMlMETXXllakMjuXIWQ4Bv4FVM1as4mzH4HmTg9rOuI3kvZxbYk0B1i1t5oGdx4gGfSSyllyTSSYOF4ny/qu7aQv52frsUXJFh+OpPK1hP1mrRFdziOF0gWLJBVeTtx20hl3HxzEVGKYiHDDobF7c6Z2m0+hyOVU91N0eIRYNsP3gyfLDg8JnmrSGTU5mi+WZn5pIwCSZf2WF4eaQj3UXRKvZO+S6CjF3NaIF8/vAtXhrkX8deBGv9bIFuAL4Hbw1yr8LvKsBx59W7YfYinZvHM/Gnhg7Dp3kG08fIeQ3eebQKLsGk2gN0YCPQsnBcsBnaFrDfo4lc1ze3VZNMwSa3q7m07YkFmyXzuYA0EwkcH4m4kjey7lHrsmZ1b4/nc1BemIRerua2bgqVk1VNJotVtOCxdNF9p9IczJb4Jvbj1LJ7OhoaA6YdDaHuGXTSmm5n0Yjy+VU+w4HTG7ZtJL+RI6w38RxNW+/rIuAz+SObbtxXG9MaCzgw1d08JteLs5/uOVq1nQ2ybAfIeaBugaYSqlfxQsuv6C1/tQUm/wc+KZS6vPAHyil3q61/vd6nsNMnG7M49suWcpTfSfZdyLNWM6iYHlpZDqbg6QLNqm8TcbS5E+kuW/7Ef7yvV6Q2NvVVE20Pllt91AsGuCT162bEIg2coyk5FCce+SanNkrqZ0ybN1xmC8+cqCanqjy+kVNzeXFEI6wvc9bOlWXE4VX+AyF3zTp7fIm60kC9jNrZLk83b57u5pZ0xmt1sPvv7qH/zqSwNFUr2Wl5TNoQtHRfP7f9vKH111y2mFBQoi5o94tmP8dOAr88TTb/THwPuBm4LwHmKer8Crr+P7+d3aiNeRsl/aIn997ay8/3T3EM4fHcLVDJGAylMzTF89QsEv8nycPUyy5U67VW9s9VEkzVBtcNnqMpKS/mXvkmpyZl9rJqKanGUoWuP3BXRRLbvU+6Ytn2HciQ7G8nGHOKmEa4LjQHvHzmp5WfvuNa9j2wnG++Mh+GYM8A40sl1Ptu7Ye7ogGGRzLEfKbdDZ5KzQVSt5kuKLtMlZwMZTLzw6cJJXfzcXLmuV6CjHH1TvAfC3woNb6TAnW0Vq7SqkH8Vo7Z8XpKtPRbBG/aRCLBshbDld2t/KODct4y7ouPv3Ai7x4LIVSsKwtzH3bD/LUgVHGCyVi0QCOq9neNzJhFviZup5qc/UNJQun/K4Qi1XtfRMJmtU8s/HxIn3xDPdtP8ixZI5s0SESNHFdL2VRwGfwJ++4lHdfdWF5qU4Lx9UcGsnSF09PO25ZnH+pnM3nH95HsTyMaNPaJRwdzbJ/OI3taIzySH5DKVytsUruhDHlkilDiLmp3gHmcryZ4jOxD/hwnY9/zrrbIyxrCwF4YyXf43WDV1LNPL4/jgK628N8/uH9uOWpjrliiSOjWb71TD+P7o1Xn65P11pau965Lk8cmvy7QixWk1u3alfFKtgldhxMkC6UcLXmwtYmfAosx0tg7/d5D2/L2yLEov7qggRbdxxly41Tj5MW518l1+kT+0dI5W3aI36ghU9et46Q36R/NMPdP95HyGdwcDSLz/Cyb7RHA9WHdcmUIcTcVe8AswWY6czwNNBU5+Ofs6kCwrzl0Bf3xl0+e3gUNFyzJsaFbUEGEjn8foMVbWGylouj9Skztiu5K2v3WWldWdfVTCJnETSNaguNzCwWYmIvQ+092RfPUHJdXK0xlCLo85ZbPZGyGC/Y3P3jvZiG4sruNn5r0yoGEnlCflNm7c8xg2M5BhI5So6L1l4OzEjQpLermUTW4h+eOsKxVB5XQ2ezn998/WquW78UV+tqPXpgOC2ZMoSYo+odYBqcef3xqbafcybnr9zyo5c4NJLl8MksTrkr7niywO3XX8ZHNmtSOZvbtu0ur/qj+NX1F0zoCp/qKbu2C/Dipc2AJpG1ZWaxEFOovSeXt4VpCvoZz3vd5he2h/AZiuGUxUi6iKM1jqt55tBodSGCRNaSe2uO8XqLwuVhR4qmkI/b3nUZecvhN762g6FUAVdrmoI+Crbm8f1x+seyE1opJSuDEHNXI9IUvUspdcEMtnttA45dd5VJOmG/iVkeDOQzVHkVFm8m4yMvnyBbKNEUMHE0XHtp12kn+tQ+Zde2ylS2k3FEQpzZaLbIqo4onc1BAN6x/gIe2HmMUMCsPt1qwG8qirbLLW9dSchvyr01x4QDJh/ZvIrBhJeBIxr0kbNK7BlKkSuWvGVVHe+B3meoKdeVl6wMQsxdjQgwby5/zcTZtHbOiton5Df1dvDrV/cQ9BsTUiGpgCoAAApGSURBVA1t7InRGvGTytl0RP1sWrPktPuofcqePNFIunaEmF5lnHTlftq0ZglP9Z3EcTUXtoVoC/uJp4usWdLEsrbQafPTitnX29VM79KmCXVjRzRIWzQAWIQCQba8+zJ++tKJ0/bwSFYGIeYmNc2E77PbmVJvOdvf0Vo/Mc0+k62tra3JZPLVn9g5msksxUTGYmd/go09sSmXLpOZjqeYd+skzoWyKDxTrW09ORH7aLZ4NvfbvCqPC6ksTlU3Tq5PF1n9ueDK4kJaa/vIPdfXfZ+z+f5M8/ecU1msawvmdMHifDWTJ+RYU4BrLzv9yAB5yhaifibfT7XfVx7wZI3q+WGqunFyfSr1pxDzz5ycZCOEEEIIIeYvCTCFEEIIIURdNWKSjxBCCCHEgnM24yUbMV5zPpkPAWZLKpWirU2WeFtIUqnUUa31ytk+j7MkZXGBmoflUcriArUQy2Lbx/7pPJ7O3DHT+3M2358zneO5lsW6ziJvBKVUCa8rf3y2z0XUVWqeVaJSFhe2eVUepSwuaFIWxVxxTmVxzgeYQgghhBBifpFJPkIIIYQQoq4kwBRCCCGEEHW1aAJMpdSHlVJaKfXLs30u9aaUOqKUeny2z0PMjJRFMVdIWRRziZTHhWXeBZhKqV8uF8DKl6OUGlNK7VZKfVMp9Q6l1LxaamshUEpdrJT6vFLqMaVUsnxtPjvb59VIUhbnJqXUu5VS/6iU2quUyiqljiulHlFKvWO2z61RpCzOTUqpDyml/k0pNaiUKiilRpRSO8qB1IJd81LK4/yglHpnzTW6uu77n2+TfMpPNv8BfAf4Md5amc3AxcB7gB7gEeD9Wutkze+ZgB+wtNbueT7thlJKBQGttbZm8Rw+DNwHHAT6gbcBf661/uxsnVOjSVk81RwpiyfwZrRuA/YBMeC3gUuA27XWd83WuTWKlMVTzZGy+CVgKfACEAeagOuBtwP3aa0/Olvn1khSHk81F8pjLaVUFHgJ6MArl6/TWj9f14NorefVF/DLgAb+aIrXTOAL5dd/Mtvnupi+8D7E28r/v7p8DT472+fV4L9ZyuIc/ALeNsXPInjBpgW0z/Y5NuBvlrI4j76AhwAXuGC2z6VBf5+Uxzn+Bfw1MFhzLa6u9zHmXRf5mWitHa31J4GngHcopd5UeW2qsR01P/sVpdQdSqmjSqm8UupZpdQbytu8RSn1VLmrbUgp9Zmpjq2Uulop9QOl1EmlVFEptU8pdZtSyjdpu8fLYzEuVEp9p9xtkCt3o6ybtG1IKfXZ8r5y5a7nXUqpeydtN+XYDqXUe5RS28vnnin//8YptjtSPq9LlFIPKaXSSqmUUur7SqkLZvjeJ3TNk+hiJ2XxlHM6n2XxsSl+lgN+hNc6cvFM9rNQSFk85ZzOW1k8g6N4rXqt57ifeUfK4ynndN7Lo/K6w38f+ASQPpvfPRsLKsCs8fXyvzNdp+kevGb7LwF/DqwBHlZKvQd4AHgS+CNgL7BFKfXB2l9WSl0PbAfW4T0N/E9gB7AFr4tgsijwM8AB/hT4Mt4T3zY1cVzO/wb+DHgG+APgNuBRvO7nM1JK/Q/gB3gti1uAvyj//0Gl1P8zxa8sBx7H697+FPBt4CZg63TH+v/bO7dQqcoojv8WiSR5OUeUQgTTkkjDwOotzMgKChKLgiLELIhCoR68PAQFPdiDRAhdKLBCKbBC025eCFO6KNHdB81OPYhWlBdKCyJXD+ub424zM2f2cbvnzJz/D4Zv9jrfZc3sP/us+fb6vi2aIi0OHS1OTuUvZ9lPpyIttkmLZjbOzCaY2XQzWwIsBg4AB4v002VIj23QYwqmXwK2ufubrbYbFO2eph3EtO5cGky9Z+rMTnXeytgWJdvcOrYvgJEZ+23J/g+ZaWNgJHAE+DRjOx/4mRDiiJwfj9YZc2eyLc/VXZbsN2dsR4H3WvhOfgJ2Zo57gT+Ji9fYjH0skSP5B+l2dqa9A3fl+n022S8reI6G/S1yaXFoaDHT/sr0He5qt26kxeGnReDz1MaJW+PbgGnt1o30OPz0CKwATgFT0/ET6BZ5IWqPrBrbYv3n/f+Jt7tTucczSa+pzl5geqbujUQS98tAT/qVOsHMJhDJzQA35cY7DazJ2Wq39bJ9nwBmmtkVLX6OrE8XAGvcvf/xXen9GiKhd16uzWF339CCT6IY0mKbtWhmE4kZjr+AB4q27yKkxfZp8eE0/kJgA5Gq0VugfTciPVasRzO7hJhtfdLdfyzob2FGDFylI6kJttVno/ZlD9z9mMUOCvVOwDFi1VWNy1O5tkn/F+aOD7v73znb76nM9v0IsA741sz6iFV5W4At3nyF3dRU7qvzt5ptWs7el6/YwCdRDGkxaIsWzWw8sB2YBNzq7geKtO8ypMWgci26+97M4TozWwXsMrNZ7v5Dq/10GdJjUKUeXyC+r9Ut1D1rujXAnJXK/S3W/7egPUttL69lwFcN6hwu0G//3mDu/raZXQzcAlxH/Jq5H9htZvO83O0OWvJJFEZaLE4pWkzB5Q5ie6L5XmfxzzBDWizOubouvgqsJG7/1l2QMgyQHoszaD2a2YLk22Jgip3ZhnR8Kieb2XGgb4DAuGW6NcCs7S32bgVjfZ/Kk+6+o+zO3f0osB5Yb6GIp4DlwHzgjQbNar9yZhLJxllm5OqIc4u0GFSqxUxwOQNY4O5byx6jA5EWg6FwXRyVyvFNa3U30mNQlR6npLLRLO7GVE4EfitjwK7KwTSz88xsNXAtkXT7cQXDbiU20F2Z/qnlfRplZmOKdpo+S0/W5pGR+2U6bHZh2g6cBJZmx07vlxKJxduL+iRaR1rsp3Itmllv6nMmcIe7v19m/52GtNhPpVo0sxFm1ui25dJUflbWeJ2C9NhP1dfGd4A767xqAfCKdNxqysKAdPIM5uzMNgTZJwRMIVbo3VOFE+5+0swWApuA/Wa2llgV1kPcmrsdWECsSivCGOCImW0mxPorkbPxEJFfsqWJT8fNbDmxumyPmb2S/rQIuBR40N1PFPSnKWY2jjMXzUmpnGNmj6X3m939mzLHHEJIi419qlyLxEV5NrH1SG9+uxLgE3fv1hl8abGxT1VrcTRwyMw2At8R22NdRJyPq4lZq9dKHG8oIj029qlSPbr7Qepsi5VZnPShl/wkn04OMO9Or9NEpH8I+Ah43d0/qNIRd99qZtcQOTX3ElPMx4itBp4GBhNYnQKeAW4g8iZGE1svbAZWuXs+XyTv03NmdoTIOXk8mb8mbhduGoQ/A9FL7OGV5fr0gjg/3RpgSovNfapai1elsnZe8txH96aISIvNfapSi6eI4GEOsUK5h9h6Zh+wBHjR3VvJH+xkpMfmPlV9bayUjnsWuRBCCCGEGNp0VQ6mEEIIIYRoPwowhRBCCCFEqSjAFEIIIYQQpaIAUwghhBBClIoCTCGEEEIIUSoKMIUQQgghRKkowBRCCCGEEKWiAFMIIYQQQpSKAkwhhBBCCFEqCjCFEEIIIUSp/Ae5L/NvzX6LNgAAAABJRU5ErkJggg==\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 720x720 with 20 Axes>"
       ]
@@ -180,21 +169,58 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Plot of Null Distribution\n",
+    "### Plots of Null Distribution for Dcorr and MGC\n",
+    "\n",
+    "The class supports the following independence tests documented [here](https://hyppo.neurodata.io/reference/independence.html), as well as any distance function.\n",
     "\n",
-    "We plot the null distribution shown in blue and the test statistic shown red vertical line. We see that the test static is small, resulting in p-value of 0.94. Thus, we cannot reject the null hypothesis that the two graphs come from the same generating distributions."
+    "We plot the null distribution (blue), test statistic (red), and p-value (title) of the Dcorr and MGC independence tests using euclidean distance."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 4,
    "metadata": {},
+   "outputs": [],
+   "source": [
+    "from graspy.simulations import er_np, sbm\n",
+    "A1 = er_np(20, .3)\n",
+    "A2 = er_np(20, .3)\n",
+    "A3 = er_np(20, .5)\n",
+    "B1 = sbm(csize, P)\n",
+    "B2 = sbm(csize, P)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.758 0.769\n"
+     ]
+    }
+   ],
+   "source": [
+    "ldt_dcorr = LatentDistributionTest(\"dcorr\", metric=\"euclidean\", n_bootstraps=1000)\n",
+    "p_dcorr = ldt_dcorr.fit(A1, A2)\n",
+    "ldt_mgc = LatentDistributionTest(\"mgc\", metric=\"euclidean\", n_bootstraps=1000)\n",
+    "p_mgc = ldt_mgc.fit(A1, A2)\n",
+    "print(p_dcorr, p_mgc)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<Figure size 720x432 with 1 Axes>"
+       "<Figure size 720x432 with 2 Axes>"
       ]
      },
      "metadata": {
@@ -204,16 +230,23 @@
     }
    ],
    "source": [
-    "ldt = LatentDistributionTest()\n",
-    "p = ldt.fit(A, A1)\n",
-    "\n",
-    "fig, ax = plt.subplots(figsize=(10, 6))\n",
-    "ax.hist(ldt.null_distribution_, 50)\n",
-    "ax.axvline(ldt.sample_T_statistic_, color='r')\n",
-    "ax.set_title(\"P-value = {}\".format(p), fontsize=20)\n",
+    "fig, ax = plt.subplots(1, 2, figsize=(10, 6))\n",
+    "ax[0].hist(ldt_dcorr.null_distribution_, 50)\n",
+    "ax[0].axvline(ldt_dcorr.sample_T_statistic_, color='r')\n",
+    "ax[0].set_title(\"DCorr: P-value = {}\".format(p_dcorr), fontsize=20)\n",
+    "ax[1].hist(ldt_mgc.null_distribution_, 50)\n",
+    "ax[1].axvline(ldt_mgc.sample_T_statistic_, color='r')\n",
+    "ax[1].set_title(\"MGC: P-value = {}\".format(p_mgc), fontsize=20)\n",
     "plt.show();"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We see that the test static is small, resulting in p-values above 0.05. Thus, we cannot reject the null hypothesis that the two graphs come from the same generating distributions."
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -225,32 +258,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x1286af128>"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<seaborn.axisgrid.PairGrid at 0x12e1eaf98>"
+       "<seaborn.axisgrid.PairGrid at 0x13412d0f0>"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 720x720 with 2 Axes>"
       ]
@@ -262,7 +285,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 720x720 with 20 Axes>"
       ]
@@ -297,14 +320,35 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.131 0.001\n"
+     ]
+    }
+   ],
+   "source": [
+    "ldt_dcorr = LatentDistributionTest(\"dcorr\", metric=\"euclidean\", n_bootstraps=1000)\n",
+    "p_dcorr = ldt_dcorr.fit(A1, A2)\n",
+    "ldt_mgc = LatentDistributionTest(\"mgc\", metric=\"euclidean\", n_bootstraps=1000)\n",
+    "p_mgc = ldt_mgc.fit(A1, A2)\n",
+    "print(p_dcorr, p_mgc)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<Figure size 720x432 with 1 Axes>"
+       "<Figure size 720x432 with 2 Axes>"
       ]
      },
      "metadata": {
@@ -314,15 +358,22 @@
     }
    ],
    "source": [
-    "ldt = LatentDistributionTest()\n",
-    "p = ldt.fit(A, A2)\n",
-    "\n",
-    "fig, ax = plt.subplots(figsize=(10, 6))\n",
-    "ax.hist(ldt.null_distribution_, 50)\n",
-    "ax.axvline(ldt.sample_T_statistic_, color='r')\n",
-    "ax.set_title(\"P-value = {}\".format(p), fontsize=20)\n",
+    "fig, ax = plt.subplots(1, 2, figsize=(10, 6))\n",
+    "ax[0].hist(ldt_dcorr.null_distribution_, 50)\n",
+    "ax[0].axvline(ldt_dcorr.sample_T_statistic_, color='r')\n",
+    "ax[0].set_title(\"DCorr: P-value = {}\".format(p_dcorr), fontsize=20)\n",
+    "ax[1].hist(ldt_mgc.null_distribution_, 50)\n",
+    "ax[1].axvline(ldt_mgc.sample_T_statistic_, color='r')\n",
+    "ax[1].set_title(\"MGC: P-value = {}\".format(p_mgc), fontsize=20)\n",
     "plt.show();"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
@@ -341,7 +392,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.2"
+   "version": "3.7.3"
   }
  },
  "nbformat": 4,
diff --git a/graspy/inference/latent_distribution_test.py b/graspy/inference/latent_distribution_test.py
--- a/graspy/inference/latent_distribution_test.py
+++ b/graspy/inference/latent_distribution_test.py
@@ -1,4 +1,4 @@
-# Copyright 2019 NeuroData (http://neurodata.io)
+# Copyright 2020 NeuroData (http://neurodata.io)
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
@@ -14,121 +14,165 @@
 
 import numpy as np
 
-from ..embed import AdjacencySpectralEmbed, select_dimension
+from ..embed import select_dimension, AdjacencySpectralEmbed
 from ..utils import import_graph, is_symmetric
 from .base import BaseInference
+from sklearn.metrics import pairwise_distances
+from sklearn.metrics.pairwise import PAIRED_DISTANCES
+from hyppo.ksample import KSample
+
+_VALID_METRICS = list(PAIRED_DISTANCES.keys())
+_VALID_METRICS.append("gaussian")  # we have a gaussian kernel implemented too
+_VALID_TESTS = ["cca", "dcorr", "hhg", "rv", "hsic", "mgc"]
 
 
 class LatentDistributionTest(BaseInference):
     """
-    Two-sample hypothesis test for the problem of determining whether two random 
+    Two-sample hypothesis test for the problem of determining whether two random
     dot product graphs have the same distributions of latent positions.
-    
+
     This test can operate on two graphs where there is no known matching between
-    the vertices of the two graphs, or even when the number of vertices is different. 
+    the vertices of the two graphs.
     Currently, testing is only supported for undirected graphs.
 
     Read more in the :ref:`tutorials <inference_tutorials>`
 
     Parameters
     ----------
+    test : str
+        Backend hypothesis test to use, one of ["cca", "dcorr", "hhg", "rv", "hsic", "mgc"].
+        These tests are typically used for independence testing, but here they are used 
+        for a two-sample hypothesis test on the latent positions of two graphs. See 
+        :class:`hyppo.ksample.KSample` for more information. 
+
+    metric : str or function, (default="euclidean")
+        Distance metric to use, either a callable or a valid string.
+        The callable should behave similarly to :func:`sklearn.metrics.pairwise_distances`,
+        if a string should be one of the keys in `sklearn.metrics.pairwise.PAIRED_DISTANCES`
+        or "gaussian" which will use a Gaussian kernel on Euclidean distances with an 
+        adaptively selected bandwidth.
+
     n_components : int or None, optional (default=None)
         Number of embedding dimensions. If None, the optimal embedding
-        dimensions are found by the Zhu and Godsi algorithm.
+        dimensions are found by the Zhu and Godsi algorithm. 
+        See :func:`~graspy.embed.selectSVD` for more information.
 
     n_bootstraps : int (default=200)
-        Number of bootstrap iterations.
+        Number of bootstrap iterations for the backend hypothesis test. See
+        :class:`hyppo.ksample.KSample` for more information.
 
-    bandwidth : float, optional (default=0.5)
-        Bandwidth to use for gaussian kernel. If None,
-        the median heuristic will be used.
+    workers : int, optional (default=1)
+        Number of workers to use. If more than 1, parallelizes the code.
 
     Attributes
     ----------
     sample_T_statistic_ : float
-        The observed difference between the embedded latent positions of the two 
+        The observed difference between the embedded latent positions of the two
         input graphs.
 
-    p_ : float
+    p_value_ : float
         The overall p value from the test.
-    
+
     null_distribution_ : ndarray, shape (n_bootstraps, )
         The distribution of T statistics generated under the null.
 
     References
     ----------
-    .. [1] Tang, M., Athreya, A., Sussman, D. L., Lyzinski, V., & Priebe, C. E. (2017). 
+    .. [1] Tang, M., Athreya, A., Sussman, D. L., Lyzinski, V., & Priebe, C. E. (2017).
         "A nonparametric two-sample hypothesis testing problem for random graphs."
         Bernoulli, 23(3), 1599-1630.
+
+    .. [2] Panda, S., Palaniappan, S., Xiong, J., Bridgeford, E., Mehta, R., Shen, C., & Vogelstein, J. (2019).
+        "hyppo: A Comprehensive Multivariate Hypothesis Testing Python Package."
+        arXiv:1907.02088.
+
+    .. [3] Varjavand, B., Arroyo, J., Tang, M., Priebe, C., and Vogelstein, J. (2019).
+       "Improving Power of 2-Sample Random Graph Tests with Applications in Connectomics"
+       arXiv:1911.02741
+
     """
 
-    def __init__(self, n_components=None, n_bootstraps=200, bandwidth=None):
+    def __init__(
+        self,
+        test="dcorr",
+        metric="euclidean",
+        n_components=None,
+        n_bootstraps=200,
+        workers=1,
+    ):
+
+        if not isinstance(test, str):
+            msg = "test must be a str, not {}".format(type(test))
+            raise TypeError(msg)
+        elif test not in _VALID_TESTS:
+            msg = "Unknown test {}. Valid tests are {}".format(test, _VALID_TESTS)
+            raise ValueError(msg)
+
+        if not isinstance(metric, str) and not callable(metric):
+            msg = "Metric must be str or callable, not {}".format(type(metric))
+            raise TypeError(msg)
+        elif metric not in _VALID_METRICS and not callable(metric):
+            msg = "Unknown metric {}. Valid metrics are {}, or a callable".format(
+                metric, _VALID_METRICS
+            )
+            raise ValueError(msg)
+
         if n_components is not None:
             if not isinstance(n_components, int):
-                msg = "n_components must an int, not {}.".format(type(n_components))
+                msg = "n_components must be an int, not {}.".format(type(n_components))
                 raise TypeError(msg)
 
         if not isinstance(n_bootstraps, int):
-            msg = "n_bootstraps must an int, not {}".format(type(n_bootstraps))
+            msg = "n_bootstraps must be an int, not {}".format(type(n_bootstraps))
             raise TypeError(msg)
         elif n_bootstraps < 1:
             msg = "{} is invalid number of bootstraps, must be greater than 1"
             raise ValueError(msg.format(n_bootstraps))
 
-        if bandwidth is not None and not isinstance(bandwidth, float):
-            msg = "bandwidth must an int, not {}".format(type(bandwidth))
+        if not isinstance(workers, int):
+            msg = "workers must be an int, not {}".format(type(workers))
             raise TypeError(msg)
+        elif workers <= 0:
+            msg = "{} is invalid number of workers, must be greater than 0"
+            raise ValueError(msg.format(workers))
 
         super().__init__(embedding="ase", n_components=n_components)
+
+        if callable(metric):
+            metric_func = metric
+        else:
+            if metric == "gaussian":
+                metric_func = _medial_gaussian_kernel
+            else:
+
+                def metric_func(X, Y=None, metric=metric, workers=None):
+                    return pairwise_distances(X, Y, metric=metric)
+
+        self.test = KSample(test, compute_distance=metric_func)
         self.n_bootstraps = n_bootstraps
-        self.bandwidth = bandwidth
-
-    def _gaussian_covariance(self, X, Y):
-        diffs = np.expand_dims(X, 1) - np.expand_dims(Y, 0)
-        if self.bandwidth is None:
-            self.bandwidth = 0.5
-        return np.exp(-0.5 * np.sum(diffs ** 2, axis=2) / self.bandwidth ** 2)
-
-    def _statistic(self, X, Y):
-        N, _ = X.shape
-        M, _ = Y.shape
-        x_stat = np.sum(self._gaussian_covariance(X, X) - np.eye(N)) / (N * (N - 1))
-        y_stat = np.sum(self._gaussian_covariance(Y, Y) - np.eye(M)) / (M * (M - 1))
-        xy_stat = np.sum(self._gaussian_covariance(X, Y)) / (N * M)
-        return x_stat - 2 * xy_stat + y_stat
+        self.workers = workers
 
     def _embed(self, A1, A2):
+        if not is_symmetric(A1) or not is_symmetric(A2):
+            msg = "currently, testing is only supported for undirected graphs"
+            raise NotImplementedError(msg)  # TODO asymmetric case
+
+        if self.n_components is None:
+            num_dims1 = select_dimension(A1)[0][-1]
+            num_dims2 = select_dimension(A2)[0][-1]
+            self.n_components = max(num_dims1, num_dims2)
+
         ase = AdjacencySpectralEmbed(n_components=self.n_components)
         X1_hat = ase.fit_transform(A1)
         X2_hat = ase.fit_transform(A2)
+
         if isinstance(X1_hat, tuple) and isinstance(X2_hat, tuple):
             X1_hat = np.concatenate(X1_hat, axis=-1)
             X2_hat = np.concatenate(X2_hat, axis=-1)
         elif isinstance(X1_hat, tuple) ^ isinstance(X2_hat, tuple):
             raise ValueError("Input graphs do not have same directedness")
-        return X1_hat, X2_hat
 
-    def _median_heuristic(self, X1, X2):
-        X1_medians = np.median(X1, axis=0)
-        X2_medians = np.median(X2, axis=0)
-        val = np.multiply(X1_medians, X2_medians)
-        t = (val > 0) * 2 - 1
-        X1 = np.multiply(t.reshape(-1, 1).T, X1)
-        return X1, X2
-
-    def _bootstrap(self, X, Y, M=200):
-        N, _ = X.shape
-        M2, _ = Y.shape
-        Z = np.concatenate((X, Y))
-        statistics = np.zeros(M)
-        for i in range(M):
-            bs_Z = Z[
-                np.random.choice(np.arange(0, N + M2), size=int(N + M2), replace=False)
-            ]
-            bs_X2 = bs_Z[:N, :]
-            bs_Y2 = bs_Z[N:, :]
-            statistics[i] = self._statistic(bs_X2, bs_Y2)
-        return statistics
+        return X1_hat, X2_hat
 
     def fit(self, A1, A2):
         """
@@ -141,27 +185,40 @@ def fit(self, A1, A2):
 
         Returns
         -------
-        p_ : float
+        p_value : float
             The p value corresponding to the specified hypothesis test
         """
         A1 = import_graph(A1)
         A2 = import_graph(A2)
-        # if not is_symmetric(A1) or not is_symmetric(A2):
-        #     raise NotImplementedError()  # TODO asymmetric case
-        if self.n_components is None:
-            # get the last elbow from ZG for each and take the maximum
-            num_dims1 = select_dimension(A1)[0][-1]
-            num_dims2 = select_dimension(A2)[0][-1]
-            self.n_components = max(num_dims1, num_dims2)
 
         X1_hat, X2_hat = self._embed(A1, A2)
-        X1_hat, X2_hat = self._median_heuristic(X1_hat, X2_hat)
-        U = self._statistic(X1_hat, X2_hat)
-        null_distribution = self._bootstrap(X1_hat, X2_hat, self.n_bootstraps)
-        self.null_distribution_ = null_distribution
-        self.sample_T_statistic_ = U
-        p_value = (len(null_distribution[null_distribution >= U])) / self.n_bootstraps
-        if p_value == 0:
-            p_value = 1 / self.n_bootstraps
-        self.p_ = p_value
-        return self.p_
+        X1_hat, X2_hat = _median_sign_flips(X1_hat, X2_hat)
+
+        data = self.test.test(
+            X1_hat, X2_hat, reps=self.n_bootstraps, workers=self.workers, auto=False
+        )
+        self.sample_T_statistic_ = data[0]
+        self.p_value_ = data[1]
+        self.null_distribution_ = self.test.indep_test.null_dist
+
+        return self.p_value_
+
+
+def _medial_gaussian_kernel(X, Y=None, workers=None):
+    """Baseline medial gaussian kernel similarity calculation
+    Y is dummy to mimic sklearn pairwise_distances"""
+    l1 = pairwise_distances(X, Y=Y, metric="cityblock")
+    mask = np.ones(l1.shape, dtype=bool)
+    np.fill_diagonal(mask, 0)
+    gamma = 1.0 / (2 * (np.median(l1[mask]) ** 2))
+    K = np.exp(-gamma * pairwise_distances(X, Y=Y, metric="sqeuclidean"))
+    return 1 - K / np.max(K)
+
+
+def _median_sign_flips(X1, X2):
+    X1_medians = np.median(X1, axis=0)
+    X2_medians = np.median(X2, axis=0)
+    val = np.multiply(X1_medians, X2_medians)
+    t = (val > 0) * 2 - 1
+    X1 = np.multiply(t.reshape(-1, 1).T, X1)
+    return X1, X2
diff --git a/tests/test_latentdistributiontest.py b/tests/test_latentdistributiontest.py
--- a/tests/test_latentdistributiontest.py
+++ b/tests/test_latentdistributiontest.py
@@ -5,6 +5,7 @@
 import unittest
 
 import numpy as np
+from sklearn.metrics import pairwise_distances
 
 from graspy.inference import LatentDistributionTest
 from graspy.simulations import er_np, sbm
@@ -14,47 +15,94 @@ class TestLatentDistributionTest(unittest.TestCase):
     @classmethod
     def setUpClass(cls):
         np.random.seed(123456)
+        cls.tests = ["dcorr", "mgc"]
+        cls.dists = ["euclidean", "gaussian"]
         cls.A1 = er_np(20, 0.3)
         cls.A2 = er_np(20, 0.3)
 
     def test_fit_p_ase_works(self):
-        npt = LatentDistributionTest()
-        p = npt.fit(self.A1, self.A2)
+        for dist in self.dists:
+            for test in self.tests:
+                ldt = LatentDistributionTest(test, dist, n_bootstraps=10)
+                p = ldt.fit(self.A1, self.A2)
+
+    def test_workers(self):
+        ldt = LatentDistributionTest("dcorr", "euclidean", n_bootstraps=4, workers=4)
+        ldt.fit(self.A1, self.A2)
+
+    def test_callable_metric(self):
+        def metric_func(X, Y=None, workers=None):
+            return pairwise_distances(X, metric="euclidean") * 0.5
+
+        ldt = LatentDistributionTest("dcorr", metric_func, n_bootstraps=10)
+        ldt.fit(self.A1, self.A2)
 
     def test_bad_kwargs(self):
         with self.assertRaises(ValueError):
-            LatentDistributionTest(n_components=-100)
+            LatentDistributionTest(test="foo")
+        with self.assertRaises(ValueError):
+            LatentDistributionTest(test="dcorr", n_components=-100)
         with self.assertRaises(ValueError):
-            LatentDistributionTest(n_bootstraps=-100)
+            LatentDistributionTest(test="dcorr", n_bootstraps=-100)
+        with self.assertRaises(ValueError):
+            LatentDistributionTest(test="dcorr", workers=-1)
+        with self.assertRaises(TypeError):
+            LatentDistributionTest(test=0)
         with self.assertRaises(TypeError):
-            LatentDistributionTest(n_bootstraps=0.5)
+            LatentDistributionTest(test="dcorr", distance=0)
         with self.assertRaises(TypeError):
-            LatentDistributionTest(n_components=0.5)
+            LatentDistributionTest(test="dcorr", n_bootstraps=0.5)
         with self.assertRaises(TypeError):
-            LatentDistributionTest(bandwidth="oops")
+            LatentDistributionTest(test="dcorr", n_components=0.5)
+        with self.assertRaises(TypeError):
+            LatentDistributionTest(test="dcorr", workers=0.5)
 
     def test_n_bootstraps(self):
-        npt = LatentDistributionTest(n_bootstraps=234, n_components=None)
-        npt.fit(self.A1, self.A2)
-        self.assertEqual(npt.null_distribution_.shape[0], 234)
+        for test in self.tests:
+            ldt = LatentDistributionTest(test, n_bootstraps=123)
+            ldt.fit(self.A1, self.A2)
+            self.assertEqual(ldt.null_distribution_.shape[0], 123)
 
     def test_bad_matrix_inputs(self):
-        npt = LatentDistributionTest()
+        ldt = LatentDistributionTest("dcorr")
 
         bad_matrix = [[1, 2]]
         with self.assertRaises(TypeError):
-            npt.fit(bad_matrix, self.A2)
+            ldt.fit(bad_matrix, self.A2)
 
     def test_directed_inputs(self):
         np.random.seed(2)
         A = er_np(100, 0.3, directed=True)
         B = er_np(100, 0.3, directed=True)
 
-        npt = LatentDistributionTest()
-        p = npt.fit(A, B)
-        self.assertTrue(p > 0.05)
+        ldt = LatentDistributionTest("dcorr")
+        with self.assertRaises(NotImplementedError):
+            p = ldt.fit(A, B)
+        # self.assertTrue(p > 0.05)
+
+    def test_SBM_euclidean(self):
+        np.random.seed(12345678)
+        B1 = np.array([[0.5, 0.2], [0.2, 0.5]])
+
+        B2 = np.array([[0.7, 0.2], [0.2, 0.7]])
+        b_size = 200
+        A1 = sbm(2 * [b_size], B1)
+        A2 = sbm(2 * [b_size], B1)
+        A3 = sbm(2 * [b_size], B2)
 
-    def test_SBM_epsilon(self):
+        for test in self.tests:
+            ldt_null = LatentDistributionTest(
+                test, "euclidean", n_components=2, n_bootstraps=50
+            )
+            ldt_alt = LatentDistributionTest(
+                test, "euclidean", n_components=2, n_bootstraps=50
+            )
+            p_null = ldt_null.fit(A1, A2)
+            p_alt = ldt_alt.fit(A1, A3)
+            self.assertTrue(p_null > 0.05)
+            self.assertTrue(p_alt <= 0.05)
+
+    def test_SBM_gaussian(self):
         np.random.seed(12345678)
         B1 = np.array([[0.5, 0.2], [0.2, 0.5]])
 
@@ -64,12 +112,17 @@ def test_SBM_epsilon(self):
         A2 = sbm(2 * [b_size], B1)
         A3 = sbm(2 * [b_size], B2)
 
-        npt_null = LatentDistributionTest(n_components=2, n_bootstraps=100)
-        npt_alt = LatentDistributionTest(n_components=2, n_bootstraps=100)
-        p_null = npt_null.fit(A1, A2)
-        p_alt = npt_alt.fit(A1, A3)
-        self.assertTrue(p_null > 0.05)
-        self.assertTrue(p_alt <= 0.05)
+        for test in self.tests:
+            ldt_null = LatentDistributionTest(
+                test, "gaussian", n_components=2, n_bootstraps=50
+            )
+            ldt_alt = LatentDistributionTest(
+                test, "gaussian", n_components=2, n_bootstraps=50
+            )
+            p_null = ldt_null.fit(A1, A2)
+            p_alt = ldt_alt.fit(A1, A3)
+            self.assertTrue(p_null > 0.05)
+            self.assertTrue(p_alt <= 0.05)
 
 
 if __name__ == "__main__":