From 96f62bbc6e50784da3000e69237a3e8a135d89c5 Mon Sep 17 00:00:00 2001 From: Sam Greydanus Date: Tue, 21 Feb 2017 17:18:13 -0500 Subject: [PATCH] repeat copy looking good --- .../repeat-copy-nn-checkpoint.ipynb | 38 ++------ .../repeat-copy-rnn-checkpoint.ipynb | 84 +++++++++++------ repeat-copy/nn_controller.py | 3 + repeat-copy/nn_controller.pyc | Bin 1542 -> 1729 bytes repeat-copy/repeat-copy-nn.ipynb | 85 ++---------------- repeat-copy/repeat-copy-rnn.ipynb | 84 +++++++++++------ repeat-copy/rnn_models/checkpoint | 4 +- .../model.ckpt-1000.data-00000-of-00001 | Bin 374480 -> 0 bytes repeat-copy/rnn_models/model.ckpt-1000.index | Bin 792 -> 0 bytes .../model.ckpt-7000.data-00000-of-00001 | Bin 0 -> 374480 bytes repeat-copy/rnn_models/model.ckpt-7000.index | Bin 0 -> 792 bytes ...el.ckpt-1000.meta => model.ckpt-7000.meta} | Bin 737656 -> 750759 bytes 12 files changed, 128 insertions(+), 170 deletions(-) delete mode 100644 repeat-copy/rnn_models/model.ckpt-1000.data-00000-of-00001 delete mode 100644 repeat-copy/rnn_models/model.ckpt-1000.index create mode 100644 repeat-copy/rnn_models/model.ckpt-7000.data-00000-of-00001 create mode 100644 repeat-copy/rnn_models/model.ckpt-7000.index rename repeat-copy/rnn_models/{model.ckpt-1000.meta => model.ckpt-7000.meta} (98%) diff --git a/repeat-copy/.ipynb_checkpoints/repeat-copy-nn-checkpoint.ipynb b/repeat-copy/.ipynb_checkpoints/repeat-copy-nn-checkpoint.ipynb index 30a41bc..b547d7c 100644 --- a/repeat-copy/.ipynb_checkpoints/repeat-copy-nn-checkpoint.ipynb +++ b/repeat-copy/.ipynb_checkpoints/repeat-copy-nn-checkpoint.ipynb @@ -5,7 +5,7 @@ "metadata": {}, "source": [ "# Repeat Copy Task\n", - "### Using a Differentiable Memory Architecture (DNC)\n", + "### Differentiable Neural Computer (DNC) using a NN Controller\n", "\n", "\"DNC\n", "\n", @@ -85,9 +85,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfMAAABwCAYAAAAKXJmJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfMAAABwCAYAAAAKXJmJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAAPYQAAD2EBqD+naQAAD11JREFUeJzt3X+MHPV5x/H3c8axExMbFae2VSIgJWnjO0RjO6Q0MdDY\nyIiqppEihytSxY8IGZL+4aotQUZySilJGxFooY76I7ZTEc5N1URxlICxgTZFhLrxJTR3hqLwI9By\ndjEIRzK2Y/ue/jF76d3e7t4+czM7O7Ofl7R/3Ox3Z5/vPN+b787uzDPm7oiIiEh59RUdgIiIiMyO\nJnMREZGS02QuIiJScprMRURESk6TuYiISMlpMhcRESk5TeYiIiIlp8lcRESk5DSZi4iIlNwZea7c\nzM4G1gEvAcfzfC8REZGKmQ+cB+x299dbNUw1mZvZp4A/BJYCTwO/7+7/0aDpOuCrad5DREREALgW\neLBVg/BkbmafAO4GbgL2AZuA3Wb2Pnc/XNf8JYCrH/htFr9/8ZQn9mzayxX3rI2+/ewFa9HPWbUj\ntvomy3eTfLKpN77/+tD6u02zzdksv9tWzY2sPRTLjftPhdpnNRYeBq6MvXND0bskFDV2muU2epuH\n2FhIo/2Amo2dzPZTwY3TF9zvjH//ulD76FjutrEZH2vNprrGe+Ybvh/bl+Q3lg8DX4faXNpKmiPz\nTcDfuPs/AJjZRuC3gBuAv6hrexxg8fsXs2zF0ilPzFs0b9qyjojuwKOrb7J8PrCswfLxIrZBhppt\nzvlnNcvv2yJrD8WybMXJUPusxkKz3EaFd5gFjZ1m/7vxezZFxkIa7QfUbOxktp+KTubB1UfHQnQs\nd9vYjI+1ZpNt4x6H9yW5j+WZf6YOjRkzmwusBB6dWObJbdf2ApdEoxMREZHZi34AXEzyoe5Q3fJD\nJL+fi4iISIfp0jQREZGSi/5mfhg4DSypW74EONjsRXs27WXeonlTli06d2HwrcttoOgAOqz/muVF\nh9AxPZfbwd7JbS/1FXpvLHdXj38EjNQta/+K7tBk7u4nzWw/sAbYBWBmVvv7r5q97op71hZzslsX\n6aYh0wn9g/1Fh9AxFxYdQIcN9FBue6mv0Htjubv2zBcyPQNjwN+29eo0Z7N/EdhRm9QnLk17B7Aj\nxbpERERklsKTubt/zcwWA3eQfL3+Q2Cdu7+WdXAiIiIys1QV4Nx9K7A141hEREQkBZ3NLiIiUnJp\nyrmuBv6IpHjMMuB33H1XZhFFKyXN+Xyo/fj4baH2p8c/E2rfbaKVkv5sTqws4e3jsUpJm8d/Fmof\nEh07fbGxExWumnU6Ntb6+j4XW39w7IfHTl/3lGcF2Hy6/bF5ZzD26LjHLNQ8PhZiYzk8NrtsPxjc\nnKGxAGnGcnBstjl+xoZPsm1Ve+tMc2S+gOR38luIjwkRERHJWJoT4B4mqcc/cVmaiIiIFEi/mYuI\niJScJnMREZGS02QuIiJScqmuM49qVJu9f3B5z5VKFBERaWR0aJTRnQemLDv+5om2X9+RyVy12UVE\nRJrrH+yfdk+LseGDbFu1va3Xp7nOfAFwATBxJvt7zOwi4A13fyW6PhEREZmdNEfmq4DHSa4xd+Du\n2vKvADdkFJeIiIi0Kc115v+KTpwTERHpGpqURURESi50ZG5mtwEfA34VOAY8Cdzq7s9lFlHONYzz\nlnet+Ki8axjnKe868eH619HcRtd/Rr7rj8q9/nUwv+H1n9H++rtp3APQF9wP5l07veTFPi142Npu\n7fS02t2ckc0ePTJfDdwHfAhYC8wFHjGztwfXIyIiIhkJHZm7+1WT/zaz64D/JbmD2hPZhSUiIiLt\nmu1v5meRnNH+RgaxiIiISAqpJ/PaHdPuBZ5w9wMztRcREZF8zKYC3FZgOfDhjGIRERGRFFJN5mZ2\nP3AVsNrdx2Zqr9rsIiIizY0MjTI6NPVL7hNHcqzNXpvIrwYuc/eX23mNarOLiIg0NzDYP+0Ad2z4\nIF9emUNtdjPbCgwC64GjZrak9tQRdz8eWZeIiIhkI3oC3EZgIfAvwKuTHhuyDUtERETaFb3OXOVf\nRUREuowmZxERkZIzd2+/sdlG4GbgvNqiUeAOd3+4SfsVwP4b91+f3wlwgfihA7XTg/F0W83jaPh5\n1k/vuk05nu9Yi4bvwRfkfR+AKB+PtY+OtdAWtVhubz/9s1D7vr7YWAiLjoW870sQHGvh/U5fdCwE\n5X1fgrbjHwP+DmCluw+3ahk9Mn8FuBVYQVLC9TFgl5ktD65HREREMhL9zfzbdYtuN7ObSW68oipw\nIiIiBUhdAc7M+kjOYp8H/FtmEYmIiEhImqIxA8D3gPnAW8AGd/9x1oGJiIhIe9Kczf4scBFwMXA/\nsNPMPpBpVCIiItK28JG5u58CXqj9+QMzu5jkDPebmr1GtdlFRERaGak9Jmu/sOps7po2oQ+Y06qB\narOLiIi0MlB7TPbzS9NmFK3NfhfwEPAy8E7gWuBS4M7IekRERCQ70SPzXwS+AiwDjgD/Caxz98ez\nDkxERETaE73O/JN5BSIiIiLpqDa7iIhIyc3qBDgz+wxwF3Cvu/9B04bubRffDdcwzrkmcbfVfs+9\nhnHONYkj8edZ9z2VnGu/nx4Pjs2yy3l7bh6P1U/PU963DYjuF6I3MgjvN3OX8xYNbtDofSE2t7mv\nGhs+xbZV7a0z9ZG5mX2Q5HK0p9OuQ0RERGYv1WRuZmcCDwCfBN7MNCIREREJSXtk/tfAt9z9sSyD\nERERkbg0tdmvAX4NaPObfBEREclTtGjMOcC9wFp3z/lsIxEREWlH9Mh8JfAuYNjs5+fvzQEuNbNP\nA/Pcp58GuGfTo8w7q642+zXLGRhcniJkERGRahkdGmV054Epy46/eaLt10cn873AhXXLdgDPAJ9v\nNJEDXHHPGtVmFxERaaJ/sJ/+upuPjQ0fZNuq7W29PloB7igw5aODmR0FXnf3ZyLrEhERkWxkUQEu\nWq5AREREMjTrW6C6+0ezCERERETSsSY/c2ezcrMVwP4b91/f/m/mOcYDxOvuRY0Hy7+e0V3lX6Py\n3JzR2PNObVjeHeiyUsN5K/V4yPsfMarkY63sm7NdY8MH+fLK7QAr3X24VdvQ1+xmtsXMxuseB2Z+\npYiIiOQlzdfsI8Aa/r/S/answhEREZGoNJP5KXd/LfNIREREJJU0Z7O/18z+x8yeN7MHzOzdmUcl\nIiIibYtO5k8B1wHrgI3A+cB3zWxBxnGJiIhIm6JFY3ZP+nPEzPYBPwE2AE3L1OzZtJd5i6aWc110\n7kKuvG9d5O1LbWToQE+Vrx0ZGmWgrppRVfVSX6G3+ttLfYXe6+/o0Oi0qmtFGRkaZXRo6vnkJ47k\nV851Cnc/YmbPARe0anfFPWunXZr2j+v/aTZvXTqjO3trMh8dOtAzO4Ve6iv0Vn97qa/Qg/3deaBr\nJvOBwf5p237SpWkzmlUFODM7k2QiH5vNekRERCS96HXmXzCzS83sXDP7DeAbwElgKJfoREREZEbR\nr9nPAR4EzgZeA54Aft3dX886MBEREWlP9AS4weD65wMcfubwtCdOHDnB2PDBRm8SfIuggsq5Nutv\nX7C74422WQtFbc6m+Q0oS/nOzMZy3iU2MxprWeQ2jSLGQ2Z9LUn90azGcln2a8ffzCa/ee17Js2d\n82eMIefa7L8LfDW3NxAREam+a939wVYN8p7Mzya5Jv0l4HhubyQiIlI984HzgN0z/Zyd62QuIiIi\n+ZvVpWkiIiJSPE3mIiIiJafJXEREpOQ0mYuIiJRcIZO5mX3KzF40s2Nm9pSZfbCIOPJmZlvMbLzu\ncWDmV3Y/M1ttZrtqt8MdN7P1DdrcYWavmtlbZrbHzFrW8O9mM/XXzLY3yPV3iop3NszsNjPbZ2Y/\nNbNDZvYNM3tfg3aVyG87/a1Kfs1so5k9bWZHao8nzezKujaVyCvM3N+q5BUKmMzN7BPA3cAW4APA\n08BuM1vc6Vg6ZARYAiytPT5SbDiZWQD8ELgFmHZJhJndCnwauAm4GDhKkue3dTLIDLXsb81DTM11\ntMhSt1gN3Ad8CFgLzAUeMbO3TzSoWH5n7G9NFfL7CnArsAJYCTwG7DKz5VC5vMIM/a2pQl7B3Tv6\nILkn+l9O+tuA/wb+uNOxdKCvW4DhouPoQD/HgfV1y14FNk36eyFwDNhQdLw59Xc78PWiY8upv4tr\nff5Ij+S3UX+rnN/Xgeurntcm/a1MXjt6ZG5mc0k+HT06scyTLboXuKSTsXTQe2tfzT5vZg+Y2buL\nDihvZnY+ySfcyXn+KfDvVDfPAJfXvqZ91sy2mtkvFB1QRs4i+TbiDeiJ/E7p7ySVyq+Z9ZnZNcA8\n4LtVz2t9fyc9VYm8zup+5iksBuYAh+qWHwJ+pcOxdMJTwHXAfwHLgM+S/NMMuPvRAuPK21KSnWGj\nPC+d3rwSHgL+GXgR+GXgc8B3zOyS2gfWUjIzA+4FnnD3ifM9KpvfJv2FCuXXzAaA75FUF3uL5Kj7\neTO7hArmtVl/a09XJq+dnsx7irvvnvTniJntA34CbCD5ekcqwt2/NunPUTP7EfA8cDnweCFBZWMr\nsBz4cNGBdEjD/lYsv88CFwGLgI8DO83ssmJDylXD/rr7D6qU106fAHcYOE1yssFkS4DO34apw9z9\nCPAcUNqzQ9t0kORciJ7MM4C7v0gy3kubazO7H7gKuNzdxyY9Vcn8tujvNGXOr7ufcvcXapPZZpKv\n0W+monlt0d9GbUub145O5u5+EtgPrJlYVvtaaw3wZCdjKYKZnUkySFruKMqu9g9xkKl5XkhytnDl\n8wxgZucAZ1PSXNcmtquB33T3lyc/V8X8tupvk/alzm+dPmBOFfPaRB/Jz73TlDmvRXzN/kVgh5nt\nB/YBm4B3ADsKiCVXZvYF4FskX63/EvAnwElgqMi4smBmC0g+mEzcyfc9ZnYR8Ia7v0Lyu+PtZvZj\nkrvm/SnJVQvfLCDcWWvV39pjC8lvbwdr7f6c5FuY3dPX1t3MbCvJ5TnrgaNmNnGkdsTdJ+5+WJn8\nztTfWu4rkV8zu4vkd+KXgXcC1wKXAnfWmlQmr9C6v1XKK9D5S9Nq5xTcQjJQjpGcmLCq6NP6c+rn\nEMk/wjGSwfQgcH7RcWXUt8tILt85XffYNqnNZ0kudXmL5J/jgqLjzqO/JCfWPEyyQzgOvAB8CXhX\n0XGn7Gujfp4Gfq+uXSXyO1N/q5Rf4O9r8R+r9ecR4KNVzOtM/a1SXt1dt0AVEREpO9VmFxERKTlN\n5iIiIiWnyVxERKTkNJmLiIiUnCZzERGRktNkLiIiUnKazEVEREpOk7mIiEjJaTIXEREpOU3mIiIi\nJafJXEREpOQ0mYuIiJTc/wGGNU2mjcmoGQAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -240,7 +240,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "loaded model: models/model.ckpt-7000\n" + "loaded model: nn_models/model.ckpt-10000\n" ] } ], @@ -275,31 +275,7 @@ "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Iteration 7053/10000" - ] - }, - { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0mfeed\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0mdnc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdnc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdnc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtsteps\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mtsteps\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 13\u001b[0;31m \u001b[0mstep_loss\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msess\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfetch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfeed_dict\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfeed\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 14\u001b[0m \u001b[0mloss_history\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstep_loss\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 15\u001b[0m \u001b[0mglobal_step\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/local/lib/python2.7/site-packages/tensorflow/python/client/session.pyc\u001b[0m in \u001b[0;36mrun\u001b[0;34m(self, fetches, feed_dict, options, run_metadata)\u001b[0m\n\u001b[1;32m 765\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 766\u001b[0m result = self._run(None, fetches, feed_dict, options_ptr,\n\u001b[0;32m--> 767\u001b[0;31m run_metadata_ptr)\n\u001b[0m\u001b[1;32m 768\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mrun_metadata\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 769\u001b[0m \u001b[0mproto_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtf_session\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTF_GetBuffer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrun_metadata_ptr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/local/lib/python2.7/site-packages/tensorflow/python/client/session.pyc\u001b[0m in \u001b[0;36m_run\u001b[0;34m(self, handle, fetches, feed_dict, options, run_metadata)\u001b[0m\n\u001b[1;32m 963\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mfinal_fetches\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mfinal_targets\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 964\u001b[0m results = self._do_run(handle, final_targets, final_fetches,\n\u001b[0;32m--> 965\u001b[0;31m feed_dict_string, options, run_metadata)\n\u001b[0m\u001b[1;32m 966\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 967\u001b[0m \u001b[0mresults\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/local/lib/python2.7/site-packages/tensorflow/python/client/session.pyc\u001b[0m in \u001b[0;36m_do_run\u001b[0;34m(self, handle, target_list, fetch_list, feed_dict, options, run_metadata)\u001b[0m\n\u001b[1;32m 1013\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mhandle\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1014\u001b[0m return self._do_call(_run_fn, self._session, feed_dict, fetch_list,\n\u001b[0;32m-> 1015\u001b[0;31m target_list, options, run_metadata)\n\u001b[0m\u001b[1;32m 1016\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1017\u001b[0m return self._do_call(_prun_fn, self._session, handle, feed_dict,\n", - "\u001b[0;32m/usr/local/lib/python2.7/site-packages/tensorflow/python/client/session.pyc\u001b[0m in \u001b[0;36m_do_call\u001b[0;34m(self, fn, *args)\u001b[0m\n\u001b[1;32m 1020\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_do_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1021\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1022\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1023\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0merrors\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mOpError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1024\u001b[0m \u001b[0mmessage\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcompat\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mas_text\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmessage\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/local/lib/python2.7/site-packages/tensorflow/python/client/session.pyc\u001b[0m in \u001b[0;36m_run_fn\u001b[0;34m(session, feed_dict, fetch_list, target_list, options, run_metadata)\u001b[0m\n\u001b[1;32m 1002\u001b[0m return tf_session.TF_Run(session, options,\n\u001b[1;32m 1003\u001b[0m \u001b[0mfeed_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfetch_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget_list\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1004\u001b[0;31m status, run_metadata)\n\u001b[0m\u001b[1;32m 1005\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1006\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_prun_fn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msession\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhandle\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfeed_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfetch_list\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m: " - ] - } - ], + "outputs": [], "source": [ "loss_history = []\n", "for i in xrange(global_step, FLAGS.iterations + 1):\n", @@ -334,9 +310,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA94AAAHHCAYAAABJK4BRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBfr/2cIPTHPBRAwAAAAASUVORK5CYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA94AAAHHCAYAAABJK4BRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/repeat-copy/.ipynb_checkpoints/repeat-copy-rnn-checkpoint.ipynb b/repeat-copy/.ipynb_checkpoints/repeat-copy-rnn-checkpoint.ipynb index a6cca09..00167bf 100644 --- a/repeat-copy/.ipynb_checkpoints/repeat-copy-rnn-checkpoint.ipynb +++ b/repeat-copy/.ipynb_checkpoints/repeat-copy-rnn-checkpoint.ipynb @@ -45,7 +45,7 @@ "cell_type": "code", "execution_count": 2, "metadata": { - "collapsed": true + "collapsed": false }, "outputs": [], "source": [ @@ -65,7 +65,7 @@ "tf.app.flags.DEFINE_float(\"lr\", 1e-4, \"Learning rate (alpha) for the model\")\n", "tf.app.flags.DEFINE_float(\"momentum\", .9, \"RMSProp momentum\")\n", "tf.app.flags.DEFINE_integer(\"save_every\", 1000, \"Save model after this number of train steps\")\n", - "tf.app.flags.DEFINE_string(\"save_path\", \"nn_models/model.ckpt\", \"Where to save checkpoints\")\n", + "tf.app.flags.DEFINE_string(\"save_path\", \"rnn_models/model.ckpt\", \"Where to save checkpoints\")\n", "FLAGS = tf.app.flags.FLAGS" ] }, @@ -85,9 +85,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfMAAABwCAYAAAAKXJmJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nqeYczCVJqjkHc0mSau7/APAgGuehUE1gAAAAAElFTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfMAAABwCAYAAAAKXJmJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -160,7 +160,6 @@ "output_type": "stream", "text": [ "building graph...\n", - "LSTMStateTuple(c=, h=) LSTMStateTuple(c=, h=)\n", "defining loss...\n", "computing gradients...\n", "init variables... \n", @@ -232,7 +231,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": { "collapsed": false }, @@ -241,7 +240,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "no saved model to load.\n" + "loaded model: rnn_models/model.ckpt-7000\n" ] } ], @@ -272,7 +271,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": { "collapsed": false }, @@ -281,25 +280,41 @@ "name": "stdout", "output_type": "stream", "text": [ - "Iteration 0/40000\n", - "\tloss: 0.6937\n", - "Iteration 100/40000\n", - "\tloss: 0.6921\n", - "Iteration 200/40000\n", - "\tloss: 0.4698\n", - "Iteration 300/40000\n", - "\tloss: 0.3195\n", - "Iteration 400/40000\n", - "\tloss: 0.2620\n", - "Iteration 500/40000\n", - "\tloss: 0.2429\n", - "Iteration 600/40000\n", - "\tloss: 0.2198\n", - "Iteration 700/40000\n", - "\tloss: 0.2103\n", - "Iteration 800/40000\n", - "\tloss: 0.1918\n", - "Iteration 831/40000" + "Iteration 7100/10000\n", + "\tloss: 0.0758\n", + "Iteration 7200/10000\n", + "\tloss: 0.0761\n", + "Iteration 7300/10000\n", + "\tloss: 0.0640\n", + "Iteration 7400/10000\n", + "\tloss: 0.0725\n", + "Iteration 7500/10000\n", + "\tloss: 0.0759\n", + "Iteration 7600/10000\n", + "\tloss: 0.0738\n", + "Iteration 7700/10000\n", + "\tloss: 0.0689\n", + "Iteration 7800/10000\n", + "\tloss: 0.0702\n", + "Iteration 7900/10000\n", + "\tloss: 0.0741\n", + "Iteration 7978/10000" + ] + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0mfeed\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0mdnc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdnc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdnc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtsteps\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mtsteps\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 13\u001b[0;31m \u001b[0mstep_loss\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msess\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfetch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfeed_dict\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfeed\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 14\u001b[0m \u001b[0mloss_history\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstep_loss\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 15\u001b[0m \u001b[0mglobal_step\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python2.7/site-packages/tensorflow/python/client/session.pyc\u001b[0m in \u001b[0;36mrun\u001b[0;34m(self, fetches, feed_dict, options, run_metadata)\u001b[0m\n\u001b[1;32m 765\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 766\u001b[0m result = self._run(None, fetches, feed_dict, options_ptr,\n\u001b[0;32m--> 767\u001b[0;31m run_metadata_ptr)\n\u001b[0m\u001b[1;32m 768\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mrun_metadata\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 769\u001b[0m \u001b[0mproto_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtf_session\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTF_GetBuffer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrun_metadata_ptr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python2.7/site-packages/tensorflow/python/client/session.pyc\u001b[0m in \u001b[0;36m_run\u001b[0;34m(self, handle, fetches, feed_dict, options, run_metadata)\u001b[0m\n\u001b[1;32m 963\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mfinal_fetches\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mfinal_targets\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 964\u001b[0m results = self._do_run(handle, final_targets, final_fetches,\n\u001b[0;32m--> 965\u001b[0;31m feed_dict_string, options, run_metadata)\n\u001b[0m\u001b[1;32m 966\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 967\u001b[0m \u001b[0mresults\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python2.7/site-packages/tensorflow/python/client/session.pyc\u001b[0m in \u001b[0;36m_do_run\u001b[0;34m(self, handle, target_list, fetch_list, feed_dict, options, run_metadata)\u001b[0m\n\u001b[1;32m 1013\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mhandle\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1014\u001b[0m return self._do_call(_run_fn, self._session, feed_dict, fetch_list,\n\u001b[0;32m-> 1015\u001b[0;31m target_list, options, run_metadata)\n\u001b[0m\u001b[1;32m 1016\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1017\u001b[0m return self._do_call(_prun_fn, self._session, handle, feed_dict,\n", + "\u001b[0;32m/usr/local/lib/python2.7/site-packages/tensorflow/python/client/session.pyc\u001b[0m in \u001b[0;36m_do_call\u001b[0;34m(self, fn, *args)\u001b[0m\n\u001b[1;32m 1020\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_do_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1021\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1022\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1023\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0merrors\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mOpError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1024\u001b[0m \u001b[0mmessage\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcompat\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mas_text\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmessage\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python2.7/site-packages/tensorflow/python/client/session.pyc\u001b[0m in \u001b[0;36m_run_fn\u001b[0;34m(session, feed_dict, fetch_list, target_list, options, run_metadata)\u001b[0m\n\u001b[1;32m 1002\u001b[0m return tf_session.TF_Run(session, options,\n\u001b[1;32m 1003\u001b[0m \u001b[0mfeed_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfetch_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget_list\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1004\u001b[0;31m status, run_metadata)\n\u001b[0m\u001b[1;32m 1005\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1006\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_prun_fn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msession\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhandle\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfeed_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfetch_list\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " ] } ], @@ -330,11 +345,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": { "collapsed": false }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA94AAAHHCAYAAABJK4BRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "X, y = next_batch(FLAGS.batch_size, FLAGS.length, FLAGS.reps, FLAGS.xlen)\n", "tsteps = FLAGS.reps*(2*FLAGS.length+3)\n", diff --git a/repeat-copy/nn_controller.py b/repeat-copy/nn_controller.py index 144c977..1bbe8e6 100755 --- a/repeat-copy/nn_controller.py +++ b/repeat-copy/nn_controller.py @@ -28,5 +28,8 @@ class NNController(Controller): h2 = tf.nn.elu(z2) return h2, state + def update_state(self, update): + return tf.group(tf.zeros(1), tf.zeros(1)) + def get_state(self): return LSTMStateTuple(tf.zeros(1), tf.zeros(1)) diff --git a/repeat-copy/nn_controller.pyc b/repeat-copy/nn_controller.pyc index da35d7fc9f07fbde291b1b450ae267b82ddb9862..f789e2e212c7890fdbd2e78d6f07a9c5abc70590 100644 GIT binary patch delta 243 zcmZqUImpY#{F#@_Y0pHqBaAu|Ppj~zFf+6;FhsF31O;obZ2TO=tjWZ{zyQK5KX^S>$!OK$5ILBE2ZTv;fSiN-fGS)&Ln1Bmk0S0}`bL zDTyVilQ%FaNb$hA@x>)TL3tp*7^IqEvNKBnYmfqnHJ3$8iWA64Pc4C{0yzSricy1Y n@*@^4Hjqe=^5lc8>S944?c5+096*ANiIba?os)U82kSlnF}^NC delta 111 zcmX@e+s4Dj{F#@F$zvkh5k}>Sr&U;jf;E^o{t059{GY{7u!NO?fuSn3D8E>P5y%P> znB2&wEX@TKj4v)pEJ>9I@`{;&1OuZ6>*Q&yT8s*lYuMB$zh&j(Vgrh@F>!KpvQK7a G+Xnz)`x*TJ diff --git a/repeat-copy/repeat-copy-nn.ipynb b/repeat-copy/repeat-copy-nn.ipynb index 73dc39f..b547d7c 100644 --- a/repeat-copy/repeat-copy-nn.ipynb +++ b/repeat-copy/repeat-copy-nn.ipynb @@ -85,9 +85,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfMAAABwCAYAAAAKXJmJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfMAAABwCAYAAAAKXJmJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJafJXEREpOQ0mYuIiJTc/wGGNU2mjcmoGQAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -240,7 +240,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "loaded model: nn_models/model.ckpt-7000\n" + "loaded model: nn_models/model.ckpt-10000\n" ] } ], @@ -275,80 +275,7 @@ "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Iteration 7100/10000\n", - "\tloss: 0.0162\n", - "Iteration 7200/10000\n", - "\tloss: 0.0112\n", - "Iteration 7300/10000\n", - "\tloss: 0.0105\n", - "Iteration 7400/10000\n", - "\tloss: 0.0176\n", - "Iteration 7500/10000\n", - "\tloss: 0.0053\n", - "Iteration 7600/10000\n", - "\tloss: 0.0180\n", - "Iteration 7700/10000\n", - "\tloss: 0.0144\n", - "Iteration 7800/10000\n", - "\tloss: 0.0159\n", - "Iteration 7900/10000\n", - "\tloss: 0.6691\n", - "Iteration 8000/10000\n", - "\tloss: 0.3837\n", - "\n", - "\tSAVING MODEL\n", - "Iteration 8100/10000\n", - "\tloss: 0.0386\n", - "Iteration 8200/10000\n", - "\tloss: 0.0129\n", - "Iteration 8300/10000\n", - "\tloss: 0.0166\n", - "Iteration 8400/10000\n", - "\tloss: 0.0266\n", - "Iteration 8500/10000\n", - "\tloss: 0.0160\n", - "Iteration 8600/10000\n", - "\tloss: 0.0153\n", - "Iteration 8700/10000\n", - "\tloss: 0.1232\n", - "Iteration 8800/10000\n", - "\tloss: 0.1623\n", - "Iteration 8900/10000\n", - "\tloss: 0.0657\n", - "Iteration 9000/10000\n", - "\tloss: 0.0635\n", - "\n", - "\tSAVING MODEL\n", - "Iteration 9100/10000\n", - "\tloss: 0.3011\n", - "Iteration 9200/10000\n", - "\tloss: 0.1336\n", - "Iteration 9300/10000\n", - "\tloss: 0.1150\n", - "Iteration 9400/10000\n", - "\tloss: 0.0853\n", - "Iteration 9500/10000\n", - "\tloss: 0.0779\n", - "Iteration 9600/10000\n", - "\tloss: 0.0704\n", - "Iteration 9700/10000\n", - "\tloss: 0.0385\n", - "Iteration 9800/10000\n", - "\tloss: 0.0153\n", - "Iteration 9900/10000\n", - "\tloss: 0.0030\n", - "Iteration 10000/10000\n", - "\tloss: 0.0191\n", - "\n", - "\tSAVING MODEL\n" - ] - } - ], + "outputs": [], "source": [ "loss_history = []\n", "for i in xrange(global_step, FLAGS.iterations + 1):\n", @@ -383,9 +310,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA94AAAHHCAYAAABJK4BRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzMzMrEAuvM3MzMzMzMwK9P8D6874g8NRfmsAAAAASUVORK5CYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA94AAAHHCAYAAABJK4BRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/repeat-copy/repeat-copy-rnn.ipynb b/repeat-copy/repeat-copy-rnn.ipynb index a6cca09..00167bf 100644 --- a/repeat-copy/repeat-copy-rnn.ipynb +++ b/repeat-copy/repeat-copy-rnn.ipynb @@ -45,7 +45,7 @@ "cell_type": "code", "execution_count": 2, "metadata": { - "collapsed": true + "collapsed": false }, "outputs": [], "source": [ @@ -65,7 +65,7 @@ "tf.app.flags.DEFINE_float(\"lr\", 1e-4, \"Learning rate (alpha) for the model\")\n", "tf.app.flags.DEFINE_float(\"momentum\", .9, \"RMSProp momentum\")\n", "tf.app.flags.DEFINE_integer(\"save_every\", 1000, \"Save model after this number of train steps\")\n", - "tf.app.flags.DEFINE_string(\"save_path\", \"nn_models/model.ckpt\", \"Where to save checkpoints\")\n", + "tf.app.flags.DEFINE_string(\"save_path\", \"rnn_models/model.ckpt\", \"Where to save checkpoints\")\n", "FLAGS = tf.app.flags.FLAGS" ] }, @@ -85,9 +85,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfMAAABwCAYAAAAKXJmJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAAPYQAAD2EBqD+naQAADyNJREFUeJzt3W2sHNV5wPH/cx24TiAY1U7BKmkgJSmyHdGAQ0oTXhrb\nckRVaKWK4CJVQCIEJP3gqi1BRiKlhKSNiGmhjlq14FQE01RNVKIGjA20KSKUxk5ofA1F4SXQYlMM\nwpGMTY3v6YfZm96X3Xv37J3Z3dn9/6T9sLOzs8+Z5+ycnZ2ZZyKlhCRJqq+RXgcgSZLmx8FckqSa\nczCXJKnmHMwlSao5B3NJkmrOwVySpJpzMJckqeYczCVJqjkHc0mSau5tVS48IhYDa4HngUNVfpYk\nSQNmIXAysDWl9OpsM3Y0mEfEp4HfB04EngB+N6X0701mXQt8rZPPkCRJAFwK3D3bDNmDeUR8ArgF\nuBJ4HFgPbI2I96eU9k2b/XmAi+76dZactnjKC9vWP8iajatmLH/Bys1Z8eRWlh//3mVZ849kxjO+\n4/Km07et386ajauzltVMbin9O1YelfsJWXNf8b23mk5v1d47Vrbf5T65o/myS5O5Mlv1ha0Uv1qn\ny+1rlff9Fn0zV6vc5vfNvM1Pq77Wevk5fb9V8M2zm903S+prrWTntkU8rbbLlceTqby+Vk5+q9su\n7wO+AY2xdDad7JmvB/4ypfS3ABFxFfBrwBXAn06b9xDAktMWs/SME6e8MHr86IxpAAsyg8neoDX5\nzNnknlTQavmji5q3N1f+fXGOzv2ErLmXnnG46fSFLfIL7W9gWy27NLkb2BbTFwJLm0zP7Wv91vdb\nadWX8/tm3g/N/P6Q0/dbBd88u9mxlNTXWsnObYt4Wm2XK48nU3l9rZz8Vr9dnvswdVaOIuIo4Ezg\nwYlpqbjt2nbg7NzoJEnS/OX+4FpCsQPx8rTpL1McP5ckSV3mpWmSJNVc7jHzfcAR4IRp008A9rZ6\n07b1DzJ6/OiUaYt+/rjMj6635euW9TqErlp+yfC0d0WvA+iy4erLw5XdYfreFvopvz8Edk2b1v4V\n3VmDeUrpcETsAFYB9wJERDSe/3mr963ZuKqUk7/qbMW65b0OoauWD1F7+2lz0A3D1ZeHK7srhuqH\nGvRXfj/QeEy2B/irtt7dydnsXwY2Nwb1iUvT3gFs7mBZkiRpnrIH85TS1yNiCXAjxd/rPwDWppRe\nKTs4SZI0t44qwKWUNgGbSo5FkiR1wLPZJUmquU7KuZ4D/AFF8ZilwG+klO4tK6DsqlZHPps1/8jI\nF7Pmj6y5YWTkC1nzj49fl/kJufLW6IYjeZWPPj+SWy62/TV6U+ayrx+vtmJcfl/I62vDJ2+N5ve1\nIZJbYc6+Oavcim790Dc72TM/huI4+TXkj72SJKlknZwAdz9wP/z0sjRJktRDHjOXJKnmHMwlSao5\nB3NJkmquo+vMczWrzb78kmVDWDpQkqRmulibvVPWZpckaTZdrs0eEccAp/L/F4m+NyJOB15LKb2Y\nuzxJkjQ/neyZrwQeprjGPAG3NKZ/FbiipLgkSVKbOrnO/F/wxDlJkvqGg7IkSTWXtWceEdcBvwmc\nBhwEHgWuTSk9Pccbi0cbxsfzaq1X7UifxZNbc29DxfXKc20Y/9/qFt5n9anrXh6x/+pT99Eaze1r\nC/L6WtXbwdw1WXXd7uy+tiCvr1W/Hex938zdMz8HuA34MLAaOAp4ICLeXnZgkiSpPVl75imlCyY/\nj4jLgP+huIPaI+WFJUmS2jXfY+bHU/wD81oJsUiSpA50PJg37ph2K/BISml3eSFJkqQc86kAtwlY\nBnykpFgkSVIHOhrMI+J24ALgnJTSnrnm37Z+O6OLptVmX7eMFeuWd/LxkiQNmC7XZm8M5BcB56WU\nXmjnPWs2rrY2uyRJLXWxNntEbALWARcCByLihMZL+1NK7f+EkCRJpck9Ae4q4Djgn4GXJj0uLjcs\nSZLUrtzrzC3/KklSn3FwliSp5nKPmV8FXA2c3Jg0BtyYUrq/tIhyi49nFvXNraCbX1P5usxPqFbF\nq5PcNZpTU/n63HrKFReQPnIkr172gsy+M2w2HMmr0//5BUdXFEn1IrNvZt83IPN73m/3nMiWMrc7\nufcNyL4HRjX3nNiz8zB3rGxv3tw98xeBa4EzKEq4PgTcGxHLMpcjSZJKknvM/J+mTbo+Iq6muPGK\nVeAkSeqBjivARcQIxVnso8C/lhaRJEnK0knRmBXAd4GFwBvAxSmlH5UdmCRJak8nZ7M/BZwOnAXc\nDtwTER8sNSpJktS27D3zlNJbwLONp9+PiLMoznC/stV7rM0uSVJrY1vGGLtn6qlnh15/s+33z+eu\naRNGgAWzzWBtdkmSWlu+bjnLp+3g7tm5lztW3tnW+3OvM78ZuA94AXgncClwLnBTznIkSVJ5cvfM\nfxb4KrAU2A/8B7A2pfRw2YFJkqT25F5n/qmqApEkSZ2xNrskSTU3rxPgIuKzwM3ArSml32s5Y0pt\nF/2uuhZ6bn3t3Hiqlls7PacWOuTXQ8+vr51ZIzlHZiH68brXp65Ybl3/Dbm19Ossc+Vk10LP/J7n\n3geg3+45kd/XMmuhZ2838+4DUNV2Nme9dLxnHhEforgc7YlOlyFJkuavo8E8Io4F7gI+BbxeakSS\nJClLp3vmfwF8K6X0UJnBSJKkfJ3UZr8E+CWgzbusSpKkKuUWjTkJuBVYnVIaorNdJEnqX7l75mcC\n7wJ2Rvz0PLsFwLkR8RlgNKWZ51tvW/8go8dPq81+yTJWrFvWQciSJA2WXVvGGNsytTb7m/urq82+\nHfjAtGmbgSeBLzYbyAHWbFxlbXZJklpYsW75jJuP7dm5l785s4La7CmlA8CUnw4RcQB4NaX0ZM6y\nJElSOcqoAJd5Ob4kSSrTvG+BmlL6WBmBSJKkzkSLw9zlLDziDGDHJ3dc3v4x89x4cusA5qpw/UD1\nZRXrvDqrjqVyFfed3P/ERt7WXyU8c1W9OnP0Xd/sp5VD/5WLzVX16my3/0w6Zn5mSmnnbPNm/c0e\nETdExPi0x+653ylJkqrSyd/su4BVwMRvi7fKC0eSJOXqZDB/K6X0SumRSJKkjnRyNvv7IuK/I+KZ\niLgrIt5delSSJKltuYP5Y8BlwFrgKuAU4DsRcUzJcUmSpDblFo3ZOunproh4HPgxcDHQskzNtvXb\nGV00tZzrovccx8dvW5vz8bW2a8vuoSpfu2vL2IxqRoNqmNoKw9XesS1jLB+StoLbqV7qdjnXKVJK\n+yPiaeDU2eZbs3H1jEvT/u7Cv5/PR9fO2D3D9SUZ27K7b74kVRumtsJwtXfsnt1DNZi7neqd+ZZz\nnVcFuIg4lmIg3zOf5UiSpM7lXmf+pYg4NyLeExG/AnwTOAxsqSQ6SZI0p9y/2U8C7gYWA68AjwC/\nnFJ6tezAJElSe3JPgFuXufyFAPue3DfjhTf3v8menXubfUjeJ/RT/dFZvPl68/aOZC5+vNk6m0Wv\nVmer/A5iOdfS+nKu3HKuJfW1lu2tWC8qlh5q8b3tu75Z8XYqV9XbtbKUsZ3qRLv9Z9LYuXDOZVZc\nm/23ga9V9gGSJA2+S1NKd882Q9WD+WKKa9KfBw5V9kGSJA2ehcDJwNa5DmdXOphLkqTqzevSNEmS\n1HsO5pIk1ZyDuSRJNedgLklSzfVkMI+IT0fEcxFxMCIei4gP9SKOqkXEDRExPu2xe+539r+IOCci\n7m3cDnc8Ii5sMs+NEfFSRLwREdsiYtYa/v1srvZGxJ1Ncv3tXsU7HxFxXUQ8HhE/iYiXI+KbEfH+\nJvMNRH7bae+g5DciroqIJyJif+PxaER8fNo8A5FXmLu9g5JX6MFgHhGfAG4BbgA+CDwBbI2IJd2O\npUt2AScAJzYeH+1tOKU5BvgBcA1NypdExLXAZ4ArgbOAAxR5PrqbQZZo1vY23MfUXOcWWeoX5wC3\nAR8GVgNHAQ9ExNsnZhiw/M7Z3oZByO+LwLXAGcCZwEPAvRGxDAYurzBHexsGIa+QUurqg+Ke6H82\n6XkA/wX8Ybdj6UJbbwB29jqOLrRzHLhw2rSXgPWTnh8HHAQu7nW8FbX3TuAbvY6tovYuabT5o0OS\n32btHeT8vgpcPuh5bdHegclrV/fMI+Ioil9HD05MS8Ua3Q6c3c1Yuuh9jb9mn4mIuyLi3b0OqGoR\ncQrFL9zJef4J8G8Mbp4Bzm/8TftURGyKiJ/pdUAlOZ7i34jXYCjyO6W9kwxUfiNiJCIuAUaB7wx6\nXqe3d9JLA5HXed3PvANLgAXAy9Omvwz8Ypdj6YbHgMuA/wSWAp+j+NKsSCkd6GFcVTuRYmPYLM8n\nzpx9INwH/APwHPALwBeAb0fE2Y0frLUUEQHcCjySUpo432Ng89uivTBA+Y2IFcB3KaqLvUGx1/1M\nRJzNAOa1VXsbLw9MXrs9mA+VlNLWSU93RcTjwI+Biyn+3tGASCl9fdLTsYj4IfAMcD7wcE+CKscm\nYBnwkV4H0iVN2ztg+X0KOB1YBPwWcE9EnNfbkCrVtL0ppe8PUl67fQLcPuAIxckGk50A9Oa2OV2U\nUtoPPA3U9uzQNu2lOBdiKPMMkFJ6jqK/1zbXEXE7cAFwfkppz6SXBjK/s7R3hjrnN6X0Vkrp2cZg\ntoHib/SrGdC8ztLeZvPWNq9dHcxTSoeBHcCqiWmNv7VWAY92M5ZeiIhjKTrJrBuKumt8IfYyNc/H\nUZwtPPB5BoiIk4DF1DTXjYHtIuBXU0ovTH5tEPM7W3tbzF/r/E4zAiwYxLy2MEJxuHeGOue1F3+z\nfxnYHBE7gMeB9cA7gM09iKVSEfEl4FsUf63/HPBHwGFgSy/jKkNEHEPxw2TizrzvjYjTgddSSi9S\nHHe8PiJ+RHHXvD+muGrhH3sQ7rzN1t7G4waKY297G/P9CcW/MFtnLq2/RcQmistzLgQORMTEntr+\nlNLE3Q8HJr9ztbeR+4HIb0TcTHGc+AXgncClwLnATY1ZBiavMHt7BymvQPcvTWucU3ANRUc5SHFi\nwspen9ZfUTu3UHwRDlJ0pruBU3odV0ltO4/i8p0j0x53TJrncxSXurxB8eU4tddxV9FeihNr7qfY\nIBwCngW+Aryr13F32NZm7TwC/M60+QYiv3O1d5DyC/x1I/6DjfY8AHxsEPM6V3sHKa8pJW+BKklS\n3VmbXZKkmnMwlySp5hzMJUmqOQdzSZJqzsFckqSaczCXJKnmHMwlSao5B3NJkmrOwVySpJpzMJck\nqeYczCVJqjkHc0mSau7/APAgGuehUE1gAAAAAElFTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfMAAABwCAYAAAAKXJmJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -160,7 +160,6 @@ "output_type": "stream", "text": [ "building graph...\n", - "LSTMStateTuple(c=, h=) LSTMStateTuple(c=, h=)\n", "defining loss...\n", "computing gradients...\n", "init variables... \n", @@ -232,7 +231,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": { "collapsed": false }, @@ -241,7 +240,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "no saved model to load.\n" + "loaded model: rnn_models/model.ckpt-7000\n" ] } ], @@ -272,7 +271,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": { "collapsed": false }, @@ -281,25 +280,41 @@ "name": "stdout", "output_type": "stream", "text": [ - "Iteration 0/40000\n", - "\tloss: 0.6937\n", - "Iteration 100/40000\n", - "\tloss: 0.6921\n", - "Iteration 200/40000\n", - "\tloss: 0.4698\n", - "Iteration 300/40000\n", - "\tloss: 0.3195\n", - "Iteration 400/40000\n", - "\tloss: 0.2620\n", - "Iteration 500/40000\n", - "\tloss: 0.2429\n", - "Iteration 600/40000\n", - "\tloss: 0.2198\n", - "Iteration 700/40000\n", - "\tloss: 0.2103\n", - "Iteration 800/40000\n", - "\tloss: 0.1918\n", - "Iteration 831/40000" + "Iteration 7100/10000\n", + "\tloss: 0.0758\n", + "Iteration 7200/10000\n", + "\tloss: 0.0761\n", + "Iteration 7300/10000\n", + "\tloss: 0.0640\n", + "Iteration 7400/10000\n", + "\tloss: 0.0725\n", + "Iteration 7500/10000\n", + "\tloss: 0.0759\n", + "Iteration 7600/10000\n", + "\tloss: 0.0738\n", + "Iteration 7700/10000\n", + "\tloss: 0.0689\n", + "Iteration 7800/10000\n", + "\tloss: 0.0702\n", + "Iteration 7900/10000\n", + "\tloss: 0.0741\n", + "Iteration 7978/10000" + ] + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0mfeed\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0mdnc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdnc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdnc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtsteps\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mtsteps\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 13\u001b[0;31m \u001b[0mstep_loss\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msess\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfetch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfeed_dict\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfeed\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 14\u001b[0m \u001b[0mloss_history\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstep_loss\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 15\u001b[0m \u001b[0mglobal_step\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python2.7/site-packages/tensorflow/python/client/session.pyc\u001b[0m in \u001b[0;36mrun\u001b[0;34m(self, fetches, feed_dict, options, run_metadata)\u001b[0m\n\u001b[1;32m 765\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 766\u001b[0m result = self._run(None, fetches, feed_dict, options_ptr,\n\u001b[0;32m--> 767\u001b[0;31m run_metadata_ptr)\n\u001b[0m\u001b[1;32m 768\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mrun_metadata\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 769\u001b[0m \u001b[0mproto_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtf_session\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTF_GetBuffer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrun_metadata_ptr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python2.7/site-packages/tensorflow/python/client/session.pyc\u001b[0m in \u001b[0;36m_run\u001b[0;34m(self, handle, fetches, feed_dict, options, run_metadata)\u001b[0m\n\u001b[1;32m 963\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mfinal_fetches\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mfinal_targets\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 964\u001b[0m results = self._do_run(handle, final_targets, final_fetches,\n\u001b[0;32m--> 965\u001b[0;31m feed_dict_string, options, run_metadata)\n\u001b[0m\u001b[1;32m 966\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 967\u001b[0m \u001b[0mresults\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python2.7/site-packages/tensorflow/python/client/session.pyc\u001b[0m in \u001b[0;36m_do_run\u001b[0;34m(self, handle, target_list, fetch_list, feed_dict, options, run_metadata)\u001b[0m\n\u001b[1;32m 1013\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mhandle\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1014\u001b[0m return self._do_call(_run_fn, self._session, feed_dict, fetch_list,\n\u001b[0;32m-> 1015\u001b[0;31m target_list, options, run_metadata)\n\u001b[0m\u001b[1;32m 1016\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1017\u001b[0m return self._do_call(_prun_fn, self._session, handle, feed_dict,\n", + "\u001b[0;32m/usr/local/lib/python2.7/site-packages/tensorflow/python/client/session.pyc\u001b[0m in \u001b[0;36m_do_call\u001b[0;34m(self, fn, *args)\u001b[0m\n\u001b[1;32m 1020\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_do_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1021\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1022\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1023\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0merrors\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mOpError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1024\u001b[0m \u001b[0mmessage\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcompat\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mas_text\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmessage\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python2.7/site-packages/tensorflow/python/client/session.pyc\u001b[0m in \u001b[0;36m_run_fn\u001b[0;34m(session, feed_dict, fetch_list, target_list, options, run_metadata)\u001b[0m\n\u001b[1;32m 1002\u001b[0m return tf_session.TF_Run(session, options,\n\u001b[1;32m 1003\u001b[0m \u001b[0mfeed_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfetch_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget_list\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1004\u001b[0;31m status, run_metadata)\n\u001b[0m\u001b[1;32m 1005\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1006\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_prun_fn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msession\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhandle\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfeed_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfetch_list\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " ] } ], @@ -330,11 +345,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": { "collapsed": false }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA94AAAHHCAYAAABJK4BRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "X, y = next_batch(FLAGS.batch_size, FLAGS.length, FLAGS.reps, FLAGS.xlen)\n", "tsteps = FLAGS.reps*(2*FLAGS.length+3)\n", diff --git a/repeat-copy/rnn_models/checkpoint b/repeat-copy/rnn_models/checkpoint index d87012d..1701b1a 100644 --- a/repeat-copy/rnn_models/checkpoint +++ b/repeat-copy/rnn_models/checkpoint @@ -1,2 +1,2 @@ -model_checkpoint_path: "model.ckpt-1000" -all_model_checkpoint_paths: "model.ckpt-1000" +model_checkpoint_path: "model.ckpt-7000" +all_model_checkpoint_paths: "model.ckpt-7000" diff --git a/repeat-copy/rnn_models/model.ckpt-1000.data-00000-of-00001 b/repeat-copy/rnn_models/model.ckpt-1000.data-00000-of-00001 deleted file mode 100644 index 04457d06fa0f8141dd09de1142548e1844298571..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 374480 zcmWKXc{mk+6vkyMWJ$E3MP#j1a%ZmlJ)B~+v$g?rsO zW2vMFEo5m?(n2bsB-PLV^UO2ze9xTsJ)ifC*6}~=;uWXa(Ycq&!Q$OeYVM8J>uZ^? zfozf+wG;ET{mf%b7?_c71>4HLa578Puw^F?$Gx0@%dPUT*!4NQj#Dk8gR8(u<11JV zE`=$#n#e7~@cno6;YRukH&h$~GyK1R#kA9?*dGij zH&fy9flC}cS{)zEJB=Q3|G~kXZQ%W;6YqcT=2kn-!11XH*cNylp8Qvf{=6tKlYhbZ zm6V{a@dB{SGh!E6Z%6YI0nAe}WbW9-LqmZnHcmBj6&LuIpPk}s z$VTvkIvIYpUa;|f_oaN_{m1!z27Y|mIs5sB8oK-^!9K=fdOQEj`FMW&hvWRNmgD^B zofLmUb&Rq1y&OugT#C+CuAyvr_bAro1hx7NYpC*3g&#N5jvr-b#?MbQ;HOXNqYZ7R z8#mq7;a69?^8Yhl#1FNyc<|Kt$nhNr}AtPPsqL3kLx%}MHDy)!#`gTEfj_DJZ1>^;4?=U+;g0F0>$`2D}+y&8utM}+&`T)T8Rvy9OxmSZMOvt;(}^kPo!I8RV$%~U<|V>;<1CT-{- zV=5oYRKNJf(03Lydyi+soy;}NtVk#3#l%Y3=JJ(Mx%m>#YQ-?i18%_Kj&;nI$9jx3 zK4)e<+QPk77H}ddAr3km;AY&~%JrGob3U@ixm)K9INx+%E`It9uH4`v_tRCEdvxkC z`aSuBE`8g3R+tr6|&Of-nOPra$)e(%lcd|est`6F44VcQeUtw*`Q7&^2kJHmp z%GHxfij<4A~*cxJKUu?(+ob%_}UIua@Dkr$EIc?mm zPgO{3QYnme z%4z0(mKLM;xR;r|!GKFR6V362Ufe0qi`<0pEnJOj0#wY1<75};bNzqX(4cY+SM`9$ zu{vwPJ|dafGyXbL@2bM^eO53ZoxPYB1++M5U@LP3rZR=Pmdx^IBgTD>7UNm84QFpO zVP2N^03DJCt^bC=RnZk*Hq78o?X+bs7mR17*atCs^MU!%zL4?xH^$=rY$JFp<$^_` zBI44LB{n`BjjQ+GV!J<&W?m?kL9J{*Y)PENL={tv8D|K`$`&)q6?ROBhCGwiSq)oK zW-@i-KQpf`5hn1K3{xt*pV86_WY*^dFw5#*Fl?M3oGnsh#y&g^zB{HfUNL`Q{NyPX z7xK)Rv-vK}!GtwTz~KqZg}bYmfjg=emD7gdE^jkaoY@b@?S6pc3{A$_q@KB#t<9N< zV>mQjz>QH}z}1=LaC4sKa;EHORFV>Ki+z@JeSgoRd>q3{KHmz(XVx-Cnmd?9W!D&~ ztEtTGf7D}qy1m0{#wtmKs9eNkIFQ+!6+5Z6nmW81&+WhWH2Grs$5nW&64OiJSk zDA1Y9xE}t>OnxBberlfP_=nDLPhE4kcrJxIxnLcatb3Asq>|4WXQXk1JMLk9#7VAx z^=0mqfi%NkC}8$&l4A1AUxH;x7xYQp=6WRExneziPJaJ+Zn;||=RJz%`e#>hmnxp( z-VevQhHFc>Hi<2q%D#o%r+pnA6BG&x&#G1s-JX*DBXROxr@4_wCad z?bPwi8zN-5cxftPiaK>Ra1zB6ZJ>&mRr8L2ZZ`;9GoJ1&lB9oycT;L2W4h#TK2;ns z+c;ls3^l3Tmg)v6%4^9GZ+glF9^D{mI9bY*`ePbR?Ynu5`gQ9frFr`p_1tWXVb8-0 z)SV9}si7%hlwe*x^}WZOQXBQ!s4At3YEEOR0zn#eShI)P*yTmdS=MP(t~|)AnEIP% zx8eb>;=o&8di%)zZ{IUqQyEH09Nt0cS#F@Fc*RpCNi(T^>|LXAH}+9GD^F50J_S-c zn&T*)FNB)3Ylq?Qe{OXD9ydC|auGezK9a8NQlhJyoQ*T2&hoa*TF6^9#+ipx_VRKB zD|lro;RfHuD%9P|-@H*X-tjUM^(l{}tGsuGmPVEb=Tif(S5PmaCsOujJ*gXJMpU#$ zzTwBW=jr>Lh<447pv|9F(KdnPtY>nF z3gr7x%|G2JyQ9&R(AJRh{g7?+bVD!Iq5OujJDWs(*rr5xKgpmf6IL4SPP{@{UT&lE zQ}e0Mrmv_$@h&R+U6$eJI%zuWpFGW9!cv^G1WguPpp@2)Gg|gnmd@L=hz{(QppT4G zqcvy!qP`Zj8gAXPoa!w!qvo9CQ?hGADSPuF-pB7*Ml-&1)QO%)RQcm*>UCj1HLhwa zwOjhGVcCT^YE6SH6-TY56z|$lhkmV~l9j>@oy%gWU6eoddB}#EaPJOPXsJkf+C~{Z zDXXRSO>3pb%Y;x3NjE5yOHmXmjxmZ#e@b2dHJuJAsi#s^HRwC6F0Hbp!?1bn32NYk z2el<}4K-tV4wd|QGNlk$X|ykurs<2>^e3}b^yP}vbo&CDUa4+rbeNR!^o^={nI3<6 zyVodC-tns?ut!u>PU#=+y%|oh;lY>GXj+Xv zB)&p5G)fxF>4<2B^GLg;r_z_$Cfc!gCp|Fxit$Xyq80_EP;OI?QzWjGnzw8P_3LSi z(ds+1sdocLlt5XHDxcy=Sp+@jx#l_;P5C#5YWJ<<>DAulrF^iWCd-}W{jFMKRM~Tw zUf_9(KJ&$k)_9yoH!hq{pU>zpD%x?2l9#zcx%-At=5+(qYvl!0?ef`1e;X{Q;PDB( zNdHn^*J&rJ_1kZrN}`vc-7{6nLROXv4wRs7zA&M-d^V!$^yV9OO$y?bdq?piyC?D< z7=-cEk21UvO)UfS$Q4w1t1k7h@*7X>Mm!bO^oeJ9C(g(#Z#_MI-9|dDaW1`k%pO|h zu`Ipmj=;F|;}S}k>qh#q_(l2j*qGtykrKS3>884a`Ozo)grV3VWq#O*gC@C{dO8D%A(HO;# zl(o|!wMnUndZzb<@~z9HQl^eI^3c%Z1zd9FoyhMutD3IQtL`4pV^?l6xZ)T`FZRAo zzkITrF3QcKz0RA_w!;}l7uK8d_V{#-GQYpMkoo~HO zwTCOw9>0%K!7Y784d1>~!;ak)m-w6-zB-Op(axYwrS}^JR8&*va&Az~MyXT*Gm1|4 z-a#2G9%WpoG@X8Rc^3UiP)Y?A{h$oqmQh>Z?=h;0yGDt2Z>Q8(Y@;goy{B{o87lLh zi(%hjEOq5-F17qfFePgkLe2kAoBH=I#8Aeng|;5|hUWb)p@W8g(|evq($TEgSmV1b zmBVRJCn#-7kM^eS)=#CTWX2lac{YdV)HRE@-nq)GZ(0;@cS)96%lKV}OE;TQ1p&#_ z#PtHI?qDEw*wdQYsa{~ve4S6_E}TGJx;>hbu?eNV$5!)(e_I-5J^0FFlN)(!oKEmI zJ}{w9#QE{;ORpPBJ|3j*PX9nnUe`j|1}f5}?rGGt&@sjxF}1uFv6v?woyTii^N*KT z z-{XY~r?>E#^)vV~GLga~oxUP32{C`?RJ!=sQNF0)nW4~tJ1I)|6E0F|q(#;-r+CrJ zR7HvdH-+RvnCRP?d$jzvSMa_pn?cutuWxTbJpTDzTyhmnD?mYJFj0|8?5g zp+T+Aa*+A;DkUG+U&RUMOmF zuc6AXoHFy=^`xXzcu1r>X*_>d%6vX=&pDxdke$%ByQif0>M_ygO_%6-Q`PyXctWU^ z;X@}`zM-dHie7^P3nv%+BBhe4$mQZJ*D&NLaSya9{T$FQ3l71ULQ>d10BV4@N zo&Qd_iPn2vD;!U^Qs2L=6eZ32E>td$6A8?h(E~#%^m~!Du%bc0cl}_)|Fa~Yf7QE` zU!Xg)#A~`j@q($2{HC8Z^jx1yC1=-d5lL9+6pfEfE(wlqE81|y{q{4AH9Tuh8-nibFzd{4QE6)6RK#(P>U#d~C_kZV)Ep}5uc&05w19sxEJm1mkSF?a zO`2}f5%3)jv8^g@T0VuSffeL2E-Lq?SGr-Al=_Ez|Y$rUbn87*OY>vuIOyZCz{MU&Zjjbg)z_M&C6>k{Fv)0`4U&}3w=zgg;DxJ^lq}1pQMmYulZ&oD(Y9^d)~OjUw&$iFn{An?_#);4Y%$H zr@xZo@3g!kyd0oR{m7}|YvoAum8cEEz{Am^3UMWWft6;-hHVQdcAFMmo*cqA@w+PQ zxyFdrUTdLecuWzs?-25nujKP@oT#L0t35<3t+l8KH8I~Id>^l%b|K&T?0C^8UoZY( ze-icWZyj})a;Fa*UnH_y87X|HTSiG9Q!DY0H4qsko)`M%hKX!7<@lZlBB|TVWTC8k zKEItl$@|xNlHO_WDyr_y=66FPwXGmSxRu8VQzwUtVx)uV*mH~cpFBf_r)ND8F0DN$ zY&;t!iXE3q=Z>Dqml&-q6z~!+MtM z5jXIJh0m9vr(~s|yr-MQb?=4cqbK9+9|I$ExhuMrD}wTF35an$MO2qeVRFiXklY`K z7E|SL;K_GElxZax9^FGOpD18|ZPv6{@H%xeaVrOoxZp z#O#N||N7R(*vkNjv8GS_(pEPk)ftmPhqpvDxn9B-rh_*(Yw+}~)^ zV~qA6^l@{LAv{af!dk$G|n*)q8*9B zGi$)+SU`S@E!c7OFfwG*@i8)+V+$B)xq)M-<9Kqkjmd#tF zg@fNTAp6^0teFwU-u^fTJ@$-L&9E1l^gsg|7stYVeQklsw@%W>jpf3>G4Sid57c&K z*)N4#1fe>0#Jg;qc%w!d@I!}LO^fG5t#T%}(PSpqXmvomp)vu2Jm`VM?)p9*&*u3??QcG48(%T3?>n9Y!xiHT`H$k+5GY_QT7HnDIl+&sD*?=+ag z)`)p9CUzn&aJ+<@MW4hTc4fH6<}^0sdf`pQ@8&*@9_YfPf#mcwxYk}z(gzJNX4_7# zt85o!`RPEK$4N98oKA{o{0H_S8_`4G0hf%IVMbNxf?`||n*2zF(v3Z8ACUOF7P=%}n18b9Cn1|&u^->a zaVc)8?6rhwC``XVo*RwA*uz)wr4C1&3nN*6O&sx3P=Y_Q^Rc3!5N1@_L;Bp&Olsd^ zHf{JRG)+8%n|#vA7`GT&UsW3;I7>$Pnhm_Zun`yUdq);7lI0d3;6sAmW3pp`Galdn z4F4@KVb;z{!QB&|q3QeIaQSE*K5TRonQ->_xIv!tXx6e@RidTk8T!kpTB2rCUj&v`>jMt_uI*-$b+c5N){IieVIjCe5UZV zJmX(Jmn)MiXFUpE;y1nl`S-7Z{otC&7VUq8m$G-@awV;i?=B5by(on%@j=9+e-G3; zuV&-ko?%(5o%q&FmkfswpxvY1kyw1e#xycs_zK#sPGFvm4hBZVm_o`nweZd|v!65hz#u#~B7twR_4=DR93tNxyrhr9sPtDx$Ghr$273l)IQ)>&ub7mKL!qu9?N*0 zS}m@1>B3zy3`$ksfMp-V?DE@*xLvy(^h-~$P97>SENTOJ)8B&AGcqyLsTaR>$l}Uh z6WAG2u1LA$6YJYkxXRjYhz%YKOP)=D>YOB!_d^Q;=H?O?MhxTLD>6}+$1;W<&)FWC zJ!H*^7|0Fv#8+*naD(Cv_N!AaB*@&wi^bzG*=r@EGJz7b{&vS14JB-q#SB=ac?s9V zW}|}UC|pEtg5atQcYpOLnB^ED823w)v9e>?L4GCCm|RLMAKyULrZc#AXC>-sR7lItH^IZ{{Iq^CxPL~C>5=T5dxE#(+Z-I`r1!DggYm_UT%Ejmy zZ~>VqfM)HO854?+#A-~r>=L+f-k9r}I~j7d9}1pI^H}MNwXiTJ9&MT(K(pfx9#;5D z0&5b`Nj4uP#ykS`H9``f)CXH){E6DtN04tmlYR1YHOEVK1B0s~_}y=b=hF;vI`0tc zm-~+#-@BUSY&D^AbOt-6vH=`&UG4k1)H{QgFrpJXtwIiPL!QMqD;I;aFb@{IVnioE!l2RV?tMsXXTl8&H*w zg=fk_sK{``@Hc13IPG;Hk`xl%Yr&A(cM%uR+RUf0ui!fUC!0MdN^tX75tf~j!L{06 z+|RYmU|DPfVFMf4Q9-wn7cPO3<63ZEZyOYD@Ih)=mYbn7T5Ogs#2-CP=1J5O@>Z^b zl$*7XbLVNeqVhH zoSTU_Ucs16$(z8*k6y;Q-Il^%V~tV$lR4OKv*N4@lcD!)5{CSZV0RwThq5J#%mmvi z)}r_r9CRlzVbBN46n~J8M^D*A`*vbNir6ysqr`s6ixEv(gmLc@klK)oLCXQd-Bw{E z=Z>URjIv^N#$#Fxs~uti{)gv4u2rX?p7J42I;sR!64Iy&Z!t8cl~r7`4L+QaW(M zyx?v^0Wk^Ki;n}tAxh2zo3>5l0^_qV)g}V%obw6q)jr(Pc?PvU=rWUQRtXMjUjg3t zC+IiJmJN8)!Ol1{20F%WBfYyOGXJht!so<`rENK_pmri1esgjVRMf{Nbf|Dw%co$S z-UQhC<)?W6*Y(WOGo|RcR8IWP`wAXgmW?+i>v1xN-;kJ9H}NCX!IiFUShnpuNMFbh zXGP@-7Mkhf;@C?dFB8XxXD7oe>?F6kBg{h%U4|_hYMlO4SuQB$1>P;pVlRwog6VGO zK=2F zIu(BWQ2=U40=2EjVc3^YvUf`>zDjq3ox56z-BV8d?BZAm_Lqi}VkNvBV+=p8PG(*P zPUMpO67fg4CYNsQj~3UoQ0|EYd=7erTAS0@@n%7o-;s*?&sW3aCt>9Aq;7I#<7}qr z$V_h6>h(-CA<&s{Ry=4jRvcc}#IDLPL^l{u3{)~m{uwdoua?J66}9j*&I`WUN^@|( zNj$DXjyvY_8oz&N7dfr5!lZ&lT%OTijLyn|C(jP!+vGf0{PqG_yT1tAFIote|Cfjv z?Y`iAM2s!b(#(XF>)C|gQjE_5Ie78)Jf8Tk9nY?I;O>prWy*EOb0^MZplD<#Cc7aD zzkfZA?We~g@9=c?(6k4vYjG%hD~I5N)@>e8PCR)W70(JmU2`t( z_RIj6am(=Kt4G-UwuIFad7!LNO)TG~io(WFlt?Nh!9L?S`R5&^ed%hL`S~0anVi4{ zzGnDc;6z8Adg84H(kL-1tyYRJ-6gDC$hwpw#EXW~%{ zW8Kqm%jO&S+>hX)LK=f&!*SZ(2Dn5ofZXYyaPDJyh%`?i>y^b|`)NRY=*eaxiaE>< z&o3a)0;Xa1Qw?(bSQ~k}S`*eRvw(-QQ{b}aRPLnucL-va!XY{wUi+&v2@A}a`jyj} z*Ej#7_NxgD<0;S0j;(_SW(Cl_aUW}c@*YfEb4O6S@(}*!8=|IpAyMAbisz#2p_&ZA z!2~DqO0!bbiMNKllgG&`(KP0v$0Ba~P%XIh&Bx;CZ1k;^=YB-Up%c9WFAVCV=SL}V z{kq5SvFAKa2#EykZRuDO@DYqwjbl7h^4UlFv9RS?H@mfz5oiP^l6<}tUc2s&hLiGe zon#VD_IV0+ijG81CmRn+oPwvDHbKHlDQ*-cV5aQX<&4@#2_7u^0Ue_P$cvj>8TZwm z;<`N{g#X|PmgX!I)HJ>oEH#lWU439CXVoUc^!=sqTR9BBg~o#0DG&TmEDJX)6mi|q zU1)mw4Yr=lg)JNMq26N!%yAa6)6+XiwPb~$XTweScOH~kd>ea5Z8!E!J_aMk77ezA2%{Cj0K=Cz83u35~21SaxWGxH2J8ytlcOUB8jW(KSDatScXD56Uv4Nt!rn zD#hIYqJYzS{NPvSDRODhob{rHv7#gz9Rw@D@ys~x`rJkA(ZlLoS-u}Lc6pgNcFq`_ z9qz^ToKDBDx{J9UlS3fM-;28q2jJU<+un+2Wo?*l5F`VZwAq zb9@jv@FfVx@J$7i_Lh=wjhXDE3GSejEXDcoB5-AQBNmnPW4qotnD*s7dY3Limn<_# zdEx}U8P@QieFew=v5fhdQ_Ma!umqWBU)fciK0p>LGsAN}pvWi>6@L*l@(O1DBiFH5 z`x5Bi$`jAhe+A$ECW_0mhH#0|1mZ3XhoB8A7;&r(V;@L@eB~pQ4tpnflH1QZ+#Q7F zb@RBdyRwOW**i9Nx-2C9NkG@KC^Gtc7+m%mBI zvrCs|v95nhfZEjp%=BJZrty-zcru;~_~(c}{cnJd%@=X!>9MTr221?iorFKb_uz%t zd!(!HHe}nzL#)Lil4Rq`_FWH#haYc4XNMR0J^T>2UYkYs?5zN;I}ISdco6(-R+FNa zx5;{sGdRaP8ryd3V@dA-&U-Gwc{p=y!^a3L@{WeCqLJDfVaX+b$8nz$=Wqjeq;XVr zBs^WJ%e1OwL6Ibj?w6LMzh)-;&Ho`_%+#;c^ZXHZB+z4;Xm*SxWIqtwbN6fraFGxDQ73W=bgTs3s!oC0g zVn;(J?7yQ7r=~qbhXfgTtdvC}<%3|o#WAQTU?AquW;_<+g+DFM-VIRpdQh=)SQD`(~2;`a-@X}g&&h7Ga95Zq*#S?Sj=F5-Z zaHj@0_N;{sYn|BOd1`F>)xDVBF-&gPe1a-_Gc( z^@1c}l+QvoWe4iQB{iq zrJxn!lgpi9u-6V|Y)%mLlmQxy@kEE({ph!ZW3QL&$6lw|=o8)}s4h^zpV2m?=xs8} zhg<^lk{j&2cW(p|W$kb~y%G1$oXYP1tw~I%d1UR2RfK)GgZ0;GCi>gr$gQ>dV0pG2 z+-1gbVN(W(RQr1DwGJVXGhgAqquHX2smR*uL5q?-p9LbcOYx#4j7no2#?8d(wZ`*{}`3V8Gv2XQJ`0B6>Phd1n&ErA<{P*o~s9=y45mh zX!r~U-mAIayUifgdIvkfI1)>GwBcuACjW0?2bwog;M;EjW9vHyYF=!k+9lRGIorJi$W(r?@xZq9dcYpqWbC zsxVue+9_n)t^||TH$`CErUiahpD;((ksIS*i)+?IqI+h$z;?J0`pJmJ4AeI)9F^moM<~o-9-Uc!d9{O@heWGoZ45B9{K?CMBV&gj_Nuel4dVa6AnK z0u}c9)HZhQx0&2Iiz4=GjXK$B)>R|DHE792S9PU*sb5m{jxJ$B+y-y}E#Yr{n(+9rn*%3zBFNRxu^z&X9f6f*9O=Nvtlq+KT>fwhms3I0|HaNKBS=w};j zm_>2!&dyCc{$ja%4LM(3ylU{1G)Ck`XG&LX({pxUCb0hH__ms@e zxB?{^V{t*oRBq4yG`3V^igy*ua9B!*8#Chu44o3<)w*{uDQ=L>O+Sp~3-!RgK#13K z92m)+*I2EvW1yO>%PBO-F=dMs(1o8)^5T@331|XlEB>(D>>6^_ZUNilvynNfa)p$= zJqpqaN@TzLeAYGWB^<9(W(H^VvW6XN@%6J;WP1H6nE%ueXO_w{o78s-PV)L;+Zjzp zrZHMvtvZ+4;r9jxqE)$lyFZhZ;w+dI;}497Bp376iu3vR4l_08a4H{N@Sy8*?$_x` z@YyF4NOe0gSqo-zUC;M(XPa*dq_qZdFt8h9W~O4_)bY%|xmw&kN(G9(JD|(s26+6^ z0J|o5!pUAwa@^1#LIU0Kr^HF|j&^-Gl(+*=y!94L-29f9y6M0d$)|8HYBfv_j)m#B zeq!|B_Yi#F7LsCK;;_33ms8_NGTs{E-TDu>>BwESrlkx6N4=q%RSYq`R0yi8USs*0 zST?vjF zr-ZYX`e4kdUc9|^GG5ahCY$Y!K>tS{yxVmVzk?Yb3m6OQg6hc$$^smEZesDSMhLR{ zB$&SXDiL&D6*TYy;82zwyD9z}1Pk_K>gCIr^wgAF|Hcmw&oklX@XzA7>n>QgIvsB$ zkLBE_l!)*7Hll}*1)ep$0{5O)h$gQ5Kt z@eu58Jx4yjmjGHGaAx-}m|k50Q#Tab8tAT1htbw!n8?ku@Y2am@I+RYd-XmUt$63~M#o-UX=DXEh$PqH z_Z31Gh(N__9&30+ig|M2G5cJ0(EPD%IP|U8AgJAe;vxw)po4;&&vM|7!5`e0lZfM& zJp#*TBXgv03cKS_E;$*IDOh#N3jVw71G|revP-?o*v}WAf*1cNwi-;rk-c?x%laHx zHGLZS5$VQ;wsR0$Jq^Pj9>D*e7~}nQ%TS?Xj6n0p7w|Apg1uM&!}>*fT>acAOn=i3 zqjxLeq(X1*+z7Mh-7|oIfp2hYZ76=uUWVE0?9gNIH|`nrp6CX*i-(?3Y{$Mc_}=m) z_U#+by$wxbBXVYeW@9;KN?$;;YI&w%GK)XWtHH?W2Aa~!BmXNL#9ONq!Eadz=?=&P z36rnnSy};m?eb;#88wBx8(|TrFArhTHwA96?I5VG$wE&B0qbtH4hLjYNUcjYF+Fe% z7Oqz0;@4_%`Hsq1w|_sZNd79G%nLzgo;Uk7xege8EA;o7O#hs@46Y1^VpFg!S>~cK zk`;6b=AHV3yT28XfG>vlx^^z{$x8*@!7DiTM+=(E#1V1m1RR%1$eHvAGUPW*CQS1M z)A$EiyYD?3ZI}f&t7gH`2O~Urj48~2HjjCkV~3-hUXotn819(rGopHE4O`H60RPoW z;tJ1doGbN)s4Er=eC-zDT?W!M1GlQ;LkDAQ_&$UQuJT|!Z$0O2HIjRGxDd%04KgYBGizX5 zMy|dxgbn|VW!~D%G~b`r3+Dr(P`PyxxAgpXc;qIAjv1TrekMIpUOxvai_Q&?HyQWIAz70YQ zG5igm@3Ca!Bo9_AXTG?vt_FFxg4yw9Dd=Tc1+Eq{kTLHpn`Bl+#D$S~VtFW;YCP`7a46Q|8krl z%Y#XT0{54j$i1=F8R1Bm;K|G=lFWO-x>TrOv$+gbyJw?8$VH3@mSmEr$=H zNQF-pURGodeH+<3Sh10~eQiTx=>godLt@k#$*%osKp-cGt3t`L-v`|BG%MNirc1srgXiH1yOkM3@V*WnZUG>{Q#{TIHhQf&Pi*y2QO90 z;JeT8-xM`2K{*$PY^O0A51x-`(^RfHeKGa}Eh0?t=MykXki;&$*h{7B459wZ8R)cTH8)NDEVgVAVdL{PNPL5F+Z{*dOYtOp z->b{5z3MyiJcU@YYYE!akK!gdvBdwwKXNQ81D7rF2C2VYf)i^R**}LTf_mjd&^3Gy zne57|30(V|mEhM_!p2AbhC%;x z0jD6v@K|M@hqu8)B#^7e1CJ1fFfcWqX z!9Y>2;LpzOxI*ay%ubGjuw}R5Wn>!4?YPaJSDA$sucFvhm!>dswzAAtHUq0F)Yv&2 z6HkC8+mBw)*aDD@1h6F^mtbwdvXE0<&!y=0f zOoX`>8p$g$*^_O!^4=|iORhF>Za@XzL=o7gc$y^i6vNlmh0yxN8s5cr;Pir#+_py< zJV(4*iuZLa|8EGw@e0h74#TqNgRFdSE<5c=7A$pEWJEJs;B?{zShi0JdEXkv&t}Gt zFsWpGa`Bk?zonx%k9i?5IlPNl|MU`sC$~b{kyLzPvIgdD`Au9LLc}wfW^!kCD1Mbx z!fl#o1?S%nvBA6k!VbT`;%$N_;P7TLr2Tn~`uil9z@bmJdb~_T_?Fj3d z+#7~PQR4(wVbYwzVgoR-*ev#hSM2AWUbML{FScAbNQ7DucwQwF9?DQ~dcihgdDN7R zw>7~Dd*2a>BNh;oKaz*Nb%)@4DQv*4x#A!B7qR?JDQ?<_Y}%%4F!m@59?@3J{TV(G z5g*DbzH;J@z5EVivI@w+m1g*~@g*LR)?{>lWMbEm%b>yAkA?G&qWh@ZB3ZD6r9~GZ za&bDTwv8rBKe(}3YRb4Tg|HgMl58<~g3S&)1l2wt$)mc-@HAmN>Yj+eUX>c$tTYu{ zTnpK*Rfkc&eFJhR&*aR!f%hGv@u$aqoG7o#oU(Jl>9g;gyeJg1MT$Ks%(unWX`3^{&U4m&?@ z!!JjT(&qgdWiMek}e# z#xi~qT1>%zz(iCFz*S)hGwsJ(q|Bnkat3zX_KIjo?|%=A?*1en$!GRt|65pW%D}t2 z|Iq(=8Tt7ap~@x^&0od?alZ-Lx7*M{VJ5Rt$p~)HzuD5y#qe$V04AFr1HMK*W}J;d z9sYP|z7z%lkKEz>7I*A--^ZqUy~2$*GR*yQ`^c94vtWvICT8OlEY7|He_KYbdoqoi zl$%aw?br-+%BFDZXKe%dPb2$7g_-chN{#uhQco0vz7vxNr?BCJA~|xh3!0rqb2*jn z@b-Zs10A}!y?Gma-JQuo*AcvRLj}cZ!^B8`Huhv(hHq9Xs6RRp>Re(m%|?ODE|G)x zPZjW1>5HWtONr z?j&)n(IG)MlG)FlYjMG*D4edn8=QAqz#|A}Yc7u#94(c^!R~VK(wmK|ie@sQj(liy z+f8J4{KE%cwe0K-DX8XKM`|<{VgcL9#%2b9y7WufZe2^JJU2koK~q*wZV!lVt%AS@ zX7Kw;75jMqFqVFqM+8!LLH*cS;;ZaI-dub_^fvZm;VDbvZqq3!9x#U`3z}Hfwu`Kh zLIC`_wH3lj(lJ^01l+ydM7|%bg8iK=)@w)OgC)L@>huKsO)AX~=AOsGo2{^P{1|S> z%pT0+yjb;b3J`Fp8)gJ5K|ppayzZESlDXT+5zlV(9ZjWV8Q6$F{6~>dTqKj<9|P`! zE-*+8!Jg1gmj7rv)3}!lF`y7{7i%SC(YPKi#9&lm1ZlxkS8$3)<5vs~mL zxl*uH>#->OL#}!G9QpBiI;daxcyY2t@UdM2v5xPe6XQL=Eg!-Kr&s?p>r;%bx7vK# zY|Ek|L9bt}VDr~g=9k~}3XC_!2)r`ho6{3}>fJ7@367kZ-O$tPEqMK0NAR{eSma`! zVLtkI{LHOO6}|tjO^~qTj_3+zB(QjM&b;)~6~R>B)q(-}z2-(Xf6aqG$%=+wOt4s` zebtP8lqItE=rG?_wnmhIJ6u^bSwpmCUcMk&rcQ8jwU;PGX0>2{)kML0!}I0_nP!4A zCRXtIQ?%&(uC4W&IpcFF2cBQq-FVjgX_B94+p1ns$dp`xbxp6i*PW#T$*cCFHKLv? z|M@(rzvZhb5X~(S+o__DI3S@LWMuQI2SIPMt_Q+D;%jS|h>?|ClEuX+grLPlB9hsiOVr z3ia_vsstVesD4JqI1ia+EAW5Ta3xyFzDFJKQ7zbVLsnpY$53!SuS*cIM6&*^*?Q3+l_!{!)+Czus{cy7 zhP=S!xWSbd4_pLKBBDfF3v>lksa3tR*IPklP^ds<-(rD@xRym|(mGMBLrnc%(}DVH zaekt+I*+bQeG?#f-|@?wiaTch_v%@}!suYZ7N-Egx!w%X=0i6HZ7*ugDZg0rz_peF zmyx{sd%D&FgS_zi>#c4L%a+NTJLcqE5w>~?`c)&$FD-W!^($oyp4@qFe#7CqKxjJ`&ED6bxhzjT_C6q$rOl;tsCyf{xqN0 zDr1odqXK!=i49iD1_I^uFu{)#+4TV*#LeO8M1l65Ji%1C)8;5vuHispq)0pbim2s) zwCJ_jZqcvo)1t$?runkp9-`j14ngm%k}C()mYYYY&NXj~j}m>`SZqFIuu{;ykwkOF zUenU0#qe5Vgf9G}g=WNbp}HA4;AInww(7>huw*}ggFLN-v~clXUfBIlQkZz_4D9}? zay;jrKUS@?5p%7L#fDmB@H5jxu$xAM*u0ipg0(KDcvCCtqOg_p@jpjqybmG1NHmZ= zTb>Y!X|sv4EuHxJ+{b8BFOEF3veC>Pr;tZ;AiUg{j}{qfqO5W)G(|H4c}g5ZBa?rT zsm^C;kIRxse@8jUnY;o2qGfdN@kJ2yCIYQr8N(9WgeVM>fQfIC{1aAljmibt^2n!a@}pP z>g{{TlDG#)_m_csb~D(941?z@apr1`20d|VGEy+9K>kZSm>eEs9q;Ep~nn7>OV_9Vy(n?#ut z6<;o5AJ2=hYlZ6gf4jEfNz#_sbuhyF&J~fy2fXR|wbN*)gC$gc*;{JFZUcEMC5`g_ zO;fhU5yVJ$34UvB2sn*oKtLD{a#0bWHup6AsNW4m>gI53?i5(EKN*_ali>4MA~iy` z(b3Bkz+%C4cI6nsR(*R&ztoxtjiYOjk+By1)*hq%<|e}QBU@opVFkp9;h^~CBjEKi zO!Ph})O*hYFSgIdP8%0s{-vh=m#1L&CJ zdDP{1nlX45%hbItq+6W6q9AvDG*tx{>$~CTWd;T&q4HoT-39@K2BcUwfcJ|@3^v?K z`-Dgkvi+Yh*?T9jA1xQLj(97=c0~{#HZUFU)_jNS|G1AIRepti$nwPtvbIv?=Z%p% zR!i?$Nzr#s%hKwxSIKDe7t~JMW7O#6H^j2*1;oCkYalkO7Um2oG50UUz-8@|VDvHy z3Jko!Pv-~(OXY!2&RH1!?;*vEP)H@n1+AL+0aW%}f}{E7DAU;swRB&gCw>2f-Vdvz zSDndd!M|eUuo8#aBX;OWFAEo@Yz3?>iUNahEX=OaG}*1vba8Eksg>4u%s|`4^n&qD zQ%PSFtl^^;X7@*A>erZyRh6G7G=?fDKj+ny;UzU{`{Xy|hL#)nsH+}1`{7|?+2q}X zgJ>DCH9-j?&YVCKV>^&)W)pgEI2BGhq@kpjG-@v0gtS)QN0yshP^iim(oFw4{eIvl z{i8#k+1O4n&5rrB-pUtf;EDuFxqJuIwyj0qux0SazY8_^Yz5^#k|0qS4ihC#!x_n| zbl;KVcnmATz|IAG{cShq`>_{a%c$aUR|~QFlx%!d${V-rNyo(f4e_s}6E%6u3}n6M z9BqM_(wY~g=)cNUr0bK%RO$RZ)Y|<2h>pN~f+^eyTQ4+0Z?iPxqnZb9>tkS>R62N8 z?+3lrA;2%a2%Ys8AmUFag;)_?`2aoG0qci10K0vd9P>rSH=|)@`u-p90!H zG6nT%zCx0zA{clYi=OSxhQ3}2X4row-TXBQ?<~52smOX_(UKlmXRbVn<&q}1@O5e|g1uPrsWHI4jxC6U~JuZ6UVj3*>dR+E_rmy$P2GVw{_ zfbY~v1xugf$e>Jw-c?m08|*Xat=fn*YO_&boi%ziqZPfQ3?XKo6RCN~j($~@iw-md zg65M8zy#IOR>p^5!NXgqwt0xz=^_CSTd%_Kg9>Poh-2(OG{fl1Am*)J9b@0@jr42t zhg9;LgU| zF!ys0^V0JZ3;ug%-SfF-)FE(e$Hpo6(O( zX?E-8xophn1Z4Xy3pHq^(fx~;f#LqisN%~TG}+W0O_?!(%4WqOe+g*_s#XTa{Xn-D zDd9u%i?NBrH%w1neQ&Dp!Vdo^eH>eTUJsLw)xzsN`>|9s0mDNsW49HjQ|7lG)3Sy~ z>2SZ-)S64xRLnU~vO+$IYG{|I44+mL8qvFmvA8jmPwwlvnQatMzVxsWjr?guLCm=&%u5^IZS+6@D{sKHvykK zNa5`K)A)X|vlwl97@w@Vmi(q@LmQXhqr4ABQND{`Q>PpZ$rX?NDDxy0YTi#xVk~9@ z{zByeXzjQJUq&?{=Whx`>0ARldpDS=V+s02dXTsw59*>qU`gRN>csD9$f$<^v0gX! z%SbG%vBnF1G1&;4our{eXuvxERsuuAba+uRk+I3^XEY_hf|+wO(;cqDJ`;wbWu0#c zyQETlL_7=+_?(7M2s9@Z6IT;H-y{j6sh0>b{t7XRxs9)W$`VzgP->Q>4Vt$7B(3t& zmNs_6>Dd)#)OS}SI=)1Xz7<|cbX1oR(iKIpD)>5BJ#b=XCkueh+rk*uXMz2vFqpfy z1$Jtk2I2Kic=A4%diUledj9J^(kZ^pWZgc??45BFU3g>yx9iK$%_V(|S4a~&+z|%* z59h;)iSbPEX9Npy6nt%CN)8PwnNj;KZJ2vPxE=J$j* zVA6CDd0UNtL%=t>WP2?foVyUcww?p}eLS)nUJh#&AEJ@m&9IVB0+C?}O==&*`MH;{ zgUA}I*s%c{Xt|BMYfi)yYqBt>!Fb%@gEQU}6_3?O>EO~6w^Dt_=AlV{>uB{o0y_Do z5*=cDi`3HnM9rHTPO0a9C8k)MAYPR^LP=6B%y>Tv)ekekS?mz3=}H05DZ60um>0a) z$_Lr_v(Ve#Pfh+g2R*f2kH%WnnbCt|;I?QYa$P+UX5sSVdOLd=$Fwa-rpXH05{F^4 zTNabBGZ4~_pJnXVe_{MmchU4@2SU$g1p8YmhTlD;f*($ACU(zQgFn1ugZrH>!%x>J z5abyZTz~dM{J>xY`SCRn10Hu;35%TDXjqx{*zJj5$(5zj;Lab2S`yRb=AD zkASzDEX;l%3%9qLFt=`)Lq`b-v(nm-`B!I9d>jmG?3YlxL&9k{BMSEDEMTui9A+1P z$wGT}FvxYvB6J{GhG{i5L9ULP$R=?Xd^z+Frp~{FmeqB`_mA_L!QbNasn8DmQ%45& z-g6gbbT}Tnle~nmgBf^V*ckRU&ka|XI*UiWX~JSHIsEqHC}Kq3k181~BWFCiPu{;P zM`7ta5n3-vo%#|>dI|?{FYR>vyQUMgTwaB)Vdqh&hY)3bxeAdHz9?#V8#3z<(MI*r zXvWueRBBXCCI-!?Uo5IYn~a}8#iW))Y&(DPhUh_V&Zc&rqG@BcX)kB^!_e!hJcFY!Hw3zmu#=fVVp z=?fiP*z_6KZ1W;-zw)3T>ffYxX~k0uY`Q6hl8t22_X4U-c0E;m$CmiGCJq;4#F^u& z0Weix0d^Ih0Zu`{EI#K7#yJ3+PCrJ==LUl7!VvJ^yn#~lIz!uM`+?<7Ew*Eo3oCoF z2=!OBqVCsKDBSV{(|)lEm8m^Pk4lQ6FfEF~tlUBRnHRG#_!k(P#1O` zZG9ma$D0*o3S)zYZ;F9$tAN=sD&lUJ(=o5PA(-UtJGgnx7p$=?75ngG8(utT5pJM8 zfH}Du;}doUP={vYNPX}+Eo0$K&;DdW@A>#2sboHxHa?g^4TnjP7ET4kev?qx(E0}y zV@hlV-)k7=F0oB9;(8(Bt=gRNkL)bs6^2Y`=KkfqZ`dH7{&o5^xR+`fP zb|}Ngr^!g3aEI^LpVR5Vso>Zg4-LzI!-FkG;9NS3F&JLT@Ge92$$2~Q&&vuiMXg-y zjL9BsZ`M7W4sgTBbDG%b30XY5`x$m2AP!rRx&*J>w}Ptpr#oJ26w;k0>*-Bt4s^*j zX=?U9ZTjuhChCsYNupY%6z@*T11g{!lGo<8(?ART8Df6s5ZaqmqYS;q#0X@kawEfiQ?i;V~V^ zPiN8-ruvw!|vC5-D zET20pz5ayP0}rJkrx zR-%OK;Kd9G;<+@%6udvz$4;AcO9=M{ujp7_v)Zm<9S#sJ$c;eoDzP;(v=6+lXf9 zu@f;-_as=4qX^@`u=B@=?cZpUVpcS>VL=g*_0v+vM~ ztwZ$E8besOavo}5;SSvwr@-eZM<@;wheYpKu>Ft=Yn*1H=UWfskI!Ai9L6#*{KFos ze&qzh``|UK@f43$-*LpB&fJD~ewW0rHG1Rd<2NGKGnC%^UYjbsolCh+;wj_9t4Y`0 z!Bp&KGs><`fw&!^NXS3m0_4Lqu=+BLUcV57xy_T|<|I3?#d>w=%46N6S+*Gc_Dv$SV%r4r_>oGYd43?I41I(&4+92$ zuK^?7BG8n)02xQpp`$Sm8g;wiU|=tdO#4oKvs{m+hMh!>RcTD7cqp@NWh@=XTY@h? zfaD7$*ZqW0!_eA{s`qSLjT{MTPccMpG{(r0v0l@xC5kV}J_b1%Fc*R{JcO9|FnOk+aw6CicW6GqSw?3XA3mHjEu+Mz)C zd@M#jk4({u_3PM2I-YD(y%O@lwjeD>NffEyh~7kOrH#*PK<$byRB=@g7B!}#C#SYR zQq^%dtZ|%PCL@9Oz1oDWIp=~so!Dn8H|U3N(>r0>c)Zf|47nPsU1*L)%IIQA#&uZf z_8VlCeJ)+{)r9t{Y@>R^e^Vp3-N`rClBt$qBWm%|rNjqjHC|_F0!4?zf&4y%-jA8U z;@G7STVM=ECfX2ZJ`Mgnae$#xOL&pEl`;)JK;OPI6RDo;VH(I0rtQY~dL2KaKTSVr z<)+)#WK?EOGE@i3UqFNfNi^YHdtA0@MN z1!{X1fu<$QW&8)^nVsD@D&B7ZYFQp=PR$mE+ER!VYoZ}HW&zA}l3+T1Yyh7+G3Mfb z7~`}@1=Wlg5@#Lt@ogGy*e30F*yVFaiK~y#;F4LE_+ujtBISz|aVc>oe%19P{&rs; zm44I*O)vgIFOLkT4|Xl1%Q+=VsB1{??P{Z@9GOaL#kUh0hoXT^oxq&DYR!z*U4jXJ zTj7ms4a}LF4+YlckUj7i9`!tj>=s!%ImQP)%uGdAnah|HUYd+alz`7}SuoPX z*tvaH&>i{$4z-Fi&Q?zt`hg^){`d-$@J@kUTX!6N-!zdtU(kZzoRfh^iC5uzZym^R zo4rItnhK#;)=d=9?ZoYhm$;bOX5yY;3ccHG09F25gCx7((D@%P(=T!(sO=J&bXSx! zEvvenyta%b6|c=@CLFb9hNQ1C*QZG`GqeJkr?E2352bGqm^GbIUZBD3{LYPQ8Lk#$Y+^Axa*5K_B@264o?sL@IkV;pXgzXwTJ9xcvAlaw`mj zhK3Rl*%#6g>9_C|p*7gh&OO+R!9>hPU6BZ)IQ+$$M;LE$1=rqt9M`nZ!jz6J#ubNb zsml$jsA(vlZr`FqznuS-a*-_{f1kWYEn;_3VYW{Q>_#^6)_E6vS15qpQsT_ZWs&eW zGXi8QgW>TCM@Tuk6?%7O0I8D>>aRuA+D;mc>ARsnHLdW|;yl!NA=JEn1?p7aO6N?n z08IQl9skG)$!}eYP81KL)xRxJT)`J)KX1x7W}Qr5cXPxgbQG`-l~&V_`zB&n4kqHh zw}cp<;e3dk7JgojP>;AT_` z`?Pv!a;6$SJs}ypH?$C|KO=`p*ahMf^vf}sg6UXx%XB>O^9SsFlqJ@<_cr!pOqsH; zcuIGdZKFTpUn$AR4$AcLNwQs|f^xoZOW7=~BeLE{5)lPcLGF74+`aY+Dtu$$@6sU9 zPY8p!+C8wgEf9>fOJUmPLdd;ZORcw=g=V>?puogqOr?1!WAyDh^~~QGZjRxgp8u8k z@@oWjTkFF5MKhVVy8kf`urj#4<|%V#?QGU|O9p+)^%h~XZWkV7<%oB=hT`AyjY)~3 zDa7}KukhwMA;i0;9Abnlz}p>hBFJSQ74V-kvf@tBGAeeolm0APZJ#!!Hra$;wOX8x z+Ps5EPBkIChTWOJGAn>j{Q>Lp{Xyz^D6_d)3%2Ge12QZ{sTp#h?7ImZtPW8l`~>7_ zISam1GZ;zjy-X4L9hJY#Mu(r*Aj54D%$`{pNP1-q`Xqe`iZ@0vA<8u9GrJg>@w*jn zdYbn2vLp0cC*hrS)9}0tV)&A{O5&dGG5mh#5Nm2p%uXDkr!vW^rwqs<> zr+`+z1l)|fghW#FAaAZW_-#<4j1!w^^A{2jW4Dmmq@Ki_v$92TnVV68f(x1@`3lUB zEkPQWB2nMWm7sM;o_Tzu7P)wfG1S?`OnM$c{}s%`2MxloZF|;WM_kmg;7^zEp1*Uj z_3_KF12$n;&O|A^BqAJ(UiuDO@ZvS0lbuW1q^+dVqOB;=3PZ~I*HYpFT|+vp&?ol> zs}LJxF5qn+wBf=A8IX_rjTT7jKsM0?S@*k9Uh6${v*`+2HD4CqK6^GEGh0c6PH|N9 z#vc8d-vSy_d*I{edGy`?mLlWSD%vgP0Zf?OMCYhqM(sLnDE@8=BrSW70tO<%EvXgU zjup@^7CYcS|I5H?_in*{6&qpsORnK@$t_sG?+~mhTN+QjJWhwYq+vs9BiKK;tHdtT z6iTCaHAUTfNM=5mN-1!2h;QM^q{@NK)ra-TM0Ta(1_-wB!II=`Lt`uFm5=jRIQ;=LZqDQ6xjObw)BsPE*B z>Au9=qhD|Z>!Tq3>k4dRZ6M}K1{7!)fK9I#6!ouyU`ssJ%EXaK*iv%CYb=1Kiizn3{HGj8;vK zrhm3d(pn{bltN++8FQ(n~@ zI~z*uHx4D5&Gz7m(*voYg{zTdXFa`Z;}SYHPlqn~)I-kI6Q^0z8Z`~e zjAQC6P?;tMSzjbk(Af|4-^`eC>`_7w+Wn?|uRK9AYFVJ_wiy|lrGqu!1O7AgsC{pX z@LyxnSd@Y;wpn2|Hf600(bM0BeN(K&J_;7&)`lK<%sLCK@%{+5>9Z$6+a09#Wd)G6 z?~ah#jb}(p2`yr&_aU-ty(8I~brK5-vBLB!`jCnHGPDEKP@aJcdThG@lDBr!+op&k z#r{NE+sPK4I3SIDR_l;mM?X^8z9A^}Z#pPZL-5G@C;fM&7{tGjhjq+i#%=u;o(v%yFHoBddgybvNH}7x%(}&5 z>>T1FJ^HK~dTyw}<5ny7)?8;$!e4`AqaqXZ^DA>``4nbn+C%1Nj1C(nm4^!ARLG}U zz4!;?vv}sLYq4NJ7+aLi zkkAKLa;?R7YU|-QUN}&d8Pk#Z;X+z&lOe4)TZaD2)R0R)KBg9S@1yz`wi567BZR8S zG?4$o!v*K>pyd?-d#{JUN(hI$`?kZ?KYL)?KrYH=`t(@_oHb*aRduJ(&7+2JZqHA6zrT>FF874;-DjEINn?zZUnsqMVK`BA z`zzKo*$6)_qlVkQem{O^GjVnIgZNKs5cfG^N;Kb|jzeT8e)8B57w4@WPU(yv4D8^<1+O08=$4X>2P zCT`!487;kSxZfuJ{?N!_V`B16&xabHVotc z>;xb;F9FVFaPU$(1YW&41ieKo;qrJ-FThm>&OM3(gH2)3H|rSH)=*A6Zfr&;X7)4r zO=FCnvp&69l7^|7IuN0&%sOuxMjH|rg6mxkh8g|Bcpbb4Qe&M=(?%n9{gid+$&v@e ze3L@l8k>3+23?*MWs zq`;2+j20hR4Ke5P$fqr_XpoVFkG}(%fV%aryrZXq zK1_a|3g+JpLE-LW=>DU?%uBdMznEx?M;D*NuJs+n0xHe0^D~KO75u>IL@ad&4 zU{ie_(0T`$6`lmH;Sq4}vHRgW}(4csxCdD*67A?!WgHt=~13EgYD~ zzNk#3i+0f9xjz~ma|mbl;(6%j-+UOF-~ejld{F-SFi=5CjGv1W(-dxsZiplazHcG^ z(Dym^ea;(<-RMfl%#FgkU(d$hgnq)arVQZbE-e0{ITgQoErk*oxu9;b0s32&FFiAT z5v_Ytin^GgNzYZ{sm@1opjLQdwFv$%=+<0+fzHXsjY* zG~~j3&c6<(&<{HdZiD}qO86Gs2y5nih6BsRn1F!k^fSFk)XSVj+^jfeuh5;D+(aOS z7!10P$04)AHO$ep_&F@W1ov}HQ89xQEAHXrQZ;zWv4_~^ zm{u&>+?a?ao$!_0zF-@=ns7Je3fxC*Ca&xfiT_B6qsq%|kWqdYy8 zXeCcygfKK$rwo1GU%;Ghk7H0pHEkPe2CvHWV46i3lXxZyHMAsvTbvS8Ds!GuksI%$ zzPQRXNlUUWM^oslip7Ndv3BgQmq}IwSWG8BtnGIloSzEZ3|fhF!JrneMvGLYFM~7%L4A z#``{(1I(D@tOJm+*b%z-{z4n#;=o%X3qBt{O3k=dPVcn|h7-Qq*~HLXc5?g|bazVv za$dlpzwOf)IY$!t>PMq8i0lO5i_{-2)+IXgP#ypU?tw(m~M?P zM#tU2OaEA5)B6u%BKvdL?=%(sEp`jjN}r9_94RH@L*uBXhwsUYx+lp?C-0F8&(9Jo zaxRm9Tl`3+8>h#M))+iEXcBbqW6{0e5y)=BcC=x}UdVo=gpMz-p;enRP+o)?qQnm% z{XUwUQ}LVj*_cglIk1s=QWM4GgzupX1Ky&v11Atqp9eZ`9*V!S8+Q1Fz?tz}KC;>j zRv*%4q@S#2io?&+1A90^wS61*_VROV<0c`d;F3+a4zPH{xQJAL^JU!k!9)C(zbAIV zAqr1X+Cy4nuJrcjO_XDF8fB(Bfo^=cnhX;=No6=5rCyi15cdGgH<`5uc`S_yUE z{NX^^AgH8ogr~c8L6oio4=QOmv%wl3-8)X*cxs9a*65%uQne78SqMp;HFTDeB)TNw zPKULYA(N{+=&Z#_sKnC%Jy{=uPHfjg`{K(Hd8iL1^iHLj<*Hc7%qOOjlcG&M?8i)8 zW*^6VuIw|_BUDW9>ou50l+~E3tAv<_ZkvRizT-^VomZiIzExAUe-=@H6Bbbuf4(OQ z?oOlFlw`6>QkU4&kcMx08--2`7{O4`RG^$DLF4C9gb5{J=jcoH+wlSV@6}wmeOwEY z+O;VclRfmaTN;S|A;WySF3X%Nizc(?2X2n=y547B+lsVk@>-QGR(-(68Ve`ltF_`m4Jl-O+W6%-i)J z^=L*2CAQ=xvFKPLF=?+FEP3!0uE+la{SVooX_){vU(?~+vlyu8i~!d53XCQ5;F;S) zjlZBq+{|dC9h$~;9gks{jwjUN@i~LmyeIU=dG^q~y@K`|k^t?_Ty!%*9TaMd5pK@_ z=^Ozoyu<0ML_c;s*&V}24Y7k3_e>|byWtJ#L#FaFFHD&;OR*N4NGw!J8=E>l&v)Y3 zYO+~MjTX~BLrrRQq0U!EP}+Mm$Pp<^NFKqJ@%2(dAWV8HVAR#zJjcat{spANQit zyv@w@+)`93N{2NY=YuyV#w3pH2Bpapn7KPl$1%iA^yiH_k@?&Ne>u{Q{Zo36X*}LR zJj65c-YFQqX5v)BCGiLTd9gaKDv^zUi>aWx#`C4fSq6nkCD1Le*3nCQ)u=uH2>Se! z4yw=HfSmR9HIeFi1{Bs!W^B}5n04#!K($mS1QywSEt9k zB2cMb0rE)kXRtk1%sqB3s_eBuxgPO!_1cACT2MYC{$Y97-_mLZrGX z^jxIqj+mF&COum$H>lZk331c(Zj>qBw_qz~86k~bGatksL6|psT_M7@<`QD%E9M5S^VZ0k$P$dVeRn*{rAfeHpGQM=qrHU&5H0O z#Rw+bPKKI=5@6f32$Vxv2#^b+=A*0h{zbp&_CpUrwxA4Fh?DfYz)`k--;i($tmAaP zWL|z7xtmj0BiM3~<#s+_&b#(a;=J~&@-C@?oMq%x&L;Iit-v^meLEb&-jJ2&3ihb; zZLgmSU)FwLYtGB@H(L*~elG_ZGTx5Yf2||bHz{Iwcs%Flq_*=JvZr~MdE#{;%Wv@k zp7S}hv4+<=Ff3&8L}5Vc8Gc&e0q(~@AUDTn8&~##{Hs} z@RfV73+D*(*=0%(gtF_Lxrl|S{Cu@rtb)=3j{m2`Nf+L(*|pk~+qq*g2WDNo#O7Eo zdzCCNKed4S`fd)_yMH~8v~;+7JH^^_Q@*g;pA+~2kJeiCcL7|vtRvsymMeUvIg#D@ z{eZAMBwctWU?uN;^(I$rSwc5c6$udvPVqA+0PE>5?nlq>Qgxjpw!aDPu$ z^Q`JiVcD|@{M!6!wfe|~?{+!FD{I_hh1Cyv?>+Zfa}!gpX!=&JS6sl4Za&I$hySww zj8ggN8YAZI>p@oBb)V4moetOHE6Z()(&jYh__FyX8hqBLEPkEl7;A(zuqA&z*!po_ z)hJylPR}(^D9%aqKj`aB;@Ual{M$q*u>?(3>W?`NEXgNI*ZdvR^%*K z)(R~@3pq=3RsQ%c0spEZn)lli%5CfF7q(jveC3WL&Z9P;`&OaDr79JSdkGZ@do9RX z)p@>r$DREwY!eBYcQ>>2ix2e|kI(;2AE?>%2T=cOV4KKV7P zw91V$?)4MC%*x^2HBGr4(PQk^Bd)wSCdD6Au41e7T6nR(Mcj|B1KfR`3*3j(6};3~ zHuq3Becaz@2B)$loNHR5&aI7|M2cHXL7n}>`2z7!Rjf$z& zOxojzX?dWsW8&Em{E-1(rCshpa*WNqc`|Jd5pC_Y$QS$HdX zHz(xnd3UjB;Vbe1vb>Z(ncw6T~i^~x$qKCON|MITib>Cv6q=bcQ0P?lONwdF@t4W+j$+GXni%1eUz(hheG0o|R1f|$#`#m>4}|Y)G2SmEi64Lf zew*ZGuKc$T7s_@BEiH_>SJ4){#w~MU$o>u7?3e4fJr~}x%a#^$VSl4}wqJ|CJ|%(Q zgc*QY$U$~yi3~5c;W%?dCz1bIQ^87oc*Y)|{z({Apv##)Ea%Gw$=r8boYx-<;=f0K z6)H%^F*^sR^M92W@Rf3H+^&rg{Bq3~tjwBRUNTOZ@1%Bdr^`PJoBHRn{yCS0+eTx! zN_VZAO{KnkB3N+qgP*YF`p1MW;}*F>KP$Fl)QsCZwUu|2y2&@nOA1v##`5M$((Ll} z57}W|e?F=vpZB&g;A!`KUUTv}?(O_p-0b2uw$VzxR-?|DTQU&9$tzwLuC;l@sT`id zZ#-ho&po$=|8~@pTk#`-Gby8mg=_v3h7D}v>}!Tton?KOTlT4QjwZI;QvWnwuVpo7 zz1W&}oBD%Q4tM493=)J3JQi_MTTc-c`StM!or5lXy4Z{nU{<8?aH zYuuko@^hMEIXuylT~g-5OItW`tkF*PaPpJd*v-*w+s)%_&o4L5%BYFYb*kodtnC>c zGfO^s+<*BJT4+Sblwqu-4;)-(`Oa8=i3LNy-YOcq+-mOMn?1!4$^((M>jgPbDXvWhVS$uF0$0=m?|6(e2;Y5`77rna<2QHa5u%Tak96?c%8?u7=Gg~;nqLB zZ0ijh?)acG@0lm$6$cbK=k|W~%N=W;q2}__3{SFAQaAXe4Tv*f7I6JFIo!$v+5F+E zV6I?J2A3MwFNCIe{`$pFLMCLGao^4HI({2@alL1pL}@Y~syoVxnU?dKHd>EVrf zy7`vEeL`pTLZ00sWU}49v17YJ_+P7!^L4ki_@t`yyz`s0-29@$TwZ4zI}$Wd>#@_0 z3%cvV#RnY_rdB=TQWa+M-TRFBCudyw;u2%-zF!un^T{1)?T_FN=TX9!v#R)4`cK)H z=iGTKbKp;$X%i-DULB_g4LC=+X0FZ8g7>(ySr|U&x^Vd`#6Q=c$J^f!=T_Wt;cOx& z@B!e?^*#R~)ZsU97oR9|Vu3R z{Xv$Wl_|%0sXu3R<{lSTy0-F)75}l;x6ZM~K8F1AoG-$0p&{0^GoKGD9%Hrva8;T< z+!oG_mkst}9m!N4FE#{=#3P)ytrlmv=@rw_KbLDTUc{aHeUCT#9nAf9)aLU(HgTRS zY3}2wKd+gU@Y7$4Caz?+3$W{qEc=JPeCaUSP;Si1u!xMk)U{Jb-h`TZtw{B7we3`m4<8F6#D z{Fr{m`@gx|c~?75@V<>#oF2(-(Vfjtx>L>BKgPz-!eYK8XfCHX=M?j(d@}d1ERwI1 z@)zda_vG9YR`3h@rV7XEvY3)z@xmgfEa9sC-u(3$m$;JEXE~n)MPYU42%EmUO2{tW zE-W`)!0D|$!oNH-|ZcH>GdPN(fB5F z@lFw&J(9@z{!8MQ7-{hFI@#RmkXOQC7azW?Nr7)Lo5C8sGT^a98$RvZeJ(U7hHn!e zVxx@{_|Laz@QXBdaG8@o3G<}Q+0Caf3OnybaW|LUgAs!Ryyq%QPI#<|oj1=z81rlv ztA3PZyLy02xObP|KChX7(rqLRIFiCk$8<1ZbH_c{Rz~p1=M=wZx)y)ew1od?SIj+P zEVx~N8`wqzw$^R6Bi9q^#q~R73+b^(T#uR||IyNvw|4O783jjfbxtHVm6K*GAIfm! z3SYu$L96-WHt*TtEvkH5)O5Ze_7U46BgV@nOyO?bwB>?ZaQ@Pb^R*ka6#4(zyY_#m zzVAIQA*oc7${R^8B?+0mIeU^+k|ZHXk#15+ca=0GN^;9BNeBr^!tBl2V?vTt$|XsX zR8mB#g!G;N&j0DiW?H?>%E`lR1+lco|N67k(Vi(O!ux$J+ z!R8I+0=L^Yi05z(Xj~Kz9y#XWuDP<1stShj#ID!b*O@qw& zyCwZTlgZ1r74ZDrKfvb7d7uQlz>-G>@S{u+SzEFk1{s@>mA|$^ucy;tb6hYkc=i$K z-oFeSzRJRu96eIAt`e)fnGCBAEhMhiOF)N*sKm>62Ju`UNY>62|IgM%0kn63+%z7T?!<_sjS2cyuqI1BuMn63FN)ADhxQ-3Z{5|#}Z}ca8sogetxMQ zOz%1cD_p8z5St6Mr+kJ6y9c0k^DU@-^&6bCr4k+&WB;P~C^)otFCMeJ3hezCLc#Y| ze4d^n$NrUr{)i5+weu4`Y%`A7f34tpW)X5GG6g0n8$DyxY|YYCkHVGqGqj7ST&0?3W1lf>>2ToL*o zS^sx4w46}_W_{Ktw`>?FotkR;YwWBb^4$?Aeb58OSVX~>>Sj=Xh6}W)wub_VBv>cL zZP_1o6IJVYXwnjc)mjb6Std?!vs#w)2^|T$Y$6cp>A*D|zQFfDpP)#4A(ojIKyDu1 z2uFX-f&~(OU?{~F4>dg%x-M&aTf5#M<=(NqWUE?drlwJm_Uq2_Cjt9dH z+OIJGOgbF5TMvfLT~Ep>2llJ&#vFYLM$(eV$vqEEKfefvxrIxKbVD(=JxoECxg_Q% z{4J5YWJq9418g&Dff+Bifa@d<)*m(E#*aP1+`yf%DmM-qhH{HK0JunIYhnSwJLJ2x<2a;Uj&7_zLAnGdCT0 zf3P9YP8pn(_=QFP&X9_bUqF6;Bvh&t;v?+~@%8q_uq}5M9NpuJHS#{gu0z|%1@A>f zraXzP{t*Lry=ld@9CMACX(;QBUKa?!y6 zDt1kT?hjAk2@AEMkM$6ED!yM+&M>6=n+blqOct80gyf^+K^(K;0fw zNW|{~k{l!?+3^u%>EL@(YITm(1iS_1vksFRvb{j%>Ee>Hm9cp5L@pFbi{rB~ko;3K zC9RL;;oqidKvDS^SAt&$uiY#p^Gj7o=jc5$by5NpGqe>!&~T zBfqh)w*grEx(bYM%)%gM2ayUhfEtgM!c7P2@k5*O#E?_Ry&6zXBD#ezEuVqQQ^Mf~ z=hLKOg(JA*;DVLTc|!eDz^m`LK+DU$c^CP2H1>d;S{LpCm30sYr!;Og0`utaQFt6Y)>`B(M|TC4it zn=To%pgRe0a6=b-y0H$rPEsWKBa7jImGL-wc^B~Io4|-I?{J~!4H7Fj020;&foE-< zSaM_n2`DNAy8`n`C};;3s)jJ7*9S_Ex{)4NA?TO=gLP|t;3d1y&>{B>xTPoqpSP#r z?e8K%(^Nkq2>1=GUaMkb5(HiE9Rm(?*AVjahoI^G6WpVFR*EMz(+;?yo$E=wEWn4GHmO>*ib~GLox%Gpz@E;)S$ujctXaafO zJPW2DGk`kPHZa9(3Q29e2qPqIV9rAi;vq2yOAG#RTa`cInaU=hBV+-zwkn5HV_0JA z6b%#N#XKiO8F~eULU}q9_JbDF1CFxL(`qU7Btqc(U7zr^pP8^|y&>cucOmoW zL};-<5*KNF1fI7ONL;;#pqf1o^KLj0J*6znxyc8Gvj1TVg%N?DSZ6vN(gZ!$HbQo* z4se@x2`bJxB{*$-ADeF33ytd2pbB3PI-k7?C1+=ljFh>==kI-NuitAr$aN#WNj{|V zTsa6Yt0yna`+$YSTIe@)5?bYW6a51h33rt>+u(dO6X!vlAXmlp_uf9PaT@C6e(q8kX*V0I+=^nZL&Ywi@g= zHGfr)#~;ZD?Y_&f*@LrCvNW3j)f#eM!iXyM`@@M#Q%zeHnc~*nSkcotTDykcmWP_X^CE z>yQXDR7eXCakb}9yE9>L*CA;0L_jNPPwd1hJ5Z3*Wx+w_O5=gMYx;P@0B8a;U@0- zEh)sp?-ZP>w?wQ{WWy&fbI4MUSolZme=O7W2B>X33h~-Xp!qpPU@B6B-AO!ncwQZ; z4Ge-4ZhgV`3vR%bQsd#X!P8`%mlVu=F(g=VwFFFG6i9wqN^;MM_f*~0kf=S9AT^J7 zgXEy~SiL6<=iORGT<$!8N8PYk7xd+>2tNgVJ$B(`i)(P_PCl%dk_8dbfoi)m;grOD zlHn^$&h!o7s88*tYUgapoaj>|rMm#g-K-}=0(saMq6Z_w9U!klgQQhoAX&>2$(&g^ zpvx;5R&ezopQs9kd$>@|&=rnxTZyto416H1M*6>}!@hO%V9e@$M3goIw!}sX%tv}a z-jNHWed%|>E5ieDKz|L1+He&cEw=_=k0iB~jdMk)A{$dmqt_O$J4wjbwS% zA26$O0W_T$0P6=lN#Gq%GGQp5%$Z)mHQjs=YM$4Ja<^>+ualR;yWi}fQNweBlrKO> za~-nzbOzMfrUO-4HWHn0`jDS-gsYvvfev5Jk|FLY{G!7Xe$rb@D!sOdbwxYw2jw{2 zIY)@yymph7!5A9NNr(J#ZGw;iO~`ShxP^Ba7YKJlx%fP&+=O6sVmxdV>lC)rXX8$t z$)v+ANwC;^2Z?byOA@uJ#qER!q8oV|$j#^kAO9SNoV6z8obhS`U&oWk!^IOJQ%815|y|Oahig!|iQT$vA~;u*qg7R8ZVShIJ=F>BBw()1URgs^~1S z-eoKZKeh)>*=j{zbv?#4vZLI3!vi?tPYSNcu_5ISweYZH8RTaz>(Bzon-B&{)6DR;YkT4EZa;X?tQx!0ClGPRlY`ApJLRpHp0XF=GMbyX+D7EYbz>G2@^?&U6?zaD=2P&V>m@|FHJ9tx(|sf;JwX zu&SyVw3ogG98%R`OY1hWY;g;Y)Ubk@-W$nD<#XJ4owK;@?lr;jfN<>n-I3hzy8+#A zSV7-;lH5qAk03~~1gAvpz#ef&VEXky$oG80?YrR)_hlxKp<;Dd5LHMXhY_+@DjoAa z>?g;xHo^^_Eu`j^AFy;(Bw9yuF>jz3bOlTx9u`aRw;2ndj++B1pZ^j2ye_~oh05fS zwjnV$+6wv0waLo`CeS>(7w_$#L%u$f04HZ^lc{|QM17VHu~AzKe{ib7k|YgsA;S^2 zH4K$_?%_bw-xaVSxE{(cJp`5WMR1x)K8!n_3|Hp;gw^-5;70jqqIu#x{Fp7qH&Zo1 zwrw!jH)w=?i+7N`hcm>W>FDUi$%O88%?U6N`x2k7aP$0VVRK!VG>J-i8&P7?75|`FM5e zRKjr@PlgNa$xe$4p#7H?T+k(lE5@nAZIgQN34sEnPS3d8xpJ`fZmPgXtReTc9)$+K zAA>TG3e`H*VYkUI9G4OTLBK}A;Vx z5_oe@AgPu@a9xUJvwfQ}$?pZ<&HSfZB?vijea>6~smqo%Hqw(*2 z4_Ne41w^htL`=7ag5T^Mf|pB>L6uqL;(}#(mHP-Nins~yJXuK=1jv$Y#(cbmSwXh^ zV#sg7T(ICLAC6kQ7knOZf_2z}@OuuxYAaV@;-C-LN5$cc#1<$YJOZ_g+~LZ94X{)q z0hV2#N8TFFgrEMqjr$iU!r^7};G027(%S!o6ew$g)a!?U>XmsUDMf|M(s%%REANu9 z!W?dGk1p(c>p$^55pn$%%_4OCE%^EQ3Xt+UnLOQg9139!IP}&USJ8`H z>!^#|UjvMopZ1fh6Mhk^ItG96iz4SMQn;pz?*qXrFQSo`Oq!!~hC@wZ+V5G|MQT4h@_Z-M%FMx6__a{!xg_!Iu_oVlULq@ggu$FqQ#f}+B7A~8fbJy^ z@^Q&>5*rr;sEq>|Y~4U^S%~20?|hOnmkTWoBgkl$2C0d*f;S%-kZ7QUVeT0IbNnEz zvEL2~53DCea@O#o^HQL=G1qcmJlAl@t0ZHD*Xp3*U=enH zV2SlVC2>_EBuKEuS~&H7C!UBQyqQbzhInI8_p)2yubha_NM+%@&$yslA`Nd26o8=R zYsoj6uNe021>vw34_f44r?O7m-XRP7kH!J#lBam=<$So(RUojNw+Adu75iZjlSN;T4_$;7MeypM1PBChzx=5j1Q((dm%C2Jp>x1 zE<@jQiulZ@UR=bThpV-h;KT{0@N2dS)F?d%BlZW8Qx2ABb_Vf`63*yieC;*&HV3h%6dL9NLo>G4NUay10PuZtmnX5pi!+nwpUk$SZf{(la(fK5~sp&SzV&>D_Zc`dLi7F zGzqtkSBJ-SB%xyEJox0w3etV^13sKQ2i`ATN5rG!-1UpqK5Ubhz;0m$SmCe(+}ExK?N5yfO0Jhc*IW(KIs}Mw+a+?>Dippl zx`LTKUR>)d7Tf^?bCNFB3noR|l9`9cxx! zCd93S8tpcw`oq<@TKzi7c9DfA+?zqIlrgy7s0))C6~sNO|G49I7L(Dj3c-AnndDGJ z6Ij)~gt#pPSSrYvY?Vs}3JxE{JuunQkq@>+zvDScy_`sb7AnJ#it%JxXFPcG`X8CcrM&PLYKXPuHyZ&9*J~qI7Qf%2cWFtHkkK339?rnW8;JiM3JLITwe8?zV0E_dR2Gv%&km6bpEkqh%HwePn?@j&r8 zBJ!QdUF4qy4mE8jLD5-c+8RBg*%3pG=jOqc^CrLrvzvgZ0C2s@diYoO7(8*X3&+lF zfJ_=>bO$vAz87`J-BuAWO!Ioc9f%vwR9hBvSXtO5%oZsTQRlcDGKAK*{EgrLu+ z1muHJoH^5YRX+b5H+Uz+ggquro&f*BFbd2f0nXc%kE zUqV`5JS3*Y0a)kwd(ypRh`ce#B;AkSlf1}kvaCTKo*tb-6xF_gJ%0+YqJA6BC|(B4 z-L629nBy^5YjN)BXJBaaJz(8>Nubzp6BZ_@5Z9}7$*Q#>M0xiq*gB*@R_Zt4vLY2w z_{kkU4NT;^RXRh_TZ`g}Mde`nyi4T9#SZYX{W88JoeI;a614q&1!uVgf*iZ?xa+^K zV84+L>9U?dvX^PXl(8;6vgIW(t0)4Eb3cFtzw7YP@KU^EG7Fd5NSe7CFM!Y_6h1Z! zf(swt1_d{-lH1=ZaH`gqlK6p8d?;a1rAi;YnZ8xqlRIx^N2|s%`+b^Yh6c zJr+-CeTfe{MZ%T*IKtT6grBy30k-_h#BcTZ5@V}mfXgFr%it9F;=wD>Dl-MDmRo>+ zAWgiTE|Z6r&%uV~2VjTpC2)#o0sEJBgTl^G{AW@m&(|hcMgvn?!ZVl?I8@$?Byqh@@2q$v%+==(-f#?(!I@?}@{Y+trD^jukXh6Tm~` z)3J%@1|CzJ2Je>1!NW`L;!5Q_cwnmrc`UJ%gh)q`74qS5GE*ZXQLEPrXk@qT+|T9XY7?9725Jj_Ya&a1@g5<~twu%V>d zFcr^kolj&v>*3*}?xb#70GRbXjP%{=#hUjS*zy`;uRFEC2)-7)Ub+(=PPXJm%SDl; z_dbBa{5@i=><#9q*O*p+D93Wu-@*+uzW%&nHB6tO18w4$7yj; zLr=3r=I0H;vEt8|?FfX|GZAEGWrK_RJ^?S;RnSZ)n2cMt8cN%(CbKNf;U4M3u(# zA)vl?9~Yg!2NfPNqt$sT3Q8k5YU)+L{qvmkxYG>~ExMpxM zcMbev(n%cuorBp!?bw^W0~4xOi)T3Zkj`0Cq1@(3!TW#ma5OKCwDf%w$ag2etxJy( zkpavasZ7mlN$P)kP} zCcaC9ySF3}>*o$cF<~{fBwSEku!r0h_p{@#Bm$26bHdTlgiqGG!T9%q@Kx6-vR`*U z@xK@cPcC#M+g=BdtsB(I{d_rmM_v`5`uzn@7`+es(-{IbO#we=UL%)V6R`FHagQ^9 z5guME4+ENzV8?YESb5lpyY${3azjo0Oz)L5!H~>M(j4ZEmsOo5{ijcZ>+Mpdm!3>0 zbsMlG73mMjYTYEFsoM@f*>uuZF)T>ve2XL8&yvlzL!keLYjCi69wtV&arBz<%CgQvW(m&}+XR>NFb?mBJ%<-f?Y^*Y{E2!A%tCBrP!;IkR1~KQof`))_%Y(R*phqY2dPXg^&u zFhr}A&$H5!H)&~d9CBIkgW<0{B=$T{qK3QYpi*;5p|r6dGTb^Dam;U)S*0hjW1HfU zll&*@wfh^}A9I#%Y2J+veC(i{7-`gP_nAsQc}0hOhnXmgP)778-#qtnE6six%v$_y zVNAM|kbS-{(u$NvrZ=0Yo0LCI?h&wMN92SaNhv63U@whzvqsiWrG(wTlo2zQi@Nrn zLU!9jk+a!%>f`zxX?*shQTJO=J$sVzUvd=r<@2crDKZ}_b!7`G1ZZEY*n_Dm7NyEQ zHaCmuL%rH#^ibD4YWt@X{k`yl%2+v4spbM|acsT$)OEpV$9Q985d9k|zOrIgM92vp zzr-Q@Dnf`ufPy}7L4OX+<#3~D(#T|mJw>0{hr-te-C+ll44T|(vaHE%P1V@QrSEy zp04&1#BQE4In_|GywgMKQSzP2oN4`OWMk|^gWm$^B_;VC{%r6D~fNP2xJV#6*X zjl>c2+Nx0+ru+&OW`v;g_tTiD^oNW;w4#l*!N}y!4LUTUi)t=<(DuA(bk=kwnlX_e z!xu|v#?}^;C%#T3VJ-g8Kk4w68PvM;8cLg2PNj>R+3LLt6g-Sa(y86Z;?FnpyzqJ& zsQs4KKf1y6B)mhCl~O|ck+*dGU>wCY2~4BSAL@8Ji>5Z7V)i+;Q{T5Xv>kEQ&QaI>pU5 zh2<|MwdF0-<5P^f`EpdFT8dT5%tN2Xa;QegRMz9nc(%rIIZ`PqWHfJ$Q7y5DxugF9 zI&dn4woboGyX(f-no$Ae&?3g_&n#4L44A1Kc~qwJHL9OGLRsDxq#VMfM+DWh!lDl; zehWaUgLBxb<2eX0kJ-)(KT*}uiBv8@fjX>`6`nkuh%{UYvaQTuW10`su$Vh^v`+?E z54544Q$G+MW08Dy3mQeT$gyFJZWqb&p!A^t{#LZsiUuk?@>#c6YFm>8M(?SP|f+n$X;HZDhj;Vb0_75HG)D$ zHC_=-laUY_{|l!a+lyv3>+dk_)3VUAX&hcblPu!wv?`Ue_=0TrZ9-A|I*`T0YfO}? zl+aWu2f1WO(~9^QOeH zZJGTaD!o*WETkM6@%b%OJsYEr9Us}3zZ(Jnfa8OBzG zwNT-Vrzk3s%XoY~i28n9Ml~6s%#wE;p@#EMrq$h#CNEV$;lIuyPF@r|bMhk{vrC}+ zk4fF+y%hVW>Y<4j`lyQR6gu@_C^Ea`LZjS@nH0%t zRPyx>k~t7Z?Y_34e3g$#A^0-o`y??5ZFRIpHIu2R??bho$Efv<7#h{IkDVGUAn}1#9Iw%g zUsY^soHw(_qKsPDJxBU4j?s$A9Z2Ji89H}7ml|8k2ur%J(sjI1+J9v+ld)|D;`oeb z2FE*4Gxakx^^Y9mxFn34N|jJIjVsi_Hv=sRh@=rc4&o*cLXzD9)F?Ke>L1lbN`@8m z#oC|L?c-xA%1mX#F^h(6S=zcZ5}6rKp)%VIY1y@G+M?J>GmdH_&5<-}U#BLn(_u_Y z&Iu_`O;Oho5$!A$p<|wYG|#4ydaPDwMEe8G7tQ`it;>24M|QTEqURKv@%SqO z;|)<-n>0_pb|5)*WAeEUvPH4arit}SVZKZXT)4UL!zqy>2ydI(*GGEN2-i%|s zyQPG>Ys9(c(1Cn=-O+7l37$=|tk6h33fZdLArPKU~VygsJ&GX zbL99z8mAUcMP4hJp*BY(eOG|`w0)?SUk}@VTaBtDk1&U9t|3Kn{9;r%!l;%NjLAVg zq#tk^u|>C#%Byswn0N+d94ez3hudk_wR*JDD+JYC)>#S^(% zmnko}Kw}#2(~bkO!b!ZHbU}O$H3W|s{@i2Ci?xGD^t2a!Y;Q!?4tJ1faa>uzmA}X@ zI*08TP((6`_i0tCcug6OAZ4;fsMq8%3ZklA4gDtvhnb)VKiqK69R8TV!(RW()0KVeUK zinYi<+dS-!|$oKMia8% zEYF(8@zF1jY@|C6(@6)#Iim0oxf%N)xeq5<*e=D((Uhf}Wq-`P{Uedwk|vga9x=-A zJ!y&BOXRv@n3h!Z(XmgxG;hHvWR#mokLk6bs;5n8r>T@M`}la2J_pm$Z#R(2gKp-V z-FG_i;7`g28_R;7O2wYyWwanAoRv%MMN_qsXew|=C+x$h{<+Dtz($kBk^XFp#Y{9< z`IesWOWh(knhq)qS5a2+4 zGUSA7iq2BbCJD2(^Eo_O#ZS~?WDecf`GuBhbRn<5UsxvaHp*@eVqTA2q%EOs=(uqU zcly@2E+_>-5*JnBv8JC#HoWFz`tC~^E0u$6VbeS&R^_l9HCs2oX;V64+IjeC} zpV3^?gNF1p*>H^ws6)b;sRv~YU!cIY&$Fb?zmrgbk2M>7WgfzHS&aVYe)`YhF-?ss zFZ0p8OYKe!AzxorMkl3#)^BfQ`g^W2d*;gVV!d0Df$A6Zvsh9nC!;U+@N}Y6f90VO zyK%x)Eoq@bh!0gfY07GaO{7z0T9N;bY#JOI%L@OK79KE)prW%X<`yx*4Bue1)ITBw z6%-aTeNo@gOCuSc_WLm8fMkU7-E!3M<3_}BTu$0+zR-d#=a5xHJUy5`j+g4I%fw`r zqKxSiP;lBaR%@RF?Y^&ta(gT3(Yaw1OLWmEveLpA$sdtuk({~j#|%d0+cUQ7@C&57 zEsJ(P5Fb^OSW80~iYz~t)2PisOwP7+%74#R`K0u%%00qUYr7jPpQ2)REsPy?^ zdOkLbVH_qZofwhp6#Z4BID?LD;b`TXBgF;)ypIv>p`inBFrtq z90jQ2qJLoOD|?CAhm%q3u}o@T-asw( zeMILMHKC!K=b3uz6lA7(nGOoO*bp z;eyVKhwhoQh{mA#yWFW|N)1Y>TR|VEwNM-;WbfK_Q46(bChy#0 z)KS)iz}07BuggzpiRX7Z>MS9wxqAt%&6ei%3$`L>ask;~5+d>Q=Fy(!GWt|fR`GXYUMj@&QBpXSOnRv!#V8`wFQ>w-;-8IG5S4 z7D+kX<)z+orKqb*N*Lq$g$5T{pt^(^$o{c6({YGW#dA+6P~6CBl? zIc=OUK>HC=oh*ZfB5N7^tBpDMsFvz(j$mYpQqg{e_q0Xt8k+CYj#}PNM9CdfP|@;M z^wKkvt~nS<-4GYGsb5F+`QqRG;ar)=hl$ME2w7ph+G;j<_7|ksm52HgA`wpRVAsC? zM}^P&5$EGNmgR`iy8d2NpfCq1zYw4g3lgZVt1fFerTkvd4*_3`8eK=)*2Q(0Z8s?GOOSj z%f_Z}L<}i>)Rbd4HMrm&0-HzXZ>7S)OikRoasf&FZRCViE~P*lK)wj^D(xxbSM(lDpk?WEgh(3^CdQ9 zdK40wSR?xndr|6w2=m=MDc*qvjZ{Bg3UM|yix1a{Ifc><> zyOe&Sn#xk9d0i9Id7DLFFZe;#6pN_gtr^UB4+k10w}I)~nnF9i<}eyrGQyrH3E_l@ zdg^)Eibl1VGBf7fq4qf>i4(f&kc^tY5S;x0iung&?T$`G^k;b1ydJdx$` ztAR1<{!9($i8T~KU%6obTwY|)yCPruJ+M{E%{uRTj?vO>w zgC{9x%QW-td6%ir)>H&~2y3&8P~T@I%!x!kOyeUC*m^Ie=CVp zXU#z`kOdW0K7tMjSG9|5&rd7arG`kHb^2h5|Ielebt#2CL~Hf!s$m3DBq zv7@hxXl%q*wC~LiwlCl@wf`o@S!#~V_!ZH#AFgMHVj|hrDDlYsa1nC5`k5YbN=26k zBzgMgwXAa9Ao44^$2>K|)I{C~X+#UCRgMPoc6g7Bz%i;eX_O9*gi)JychDi_$0)Dw z9X%f&BYy8ZYxDgd+WYPWODW|kPc;tdLD{=yk_?8P+7`Ci1R?)Zw#E?h$0KM`ARXwO_P z?x*z=)M)ZgmQ5M|kGd#tMG@j$d-VAR^_n&lZC8q;i=@W!&i5Xtob(|xkXOcnsP!o4 zh9Pb93P$}ZFHpz7Y3#46N|f7rk+%9bp%z;yde^^Hyzi7y&Jo$tZ*{>ms8Ag5m+kDy z1L>4AVG`SG4*^}_4u)byX!QjAR- z3o>Z-j4N~>_ab{Dn#1$S7)BAXW2o_$4vmP`qQ2^ZC~Ny|I@B7&0M`O!))t5g&Tc@r z#N6AWcqYRc?IUsWQbG$gQ)YPZ0ZIh5vZcC(GK1>H6dLSnK99saJQPCWIv{h#a9Vxwzmg|ku+Cu~A+pWK}ZSHFH z)QeJ&FPo_Khgj-jIRORjoI?Bd-9?(JES0wV#_llop&AqW%0_?8MtvqXX@dVaUagpu zHIGD6r9WeIxt1I+rQ-?Bwk$*+!=}-%8ENc!>`!%@FCu3##&`K6HmyA}hiWV>H9r>C zia45qW=enFQS3BcnOpiEByF0<<{p;jS!}E*OC8N(rtTR)+2t+BSMM&HZmU2e zwh2(js5JGyKT3Ve3Yc-1#C#+^-n{>0I(uVIJauuo$8e5ahVA7Skm^@`#BY34Dkavd zqx9yYy8Y_t`;dgNPVkm0J`X{hj7#iSavW8Md_zUyl{9hMG{mfSqVAhzc{N39tkRAO zsx5^P4k|=7+Z<4_ytL3)?DyXKIEFf(Z9|G{TF}ZFl~j5Wq4;Tvn78jiPssq3QZn)NHwnSWeVR#i*=BxbAFFlwOOd>s3X#T`iNqs!|c_C zGCVdl51lcS5eCdwrl~6%k?;O_jDoAU#x&KlM%(Jq8kJa@A$<#RVgljZ&7suo&22Vy zN^)7M*I}l;z?n`uB_)iiOlP7Vcr#2^JF>ea_F!L7#ki~qV*XROPQ$EPQAg%&^PTtQ zcwfV&qLPMBG+!|t9cjIct|?0KUQ~wC7Pn7~#Y@IK_3k((zL`fuwkJ{*(u4HRi8YRx z&9q>tH*>Uh94|Ow95T#xriSiP$ba%Hs&aQVQcQZyW<;Jrv+SQD)!25FiespK(@j=$ zAQ?^3iKaVROps`q7wfeqlI_aagZQ3FW^TTntd_|$mQP4B7F0f+{*=b;_)b<|eNk}7VgWI~qDqnpDedG>ScnS!$OXw2pv%4jL1E{^K7 zW-`kpzHXwTdK1K%>W$u5iM6qWsc0zT2Ia+Np_5OGk=%oqDCR^Dja6@^77tw6eSWWz z&%%4iXwfeua@ZT{#f_MjYNc@x8T3-Hc)sM^UP8f0^mQV7kVK zBXkK1VfuH=vewm&sI)yCb%^^O=_5bH`pX1_ox&J+x|hrc`b- zL>^3C+0d_ZOpg3(G*FvF52XT{l`k#y_?%hRZ63r_^mWpeedValHyzcSiAO5G!qCvF zwQSY70cyRzkf}FmV>Bk;G4B?=LHcXApjkPQbes`K7*nZ5HHwGLCq-RBJ_R3X*zXLn~)>p>)$Wq@*M(bdM>gkuv`%|9MlHv5_Q?*&V?Kxl(%MNH!g| zxJ9!cjIf*!7tHb%AJJNcXNabZQqi^P4CjC?vW@=6dfZw;mH+0U;POVAxSN9t>^hiK zn>Vb=-sMzr@?`P)+s7ED+f$+L7;2tBnP!k1tk!iqWK(~LTK^13sZH(lWbsq#WX0iS z=>4P-%f;NNX8;vEi$XW2HBrx)4%Fc?WZpgO!kPq!u#-yaP^0B`TJz*EZNA=zGQ|35 z)SmH3c~qZrOnp)NgPW)?+KKwAtY?@t9D4LWDWO^YdU`&$6g?fci*lCQvNZ*2Xn55o z8u9cwRrEC6~3Jk^kL;ue@kHFi)hwL;XEo{ai9VJJo=1lga|K^&ze=1*4y zitBqXvPdy0^SIp0>>4*ts1|8P?|;drqdSix$Nd}8!DJ3^W>N>$Jvx`BrVg7k0|7`; zVlm^x`cO;heCk+p4r$#}7Xt zZ$@F4jcCSDA(FN_O7r~wkD_yrhjM${_&D38k|aqrNm5BVNoL*CBuTa;sZ^56F1w@T zCtK1aBuSDaNu!X2BuQr7)8v#QNkXV52}wwjoO;*$zmE@(XV$v!>-t`o`JlMDgQiY< zh;4yOaEnAYU( zFCJ=tiy*N(mR3Gz9_kvlC#A66;i(TPkr~sD=ssxmY$bH`IchgeNg~+W#pC{4O=65p zK+~oM$95?2JGRJ4RQ3N5%P+p@y{8kbUsCK3$U)D;M%Wd~&H#rYbm;AZ#;i67Ji8yy zaGqeK&r@`s5r~fWE<&|Q4~CV=z;3hxauXI3VZvkZs!4#nu#K1-`GZu}w?Wq9ufWMt z7FSGGLd#9lL3_18f2&pj-gtQr&DI8xiQEdTE2sf0aRbDSMXWWQ4Z)sQ(5PYobh*DFPP;$D-E<|% zaO-o_bf1iA`{ZE99tD2$gGWsJzl2|_Ig;$&UwE!YUNSyOhykw8v?}yFaT3%viQt6sRcy~$j_Yj$ zkXz$T`#Txh=dc&@{TiWr=Ll5npU!mLade`Ryd*^FEj+i_i9RDcKtDPe>~G0YQ`IwY zDS;z#P01y;FXiD@6^Fm5IRWi--hnoEIcPP9gP)Z-xGtFtUE7So_2pb@H2E?0>Ha{R zmb^sum+#2wfs^Qb_dk$Db`jGHu^{N4!0Yp?$BCZRXlYjf%2UojiN-zHJ18fqYTpND z+dk3LsmlCMP4W`Xu!^MXjH;x{C;{|U4nv4)J^A=bh3{@W6QoTlVoP>cMt@dEO{a_C zn)U}d=j`&jx{uJA_m~zKSdELmyWsL!%6uVu^G@Z;^D|vmQkQu(pnB#XaJzk-x&}Lw zuxCH9$2$t!m3N?H!b&Jw^A0QY_Y$RMMM=10CXn=tG?DEjq1qH{i<-esPhO%vDhzI5 zA!y{UM)7+^$4k)Wj0u%LR;COs99DblA>DyU}!sJ~% z!_g{WIP@5HM@3?uZykK_C`aG86tLId4&_%hF?X{Vl{fcc=(#xH8sCC`(vF5B=F&w< zp}<*qopRpAQcm|Mu=aUCwKeuY;N_VRGNlI}O5UJ(jtaI8JECj&afq1vmONZFgn1(e zfnHk+t@jFu_FX<~{G^4Ex1J!!x!U{(C`l|?NMA=Sb=-Vn8;vfVkG(0bx=Zh;{{v)!9z2INJ|@wuNC0J{klRp;FaPG+g8hnlqV3ShxaI zulS?doY|=68wzGOZ`0tvtWjk~KThftq4oE%Ah`1%l_!9LJ2N2S^8=988075JQ_J3Qf>b141DCGAI*B=--?OX|v^QDl37Z25ONHm$orV~)3it6Usu z^mqXtHS<85?W+ULa(o|~8TkHcIB?fofuZSHcs;odTkrP}zoRdx!;`5P6H@?mc{9wj zQRX)m`~laGO9=PFOR745HyS7cIcX~=8*(@+ycYuY>-_E;*`7rq;m-` zVn;RQj1SB6{_+yMk4(hTar4n@iY7z_usk|be!>JH+SdRrKY@C?utw<`ocMya1y-@Npk1Sr1i@9BQh~b_IRKq|FT&*-R zeCan-m(`$F#22j12qr$VUb=rqJB{FuN7dn4Fx>kLUOrUi=a6TReYJ}Q8b5$cw_@zr z`~_Q&ouH$eg0a}G7YlEF#Ng`hFnWzL%3lh_h%rZ)#;FNC<&Uv1NEf8PD#7N38X5*% z!6_%K&^7%Xg>E^1*gX$`o5L7q{|J=Yl_aVQN}x{m7A3LS7_9mo_U%!XaF>^nzK}iO zQc{9*C(28>Yl4V$^7e9Ik7iyVp&7Y6+cxyN3C_O6da%>9P4j|;*6YcAZJ(}!9Lo#3i5 zl8g}LK~JIv4#;}2VdofppB@9J4`0HD$w#2|^D1zTx`|C~+87d@Na`*PL&>5eklgKx z90Mhu{XhZO-@XoG>tCVq{y|vT!ML6v0U6<)3;W-e(v+14X#DOD;F!CKMP{GCHQ4;Tc{=k@Pr<_nD*P4nKB~oVB<7-2;7lkre|RPoh5y?^Qce%y zw)_DM8`lgzf29-0Q~!cb)^+k-k0S}0_6%L4$AGN6i`S|c1hLxLD03;rKja7M_sB~$ z_ZpVXK&%y)l@WF zss#ye0#NwmkeI8TNJM?*V0NmN1nhr-(oJXR!RHU4HZ+m;PA&otyJzx^av`E}DQJBX zW7t(WtUNA*{PAgcSlWq^23Mf?aSsr`8z8(`miN282Se?PFvD9}BK_%4A|hXd{_YHv z9+@NNCM%JA`PW!JV;G$7X+ra(9Ne2Cf@|;x3z;Ute|ZpxH|BxU*naw6|0dYKxP+M( z#N_LoUsxfQz}A>vbf2~oTn{Qq)DC~afTT0%GjxmkRZhlO6%FiPWQIdCf+3Fgd;f99OY(dg~G5_iz%JN93aPw7fX~*mvMmw=C7aG72Lm=0Ne}eR%xTJ9IYL zjH14+#6r{!dv6Y4$Ng%EXdX+dUsOO$!)W;54R*dyX(Q(>C~_2r#Cu^JWM^GR zfp9MG;_5)0pL-h@b?AcapBk{fpoea~EucQ6hKow?LGziF%y)4i)$^lKsF+6HDukdY z>=1@c83&eC=BTYcmTKs{!}GtsVPjbqJif#kgj>}VT&>XU#%2PN5?^>aSvp+O@|F%^6<9C zYb1r{DElvx=dtoM>TXj*n>7xc!=1366u@6p#E&X6ken+>EW zO|K(inkBR~WF8$*{EB@uJMj7VG;kU*NRz!J=(T(jWJr%=jG8kTzhd+2^f5Gi*==m! z^O*{VWhk&tSr`CUjfB z54oG!U9EG6?7p4?f=zSK!)+$?slElv{xev%s1pY-XVK(*F<7qsOtl9o?U7xgb!Ypq z`Rq9MwL`>6H=7#Hi9pjmwy1G$HI7%1(?%=87|Uq+j)e2R!$0YA zl5oBo`qMG!em52B3U0!j1A!=f){xgVr-ZorbP~fAQ5fnhMx*L#ls!F*k`I5_IZ#S6 zxx1JrwSu_SFy5;76uR7yz@nN+*#Fsp)Mw57B(0Ss6DL3+o;hPIM+t~}v9Or}IJ4^IzpNgN)v%CG? z0%Fzj9BTs-sQcBwz&_H5czdK^$u}|e*oGg zO?YtG7PLOTj=cj7Y(`kX+a?%7PG31saPvC#bLE3}s6JI+#AfuTNDs=FgM-T@cv1Wf z-z%;_O}1zGs#Zgs^fDU#cb+<(T0tw6-;oGkE^=R<1VJ1XQ_IC{FH?cU06)~JybS(s z9NcK!iPHO;q%}X6$eO!p^W|;m9QiMJJsJy2%@XwW8v@g3DKPNzG}AdYng{=z1_qC# zz(*$+Lmt!<$KK_T^(G$O9j}9Q(_t*s7!T^|#zZhDl`h~8LwQ>^?0r5A1`{7co$^E2 zdiO3`J4~aT**!e^c^Y>0xsk(1C8+(O7VIB~6QSEI5b#y$`}R{9buAn1f~$~o#ZT<{ z{R}#O(*oK3tHeCD7CdW$KqrRMSyzHb{S&who5p0+gV3WZq1pI~1rhN?R=!E^RSY_CQt z3h)M@YaO+bZAD`70n`5GfGY?{*zQ!Y$)IRA=No?hSD8OWBO8JR#n9~D1?C6OV&Z8- zP&|E}4nFijpa9yi@8SX!?NK21BR+yubGNu}^Aj}5^MP4M zRr&P&K``MQ1L1=?q&m?X^$b$b*=r0`O?d^fxw=I9dYM?NZ6)TY#gWYBY7n*rn%BNq z3>zvG`J&P1K|M^DgamH|H8(#PynYshs&{dxjKL4HI%)a5RLJjJja-wL;wh8opxT8( zsP)&T9+#9Q&G|i`f9MfrrL=<+;|#r*)uHI$cf{l1LkQb^4W6!0;+H*}g0@FmK&)Sj zJ&CuOcC{Uv$xl?Rz7DOoI!LbTOptA>5vMf0!&#Oe+3r68ULh(F75WT9CvHZQY!Q(~ zJ|s783@z!cHtYA;*8d@Hvi2u0!>Tf6*f%oxtlCC|XhuUcPH!M!6!t zT)h`AjOOrr9$jLL=QryA<}^m1JBqF&eIe^s2zXhUqwAPoVo`alm>*CDy&smMnb{>w zJkyJf3duOU?l&55e2C%e&w=(!cZjYNg2%?W#JpNglACy%mOZb*H5+p=zw9Dp&0|c` zyUDz+Q5VTs!CgGWe01--@z8T21(e0zASz^My*)f4d6+EZv0`2Y=fJ%y9Qb$E_xJm>Q{{AQ28vGt!I$km$! z6)kg#V8CDO-lTob-ASL#lIVS7JK|R~r!3`y9!}s&~u}`2dz3R-o4L88gZgF?=`#obLaPSt@1F zz4{4uRZ=`Sr2{Ry*Fw>N5?{8NPh2;<5#`?>Ft_Lh8TpR_U&H7CI!yTizm|#ch@K)} zH@qHIe|!UVKcFcijc9JcE znQZ^yf%p3$$ZQpp-Ho3>@c0YQXYXieD6oePrX$~fs=_aP#Y5wr|6{qRNwl!v7IONZ zfFNoj&t%RDlvc+Ujh=;YPY>|OGJ>EjK(jKhcy9=6+{Q}u= zGg|8MASQb)7{`AB_Yp5}iyE7iSCl~TSXE3ZUPHT1AD|`{chFEb4jawypikphsvCNb zTKElv#~tPs`n{)fx;s!)*%Ar zuPw)^Yn3D(tL1UhFh|mJQ4|xGx+xtVFG5rqcvXAzyXaKHqaJFP!;>lVjxg#gi^z!6p^HM$`|iJM;u>HV%Mg z<8BZMG*GI1o@dvShgI7YC4tAZAwstjXfY!M|3ue~I;OAYyd<-_RXLvZDQ9AB~V02F?yK-bU$ zqHa`-Lu!mAn>~bKo0frK-;j84+gC~hLLpNli;7RTqCx!+Xll4jH~RZyrda~?zOF~v z@+U-Kx1JZ0IvYRvW?<8lR6*VMfSsBPrYJ&(3N)io~CH7DOJ{y&o=Wc)o zs&ObiyMnYGjsW|4`w6$o8QQB zdd{xI)9;(m#9m4*?z3Fen#UyUXbg_xD@o)>zrrS8b*SJhC9dthX`W@c*`iJeInh^E9 z0DT@Lg3%cVESY5o!%a(HX-UMkLRxwLCpyUvp}Ls?q?8*0U-de~7`~z2vrprR7CHW<>&y?ezD4rN-(&Q* zhp=AlGFC>P1kYV*n7b|j`aWc`Ox9~&5_>*%2X^A?eeC%|DsN{K)7d+BpwW}<(4lLN z)we2;TV+nYPcoe<=00+gW>L}i2c+#m1#qtW(d9P z(dnp`7zy?TV^K9F0V^D~VMy^3TI-(A=JO=fjYvXuTTRMIzkr5bk)%8{4Ai&9k>R)& zjChzpDl*eZrv5|_?x+)Y$wra7Z&5f$rYO-p)BvNe4KuzY^pWF+G0^4p9J&;ylal5{ z{MYC=+TPs>8h-Df{8B!~-1tna&ga60IF=oqkql>2BCun!J394@r_RyiAkFwXaKgK= zB;6DG%^T4AUKCk0`4r8r^#@MC5|ZL^6&4=tLdStSsPD0rd0X8)SJ^_?b5m8qvEO7q z?jz&pLM$M%x_^b*DP@s5nP=x3>U^E5W0eThTfF8QNR8 z5Op27&b`Kg#VN;2CdKL<9aN6zew1Bj)h5o`Z-pnj`u;q$(SNFu$#q^g;iNVI9k z?P2JG)x>~pV9G&H-J=YEDr;=e*g!b7;xF$k@*GFTqwC;4!iecxT< zh<4Bj$UJXOyl=>%%g`0H*%b*|p1&a@rWr1)^r&Rk;B5h2mLYU@!CB_rNkIPJhfMEG zrKhqRklZK)$B+=V-)DlMb^vv$`pIUsL=fl~@zU;J!GrVCamiaLI-QRt_QVFVmw5wq zc*k<1HlQEr24(%euy)BwEfIN$FJA=@rx1zGBIh24Z+2 zj>!F|%#Yf?8g*_mwt3}7T-06x*6J5P=u>E}96ky84@z*s-fHl$3xXKWaLRcUEDrfG z9_yxdgS~wiM816uR(6?CHTDW*{-r{w1n7+V|PHv2G9xqjAe_n zKzpAaH06GSVUzbzHSr<-6W5Qrt`i}GekQ8l<-p?WbyQ7jq-yDw;Izbx+TQsDUCS?0 z#p?CoJVOKAw{E0$KW>0zQ7#DC)_C_qHBPEy^VW7%(AOLVeI{{;uba^MSpem>caWEU zL8z866{9oaA*ACpb};@f+?Zl!LOt~of5)`S86fD$6T4-|p=KEu6q}pT#bhqZV&_7{ zQ5|C9s7BQ1%Tx7Qcbd(;hEl2}Zc+?ndhSSSqPYpHWdvp1qhxV`vc#^q6r5(J!G6mK zI<%|^z1%9%VYvjHz8azHxdIZSp8$JT<$!;B7HW=Bgxu?osNiU}c<CG%DeE`**R z39!E>4*YLCf^(-VF#omG=nqO~_>q5JsPIh_uR=vYJ^cNYBgxGi zCRBSYcnErk^n?`uCcn{ZdlYoIj6hG?X60ouEp zkUt9sP-?wK+!gTvvh>pO8+k_bBgJOkYb2~O@)k!a~{z)dT=(0%JRxN+(fI!7na646p>^tlB%9*X7* zJeT2!rRgB-JkAs7gb)+Dl>9&A?QD@dzN$A2Os4vpMGyYYmDgA(>mvS&> zcNeM}GcW$SjAeGBh~~Ca)R*;bq}{8cH*`OvNG=tYXsb$^G?gTob&1scVHfBxdE39DpQQyxkz%A@XJ@+;c?BB`jvQeX44vND@zNIc7D}hrL0kKYZFmpj8opQ(r z)$QaZG@AL!XLEU7P70FZe_uk=+SSl-><*a3tst>0h4AENGWs&MprT7ovgq`B;HqVd zB>|CWs~C>@?nPL&dIYF8{-l1Tx1q%7Fr+oF0L6j7Fe-mO=%#2R=jsBUppppYGhi6s!lFlCB{$5LUmj;2z|EV}Pe}GgL)WYWfaroRg0cuIJP<{DZ z?COt3yM#Qn9vBHZyvLY3d<=uv%S*J1+MpqCBMwF(WVEQ^_?tO6f-fiGHt1lpm~{Z% zuf!D`d5PW|d(3@n4X&$q!QcAw{M&n9;%lcrs4-3t<0o|kRrm`XM>|97r4p<&R+f1F z9*^#>TPbxpkHWlq-h#?cAbWaCToqi3Q!amkkWg28^H>B{bRR{H)mOn}q7a04gYv@a zLn)^?r#QbRunWv9LYL%?&Ub*Rez7lbAo=SDQqo8kVEy?&1i-FDU^z#-u{?6cDI9QbnoICg6pK(pNK<^yH z%>4#2?p{#!W-aWkRKh81ZP1qQ2V>Xv;j2XtFn5j-q!hit#u=}f?s1B@VYQ;9{mllb z2F4a$>i}2Fe%{XfA#hp02Ian<#f{M>_${ad4Ou2C_+cJaM9m?7iSL0k?+9$^tHj-I zx!}He3?{Rk%WF?Pa{Uw`byq#MUgg1bkph1v>!wN(y(B3wCjd*xP~D(S5Ij2?^UZET z|C9vqSZPnXBCit5Ph1?_$dRO_r_k2OUJ~}G3extL&=Wzb{4T9^WMgSQDr>fYAQ!+# zxsy0HU#I1Xec-CM9V}Bdz_7vv79Ded_P-+GzWj46elrY(vF9P+S_uePPW(Y8%Vgai zgSG32so~q}@UJtXM|dbHbNmn8NC>rb90Pea2{?PsAbQEa#{!)HWXnddPx^=YjgG;v(hR5=I}lAmFPej|~xlod62?oO3PI~;hP)V}P2+&$ zP!3<06=F`wYp7h=iGjnlbYg8HdVdtbu~}?R{hUtg!Y_l{w8Nkg7=cNbqR~EO2XKxJ znforEz_Mjed9}BnK*=9PH2u02tuhaxV1gy7qJOjVX*E^9^%uI0sQ{0$R=E8h;~U1l zgoJVO{5tvoVge$8W0a7Wdg?lw%@4&3K0i@0cOmpO?xp5u{y@!Ns(hP}pJ1B8G;NO` z%wO%r>c+;O_yp@Mt57wADYCFh?5~8fT zoiwoD+dj*b&23u%&efxPu!wkE_91b1?I8Dz7Tw>=B&|LauSZ@kX&;Vn=LM5u)`%(YkkLft`iWz7|$hac8th) z$(Z~aP?H`4dQt}hTUb8!=NL4xQzgNBB2c3|6#GhcqtUSoFk;VRh`3zL`k#7vmi%du zGW{EkYW0Gs|7>CQqaPqzrYMO!R7k_`oj|`fEewugT-^BkWcIZ$5ObxONUd(5=Cd;F z=|H%kpNSdU1HkD^3+dYx4JF2gkf~Hl)hKvzQ1N>qQU7y;WmzdU z*@RN()?26{sl?giG9kq15zR{d0AC)Q!sI2b(6uv=ru5gqeT6sJsNaMR!AZC%NgFEv z4rg3D^JCr|A>IbRVHUfmPN<73XY5#eJ;9KzRZa99;bisl77m zSTIQDRlGk7f37L=J0?HE>dEUdIeh|hUesVt*EdisnF&*dvS7vPpBU3@0DZq_LF8+e zVVpAncKIg`DYWuUoO8)W5I z31_N4uX@jC~^RDwM@hhX;iI4D1J8|V43j=Q|2 z#PU@tW){pOR;uhS2>s3zI4*@hQDMmW=|=?>!D7XIaqzH)J%gqtkmr#M(uo$lLVpjG zBrRaP(0BY-h zs*)b=WRRR=nt0NFOuU42tRmBsMT4ZN>e-1JnFLxagSJ*5V@6WM*K> z$#@)-_8c?bhDd}TJ>S<*HX~ke-x}^exTutXj0}}fGM#e(l9g~ z4F4WW`*w98H`<);pZyq|gyYeAcruoWC&7*MKaeBugL~-@){FE6WFPPI$_&OJT^J4= zgJSa@12MR$MS;TYL6n^^hRVXlnC&P;kG(!b+P_1bTa!a(ZDyHE^9Ek)w=}4ppA4d< ztvumDZ=UbgQZ%EO@KbqB6} zlZwI}@#g>S3B?qTDzMVHiBEQiVu?Wmn#{2Tlcq8>3{gRj`xM_tFgS-KdWeUNdh=6O=Wq*nmp0`e<1XK zY-TO{5A${OQFOW-;!I9}N$fb%cKs3vCuos#j_h3t8{k=Pm=FAtFVOHR7rpyhz;?oH zaQgk6EU+jBC+E8~rvD}BUagG66M5zX-#GlpHOvRs*MmIGVhsNp41F{6iOZ;`AX;Kc z+jDQzR^K+%Rz5{$Ydpucxk1>|n@2g*;(3LhGazzWKRmyX3GLyp(Kx>tL*DvQ#~35< zct1e6YbKHClf7_9tSI43eaVw9yiFY2PotA(EbILGg6HyIV03>gmK>>r-t^fAWeqV-wTixz8MIKM+aZE>Yx185o02_G#b- zOT>v5H)&xr%d;L2BJtA;AjC=?-Fsu9OVOS7d01eIYCGH0xAH!}K9B85U%@@B6m`GP zK+dkfyy*oh5_gp!WPMgEj!5^z2`iN(QBUvUzymqHN%|2Yc-0`@H;L&)zq9jNt)G&N zaZmB^-v6JqywOAYiKr%i0`q9dR6q^*#mg+805&VT|34OaYI7{~`Wi z?70v9q=q_=$lm?8!1S6q-mH9q>WYkqKmQgudDV|R&LMU+d?Ti5KS2HGF-VC~1O@j` zDAX!5w{T!N;m9Xobu1gC%}A@)^q{aJ2gxL5iR8#+bpNmb+xLEe59Z0pP2|DCnj|b@ z`$)-x_uy%83S4ikBb*jHF^9UDH(I}ev_sXff9-8*G2<4tXVp`VxE7i(#^9EXS+KyR z3MvXGq1(xGwCj!qrkXL%vOS&h8$w|FM-E?VaRoI(-h!rGDx^*qLT26sLe#Qw)*;rb zCu1I-8AqaBUr7fadxC}ATd+Tz0NIDj=%yz>FvZ#ob65RF!GjYdt|l9+m)^s;A0J@B z?{8ONG96A=LIT! z{p=Rh62Av-{Ts2({@WmEz0Jcn%KX=fXHc6?2BY&^LDl~X5#BXKzic+Uzfs2ju}swd zki(#2Q;MOC9oL_34#MMGsA9Gl>*Nn$wD&3STz?m~>*n#98D<1qW8(W=psf8 zZX+EbtUEEkA5Fsi32lz1Qnvx#b*d<74l04b+&YxE3B`V^9#|aDx*3EgA@SfB;Qy5c z{&hn@#sz}Kz9iVs+0FcKPxN>*4Si?%A;)cn*xJq;0u%DVSihEeg}-Pl_Z^s?ehxbt zFX4XO5s4`bDXvGT(&3=jT=-8&c~>H0O# zWP?2I+VX)hu2QrcuZr*9r{dZj6)61j!n`Bk7u*R}k(5+%DgEjLn5MAlP0)0vo>rpa~kPlIWat$jumm3-*{}t(zS-8!DoTrlO=lJ_ID&=VF|)9_Ej0 zgy={6&><-Rii#g_JA4MIp0~386TJEBSj*o01 z^WtO7ei{cJ-7ahvK2PI$voXV^2TYkBRa|!mQ;sB3wbd8VXb02e_t`F@KCX%?tPp zC1C4k(sg<|Qe zG8D{?A&nb4!0~W2^GaV3{*fl2Zi}G$@eR~xE?3E=TLjct-;S>;l~?Ts9ZdyEW2X=} z6My5H#d7@IB^4N#I|_pJ?xJe_DXN%J4T??=!GG)%$n{^3g}(`yoM}Qq;z=;Axrq@T zSu{68MCwYv!~Km4{Hj@PU>k0T4G{&{etsorKAn#}_!E8dqrmn~8T!8b!m?y}5WpBQ zVRT5IYSB9ylXRBk)b?N@6<}WOF7%nrSbFt*9GS}Y^t+9yW@-T`e|dq=$>rE=&Ava= zyqb>9Mz_L;)J*o2L{&L59;^`TwF|Mb=@V$TdebYBihRSBiD2e_mslS8ja#<1qe5kcy*AKu^e*MBXs0AqxYK-e13NjG#531DPer1ct7FT6qvW^Dr11b z9ehGq?{arPui>8@cINZ9_@yJ%@ts3IE3oypGorBatLW(&35Pt zXga{Xn!*%|f?5HDK#^7`gFfyahvd!F);(987!#yAR~D-6Ml%ae=WK{qf@6rv1>@ z!o{Y|r=UMh0u>Vv5XU#BICUcPs&@ro+)ycS`VK60El9^LMWK*1`UXaBy@v8*5L9P9 zqmt4P*f3C!_Lklw^)C7tgDfKFDVEJ|maO%e2eXEPjQ@risZi! zq1ful^!_7%gJ9VeaqAxuSWfT&*Pjb$+qk{R4_}Il^u|NxH3i7HEJD430~k`Z1Wl)X z1>uTF^Rp$_aKW7(R9pWCNvVP))ZiTJBQHjsNz8{1VjXZTb$B=MA!_F>$CYX-5+%O| zjM<+?O|)5_+N<^NhpDG3VVhlIQyb_ff9>JmRyil$86N z2D3YI;5fJ%9Op!0U)pK3u26@^Cs>~1-cFqKIRY0KsYt>@zJM$1f*GEE01Ma|!--QA z8=KoASGWLIj=P0gMe>rx90f_=)W0Bm7t=5Y<8cA`4q3*G{pwSY*v%dQ*cpz3pTET9 z+M564=v@3_;Jz+C)pS7;k|ZQaDhctVIeQF}+>(%xgph;~LKsOZNhKsnDoI62CC%Am zbW^F6l2j^5k|dQ%Qt$b_|G|8w>70G`TI;(|n56_x9-8p>{YI2H>X4>d8F6!|H`5N! zLQKmnv^#bYf`hxjcKvV=l)a}_Q`4YlR1{2b_<&y4O_0@Dg~Ri@z?gYZRu9!eWCP{3 z{RyQKfjsdsWo%o8AJ7nYh-N&`AzMBoIR94x2Zw$^J!3)|5fiZOEhQBvGV%Gc2)yoj z73XRn!tQggAYV8OjJ}?rsiH(`cP|0L71QaM&MFYLNx|ZevV6PC3!qdyAG{P&!E042 z`fa}ln#L-`fn_9H8d9)oS~S+4PKT=Kr+DPx1dL=EIH&5pu&Gau|J^kLCHkX@*USP8 ze1C(8I{~XSdC+NJhZ?0nX-iZu&6>btXYn@_G>C|8V=8qxa1*y20908rmE9p6ao%oe z@sx4${NrDKgTj<@dd5J3pQV`q;wmeQTbTu>tM3}3z5Fwj!o6yK|+F&I>DH(v`NQko1tfJb>(Ja)ZRk!M@*zE*JOdo(`dpPkkIM%WGqM4sOXz=Z5)7C{!%T%5RC+Z43K|E%%K9nUQo04X z+tt{cZ-}VQ5V39xN60r{Lx-mY!1A_YbbU5NLzi8J&EqbiR!Rca$=6|X>U$V3%i)`> z86@VXK0vbZ8=|Qq0jIhsIR3s18XibQkyozLF<*M2lxeQjOy_Fw$wGU>BzQdM8up6{ zKwB-DvFheRl~x~dsxZPEX35ybs+ZpyWrF#T57VQUL->E2VX~kTOni!nc4Ra4n0_DD zMAWfxLlBglkH;9hI?$e|07mk8M0N5lRKL>&Iihfg9kmGUhOY#R!;@%Y(tNaUcZ7 z2SKeg6XP~zf<#w9TKPz zqeK-Foy6d9=QGdos1iuO3WBGDKhb7)2aM^6XFJHMOo7!r7}QE*-1uDH{8`!PF<~7X zQ5yiieP6(+l0)6BVkkBE0CaN$D2`=2q2Z>yI@dfjFks*3Hs8Cy4jl zO<3V~8XdUjMg2b(qx>cj4oKg`{VdBneT*z$rK*%VU_8-${t#^kQc2(fB>p)&Kr&2~ zciiL`>fMgPBQxG%^4(dqDzuJBOt*lq6i00Ez!0<-SE3rr`v%dGakaQ z9n@yE65-y_9c9XOAyfbgJK*tuj7CWXoH1+BwK z%gL+6=a@FND~)0tlw4Yt%2?}jdFWET5+1v)MYj#?XW=MlwbZYmZSfj} z-#=$c{+uQ$#;6`uBe8V)hi+{NG~6nma;B(c8pOS#n%7&H=Z|S!huNF^Lm^oZ&F;}BrVt=k0YaS@ znbAd6m~2r>r6V4J#B3|PdoqB1QmVA?)HLcEyPfH)Y+rmQJ9Ez2N7z64D{`KiX1-+l zUrv${NIz6#zFvQH?J|cAPFtaS^DA%|ISGYZ-GKkk4+IZtc@s~mr@eIij+`v*SF6gaaknpU0R(Z-ArG;p~LZQ|FUuxt@%F480(v2tju zagq7wnrYFJm5>~yLgV{~V7IgH^D7OC1ekUUIoZ*A{Gg`pn^=C4f%^LYFzleoCV|iZOf$oA|WF`MFO46s2ILlC2 zZTAB?3TGD5@Q08d9mE*mONm4B91=Npi05-?JFPxZ&zMb2lTk~fF_B{-pxX=R#|C76Xgq#GJ!_L`&ZMfvTO%3#bu9WONkxPJ1>{xmp?fA3HrsEBUe!$``IiSSNnqaEU^K{`jIY(YZ$x3lKK=JfIvTM zy7z$`-{!z4Y=7JZS&shjmEGHUZqIQ(%fV~g)x$w=1#!%-ELs=UiHXX!R621ORwt}S z6Q=<9;8=hr?O~uO{C0WuNic z7&I}PfWkHt(sD*f+-?p70X2Z$In_vI)4}@58%SOfL$a4m(xq^!_!8R7GnU)Y zc^Fce4||S0MXf)*5LVs@8ccoCFipkd#)0TE`vaw4UxD4OL~saYUjMc2nViXKpkx_= zjyoSv<0rmQn#p)%?A;hOVi4DjWEqd+V(bu`)1Nmu;!`%~@$8-S#rp zDw{QaWO6jmlLNsoF=H`7!LMaxvP>=5UJN6g74n&8j=Gqq_!@RjXS%9W3=#gS1h;3h z5c#K`c4#nvg~KG`mZr((Woe${yPKG`-vbxr-9vpWKiaHqA&{ZGvBZf%F*V`oa z+BGcmy@!2wKNDO3k0?o2pc1w9U}lp8g+?~m@FRiOz@3I&jMF*x%R>}ee4-ny*sgM@>ns$7lrEgsg-9ui8oq{?&~MB-|~CP z)vt!qnFcT!pF>q}GU~8wrDUtKXrS~Q?9qOOo>Dd7^jL(FIYJ_+-pI>oa)gbmIAYbd zR0w>w1~uZ3vfa!T;&|jcHXbi$xx{OtxbgYm^x-!tEMAAJy`yNwl0%F&IFEQn-h$Gm zmC)l+#{685*_$AZ`l#PWNlP86D1V3l)=G&ju51MJd5PGt>^$%LZ69pPxPf+mWW|4D z$}q!xhzfp0g1j%&@_>2VU;LVb2#DJO8@MF3!e&~`D zpL$UQwr6jGVtx{CaJdAD+RPt&<`r#RuOL49jUyH=-A4!dmqPP_s~|Ulpwi$`RMy;0 z!k~$DD5X*=E(H51b=;5_i6$0j*gh+T4v+W?c^4+(?j|n(-DWwl8MB;mK6vmXqm~n+ z!bMP^i+cTn>kQr-O9eV0`g!L;{o)>5r2LN)f3S6 ze{ZkV6EMzg1MFG06E(TzjJM>6Dq|ziZ?-pf)^|XzF=H;@6%Zf&g|NZ4i?-xH2W1~c z__vkK&bC^R_c9XPIQOCD?gCi;*caR4K2hl!SKO#1!zXz;5V!6T;kHJDuE9g%W_1s< zmzQI5;yu!^{ve5T{wz`(r$zhOS>--+14OXXlIW+s`1U~=>&~(Qul0LD=h19bY`+9!riKIOlN){*aUb1mD_IvvPNs_kN8Hfm zNK&-=;MI{Q=zct&D1@IztH2RdFK!%aHZCMacF9Eb{d1W7?K0@Hdw$GzJLJyPN5L1C zOME?v<+tT2N6wM?K^jDcmpkBi(0#D_HyM)O_n}uc%a$Iwh;KCdadk)?2EBipFa>op{McMmo_8o-c8AE-cc4>8iS2Z3fFO5gqqwiz+ZTY41M)-e4?ZxtxT z%b-qHF*rmek>vBtZ`|MyrBV9y?2dO>=e7|S%~23H&TmA!b(fj1?jT4^Wq7Y$8K7q39ZoHxih#mSU=cZIPPL!sY27L3+ep!;thXpy~0BAacX zZ9y^=ey#%L;(I7p_6`Cqj*=fku}B~Y_q?2jam=?P%ea0*TUoI~whLr_kB5|tBG}nI z1KSnvgObr?tXp*vSQ=Qo+Gal#J~hL9^}EQ83xNK?=OFj43OYB4q3?SfXvi5sz8{-= z)NexDA61C@SBJ{yxX}D>J1P&%W%`8;U821cRd=#ZoQF%HWzd$Y+*SpSn--5eH$$sQ zlfX0SCs^$;0{4%LVEFQ2G)+iF?JHYR^U+i4v+5p=Jy(PQQ+psjvIebB*P_O-474!h zV`hLlhW)vLlJ_4(;VNkmxFMgMcp<~Lzmx|Hc7&tu6CsiK`4BbpV^kouUUa8iUfk>7 zik+R+P_aD%^A1yRuPpRx_NO7x#WobPSIRgo6Eg~~83GZ@^zeIsFX zEY>csgU7o6F)rR>y2MRN+)@!Ew7nM=dbGo-HaQeY%ZQ`=J#b9ZPoVpsgW3%wK909><(H>0(y1QD zE$>6c+XHNm5KhlV9!E!RCZrdIVE*bORQ7rarq;w$ADzW?((Oz5^1uV!5I7IjO_?5$ zECp7hCc>jz%o{VC3tKAX#94w$P<+UT*x4*&6K_E^hLwOyzb$mQyMglQ1dMfDi;*># z&@5O9SJnN*%)1HLv0g}y508PCS4Yvg!5g0M??BH7jLUlE31p7)f(O3RVu5!tN$Qm5 zM@}gf89ds>7>&%29@qzt8aL^nYBdO$-n4Y-MJ)Px2RQ!@WD0gM4a@Tuo*lXY9*cFs z;EEl%ZMntv%|EbIK@0eeVYptNX1N4xc0F&9r)BO4`fT;jC4C_@PanzqR}pYUWoEcO@k#ZCQxPYmpYc%%^Vp ziPXLRE<|o(tifUO;*9M(P)O=BEnHGbtmqqz>GKDRj|!MH7>Zc2tGVVC4z|Ws`fjT5k#l&#N!Ev;uznh}b@kJSJ zAP;zIJTH*D)weVw4C*&RGyPG(HAY-;gTo8}-F+J}Mm zHwpoIL9im7?HA?{aNIo={5#rdvtBZ8S|Q8l9PcH1rygO2sX4B5l@T{w|3haSV%<~Q zzmUhO?O=6q0^u&H0PP49_8W}CDobakFNnZg`yAThSWG`q1+!&6vD9}1c+8c8J==1? z&q<8x-{i%dQT4nga+g|@bad2y0NVSXu^ypcaM11%a=xd)o6svb;%FA~8`@FK-G(_^ zpM!V9UL1bn3FI#i!OB(fz~{@LWM7TQ;r1b7>z+l#bEl%i!316#_`}H8A~c!35zg`$ zuRoRXx}Kz=_HQ9L1dDl3v*h^!{y9whY@w+F74ROJi`*^Oz+mYzmaY8CYkQf4H4V8Z^r4!Du^Vx9<)s0yO z!50TXGtfumE&U2DR_vjcYrW9Qe>SS5Pe&_@X!7{VZ~SIcj@1j_fK{srnvH3O@Ui>Q z=e<1AhF~Idy%9$@fJ;;q_5M|is><&{vYfH`b;l5k)l8e%dKm2b z#1PpUC(2K_O|15W5_{vj|Icg?q_UlFNgdp@=||;_yWnP+0)NKgzZet2@)i7go`-D~ z&9ILoaciRCfA5{Z+q>}ouUPa6a|DwEd1U9>93aE~QkN~4Ak4lE`IB1E?_xH@s3@|T z;NJ5aBlAJxaZBW=-b(pvW0?1?5lvqDk-6p}=&HJhac0HD*eV5ApGl*V$0(}aHx{={ zamDU?hNyDmJytKcjE=+2ffG@T=5~sh({~cNcaO46bt|Ue4>)pr1g0O`h2+6++8w1}8gTs{LA!jyQ6WEx^knBkOFI`xCI2C&Q21ejA+TXu{&A|9JxKsoQjW z&^b~GF)XuZH#r1W^>f8r$9%-Vl6eq!B^>O;ZLpVl6+FB*F^>FAUSjekYI|`7a0-%;^XRNd(eT{`Sn%#UR>Ep-QV4&*@CEFpURs{l>E zmn@sC$IDtzS$E)E8t7<6YHkPOoXKynbWAoZX7vWNb4)371V5JPXKpgG4E zCBB}b%7mA&Ai*1yyN40iv|#vW--VhpieVV*gfvJRpzr;Huv?k=$)cM=XL44SMsOA)nE>2INqjMDzbaBO;dks8J94-{Bw}zC8Y^cqv zf-@ty{3UlkKwwM~bswz2z@Zx0T_wf0O9(>6Krsef?m}hO!&P*5BpAJC8IY#W*ij!! z1T`ZVTeJ)_-Tk2XSRZJgxQ?92q|DH%CQuq91J)-Oqg|y9*d2P0?I&|#sJ9)7qZbHz z6ehm_|x%}RRQesl8 zjEj;3Flxa>bRCrd5wT^sW}p-4_bBihbBZw)Ygs1$AusDl2kQ|Xz}^kaSGHyr(V7#B zo-d-{`a>>%>-ioG|D=rkc3reOZbh0VePT?iGpJdXD(d)}O!~6TQEjFs&8eJ%+Dba0 z-ufQ*y^!WBofw8H@!vpeLn(yGl|$*ne`NUKcaU~kj?Xa@Af1-MUaL7&;-^oVCO)T; zdM(&)&;mZYc(g%2f#6~;|E;(Mi*{azxF_dHXyGI9j`D)DLq||hqzK`4UQ}on!`rfx zalQOl?r+CJ;1vHruIhJi*-gMi8`1x3Dw~-vt2Rh@&jB(oTv6x zmtY%F;499#MIFMML@y2$qyMtaa7~vhi?RCU5VVb10{CPIHx`s*>$7Iin6?mWGd4nC z^*q{^nvCkhS>J{1d8n;VMUNFtbl}4}==V)W%@rreJ+_-Ztj_XhB`-*W^it! zz015zE}-~39f#&KAK_9daqOr%kTFfe;mSH#GOHhaXR*$_7PfzK?55r_tFTo5GPaC= zOZ>O~K#SnJIJkB(dLCf+xYauvIUqqpfjX8R>ZCa(8$fkN2Pg$q0Vmg7BskZKiYMei z!|5J)`+dW}85=NC_Y>7T-Oo!--3q5h+=8zWMU2_0h)?ITS;(e^Sj~9`-l8|?Qo`=9 z-jk&C+JA7>jLTm=uAizguAa^F49vWW5Ou1I_11PkAQ^G6~?r#zkv}DNZ zJ__#O&?(_%EC?V`qAvJ?KG-Vr27NZ|0Efqup)WBXLb~gy^^iB1>*%B9P%v2kv%+@D zdXt)VgTS^~+%z%KUCsTy=Uka@db5{r$S8YC43ut z8a-6f!Sn1OWE|c>C5!q*eY?Ja#Cn^EucnWM`VDYnvj+~J@CvH-%>i}e|1d1)7dSN+ zlECx6Fupzz)hG0T((IWSSKLOO|E$BaPacA#^fZyEp8>V|ap*Ck1{5#qv0Uy(jJuf( z4!@XAaqkv zKLsKcdPE%E+a{d7BY7JWS+C!ZGH@xGir?%iFox-DD*_ex(;Hs1Oxss*KE#+zg;{Xp zKrL3+r-S!<_6{E|CoZ~t78>9Jh&Ok`S*MTi<&B)!V=Et&-o}E%dj;ZT7zV?S{)Lcg zYd8=u!_R2(2cz6)G*x>k(ix0Bzgr50ebS=!d)m=_Zz*PnHlrlOg(%ip;*JCbzFpsE z#uT~+ZGF+SU|%pU(D;Utr{+;*(I^u7eg;Se`gk{fv$IHO^jve3gf~X74=SAZqGMF&MaL0{tI-@XDp47a+E&X3xhUn2clNPd=sA`#x$HR&z9!fhTlPD`O#3T_Yszu z{{rW_m+0<$96SmL(?zC3#LZ|>=rlu4vdhASAu@dPsvJyqen7{tyg;(k9;zDJ4-PUl zyw_^1r|wfV?kj(T4rk+eF*8XoWM1&hXf za-pycW9Lxpc5=n?a@K1cR|~E#7UZ>#EWhn<6bP>0fzUxMY-pX2Uao0a=$((T&Nnf_ zJ`gN=rn5}RH|&c~C4y}_yCVpv`6|z1r5-e48oFJY1TNz*)7Yl#IIzS4 zrbfo1>(#X+r{gKyTzMUpuXbbBXvSQ7TZHB&kI`5+n(-%V$#%AH{GTS!Q1BESYwI!7 z|1>6dy#S3g8F5TjAu5;vII*3cW>+%_DV2lgqdDSGjcmHvuNisqEVE$Mfo{`SF1!ih zlvx;X7H-en880msT9=ESKM=8=Xdl9f+R96u!S3-qLoA(_3r&S7sHZs`1%a<9r*u0{ zQ1G7T=z9kE1FpF4OCQ!ovh(eFAgDN)G419inY{25R-SFZ()f?SXY=cCk06ZatKdqz zUa%VIBrV3vsc=*b;q;*Chu8W@PM%*b%#mLti;maOr ze&vHI2xfDrMSea+5AVmlC-O0Ql{8Imxq|kikFw0dCYC*~p>jWdgZrVS==eARoTB)+ zI$su6u1ZItazf_W{D&A*ycjmP-KJLGo5ACiAE+Md!kz`ako>fcR3^w{`_<%w6Y;F@jlCxsiVX)5`Nz7$Jv_)@U3MONcJq@X&$ZSHC(!iA@DKD?-|-HodDW1m%xTmacH(x5kqS(fXl&;a4KOT_MNatztam* zt6(*%#V|h1axIaw>Px(OT88hhuL9hGDZqc#gpq1)By{m%fH(y{$M&|#X6w&bj|zOb zM-~`s@f&irr1=g1ev-ZhDX|B?5p~_)p!*&%=-TwqEU6D*Ty+ghZ0-@QZ%j{*eh40H zW{I?6`=`ZrEYpfSEu$RR!;QqEl~o{7`Y2LZC%`Pn>8MfDfc@1+m`6e=TI{XBZ#u^Z zg*`DaMomt9cE0@)?k|or?lrS7MZIN^%N}f!63UA8-kDGM{rya4J~L>!YJ* zarv52wGdl81RdT8|7FYYO(v{`twOK`e^5 zuxvEze#({+x7AIB?n~aZ<60@i&07!dGs{3(5Cc2fn7`7rm-;qUqP*w@E~$Qoo^$;n zbf6r_xEQcnu@>Z&eR1Ks4BV#8cuDTvqUJx$k8%7H9WEy??tGPoD#wkXbhihLINyo- zmpFW#$9CA{_>=iQKd}FytBgl&Mt|Ir7Yp;`d8tDcRI*_YPw+rm9D0h9%q@K|z26h_ zV;EUT{FMobAPId+HQ(LmHCC|P-}rVkTJQ~4PuBzb{4lCzd9nQe zS={RHg+^hENP|xsPkQQ2s2I2e2H6Ev?(SXeNMDXC$}VB6Unkm@&d2mc*U+Kr4yo#y z2G4!v#EmnrV`26H1gO7-gTt;v{?&^Z_I4y1I$Va%ZV5Q#YSHenD7dv%fiDc?W5?r< z$ocC4618!J)8d;MHFp4SF6+UAzCO_GT#Cw#pD=*`7Oixqg1X^vxbxx`nl*le+`GR~ zpf;QrYW$V#abOG#nFP$#>VTae&cozoPUw&_p0w|g!W_vH+FBBeR#TsWt!fWV*~SUXPMH50(!#8wa0+jp5j~2ETq0n}MsK_cAyME@Op~4ODDb0lXL#!WXW(2I>bs9S6Ct(Hm zCF+KyC*eWHq1V`Nn1nL+22_2YbI5 z-1#4OAH9-lXrJp9a@?gG{JH}{jh<%RF6Rm7;bzk+-XDw^Z^FErd1w|^gMotaMCcO? z&NG*wP`sVk|2_{%j0-_3AE1?HI5{^i2y^zbcROX75|%6YzRefO2`=2cBg@YjNPy4- zo51DQE$p{nk3Bz%QLuwYdzRgT;~(Qu_xyR1v7ZmF?KenwSSd)SN5I8%T)xrq0_Zy~ z1;(SkK<$SF;Pm_xoyi|U!BjO-sks$+Z@r6U59Gz={ueP|b2a84evXOxwIJHg;mh{^ zLxq#94{(cEROKlP{0G^vV>p+8?NArmsE)y^(p|ul4?+`oO-~Mcg{^W$P(N1_p2GJN=756bih>K{v8fo zi$O!R0_^jj3eQ-MW!?@U>MZAoOI501t%JPy>^&hQI+%dwwP_f(~wialH&YzDV@g>IvObmsSn=BzbqAb*e9orb%LeHn zB%mpqt8C|Np;e_PF~7$O;;h-Z3=Y&*EMh(mDgNH0(qhjO1E5sZhwcvxA@c5VbdL-t z4$F#owH>+CwQx5`wyA^LP#V4bi1mGa(!_@|8c_QD0JzTxC-YBT!?5j?an`QUpzoz< zbi@L6w|ymB8E3TgMFdvOPGJnapP9O^nP*o#8!PG@KyYvl4Nx$`;8o`_e|Itj=Cy%^ zlrt@<@_|z(GjXoB6>|P-$dvlmi6PTXG4((cx*FyZm%L2Wd@L)DdBJk+F^4hsbPD#Q zJ%RrGJ78Dt2L7>+pl*FIc#mWI%Nyq*bb}H`^6x{>raG3#F~F87qi96^WXzG-ibl6C zg5}C*ShBny{AS(4RHra>5778#oOx!?W?&WgCM|BcG!4%nM*xl@5s}Rn(&NAn0xlfrg}N67$EB-NnyH>5+S6 z{!cmnmoZ%N%8f5k`+*nrw2?z&whQ9CJ3*|!tV9)2CeEBF%g?$z6APOoQ9eS9i8n(r z@XcMgP#l6Ly&ECo>Tz^fWCf{{s`23TAy}gO3I-dQzgaI4+PdbUZRZoxD6YlCavtln z=YaD5t1#2d7acFXp(8@_P%=?kuFfrGW>6z3}2SbOq%R% z)bQ%F$bjwM-8jF{WMu(1^Vp2~n2Svx4M15~302pU(5^QJ=k`xPfl(;WIDQS=;eP?g zq?^=3QV6LQ4WNCl8h(4$q3gd@aN?94-&X!QmRl#XKFZG`&Bil`PjayI{Wi1}8ld;V zKX_2H0BbEPY1N8gLhigo7x_3UJ%cf@e|*kVW2_IG<+b4MUcmO$*C5VuA$6W|9qK9< z;O=oU;^4n8Am#pZ6ik@}9X*!l?w3N&b}mL?#BPwA)DD4hTfw%e4P4zyQQJF`b*x_{ z8}zH32gMm-2$Un!<=XWjOZlw=B$9U*F zJPwWbKLo`~en9I6@yke-wNBSS^D&HL_%j+?6JB9X<6hu&v=V9N`5kU@5z}=LG?ONg z!M|llY<^JJW7px)YB{mNSUccE{mN_@D<`&YO+~xsn_&1CbL`v|0)w~nVDovF?JrTo zCf8?Jn>ZcR2m2v^w}d!B0A_fG5#g69D7+>s-t(s$r?m}XcjPqq^V1iV4KIR{PXkof z-$%6)4n$h@(b9QH0w#RJ)`Jg$91(zCeJ^7%mQs_4k)-r~A!sK&ru?TZP~<&CCwmou z*OWQXazjDf8k+&%Z$HCf(^yWi@f`|Ho8X|oyx7H_c~DnZEll+u1*V06z{f6zSWV$V zT17cF6n>?`=OH9?y9US)$cr6Xs)2Rp(Ic(;C{Zq=RkKcke+px2rBTR8F#t~OM$^vy z1+0^OH0W;f1M{V&kn#37l@4Sb(!m{>Th=I}Pxn#E-C72meRDDmPq8;2yaQp4cV?s8 zFI1dt0}h81NL$l$)HU)3r)$bIg>_vO?q_-T;C)0zpLLX6l|w=6c^c6ejjHaJIPy*t zmdZ>bRZkqKSK@dKsi~qJ`p2nd&1&R?9$2WYKM7-|TI1X3Hi*-4qfT=VLj&_@{jc*> zd$Ag1tp81GZ#<$uo!=wp>UW7f=`mq=jiE8S4{>woEI?e`Q%$OZJ=Z+%4+(WJmhq%s`=i8w|N6R##y;=)8s0_!r{4^SC(Tp9-!^rBmnV>W71N3RWp$$?Wc@`yhFlf*2 zl2JBL|EiJYh&|c6g5^kOxZtBtgQ#K=09pr*pwOi;bHkll{I)X|s}>fKNOt$+9q0q$ z_D@9VUM2L&Q`q9i@`%wv*yg_z+n)qu#{N%4GxsrZs{D*ro8A!)x8-^2vIF2ExC5Qz zmSJv54sv*1qS^WieA@|!(K<_y^~sRT<4J(RJGLO0B8xt@1ytfW4TRS5jJY-h7LO9i z2B#$05-uxND|$x-d0%0XR3j>1KJ))P7SFq_@U2Lm-*`Fgc>RG0 z)3%{k!%Q?vNheAPSAjcH0m9w?pnL2H44JhNRh|`ti;Ws`&W+$zgmJ|xGnt-Za0ayY zjbKa;5x5w$T$gSDl3B+X_xBln5mCr$`nckp71m%>U4k53Y^rJajVCzsNz}I75As*O zBAMrt;kVpZJXtNzUp|4oN6qCJ&-yV$9Vx_yB_BZ|!@4=0=g?cNVzgRWhQoFSW3Bl! za1Gysy18c|a=tw^fnt2S^8|)Id`33}jAc0`7ci?@1-?;<7%Pdu+x#ZXe^U>ZZ9%y1 zWeMiLnvSN^SOyig;0HB7l$<)xiy6^`W>-YudS8$FoEc4zV%)Vwum*!Dx+F#X|PS;gCTLpv7>Pu(ONhGFK2T3 zKQ1++oqZBUyyD{7#5YX0-Ga*BCt$b6I8^%CfK^xaVdOj|$PZ*3sWbOsL*yuE`u-MF zK3`|E#}L}peZ&l%Z(yFB3rE!$&vz=)fpSNv^XrD0@8$U_zakkQcp~02Zb#Rt^GWTP zcv^AeF`aa_4!e)|V@CO9{5EnT-_kx`09#`bobIF${pYx(*q3}KSX{b>R`K4 z2-4yLNd8nqlap1UOV8M+6EhoyKU78C`JNCxLRS2n zvCa}VJ;ph=WyOmx`Cx!iH%!iFjK`Qe#LV##R$jOY?y8KpGCGWSY!N`^eAZt)%@+pu z$HM~sB(O;tghr*0(0wWzb{4QMhpKvKS`uc3%9$3_&{{@prRGQlrc;oUHi{Rf(8Rip z-Y`Ey7xUeiV$g<0Of`_fl|S21vVcPl_hw*nL_Cf>+=Q+-wy_!LDe<#7z%)RFGYx!1tVb3{Rc!1>1_xB;WK9Obuzp$$LE^FFhI^z7L9wv+|Ks zw3oL_fpv0lWth*Ug8G}XJbKY?D&Xbv8dULi%oXW-Yu`H8ebC`EG@d^4wYQW-fd4BprUA$K! z$B&rW2kK1gx0ojdD(s$*lf)Ap+Yhjz!yb+ZI`G_3I9`nG#?s5lOefXH!Cl3S=hsME zvM1n%1#{W1bUeha{f7;Iqe#oC$3$h^H_AZ=Sh=ngy%)rw7S9Nuu-s+Fgi7*go~*ca zf)DH)x`5rPA}aYXPqblHBAEE5($1?#@!b3KSi_SM^E+xmxYnAw^$BUjjw{gQI~oIK zJ%JlGy&zn_1e!d1(0uwI$R7C<1M_{zh}jBa-Lz^dAbld=U}?Va!)lb2g+gQSbujOm zjjczSrzLqUjp%%hW4^qBrjH+ibJLdRZmf^>-L;HU_Zo-C2~qor4X)I94bq9((70?J zcFfuidE6bdMe+dD9ai(P9O*>uR5hfml&UmJC+hOjG#D~=NW#<&Nnv?z$NGHxnj zv*&%NJR5>9?q9?`&VMk%k7?3Fk%UTp!!dedG;3qKkgzmSU(f^C;opI6N8h7$PYT#E zKlVQlDSm!A%dD{Pr|wn(B-JuzS3x6NwTAMr%thQhp2T(`0-4##vN%?L+j8 zJdYheV$pl!bc|qUPwf#yXmB;dRlQ%)=0G-BraZ+*zMdEpZ;owDQ*uoEfDKo)uw_df zm5VKaySxyr3YNopftOk5-aejx_+#A5&WFJ3$z;2wg1A|22&&2ganJs4aQmG?-Nwv> zunETKqx=cp9{2&Xlw|o0`m>3f{#uMUSBDDYj2TDo8T0pB!Jc`c;7JOhp&)=4=XQ-a z^s3Rg3*FeJ=f^am7zi_d#dgxu(6;Lp@%t{k@l^*gZXWJM3fngomz~2 z7dsm&KG)D3uV?7Ik-gt{h^eA2h2w{FV5?Cc%2mfgw@EY={r-#I^DjWDOav%C`HueZ z9BrEy(Pd-3a3C-h`KLP>BQBm;j>yF+*BJv%Vu_L3y)>tM8b;hR!5_`?$g7XS zm?`xbZkCNIrwgF+4C9{22cqf&IdRn9H2gB_I_edFf-%nqA^dJHRxT*RH~vGYV)FzV z-=4aPT5Fijbw>&!Sl%mDv<3S%ZK8dgZP4;&KW()50(&fsfqP?`p`p^q|GF8gJ!5El}G0BijRPyLo}+F^H31|LUbyt4BBo|?09n!?63TWCUF<_ zT+su4G5WOg`xi*h+=~sC-L$9A7vqF=WMTJbTpeSMzQKNIRS`xUs=Y)--iGMboC1TZ zrNv6GnaA$p6H&h67Sz1*Oe7e0LKLvzE}L~%Q`5o6IDz@(wjS$d{Mkb^vp5?hEpJ36 zQ9IEx;}@9uUB|kP9^h=+&$H5yC7d%sMBI=Al4lvPdO#6=-oAxRU3uut^#S#$E(}%y+ZIflzl4dwGLD|2i7Ysv?y?zA{F1E9{*21gAU>Mm50{Y&7VD9Nk#R zZ+{7uQmObdS(blR$_#D7JE42I7(D-DJ%p-*V7uTAIOw(T%uoHohS(7>t*#488?VsL zfzOb&W&qoA^&o$t2DQvd0LkZ7XdLVaw>#?5Ckimqu!x!%5!>^9 z>E;=QrD8`e55qOvVCCgpu$cUrs=pe-qNNY0k%>PX8X+Z)x|Rr5(Z6xgopvnw77d|u zs!5+qDH#@U4QG62d3m?<5V@zB*HNTI2BxG^i+8bP?bLE~E3$*`R}Qf8dIV}8HG|}& zWV)xB`B9drlfdGUxS{bs93x4=gP#iFQ2>`;{i6>OXl8_`J2}zQq*=vj>$tg)fydmi&3BAcFBS|G0Ns?rWQb|Ik zn!UzICrOf|k|arzPLd?~_V*9?VP>9Z@3rpxy6iyI8cT!$#ysKr(_rahfacnnR6jfq z^gAxY+*B2*QOr$Hn|vG8<|mTVs}=YLt4zV_ohC$BrGb~50V&3BjLUR_8kZJ=#wR@p z@GYaA|2_n@cZ@=C{u~(x;6;;|kW%l#S2T9g-ul z%9w*@cN@^^S|hEqSC&?_zlQh}#uBo*jI-aV@Eg2xsPg11plkbyZgsuHx?$zyo#Q#I zvS4?n`aDTu!2~R<`No`n%G7ta42p-WpzTgskUxQ6`EzlLNrko>f3u9~*rBOTIklL$KQ1yBYV>?u^A|?SW z7q3KOw-{s_d6M235o1CQz|95+)Z8kfocg82SLY;A8=OwFH-)l2bBm9emvM~T|9~K^f&}ef4gtM+n7!aHwmmC?hB!9=WBmHmF>8VI?Ke?W z|BK?v28mT=Hr>8LhBkY*LS5@An)-bTmO1}{l=e5!^kXC%=ywu_hr1xXXeuqy8;QDR z%TaasLogO?q+zp_q(QGI!G7I~IAPo;q`N<2Npj$5& zj#;;$?D{0$p%IMXBHoMIPYuDNdOF5NUxJVuRT#tF2z@O z)~Fh?XPbgiUMAYt{XqYn@epMbMIsM7F?Ycp&@}i#Qsh|f{@8X1wC6}Q+D<_I%4(>e zF&#M;;+#LrF-uh6Y*`ldXLNZ@SG0iwLhp~k1A+Pa$)nH z^A7a|pXcBIJ1_R&3gZ0T;e0oWa|5}!SUIy1#?`S!s z|5l*C6eH2`*d?&3JC08J=CoR-4G#H3L0082>8wy8wWgu4b^9W$ckO5M^$qNNodOPy z%wrnn3mnZV;-xZ_xbOdjmyJ~TYR{d>krhd>JC}XOZ!!MHXrP@O4jO7bgQ|Q91elHh zt4?`H`fNct4>KhpBZ^^Pv>g9{NjO%qv$7B4q(lYJqn#1gvBCDU#8NdLE({;Q`&y47 zP&pb_Z`*}>14`1C2Vbe_F6OskbB_b{U%>6lAaGVxSUAj}U^wI3`0T!Wa7UzD*Tyh zA}|}U#0B1|ICN4a4kTQ|&Ml!dV^sxw@lfKML_bFdYava4^@o<3)n~@cyB4uvdMC&PxqoPLUkH zw&6C6WxrQ#dIHQHB&6{y%WdoXqI{PzX3lCvvn=)wve$y~V^#RyhX!EOjW>)v-3JZv zmZY|fvA^b zX31;fF)A6`y-wq19|gWfeh9i|q++VVH3+LQW}IKvF`Ijio;6~fr)=NcaOXLw(`^5$~eXi3PtIXUFg-bmv}MO^gtMMvaadJ*q3+V*_b+fd5LAhRHYDm{5e#<&1bWa z-^691lxLlF9Rv#>V!)G7Ja&`u&TpOtk1eAhjImFRjKi?Mu@l73$|ReeMOG_32F2KV z4BB;p1gfV11CrzY0hT!w^ht=zMbxd$#|(`)kUzE*)pRt-ugUV#?n5C^HnM^3lzOPq zyF{?kXFZU@mvCX35GP)}h&e;#`KHYIS;FRUyACj~{5lO%yflGG?yB%L z=jyP%l?Rj`i^ZmzdGIEez1zAgiD>r+6py@(j=$q@yIl?Hb5bC5-!9lYvjUqIt^>_$ ze@MLeD!PXKq(OgdsQRr^EO$%?&f8RMUIS)$Ew zgpD=+I2MByzfJ>*dyC5Q{U9jMlN9E)1831ZtWbk(!2sx#bw$7u%g5F??}0mS2F*Ji19>A4pzEdcnERMz#^>IGRZHHZnsh3uI2H+?la-~$sl&lG z?>ngGjD?tL#$?)8E!Cl)%(NrS2o zIwzSEI&}#UO$oXl=1Pww`(XLYyX1&}Eq0F1fEN8L*zS`BSw-x*9rccK+5N`cK7t71 zRLkWOblQeN^=WNLM>fm<@(kS-OIW9~ zmU>K;qGRezd^DNE*ARaNZT%cDoYRR1vaSGU?^xo#YAn2++lc)~$DzB~3o>+BKXN#n ztZ$91H>fNE#r+wOv0(?}eiXqm z=ak?8wxhKoZjouI$U6t-+uxF{pW4u~_!S7xXAoNx*3o$Wf}Ks?p3RU z(YK8GoezM;uL#Co87J`=QwH^ga#Ed~pV<5&6H-UFL(p9W;o6;8_NWI>2t4lIDid?XI68+9Vr(cIBYi^C4*2|C{y3R`NP^&OnUKd1_h2 z@mT5CDhGmQ71Hy!@^I01t~Bv_HmbyZ#oG03CUB5PZ+?15^ZJnOb=-J%`^`z;Q!~t# zK7c9w0PIZs54`r|Vqs4?=w$Rj`H~tU&OSpPr=P}#11G_w=>mMIVf{F%5wuA9FwG zc|h`bZJ5~p9>vMUq}TEXa6ay!+!gnzkCirdp0Xms;aa%8HW#03pF^hTgvP!|@LN0s zIX0FS<-HrJjn8{9vU&+61)XSBmk8}gHet551}teD#Hjjev|0a?~*97|*xFbl@#&|0n{}S>wTddokv*ckKJn zY^-b?2b!smP-vYb@p?L&<(1E3Mm)X0_XlwUiXYvaQM8Ex%M7nzK)POuKxlYvt<^RN{pd0{TjH7 zPczPuD>nJCT-v87Jn$XC=+!@egHGt>pU1)Np3v7p1!CpsY zX{r}vh6k;McS#TNS|Gc-&t8g`W-9Y*N3%{zdL5j2pNum`DD#EOe_1el2I~HZ0+D|g zhO%sJkk<#|COpf0nH^*%TmxNek>qCdE1DY2yc~5WK-$1~LP4yz_Wmm5rZSJ0W-KZj z`~|(DahN(d0n#CpM3zTD;P2DuZs-VOhI9Fw^qD`C*08zcKXlTS4sP`M#6EL!1L9iBy7SkEEiRg zVwG0Vo23AuAJ&6%_eu1Py-lozosc%g15+RV2P-rcq<=P?$Li~|z-L1`YEFDk=4mMM zlQw?^!LkC0-VZs}3-_Qx^U9;zxpIj_jNGx=WXO#?gGyl zdU*ak;?Sv`FsRrCb#|`kz4$y0_?&`*suN^j;SjhXk>d--jOML0ZG|@fag4jU0|Ma{ zcEpCGu%%Pxb5kwZL2r)23h}A)gAiCH`8n359-=$?>5+%jrHTu9gvj-~{ zFb>o44xa3hD+J_)<6rk4bb4ir!rNnrak)9U-`Wf1PHtqxk483w>?124w_|x;0uiYl zgwk2#AoT1ykltH_x>HmzZk-appYby|{57!F{%5i^HVXeDQXHUqDT$nQGQ@?qK1e%2|L(~)o{mgW`*KgIAhS1~ZZ7Mh$LVJX}H z8Sh;~vRkgh=GURiOMMSf6#Qq1ruX0C(~_I) zyt53{?9Wh>->qOU+#I#+H!_Di`>b?pF?b@EZ&6(V6VvXXOnw9D+_{>J*pb4Rb~ci{ zid0ORC?-d)>R}4&lMZ6Y;0 zdUENU9T}(-nFVTPj5RmS8l29?5W$Q{+O+2`bIN~*nu9N}=ha85552%`a-%L+ zGf8jgWe_gDZE?l^9qUbolFmJ=sAka&?0fc>>=v{B?bahGSg?c_a4`=k|NmU19xPEw zK+c$k+|Txk(&w}C(7JOkawae54YPTS3!58RXJP@Auz8l|#IeA6xgfXv@;6+$BA$A6 z<)MpG07S3t1JU2hpw-T@bg?qbznRJ0;(64j*_#R`j)HQnizp|r#CH;3B6j=6LzLnL za85Nrp=XqZqiZ7^pCrexp7Dcq@FF28HwKIbzCwHNKHR;QIYR>e0nXOk949#kFrN^B zEADWloS}~xhjJXY+7w}=S`D-`j)2mWsZjkslQe}Hfcx!LH0D1c)Lq*L!u2C*+`fKP zUK@uMBnu1z?x1LcG7;~QN-Q0X(cC8${a0K?uc8ooU9kYQ9ri=}$f+0-+6KcI=iCrC zVd$neDC&QLy1Rekp^>?0#xI5nK@W_Wd<4snrK8~NYb>~^ES>W2N3iscMU9t@*v|Th zspVS8oz+HCKBq&7;E`l~WL5pemTT}QxwGotoTE;fWE@GN$= z16TbKs25*F57G=4&SKCW(E@(nH7F7M!S*G0z+$h8)N}Dkly-b(xrAZ#qbbV*JYEml z^P?d$=pFWoQXrjw8A^KFAo6xBRN7wvwRsSG-7!8Eo#rO?*nKgQ|$&_FdlnRlh(nm*vzi-$ifU5EyalB}UD6gmk|mGCD3C z7r6*A^t%|IK9!R?c6DIKa*8tl0@yK+or`|&m$VdxKv2s^aQn!Zo02Y`vPea$$pyU0 zt;9mpa!@Uah27Nz|yO`h+yVKI%ol7a4Gwhs-CB*yECKzGh#UT=>j^5ZD-Eg9Qt zt&+6Fu(91G`jJqJmf0gtblg@_{ z!8AD(w{`IR)fJ@I7BFs_MIE$=V?iz}6dRr}zVqw-An<<3>zwd`2;*NM_qBkAO%F%) z>rJ5J%+9Wc-aN0y-6a1Nb2pE@2ljKA$EoKbyT2^P_S_qA?9mt;U~Ux7UvJ{8x`7ra zb+e3n8XB$`j-OBeL5rr_j3-ix_P1Yy;IlR_=4wzgj>;pamH#J>Y~Rm#;NEi1EFy=L&b6MZ0CENb`kL zP!n|@N34m#s1IjI#6QZ?t79MH0kI$YosMJpk+D~C2{>3tpqf)c4ey8{!_@@j zue73IxPW^7*@oS^3E&ua76h_d+&X6p9vOWN!+uquC^nC1ANK+KgwNat2hX)1(ii-D?}3nI+G^vXt#ic8O7GUmFIpU7O~`n-F;`2V@Di zXr0DUe9$h>PrA@dG8A`$wRI+Qak2M7Q@_Mg{~|Q6UV`G$QIeQ(PLN;K09iRKUsd~p zcHQGj>y5S|M@`dQQ}r29U-uYv^Pcg%W|*QgbLw!sj^%pY9tPt=1JKH431o!1qKS1X z2J3S8)$Pfod_*C-e2!$!_#TO|(geuYwq-j!cIHzrCJk!E^p8M=?>ncPdKeA`;qF_! z4O1UrN_8)Dr#!=acNAImm6(Le0I5gZ2T?Cg&bCX8GvV12Je`_?GCO z8vym|DWDsk%UH)f(4YMdjcfK3L60ikdr^oQCidX6bt}zMdkQzii~)nD*zLM(ix|| zAOiGhKm1fw;@fomAuc^>&GOX`lkV_M_%r!x6n-uCdTuHk2MI{C}dO=g+ zKGd!Af%rF9n8)xFeDM5@;>0p?+OGj`zIhE~&%aRKaD#MOYvU-jP*ls=LK;f! zmp(AopeFRyIY3W!13H;*h8i1|8>x8=zZ6fS1)C)qxQnUp0!E)NQb6+sABol-Ay9+) zFziz+a^`N9WW;@-h7GB>`|wZDtg3O8 zVkUA@y~gDb5|jXyU0mSe1$^A4EOpq+92TD&D95cf*Vg4J%hUd(=JQWNo6;q4?7RnF z%Vxk>y)GPK`xI2C)Idb=deFZ(1P!(O@aEzq2+|CrTemgAi1lY6g0WHCpFIOj_p8L- zA{aCxUt%Ap6+-vV0_{>em?`@W3ONdVV`V99cdtMPg%(;XEeFm;N17g*1J}07OI`ln zl}x#j$+BQiz-E)OR8w+|>b?vkda2P^{iFrdz8)m1yJmt}`7_ozpio|D%{UpQ#J77g zjym3kv$waQS;IaYT$cckmT~y;!F9+ae{(N3~(;On4H5|e>UKmPtte0Vn&>t-y6ky~h=8XvD@OQT)!P-5)(1kge^82+g=IdAX zUj0VH4t9Y^{xiwD-VVodhvQAbE9%>54Xf8iK-6LbaIkYiAL}+?Q(Q{Cm_Ow(MD;Xrh*HbY1v#XiPH76mS&y6R`Z@!vBb z_US_#4?)XOx>(y&1tz;+V4s3HM#{7Kjh#1e$TgnkG9Jht?;`@gNWwik zgt5037?+|QhlYQICu7>NQf)S@UTTTSm8^T7G>$*7$FlYlMiAvWW~koW34Ry4V6Ed-^kMh?L8&H= z4P|@OMGryr&kSf8cuux_?8BI;!@wz0iWRK)t*E&R`uOa3`)ds-{>g%%diGp6CLz@d zMT`mJ5B=8H!To6*8mRt9t6s2x3oox@JGD`85tPKx*%LH2+b1ZIsM2vnPz^K>0 zlsicmY_g_Mk&Ybf&ff(ip4TN1?j$Rp^T?nioP2+Q#+?|r0MceC^udY zo=%-$)?R>q;!h~Mbql_2RpD#ZFGB0FK~TC;h;;37$oO!IUS{*s;)ZA7D`vc7_O5rF z*N28Q2oDZb;0HctIsc-mU|kiD>R;zE$KYiWH1!f~TYdn>v21bmyLPhDS{_you>pr$ ztKe6OKZd3LhGPK-;MnES(8l{to9F%o|Jn~Ay7dqTS(nspZZJfSK7z_i=HfAy*De!3 zLYo&420|y9&E2}N#v=u-J^w}0U4Z&5hZ~fz7F-tGB|5>~ z@V$`B_p_{H8PH(3vp*H-Y}PaRr2}czkAZu13fQvVzs%`1Pdq1ux6YF9Bpo>X4$J?{Kw;4{-jNUY!Q;&#(7=ZvJkDlh$nIJnr+{(%A0nvE zmFQow#Z9(csZi&(#P}@Z)Kp)VWdCLkk>qqxl2hRe3w~MryE7I&nhQXuZ2>yXGJ&-% zo!Ib~xq_~3g0h#}&}mLTHJ=lRj#VY7YVQLAy;syeFdBA-oI@v<_f%bY5?$3apt2?# z)lVSsXTSJ=PaOl9cR6WR9Mx3%Ng@^Qpdh84=%_yc;eY9T~4AZh$mD9K^bB_9*)_9ykw! zh=WfO{CcOrU%6==7AvY0CHIzSDR)6Ybp-|-TaS6RW3c*A z9G<$y<$JAK2X;E&Nl)c7l(rr~dxT3V>OD1gc>VsPA9uOYdFG*eT z4@|%N22GdbVb2UhXwtTVbMZ>j#LrXF;rDYmw4W<=ywwLXH5bXgeb+JcK`7)gW}VQx zj)-zASa!9GYBywq#!f?s*{>{ZVCO0MfOrf7*0H~OgJ#;E$L-_3LpbZmh_)9YaI8=>>MKM@<-h=tAYa~Ic%aEfZPwgza2&b&kqH)=MNFmHqaWo40hE)-c=L#Y+ zokd6GW}(JTF1RLLhA9P;nWy0?_@8))o?jes=$;goWxRvqW7Dv72ZCi@8VFa%=4Ov$ zemT=~pvst%Nzg_6_1e+&!~oT9bVMH|Hdn5=iiR_Lut#qT=o%FBI6=pAi=+2IdwV8K zOf5uC@i_}yheC*56c1_7+CfX_UsM;%Fnd}g?Yp`XWKW0i?gu78;DnE;TQr@`Tkk>B zS{JaHyOA*heaPEaEEl~>1q{tgsQHQkVyno!2~92RE+xgXii7e%VurKUaRkx8jc&ussJidOyTQohE3!_X&OKu3*E+K1|tg6OSgy z^S3Ql=KI!MN6}(C(mL-k%$&h^$Kw4GbKWr!58#9vs(%@yer{3uU`jIk|Z`;=>WkHdr}h3vJ(qxpx1L5lz5yC3lfk#f5;(8Npxxe1G6Fi-Z*Cs+e~ks5sV_kA=`UmKp335Q z<`c!}Y*6$tfwL?6*lYud%zcieFZCEs+LMecO#>*W(8!{1fflqZnMBhsKBR%^-Qaz3 zGQOVt6vxJWW`3yM7;eIx6@~XC4OJGve>=#|zfwtdf)jLpc|e_xpCYo#i#*O70SVvE zW+l8`&~Y~(2evrDuh$pQdHq+=yYm%%w*)|nLkDy1)bSj|2#JYx80`>``RAESVCXya z{xt@&6!oy*yL)ehZTqrfF44(xnmNJahy zv~Xv4jM~@4Mf(c~o-U9WFAazE`rFj7`7O0qoq~PwE>Ey*C)L*o0-4-==r$6u z9sB{_z_VN`ax@?%1~O1#{EwA~qL{}=0kwQs*5kVhby#7}cre3>;`8q~R52EuWc{R) zC`#R?CIWZhE6(?b#j(@&V8etYD!%tbqERO=4U+kS=~hJw;qmJxZyQ=2Pf(zVbq!R^flYjbJ8A4?hC$xQPu~{d-4a>zbQ&> zCWt|un*t)~Z=&B_f-4se2XR^luPmbj(x0#nf9far-OJvifeoa)vH{*kvpK=Pnc&Z_ z1UJ@6aBNR9S^JW*g2=s_%Gh;08c83N#0=>yjXpovltlC1URWcVnMsG)#19g({kB^b&aM3F+ z15dtW&!^Q#(aNg={ageXJza<~n-#G3&TtI6Y!8B(F5U?N%R2|1B{I)x82xMj3h&=y z9HC-%K3s~T^-5Cl6IRZg_5~d7ri0tI4BQ==1I=3$q@^!2@yF5{+~3anns2-z!figt zo-xb+Ac%BbBMRgEZeF?db7=t)LnJ3iyW8uG{ zpE)PgQL(?7{qFBt^q*qBx-wTN-)}(VG+1WiWf?IzV-5zUSF!d7!TaN{LL1$K)^h-b zp$}2d!WX!M<7jN=Bj~&$Lc6WTD17ZFNqSxisjtVf*{%mIUq1#6hlfD2>;`6J7Qr@- z3ZD~H#7i-$Mm6VM?5-OHjvXw2_@abYn*RWFCuv~Y;C>9~ilwXnJVdRBcVKfYMa`8> zB)aS><2@BYyj~OtV^knu*}vd&Y$IvX8iw+PcY(TX0GYcrsVZQ5v%`hth;16{!Uyq| zv0Q(H_XCM;`B$Eq{}OCYI)(CcwlXG7HHMwKfED^b!OD6D*hT#%Ben{`IJcfSeLGF^ zGw!loL@N~L-vjTBv(W$AK|ILbx#rJ|S$}FSWK6IHLF_Z&%sXnKyfOhdG_lUj&RP_i zj)p>EBFJ;|F~qM9iu}va&g3pO%wk=Nt+&9X{4AzxPNQDyda<~#mlj{=!6lUrY+iB_ zqMucOoyj?HDt?UoZBhur`*=0`EX&Fb$qkvY9i1mju;HKvbvzpayq9u(&Y}_I$?|t- zdaV|`YQtGaqLGNt7gLA(#_T=g09E!;;4qv6Mj8?{x>SJ~-Hn(whcS<76Hul7Sj@{H zomDV+(dEkGv+W8f&b>4@@ z=6ax977Mxu4$>6Sa_nx&$5S)Tp}D~~h#1e#%-;`?;r$%GXip*x&Wb^`P-Uq7cM@8! zd=HA{OBh@4A>8jV!=P0&sm;a}nEszRddbfs63^iOOVYUSHqNB=fQqQ z7ewW#gK*?O64`Pw=`HvQ8=fmjSLAb~PIKj8x6Mx&5XE5b5RP;~Lp|eSkAv%nGiCfHz-!&V@hSYM!NGg-Oy1s$xfhujyM7%{3AJUs`Y zOIJ?n(p$pVc&kwCEJ{I+Imx-XJ_Y7={>ExfJDV^5$Jmm0$ZCD& zeaRg~Oho75T1^jzJr{v&#x|Z6%P1c>Qw0J8EBckk<@X#oiz!z#q3NwJB%N0PS@sWN zd`%0*M_VLn56fx8{gEg-;)ZECv0!w!7FS0XKzHmI40=@vUh8hNJ#iF{kV^ow5Ir=$ zZ~@)lj)wk*B&?I)31Ry>Ax@LapY>RYA28t}7~g(R^wWl7>56=sd#4;`YF>t4&7X0r zjRT4=%tgzeWiWjsR~pc?9Bd-5VS0fYYJ4z&9pkwCie0^+9is|sJTIfCtq7jXzl!cF z#zWuOgET_;6bmJPFf?f$W`C%nF)RyRzV0lcV_r}xO$60dPtnEy2GLvl0j1JUnENvZ z|M^yj%{%@;j1GYP(+|+SSs$IF#(>A(7|0$ihM5!C*%@<*@OdGxE%X8A+p|5zf-A7{ zdk)p}NT*e7$7A>CH3Ws%au>A2mX!H-pPX9;L<=|V%CCcU7kGYE4%HJTWfMsU*-yq-ZD-8Afj{b{7;C@gx zw9PpS`3jSu_CE6mPnO3vk%E-!y+taIpp#AXX8$5E`R@>hy}Jx6-#-V{ zrw)*5RKs?fO<)*&5u$53Qsww|a6g?uT}sSB{pNMZXxC=@i7YU?*9(H6jXYVJ9Lu|E z&@*O;$J*S0KFh?U1?(MB{vS@+Q4JMwsZigmBGqDSQLj)+4kjo|o%Sd~p!*|;ddu$i zel=+0c7?G3Ub6XBJ{4CmR&x6`2tBC_swsP*UoIH+Py2)M*YDKLGaPh+`S`p}nJ?Zu zi}WvGnYY62AXqL(GmLo1wXgs+6Gf^$xtGR_|B5B&T`)qy9-NC<=k{>}9@?eASCbYq zPVr(IdnOsZ{C8koa}|WYF2LOx&%i9z3awfq=#{A)zU%yFG_;9sN znP1?J&1szf?KJXLbdi*&K=1u>nAnhvWsKi7JW7RMJu#WFQ*_>m2xR%BxFr18)& zvqUnYuNL=rlwf^sI`s9fqv`eIsoLtVr2Bjo*7KgDfp$FBDojUzideeu2R{C;%)co5 zgqpH&uzt(jfKyq2-1Q@5|9cMID)i7<-48UkRS|Dz0XXg*fFa5(!#{E!Xn#CK2bVp@ zhT2o$ruG*!YTLl!7<<<`SMfCZ6s3Z-Eo8Vt9ZoBi=i4m$2E*C>NmimmNRjXG_e_| zp>q}-+c6ZxU1B!TY6P5W1^ey_X4u;^( zg(&z(3#xP2-P8XT1f|8GiJuV3B|c>6PJs{yil!G%Q{O91q(@u;s)7V8F?a{X_wKUn z%`#qvdm?yC-9g!gaWXs0XycCW;4nf4!bz)ned|BtOi?_*3VEq$?rfUzPDVApZwJkp z1dUg5Xwu|ZnxT9KY=137qu_^FYL-cTZ}s4@wQV3vbfGqTdPz@66)H;p1Md%9^kz)t z;@&!PMzM&^F*Z=ql(9s2@oQpS`~imUxX4(JduYoLwwG6?P?}T&mv{ca2FE|-(VBD2 zH5N~seg%PI{ZKg4G6j8Jbz@=}%fjj{CB5?m7;{<#t$RYCKjSvIOi18W>|KtWkqNm? zahqX2>p*;J@5fE0Z$QI0j?c$!Zn z^p!On*&Yo7&I$+%`~_b(%1OD6i)lvX7|8QGj6yFT8d6>bhjNvrH)qX+)C>_7j(RkLC=oVlVX z)eMa#<ygBM=LMFda-*sJAF;GXn)jC2QGElcU1TthBU_1)}ms_Y{r%M|er)QwDoIe&$VA*WXXyV(v zlX=KzlA7eM{851J3HB*qq%@T%%83TEBnNhWdmt;^EE zy=_12jA34yJ+0_6_ZQE8a~EUWyYVV7v))I{RUS!t1d4+*K=GRwtdto+lb;EyK3oAa zvx0HUT9&gJ_nlXNqZM4P_`sIaa?*hZu{3|wFt91BrJUNKRP3?++Qs zXZ!_e2m7vXI|#L-6tON!f=O?-qw5RCl(KnGE}c@6+Q0t;epeqsWtkD!$_>J=dCWnp zcoRyuFdp39Gt_2hADii>F64NxA0 zRpOC=V`!N45?$*eX~q~sjAb05@^|UL6$L|j>ldmkyaye3WN3G}kpzUVf}ty}VEhI> z6xV!{2yL@?BQl0yz#4y)y?O&SwQ{iR;B_qS)S-^2!ytD^HW(Gep>fkMvU-ZVbV}-C zWG*{s+~0x1+S730{RQT6YQc?ENow`|1Jv4FN6ud!s_%$mTqg_Uj9*O*f83xg|D+P} z%{pG;nEz*Gm5^h-o-`xGyh2Q^-gdFk)`(PhnuZ`4LqyPT6!-5^gb8T25tw5eD)Y>nj)}4^B6{KW!>L!iq)I{`|;r@tJyCxGuwn(o64~4?+7f9=2L-FBXRewBOIZ_?$4-z z#Cv(@lx@kS3lwj!El(5xX_M#P;o6Y*~5^ z^xO&Pcn3qvqA1vsFDE@QUs1|YAHhre5rw|~`EX;qBENi&0l9JH0;RVP*#dl-y{+PpPlU7I~=7}I7PKED&+Z>Jmt0WrQY~FN8MOv}q zJ;22fmU)iA5C8l?)p>I;EiD-A;?;?Z>>Bo7iotchgXs0wlQe6DL(GE-Fz6SFGZ#gp zUa~iSP*&kjOMj2Iy3eBWt8~a)H;wHz!m-7 zGq(>X%HE^s!)W@%UxA-#*Mij+?Em;|1c+x(0uK|$wl{IY9h1(WG2KtB&D%jx<_v{4 z?a=A;ffh%GKCV5@Zav_Ee*23uY851`vasZk(Ew+nfJinE5@OUZP zW7foy@Z7JESo#9$qh4ZzvNL!sRRLMDgapdfL#4P0dcsQ}UuO&2LJGty-a|DX2g3J% z1!e546{6k_2628geYX&Qv-9x4t4W|S>^WvVN?@$8J7^d&9n%<>(5B-z4azGd%0b64 zXW%dTX*Pp>;uY3IPo<*y7wEfJY$jc`mY3H21w+RDM7ugJI;AnLyYaki@xT*O@%kNJ z1m+AaP>}{N>_fhJI<#0BfHd14C%ylGwSQ`WW4wv?>W>0{=FwBw@;ZP#+^519E18pt z=al)??^7s4p0ND;7TWr;0b7zJ7-~Bov;Sp$DX&W;sW_FWN96*XRph(ez6Ih}?9Qn2 ziQQKSC|R(cQdbYGj7!A)mLmqfoav8M)uoz#_N}x9)un=~_#OugNDGF;h-jwjde&w`@UkGMP$8H(}Jh zB1#Jr!C+tusEZ2W*M(A)*_KLc>Kd8yOT z$~>F#w5=t*A6H}G;UKhnPf&kH6=qwoenHV%P@A)zL_B{Bk&HKcyeuB?A7FmgN%=@F z-(_yvYDwR<>$IP96=j>%adOvZG*%c!buWFCbk@#?HOpCE?vaQ%X{1wrXe1aM+X=lZ zrI@uU3mRNP$m%!2=pL^Pt20?|b5kUUVi@Zy;a^GRpbUCXJiwtbk&rtz9Qb3qp+$|d z`>i|{oKuqKw}xQ#@nUMA=1v=KC`xAr&qmjMd>A}+8KQ?2V5`|vD9tX0&Y}gty_^eQ zmMHK=m(5vU;3cmpIvm$UDDmrJ^^r8)0x$bOLMo!E%ac>2d?oP;_)!G>#*V0XP1`Vtr7y44ca+ls`D*KXk9%y=HAH=tzH zC&*WKhmC{3QGQqtOkY`zX&c!5YECg3{kRbmeM3P1U#>LI1!3j0?XWrI9Tv}?2zf2R z@Z$;d49-j;2WkVb{X{a`(OAKOqd_?7K`=&bZX~J0T9EVUkVR*}5mNGf1^T~ihOLG* zV0-Nko@T5WUF`>?+;%{0cfTsF>D8Or*FU{v%GuT5)4?THd` z`_TZH69Rc^MIcycByR3zjA-ARSSG876LpFbH#!or28%JS_14gd*WwniqN#9~mq0Z2b0O#lDA7 z9l8O-E(DSba_sxTi$H@0Uo_;FV#1vw2soZi0+RDE@-Ew-MX(;hm|^saB8M0A>=EUB zFyxZ=y3ox0!Rl&8;Q!VQl}cZ;?o2O8y-pA}J2hBE+p#K%@tHMLBvmOMV6$x(@_FOw z!rv17+tI^V=a0aCeH7F@EyI0>9{~UScjWP-p>J6hTGlp@d6y!wbgoX;WW949BqrUJ_*93kaP zidpWWi9Vjr`kR{+X-COF#y3s?Nkt)4$-;@}zG{{ex(T9JONp_`Nap1F_-9!U3K7cwgxsd-bTT$q2iwYC=%B^1{~im#N$TiFMag;8(%x(B~k%k#DSKGl5`rqzU zv^uJQDq9#MJ^clnw~c~~&-yrY%@1syQw!Txxuc=$1)^*6gvcc|2nF*Yx z6Q<63w_v-0ibUgRG`7wD2Nf2!FjxH%>M=h}W1AuNyn9Whg^RekXX0Vr`sXMZxrEEf zY326&G=acsAK}luj}=3XgViQ^ux~L0e*H>nGi4W1TN*_-SIj|&o@N;OR}VS=@`&p9 z7P$PT4kPCM#YiJ3a369CM@&)T@m>_8v?x%V8LkCwa~H9H6BVAwpORl`Vd&ki$GB_O z)aP>&^e8xk**q1RwS#6mHxt`}5>WrQ08}5{1@G8- zD4SRYRT>FIR_#Z^Hou{k2VB{1$AEZolaZrz0U`xcVc+G&$f=T<@Sm~W^+lGwn0^T3 zlV;+?;wH43DS;x^OW*9r9DgsTfSuk5+EkDYq0(RADx8j@18bn_a}{ZdWF6o$3G{0W zb6$OqLjnJ>IJO`OQ|zCBTYEm)C%*&vp{`^Z=L2LO^`pk}XCU6Uhvh3Wi4C`IX(hkt%6O7;e$e;2J&ykX%S{S-Z06lN#VBfzg5S@>w8`miD1UglwjVm_c zjk7^sv5C3RiwY@CRmKKF>( zZ8OF*h~oNW27>d_2(bEo2Ci8BLO)*<)URVXfX}hwJ;fZJ)uL2v*xHKqPM5$;bvUUg zeS?=$e9`UqeH1;KfVB=6LHL40V_y1V->xdGIIs@y&)`V z1#`J{!xYBKGA*kDYZb;O6!~Km{y}9fyKkBWV!)<{#P)O=+U(ARzR`O?&CiHf^^OE% z4>i!6b_K`l*Mj!U77*-K086I;vaKi!lEY7f{*rHW*cU}fGU(93lJ~&Z_7lgk?`(eH zM#fN>PG%a2aW$t9`S<-u>(4A|@umy3989sHA_7WJzeM}2Tohb+fF(mbv14dB)d?*W!mbT2_rp40-1hy2A)MJf`-*%37DdJ7)Cx*Cnj3Si18 zc6Q%r3B&(NvE+&g>ocU$>~1j$4`U9rx#z)VjwkVrIflIKa5#Oo0&Vs%KE;k^d@@u~ zBA`o&S^rA0P$J_Bg6+kDksa{oj-o_YWC5HWYZ6v9g%mzNOZ1j?!hF|K6a~*fe)k;A zxP)l9{UiwbvWca9GV^Pw(a6dTm|xGj3^7WQQWlD$}NE^hhPj0YGVx71Gx6< z7c{Fl$^6|bq4``lxZC^z`xlp>^b+Gw#dd>!%runEiGXNh)@2GP!|`>GFmAdwsAhDN zk+yQY#@hFwI6es%-}XlnBS)%RO>nV$ABqm$0)MYjs8>K?x1T#&b-xGU#+$Uzl=;^O z7C`Vo1l@S14zsh*qP|5KUCMkZTZg?zPUTw0C;v%2S?AHX+!oDkykKblS@0Rl$DYc; zsFC#%nr1(sXXd5h%i-~;<`xaP?9A}1r5{UKUdnzN+wII<0kY9INLHDGWT^HgprcHI zV?I-?c}NLgkLBPP(g{wXGgGVaNyCnT74I{P-hgMG`spnSV8(8D}v6Eva8 zx=K{tT2EqQqEYy|lCgtZP&#-DZZN-v$sKl>H!ueT?=BEd)&j9P%ag_VFqV>oE2PSO z!HhwxQS0nB=G!_+?WZ1sM;{x}BknPD*3ALw&WTjBV;jUhX8W6Etk?aRgNAXj%*kSo z>7kuqVD<$n3@=gXdLB1+cr3*I?M9Q?AE=I1BD8DVB>XK`x%uKc=1W(S{BAA9TDL6d zI`tUUyaEY_T!Q%e%jm#zFV53SLBm#n8f{yMd6#IrA1uIiN*moc_ z%l`zA2LsU1$!9$mKe2=JM|jOTS3~QQY2aWsuN~P=45g0=|1OVcF&6KdV0m6vfIRxA zjYkJ=47&W8j)Eno(B9(>scA77wr&OO+xH0`cX4>rcB}Fp20zA7)4k}>a+`Jke39Fu%o{I$h@8N4rpDsgFlFXGi z2b`HJPP3RQt~w2dWffreg=K0+zJ+b|pD{+5h~^Ji=CZmQG`*6*=iM5XhgE?6-yY(z zP0WWDn#C3Dsv~h8R_GODh>_1l@O^@^#Ay0R)YSb#Y^@u>xH${LQdeWSMF;R%zp3yo z^W4YWgOa^1R6C#oX5>jA``0@XkdlJ3{|vz2>>TTG)k4)NOc2y(9u2s!P644U^?p-@?F8jX)j}6 z`VotiPLTQB0Q2pPTkxntthVz!4vk_N)3Qc1Q?V7>tQ|+C;zShfx=ft(jG%qrcvQQx z7DRXXnA~=VZkWCb4NG2P)rnXz84*Ai#$Lx+DL2t-up$Kb-GYWMm+SV^mo$Bo7ibZs71!TBuDc!NKSjR4G+q%a24fHQbBKj8ox! z;1%RQ9w7Q#*baY%JGw>H(n8IPkg>Q93Z5~JMSm+~vz&eB@U37MLZCt^9h;(KY5AO| z&=e6vYVIe1DtoWn#AHxKqm>|?Qb83*J_g>cCXn78hLfhtNuob%F%QdTFsvL)W{^8* zc`%dm-O{L;g(kQ*RABkYo2ae7nV39C!5c=3y#F>u;KV-Wr6N<{f^RWyJ30pgrZE=8 z_$g=_Rg5WL3xK~?hV6p!Bl=5V7d$KT?x^kg<@XP}|)Sb&jcm`-snA z;lyWipYMz{n@rA3ufrqT6VP!iCg%wc^*+_Y{HNWY(lNmE>LW=kvfC7zC*F*s&cu#VR>@cXg}j}KMgU3(?MvRT0-IOiVapV&ug zzM6qdC5x-(zmd|OUYw|)#52rOA{BFN&|yw5^c1t5+_V((%DWt`kKV+rx&;`{osNlf z4gv>)u+ZEZ%-+uBR#*H0p(p|PqaH%zu0R+rxdi=hUxGlnN!)lM6BXk^>F{ATC_L9p zYsbHWu?IL3-LwqQJTo7iXQ`mn^A6a=z9z#;m3VH~2S~PeEM9MUje2J#n8$Ks`KD)~ z?eb4(OnDEQJ$^|2!=WZ^Bw&F8&)fR}O&w(k`jaUJ9*SjtrKu!N`VhA`UB#iQ1QHJ( z$ENqJbFTFlcHNifEt(yH8s2FTv(65hnx27LKspg}y~#r3pYVLF7|R~kLzsFO8d*o8 zR;)kf?9DXcZqa6x+_(o`6K0{$**B>FRTW(J??bz#HzDBfM!4i~ z0W;e@z>#Iv)KV%5@5ny1x>^CA7p^fTh$?TZVkvv>?83-b>friCMe=$YyAxMjM#Gc)6q4M=#=r0b1#&KPYTQeJ5g{-eX|npG=nP`Otxi?UO+j>Y;V_T(mAVM%5s5m?TQWH9Z{Omp3Xr z4J($#emO+^Ks5+=vwT>`GKpo^TGK0csOSI9Z!x_kfi@qK&!w$n(fj~GFl5^wasJn zmI$fcLrZkLuMg?0>%(d5B31v+QxH6N4%g#qK8~KPRA2Qb7yvBkQ?8 zhW36hGJG-Hiw_h-OsWeAF4X7PWT+E+6GJ$vzYqnDC8Ro5L1LEOC=S=U0zq2jr*I4s#Kbr}ZLs&%z@-@7v)36MT@s|?YMo0L+@3DNvZ_vz@qI*{&sDArK z9$b>3ukvrGO4)#$Ezbv>R|XFHaiE1=mf2lMXdV3-I0J8}w{)%TmT-DPrB&USo88{R)C- zvUgnLPim~{2G4@Kkk|hJI_6d|$N49W9rG46V}7Ffh_To|BNBPKld-+M1a!xW!0p6X zEWabcI4=a9<0qIO*PL{%R^V~A7LYQxYRYe439}16vA^F9&{i$O1m-i|@hS!VO#Y#O z<%^9!ap8fQGEa2iF6D$wB{t)N+1>jh>5MMHcKwm0^`a5%+usga5sXLlS6PxhJ{xQb zK2f)fLTWef7-S}D;=0lDyxdEQlCNFtZsXH3`~k6*4IpRiQ?aL02J7Wcfo`P% z&<@^5^rt+vvtJuZ7B+A8%a1F4sV&G&h3XSTCr|oc`tLPu0M~D zB~|G6-*ha@$fkoE=AwUC1Rk59D$!hGz&NrB;3zc(?Wa>ft#N?x+x@SA ze22K8X=o8ILz_)eG;+aJ@T@KXspm+rJzfR!%zwbSVT5KzJaODDwzHD|EuJyeU z0H@#?&bamvOk^zo-0~5%R&T*k#d}eAf;pxXsiAmR8=CJDLCm#F#M(LsBDH_wYKIOs z<5#5$Z&jE}A_&7WZ-dM=hAWGah-Vy%$Geb^iJRHy;d&0$ej>tKr6E`o{tjXncEUAv zHm}Qnf*h#=7R4!Ia>jGgzG^3wMYNKP^_lqGWdJpml_l}DHz46M+s)**h*O{b!XHmK zlF-vHK&xpC3fh`-2Jg_pwalxWyx#_0`WC@jROC&n`wL~^ju38Jf|{pxQBimhb<%$V zjSr5Yj9Uqk7B{g%*=@(dn6R zto;S!AbEnG)j6mVlwrf%_bB*PD((rNMZ+%qB$a2Mql{ChJ77K zecyr>%lJ=H`-`=uuh8cbJ6n_lF;7n}O6M=7Ve3btNY94oj=Qq5-3 z&bzb0r0+hY94ZFhf(|rGV>?;iV{!7)=hWW*6sVo^AsVV?(<8B*lxL-vL%)H7!pbd;xo)}1OC#hi#SYzOJn zn*w?Z8&sh2 z@OmmZ>A)>3uY}HyU@+S|R?Im$n%l?jNWCB4qiRYKvC88>rXU3>lD;y(@+ow&l!DG} zcCW}=M2J%`%@8PJlL;uM!SKP?Ft_&sgn!5oEW*OrGfU&Ii5|zQ8=R3sL zqUCt9t9Q9hM%~o=>UeZ1VRKFgZ#s0MEdK z*rDZIAt?PQ#D`t-JQ7t4;abyil*%%kSyh3%zbZ--&d*sqwQp96=t{=t%Qe`wkAK<2skpslUjz*^Rb@#mId0ppQ3{89yr zdKXk3y%#5+RN&pepu`Kf^_J~3_mjALSD@MS2Zm>bW6AwbG&9#3!^n4h-xiP6@@W|T zkue&#HJR#sxCLH3`(w#NBNaGSfQPbtwEpY>>u4&H2yOxdPzVyb2h19JL}9V z1~8o0jRIOtm${uqwX`I%b#x>aE)SyCduJkVO)Tzv_8T&MF5yV)?|66zhv$`j9r7nI z|IDRp$XLhRs#aI9(d;D&T_QBPR}IEq#VmtR3fgynbE|FbG363teXSnGd<5rFZr~?6 zrU}uGfl}8F2v9A3F8O>Z2o?1UQS;G0>`Yt9a_E6DDfmAeOB&I4NH+wI=>)!LJQcQQ zh*#~q%KY`CL9O67%U0Y$PV6Vsv>D8wvHbxU1_na%EkkPdJ(j!s;Sy{(G8KxO_?Kug6DFltK;X1jfZ zIT><1r_WAc!o5iX*Vf{Wu3+@vIgy>Y<6%{ply$ha;c%k|5awq>!@B&zzRn%Ih9^MH z%@yFi4p4MNK$^9eVAtnh^!s*zF)re$_vt!J;qO7t#vZQX(koz=GndVYt6y()f?{wIj*7hqIa$xpLuP>XMlq0G<4(i+ z6^YtMbK3g+Gxf_!r!j@?WOMRA5G{-WdubDR|D)KvE(?Arv3uk4K~&flE4F#{fwnVG zp)T7qH6Y8 zaE6!uear{39{F=Cu!GzH{l%N1x?~R4cr1oo1BAYTVl-bEPP4WvV$ahMY?idF;KK-VKVIK7qSVGUIGm;NA?DxlAoK)h?O{#tDizs$2mR7oP-ej|eecHU-?| z4alh@{uq(V;qgqa;D|VRo~)!uJe0$B$yzUIUW$_BRt2J_{(2a%%I5T?o>Z{cmE_p5 zxj|(yCO2Kd)k~Bx`GYew>&(TDy>~%YTq6G5sld}8nMT#ii%>YWi+iF~nKxLlrt47jr*Y8;S=b{chOO^AF(<78XT2<4z2xH zq1n~XV&lRa*fhNZ1-_!3o?G*vO(78`Mu<@6d69j0&eLTaUx@1af+jxBv}eIxS~E8Z zq+!)u+XMlXHFa~PE5pQs%L~M%6aHW_oFTpoV?j7Cn{2!oiuU6aaAZ4k5ODvIp=B>& zW{xs1?2igLdx68tci>`--gRQKV=d!0Scn_X6+qtJ`=~102n#0 z_XV~MwZYIatC;KP1G&Dg6JG>KF=Pwl4ooV*vLz>|&$UKKFG@zi{RU#Ot`hDXkmo(W zFUM0KX8?(l=3%49`t`%!{<9t0iNbf9}|Gvl0P(xChT zj4}H_9ZzIH+b0v$+GWGskt@Nw-5>VFFF?a~PwK|&C4K3pAnH3wx&lNf|65TKF<(w% zvblrw546I8Y4`ARPZz4jr$J7j02ZFeK>PG8*uEnO`v#Q2N@mJD5~WyqyBvhR3bgqG z%a?fVMD3r~#2Xpc+qpLuWD~f=*=qv3n-zmj@fQeKxB$$2qPXOG4yr}oB^3&%!DIPn zIM7~+!P+`dJtq;Qf&h}ZGY_rZwxePGIY?DM4bp$9+_GohL}6DknyuZ1vUw|sZ6f1h zFPz5B`ke_yj>oXXrvdp5zlopLWEgzX5IK^yrjtJN@Z*YKSo5hB_}hxmL|=xcHrFtE z&p8ljj3%ZB@1o#SF*nZW4%>fSropSa@O}Mv47U%*b{h+@?|MM(<<8TQi{*Kq9`m4Q zSR*9tJjI;%F_7#%A75?@#)iOe&@}8Ut-3dr+J9thb2U#$O?k{54vr))upAaoV0YQ` z9^C%AFd(d3lBkdZ!rf6sdsis8@Zke6KVD7^{&iv193gXToJO4;6jLAT!}sI2vFGSa zbeS_7BcqZ*dF*dcwGJh9skz7@XLAIvQ^~gN<(TB}jl?$&emqISWXts!e9juQ$0g7V zzbTnj2U1Fy5)zN7h)Bd*=JHt)H$LoJOh&kFUB&z6fAKY1+tm)G`uhjHm*>Si0b7e z0h=dMj;b)*t?Ciu421#zt(X*vY_RuvJce~nfu0#_X@Bk_G=18JoaEckc`B6dHeu}J zLF040{@FnSd;mju4KJ;K}#7oP7A=c+65g>t6)ZS8t`-5NuBu_^m>C> z#Ty5@qiXTi;s%Thm4Gyd%{|Xvf^CLHAbhtQ4sq+S^IjZ`(mn^8)ozqCR*`jZ957*? z52h{{1d9(Apv_W$Qp3{**@@${viL9ZUfN-4(=YZj*g5|B5b&s)h+2tqlHsO|1D;;N z{2-e#L93a08(xBFEOV31J%_>juR&GgWzb#q8Z}*&fF>S8f5wIi`}qXZ@;SWmFT23z zzoFRP8cu5#cw))KVhk`Xgv~~akc(^%0Z)l+cL-z#n}T{qA_$8bh|S1ISp6>z4jym8 zs(vlpa#V@OXWWmLyCT${A4X4Dok!y*pP=dV0cu-y8Dx&}sQa@I>9*&zxjY)}YOSeI zD4jk`Y5hzR0*(wJkP;a3*WFl?)bx9Xt!`X z(4~dY`RF(}mOO+`<`Gjfm`-GM2J9YkOuX#@V@mGgqhDYvY;6t2nEYne&yvFaS06Az zejUqYXEK-gFL1u-gpT)uspa-6D$eUp7naGv)F5|sO=Ep}qX@`1r%*Fw2N<=LW57BA`)kvMtdYsMMneg zI@`|~522}N7r?eS9X#~k1-v@C2Ga(~@!TvoL(!W@z~3O?UK==v{VGY|#_uMB*G6FO zWhF`CgSTL}mgRaajlk-YHXK!Xk7_bLZNGD!#1+4VWqb3{)*NYT?`zaw&GG;*f-q5% zN+Y+Zp!P8%@`K$=8l0Cw?LZ>-=s!fm+1H4g$qcs7djRq(UEt7j2?T2|nYuPN!sR_* z(0W-voC{ar&3mE1vu1l4lXYsK9e)Lm`gE5XLP1~@ZUiKmunL&MYt@WU__p7yFiBv-c^)$X4p8bJxDKIRQIYVrq-kZkar zs*gr(CFr-Z5mxWZ0nUC8bnQ<@-9~TF8Fvqk^(pa^wogD4G@+cwE@I22BCyHaPJG$# z7?ZYv=6>jaaTgRN)ieFTo^de;uHL}|>)v3S@C``DtiX`R0l2}flrd(as8@C_?CT7G zg8523gMd9~!{(Rqdv>6Wm5Rit;3;mfssP2LJ7`!v1S*;sPkv4u{oeKjso@yp$Il_7 zG)u5z&s)@wPDRzo$E5x0I&=?|p+&VXxLdAe9Ih)gOld!r-!~EUA`@}&wNfyAtw5TL zBWT>km-K74B5z$`4tnd2g4Wk#FqdPEMyoSHx6%YXfKFHZ)T-5=YhxVcbA3 zy4_mM*yJz3K-vjz!zX~C!9r~C_ZF77Mx)WBb2#ws4)UWM$to8WiHrCwEnAg|oF6Hs z)xR=eqs$Mbc5U3EL3dC#{Wvfx5>d8qC}pH#;ul z^Vv!~-JTa94l-RTnA~9^nPmTJ*7LfaruMi1Gght_gRcp)3#=-Qh@N_1|dej$}}o$a-Eqe~5p^ zMbNX&1Iz8R80$P0&1MEc=iOG&?oI%^R}x~;=MS>Gf4LS(chU0DIHW%25FnWaZb6!m z^0x&m|F%Nfc4Z#t&|Figb~sTD=_PgzEyPo|pDbhSubH1h*yqC@&DP1dtEmto_r~Lo z`|^?#>I%FyC$FGXHJz(5JOKR{m7|At6iUt`^Uxc^;As{Z;Gn{oLK#RE8Ow)eQhTdL z;EZu(ZjBlk^Cu9u9aoi19V0J!x}JII@*jcw{XM7~Gzo-Vn;=?ChPkh^(eCA0VllrB zq^$~En|~=N73I27O4%{i^5c2=zqax+g-asHgABdvvmYx9}S|MUEZc@~XK4QpcK=a1hJ6tt*4=1eUhWx?%29v} z#!U`jJ)Qb)5w3o;1nd1j!mW3Ty#8|537JdjhMLb{dUP7DAN>r^GapyIR3G^}QQUs5 zfc04)ab=$@sr=&&n8*{M#RY$ee3A%)ty#E#RV*gvv%T`EDKH{36Zf6`4J9wG!GCTN zG+BO?n*I4l4O`?;H=fM|bvp@}bdyR4#3aD)G0R%GVzlxPkR33mWnL!K(0miy;Rlf> zNj0tTSdYYI5RPIjco&!q+vXeL>uFz5)wqxJ$?R}aKpXT&?ZfB`x|l7yg&GadF>d8T zFz;d+C$lWZx7Y+`Ls~(WK8JBpnd@7N^$qW&LBM~?U>UQ5Zj<|rIb#knhu=q{&vGfE zF}CRB>_>wS2V(3&3w*Kh8&;g3g5)pTZAf=O?kVPNdN4OnTg5#`>iA1H1E& z9nJ0Wk&;X)%f|25!Tx!BuxVKm>W1DXK|>XJ2RMuqAc+P^!X8YzCP3k*Cfc)xi#oy* zxHrrfYwyP61C@uU8y-TXI@)5dLC-Lo^NTdJ97C&XUXXi>Cu_k6ng~!U14sK1Fuc9KmUi41jfPnIGTCg1kg6D4`%eAgPegR)KH3r$wF0Ln8j)+ zGnznBHY~x?AFL14&`L~F_S0qm+L*874~8v&NjO7ZnwosPOk=n7z@RV%o`&`z)J*p! z-RD`(sc#I;%=8D3t>xfSPy>FY&tUx2BFM;OnUu<{++{Z5Fsd^FtaVPI=Fm+bd3z8? zzG3r>Wwm0yp`X~@+X1uK-06H=5T349;>9_bqJ8-Vn%o>k!YBR4!E6S)dyx(EHF$_c z@_VVxFJA~q_=lDzj16iyNZfSjJ1(z$gTkUWv~#u|^P8vPkU}=Ut@EOO0dA0(=>^q) zne#B2M_cYH@s4hP3KlmnfS_@V*!piY4tG3?bJ%}ZSi(oocLB7c;w)ZGVxOn}sUVv1 ziQ1)J2J5(2V6T0i?h!r5zFA3_E2qkGF7Jq1-T~r%a|`lEW^-+`jzUsn1lSohKwNGZ zYz-+#;b~2hXc2;&j`-opBR%ZC)kt*p^T6bzGjpbNivK<5@bY%9febswVLsA_vbvF^ zGinxOs+2Of%Pdpn?!O>QnL?=77<9TamGLnxX(Y>sRvy}}_H9v!Hj|=7* z&cVvZ`dAUd1IdF_G#^_JeLIw);?E|mEPjJcYhDn~A{o?M@4{MH0mxo8i}||jJ0H*h zj$@)AENu^P#PMJ#W$*2yFJVJ^JY!E$tT$ul=)M>&6Nnr3?cF&pe2{hYsiQ0$3 zBy#(7=>N)i-t9$HTl)vMKd=DhnA^SKx&btPJc#^@{v_p&5Y1}ti2KtdFzm8|q~Z2x z?3+FeMZc$zvUi&Z$Mg))50kfB+GJ z=XM`Ba_|?Mzq0(ru2E@@LW?o(Xm_gyZ!Nlo;kI6=f8PtNYb-b2u@f)PPD92u#_Zem zpr>>XoZ_?T=I8eypz0^h`??KmH%fq49g2xI9&>fYqn(e|T6^_HynR;lM zGX#3aDN2HKvLI$#1~{yFi9H3|q4YL|afspl zE|5T&o;^v;DT3ggg*a7|1Yt7<6SWIbFlps-?CFt$8BdiPGe|@RAAbf@{n*@Z-w`O^ zSORt~0nn5oCh}$9q4y!1_Z_-HBjs;1@BDtsF?oh-7Rm8)54J-)943i+=_qip<0@y% zOI$XjLc(D!)c-vhrJ_+_bw>;|cnZ`?d%)D`8b0+>8`aSrze+Rv7zrfDv zE2vgY!ocV=;CiVWJnDwx(PJM_Fe#3kI_d_UnaSo@zZZ}svpVbwtU`5jQ%si2re?;W zVynd>?A-Q>a!zEL8qUpu1lC!Q%Gcne$+OT?+Z}Y8^}t-ukLnOxtPk#l{C#^cRsJaU z7Cr<|Q$ETbj6k2)(NJPSuqJvLI6Vxd)&2j#MdLaSH^{rT4q=SdwL$I`2 z51Ox?@Xexj?0FOhvXz;{vf&cR`E?Q_SC_!U^}q0gAcB4V3v=QFK0~cXKR75|1iP1m zL3N2c4$)#hi<$l;>6I!PYJJ7>s+XX+ArZ{n2ne5k6X(zSjNUz_*b$QjygN@pXKfv* z-Ma|q&UfReWsl&@(KvJonE-AjO~m+>8c6vkxz~2FF7X8Bjx}>!8ZZ-C_ z$_NdY(EPFN`MEm?R_h=Zmn%yK3xn~ATN5rkz8Td&egO@Eio`kf9F$G$L8}06 z()~0x>CS{o_hMM_EfI&DuR-JapbaJ5FOfm#i(RazF%y-C8=!~yKa94t$MAwM__c{6`8QZuA~2gJ z-e{SQGn)Ld@LW7Pe7+4Cn^W-3dS%J6csA#o_Kn#3${{DOmnidQA?H*H)x|3?bwfU0 zq>4Pv?Cl_1bBbi$&4ZTh^1P@&3cSS0J3!}?63aU)18Gl(e#U4X>f{ZA7wg5+9({0= ztHPW^>9{N>4ntV?+@#)z=EZyf-MR;`ZQB5w?>r-E?=GQyh#$1I3`gU?z0{|_3@wXp z6Tx&VSmy8=1ez1@XxVnKYt;rimvIxeltT-<3m8^RCmn~rA%A}b<#5I=u07QY+68aL z?U#6<(b9(D>|RlE^eJ#Q1Uz;X7$g5ZWI4bB}wGoP#FLHJI*|q!*W}Dpk@yj)Ry&8?de;|MyN&(FVs}BF2|=Cx(nJMY*r|>Rm= zx#%vDtRCj9|B?gK=ZUaAC7sr+`~uny=i%so6PXX~59?*vLX~(9>S_){rx*X|@Ogh3 z*Ly3KHXRZ3UvY@~{yr*uTZNkq?J@XC6dj(ejKUSuph@!-a2Y#B5YF~x$`7%0aUQnC zMnbuK4DOsJ!9Ka$)JAfYcIRD%@xSkb@~KQ{eddN8)}d@hD<(buNu2sS6Vvwx zflYW5)%NP-`uz9~nH1hkLpl39ShG(IUw_nLsm40wWYn0d z`ZbY`KSfY-BZh`M?L--{y`X6!F*I_2 zsW^=>VMNbZ-t683b}xL&?L7Gk)a0C?$4J6Bk82=LbO9P!UTI-^5AJgbg@*QtFe_e# zr)bOO_9^Fc47+^E(9`80F!v@NEw(6&SPMg@vR%W(a@1e<5rgecKu>Er(VSaCoAmr( zbc+)2|6RD?dpD@o=LirLm=l4#C3l}rE;Q_EfMkzs;#(5W+$@QxrKgLs$Oy6M^?Q(A zeIc%T=*9N+O3<`gO4O~dLvZ>aOo*)pm9*P9>52r!=aVsbBp(w7w=$O6AKX{n4xx2t znM0S|A(w|xwS&un_ok3#U4*=ZOs{<{kUnocy zm}V@zisnYSl(S+txf3Hp%iFF{p;rrua*dc$dmn5!ABFgLg(&;?mus^!m3XuXFkz-H z_GLbWqWSmno5yRkBl98mG#~r6#h}IC62?KO0M%LxFj!CmP7Y&Wr`Z5b<+FbW!zRX( zj0TgQ2C&IZdeevPnFf&jF#)VJ$3dfc0?vNgi1iCuzOwBt zbFA0qOgg<0iT5BB_A*BHQ)P+U`)%MY9fMwd%BZusjg~pzp>-4FB(230z;#I{xU(n3 zfPyN|??4S$e(ERrRvjStn!~kGal%la@hH0+LcC9LAS`e-adldO_haOENo&k-9b@DO zS8?dS!hW>zX#kr~4Uci+|4Me#v5|VgKPO5{x-3HZmreFPD>MDz+wfarE^sXt!!Nn7rJ<`T?WF z}{aJe^0or-df@m%+Ho$H*>`|VpV_HVgIH$-Q^X+kSa9oxur$`XVv^H>mR#nV@LqCL;AP-o8r z*s%N;wD7YrT7^$&*}*KZn6QA_KaQg{`BKc9jcG!u_dPrl;w^k0(+Ja(f@#RxkEES@ zL^$L`188r)%rdC@zM+(^nWNK{DvAy3QU+d`>Ml zyOcVJ7p2(*Xa5<6P4?E7<%XhCTM1RUhotnX*CQ5Xch+}F_e{Vf>p<+Fe~ zip-ch(NuBMl_Yvs=XzJGmIN3P`R0}a|dYq7AZ`B=>~UFB~eP}CtGH7 ziIz(Ih9+ZvT_isRql1QUs67?x{;8Aut~h=Jj3y1|k5oU6-}lGQg7l zop%pR5dP)Ql^1wEL^X9z;IpQl`m9-KIn(aK*V0GTnfI9GG3l!f*ybjFt|5CJBz!AjAiG1FYq_cb&sW=$ zW65@5>n;V*j*?&kBp!jW_6fM5@CzKDHSZ_p~WbopnrOgsL^;Nh&dzUAiWU z250Hg+`fz8pY{q|clN`W6o&phyTcB=3uUI}--4CvFH?KjBmREvAG!JlQr$BNZnt9z zty#5;NtZng+RDAWgLDp?@+=rq=mJT&?xhKn_&b)YA9SGkJ)cMEWgU42-=+yJG$4Gz zKVOQVZ}EA?*=HE1GBts!XEpL?l>_wR>{xp2Ek}djT3}A)KRUkWCA+Ck2%jfKLi^xs zQk~yQXMBHy-*0}d!FK^!4Gm{!JTT^&c<;r#LU>k>r#!9ss>MhhtA{=7#c)QtnE!cv z@8H=5wlBMoRaG|uXYUClcy*JMJce_BG(N!bfGj5cTNKmshR?6OenS!i-Hc!MBbj_f9iwEGyxEOHxmCl^He3+4W+e$f> zcbIc3NZO+u*%e>k(!ePr_@fXY0|Tr(~g02o(?S(D#O?pw9E5su#P#)@B`QS((JoFNaX|d|vpAVPB8e>X9s+7N*lYLF6?#Y0>UL7-Io(+*?JOLWz@dmELl^!(mk(BHi|2N0j~&H0rX3R-gk{1uXMXJzAE#af z*kRhEC|vm)d`(zJ12F*0&J}^~s#Rp<;7cXjXTakdA3!x)C7cu$fW=vINi zqe711Wb|%A4ky1S_3(siH23z?BMdo z1X|UyfdASBG<>=YS299O7dQQ&`fI(Qs&kXAo|MGo8kIOJwjpsbg31))aYGH`&B>J<*n2fH6vNHVa z=q~R*`tH{NK?YCkQv!Jpyzv?4#I!+rek>a#mwh3ZWh(5h`9rwD_Izp;x4 znFR}Up;L`#uMTn$q2$?JBr-x`MSQ9??a4T2YbGS z(veYZP_1RedkX?cV_z`ujp?BU`}noLUJC{S-Pl)2KVZ!+DZbXf3U581z>DAsR9_=v z=2z|{_kuvaPvOS|=xc(i`D(H$CDx(~xaR>W z59Mcu6^vp0U;tm=g)@%(!^z@$KB)evgouZc^xAzW4i0XlcPgK0%l>b$zI`Yf@|k&c z<3v{9{x_wUhB4_r{mg$A6?D!lpMq4c*}Hg}gNI`eF_!ZvKIjw(9=5UrAArx(1yVJf z6gze;5q5f((0dO)r=@R5w6VZ^sxU=ay z$H4qO;Z!jug6Y(3pp`N*TvixETZV>^M9F<|civmJeKadIJTdX&$;A- zE~TWV5~`VZiT2ET4*6xfL1oD&@ZIi1Yg#gS4yGJQ!M&-*G^bS>xwIr&mYB{cgA5m6VMZU; zk~(yc4NyJ{3y$w+(!HC-;TQRPlXd=#M2n)p*S{RL?n$DQ+kW(P|5-S4^$VGW8^SKD z0G`#wd(6)-f{azs@H$X}3s615s!Xq^Gu}azbJLFX=jU*q-*1CUub(A3vdAo@xP|DKYgM>Mc;{Mjzz9vMwrN=J<+!K(5J z6k0Wm+p(2r7H@H9@_!q^8}TcWPr3y8pR$RWyqEMkeo}bTSJ<>(kzHEV4OZG?$ms4x zQkqxDu-j~)E{VTigle{!?@4u@i(tJ!y`u)nCR(*(I47~XU$`_N41DM2LpI+tEBG-; zOf%00Xzrt>BmdGO#pz^r@gB+gB||>Xu;gbR#NO?Bl(fQ`Y(Gol(lwu9mU9tR-&7Gx zIG+?H=S$DSZsJP*-PT%yv?LU06C=sut)dBeHy z%`VjB(F^r|+gX_x)lAfGH~O{n9Ryf^X4juN%KMLw!2I%>F$@jGYEgKZdg%YvZWw$1Q588O}ZY z#d9SCW8pZT<6Gl46(mNQg2jP@l%Jpv5+)t?N^g(Af#SccJHvY*i+f?%^waR(<`LZL z4yRWJ?a(CrL{o>xLq_WvTD0mGxNloQ63vH?y%0ufTnn4DV=EW8c~T zfwj~5*{pq@%$$D}6qMEm``+i!hQ=Q9UUHsx{Z3#vX)j|B^PHh(xeQu$KaZ{0)C~3$ zzr)0ef0WDjH`1qT!i(rL!pE~)!M$}S&qj|YAK5r~ck4QQU6Ie4`7UD~s{Db_(_d(* z@+M-P{2_Sf5L}TPO_L33*wb=P$Vb`$`VOTtF5w37WIaD?c&P+_+~WIQy~h}dPvth5f3_Ab4Nb0jP*mb`uNnRlnWS@J}WD^Bwbk(LSN;x#@Z#RW`50WFF z*DP6M4EqLJNh7%#KJtBlrmRBNO#Lk5_*OzF>#9V@z3yX^>g1}z6=%5tB~ynHkDEBB z>wmev!BlSDy0@}CMc#=bD=VjE7c!DWPOYj0ISDm%^$~^!nhk#Ehc;K9X`!}}} zl|!Yu3D48H(tWeI(I*db?;;Q3vJW3I`;MK%Oyygg<+UDe%`XwExT;hs_bFFZnr^Ks z)gE3|w7QC0uBnC|Qzlhi-jIdWD}K<;fj69R^%$N%od#Wj4i0N4^h$jO)5L)Iqg;6qod} zzB(>>KBqS_h06;I$DX%49iA73IGFs`T0PZhWYqyJZHFyOA60Wpi>r4mzFpm!^sD+z zzFL)#Cwd7ai4o1ddVnPdH4zJi97fF9#(*W>r~7eRDjj_XVFsGn{|t zImDbhTra0sWhEY7T|2ss^P5q^*NJ{mY1$55AVABMXxOSd7CfzXz_Akw@bvaDJofP) zQ?%v~n9HidK*0w{Q?7u1mldEtejmtZnPY8x2Ds!W;mWy2cwX!Z%brfh7aiYVQ@a2~ z!egkuKm~g|rou1pH=vug1xm^tVdO|xcvz|dvHTg#J#Z?-wT8p8Z7vw(z7kE({{Xu+ zr=dP}I9^RI1Mg3hpwXlN{=M6dE1ph)In$NkJNcmU*H#!R*nw8zqi|tnJPfSo>w=|c z;N_1*9CG&>Z1+^hxVgr#G);x~F{{F9!yj;NKA)-Q{Gj5+F?hRk0*sy)0d9w0&^$!} z&jE|030FEv*6lLoj!hziHD@7D<3D&)9}D{mhf&>=TQGK#F|GW&5E7>bQF-oF$erQJ zy5}8-#hJDAz~L~-mb|B_4xykm&K9yga;a-O&-HT}L5;89Q()&UMywx0(>i2m`TZZX zWW^pDyFZUMedO5@d#{6=+b)n^8$}n--C_4RB8+a7rw=wM&|4V-;$!FO*c?spIl*Tk zl>gCCs{#lLEQi*WQEWZGhkB3ZQ^V7AG2h}R$o&ighi}>793lzrhGrnMOBv$dhQs6Q zp3q5AwCF1bUd2PXg91<5tV3eq!%XPw?h*RTFA^%dUxlw?HF&>EUcB$sNeK4(DLkhZ z0$WwI#I4$O%>G(+ifi+NFGcfVLjODFS@aNUm6Bm%>Rz(!o{j8&r#KLPGGQMLKgB+| zwv(M%XiqPOC$U`aX;_yO%AA=JEOwZA8d99RpxW<0@SW%h;fM9vUnlog-nur6p2!|y z3TrRZJ=qtPO$&yR&8|<3?3TR{>m0=D&9IqchBls3B2Ai>zh z#e%m<0HnEWg|jY_G|ciC$-k^(0~_PvPyY>8wfv>sk>g%s<-w^8^hGd|5mw;!c$jdy z<#)JVGzd=@{eb$3hUjwoHdIRTS%3Y}D4TEx9>4kqKX}TZ`y?6AdR74Or)R*^zNgIZ zeSev|GfF|`cMNFGy#ZSV7FhLSG|n4Q54Hyv;zDCN+%?M;b%$Js3v+y6S$Q*buD%Rv z6?}a;uL>r|@Eo36TQpf&4gIpbr)nsmnc)Yx74Cw1-IjRqp`uV`aXLJErho^Qx;8iQN&hU47?#9c*RkXfpS z-5K6^^yLnCp4STFUXH=#IsD%InqSAqmGGZ}hh=FikXrWVb`g+;Qr_s;)SDK7Ps{Rp++Rs(S{bggU+<$K{r-&t1FPfK3 zz4c7S(n&VS@KNzNiy^Fy<)Q8%bFuq9(|2d=Ex$>H8MYW)vhpk&unKEhZJ6tIWKu>- zo1v@!T|IquC99cFuUq9iyX-@ z`nE%FTRdgEETb0gx6FFoVtM0HvGt!C8_S!wa;=`U{k6T2b-=K;%Gh?}fAxaaZ=C+K z>z>9h3(W*&#$d4fc7fo@+*HGf^|Nj4odc|ghHtQWYBAP!!GDKL>eMT(_n!+F7<+FP zYz|4beI06Qr>FDI@WztSc8x9k$DXEwHGfXnUN^0=>)jx0WFv7@Fyd~oAZCfIp}xBF zq_7D>BjbQR{cS7CY)XFU*bW(c)~@oAtKHinUu~bRHx{tfX#46%x6R?ThDPD`F9i7) zlmyu)-3|9WHnWt=-C=vEsMBUeQK#S@mD{GeHyDa@_-(Se^TB;KA08dGJ~|DIZl@^Qd>!~?bFk0f zpyQzDc;#wIvs&XkT9A=X3v&f8?# z&#+!}y20kD(ly(D4ZTUWpQ3G3H^E6bZ_TPJD z?I%#Q_3z3y`g~ky^(X(U&12cc*0!RBHp_R1S=$cPn!M8`**r>fx>fCxH#P;M%dN$S zwpuIhpJKSf=9A5Wmm92H{w%l2d_LQHS699DtNxuw@SC#<)xNVGaU`?BSup%xZB`EFqI@w%S1phd#^tGSt# zaPw-5x^ppB`_t{s(*s7CU#UKC)fBSQ$|rr3RomVes~bm_TAz7kY&j<^O(2|BZxy)7 zRJ2AAD;jcBt7P>(4O)<}?Sb0~` znISHsA8fs~iqD*~Zz^A{^Dc}j35?Sc`Jc+OTRi)WEoW>XTH*Iy(3Be^=v&<>s_6)` zQ=fRhBx>^vTPp=g(d7jvN?m(2?9|-MM1CRT%T<5LR(#w#R@60GwtTt6Sy7$#TDyTQ zFDqmWf0YZ$hl}QaJzHY6TfV|IW=wgy-6oNvsgmtnqv8tffeV6!f90aNic*!MzDt#^ zGX5iwS=m-`Vy3dSC|j<4{JlC+mWe`%|NX=Yy@FpQUx(+}9V!a15boEqlM?+C`B|MS zd)|~PN;(;9C;x1TNV~4q&hW0E-QLB^ZSFbl5aq^!^5pVFn%RTM>Y&kqP(&yE+>Wo1=(y>qr3(3n%v{@c|~80I2MIvi(x zPv);+X@GIXf$Ff*$7{Q6^ZIM-W)$u!F{z9f-JNVu8s?)VvYA{^G2yDApeXOF9e=d8 z4c00XZC$&xB5%r8(YCDT6;ofH5IILnm(RU5OEi${E6SUyDcYOhE|{x1Or&lSWivNl z&n`UKxuUyhqfONsyK?)ptu|F}rj)+rWk5^UsoI4qsF%-}=`Kof>lfVrZ@y^!u&081 zr>+ZrEYB_-zs^h4S~FfGpK!QrzD~2iR&I_cd|h4;FT%z-uq6l zC?mdXep9vGm>-wRcgvNPO3e%urG-dWtQ@vhl=bBGh1Kmwff*Yh3cBK6Cde6M zr)y+gk)zcta;jZ#*Ke00_@Jm~m-kg)FnC~}DC0_zVDQ-{k@VjS6|J}TiDX7Bu~UAt zS1@ksJ(0G9QALgKPeK2frJ}rpXDTk_tBD%R?~CkxUR3lww-qU!+g+hoFIUl0IK(bs zW4d6tbFj$fpMl-V);%JHiDsgxZzn{R<|ivoH8|Kw{Oz~(?D$p@892snlFdFlxl4*7 z)%5jto(dO4Kg%YGZvG4w3Dnanx+U%j-e>dctE#i&XxjA(NgEZ>3ac#@jf#mP=$>g; zc4MaK#@w|6^O+H%RAqaSO>|26hKjuvF1w=3C*=NTN8?!A7X@;*!Om`?x^=U$tD%hP z`A-&Oyi=jJH<~hY!byEh2wtkX1>bES!dcs!rK4AoB=auW*{@@Li~SnDVQ5fQ!c&N3Ve zI*CaM*@+J(CL(li#%+_6;l?Km*xV4vw%p2v9T_UvvV9Bc+*yk?e&g}i)j3q!sfjux zywHGJnO$zl=+mx_=U=L$uKx)%Tag5=p3dCPo*j67`x(yiztP_{{U=b z4*n4LK~}F3=ek7~Z>_R{bMKU>=>j7%2;YtpnbBNBL^WQ_xyo%&3*!neE~d3z**IsG z9yYwH<(QB=wEd$Zt$!I!xIz)jBGS0hXYuUv;5M&7xPiam;!W!l_{quU@R z)DjoQp8(O+V0f?Wi<7n2plsGDe6{DW@R8g#w0rRsJl3Vc23*Kpn0FPIWNhTxUmm6J z&ko^=!XbFKZZqnXoF_S_#cXD#I+l3&qPpo&()=5Mkpc5Sb+IGf>RXRO`H#$hgL|Q2 zp97a_cpfK*+=Q-~`MBWPT)YzLhm~A0h*ay@>{I9AvU)6HQ67xzxF`1Y?uX~2f57qT z8Q8o0KT`2m!_yKAU`(wnYNYC6@2K5q_Bv1;w!jD7M(g5D>)T*q5LUUs<|NkHXR>$d zLzw+`2F%i~MT}0ue8{cKM3?+%e5AOS8t7B%A$T2#(Mgh9f+e;>9FoKG$uAcZ*$7rTrl0 zDsMvr+iFyf@<6vweD3|^1bQSL1726u(fsE;98sJM5B#$j_mFj%U{QezJ~J>-F@wE* z%nCNA6v2HbXH0F;=Vwra?CbLtm=(mq?~4n`&0QXcXCJ}-r<<``BOlGn?_gx$PF$95 zf}`~JkswSKe)_J)SNq)X)%g#MhbWXeus&!~*-*IG)C`+!d8XfNd#dWG zAcx&qq|@gP$2x*>?z|*eIX(ujN%u16oMcH;rWOpADd5kQ9q{q!0(@}tpYTVSA%5Q8 z0aw?j<90>{9Fp|iw4(jR=mLY zE4Uq#!GR~fcvotWc{W@FW1C9Q%qaoOvt00Cha-IarHSgVJ^|yh5!cR7!P|*xXz1jF zPg5_kf8r38zF)!Rou?^SM}S(~N&H=~AHNSy!m)D_VU^`**d+48VI>39EJ1W+eJW@) zYjE-j5p2QlWOym{y5-9)a$r-jT_6glB&o@1!5#XSgeq|RYO z(I{&zD$J?jiX026HSj4jQcj+&@ixSfg~PeX8RfJ|bqm_=;K1~O&Um3`xLb(Xyc9&865OWWJ}iCV0P#$ zaQP>$l&Q#OeoH-v<@aV#|8-}4)?|TmN|!*w@gZVxCcV{z^39q2W86{$a9z-dh{2w(gXw!J?LX=kRRcV8Nu z;~8$7zlPIuXAO)PA%zMnwQ*;BCJxbi2cL!CKz;Xo+#wx_fzRV{$a^bnOIm?5cZ|lX z9U^=^=OSpFl*Q6dThV-69xI;{%J@AzjXR&Dlf6nR&C9Cg{N7zfD+e7EDjh{PS`W*- z($G|AG+x`0h&N9b;VG$9JZHBGJKaY!E;m#0+NMLa=hqc5eeoB(#1}B~TNEs@jK|c* zTKuKb3dz@2ptaX&oViyGjYm3i(Nj%ffcMGI%Nzz;qc@?{wvo8vY@0CjYzQ<_$@l#a|C}#r1S3)Rs0z& zhuQa&KqMc=Exq!X;@!sK$@l-E(+4MdTO5IAPvmKSrX{LNv_R{g?RfcM6vl1Xj$7`h zLsM5BrP>a`-Eq_L+Ko{VP%8;BX9i&FlW11b#~-~9ufvulTk+-gRQ?|1FvjQh*oXW( z2KKYpf!1j~rj>txzOhrnErF-m9J6!G=h3B@wVs2t36fa)-!<0z`c4Yi&;{u)7huQo zcsRiGW!jmiU^DxkurNs-17|p+c(Xbb{LRK2O@X+kQ~?LqO~NC3h(qi{XEcu4LdhHwxm=&Y*!Hi0i^fYeH5e7$`<(cBaqp<79FG!48j+u*k>44OE zD7+=bbq0X?|c#a=O)J$Sm$yj2OT)+$2;J6-U6ZiKoKNa{-guH!q8lJn^8M5 zjLHX7ac;0KcIjzw*QbTDR+WzEeI#4F=A9i_0RHxm!5?5ydQ*f}> z3xz{ha}M1nvCq4XB+nLbw=e3TU0NsTeE9&cwI*O;+Fmx=%9(a`rNS}44{UC877kTD z1YwT|WQH8Ttp}uG`g9VWsF=(pl={sO6*EuMQ@sy7gWM9$#za9g z|F?gQn1%-gA-J_p1s!d7K-hl*7`}KHS}mD|jmm{MvivJ(*chY5)G!on*n@mkh;8SV z`{rGIK?gtWkbF|O7kV$kyVYo3OZb8vAk%NqY;idWX=UNT62|gBCe_E0gg!8 z#_kZuB6}hXw+STi=u|uGj}XCyRnOqZekYu(cN%O?y{F(I9vFCW9ILJ!j8m=+#f;W@ zc=)>uIH}A)wedB0MOy+~Ro3I1@=QFmVKMHg)Z;W$BjCTgznSp%A$TS31U}wA3%kSC zvWA;|@ra@v7M_g5yhA~-T*45))av8v=N8yEIUQ|BrhvDk0;+kc;qRv_sm3@F=jxQ> z`P6eL%?eP;yB;^Y`D5*+VjO(%fQh-I3^{X?@vP@zyjZMAZTqy?Wi$SY-NW4}qU|*5 zI?Lj_>_kTOXfS^IB1w8fmvTOzyhuvD2J|Qa>D~;R%}-#LDWB*I@E*Rh)eHEOYnU z6r2*EiyiDt{6B|#l4&Xyh{M2iS2Sgf&P2s$Ly=S4f@k(z#7;MN^hhF9>>PkklA7EB zO*`CbUq_!yzL3UiHExJ_9=EFZ2&gK(#3S<)$#dTcu42hIIJ3Eya^zwu$$2QIe2qon z_lw+B$B7uOrpJA^zsvo&`%j$RmWOf3pL1FqIMatxoUED+XGiB)fny^q6rSbIRqta0 zn!?Fa$(AOL6M~B06z(MFh1#AYaN5oW?p2=&SJSp#Jk<07d^|$HR!MVX_D6H0J?bI$ zb|L(HFow&QZ$sz6Aj~s2;U4~{%^rRxfKfMQ<8=RE^x&@GSgVt0VS5$3Ms~sDzGaxI zH4I;Lt-~pQGr4o!9;nyDus0jyIIG(Y;0e+crau`Qn!YhQX)7r>>kK(+8{kRLDCXb4 zX}IawO-8Opnb8X2y=cF~;8XWA%31f9M$8$6_l_5t35%YA`uAz*Tx0S#VQ&I z)quWt2k_fkzV^}H%ns_E2gO7!cI4i09PeyRHK8VW+(QzbdG_#HxAPb!e+0)Dl#}cw zOU#)!6XzwYKm&s*>?m_oeXnC z0}^LEVQ-iPqvvNSmvg^YWY5{iy5!g1c$Y5ZvqE@9kU zZg!_1uG=@A+4y@U`hWHU>vgBlbm?R)_xT0?7N_GxeLzp6Z14-*OB${|sCnQb9bIu5 z)i18bve}imDk=-)^%vpht(kbkbSW0Je1}*5XE0=%3`#qV;681T#}(VG;mz`qSUheR z-q+GWL5nOM^>4)3&*u13$r0C2YllydYQXc9C2llVMc+e;ID#b6I41`O-WQ;b>jPr6 z5qmVw@qyGvlQwM_J}+0`s1x#WiXg|0WywCVD>Rn{CzV7 z0ww3;h&_pX-&q;=I`R94=~tL+;Z2(NK8Zb++hW|2`OxUT4@L&3;p4q6yia5exzA_t zy@woy`G(>-A8i!cPrxNEh2)=;AdEgY1G2U)ra?nPW{=}};S%>85-07(!}$TAaeEy` z>FoBJx{cI$Orh` zREEOyVs`DUY%KQk;;v*)6pF)nzW!EO683pY2!ank=8a=q?B%;KNvIKrs}#~MB7Dx_jKtRKZ~^~q=N?Hi7H z9ub_{Wks&+`zi{o*5O(c8H_l9svoG%@sj~n*SFTc3 z-x2Of@NW=LO#^|BH&;_T3thTmaOLSn@vg49$leQLjTD}P-Ww^5dk}%$(}uvK-?EH&DB*u&?!HplvIse*g(3`^1tl>APZ9jv~JXgv@UK^ik@%g+)57K!x7CTx@ z`SZ|nW{SaX3~y|N(z}Py_N5CBH_M?jh6~}{$jeNwe>jfB1bVjM3O;j_!XGoWVUcq! zbEZ$oEZ^;lZ|By-&nAB6_uM7=bF%|#N6kl>KOzVnCX2sLjlrQY1&m*?CPaMNgBtM* zvA#PQ?oW!vE^TkT@nIh5xJfgXk2bTh@c~dBGmFkBexX0wR-`BsgkN4KV4}1JZjd>} zS)4@Z~Sw7 zg*i!?<#5{dE>>R1ibTd87_^?f#<%(_;mLMZ1{1JtSnAI$`il~*{d;Y zEbl-3v=Mun{6W0899!oXVRn%&oZIpVUhf?VPA?+y@s@o!Fjf+Ghy4-X?cIn=&zE7k zNh!UasE_9|j-br_W}LX>0yc)ZV27I!T{6a@7dz;Io!*42yC2CO+ACQIq?` zt>d;0&!>*MXm;>=EL{F^hgRAxqm$7DiL+OO?)7z`@$3``PfX%+f=_Xc-%hjXFGo?& zn}u+r{w#Os$pLn5U_O^o5{t{#4kMfOjApLm*HcUd*RCJWnkQYOy{FE>yxob6{q9cY z?A=Oy=x_`_7B+Fuh8-5Geu=|f{$a4+#0^jMCxUN#2-%;13%7;S!E)mzSo$uK+j%V% z9{G3+|Cl?X=aNI@*&9y*?Wu74BnJ{>vbnXF<7lFa0&1CjX2YH_oaFRiZr$z>bll;= z4d1v9FKAiA(M@UW_Q;W3-J%8%I=^6_J{8Vvg`ZqQ$d_9=UjG#mXtMc)1UMJYz_n)oj!PCzn=6zNpk0Qw{e3z z+c@R08j^Z@5fulA!O8$PGW`+*sdt}3b+o^D_0Br_<;m~Y7oOm$2$n|9Zsvk68{@Va zi`h!;5Y(Ph0UvJ1a3)zFG01lkHSM@d+{;)@ix=QI%VV7It_#-djz`%FOT6!)jJGQu zV0Y3r%nb~|TemymxR(n(?Du256z|aA-ecVK)u~`O{2-TiFq-EM9HpJ>f+0Y46%GAU zi5tF#(p>2rYMXcr&A&{blui4%sC^;exmX8X^m)&sejJ)?YzNg59$4-Djgj}6j~Yb_ zxrQ0x_))=*qlF!yXK#t22dp?o$A&SOw;!7(HdD&#ZFIY!izzUDD9ry@#-6u%M!);^ z^ZR568@s%TR&M)*NB^3k@5~IUIi(AcZ+}pN4xd5d?~#0@Ho{Alizs;{9;0~2Ax?Y4 zO2m2N>yrnu(IbL!+ZqG^p0JF{QyVDaYm0(@1x)w3ZYy#w+k}?pxkDwgD|n zRdI=#2R4oCz^kVlVQi^Cp4OP+aJ=p(-u;x0@BR7T_l_}+(VC5}Oct*Acn}S*oI z0kr3c7T46j5}6r^+}uY-`0{EgUK*YRTOx13q11f*_Q1&DK)@k#a{0grJBH(i*csrr z^B=m%YhhIoKTkDy1x49m@Me!cUe5@{xg9<<^+q}_xcwC}v+A*Dy8}MBd59(~{zEsi zNxXZt61QXD5$5DLDNd#BE7NiOCfxp<%Y5xnAP?VN^r51J=B>L)-~KG7rh9kj>SQHQ zO&!CXPu1XDzw9Ejd>wB5#2PyBX%A=KdzmqtolAwbwX}Np3-Z=~3SH%&XxGbRRzu=8 zosI0LbzVKxa zK$;i2;g+HVXlwq1(R+)avb&wp|9Bs|jJnx2s}v^LzJ)oyJeaiZEN0egZGtkMjkF7L zm^A%9rYNllPAe~iwxhnZFe#pP7KJi0m`tyK+fu*oZ5n5AkIZ|b>C+!`zHT0Y0Uk~; zME3?`y>l)MkK-7x>h(Ok(;xa?Hqq6tGP?EhJvcq8hQEh1C~~GBqxG~8^2&^9i}o?* zY^@wOpfg9DrFoSUOVzoK+##5hGMgG#E`>YK#^GMSM$i%;XNtNfvReCovE}JeBpflF zdDS_F8&Q3a>aOeI_3s^^!n3Upc#S}bh00vFVGz7FPNicHD#@jMBFUU}LKog`P?$Z+ z-uQ|PME`wF{`RFzMeTpEUyCK_;t^b$+A-L=^(~CJF_X^fJ|czg6v%T?K#MVI$Ue~^ z=|?ft1qLwja4%>TJ!TT5zJX_?5vMVg7+boInP;JlJ%AS zm#fLnmA^#=fuHGO*)s9iN>$EasT5eO-wV5Z2S8`hU&czk4cg^~($3;A>N%*!x=(pP z(g9tRXk|oW)SY14q8re_^U$uiXHj)a5GbYPGw+t|=Kq&_X;Q8#O8UHFeH@3Qo@N<@ z^hU$9=?BSWcQO3E&eFCOp{!GH5p!Q5l%8lLGCQZ-g9lH&aFq9JNjsxh#i&1O$k$Iw>2Gu+$ta=7g1Xl4sn#5*Z(!@4L_l+SoTT^nR@=twN-EE!?6Xx8Ye68>58Mk-1cIZ6gMy?}Ve1Y_axtC)kaR z#zVhLDCM^!tF*kGt%y6uT8>I%PK;@1f6VFtSZD&~Px9!*P&ITpp^IyrPr_DQ zP!vd83<-x9)+vL18q@Yd)lV4Z_eTNpSkW zTymav9(bf9-FAI0obF*y_5Y2d!R#?if0qUbDm>r7zcwFzEj)Dd(0g9O7dz| z;o6xiuv1slGeP4I(&+~$ zX++x-C^oqSHhx;1+-ECJH8cd0fA_=kzMrI4-AvPTPgACjkbSmZ3LP#Tro*G%NJ{Jk z5i*^0nZGxP575E3*SsHQMk^?M84fDTeBpCIt*};g3il}BEJfSpu~Q90*@(x#sq)=5 z`$x+|*{{oVIq82Pd^e+jVcPG(23Z^Gd2pN@T%~Xitc9Z^pMYuFTiBFe4Uv+jaQ<`% z^Ki;h_Lq5&_)5D1H}0hj8s1N$9O=f&r46rPFglhtt?p&VU)>7{s>A)Jw)XGd{~zLdOu99IV{+&A}T?MEts-An_jsrV&U zOKjzN8gBUCr?K3st5)2auCFA!V=UX?+7IvMj22VJMS2)CVw0UE4w}Hj-sd&357F0dI zz=tU%z_}K(XGRd^y-$GN40SjxXDMvjA%K-09`Jaa9K5by0ZtZQC~j8=WB;=ROcwuR z3ywWz{tgVVT|Gf$@S=geH)9p8+WM4@TzCoC1t00~-@mMJ=laT4aTOexngV}J7SOa1 z5$;%Q$NOGCGb^&n;e+yVoE^W1KbIdy&%kDgv71C6;*edX{GIiUas|2V^B{8NC9+>* zj1z43gKDWPUdwRCTeV5_eb!#$tj<%~%TS8_^9U|nTg0CF{9Sl;&tlXZe8;;QMq$7E zZ#dBPoLzq>2!3v?po=mQaCUeY9Ijr-JFgbPRIO)1vs4Mre0dB63@(I|i7RQ`zhJTC z?-HiBIEZcCUkjSUjX9rm0rU5L0W7mVM#{&!na(wPc!t7tHtfVDDw{r>er)QZkO)gm z{d534fBYrQfK2)*87J&|W5i9(9?zW7U&0LAQ_NP)b!XSks1=*6e9XS~F~!QszgfYB zH}G+SG#B^N4JI^wCyQCz*)ElQs_-_V!~0TLm5KW7Zl8_xT;(W)VR*%8Gr%{Jj3p*~Nnv%WZVX3DKCFV$SQ`DqM zQ|UHbiYXVrsOzJfw~vGB`STDM(?M*79Ot%B11}s(h6|4}$?)wBTHL0H33oMU*5wPJ z{~2I#Z6kagrNT{jcB7@5${27b0p|4wk>0FoS{=3-9*qhoP2WlIX7W9XkD5UGB~OLd zhfINY^|kb-HQ85u2wpJtMI*68c_EG7DF#yq11x7;xsbx&pa-motmTc(OV|6}Mp9I-IM~Qk<;P3AcZu32C-nNgSp* z650E!u-eL+E3XxSwE=ta^6|OE%TJt`vLyIBPl|l~Tq>+8@+A#>KXVz|{yIJw48?CR zVsUb_CNa}b6pqVYMI09XaY|@<04}fVaMZLsJnViQ&+qz0*B3p9noY9I=BOMS(oCTK z>pAw*a~!F-HW%xq#j$Zh9*n)IO-xN+qw~e{LXlnaAa^1SN`~&hfJ-^9QN92Y)6H>e z!wX2gehZU-+y(EYMmVx}G!3Y{%sqV>gw?ag3q}qla*IZ6!)4zi@v1{KopSvhp5OZn z^(4Z$BPoaq9j$0+r9swibprfeK}+^s z7KpwPBRlteLPK1H2K$uRh>0)JJmH~JpokyL8zarCSRYol#c|Jfbi>XUie#h?@A(-M zhe1bj(ELd}#O=@^XJUVI9~-vvzTerP^<@zr=@Dzm9c0aa2}rA zxdE%!yW)4ITUKVWmCqzuu(uC)2&!`!+Xa4n0^QnG>q8rO?A>{ zT}?llMx(TxBFo7buUNjY_J*D!pnD=xb@Bf5XzM}-K44LAAbr>&uZfI6G|}e2M0;h!cbUC zNMg%v3>y0eHykeHj_#_$MKUi0BbIp5m=QKuaH1Skla(QVg%ufdN0gik8bQpl0oQzw z!3UDL@O4BxHOuxCsN6HeJHaj(-f^9Ga9EM5$(J$4Y8ITV5s-El{y&zf0Qymfu)tjy zG=kr=Ip|5!Gd#%2Sw*m3_9YA+Y(ftv1|s^S@U+WU?2r*7*zpU-A3QIpO3Fs-s3saZ zPD=PXR2vdDZ6Vq}9ZBvUN1XJ@6q0XWrWeyhgy&-}L$m58F0M0!yEk?xv5Edd*Z2n! zTYg8{Si~LEGKBaiLjfjSJOeVjNAe6QS>iZL7OXEAk%V8^i(-b>L#Pi}6YZ#8{s zX0wD-eWoTpI{r-fY0^@>d1o3(B`2atu^OAVb0XJT*@y!=svtgL1GjheXp%Iui<_-h z%k4kPi&9=?;6Ls@e7K$hXPfk3nQ<5mq!z5)QOJ}^oXKm!8rCzFd4Gq`rxc=B_4H2f~-*$f~G?a@gr#$*e54iZy=~M`>#;@k&_hk#hZziMXfgRW!p~klK=VM)>3ae0_17H1o z;b>oxu;7vne@1mj**7+5RvC)Hhb=&T_Dhf#I}TAz!=|Hj|D^$)U2c?@=jWIgL?T0L|CxU|{hur0`sE zl~`w{{kRf@29q(-^DQj6!utSb9jCLE(_r~jU@m_xNL--?>pPN!flV>o5!ERye9ti= zqni!aGWCi1cb@TI^$N7;2Rf!s5-U318pL5Mqg+i zIv+0ets$@bt%Tm}FcHSQ;!LOSFRM@F{k^pev;+RYV__yJD)~Z~$uKycE<_EC?SPEx&g^-DWNKt@|Vf%rT>DuS^DKp3Qyc*HmKn4tye?EZ~fT%g)TZ5r#~td}*b;h&Mwf)IH3tpdbOCW6^QKbZ6MG;Gn^16upy z%E}hbhn~{$q{F)eZUH6Xl(}nMn8k_m!BczQY5O5>Zh^?(s1>LZ=lfZ z&Ru!`o9AqG()tPV+_@Xku#@i{9Y2$V;ho#CS>+s8d-N7}Oe2)<@fm=Lrwg2Rk|pys z0KP63dS!^=Xx{Z zuvkWmN~!0<(56njJ>n5~Us(vsNh)|T+Zb2CqQp!#8Go<- zLvPJC;a-0`O`ph4L8XpD`m%8chVYE9^c)G&b+rm(pZ$Z05)oL`bBgEDk0K}MwPDB1 zQm_=y;94srzbus=eaT4=$xboA3cqkI~ZdK&UxA*ZxSA9goV@tZk+FM0!7~+fZjR( zVRa3Ej($k-oL2(sEX>8gSEg{G>^x-sdW^r{_rSM$Rj6^$Vo^&M!|Qvw^hK5xr@hmN z#8s){sF5MqJE+TGY$(pxG$Cf+bI|Kb5EdRAf`f<7ac3IO(mwl8Znypribc&LGm~A( z;Rq$twWAG;gN~DR`;X(DHHt)Q*%y$}HDo{jc+#0=D?g25U~ zXliMN%9fFYg@mGf`bYfxbUsYxnI_lnI+AriM2M2{LG&3FgDIm%f<}l3Dbs01HOm%U z?3RkDpW^VC_gZqbZ4hp2e-Kbbj!1V|5_?h);n5%PkMn2Vmt@L&cB=8LvkE&KcmrzI zq~LVhbyQ8kNNBn@6p}+W!Qt_b(0k}09&((3jQ6@)Z*GU8`VhPz`I4J2CqWhq7Q!V} z;KtWXMJ>eeeyi-r=bhq2OHd1cE6QQ!toPtPc#RI2cY*$*QrK}_oZJ%{l2d_s zxXArK9Ma;se6xM=Sf&VgC$7WgYp21SliAdFttLr%bxL3}ts2zM1aKAi#mTx0J=DqX zD(o;Bg9hvTFe%@F98$W?yEPDE*AZMUn@3KUpBG%u!&vY$xvW>vl?Rk|EzyyZ}D;q2s(?@Gnn{ z%)czlq+EEG&gE@zi`~Yg;W~(HJj=x-m7s0Fd3^rh3TQayf;Z3Xycuwf8~AvbdcUv` z*s1mlQqqjhZR~2Oz!lqSIrF8>xR*N*>;HBLKeqR9Sr&iLB=jn^i~+nj zYZCl!EeE|}6_!2Ki+5i=;;9PGc>7(tH})7@#8cpUyn#ziH-w#SOK`KzRW5r^HJ-5N{ZBDI zkk%asS>a#lbDb9W?~XjTv9*#~c1LhZb2XUkw#S0k%0-kXf*ABHzHQB(PbacI?&zdcxDQxTJ zT+*eM=X>5RSVRLUo>%(NO19xHXW5(!;gf?$(3Q z{BNqjF!~it8I!{mer?6X#H*Leo_cRZi?mAl|(OTEh!nc9at zG}PKQ?BuV?4pBXgT&VO(ObR7Jq6kgl%t&@Ze(?=3BiIUYxPU zo?aPHzAD0+{w1K(`{_)7(gaR->^3I8S_$9h-k_ry(^y0IKk-p@Iu%$E?=P57=;~Eui!PMdV$|j18U*&-05mVHUv~?vvFD) zWK&=(j!D=8=~8(d{T0d0_>x17-iyHB=zaL6ZZe+G3Pj!Ed-VIxmE8Ew7N`q2i7FoF zaN443q2u~kjLxf|*=uc_$`-ESUY@ST+VgYiENyc*JNymJdZVGOau-<7IzU%v$l@$- zWfc4uf#w5GaMZk2(3Fw{c8tjY@5GDXgu_`fMZS!;C`WH1TCqs_@1kF#*nL!YGG5ChIgLik|sFL-2qO6blN zax3>MfkkBjG@W;4Mr&PYZcYvs+qU8UPYUd*#sqBlQe)p1WnzofTXeheg-(`xh$3Aw zocm}(IukfDN3jS0Y>Y;&)Vp+tgaaKgOa|W;HEe2G1`_ff)Z?ERYkl$u&mD|Kj}?>Y zl9DI*-d~C~y{Y9+1|Z6qd=ngO%?2ImHK=Me5x4hrV7=%j9K<*jH1N)osr-C&O(WfA zaT%tRN5SZErub8~pQ`IcV6gIWynRiXq#ML>GG;$P-9ZXOR^(H?&MPqVT@7bMtO7-7 z;UXNINN3L%5PD8xDkcALP5L;pm+wa;WxRzxk2s!{b_z4BG&t=Og*f+j2h5irKzr?0 zoSNbc!9545mb)!c=4*>j-HoWDm5f#g^3n607hZB#$J<0nFlxp5G7`(_b_6{D>ATJ;^I zZ0UhLk0SU?!vPSVIF?C0e~Z`Db(nd5Iqu-!O?$a4+`MQM*){$#PWfcOyk9u5gGn4z zRg{5pL>t#Q@cVW5HAX7ysluIr%T<-~q9zn#2MzMKXh zD#OUj%AhbiiPnWnF)zPeSTgD}&F|Aif2Uk*Y?Eh78>Vx+3;Fr7qc3`e8L(r8?ZVUP zt|%I5j=_#wc+RgBbvwzZ0NvSdfdTur=`YIfut4isitO7Id%XTF5jTjMv*Uix;i2j* zHdSX6efTgQ8WtBLcfX&`9sdtjc3g-5{-khL?a#1&_iQlMIR>3J4)n9(3-p@B^K%bs zi8~H%k zze8W)->s>5;>iqRSyYx0?e<>BzBmf&aaIJAAo00ceQbeQ)GmX`~>Y^xx= zNSwHze#Q-qIgXK%zv;Jd#0Wv)G!_kLw^$>Xj=yw|2@U6 zm_EekH@~2#$$qr3=V0_M2bAv*##eK`z`-ZuvB`3nJNG>o=6gOv?Tsh-S&Ax|V=|1s zzXrk4F(35B%BhR#J#f)WgI0n32fbRDy#3I!V>Be4mTUM6waVGE8b@xq(E zQ;5OPd$=(51;}U0(~Zp^pwZh2;~($i^orloV>WAW(ye+yfLtb!H;glt9)Lal-$CNp zV_3r1`SQ|PAYAvCel`{(<5N#?jfJP7zVa#NE*%1y`}cUqlq4JDa{*S0-gmUouLcXp zEiiY)6I$7D0HfXBf@_8dh{q_yAKf@EZB8jxy!L~zN#le+W9Gr+w7KA<{fJvS+yURO z&jR{cnrwWq4elh%b7AkY=~&&_Ao@<0ZMY%Jge@UL=>d0`7CW70ob%@<>NIj+p9fJA zaDfZgV*HGHKFsS2!nwzl;TX>eeYGtgWNWX$^?4DP@uL&mpW8!nmA$~qUy<7R?|ZXK+FSP)^BYR@2hC>(NL6E@a)Iv5OGgupS9WUiMXS&^|1w=emRl559dxbzYC z=;32-1sPQ8ITD33OA!7SR?gN_sLMrAP0q>Njw=x(^5?(MYcXJx8{_oUt_jQk z*usI$?;*ee_@VL%EVQ}I=VnULb=7+OSL=qlIip~~w^qy?r4K>c_wX`3jt<8*bM_Ay z%#GUycEe-fw{s8VjBz49_Z=ZS@+3_4Rf2(OA#{eEF*$lOke&dAWha^--Sb)HOOL{ z9^quKMjTm3;TQJ{!Vmfgb@bH8|XB{#TM5DytoZuoHIWl2Z6u!ej)x@=KcUF61a3rE z5>^?GAx{&=k+5z;=DBr2?w3eVvDpf1!s5$9PiDjDg@?(OaeCzDP7yMuQ7+T;uy~CbsqLBmE$=X z3mBIX3YJF&pxvU(TFy4`JkTh7kfg+XO9%K})c?Sc&(eEHD6!l(7irVecr>pHgPHtH zdpkd;Ogw*+I;DN!KKB{ntHb-@Q|Ki2R`>wP=2C(4ZfCN)Z9kyHC_d#zZ=Et`)=sJLb=)KfJ*ot{mS!aWOe9V5?iF0$^&7aAJ+yT72&OoX z!zYhF!&)aZf!=T@=dofxen$=VZsIG8WeEf@BJf3ke8k5O_rz6pHa3ZOhww-t% z&P3NW{M-m`VWmhJ7hQJ;WDUkbIyPbBwEM7d{b!*_nkDtG4W^=Zdg+8CU7$N_&?(}C z7%|@^4bNtF!&(D9Qs(S|kLOuoOM5RutPTYIyoGTlwH%UmSXq2c@U{OU#suBNg1=du zCZEkcWLAV9pS1&ZpT!*gp5e#r{kZknebCMI!U_+bBYpT99JV(hhCJuf(ET_~XdV{Y z@OxKcr+0Erd!u0Uia;zJ^AHY%8^bBr9$0XlpBeV1@J!MY{J2?$`1XmD{y~4BvzFpH zbzA6soCH#3T9}}<4My&kB2x`ZFw4go--fEO75uEV>To5*O>*PkeG6gBop5?_k_X-o zj)V)rUw~+S!6!>nxG8m>AZqegxX5YK^b$~aw*>JLT~Ld0 zBJoYS#9zk>9*2~{G=4`fbK7IC@M#bCX-g*QG~7!>mbekItq!O*E}Fj)kn$XQwkg*-f!T;hP|1CgrWl!kv5ZYROL6{AmZ9Y;Dgif8~K? z;%zwM{b{QHX8@BPsk4}$S=6o9fT{3qmZM?G%WcyFbvCA#baCgyPG<%!@E!Q0JfLE+AVc#s6 z@M;$>J1R>g%rsg2Ei+jBsgRNbHtdmKFTC^X66}rT&p+iEuq0|F4kUQesMUcm5Waw} zzRlmKil4D`Xex%x+MsV zy_K2B)wQT1XUOM#DqtjE|E-Tp!8I4ZLMrc}xZ3;+au&@)qGJMrtEa&BTQL+$sFC>+ zO=zw0oEzWp792LF;%+-RlDOnA=3ljjiBE1r$3~Fugrt%v53n&lc#y zHA=E*Ec+aC4d$Z!UVG|4JOvj29>8RN&a+|fCMHnPU}YQbQvO+IMs2~2I&TpcUMa%6 zeoojnG7^_>InKt3{l-(;F#H$Oi@uH z`ep#yjwz6~BZj2vW*GO^Goz zv#ldw^62UOyX6k7i7D>Pj^t_GikBn;UK2Ve~VTdlc+;`VdMGV=$()Zah-#7 z_S9?mxVD6Dn9pD9Uzv3J$07_KE&#)cP2j(AF8NpU9NLX*QFgx#v5OnaI~fykovsX< zlW#)gmapO*4_>4{9dc=?Wi)=))&k`pE*Ml&f~RMH!s%@nZdECJ!i=|@VZ{Ae!UL{~ zBu?)!TupfZ_U8TEOsYmq{ECE)yG59ZTn!w2GaAiT3b~4eYxr>FSln_oqg|Am`+=L~54Z`Z5z z(4nG6oU(_ZAz><&;{A&&ekDOn?+&|#%WNj_?WtK?UsR&~-FfU|sTeC7XvChKfVk@ymAr~M1(82!flTezm1Gn1OU`qZ1 zD78$-0HbQu)GLPEz+7-{>KFLFzQ8T-52Nqq{sG+=HDIkGN%||cq1iZbG9p+U2CQY- zn2QIH*hW#OlX65i|00Tab zE@f!gTuSTjpT$2`il8dU0p03hez)NVH<(<5pC+V($g^lj++GEZ=Oi z8i~iM<2k2itxz<25H>D3C^$RE8dsj^;Tk3rBI}|?)b{scUiN@7dme{;Uo;2mCa=LGFg$EypImu7sdx&eQD0jyYU;gmG z-LE8Y^dv2^HoO{U72E^v^J_f(d;{N){RMntgbYo$$M@hHF+sP-Rcb}RM-i9A**<&+$DIk$A)V>6bpG#>csQEl>mQFz^H%T zxb%QBd8jZ^m~&XyY3;)S$8*;j@pWJ-T9g=qh`B3h*5`qtL;}h*#bMg9G;Sc~70*4A zBLfMwsBa|-MU^+XqQ-S)WoKpR3JXytSJn?nxCb7}EOy!wLH)cQ7@wAey9SfMG$fy^?~$Wv&&pxY{+D31-znDNB|#jdC0S0) zW6blv1wy{({!ecvbe&Nqk-jQKkN-Wvj;C->xD-TR*o-x+#9>v28vDB2gUY;YfRCq2 z>6~x+Y?2NY8fT7&9d)KeWS%9dz_0Y?)f@_8!!B5eO4hLJ4 zwfkfE|E~ycuU`i5Og_iN%_0`0RzHPI!)sjUyl40+<37gs>9VNKGiVZQ%qn*+qt^0 zG48BjP1gg?_(2QL75@P0|DMv+V-KNwqZPe&ZVe1is>Tl^uHyV22kzy=2C!SF!``(n zLFosd!Qq5DI~U-I64Ry=HB=f`5ymXo5i?e+1!-~S$0o%BWLW+*G!@P zXfo4^l`T4tRX);8L3t+pnm+*koDv)2XRx+TOF((;E$n(N&t6VA13J$?qun|!=C9Wc zrHwUMlGor=Q=TupxqKS^)Y^fsB3E#c%`s@i^`i0uGv4Jxp~%ykHeA^v%$(*Aty!xm zJuivRJmjIuVJg;K@1;j_cEXR2=P1222XdT6Ih6r5Qogzyr5o;HAmzWu&AwDWB@V79 zy#YSWKvV?cWO3^>a-*jZEJw-Vh40z)_L)vRV4Z@SU0u=kxD^__AEc&-XTa>TPbl3v zfpqMWgcP%fT)sjD{C(mKM>VhE+*MsLz3n(1HolMR$0_l<)lv{#+6W=PI(QyoHssg- z!i&}&&{+Hfx6Pf+Di6O9!cJq>5L1SAe|Xo2{WA7DM~rzEn{fkjjhx@;*9aG0(*i<8snr%U3=2daoqAHo}x0)w5-NK_BUg*9(}}n3D7*mwHcL!tptuXLlIL7V> zV_%H+gNw%|oHRR({n#E1^|LRdr0#fj>){pjT;-Xq+j{VL4T;1yQx4rA## z9|i1T1o*4|z?KbFuv^5LedT-6N^S|Td!{;HFMUDV^a>{{m1SVz!_fLy3ocTOA%z%s1AI&75k+p2o|t1xa#vY|V9SPbfjd4+O6bT|%X~d_Jt887?h8 zi(_-6%0BFv4MPQESbnAwYs-5kEN|wp^our|F_C|#)m-6wvaVRX_&mE%pu!ffE#?BM zrC705EA1S*%-(-lgFgQIKzK5gj@okv1$+G1*Zqnx+Ghoub=nWxOVY93Y!kg_97M0L z4S`<1C${czAg&)sz@Yf!!ql*M?)NrhwxPci+LynEqd$8E){>*i#Mv*Y;n^a1<73Wt zjeH4<-rM5pJIi4E=5mnNwj%1U`!FbEKkn9w!9x|F1$Su%h@Ia9m!1US`cX361lKNL zu2#^Ttc}y&FGDlEx5A$HCU~O%3*6i#M=l1$;Bg;Aa$t-f*F2y1XlFjd>CXDZ^?M5M z$Nr198zzw3Tmw$@oXzPt%ah{)N=)~x5X(mxlH2)TaPa#JC=P!Nzwf4vUQZZU8^$BnuhC8EJVG`}Mo00vjy3!WTNAk_oykYTI?DdESsu6tbqiJ&&L z*%3+~$F`#r$JdHiySV9*C1`GdaB}!I&OJX2m-z44@u6F=@Om>{{Ps6@Cb1NUN=CCu zkK!@SITKb2LNM}i552~TkQK4V;h)x7G@X8*-d!)rj=Wxsae^|Cod26kSsRL7Bc0H_ z!-Pp{<-*#EI~a6u3ij@C0=MdX&Nd_wzgj)O#(F(=ae6XJ%{520#U-Z$AwhQ1j(3F5aQQVHh%2`lxwvYmc=LG1WzM2d!{o?y>@`j*}Wb6 zT>Y7zp(VRHQ=7H^U4={KIwq;DA_~lC05W5hkudl#S)=%-?RA1&Arpx5+^r4U8D5kDu&a_Hh+46_6IKgEi zn|Rrb#jP;mvezrKzqRHp!CnChXD7oz*&L{eXN|Ge(&Bm6l{VaFq2IjXbk#pAAigLDPSUhqi9TT{m zgR%M0C@;c3w`()a(E})9{gu;vDGN{JkFvrtYiymp6t7O6Kt%&0II-{h*j$sp_>5;% zg*0Bp(`GX;r6CbKDsJJu@N#^{=VNo29wz=E7L*JoSITe-AIZ4M{jMnS0(1kqU#Fh)c$@@q1boEX5s z1UW2Pn2POX(=lo|U#PiiBC1SUN3PC2h}z$x@o({LaDKTB*5|y%+9g-u{jbYhPvvHNkrv|6_v~$&W5^&=$e;CL*4};S-p{)NUWUfE3 z@JS0O&h>#;YufR+g#~7%ZGbIN3Ajd~e{xyxB`lqY6SKm5t2TL_D z>RT;l_-^I-1eJn6msX+Oj1lZz#3{V^PmbO2H|J{#N2WL_0L06#3yxf<2fmbJFZg0BY>&Ko@B0>``9n-9!y*K19vC~@+>ICC4Kz-pllIRXEipiDvW*mIvbRu zjo97>Ll!za6}N;*v8UaW*+c09p{?j;^xT$!r-FSjE%FPV88;fla-{K&K7;pxNqD0* zglEqJm5hFhTHgE~?D*$!Y+V)?2XB*3*S?{vz?pShN$*(Ckf3TMOM5B zq(jX{_x^<=WDmSSOVFsYD^hMJgA@<$|;>3oJ|YO5y6wXH+NP5Ip9ih3B5&WG6V7Ub?jWpYZ+lvK_m zL{e3XoBB};Ekb2T=Iu;+**1lkd?Qg6_=)4O{MjhpLpSleJ#&%?4SUasAod&Ajhj32ANTN`) z4QIu^=6gva*e{-a@q;a;u2w=^KPv}+i8X=nP#e-(Kkz=M!V)!$gjMEm=xDpg7!ewuIHzC?to{%7#TD{%&3*7;!5XwrI)xT$22}Q1Hi#Rgqt;3><~Le_t&;7< zbhl$DaW4nv2j3F7f4a=A+SWx!>mI-w6%m#*cOA`L7fG)xyoFb#m0^F0?AyAQmK?m+gTyPTQ+M!02ulxX7l zRg-6vg%fv@q0L3uIkEu~wf@5Dno&f>GX;Jflp}s~PDB6cA$Vn@0HPaSahZ3Xfb=Ln zH!iEm-1*%vi(QLhxI&TCd~OrkE$zWam8qb;UxbXZKLwZ|NutL;!I_3?Y{AnD_%9_8 zB~`LPQmPyr%pA#R&9k`gR4RWKG$X51oywBibGZZ8%IKvpcDPda1mPYw2E#1JH=eG!hFUWQ}3o!GHs z_aIK^AI9Y;;GfV8+!ZO$=IU7kJ<<%vUTtE*Zy!Qu+YjiK(#O(YAMw$0-jS`M{^#$6B+v8q^<9O222pRVQJeK}I`4N_k)be%1 z1R;t|*a`+uEm3c5Aoxfdz&S?|wyoBe6Bnq0=#~_C;hMlH`#YdyyaCI4p%137&f%NW zx53GfXT}}dhL&;@$;_-M_-5Y>$G6;tO*x8SnD-q+!(?&3qY~M^fM@(ID1*D6VO)Q^ z4esLJ(Wp!3VdH#F(ll^}JC?kPi&D^IKi!oCZ|Cy-CTC~38y^pT6YoHS(s}Gncu4Je z&i3t$S7?P(c6~{BOpgY8r?4F}dmY(o}jXamf*+&LN0+gXL>If)5*g{|5dkNR< zeM!^pmDEiTP`2XnIdDlsv{s`;|1A8S>J??;`7N7?HjNoAOsZFmI^P+ zWWxD&Uy@@vi&*xHK}UKBC*gDj>_+6Fol75=9ce})PG5qRV;Z2*`UeCza^#MU64B7e zgBjI`fV(@D1L!kc9nlNjC`OdU!1%cD~-$QSCXwt!_Z}^j6?qFv7C_EbjGT&doUM`yKRpi~Pc|51L`w00w=?sk0--^{fXW@^XCoEq(1#~Wb zf<5nNaz98L$e6x|>d{?-?C+LDr#~0$FSWqb904ijov&uCiqy66C4Kh8l5}VU5y6u_ zLDI4i?)LFbWS`?~Op=;GK9!Vn_Wt7VX+j7pB&v|ZS18}Voj{ZV97)?>O?u(hDeldO zcsgaL1NiQ{1{G&`UUUV&NAjhZyO{PCm&mN){0Fv!j#vwN-x0wr0!=3OtxC}IeJ-ls zti%&L6JX8@OLQ#w4dKI4kT!7}3_0>c8SipvpE82MPCzkB!v^pBdc#54R(<&_g)VqSwTGA3-ngnrao^AtZFkYtB+TA}Vt2aVl5 z2%Ft!z<%W%t~z%C)%!1(svr1Fb#iWEoPRn^EOLNHmlq2h2hHGzb_=>}IRm3L55c!1 z^1xlp0;316^ka|!UPK1r)~QNl)2uP1)pHU0I21tk2L%{gxr!zRTI0q+6Q<{&0?)#< zS&>H!j9qLA*!Dj~XC95!+l65XAyY`^p_CyKMe?5gkSL{DqoD~EilPijDMX11NoGo< zlql1C_CqOUDAKGFC6pnR5PtQY?{8~ataaY^JkQ?ueO*@}|Cuhyczv5)5cm=_H>;58 zhp*tT*CIT>HYu29FG;<&#-U9y4}=|>Sgl$?*ua0tDsR0Gdu}V?W$8eW{ANrNuU=rt zJ`2ad4^Fxi?Gr|jY zXOhV5Dy*L02QT&rqvqyrCL{A1PRLtCO4azdY|%OPuwxR-w97%%!ng1#NFNO=HRiR3;hw(J0|K*&X5c?43bTPJdlnMQ^0P2mtq)voma+!silj?J z7pxlnc)xx|TP!>1OA5_BnAHIsx8Ohm@tP73lDdW9p!6M-V`VtbLqFI({s*R$H(`nX zQK&8qCl!0&L*~2!R`XXge|(V*o>*)_>iwp$OE@m;=nOMl@OdApiBu#8Q#?VgO%1eW z1d_reUvl=Q61=gP3whH=EOO&+K*aJjWUb9yvgrO46kidCCtc(4^$Jzc`MDXbzn)=L zhTel{a~taE2*A^*S2$HQ5&TjtI zPw@J3UEy`C4U;yr8ErV1P0qi&LEAvCeEa&TYMiF4Mh0SHy-l`@?TY zIHV3+Put`7AArWcUoakPbSsLUXp?Ol7sBqd24wxILOg1%jIUY?(1>Q^yM{{C58>QJ zD(-AlwF-zdtY^nIPb1DJ+t>}Jv+zjfWvJ^;hT4q1*fvcHf}*}M!?C7lGjbaztV_Y& zR$aUkTwgESr3Eu36!6rs_h6F1aUHpips;!*`@6%NWAl2m1=pkC%%<1usxl>3III$0 zt$GNne9PJN^ltpB5W@R3s~CMZ34&)?E^|ab3yxQMVHur{uhQK(qR zb^Xub`7=M5Gya@|Tk{jBJz=1K;~0n=Cc@H_R*%GTm>kimnCmwWUSD>@%Kvubm9Hb{E|~mjicEZUX$swb ztCMX|_zxYNM^J$CO7};p(}ja2kaRi%T-`A7XIFW>59=Y6Z;6+=9iKB1HF^5HV@p1*?Q}*$uV6P2A1%U7p1)DHO^km1d@c+ z#I6I4tl*rB7&GZK?)jYrAKK>Pf4V2(+v$&(AI-8|&$aR2Cta}f7od8_ouK0O9*ZPH z0cbKQU~cU+VCE%Hhj-yQ7{hVqdiSwVD-{O<8Fu)7#$@PH)}T5^Yha^-I#D&>2`|?k zLr=GF5HI$DuQj8Dsmk(&9cPPqPwfALjklxF%|Hh2f8?R<2_@q9*8x563X-i6J5j($ zo)Hvw$2k>THn_eH7HeI@ETMWXKj{lsr+-90I~6jxXdQ^BL}29LWgrexaOhP%H@_7k z(ltwAsOdHGy~nx#GX(>#KY)9eYMHLGKrDIOiF$?qaJ!sjh5ux4USQWXJhJ%~JnoN$ zg;85T?b=4{c)^F4+M4VI^)-;7{R%^>UD-p++c5b~11avubICSbjW5B>OU}H!_tNZ~p~Sb)Ec}$s1vrRSWdUi;=j`;-p`)o^kJPhfnR< zMC~h&={&ld6xBJC9lS9p?#Kl3tj~sfPRlI z**bd{dFOSEJ)CQ;nfGrL5HQM?;Hw`n;y&)Q6dw)L~w{>F@Toh?m_JxKqKZlqdbvuHJ! zJ*_)Cj&_rGz%`X3d?H`Oyq+eDdK%Aw5|NUcN<%+y!OJzLafxgs`^DiRYV9%sahEt)5qKNZOhw6w!e}(V z5RFYf$-sBwcylG+ncD3C*hll4n4PH!_~VT~{QZ0vAK%ywbDqi&!;ceDtMMar9nwd| z?`L6qk2*0wIDt5u&!Oidd_i{Em5L80jhGX~hbAo_sF(cBxTTbXuelJ}pL-L3sd4+L z#YZtr`~s6x<;Jhv*N7giU%)1<6*v9~L9-7$x?1KKJAR@Zua+c%JQ{H45{kXER`G|0 z`r+<)C(gzM)E{YsqrK9|GxuYbPnM#|aTBSwmn4-7d4gN6B0Jf2J5+rXC-K2AnZ9=> zm=`ID2G;LcouDYZ({~bA?)-$!C$+J`$&_KKN5qWu4wk=8x5$Q@(u-`+QQ4$L|~uv!_KPRu+os5bqyE639gG;m~#Eu_PWY zokrx|`LW?#ZhXRHc~Yt{#6Eo4jUl(Iu)}W&^L^|k&Tt#R?=zO-p&VT%_h2)M1aE>o zMp(c1We43?*vjz8Km~A$^KM?^YB@bAUBme96joK@odI%>U% zw0NT|l&Br2b!${9Pv#hG%ZtEAskK;lI1_hW=)iRAKy-62L*?v;>|KKv{5)X{%&TR{ zy4nUtzu$rVxTFgEPkaaKqd#$O{5j_Q=AAVB7{`@+W{5w;%^+%KCYT+Pr;nO+usUq!>yA2HTiJ$N~{7oDz_V}O+x zBsK2lx@6nX`rKL8&NdKq_P%3wZQTm94rVjT^SE941ZlLh{0}D$M_`A`7B**5B0G4o z3=QR8VY9~~x=bw#^lzqNjh-p)_M1QtYCplEA$NYw%o!-up+^VHbSTk#jUr*E>HID; zny1^1!#&P4IeRU24_XY}*KKL+VN^+1L*bdBYfq=)7u}Ez^c39tj+la7XK~10phFng56FV=9I=&{E+evMb^fn<)1Xh zzfpwxsLsQRbOoj_Mg!l8RWl5Hcb)r*3P$oMudxkWSNk)s z=B$Q2%y!u8fS9^-0>^4CNA+lqIihBShu1Rf@>f@2_O@FX*?p90txkXI~zh2S?`~h1nl2Gm7E!&^xCIW@oOT25*IE?0O*_mg~d8!Czb+_9GtOoD4O} zxv=o&V|>0|hPplOgnn$`ef+utJGj}xlZGZ{{nx29-%ABHKmNmnuSsRw^DcsX!%YlT zYsADqSrD~T3tEmCA=gtPE39rn&eU)iSC0YDfX8q<+K4!n)j?bS8#YsS2uI5*d0zUQ zSLa$aE_d9{nmaFsbm0RGFSHnaT12T!{R7AsRiX|8VpN?RhXpMs;YV3Dypf7w>p2d- z?`Z{kIQKkzLXd|C!xw{Q$8&ZUZwha8-v+dPG?BE`zGgVA6eD*!5GLG~BJ-Pgyv!v82f;@h16d++AkKv5f@^skYBD2#?uOs*2sKnwqT?%~Xp8kRuCt{|3ujIFW)fr_6OiG zt;Y*-zNqDDM#JWc(LezSELau;?VYap-`&ON>e7r@bOj%%$kLR4TfFf{p7swc#m#a# zI3Z&W6^|36XWN75lv(MN?{%EcPI1B;wj76W_dhK3E8vBf|H3QGHJH({6Bktp(~kZx zC{+-F7Rrfq#vTdoj;co^MeM0`*$npPu2uYw<~l6sTtb&Oe8LA&H&9683O;jgVV%S5 z=r^PFG<2~7Ju&D1Zn9kb^LRH6_$~@-UmDWJ)jv@Av|;+f3=FIxk8kby!K&RlA5q#C;^5(Ut`Y8ah$KXn{b|UWu^O- zupO@=&>{O^g|bKyezl*1Khc0!CVZFqdf){f;QVCvn(ElSCmBbA#GygwDL=Y16Gv7l zKoa>2Hzc27wv7cV8dt?UdiRd&O~zxV+dfF%JkI2W+A#vL($r`m1KaKl@)ZwkK_giK zdWjrjub-Ppw~J7S3NB+${^qfmjgk9HMW1CoBI03-b07$E(eu?!bNCi4O`&;Ewao)57yzaOgKD+538I1_Lp zpXa_;7mpTaK-H6-%;mv8oE=w>?b1@DX&&bQ9p34xCg7a^HGhb1@3;G z0oKQ7Vfvjx_!Tmd2yYZ;&VFivxh)lNV=#tE`P+ai{x)K;*bF);YAU@JybWLF)Pm>l zO(0$@L-d#hbd|Cim9JQhCO)jL3&Ykjb^J7^8B&jp z!M+S@{QC7P=9*oH^VyG>2c}QKV^Sw;Aan&~yFS6cQDZW#N{*$DQ`t^S5h5`^jC1?l zChIIhNsXQ&h{gz!q(DWYt9%zWO`1os0qwo(*v(yWXwPNP z9e%vU`KMIKXKy<)Yo`rS`4z~|nD!kO`Se-L*pmoR=b+UpKR#Q*d5^B5-U>r7(yT>AT_y7K zr5fdzh!Tspdztuf8M#_-ePw#=owNYkL zt02|1%D~9O^Eg)DOSawq0Zce$O8ZX=(V%NJSRv+%PeeuO5^pZoyeJ5?c_Db`sWcVh z5DY0l_~`qd&lmVm$n9*Cm~)$CNrZ$R=X7gjgdDG+cc30PmV9Kl{Z@dma3C6*rf|sc zBb2GC5S92;Z1NVx)RS4zT~rCiXAH^Tkk7FG9D@nmj8*wrJgUFaX14vl08f4q(lOJV zU0>gbVfE&WyvJY2GHOGQiQizLZ1@oUaE`?b0FpyP9gW^}lE zgmU}yP!{0cFI_x-zJ?cXozB1TnA&0K6d%+_}h_zWiop@<9!l7(Q((NfjjCR_R@tq9WkXH<2 z)`y5Om-(=8QYWj!zCxRwB)Ra6+X2t{#VWs?Ly{wAp<_ff)VnK_y?rd}=kgb(u3bmA zf0{uewvWJJu7i9>sT`h{iIFu)gCMtYAz4@COuihqAwKqwkhv>^Es;_ti;M5UBAG_$ zd$56|`AS2Qzdn)E+D$$UhJcmk0pJhBl2#1~qMEywt=jHMz7}sGB@NLeKD_}p{P4yQ zfw$0ED?qZth2WWq94WT<1Me@9M5;xMtlobB-l&GMGCP#Wwvu_oY(+S%tosN;&wAnC zlb@J9O9@0BPGRkWB+%Dmuw$dW*@14q=1}1~ zWtfBaSf%UsAp0PfaSk1VbE#qM1Ity=zH}<|G|nOZ9Jeyyjw%@nj7Ph`Gfc_sH;}7R z3iF$}S$)16dX|~-!?wO=rn-FK?;Vn)PU}o@?OQ=2s5l9_v?6iwk|a3!J_3|*7QuW4 z*wSuDB@=4#!1cRuarYxs>M|hF-CTA_?hYQ)?uOn*b8tu=!h4MdY`M`Hp4{gk+ETmU z;zhJRUYl_YMhi_zlSDFnER`X*UiU%D^NCbTP@W{|7GZnx0zB!j2^BJ`#J^gFrUWK~ z{#O|iIA#l96}RIS2S;>U;f;$Er!u|`VmO0b$9qxN@Kjq5wDvbahleR@tto@~)~j&M zsq5(a=meWq8N+#73h*nHX3g&lko@>s{+-foSY-8{`?&@CXYyyPF^fRvUp$VMRPYDx zH^SJcAdC2&|ckZIQFck5^pR|7{oC;kx`Iva)cCyNB9+pF;D-?O|x!HmKRQ z5w5MbBnkS7Sp8Uw7%Ej_K;Jr;@^J%y%t{JGKR&~zf%SM}>wY>qvm9@)97o})#TJdt zJt)0>8NBXhc{jQH=~vGmxNNH?p4b$@3Tr-Mdgy1?&{T;$io42nz+A{-x0ld$?KJ!7 zjS89s+i`(C&kFZ$P3n742uT_&o>=xz!_UxkghrpK2F zoX9b(?r`tNf5F(@tIbYWHJ==u?MQcM46@R<&*M=;RlI&+0^Ys*kCpxX6i)^XGoJI4 z@OLrCS^Li&UbHKagO1jaA&Pia!U}4*>~MFcBJM;9YH(8ymNc4>P4)7u#p@mL$KU`g zMj7@M;rQ{gWo6QXCg~SPT5?{=goO z8O);^U21S~HTvvLhP9g*++JOd{J+j@fW;j6_TmPtZF+)I&-QR$>(y{_eJL8QS&!dW z6<|PlG^SN5(74Y$+`X%ir$1=}DE2Kx+YkBJ(_D={+8*rSl?vSIQ@}g=)(H)dG{T3b zXUxCr$&5Ug=S#;j_#S3}IcKb4h5aZ>Nt@BqIT4_y`;oD`G8clpxVfeh!BJisU-s>8 zSl;#=Yr9S%{IekkHO8TFOBgn5h@knXCK={({Buo4m{NIFa!9lUinA3te+qZbkKTh` z5fUi-@d#{-Ux+V)mh#@u&|_M)JYoJRUAlUW2;0a}{D2aTO19x2Zv9sekF?6;#^HEk7Wv8f; z-u*so442<^h?XLOb>Bg6>VME_GKrV=Cll>Yuf!VVue^(^GSTV3`EXP~468qc!Timo z@IWG#wJ0ux^GpJ4$Q2}V_a&&(IU#I1n9UxY{}~k*YcY}i{mkHbmBFcKtYkG8RnG0Nc8DoTR5=jrmc9}rab5RfL2 z@qc4X@4ysNqqu@|G&vF#HDzZ1*Er4_J%=pTHzsn;-vM9flMC?@@Mi96a?;}qL~N5F zP0IJ+vGX*X)jSGO9U{c|xG;IAZA8pAa%TyTc82Y2200(f{x$oCaToq$+T+eM$-xY= zN1I`(%~@bPoS@lhDN&X8AvPy@j94Z^EaNNj%CmDM~~VW)T>F$+x4_FsaVQ%cZ2Z68P&4nf-qLBbDJCJi^UaIoke&Uhq1 zr4*wfG~5y=(sIXGkKK3UHn=VN%}5vCrbp zLP+%{_NdAYu-oyNNe?;9k56{!5XZhLbkVOBtm;?-_++NASw@xk-`O-Q#ETHK zIfCi#n@lwJ=b(n;T)J}CHQ0KP>n2J~hrLQ4@yk&=d{VOmcHgaMT$HMy(a0G^y8~GL zVR@?YS(T}pDotb#&Vlw;UFv3_Kn|O21+fjHoO|8{$`;>(W^-B6#j)Hb7O3D4dYRog zWg=UUp$*eM&qlIz6wZH)WzYJ&X3KoFh{;e(#l=Q$Z)!CgLe`6-+y1jq=-t9T5BZ0G ztoY2v3Fp9O4VMAbUr0U$1+b*18fR+d;crc2a%ayX_9izM?jGRIJ!>9g#q)hQ`$q{3 zI8BD4t%7jOcP?#Iy3J^{PQ#a%6zS@Ob1*g57*`&?!Fzh;0>~_V4`H^FtnE{Ivb1tH zR(!r$@kink#0K4C%!iJ{4tXguv)7b;ADjjoUDfEfOS!oHR5et(zXHc&54ir65)D0M z0)ckM;4@np{;B%F-ri&=D7Xf$YJ6UsgABW6YB$JQ2{ECe&M;_V+UfuhyYPoGJJZ$;4+;?4R@)+!Cq$?>DEtQIXhA%x{4 zD)i4%6Id@<4?lVYAdh2_WKDj_s%(@a$K2$p?1r5@2jg$$6|FiWXZz*?s^=mGtQhF87si;5>wEC_y3Ph350OoWWmQCNwKuidLrmfSnu*HBUDm-@RTy z60EmE|M*!_UMNI2#Kgm@{Uh)x;y6?^RWcjqZXgGpJK5Q>OR=O|lD_5r#myoa;LML8 zop+}}T6GcY`eH5pp=(60xvpaxmc~Gu!VTE}?FEpYPt4|jfMX{Uv2ketyDHiN&!_B1 ziTi%!p-U`NvGqNk4|xaz9M7@B@Dk7c^+o2`-ZcDi?E-dmH1JwQchmUI`@wBx6uafl z3;a=giq;GAfi-!CR*PLR%5Sqa`fD}XxP~*$2mZ!@VqAQ%NKDx9&aagEUR~8H*z_}&M6B}d)Yq*@m$PI6#Bfy;{KIkzAd*i9Sz;byJGepUwk`AowjYD^oId4e&|dW%(0|6 zx{TiNnokoB{X>g8w$K~QqhF)Uh`^0f*w$`DGkX7E(m4rgoUM*;ZU@uRcwwwfb;pOj zNn9^fjE-sO(tBAK@zD2A$ZVVf_wS@Li&rSqr(Kh&SLF=QWqfe<7CS1Rx&dqr{V^(N z5xiTmkY2O=iSEIK>Y7L&w;Z9N9o824i?!*>*cqVh z7r_u$Pb_Rgd{!Vum${js<3c^^?Vv+L{;E;6NK>5mu^2a7i_;rb+K{RC0%oUfMU~-o zlvi7VS30&}5ic8czG+Ys6^=1*JBX?&<-#1RGdO9N7A+E{G~{&~)9`*G#81w{&41SDrlHskO@PaN!j3Njg&p?5|) zq@1VB{P*GD>~M&kxT6z~51)W6Zgyg@&yO)%`UC>}O&Ru3A-t-1#=r7%35b{Wz!Ie# z_&szAevQ0^R6hyK%gn^5qvj~OL4y7;&c_Q+x3N0)(sa5EW$ebTL5f@kc1WjU;qqIM z+8cnY1A5WH;5e)&1N;DIPu`T^?aWQXNO(4NFFZDHLhI;>?McBag;n#cze$^BwI6wRVhr>^x^@LHr>ufc8 zW0y8aB-dl@Lt$cZgvIGu2jNSp6zO`KivjI9tZbAE{%dqc8I=}Dl>83UGXwz`ajM?l z#`F(n;rXFH{=VIs%+^f}U^!ikJnxv!ik)`{)m7fOFj0^Eas7zNUnY^4quW5uU^bOV zn@A>x$K$XGpJRMWa2cx4AhlkZ)GW9IlYSlJW?K~~Vfh>1p8f`t7fF!Smn6vbX_6qF z77mxDs6xZqDENNYjBWOhgYcLzl(%n!x5qc5

w-**KMU-Le29aukzGq^U8-?Rd*K zWpn4wqygy+m3aT1xq0#n$dz%P;h#Ke&?!lm?fb+ej(%cq@wQN#hYy&s#30(XW*fEL zFH6JLFQmJb*3t`?BIpOBaePY8KxmH$Ot@#yw8$4TttC>+v=cSH`*=K);i z$u^8O)fusy1V`|yjx6&aO9*o|5!!3^3**`cF!Q7@O{mDEM}EI!x>s$aYXrjCi3Js? z6HtM+g|X1H!;Xe=`HH{MMf``Cb5Y@KJ;vK=W2aNak3|cCY5)mN)@S znrA^C?&Um|*#hKR)I&@WFySk!M>7jfNwG7>qVdtX7q~q&6ML5nkp6G=Sn8yLp>onV z_tXUH`@;|WoeV&!g#quwoF}-m8dDPUVV>Mo7z!7pvGpeC3{#x?lsu0z!Dk@Dtq z$JwI^M;Yt8=c#p)6YI479)>&hvCRiH=rrqeE}I&QivQ+A;U`sUbfE+#P1k}Um-k#P zB1DZeU!vTEYPh+g4voV$f!DNDlzfl~lZR!&Ms^ate(N}B*UzR6$BXdLvUwJ_j)(K5 zDpup#m224#!;io_Xf^9Kc?PxXIfcJhv*^9I6WMA(*4ljtJ9nnTZjQbaB=cW2lKvW!;VU!I+^1edlX{qxW9I`nE>a=aex>TW6!tP%qk6 z<}uS~4fI~Pj+KAVMtfpG_Kyg%mPL!1yfM9sT%Hi~>Tx{3#^*H7|2M*<3rUg2J8n3^JBJPBc#F3W z>XVTk7nZkjBN3dlg>N&|g*S9+IVP$rtUGrC)i$OAg;4af;+Tquv{~6X8C;)>%PltA zLSJ<}qwjkWwlA|J8~uKQ;iIQm^Pd_qt5t{aN!wuU%B?Ul_bOwQnGC_O0S*nF#HT)c z!Q_hx>mJYm_7>N$@%sa~mg*12X2+O|*KXrv1yhSNsRHoJH=TEP{YS8Ie}rqNRHFH0 z2As=(!v${VnYkbz?p{e@D?ePoF^iqpSIfC`6g$!I(-klw_+~>zjd;#HqImo^f6(v_Cdcog=ySx8vL%Y^|j2C=}PlLii(oBlp ziGKjK(lWSmogSTFYk=R}Ie#dR&;0#(2|PYtXKG$GTf9|}CWUVHaH~?0z7GG%+HSGL zJ#jzS7hAZq_r4CSesBP9G@r!e0{+6K4M|XZ@)Cqk-%H!ZW-<{wPB2tMgq%s)fX>`5 zc*-3K>QSf0G)|SlZHiAJ&Nzhq5i*Ypzcs+$7*UdYqZm?rGBC67KlUc)m9lWT$~iAn z8S4=v_>^!K7lc;8p|4Be)|&~$FL4viX@10>v)zp%&(`29_pj^$?Q@K6%48bZtb_x< zzMySN5=<4o3dQN$Xk_SLym3tzTg$5~e3{8az}FD!7DR*1tX5`Vem|_bro;#r1wrUc zVJHf?iM*MjY~74QbmPxK9KXFASEq6PN-j%mzvCX?r(J@S*YvVyEt*;1Rx!GARXV0< z2Z6ndB#8;yK@*RZ^H()4z|ggVV8T0$OQVvQl*9%|{Lg~UTekv(74509X$+TvhrSW+qqOY+lMxI(1%cH55KCm|JY-e!_FWKb{1gDjNi^T+zP~b$Kt&k&D4H;nL ze}^@mqk^04FJiEp5qgSmVYf97W6|ej#J}P#9z63M-kz|-{w2-~xqcetbWg$4t+Hr! zm79s=m=Rug1G?wQkwe_~LnJk0LKP-}$=z<&-Qoo1ua85;*eYD7lZg(>p*U!f#l+SY z!sUzkux_ax*>3AV7$rHfz~ds0_eGi4xPAg7)7J9IcR#~gv_}zRcYLg%OayPck+H*0 z5Y{~c4s}cLpUfs)Tw{!>Iky?=5nWS~EDayDrXq45BGmKT?vS$k0>6Z%0 zk|X@Y6OpKuAVFkvW)YR8E7+&vqU2!lByx3)B#AnCfGoANgnd7!k!iWQaDBsZ=)L<3 z3|A@AFC6zTS@j8cn!baAbQ8F=&V-!H=icl4oykB|D9q2xhUIznpzbk^tfGdPvn1l@IK-eQ=5Y9i15v)8;PCUX_(z(K1d9;R1T|C12 z$u+Wn_h!Qn|3L6MeF&GWT1A|N9pU@7W8_P6ARNe(=jM#>n2a7B5-eE8c)v9z=eu>e zJiuWvJA4S!dd@MuG16GHt^n(bR}jIo;-D}&oM?Nb!G|0ZBIRn#`l#6Qg1LR*z{m+? zX1Jop>H_B5-UcX5TgLWX?}B5W?n7R3789J~N{y=|=-S9`-V;&E3&=3!{DzkyRC_jg z5IBh%&1!_9pB%SDItHdM(#1!L!lbFG65gE>p;2Rx(L(nh{I{l$HB`>Pv#p=7=W{IH zP&f-Bj0cmuXKWq+dc%O@=2fm}?-%$2Ty)lx*ZScy-6CU1Bq^k5Rb|r3xBQL^myhx4P zuNPzGSs#>>{DX^4KjD|#-zvUYaSnRtS>&dJB*&x{Aud_gSe9JKKh!#rz%yqwgT?G! z^A4!k3}ol`yR6rDd$z48n*%dS646Ea{GU4ad3QF5(h>1k?(gRKtWqi@=y?j3O)+Cy zRbIiBzZtkGK@|;sb)h}}78`M-1&Y+Tj_ol6p5vise7jEw?!#%E6Sf-m)GUPUT$Zn# zE+U(Q)iB4lkNGnqf)XJo*_oXKI5X0b?_7Ef-}bgJi%Jip?b97>y-EjaBt+njurny5 z_7|5nuf*?DpX1H!Pxvx*GSRF0iOcR+b9b57FnE_Tg)<(4-`^~dJ-vkSTKbx~vn3qw zi=JSlqu%j&$&RefUpLH2bY{M9zXKkzw?O?!2J2d4iDrkAaBqnb&n_|-Mv8B-e{MX& z1JXQftzAf~CO!n=UvXgjWfB$Say)m;FR{N|_EWp`E1+Osg6X?%e{^k0t*PSA?x#tPT#*^6nbNDE}Lxz>_^`eeF980gKmpOK`1j)|# zShg%1?Ha5o&wdDd&nQrh>pwAfp8y0qzQZ-F77B1o*mRD;F)@w|JE}82C z`szmb{>3tm`5p<6^}gVAgOg~xWgh7b{Rvub-gqKp0CV3hhX~blICMsXdw)kjr0Z6T z?5n|;n0N(u%$bN$HW|DLs%9+XSbDVR}F8#%37dc5j1MRLQZK!0tPA4*u+;&~)tpiXNQ;pB2{OK+SF< zGgJk}ag|u-qDfp@AG4D2@7OKezU2fe^4NLDkp2+E^Er zqYa(L@vEXPo@B<~?S$vv75Ly3 zDB;YAkUkxf<&Jv8Tn^LTvje8U*{=dQ|w)QeYPC()EB}n`y$X;+=KreO2y@T&UesU zh~2YFL42M7@*;l01GQ`r4D~~YFN>h(sc#=3CQ2QIHV(lQ6G57;aREvnOd;W0_o3X`H;hoDBYJ`nI<1x@ z%7N>c$4-GbwzM2xtosKYx?bhCZ^@9G&-IAUd=Iwz_j`818DaMOYGE4t>J&TXeVWxe z8jP{QMx;Mgn8ZsE+TS~a&`|?m=$)l#e$g<h& zzdZZlgyk2Obej`bzen&z>IK)av?1aeK~U9_hP{@Kmts)XDa;+30w3#cLDRin&~@ERUaoM#^|qF5k@;ihdbk>iHB#Vuc&=na-#VVg z5(TEEvJln_Sd*di7n!U%(@9C!M9i@5!T|A5m^AjD{c?H{G4}t(eAqD)kLQ;{*##96 zIqM+En7?F2-XxIG&v9hd+sRb*=}}n4<)giN(@4z8Ug%t>Lskt1LbJ6IaofC*yzU4h z2U9}HYr81&o6N*}X{MyT#}k&?7Bjn_Dv?v;M@T=135=QKMDEvTL6cq~Y!mqiGR*_L z_?@Ou7m|U_R*PYIB*!+}~m!tt$-2DxoEie*D~r0A9gDHc*^6BXW}KF7+? zh*(H}up4P<_C{7%r52RWX_2vQ?#!BCf6Uy><&xFQ@o4N6T0ZDW8}we_y$!162PTy= zL4u-uHR+jLE2sr#?70Y1QnIu-e>qxps?+1uS}3Fwg*{@?*mG$*mF6-+KiO=wSo;ve z4H}^;kYg&}CuqDf6dW$hg#`xl@bMKh66*H^PDKu~ZzoEU{&k3VQ%`|El_K}|3c+R* z&hfKd3%Xi2G0iQtZ2ifJA{R@fqln;3H$}UXUG0dF)rGa7li!nBRBK@*+ z7rJccSdd!f}bflHcCvD2ZT3ike*|?;IaQI+wGXE2;czG$)N(YBegfqx-gQ-&_k&xa`Q&!Fq#%Vas7 zgIhZ~VPCR5>02YqSGJkVNTf}MZNGQz9UIC*E;jBYsN1-r#8=$ZCs|D)(U z+_C=NIBxF|nHdoxA+zE+_aS{#$*#0Xd!o=38D$pAs7O&Xq>Lh-&waF2Rs*Gs6xtfv z8o$r)A8=isi|3qk-|zS9g;qCT;`~#!-1Ql*?4MEzZb>S@-(T%u>Pav5;h7)l@41YQ zugWm&c>-J?6U0hiu4Wf#E~4u_48K{2c}KKa*dj}|^{1%pea~_8rH7IG@?L{wvM3>1tp*%(E(?ES}@u0{@Q~Z*Wgl< zf8h169M|VPf(q^FIC?Jf`M;<9oxThQaz${;9Z5lQ#Zsbeq70sglHr5gQDV5TN8mD9 ziauP_KyGEb!TBBKIJv@s4DV}&d;Rj%F!T@>T3#osBzlC;p2eW)w$ofcpSN&%^#VG^ z_L2S*d$@yMLU4#2CLf}sFhzbHC!8a~_kebT?0XsX5|?DRzSMw6zbuGs5K8Y}6^Nr^N$MaoluY7ehqtP%tI0NpM%;7fhe=Fn9c?!2F zJpg-C8_v*yXXa-y0tHrJbRZ0#K97RW*8<>Z(@PT6oQP!QJ=D$Npmkh4YH0C0rbJ~> z-Ox=^T4!L3K?3LbIt~L*^URMnQ=Hk)JLtFda2q%Fl9`iJao4W|%#qxK+ky>fWkLhz z+-^;#xGcj0EhqT>&XgXVauQCxlweQlI=G+;IrdD?3ui7k4GW&;ap{Jk@O*O-2Zjr zZo6;T=@8CLMb^Sc8%Y)@+=%0r?B!>Y|1eLf2Tc>g*rCsNaB*z{NXIELtK%}P^3X^o zZgd}|_ad2Vq&#{YVK7DS9h9A#ru*c_uaBG?jbDV0;7E2yOuTL=; zXtJkX3d zDQ3fyvm40f=c=&6-W~;$I8Ke{(Zp_E0`tvFKtGeuLvSX|z}2Fcw{c*5-c-uf^~zPc-%07oIK%)y-q{7Kzh~g_K`SPH+5j?qT^N0P4Xd8a#VHHbY2>M449t0e zf&ck1u~piv%4h^zwYn28Z0o{#&JXzeO)XIGFA(+mDmYcBvs=PS6c<-#U-zqE>K

G-5tkk5Kb}qrF&woEWEKbY`DO9L z*@vIwapIpo@X#nAE^`U_HGRi4&0PFaZpbn+UWxB**P;5!3;BK5Pf^E{ENnCXhYw!Z zi0|~g#sOid>)sIGa|k-z0DOYyF`(#+U>%=rOe{pRvd@r$40<1!+Dr_+>Dj> z7C~A-HUtWcwKY{ES+}Z%FFer(`0lo3a{qPA>DzISs%MwXeWexfYJMUj3rbFUPjyYASQ>s%Mx%TV@yIq2xjk^vVSF$kS z=N!_FIm|}a00<9G1ECi3FSotpG*a1kE)Csi|FWgp31 zGNENf=ZLr1gUc^jVbSb9R8MHa&vT~N+$lC=HE(CrCaI0o>=@2HC|yL$!_!&gxI?fl zc|TK9SwY95rjU;6VeVFz1zTt*bn0geBc}i(%GsHSn`S@3IL|7WB6}Tr_fMnXs!_Pc zV>pDlZljo02e=T23!tl^&BA+jlG`3z${8EXY<>JVb~1=`c1?w`)&4N3@(u2OBuAY) zK8eOVe&Zi_*h8nI0{gLM5F7e%9&D68$n@UK!821uFyr7@e6FQTJKS{1JoO0}6{PXj zR_fSQY|JEkPvOnULa)b1l^=B53b&?OQo`LOs3$eAS~6X52H#xHG1pGS#r-{AdBfdLTy69eoyI{aNsX5kMp%=`jG4oc$nR=1$eAS*Um z$sWg@9l~xjaA3`qaKfgB6-7K3Pk1((t_nPvf^Q1o=kx|opVDLBo2uZ|rvc33ryp%h zAI!QxAH$W)=CCzqG@xnb1Uz@sg|rlha*4(jBEP;Y{!@(?stSwL2Z000OvrnkKRBD+ z8c{)$hQH@bo5u2qO-Cjfyz^$~eGTYsdnnTx@P%_cet<^TY$bc^E^Zt5o3EcygRMKv zF*z;_cQ{pZzGd+&|I;$Or<)E71uw^zrRkvfd=|yYO=QJ8J5X!dK@4%7EBFD5Aa2Sz zY}eyZRQk9&s^%EwueT&G!JkHv9h7CZkyN~wvN`)LnA)=w6y0bCSD#&meRm7dRCf=l z2Oguao5r+ikt}oeD<#+bL^fub42yqt9Co(O2B*SvbWL#a__`~yK`EuMd}FN0P;)yy zJ+c+Q@2&x{T^$c!H_;w6fQH$w^zA?>>Xe?N)a_qsxGo1W8!yqd6Bc}6?*+1|Ddyh{ z@Dlx0HWe~`j+9)Who3rxYbkjaLz3Tf@nIvm#1w?2)L7ksa# zeXvTihw?Y{if_K0PV*+#h%dx#qhD$%7y-h5X=NT3*m}Y)DI2DDIg&rwhv0p=i0vL} zChm_nr72BMFn`f&-sZts9B6oy7A}`(zbDACqgllewmyKycMH6}rN6+)WCz=1>Bd!Q zy0Q}UKG3my#spUn`}p-7MhZR8h!<``@L(+SyCy~ZjU(aa(m^!tL<^sl2vOp2Egy*SKq^r8xD~ z_Wb*l>v*8|v~c$RfMayi(7+}aX~SEL8m7;`*mD+_Wo6=GwIbyAp5#=64KZ1w9P(~N zVv@DsV|W<>FAr?w6;J-;%hqO#*j){fd}v64Dk0qFC+%FgkZ)f*wHTB2OF`~J%yw16$7s z&sw!%?A?-ll(i2M*zo_Ma`!FllInxQD(}#4Y8JLO9p%DKe}v1gwD99RQ=C~SBCYWY z@WX_AqOYr##mENNJpW+%>Hb{f2o_3)>`Jkw)%Ke~_v}f0_u>Gb z*O!RJ+;iM>As4;mQy^njD30+lg3fDa=y}^O-h0D6m}oZ+@(j$_8WW(D$Cl_*7S1+S zh;ePPEp4@34JW>(VBYTnv`()F^?6F{Yw`(x@s}+$-TX6qz4knSa|ExWt4-m~U!Zgl zfUVyyy7WZ`4FtdWwb@@#NyZdfk7|?In*Z>C;vU@MIg@Qql%#hn4ntRz6q|Y4U)&^h z7-nB>1PhgKpnBYdTB>r;NWqV4dIyk>awk!yFUch^?XRt*}pF8ijlLhJhKVLLn z$oTH(&)lm6`co?QTJ>3+D_#jNkErr$agNY^{vM7xsX%RR28^yY3AdWF`K|5d=r-6) zU{S2+m&{quW^a)fK4%h^^>o3nKS#J#%VP0FpDl*=MKGDR@0?u?!n=KLoayxh{?LP7 zbQRb+QXs=_`wQOtjV{dP-8z`Qy$1)MD1=+TgzG%uE?64xXU~&M&{26hbNCl0S|RTY z_oBwo95#X3SV^+A>$CYEJq4g6cp=A+iNnsP`?+4_cWCv^5Z3qSq7FBnI%`@X&HEC5 zIc~}QHy{$TwhjmN9ZewrqZa>$CZW_jU9{_NWlqi0__tpOM#+5Q zjlqda%aUc8_ey#9|GO@+iu-#y1I!l1v4%`ldNZ^JaG(Qko)RIp9F_{?9_?{RMN;H)QuR6|k=;nb~~50(#eu;r?TfV64kI(a%yfc29W%`_Zn>G-xMlJf;Yt zJ2YARbq&_zsX>7ik&qNpzbf@{%xwE=5xUc(ukP-4oilK9wm4xU%Y zV6i$%tov3Iw0{yjjdSNRcVz<*JrTOpRi{w2&ynqjc>rb`2GRDb+u7{Gc8tl|g|SI0 zxHjw%+uSyVM!oRl)QWe}2K}etR^G1}e$XlGgoV&F(z>F#;j*5#R>2zFrS-KBtx@b7SmhdKB6<}2Tq^6h8|m))m%(gW<8^B^8Syf zka~X}vtDfqt~)}pW=l4@FVm!ghK+1%ei|H_dw?xFR0_Xr+c^LJQ`~Uvlj!t7=wB>T z#p|0E^L?j{VTywn8mZ4>)?66=TbB&QeDbA!)f3wqc_) ztSXFV1@_j|GW{qeZ7qjVGcPuJYdAZ6^cmJ>{NuczKj3=}tl;4t1CE714j?ha^oTvO%AJbi} z`-FvOLuj7jQrh}^CiS1_@U~&MA9L(iGA(SXVlLM|X^WlLORZVm!uS^JQW^Aa#<#v& zQ1hyrIkIsp?IgpcQg%I~lfIm${=~?#OTr?l0Zterb4!~3Z|-;DV6iftlJg(^d5fqn zZM0x-X^b!*Dg%UG3mchpWw~^8>tSkYY>*n)d__MTG@+Yye+hD`E14F#0%}XJBwPF- zfUc`}$n1S0%MJ|d(f)I`Gb$?y=9Iw%`|oSLpjxVg{Rt1UV-d3i1-Y?oXy7{5aWIR1 znR%67>S0SMSSYgEGd9xY@2Ukygm!FU{1E{>m&-U0|Dbk=bY+j!L>c0nx6_&a29*A) zh4jK*{_L8Des+JzQCdEWLq(GRn68_@D4800#*;N;Pditz@h@aqXC;wtJWrOrqs?cB z_m;7Tce;yM^Hku)+Mo={<%e@_us7MRQOntUY_`l?y)SQyI=nl)bT&k%U(sYp2DM4cY+*! z?R6j1{4IgL;QohRGAD{!ui`>)w2z{tM0_mAgj=+~t%B3WPdjKmTNO$T``Wf(PZSO3 zFLpXLPnD&!v}tEoed_(!0m0&*8MGBMkGk#LEG*sP%{bi=kzu6w&?%=}nID$(=-hYZ zOr0n%VP8xE-DQwKW1mwU@B1&I3tVQ>ol>D94^BA!X8ubmO#U*%%eA0eBqiw0|3RlT z!Fdt?tC;?0WJv!t?dFHM^$Hg3+(7B?FQxa?YBrQnFfMHv%U^$o+9FoMH~|;x;Id!B>UMFeXzC8N`d}~R z?6*}|vC&l!oH&D`@K2714q^2E-P@R=BhMKFx|C_}wV;a(C#cj-PRx>$G=XD{7Cp?{ zDuCq)w1x6RYLmN&U!qlVBE#h zgmqvAz0}5>-m|})IoZd@ZePhSAlV zH;L{{%It3uUtU~k z3Za#bOFJD+w{#j=E%M8mZKfui4>OARV>(8DjZk}20=rnG{V}>HBl3KwQ3ZisOt*MB zy-7ifYA_k5KJO`^eYlQ{WOEjsx#Ky_d;FS;7L%v-h7#BVvx@0eCncSJE)(5f5y_M^ zYdOIs*JwN4b!?X3b6Vq@BJFuyh7E`)rOzpey!Pw5>A1!5^v%Py)O4kGdTlD8H|E7q zj>fm?w32UBT=Qq)a9H)40GsQr%xRFTM=3*J-z>?FyI*B~J5A6(zq-Q(8k1$*hJ_pNl`Rz97)vXHu0TSM=ty+WIfTQVzezNM!vX`@!ZOJ})OBA&{pIx4fi zlv>`kjxvyUreB_X#xQ^Vsjrdk)T%ahI!v*Hx^Y8F#Bn>tY_m{fyd8~MwaYO~)Nuv6 zy@JnJ&znw5Zwg|i`nR(bSB|Z_XitB27Ep)hOVFv`{xC<53aBl+lBg!{H;jq;Rc2w5 zvxpgUpYm+gWOHryu?xgRTz7IQHD!95TD>cqlKIa{5PC;{ao(pCDN9=@)fni6&c%EZJFa z{xPy_Ka(qZ#;n)vOt;=i_NJ37TX`^n34X6brHJ-(0f#f0`N!Xha#7@2$783Nj!)+u zUuX3)-3Me@ldu%FZk4oP30c5Ammrd4LAH^Kz6>QnizsxpFRR z*JZ=RrdzSoraxlUuuehj^)z;B>>{J?exC}d+Qz;QkfFxhX0j7jnnFlb3F5SF3FHOy z*@GREOwn%vJ0PFLoIhABllJQ-w^gz9Wrb}bzV&aa ze8h-dd*CLue#sstSUQ0!7>T1NQ@eyZqMe?=e2E0P6)Go z9#OYVf@s$-%Jk!Bih>P&X6%kNW%P~bFPSfHvUJ%<920ZlozP%^0W;^e6!qcA7b-V6 zQt+sySZJ@}%lfsJux78_X|?3uwrRG#)YNS~da1>rVBdvjl>X)-dN^n+H=h!Dv(R!gyr|zVm1UJ#ITTf9g312AP zk^(A>Py<-H)8tks~ z*==3I){9GCZe{c{wdm2J5A2+GvzYl|J6KeZ$g1U@6y=JqV8bc{SmCpW!u>&(Y~rg* z_Q0m6!dI;Y?B{S%c2MeL_LSld_Vn-&6Mbov8Tv55TK*Yjbuq+r9`&Xnt_@puj~SYCk&>EI#2^1b zvt+C`<#alVIk6;x`8?Lk2rRx*Gg7LlQ`%pI>%LjCd-x})zG5qZM^`8Ha>gs+4Kkf+ zk75PA=Nkk`I)+q%&Sz#%x*I!@u0-!|RAxgIdl5dbcIh2e_KO;E%($T+u zLTIZoDm2Jj&dkXX&B!Jl!hmuYW?Oy+6(cDp^!PDM->EoG-Qb>NUWdG(EbS`jNw_WWZo-%7x7DNDf&Y+^XjcJ`{s)seZN(UdC4d+q0X(x>%BCGoZlYflL<*ko65Zpvt_VG7BY{eMGSe{k zf*|s+4gE{R2HR3_nh9GQ>1cHKB&C^NApG<_T^PKD5vE-I&Ad_lOPv|EW83v#F^`8D zSh<$@tk$ketl;EgM%6K&{XR2=-CS(Ut}EdRUsB81l9_t+oS9PW=ke2mg?d>mx3*rm z@~gH`qkaKXsJ)eaEV@xTy!K+ZJmj+ndml3cvQXIL9n4ylnhIC^l3?XaF0it0$JxoW zNa3txBi0~VkyU;Ch}E+)W$O+d7OY#NF8u!I2&-=6%(@&vY-;weHcX|GZG1YD;af4x zlYuBoQ^bbuH_>2+bt#s=cYtMPLsn^>Hw$k*WJ0gL5^%EO93`+YRyf0$eK~%Gb=~GA zh|yfiY9EvodGmwW#^VMom`tFTs07l>x5_x(8_s6}oj%Z6ZsJaj-2dpLq`ba9Qb)BGWkuhYzi zw%w>i|2qAPHrlkmUlB3G+a@n&M!DjkNvKv3@@qEkLnzSdHZ_=Hx881mebuB zX3@zoIdrdgdP{XrG1wkp_OvVgf$`g)N)f7y1mZ9DbYBbnrmd{)Fq+ldz`;7lVIH^u8aW{_I{G zf6rU0^L7EH5dTQ9M6Z=DJk|42z~O{BOn z<84iAirLd-9OXZ27wb2DJ+=1qTvj$HQP5f*+@`O$k{v2*Ve4<`u=R^XdgxMZx^b>n z+aZubed#>o=yX+ys&Ua0Xo%)+JG&Wl#XuT;UC~0gh&802g+CXzsJ;=xgCg!;<9cSj zw=xq>3KUTR1GZlRx{h}HI{f~s4cBfK^lLHU-gV&`?# z3a!fI*udS+?0wg@%&Dd+YN=k&r46>}Oq2WxRz_kum2CS!FnG9-ZBUP4zIs+OD`yr^ zw~vvGmu)WdSSOBM*Vj%Z&kCSAloi=UmEr8WHZjVt-=D5l%w%#;iDsQzWmaQAo{}TK zQ}cd2V-lY{U`mw}gc%O`^pr*dgHJ`#PGm4U$Hkg@z!T|(!)CMi+EW7ehVN|=%XO%a zVa}|EYb={yEMme-{H7Le9binoD8@OyTgrKM6sYq`bI)a`$Q{jUe< zEaNIV75^sC-C)9M@E=g+*kStq=`7Y@NOWsoHHXd^31s#s{bSypGo-`*h;ni7NHD@* z&D7N~Th?hV#%{uJ`fT=J`eAW8t>9h6zBgS(DZBonI#r7Vy^loM>yKFaLvj*5zsjD; zvtsDnh$Px9GF@o2?>Qa7To*_gs?p(pepBgvsdOkdL52I6)8QAbgnL(SW?fAl({t8K zQg7#*Gt}BYOrwz)^&601Kf7#2~G4C8E@>(Kopi@haei>o@ ztSq9{p13>RPo7P?emujh`5wqSFt3fbja-0_+c;vMwrt{cT=fE%PVw-HIA?nwc%NH6 zCI?p5n&98}lwpd0PjlbfQ$R|V1B5H}F+8ge6Mugf8T~nkFI?UZHq8wO0iTkv`BipM z&-f9j_7dkM*){)%AKXs`M9-f%FGwV1o>#&zD8@m=Pwr+h)h698lu10+a1 zMwmWnF;mv-$4=b___e=r@bKn*3!z#(Z^SGQzqTNk_j{lOUgiyemc9^>nrs96d}X;2 zkB;L`-godjdv%Fg%N##(%LiZ0#NhmzuXwyf1ekqv8X?&89#sDl z;~txCOnig0`EN!jVt)5kQgB(Bz^-;6m(DEyn}u>jtYI)2_Qj9vuulbx1KhyJkK9Q#oD>G1Y_~IeHTMp&)FBei56U6yk~YCEUW8eXlLi>#=0L^t zaN>Ub6*JRfBT{z19Jy2?1$j+X>778PXA&89{z-0XqwDX;d4SJk67ZS$!V5=FFQ))yLk;#_9mrbFJdllT7eiAhP z;2{~i4PYNf9aak`z$Zy_`_Y~OZdVF8>-;2v>fTFO+jSRQ!t4@H&LxI-_JJ+$$FcQb^QmTR z!|^uG#BFbU=}!ah< z;iPG4&r_32;}Bzb=U>P;MlBn8E{E&42TeG z0#^nnIkSg%VUI#fcncO98~5?RO8;8?xA`&< zHA?bUhZSRq-H&j?>{NWy+RIpySr^hmYWPbH95x)b$9s~q@$uPW@Rj6Y&`+B22Ii_@ zFRImu;7=)dVLWXfbLt4-{Y>Y*NnMU@bXBmP^Lhlg)p~{Bcqoak<#nOL)_k)zDhyBB zwFpa-QwAS?wAw6anu~3_QGvZay^p6#n8LvnJ=m)h4$AuG;-N~>yzati{I0wVzTtrf zvagB8{q@cO?UHiS`^mpBn6?ymT;Yh@osh-KF6_la!E5N^)DKo;h8&l;R-*V&Gr`aC zB%fP6CSUt&kS`7<5$w53#6&httX7^$WTGQv%yKR`QCI*w-^?Zq|JFh6gGtD6B$JpD z=VG@c-1t#iskr4{M`Rt7hc-+zAvZmW+LRyz3v~wO43wt=^go1%-lE-_Z zW~7_g_~9X@5M}`tCJ1!p8bJj89D(Nh4ao9J6YxHK5WhA28t!?b4Le$z(e-W{$T=Ma z!)Hst_+u}@Wi3lMLCpdtYbWs;(sw}Y;Rs-q7Y1)M8K4U*O+aTu45GGjz~6X_m4aTRta7(&ZG%bY+MQMts#jA-h}`&oo!Jjdky4nQ3tfwIdErYsZILv3*g1u zE9leE8$9rA8L>Mw#k`I#!yCs6t+lZE_oysL+B^YP>DYkR0$YS7 zIm0K)M)2Rs|M0|WQ_k;>$2eCd)^0@MxPdhf{(`an1-(_=*(4wG8+C|ui4A+z%v|<*Kc_!%;^E^*1g1u zG8T9GsEjQv+Xrvo5d%4edibfG5DK>Bftere@#g+tc<*8>+(kPCTd04QBUTq-ABykB z49gYq-bM4^Y^i9_k#&}*?^Mt0aP_snSQn1_OPIpw_XjY?0RxaGW6AyNy&QX)G{9T6 z-eO-4e)+B8&kie#}lVdV*lM&1tA*^ z@y-u3@gpy^h~?StSleAc8m`ZmAr}YYIcK?(?zi8 zv1Fig(S=ucc>y-(zN=-3h6-4`*$i}#mqN}z3*x48W+1R{J7< z@G=i;;IY@5csu{?gSYN{2B+S>0_G>PaG%BTyoGxaes%ONu6#2e#sm-Jw?j;@!L25y zK9)B4o4+@(y)WW$$4@#~Lx2-tzx;=O9=He$^=@*y4HQU+BYni_7C_2RIPo=hEa1P| zWJ~t2VSJC4BW>}afyCy;@ah>01u~15Pv6@S%iM)kjpOzkiVY&MS+1e z=+W*;Ught8`~NnXk^$%MkqSQ1#2X21GCcSPVS8Vf40Y5Y7A37Wd9_V~%r$5rV&gM# zKdl7RzIFh`@5m(<1u7G-=HDd)pdnmj?1=a3eT4eTV$g586_K=E7WodhBYzH#nvZLt zfVZn5F?t+)P%Fd=O=rW6^JjxQ@0{T(HE%TkN(9h9{1a5Vx`E?Oa_A4w0e)U{5`SRa z3v=%!qB-3en3%UG+&L~sY)J-C`>?;o&u}q#e5)t8d88hM{Bp8VtR8`9gSR867cNlO z)}D;FI%zJDyo+1zRzzUX2?hO>w%#lXRobsEgM!UIgCSiHr1`cL>{IfAE&H00xZ^{Z z@s|bLS2p3zf*sJMybVRYpNkfpKV`P#%}dcn;_O`-K|6n)vsojwmz1NuIEYrl<5jP8;S+k3~IP^YVQDlT~NpA)# zPJHKVBd>uYx)u1Rx0& z`(Bdw_MR+sE7=B0a*VML>iZkf32n4G#lyPHh2v4}Qh9lzcEu4+k70ry!k(|PrO)Q8@b7$2SQM>nn40vjeb#^c|@Bpd&1c_AytkB|-Wu z72Y6WgRSnLV~KyV1ASSGpx{F?dbkx5Jl?s^V%x~Dt z$HlxSix$J%HCI5Gc?CG4QU$eFJ?Ca?|V@$QUD zoH$d6b=Ntb;DmnNt%3m|9_GnuzCj|f;6T{|vrlzrKwQu$03<=IpX+RqkY-Q*ti{P#))MW0a}u5ZbPhYO_SH^p zSvyj%j3ikTbt2b*Buyh05b4_^h@jJM#ALpeY3;Tz#F?!P$Yv@MZ%K?oI=dgBSNB_p zvq`gvUj1EUm9#xr&JV}shZxa3Cj(oJtcYA`DYT&~8{QeVLf3jFkuoz4>R#Fo7CtY; zCY%0%ep_95JxCWs*V>`G!d`sy4jaf+B?5BgSJUF3tYY5`+ z?!&_mdB7CYaj?>1E_dQlFc$K&h4W#V9$`Im4qW+c9w;e2f`57PhO3mF0QlF+f%qN= ztZ#iSnE%upQ#+Z8UteVjEc%u3z7lEhPx~+@4_ zN>Ky_>!YCT*FfUItWvYNS zu3Scq_406@dNZf|L<(Uw@R0bVw3T$q+s|Kcz>ELP)qvbHuZENfXeTOeRuQ#vIQa>Q zgU}{h{IpUDdU|*R>Np#VQih+PysG=yTTV7%nehQ1KV1VB+lQmtsbhrDm?64iYmw(t zh6fGKlO=ydz5SR2@oym7EHxVgwDGlN{XBaIM$ zDI{nlMXY}^jg;@RAj`z;Osx-GB?>h+5{A|5@l}r=!0Mkvh<%<%EGU;CVkP*b-3%R& zlA#KYI*OrA=mA%*wIg)COCs-td}JfkK}x&{nD6=utPZmV`x2V4Pw$$6Fk~6ju|5dD zG_6OArBcB?B`vtreh}=sE`j8!AE0+}6+Ym436~Y$j&^^%kI6l^fV{|!gvm5(xYJkL zLdi54oV9cXt!E2Cy!KoxogI^a9B)P6{+kBez3j-Vf1}Npcu3%`Yy;G+`wX$!6IS~9 zGtscbOl1A-BG`8;1GYpPzzsuOnEL%Ris1&seFGsNxS$1JN?C!ybq#0%bVcXHIp(3U zmf%-F5eQsS4q9ZmNdK<`{3oih9F85D^-~jahAZ*jzJ;7+)dyjt)or__TUX-u#?Nsd zY)-QGJ{iN=s%eL{dzN#iZY$vV(TlKsO;tdgKEOF#BnLbeviRSX#n|F?3A`D(y1XU( z6?i4m(!kkj6-JLraa&hi#ZZnFciV4w-rp-exIBNHH-j92Uv9m}rJB<4zCY{W0j@Ya zaLJz&{QNi;GNr`L*r-oD>!IN3SYr@)%Nma+40+o|bl@vzFSuczI<6Gf2FxmM@V1Rd z;5!<4Aap|}R{2{VOy~aM6f{2PJRe`fGx3=YIxS{^GZ{|kR;(^BAk~ShV)4Q5m6S4e zyipC}>we?ci*3N4kxQJ1eO9atiYfeNrce=A%Qehr^t zxe+BvG@8-`hWDKF0N+;&VE^3XmX4cf-tQ;s;JtJNCM&!IFUW8}_?cKRldl3ZZ1u+wKW4Z|4t>wLKWcdFBO>e8XH2# z!-K!8NgP@6W#KIGW}xt49Zd13)yO^C3Gy?$zr=rbQ&K{PQBQA`f6< zSL6uyZ2_j~Cs)I#dHR^eRT{qd{Mbxyo&n)-Mgi$B)`W@YJaE$&i%g^6eBsEc?uETk zaEB0j|^y@GZrs?5~AKViSvpkdyfsc|~ao+Z3UKejU%jM+$`4 zW9iROv)&JT@S+T_{oV%^+h*hO-_yabf()Pp(%$j}ZyGU%iIY<3-ri$y@aban`v>Hqlp}`c z$mYXWn)57=Rwe8st;UIpzrwD!;jDX(_)>yquspO4y$bsIL zVQis<8RV`}0lqD#@rlDU^6pxP8zp}O{y$Tpt^5W~`?>pgv7I!Mx%=7l^yg?iXPP2> zVJr^i=6@qjYh_`F&idghS5JaPZ*K#mIr=!>IfL`x+-GoM&_g@B1`YT@BAD~&U=inv z)&<_^+r6BS$7x)}qhIlRqZal>cAj99dp>7{hdsWy=OR!4sXbrJM)rO|SA`zm znuu=>nzE~sGs6G$zvY~5NaCr=vG!{dE^=RFjPVR>I#8OyZH!aChTA?*pDV0Vz~&=s z=qcU}Vn1Yo9vgA{_3Q3{a4%2p3(aN7wqXejCb#2yAFqRkK4aLMa@GFr#S*;eTME8+ z&qgTUF2HB^KZ6U(7r@zK6s-L;1B8dK!-R9fQQXyUSQ|GAF7wfXhrF|Kv(4JDd&w@~ zlO)b9-S`kVZ&V>$x?h9$Sibpgl`ZhL^cd$?_zG~zlCaSDeH(-?k|svR(_oD0MdT)G z(!Da<@z%g$%n?&Sy`wc&@$n26d-w!CxMLZwR<;_wJg@^aPQ#I9T{et3-U#Ct9>i1U zzQOluSfd+j9FT1$!15()%uXKfg8i0}ptL9hiz$5wtv5{r=3|OzXN*7Eom`8(|Kvzs zdMr!c6uC~Pn)CSw*1rdj70QVtbq4%*a~2cU@)LyMwKe}%@I92bG6r=zJ|eEvPUkoL zH6Z;XX7aBlh!M_C(nO@*eRO{fhqRk@6Fn$s7S-srhCi%Z2#gmAkY?sgc<2QW7Ck8#fYw>58=l>y5zoC9l}=74?Z?M zMm>TU;?{P1=pGe;@2i>*eA^D9*RozjIwuF7AM!$TLUzHP#|oB}ZSm0h+XJ-mdOe{W z&}T{eDx;};>(KhdC%9PHZbE9+UyJ3llFMl03&E}s7*X*Ee)CL& zFMfW6v%4wO(&&YPDp=&QtQf6bwH7|wzZGQF3XtR<59097UW-r1AA{PfDo{x+jo@Tw z5?S|-foo^eVMLA;it=ehTT*_4hcis!rKTFt^|XlhVLS z#1*e_QHSI8XTZ#UrNMWZd$X@th=859pQGU3Y~r4sBllQ#JSt$_4-X`6jpjj_B1z)ZSS&i8RmO|#>_%?S@A6Hu zz964zbFF?2s}mkF*LctR1<0S(ndIVlZ>ZBxlXKL_+%U5b3&agsO@mO$K{u!dPD9ns`|71BCMl1z2u z0$Ebl^7GyzVz4d-m1ijfFYPZx{Ovz*?t%Nnr~A%iz;S=5+^ypab4?Kz}Zt1DT(r-J{t_@hJA{m1;$^6w6})*JHc zT+R7!wQ>G7PgRG9iq?E9+qY!?qd)xZ$CMmb)8!rDF?}-b)?2>oViT)fD|JX$ zzX?*CigVCylCxs0PCIB>W|LW_>ikP%7W}c%1nUR3enhzC7NSu54qrL@g$akm4zcq1AM(R}O)_uxcfMq)0-vALi*j2H_{nn) z^4-d}6F~-kDx4*I#N+t&q@&HB zlCQ+sE8^tR)rlzbiZy?4{(PH9X7kCAuhR*6cRkXhw%c}EMGJb#*C8UZUJ|5BGO^-O z8BrEIot!mWp0sw4BXgHUlin@S#Jkfr=(9i+*7%j?o7v8@{;{b6$z^OMgwB+rEn{kC`N2PxnZvoUjFnW zn3ma$Rt2QM`LXliyYN0Z_e&?aea&uk#bPF*FWgOteER&Y%?42ac`uBU3IcU$H;ESM z!~Ey~4Wjx`7nwHr65pjCLY~m>BQGp1Cu>A?25h*9jIvLGIk^<^Bl;^`ELMiJd{3ai zg4_61VDSOjc;eFYI+IpFijzq|>{3cM*s9q1g@0h?<+ z^L*o?OwW0;cu&T0Jm0K~mn|UzLkwo}f_KdVHop4MW|am0d(C20`(PAt%|ta(Oqa|l zSwsju!;w^%9r0f3GWwV}0}b4nMAPsMa56p{1T{Q`y02S_lBjsNja)^n{$mRBhouN` z{wAFEFa<5kb%V+Z`B2_3iP+*>LBuY;4xj5n;?wv4;0>vAlz4HS`NO$4z)H#0aA)x; z^t7hP+%1wv#MrvQJN3WN1la*SirOuTeR^=OfO+6S?nZb>S<`CgVQ;j!!vRGfvLV=^ z1~4y52R22VwwtaikMyeD$lbZp(5@$%!0$Fg;Q|e!O)nFz4jnWzoSO(+GQ^9qd;=4>mp@L&>j?LrE1YaOj>sLK-Vk>Z;#()V{q~O}Poa z(##b8ULOtB{D0$fbJs)QlL$)PKU(xVyu%r)5;{s>hV!1aTTYwG1MjJ3u&+Xhy^VW~ zayIO@lwJ7+n4b*?VmE3)d9sG}dQ*LnocIm5_+bmrJfT4PiJy4E(KK+g;SAUzp#V3u zr{O!>-N6nj5Vw*z1-{pmLS0uWi`-Zf{9pP-e1^#=YX7w!S$6efw}!M}(qB7x;?E%P z^S1%k+gOk`uN#;6ti)TqUk>_R73ZWaYvVmj2*Hmm=HP~ku~^TkB%Gb70-`(`nBut% zd!Xxp`~RJXz1eUL|J6T@*HdZ$63fFu#1mCqq4EsA&1X7y>B`=8zT(={70iNrHl zgWoZ1TK6n?*J&E=s=f<|f5^fet2aSEp9~%o_!X1vN#M<$H%m4>-K7 zk?VeF5^RY0j{ium1!phL$34!N1 zpDTm=@FU^F!{706?G)bP6PdUHdW0?iz7C_M-(!>E`at8zYTi4l7^Huc;Fj9Spsnww z!?KZu_};&pK+_dvXvu4|qc2P13vD9sZkG|@7Aub5ba?;|T8RFKC-tFi^;TdlQ^C8q z;xxRQ?~5?ImYz~$r<#DY;d&@7i?exM}?{&7>~ zyqO&d$oX3=?i?xv|3o*rh%1?Z9_xn-XGxlGJ2;Hhc86m#Q;J}aQM~0P*)Z%)&@YVk z{>zK!dZN-J6rip2P(`sRl;3z6?pcJezVlJ|-hZ0#Ao&k&4bsEHx0RcztoQ}`dx!C+ zQ9It`y;7*z?v1}SvW5}IUc=LOyD`t@w+QPUC1^&;H^OILADM9_8?~3dMU@i*^6jP$ zbpN{!k$B(`dFZh%n%E_c3cEcCoja>ZEbj$z)v%6~Usr~dtB#|yK?e|TxeXDV6pd;- zuR)o_9F+2UH@P~X5FINuC0s+R;0_fJqVrd*`J9{)2p&wJv~CVrvHODg9F7t>{>c;V z%T`4SYwOYIooyCJ;=)+l;loY|P)yI7I8iVJ z`VxDA)-9?@%TX-pnW3>_IuWWnKc`rL(MqM+33kI%SRx*h`{W_ z!BFu0GAiBh(!y%KJh=3AF1Tx?MtB_igI-?@!8huOgY5hF;C~Tf==PlgK+F|`XDcf4 z`AJ^9(R?YiWweUZ+F*ql|51iq?p7d-M0ieJAK0@d3D`v?qAG{?xZ=MD_%k;-kR0p^ zM0R&<^MYY~rsg)t(DESaUme`BV;WDhFBUs+uLHjtC5?~$K7=v7`8c7SiGmHzptkG_x;Qb2MFJLo9$&DuSr<)hB@IYcyA{6Rug6kGt*eBu3u5!0MY-=)Cu1w1I03 z*Jq`oxw92f$>pUy@A{3X`{GW1w1{kI8I)qVX0jgf>5V-4<5L*&SkDSPID_g!{K?pr zio~9)^U3~NKg&4J-#~uK2b|VUBVUN%tta>!(Fro{R|xqu=`4TQNSOogq8Hh8 zFNyzSPBXzFxA3zk4p|C{s|o$$6fz}yx>*lLcS4Px5^2d zL`E*+#6sJp{6l?9Y+j^%B79%wkRu6U{5|69iLFz!$eB9+++|lEkx}PXJO0QNchnU2 z@>_jB664wy4kKH(I$XCevpiw;n$+67*+C;lkNmH2j9*L(k>;6P(z^X2|Jj79Be<~@ zt?h3j5?1a*Q_EC|E7PUOpy-`QBHYoBn-4*km)%n`&W$gSE(XXZ`%{fwWo;7YwU<~ z$Ca$>vZM(2(s|^vwR(Iv@fzzhzRARZUOn+lbpVb=+#>DjGOgG5jS;j~GYXt)CKR;2 zZP%R&K##sQqU{P>hy{JRM6UmAB2MEhVfDR+cx`M-hRDj3K0JA%m~$O+FQyYGZ}gJj z)Sy-B@KWUAIEFfW5&ys^Q~qD38}><7ph(rV1dKE%9j8*zy%i&<&*>)|jV;Abq|YED z&W`fzJoq3yCkZW0`vW->KR`plA++7473un7Bq`?y;pGZA5ReXSbGD(W<8~l$LjtaqJ`@?nOkmwP3LC8 zY5Zz*YSJ6_x62Y~k5mZ1R~@MO&M3?ebH^WkTSqj?aA^Jb-~7$cJS4j1^A5V4+(2-F?0`$AP)3t61^?T#NiHK zFgZB_ALyWm0SCgu|{^1b?lgA-^g&)4`(eCn1cBAv((C`K98{ z4(-KU{^p^14)mkzWP{Zc^2+>MWd7FOd@arAqdYvC$+~MFJ=Z;p_CKF$v zHrlg#67{x46CdXLBfFnDLU%=WxbLyfb#U>B> z5>c&D;u3fS;=_wkN{=L)TUyAyDHeloU0{jFlTQ%auMFjL?a68GC=tyvWMlr>fot3e zxZ{}sn=-eP=2SJD9{iIS>kN_EM+(4Xb1}W5^osfBP=`zS_kz(+ZFrPZhZl@GgRi(N z+ZiNIzCAA_H6`7oL+LG>WtxTe9E^e!dP2BeLxGOWe8)c8l0vNGoLF~(N;D`V$p#df zvV+IP*{akSvTCIoc~G(kC-@W-;oeMGHN%7qH0>g5KINhGF3e~OtDx6^-^2Nvwe;6+ zS(<4hiAC;CCwFXn;AVI>)d{F4pC0y-p+o^JtgS<)az1j`$e*K-e2I+8H{r-M8*=x| zc~aOsofBuG2s(QIuvK+G`M2#c4hhwweSV#!;qzIN(y$HMr#GPor~7HJN(KIA_Jd^h zW)pUi1RMyDBf)n&LG#f8uKo{9tkoiTBYRepucCIw=iSPPx5O6iE}Rc->syVdpW8_e zwtKS9?|zZ5iY9DNf4@;$0fq8a&baCn|2JmL%$}s^U~fS)xO`Xx)g9;0>GUc*xSvRy zgO%y3c0qbR`vX?E5dsedj#0DrOd8u!h-7YajCxKXn(r+_UTzvho!Sm`=kdMp>F-u* zDbPZ_f3C(StSflUu7Nyx1yO6$RvDW!()mQrT$lI#OTP7)ia~Z?cOY+UX}$Huua>NV z=|d`X#DS-=HqrXny1l$Lor%^mmtxr?soCr$n;qm@Z1kfH=Co*Wxvu=_Hn%(Z?N8$hQHKe-#4!3_&l6oHKw@R+&&{? zQ+w?>FCy|79pcTfj&KUJ4ja}nR_*9yhf=()XIyTl4U?n1r`?5Qq30fU`>!HirH8)F z@(CV6#aHR6gbc#%dPqzoEm+%A%gN>wcj*!N+hn7_Ct_PyNOmAi>Rl$pa;CSC3m1dg z>q*<_;@?5MCGQj1pZxn_`S4m+AyJIC&iM*Cxk>=+XE*pFzVecF;rp z|A=brIg_hSA~Ypemknc;d2+W`n%*pprVE|!($0CgkdQsWUe^&eJ+q>lTAdyxfpCNV zQO7bVBTIUnKdzuzQTe-Yhn&ta=(2a>LRCx}vE)T>E?v9=V;t?ByVmNmdZca3vP~B|C%pB zKB=XV1C#OK{=YQ~g?Q<-Vd=1YOTLAJ$yxA`*J@BCY82L6RO7)Tj zc#=Nx_}yD|IHnqhRCSM0uj~9bfpZj@Dd)}l3EgBqY&@7R>Dr_{!JBZL z#?i6&XNgCLDSQoAAsR*(VRA$SY2?Z={z@Ow%ja1z(s7>}?L0`s=D8u|Gl>R6?^|6(<)a`Gms*)Rn)9bYQ021tLEa6 zoNfr2T!nK@my>~kH}Em$GhZkAh`S$DGS9LUsQ3n395!_v8c+QIx(DMgO=lp`S{q!~ zUgqc@tb$)#(pb*BM%XbSV7zYbZGh1_j)u!LaDKhe_=;vJ-25I*S611P7Yj4#;N)GS zvEVo8@ufrP>*aE?=A6H2i`QHfwk{kKFI6UHy)*sTBmyN`{bYTz14)!{A>vC%kYnH{ z+?Di(JTt5#|752jgdZ7h$TcI&ZDv4M`5^OOQ5>1E_XysRUQe1|{32%tiV@L%%nF4> zvu_2Jc+E*h)(hrF6YXb4>|Z@$YdT{)TVRvT9tkPq$z7dCMGoE}DhFfPTHi8Wh~z1D zXJ!$v`Q8&+6tsXHe)58j3EW^G^uMN7!!@+zu`$oqu$~w8tdNqPT6Wt}B`Uo%jt!6f zXe54JfJ#Q(pf*(+ys+*MMt5#I@U93RrA3A^>dePa4t| z{#lx9qfYnlu^{fdq)4C8D{ww+PTYi)Xyi(9vS_4%F8NzZ7_n-0`#>FS%eVo~m#@%m z8S>RF@7V{(<{fzmge2`DUxNH1IXrWBym&2$ZTI< za_Dw1d6o2%6uB>^LR&wOsD6Fo@>Bt~@->wHe$tJ#v&KWPlTjd}ug9=#(RK1lRF{$25{Jg^ zQ=xn)48KSh#a^~6vH0RF>g=`xKF+-XlYY`t|K9}11YtxyM=i$Z1SXg?i6urTh;Ove%oY@fy=N9aPk4hcP zL}U)P@_owa-v=@}o9GQQXnmR5_OGOH9tsZ2$H!nA6 z$x%VOPia~izD#BEZ&e%C3~|uI7-`&JCxnT>9%$I*W$>jZksG0Zmb2@=7}8DjHa-Q1 zIH~=H+<^txxT_Uxad-Sd6wrGYsYDuLj$J-VY7^iZR>d&xd-r11Co9nH2Mf9DY!2yn zn%JQ5i=9kc&~dJ>kuEkVwPWT7vlvNMp#U`EGu)C^rDo8G9A!Y^~EM$Jc3(0UqL zp@RtJm4T$yZ}{)N6#aH|5D&Zvt<;?33Io8)V7PLhJwvqwq5&~L2gau`>? zyT;ELX@Q}51wVf)LanPs`Mzj9IrDoNgzc&V=M`QCZCB6Yp}txy?mhvhr|TMKHD-`* z-vhY!qd4{9dm+`odJK~VT+oQm5_D=oA-r}nG=BUx8MZF`1@2DM$;#h<@y7=%aQ5{9 z^R0Kc!qV|A^zC8;N+0!+X#S$AFEbC4#x4EiA@MiJ=XSz6lOyE1u{7+_+C}Q_Yhh{I zyLj8KLP&n~A9Y>O$IOulMC)7L0w>?xeQ8>Xx7H#v;B5flqw2Z|E8Yx;-_8Hx=h(=00ajZ`sA^Dwi(S(c! z+J0#_J|%9A`))QGO584Hl)h&mjr<~*apVfNF*0WQ6#_9FsKIi|d|%+y5>)%~3d&8M zWM%}vvXb}MjNLc`mOSPYr$%UyY2pSkE)G|?X}uqq4|e0IOZzA;d{N3ZjEH9}4GXxb z`aEQC*NL-pi5{;1c@W7p>!8tjRmeU<$|_@d3fE&S2)*6h#5Fthms{vM&UGIW=dbcy z$)pHYBaM*@jA_a}d`5o@cTbZYQ&^|KQ7lu(Ne^Y=O^Pr&)M<}{mwR*SYm~8sNi0sk zY=H-|rlApy1V-a?H+SvY&FFKcCQ~x3%Is?uM|+RSap-|utHTQ|xayCRnfQkun3H!H zk@-cO))n`e^x=KXnrdmhvqKA2-^)euj|wI+oI9VwZot1x#R%L!o#B$* z(%4ZZ3)K5-@h_xHoO?F?>?hx z8t%AhXbg{rI-qS|vKb%cwJ2p(7_2Clg86&Kxp6}O^xF%ppd+vYneAG@^f{`4wtF4Z zCjAP(Dm4MUxDsyC3zo{RvZub;cWA?>yX==s@8JNeKqH5B+4QVS=@ z{`#GPci#%gcHvi4uVpXU^q`jd??Ld#tbmkG`3ZiCLNv8wF4=CSMObv1eo*jdZQ{1U z7u6H=;v8)vk{w6H|7aN67XO6cr*=RS!m0F=^M+fVnzP-N84!B*0Z|)YMeI`TjlLwL zBFSxu_;=iHvMqklIO~Tu$w_-g>UZ~&hS{$0S$7Ia5R$Om8Z$s9lgHVOIdfRsC%34w zVLTYv6Lz4rkS^Nt*C2mJI=P%0%|^;Q5W$WT8h<1Ke+^BCE#Vc!hqsZqS4}!9@E#5&*@L-iTuCqtnaLJvJ$trWgN~ba%oB)ii zikRRT1Wa0+*#DH$Dgd%%3NQ$T*IvB>*|5^R0vfD#|v#fLi9;q600gj4U$4DH^7bQ0P* zHZgwS{ALgg3Wf39Km-w!R@_Fb+Zey=fq(U>5Ner#Zf@>Gf|Dm1rfVu5%ywr4XHP>b zUdN%d&?8(Q{(9lfXA~ImZ$jv!svq2n&4y}~cFvXck5SPrU!^DPk(-l>?(gVKRhoXWS@q#0#{h=4w%Bc_3}VwQf_#_M)`2=~c z*o^fSvS>`oW4c$2MdMe4wnyTOG;*SQ-=`wTM z4e^2oS5tgp8dG0e&P@4!owI6O4kWMG;*=fBaOm^^yz}5ZyzopAbJ0W;mENev4`r2b z;)5fID0b`r%LzhvpU0sELQaf(;y2`-@fa=LC`^vNm&5@V)R}W{-k|6-cIfSNa%1Oa_M-C^8 zy80EK)+QQlwO>!&W?Y2!%|dLrw*i@+cFS;VEC?%@RG^7#C&}s^g(lik%@mgGq^;9+ zNn3k41W4S&r4<(}Vh+6`L$bQ8+Jh|mv^0Tk`O-pScZJYG<|CC`FJ_o`GmX4lK1yr; zyAOATBI)vHlH}k1QIg{Modhm^PAA+daJtX}bW8OG9$$78C*=2#hZm2-CM$|ljPJwN zZ`P3YP!`*N{f>Nes_?#Mj90A^16}<~xM$6C;`C7l-hZ-&$iIeg)N4J6hb_SDDlQVf zKZ>nS{D30ViQk`zN2%?WdePIeebmW*>@K!@zO_sfklGohp`RXdiDW#_pEHPd4>}C?0}G8(r(i_>LSEMd3qA4YJefM@r3z@lbWgCf+989xppM*Ln{>v98AsFP!n4 zYIy*Eo|TDDAo^|n6x=g*3Ob#Fd69DR#~>*dH#^#~*?R)Bj{ zuAv#9ERe-lb1WH=f^)2;I6Cugpt)z)(lCw}PM_yx=;`8&>;w)oz29|UX>+y-bAB!s z@(P4&dt0%E#y=V?Y-C_(ssye7Z9ojy4DO}5nJRmCGNRYz(4wv>%$l8-;n1SHc%8I7 z>2CqDz+aKXrJCX9${>6||2A$wHc+9r5HIqsGT5TG5eIMH0nQo%OtV!n)V_Sp962cu zT~GT!=WYWsy*5tUCH&Zlke#ga@el0Hdq&j0x|qygT|j?2UZ?imuZUzi!>i*Jkd8ke z!C+cCby{S~E8oY@UlotR@osmQdFhsl+cp!PM*5DcbU>4P=J1sQfAm8t{F!as7#U zSniSzk1n65g{xJ~gI)>K8nGhcF(gK#RQ|x(Y2xH-VvOaK7XkEQH;>n)xtKS9sFQjH zd(x4zTB6 zhUH@a{nOyz@h7hjnZ3W4jG2p(!E`uFuIMU0z3^tZoHu zssE0Jb_kELod~*SyX$Z~Ju=UHtwM zMZUR%<3g_CiE2Su#XAbK#BM>L5rOLmX2ZnV88G%o4)(sD1Ds?>*!OgS<#gz4)h00C^ZZ&L2iDnXT zs80{b;wwnPEC;--lE9@fj${en!nvp3A$E@xBwUMv@2-oOrF*|Z*;p@J#l?7IzKJhOs1 zk@gpd=!wu;S7S(5r-W^|#Vie4K~A+UAl8xRz^O|P)+QUnzBYY4rhN#Em)gUY)F}Mc zSr~j*ZD+23yUmzM@|c5nPU7y!0rJ;m2^O+=iZBnO@@s1c= zuPs8s)+OAE>pJ+;oR{e2PF0jTFb`cZNWk8M#a5N8W-v>{&mpbScvQ3P9lCjK4Ez3h zjr!6m(Y2?oxXAu0qc`m+S#7k9={?yFja{)QL2WHFu&fMcCwSsX&y$>$NtI~dv^TK0 z{vp1%Q_e7J=|kj|yq!_|bpliW7Q<&oV)*p0yLj#hKWA|NEtwOy(cnZ951W3O%KY)1 zkC)rMGxn46Ods&|mRkHBOJG{-ZfK=!9(5Lh5Nc6_Hbn3ttP}Wpo zfACqj?GhR!OzH;&XG_wp( z{e?>HX<#$yXxSWnk?*nUv99-jQ!%k&x=v>{HGFr3+IpX%HXHsL>?nLj#%5WuADriq z=I(5&?E4))?Tw@-Qa8{AlFn>iPd7gBIteB-bHJxO8J3kiBMyfHVdeX45d20E_8#PO zAaj~=U9|*%u9ym!Pdvu|pR3X%j zrIrMf_jZb~2YDIuuukH>{ms`i|p|Aat|DS&VsCGHE>5& z44&6ygv|?5a6=Nqn3eE5Q8Z%U#)HLpUU3utHB*>Ll!;^34Qk-$f<@@se-8NC88tj` zWB=GoJj|I5|G6WtfJUsy?@n== zc!yGUhN4}&Qt^#VVtD(Oc6{&gBOI0sxLHOOdvQ16eLwp-k}rC}Vu%B?UdbS@xIOr# ziW-@}T-fSuS~7ENrZIm0Z31V=hoEk|34H&D7jBW81w1)%kXO?|j~RWEcI7)dibV1D zjZx5a^*HKkY{&Cw`C@mEbDY1^e`3+OxqQyv5l+qiX~5(N;p-BDjH~8GuVMZ>{|vq#lE?c! zGs(H(JlqYzG6@bh9;2m2;3R z)_4!1P0OfwLjt?tOA{e0_p_PPMd*u)t5hay8SPDpBZ;1pwCH9I9qdSCr&-M4Ex9aB zT2?J*|9-d!H#NOj%j0Q=LNTU|B+KU2vq2{ofWRM3+L>*`swCvI+7EU?&lX46 z9Wf1p18oS)F#(gxYCIfoNe6@PL57hkpBF`Nax)j~^(D#3k7T@QnjN(}cYqxHx{!9n zJtrdLf-vppPI{0*^nITfe6AM3T2JQTagj5`Y|1WTkpCHu++9P0Pl}P6?Hxw4cdx^V zG+ENS-BH z4>OBif~%Ss*;su7QnK^FZ}bf;zjFf&2UDSLrz|`j6~I-~?TE;_FuM7jk@2FdjX3FG zJ*@sXz|SHGu_dwJP|WAM`1{A>5ODhq7;d(O3&$M6$^0>L9t>ej)6&R*e>A6inHiG* zm4w^$+fdr^0Mz~=4mV$Wf_EM$gW72evBaZdEKC63d3XnV(=AN?ZV7lI<`1eaby%h= z7ov?OIbmN2+OzW{R`?o^8p>Vq;tCb4!}kMA-YvyHszTw{qE3iC&_VJeI83P&pM8BQ z%>02<&|>|GI1crIMt%p-6>*G^(i6y3Ng*1=Uc}UZKWi<$jb;srqE*t)@VY!3@A{;I z=d>8%H7$pkKYD7+sguQAoyR?huaZM!ks6%KJkR_Ps>6N$Pmzz75K;8*hxszw;a7bo zR=#ioKmXd!-Cbitl4YD>M{o>Q_*BTZNo7FFOo1cUsf*U@72-d(K@jxcNfdQa3A4Nn zxPH@Pkhk?iH)k(Gdm|2!_{F8@YPmcu*{}i}Yt67%uOKAydDwpRg|kLa9$weYWTm{@ zz*2jWVOgIK98Y%S>fO~r-GNmm)+4i_rb?0i-S7|kn$oC4?P7zTrMb9xYdca5m_w%h zU1%1zZwvFnIvR_p$}oijwWRS>Kb|y+!~dk!Nw9VhW34EJCFix{qNs=1xdBMqmCi!-m>2qB<5#3_%@PC?~SsA<`^!;W_<0;m(WbspaK; z5n}1#U+i$@4_0zxIgNU8pI!0r3`8DV0K$Wz)Y@^7y?*i_mF?U}ce%T{U-)rA-FrjI%(uV#hCUmM0w6CutU7L$mdDRjD8 zi%HI=cv>c^OLn%~vmEsjGFUokuz#}{++6=1Cm>roL#xVcM8JieC*5t!6`wk6`XWsPlD%Yu7YHk^L)ns~V7nLQEZXSjoGiLcaQtecs{iv1`w z8VQ{Vv9A&NG;tGFh-aFQrWZig-xLsvHGmyctKd*#6`Z&4!c`mNNbegCdA>XmX3fmQ zk%J{T*OE*2dHo{WXVe=a-MP3V;VhPpSD>@^tFg6r((uI%)9LRD4Iv6;I$ zzA{6VJYpKS^^Ixd_LN_o+I@jUmZFICV*D*r z5zBs@0!!73nH}$J!TdxAc8U$h+185W>djJ4)5BCW=Vm;1d~gosiC3U<#Tw*M5d}V3 zDd>fhErk6Zf!?3`G;)a&5?xh|#O8eG4)>c-%U$Ypez-l%c~uTl&tGyoA5McSfmT%K z`vEd_%|$$KGyn^pzJm^HhkzT`a2in-;TiBHah$dICzH~e0gcC|o2N|nG8u<5QMtu+?s7dX;uWa`(EJY0 zd<_Nfofv7cS4Wd-$LE0;XpY9GuR~ybi%wdA}=E)KH z%5GS6&Y1bR+?X})m1O4_E3={raXitneZ28Tb2cvh1|VQ9#9AYc z?9~xq&pHxzU%+u1e7cT}RDVox%qiZJ!$I_^tUmid`W?BdiP&+aQ0tEon!M>LS4d`w z7B6}27nz9fyTJWxPvwM< z5J}0ugno}BKN6DppLI6;6fnbnInQB1TsXNrlunAyh{3&^GfB=vg@7XitQ&$ernJH(Sa6^0IQK~mfCrdJ!_+xTy6Z+rvXey(Qv*P4L-W+8YsAP%jT{JvA0 zKJMJgGG^Y|Hmo`Bh*$kl1Cl0+=Zl;tQ!SZPKSI4)a2j2nI7ozq_YUi>w73KfEFX1l z)YKfw?PRgNX8_Y#s7L2-lL5!bQvQZ_Hbg2QJ$1FaFGpCns z2q@x>v^lfU+*xd&jSw%J?IF*WDw5Jleb&T^?E7Da)>(gSdDTxl*w$4#w9EApyZc-ouYciYqeq#y>9wn$+0DNyNLPz2 zZ;oChsh{ddElr)+_)2B#Wl`603O`r(y3hlZ4OarMz?N+G6oL?KLn^vG2QHnjg|%O_ zNS)7lIF`^!WEQ)TMx}7d^sFIgYag>^?Jl&oiqH0)5~j~g^;rl(AU{PBU+ZhZ1Er!g z@9avdf8h-r4{0OEZr_84QHxEgF5d+A=2i4Yiz@5U^4%=i-HdFt-%6@Jaj}^835wbM zCS{xD>AZ$xux5QUX&Jw1KKv(u-$hUj%Mb85A?Z_)%hykI-|Z($CQFHz5s&_RoJGVZ zpMbyrBmC-+KA9I9%lByVj9q-C@KES&xbWGCs=F()d0r#f{{WxIJs(XzWw}$^hw9*1 zm&j1=M*97W>q}fxQm+~^$kB$zJX2V=_2hiN4#s-d_3cY zBxhXd8}pC6$1V#l;QO7nIN`rX=)H?EZhSn7J_pXiCwPs>>GO2Tb)JK+-qNL)s*6x{ z&jcg#^c;Kqb^A$T>4g>5t`FGs&ZJsxM?brmp7NfIey2B*qT1I3_31V6_@OZo z@Eu`R`J__EvlXnGSPbtuGO<3eZv{{F`~@~+w=%E0x|?ZS=y|v*h-R zXY?$mil@HNj7%iB@HoZaVaN4jybXa}f8-Vawy+mno0mx4^*Fn1>Fe5{acx0mO= zT};?VN2k!JcYlraMm^~vP9Ztce2Lwxc-Hifq989u(T&WijAJ!@0$BaIR}Jgu)`Qm6 z17y=kEp5Df)_i5&X*NlBJ1a6JpVoR@CRJUMbnIJ?)uQv3tmk+l?+UBI3s`N)^ZY2o zN~VXhZYwaG9*GRnKB}>@@p3%N&ZD$9#G3avON^Y`=ug=QVYak-oAuBlW9(Xem!znQ z5u4K|pgqBqz4O_I6gAir{Z1~Qb+aTn2SOlQN|mf~m4-5b6p-HAOPaIgNdGo5`rXKd z489yAzm|xSV~xGkPumODDo)4GZA{_U6C*lJRFA|iISLgv`qanlB^2~LH2$|EA09-T z!>3;cbo0wV^UL1u#L;jeQPdHIJzLay*Dr+|<;=K(riToXwuBnu;gD>hT@_0b3fGfO zju;eFHj>HZ#~~%bh9og*B-8jhEWWXZFvU0FUZoS{uKSPd=*}Xts>IO1_Zz;sCJRKE zaB@ZUEzR>e0zX_MsLB54OR&PA6xI&QSF7{8{`&BgJmB`(W0ZStE>up} z2Cc&&o)UrR!;?5Q0P{9zIq;&M=Yd4f^pccKetCc(qN54e|1A&OsB zxFHMDQLBz5NG|_~POI~I)$Mjz=Yt=8Zmmk;Dbo#BJpwvTm6w*tz;(x*-W4dcPQ}tW|~KYPZpxu37vU(+)Rmd`p&9DZv!WEr>fi3}$I+LC{`zuFKk5yi2m4Hnqu- zk8dv-4()i0&tA&m-o0gyMY{ePsk#Tlyl=nYS*;q;iBVxke3A{t_wc)(8ke9#Cw}kS z_4lUl9R6}M&-5CrkXh9yuR02fFkdUw*n3f?60Y{_ozAvKS+jNzD2%ZZIw}v3? z-#mjH<7*H;YaS@9*^R`ms1cJ=3EXdfi60GUBog#HqxyJ=+UeG@GhGyT>C<@DdpF4O z1Ybt69)r2Ofq#eDm0IiAJ}FI}zqA4!;A^7So=jnfyU*~f4w%tmD#%M{X(kfCfPHSM zLB&Syv-?HwlT+h$)O1rd``*-(XF8t?eV@d6VuQo<=VWa*pJ@~`l6-2oqg=X8{F;$;yzL*O&|ckXPS58Fh1 zBExyB9No#c(gQTWFoVr+qSoDK6(M5F1LD(aLPl1J5o5d4wD-n8C|o5*SDln3!IzB4 zsn`TC^qPPf3+>5^jwm>{(TnD~948I+q15C4C|TWA1}}mZPfz$n^4)6Qn%(3gJDdL@v|L zvr1-{jSsyEg-0)sk{v3S$IM+8AZz7 zZw{{3;V`Ru7!C`jGp^k>Wch6q?!!Yfkyg(n?p|An$7h~Fq1X-%U9W^!eIy!|M`T@G^>r-seOpL-~iSnfyBPD%P(?;@lQrjs87)0rFdY>4Dt zmUvY!B9B@OA(9W&gs$&L1245yM*k8_I>jH#U-_mAE-pq#Q=6a@F;ceWf3NM*;7ecsm{~mz38hron z(=gf?c@^S_4>sJBiR`TM&|13_xLmsmpK;oRYJ2a@NE!6z_jb#{bIFU0$N~eX$&o^# zhI%k;?hcRMl`t*06sU50H=U*Zi5!tRPU{8!(ViLd^l7IoYbM)CpY1wE9*rKOLI?VA zmV^l0m>oc?hKg9Hv-dgMh|uTg--YBv?b;rJEoCOty253 zY2+;`(>6?W2t#inNy8^^mt((Wjj-`%E0MJ^G&!ebK|}7Vz=Qryy5GQ^->Lu3AVD<| z$9Mh1;>)KJk%mdri3v9v_~0cmTY8i1KQIQ*7b?Jov-Xy%u3e->v!C6i`h|R19zlhL zGsxSe@$`$Y5i47EU0-|j8}X@FOYL{0!v(#3_O|?Y+^3a8iVlm@fG=EL`IBb|fBgbS zOp~zL{(fZQ^d4SCDMIFjDp;bm9`aL@akI}tSetkb)qZ`AErc#%dlX7ie#POD%5pNO zq643LjiKgF1I+QPC+E$~acuN0hDOBV9sJBbyG|06NH4y#wH6q@-_@@rX4Ds0fcLlk z#dF*K!M-68Gc^x2uzGg`pWe`lrh4BZqF%=geIONS+!{ezX8m}RWvSWSx(9g9n|=7i zSTmN|(~0$M_v08UfxEhE@uLSv@c#MXSfG@j2|2z1_c>LAp@%s6Xi{Jx+(FP}Nj6@- zY&!7}eMy|I{YHb9`a~r~89KwINn9xptNu&C0+5In`Yq+QWR&2b&|{qAL93bOzc-NE zgAuf@<|m3nCAm<@0>HlbAU3)n5b5g45Wl4SFZdGX2%^?gg_ z9$OLsh-#4Mw`FkWMLwT?Sex5=Spinsm;rqfir@J$$o=#SbWdOh8jRw1sPC_4_WbKX zZucaSrsKNBKTyhHf{EphwG^#if)Ysx7Z(;(|C}3UUn90TUAVh z6-Gc>PT)y3--y; z#MQPV`nMfrV17&#?5N5?X7|SNZGmVUfAuM8`XfwKrm8Z3SOYe?-;%fO#W=g|xQexl zvn4Nu5D8_v<8?!~lb!r90GT!=Nlr(>Dz zRMu_d5#w-&I(Da06-ld8;ai7Qf__^@zO6nT!zo5!merjat zlv+O9mBI@;sYX6aWz$_Bf6%$k#QL7tZ~RZ8fcTUn(p@4&@`9RZ!0vIdPc9})Q%B)g zvkd9Dv=S~>jY6X7eLU(O4(GZv?>Suan4S ztv9Ge&7og4%kYwpa#*90LI0!o`PyKyvC^nAnXk5kaEhA9BEu|G>H9$3n-r<`#VkB} z`~v%FN~dw$hf=W1DkVo%b!fEU3$qbMp4=|eCov~4;bWRPCt(!KZhKXnRhAyA`8x|x<6%20Z zeTrWhNaA=&5zy(4WjthVVecjWAZqd&w_mn^O4Azd;EZlG{L2^HYzagPnKAh4L?p6O z|3KDu^ShL_rOA&C(qvNzq6_rLnQ{wTJhXO{yK=yt7EpES@?k$1%}FJhx?arAxyhtf zA_LfLFW4v_jsv&JV8L8-yfEr37QWhpEQdAl=Zampz$ulH`#P5?ix9^TB^|&m0_beL z*Eo=NFz9|JF3P=y8edgHzULA6)b|fh`_P2GTw&qoR4H!D&dWqccpMH$Y{b=Db>Ufd zHGHShRym9Ap}%|Vu*l8{&`5Q_^wCXR`vSqeDkTyu@&xO;wW8f)Hgxehd0d~HNNQ~) zNPbriHhtOw@8TZgzL(cIQsY}7OL~}{2n#iWfo6?THwK_h0y9XVWS>16WR?J<0s zvy5(w)+dD)^(%_EMLZX@01oCaOk-y<`(tGq7t~pAm zUAh}h(RoWY)cdf7SC(2Es@Je4c|GjS>s7qdhxMtU z?mFTrTEWUF=vj*=%wk1*j`Lnx*VC9|e0II@5+!a*JeM7rRQA^u>R@u3x5D8Qo3Pr0 z^m^vAD^kVio25rt&!f8x8!k5yMZ;a>_)bfn?tq@jmB>B3x%{_5(DmzVthX6W7RWYu zJ8B4jppme@pE_ohmFUXiRxZT9HmG&UskCUL9h(9qCEt5+Km*yLA-t+&Xu@ecaT z;w?^SBry@DJnMc1>-e@~hMw!f*v9uqc%@;2?496tUS@<5XmQk_Ha;Yu=PscmFc0s%&0~4XI*j%UHh|yS-Q?z4XWDYo&`hna z7+wY#5rr{N(zP;*TvAIS3+9E8Uq%|V+o6TXsZFQdFFZ)s=YzN@;5{*Z|CEYP{4k0- zYYWq+a>=CIt%I#u099 zu^*b+wGB*tQ*nr^FA~+-1lrG|__L-iDIGJ%+EKO0>%<6Joh|{E{Q{^fOb*%)20`z8 zP3ZJ{PIehR;S{Y1N8vUiaA5H#l$cP7oy;4sxsWhr+dJ`}E(7xG(kaq>-kot!H5%CRjfVg7BDWeam726*+QSYIT5LvR>Nr&JY7m_6-33tm9C_?+hM@6i z+=w+madk5~>V1RZW*ISsy(;L;e@C$DM?d;8c@`1x9cL=ye&a2L68OvO39{5Kjl|FT zpQ7`Qr}BN{xUxsGGC~XI9NT%G`?~M@IYKHUEp3&SkoHbrO)?@QBZ?9wNs@|^k&z^l zNYbW7OK2PUJ-`3_asKc+=e(YC-`Dl|yx$T$7%mSjYmc&K1>eN$Q-?#}YE>ka6UI(| z-NPt2yk?j7O|ia_qQ|^2sAErVJB*~aH?yk6U1IC`nC+UQ0+UVuV~6eqGt4sBm61#1ZSbTH$ zDOjOA1zFe>pjjhz;84RirY|Fg4UzxDC?-dsb#iY|gQ5yd)SGQAlRUsWxQs^bYcDW) zKax?-jnnMQdQWJvhz7%-Pi)${?-9F@Wn_sGgXK%>$$>A!xN%KKN#54yPB zO%^{P5}qNwW_dA`eKa77|DKaM=5jc?*o(-V(S*@k=W(CH~ks1ywHy@H%cx7nV;l|aK{Ej*o9Q2*q8M5B@7EoY3d*7DJ??m&oTN#}bkN&iS6 zO$ozQ?iysV@@vvK#AkOp_t4_gAC0>b|6+E39-nV|3+p2aL*LFBN8(_Msv!!cP zJk%7{phYEys7_M`zTI1iBKO`yqiv{#I#n_~;7;e^CI$nyBaPSw#wLWRZ5BGE3mt=EmVDJLL7STH(s=PMGq%b>c3 z6=>DUdRCIDhDNnmu?|jW#pgn-Sp%eW zTbP3S4Hu&PRVUcWpYmXIt6E%t%^piy55s+9Iry%ZjZC|2u=cpc))U8^XX=KZK*NuW zgz#u9WFq|=MJg7fbHa8=YYT%hX2TI$mV#$StVHeqjRrZvF4#6&3#sh=jTD({X#XlT z@x)0QkpIq;7JYI86x|>&o_!P@dZx_=uNnpxSC*OeKeYzcNiT8cV<(tCa|%uR&swm1 z^I2GmW}rnq`|$kL>&<`NHf4dA5l271D<0U=f{Bg-Jn$-oF@M+ME9;Mdu|qmKP~U|* zNeq@6FUF0s0?^J;G`Z*X0=@D~hk-kn8H?l@IDlMXo!B%yVPii|O%7saKdz?QI}X!6 z*{yWvQD1H~@^hqs1w!Dw9)(7vm}#P2@GL=)wUvF3Z4_ddEG%ZaXH>XkTA!6m*bAE-)44H^<^7 z!>aI>Q94AjY|t!l{}MWUwi1^9y@Tl593&4E{Dfbm)ffG%6e{9zb+itT7lg*`og+hNf7@Vf!-W#kn_|hMMYik zWVbxT6)oo-92#KPY>HLZXkwMrWb)zB1NeTd9)G&lji>lW;kh?9l8-y;N#b!2NLmns zin0QDM~e{&?=vJT^-H0vqaCxdns`Hui|M%gGPql(1QgxPaq^aEi+yXfal5-RxuG@{ zK1(SOd5gQE<1r>syL~J&h4}#(dChNjtd|`XA*o&LSzIdnsKCcizYx=;tWEg?aAqo6=HqM6E zVW{5Z2#Wq-55bj3z`iq@$$y;#+Re?-cj^F;SP6K>H8KHihgtpP-SF_FEgB{N7LB-d z3T^xI7`L8vL6Q+uv4%0vWN+3ae`U|IQWu($M6Xxe*ei{1sH>6*A3s6gtov|s?=se- zeijZ(^uUc&f<29OVgA(+$oTAu4qGL_pshOCyFNqzq_n_TOP{sc8_D`F8o@sNI*1&m zl;b(hHpn(*ADZc-4eO#7p~t%p!Tv;7e0NMPOd3*ykJ)}`ZrMz+bI@G4GwM6q)$x-F zc=!;h9dUy7#gnYJp4!GbiwjwqL0|Zwe}t{RnhM@kQJ^*W8Re;NhEl`RZ0C$Zj4xWS z@0WK#mZdM8{9udluUT;a_hnRNrYXK;bQ8&DXwbY*;jpFTkIAe0DipCJQOuZVK;x@; z;ae9ca5@(c%il%A=n*sMcupXwTKyAUKCi)UN?eIed%v3Y2Np5eR}Y|jG1Hl|m%wbvRwqf12Al zH4~ReuEXM|dVDVE0QY__zvKU8$^DZGA>oH6(X}b7$dlP`>FMi^~Q@UW37RDa${=&f9T3RSc7iy({p!aSJBexgIbE&m%WMS!E zp;S8yex{r8DJKJ(-l1pa+qaIa9s8KLPMk_fFy94Uu8n{H=B!maWav)WJ6vvK5cl%j zFz)*YOd94z(y_sxxNF6QCRL{p-KzYY`ZymVk3aO%i(8IDj?;0%?scYnT74wnw!6UR z$k#YF_73bG{0kCuB_g@Yfn(7~@~uDvheX|mn0cPC$zKNNtY+}1=xAtB1(Gqh22Uz@ zPde!k-XQXY9b-I*38O{*>ePYp5uihPQy{WsKJjLE<9J&`d@t6VoYQ9U3;9an9Yba8 z@YoakwjU&u^At_ro6fm{7wRj26$_>NA|J?=q&FAray%W%@#NPv(eDJdCE~K|wMcDcF2g>5v z^f#UN5iN&Nbd--2%zZTovqJ+hHg+L%zpq1M=6r&o&P?fCn0Suwax4o-7GM@^dlj**gKHXIw`)D)r1`=ZEM?o*ER+D@51T zqOpE!xAH*Y;^&eLbIC(APDT9w(eYD%ynumKAbU%`vv=Ir)vzE9bxgx>zWhBxNV#s~Ko zL-(cCY+AZ4+}M3gEa!3q7droesb;dsY1u58A3Orze4b-H+VB_KHl`l^_=a$v)heWM za|Jf$8T!ei9I^AFd9d)HKGS;M9~+0RMw|b831O!1VXj9m@{{O+4FC7{tE^3qTORE8 zzC*jGI6?RK455n03)t-uB#zYz23af4Y*l1A9G{UuMrKR{L*+p7a8MvzlG)6J_=KH9Ejk0_#9A;XMyB6;w zx~t?l8~3B8(QoRgv-?~!?%n}<@b4EKr>l6Nou+Z-KV`1BGS(y zb_;?PSAuz#${}(?N)`|JOorK}D=_=U+ca0N4ko=kOYYe&pofIn=J{eHyg_3&zHGY? z+~i)9^!N_bJO6-eEE6H)F;Af2ft5wn)o_qW4MLB*jWPKZ3`hO7@d(Au`0%Q8xcF5N z39$Nt-|+Jb?zDEqF>gMxqT?#+*3<0A|3x=GQ46uB>LB z_;=!0E&TubWCAIjoB+B-d*F20Jd_^&2!=<=z@=L^c;Ciacv}?5T$o|R$PRX~bNv>A zCu@&gBJ^=$Rx-QZd^=RnlZ8fwzxYv7A4FV0__h;?jlQ%@_fT#w;)TSpM9qM9$mKZh9>4WtYy`~Vdyg3UTsEXl`gYx z_BU}{?oY@)6M&W)-GT8nclo@dwAka&Qdl^wf$p{#gDqah2p-P#;Mw8}nWs;d^E-$Y zqFq53K_PQ088K-bCSetjDbLFr+bSe?R7tgOW6b>^FG3bJ8Zs%w$dSwqHej~CgP z=nK21DdSY{>)2;Y4Vq|Kf%Jl0;6T7=f(~57FZ!ml1$xho&3V3E%abQyUl_&y)SrW2 zhw*)MFAMTtD!1W%ecf{6QDtpoBSXyjIZNlX4! zE=7MTSKOvct~yI`J$=I@Z8Pth%&Y&8BGXuIx`!&g=+MZOE4+oIj5p-9VmkF!xhQ$2 zHU%`(JV?TMJ~Ovt2sTHB66f*T;r);-x!{tBU!4`=-9Mg##NQQvFe|{CWv*Cp-D9HP zumC@w7DU_{&XaV0cUvENgN!+Jfc{GR3>Cds*gC`C=*!28q-IkRvFYVs+Z{*jdXjKT zrHSa#v}5=~NhRpnd?${@N@l6Qcsm5QfsEvR-(R~9P=CX-LW9khLFMNO{Oq*{37M~F zw!N?d=IEQ^A%AN;e%uM{=N^u4dhWticMQqDcQ>)Tf-LbfnvCOy>QP&eE@3Ke5%rK- z!J#~3(CAge@!5^!h9Hr)gsVXMjHTFHJ{v!tcbWuwO$Dn(S#adcXNWyk#C$ew!~%=c z;&LHk*O%*o>tQ>TyIG30Ug-!g>JLC6Yl&6k9FR8OGql%KLKFTQ5AkL)tjh)^(0ziy z?D%!`E4LVX^RDUGpkQ|LBWVzH&PTnUvr%rx2_%f;$l8o6C?7O&{;PAi$WBO?J@977 zUUxyqhLo7(cyqE=dN>UZcff6RjwEHPITL!k7B}gSB*$#@Nx|e9V4FDwrn^}nFRlba zj}w%5#Q@f|=b+;)itLApMvN)X9J-!q2=5jLke#OtutZ&f)mozk_`MoBU|NhXt;oOv zLsR^4i!{t{w?i&_Zi_QVCc+-W0_0}t!5ExvX4}6`MQVx()*)R@;&$OAG|_<|JE19x zem@S$>>q(D!_>faG@pB@uV7vpZoum&8S=r;bNH41aa68c&%Df60KbE8P=#Q%IP!KA ztCO~#v?*O^L z1AL?T8Bu%XZ+4*9f{yx~3rAPXrz7Y6BqLN*g|B8Ghoo__pslAu{I+i6C&#;J!8JL$ zy`~szo6W+mUX@^;C1dTRVMT7GmC}tSrnJa+5!F{eO|JcIA>l@A$@d^R!8D_6q8(C2 z-)Y!l)8@rAVkz$&fAgNKE;>)*UkbPh$IFm^3(sfNB#?4`5`?ZjM+Cu2ILA2}mjxUI zCG}D$nd$(+#>+rEsT`8zU%`dCeYi`v2D(g)NrJs6j@fq^&#ozgGGQU^f7*=d=Y_G- zzgTGccnYtt2*)jV#BgoSLhQcX1L90$McSujq0=-PzAVqgBi4&7LT+clQ?o1xYFvRT z#HVRjos{Ugn+Y7*=#0HCZp9JV_LgVm`XPF54z&1&qHc|MuyXuJsGZ&bCzN|2_U0uh zdPl+Y@@>?6MgcVNFJOCPaazMNVT`*eDsR~hcA5Iv*lz*J`|}Rfj*uZ~tQ)qw&*Ep- zEKvTiYGmiS3e-!Km>-Xop&{7bMy5H5d1;`H5)-bYS~&%#&B+I;FS&!RG5T;oRt-7U znSfjKbUx3c2amJ0nPXlfP&3LvX&sTsNjVW6ITWpQ!NP^Lrr;V)YxcTVno=@!K z$1)`DpboN-eu{DqIH1`xe)G9&`#vJ+769gR?7B#jAS$oMzfJN`snxO6`*Jl zjrUIpLtnn0V6R$jM%oG^*ug~+=yb9b3@x4w+kz92{d!Aq4eGO@;|uTx>3dN4VI>Mk z(*gCWTfk;rvZe+#tY^s(8y`>!u^-#na4QD>Ml6RKm#?s?`x5#zEtGZtIg{-3zszn< z9_c?c%P_45T)b|pEr(W1Q&j>>!)JV zCtr$T_`0dYLrIK%C#<1m?&k&M$8>0)oyAU0D8qrJ-lj)=MluW73KY>un0K$d$bt-S zSl_9E53V_j9hXI+f47^_=NTNNy#y+uNV0k)#@4p`aG|d;anXE<@6J^t-&fdT3yrJ)cZ?A2wszwB>#N|% z{kLcnKQE1V`+%%|o;?h%yf@5(9`^1h(FO(6O@51V($q60m-Y`I(@TkuW;4p(Wi8{i@s6fq#2 zlZA#HTJWcruHyXLXITZ!>F|6!gVqLxpzepOP-Y-ULWYlo2`_TtiX;SYhyr?L@o}~+ zM;#q%7ciqj7?R?rM59|N{+TwDypbQr+|zxG8L=J-OPN6UUN7$poduoz{eR!W64<@F zkM&AafDJme=pi}AOi55+tVB!Mo-MnP;?h83=ko*nmguk(Cl{j%mxKK8b_xD-EDFDA zv%r>3(MbQh8a$UW6(4f&!{Pb4@b6+0lFDyDl1vU4tUhDCaiSi(eR?oD=(`{0olj=7 z%=yk`;W5;EWf*=siqFx5zVqx42WoTBmxg;bg+?>L z_f-Zx_T&S+E7le$CSOM;WfjbyIt{Rjuru8qc^e!(NbQVMMKp|fG=>+IsKZ|bdW_VtNJaJ4& z#^~!~c5BroW6eeHVdB`gaL||USRQf1GJdvb>B*7g=si0!n)x7Z`#PMn{U^oE*|LBe z^$<%Wm9kVeXc~3hcaNt^PUMPna;UwH6KCsfL7H$MA5@t^*X;Ykm0v_ebC^1}_U8n$ z@|7-e{_R857e~=S-bHB2^V(b0p5sj&iB!h?Fn)44ms)r%A-S>c%bEW9R?F%`L z>j%lvb?3MN^H40~(1&-MdQ#=J%O&)MIvACXB&VHK@Mu0qJFs7cth=THTenUo*69dW zMZSf%{UOjGdIQHKi}A`3Wn8(mo=mWf#GiP!{7TE|#3c12TIzP5`}OieBa%H zbi`xmwKt!I5XZZ%KWbvZ=tlhKnwdpV)hX~hEQ1qw7~r*~vvEd1Al~+02dp&wg2x|~ z!^y2{@Hmg*xOhn#${+U)=e*1zS4F16o}im3Cgcz3EmEWx#vGza+F-5w0pW&SW@^dqz*7VzXdx{S@$U2L44DYQK=V=JuI zpd{&XcI>(B_@wq`B<#uJ_9II^7u>B-E@c9msSyL}=w^t`yN?nNKCkHJ0=zym= zjb&@4AA;k;L|pd#8ctSM1BZnIh;!3JW78AC)oKJR7u28*j-M_5-pZW4AI{93=FGnC zR7I+tgnWrV0&RZPtRV9_N`7I0rVV$;yJmahk9AK$rKTDUyDx$6N#n%-f)8MMwR#BX zjN<#?yyxhvGQQT5YaR14nfdQ+GU{GB2fWm`vr)de@aynLaJz5=_P-j9w02go2F23k zmhC>YW5;Ez+A$Uij%l!yd^5q>OCFwkzO!*xS`SCx9;Tjq9)ril2Li#4P{=y}UA)fh zAzB~hCiI`a3yc%ph#>VNj5G=%Z=Y{5!Sf=}$EW+*vY_d>y*9|qi(ALkiL=<lFE5#x&^rePn$YFKe723b_k0oBq9c)Ruh)>_rZdTfyrM9S@l5fyR3o91~Z zbrFV7o7w7GYy4w(FYekXWVQudqSM|E(%iRNTIO`hPSmAd$!IDkqVnz%skJ+xuIKG%6ln$*^@bpLy4;^upT?n`$kR)#@@I%r8= zth-2qH|)lPR~}LMzhg;GhAEBNdt1={;RL>(u21xjU7$5FZv>Uq8|iVGVI^Mx^-Iyb@87W8wr-pzRc39^dqiqZjFfz9 zJVm8u3Al)x8;Pr?GhMnVht4fh754vknt05y;MP zvEOD7HnLCg^}Ls`q)rHBf9!Z)!W5n{9goLOk;M(!`Ji#^4p^n+z=_F`IPkeK79F}o z*7+ajpS@El^Pde7DrEyxGKjzIP^Qh*h5Q_CG@7@}9#|zsqVjbU(G<$yBR)pNOPTM* zB(D-3t$7O}^%^Ag$4j!}&UDl5mR}(7gdP!bFVJxRjkK?Ru1Kx(EPlOfJLW#M<8R{` zb6d^T@TK_`T&ws1KjOr=BE%Mp+tsj0itq3k7!k)YCfNOs0p@r<-|FaxxZtJ_sam{1 zwA^hua-FprI)CsE_e3u`f9`7Zcx^N`aLL1uk|z+w_x}NVa56r&wE^bZ$1+LyATBF# z5RZPP!X8za3+3g<5FPcEJsBAR1HKv1Qm`D0Z0@6>y9r2r=3(?(FAVmrv1bL+Ch*KM z9MX41z;4sWuy+j4%|3CTjh>_qSrL=b^9aQPy!K6I+jfX3aCkOmlSaP-ko4h>BL`?F>YBh4Wtt$j?)#QEMzI))t@*Sww z{}h@PkdBNu8^i4{Z`qXT514b+aN z4C-LT>_1?C#)N0OoMrng;;cW_T;lIH4BB8cfywq6!)|#J&t?b9T2F|Y#dvlXv+Sq} z)Nl4j+&e6u9a>$-u6`7a`a9$qjSV5^3g5kj3w_RtuRI#x1D6}ga#qO6nVJ6 z^N@9#=NopI-F0m6!y2&{s*LHG6f{TWgH8FQRqQbmlGN zRY6TmR!^%~zjqeQ_;0H)^zvxtm}VW5JyY4{-O3z(cihCL*{Gqb^AuoGY#?LvE1DVo zy^`J0s|@oGs>9?_*KMxdNj5rJ5{e8oN29C9LzvxvYmn5YyKKy)=kR>5GNfI}6nBaO zaI3w9D9F^}u>SF6q+J;86~^KJcK%294i%Gt(Joj!U<8eN-Hn*uc;vZz1lhe@ME{eo zg(xPScST_8A25)YM(mhSCRPnniDN61@C!d+&o!`gOll|q! zUl+&`=S>+H$JD_&aA-QF&Yg~#$aZZ#4hGBe(e7twSfzZP^E3DY zmHu@HdMY0n<#2RWQjAPW`q`R)6=?abdnlM^1e5eYl)3OdR+)Mkv^Jh$US}SHGvTT@ z;86hE5tGPj-)mydm**kvrKdns=Ni&_tA>lq522@%j|w)utYJeZSEIH4KKO&}J>hqL zKW4l!0Bs@8tj6$M%x)bLY)y_tV|88F44;k2xow2$$-*p@a_SN##3NdcUEcpjOfAuJ1g7UdTq8DR24Q@AGB$*xoY;A+104bjGNeEv)oe& zDXcxiNc>kqTcQ>la)OoWL^JUmlY{xEm;{gGW-Kf zA2T{^FOTqma4G6K1)6KRY7+I0W6~XXchs;&r#Ki!*pm_ltk&U|F7v z<*S=`{B# z@j62M!)6n#>~BUi-<54gV$`&R!raMeR)0>Lv1NwC5dP>6?we}a^72+xTNa4k?T`kk zdw#6J?`KTWr4+F5Qef8KUk<oRDA{K z`Gn9vH+PVd*HUEGpKxlW?m<7fX<{iy4Z1a?2d?SNCh9Xr2roZvgk~E}+=$j~^n^0p^=eN#LuM6m5<1b|O)XSacamUl)@Bk#I_T&_CHURESF}$v z9?GJnNQ^b_nbEq(UGKev3`(|R!;B%c;#?Q1?R*6mKa$XsJ*oK9qV2HQ@+SK6*dE-b z`+$%58Mv25gPm_Fz9q}|g@vi)<-|fzKU_|XnA3LjnO4B6L`=D3ku6q&o%UuK&1#P%_L!N9?e<%tw zI|Q$1`-9$2CEWFIyLr+0vnX)aH2A$X8(sTQ51QUe@Y6E~&P&T+^W&f4Nx%Ypr({3u zSmc0YMsz^e*-RWckS4T`c0e|N2cW&82=8}1PNXz~(Ibs{Xo>$}cp3f|Yn#U-$@NiS zT=fj0T>he7ActSP$+7ux<1<5kXd;8+bT%eV!0zTWq4$6eRJhl`tv~$t-_8~7ygLhd zpD#rmp-k0=Y?$|E0_bMOqoTP2Z0K$+et!Qplj*An8sp7T;Lc$v6_w^2BpIQI`W%FTE;S=;c;yBv0%#GQy=rhm8GKaOr_2_`83q?y}Al1ml z=2oc%`-X0Vg!Gwv(7R*D#ae5}!Y|%K^F_l5Ka*1vI)-gVi$sT+Of5g?Zm1Py*iMCHEl2Dg zw*n{oB+x-sJHhY0d_V4TH{0-z#VO~({L$KKrtrcMG@=tRm3DPFR3MGN)~>{!=lt>g zR}7x$6pb1m%Yw;06LK!93qtbb(a!~0CXR_ZpfIBlzIGEnV$x7dIT+(Pi8Zk^H5rvhNndT7#- zhm$!gPZ?4q`b-CgUSqbWhaOq5m~@(bBkoxRWNGSfD)t*85q)|>2Roawca|%ct1m+r zn=Yq6!~2C@`s$?j7$TBfN^+jJ3j225q9eX1<5ZC%7ucgulJ%8E#ucyOXwekhgcHcY zr%TOJ47X4VCWJlMns<O^!9Ur`+f>n(} zNvhWgV%VyWC8s2Ohb|P}=3F4_?ytp3PAWJ~c!M}{$MBXQ71Jm~O}xFY64&$Rq>9Ap zX2M20oZYdLSj}1wd)-Uv-%>x(-L<;d>(&K)+0%e@yW5$2uh7AD32JyrOF!t`&co|O zfP-bn;_{Db#IY?7n#=>>sCpY5`)UkcPdGC4s)+{-p1~3cC^zvr!+^m98W24^FTpBAe+P^Anc$YT$`CE}~wQ)u7`R$jno(VrSeR z4~@km5bQjIj;nIWeMc=$s_a1XOV?wK;S6qhw15oRD6?^ey(ql1iV4i}BhMPAk$`Om z*qL{i$&9aH5|$jp&1H?aCfOF-hkL^{XkuNv(~$Ghn~*;@E7y$t^xcx@fKyDUxaj#${LqwI?d$=;dW5OPEXHE}9<*?C!z>*)}yotOjuPfO_P_|}yE_Yhsn%s6=E%OB9sDsdO>Kb}-+Yj7zR*{A8uVXg85Iu69VB*`b1lJ_A zgF)eE*1l{tHhYqZOf%<@FZZSr?Q$X0ongSeIl6$W_dCs%yPc8Dige&MxPPQrGF@Uh z)`0ucE6YVcQIu@i>_TcA>hYhxY|4$bl>EE?fvAv2T;SU z-Jss*wo6(rS8|0*!niw|Pm`0~=G>>yY_7ofnsMRz3$)C*fh$eCLKaHDlGgA7rab8E%{EOdhSuB2xvo@YyMM$<+(N)arvN4k-3Qn@5_%p!^rI#^nMT z#xGnZ|7|CVi_T*^(-Wd6<8pB9XG7Q)SV8*USD5eNX92tbg$NQIkn>k7F7#%w@JY&5 z)^?LR>G=>zbR0D;-9r=bfsdK^;}I`hlQ)QK`L1#Np&~q*wI%PSZp7QK$P%edi?9d} zgTjJ6X;>0BO789E7TJlB(9!J5S5=5dmkk_?fFdZ4ye zf^V$OV60A_!tZhu#J=Mk*uE4am^?BZsr;~G$Dj6qzwWYd+hjfdp*;?Dk6Z$QDo2s! zfFJauF|4LtC0bZt19oI0svUh1hpHMd-&RGkt99hSD`p(hUj7uFX>mrnnBSMoxP+_} z4r2d@g*Y%?l}?k5VY?ht(YbXROkZ^=X`ZJ@wXIfTlkuM9UT6^W&_|a{=l2`)HO7#* zDrG1O9|fivj;Ou5fzL!9L@L)5VXbmL8fa`~KF0lE`VJpN6SQMt{ofd}e%oB^=c&&g z%rXM4*4M0I!bKe1nuW{vjK<3YUD^NK?x6>t%55IxcEE%SuJBT83NmP$j9R+lQGH{w zRqqp1wm4@u%Z5Af&$o5#5`zMm^m#qRo#A}J@uboW$Mg{zD;t;b(E)W!@heO2X zM7H~N4sv&7V05UXjqdO)bdE=vE`RNS=Iop!kXn@smt0cBiJc)R_tHUOcV;%KjroCF z+|HokahqZY1vQ z)4@fdrVIk zORI>|o>ja9@EEalE~gLgXcOO7UE*1gj;mJ8p-Npme}i`!PFr=5yjLDW$KPy3hqdb9P{tziw1+aj__A(M>Y@?N}^Xt4nssN)d&q=|Z*WnUFIb z;6p+JQQh>-yeJ4FOZHVklUEQfaH_IW{mE;DzBqG@o=)8B;qOTNhYeWj z&0G@9@Ali=2L$`WDoGf>XY*Dchx5fJsQP3FaL@3>+`qfTVEHcYQmGXxDb0Z5ilsaU zZWuh*nSc^TQ8ef8C7dDdhPx{pkwobh-?QNR7U3gtt-CMO$5i631B0-tVidJI!}qOA zI*{erH0s32J__358Dhz?4^5&L+$j75(1Sh7KR$yFMA& zFe~m8nmS$;ADlJ|f?vyE(*x4DV89QJ>Dh+PRcAxcHx1Hw!&&4V6M~d_DY)N0h4;(< zM}8>}@Xi`#D7mkUf8|Bu7J(1yzg*GUDh)D`I5l+O{bCc zjxlWgqn{{F`vfxHnu~>g@<{wKi!~pifKHEzK>cU;F+bYcknT5gXxfyCoc0;vqb{0a zFKcZ!RZ$>yHRMjf|B zXx_?g;&!KK@t1K*jQXN&?5hYJZ2w>Z{QDctl-(j|bOOI`-*J%79F>76Asns_EoH|H zIH8&1$>MjrJ<*=2#mFpgD-vGSL;H9yOk(*(>+CPF%-e`kcGltvsH|cFYWs2rKFnx@ z;&nmDW>z*tWxiqEx>d4_Y3WPaqO&?hO#O6J73A0m1WT@_^~1Th$%5Q_)M#fW`RiCir;VCMvZ_*z?ckB?|q|%IanHSVs zOB&0|jwH+eMDcmME8M(9eXy_6haR+tPF#5_cG)X6}KNQq$nu z+R2bPAr0Q-^LdwW72K$~2Y5b+s$DK*Og0B6U2W0g)J`-fSDD1D zz6h!p=K~GdLu5~JaI}V+2J-X9vBeMZ!o{sP!ZY1`Sa~f}8b8GMdNR#9u0=jT?#m_SEZN5?=C z9YPnK;&8#@bNJezmuTq?S#->EH_V+-0;wr)@wUHzSV@=#{&<%^@0=WoN0@Cu8dbR< za@-8pzQ!=kY0IEVGDTd|eSnoMo&d{rcrJQM4!h>PBCJQ#Kp`|5@0gQ-#>SW-Gwb_E zb3h8#M8tNb8eECDNg|X~7M4 z3hzv@cXlPBTZpzhKna56rCGOXxvBGrs@#9E-ch zqKrCS(EFK$oV%vMJ|`ELrKtoh!4KHPG))vc)<%3QCIljFqmaBg!>ZjFhve>u!RMCM z)_+#sXVwXfP~mfF`03<^Hh1oaUyD-U&hrfPFnK=YY%*gnpWlps-Fe60#Kk!Cq#1Y= zrLbS7E``AUhZU=dk>a;I4`i*`yu1rHlVIp(nPQ71IX zZHMcLT6B2EI6;SB7HYeL*a(9u_^h?Hxy_shOp*sbqS>3nIB+glHzNZ`-zfa>#3+39 zdov6PUb2U?zoDR>cpTqh4GR7zkgmx|W6jY=z|2(v_8)R&-xx>0mUqVJoZWHkRU3(| z)mwOH=__LTJ)1s%c8bnvtmG#4kEdQ%?}-ns;A}^=(?&jb@A)){+Zi?$-}CB+=?|`u z1qWtwSz2bK9hcG8jVnpPsA9USS%+-C&`hIld6CW6+lWieRa&jxK!dHc_-213H5ll_ zi|<&_X`6-#;~Vwxoo@n~yM!5!jpJeDvo-UtnBBv5E2!t$05ux+)q{i4@I)hLd8A^Jy8?8v3{F%lxtkDx!^ zx^g{J7MdKZ(xDpTD(GajPuMC^i8C7&3YVLkNowUtx?O&RL~d&nI{Y*l7p}PpdyDk= zE}cCozI_BTeu_x_&bweLl?glkOMqAJ}v3uf)u3IP({Z!{qh>u%{KZf@mRQA-bd z2J4W-)C(k2gh9r94~h**L=OLCN#}MWY_BAZgOkS*o5TtDimIvTLUt`=oc|B+kaOc% zhKtQl9P`0ycUR*JOdnD^=R}Q9rivnpO5xJ|u{bCt33nTpS^QB=fHQONgR+ble0nhj zi@I4z{WKAC4lK@lUIVcu2oEgX3qC>eXxl^n`S4erG#NGt4!>+dGF{Q|XU{Z}VyHo@ zPBx$~LLsjDI15Ym4kO+bji_n)6Ug4K2U22l=J8bqtA2WK({OU3_mp*HoI_ zV4?89XyVm zsU(DTHCm{0q8@51&PPRq+T=QNMOQsBJep>OAL&Jr?hohKrNuI+Mx|VQE~gB4>`xCK{z&b(X8XKo#M*XuEsPolGJ^-?x_kG~OPwLsMA*vM}C`-@%o?*l7k;m?MyQD%qT z$`X$nvxt55YZ%eDv1D)c>5`zmiR?kaW5y*X2u2P&jgFPJiC4WVW|x_nk(r`axE{j@ z1AaK7)|@o4$n+<}9x*f9vE?+1n3aOYM_FO-g|mq%1Pa_PO=o*TSmtNlFJ%16&>~@c zHeI*e0&3@&9Bi!7i*qNbK9h~ zV+Q#DXhojNnLK${0of~zL^@`(apLm=P+j@X=FGevl79Ideed{@?zy5W(GNe&-KzDb z1DmIF_E&?*#U5$;QfdOXYrh#DdCmdHd{(FSQM;-9k<4k&5IXPecS71 z%6p2bWKj`jXZ6w?zD9p=QL=C#tP9#k`C{U;n+#Umv?w@SNEh!}OP8omCW%ZTzGi!q z?^%^t8&;~(j>lnKz;y$fV)Be8e)=Cn=i!fK7shdWlSCyn%!jP!KIb~;zNIpXG%2J( zDwPUp4-Fzw$R?vCS)oFaQBqWrP})i=Qm7<(HN5wK;Pdf3=Q-!Pe!uVcFCD%b!uAd- zv+fP#avhDz&#z_{}#p0&H3bQky< z&)RBARQyj6OW#&ptRlnNxi||Xmr4K^+d_(lhRASrtVx!%9btQQ$)ONw@O$7#_5^xE z_;!XwZ^+o_48&?aC9`B}h^J1xLC@zxY`ADEeB^ni|JqXNOe<4p z%5tE$A}h(So>n5uvuHEhS0ksAn~?34X`ZN&i|@{RV{W6U%ecj+GHO1upwzsASseZa zhaEG*PsP&VMBfEw%>&-`6FD1qI(Whoku6Nd208SiN&|a2ZpJPvq(F05u(0v#E+(yh z7#Y+cB*$MA-(SAXoZPpW%3sRI?>{YoRPVL0WL^bn$WCS|oOYn2ErI5nJbbCkjsbG9 z_&v|pJ563sGhjqUE)q}QXL#9eO}M{rBYt}6Dz5rT@D@!ET;Z94)(0;~L)FRXV1p`C z>9`JkQ`w4p3u55gIRk1pPabM{W0PR_Wv1=HZT{^n3R8H$@1M~OY%b{GYu%C%F=eyR z!QFkao6JrEjA z;IKhW9rJD87qWN03g|v~2~F#>NJUd67+S2xs@}<1>P-R>3JAFuegN-U^(T(JiD{%w?N<$w4cth<`AOu;VOKW(&MBi=E_G}- zSxgj0EI7CO_d)D)gkXw`8e|lkkyNuvT5ObS-2dnh*<)W%e@CC7;$t((AtsKze57eM zDOZ72m4D31&Ff;5^G8{m#%omb$~<=2#4Ii+uvY*0K`}P>pfsmbn@@MEF5#B8OAwn; zRqB20CNGP5IOW2y}Cejf{(T@^hca zGO)0hBPZvvH1WVY5POqA`wH%n)u)1?_*W5;QI=-6rKG}6(_mDp7XwEn=hE$|vb4`Z zgxD{0r?&Q;&|*<9&}A92uuYb%ye3b5GbN1gMYs`_FjE?BIvy(CWzx1Cy@D~n#zNX- zDPj?zNW0C&O^}rk_I|zqKe?ZH(gg<+s-sKno)o}_hY_T)PKB-!pQndqO^wZ42Wq}!lf~%AiAK4 ziL2j83Xh%=cCIWy^w2`^eDIfdOy?lOGBvR8$c14?ZE|8!5oo6ddK5_#mi%63y@vF=(*>PyM$0I!1aXSBdSBG(mJwEJFO`@fY@r&xY1i#)# zETo(B`Yi`3(MHsp1TFD%W_ak=YyLb2g9}P=#%pmVC`STcPG*hXv=-x-v5|!9-vl)`HECR+ zzMf4&GBfh)9;247M%o6JPOsk5DNIc<#Roec3Qg=?NY)iEJg?3Qb}qjJRc`mN{0CXw ze)}tO)U_vHj)#CrPZ~Bh)X@u$UJp;REAgpMtxSUGcsN^d9#{KE5m|RiqU-=2S|HAP zRUKzts~*x`m(6U(mT8=0Z4^Dkgm6wnX|&(7lJ56^!CLhAkb9}eL0kG7&+(Gr4$L#4 z#I78`uVYSDO2#g}yb+ zHW-|69?E+jlB9FvSvz@EBcp#BY|y_za-!Li-BRx2aM(B2&|lwU#a%gC?-mr@QFN8;K(Pu_)eA4j(y<$p7_l9N+T zK=ngUGNQ&a$-@-j-eZQ}%T-~IM+1Nd10fgPBZJe=L8+D`8*ugl*_$_+csRW$D)l>P zR$~V~uq751c{X4s`aiH)sYybvL_p*$8S+Z50Dkkn=Ph3}VRZRy5*O`Af2t2pzqNZ8 zco^x!=Yp5`k^O#ZzfN7CRNDgb)pDTkk_!)iWEw|4C6J(V31`GnkPNJbi!Sl}j+#Q* zqGI@-BINmn+lbh${Scq|4<~AO!_Goe`min2pfn}|r}5dHp%f z_wv0Y$8i<5^v%JBKQ`kDi>zS3bR|(T%Z^}a<+WtH{RF5~H-KUBK&<>g4j9|{!WRQ>q+@3u zoG`6NqHDfm@p5sJRCnGqs6GMhTyKG|+`9)+36*G%tTOpB@&@_?YGIF`IJhqA7JeQ4 z2Bj`8`1*|jJgG1QPNRwVhcbV*ymJ73D?X&f_s1@$>9SP?pYZ6h$p*5;3Gj2(8e#cO z-mR*oWVn3$Iw)VOMU8*!LB^mmy^__a@9FQ4dWv_U-<5j^E<0gGep-Q}g5{Xv zqI*Q1i^Xs5ttI>I6v^UzJ<@dLC8H3LgzKj&l7q!o#Gq&)N^()v-`4*Kd~=F%@Yf{a z9_&n-nMAx)*N|kom5>{swUO^#dsb?064h22q_a2qabw4nu=;9VROD+3d+>NDTijSp zNyrrLD}QH*f1^TL_K#uZw(D}^Qz*Mh@hdwr=^(x3xrm*A*PG&=NLC|FiH7}lr1H!- zPCs`Qx1kZJ(WEMN`#atj-m#kfV(VdGHD8Ks($%Iz=Zo3-5Mdy?Kbp;bT1p&VxUhY3 zXGnifmEgeREO;?^2%ebMQ2FgnMv4#miJ#hO;&p8&ZIl`b$s0Bm{ToYDPAOXq zF5SgF7Mx-~ZF)$9+77X%T zrcK|C$(kRR*@zxnx^DjxSk1c7DWliu4Ess&W~C247-j{56K9es4M4*ur^B#y7jAv? z3NEbrDfl=$6mASIq=C6Z^vSKsMzfwi1-tP-p!Tpi%<*p|%RA!@6>93q0*Ny8tSS#a z?30>azeN-GZ3e6-@eAhpszUjhJFsVh39*^{8I<-ZQAOWi5;i9t9)4m$e{&_QQwgUY z4oQOU^Zi)yP!(LUe@m;TzNN);CGbAkT&T-XAzcor}=2PYzAyjYRA3hqbO}C0M`G$4_tpAdGq`$UYENacV#}s1+5%Rm@7aNN>4!M zYDLnwdJLE)MU(uE&cbKmb|^Q&1`f{V@TWumI5{a5-{0FuG!CTVw7oI#yHh|kJlg2R zg}KOAUm8p1^f5MS5n$#~P2(ij!%;qKI<7p7@zFd*Ox8`Kl|SpqEKz+>;N6!uZ+%1? z*KCKlL6&#Y&jVrie|YFK!<2UV36)i^Fb&$u;B5O3W*u#ZqaQVp{|Odsr91HNov|c} z_dJzOcmY@6>fr8#5G3d0#W>tP0^JgPN9mp{{uv#Gr$?ya>q~^@GKOW$I1M-KG%pyt zZeEH__g=;~TcnWwl42C&oW|I!Dn_aXt7wU8GP2j&Pb>RcaeqrD5-4{;M4C9X+|*@y z%i?)Q^dtJY-ISj_pE0Q9QgM9j7vYN~o~Xu%F=E1}!q}NX5bhOCWS`%l?31YmH73ER z+`%5ra<74IMQmKQ_6f7ART+nl9mh-$4ke|$^YQ7}AadnP0T5Rotjl+jyvw_A%1$L( zzhE)!R$mDBGkx_x@_UZCFP4I_f(o{(2*!35&v5O^F?8=V9dc|z1QQwU$NCspb9bC| zxdXoL7N3pMI4XLUEeX-HSbyLLUAFfuTYd06SMoKOgti_a?C-Vgx`r#Pqsrg%E`$d0=$OoUDqO0L`zY$QrAewB+F&k|3aD%D8G$@oOS&O@BhZDV(DR zj=$i0LX&XGe{$qz{ULhkSPqEX_ywm|BvD`g6~rxgqv0IhdqYM`Vc5`~Hl~LdE2bxq zXO_ye-()*T^cr&W-NzY5S>1kokV!^5E<1-f??%Ga^~t|2&jx9 z=Y@n`<9B-vI=hM8K?UMqT?W&Xh14-3lSWss6vRDJ1-m1E;9!Y7UA^0!T^7Cre%t!e zw*nFR!}=?^kd=?I?*n9c0f<1>QCNbsASlC2xX~|$k-nCS3f}3$7MD^6B|5;3#}e>q z;vq7B{6TvTR$+>1nULH&5km3VY{ zS||1~T8#pVO6XB77RI>*gWbY?P?o7qlZ?fX`pd`YL~x0)N%K5iDfFb$gOzZoR)K!5 zO=47LX;7Wg*PVjJ@<^4;)p9)Ia{k25K*M3jcWe z;b+%%4DaQ};3YG}>2=!^aAruCE-l}xC&F_n1&4;1+jqrC-jdMiLa1V%Jr%>IrvsQK zyLx`_e+i#iv5_S2oW=e zS0dTYMW2aF_YqcP={UM&q8;s-GuOanhd$9xQK0({$1O;; z;%#CT>he9E275z*lJjSxc?Yb6{ z;#qi$1OFbVFNE5mMUcKHf_{#=012melGkJA!~4T^U?frkACG`s za4uw(D6nSsveeLO9oa~ylcz&D)O4H;h;4k1lw!VNRnJ}m+rN>Q(_&%xWjS$oSPPwl zvjh^(;^h0`d*sEqVmjtr>U5+NLN2#YXRvv>ko7yAde95<2@o=ai`zsVfodNN%q8D{U~-z&4zh|*haTAwmT zaLW55o|mrxx?ChFx!XgH_TIriW%iR-cCJL`jw+qO@*SR>co2K$2$v+Yg~P{EVQ6BL z`R9m#Ozg#GY_aDDc00+SEj}3D?LGmeUiZj;Cwn}}S{z>QtHwS&FB83;gxVK~!eHPQ z2)~|<+)hp;S*NmvMLG)T$$fEPF1|tsXG-FbzY*wM;5NF*{Wz}dSq1lvenVkRES)$p z2n~F$Lp`%inPai9iT=X`YCWbN3%k{5tCSI~GoTM(DAu zBAi*g3eT8&7YiKj;?S-sjP3qv=5k{eI`hy5I^>4Q&FDn9K-|&Zw~_eyZV7BjFTw$z zGBBTH4&9{(nW95$upRCY9^C#8lD^J?ookwK`tuS@5|-h8(}d=cY9=Ui@_)!VQxRIf zEkJIIzT+k7Ww=!06`mP-4Bqw%@xL=CY2bS=WUk*ytWL=R`_&ewWL|(DI|gujRgkbx z>@bdAyPEAAlqNr?I_L|2u~@lV8ogOB4fS>&h9_U{0$=xWWLR)+}KL?Wfa2Ux6{Z-SvYZCngA0*Ut?3FV(b&C zLMO=;g62D8+k{&T<26G=Y3@`bN^+m*e0N9qR&Y5sTxK$q>%j^>%l3z zNO8KO+boKF&ah__XR})>%`Fx!+{~t_oo7`NwsZ084d~jhQ$X*?0oG~c6SvEDG41HJ z;eIwLP>u14Y{@1^`u^i#)?vLeojIcoYT?v0h~bfZIb#)fWcGe=q= z7_cEmRyt%yeh%B0vePJ5WIUIfsL1Drc5nqN>xsgLQo+l8_Mmw#ov^nI*h3$pjV0Fd z?7)me?2lJ+tdaRQ;>6phZDcQ+r5p)nPtH`e*w?MZMI>5r<=6Qv!kSE$nb^YRcF)(3 zuXbmLw7j|C?u&H6dOrVKd5`!vG}8~m!K}-=;}+R%=V9KQ=~QjuNg}n#kxZ)yq(APJ zL)5oVL~8F;Qc_~Z&m|&Z<_&G4zxgsqeib3YO>6nPXcVa(UqOBNxoEV>71;G&k&ZlC z!`_^F4MHxB#|7W2pd5-{b#`BfN5n-}B8EX;&G6~PfpPd?H zYrCL^x|Bv&Tken0b_1AbZ_V-?LbNpE-OF4-p3?gs_&)S_}YmDVD1!BR^I{Yb48!g;A z7Co4gj@s>&;g4Q8eb|%;s|}2B5$|r96l;c`4+fKotDMP}OQ*ocsQ~|Lxqzi}+=Xuo z#}b+ObHL`_UvzcT5L&rXRzb8%RrtVX^vj@b>L+?zTgWFi5cO2#9gh1`o?^)Sdd4qidNyuVh`Fiyj8D!Vg)|U`5IBNTgZjqLgsgijWQL;kBzz<5!7zKF#MZOic-Q6nPhElvg^SMn_2ZoQs^esDWZ z6C92QFn=REAWH2G%6e@`oN6M8XVS1R^kp#nIb;r7UK+?Ye9Pd}7ObKQs+P1Y`Vm{_ z6~kIuKcjL3Qk=G}3-RCI17$n4*j58)F2!n;hSc=4W$K}HfSJRN%yy=OC)#Mn;Bwlu z@&w)IaF2Z@lgx^194FQtR_w?uBeKQw9X(c=YLKR(NEH95QjiW}r(V@IdiwGh>(4W3 zrdf)!`aD=NTXMEReAzze>^lWVn?F+Lb>obu#_XUcXKbaTiUIUbQyt(FTS<`T9nhD&0N^5N!-S#N^E{tI_)xB#$L&_;kJw<>)*<^=XsOj+~H}NL}OTiGs>7w-Uf}K z{=Mz=;M%L)p_8`w$2Q)FzB>&PuUJFz_(az075U&#m>45%vy0 zsj?=UD`Sm^(>CCF0j}VFcrQeXT!5mQudw~ySxEd7LFQ%!^0|{hve|tLh<(=w^VkHk zvD}en>=F@dH_pb1#U?O&x+WdjQcgd8%SCx+SMb;OlCby87;5J85vyc>z^5M9V<)da z!cjJpr1OKk1Ux+6!KNT@Mj}5^q{*098a}9r*V)(q3 zD1^U~z*nq{0AAn3S3Q?wywwHoSFmKJGfXTFw-^Jioui*4!5S?)c4+F8nX80DD-Pc#u*Ed@`hn)$skRSfTu zzy)rJII&?VmLFEYdA7%J++`(L_gEhnnTR6u_l2ZI6>#c8MXI}F7m^lH#gCrtg9B!6 z;O8`rvAUFk6ngfPNgfd}7$0WPw)igYbm?TY68}T1ZnPUM${au`+J#_dF`I0^u0~2U zqx3yec^7Q7GGo{J3SSQJF;=e-K{`9~kX%HWaGquk-qh*@c}G-9v2F!^QtpINjfatL2THG zwX;|fV9Gk2*vhGTRB#IhT-ls}Mt0s%I%~LlH68IDW{>`9fi9;|k|3K!e=2CQYlCh> z;aN{s=2_2j>~yKrq%A5uJUybYc1zbetPS2w;LC-pG-~(wnxn+^Lf{{WQ00hbo7YH z^J_f1x-# ze0~qfI@kfpU8~6LK1niG-VesivH|xkOCdzvm>gU^jcjV%4k{PI$X1aR&=oL`%1%jz z+*t->s@6WR{Kw!syyK^pXK;xa^nvfW8Z4Z7m^`vggh!ie4ZC?pP8;ESHNWrS>_=)Q zwJAlQD1QoG&)0;XVXW_SdmqBz|B(BJ|f&*SZ;EXMwZQ9`q z<0W>}xli(m6*+~4)m1!Ce*`ZMItTwA_%ki#0&?Y)wQ%-&dvxf}UVQ6$KE!7nMIyg% z<0VtZ!{$lT$v~k3c9gCJcV7!=FldK=v3^W=kPmj*br{}nNaoK_YwUislW|?Zp~2`p zY&Ul)#<>MyortAXCw2i=VzBBnTsS%yxJ!^;G$(lbs?nLX8Z<1_1 z4!1duB@%vX(IUH>gx$3O`h05eQXMhadh0Nx@$QRn8eO>aYYtXdJ%*pIeS{bKk3n3a zEZ%rH6`R;T0Wq_yWVf3VCL=ZY+QK+o@=g~2`!Ap0bB2IL=}p|9wG#hp>tr6Eo5bW_ zQG*)Z-`72d=lo@j$Ky7Qkt1C?@)xzoOQ1O+H(+pL8+J^7FLYJmyVKKxXxn}z(s#tzU{Yiv zR@$>us9hF<-o-yN{5bs?-c$4x=N7Ifx5Ky5L#8qMpNFK;pI|q1a;*{n&g!48#nbYZ zKgvh#_X~uoN%~|~7=Pb ztgRvB^?X4o5$DmZnoPW@yNYyWw1C>Sr^31zMK&!>j`RMnmwoot)Z*cjFfLltheZ+R zIDgwZ`Z0F_n_FheSxM=VX{|D(#zcd?RUO6UIUk|ZFNt#|HH(OI@n+7Qy9I{tO4(zN z)aaTGlB`CVj>U$Y6YP?2DrDNI8CUz^H?=mOLRBXJG)Uv;4~>gw(7Qale?i_sql?k4 zY{&S?G$wL{?X#0*-+Z`huqEscT+`o4Y@S!plT4`bvx&KE_KigL+k2kRb>Rbvf8Ynd z^7_q`ZaJ|QG3lJB;0XKj$bT%8RYh|@USY@k2C=SzbMz;ESj0|n7-1zI8IosK@f=B7 zMZ7O)v2lj>Z05f)7XBgcu)_HW^8Jc{gv;!K>qjKnkva=9_swM@p*oo?v9cv?x<_EZ zun#&G-ffbntvTz-fmI5`v8N3J zMpr|$FP}SHZBI)UHW;jyEyA8~4rWzY6Tgx^`gXkzyi>5CyT{!krk^v&rlu8myy;rB za+fYCwCXjVs3*iG>bgSjHZx}AO9bj(_82>}LCm5Lickx?@Jf40GCU^)$vpD}VRbdu z?XrjYgE`Dk@j!IB;~8!jJBYn>zhaf7WZ|a0erVR8McA!<1}be`kLL)pm={Ujbhgnb zKDKo)h#P3YquZGzD(@uYb@B{ivSfub+k@zjRYSx`48iP`XUO;RSr9ZT?@D|<&jU8;FQ?W#bGRcm z7KNQqM>fq$sQyP7WJkP5)(yj0E+i1yG&tg({4+w$X*zJd=L{A%@kN(y&f=q9ZFszT zw`pp-Dw>?U6kil8$IBi>;>YUG;r(25kkvSaHJi4;EU{O@;-8W5+D{D0T+BvNR+sUu zm^QS=Fdpy79fu_^FEG2j_$*%WPLpN`tMKik-}T?0J&S$kA7-lV8i2|@f#C*+Rk*fo z4EdBEhl_=UWRd*@{p{vJ^i;}$Ir7B>O2d{JeW+Dr?%61!ubE9k*WG9N^X~z=^?L@N zmD~*;(JI8;JQM{UQ^T2&LpWl$7(87rjklG*(o5?1!$ocWIG|sa`8_ZWZqNTI(j=Mu+2z6MwCrVr_cqf@_e-hf zX&Igq7{p2im>Za8_3|BCHFnI6Wpw{+UG~5AQ%Gm_EXtl1up>h&**hD?g3E0VsuZqZ zr6-M$J--hLHwcX1M*=WzcnNq(%6gGG2QX*qh7ceX5KlAEB3yZ-8p=ON;sq|}nY}K1Cqcc}WN6$eprP|0BcFG6_%~P2#7i8< zHGfU0>i69^o4<#(tCTY$dv=hDOZUNHRx>nv#)F?tDet!p!h^DRaYpNYXdcsr=Y$!8 z)bbO|i)u$^SZpKXl6nDui!dcL>L7l$5ThENqbuwG2Tx3j1!Z3kd~oy!uE>%Aw*dv@ z>^YaI)GEL)9!8>-rOLSAbP>gvTgVwxQ#Sp)Jp1(f7;cB2JPA~vM1C4|(EDSoxOGL0Nu+ZEcG5RqjMKMQyHyz{-u?em)&4V&`*C8^*ECS1}D2DhVE+j{xlqQ<@fBN1xuz zGWyt1#C~*tMV{|b8mKPoh6nyYn!bfovj^G6`x2Vjw@zuS(H~p-?ZGed zD&sm1e9>ygX&bSUql>sVGW|4R;bV4l%6HmvKaMT9r^VLwkI@fo6tFv%zhfJ=nvm6| zJGlVfNBaG)0~-{s!yY+P$ej%9#VPwuN$ucxvbNeA61I(Ji}*gRLGE1A^URX`J~f+| zpE?K;U+;j$XuH#g^!v>q8mI&$k}UoVzjsNOEH-N*ZysHSe8VeX zvFZ%ma*qPhLtXrLw3@_kIB#%sOeB6E9?akEJK*KfdK%3;ppAqZXzJ^F5;8oFEIAX0 z=PucamO3#+&vUFWSuY)nyD18b8zwN)a~zPo;voL$Xvusqsl!b_&fsUSPlKx1a&+z0 zemJ!EE^cew2|qTfF?NL)(aX1M@#K_C_*KXV!omun$_VfIwLgx34J|`1{Q26%PC~ku zT&QboH=Y@w2l~p{c-p05*!?M+sh=B(+AB|+FSU%OS{*6myGtBC^=mC@b4_Aa&n_m@ ztYzTF-(A>iA8{fmO$eGJUg5NS4_dFh6X9H`+yG z*ZzmdJyqGfIdwMk^Y#Nw@7%;Dv(&Jrsw@`&xEPi-kAssQ(Ku4%BQo@GrVn#2pk1$) z)5?&&;IsKQ^0B-RJ02rY>5yawmA>EuD^{_=`BO=D(hq%jJOO?@-O8*A5yM+GejCj!Z*Z>{6SpdXIX9@E6ZO3*V`d7jqSj8Oc4&4^JJu#lVfxel1U%b4nn8 z1aRS2{}9kjKnhZ-UJ*0tv3aL7yLq{FAPbQ_9q;! zVN6dRiy<@X#nF8BA-kmi2-mRCku!E*V{vO=Bv*Spg*_BvYH?2+u`lQ6vi|b|x#qha zWM_{%5jk+2eJ}BjD@c4s=Zgk#zsAQ9jSVrJ^^JJabb2y(?Z^TeYM{p&$ep%W^dyA+ ztu&ML9C6@wc_^_;e|}Mo1D6d7XPzO2vC4E>M+*DVAjjytj5JqOHJ(oCi{)BB7_s`p zj|^4^{0G|%9ukwR5qi_V)L7zcF1y_`o?Y-bmp+X&p*}N<$ooq&=HDKiVts1HSj^IY z%8FDi;m(;4Q{%Ix?1ycMoMni={yLLnwwQ6`_P9pSmG{cHl_!>w@Sh^A>Y=Tya!aDc zmrEgVVRyARfvkB}_f(=Q3l0}5pTZxglCy`$f3#F_wi7##dtx<;f$cIt! z#Y1pE^&(mIb&!-V?k0^9HKbGgCRM%M1tR8(Sob(D)^iD<4SwHASDXxSG&oBeUU-sU zZpDIoA+w0;9E}&muO!PJuBDGvT;b-C2^=KH3Ib>PKzhCsjTMH|qP~+R zr|X>v9qU6rZe0v2;zh)}%Za!LxsnY_Ea<_U^JHwAJ~`zvnM@(qfn2brlS~t+!qaR6 zF}a`kVC!A*H_0JG3vAfG6ulxu#3+KWKB~b&(&qA){L#_ zZj}x`b$md0qArH+D%PSwe_q4QU5`os`6JBj?N`aSm!jl?y#^`SFA4EdYT&Bai!I9^ z;lmmiaBR+bd??Ng>7M<>D2(n!s@c9cctaShZuh6|RYu@{v<4*<{KBmRk~lP3jttkl zg)p~7IQEK#Ik(O*MPCe=urvSRLyy(*+ZYqP`=>ed!O$c0c84N*dHo7Z?sX`!w(jViK4qy2vn%8j(g=+antmUJ%iSm7prI786h*KuSPNa2^T+lj3Ha*u zVzT;61^&IL7mu2J($npHf;-(5piZnCEtUI-4lK;Wf2?kho8@`%Xh*d0+`lobw!=I2 zy6sc;Qk90qiS`_BowF~S9}vqWEO|ihyPL7fpVhd%#(i*gTL<`bjbWEe@#FBrDb&30 zJF6{o3y!Jp<9c{zK30xnEjoJ0j(6kuoS)F5#mAlXn12!GHd}E_jXaB6Y-sc{8Nt3N z88VotPM>zaq$;;vjVy<6v$?mwlYwLf&P}_YwjaA@&^oIQKK3pq5e5EKnC)Ubcji_0 zsckA78RkWqsy`&;v^lhYX*D}D!m-ZL;ars0V|wIx8{4^hfO@TnWi@86;F)Gr-!jXV zRdO3(Z7xsb`R+m7gwDO>#*jQ4w?mV)?d{|eT0Y>#(rZYYtsc3yJ`#4^8l}uqJK}mU zpX>`psEHGUJV!XDCP5~7UniFxm5D~S4UIaK z0_g#%=%r~XtXySARjxh5-f7E0A;XuNmdlWno23meuxFrrumOw7A0kplUdzZAF1 zb|LGt)4^K1ff*m?1&e>K$73E(htZcCnF*Q3=+eJ8XxZgB{5iP^jjx(3?985mdbQ$E zkEJ{k7e?SO=gS%0M+UTW)dy_owuIlQ-onAfpW#L5EGB==0n{TD6~^!7`3|OQ$h>Rj zP-US`JRB{UJzOC1xUm6t+6LjnPuAl-XQFU~%1j&)8I6nGuc2kB^@y=S$lFhzNfe)o zMtpto9Cu%k4s@W3;ft|M%qCPJ5x{uqW;0jrrNI3B^=R<5H2mJ7gQiYzX3`9!A+470-aT-0u~kPfQ>Qa>N6_hVBT z`njRm{OMH-rgh;tLG#vde7@!fR5_R7ug?BNp-G_kLRrW>uz4q38<_`97c31k6Dx!_ z9;YIWelOvUISnwoVIscTQiP7D_(AUJA54bEH|CA!dK6Kwh8LV3!uEP9%!E%yy3YsC z;Vt$U8%U)yL%kKq$>TmcR(BW7>X*XRqy(X0$~-z)`-GNx^^&DQywfjdGkf^iTk^at zoXxIjrxDlH==by|yx(9fe3Q|_zQ>GcNSHM%KW!Vie|{_VY1b$3E{vl)>NLphr=k2c zNr}w$FC{aL5xcabnQEp^g*}r;>6*noq}FU6 zbQyFH{w8rDNAQyKN&2P-+|cZt|L}1qZ<70?*&r=$CjHpcLcF!tlC}KV*QHs3BTiPB z>{-!4YTRZ2e6nl@HJq&klH1FhHx8EQZMr z>ZJYaXL4eRHuvQE3xtGOu-9ubc4q$apQQ*`{rNj?zP=l1c@D(f3&KVI6*&8O8Cum{ zir_MaS{z zEeYIcS%AXE9y0vUeigs{vJP+G{T{VN@fno!CfHJ~6@_Nc2a6mZ@X~dK>YbZ$^v}g8 z&U8C$dK*p3wPN(6Y{%o|@YzVDG7Y{?EYFVOZ7I-kpB0{@ya5j*pR?0h?X>8&*?`aK;!-_2nnF0DjXk_u>0 z(Hi0Zt_bDEPQZ8H#GzhC6P`hX!Op(5ZlF1X=7+z=8zS#;L7bSvdbu5|m>J*kq$N*+Rsd>0z92VX10$O#Q zAi$*%>AtOG>~8ikkGuBa_nT%Qo4#l0>VODxT%{yzzI)kRN@I|bPv3)neO1Gf*Fx}Z z^K5gEBlj5Nohi(h6Z0Wu!bx0PsEhw?>|*X^$-t8l6QTAk-Un6?4t`N~I6`X%_LMS# z<(3!BROYTgmUq?h!Q@cTV%pJ<@IHLT@-Gfwn+{LB<}=O$MUN3x743A?4=S&xrg+*64qhqCN4cFfZE99vX1NSvLWeBWZzbO?x;=_q#KvR z$Fn==UeRl8@gtxPAH!L>^%nFE&;PgFY(!tU-lO{_R+EDN%E+&q`D|P8PF5s`kUiaR z*i{G9>ELxecBz<%K5p0vda*Cy`h+p8j^MF=XTf|rLqP%N3DRk$ksc9IF4iC4G7e{i zpTMJCXXvSf0|K*$HT2`OPgKD;owk0lCA;I&$v5v>(;nl`WKY=)?tJ7L&f@kMR#g5l z(RASZEn3>#;rIXa^ix<`CHb3zmMcB9=O>#irAoqh_l39kB05rN#Eq39*ubU&0z<4p z_CYXq_ufGip9Dd6NHchTjwaW8XM%0z9oS*zjFoEVk*9mxU}?`-s@Z%1>~0s*9lv@B z%R6FDIJa9rcEk7PodLL9yHorChJfAfoV9`;B`bQ{$wsf zd{^sGSA5#=$JG?P;m&cKH!BCPd?(I6SS~8~W6bBriZ(-81HhOZMWaw-eOSis1*gpQ zFgmvm{M23G-XtebT@VcK7Y4&MhjFA#^fQX>K8~)7wZg{nBIILcuYSv50)CM^7Y?f_ zQ+K0>H0IZ16gpVW^CM)*F~gN)fnf$#5R9OWE7HLK#WrE>$O#he{KY)0Lx%A`WrOd> zoJKR=WHK|=58_zfmm?>)kmPB8L7@-Np_Z|VIAKyaZVs5k?D%d06K)M)b(iB9owg#$ zZD-8dRGN_YnIe4II|ZGQ4nof%6~$LY!BVq!lq{GCo*ANq9$G`)CTgR`C414itD?*R zTT1K%L3H)ZDlC3$2Pxg2DkP!)FwNS8N<RgE&(BuM3Kv`#_m(9=h&Kn{{Imb+&>ozQ2|D=z;mzPwDtoP%~Y>{V>?n zxfx94nWS@mHwt}cjlmz|Bm|?ii{Y|p0a>>?07N1^>9|{W^!wh);GGxEQT9h$lDXlP zQLWK0X3dcaI4SI~@Oo1inacZ3kMXl#@^}yqe0hcILa+0TrmNUug)83)sROkNNu2X_ zuimZcKVjkhQS3b6$#{J?B5ulx_`xMr@`}&aXJw@`t{UIy=`}2S=-4_othR~!FV2bj zbv>sI8OyldqYK%}y}zh+&3Vpt5l89^=a7H*B-tBxk8=wZYU!VCGr8CM9?~w+dF-ni zKkDE+iId@ysm#Ld^soFeR_xJLR`-(~dDCyns@q>B8a;CC%f38=YmqGZ_3k@tK0d^L z${G=zJ8_LgYkbHu#d5lDXCam8UoM#SvIkGfwV2QZe+{Uvv@e?wvxGBeGW4MKSxqvnA$2W~!@TDSae0+8r zF_06bzweiVmN1u0Ov;4)9YVurJiFk{$O4kTu#DPuCL3vg(v@o-MV} zG0gm24X@U#ljt=bk@f z0eEJL9_-^?hUM4g*<}w+(chxaXg2?yn9y_ke}>M(k*YV0<7Uau7TM#v<~`?q-uGN2 zNg7I$w1k$@QYxWkrp%0xB4kx6D@mmivKl0*gj7h8pGs2ccm9LxI_IAEJkR(0`QS@Q zLW~sqfBO1<3DI)lQO^QKv8jwAY0ZC%-(?_}@|y`tv4`n3yZ}hhc0t1C3z5*2G{m|8 zq;_Vod`zWfv}w}?)W!*;xGaAu@qP=+fAz|DmcmW#cN1;s70;FD( z$;(KuMm{Snpp4WboxgKX_Ur4&>71H{i<%Raq|VO&vUZ`AKf6%u+GvoznG4$_KcNpE zI&gYI11+?kL!wxA$gl^Ov{)@d5;6;EtB5PGCEXbqlZ8AV6pKbmb;xlgjAbk{3~m=6 z1)oG;YOU2OsX7cjq~v_lM;5f`IX)+?ySFdzaR`+ zh60sRNuTz}hfVvX5PfSs=Cds2GLh+M-FXY5DI&(dtgXcli`BD?h+fT~Y}~|TdOTy= zHs_OFzEZ4jyMehpHI7eqwu6p4d(D>J=Z_clXFr_$dMEE|{M?Tb&4{&V@<$Bu{@JLbixysIF!@oBhTV;|ml_L+HP zFfeA7%lRn==SV-J$PXXSCf>&~2#dL4zMS}B5Xp-mVbcp(*XIcmzU&@U z>CRx%1-X`=dRmZobY(7E^rCvX|J**TEiNnjq`+JS>0wJ_$uzfZEqdzv_62&dWIvQ#*ZpI_)YX z{z@X%_XV)$j$lqoelTn=kHh=ZbjUSsG}rjw0JxpmhZo!%M4#vu=Ha-Y(f1Su%n>TU z{mBRM-Tt@6Lq)RKM4E#;&wGG|Y!2%c>_i(=m9XB-r&yM~MixD20HI$mV5dVI%5*Ko z6*4!lQk5nrv}rl&8oLfIWd(Tu*J08S_5m&VsX&tCTd+gqQ*6!hy60sFLC!rL{B1)d zH6^ndwyq52J(OBY8!lFY)AK_S9toy*uOWM z+A~oATMF*OrZpl^!xe=Wejz+>ZVb7{l2A-A+t1q`O-*cHMo|ysP|)aIRDb#;Id@hT5`N}Vp|=Pa*_=W$ zPbX2_=I@B>%ZCvS6X?{-LIyv@sik!@aN>>GAZ{apf`65xxf+fzv-76;*{$2?BmXth z9p~8mgYy(E@QjA7uY>_TT>&|=$xtvDMb~uw#D3y($lG!{-d@V~1axR*Vyh0WRfg!; zM7zc7gsW&Woy#;mx&o#V3I<F)JD;k zov1c%4Ym}SfW3QNkeYa~e&pG6uy!;H8bS&wdS4Z66*WZ7Rblu_TP}9k&`FP*CNe{o z4os`o62|!X7k-E864qniOn&~k%eRlEm=6o&8NHI_{IynH_@bdVlz!K0u529>N=)j>D>~jm~Is@oPnGEObtaw4h02-yj`a z?V~~V6sWNG;XM-L_K{;f?;KF@1{_yj!(pTUOg#M}VYb&T*r@poG_yEZR9Xf9+d07Q zTto4~ofIK|%7T!sF5B^W?hCDY3#o0>8gP1bEU#(XZu;ONQK)?|gzko9(ONHuSr>UE zGHE@HrDu1b%U@QYD!LXO%`$Dbgh z%JIT0G__HYypm6b_d9tg^;8M^!;?ipI-Bspy{uEq-T{2erC^V;B--^xlj_|c0%D&F zkgItCC6<+ea(2E)5=Fh{uOv9MmH8x{uTqP&M-tFrsU-NR&q6_WG|;xBFxs?Hm~Oi% zP5eE>>6jxE_^E3n>e*C4f0@XJJGDK?=H@tWpHn(=ZAv6Z#ovI4LWH4F%se!HP?TcS zGwAA6J?@%H|P$f59f+ z(l#FM9^Vc|i+!-n0e?7SU5LbNp3~oCSZ>kzKD_9wHFO@D3o{>E8E_;kAmw&5+NzRH zHyt*Bf!{G`U1C1}d^Za*{Qj;vc*wZ&y^NcoMVpj^;a1Aqd zcQ;#VT_0oA?`GlVxNl6{pErbk$sjH_j5+;zte;}Z3DSO{icxuZgKK?uj2T-nlT-!( zpD68SzSXVd_5l_yO)1ge~ifylxI?Zy=TrEars?eUm1i|1u=V-jrmO2dSZdQm>Q3Gyl60yxg1c= zJc!^}roVK9*q#I&94v)(#vVeglN4i9wjFoOdxYtwU2u(Ffa?$QU{jzfM$#8y3;YC$ z)){2SliAqudm!%n@B_Qvnn_gBCCHWh91^A$3Hsr7=w;|MoOVQybhoJCrdJO^2xD?> zjSe0+o@*qv-~otD8vyIVP2|k(?Iun+^DvUn!w-zF!wsq5jB$*r(WpZwoGfU;kN8$( zL@vcNu-gqQuA7f7{>uSw{y}_f>L%2boxyvaG~$}=`|(+?U`*we!s8D1GituTd$#(K zdae1KQ|)4K_*E%H*DNB}8a|SS_r9RI0*JuVV%)iD208m65;bV9K@Iy8p+xj9Pf)uQ z9J#Z2eVg(rWUGPlW~;#;;abXkjUyO7@_@Ic>DUSBASUJr?5L824fjf+iPJ}w*Lkoz zDH~{)$U&>w@22*X3ia&z2&K_=5I#6`(E1Z%P+-$RKl@Nc)EuV41<~msD;f{cW$e6v zhCOW^UP3Q!P@_alx0Btumq@l`4*2gjCw;FYsn#G(A}Ypa0o!-t!=;8`#c;tRGYTcw z5$N0AiuPNHB7kAeSGT3 zG7yZlf~!;|GWxp^J>j0^%@CLiKiI6omxVTv^O-%5q_v?<`l1%v&#Y)8b{_Cs@)24; zgwO^~B6z-#gz5bXs87a;^`>i}|5|90rP@QM-ua2wZ`yzcZ!e~Uwz-3%wmz&on`m+F zvLTXDoWN2k)A0^#X@gv33FVtQDS_?|bYYywIW8s+@n2U0m&=EnA4M4h=f(Q@reVl( z+=pc=pGDJ??F`HIZlp^r^^uBq-lyi6YS z6?q{a4*`@?8LgjEI~!??D?;Vo1+;MaHe2?iKxM{i})BAQN znc<>Ax?OK#u3tL-k?6FC?XQm5)9W{rQ(0e zwb-dH7q|FbH`?8x%j8UGVEaQ|WLona+~&>Y)E`>_MVd$9+u|GS9&6CJYV$F2W$!Fz z|DUC#V5JdGGx!Q?M7+&wRr$<+F%tZtHdp@VignESiB&}KN(9MV?Zud=TrfEJZ6mqA z#*A4%;!Py_EBTb;8Eov2$+F2_C6Ob9D0h6IR%30ZG?|% zvwgs);b5f7h4z*Xgy(qxiJS(PKAgl$E(}9%T`q~GD&U$g%WwTY1zVLL;J?RoVKg)n z`CmbBvR#BM&o+ZQZ)ngE4k0~<+MvSyHpl0=3CvO0f)9>p;)9-o#ul-O5Uy2+ua?Ba zJ-J!TcFq+}(N7sX{iZBdPrd^ir)!ufEp-8>%pBNyy%B|&AuJG>jH0&|fJVV9jF7cdj{RwU$)-n>P@DAedK>FGN$~jmTp14EjZ-(#pFeKz6SMj5LR`{X&=A#VYtnV!_By*N&6y9U9%a!UVlImhB?UrImlQcgCDL&cnaHewOXXEfBR+Rlk_7g-K4#~NQ;KpZH77A# zY9>vr_sQX~jV0)aNe6l)$~pwO$H1Fq=u~v2BGDU4a6q?^`fw?on$JYh>RL0i{ZZ$T7P53s{N1a3?4%%9zGhh2^_j5t3E)=X12Ok?ukenkoIDI*J;3b4^&G#^4P zx)Y~U?B^LU#1^;04bpv$QHnN~#*>S2^~n;W?kgP>?$SW3<4#e6fvo%5L>xKgBP{!F zJFe86fv<~fpsUgap|jT(9BgB875@|6YL%$}@plEZzt?2*YpK-c(S!JToDcf0uZq8a zD#tUrPSe)YBA5-5xlD-hUS>z!0lu{QGDd07E|M?H&h8fyrfyvx=~>&zjQxtoE%F^u zYaqv%8+q|dH|}H3M2qrU|3hSz&R-(kBt?AW&M;R`yW-dZz{^&ZGP}YbF^yI+4ntg_t=zuj}jKVLt_oBGQcla3RdJANTdif05)k&GZ6JNMxY`ktHmYwi9?pS`6$b|F`2Dvnfw9s9ZPbVf`M;1 zD4JsI_b=gpc=g+0$Q8*ssmcqEfA2*fzDSCvDiYu8Q6}j{`(gqHeY2PuxrA` zy~6Nh`v+Wbq?~2E8iHVm80wp&jQ%XR0r`$B_c?zt9D5KB*2OLmx8*x$bafKTjsn8m z7hoK9vbfdKKVeiL1dF{sNZ($rPSnYABU_z%JlyJt#0-A3+|fnGw&5#L=ofbPJ^BP% zhRi_IN*GIsOvfSNr?75}DX|doz`d&5;PKn7X!qnth}k7Zw*OP$JpAi{DprQUiQ%o} zhg=ttD3C!_nUd_YP6u;8>yp%hcj&r~3f{hc4k~0WP$xG>;qSV)E!1gy`osK_ur@LU z{mn_GC8>R&{Zt(s-bCW?!e*3vU=DgYeI}c!IfcqJ6=;D!KB%KA4?N_iftcJ@Ebdao zYYR6)*FSGSuY@I#&PIan_q3t(%bvJs^=A67-xUC4j>GU}a$&TZK4mL}x_!+ls{t)| z78OQbv0Q?f!n-(2V>4BF@CO{ueT=uvW!)XuT#)+5bzp0?pFZ(b6q4)~p?Y5j5S9Lq zUSJ_gr3PH!`4(=ZF4qg9@T)=CaX1T>#$fu@q5n`H8$p>V?tzOeyWsfqPq6ph653`~ z8qJR`4qouKCl9b3m3Kx5GpbRkSTYE(Y?-&Ejl{J#(%_x*8QSJ@7bRi28WJ0x z81J_D$eZDMknYd?NreXmLq%*M%$=75G4GE<(~}s)75Pp(sb5CcxpCOgC=6xa8$;V; z=ju->`l2Cu2}sy{j-K82lV!gpp_Bvh_<&gnEK|jFq2MXv4-Yu)&F*sSl1)W@XyWhe6=vk#ar+3MF;b?#4H@}r)+_P7tWGU;9VHrV=#rberE)lO-$H8>DAUUeD95jvv(U!>@L9_WQ zwxn6NQ<*!+Whs(J_CMj(#~zNNsWK#+>;#V0J184cGx<082-KSlakQm2nq79ADO@PT zsWD`b?vEJkmUIcLqPeCoW!qq7-#y^odVp+?IbmVXDx?-r2ut?u#s<5sz|De!#dQEb zY7OCN*Lm#D^~dA!;Reymbx=;n3ed{Y!A~;%$?v*kw2J==8@6TQtbs86!0sjerA-{Z zyhw!eDhsJ_!CiP)<&edi8^0)y|5x;B;uZ2x6r?ZdXCp=k!ExFd@Vj?(9P3T4IKLSk zzq|!b>Yk#O49$Y;`r06SX90+=9zl0Hw)4(p-J)KRZq$E40J&G#B0o_#v?Kf}ZmtK` zvEl)}!m{wF*#{nN&Y)L)T1V3w*1XlU8nMdz1!ITPA$Mj7sPzBgF_+BnlCZ`2>dj|x z@!4baEn5s)ppka`br-b+3Lu-IHk$FD2@&&Zpf)zwpzN(Ys`B1JC6RIZutXt8PyrY(HOt$ye<6 zBy9wZ;=%NYS1`KRdJ2mAwx9>94ro!|W<9FsKJs%bK_%VyDH-!fxVSQbQhC6#N##@F zb!8eYI-MpDr>ipu7lbo%UNZbUdNSnk)HfWr{u^^r^&&BtP$YAcPcbJK*x-O)sW5qD zK1p);$&87VV*Z+F#=K)CHW1jyOw&4!=ZkwW8AdoQa0Wk< zR^5Cep}NXI<8cgO^ZLwrcTMsqb%5F7(+_5^N7!?EH~DrTo_~fDfdce|aLA+(*m)Ep z6nqfR4lG1F_hvvtm^;jO%0fT>D?pQrbm6PSQTW?%7pd1K;s2`KKt@Z8n6SBdb%Q4m z;j|q`X%%37)(iVB^#{m~&RgNV$yzf$J3T*YPrJ zurthfx?&w%us#H`H?mN#O%^%h_m{K%PBQ%SI|H&TgP^vr*+ekV5(Ot#p)R%6ur?zM zN|Ie^3xfa`QJxkA53^A53J-e3S_GLjo~TAL`CdJ3ej1peEnV+%wZi%clhY{ zj(SRjsf8U!OXw25A$+fy3tP1A(<9ekAP4mZ_ME|owhD^P|nphtQ z|1^#ISYuBYeH}HL_wgq3&f^g3{SBDt6C+1-Jq4QkwPij+$C=R=BYFzwHlG-4= zh^|pkq=G3=+J~kOmD;)U_LQ1=^%D`6IQofJj3Y8PNOB}}ct`=X-&5My{dkkI6;+dU! zTN%~&56IF-vCO53cq}C>gR=_jNR`A>=BlFs6MD&%3EiqprtUssTD|4SG>srUQ+pAK z2|Q28n`Hj;>}!nse><>hfEi=ieE}Cwm6G*is|}^!t7Ap~5Nzio!-$Sca9v3Ob92vh zmif4sInA9#bbbjL23^mG$6Fqu?xZc`P{c=LSL-+u>RCl(c0VIp^Z0mNF$Vht5c9?` zb>{rF|M;Dc0vYsqI+LgShMeG@X4v8(^Lf=t1M}hnQodi8@0LD=ov#)%t(mu>c8xjt z7oSVK&I<4wR5amR=!40A z73_9q2C-6n1kP@Uh|RbhaVBCoqaXzLk1LUGqkEw1i|LQQ07CyVxXpeM$<+yDU3636 z&}sqkd;B?#X7w<-yB(6}EFdxmo)|BT;Nim^J$QO)2inzgfcW*jGQ4s;hh^I_AR>4O z`vm5g{F1zaB&L5rX|I&J{Q5|N)eEmvkV^$Ux$x0K7=M$3DDVZ0)Nk^VQC{x zl4IU)m@xSm345hN(Uw*`G$Wq;yhG~J_@;UL0Hy189Cld0d>Ve)cHJxvd0oE zmxs%{E3<&^-LwPk_Wq3;mU_~fPi~`KPBC!Kq!V&4D53S&+`PH5-c9DX}uhD4L^I+tvISrE88E4tnPw4oM1W;pVhPO-v zNT#L%S|q#_1@BX&W+ohhniuWZ&3y-2Ub_dnyX+{t$W7q*Rg`_ForY(BatD90We{Sj zi!zasvKzkXR{Wuv5_3w+( zGct?v7B&J2nOTe-C501J%?;0Yd7`^!-&wBd7~*UT<(5@Q!WQeTcmnOmN9OA@=N;M% zLN=ZURQI0x_L$}W=^L5s3X`U{>I91C98`^Xu%)PZ9Hqo$w-;b`WuGqpLTy zpe5ciBqvS;`yU7cgB=_LwJd$W&dcESwmWpFaw2?P@D^>(mm~{~0&vG7cAj{*nHldH zV7A|wU^c0=^WSd_;eSESOih-%<c;jY%^}dygR&~U&k^} zA6OjYca~)1zvJcn{reKg+@22RyYOb#c}X*mPRCo0t-i0Xa^EsWpmr|vdqpoE6g-AUT~C{Lezssda%Wj;K0V5akHskawI36pJCN~LiouaU$Re#oqIl<;vDPJ#52>5VH<@txNNZ2 zWUh@Z&f2<)w5o1|mbMl~IP?xDisfo>SKq`zCmEt`_0e>9n(JN>Jq2&&yw*N+Ty{ z)G{F@~^`-PzC6?LfosuzmQWUx?w7|2Pcz|fUtAi3Z;x-si6FXx&v zsH*G2^khA_(|QsqRnCANwh`t-bH}M=>={t9d?h;JdyzduJcJuQvADPTA&OIshmulj zG^2Y0@A#(*-cJXxN5@{|cJLOZ>t_qiPuD~JieU@M0UBvkpCD6*|AVx-wfa=%Qdqt> zl*;h@gYX4uPRypI@Y*yK>?aO^%V9}oeWbg7LPiw2Yj7If)rf!!s4*-}@26~PHlf;0 zr|FU6C0JZU1Lu!kgP`3vaiqE=cA9w?eH4>|D_*&HyHEytk#vGCBOE=Y@WUv_b^wC? zi|JRwcOg5j1NHyh6FsFk&3(=6Ye&bpLcSS5nqzXFSB{foKv|;q(qhY$`ebO zHjN-g(|jp^GG-bsmt{Lm^4Zw)$uCB$Hx$>HU}lqV6zibt#X>A+`Sgu9_+F|lDVqP0 zo|!LW?l3O zMWn#X8fQNc;soUpQ2l$2oy*sf6JC?ak_pj!iS^6biwPv8mwG5Ny8jTL^Rg zEW^K-HN_;}eaT!V>&TY_vW)L6;G1v~4NkDTj2pwxNz46r*gNDtU;eTV?l&94Z?pel zo7s8%;3-Lv`Ynjf4_yVTq%2UmvI{%J%>tvJ-MDyA3m;O8hj|G>5LB-N<#Zx(+!?&Tg`!ir1t@KpovWS+hFS03Pz>)qnzlfmoV&dihx|SP*1|SK zIX((fR0KKRj+f!7Z8$E}o{5in26M9{-^2Nn@3B^3JE|%zAdaeaMJa| zw~DtKkIYL))l(JR{_JYfIzM`%eta{9=L}`WUobbQO|yv%uCmB`8Zy2+MEphra`D z*yXDTGF>Q##;+Gp4_d;p>gB)K(Jl-)>UY@tB9D^%_7H-7M{u;@a#(jk64uHqg4R4u zbj))hXg&;ucW;Z3!ps{eOg)lHc{7JH(vYQ<4mhIKjoO5%Z9?An(%JlyJ^ZN3Ozwi z4uiaJ3%rn}lnIU=U~|7m?;A#lZbRy*g9=22XuDh{_fT#)suf-ZUdx(6$Y%pKIK(w{ zP^+Ljg(B$b^P-W*UTc#xqZxG4B3IfizLGZso4}EmT_}=$*Z!4Y1(sAg{HfEXuMUpW zGZUuZ{j*loG@K5v?6VCvesKql=M?(pGeG&=WeVl2Ev3q<7>8?G#JxR|S!Q^J)ay*)XH$Uv#Xe^!d{HaievoZKx=UE%K~@j^)NFp4D6;J6T~sY zezV`ftZyM8akdtY7-Xa8(;q>)ZW3rdV7+{EP4LqjVNhSdA!>U7d>8+;4DKd0uu&ZY(@7sK&=5=bUb zg5?CMpxI~dkP}MJ&}HGBkbiP9*tb{_+Z&hZewSGEWVtw%@@^16d~=TY=9Qt1@@iyq zgBm@gszn?>hvKL=v$4w88WgvB8_eObeZp=63#Ej>w|Y0~T8cpU)&#YW^Rao<)X<8}^>xSd25D`L^zdIL?gOQF-6 z3#q|yNqXn`4Ayy+W_G=g-AO!4qSv&kqO#e6bRb^|Z5oND@4Qk*MYFZ&AqNSbz`80h zzueEG$T3*)$_)K|9>?>XAA}Ai5!4W(V)4$zjSjpff<>j4p|M-x`gRjr5Z&d*8wnnz zN;A3*PqoviI8g*ECx@Vb+ya=~I8Xogz01_2-fCX!M-jN@KAl^xe2rIrc`H?Yaw+e~ z=gsgXN&ty=K1UmyThP_-i|IAZ2~^p0ithUL7Y&Hypk6cz2VN;rgs)h7 zlE}k?O!F%(81C6f(yVQ9a+Vveo_L^t_DnBw3<^R|uW-oI6Wcg0>8hk^0h?n!)&(v{ z^YF+4LxUGI>x27!3Q6});!AQzxQFk^k<%sQ=G5tJ5zlY_X;*nyGS z;X;o$i$I4(7rNhSh;;Y);K$96(QFARcs4JY9Vrwdd%Zf8`>qlx+-*eM-6g0s?hweo zd5p3R_u=dFFM@N{3|QC9_Q=9jv69DPq%2I+W%6G1SV}V79|-}SinECG$p+KP#zrkF_4Fm+HVXcyO`h#ISc&jNwjLc5ZK*}iWeIR}9vO8)JRN*x>sDj`7O!K+J zdAx1@g|zK!H+qTTS)T31NxFRRJoG`Z1)|=D&{~jV%9>cUn~UG1<#`IMT}5ZcSES@#Zq|i&k?%ER}lHG8KVO|Rd8QI zDph}TE44&;pGDcuHz4lfj7y%R&^6Bn>OGMH9hz<1k&~mzd`AuG=`ySq_H@7HG^i#U#KI?C;tUyJTk9l*$a_DsaVfyd9 zPv}3neTZ8$6KzQ}Mg0fF;P{;c-V>FdU|;78Pw#x7qqa!EM?r$oLauqR_eFY0su0-? z4}#!;CB600Gg#|=9uB&OLfgA~6d5B*|J+>#`96SN4Z48oxl{0vbuPU%n*m`Ru^`rG z!W(_83R|=%$)-gwQ4`nJaF+CWc(^`+()KGr+EJ0*6jgxFy=C}I>q6*tEg^HhbsDtq z-$Lt0outJw&*G+?e#WBH|>-BfqGf~f+lT7?vXzK-cJjhCTDLkxk~<7og+oR6qt>nIsD;|mzg^IS!DgiZ_JN@BqBQ=$>c8( z;aqXwj463p(l;K%Y~_w~1&+ru?oy(7cyBf%9MsKvaN{_)?{q=8c^tgw4w9tHV&fndF!JQP6Z3-g8&&PD!A=?C=IRRLL{I)b-yy@DzesNpBim1iw7ebDqmsu@FR?fL zu62T_g%&ZJ1`>k1aYVqOrjZaav%k2W(g7kQ-Us}9cD5=VkORhgFs zBCzh34;rHv!0_sNoLnhEI?gsiJ}(AGAJM_Dx9b?)C}drGV*fDLr<8clNHHNrn%Igv z0Ll4r;F}vkbVGfON)&eB-hI*R9BCVLNQIfIS^h!qq8_307GeCPpq732wgSmUMLZmG z5gzN!$7xb|c!_fjgsVk>MUFI9J%5IrH;duezok*;ZgIS8in~Qo0K%sj~+jt1L>r#}{nl4uIHFFGyXPgXfwz^Xg6Z(RW3Qklc>f^xo|$ zsP^73`puu6Y+gARW!5;r>Z2ie?{gJ~ul$0(>*$2K*59Q5tdqwzbxmaUn|7$E?ZaO{ zispSZ!eu%fGWqH?j@c0b4xtO7D19d?zj+>%I(*PQT+8m{Kcg6{YU+yCM%v?c4lUsD z7i8=2rEdmcV(=%m+*`z`VXkOPxSMLm>k?06?EA%U%Eg#H<-~=Atp= zcIqd`B(Vc*$1)v0}bL|1@UKDQ%{1_#07Z8DXXho|6an#h7{= z%KuO<&tK3{ffcpKnb3;?tu>Aq&@v8o5X-cgE8rk!TUEN2t0p&8>CdYT#8UC1zRs_^I~)?Gc=V7`B5HuGz8 zpQVyw75|#hT7G4 z8k-c$v0?T%+Ts`y)(XHiOMURy(@)9boGBOy+DAO){IS}@9k`*h4o0Iw@R>`oSf^GQ z+XVkd?j&{K-olOKSIY&mcx@0oT+vD{RTneU%f?_`nHc(YJ`bsWdrf9XCXgt#IDBW; z6q#6+hJyvKbHrM2;)8px!rtqTNYhY=@mF&pBCVZ4lI{e-QgV-p`_Giam+U})T1xTd zf&Jvzr;Hzc7c2J+m==P?s^%D_}Z;l)yQ-7rV?T#liJuPynsjv$rwQ}f) z0R^~oF#>)}p9a_0v|`b9{*)x^&9$~_M=w|3rR6`xBMYUsv_O<6v5K7rcXZA0-ri>X z^V(8on{EjGA@wf0u}^?nIT}Zf{gYvKEL?%VYRx4lADYndO=EZi;u04XJ#y<;6PS;m zLq~-RXg+rs{&QZ1a^_q@P8Z*za?5+vrqrv{@VjAJrCAcXTM9`D%SCeY(LkeKgY=v= z?R3}tI(%!{B^*K|ut8iitspl{ODh!eA~Xf?ul7>Zv~2+>E@yYbgR8)HeX9AvQw!<0 zK`cK*xeM8{-Rfu3cc4r}5DIBiFyx#Amdb~oEL0%l)J{5mMF&>9YsWI4Yw2CV?TGV1 z0XgZ^S?C$QL_^y&nLh1WAaG0n!KQ5}MCc$jC8`P@n}RqawN~JISpi3s-Gh@dhnY2o z-}OEI?Snlz$*6Lr5*{l2$k~;;l#bwbpzg~TDQ`{#-WmG^R9Vjd;4)AACg~H*JoW-L zwf3PBzvp-hodM_Hr_eS%r}e7kM$r8uoe;jwnZ9@HFyy|}hgJ=%DFek|zTO#p8grHIvQfGCR#JDt(l*&Bjx#|h#x=j*pd(y}_#PEr$(Pk!d z;~Yb2maVlXdOzl}_v();^Nj}DcQGdC!tfDC4Mx`K1`f<#YFO1E501WBa4K|+=&oID zd?2R~D-ls<16PchyJtRT(mudI$a?dtqpO$~UE2K3DyR5`#XN?b{EJr`PGgD$ocMF1 zzv~|noX%vg^=3*Nmy_g}H~g#88n|;ELtMKo7$MdZHXzE*jWahwMd>iS{_zNG@^tWy z87=6@dSRj<5{@18SjR#sg21y3Jk&M=kpXk4S6@Y*{9K3?EFwvQLol|zUl2Oj z4fu5TcCcf2N-l9+^!z33J~Z`#(w?udUV0;0RlOVwHbipHEfB%XehR<3*8$wMrCgIi zalCew6)8@(2j2&$Na1j=p_arM*zxrl{LM(k$GBz2JICUXK=1~5{BA$w9h{^C zyJoVzfql4qDgowMpF$ZoE0BAi5r#cCcx~6$;OAn_ytM`Ol#+TOik-NKGCqgUxTXhH z3&=u;6@w2f2J|8MD;<97EOPq#3l(W(QbHER5HgVtVwd>n&bb-bV#tbG?*Ez=zqk?< ztc&T|dnPDouPh1^%E#9x!qI=vm2gA60gejVPyT%nq0^=}q8lDE)Qfp#IQK#nu@d|S zH)TSxY?T>hPz(5w$Odw_U_a~GnhCvkl91PoK6>(N2lTtO(AA^ys762%T4rvdd>@HX ztFM2fjPhU5AF{N`nv$PLp=5%}sj5Q!?hPn@Q3g)P>x7w$x7&3)d4@K)CibPU`r3^a4*89;RZUl={k8+l1<+`x+~q zPJVuHV{FQ=kj)0+Bwgkz*%K6r)@Lf9W+yoklBmN(OjO~NfjI2loeu{@Sa*QcJ@~!0 z5`U0qaKs2hbaMR|>fI7z;yi&`l#Ljbp7})TrW6^wV6R_rMjrmKPTbAEj$yMv501v0 zOxzvggI!)UVEN6_xXLv||K^hU=*ICjbg9$~-~JbCWVEn_EZeCbiJNn%7~NX?9?qSsqXY%R$Z$rO!4R8K z-)=sLRylQ`uXZzx;k5@yZmCCoLxptgr%h0;@EDne-J#X9S!T?-ZaDWy6z(Kp^n?47 zR^iLxezr3wQYd2(W^z2O+Ecf2bS8? zQ+;7HE&Yl2FXk&Pwre`wi=I;4(p%`InuP^JQ&imXCSJwh7v917{q*=m7|(L99B4e= zL8pvdq9tP@;83D3UP^O$@ew?F>*I0@4+~?qcP)%jN-)Y*8%Af-#dusD3T-jhf}n_U z^yzUm?X>DJ{o7zGt#EEWI+*jDO7bqC1;!1i{Wpbq;jW>)dz+(an_tn0I^l*&)B4zZ z)tcAyW)4r@Gl5F36M{MZt|(`l4!Y5Ii3)Brpmk1X@bvatqxK!Sw7BPb%6myP<^J;^ zf z(>-U-fg{`lhYhB9*26|Up65?WR6drMXvp@{|G65QtreuApY5f(%l=w?8dQaWB{`^Q z`Xq|kV}#tV{-&A8kJJ*i74&0;e0Vr!j66rR(Fyr^dPPCks4DYH+D~*9t>r%rd9f}M zagS86S{93_uza3GHIKx+Tt?n1N|J<#&&=zO=KKilAyW8Il5ulQC9=$Y{Q9LHv+&q* zxWINO9)A0Pm+bzA7ri(HfumI<=bB(;y@!<=2yu{&Y zO89qGGV|Rrim0s=B3uz`1943k@Ly<-jf!`}{}f$`Lrh&8Pe>*0n@S=rQmN)H=NU;- zBB2OL5|XSXA$yxjLYqoRNRm`kbI;SJw?q=6tXUEwYhsP%GxwGeeN!A7p&T?ow@0Y)izdtCPZz_JpTQyji*eO^^O$^dZfOcfV=5u_? z6b)|g)I|R2%*R~hj+4CS-u;Y$mko2IJBnTFWg^wD%;lrq-?2{r)v&kJ9<#9$@`?5AuH)Iv`;Hl+JKG4m z@8L*pkc|Q}e4!olHlskg4t=)$P@|b)>{aHNVFVizyGY98$c_`=b7ZX)gV_n6XD}{~ zZe;nbLuMy-%duhiZ?h%C{;|K}(#DnDdc`h~&t$6o2=4`-p=G?P5_Q(ENwl%BuL>o2E+c?a+%6ZI@ zuH75YgR3a zyg!7IpEJlVd{P<{=r@U>x6DLM?oUN7<_nk&ljLnUX*QwT`gM%1q8l^a_mZfmxrFs= zH)W@{<_&Fq+4G*aA;yF8ApWc8{VCXMTN=NUh?qsKjq4 zS1rv$>)S8&FW!_f`Epl-(TvSvTHmIMZsy-+Zb{!8x62Nko_(*VRnWETe)fxBo#9Uw zqyc2qVGy7Hh7Vkt!E4pLCqoWpaFI#ZS>Hpk{5$WPytA1KzxT5` zDL>%IZ5$T}b4U1aCmpBr^S|Hb#_MTuw{coJ+ zk_>WR8nxA>7a{c{baLt+9uihcDsB-Pu#VNS#BpYYxx$|r+=kDt+{%DLZeZ6%%PbES?kSP5cdK794^~d% zeANy!;f;ehx4LTfebpB>D<+reefxyDS+VBq(qs~jMHG}J&s`u z?L)Y~dL_(bL6bj~ah?0x(aCguab;p|onY%VJ=x+0Upph)b*yP%fz7Rj!6Myami@~W zF`M7K6Lqv+VoZJW8Sm7+Tzz^TV=VP&h7U7frk1Q==j=FOC*wJfEp-0J=C{PNNo*Wb zyllL!Y4Jpnd~h`L5eq~*|76%0hZJVF>@m*caVm4y^$hDM(yT29Fn4$Z2GEd`kneS2_ zDf&(xqu73g$vKm5m$~_ioo(zG#QE&f{$4{b=*?_m2rFrPx|-`pSx@S}?C(e`D{KpJ%OR zINJSNq{{!!E9Ys|4C3xTgd_$nCwjkDapd?&GUM7Y{ypo$k95>(_H@r$6KS{T{PnGpq;%UEsP7O0^xO1>||rZT@TLCQfhbb$*F! z9@jUrid!YoG`nl=#1&SZVv8$CPzLY^B;IcZG72dR-!U(&fP zhG+Sz3ops^aXzN&CGz~^xfFnGcFsfRO{H-8Z=$qr-6 z9R*B$yufjOVm|56p0O%kQ&{VuPPQ~DLh8-j#0}aw(ERLGXD&|RwrJB~7eh zSR6BV<0v-yRkK}1ZU%ElF_2k&E`hO2N726(GIpb8t+u_k`m$Y_P6*?;s+dh0BVyC$ zYlv+0Q<+K43z#ABh|M3yu& zK9-n2ZxGaVba92LABmb8h7&dqrYTj1*eI44hx_FSy^JsX6`4Q)*?=9n$MNNb3^a8P z#%mWM$aZ6UG+Y~ne)C?_w&N#|WN*jcdo{{+8ZPmw`Rl2l8YOFYM_%~5ITm^{%WzWm zX0)%Ih5HjOiJp$PMe)sisFI6EV}}{#LCe1ggLNYDS7-*}?76@>9K^I?n^4L81h%aZ zL&e`$Fxh7!6cz#Ip8**2BLuQAqU=LM7I-!XLhk+qyzT?OKLGeKrcCd|=lz&hd&{T@eYQD7YWiqQcliw>%JF9d2w?cncJ4+D3> zj>MZCAZBM@(%R|G{2-G)Qqp!DD}))4^L`LqY)yfbP!R+#J&I*kQT*p#J=~=A0C%OY zDgRh;j~J=(Sabg%wff@5{Ahhf+uujg*q5>7BiBPD!dND1^ai@&j5#dQ^RxI!OeTY&}kYgbxLk>M!L+OAFv>aW;`RvPF!I=FMv|@vlY-ny1v$ z%&jZYZ_)u+Z8QxNZcYR120#2%6p!v>&CBDuO(0e_7>vJEU~+T;#-A*s=cqp%s5%T5 zmS_bR+fX+MA5H00&#^fBpA5d7dw|H-FU8%`ES7&I!=PA{ z0o8fcnBxBo|17Q&v>Ov3p=>1`<6VL?Oq%FV)k=`@CE)aDDQ>P>g-Q#KK#J#DSl5(+ zGC_Il&Jr7l3OY?Qj+_H=PC7>UjYK)?yZ9+}09_&C29-5L{|&vj8Vdt zV0)Bbc>ps?2Vu?hTiEWNg_;^Ca1>JwV-}Qv=ifA@#cLSmmrR10ZJ982=pdn}>@o;m z_1K_aftP+q!kT$wO7CsYgYAvR=pR@s!M*?Sj~*SR@}~QldIY?(dH~}6X+&|@58C6ohR=_2Lx-GyrQx&pku@LAllz}9(R?NVzS>t~g?A~j z{TB$nHTpQBp%euDeVF}8diFI$!?qI>pQp+zWQl5mK!{VSh zt4rt|QHo!4_QLmN`$$ko9q$&BM?SW_BC8*%;ipqpm{VLXSvsE*7vl@yF^jP$l6r{@2JuGX&%9+N#Rx8fba45+!ctctp3|Z5j2B5-`jp!Bg^@pd z4d4N(he^+epaFjcM9at0k-O_K^0!RIZa z!XoE9Q0V!D`>Pc3cd0CRuWK%iuv^C(s?CPBQUkiwLxr5YPy@>G`^l}nwKQ!iFSyla z;H}D3Vx!e6-Cvu)t$!ovme%u60^d-*;8V2W%RacsXO*d6%Lluy!@Ae7fY z-9QPr9h(e2-`|0M#0^ev`EPPVyjA)ehX^0NkK%nBW7I9%#D}W_URrYu`#bgM%D_X! z(N7%*PrD4UyFD<|=@jkyI7~eGwHzcpPZSnJyQ1KqjCo>BOzup>1B>)Q#(6Cnxg!p9 z?wVt2h%1&3TLQHQt@)2zpTc2v2Ru;shdzzfh5JeO`QfYF@X*k8Sf8~Daz2g~RKNe^ zpDI(baDyiry)Kq?vflVyo8p3(rl{qtj?Y|9-52bkIq71^?tDQtk8DS; z?d0zsvpqAa<6fa{mYy<2dpc*HvSf!Ft7xC z6lbH>1S^U2vUQMm$_}kIJ){oxUi4~fo#|KKIzZM9s{`R2!IEDK?WCLpUOb5rFxzJP61eJ##W9spGba{80JgJO>frp*p zspApwZ~DSZ>?NdiNf0h&jj7>s4J_Mv1Nyo^3A zCgB&K2nXl$Xtq)T6f9=ZhU0@_W48gk)g37IsZ0@$I?7|(e+~D?8HgmV{m_` zGzUiYF#Y(f9s9$cLDu&>bRX|Z@2*M*rwL`0`QZo=Uya3Y?e zQEwu2Zz{kS!(-v^aAzX>@c;?r+=Zlv_V~VdCmF8w2FLICjO_aIC6nd7P|)v498-O$|7LWPYNSX6vCPZqcQ&l;Fw!i zF(Q@lmoqj|jh6dmj-Am$TIF)sx+oe=4~Qg%%`wmtk_gkD{-a4xM`5(DNaQ$0lm9n5 z9;VDb3%?c>aX!r@7K{WhyQ&@ zgYn-ict@MZrJpOKq5tV=@MxKfp#wsoH&6Oq`??R6wzwd*8^WTZgCswH4$L*a zPB)tPgY3w6bY$3Ls90S>zYN<2HDRG}@sxlX>?eNa*-gZ^dM(v+vj^Sm7o^epCtc(h zL)?C7!>sRV^w#S;^x;A+RFZ-Q=BEtc{fRSJa90H`#!e*uC9#qho@}}H#p#VD`=HQVV6G8Xy2Jn=5 zC4K(wsPQQtue-h@D(|vDd&EIv;W`PXYRjYkOsVJigrc;NP>t4#CSk5yb8c-UlFvOtL~CgI7w;ZArhOw;os;gJH)ka)-Ufogg1u;d`6^Ac+zZoD zg$Ytlg&8K!Br+=;eoDKDo;w=C->K4bfBz$*{qlmKUb`6OTa`KWm-(o^UIcKzML!7Ve-;*mCBRyzOF(PqV_dB< z>e;*@>XWYV@h6k`B=Z3DP25LATt|>6TC4Hbz|ms0jQMC*U<5pSLaZf3 z%X=&|NqV7Uts=&*HH5I}D`0yv1A`A_lHSwi;QL6QwB#PaiAqOt$ls5&$m}v6=&Hn= zK2v-ZcLrU){)f%_H}SIVX>!&iTUb_ZTDD;1J~ZVoK;45%V*6cN(hyS$eKwZ(?~gTv zjXgo@-Qr6RelvusANKfF#NoxfMDG6JZzycsftrhVz}--5Xm~TAV%n0?{Fk;1=rS@B zw);52JQE($-k(6{6FKl}RUJ8Ir&A`ZI168{=%dyKB}~4v3%Bk2fm?M(qWoZr&n>p1 zdTb)Zggl}b6^=np${I3o&LRj4oIxGR35-h)f_{VVq(<@|tgg$XC$5=d~!AH%N;MM9)WYgns7sm=-U@W1HvXj(1cln|Il3^f35|Ctd_y(7iRGC5p|~#ue_PHR#&66=kP;oKa%X4lCa(pu|0vu9DR#U6o@2iqc;1?utcF85qNs zeG9-lks;8x@(=agcAMlDUcvQKdMHy_2YRFH(RuY)v^>y)#y4ZA<+K%~Dz=;W&5bXe z`7ROUF4fVChGTH`O=C10w+vGjH<0gpkE78YB@!iPhX45|k)nV=oYNBvH-7}cCAWSO z*LWD;ZxzF!3FpY!iNw9B6L8vX1Na{3 z1O~4)A++Z%cn*q&Q6I9&Xpdu1FTEQX{CbHG$Bdy?-33I(>=yksV-6l2e;CA5hvCS> zdmv$FJ52Q{CG*!jAy0N%i!~z`K+dFkVYAsPI?(R|7L6YQ%k|pv%?1+~;eQH!7Og== zvnc$Q>Vv+$8PvY(BsnsB4b-&Fz?+{0kh!ZUu^(`p|8+|h4DuV0G;M~>N%y5#i#D~N znJO5$Oog_&3+X>QxeEWE?@>lL1F^M^U{Y`dGfU>+%DzeP!p;xO-!u>xhjZ}uaszry zo(2(Nj%A8>83_FGfmhyJPWrwZ8M$_Cq31ms21@;VbZIYS^luCu@;;Rp2~swCcG z8IJfRp~Jd{N%QU2;HBBN5c_90oLw;#OzqCYcHI)5tXBrEXg*d+YgTd&WphrwKZs34 zr)1)5H5@m}35%U{$yo?PpJf0q6T;zTlMZH#Q-<<8r$|=!0{Cl>rIkx8VWLC~Id)oj zuJa+QJxo`;F?u?Do4gW!n>?ZYX_^<`W*#SXcS>l4T^nz=wwfI@$BxU8e<~<%F~Wdj zPV|w{e$2fcFFZI|1Y=u%5~qZbm>=E2yYk1VFl(S#<+BL44me$^sXY>x-akW%|BS@H z=hASa=2$#EjVCc1H83K>34`ug;I_(9P;je(bPZL*n~SvI@ZuXd&lKUW5J+w*Wq?;D z4?Wi&<7mG~I<)N)(Yo}K45;#h&F7=(v-3yD>Zk&XSlbl%S*X zMTlwmiTXFclWS{6pp33QJvySN^rTw^A2`mGa{Pu$C2PQbR4n!XDnoiA z6E1dso=OwhEcnW&(%kMJBEHlaj%{tH?N4Wua~E{T^vD&cVW>w7_qUNp4dFq(S zl@2KXsD}DCyW*Ug(yl|+0X}Kw;@7|uRQN8v(|bN4i@K{ZX>Bs|0SUq22?~Ge2D2T%EaJq3ZDIwSf*6v zgbsC&NW@cj?9qD6mQVf<2Aw>NO$jZi&@mqp2OE|aJW>Rise9q)yX~a%VJ90gav!w` z&BUL#hQs@Dk$hxNF2+GNHJv&RgT7qjL)wMz6xvj5}z%hnD5UJf=(L zttWz-H)g$BN{_q$INrk}5 z?Rd9f2hEsMiL%{eKvnOR5Y$rwUL{)S{kI5Cn*XDxrG=Q&Yn`$8-bD~!(GuImYr?SB zSeiA{4^C=Wh?R$q#aV18=)co}`HS8_hw~a5t#5=MeUm`-qcM1-`U=hI>Uj3qev+v5 zgYF$J!l=R{@a)qAn$&ib*nXK#?=4A$ts~Nihx;x1+y0ESV{#t3^2S6ui$A1JKO)I% z=WhBDe&O?NepFp60maAF;eb^rl>B)L@h2x^=36(xB`F(x#68%uvj_`M^iaEgD`18n zq=h>-5_gZ4V1MN+UNIgF5o+N$bg%>bY}cU1=aztFi9g;CU5xrS)Inz0e41}R2>o}B z!JwBq?EBFV(Oan*$L=zR@ZbRU{o^@k{p}q(_GH3^Vkz#2mZFgNI&^C26H+^*L6Unc zyF6TqpN7>f5JFv-p=Q#2bYAB}%s(E4Q7#v-&&Lj$zwH-vb?pTI9XSy4Upl_rN8t9; zyNsV)G#{pLjh<_brdirWaN-~XF?%fG=} zJOw<9MFhEZAOO({pqFXzcYZ(iT#gXbj+UQ%;m|a zcfF+j#5p<&oiJ?LLFDdtVNdUQ$eld^_IE_kq(kS>2^`t4)gz&0TN#<1pbR6j;@NN) z1+n?|yVz=Z8WneG&?1MajO>Zabp9|`bXNK*lvb8=)?Vkq>icb~K4S*vJo?LRb@zmt z01@ibrKoA)3C(#QY0$6nL|#`0x}H2IRhQ?Grq$EguI2IQ#g8E+&(^`I#Q*5WxA8=- zULT!qIl-a9VYox0E_QwOA9>O6jZATrgDKh(81nw7bcY;Il>1bncJmqd-6{tm@9c21;x2e$odx$4 zyTINdghX6j1-~oW+5KWOuo)U9JeCh7{dIZV>+_Fr8z(C^UQ!5y#;(KOiDgXfCJB9+ z;D{bot9g}g*SKM8C!wxlHTD0nlRsMKf!MAI@1>akj6D%>=IcTXoddA?k`a!+ehCdi zG$G|w4LQ~Gkd=)s6lVXvKuox%m_SaBZ5?6&Z-_9~{?4V*raY`Ddluf{eGgre`;Uzg1>k60JiqW;R6}zTn z!jS1@m~(O&eYP;0v}|0+`vhNwr{fNhB%jlmcf=i{3Rz67QzH)oCXfej%TemTK=biV z)Yqk-<`2I@e;Dq^Sug=&w|HacfL&DQQ44u{<2W54{dO`kveZEL4s~=gBiPoUNfDeFw=UHCsISMNYi2dJrgIO$K$R`}9~=03I9Pgr*xjpz39+@Za`j7+-k; z*wO#Nrpxd7%-(-A#6kr^K7HgB&6?<=h{59AwqJB29|w=r8LX|76LQ7VP-3M7hvr5? zq0dw4jJlaPuR2SdS=%2?^aIwlN@Q=yml!7uLXUaPg8uc7|R(g^~`($dN(@O3<&xNEv z_Qa-m6yZ%$=~CZjnrx|$0a|0=VA5MM=e#FmUucG~C%aLTsH5H_O|oc8Iw(dm5}Dg8 zCH}kKNp^g+##tK^C3$>1&i}p-PIlSD(^hw4)Gw5acNLNw8}uP0;k{5cu3PByNyBYn z5BSzJ39(UEA_w6->THSw6Ez!%+hKw^w}--;np@PxWLG!P;aWzJJDaoO=J7#DE`$A#ua`7{{|T#_5=l-`50LBeW_m zO)tSKLp@>5oUU@;h;&l%+YH9kEu;V0s!&-y9@MwoC#uZ?=QC#49I zrr&>`B9=!zi8HgBv~>3f_q?L1p8I-~43tCSn+BP;^)O1W0`^bN1cM+~{?9929CLm< zO=8s0VVouO&wda6S(SKbTR)ujFan>}(X?a7P)Wqw6X<<)0vh!tLeai+D9<`W;)iy@ zKF5~6*^&+YMx9`!ky2jVRz~8xZOGKEv9L`g0Jr~CgC$qa63ww6C^OB6kinG_qxQet zi@@O^bMFpUVO~jCGPS}y~n|07&K|K39-4ta71}eL;qH8ufUc821Ms1}VELLM>cQjNn z2hs7{ZsGL-U8J4IaN2ok%cM7DGF*wQLBSx z;|4e{p@7!)Jt7N^WZF5(ZG*=1W`c}7Q+8$;W6cp~{uSU(Qp}-aRlJ}Klv7@N6ciqhgT{DH53iu_q`1P|we~oAgaLm4^oA;IsGNz-nVni#jS=!|L+=1 zNp(fN{&Z=q(h>4=aTc9d^MjNQ(g(eK6Gr~{cj2x4E_nE;g1kpJK5$?#ILPb5uMM~1 za`{@a_w-&+tj~mHZaY!EEQ*p*i(qhPJSe;y3iUzDp)X=CIGxzVer(%=Ei+x{mA!p% za)JrzKQR`3hWf*b*XQY$LOpEkJVZU-$_Rt41AyRpenq4==*LBqmyMBR{(#{1%%{s!t+TS-5*J%IBr+hC-WV=kP%0TmC-C33RA&~lXmrY=~6f6g|*%Ml%< z@L-{!&hNlQHM?j@3CC}HrAv2QJ`9V#t);QSifH*d0+Sx3LDc&`nq<0d&HjH(Rpnk>WdL&PAldU8$Xiwr}t6qPdePc*K5Ep zW*q&zB?8^0ZD#hD9pr2ghw2#tJE4{jbbm-TRG)xSolMNGX(w-$8<~hf(^;AF z!FV|72&!z2f$L`}$$x)Oh~VN$qDmY#nx+t~d4s{euMr#FuF+v-a&YS@3j;@Pz$Wb} z)Twt7nzR*DnXlJ?$cNIlbTw#RJ)WKjNkjS2XFSpSMv|HUx_?XGch@2Cz^#>r>_Z%G z{D%%Xcng1AY=qJ4t4S_zN}s4C;H!T|toQYEr01T%rwuG2_s2W1?M;KldKDSiw#*9` z6knsWd}0`jw{^u(>xa6i%!Bck3=qO=wY z$_lApo+`XaK2D6JU0i9mBS_IyZ?@_8a?COElNyc}!npEkn&oeRwShbMmu9=ksIM8A zbMFhpTdyaYhpL3>Lg)8?R)O z)rAf4X398f=V%4B@iKf}yD^ZFi=ps)8hkys8uU_!VBNhzAV0kgD&YyFypAGkCIvzA z=_0nd&lV1)VO1is>iIu#;i1`IZ;-JQl;s`n}*dItBlTUf==8eE1pIh&eawg`}U- zj@7Jrp1Mgb-8ZfVY-2uRsTl{NT3@mqlHso$olbN1puLo({?@D$#b#Sa@r;fQFkIlV$#qP;&Gj zhU~HcFWZOg-?#!^&S5Lff24&GZc@(2Tn-}2uk)sb1`vH}3u+#HOCrMGlAjGVSnGUB zqO!eDcx1zZ=fUN8dCLuc8y>@9FJ91qHC<4%`4GJsnn<#uim7e@Vp8xwVcPG9!lvPA zq^`G+Xcnr$Z(DiXmj8(!II$WpG_~Q^+p#e3^avO{xrDk)axmbw92fr9l9c$}DADh;}M_^Y9Dmx7G}6hgxuTZ_n{F<{yPN=l_J0g>Px< z^Fpc|TLdmg_h9urF{UnJz_eN(M~9V>Fv)h9-guB0>N8r0j!JKogc6cY~eo6Mac?NS(wmtxr&=`#^d zdqc5QM~Y$n;6K8g_gpj`R?DPu%l4|mgVu|Jv$P{UW=|x4LAMQ^yVb?!UFQKmtViVq z57?7YkElX}4MzOYCk9IQd9!3`75S#8^lMQZKYQ+YRMwgWoo}<@Ucw64yxs}dU7HF) z8@|(RTQ8$R>Ue0;YarY5`Z)9TjS~B|!?e7zmV8;9Pfj&ToiI`!;;9+MVbc?ctn^Iu z_n$^@l%0~^#hdxCa~sLQ;7yQOB?GVYj$?oY2X^*#_&`glW3wJE1ocmX#=~PtmAf|l z>7Iy|hCeW+xEd5A22^Oz9Er;+4M=9z1|F82gq%K0U<}S-$(v%}x+dXw-x&c(6#xnMs{%c&;zyJygn7b%>h!&C0ChaUQ0 z+bkK=*hv=Z-a_+Tji|1bOmYt>kdC$h-l)|@=u9rc?v@ysbz+2c)^dkY2MqC8T`oxq zU(CDbPsjE7EYOQq9FxJJc}qU|wZjpeT$C!tw^-q|e}_=kxr^+4tN<#p6l7m<=uf9| zL+4q7vRV|@FgLK{!a&Z~?haX8p@sBx5dC-~i-gvG!RsM^iFo)rykTz!;cI8|GGQ}d z!pL%(_GK?#^Qj{qPot>P>~uQPDF)q!oMJyb&co%s-uU=~gczVMH@#6AJwNs0(6y=H z?~w*s&m5Rb8#76X-cXX1hr%|WO16Dd2^kPAL*FVGq3D4bwsa@)_P0|Y`LzT^MnmA? zwlw;1YZ`euJP3THGeX*j5~Aw$fOWOF$2To9rq!ntG2dtwq}gJDLyGwJa#l)wmpsbug@n<8>N1l&y!JR@>S~PtA@?OCCm>BgxykIsjg!eKY!pJ zOzZy2h8=RC&WeMmWReM7+v>%wZfpbCZH4}(su(rJOM0J)V8h1c(nZ1_dhxY8x%aw| zuajmIzR5Yp%O7It`<<5ba7G<43zAXh)lVApTp7|;N8lh;9f<3n2X0XT23)?H z^NO=an|2F9H#`v1YQOVGk0j8?_EaEihJY;O;V9X9Sbh2yiEU`4_r%iu-9H3%Rb=4m z(P%K=Py=T3qL8~}T(QM_0?hWfLOjhTqtU9*B=3VV=x(eN(jp02tL;Mc?w9e(pH_i^ zt{0rrw}w%hq#Wz}vCzN&BrKaXNE~}7jMk2s0KcZhafxz$M0ZXl-_dk{7~NUSFS*@< z4n;a*-N~n6(o6>ZG7qxMqzr1|sfV1)9-{WJjrUk#fG1wc;2?U0Z*SJY-{-bN?ciLv z(kbmeJFks<>fInh$e}|si!pMyGdNuz0FR;v@e%B8sYk6==x>t;L%q+$R@_6UE?> zE!{&prYxA)a}MOAQWDCxv|;UQdA?+>D>X8kZ@)bX&x}OMZ4_?Oc`$dnWal*D~g}6YP=`ilp z0-6^x6W01F;)9O|iEB?Z@loD_HJ7BgXoR&Om+FO@cfOFLZ-!xgwwyR`O)_aTO9MLW zJ6*jk7A7G}x(g|%+ks3JLljtpOB)E>)^yZV_X?f=TpIlhbwNV!knDUBhyM+3on zgfn;?ETrbG`|*l*4OC~^qO=c_ICrh%)t4MVeLfjHN=-0fX+inrD{6wus(7MZR!efm z=izKueY|(-6x}*O0hcAG0Qv7J4Ku5!C#71pkmKsSVdrLuzdjMg^Fm zi>cZKA1RMsM%6cFQlGD;66+VMz=qSL-ystH0_GB<8=3TlPZz1^6r;|ySQsDp4_6L) zO|OzC)Lr&Js_E(n0TyWj>zsk=vrF;!r+uI%871zSx*2CH>Pj(qeULcB(R9xi+IB9I z)Fw-WsrGIBgQI%FeLYKTkTU-pFH}+OZyqq&Vl!H)9>VD_dT>|Bd^%+8Li7qwmYf=B zg+05anj!BD8k-s{w8XSQ!xY7e>=X&!*53$I_Z};E-c(IaqAgIbUjlO>MVQ|_544ot zk&wSKeDwM8Fha)(FWpW+``vr7*VF^{;cV2)Q~~jTdeE#kM)4#{&+bRb<9VNWtrt0@ z`S@(A{W6Mv{-^~(<=eq&NfV4$-bV|}*ApA(UHst26~sR>m4BbrEUYP9jH6EKqQ$H{ z(0sfQhfVDS`)=v{bt<0Rc67wXpcV8}z5%vH?uLqiU%>hDd8~6CAeMco0`|8DQ~8ND z{K;n$lx-h^X+Fi!G3x?0MQ#KC%=bb`ycIPVR02z`K7qN_p8Q+6!5|)$PUQL%VME_S zw6XC3l3PTM;TgI%R;I{)CUvr==8?*8$yNt8g+=jah5LFw_K{> zP_Hl^{epI$I)Z)=R3LZWatOWu1jDLdneUE*QtVawv)l*o z8LVf;Gq2y^@X*N}{LO~>6khhy5^ui##Kf;L6(C-KEaRC0r&EaWHsA*OX_=z_t8_^m#V?MS#P(d()pqI231vB!{mxAPYq zxtc81l}*F7Df_6ri5qKVBGu8pliszBKk-*CGyK&(2SMiOn)0Z*T~z*T7VU3p2Kkvg zQO0sIK9@FHnF~rd@Xs?cCNvQUvw43|Dsl)>?-DpSHC6^8?uE#DxoAX!iFDI(t*CC)x|Q}8Q@&zheM1HvfYXDcPQhXl@V~~&HpGm(|D@7HjGQAP?;)8MG+Z7ID6eE zNs?5OCZUofNt0BPO6JUSl1xzuk?HJppD4-HEJ-RPX;Mi~lIC~6-_AGZ_^rM6JzUrS zDuKiqyWoE6YRtT206Il8F@9+q8uZVF8h1xB=V1cR{(&=lqdbNV50sJ`kIm$4NEe-6 ze+qlw-o?Hx(~03~0aaoz(EoM|sTjv;ud5MHX{G2E7Z~Pw|{x(4M%*TUqi8{%Ak`MFr)`9EPOw{{P z4$tSRqh6RjQML#mxiU8}AhHMT-&(VSm8SHa>`^*sSBsV}mw*K`ozrq}pf@hJ5Mp_T zJg4C}QnWnZL9|a=U{R0&T(lO!&)VsH#kgKF zW#BZdSY?jXWEBL4o*`J4M?4C*z!mOXX&!t<4%M0ASC`eGQF$J6RBRagsVb;vD@nA@ zWx{}c0lZqYfLN8Ur^R@eIy|`ui8}{L#$^#uc%uv{u0Kh|TX7R*$=k#wdkWotQyPsz zMNQ*Xt#H`R6!wSmV8;DjF5gDU%QbRf7PMKDH+B{OMuJs zc35FsPmBJq%ZR_pcxANE4P9S1(IM4F=JB1= zCayUigk~9WI+->)I)0JhPP#wz~Ub*&?<_RmQN7Vvo*nNv}-~EjI@t*+=E4B)* zS0ANu50l99OcfNyM&f(HI{d_|0_lWq`sP_9TIq6k$fG!T6J(2Og-aO!HS+j+R8lw^ zvId`tmSVliI&4vj#WqgA?y}s9Xf9iYQm$9&46feuy{0MLdszuZxZ3JhuN+=@7h$rl zY8U+wyB2gGXA$LjXH9#9rr-uw9;nMw`f8m%c8t6?=^dU+jJw=WtYH>jyj375JvSA* zrlk{4okut?a|`Bwe~!Q1TIsu*6`<^sOuuCA#D<~s*z-JzDkKSM`$1P!a!;!=Uu6W! z|9Yt6zdn@C-G!z9_LJ(^4S2;=f~JnqA-zM>dF{q8$hWpoqS}(i`<2!*kiDotP8`Sq9Zs`$l!LCoJx5Y%}?wxcZ z7gLJ&;sep6`xb5a&CLdv|D{v8*-YX^eNJO(3r|(EAgy3GTa6oF{xX07nYUCmZ8h{( zuLfQlANJ<22b-b>u$ndx53W%|$y<8p-ggj|2Z@Ds8MtpTR1BpC)ke788!!oK8Bb9#iShQ!uBbm2L7& zCDVq@fM3V;@bj;s%rh3fqT&DViaxj>Uyw;i#a7NYiBPr94SwwyLp4LtX$ROV_ndOx};NIO$bo8RQK zbaybW80PZ5`bTJHT?%#g(IkDHU&xhUGm>^-zH!ywW!U!iG?=NX6OHB|s&t|j3572G##vr(@Bw8B&_#QgTpTqFhZKal#A|Ql6R7X%sPvucNzym)lZ^)|RZ5tC{Gg1h#$3Qa zxfbT6qKc{LjRUwR?GjylmeQvD1y~51=)Z3fWc~amh)oJYnS*NZ=4mS}snf=#zE=sK zHqvRcV~sa`EF(T1A$Uf80%i@#(3Ffg+H_y6 zjH}a&5k-UX-tRNi^SL(4$r&=nb9duZQ)zg~9K}<@Y%*ZF3H$qJ;1f$8iqy?vQuUM3 z*C~s=u|);CjU~V$DFYolz0q*2CadL@iiZ{m*(*Pm<1xo+^si(p)sEW)1DyBm{-7wo zVnGTmc8lZwv>H!u*qo~$j=%1hMmL@YelWKjRXCWtY435T7J z!-X-T!WQ9K=F;BtRo*2=SavL#MAbcl9ZfDg$2C)Fdrt(u4?MsYZVQ3htNs-t^aeBe zbusLTo{hJEO=Pn_Nx_t;6mW{n#d+mn_{L=)^!cWdva3m;`t1s7dSrz2LWXFby&iOK zSWBh;6cBF}EfcTA7;-Rs2RL6VCAkH&=y#=Ea5m%?u_$!IMRsM7qdZ-he<+XMx;Gnp z8`m?qXb#r#OHCU#%s_3qPrPs~1>$zIntWYt3Bjp|B7^66UOOY`LX?Ju@n@Ar_&jy_lMd1HeOOtwX$rqDiGF&`Jk5?|lDgV4+cA{RjUaANr)PI1D z`69x{H}07>Hz;6gpA_DV&7pqX8m!;AU&evuvY5LnfwZb{wU~&hVE#J=xF2hP$A(qW zC%Xz`xCnNkxhUN9dWn|m6XDz2CNTIio$jnw;N~h))bN`aJ~ugRBE`<4hAm;_qp36W zPv(>UzCgI4e4d7>*U(dk-Qh^-bNYK}6&FzStf{(a+}`(`)<_hn^y&D5l`UCOha4{7RK)035Jh)!q;yp_)aVwt90D4 zr+x!23=qNY)@3+BWr}Isj~E=&b)DI-vk8C4KBv#buhDdo0^H-Y4L2HT;ur%J*dUPv zlH$%-xM2n(Z)HR3%zCS8efFW_2@fK1aUB2HUJV#p5P_bn-Y|kEGhlvE7R(>RJ-3cu zP}_MC)NQtA`DgOxE9^tOd=ImtRd$JSCiBvkm>4bAQEvD^38$v zt9TQoFOu~6-(>KRxq@3dZqaix{x~K<7xlM?!gpv@3#fe@?=wuUb^U41(lP(OT+TjOKFZ#2V->fu0W$H4*fZ=fA`i)=;x$D zv$d8PujS9ey0d3Zzn@+YyQ(!9sgxB=k?d4_tA!Y*9f@(vQXsWp2y?_QV8zmDxKTA0 zM&gR-GKZzqyI>EdU7O3q9+9m6aXlHuB9_w8$#UrGxS!UYOC~xedx%E+e)4CM7rY5q z#G|*W>9oV#tReUYAs0(2-+uy0TN=em$Q2X6ylwz2%(lWany76E9(1C!ZAD&P{;LBfCK9^F9=rIf1?O`x>!VJzJfb zl7k@)7dfrcF7!3LMV`;pfh*JHnD(Ci5ZkZ-dynqMH17N)^o4=hU<%I7n+G@lt-?3k ze4$oCTo^e!5>+LR;Xd73n7UF1@A6b3XGaWM;cAAbr*OGLGVV}&L=XHqU0~p+gHTt$ zp86{2z}<2`h{)-J(5yz7&qR^GdDX=Ew*go!+)zC>l$)srY$50R5@A>DQ+8z8KHTD4 z0aoiLa{keBTv++qq~ek-)U)L{tF8=xiq0e#9&ZL-!4qP5qLA%hF2dfpbO!ik6jK!% zAz61eY~x?0 z%Vp1#b&I@l-qUlW_mdZTm`kAJtcgUyZYw^XyaHQBu7X@&Hn!iYhIXwLq~!ZrYPcXs z;67i1tZYrigy3T|VDS_9I(;>YTz?C~g;T-Rdln{*wov|hX`%Gg5pw^*JeYeh9E%k) zG0JulWY`4az8wjW%^N139|GY~LKGgFT7j-tWnsnG3&VDwa z?X^b>r`>`f*%|C#=~~>Zdl3?vr1^0-HltkrYT|tO7Py3Mpry+*!6%^@(l)XGX@G-C~LnGWw|@)9mk8z{dS6Mu+oEo@lB*-T8_zZ z&JDa`B1?7m`9k5yczW!RTxFPe3Ti6IQOVQ>m^pq#Fmf`O6t4P4`p$S_!ph&wdZ{j` z{k#a@oV~m}K{WV-D0(`_3$;Gj$3YZj%t+9*iL+ zUqeXk>0&ykZYI4UC5GGGW}=^)7Y5g#L%%Lf=$=1H5~dr$X=!s<@WlaD$_$CpvMjui z-p`8GG*E9xXTd8;bJMF+&fxhUS7BMj9+DMVA$WV>2J9X;n}#dcqrYz&Bd5`1EE?KK zY_BC_=y+Ay9~RHV@pgh($UTUjrQS4zJtiSPv)xY(K_{%B5-TUK&K2giSF?TK2 zOf1Dsv-|1ObtNPu#|%PGa{rf`+} ziYN^H(P1zBxsS5brTO<>=@GL_D!Bh^k8!~?0H^9RSh^^QN_j>wzFK~03;K9IJDH}u z{zk700-hrrg+#HFHf#PRAHLUc7^CI9)(i1RUXJ z_!mh%zn`v(`b1Uj4&lzvVK7-a4m!j9{buz6Azlt`yye)|EOHBAaUQ$ktu<^Gs( z_z7C5DpTJt4=^n!l9+CPguM69=!>SQG{B9aOze4De(o#OoLfh`3w$87O2Ar%cVoxL zGRQRiLPqDR;n3O&a(!GLaWEc_0|gl{W9kc9w>yJM7Vo99k51zEB@bZ7UW6s5CHbQx zr&x>Z7=dMQGS%+P=6Enc`1#QjxXRtV=bnYZ^Sf@WM1CHe2$RNO&#_>u+5+DHwX;K? z$3j}!S_qZl>K(OBFkwBnE18X4TuK&}%v?d=ISvpdPgPt!&_#xm9?~B75%5rOtLn>| z1qm+C1Sl@bC2S5Ct<+5LoQGMW$#- zklfw3so{tNX$yOfr=5JUvnmNH?yUshQGkYjQ)xufJhYs@0L~2r!K=k$)pu_f;yk6X z{547O;MaD7DW4sSb+?k)I$f^bA?{S_PCX;$IvX3_I>MoKRzwc3g7@2}wEMvskRPLu z`=k_LXRs*rpSy&=<&24S>m+O?iR9fyX;^ZHrRmGZ(vM%3QGe@s;3EBulm3&c?Nhc3p?bjMweYss=stEz2HQiS~bNp3Wlp`(wyV6XW>?AkYtAF=j7 zx^rqUMD6T1X^cILcG>xG;;kO3EtX7x= z7_v17>n`P(dKzV8^OiW;VChQww%b%&wJd~q7ZsGqzl0sHqKNjIfAqKfd!}s95>)tl z9)^C@;rnbWNQpX4MMS30cRLY6mujiviDn@ttKY!Fb}{%{Je7ZcmWc3}+e?yWQwoNk z+E@$y3bHC>721aPQ18O0?EK}<7~J-dRISgz2uE8?@5&|>(<^XkxjGIi456phLg;p@ zq$P-8t7@&=AG`p>R4v6d- zt+tq@PkuR#hnaKFqqeL#c^kYCM+PHF{h&L(nfnAJ%CZi768ux!%5>wrP%s>@r;#QzyU`y5m9q$YS`CIGevBf=AkWy0I*bp%-_~ z2A#2)aLuR$h1>U|cw{wRT(%bG><`3%qzV{bm<(A#oMuLH5OTB@F^0-9Bv99q@#=^N zlZj{1H^&UMuXF8Q-y+8UtR7oivk|8L%!WfInqYfrBI>Kh;JS_Hu{to6{VOq6xOs;I z_Uzn-9*jQmOSwdjo;-`^A7)^Wog33T+W~yHSwdQMK326D!@GqlSRF6{_pdHPlP_a1 zw)i?mh;p8i>&2M!Z7QZ^4r6%SDR>vN9s33=VYYENlD`68XoonA-oJYvIIR*k6cB6lT0oAb8rSqo7 z(C0TdU~=+plZ`8v;75&el(;A-oU46FaBEu&jh-tm3_BZ7jqQ|iq(s{|V9QvP_NCNj zYYqEmI?FU4kER0Q5*!^}3^APo)Q)grsX1HytRUk@6FgC zGlM#VG?zuHg_#_?NOQ3k$)EKAlveFS5Ah(hP)lS@uV>?)BmKlt97*oEhv+T78*P^F z1j8z0&ih(RQ>8nJ(RNALgC7`~X(QnKwTt7=6~W)!W|Fcy32m0hLVMG(3Ndwvlk7Mw9HGL1!%r=g(I6A#X(875WH2#<(pnSLV$LSYDzSoyOlKl}ej)@mcQNL+NoYAHitJck3dXYE>D^DF z{PBa&sPfTgG-Bp;BC>d&z+&}2UTcsYWA)=Hw(c?B^Z8pHj&^|AW+` zFB$ceINeUR2foWNK-pEu4DBX_=dB6{>Z2htx{Um`SwiM`v=P;w86YC2#*?iQrJXN1 z4&qr=zT%xS#zTH4jCj_V)_S!|9w*J{1_j(X$@V;1vqiKU*QYaSMDdI)y(R3&EX+!}QP2 zbcUWTUx25n`zkrp27Lqg;pB}^wLg=D&4#$`STY1?pM<;qgv;2;Bsr&@7?Jz2yeZqx z0q@yHI;_yc4rP^)m4butGvPCS&j`m$3bHtIZU^*wK4!88%0WZ_0j6~NlgZ6Zuzh?9 z7M^zC@2mTb3fi*51nqN-MZG&~TQV7s^XJ3kzSo$T#OLSud=(HUMPg^n0&4lf8;&8H z^VSxs#E;=teiYdNPoVmY15Dg53Z*#{|3)n zXTb4pbv!>|Hs_TOW9-!~qNC$GYICENmHVy2bS{~}_nBsfzq>O@e2EcAn;JsGg)8jx zzElX5JkC31@sjdxq<~!ibNJc#4q~?CvYW1o3SS9b*|hQr*GA`#%b) zgE%z1lEi`oR5CD>C?7tT34L z8oGJc2=P2JOwcoiamknG^Ash7I_pG8@7KEm=MB+S_tQk^o~J)(ipC#W78gjf3$h^k zTO#pj5E1@+>y06jPM{*a9pCsAVSYjl{0sB~$91;^cg*aedQ36I>dRryon+I|SM5|_ zs|Bz6?8zg`0TexuMP25&VCNMVEbL#%du`wkq4IImq+5>MG4mu@f6iio`vCnZ+d@r@ z*D!S(E3v)zDehj_#m#W-V4H>oMitlKjYE5IO;!hzDjzDUIu^YfRq?66x==RE5Y8@4 zLEU%iRDa$SkV-G2MT;~*IG~7P*Zom#uDL*A=m}}tnT&1=W$<3{22$$w1h?#v;F}gk zVqftNES36LRs1spuUeSkA#raSalVSGY?8*UQxa*wD{dxV-ib|~Tuy_-HbA-Oos?SKm-uuh2-~J5t+N%kB$1mZP6wD%jmM)^V*L=i9FVpZ+Eg$dikHbr+ZSd~O z1=RIND4a{VMxOd6(2&pZFs`baOjOH!JH1An&~t-Y>U@MCsnde%0gCAM z?H0}n;IT@pv*APODdXH1x*VHq2Lv)X)wdfCGrjT4;bW&FeI7m&^$ZH}WpoPJwL1!~ z0mvB)5t{*>Dc>s`trSp6XxcR?L^ zmKmh$!&+8p@p{~263jLvhU3R|N2titZPn=q+ey;5(>U?PWL!UG23pbvrmwFQu58L< zMYiV>k#S=LW77E8x-f|~JLy8+3_gGyy<}d9-gNLDuBUvr1Uza|fmLbE=p2pkA6FyR ziC(8q-9OUbrv^M-X=)4XhBHu33 zFOOdFc1Q)8R?Mux%PC3Z&66Csw(S~`-Kb5gdh3~_HEK}dItI1hq<|}{OG1tm5SvfY zY}7qPy6bQ}y_)6?C4zGH(47}_MR5WSNnIfBqtP%wJrZ+<`q=QEWQdQSk6mY#Iqvdb zhFhEa7=?~Ye6M04Rtk@Qre3$c2Uf(ZHgGTHjrG|v5JbwA7G@DoS=G~ z8MI7kfz`@qA*k&YY#gtO8qK~iba)9$+$_ZD?_=P@%KhNHq{CEVX)4aXF2S9b(;)KS zdL}0?mz6NhLht#CLUR#MlK%7qSz5^Lu|lpezkXfAs>7V;YH|Vn>d;Icy-mV+OJ%s) zd=EJr3d%_=VD=xG2XmS)gM@7Xq`y?5MdSQ%$Kqo6FC-bqjoyN`(eq?Ta7PgNJ{Y8? z-zJ2gL;qZL1CdMB)h9HMgMFJCP^ZhJBhdzb90*|pH!U;0@HGRuNOv5#`+@c}d*aB| z|H!|WKCH*9G4ODu4b0A72U)hZm|{Euo5~b0Wkn=P@UEfSI0L%t#voiee;W=B9|6^D z0k`juz|V5w_|0rCS2M_Am(^r66T83;J5ENs&$UD#KAy?_9gexl8&SmC(zI@4An$_M z7PLr`qMs!@=%+Wc@kGa08fhg1_MVzVc(;y3fD?X;ydh<4`X zGf@LV=ubOCw>&IEaaInu|JH@I=cdBH_FLq7%Mpy=$>V`xSG-()pGc3rL&Jgv#$G4G zz}G<&RUsQ?w4~XTfN0pWyM##mdqpj-@8rErEHTdbu#vQP{-ZU!8|jZH|CkFK28iHX zB&g0+Oyy;K_}1V9>jToMuA6ugjesgk%UT(!>@K7fARz83%?nt1@G*FpqRL zV_nr=fmn(i8fxm}&6~IBe?e;KF}HA{%*3yl(6VdUY3*OuI zhvxj5h?9)gf{#QWJ!&HZU4P3+h0kS}yXilZcbRfn!f(Y!5fyZpyNvA!|ARFaT@Y|# z0R~w8qtlH0Ov=n>z}y>AFrlHAtxK>Y=6xxc5adD_`#RuKqG+atIsD7?pmg_D(lW&P z;es;Al_eq=xyuArs1)JI#(EU}P*u^qB%TDWnPw`me@}wA&nN1++3?wHxI0b~_ey*t z8b%M8BS$E0aIr%9iOnQv?O}K&=?e$0`{6Y8V`M^#13Vu$73?H9uiyqXEOL*+A*=oD z{^PdrCPM{v7srEllP=Usg@Wk4KlEP4CF<+K`S7po!Snk2&?agP-af8`a|C^~+@hA~ z=!`S9GdxVwIe(Brp9Pu}s?xru8klW!8x4|n;Gv)n;t;gc)S@MbnK#!SHjgi4DjKp# zue1kv1l=UzU!%ZrsTjwq;JCx)6X08%0I$W)M5XyUOk31qjz=1UV)xWJ4YNLJa&4&i z#GRw-8gH3Vg;XN&up+fi2Vt4lcEBl}jLup*S@cJ@XsE=IA)#yXYF! zIO|JRTYM%qdGpvS!Bs?c*=HQp8_R!Nx&o%?a^4dUcTk!@Ci^U$|n*MIuP=CCghkl;uNm$@EG-H zCLL?T;q8rVeo8jAjb=&PolxYN_`rlMPWWQ+OH#V|CQmNy4Y8Umz^7f0;myqLl+*Bm zrG*_Wy31ngz!@^sP{fvAh^DjK)IqcO7LMb0p+O0^dl&!A1YU`)_VP-jZN)-J<<4~a z(sbC<-T*l(*29B98(7iJ`Iob%quHGeF#U!Cc3C^3ox@S0lGsF48W*9xq%nG^#KTy3 zDcHSJ2iU5B%AKz`M)5=uazW1#>Qfa3uS2-nR!kSxaLRZwbxoQw*S2z0bQS3_eol*D z*y4mZO(x)S7tJl|Bl-#>q(S={GjB~Z_Kkl-&OTlW4htTEdS5g9tZ@;Xsf|E&)umLr zWD=EHxxC6DZ7y|Oy^$zXln@^ueX?xl7c5-wh!-op(67M~8g5mg_kBV%qLaYBtB0zw zb79_H9)A5E1tQH!tT5{;=#&M+l9D#eX!%E%#1xT&YieNeZ999dR|-DROU_?;p8dzu79 zJ@7)WtFKvy{Z8<6|4mvlGh>99Aw)t};4Q$}x7wz{HG8_?YYO zyClOnZ$>PUkd4C80glnXo}0sE>f_G)oR`S-Ag}RJ4A_h2G3_Nu$oy5nw`bDfos$rz z{BFS;cFSSmrZD6^w!o=T2SHxpBg)MTfI7twWX}#`Mu*vmPo62VXY9wo%j5<0%$AGj zvH2lcKm8KU51)#9%al=H^rrFmjH8r(sllRuZP+3(V9#Dpgfzo(!cjk0{AkBL(*?y< z6)`-_ePRn^u4E9Cw~35n>v1qM(TD0s3h?jWQ*vd)Uc3^V%Vnl^VCXDWM)#T=md6`G z!0bjmF6KpYle{SZ7{9t*(SjV}_`{V?X5kyj4Rqkxe&};Q0uod6NL*MGy>JWRut)^A z^RgmK4o70N(>^rU2lSBdAcKzMV1Dl%5NYC>W*uuGY7b5lURyF%4Ri+uu8!>3kPB*? zGaxmQWAhtiL%`rU*cK+vpVqyBj6S%X+HEPp%btmQoRYYvgOFT%n7;wAX2+eln{ud!n*ki9z1 z71P$JlX_8eELvlNd3Uq0{Kh?S;dU&8+m(paAH=(h{NS&*2-VKr1*Z=C(aK2@7?3ll*Kaw47a~OA z(Ju|5`BxE$kRGDKQ$Fyq-J0x~@P)R@Ph$7zO@Z*k2-=+y%s#&h^or9dm|b84UVaXs zDPaP?PQZPW!OE@vFJOoNI^;tdwT#H({VkG$W}OP~2rR{of%Tvz znQ45y>jr552}Ix6gYY9pk=+@%6y}!}!$osR5)f1dw{{tzl)EVWbk2kHB@4kU zt5OT4mq+3O;{uv<&>Q_E6j=X)Um#YU#$kV0oFZFFPEC%%IMb`tX6O@*x~zwX zJ;LyJK`HF0If%Qz8)8nT0oj-H2InVo4D6co_{QxttjyT}gAAax)C;Vbk_~NXwv23V z3Thpl48Nz}rV^VK&?Z%gdTY)?O;a~`&c84S{)(mD_aW?iF8rO41mPcx(I7Jp zbS{kNPkK-ZVI^iT?~64~CuIPQUA!YOY@m{xmuy1OC45|z&2duKTtdaF zHk$r!9vyRkBSvyHj)lK6s4R>|VWbDN8t!3Lzih%8%E4soRxKEh4=DNMho|Rj;TUU0 z3_e;&S*u9M8Wy1KpIB^p@PY|lNFadGBXxekCL4+_)0#)6kT&K5nLapIP|E)cljOtU z-UV%}+dYL^PWm*z??)r4naAZ0?Rr8j%0iiKHOidtLc~$sH(sbr$mdN@4Sld1&q$3){Bn z!(YemWNP9@NZb-Z=84~hzN-(3Qd|dZy#I%Och04>#fjPV&z!8us)A=O_8__?kFEcb zK^$W?(K%WtIlcR5X4dV`^fZ4DUbyqRdhjTV?H$wjSqH3P`)fHo8vmm5%Lunft#^bG zUo*TPw24UxNhx8lr?tKcn7d@q|t1scyS&6X4 zY#+3#slb2tF5|9GmDE+?G?b(th3vFOtlGDQ`h_Jj{M4INrl%72RJc>Cw}IdvApsNT zog!HUqtrZNBDNh&1i4NBcoACd7*pQPu3(>|lKl^QUt1S_%q4l^>5pjMJ#nlGPsR!N z#1+Y{=X;@l>~fGvH^fejSwv@`59<DdhF@~)`- zZxC;tkRmEY3Xt|d5)xML1oe0EoOjO%#m8!)XJQH%Em;k7{CjC|S3Qx~7zP0@HSp!D z9+@}sBy1g*MDP0T293d`c-UeIb-z?c;yy_VZ`ey?PP82vF%tn1ygr!YNfrtYpDyJ6e)El~)M%lv zvn7T1tqt*EXf%A2DS$eU8hnbviOb_*$(Z#pf8Rf{CLkZ}ZEVO7*Jh@3YzKAIb0&3rlTrK2dvb~wjPsAn z!+$rj(XO8B6}Wdt0y9eMzRjSs2QN|0S7qpE!)f)q8!2$v9yv~tq(@POW4!9n^Ru|Q z>aPnZvVRC4obUwRlvrYSRE^%9wi`ED?=p4hQzY-Wo^v2h8ANBq2(k{>!o26tv2jNU z=GMO=S)@b*>^sP!yB_k^c#Rc}4M z+@r!5r2Zj3J5wP%$P!PbF2UP>$KdbuByKm}1fRD?Bd4Ab9!n?!$*1CwQMwfGo-Zf% z$G)=ji?>p$^K7pQSv+y4-N;F z^6#c@39G?Xf`@<0o)A$mU}Y~}#}!2%x!j8YC=xk^!{(1oTxVBOzcOjO@lpn_+XDKtV=ZdeJQb<9z;t@GeMo3iGR*5f_8^oJe8*cW}p11AD2_0C!$XbcX*HhwItK7 zn#W9_Lk%61B?(=7v`F3bjWmGd;pJZk@PWrG@}FcG?Kpn|w0rN-)aE)gjJm@<-4jhV zewqWv@A^`Y!@I!lwgUJ(ucoe#WXYk=^<=e>KC%H`-K5Z><;96MNw ztE5?W^U4m=DzX!QxN})JofnB?lm?fnF@^liS%Ho%+`HLt1&s`9#!*9#?=xy;ns)LP zj38gssX7s$B7c`qal=;%CWl3w#3k9pSOz@9(! z&Rlc!j+bYbar4^Q2C=j~F%)(z_r=^te0+Y*72o~W!JaO&#*E#5)M}$0(w7I()9^0C z{>j5BZ)NbX&Lorep-`%4`TdXv|MNj=`n- z;P+D_qTtlQjH+vrLx;Cup7Q}5ur9zmZ@1&RZQHO;{1sYGj>7rdOTmDf3mM#GuvGUc z+6T>N!^M-To;*I?kXY9^~t1?o;(u*Ze<_+#&3xSOyN zW8QLH2`(dVa!xu4dE-UI`MY4Zmk9s(N+;scyaL|*d(8O#8D!PSerCp8PLH}@1B#9N z$RfN&J)9BsE4jU%PYHhfGlhtKsf5S-bIE^pUzi0N`6R(QiFBO^F-$I_~eO1PX4~9+7J()~Y4{k=Aw|u%iOP_4&=Da39#dx6>FCk#@ zX*$v6C^#%RN4DP`qH>dCsLsl4=FzY(Ei&P?FzG=fHLI_$e=NgOpM@PCSm1F_r* z+uhXoDUB~+%VB9K(%TAOPI7|Nzqg=C>k1BSNn>X|RG|NTSPW+8-NE4?_wIabL;gfK zn+g?AP?dcf;gY!ptXL370aGZK-Ud4+a$Y-s_&yrFB+N<6{lA7wq8o`UH|Da~_TN ziog##2Ioa{44k?!di#17`pq6;`iIxk7aDgk1=e9I$B=$h9*2RV%BEg2YUJJ!r?(uP z2Y<{m$qw#)nkNDC#43snVo`qKYP$C?GLP)DUamqR1l6a#w?NPU?O#iy)P}! z4|b{`4mXcL_viwAKF=S|7Q4V%?iRZmNFF|Ua`9^KM>JnJ;dtXQ*^J& z#^KH$%#78=x=22ILH;&I%xGY5|LuapYwno8YYUBuprkhaE@kF{Q2n<@^S5*0bkiqUm%TW*SSVk4!Rglz*qP3Srd3ER_y%{)da<(PZC4FKk(#$*|TkXjt6IbS!hBi*JWPb4nobGqR+z zHpY}ziGb<1D3EQ4Cn>$A_&3`huQg8q%L|WCHqL~kmNpO*7X|XZ<|{S683-pY>O_wlu$mx64&)iS8pT68I97`HB0fyDoa!63nt)|?ufVTRIvT%I&#l; z4Z4KRL_0PFOyrM2!sI2;{PP!IQcGVGq{~hp_x(r(VJd~KKNHOXUS?z9C)!p8T z!=ug6S>DLFdhKD>E?x>zqFS^sOqTDWbr?h6%Hi{ZG*Ua|5>(Cz#6TN|bD`4lDLz|PkY=+a@DeM<@p^H}oim^t-0{vN*ED}~D=S5N1U^SA?xj&f{%kp!4lTx;sUeSh7U`%oy_&lqRTr8NdS(Yl}o zCa>K_hin$GUeb3>uU$@rwh7%Rw?c#t?aL!c9|a_7r3&OsIsvVcHfZ(l0qFf&PaC}7 zLFddqZa!Q<{J9);du|6HyEBLQS^1Ip<7w3=xjWraBoD*<$|2NUlQeA5fXjzZ5vdVh zkc&7#rMWrim;HySUfv#L4{=`4ASCOxHK?Q6U$&^v9GtD|Id9TdcJ{>AirXI;CE;dH7~ZNUdj28m~;vYubl-it2jL6?~ipwalB1K zmvHrbKOCw2%h-f3V!WK6Gg@oU!lhS_sqz{lwBG0q-eWAWKhmj(gDm2NI zBuRyH_Omo0NhP6Kl;)DDQb`h$Od*8I95RIrXFuyCBuS`9`Ku@uB~(&LlHUD(cbyNe zeV+5|wSK?*W@WZ+fS0>UsP+68f~(pJm=`%84{`VW;SW884n>mTw_{0<+In~+HV+}a z5-J;fX~V8au-m?g{_HJ+y%G8_<12E$Q5AOaB4ut4F&lPIiJ>cId4T=gi(s+KkmxM( z!&%o_sme?}LR6QMqc)4^raLddAt9M8-m8v{G6Q5w6`yqLN*fNx4U&&jG$G*YaSX5h z&Ko+%^?X&OjAR~HK-I$w^xVu^gO@2;c=_4}u;g~AT4_9jPs@_dgQSZE*6TT?%MlkbU2CrtI;a)EjbGk*9*wuQgytVb(@ml zY4|$CkKJwc7S)Ex2Q8xp4EEszb=j-V5#%68Pgsl_2o4IIh&5fXzw@Fqq^)UQVgUv^k0} z<@zZ8D-WkDoEe;I;#Yje>J1hD!$<7q*kbe&|AG|@xoTxd2E=fG^hB_~C2v^6<-O$B z{v-O+XF$fwb^L~3(JQCko%f|^glH|zltJ+2_{%XQzgXzR# zwk$dLD~Ijm&n)f!r^Zh0T}w}npwB!CmEl zRR6+z8hKp@^B(PI)0v&1oNbEk+4G=TP9Ala>f+{N8(ihqMxVxR(%YQt!bJC`-?k7Bo$iE;N%X(3sjiWZk=f@rNhg#HVIn!jVYpt?V7mCvV5 z^9TNPZ)N@6Sl`?vG^QIZvjic`n`&T@8z^ z-=IjI4ft@ol{XP0P$An#3yr?>7p}Ss2QT(vf@mI`7w5r|(lq#d^)+?kujYKdiBv~1 znz(TM`vqfj>8<$jLK0;N7E2}w)lw~RtGEz{#NUv;+nPlcLt5r}Ra zW0*w6aM6Tfk~L?9EkBBk{Fg(-+;S<3EGsY3={tkBp8TPS>-`~PVguTlO@_M*l3;Vr z3o>2G6uh`BU&-h>5OX_@LUuUz z<(P0DMpIh(ehY-nA7qUB$HDB-v$#yP9rtE9(r2c(v0;@Te6Du^%PN*UKD`}JoC@M? zHJ6|d)@fp<{!8-nMRnt{GwJ4?;dQ_(c;1P{2(O2l0=l>B>$JTB9#vg9 z@+lcC#JN0Gcr$vKCc^219J8dE;|wx4$m~d8h}>SlxSu&mk_v&E=ov?yg3~g|InG-pG244mwquKC?w!?1LyC?&nfw9p| z&6AKfypiA{*2S)-AqB0}%Gb8w!UIH;X{%%(N^!GWQ82=l&(9pkIO$nzl$c9Dlk z*Ob8TVl`Xzf%8d-6_M(N(X`yxl7=`R#J@6D5c6gRw7i{0`xkBCTg%*Hx1N`z-p2)m zhIygnvq)-q^g1)(kGM9emmaXS*-hB6iC_|hL^ofd3~VuN8O z+vaCNhe<5Q(Vqo0R~p0KHWRDa;vi;m7y_SlmGseFGRh&)cMP7RWK?*HU zQM>?)4vFI33h!d?qjO->jR=g?-NnkUSi_$>b0^E~qexlzGhlnQxI5~3d||MTj$XV4 z?>Uc=;KNipa@>P0^zp>azi+_wyf*xsHNQmc@I&&;^ap9%zMOx={T7B7m?FMef=*IH zG}ki$YAs8ds>mAlwM8fCyMLIzt2hhhQ$+F5?Ql@D8;e>Q*FZRY91>>S#j;bq+|1LC zc#OG4a(*L-)a4SL2qe=CZj!=#E9u5U1?<1(K_Yt8VPHovjJJLdMt`2L=}whw?Zdg$ zcoo+*x%OX)rQcd2A|7DaktC0wYOVM=Mi0?4{R7x)KZ9*XZ8Y@le}y9Zd}vnMVsO-t zq>Ap-*ws!UI0F+%iy5ErjQ3-jSvfuC6h>BYbMcSNB%udEf-t#M0)rl3!-W0r@O15Q z*g+XE%{q_MElaS!_cCaxjWzN*oryu2GAOl76JiWLQ2NYLnHt~;@t-dUhR@_rwt z9mEEGdbwWgtoP*c))aDZ^Ft&@pW;;cPiXNVkA4dXz*DXErNxT2_~Ds8^gOsnAL$kI z_3oF0+q93UHKCI>T-yW=#G%AjTA7i4H3rJ>DS$X*$)2n_2u9g)Bp_BC=XaNqoW3O7 zkXu7fk}LS$HyN%fsUmNzFZ0alHIyjqB-)ckS&d644b!LGVK(%)6Vp6tq}w)9KW2ys zt)t=iMSJ*cT17?1SdhiRLY&<5gA7Ggg7N$ZJjqjyG}uxBCs;O+Z~G79$%NS)FYFu} zK3quGPH-Zv`J7A3*$E;Y>@jASG+UA?LE6fk$ViqJ%(Dx@@Be&>MfWcVtEE_y;e#T< z2lz{RgP>APNUutLBQ@tl!S{<_>FB{YdSe}TehInrDz%KYm?=f;8||R2#~EG(rqU)x z2L2m-OXZZ@K{v$^g18yf;q(SD?*7i!iW;zFpqnV3A7eDk?fW#6?}6QjG&Bw0!J_nd z@H;5ZSVtX$QD18!(sPz?GPi}It+aH&d@HbgAN_fIC{h=TS9u`s>|ks~E0+~|23s3d ziPG_9sI$Qib^mDLtugng-nXknd|EEYSvALvivqzSekXny-b-|*8ykk5U5hgcD$$s1 zVgFn4M{sqy7__zw(~ibFR6lkro__JbK=tD$JaU-JH8Od4>-STpNPLi_1RrBxukgp_ zQ|s{zH#aRQRUuD<&S09&agZ8$O)TFc98^DzzNYMfd=DKtaFe8{pmji|)ke_Y`0jILraYkj}^`A8O?&@Y=OgV|xm$@@srTJ8b+hzmPooJ{uS1%q@ex9 zTsl?nCMh_QgooNZAw*jj^!K)M^FK9o7OJrH%4}%c=SG#bC*$LJ8c0I&$$lpl@U3$p zk`jT8#xw_fymJHjGBF!(?4AVAHU%;)qfgf5?!g9+Uo>t#K$y>7nzmmS@15F?SN<*J zMb+NMBm6E5UKs_t#VZ9RaSw3tju49rwP3Z6JcOP-Y*05%igPshf%_UKChtlRU;6KI zGNi@vH$C(4U#A{A#`?n+yvWN3t~Dc_)nk>hgOCfE_M7& zh37s~@0MBt)ysrEVjCe)aVH$S$GJL0L$Gqqe*)(BGe&KPDq2XCFw=XFqlm3I#|DVR z)z-Ph{9+XD>Nt*?s@d@VX+CxDI6&in-JutU(=gro0+rJ5p!`57j=eF17>en^ZG~TS z{Ni8?63xbW4);)Te-{y{Vhu%;v6ZCm%O`!U;3U#eVT_lp9ue8J1ZJ6QA?&^_i>fY(Y`(-U*lPHNoJ}jFBmV_p zlKC`nvlw^vyTqy|f#Yi5 zhm~h}7-2lu=;tp{C>F%Pl0PQ6-_>7s8eY{ut^lE7Z7_4h!zi1Z|(W zIDD>;9KJb*aeaE1p8Od=tR&RoVv`>s2kfA%`3hL)SXx(8>J(GtKY)CrHcWl99-FrK8PWqh>M76lC8mfV zxc4!smC?B1KM6dRC<1BU4%5K@Zh>LaE3(5e7t;P_;5b_~(3Krz*EDg?8LN6`;VWyx z*Qqr0nwd@Kjn+|K)oic}^Cf%r70_NPnfnf1 zWZ#j$j>`Z>pU}*uyFhT_5KR)Ep`B}7iSOuAy4NC{u^h6a)l)bwjIA_vykk!WD~)lq zNssO~iH4WM@idIv?Pz`GT%Y<*Kw{rBn-wE)+H7Uu1~Xibdj@SBR%g$}#*#+MOXyP2 zg+ZSdP}}XsWTLGtQW-1kvFIW`{t{e2VlK)3xf);i+2GTG0J>mp28uK~mG(^>gULCg zRE+D=G+d7cF4u*6d$(XF+C!Xj2L61KLoPXmVx(OWE%5>};30=TOA4Sh^A(ZaI03gl zQznbWe39p54Iy=Z>3Fe=(AZEz6L|JGf29y#z0C(%{YJ+3P6W^Rl!oA!T?gE#cuvQQ z2f_A&HsZcVpDK;ZCVF=oNn~U(+d(hFXS->bo90hjr1_+O_Fg#J^qcf=aG-kj$ob|b zz=TQzn9%#Suj+*5>vgd3K^N=3DU)CC z8;lC>!w?oeQ@HfRIT)2l!AMsDJ#n`RU-c{n1q}=6j7@=oTP4WfumN{(jRey>9iZpk zhnAg=G+>-D8IXTV_pDQbl*lf8R1rgyrVdg5n76cZDwiqERY76#Moe=yK}Gx5xVpLx zRc>>AH!o$37mdX~p~|HRBi5+2v>IEqeXz+SfvGT#fvi)#=wHOri<6myx*hhl4AH@&3xt0(6*^T@h=_Zt;fCs3C@a|q$1_XN zc*KnVQuZVU_>RFQIgWAhVJgve{tcvO6qDZR;Eqv_ePY=OoBKF|jwVAM(*S1KI=G2rl8oYEIBk^zsex;0QdK9{#)~5Zu49cpK9PolIh^zMj--+J zWf9!9Qc0K}no5-RXCCZMveEN3$e=uhoDvIUKG~B8K+1q+s56A2L)qlO{i3 zh*`Et%zTeUP_*+f%0_cNjVz9nBeMomANWFIq9QKr7=y-BS7RW@MtN_VMK(T6gbplX zCUc#vv)YAR2k$nhrl!zt&A<}cAZKLe9R?jXGlU7*<4ZeruYri(JLbZHN!SlM?1$HZ z1|23k(0FJN&+yK`k#I4_qC%0@$f=`!lwDq;6cr3~?`G!Y?TIwy-V!w9I(G5q7uW=cVdC*mfhwP^gxW|e zntr2!s5!r5=#UdgK2v3Kqi4Z|m+LSxqna_}90!{lf^ct5BF7dIh03;B0%NT*5IN?> z)SBo}!q4T0eRrmI(F?Hr)KrcO^MOwBe@#+mW((><52Lt_CdWtl&Tk%F43(o}N-rNu z#Qsk19ev|&QpH>6Zkk?0_#D zZ7_E68o0P9nreyku^&3`!&aGCrqIxkxko zIVBaO?RX*FddS_gYhIv}>K5+aJPwKr3aHPW+aTV_qdhaS$sV^?WX0WN>b_S5E4ll? z5z~nzTImd4+n$5@pAx8`d<>qg)27?*Ei0|AIDz(DuYWLj3oObk67>A;hqMhBIKPxR zOiFfx{Z12kK@JN+|5ZIHd67h7dR8$pvi_i$&;8as9}fo(O2Ub(b0|H@mTqt}NBNW2 zAgcc#n>W@7K6k~!)NFNPZJ-Z&OVdl9sV{-Clfv-tBZ-zvg-j6_FuL%G zzIMKWG5!}(diX3`6k zaN)-##DnWF1$@6kbybaFN=!XozJ3#LYSg2e=v)xz$r^nY+##l1Zj$jo0x!;UUMX%T z82?;_%kpo7B{Tjp^>62+On^T)$6bP+hf?EtHTEq0&`#@#rCoxX_$G10P@rs2! zlstL}!txAIO}YoK?~Q}IZd-_|Z8;3+2gBsU^=SM?86R_umFA!C@K5JBu%9PS$2>|S z9qF+kvj3o9-SblVqg@9yz5E%?#4^~t;Q)M(59WM$8}aJ**Q8^EgwXr@B~VvCk7WS^ zMB;}iHhxSLypb`5AXmV~11C{={ba0sbAnXWt|P`39^`oNPqO3HN{|o8qqlzgPnbajS9uO15a?5~_LrC%JU_J}jS$^q^EKs0Lkg`R4ugrs*Gg#4O`BH=d#W1WJT+vAF1jqnZz zo#3+Gu~UFhie*xMBuLL31B0UIWShxQl%fJUj*_^{`Z`r}k>ekoW&qC|g85F`x1igm zfU5n;5foa!qPR@=oAOMO7%bduZr2c0cM?{$Ro%2Jyv5qS@)=G7W@>`{>g= zH@vEwLGps61kyWdI0pf@`=2jPV#15bH;q^*tk}u=vl8I6`W7vn<%apjo*+{HMWEB@ zN-unIX3PGC8kWdZ!Nox{%sd$hDT}@{-Cxh+7{|L%s8&Z@6oZg0S1^)It&$Op&pQ|Th|R;D<4fT0NEeJ8mcW|IbrA8P(J+rm1Fdc$b($y% z%cid=b)B#WHj@PO%-aq-s{WGN(*gtkwYOvz_=3Xbpz#^lbjPL%%k?rqPOEmV40h{s}M!nNDka8EN9|u(F&~HgJD(2zb zh4*k}vOCrO98SyLnquG8{cveyHl*<;5y_di>A%1Lq$Asmx}@w%6xOw|%FUC=>^^T= z6F&=lAK9Vwl9j09=tfJ%t6)juMxx+!9QpB2P$gv%T%3{*;!msT!iFj`TC$zkNyanz z5^hYci-6QUTZSGne_8#%W|*BQiaX3i@xbsjP;H+FA`@c`|Hks+is?SIzp@5@{yYyO z%}BG}rSd;-J3{xq-G)=f{God+4wbHnUqlZT#^6nBN+x!x@<+67a82zL`f67Ied>xN z>CvnbUoO{`cs-mxP|pB2TVM~y7qcF(KU2FW-Duk>OC`9x-RnaG1SGm?zkCGwSu>6M z|ILQj(+T7yVVThBQ_zWDU;Oh)G`Zb>1ufU|nX7sipwUi)Ic@NZ%80+Dt=vxQM?e-k zP`@0i5``p*7fUO5YVb2%jzjqG7`(s0oA^BX%9Jg>3Q6bG*zTqipyAL@EvBzxcNdg! zXUHq6GS?9eH2{QLSWX$UaVVmq^NaWZW)})2}3K=Zb zk5q)YHs>+^*KdZs9%xR*vxXwZU5P&LnB^f zRQ4=&{&77rHkB>3{UlJ1(*-3}8EWd-gx&Im9II#|+?ifYM4Jx4*h}FwCB+{5?s50? zjx(&kq8eIlDP=Oly2#T_&TweRpX0@bz!b&j?31JzsEqqeS1s~`J<=EHP4&G{Evruk znlP4l}Ww0)I9@lFO2c`d#;W5|EEMgmpefM)r>r4gH8cV_$$m4$zmr-r` z6VzODmhSp-9}oT6fYQh2Q^`$Qcq)Af*ceUcp4Yo%#-_XUp{76RU6~7eZ<}Fdj0jb` zX3g#R>kYhT$I~Yr)6skScQVEKFkjPo2!*0{`00%->^K}iW-5r3Xs-^$qiTQ1p4rbx z-8nBd#mSM)dCIxfoGYOjn zY8X760w>&NqHLBTJ#oPbK1bauWo{oM!dXes*!!97roTr2YJK+JXU5xtl$l*z4F6-eSr7l>)|aLP@~OWdUcpvY8k8OOYI5?JZj!(hryTf1*rH4gM%kV{{w4luW8`Rp( z#7u5xpL6Und-!ZPO8I9~+JAsNn{<&nZTSe@hqdU%y36p>;3i0N-j>0SKbct*Pm_*= z1FS{=JZN0GxYV;H6U|ooW7+2(7+%vwPKQ>}aTOuxD6*Da7$u1lKg*!(k>#kGkw(2A z24k4~9k5ug1S-`gus<`&7DZS*KO_{kU<>?zQs62eCgLm0o`oY?kn zhO)x~Ow(V59ks2DV15&szxy7*SJ z#NPS}bnHxF(p-Ab*Ex>uU3C#l{4zlAkc82PIBq^ZsUAj@v~l+8B;1?y2h8ku(83NE z_V%wg5V^scPE^_riC`zvAk?^WA)3Q=VC3yQ&SIEc`*Dp5)S93u*-}=(nfxrc^WT2bJV(UHsC6bNm=s{)+#e*bkV0FwHP}kFGwyPU zeDk@-a7RS~mq%HPY1b1=qEMYAxO4Z9yN~%7wnpQ5-E6G#-;D*zlGymj2`XdH^O+wJ z^uK_6gk~S0+y0${gjEDh!=j;WzYJA4aRtJ%6JU#A8~(HEASr!ona2&Mh*cIs7VjJ5 zPyZ0BkQrcB96^X9i z;}3pe-fU>6B@0YwU&tqc{^{*tW4sLqha_pzw~ti5T^CB*qOm@xfmU~0mPju=1hwl{ zh?{NQd&sI>B~TpLM*z=ma$DQ63Mw+hiI6c4K`zM56YdtkZzqk zcG^2VcqjD5O(F^8YSJCx8ULe}nj9lHCX>88)K5KG53FC}hpqOq>`-7VQ{&Ffj3aF6 z7lAmOJ-Qa;+)kk9t@mW*wI{f&#R}KWsv(=UO(1*Ma$V;od8oJW5ni{~gx$h5pl1Go z?=^29%sp}oq%W4#?=Hkw!RL60>_~B?=a@W&9m^K{UVgFyi84QoQBC+{$%Pd zuH!WM2??1#oj7pZp@r_JFyQBNoH93(Om(!PmmN4;V9saAc3qBweQ9VZ8wpkGHqoLK zAMn*L`QsJiA{h6!p!j$b#r(AdCyiNjAsx?|9&_t`kK%LU_J<4Q%C?Ou_PbC1ic} z39ztfhEstPUzdzLnq^ zx}0ONrozLC0qB%dMLkXUTvIIsicI1_VzLkRN=TK6EZu2%B=$Lp+xv(7^t^!blI`$x z5e4%;0X%;12g&6U*lI8xws?6!BTp8O6uRNWCK1q!jmPU6E$IH1&P)KEO?Gh-?ZNn1pw`|?OXR2nO!SuJUGOW^#h1(8O zVd}Nz7?|LL9bKQmwSF0d#YhQ9t2cs@yEJM)J%=(`JHX1yh?aYQq*|Q! zt$VWuddY;B=zFDcWpH^k4X-9%vA03^GYIB$9I4Uf4v6394Js4fqQy;?G240yEEJXt z2l4`7$IMl8vBrQ?9Dy)~lW|oXMCcAD|!{h2ip3eQ1^wf>JVBDm@ zL@iQf)jr3Av|JEr|x_m^}tU9>|)i8Z*{1f!K{ zpbvMT(;$H)qW>bw3DEgYS0WEj|lYV$+D z_udJpQ%a&8*EtWCk}~taEfaqYCO8fJAOosljPH|OhF&(Dw<^RO>_4i(4s~BBHJOFA{UOYOp$VWbUQIo? zGyFt;3Zv(lNj~jxgK>9_!71S?_BF4@G~ZILuR)kBmrv|ME;C%dZ91{D`&rbo#}L#e zaI?ff?%6pXDlmASix%_q;OM5j$hp>SusMT|lG2@c zc&`NP+v0~hN}t)YfmQrGTn%lEVM+hW1zgW~23=%*9ingOu;HQB5U}Mfs$aQ+gU3=J zyw}cfarq#8R1QM9>%R1s>vyJk>SeCG^^rz~=+hpt08%{R6@GG&hVb2)DDJGxgngMv z-^?CQ`j-61I4qw8F3}H&W%r%ZpCY0{>wR7z@og$LPLqMn4_qM~`|xU#lF`1A@9f8Q z67aoV47B+59LL}x);u_X9%e=8^|B27|DK}Cw`0*28tIaKZJ=3~LTp>lk?R6Euvq^O z4_j%#RjndCUuOw78p80p_cRd9KSP6zA24DolIfKn&Cs%Y7Ye^6LTYv=k$YhcMn^7` zzH1+4GWk3JVGQ^kean91dIX8{L*bEP0#2QGnXas!%#*23gP>4W63BG9m$& z^-QGyXc~Ivey85tyQV=RgCF+hLW&N7UKyk(j76!q@nfcZPZ^CIQ$ygRgJ6G=1hv{Z z8IOL@1>=Xi$uvbxQs%V>*Kdy@b!Tr--?fuaJ-?iYh6||fl0Z~ACr%_kPsN;9OKEHP z1mFk7;805()XYpEt-JOR=`$g?zdD(&cTo^pH~(gf_K$;Cx+y4vk>K-40j^iv#}(#D zXz}3_n(m1rldBcLHh_-a_tj z+#iE~N4{`e=2j9WQHANDCXn7yfSzm!JZ?}X-&U8Q&A%NGRoDz7yPr^FzY4*Dj#iT4 zpGEUt#e>QQHT=@`5WTt;arcd_7~tlDLtkeB^Fs$VEU`d)@kfxhHIF<SyEEk4C2Ep=j&$9NBNw-v#h@r1+$)?%Kcu6c z2kl~rz7EhvSBCg$b8}jS1iYA$hWqRfV(hs%+@G_GO;= z1N9K&_Jj0{B_M@mFQS3;>qHg1u8!ic%l;i}(?pg1azr^oxT-t9Z6>7l1oSq7lZ z;}x|yvyxpI;6+th^l(aVDt6rVV$2F^i{)f>z^gC^Vt%j0{4WyNcI*#|?fSKxykgYWkbwf0SpES7){`cZm;L6@}5H)&$~F+(+{ZvoY+v1pMXwMrqeED0u|% z^v*zDXOuD>IAMz7F(SfP$&2jAKUv^5&JPGXa-vRl5B?p<B9vD5 zX5O#93R=68Zdda z3Gny-VYQvFvhyD^(D$g3JhG7^NBu1z^LYtGT}dS&+uNy8PC89rFpDhw+=gwU24tyl zJ-ypwhx;5kw%A5Jn(w+FHb2^l>P3wpY8VWmwQXSIu@ZN>ZvlJRuQXpcL^QVhpx}!c z7SxFd3x>91;e2g)x}u6Y3bp7V&9`*u2glEG_<{zFy3oV1CiXvmL+gzis947?n6wix zFtD47h*cY^{S*-lkIK-04_5R*spXn=L|M6M$-kM{0#aM~m_G$pu*i=Kf*ixL#Tu0DawZ}+ z4_JroisU2wW-4=}h_YJ?-6J*zvb95q@z-eVurJ%xY=jTjk73@( ze)!b*h@RLZSGw)MDl+HsA-doc%jVcE$Hd2@=y)~&C)nwsi@X_pikr-Fp2BI6o)0Yg z`ccZ0j$ zMWD#W_9beadI|Sy zuEj5j*6h2mnL@41CvZXL967pENZ+hWH=GckO%i_1frIrSbYc5aaxyIdV-r-#m7VLM zcKAKJJKO=+DT|TEE8`(He>&=RB@k=ZO165nFKzthjlC5dM?=}HwBnpf8T^`?^3TDgf%h{es^I*qrA^0wq0<|I;a9lBqT~ZfB|DM!C-IO%=xlI%{ z8K1@ShX?Vo$tA4*^n^;iqtyDCyTRDq3G|s$J9UBxs+~ETE*$y}M|L^ zKThL$N-YD~Lo>l)TMzMk9YcIH+`;(5BruQTcz*lk;NVCYN;#aQW~a|$)Sw$Ae5+!# z3XcGr+(b+si$VXa9jt3qlrOzl%tAMVl92WODF z-h5)aN{(a+-0*FNIcgjX#pQB&q_X`9f2vYDc28|)Q)F%v5vlX&GrNcCm7K-#?UQK! zMFfT-sxfP7l2B(#iEuX1|PXJgN=$za`1p zBo(7sl5;?FbPH7ongO@eRAFSNoRR7A%TzIBJ6H>?A!u_48P<&;y{9DM#r!c)DE^ji z>PjTv-P7@STm)6?x+fU^9f^S({!rb&Jm9}5p_j%jgNFF)T<%#Nj$It0Gat8-@Ypco zQfdM*O=~dU#T7hGzr<(hE#zbq<_L&~&DAB~G zO*}Jh6X4{k*FR;IJ$8O{Ig3#>0CV!$-f2) zgX2K&T`X%>Wz57qA-H1IL#T9(q{d2thSTe2!!E5!u)}^gm0a}_Z}o1)%C^NwM<1{Q zPx?qujWw9QoX2J6?=cJSf1~zkLExKmiau{R2J;Hn<4nyU7=9E1g1M{E^gP#lmlFZ) z1a&f6cNcV1Ysj*!YU1;A6_!nyM{mn5LLoP^cKxjc>VCaYaBmA3am?11Fz!sVT*u~w zu7^4m{nEHa->7){7SK(Oqa`&fm@A6c&_2H%G;HpH-UKbm@kol~CJo^<*X1xezmgUY zsZ*;j%Q5B33#Rt;3UavcCFguqVTJa!j8A(5IImT}1Yw-_NPtkob%O-tQqL<9msq5pqjC;<(~z@ zvHT9-IEjlMgrlT#0ko_bf{+u%_~kNhudO7JtF_rW$8Xg8!6nq$6ilMtoCd0^P0~YK*-?{O)IG+7Z(lSWs#ZP0)#L1N zLD@cHx>^TLoJs}Bi9_&Uek8}?c*En?Ph=nz@!-^tOztg5)X*vfe3Ej zgv$#o;i_IRNWV@Y0bG|i{mLvlG^!1O%f!%Si4+ip*KDjrGHjpn0$ZA*=(MBJSZ=HZ zW%sg3^}G={%yrY0>qO{z8$F1e_YNmp-N27|PM9^mor#oMi4ynZpyTWaxhj*#)+uw& zhI5{{{pt>sof%4=)xo?~e!%6U>?6== z=oaS^VBv&q4T`A0ja5=&4w-ljQ@&m~~ybb4YPVNu|D~#2Dh8iEZ z&-=^0TQp~r8et&UduukVT_eWknP;Jyfdl6X9~5}33xdfWRXDKp3{IL5fUbPtwd{2v z$%hwUv7;|6dn7}A&vC&3EpC5s8DP1BA3oSP#^{^hF=|{{g7zs9tX)|hRbD5@#D8>$ z&ST9)#QZ0({i_l0S9cBCW^bfD8rQ(IN{$58t;4*}kq{p&3oq@{u>N2($1oTN*RSZ} zXB&=leC7=FaXcHN>2@$P?DrYYRW(6L+(w(AExo84z zJiQ*;%Ad1;z4&UeZ>2;BIcNNp+(VuFAV5vk9~uB6vIN8TVQyQxJSlS_&H z%uOWhwKd$H|AlPfN^{zAZ^@+0P;#%=3FRh;!qh{%U{J%1mE96X`J>!^!`mAjC!5h~ ztw7GpRm`YdGJ&KEMR0d*8X7wOA(g6D)OkiH7PYAvso6E5MfOds+wq!w&rzZ}JH(7) z6aRzHi__5N&sd`i#eb>qUQe=}yU!=eMUb-LhbVLVIvJPtib~HYryILI{g0wE4TSP* z!?-O)wj`vIBuOe+X3jk!glN&GLXwbBiIODAo+OktNh;YY>n!Jy}Qnx@#Xtoo0`WqXDj@}Ik) z-sU?QmybjD!*5aE*q4@0FJla-%0#L^n)uvQ6AJfvB0N%tQ?aWs-~1jv^xj2W=B{Kv z(saT}vr<4r7(sWN8l#op24Wphfvk=5I0naOlMl*5@ZV)lHU4R{&pO}4qwDN}Yxk8Z zm^x!MzZ1TEe+Qop=TpVH7mPkt1%hTo(KvldO(N=nEPYHAAPX+hDB#}v!~U#ONNv#r zuAHub`RmVv3!BHb8!qfz{zt0hcJq$}NL!R7>_k>@47l=aGCd{h43G41C;I_G>RgzMto%Gs)O$*$Z>saI7rkb$KlO<;_XUCSzayC2@PWziQGi#`9rOXi3J5NX z#}>?Ghs^4RNW)KL+JzPPlKYaH4B5htMe($v`T`_AD!t>s8s*$QKFfdIc z%IzNoGzqAI2^;j64q(I9QxF|_pTupLjwVKmut`f7@0aRP17JK~t9kTv+yh>wcn?`H zDTexHtjG4%Da2v=P7*NbEG;~GkM@bxKxp@JJaxaGhC7}%<}S>`Oqqo!a&|e6G0)L@ z{fo%D@rE@0ljQh$Axhy?9MZZ#=+Q{JYK{d4=k1|-Ydombk~fqseTE**h``$yOYqUE zIhf99kOzBfX>vG4p0bkgo$YFHxvzpDmqvIR-jSGkb3d^)`$T1|6?i*!AH#=PAUu## zfmv&Esj;jnZ*=c%(r$JhZ2a${yLG;RbTtX=_CI2I-kOKsRinXjLOGW7T*bf(PB=A0 z3LYOifd}?oAtk$88SX(B`tRFAn<||6rCrxZ?AE35Xv$_xZQV#0yv`;XjvH}Qg#)ZF zsWeD*5v-A%NA{*$Q!jW=%f5sQMpw$9_@gcKPSb99(WH*IzBfSPh9YP`xq=#%F*)x+ zpJ|xo7!|u-0w=#*2MsTAA%`!)p{4Q=dP9rtT^djHEhc-2OJ|Tt_EaDOA05&)&*x`l$WYE&-BKcwCE%^HPAxSR0OIqAm z#QD=PaIsG(ZhFll3fgTqY?L0ISbHBur zv_oa=lgXFixQIHe2|`R;RzQ5s@*uP4w*YM~;LE@Nk(YVbXnl}0k=CDqU7;&+cEnda zqh8JUxqK;ms|h;D-ly#~J7FfXGp}iXK`*8=@6m_?WNL-syuMPnd|V3MGOY2>Cp)Yr zopek87c`Vp0}D<9hG7(nOvxgRdpk&N`a9D8B9(i?K#bvCB(p1!>BE&Z1k$HOIR;Pi zpflSZwbw00x$Q;<+KU?K*-$0?YIl|bcZCb}R4XzQgR{+4tCk?#yAe^fdBhMTLFA3FzI* z@LJxO5@|;XFkuDK?!rruev(U9R~&?qgemyWun20bRZ%1N5cD1V*+ zAx+Ih{$x3r#UnBC+5ungHIRR$33Q^12R3G0Cgv~mX|?7Z;wDMZ_3*iLlq|j)LGQeoVw86L1G(<75KMlJ z()$e-M7k^vmFX(daezmrpI=B1?mvf@OZ3UBC3#>mrh^^oTZz8Z4u1c?m$X0Bl!Bp#>CS%>#zuVWU&O#PW;h8`=Y@B%6-s3+rnPftBTuYmzo z+tmlRKGY-cU<_SOG-2&{uF*V~)$nZf6!?=mLzm5|l7ny zc^pNc@vMrGR}4i!pICJ4z;yWx)b&lnfmid`0qTwr_wFr*STKH>DHDKM zuwmg773AbIjJ2T^bh_wTcwFlPPt&dNea;2Qiqb_1{xzyxFqzuPi3o>J#-rGgemZ`( zlGrxvrg@p-AaY$ra3ZH08Z@^;e5g62E|7*1-V?T}=Kv(BpG6%FroYw^gTm;UY=_Km zY}eVgFeNjF+*v7!9WNdWrpYkcy;tt+=!sRNcE|x0=Y`Nqbp-Nu?4lV{iy(ip5XV=} zfwcERs((TrjyFcKtv9Q~fOQ4QpH@v}{v|SfWHjrxWH`2$7{Q9pQz+k%22abU;0&`E z@Xs@3hq7E?_5F4-eFD>SUAqt4IujU1K@paIS_L;C2Zq}Xf!i7kJ-@;rGS>=ky4-{m zw^Had-wYNH*_dei5_ZnMg>v6DF()kmtRxqJW^xVgY-JG_n?A$zJ3nw%l>r(KZHD^H zB3ATuz*)~{2=DkzqlH1Q$^OBN${#f+X>edP=q|FwP^}Y!HoxaoC*1}Q+)5+0=Snd) z$OE43F^9&IQfm977lJHR1#KEjuSqzn8+m?sJEc;cycvn#p*}$EL8u_e*dB z<~#t`OUya+hRMEq?hN5yeffpgOz7eLDOl|Ak0{h0K{ff^L@P55vqLRlXuWvg$XRlQpS)A{sxD-0PV@*>5F?(6<#8 z#4Zay7~ddt$#i_|^nqa;oZ@CMj2?q~rywYL2N;)$usduzK=+@buvF6lQ~T6O;?z!V zVZw1Fa#pDQzJa_7d@dMU%L50?S2W0&V(7sc_|V`gsH$`i z#8L70B>njdc5Zkp9u!63%-4tX>?>$Aq|9?IyM@wavPhOTv+et|sKsChZ8BVht-ZG> zM?D<#IK|NW`v)2J5JJsa5us6B1o7H-7WLw?@adhY*b{ROBVEglc@O@hb?5Jr(+Z!^ z@8&cNCF68-XADYjslZIje{7|jEo5Wq84%gBSr9666nryIV)31J;|^1qZiWq|8wq}qkwoc(H9N>rUHEMH3=Oi)hCZwz;>Yen#>!&wZIU4+&$F1_ z509;RO&1D7RpGKt2Q_D};2)X6WVNlZMEf0iRJ=ZiY)sUpA~A=sDk>d=HXOw4Z|PXu zEJ=U1OEN5c8MfE>T{>vAhvXJZqFC2yT*dLFApy6j}UVz79DI;d`r)LyK0yt zvJ7v`X80YKk%rAU%eOx!DQtPVKes6T z?{3V)>yJhSo8{z?_v0C)ua?3UWqBA`br4lvH47AbZc^1n<`6gKGdj$iN2|RLFD;9X zqfU3)>3fAVVpnDYNp@vmF1sCce@%h1FY~bKpA2p&5wH^~*WvXUZRB#-K2-R(j)-Y8 zxd;8L!Mv^n6)v4Xapz|6nzI}~HVJ9y$4L6~RxL*FY^0C%88+PGdb0NYPm+4Rk??LSzo1Y*BUAn5?rb5#XJE|?*WlB))%;*y$Dys zCkdY(uSAg*w)~C>tw#O3YoOkRjRGZo$Y4z)XC#xsv9*Cd(958?+@pfi%hSN?Ru6ku z9m8e)vy(jjz$OZ1k!-d^IB-I;!2j1~_6xVy+~lus(Lg)|;!Sr$kxvCVFXsojCeu)? zd>9H{JE=_CLD+VG4y-S}37<7`u}c3ex*b-;0N+B;&EE(g)?dPQ&Npnay8{az>O)yb z4i&kYPTtL-98v65O@v8{BH0_1qQGp$N4oVAHyAH@cV ziM|&76*66TX-FSdn94JL8#ki6B#z^a zHACEuEM%XN6{3rBChk`j*T<>?LBnt5O)`UD5v66ryth?g~}j zk~GNL8t_XyX$nt*nMdsCqMe=eYBR&iWSG6m7D}AkYny53mN(qGL@A+VMKqEL$JuhC zOm@peBY0fVMB;11pp;9nx^9H+6f;Ubc1U2^2T{(-FdKOEZx*Z_V`?9r3Wz&ARVcE1 zF?HrWg91h$=9%^p^wT;(E#MXz+r))1>_9(}0MK8=%+G+Kb-_#>Gn;ZyVPF+<3=&MZ@_v;Zk&QXZa?VEoSi5q8xEQ4)?$@nC2<&Ef9%42z zOmUk`#FHu*>x;rv{(0Ut5Gyx{*n3*JTNz>nH8 zvZB}kPrN9G!}2{~ci|K{Ymh(`f9(VtD;4aIk%3;)hzlwvg8kY&c*NTX!PZ_RvQ!@& zi(3T+LBY`I76@A7Uhs%>5ww$Lk~STzJRWk4T&z-s^dfoKp6bEQatNcfEfYDe>Q-RJ z_>TgYrB(_(g|PQ$I=Y#vu-mC76;WBm`^go;!(;Qo@2VE(0+UhM7&RZNm3F{2uLvkS zdcf;`jYHICDKb2gPFa8!W<}IYYlzkyodzM#GGNc16JS9rNgSgMF!`u}Zw_RE@1hhO zcUOS?&9x-gF`FMdd$y1x#pr)3GpJ?HWg>hUOwaiI#QMqUV6t_D_NeqzkGMNjWVNzD z>qHAJcJ83NqjErxKTb4bY$0@*$}|GeTb=)XJ|Klq+H zJsT&U;s40wolJI(*=bt&^&kX&c0u=3*`Pnfyf>pS;a|=M+S9E8S{s|F*}^KSvoeFa zhgsl`hHfOg3TalOIhCzmf`4y|;P<%3Zqxy&#-Mh_M(Tt@7T)^NAPRuhp^&aBJ@Irt}c zl;5W;&2g292G$Z5?yr(ZP1ZF7m!y;Q^Pg$x7GlqLUGSXkrT>H`PMV5J0TE=LT`u`n zcNO=#&BKZvo51GQas2yOnn;SqLi^z(c)H&kj=jG^9mQtz)Mi~{C!4<(_{?n;c<1~- z7eGY#!!ZUqR~O^82`qX^WQ1(p#G+jf(joVo$>=Vm zz8=MxqHvh}V=Cy|3z!_GTTJfbDKZed3qFh8Bk2VU(@D+)^`mDHgP}82diMiT-O&r} z5908$oHm($jYqgcnlSPvq9V>yUNFHn4X=9=bW=AFtX-)r)C+tHYnDGFNt(y$yi4*% zo!|cwu`7%pQ|=B`lu{#q3zG5Sp$M{AhLO#_H=)Lihk9|XG#T@`2o5_}VZ6^3GO%DF z>rL1wKGSWcbe{BM7nK$&OxH0^@3wXBfHo5zw4d-zd zW3`Gln%7&A^`0l-P+lu}P1+gBIR5VE)3{Av2 zzXK;g>?27CAM)kz(7Hs=o}7m{gN&|u8RPlw3CC4+4j8K&fP15B>61yaxWGT1d-N!e ze*V6nwyUerCvx(1h3O#JuYZnO%sxJPn9)u+pD|ivw-??;OoN5IR`OZ>2pNh!2BKf4 zK+ByLc81+Fuza0~)dRQbOOsq&8=VIlexm%(ivl3VVlK!i@yL29Rch;{!GGLo3R~YZ zxoA!)R5{9rW~)qs6N6ze>%d8Ps6CzPKjX5>Y})t>R3DMNJt64&`8Ya1ID$IoV%b{) zG~vLve&kAp67k7XAm~pPhH1^gaqB2F_@GAzw=tRG?9Cu`RtZ!0T!dAj0oby?gjzk@ zBM=Gtf?q^DQEFHb+cIT9Kk2ogW2p`ae{qFhUC;{r-_|h6I!KT-={K>fy-B*&MnF^h z5UPCN4OZb(!Ddkm8S(zZ-g06d9N863@M;O>?%zm`J&i>T@`L5Fbp|Ogi)69{2B>A9 z37GU&(8p_2;j>FQ{`Ap@?4uuO>Qq@!N!BN-2W>$_c^*rD;XY~=#Jt-}Kaur4#%Q85 z1)jteLtarQ`K-<4=lDrtZpkTD$cu9*Qu>h<8bo07HfM%|mjkLXXCO*rGI+JN(OmI1 zb{SiST{kX=?*7WquAhcYx)~5&Rn6C2JCPpNGr;!_k>u`SAE?xtgyDyhjsG$E-{*=h z6UjCC+{9ERsCFc5w;!_vx;zdmlVM0Ko6RuC70b~*|0Avze^(jWkb!!}S8$)_bCP^- zjX=BO59Lm0_G3;ZICym@jAfhw&2eT{6BGd23$-!UI~-S5ds7#u5PY#C7wY;}gC?r* z-g`umy9b1VbHT}IU~v_fIfPJOt|pc#m}Bq-6F4s+N%aN3#AJ~iMBc`D<~>QL)hz|gj4T9UWDhOe`F@#q`V3( zmsY@qV^Rz+>^ckx1u*l&X5^e4tQ3}#`o zV=pm09t~VwHwYqM8SQTh?~f!`P`+V4YW+$Qu9cIIwFEQ9% zmP(?p{Swp*KC=J(>m#)*Php&DJT^>^#2&|TbY|b1sUZ^;%Et4|z+HgPa6M{)(XP zX*&|2e+f6uorL^NDNO#lDsH)u1zNUhq{l%44dUBxAXhL%b@!-Z*_3j0>Ucwg3~NB$wiQc8L8i@v5E2Ea@Z25Z#_%*Eoj2SEsK~vOfb66yN`hiOx~2QBJDXeNNrm6^i+rk}!AvU93DbkUN!eU~S0>{nDvI91S@@e~rCZo~0tK$9nZR6cFK;k&oH zaA?B}v?@@d@Ar?e+u#2a1eWYU&kZ%?@TB>;R))Dhe|J&a`*L*Tq60RsuqDMqd%$}r z6zzL8(JEV+Zj@8vQfAHqK}|u)jK?MI|?>N*@EDNEIhNl1c&a4fz6*> zxHaVixuNTV@}dzKal@V2;i=-oXI12M*C0Gup@Qw!Q;6;M`=olSH;h*OGVI*VWQ|0G z;oORNTyxq+u-Zpc=-62Wztyjh--9uv{cl9>1QdAj4R`=6yr3R$segbx^3nQ1U zPD4?q9i2(*Xy)5SmZf76%*%13s9f}udU$N#5@)!;Mw9Rae z7}G_$UZkLi)U{LvmL1Z;-Putj@lh3aY_de{05!Ba7D+}FqChn44jC59M~$d5-|T zUqapZlhIN*>aPT{X1__>i!)^LlH*Kn^HfNfB?%)pRN(+>;mitsdUIANexFgmFtZ<% zWA;0M_nO%V-;#mhLRmUms=}YF-bP+2PQipP1Ef(*1b-z@2ctv)A6);mEx|B47c zH0+0d#;@A)T9VpkSHeqnJ$)Q>gXZq3mV6Y2_2+%4tIZ0ij?dwB z?|%*A3tS;?PQKuB{}}O7`bCF=Cvn~!cz_qn&7o(=8Pr8Cli_2#$o+>}aJ;92yxQ~~ z4_rS-jY~e@s)PjUdyzu|+V5cF+9dv7(qe+N^oR8@P*#|$G?g|; ziNIcgF%)nAv^0G80$M2C2VINC*`@D$1*Wf-5Gl3&;CUbeJFd#$?P`WA)i{&b6xX0! z-5MHpeJwQ_cq0({S-|Bmd0~g)4q|Kd-e{p#BDNlo!ItrpWYh970(I}fZ9xXmmPv5( zniG=LQY0H=NZ?9Gbn89Bep0(1BmUb;rmE-T%D;?f!PN(IS;9}St#erVpnWCGN_ zqSCs*Fv@=sei_LpxAjM`^da+Fk%gRlO+jS3;*X|?`?&snq?Po+{{c>7dD-X)@lW6cgGjK4zNOmv! zVWf3@HYOb257J3X;JTkVJS;CJ?#&_iF6TB#cl6Rc^J@6r;Ren|4lqBz9g7p((D<1i z>NXd{CX#C$v6_I`=UpR-^R^M5U6dg%MLqOdG21GgRAgma~r!tzm7ymvAkuB{m( zi$8A#>3~FZuuWmx*A#$F@hJR^c?1b<56R%1YrrZrw2Qon*(aQ>RTbpf}b}TVe(9%IFOH z#tdgrwD82Ut~~->M(g|Hrx@1nsi!Vi?~{S*GGoV|`?2Gk4@tJNfUD;Wz;pXEdTm-L z_Ka&|WmgKBcZCIiFaIDB`{v?-i_BT5@rHcf90?q&=X6Xfn(gQN9L54qgVN9;>dSEN z{V#UXiknvCbD=!0G2BWEO*Zj!<37=!&H2DpNhie~uZj8n8kX8hA2iHlf#Zr7@Nw#D zte!jxKBFdl{&SpeE9yiy-gAEcNHwW9E5_03E9jWN1ZwOesyR zufuKsy+W~M4rHlrr}nLnNGqcYav#tkM;X3EqU2?o^_oxBSzScOHj+d>sb_rW@96i{ zDOCRo3v~)k(kCnOFt*MVekaG_7JG&jn(9W5E}IVJ@1GI(c26#6`vr1uH>GYXI5;Ed zFP|4I#o;urgXEjWXz}|dtz5F*(DBzzGH1(sN__bO_u^(YS89OXk!9iCo~dAK+r!pl zbdTDaZ>eQLCh(89(h1qiNV&sdc&Fuq8X0aN>AjZzn>dv>)L+QvXUWiZYi)t_#hEmj z{}rEIX8iJ3R^scAcC>NcT0n^yDpZbRw8wQ++h-5xX{zIuyCtCW(ih$3FTu>CKYz+=+C?8u~w^~C`uvJx<=~o9%>XbCbC)2&ZuNzr7 zuOXY27_L~}Kf&YSspLm$Bql%8C+1hgAnisVHPzXKEyHc>#T&ChPSF(a6evOMku<@o zKfCEsgY`K1M?US}YRa=^%(M zahnd(FHgvq9kFmAu8+7jRAR8B8kNe5fVtvD(D+S&L9eIN@TIW=4UP!q`vZt6Wx{~h z6bQXN0~G8n1V7@KT-mDm$bI$@)~kv_t9v5OirtEv++DH7x|nuyBvHS?kaxN0Aq`UZ zNAnf3bep*(Efo0%OGG=-DmRt&>}tZ{kr|U~>L5*@I#`kkl{?A4z9KTgeVoQjFvrUIN3ra^slfN93R;;q zqI*y*^*UTft~4=PNrhtiyeWXO6k!u!t|hQK%JHA(E%MR2H=2NEm^!Sl1O`3R1B~EOY*bINY=Ort?qB&Pp+E_ z+OsWT6H~zEB&Wg5X<}GydyA$oXaR$vm-J>$EXFF^()-St#CNO#^n#Xwb#j8G zp?c`$afM_Gg#54b2C&e)lV2@uZhV$!1Y2HZf=hof+x}JtOcI@g1Njo@8FZJ*DuzIo zJ(GoT*@HHVKY=xQ4fN~&<5-jRN+1lM35{HHuPDBmJb7ykxR@gzgLmKQ`I!yTkI()Aw$R(R5xo{ph?I=QJtOGchsDJYW`%&zvAsn!Jxt z#?w<-rOSIc^%@RVZHE8;Ek-rn1XgAkGiyK8hV!iw@I`zo-Kn*Q`(-MN(WzWV`cVsI zcFGD2cCSa3J=5{#-B^?}Z^UW0V$pEtNmMaa7IGepk!_nQ(NJnXICV6$S8+yhl2#Qv zQpJKdb?pk;Emgv1zt+aQ$9t*T!hDq4o`^l6=Sl3&a5`BpjjqnQKq6g#P=AqD))*(9 z-P9-#-=qVued&J4F))K?3v(dYVwb@EZ4b3=t-`UJBIIX~lljf%G@LH*q;Q4o70h^;$B2@h3Vg3=zC@lylT^SRdDTQueJ62zK0vChZ-bYDGTqDC2TOLfuwU3p!R*gbuz%P9 z7-=?WlxV_}Ny#`it)E=BeGeNliM(H7%0)kCNmModgRzAdA?Z~jMlX#9vAcWGJJ*i1gv^4cCaTB@xs9>% z=BRYWorG837Z^F6B#+)KK{cf>@Ki3A9zDGj7k4S5lHOE$MQ1LgOb&#Sx20%p-ArA# zpQG7-7vRIyL1^H%)yU;%IJ))Ep~HM3Zv5QE3t^A2N6sq=kKEOw^*hSw$kmJrE5TWs z;5nOUaE=Mw&Wp3BSxe!?5`EOH2n6F@Z!j^2jjx8ULQ%N5P*@oT_VGK&x>a>B&}@dQ zeg;QcEu>N`h}je$RCeW?I{ zIB;o5jSHA`cF{ToEgD;<1qE4d5VEC9pgmKM6LV-HinO_dfzNyT>dq2mT;Hswf?zV* zvH*TM$;zADO{F$_jc`X{rlE6A3-$dX4Gp_BiHyowmab5U^Frmo ztka^Oizji8=XFx&m)l8hlZ0TsxiUIL2-qX>CG7jJEb*0M7vJ~mVq>LwKS4NgfUKNe z0zYi+vHL8drOsSV@3ttCZ`p($t&=$)Tq{Y{z6n%u0N{^lA|&sNhT2R1=vsXielq#0 zR`%-HKE4MX``d{@OAad4)YG~bj9=t=yWsiW&5+YE$S`Gk$z$7YQai#hjqjW!X8)p4 z?2#*8x^xHJgfg7o`IGTBi($T51{m*urNmKoor5z6pA(2N<*QziB-^ITLQ-}NJU%T- zZd(o;-hVz1FP{hi`#(`I60(7v#%R+%%UvfiS+1}*(G*fsqd~{66{MMdaK?gTC_GdI zvSRZYp72~@+ouX>GCGA}Z5NH>*5{G9ob5!0w2|umA?iE69P9@VL2Q;J6}#jP?zZzm zGxsIg;&ua)_omSLG-K)_dl(!O*D?Ls1mTv>N}`&tgGRDJv@Co*+fdpXT5dC5xyCcF zb_JumTi=EiF`^tJtzP_Q_XeHjg+hH-JFD;9H|SXQm7O*14C+a+I9{9O!0qQ@K?!>| z%rNwaHFP`88r%#U3+AC@?_Z`@`9%I369b{L0^B(4g4tmvAQYYvj7`#~j}0YA`m1D2 z`xQv7Z2V!veQ{wq?=|MHRl|0mVOMiMee*XL3;hld^R6Dc?@u_U9_<9HRs~`7XHWc)zYFFU z`I4_KER-|2K?2ocLH*tqyv%%>-E4=eM=D_KKqL(<3x!*Q_H;$cQuuGdLJZX2g{B7% z63&`D^6|$UeDu`<&s4qz*9RY|o9$t^G;fPx!OslLm~ar=Z{?BUz&c*vJ{NE+OQ6?F zys&B8F}#0P(rAI{6rrva<0Ippz+I;-*cY8AkT+=)Ve_9&&}N-O^Sj&daEc6UxsgkI z-<}7fayh|Wjy%Xb--}FXfofBy6OqJK-272JY?F=0m~;!l^g>s7(xuMuE}}5G^%43y zn6rg3-6*T!M;525!3TpJZ2o!y_7!O2^t>x@Wz|IZs`MY&I^H5U?;}pwJ%dJ!MuLCX z6&Ts7i+_68fWyhF5M3}#cxP?!#~DS==Z}fvilO;9ePTVTN52_Y5b6ox+D3HUaiaUVTma;;`4!txkDy#DMqZ7Vp4qMV<4#m}WRuC- zr_gQXOa6`qQK(y0PrFw(XE&M@UG~JQVJd1`!Jp7`Sqm*$dpI zp}ozlLT;Ntmczz#Dokxqu$oTq4Wk|nPf5Y*eQ1=Q46@H&6YIxJopNv#Wq(aZ593L2 zeEoc)?lA#YWicGg!6X>*J_RQ_*V0kdbHqPbl5@(mPvBRmi*0R@uuIz zpOnI^Ky4D7=uK(#b;0omNM{G9qR!dvI6ps{-gmo+&20lP@WqYY*J}rhR_5cv$MN9$ z=o&T6D28_%nGEB%Bec5Xry#ZT1sS^NNslb(rg2qsgsE+O^#1e`@+41!gINchoS1|v znc>hgtAH*uUIFh7ir8GG*_cx-1E%HMKyb|s6rPx2Y}srY{wI>R*DZiPi9g8Hhz=z5 zk2b8-SqfKt=R#YNxX`A0KE89k0j}a2Frv9vaP?mpR$rI~jTXPje zk6kcsA)%*Rb&9NM4XSjR=0&AcW!X1*j1Ja5UNH2PNA+!d1rLv>;Fxa` zFxs=e71}wipIWSx z5E`YOqHccCbXr^(J{1*Vm?n+nkG}&h{@jADGf$y$uJ-0Ht?>sP97Khar-x~K?20>A8045vNk(@`-pf>Y9 z*MF0=AZtZDn#_GoNA9Hy%HQ+h?dExSpqJ4~(s80{+lsGDjNw?m97c9#(+Pn~QTpaY z_%Z5-HS2Oo1-yW(d8c@9zb2sT2Nt{ARR&X}|B!Bmjqqn_3r2nkgEbyqg0h#VkgU8% znmV#UN9`icITnLQN^Ya4&S?;HVKN=ZHe;2~0UBhvTdMv4{H+bFee=qA|598@ zxU4uhOeW|8sB3eVzGL@dm)LGrg8WBZa><@ey)$s2_5pLo+=dqtUm#O@G5TLL2BR2v z>iNlq*2c_-t^3_!efT*X(^Lb4)351@pt~4aQ%c2WIf3knTr@f13aSwubR0D zu-AlpM5-EoDdxdpt4XlL;T)^KxEOY+ig9YM5=QeSMXmQ;s>m_&g_3C((6MC!qmjD9 z4>GWUPa7seA-@4ucBwk%fISCo#P>iKOTxLGo5R?!_Jh*qBlVar;_7?$f5%>?o;$bwHT({ah}l^`<4 za4|J!(Byy?V||fhn6|(hcAT7w3NkTN>+cZBWBd^`X_T3ji=z3dkL=9*LZX`%N{;@r zfr}ZpsIpHQy)j@c5K%cm{+q^w`rab?&1(y)MwJrolWEZY>={Jw5alep>Vbv7(;zYni@btcJd+@s>k1)q{xI<0SEBE4NEGkd zpn&1LH>#avz4VO4L?1@GH5dSjM{A(ur-1IYJ_H&5%kaC+LGYZ%uvT|XV{f?uB<=M# zqHy$xz?^FcW|~tuNmVDYJ^c3+#qi%?BPN0TcT+<3>iFiT%55Q zlu8mIaottwV(CZ&CE0jz{XQcuD+8s2GpXBsb2_+OjlCuEKJLx$Le2JLP}AlL506V$ z#!j9AJv%4k-f8E^(HEZtwbxfumt8V&(0&>0(Jf`@*E9{+ zL^1xC1}D(UaA0GT9Ove)I~aaN6E`XEAd{+=aE%|2(_yHgauzmF?4d_3)#IT?Hj)Pa zjH7O>QMNE&l%t_hM1#3^@l`#;ik$I+@{Kmr^_@%M_>FbIBpQ&`Yx%}<-M^_KE0LY) zbq+*`8r$la9!Z)lf&Z)MOv9=Cx;ShmnKGq}Ns>x3oU_+Sg%qhIsU%6#q|ziwl7tXK zW++oQ?7i0Sci(=0Tw%ggF?8mAg5c|l z5aw+T3#DezE|!hv%yp!R9M*+(G6teHoWLN(FDNxF42rUj5a-idsCeoyVPgJK2?bSr zeg8V`t^1GW7uirp@fy-{*ADvl!B~IX2K78n!PtpakUiMN@_36$|8EPa()}LK{EDc-j3WyiW7&M#hh<0-VsPm8QF4&wJm>X76jv(hC-IH`I_`xyv5C4y%pDPy~(wgkB21aA+pltP_oO2?1~cL zow=Xj?SD%6-_2o~5gH87)u%${dv~hmbcNIpds8u|bLi)q3t5{xFvxF&M)-%2V8tKi z&iR_WcCRpaueE_`KOzeTB@8*_KO0pKx{{uV5mb0vfC3+&ZyX*|=V}RP^%Str+i?h- zco;>`KBu2^dQMX>_5+*t^NEx)<1XRSuH ztPLb_v<|18Wx(y+OpMDhBPCzPsEl?Jca-Hy^lG`INT>}MXzPO7m>=W)qzI1tp9yJF?%149tp8%UI(kK9t4O_F^XYXAK&(RJSo zyYjBnFq0K%{9}OpHt8Yy;Y#2U9l;fhNeYav<>6RRCIlx7(Vh*nNyK13u9aE~yRLPV z7mJ*RoN{5j=cEeSqw0J&xk|h-?*f=6X=A%wBQ4ibHYIwO@xqsO;$pv-)L)rd`H1bl zR0WUH@D)#Ss@`J~r~U@EJ!ryAyDloadkq>ygpu_YeW*5FpIDuXCMQpHkP#HEj5A9j zK9z)I{*-0*{EETx>-mu7oJ}O0d}#MrHNTkcQ_IueD|Pgik)_ddaI@ieQZw|E zxTdudjmQKnSro;%^Bd^PQ?_8;6v^F?BTfeoT5#3lBS7rsZN|&$EbeLU;lAKJ$FSh@ zaH_uw+o#!sL3=g%K1~aw!YXK*Yz2Llvk#0;r&T=hl>~dUpG5k?9Sn2n=I3SE!%&Bk zz*39@0WZ5~zVkt|=?}t*)2k=gU9=r%YGrb7e5;0)hBg?^&gr?Xny_d@Okh4~2Dp56 z!=>k9V3t88Ja;+^M}M)iurHJ0(CHu&@cL|J;hHZf(i9Dx376O$t17rQq(Cf>^`{La zfx?03oIC7!uif}2>FqBB`@RrtxVsl$@2|v5Q=%YZY8p!3^u?TMiZtlQ2nbcr;Gb$4 zfU1FFezi~^3frjGd`Be;XW@zG8s`2BWk8&L$McIn zlBj@YZkt33>z^B>B;_VrSoYE9h0lPTYQ^(X56XGL_wURi9VF1W?FjWoqOupQuMcrk_bCbc|fot7>bZsA0{ zbsSKLJ@=kJPzB0~HE7gy6c(`#X>VgEOw1{!J&i-$y=!{WfBOM+nKBM*+ubHZDAo!I=iK%L5h z(PE69i9Fqjld2L>XK5Ax?|d)R%2mQw-$sbK)*+ng`JQa+@}X)84d|hB0enj3c^9Q( zX`+!Nkr=5Uo|m`L>t9o#xAX`G9DItWcMOqEm&df?NFq&@Zsweme@P-GcVm3fR_GYq zN&PR+;BI9(nP2BT!C>nK?yoBu=*!+&eeX2T2V(`G^kE;`>hst$F6(Ww`p4A`Y`_T4 z1n$UdC+NPYiuKtQY=p-X3NHSkpZb16rNwC++!%z9Cjt5e>JWukPsUBB5yS4Vd%FFh z9FO6A%pZ%v6=vmT*JiU>a@G@h=xHgw=sDCN^dQ+{DW@>7z@?pYUtqiNi#CEQ^9 zQV7>wg)LUIxE8vj%+6r~HF%jycTb)qcrM}uHR~p#|NP(B(z}w`w__Iyb$W3{S0D!d)WA5s zW8A^NYvD(wB04onV%cON$XYuI+Swgm#{L1QfAp5wJKLHVC`_bVYhuvxw?4Ugw3k@n zMc5oNM(vY-5lg{DI=$o|rnH&kGY@t){HF*K<<3H;suStbtHReO*P8KP$AhKrCw|jn z7c!)gSh=w+82nqykghCa=1z9R=RG0jDZ>k}^}HY6Da)e^zo&9t{(ix2^EZH0o)$yc z{_r+>52{+{v;Fj94Aq$dPKLF_nssNC4NeEUL?`ZVaYL~DeuCv_JthVVddS0$Fvzt% zN>?3!PXqLj)O5v@-hCxl;e8vfOf4oVuQ$TBAHlE`B0=gzGK9`jWSuZ&P#|Xxu8nWd z^5||3|Nb1-|i&F)yfbd=w}!`yo$B2OfX$K*Ow9cy3Tj z_oqeTcGj!a|1S+SBVL%F`1g#Ke9$H867R`nL)OREdV|@uP!-(b3#n&~2y`A6#!QwG zq)^As80#ibg&`xV|0Wgm=L!?KNqf=2?>M-J*Ry@PC#apV7*kYkK+9(rY8SVW!Q3?P{3*VtVrGIH#Ii@Q_dz`8c(JM5cs-{fcu~v1%g5 zcomc4BlGbV%iwC80_5V|mpCfp3b;o0|@U55&B z&(6ivZFd|*FTKc2l)i{9qSe&TB@w%GuA|`<5zJ&>Nx=PBTo&HWEnK3^daXh+ds{a5o!JPzlU#-}-~CCTM-&PD>O+pc z5s;}<%|Ty54_j7`pyH0E=Dg@)x}qSG#p>Q}XBujmC>#C?I66m!{5V*{>o%*IVl zw!mMbOrR?^q^^Yy!RT&m%G5S>=e*^aTB~+6TzV}iKN#A!lD!E5I?>E zgA#P$WJola&zlG~rMbjA)06e8N0SbjWNPrCiQy;*ldIeQ(EVIxICjXGOc~2WbvGlk z1F=<1_l_8p3^|Hi;TepK`#5&)vxl&K9Yo2)0+ZgCnd#rQr=QMCg6&EUk@+>7RQMfb*G&C5UA(((Z3n{S;q(KC7^HkE?yCs*r`XP|E;Q!INMD& zw+hISHL!b^}&pcgYTzEPn!?#ma%!4L-WN z16>?&4yL{pgLAF-aA@2fHoaejdu=wO;L&d~^`;M)%(j5r(fZ&d_LcUG*kY%g5xsAa z4aSiCW|-^r{Xa zQA0 zUY(E+)uA_NEEaN8{`Amo*P5vDUe*Vde+FF3yYceV4S4oRDYhFLV28Rdn}g3K4#P#b z;>J>%64VX99TVBSyCg(QiwlO9DG3IGTIlO9Dwwb@9NX0&qHV)0!N@f+-q6dn)G^F~ z4qB;zf#5mo0yL^rKNd(Ik0!uay)S%f-wuC{v+kwBWnlGmABb$ZPu7MN!04k;P_uJ~ zzvfP8n2>}vZ2w!eyA!i|)G%(V5N0~GVRLLa5K$AnxAz}8mUIC-8&<%t3>lQZ4lpS7 z9;#~dNX6JQlx*n>BX3-x{cW{J4)VN+zigc-|327=|pAvMtbo5 zS~kboNi)|c5YM(LH1Ng|{BH6Uj=y{gZ9`$?RJS!47KOp^sYYzh4ky0M9O%910alk( z@R;)!G~Bit^|PmNt-HiP-MIvMHnQ1HQ-IK@pz@HijnrwHCODZ@z#3IM&YX-ky5rA# zI`QaT7;xhfhv%~^ES_|Lr}ZOJ@?Q~sztfy4eBwl^+;5}M+V#Zwj}gP!c^IY?$AR=| z8JNH4AL~pNqjx^kW8-ZL7?RIrZuD+}o^ZaY?LBXxyiK4J*u>;{{m1RNy8=v{j?n+I z;+ToB9eSUu^A=i5Qnl*k^sUkm(dk%=4QN1y&)d_ocR5g}`jTZ6mE(G5I&Y5x!5**c z^n2}V+B%ws;Y(TO_N$wiHSaZTV0r6pJM2K-(~9lF5$@!Of26JUC&vCeMIUaNO_Qya zP-Fc&^xaQQ*JrDNl!hvgdYOZlxhPj|EAalUYpN!rA1H?p=IRba$(-8_3vpX`^*e%oksOKilJ}w z46xWYqvCC$8_I~~VWxr<-PW$m_U$BK*JYL=(eHFW7s0br48s^@7meGH#TuC^{ux#9H<|yY@B9&}H`# z37dELd=<{_WaD9Z>Sz3Lw2*ZH<#N6Dyu|YMS~IyPd6=dpC+MorA+8z~ zTz*k5j!!Iu_nd0zRVtzLvt{|q?PLX$tpi!t#w+sN)s(J|oQhpruh4Sk8Wc(O!Nesm zIo~GOfWz%3sGiN>Ux7GnnNowft&2dRJe%cX7P6d%zVcpU5wa6xL1f`=%+OIst*f3W z%sGt~8`%Hls0`z^CJh7aC&Am7ZFKS;EofQ2AI~=#;`-4^IC1a`a=#yg!G1|{zvno* z?U&$%q<)0H1v=2yIEQ70W@2`v3toNB@<|_w;koh@2s!wK=rpq~4QD>kNf~sRQ3g{V zWr~Mh)zH2aDXO9Mjha_X5lGK(pgYoa*dFX@PT@NT93St+lXYisW^+H~jE0dK%LP%lgPRo*@kj58?OWM>vraPC9MopvPjiFBEeU{*;RHxK|>fuV@mlVMzwdo{fZ_ z4Ffb|bPxThTuan$7LqBfAL39_G$>weK~>jfnEShjCYm~e$MzVwdTo%LSg8R=-E4UC zX3fP*?d`ao8Q2i`3Ygoh5#$+zFP!KZtO+QfvC(7k!oCQl!_bE|Mh z##z*7=l#PX@1X6v56O8GP5R&5qSERN6zvJ6{?QpU!mJI%OtkS@N@iUWapp8|C)Z_-5DL9A6YN^{jCQQj6j(Ci0=t~M zl@piA3#w(GPK~no*%g0Q}EH7r7 z98%G;qZ0Pa(}s*!kD$d}f!IB%hS%9$5YqaO$OM?9rjsc4YinU*<1o!`{Xs5WQHG$8 z%Rp^l4hRXkz!TN$=p>a&X`3BMbf_cR<*Pwti7o!=loIr>drOz8U&gJr7a{IT0(Z;L zaMV*##|KX{>D@<(pnvEIe(%U36{B-8N}vrdWIn+8$EncY`Vw^X_d&t}9`ntk8}hDv zf*aNsP(DkN_exV6jMrI$<-`TVQg<`iSQ-s)YsGkN>~j*lnajyHQ=LgAbj#UzSaI|;T)qArq#wm%Mq(I5S$xLHes4j?#ei6S;i9l- zCq{c`;^*TDB-me7a46>pT8_y{qR>ZJQ@#8H`k!JYaUsc5DI3Qekimn z%g76SDpm4I7xxmAF)jLZp+f8=V14VWKc`o0VDhhJBc`OO>*A@w|#Cavmv@XJ-UrUI+ z_Z~D}YY$d$5-`9?8Kx<*{VDNJD3dS`en@P=grqtuIQEVna<6B-Y>s&6$3NmYNO0pK zUsRg92rQSjn~#?z6BZFj^Bgzfq3K(|yJ;HoP3mdek4ePXI6<3!{=8&D?J4XY!6zR_x3^nl$+TS&fOt)4qXg^8&=?x+KnhowwPD% z&xO@T4djY?* z`I0q%m!pAm5$yZW0+GtubZ=b?tkhKltA>preg7Ugb~p{G&^;8fxs5&BEYU7B9tSPE z8Gq?|x@aT&y_#5qyJiR|=b#DfajatZ)4yPgE9=Ai$j-?1|8YYGr_e`oYp^#}OVIy2 zm5$+gFi2My%v&7~SKmvMjFR1O^nn}tCoC4!S9~T??(b2Z_1PHsDhL!ikAcy5IS}}3 zbBlaBxtnWFlhE>0L~-B}z7d{`E?T$oZGa&ROelba4GYj=p)$BTbMT*gHX5B>iW$GB zz@|lpFzLbv=sey)d{4)~?&Z7DDEI>0czFPplpci_k= zMWV0T6zr^C4LORb#Q19$)l{1ZD}>F#ab%P*UO2uB( zQD@%^V834llsj`E{ptbqxi>_Dm#;TFA-)^zl3kIWFClIzV*C~j8NorpUbbtU#vQ!5 zfIDr&c9Xsb2~>?J6OjrNaLAow9+>ryj5TDDp!{qq<`zbW-*yALj>UeFBQ!Usk(y3+ zoEc3ch9i}{uH7{zd;Z~T7lhntdw0i4OrmdIF zcy29#!CYh7u%(ZR@DEn@yj)0pefOjIELrr+@#Efkm5e>6dd!>++4yL)5>D)Aow=Kq zB40|Lmwaj?ei{lzL(^hho~OX;8WG1AJU(^b_M@`%uQ9G?S!fj>1L!K3E-JUNkfdqE zVB7sEWcsxG_|h*4JByo%P0VrBsTJWbJR?n)b4RG6lRe&UC<2$FAT%&Hf<(POA@apfGw7d{o{Fo7s2nqW;~~?g=}0 zHoZ)L-{PXd@N;Tt@s%898F+G)&A9YJ4XikH7OayLKy5q|RE}JS&eGHTkN;kgJE}Fb z^ZITu+FXp`cLqq4S_X6A?g~7S{(!DteF_>4vZ&(i-?X*s9hsn+4C%iWuqWUSct_4e zeybaGT<(c~%vETsvxFeGW-8gQOQ`3ZSTt6);$Ab9Mi`h5n-&;UsC^TF)R6(YxAqyG zzkfBu3sM8UA05DLVOfbf@35*((e$_9GaNeHN$ehKGk-Lth*|d?u0SLe$F!!?7E?v= zd@PG~&C%@KvVnXyw?^{&DWu?B5@Aq^-tG&)zEO_`YznFjp0STlPduW1J2EN-t*ExR40D4bVAI^q%=qbZ*b^+p>kNNPJ3*0h34YzPZuE0@eo83 zwsWAp5o*+b5sCZKP%~5k>}rV|HGDyaGwzdHGWkrY)j>Ss-~f6hds#R9QDRWp17$jA z&{}ZJqBK2Bo;!r1!VPQg-!x5d={iKh6^iiuc{vE(oCce#g>liaE6|`LoEVoD zI$R))d2$nQ;ll1ptD&Pby7MXdc5e^92-Sqb%m%Vyw1U_en^KpDgXGcSDvbA&!Cv#v z+@fWVsdeLVhzz{N4X_KvlaU!{>^leE6*hpX_C##^xQ<@_+RdHyK?4g%+!>dd9_+T< zmBiUkfC%RUTw}J!Qxa*2uctXfc&iQwjVPK2Zdiwo8y;c{!)l|lq;TDt<&{HetxQWx z8$;%eF}By@5ndF&pxOJ`hjVLE*;(jHmI>I2{QA|RE4}e9O5Bw2J zqinr{%>Ap6&FRjVbM6Y2VteAUyfFHt*$E0djUnRTDA#(*CED;Kfq(A7BjR2&4~1jm zY3U3FJdw&WY@EEI<$NQYc{ds7rPt9}XD7qd?D-h--wE8JZi|Ck-mtEfN!;XrA>g&K z5&f^5LDJZAxa#eJQ;SsaUJ3`Fu4P?S6&uOM{Ed)R?}rbJbAj|Pp?Axz(f8U%Mqy0sN6VQ9%e3k4>jF?97cjle z6#Dx#h@X%o9>!OvhFdK8BZYhzs`eiu2E=xvxc^(ID%qg zB(1-c3#G!B(c8G3xD7s}8YAxXYNLR!a$gMEo{N&yLn-u2b`sTTbmx5ASb-Jm#9;OE z*Vx3U!O)iX_`Pim6y&Cm7rpKf7`2o2#;?R!jtdn2VQC?v4LIMnj>?8NkzJENGMXiI zP_sOjf7rVSqsR;5ENsTCbe_X@vF%Y}@hfneT!6h}=jrnA=je}@z99Zwob4AZg{f!y z%iq13$L5jJ_}=;}vARx)({FeJk1U!a`0DwD>T9o~vnRKk7`hx~?*!t!)h7LDj-UAJ zJruEI@fD1dRbUn+C}5mh9k*-6D$qJ3A_!mgisX$H!r z{l{20txyl>o|JAr&dGgax6doczTR z?EO6t@uD3J8T2xrWNJ<7RWp!oT#C!5>?XU8D=~rL_vpuCUeKNV4%I3j(N&e2JY%QL z^yJwubl3GU!c$eiPoE}3LLJ)y4ZaFxGpExp4}Y7z6w!kkX9sdLx&}DL($u&89^I<8 zj;v4|Vm23LA+4Oq8(_V0yIeld-JYvJrg0)3cGF?pD#Zl7*Vwt)bVc;B@Im{zZs56R z4~zxO#lI80SteXM8QCpD`O4?$c;a8Gdpr?aEOMCq2P!0#%~8xdp^2AkW$B;DCq!58 zGDK@PP;c#QvVM(!#mWUKaMzV!;2tsf<)+O&8MX&6yblD)zJ;)N?@lz*;+Q7$Pvd#M z3MLokl25zinK?6!=&WnyMB=kM29+MCbB2XLYz7znLpzvTW?r~?rZXHGkHWk`S;39n zXON7mU|3nCxhek&yuHE0WnoRoU3`Y7NbkgX?0kOc&Xp!*6g^PAvEw9;4w;rqHcpbHNJsftbx%G>DEPRmUqKvO|DPTh_B| zR4GBp%^JKHqYpb0&oNAi4DXJrI~jTzhZ3%myeb!In)*17PPMnCQ#_l<4(p{@<#YlD zZl%zU6YLzX*&7|cP5|_dW&835*nF`XO&&dE6lVocH<58BdhY?0QB**u4FX7zWIb9Q z?A&d75Z!;o0#$2tK&N06@!oz2W8Nl0P(U9yVeMR^@qCb`^~->MuntD|{fAzWzEJm} z0fn5OVdkSaTq<)JOHTg67xzaPz5X0@d|t;CWUc^7-VrcZqlMO?X7KTZ8f+h4jYqy$ zAX)?wCR!T$t1B3fq@Vo6r+nbOP!mjyZAbBW<*529hh{zx=8{L&+^?s?QD3bB{rv9W z=O;U;Xx2J9$nr|&t<5qI{9c4-Zcc(l39sOxm>ToGW)a#vyopoZN&=F#8l>~MzBLvqzIl>9Zcfxzg`bXWX;=FPuOkrvef zuFpUY@oL$|^i9fuo|y0C31=yduua49&O7F{NeeNx>JQ`6o6hJb% z1q`n}0+Tb-pindel}gosf8{RG{nj7xzV>m&dbYr(7WQtxWf+Wa zxsky5H4xG)%#%KT8I0BTT4p4H-DxyWA#h^i zwq%UfzegS_)suvGd-3mQF^pt6r-yV_u-_j`^f%*E-t=~Sn)wcMLtJp+)lag;eh%+u zxfpy|nn#q-k@~OHf*8I#PF3%K^GoIM@`-26fNK;fVtYf2*W|Na#18W7ZwamzX(7An z&Qkj&lh|jp6g6(`r%9!!sgC7Nbf}(#!;@AK-R+v7!;xVw>vnUCGiC7$SCL$944`MN zc4EUfQHP@^d(9<~)8B|0@9psCrE_@6R+uziWZ8B9ZZW_8 z#IbC9EqhmGyCgL$U=o{0+kY~JeSaRHVsrALNVkpU=mg=!J11d4RRS$C*JASPHvFux z6C#gWlGt$t+_h65xf|>%sHfdm;E?dzRU;{)-I(ow`+(xvOe=}9Hld8bfBUTv8Gdvfx?=JPllJIqEIRW8w_ zBpLE(q5~{>V_j*&axUaMWWndX6)sX%=DK;MV{_6kc>JjV{AwrBsF#fu`W=^Xuls6n zxxO5qk809Yuk+E&qKm|xE#tdw>ZS7yL-CK!04H`%D2!*Ap^wRIx+gW7?z(aVTW1`_ zFRgi0{+Wc?e;O@NGFgK4ZrRb`QR*^AyA;A80fkmkDt0&IZCHsd5$~=%vyuf z{BpT+c2#gUyPNfjBw)1vHn=1RtrYdSLX{TG2Hu|c#4m6;wubj9(N=qmvLK2%nhuYm}rIzgW4=hxxiW!%^;3;%0sgW9s8f*_`8CaxIdbhi#9c zo}aIhDEU#!ITy!l(_aWR5za6p;0-BedvTg$Lb#gEl3L78CJRGa!ER_i`7o6a#!`Lw z?chgRy{-^9Z7BoAze_;juL!I_l8GN|r&Kf?8m7m9XoxL(Y>DD4zdix;lsrJ? z>u+XgvICSo5YW=;D?q>hCy}yNArnT;iSaKDDmMELCO?TI9iKkX*|Q@t;l){~n!173 zbe$ppN-KfK`c2OTAp8o@r`E1CBFw%7d<0Y0fbK5Oi`A->| ze`J!YW0p+L6BlCiM3Z&4Ov4;2Atp9v3Rs*xhnHpF&;K<9@AJ@RB0Xm+lt(6wEI zDpnjIGD>u>og!y4sPJlTo}sTUyk{N=O{J-$vn$R?JHWH-a9Tp`8N)5N_;cC*hTi3L zI%PZpEDu(2&4Sxe%*r3q-rRs^>F40$=517c@moT3x1#mo8xS`jLly6dnsFw*A)6Hm z{3;FO?&LqD8wwlHaQSAmFa1IHe)~)(b2oyUq#N`5xH`)~JID14V7VK?gY-jSFzD#$ zki*m(UPx7ufc9jvWqB9ZigLa9RA(Li2Ir#A-xAjW*c)?{>S!^V?5|BmzBUN z3&W%0$#`e_VN_caLHc}RXxkre;%OsnezfO3NPZL+4>e}hF~-FW6+7T()8M!WYE zqwu~=Gt>Fzs8-O4Z5#<)esMi_)Zr`yncl^J&70u!VFCkFGAc6z8gUAnLE9{93pcxa zm@uzoXnLhig>QAxQ4Mp^oDTxjxl)Md zW%nd0^4+XYTAL?U_Y=JuC!ujm9%Ot>1$SQ^CgN@^$gYnh;YnfCEHIWhToHw+TW26j zql*@w7^Gqm`{C@dTjaNcFU^S21&ixtBviH--iF+!x;7d(BXlZH=xY&f9h@X^5lka@ zk1Pe_L&J<`kuA*7+=o+b?-HZA4e<9{8_gKJ1WR_=Lu8IH&b*h7>qEjx=HyyzIAx4< zS}cv~Q^q8DHn%C$0B-gQJUivH)QnrsMAQ#q_y%3L!ZRda*}d`mEOlOATRVIds)DK! zAS%I`Wb&{N=G8~Q++8w)uI~ff9FoeZsy+kja#&xr*%>lAyc9+!iGX!{5DL}&D=U3F z6B@=UNXM3>3XeP~hQ?{bf3Ck^@vV4H`X3?Q^V!0@>%(&37&!?HEKikqRM>D2xw}!L zvendZy$cgF{U*7*SPwj^7SUTfv%oCiA2n_;Wj@>2v%MBku2}ChwA6`XB5?^eH;D7f zrlu16I^BxJX*M9g$P!9l#^cOWH7GXno2xZF9Q0~ZS&xzn$-MKIZXN$cJkQASiod0S z6r982XisR`wFLBJzR}d}0wz6W1s0_ipvyKu*KM^-tR}$YWhpTF+nP*S!SZ^q?Z9*0 zv(WL=3%ade8-f$#KyG9r%7}Eq?Zr!RWkoLjJhy~t&5(mJv!;qm^Ga#a^{4RfwLI3O zPT~j$q`{@43P_odKoehtL#oOoQ-`K7D$;WdGG`UxzYSe{{Zs+ zmp~yk2uByT)1$Qou>DgZlFZ*!);e{bk{pa?E1PL zcYPBVbSycC`;=K`>#LZ`5YJxh4HDxe)V`!6Tjz4yHP5m;sxB(=Wf`8y&8O3s51a0g z*$D|@H?Ze$KkZ+W#jNd}g{ZZYE5|QDZ~Nycwjmf}{8pmdH4%aBV=b6a9gC0OFNBjn zcaX$T7KK&5gMNOcUFqBSk+HmXi<&s*QDv*i^s#X~ddmi&P45+^>eOUv(3L{p56pm) z4f5Oy+a)MD>`t`inM1ht8+vb=Ech0rfKA3>XqJ;hujCYNugoj7lVS74%bc;SshZ5O zkc5jL%mrVr$Uu7ZGdLFfi$3~zlsLTX#MZ_ec%)$$DAvoMODK^2jhfgy_bHYqJ;GD+ z^PsX$2feD?pzOZ{PkpR(S*k6hWQLinE% zpA_f5#2OznM$bEhI5qvI1~up4hkG(Eok+1Dc9ply|I!H-V8~?(C6dLEY z3on&-V!2KQ3RV=Mok|?xukd3>oe?arMh(PrBzfMS`)FeJa@4bQz#TPw;=$}?bk^PA z8}HqR=~iag^Glg-sI*4i6@47e=8vW)?MLYs?{`FRa3={FDB&v%FXzYVOc3;XsbG3@ zBCVH~Gd=fVA=rF~=DN(1B|0mzxH-|Q;CTBUT$$=a`466!riy{5Lm*+0WfuNe!Fspz8U1G`z`;&~p4G4|jv=L5Dcujte8<0b4f0&B8 zn`UyNbD%S^0)I|^hjY!Q^8GiAq06&lU?Vz6ve!xDmyx*@gn7l67-l>3C7Sf%Dk1JF z(`3{?d5lOX?SSCLFKPQVad6Skt2?-M zUc~M<4$vAB2mM9$B;!*(x+XP}dc6iZ(o3lOkB^}9M3y)YOy(I&ErO@)j8A1l7|YW7 zPH!!Z0+ZH3QZk+WUD$dB8jci^PhTF=KSLg1Y;@jSXOjiQiPvII)KU^Ou$D<~8H0|R zP;Ang!Md><$j&LF6+VMbn7?Qzh~$iryNl|$wZFpQ0DIonQkVvzI!^HOB_#>U+hLhn zJBjt>;GWf=ptIm1quy^%e(Sn`Vq_v2dsJp-(6SyPBpu!w0dpQ1wNQPW}8E zlwS^UgV#C13b|3JIMPIam*#_9ZWwJa%%U5=m4ZmKF!@lv6D;mbVLiV4Q0EGuWfGA2 z*Yn`;1XsvhD92l};3B5!IY1OyL%z4OJw1n5TGZ?VjMoZK-N)XY=690tfalP#emmNh zG=g7y68is3XR>%Qf`-R>7%0CB2Njag+BP36N@hXNhkB07KoRQxJBYQbHbd|lDO#_g zK&9l4Qtvt^@Jn6>!86vI2lBhn(qso!a!x^Q2{Gg;6@gl1A9r_i9ptEJaj(LA2p)0b zjup%!c3Hh-S>!`hUhx_n_ysT|Y>GP;T*F|GlSE^2I@LLyh(0U>t?)?=jk%Hz!z|BX z5&Mj;^ecjmi?+hgfC7v=p~V~Kc+u*X+vOo!CxYJTjil$=gT4h6Nr=BNhdDnqGD#1(k~yOmxKDW7*frGBF>mL!OFRz z@TjN<2LFgatVskqz4nKYyT>TMJD+&?9>k!tCLrUVhq+(6xUF%iGJts^$xz%gKE%tJft<<#fn zZMx$|DAg_3H_P?EO$SeA5zmdi;2T=U>0Zq;NhXHUbdzGHGL-H6_N7JHACeygjDbP06gJ!kwK!ek&MC8mUUf*6w4zr(Ar%;1qS2iDCuG!6<>K0Fr8T=+{ zp`m1!U2%nskSea(eFF?FR8jTu0^$WaWRm>8Jn}0H=2yKsed7Po*7zx2`2^nBA~QfL7;Z}Fv)ehjUy}fVTkMn z8ttiv<{Ju$+GR;W;*230?tc>w-Ovz7^AkZv;}8*(Bp{d(WOjqU3~nDvgQ^P)Ab)-( zS8nGWbjuay-77Fbqluj~;hZFYTS6|Fd|ruv`!}Or(Q)d!FA;6xC*kGcLfm2~kFVN1 zz{Fb>r-`dW&utHA36c>6n)^_lfnkne%xtvLxkR2v-m1`rCG34fp;m*ITZV~o-8sy!KTkZCMR9n;+5%DO7*Kd%hswJ&Na%u{H0MbKMhvTw+z?$7 zb1oSzovIke<+r#8q=W?GYi0@hr?H*>^8H|Y{sJc4(?^5!GfdINNbYIpb$B4<7Qu`{ahQ--Z@BuHwg1LrN`n`^JTcbYds{sM6a7T2USCi-EfOM#G_Rm5!^D^FhPXCqbPF+|8}5g>AEH3QZf;)iu#ed9n(Nay{R&#Dh}h!PZNcW zvI0Zg5REUk#RdhY}42j!@+u8GQb z9RLY7b7P!h4^pmXM8$P2@V&l}Kb7nmAzd6CpLJ4~nUpK5_Xw`m>p=D<8G(|1Ar{IU ztaLnK$PGI#EV$Ro^3Bu7E2sYWglpI{s`~OPc!XuhSxfFRXKdMSciRi->PkVodlR{C zGh2c4br&>!$34DHcO!7#QblkiZ3{3qcHS((Sd6?&w7={rN-5?PfP0S8AVQS_tS`{}2-m0$&j_Tr~6GyT7%>-PZs0fzFPr*#_Eb#lb zAJX~vNz<1>W@Ew!e6+&^z5CqZcFuV^-)bt`pXdjN>EB3!lm|xGM>3BWOl4gJ`RKoA z35MpEVUnyixxQ|cWL0|5*T*(PrkNhObEOsHh8Xj>S8CYlxgRuQ_G87XBY2u?0j2(% zVMYI6FuL~~60{~mPSz=6DU;3-1l+=dwXskg_?f8NNeaf!sH5@A8E{h7k9xcmL7nWs JOuFJb=6}#|OMCzT literal 0 HcmV?d00001 diff --git a/repeat-copy/rnn_models/model.ckpt-7000.index b/repeat-copy/rnn_models/model.ckpt-7000.index new file mode 100644 index 0000000000000000000000000000000000000000..de14090a765549a7ced394a670142c0e1831a922 GIT binary patch literal 792 zcmZQzVB=tvV&Y(AU=|6FFXCVn;t*ou-~wVcjSq~bE5bC{nK{JugM5Pnit-DPr4>Ff zf>i8NE}Oy4Bpz>wBKLq9Bp0|N;t~_1co|g60c5Je1y+p)9@Dic!ILo!hN=(*sn}n_ z`2^WusGKZF?y%IMO+bUIkPJ3ZxS*-gkYL&zD)F3|LjujkAk9D(os1wQx^_-GxtS#3 zPKHXp1WWD=JGqcSOf)I6I5Rmur?@0HJ~=ffM?Wbuu{gCDXdkN(Ge-lH!iAGe8Vww# zrYCCR1=yv^Q!~>uN3)_amO)XpJR>tFH9jXlzd)a$JFfyY za+tn2{=is~Llh}gVE(uZme>CBX$^xmVS`}?fWr=E#8a>l2UP6mNaG5Mw?HMppx7;v zxLJuq3T6sgc)jHTD_UM!v0RHu3Ty>(aJ~g53!oWEGi>=8fPkBcfdPmZ7+Qp$-2l;y rAmYHMg&PNUQ^-9$;d3AF_YL;@Br*(S6p>*h!$gLe z3=0|7@qQmVz68(#C7I5?gc2OSqImF&Qz&G6-w1N9=HElU+KVrg!20pYDKsU)DG9u} z@9l#BK$X<4@re!>Lx!!_+&PzHPycIjV~L`hgrKW>~s)%eUEv;)pd z;Go58caYnqbw`-)vC6{i79 zCdcZ|sq6Z4i6{+XHhnTP<=c4z!qaHaA`kXj$=0bSp5vjrXoJ9&%u=o>4@YpLarKSF z;v)K-l*nn)x||i#x}Mdfr7URDI=Ps~p|-_U9U{|(Z9-P4C$l<;*q&zpcqf(O(nV} zh7e&?+qBr8B1^;q{9Lg;6;=0C@jm4he@FYC-Raa}b#HAbBG~-ET{JQ;PcINJ|15$! z?j`=-SkTO-HJ<_#ebvo-a+-*JCg7*<5fdD79c8Cac>HE;w?ZwxZGxD9)@BAxYxvv@ zYqy5x{7w=r+8QR*BZ?ojz$P{9J_`)OYZBDZ9#(}wzIP-QbO;`xwTBRRm%C)s1qqzF zqVO2O!0K)ZvXvG=FAm?SuLk@!g3T7Hizg7AE`OErh|2_Xb{zxQF2MZ&&<&gmKU@r+ zsJ4?*2#uE3FGfbhyt!8TCCB@v80u6!a|yhOjxs#_X(_Rby!@UOh$c&^T_V=&rQlid zQeoZ@4ekw@9EY#@;?-p&EauJQWiSLoYFKA&xvX5cbR9e?5Y*TT2iCA=U__cT5xF@0 z%$d?Qh^S1T*Q7< z_#OxR>pte%Z71v(P|I9}T??=28YbG@Hli1Y>zwL27qqHWAGrt>x%sh8&{_^B1eVEi z=w9Wt6=?K=m~55VrY2g{B616)w

i1w>UCyBkJfn8RFh!&?GO)>GJ+0zID*5k-NB z2*%+ihuJB^R%f2Zf`dii#_hkNUKrtYN)-#Rvr^Ni2C52k7U=4XlW6k*iC!Fj=a^Tj zpiT9xq8dgAW)1At=uhYFw@PO+=`ik0?K&*0S894owXrKUy(0zXm6edL(x9s}3YCH7 zYp@a)O1VlzSBdH>O}a|6Y+s2O(3gU|G{BxD#A~e7pf5G*OJRK}qAx}DrKVbg)g{Yu kD5LMA<^PFV0**@h(t4-d;DnX{yB-XNeJ~#O6>qEkA7w~*Z2$lO delta 114 zcmZ4fQujxb?glq`_TB&0x%|0Urw6>{l$g9Gy!fS47C*?^cG zh&i^`%5ygV7gJ*55S4P_;wernOVxMI&nqsmG7yrSUjK

{I%v;{mwKVxljD18>GjpDXrY1A}hFrO{U`N=u6jTiod?oNVctHjtH zi}9%Cs6?k{Gz!AxFG946Au|}VfrkEEZp1+;@OXa=vl7xkq$rK3w>%?XUK*k7t5M8+ zaWnTNU5dSbWyeg{C!pFFV^$mEOj_qUuqib~P@T>|V?rV<7*0AtlHkDRG`t_Hf#;;dAd<@m z<(tl&wOauwEan;0h2PQ7$(-+ID6vW3)o@mr4AdJhL_3j2KJPmU9sG;%sZgW2vhW373zVe;ma{6ktn0Jdv z&pZO*FV2I}PH*m+q8fK)oj$c4$A8gmm`dIyZh*SDk8u2u7}OX`Lz>z}zME}E;tG{% z*u0rwKBk!a)3KL3Ep>(4m{-WD+E$`T9K+>0YV_WV7o;#wgkJvpl%&0Bf_ssQxRH~i z|C$Tn>kVn9m|O{q4wvDE^#{RsLm~I}uQuq#%FrXf+Bl1a$z1M?tDIh70GBvz zE=-F;lI&~laPnaYQm=w{CtF}ivJzccoC+EqX`u9RuVYYzHoI2Y1u5$ua+Cjihy%~h zL*b*}kSnc76}qBuMtmuEOYaa&e%uE;F8V=~;bpWA>Jg4*=P>>HX>MPoEeflcNbt`ezo90nn|r+)0djPwaej@Z#tL@3~_xe-xK~7 zj(?k$LP5_~@~!$84mhp`ogKMcaIiD#Hi)oA(9XSneGCRBZ@~hyTUhZY4LW4bC9h(Rv3U@$TwJ4RFIR%zd4t?^H$o^Rw!jM7+ zH*2n7P<%H;ziT2s_hn#u#sR^i!ge(0J?Dy}PoZM$AGEK~WMXQ0*t^da$A$+BRtIV@ z`-8Me>X9=ip# z0Dd{B`eT~Y>ZkXKf5>xm_LpT^lm9~PwjlQEV>%g@IE(Y+-I?9tbZAlcfO)IL$j?8n zTxl>t`IZFE*gJ>JS#pD%9hr~DZKAAs^lg+_=Eic>@5A&+JzV!lhYQ+t5h~+4FrZn6 z#V!_t^s!{%q?QCmpZK}JLw)vcu%4Tj8pxHC^Z4(t9gBx?kV{n9-;>*!JI{H`^mJeo zEJc~BK@xl5n#U&14@YlvSynN_foW~}g_Vcq!Lh-s=;fG1zPi7_D^Cjrxql}?kE$j+ z+ib$_yd1;)vh|tI2qjki?=GruJq?Yyo)F7PuksR4|r_ zii}_n)?{MExocc>uO4d(O2M6Be>ulB@~qAV*x#-O)Y&7(Dn8lc_!sNo*F;nHX91rb z(TgXFZi~6%&NDFilnl4lhIgWTf5%NSv*(iLTf_Lukr19D$u4ZCd9&0l#a# zz^IZE*p)5Lrgv-yBdbhq6!5Vj1epC(Xd8KpYhRlNh0*s&aLgz0*m{mT*tdtXvA8IdSY!yZ20bv0&*^V- z{tm~}<=NfdpP;+^E4OV|1N=&>6fQet2|J@iaY92o>X~21kAXF4%yMwVk040nbIl)u z#pzLY79%F8a)Y-2$RpIjwwuFz*JceyTE^isi#-raN5k4>PvGJRJvLHHAIj{fVorV; zQL0m+D~^=oSN#v=YK^MJok;YKE% z10$gqXL4jIAkU3`F};)P(_vg`xC#q?x?3RbEQ9IZ?rfBP5+-h5!6e6pvxtvRxw83^ zAmeSpj;@}Iz5#nMZp#-`l755ga#Psb9ZQ&~**q33F2P9Nd2Hh+F6$QVV-k5AS#nst z;B9mV=Ug|9#krP2QH28WJK(~a#FnzGufK_LC*S+;C`J#Fi^wS`u&phyL_(a5RQF*Tk}rraQQ{Vja#9M;!TWu)DmMWGrw{ST&Mq5SrU{oxIi}9WBB{$i^oD|4?>dJyP{6x!(a%^)`FLn*h zWHFag@m;wJ(`o$ZR3<7#y41zlm9k8n=YI*;7ca!8VpTAhZ;BK7i4;}uM^SdH?53YZ}sgzfyk`13D*o_{J2bboD!^!lCPmZFE{6{`5(Y!P;} z*p}PZ&_bm79qr8vzi?ej5o$!7gkiOEEPHE2^&Tp-VUKOx;VgNo-98U~4~#@PiBsI5 zi7up_KZR@O%d$Df9wdtYzdOC46r{wE2m<{S|QEF_E9Q z$Whn*hPd0umR(R)XVMKnxqhA@axUZ$420?9%8<2~`};3B{AD(-a@s2l^&sT3#sxH# zo&qKPR(MjY43uZ;pm)+{T(aagw(*^vYR@OaZ#$&uZ0iFUX0Q-O@(wBe^U{#;Rg_s2 zoq}a5$)FTck9$RyksybPS@d<4#MWcX^xxJj^b;Rgn8OI zOi%X+8}Ba09!CYU?zFqY0n_C$)#En3}SFb7y?LY&&@=Va_f;9>cC_Ol23}nPbGH z8O+DL7AE^Bvi|IBmRhaJW<6J9L$8JSrdJ!iw%kC>eu}47XOnoTJmA7VaieqRv23YS zPz^6Y!&_I8^S>cf8gY$@nT};Qs;@)VBz=~*(UeUl{b&_6iQOLXVwZNeg1A*TF8^c9 z+8;4EsC&>UQhOG!Z$;^d56$%vxs0yNp6Fxif>M#`s=Qf(_?>A>*#Qu;Tld*~%$)utV3ANqs)T zz4q~ByBynL_cuNhR~(P=hR?Xs#R;gxd-~i(@?d$u7C8R#92QUU$GF@e+`CqXF45xo z*qc)^^6?Zb+vmvQF8_eAVKJ7yB&#O%p#`_av5XVDzX_~@Js|Y*EaCeWYd&igk2AW| zNwK&nmWC~WF2O94w=0xbA3lgT`Y64#E)}-t+Q7BpcE~X5;QrgwN47bwfbHR4aMe+c zz4|T2mdk%7p#{=(Tu>Bo)4k8>FR@{-oZ`5NlQL1krVcB=rH}%XQPk(r8I(KihYAWp zxD;>{(vOLPV$2YB=N%VTAHD-Q>AKA4$OhQIZ4@WZvu+<&rGt05G#g%8ie9T_R}~{=%32hp=nPUY2s#9`$ZsflPrP_cJS)Q#-a8OK;_HUkx1L z?1kOJ!+T9JP&pFnPRp>!P!CM$iDhr2XRx2<(aa`tBAel$A`o=^#_5d{n8Ds0HhCzG zH7~h}<*yDwV8{p-UilTJ)7KLH=a0C-Nu_x4;6coDR%R=w&x6ttlbF>3U3Q(VXC8HC zs9gUBzbtOT1HT^Q?mb(xQlpFO8>*%pQ5WRwR!{uPD6D?gCf8;UG_*KNqE>OiBu zucY2ej&Ztquxg|iYJIk#?_nWuP&*aQ%u}bXUNH#sgUIZCXTUe;KDRTp9a{Iy z1X1NP(EMQ{j{7y5FB>-DXZS?oeYNO9rSWiXohjUQwWIa_O@+WlEf(9e0M*ZnF`8}3 zMm|2pS+#1g?PGok@7oBWx=xSXxbDO}Zv=A2rzx8I93U4ad>1ODpTRNNGld`L9EZ=t z`b@sq8f3cXL8}k%v=LiFgCCT@rg0{C`1W%Qa}#Ixw<<%~y%cP@Ifjgoc?o|<6vHN& z68POS0dP+xSn4$jXWgFzswE%LL6UNFH0I&C)|;4r(-rULN>GbpNA$BSggGlOV(x=< zZ1XEZce5nin5zdUw3T5~A6&!i>Pd8jj5zK0R0kC-hn{V}$-%QlJWsS33Ys4YKLv`i@xv_`Y@fwd zgdXAo$A2S9C6=sOUyYS{%Yx^3M~2tx(9Q1(*Lv!%;PT0(@XcEmxA1#d$4C6ENzRb> ze2!(F)rYw;!5h)l?kOslCb4;Y+PR-w_}_V=1Dg~T#{xQ6F~<=mY~P2k+-$3}TwC}b=LG~<6*@(rTdXE8ZhV0n!MBF-g1d61!q1uIOC?~oBoB3U3^Np2g zeEKw7_Ar^xJ}+c#tCumnr3cPKH}I)$5AR0F!!x2IFhSK(c=9UWTitM!+!u86Zm)VS z-`|95)eB?U!LJ3r*RA1Z^D{Ks(3 zJnuV;J@1&q_V0{m+&jK=(>^@p)&g~FI&d7%lYhU5e{-%{4EF=1 z@!1zewz*<6Q)sebe~zSai>t2VavxXpeDVy>-Wv;zp&xL?Y&!@@-302bBbZa0Gb^)s zjUM%hEOsUkqtuB^M!}nRUWBuD@j;Ayu@ChMh1hpAp37RXkeKx**M5_@4j;Vzalo?~ zb2KwBZ(cLz`dY)xl-=Oo5(geeo?OAlW%zraAGtcl0yc|$#j~!4EIo6sU`^{jbZhuP zYPuq@?#&1~GVc(0JUR$>UTK2J*sst!TavBW-~x#=_F=v@gOpj9Aas%&b-NgkLNvw6 zzPWamFD%KE2*@OTx86tQKK z=ZWL4J_DjVq$+&yrAv6#whD?#JNX?dgz;vh>FMKo?9`=0mRXE|l8790sj#mw{ASAL2jiisl^Fetgoxx`~J67PW@;qVf znon@z#8Mmzd5^rIo=P3>T%y?(#-Yh)y zx)l|g61foG`D}G8K@j@J4KDw>0m1^3h-U{cs8c#78*vXusP9N*~*{Ye4pN( zEqE@A$Li0)4wZ1CQ>(#5V)Ae>&Wx!_?PKm`8BApNZ4{jFVyaX8nd-+Am~mf+NeY&* zr@lcf(O?wo`(VdpBUZ3Az3CX`@SfCW9l~rEo-ey6mo5Hf&t{C7k1f7@*T&=`O!lvY zt7k3~&C8eY?2bBoZBq*YZfD4ov?XZs<`)#VQ;6l?n_qvugy&&Hg6GLs!Nn(yw&Z+; z#aWJ2agiTAZhZvlS)S8ylu5_dYth9!ySVPDH@LKy^LZzWA5|9}7Rp)u;~majS15bcSeC) zKEB31l0GJUoRi9JnSPGT{o4d}L8aJhsL5XG$Yr~hjQ4XSz=9>AqtFq$jp^3;Qwb7X1W}O zTdMJ#&I?VVYV9gedfbGHfjo=M?j?$@$iv_|6*fu!7W!PX0l9^X;NWRZ$XF!?#`znG zYgMKo&c4OTEB_o&rDrGulC0Rn3WM}}x!r3Az*sny(|PK`{ZZ>dU9ki-VkYRX)irr# z+k;xCFBYJ?${YK?O2WUC^LSiQj%jVak8^D`vF@D;%RD7TdOu$WqoT`Tc(oW;WpEgP zBdFouA{aYm4MvHJL78tG7C%hqPW!5pq-t**r;-5G7qTFzDhImUG{B5!K2O@~&fSdP zj5^Q1f_SnX>sHz$D2kG1dtWqS*fb?tc5D!TDt2)(2OnX&VKOvEr=f?U87{b2fUhPc z!qajw*f@6wybRzOZ^M%8j@A&@;=UbcjCO%H>7rCxR)(BUEg4n&A7TI z6Y6<(+sotw@OkAhMBN(TUE2bWTR{Bw$5vkSqDKruzPNu_W zt9qRO-x1h4T7-?*tjAvQ9FwB1mzdt+z&iVDLDWGE+HYC1o&Tw0Z^3<{kg7#5PnM^R zMyb%2bpp?a@R^XTTy(RxW4F(kv;MSb43*Eo^}joWZ00veGN)`HLY^(@SV8<#GC93* zR!oQQ78{+9gLO-fvufPOei*#P4{vzR#>*5_IvITbNzepy5yn-! zuyw_2=@yYbu-;k@>$gwCv1KN>t9Te!6=_pNpIn^heiC&`u5)cMI;`GVgyhbSpyo-( zFiHLvi8?$2KZ{gil{bH0T^K@=SmG3GcNZPI4cWDfVuWrL_VlhgmGrwSjE=XWl{=!j z1XX`<{pgPAy@Y8f+b|`CX_&C#8NQY?VLc~#_UEOae5T6+{wT(9qXk3AX^24%KNB8Y zz7|J?8Q}QG+O%9_39&~B8mKn}17Fig^6?4mU4a~X9azRQd{bau>tu+ID8!zZ+n{79 z8G95jf_cj!zOT0s-x^!viXSB)J)(`I?@fjgw-%zt=}!3D=g79qmZqu`^MuyLu{ho; z4Kj9zli>R&v6FY?Tu-rQfr}N`or8PGnxxV6lY<3(jNJ={w({_e&jxHdc^@{$Zes5!ZG9_4ma)VES1x~sW0zWD;g}5E5WfxLcgH{tHG`VdJ0O~#fxrcu zS*|tD`LGnh?Bux^&d;A0hV)`o$4c6k{EnjstzpxNW=?q-&xni~$K1M8;H%RZnm#0h zd#zgG+1uGzu4hcnd>#)ObA0K5=O1qE${Yw<{|u!{<=EM{N$lF@d;B@0&E`L@!PbmE zKI3!-)?Y0lcjkqn!xU|DS1(vS`-k za1?8FdvT7!HC$B^PKqRgX+XOpN#~!zuTKX+=HnwUwJe!5xQoIIl_$J&#}{LZzJqj# z8n&3|(X(|6xt9_>ps!qt!Ag!e$4r!##@_?y<5N*7WG*dGSPjcO_1QBUbyn(p8D+&U zp?+Ne75^}iS`Ec;r*mI8DNS}K=hXWI`XWk@S-cm|(h>Cjy9{njX%I=%=Q&7flVLDT zj=EtFceg?rv&LBC0=KZG0@4Btf?%4p=ypdu(3flB!%0#G|WI_v_7Sb^X#Nh$oLvoU}q+a^@s3g>;7mo4g z=Df3<(keH$JSMBQnGAE$OHAqIJZ;)~{s%~C>|~c|9C<6#16LX|h)T97P26ORiwd`b zdv+e#yZI6vf3}k7zUIB=NpUb!na}UKs-ca(G#mV#jN1=P!7%M6Y>lXdiTfYm9-SY8 z4`aMxi{~(ul`e;hnb%;lX%c>$c7j{K;66NU7>_IF7lN}}4BUFW09)16=&DjB`n~8M z*^h`O&&DE? zmw5BpK6suRgC0DGZ79tjT39~W8TbOFzJ;Q1K_zGjk}>{QFXs9SF}UFZo;)*(Ef9`k zVzP?NB4sUn7?}p+kLW|kVLckiW&+O3!Rw9hKyN39nHi-BNqf1Q0wz>dspGDhxvV7(z4 zrzXa7-qWTDWBJ^jQckYWaeNnkS(S#F9foY3bp&hjvN5~!2@YP_3(Big z_i6v#n_FPhq33`QSRN~ zM|4!_MX{zcF#q~jCy}@SFm)e|GY-e%va?m(sTEe-tmj%Z{N`IszF3WO+*a}LfP46S zX(j}vTX0H8k8(%zE!YP$Q4IBq;f!*Y!6u1%_>+APC*8CWIM{z7wVokhRMG&FH$$-_ z;vhj~Cu;Mbso3^5SlWC^FmcvXE=JZFG`C$PRVc=)C!Tki|N zQ_nHsq%qwS6pbHin<2>KGLfn_=Cb_$z_^Ssp2aj0hmF;^!m&o!xMdZ0YsYU6)V(k} zYbwvX6{GKz{9!1c&+(J}IDKjy4$U5mwv!TYi*`P2X_sM#JBGot%m_ti=R#QRY)t&3 z&A$WesO~tvhjqD@{FhV?Cw95RC@E>SEXIU-ypAGrrn~9ym?U^zF~G%D`NGO8{C@iA zW6o{-748(zNH`E;K<5Ovz|5XZ2-Pu#(;K`feXT$PmfNA4OaYF&%+EDWyTF$498{m8 zO6$%S!Ih#0E;npGbC7jmE=vVa@+g#?cRoP4`~~!IMiIBUN{cOgmrP!SUqrh$Kals5 zqKDM)Laa$7@OCly)GdwI1_LI4PcujB(bJg5XH`7oB~I%mt;J-Ks~9<22RrJH!Jp|W zIOL&E*Gd|p($Z~YjeiNoxFz8m$r{`(D22zd4iK_W3g$m`0*ei@%(rD0whMHj?iTQ$ z+dV8#Scu^}d~kT*c44(r3p8|&r^|2dC3$yVky_bjsA8>6vNrtW+@h|K+^~`GW3xGZ zc1n`{RMJP&YIUefJdD-X$Izb1Ci!g)DVjJ|1S;ox>l-+Xc}bC8+Lq0)8Ifhn~{9^zu61yPGP2ZW}M2A1KFt zeQN?DMke@O?;1BZ+z5(?*Wm3XfUhcZ!Q^-w)>yyiLW@k<2&3P4$SVa30}t0kz1WKR z7B4tMRV8|fFIv2R_W`%6&1KQKUEG6@OTeYUl0{Eg#3cB+q0Mwjmio(^8O~9J>fs>P zFZ~jayj0|8^#9f5Tb9Dfou}~4az}Q)q>eLwm**6%H-jB^N@6JyGnvHmXjpn=1{#;k zkj9CFT$a=x+!^!`qLTQ%aIrTQ{Jg?+wx#3toJv-I$Au*(|KSvdb0F}V1N@TjgA1}Y zFu70zr)3_1uuJyrqAAZLF?D7~#;U=pt79_ia2G1s z=+S;Y12uD(DyuG9geBi@0$pj1N2l}Wp{FUm75M@ecBUiW1Rx_f=AzidQM94wBGfgB zFw5w8kaF4$Vym-+jx`y=B$v@pbtwg9Zu6a$g)t}$|HVCzxer3!B(CP}E%IQh3~P6* z;g<3D8~iHAI)uvHxexW=#?|0Qt1D>dLoh1!Aw+zsz|(Cv;QOx#xV^p<)W@%feVe@T zP3nNt@AGMJtm&oT=%GUZ2lzJ*&+7R;hUN@vlk1ia7v*flI32Q-n1Y0e|V3p z*T_?!>^!_+lz<)eo!k`-Nw)2L0PL>4fQ?sg-zGVAKw~GZ~W_| z+Gva$D@(YXX`gVD$6+)dsYTm-AA!>K)3{Sa4{=Th=cMzCOXl7X=R5bHclHIeueyV3 z>z)vOuibFhk>_K5wt~A2zew-uMZ&WmJGo^%8+XcLYxd2!0P1 zTNF50F8GGy4$k9hME}Ea7X9Rn{|@{dBE4h=hV9raT1*Jcda=9z#=o!^PEOcqvqC&K|PS(fZI z07ov)6GnPVaE9kP$dBQPX!BAUS0`SF%qk!Jswu_y`BYfO&O(&Y)?!_Y0+@!}8t4zb z2a{BN@vPZsVm%`Vhkbuw%kow{vR(_yUHC4KX(8az5-#SyPw;h#InzBFiz{}DGi}Ft zEPRG4>nT!WmFIq7Q@|Q_|C$?HVYrl?nsF6pd&{#Ki)_H?O(&G@JqT5eU1(-l0x@Hh zxd+N~$j>*++4gfC*cY2k%-Y1@uCEiD!_QRW?;63B2b*9SrZfLN`S9~dA3j$LB|}ec z;GIhc+3}6M2fcEXKHX3!tFk0oTp*q`a=V z0uMmLFO8*w&V^sG>|YyRUhoo(LljxUiYst$t~L$N(uVfMJ(w|X1Gn1Zh`@Yz5SH`@ zz)#aIfk@a-aE6hvNxl{z{rZY(e#%hrRGkg@FMys%FYaGrI{0~bVQ|n9Tst)aYfG!J zyJ$L0;626U!~pCWa|ZIypA*haVd!F$27W&RxgQ(sVdi2!H@klyn4bs-<)KHy8GSjJ zHm96>TXP9L%H1F}Q=b+#f8-3z?h!jf3HqsGF&DuTS*QQH1`ff;L1oqrSg=%?W*l>^ z6}wl+d&|etzN(di`WN{m%c&O+XAENVu2Zo5>}IlT?po;eOCzoe^U3*(O*mBkj>KO* z327(A*{>TtXj~&kowi=$mPGWzg*!gzCsTu-8#iE!RXNP9UJtG3r?9+4TL_JwhkB3h zb8+@oSjPXI*p5e;#J%srWBr(ADF5FQa2b&KOyrRP2 z&)><@|N#d+%g%udDZze0l65y8qT=GY#&VEP+km#q&(d)k$(lc$L z;M7l7o^5bXI8paGs7`#xWmhY(>)LI#bM_U%LZb^fm{J5w9({27WV9K&BI@vG$T0VK zT|GWras+C`sxN1bTZy;ARWY<&f+;MO&v4px7S~@mE+E_g!sIYDJR`UPTK0x)#h4cS z9k`lBmLP6FM9I|tgU~J;hmwA-0-GcQ7Evd`oaZIumXZf38L$yTyXNruh@beU`Y5-e zOPOX*uS5@RTjrSM#|q9yF;h4(jyc zu>kN|VG4QMRq5;g-MkxNFWr0H09KvXh1(ldXp*HpsGfA7ugEj#InV%CmfBI%f&KjV z_Zq$%epz@+<`r4Q*Vb;VP{gI~di2RQ2f8<18>Y-U0llq>;D4k5^mulF``?YQNJb6@ zKhB~0J0C*9$PJLZVm>t=(4>o+_tT3DY-sqs!(2}NK`0BArV|eoQq}ZzuqR)W&JbS5 zQbi4_tKSUO$M3_l26s;8lNS6~YYeA*!h}P&?McyP4)+X)b9v($;d!!#YHxb$Ct0YrvAKE%SffxJ?Vr0ol-s`*oX#8Y;7uZOCeE5t@%I%%n zeU-?wx|txe_#XB=7()(?)Pj`li=j~`9Q%z{;l4XP&}<=12l!oV@%Aim{!_?ZRC|wm zHKL(T^dz_$OF;JSFk#q#(Rkq2C7$Dw1aCIWb4TZC5$Ve_u%^OSIQiiSG$^A&tt*4V z8O`aqsJxMMEmNm4xF05M6k?)E97$SQi>dp?*R%7Sz^g10a#DkB9qSK#LtV@zUmI7@<*)keGT6|X_BPY#d`(O+dUypc#tE9D+wwoTgvsHTLH^&my*NF#=(L4 z&FC}eMgvl&(asfn==L46sOE}y=rz@c8ihX;%&$62fj5SL>|j31AqJ8#V3jz_P9ez9n1NEHQtNp)&}B8wZPZbugx z7YLiKT2R?AgzX2tAZktt6!AOTtcU;6%Jw2UX-^WhuG6E3{wmYGlg87YH~Z)=V@42n6~~j32pxk*GHs)!Ec`VzqAB4G}}{+w$WsI zRweIwYb4cvO4K33fLbqJPhTEB2Fus9IvtKW51MO~=oAs&wR&VORoWlIdx=}gEW>l0 z{ak-aGmD{Wz>yk>c!Jr?Qo*l%2*PLQKzZH(XEeryju{yN)pzCS<{f`QZni#uCk#WA z7CSEWNu2=O&yY>8`%pi2G@awd&rxKWxNdJPw$sZ37g%e;F2zdlSSW!B3q+|+ZaOZW z{2VlspK({W#-RNsM|M|31m8_q0#1F_%rQw8>n8T&YzHSkznsoBtlv-e%zuc*FTL=& z$~0`+c>wB<7Q&*mWjNh(0Wbws78x&!Z*R{9M+rT)!RZFPmz6{B3Of{Y=Q$Sxs$|9B zDXvSdm2}H`pe)-=%J$nsqUs9xy~~c)EYqhBb}FcyC{G{S-sZOG{Q}VmI$&w2N3Hvg zz?P-9aMjR;!pT|W(2ia_wA2VidY?i1&1u{jc#U>z_hWf&Gq%mx1n~n#f^pKC%x+Ky zF4!Cu%<4%aHo~{qy)hfwEJW#rmsz-m&rIxTFTw5Svx&x|$7pxxG$^kc38U4g;`XyU z(O*f*$-?Fil!(lMFB+qX^m!Nj^g#(s&b}0^pSKCdMAUG%Q5JTMEeH2aDX?cB#Eqs%#Ql*5T+A+WEAeyb)bNr$>&5F$djY?c;a|<@-KQvRlZBxzAwX z#)a^rPm@MmKaYI^DNq}!PNyYCQBzKd4qTI`TeQt6DLM)#p5&AJ503MEgeln`FsF>ZA!w>Wetrjn6T_V-+3k zqDALl{0mWS32=u$8_X4taDA1@(9o0*#sQY}jk*dI+f)Q)1r7Lmbr$UmGpEAe`yo!U zgG(-O#=&tV#D9hp{jb%6bG^Nh_TQRJJC~jT8|{gxSG=23jq!ox7y2~EryhRAPNO2p zD{6~45jtN=gFU#D#&a3-(czvxx=U3Mv7YOs_tkZrAGu(~a1R zrxkq*$7CG9<5Ft$c7Z*gkuaum>u!**TgEVx4K_IU)Cp{g-^=^NUf_n!@o;Y;|F*a0 zh_!t+r%@b7Mw(YZlJ`Bd8EwQ47@mUIucx6cd^$F$(lzIFI4Y%YG{J;MG%HTb;g zGU_Fr#u2ZIgpp&l=)JcE@NhUE0vykCHwT^y##v|yG{e4d=dK*6Rju4eI(fEGk06V4 zsXm9x|3}ez_+$0Hah$B|EhCc5q|gx0eccq&qM^*hw@pJ!Nhz~z3YmpOG^xzzT&J`s zWV9rON|J;I()yj>AHeH{$2s?XU7yeUoi~q4otjT|4E_0^`QhmFGZt07Q~Av&f5Eq_ z#W>H=ng&m6<8pTSOs|wQ73$Dt8kB-yost+kz2`HTKRS)&2k_{Er2XuSv2KWXP1vPQ zZR8l2RoESH27NyWflkvU@GYCfeo_wNUEk!EE4` zHuQ^32v|FZpy1nyY|gnD;!`I;4{SDJH|njUA)F&yzuTVw^vEm_`X)(D9=gD7QbH^( zPUDf+60pTSfpo66fU;@N;j%?B+zAQ?dqYDIwY!PmqO6=Qp zH}P;;G&s3c!Xx`^GQFo0yS=oS=-vc0sBeVjG5>J$fGx*LbK#9|naJ3w8KeIAAo$F< zgTg8Dc-cXKKgqkDFSsfkUoL#ka}7y_yqF2N?Tjz`zOUV9(nBb`9{{dyczxlBGt z$iskPFD_84M+J>2G;@ATewJKiqNQelbO+aGxj&CxW8;VSEC28xYjoh~lNiRjJ)G!0 z`3w=MnIwYWjpMDJ^s(eLn6mRd-kiocikErveS=g%z_W$-e!UwTpn8o++_=Xq|2C86 zZn0wfoqvMCXDzz!ODgjg<)Ch@HY+bR3I^Mhsai@52a^G8EVrZIN>{<$r|xKz+d^J) zS=Y-Gq*-DA5vG94w%iCG!M1@~iz|m1D1TqbH;}94xCblP(~CTy{fs4yL|q`62gRYS zd>^xzjxqOCrm!b&C4p$#G%WYwv4Q@;vigU>@y2Nwd#u5lT;v>UX8E8in9JNt6-5WX zsjRE(CAfat8zz6XguL(SRK(O1f^^e@?GGzUX{UI=13IeLz(DUwH_&2GI@zF9z zr=uLdE=HbuD@?&Qw-=bcT9Umuw*gIlK4$2XJd7{64PS?5vRj@yko&%qY45ZzcyhQI zLjqS;->hoJb?3h0{q|yb=_3jYe=cHr^G8AJ-a3#D7(_FX7Hn0X&aqfj;bT|=b2NAX zJ3crM-t=(il^r8Exg`c9z7<28*m78#X2{kVMZmPTWB6G(5`#$^x_)V`cDZ|-(aKl@ zAE&#*<>{F)|I|a?O=$(zM%WgyK^i^s43@+o>Tz9@pCE%3gMB62l-N|Oy#dy(BsGSaPadc{Ad)7!n&V%12eB+ zmc|Pl4)$lAxvXT1n>;JGV=cM!`x+#VB=C+e)WVA`2%@XMg1^!j+IK%@DxJIFZ%QWo z=w1l_pT+9W5~iyi+JIb-hS$qh(0adh9OEYj7jF{*(;ywD?rA182})p-j3bVF6rf~E zJ-7FN$QS8(#aKM8f=ko8QT@F>TUyHP%0HEm!mfv)GqDn;RT|QT^1^g^-6Xo%QUi81 zY18B>;`F5UIDAX%BU9e)2SWuo=m|u*+%kuW%3NeQK zG$6(qFr(-&R^^W3MUMBbxh{iQ{cRT`o*0O$wl2Znoq*Gha6ZODZ=5>q9gJu+!itnM z=$F>UP;ORRHX_Ih`IIvC&%?m@!Uw!ll!{&`L4&vq!azs?5tOjRiC;c5zxV!v?umi0 zt>HLPePu;|)=YsQIzpnKE= z)`xzES1~fI)r=@qQO|~Z62VyGI}Hn@Ci6eoJOetl8=E^!@VEXTMoLU(KQ8LQBrSb( zyjF}n)wg)m>rVA@=Xt31Ql1^MOTm|$Ghw-zI6Hdf9=zRe$bXZS0%ubn!=Z$`T)y-z zlqqf}+p;IJ(^W0WzlOIEFII>7_5(00UyJsilV{hBc#^2A_raOkaGdu!_}zs?E%nms z$XA*;@1+V}*A~IceXXQTa{*d+I}#PmcFs35iH>KMLiPMg5O7gs_g~|97rEWABKrzH zN!pD8@!v@G;&WtVk{4C{oHDJ^IhoWTw93p4gkxM z*;xOy6s#V|QCo!z%hhYbI2lwReuBFr4xqRd&n4mJ7JrEm&mxmp}!6t&GPKg*O z6ob>UhoLk-3AaFP)qPKKHV)kJ^7RvBHrM|@zfT+zwH0yPKAX!I?Po`c4Ws$OlFczR zVNLiG*=2{1vpc^WU`6&)%sW}i2F%r9y%(l~kG3`Iu=54(yD5kN6v9a8=d;YqKeupd z-v&&#JOYC0+gOX+Vyx~vPd0607S3|8W!GnmvTok_WUHS!)=ny9jh)RgeZU>Xdv>ty zN6&yzYXSRn+bY(`TbPYM@)#$4&jd-wo$QTQuknfeX~t^o4jwz6iO$F3`48?sBPM&j zuxR^Al4vc>7D%KsrPCg6A;kt^y#4bh% zB3D;oQ9}-dJ{O>kmz2oPUkR{n?E+Ge;lYo(Y*Beix*Wz>gxVNiXjoGQp)n80?U}9o zZr3@u@_ZQFObvqWZ70aVJwiD2?>_Kdj={#hH(IxR_S8O(_oCp4FDI|UW@*YkJ1~_f_A}&u zxf`By{DlvDvd~UTn1p_r!0z6%4eHE7Q2tmHh*$hTsjnMgl;g*Lw7v{a18iZf@)8t3 zHB_z3^{I*!-T8UfJ*w9}`-6tn)38%K2A|KI2#X`upmswGn3-#^AHHY6(mx$omK=us zQaf}OHHCtPO>mrl0C=Y_qHre5f4I;E4)2%6156CgZB=43&evjzelbc}DM6lw9J}7@ z8$TyAiOdSPg!evNfGfYIq5Yc?)EVMYKcyI=uiXaUZwjzp3$G(x5@%JuSl!C*s0p!b zzl5D9JK^Tu^)S;-n0^^>A}^Px;(uG+c^+Qv$%PBFBN&_RIC+y`Oje(c`Ob49d1G1m^}=~C_%FIZd`rD47~+DqI7a5*37cPlP9^) zarO#UYcL!Qi=23>&zhO?d-rkui9pOLOk&UdHfD1aYhd(uDBCs73$1^zV%Ipo#-jW{ zY(CEM<`ws_u5l4;!pte`z^U21iGQ@Yp5F!b>!U6-8R9c0i?*_(=5Amf=!7Y;v1Fym zW-R7%L?|mywMw;V!0t1Q+-N2$n6xqSHG*{i9YLzQtN>_IJEXlzh47a_)ai8!%o$ds ze_mBV%fA+A#j9lRyuX$LW>(b9LxKJXW+BH=6&5Zvp?>ogp{3;%>U8x3=c1ZJFL+g8 z6HdpO75}i5bDxKHCqm$!3bb~6hXHT=crE#^M0!g(nQkse({E|f+I|N2Reiyf?Qc;j z{w}Blnn0t1Kb$^Tf&vhRXFguUd&09J-g`Iv>~_aVGU@2hw-YWsdWHEVrZ9EuCvc0h ztFXXO$bJ19n_o}ly5StB`_L(vbs~(+@}CR)f~`?LZO=o<|ISJb>0`jPHx18fUjY5+(_rr}#C|j`gTEV&qUFCX zrYKK{F}@lN(Td#rT_gs@pJ;)6%zP?d`Uzw0rn03EWWiKt4No^d9M3L|#nRj`xNY(r zF4XVioi)4#Zeh6~ckm3)ZHy9OL2-OgFpZ1^e}qM*2mu~{iJuSWi^xcUnfBLk+w>CH zay`pA@CO7cP1 z|B`X}#(#{^fDrBeN${mw9{v1I^INreU=<`rmA}bgNBdvi1U)h0=hs~A z8aWw+os4jm&@dGL4TFu&)5zD*nGo&w4nO!tqw0DCM%(-jzDsOJv#>J0R}1Ho)VP6f z6jI5S4|kYSflo-?K7#qJNO=Ec1@!PoL1bAE=**44>rR{bxs?~eX$?cBw96v9Fd6Oy zBD_4+1~-0+(9yvV+`i5hj6>fsG9^o~|V#eU?mjovH_er8~A%g7cUjm0GHd~$c zsN{i7YE@x(Dyi@T2@OG~-AvI%{wz84}k+rfL8 z2k^-(0(gmcA>eL194QSarNO(aoAZ{@)n*Lk&% zo>uRrODZ3-==X;iQ~?fqLq9j zS9_kjxFqD58Zm#hs`vpW=b_kdH9d1(6+V10q`wYdVc?P=KXY{loSJr!$(Pom!@U#v z_hffK)QSpb=I&ffZ1+d&7q1|_{0+F*0(tr1B@}Sk>M!0xRPEMg8uDf;qz{;(WlIv= zZZU##>qQXX<_O9WKgqcB0U8qinztfUf$q$`3mFPpnD#CJsGcNUU`XhK-d^bZwUP$A zh|{P)4)lR<9V`zL#fr)j=;e*U?%otgc)Fa~&;33PpBYo(K@kY#e)mH&7Bg;rO7!vQ zd|Y){3Uy^ifX3{iiY|}w9ch70GbHKSKYbAF8c46|2vQ4i5lqmQqtD!u@Yu>f;Q8wr z7K=Otry6aVarX$7G}=mZ{GIUI!#Ge460lMT%z`g_pOG1wmgLWn5PLQAIk=pki2*&< z{J8UFu=A7{?RhE+$4`G|{#N!e4v8(G82cTJO`}MAYd7l6Rb-XYMCo8^EnNSj10#N2 zmNn^3P^}}ySmddK-}E~Cbwn517uVtJr#>JN@(`Pw_-K{&M)T^U54%*}*p z3!`DE_%Mu1_rb!4$5BB+gL;(RV@{+ukv%Ktf@zd2{a11hC6#YO{je3tyo6;l`iQIW)UTZiwh;D?Y4gu)c zeh2nmF~P5Ef5W{~H<;VOCn2lV6%_IX__KU+;WaY_*W?RAwL&aDzP*!7JbnTiT8^T$ ztt6}S@*?P!S7KL4FSOR2gkJFhIHDkSYEz=aC57z1MPJUBjMYc6#D^CKJ{MY z%|~x0owt+wKXQC@8NEX5Nk?S|Rur6I1osHi-)p*%t{el0s5Qv1lV?0FBFXGU&M=#s zK_-h;Fv)hS@YjcvAh+cnM%zrFRjS`$#`+qlS2_ezUrlJ;*d%(yO^#-Wb;C~1mAXa$ z3}1LZ&}3B&s(yMYwRkEA{XW}hU2!_KPuoRruN#E$8O4w#&=2l&Id90Ca9(s1M@(-o zgF2VZAP~&mjl894fQC%ycIb1CMZ z#(`zi=^6hD@;l=*bX2b7_F086LDCQeGY+E6&K#;?Dg?z6%jngZ4kk-clekuKtguVA zyyarHG%b57nDXpU&h!b$EI-HZIPnc~>St2B@=Urt_Xc`54l(svdUP;EfSF`$j0xsn zz=z{1pEy*CscD78&BOpR2IX+aB0YNfWC$1qnA2gdhq~oqC8!NlLxo5Q{j50|N*6`Z zxRy|w`qzkFCz|w4Q#;etITJlz{9vS4u7xl5T;u&?C;oTBhsp>3BK<;fkoC@=_L;r` zzEdL}zMG5n1IwsQmppCR%%c%I+~`vq8g>NwsRa;E=&xO4eQ{W2_?We5=KL zi5+F;|462kf1G5#XoEcCK}es_$j8+saJ%XYq+gpx`|Q1`OhhSv+dKt2@yIOtreCl+ z(dQL*9NdYLX`4Au)ico9;R>-oMCc`MF0?U4kKf;jP+s+6pPWZ@B3-)ZFK7vJySxvsP}$^*S{GkKM&${VDN{qoJ=?L! z(FxTK6jeu;+hO>ug)B3NM{6Q}GQBsWak9V&evDX+9&>K+{rM_PgzzzN8h(JUR2I;` zv5CBn)D#$fq)Sact%f699`l-O1t`Q9gYPaa+Av?9YUIQ*eWT~$Mv(<+EUCrE{pxhb zzuzFk&6JFXR)Ct59(L@qWlxyeu!jy*R_T=K(Z{Z0v}W5ASR#3fvHGD+yE3zY-Bw0a z)eZqE=!3ow<4nb#c+4w3hs))KAV_1FyvscRGW#gozRZEH{-FXgf}(J8tvwEfa=d>@ zKmPPNk4Vr*Nw$N_hQ{9Da@9E#s8_WGeQ^5{{t3(`uF^L!C|#JU4(ZYQswU>&&{ecD zwWoik48wMJS+oyKLrdQr=D!QkSUMJsU7Tm*l;1Aq7=I0U^^q=7wgb4SH3$ABw!Wz2&1ryuqiXWUu)U$+S5D`E##g z@RM-dAU>Cg&oH4ujhjf~q9MqdlMXMhoFx&nMX6hI7+kCQj%Uqo;QL+E>3iw<3_KD> z;UP8VtG5yT*CtPYnCjq#Pf6(NyaQIIUS)RQ;&Lu#*Ep|I3?>@9f@ji096$UZI^WY` zd`q0U?)(Wd$4(9^{(BB7=c-`(VR^Lss77b^=#yTzH=r}r$=ADPPGfHE!ODIklQyN!Gmk|!#{OH>bCX43GxlQ7u9LWHI|~~E;=u0ZG~7MvVW3Hm`YsOJ9^XL5PY-4e_3a7!~*`%S>kmP>Gi>jiHNK8q`E9bq=j z7N<7)VwisH7CyL>h2~xEpmF#U6gF3a@Tyk0ogD}AJ8#2=#7>x)dJ4;}Kl3B^-he}{ z2f(?(0MBtflT|Vmz#d%B?Nc~^kKZd^v*$Aub023K{mS?*k&hYf_QEI*gkk!hKY+6* zP}jRDD8}_vwm*~s+fBN3tH?M{+yF7oPmMjBvjc8VT0^X~JGg#F1^>aIB-}lz&Q$y< zz|cBz>Um`zsZnSpZeM=zAS4%Mze=-~6}@<-(^ppi5EOB`wfa`q*%k#z0Aeuv*AW1#{?R<&OADL7s=x@*op0AH`B;?bI%6< zz7o>Cy$Gj7l){Qp1H2!68RSn%z}iU8Gk)$d4svtk;kl6z+nfY-g)jN{?^vK({d)K% z7)YOXanESm8+dV@I3E4|8XDcbVBMhtntpsX)ve3460Q!0Nyc-i&FNSgw9$gfDlDbS zQ?i-l=Vti*ttnmIDaMRn`^l81Hv($!!Z&f8`z@Q&PM^(mb=4MHJ`h2Fd89#2x;h{S!|AtpviF{1BFpo!RYHg! zt5{EOo$3cUbu(%n=1C`*H>1N&Bd-76L%b^+IH&Vv=xE7f%%gcUc)=`2tv3foWEat| z=eWFx{0&&2vy}X>*gy*MoG9~a5z~C<0@kO+e?q8n(VMpaV;?xg1YEek%Qq zubn5*U$Gm=Gv!Y3k_+Rl*m{cW&gbr>_m$|}JMwJBmFI#Y$!9eg1FsN?E|qwd=xgMe`jq)XplDq_Y@ ztwqDsnNV|F1FN2jfwWd3-kIjfq~@*yodE|%L^=_7zPgKtX9Bf$*N2(h9UfFw(DjE0 zGI~ikO}`HBpE99)Kkp>Jf)rTY(g*N%bqp$GaNZAYP7vO|3bu<2Fs04D(58DCTmz@l zp;tEKaO7{4AvbWG8^XsTXP5+z*};AqMbZ7T5H}(Mzp_O^ zZ2crK-Ler}f9SJAac{YIY7zuq)W*NhEvn`p3&RwL|L~8_Uvz(GK;tyZdDefrK;)7( z_Wpi@R*DX|TQ3ji#c5s=m@Jsah-95}d$NTW`;XxX7Oa&_sZ36Q-N0^TJveern z7dr$+QB+ffzT9sQiXR{It<3w-aEc23a7l(rZduLW{V)rjKojV;ZKB`4EJjE9TcG!n z2iG$WKuOqY__b^*4f!+z_C=LU#Z)bLI&l>hjb8?-0={&4RUAEG;Q;k;fo@UULP$TNNLWs_jJ`R&szX4IXXn5CI0rGL?D66oR zHr{T6@r@H`zrucc1DY&@uaGBpVfI z!k-Jcc;Oe4esdRzAY{Z!Htu7#Y?(|u?x(}di#A}l_%`>B5@DS!gFx~{GtMhQvg6J~ z2yxY=;tiLWBwsN!s{Mgo2VdffZyXOjSPrM2>|vJbm7&n|<5)8=2I1$W@w=8b`}A@O zrfX>MTOuY?CDXUK0{dai!;J1JPltsWE>$wM3|^cffn#fgVVzkjRL(pDC6mQa?ARhI zAb$qkw>RRP&;Y2N`5H=14cW7^zCtk;frY^~)IHWjtaguKK{S&0^=u&SXJ=~0<2tCDt5e~*7Ifb-5T=UpAVm9)XydJS4r zc^oS4ictM9K^mr`&a@PshEeAgkn(qk6uL=Klf9z!MJ9K)oI46dpA-2_-}9KIZf9`6 z-Xq2~SP#lART)3K{SdY?0p_MmrqEmttDJ@SA^&Xxsa03NBWokx4I5^@n!Q2(=u~>| z$}nu`u%t>4Y7rm0Qj>K~IM+Rj{_N7E@gV>^XHKEr8gA69d@{Y15KU7XY$^M-0XJPU zqGQiKk^sfK)%%usqx&iXmPtSG%oaH)KUd7}FPckVbSBZ#VnR!{rGx5(-E?DzCf)go zWBGC2G?ykTI;2yM6-r4MwIY@}8ZN=XiRY+twLjdmsRg6ybLc`x33@c&lC}oq!b+|i z<@s6{-{zT7D*-J?3Q(f*=_)jud$t|*sD`Jt3qfdvFx`Tt4)$KQS6902K(r+K2b5KNTu1s;`Mm@ zaS=rRP@!A5N-_oWPNRhK0>-(nkat<_7IV~e3;f_b(m&5V!)c#5_iv;ln>uiXP9Q{Zjz_(9yjySPD>Dn*2|1)(mmX(vxszG(Wf-}K7JLSNZBEtWrGhxI+jnQ zGtB0&KD&)z!D~g>_p%QJ-$+53nJ`|gG$l^H>CC8_88&!w-D{37;rm;N20gEb-VSM2 z>Z}suP#T3PRaUs&A|C3`k6=Pu4{9zC!5w^U;>urpQ z#&g)R7c$r~cRz8qJxdn-lV#r@xQQJ%N^w&}Hzp3&;E1XgZVIb}uoNr&@2WCvFF8qF zs_sF_j|1>rUx=2erQpWfmLNIgPWLxX#$~?8_>-0!(vR*eY&O0E-J&b?2q>zQkhZo_@ac1+RymO{IA0sgU>BWZCPUk^&k^I7KJ-(WITg@LW!`O$ zf}eVe7@_z?n$7u!Cm4@|q|Prcqf4oYcLpfSucp&odzrvULbKz~(+$b{VaG~y`mOvH zDO{BUX{!%GV(tmX$?6XG8JfuYZhDUwr2@%(_fqJ%{mhEzp~Frs?jvsVUEsKkJjikI zEYZ3`jQZFDP2>aI%5Z_ien)oxs$WpJ;1BbZyB9wixeA*-Io5&0Mt0fUd6c=eoE#{c z0@k4&jDe8?N}q9nh9{Yrm3{{N9pka<(Ie>lZbxLdKg31X`*G(rZFX>DDKk57B0XZ8 z0HF<9Fyo&L|A74?%rLKJE`F@X#t*{WJW7~dxnVhP^X4~bKIX{2pZAxUVmuS~hI2c@ z@7xR#ACpRp1x)czW!AP@4GU#Ld8?}@gKX0>-X!H$q;;%>=xF}JlKe)}A5}maN2KZL z+z`fV^)9&d>kd{5sKI;*Mf$|>CB$eJ^Y)w?#)1rPA2XDM>v#E*p=3i=ZGswG8n6WW zA1p)XRyS7HSb+wN$9lTkpXk`s3X%=WXEbZh;kWs4Z3QX5xZ$r zfrd^GMd9at%pE$B-NFA0XD6lMz7cJb+bzsieC}q3uPCv@A>OR&PI+9Oqd|?%Jb-0E z>oM127Q6b1A^qlji#&OuLKR9)z-Wm897@fCjKT?+J?$l&99qfL{X7S`|Kx>T{Z?fzk<bT__FMY(yi**|{XOiNQR24_3d_u1e7 z@4_X9UE1uh^(Ed-qcki?JPwDvvKfc1LCmuD8hBr|42~9r!oS@8P+E5lIxfg#(V-1+ zt>+=?YgJ;}usZGgYKk%qoG;KxolReB%v#R0Wo7LcNL^MA$Mel-W}Y0&&U2)Cih<~G z?L2tg%fkV&Y}hxnlUb7R38L?Yz`nLIbZa~cE*@*h?m1%g%E4vS?%pgq?~ekzR_ZBZ zk@1g-vFgX*E8NC#auy>tFB~5x-DL89Hlob2Dj+8H&~@-3h{$rTsKODKdG97`?B%juAQ*3vNx{nV)l!cj-k93f?aRmGxI~m2xD0NfM#g zIkvu2Z9a51>(e^KQ98lWYeZc&i6rFRs8T)eO15L4=n$p2$cjTjG(xlOVmX2}Ptw znRNz_!M-IJn{I4Fzm#aOd7{j2d1(Ma@ue7gc?}6PoWNE!HKJpXKjhiZCq>f`18gNw zUe5udCKTcFb(#FvUuS~UQC-w37h=**T2+fKkAiD|_mk@0A4H_D2&^O@F+X<6GBZot zNY-aLnm6eho*b$MzaxtD@JU(r!08LHDtZc&$KB_9^W0&RjUshF{RW;c{S5yt)SwAD zQRM2iLQv=4f46rkvSK?$adq%rIBu^@#oif$<0b>vFKr?feHwwQnP|=}E5RZ+%!qwb zgSXEJvKtyk$kvY^VFuS-mTXg^9(HTs(A!qXe=k74OZG$cU^>(f72)=Pr?_|i2p<08 zj{0gl!A;~HN}N)JBj?L;=KC;M6jF%^p0cdXZ9@!ORRjkL9oe`mr=fmY63kWW!~Y5$ zVCC)+#^+KjUfGk3u8$An`nQpAVP7&?YimYbxqQXhwMz7w{&B(`8i-fq5EPi(f||4e zJN4)W#(FN-HyyeSvwmg4w)tO4qxpGQ*Y5`JSL)!>LLV&XaYYW{$UdGl&JXIF!XCV6 zjbUD=ab#E-)9)`~y`RT}=EE^4a5bZzix$%2M&s?7hnaNKFJ!kS zmqq=cPZzbx(y9hS+UTsr=RxUAruD{~%T&I>P^8)i%MW|~rM9Zh;o`!(Y{K8rM? z4Hb8rih71e;mu72vfcIu3AY%7j_=pV`kuwK?EN{UbJCfu-OltyNH^hKb3^~aCvc2> z1yz?My6WyUYL=e>i}#0tM%4jYutgJQc4R>%;*J<^CDI=8E$Ob0a{bVX&bnT|EULCZrX#=g;@L(%V61@d+-%RX{YoI zytefTT+&kjm7TTFyQm%yhO7pGPLA;;ph!dZ|K)8O-vQIw1z5`E=M6@KU~l^bu#z9Z zhf{U&&AV16Kq?&Os2Fd=!Iw&+$(Mj&Pi(typL4N=^q)fh*UtkVA_> zfe*)XT~rD0ImSX46A9(weGqlZiTsKeXFq;m@jn4K@KIA|dt^4Co{j{2yqrXR=x&j3Z=jz(i1*ZU1J<( zp25RjDcm_a1JgohGgjR9OPbh+^|ohWU{@G^TNDD7!iRCuJC5ZSlmIGcD&b@ux6|A+ zi|O4t3uGa|ZIMLx6T-ZIrtK3rt9+UN<-*gzP#nYJHX_|DeWCwgab_x&vd&=m83>^Ow z$(I$2!$`eci1Bg9>CMZS-qbvf4aITH)HCo|LlgW{IEndD|DjCORYt<2gP-_UjOL}N zGhN~Xcsl(c9^cc6zT*uL;pPB2KP#-4w=86;6Wk6I&P?>a7Iqa{ogUZuYb}M1!opc^I#lOlMQyy7FgqHNy8kC(Mj? zqh|ZnVaL22Cgx}_4yp3!T+8o#IR_#3-m*EQXHbWppHYWP{d}PESw3@8LzP}#&S)%2z0*!*Os?Du)#wMF0rZpPio{{eh$b#@mc zN}9MV;WS}Q2zNQo*H&3fMO!w2(Q-Y^FBYXstlKea`wqHk%?u0(Gp9-1uGY&(j+#EV zp@|Wj;jZ2p+$9uB%f=HJ!HQ;jZOUnCw><)8sXEfjWjzqc`7vJjr&Ed391GuEg;wc5 zWfr^=r{%`8A^6uVSo<>wzu#;DM=smEdc||g)G5w%cJ@tpv}O_Sq?iEyi=*@(=NLzJ z6uf4}!sTaj)Lwcbz1CI)daIVw-~OS{WqN_WJ7h-Z#+lKYvg!2p(%JNgc{CkKaH418 zoj8YJT(ixC5y9DTo$8q+bn!{cRssH zau+_2PsJB~T_AmZ8I%0yG3*IA#~fWLNQ0l&<6`3|%Qu&l*{F+mzw;qc)k8NPSIQkBJ0A5yxUhs z`sO5@KQIl(6y0$0X(Z>m<%p7NJX2*rgF!pK_`OameZKZdE z{4Zg8edQr6A9@QFUGEw3sqJ9&u@*#g7sB<{wK(8mL)I?LfFp;LAtsXG?6pELzHAD^ zGhYOImKZZ?TL;juU>oi>I7L_;LH0;x4A=#9fzf3p+Pa_xb>r3Prqd4C!MTcpd72+dxwi zvPeeTHwa2LMK&;jhH4%HX54~aZ4;xTvt6Oj!I5?}P^znDOs5AKQ_BOrFd#FV7H!~i zTRq(8UC)}<_i@?W?uQpssrs$Ysbg{}tx(?<~>g z^&C>e$*VoE3Tnu=02y{O<=Ei45;S~r8))0akuQs7=!u&qG*U*MF36!A(~*Jsx7BF- z&--AoLj=}2`oPTHju>(;8-%=egYH&aTpVx-8kZR0o2CM^lbuBOy%~ffO$%spqbHon z*o-?bnNhFp4DVZrB7MBzJ%9h}TQEGZ9}PAQgF5G@>n(e+9WXn3qaqnn!nqzJ?^rL|6 zj%xw&^LCAWO^!Zk-i}< zusJrJ{hP=~rO{~8$2n_`)qLP@=v+Yk_OHQEttpW6g!3sz-r~9P)R@{+8!4$DLa+n) z{Ui%SxZEfIkr12D@oMrnY{cqhaq=lp1Rch2pijY7;C(oW>vo)n(Sx(W{f8_&Rdg1e zH6Q_#%#6WjyEc_D6T(#+8<_rw+H~Hp<9P7TJR;oU?z+&{|il zn;JH(KOD^qkbVIS$JLFH~SFk+ps{s_R7^G_h#K#y8P+{Odk{9}X9MQ)$C z4<@`Hho#RlaPO^a81gd$*7<*ijenasH*g<(4St3P?`&XZ^40O#vY+^k+bcPXpJH5# zZ$j;ZA&6(!(B?If{Br5bWJI?L1ohka+YSsco;E4SZahQiJTnLaCDyd#H`$)fb;Ts7 zk$>kyVS%tJ)$Ej`KbtI>Tp4wmzd#msF0O}OuQr@DVGO?KWI^Z8EjXY3j8cO6kfzrK zQJSsrcUA&l`*bNT|4QM6*h8{{V~ehQcpPkRF6B=Nb3#2cNvM6_MtU~iCmMm=Uebx< z?^n#HU6${lxl*3G7Q0ZbgQ?6jQDdr6+6r%S+My?^5hOS2(XQHFSdec)-7DfyJZ&wK zwU2m7En@ISFcdEQ;`|T)2>w2FlFk}`3J%8Jm^o2|o;tDu9d8Z7M^_2@TcMcu^}iCh zI4K+Q_sP(hA4{pdrxx{z@*saACc>2c;*7K0Wu|i7Tsoa?gofV56b`FVR_g)t`>Pf` zxTAsDRs4x$PiH~xku?oVYiPaY%W z$U-hF(hCLy$-L6iS7gJflNccq56>prP_<8m$ixcJlSei{S)CT-#BQ`Y71W2f_%4u~ zcoTF_3Xzrn+%PtLB@uMJ0lOkY=;_)@*s$v(%v_L*d+)eVfA=QtXR3s@MUf1vI~)Cf zKL=$GGba1&I5bU(rNb5$v{mXJoOdv%?%p>+Vf$v3obUo$?KE(USqu}E*8`6q#*?mf zXCbe`kXk4XL7|y98vE_0Z^jS9`C=cE_$rsl3pfNhPs{M{@O9iXc{_HtyWs|1AF4m~ z3+Q;w1B1IqaOGZkU?Y;UGvlaiadU*qG6Vaict$-2pm!{cAU*PX8XGwgn15?l; z#7@vPW96hce%Y`*`}1oFK3NgRTwi&|s-=Aw{_^S}Olv7)x~UAhv{f0m+;}vOKY{C? zX7FAOi?fB_5k0n@w8|3L0x=DW*flJ`-di9@`^Z)DM?DPNH9uk2=X3mThQb* zH*YjK3~d+7;ls_;N}PR#-;Cq@W74G)N#>R+Di1QAv8I z&yBHL6vN9~&Ei+(=ggU6*N3LIS7f<9xju`2lm^Sh*!s4K3)nY!iVQXrq)t~ddn zoV%Ue^&+ZS4%OeTa{QYrUHVqag^nls!jaTGxWwfYhwrVS+LN2%`*St&fZG|h$QCm1 zzqP=2u|guL;EjSwE*R2kO7%Imj^KiL9C~(v-Zx!OS8FSQUf&5?sBBMf-XDM`O^&o7 zEQ;}dF$5EuRN$IwATuS`iY~uj4+rLSlJlF#nZ<(-nWg-j@De5I{d6(fz2YdWvX+Ic z6=C2%wGvVteuIOoGmW@kNcJWvLRx<~mr>eBwSUc_*Pm>n`+MHOu9i3O>W~fnxat^% zJW+aT)jB#5s7b37F2Et@*PwL7AGNbAXhQQ*y68d`%8&%tsZyFQuek+^#q)4zegrjq zs!wD5lc-9TAKibZ5KFjyWKxSA-K?NNuB3WW*N6iU`zMtseb=DE#1R8jd*NN;Nx&Hy zuwjWfee=m2tW|U1Yf=bRt<$8_v*%LLRvxudxWm+NOh&ib2T(U%ms&PXq3e!yLx0>^ z@N};Q!K1UW3-V#f4@pqnr@kJx{p+^kLdQL={#0Btjsv&D^!bj6rf6;%a8ZYnkM5FyD;etQsvDg2? zPg!iq3eKL4T2&gX$9e}`@y8ErlTV}aM-?`@+=_AUxQ?!?B4OauGpJuZ8A7FpN%ykr zl{vQ_!uOz~X!Adc&itQ>?~mhl5weTyceUMnXU>_Ki#s=^R49}!B#L$|N|6>@RMvzj zDHJ}kr$z2elu)9S3hj$ZMOs9w@BRJ*^Ef}u<9*Ki{eHe)uiQ@3*Zl!G-t^2d;I^?u zvt2{1nwd|<==oD)QeU(7O%)WL-c6P}KbJC~*5cD6x0?-P7Kx)8qEsj+EJ4f>O%rePQ84a!<~To5(`r{gRGQ3sTiiOfG+uMl>3Bx@U#es$rknL z;uFRi;zw?Uv=n-ZD;jK!s=+z`3nwY(gkV%UUNxw_H(4T zrKy;7E|u~-$4*n-zRjdXlGc?$zgnt#iLAKrZoD{F%Z)TGaA=NgIVn!D6o_T&P;#lk zHgRdhK@msV11qb1A{ULV5?3D;h~*EMh)ctg$Tv<3jQS-t zj#Jrg`Hqc&7E(UqFqy7-l-%Waq%%yzKR+FC=X^NSTHAKDkJIS?Cg_Odd0&2#5Jz93%b21KfCB1ztDD&c8 zD*5O}QE$mn3H9Nv<8}Mvk~t2`MLk9%)bY>zNucwK^!mmmKO8O~S9VvC@={I_FU@ik zZ(@-G$?;~RrHy213ZznZ50MSK^{CKO>SWT4)#T{n1LUNW7g=kTPWhGUl8$vc^zIXP zq&|xs2l(WdTCV2@e@?O%y&{@lLnnbY^Tc9 z`Ba*I68RWEKnfDMq`>nzb*6k=vUBjOWD|LeDs5ay@1NaI-42kt8>M+u&NbI4Zv}O+ zdDUY|J$ySAxc!f0)l?+8E&`JA`g5p(GYhHo_&ub;^kzpVsU;?+l0|J#l(KYwsU+uw z4y_h7NeY=Bl&DBveAnP9$=j|hUZ$ucX*ZZ5zP+b}tQt@vS3YPIS@{-RsW8nU3*Jh- zTCXgnI1%lV5+fP0{)W5cllL5Qz`2Apy>CkOsY&lUX@*c;V=_7U^`B^9%hKi}M`uVq zZKWC>mek+K#En#&ah0rVFcu#=v6MRTrky$@m`0kMOm1F|DbV_5D4mqS`d)ks+L4RFwKdN<+4oy4+ez_Q_A9KQ!vo-yM|c@)soKC{QBL5vg?K z!zkJ+){A;uafFhbVUaB>UsEokh4cZ;l#T_)^uigw&AS>6XohLHi0xu7-A5g#6)zs9 zG0hALwRfY}XFVokuQ*Zetsf=XbB8Ir$;Fbr!+~_mWka%}Eu3_1Tu+A?Y@>LRxwKHe zgEIVQL#s?1pe{d9r&D*9Qu-$A>8d$qWbkg4>Blz~yJWb#C5 zvqrrx{bop6vhT#WG=JMcT=*uMT!ZeQdRI76dzUFS!&*)82*ZJFNsEC&ybN=>^MN#uBam;y1dA7r)ktme>ZXZ z-BscP8$Xh>*4}B(yeS}OY)YW4#M4C;xqR)lVN|2r2OF; zQpL4_JQ$HI_K67~i%i2vd)pThh4M$D!nd26n;41I4^}w2g^@<_B^Sy0M_y3>MK(*S zZ5edP8#hvC*E}gJR4Y1?AfT^~?56Iu=Ta`xyxQ#rMbtnoMwxudC(})(Y(@EWI*%nG zx5#`Y{qJ3+`g)F%zwe!-_U`*8xwP>;^-!zeznYkX1v}`GfTiozLn> zud2JE3(AKmvps#1%C+^Bf|)fHK*p!$r@CVWD8kzxtsjM_|p8^ zQAwPBa*TW#H6dwa4oE^Yy2#D8Y1Gv@&zt)gDD~6#A7$yfU($8RnUaiklV6wI7I9l~ z(H6^Bl2rFK4u5|rh<9dYP(eN4rElW1ltgAZdAQ~YRW?hyqv}6QwiAy?o#CUBSZN=i z)YD4E*8I3)8ajh~B2y)5o%W4w^3glEx47qAt z>Y>x0M_zC@qh?5FZ8H9K4i8g5OH$d8eDcIjT=-wPWOGiqq|u2jw)0?%w~c%wTU;7N zO8)yqFE+EpTQN29ni-kYT(*VSXs?7^EM?X&X=qA!f$9|79FX3Yben<}L6q1ul`r_bz z1*$pZ73rO=E;fAnh_s#FOB$uDm#7e;b75%D*>U^q-=x<-QTpF3LJ@|&hi}Tkj7$(+{)$DcoiVrDZM1#4bT)P38hv79H=U6ARgxBRj*^>gN%MYs z(+8T%=<#oUbhW)uWWK?Zmj8T>Ty)!lP9M8Oozgi)F4*#y?7aL!G`s5vS-m)s-X8ay zstwbild7d`Y+oe(VtgKD@Y9eEc;-u~tqiBznvQ0A4hh$v{Jdb=PBCO zhPD!rlF5m^B>Ew*)K z+kwiW($;a2-DL;LV4#9hb!%=mK1xu!l^r6t6>mjXn|rBi-peJKBY&lHvzhdpbDOE! z@`EIknIu_&1(VnAsEa2Wzmo+q*_3hCb?UtHT=6x(wPdhylH{>eaJSIL=}6~5aw2IP75MA7!`SZ_(#+rwnIP$+^bU2B_e=Ll_9^I)Gd35J?vtrp6i38RplheeX)i zM#)TSa4?Qqb$5)~HdC9LS?fZrJpGScvxh0&Z@Y{AmJwukjlbw``VDd@>?8F>=cxoM z{p;{YRs_ z9ldn;6`9ktpK^0uMoo4JsA*CbI&$qbYRK!9DAp09EBlS|DH`A2J#O{Cz5J;v;3~phwRtdLuctok7pLdyg{gT}^L6rmlprJZRV4#k4nROAe(J zNlx!LOdU)Op;Z1usMXFanlxD;A*Mf}{#8av{F$TFuUsCTyFEvg(6El`T{exD_?gh1 zKg_7C@?^?Y`9Dh2{F0={EVC);+C`DFi4nOkHlOl(%cgHG@Srn~pQL66B$M#`aypZD zM7rlNqFog$=%qDAbl#18NkeZqweOzPHw=Fuc~g=_QGX5TUcpY0Q&Alm`p%tnnM$IM zO=Zx-<)|pf^}8tRe23)9wP}=_Qxo+&b1}u4D5o>b=29!34^i*%R6#s*7Bx88hdR)2p(nX-m&bI%REX+rL4gY3Vb`trjd=E-Fm4`^`6M!z&xAKl`sF z+H(aRAd&8sl>Z zcO1xfcN0kNeos>1HbCi84Dy8doTz0_nk4CC9<}GX1$EqG8A3NX>U%@BLh z)hK&%#c~Fjz4onR%jIt(mpCQKe>V}T*!~zP%sN6Hi13gE+Y>ZYmQW6RCLO0t$(6#v+=;16DRlJjf$p3xM95K0x%+KlIGZvh%P$<;m=AZij70%6K z>?&zS7M`2Kd|_-29Ee?Do!U+Qz}&-V=lhe~JsV}v?Kk)EooCDjuf{EH%zxh&0Dd`Y z=CK@XTU5c@%}M0XT9POjKd}O>(hWieI!(}>`Ine=Z%@FB%?@^6oC&7?E52aEEpNW_ zuV=_-BUS!Z<1W7Wom`IQYfU?B4Jk029cUYvvlV8Txd^h9W-)|Wd4jRmo@mD0=SW9V zErOedfM=FB1fM_Vg2Y>6*v!8B41Go*;5tkrqL&>vPiVGfm-%?$Ufb?7!d&HvqDTHr zli^yx3JyoTTdsh@F(x)$f2Y-+%sBMyWfVUF?C>-zb(l6BNXQLLXStYmW82tqM5du0 z{wr!PIQ{k|u>}?}clJ)hugyGyJ(!4OXjXWzzK@(?Subw14AZp+qH8S7wZ~DI)K-KC zUHyS8|0%$qf=oE7ngg`=)iC`|BScoc8oaJt!)$LZKC0MXIo=qA=JVyD~$Aod?% zk}$_6HE}k7ij=_9Ml%VEmy6MLru!JRe|>Px{Qc;pC?1Eo5U>>Tk*K?4yy2ozsGOVx z>S`lcah=xS_@hP;wfMZ{lH?Uu8|0Q?uU^+O#I2l7h5EI};tsJ;e0 z#hPama$gN-c#!bbSry=T#1sszOvIu_2HB^@jj+rt0<--z3KaHrpt4CHF_pMM_SSD- zfib=U%Ke+kz8mJjU1h(J!vpUbdZ&y4qT&xyhm5eQ{jcGn*QU^;H5^nwDnSngx1*iY zOxS1shCycZ0bp7zVpsGuAVzsyu=A%sD*rVNx?f5~L*+fJTAhse?!`vP+YKi0QR4{A zi|s<2vOAauuHJ*gIojw!-3YjAK{a~adO8p(I-xBVeE57)0oicd1vT41p`F`Y1k;EO zNaeNzK$`822TBnP7>|dh!ZoU(`SsPPm{31933Al7&W2IUs+Y`y-?3 z<-BsX0pDLE9<11C!Cx69i|Fc<@=>Kff+hczq8_D+=-nv;bl-~z#0T32B7)YU!wTvR zED14^xYz}m+Lw&HN{U2{KXK6I->)E6nOZE{s8ZzM+fIIF+7k=;VI!*r1Gizsw(X4I zAS2ZKgbu4eD-DcS=Yj$B8^3bPS#)~W6Ye@b2Tgl&nZNMwaqyj`X>;fHE+pi`0=8y_ z1!BzgKv%9e6nu}%wwwHLRN!Vf!pbG*AyzMsfpvW?tg5IhY|-c&R(8%b#@OO^w8Q8w zN)9>lJ=^c{M`X7O9KIY!C*3z8e@{iB$Nw&5b^m7rUwz83a}07|H7{KzaJ9L>AL^Ti zT8)PC+dmBRQ#TcGR!9G{{W5cdKs`0xHa5Eq9^QCFkUVjKag#ePNN@2$iG&sC^?;{H z@Rv%^`BVm}R#b#`=U-tXyE2(ALq~zNx+Bp&=49cxGMalUC>=j)wvu_r3?rt0KFmsf z@e$ZhnWDcWYS3^#ik%t!Zq@mWMgi2tUu3Mtr)3#KU#&P|hSx0CjpffVyK5=LdB0V7 zaOVP8v*rb%bovo9<5@D!u~xvBx=v$?+IO&)>s??yjuA69$Mk@03hJ2nl9$l;#3OuD z*9_v&#~XOIUm2`<=m76p#j`&N<`KOzZZJBshuy_t$+nH zkAis_*IBiBDENHoJScLS!#H$H-X>b|8vB=Tz}iq}hCQ~u!0un&i0+N91&-hDA~kLl zTEzCTS*pVXpC(#>aOyf*epU-Oax1XPNiv`Hn6YSStFCs2#2f!}<^(apv4<2_>13I0dR@;me`15T9NWg4W7+EHd zg}he;opW*4mHQ{)k&V;Q)<$Ef-*5zVl}6fpxfqO2+`yoGkQ?IO;)hx;7)68k#|v`a zb|5mz*f1UXIe;xzWdl~-69yO#oXcvF7cLg%C`y9ITt~8lAdmBoRcp_b1rNB_B4*lG+ z1j)a52Yj0U0M)s1M$ljCiim!8^8TzC5-i+k3Hfv?=%WMC@fCA0gF{!5J~ve)c^iiC zcdrNDX5;*&eK>k!X{*3gW(aX?(}Od2W`mqaL!jYnBG@*_6)aejfXKAo;ltJ0yl9I{ zsLAuq$jeW&kl$N75Z6V2(4!g4&{O`oNFrLv^b)2bzLziZf9D>v_-pc(J2y-LlRvhI z(I=2W?;>r?2h(Ffhud^zaKblFwZ8m%^ex|Tf#cA zSQ$CKvlEFr*~~v<8)(;?%n}5wtYn=j@j zPoT~U+hx2ZOTNn|ht{`JoMvAA(W zkuu>QvcUO~)8}$n%oN*e783sT_${^@_oTyf&%FfiQV~YE?_ohHJ&x2VJEK0Gg~$Tm zCh$sG7dgD{2WZ)F9;-F(WF$DB0T*PZ6RxAb%mr^&aETL_@a>TX%!B)d#M_}>=AXo` z;7x=Kx^$^J#4>)sqNaAM!oYrX<_RG_uW3H+=rR*Vmz^L~)}Ce>R(!{l>kbe`A8Yz3IosKT(K9$5bh8o~~hO)%%<>e$`zFn03Vx#;Sq_2Ajf=g8b58C34t zIvc@1J8qR7CQ2x1+R(t$K?~cZ z6^=#(%d+g}lt3A?Q;2tfE7S<`LA7FSz`m#?6pgTjq~Av5Bs_!$ohn7g?%NCgxfCFb z?J3|wQxlRpPZ2cQyCVnB-av1aj3cMkjG-188tAmue~@qU*T6KlU&wD#4T;<|6ERFw z=5PO^%1?W@6y(3V#oMs>wqS~t$9D}eKpqSYqEK-Paf?CGvo}WtLqknKL9ZS?7o38e zy?hBA-gO$?RC!L|^a~N3d>7C2ZF?lRwb2+BS117sQ7EdihL7!jxC)ted_)jSwF)XW z?E_mfp7MpcGtrc->je>^vyqd}et;kE0>G17V`vKA!_RP?= zULA7ga0avJsRGa}a0a!5H~9`RUyxmu9IJrMPmvuxi}^WQdeMXVx2^vaDkBlbH(B2I zLIjuBn4n^d&wSZe26pJcGybxnw=BEAHpo_aXW;U{lJz1!hMhd8iDfG`uw2=C4mBP$ z25Z{^Kcz8~A8A!0P*4v;U&sFzEUDK-&3^A-DYou|g#Ti@!#@*Q-q*kJYkAfDrrmAG ziLWyJ%ViGy(|J}LQ|BVvYk%VSbCxRFPFs8z*r#0NuiPTX(5h$>ERTPHI9>gNn4hN* zlZ`eYKO#{eYmoq&dYiG>!e@-vYn#xoH=FUun%m|__Z{NapHjhxZEP8G_o{L28CzI$ zD(ir^zc#8KUIdhx?(p8>Io6xEC8AEtb1{LsA-;dFEDX43NXVfNn1c(HagqL7LT}J|d?sd%*tDH(_ynLw2!gX|5$40X)?b^SB-P2PbX~YvMx2EAI zbbRpLqGY_bp#bj9$OkQN3fYS^F5oX!C%~y4Pjcp{Gm!x+LV6B7rE$bVItEUX(Gaule^E!~pHUm7_ECB7_vKzU3PKm#*`3{WS z9tQf~EMYBA&q6yz%24xUhvm7MYBuM11eP`-&xC99VBuLm_D5?wH15%Q@KjQO3?}hV z|68<8%9SBBYv~H`$h;n1p4^JosMum6UN5^wFcUf~`2*G3`hhU?BI`tJ1n90Dg6HFwo+yK=Mt3&6f+6u1r zq#)mnqk!>LJJNi<9SsO8MBe-?Mz3H$k*Q7zdUVABq{8bRa!Az)=B`ORax9^I1O z;|xQ7_v58}&($X2^x0FqwE2^QN->vjY^#V6mNjS$bs0&x-;DefxFTzlP++?@3;lZF ztAMpR8!Tcfg6{p8z;MhP`E;g(_qO(i;ML1w5aYBGwS^|=px-oX&W}4tv)oC+_q{!W zxq%MgS=2B7IZGYX*FR0LH}pS&^Q$({c@Bc~FZJlxSMK~XTL<|LBQA(aCB^R#%jV4t zEJF{uvXM=H91z>T=aCgRi_t~%yAXwk>k-waFs7%l2w8b#Io~G6*y3Z-0LLuf2lgKh zu^hp}kSUY>%ooSn(NC9+K$-+f&jc^)AG_KGOpQA% zmH9y6vrZn(X?e;YI<(Qw^EFHGi$}1kzRM$JejE_Ad_C*CaS;32%^}vuw+AiX3O*r1 z(i+4)O5im)E#SLdbP`NmGC~LK@{v&w64f57X5P|Y33qu+w~Gy9GtYh+=0`aD@yEbU z4UYV&!{dF#T1rmb>CAK5)z& zzZM@1@9Li;E*;ZhYHI1>ifQ&(uS*rO10!G`L!OnQ+ekLg|s0{H=`O?Vl>W!l5l)NE#l zHQ#2LnJa$@{0i+3YZJNhFA=5GT+1>i1W$DOjsC|wkNjW!X10)ESq9^a-E-*$+#gtv7(J}(6=2nnTXgQBL5-GGA6ik^*F*kE=EIc zR9f#!EJumaKA>^`5%PSy5Bgy9K}^p0E<31hD|})68EQjxaqVQ2d`S@>BjKU=tPrDH9^7JL%e^PKFEp3n>cPVv(OeZEuQ<^Y%rxOu^#9ui=WH!V0+o`ykNxW$%vX>q6F%$X@Nz8p$TL}jjC@|{z zvmkd=4!pY5i83uK5P3IwuJ7Drn3?_*H#w4kf7r1EmoM}cD(noj402T?rn(D-0bPV} zEZZ8CUPvI^JMtO*ITlzr?>2t#HEJH0UBJ3NaKSRML&idL|6}M0rel{Bt`L8}_zG_@ zR}(uc6mVOkmGJ(a8L&{p&(iatBDUG82s_>3Z|R}9oj>{J8XjIhFWh;_#3IwQ#Ja@w1t3<=ungI+fY04z%PQZc54?Lm0aEw>_JdoI zC9_fMFTJMlm9H1P@p&C&J#T}Y`g8bgOo_Ek;EAzg((vGHIXr)E9vCfhz=~o&u?87s)s4HUjs6@4}aOnMx;9@ z*;cV*J}>85DZ1mpao#V(VxIq#OglkD6#uAd8nVafJi2YACn{VWgEs1z1F_95BtqLs zknU^(-|ET0s>et8*)D&0Q_F04#^^y_b)*vXz+NM#mTy2pb>G3FtMB;HNlae%-5NyB zNfy3-d6+l2>ZYJxb`MV{a}RQ9+a$W`=5{py+APF6$et%Be}Tv0eh{e5595&>wp~rG z0Ky_UME{u#vijnGs8iP`G_Uk4dhkjidhhR1mgdt!bmTG<_3>4+>@U8`F~&xr&DBuG zWzHRRL)T_z;jjhzu>KHyjvYc6vt+>E@7K9|E~ta?WkUk(gNFfix!&%5Ta#e%NT5`? zwvP9@Yd;cJwMvlP*}{uYX+g1-HtfAJ>*0TL5Qg6~W!Fn9t!tYN`}BEzrqaVl=-JmZ zVVisp|25B4@cg0%66)2DZs|CPY|^}f_Rvb~@nsjG2#nkLC~C28e@H@8<<-N}b$mr;s&25nx$E(pT$TSyx>T5=M`E-@so$i@I|5SyWpTuxVf|Z401HQ0tO$;${ z_7VOpXHfXKF`nZot|XQ+J8;#L#_Wxw54dj!~=zwV+u25-+$5lVY{~nelzO>b_ z=ar$n2$KQuH^r1Fae0DyUaiHTK|a&=-dBRS_X5+cI7~>Yb#P0Q2s}v1PN16Dh@}_w z0Drkcj_!*dSp7pD@9Y1{QZh^CUTgNlmOkrY#cHYJt_w^#R}MPBtvfcsP23w$((R8k z?^)Vxs>D==kGS6uIE5I0ym3V&K6z=u-rV*$tev6i|6_=Dfx+}@3{ zgnipp=pVkCqwzk*+NME|n|OOQ+jIRS7#=jj9z<<`Igb_b&J+PW8+Q&)Tv!die)NN9 zjMs7Znf->e%`E&`odRcs2mtQx4=~4|C2%_<0n@2Zg7d`wHs#J5$mQ}JFdBOmOP=iq z_jMIO^Ef4TsC+WEOXUPuzV9no6?RJFm`DfvY;s_A^dLAf^wu6SQXW@nqk#JFh26(o5 zC19*?0kMNZ?B?~8$WQSN;O>@*w2bYAo@Sva{8kUQ{d|c|D%XQuiqTNJfPwYTS_P~R zxMJK&AFfT|&C-%r;gN7zxU`sH%hBF_$tZ~Fz zI05kV{CVL173n-t*BEX=8!-Q~9dPPj5d3;!92{6EL_}?t&`fVaP&9E^!2IzLR9h** zu4)x{Ri6cC4|hXVxEM@*Re~?gOgLhWGQ3gd541;e8962Mt(M>Q$2b4^#PqnwhY=h8 zu&f=+!L`{RvE%pdqq`%QKs8@C>wyOe@Y9qX`uN#rcsgF4|1Fz?CfG`)l{_WEv_+lh z9BH4lS4LOhkEz1hzsoq~oO4*g{WR=(ekSMC9>jXrz&XyCSqUrgmk?e)nu~3UvP6QC z6A;;l+35H#b6Bqb0G)o+5#E~P$tg*9!RtLj`R|DUc74(S=ygmI+;UF<(Ziwq{yrQe z4@6sAZaXi?PcnrGKMHy5>STOPcqO9ZY0KJd@e~wq-40(TeFWK0Q5aXZ0x$7c1@t!P zVSn3-ggQ|P+}0y4gp1N1dy`dt?6K1h+=z3ZgtB3YY${g4{z3Iaj?3mxc=UNY{N11p z@sTAVTqh%~l^0FNcT}7a+9F^uDP~YDBMXn zFjAg!TN{k+cOoXjX&pN_J3V}@H?3UD_05Q5&$%#6j5Y-mjNt?JpN!+|M?Pl=H;x$y zqno}G-)o!*ua~blk1BHQy~}j$vu=BFV(T4Xe1W2{&L)Xi5}q&Z+;#{bN`7)y3ljKv zHG(ZJC=d>_N{9v}eIh^oCu^ZepuI;BNvxoM2or2~6H#|Nh_9QA5G{csv92!?JLRWk zCH@zP!#7ccL){#X!MMQM+g6q6?RDW4oj*m4rXS-9YML?4g~M3)EjxVpaXLZFKX1G6 zR|$4EQ-?_3Q;%Kl!H65?zlmYvb5?JaM~KUK577`GMrhi*5z|!_g?dJmRkVyixOG_o z9<;ZWYa}Oc>!+7)rJwYUqr87LcJN&W9#ATS|0_5{Ec(-ijf>=QlgKrVD@3=CQtBBj&k?`w_Mw<-lb@Z=Rf#E+n!LW`G{HO zo8S%7xkCfXkl0#04I42#iZdK@v8FmP9;urG_r#sU3N3=6he!*z?mB?U9K3{*=^cZdlRKNrMS(vN*dvq$Q8%wW!4sO*N;!$q|u>GnT<~r*i)~OSLtDimsKc$_+ z`_gl<)bLu+)mVm275RWm3+{sk&tSaPKm%(q_zE`5y5UZBE8vsFYH&v*AHEOB!_UOD zV%}RCV7Xxd>Xz?^IXY+%l?4nufA|6Bw#fne*n1W=2+qcOTV2qw7nSfsP5Db&rD{%IYDqHKNtmjnPg|i&IOyRTM1=w_hcLIed zTO|582W|a(45$`gMV~*J1P2r>I7>~9@wG)vepwZl?YE%-tT= z!eeaf8)JI~)9TNIcvTNxK;t?*==vUnSu)AY?@t8o*B#*ctGj{ZXB#l-nTdz~T?FR- zHwL@cgbN*5ICquhaU!$Y!hRtylO2R=aC_Yog=`D#e-he=7Th=&CXH`qj!%H?oyjqhd`g3ZE}bZN!EBr~l)Oht1!y?akX{ zRm%K?8GqVK>|3M2EzT^0r?sq!DYq(&ZJLWqGmkOf0Uz6CHYVt&tZOh}4~sZWAH%-8 ze!+aM%-}4n9m2hDzksCLQoMQXE^N*NGaM9bh8>quFc*m)yqf(AyOa0-_xyU)w*5Ue z|IIr*BkChq(P)A1sT#t512=5hza?0~$!l0h^f8#sNr8W*+ld%F^JZ>R~ZN@<64_g%v1K{lTLz#mS( zx()As;D_12i3Wvvp4jkQd4TNS2|`0Sc!QZ1w(Vat*igyGzXd8m75*l`%3BGOPx<3% zIT4uo_MPz6cQ>>L+F{nWZsF@+4Pr_B?O4XCK{(-+fOfi@VR5Cukk-r^WM-2&X8V$X z)vuGsO5D7$*0(yillw;Kb|)VkYCg_B%}oVSv9HjwaBGJ09Br!&`={eQA2uWrDO^$FEBqEvOT1eDUU=l>Y;Kahy8VtP9Q##52jS(OKSZ|Y zJNxY$yt(G#mBMDXZbC`pD_doHht-4Mzd04}AF(2pcMzd&D#ZH&ef#ns`u4vRh6(Xt zHBrC4kSIOy6yK?{f#V=jwGZ4_w5|+rjo!iy)S3K_)tIoq2!3L(?gkP-@A=yD_?|YX&=GE8nv;& z9f!EvdX(|MsyamR>Z@!aEpI&)o{WE3+r&0n35W!aE;r!*5^Q^GIwrdN23udIN4RDL z+D;ywjrohO;4FL|wz%*yKFY`-$W+A2k3LL%lwVB*99Jgh?NcIDl};0na~!O0AiYGK zh7zv3Y7zI&&HXl3dTgtak8T`AuRqW?j>NIIN3h)qVuBP#V_0b}Ho+{$dbS_Ntm>_- z6p!4++KpTYp7Sv0i%Bqaid7^IOeA5`8)NVSb|dzrSYW$r@i;QSDi@wL`GN=kmxu)) ztHVa=G4{hB)p)I5HQYC0jk~0wn62_K=4xsO{bS}}LZ5fw>{JbQvRnq6sVhVy(kX26 zOckChUjweE|H68!Yp~zi+Sry59+tZO1UADy0Oq~-gXdlaVS+EGF}v)An9Ct;Xn7Wa zvqQ?@DH~fnwJZabI30t_7@N`ejh#jx;CDwaAWkAMGU3m3T0 z#p7PGv9$}_z`AM<=BxV{tu$B)em?z%eOTWM-@eNMhM&J>fTfSCBip%}y1YFWZ6K@=ZfhIp3jh=NO#7 zco?Fl46N$#ODv@gg(FfHLFnAZwhTH3KA3$$7oGQGjD`cN)eao|zHJT@x99<}dx}^- z#ql8Wa}icqwh288X&}C*VO_P21xwdSkUYP0FtYm;uZZ1=c%jjp?#NsGE$1WAq(4WH z$C+jP(5ymGc_N&1F;RrM*mE&66$g&RvH>eQ{w~h68TKqoX*GS+1h5>LYl2zTTFBQN zfG##J2SfLA&}B9sfHV1z?V6>Io7|Ye|9!@UoimyScCb)Mw*@JC_l~(ZJrOL4)Q9sN4uE`dH|Pjb#dEgWf!T8?Xt`s) z(5+vC8|<1vthi)u-=(;Y{XY!W)0$;}gL| zX)kJhwf`b^B4oW#loca9>Ufj5Bv7+|92(4Bx5wQ6=NF;<>&m%8jU_XL8tf<8dcTg9>1f?{=V=a!QN|5WR=gezdQ%E*9m6|4J`)<>*Wo^ z;=Z4FO74D6QVME6ZgN>TPwN-k=)+@hX0n_xf*fM==9NO-Z`MNPOGTV@c5MDi&&Tl0 z$RgooOX38h>*H)64R45OF5TgxZzm=wqIDneV=KL zC+gb}!h-|sqK&Avs&f-=XZwP^@JS%?%NlYs*G6FFHr3euS#r3dtRmuOpbDgZN= z@=ElaaIE&sAH0ZNPXq)nwo*G)OjxW=Cya|Mh@;DA5}O0t2mxGY<(Kn{sA1XQC87v! z`sb52!xri=3&b%t@fqM&fJ3Sxk;SyG)OJc<8GYwg4(AR|CuV#s#)68wuvObt zI6+5y@VYBkVXSxw?mFd#9nDe2KX34aWiO(zvUFLP=iiED-JgN=PxC~RhWfAt^J)BO zEDd%oP{X-uH!y}Y1ZT^Gg;?_Y^O&2VE4=z47HZzl!0z3w!Y*}rW1-)T;RcyGaNU&) z@XS>w{PnXU^t)#@{QfQmtv6bQu@`0om*vfvv%)u^Eh~XjC#$d;0}Wgw6oI4hA$U=- z9VQs^1auXF3H?5!$8PTcTe;GnB;z{#y0Z$PO>#JL@H^;<5d&V8GxV1c;U6COU^`vi zV9ilJ+E^xw32!#xdoJF>UKH=gyguH6H9JDl1ukZovFdwd`RHlncd7#RL`x29t5U{- zGaa$^`U&jsIT76YRvo=8^N49ap^64CEkcUtMq6~WhjXx*aqz;(8Ottx990;RFg_kW zhTLOKhpkC}1&O#L+Ok~0eZMaf)hV7QaMqg+BFhkszZe_7t6lA#%m(;SR#+(@YWqeTemL#xSLC8O$pTXZf zZL=Vo&qL=tHAkL3l5&?D!&r-@rS7_upWTf;1*d#&@6QIZS&MGqieH7y5@SHf^w+R{nh(RLPlMq6*7X>0 z?!rF3GvSg$>hPjvCf@jU1aCMp6OU=!N1P8GU@J@(xiXeO(0Gt?_wkCv#rBGI{5UR zjeX*t1a0lc*ncx>uokM5b1hB=kKB=il}F9Nj;qFDC8N4Hxu}Zsqy8Y?U%U*Sop+n< z#%Q!U6n%_Cxumo1V}8KexfHfs9|VgoZo-VNUjae}4twrs!T(Wo9{yDQe;l`?5Hcbo z?!D(;7x$j?8Rs07q*O#nQK4ldsYH9|Ym@Ai5h=Tn(L_ZFA-huAdq`T+{`vg}=W)*C zb3UKX`}KM~U%RT_L-&96d@qB|NFpW&d(4R-4yb}IN=x7zhKCIQJ`wiM zO(y$yYCz@LOL1dH9h7@6hm@!8hyfk>ApN!1cm( z7`yuu%-WKN8gyQRB^w%0dBYhPq%`5BnOX|1JC{;qRyM^p`JxM<2Vlc#eZc1)Laud5 zfRJgR#6h>f&4q0!O|JnKcGUovtVS~YcM06A4Y8BoETpb}1#YWY2R~X}B~{PFzK@WuR{aGpj0y!h@2{2c9pYBisL->dh-hi*ImEh>Ol8<+E5ebIt{y4T~zDURUB!7zxlP8vV?Zv;L+TS86ZMxmsYyG8$o zwoy0ZDE@8Hgg5VmCCJkgP*qAP;?0$ZVC_vKe)|P|{C1rTejF>opK-m&xII*tPsJ(m z)C*f-guzd=@@pjRiO&)(2ZTDO?h zx85*wWW)ITEL6nY=ap!Kfjld{tdj1G4yW}v&ODQ$0k(g26}{ww7i-)0l|HawF%#Jc zsDU>T^qsO!^j1r_~fA znN3T?#!t`OVoIu?;y*i#1)n2>Ok$%Xjn~{?#J?Qfg_M#s=@BDmyvK7Y6Y0R>kFSAGzTW6~1w-%o$w#U7OL}*~YiKYmbz^-=r5ju*XUpmeQ*4kK)C;TvOd`FDQNC z#Jv4n3q1?W!^!Is@%^$6VxLq9JzkQ4j#qxfG8XFC^7IvavseY~y{U{x%dW!Kf=sOc zsRIoL=!3wWSvX_Yaaxy6hrbk_;wKeJ_}JHR#GR*z<#MC&W?LJyay$Ri78lbGkk?+<7+IS=bYY>L`&W)23?~@1ew>(58^J*z>=5p%f zo@QiJ(1X;#WwfY624@>y!MnE_AkNcma2bCG;jwflls@zmgyqX{R=sHx$Zvg)lcQK} zXh%NmuwKGj+GGSzl?7t^jf+8i&@ISoXfqz9A4Bh}C#mNhThWh(Xpz^{a!QnL%TJxV zO}ssE4v<@5OTBE05gYQep-qi8KXH;NzI8+$d&jHtpOi!!yK0gA2BWv!{=Jp(hnXyn z{hdP!Jcr3=J^!d&<$U9AM5ABVNN^jN!6Mxaci@Xaj?U~+>ee|W^yR1*e2GfOq|CjCXe@px%MHMzs*@q zJTiU;eN)$DFZX|^6Olm;TuaQ@6f@KWx4d%uBFVpz2?TD?JmrRV`AotbvGTU(n(J?ieP?GBIDw`4o2!| zBX+;LK=4_?#zZ@LnsMq!g0I%th*pP9p%!EwS1wUwThX1QyLfreiPOP@!rE(aEB-wCVh{SVrwI z=5KmKEWf*pp1Am+pzrUoXqOxw+*gb3Jf+d0lhXK2Wi#v?PQiyZy+Na&b-{HWLFB7k*|Uo6&c9G))QCqBi)Q20*+->|O(`n&jW&%sXIGnS8(f9`{3dm6F#yLT`?(-0188X@+2T|HTzlTxtkf^klL1!z+}J@@lGZ{W-M%eKU$%`3$YC zm%&bDwOIEGf%+`JkO$)OIHO!C>WR6I*yjER1ETy0AyLDFKQ{Xra$lB^i?-e}a;+F9 ziN+aO8a`5Pcs zniXLxAs0y=yCCM4YdxTh%M8FJqlMgt-~SO4IazK}qps0TPd)12i$IVU7jHK6pOWaa z+eh)t)qpxX9!5?wv!LdN$8jE-9Dom!yiCCh1&(a;bTUYOm05T%O|IGa##HN5fcR@u zC$V(qh^bS=OLFE_#>DiYGpv#y5qZCPY1n*3i3+uyMTH#rM_zeiOkLEphsUPf756=p z2Rpnpuwegr?!(t-k+sxn`ay7qQA$Z9Z{^#c_-dInXZZ#JU7Bgl9azOfIUY+v@5Oky z^`9FOUtJ&|)@s0mbI#(Lk#Ia{HjZM?L6R>smwvelVLA{S#)KmV=Mn*72NA&Vqg) z3emSj#4#)T#g8lAgY5p+aSZ2QK$jG`yz(RE0B~P`lpjmMg<2M>Xe|=1<(>sg>dT<) zk*^@wPk_>VTyf`(sYKn1Xmoz=FZ5G61of(w!Q5R7@hD|L^o(dAor^gzYkwp!chNk7 z!RFJ%lo2QHCYeZ(PP@Z_<=dg0??ZHt{S3;swSsuC0O+b*00k;}JOw932;c2Q`}JRP zO>L%8^;5%;?WJ>|r~Cx8{8jB}gDQdg)Y&BroG-tMGWh-(tn3Z}S;u|E58TyYf}S&c_x2aLAy5V? z&VLIAO@C4{amnC>dnCv-v8R%R1(eZRF)Y+;1C}F8f#{hMH80PalHQt5J+an+lf3%H zvlBh3i~ZZh;R$=e&hrbXK2KSwc}bH(;x|;HHy5J*8{mGu9kp%QNqErO2Q=OJKz7Zu z0dp1#$Ij_0^Q}GL}#ZMO(3}^0rNi}sKBWqz*4v!SgtJr zkwX^L?e~znf5ncoAikdLdVEEk{de8Wpkh`2kri%m{>b>u$5T&}1vicu?&PSF5wcmJ zJl>RCY9&qCJk8;4ZJtNX_|Pr#J#7s9JM>M;=1GZ6u8eb9a!#6ZTtA8Ltcnmtw9A@3 zm^6ue@(FWY7FALcR9@;^_$E%k{5?d&`YGHckKW9Taww)u+ICQHo0LWC{`Qz{>W3nO z7GJW+SBW~gbXfd~KZAR1fe}=j{oVvtV+?jQ>0G zw3*<9u2^M>y@}kUILO8x6%lq94127Oh-;H)QF48oN#&p>afV_FkQ|C9_o-)slY1KQ zM6(UIqC6CZR)^798b^%2-1p&)DAppb__E=eb4O_2`{kU+Yp=tciw@BJ(@~UGHxH&q zc@oc$J_I9=ICugvimxU5ViTSuy)??6`#Ek2E!?Hae4W>e8^TxOYHsalysq{YU0j$C#qg@vkqDL$I(fg~m zT>Z;(SWRjKpT9SqlU6WFR;#Mv6OAI2=z1MBl6O$-tt#%9HR-0Kd*4%2*(G?L`#*H} z*Fsd+8D;n?l%jK2AA=+nkBK#l(cP;B=ziEE(J5PRXgt=E;vZJH7Kt9S!yji#dCrfcx=xedHG%LDOgBT3ZB&f?mh)Dr9n>f$+> zUo!ID=nFc6(&2EpIvf?cBGozN;KLeqxc{dGtlX^*?~WM|>o&Rp7mhWWk|o1auTce& z-QjSyYZ7ovSPQ#!lVGDL$M_y`KrAbFm3lkpAX1y0LecX_!(u$-dBGa9C8lKul%) zT_JwA;}NC0VLSQgu@dYqx=-D|C!~5xj9^I9QurlzD)^+I0#6-02Q-uHDT%$o)PsYh z*vD^&n3I_Z4J|qF=^a-}YfU9A@;pvH%l;!?wPg>r^HVjnulkSL@cbN=c3fM${b)WI z>v;rc?I{4(WrM&t)mQo>BAcX zuPIM~CAHxQ!E1TZMnyj?CgUaQ4Fe}V5!_yT9eMT2bFh5?HTWcxD{e@KT@P=s;hT_YTEg5)C3Uri zO}A+2;mFmWNz`b@IkYc?qGUb-w?I2;%KRblM?8@wu@F&R6?tf?&28Go-G(rwb)Cupwjg|79UK-tkHf}pK?P|_@E zW*Cgq$yF!l5B1gT&`uRzMD-emel2D0xz2;Ve&Q+WKK6v!-r39(#>>&*nkFOrvxOru z7Dim2xt#YW+L9ZQcp9sG(xGdHuCoof$Jj{yCPpBf&a4hiL82#pXcBPbzAma{n41e| z2e(MBcd{d;nm37YdN&D27|dpScHKk`;Wb>1!WpJp8r^_8dWrq7nK8dJ-y(rw7AJJr zf}I^*jSk;mz^E0@!_PnH;Pt9Ru+a$1EjWM2-dY3mKog~oR%J5ICX!3@)?m`Q$ zI-p}t8K`BW1KppMh_aLukSq>^%#?Ld#;usQ>%9#M{bz;FHs(nrMu|zy@McB z{TnL#mJet5WeU#zEfF~_GXT652qg|QAmO}q@Xd1}FSt&I-dcMVs(y;ayP`~yeQgxl zM^=O6_1m!9q@$EgayOhlxfRT)OdwwlPD6(;?ZA&;yHT^=zJm03ceq*k4tRR>7HFO* zhursQqG@X8eo$7h87DqFf{2vW(4n=R@^OAj-9Bmueza!87uP(<>LEUGH;*7Io3_K_ z%M-y|P9q$V5yQL27JzxBi4JhR;H(V-km+HJw-zo&Bqy7yS@UG#e|Cj5$SWdOsQaKr z+%kB@CJ9WNUx)qN%czI1c2n}*CDfZX32b&=9nS6D1BL<<$$%wKfMBL2>ZCHEZlgYw z{&@@}4cU`*`@Dbw&?L_m*@#aTX`_c%q(Rs=W4K|SBHZ*d1|AR1gb9zPL!UBdV!7}R zuyc{2F1cHC4(@OfqTiDAt((!@4Gv=1bWM}++!BEf`Rn5%IWx-Q)debUrHfEj^$C1C zEt_1{tBFnq$D6ei8$dC(;vY%8Mg2{x1Q~rF$k8K|czWO>kgIISckB&=ePju;=$^!X zJAJD03B?$Gs-pwpMcsl@@l=qUkZ3Cp7%Q)3p7YY)plBo@9BT#8U8gcJI31*7} z#TkDSh}4Ml;JMo`vW1%m!q%se4M)?c+S!rDv;R7Xy$V(V`3)1zXqq$V&6$c|#g=+* zvczYq{ZSzt$Q%P(gA!rHwUs#e!#8lE@f>n=&t>u>s)+LaZ|McTJa%{R0QXyYhw;|R zK1OL(5l_6iiWL^f@IUU7rB{Db#eWs1(|2yi(Wmp3Onxki#}zrQ>{z5WyJJ>1qphrI zzWKe7U%IJ>{o$r(UbT4>tMg+vbJQ}-e75l%e#CS+_LjdjJJrFC@P3snkjly9o2;78 zGq2L1Z4Bg@@IL|Ob7uqdt!KY6H!L49^S=(!KbEA>si84^Ha~CzW75jpn_5fEjfw(U zuR@qbo;&H~6NM$@-Brxt`y&2@5JQo8dp@-Nc8#&~ie`ekIxq;)C!XDg zU6w3MHwiY<6}j`Mk9WiAn@%h7xML1~zWqJycQl8#QZM55b*h=_+&e`VIV2GkFJ>^~ zeRBj-mV+oXJrOTjIR_6rU&lphBc=<3R$x1F5B+<)CO*9>g?^Qh&ya-~f=zoCF;0KH znFxOcCTUM3J$<49eq+W1fv)d4y7HYReaDLseE)r2csy{4@x?R#M8x0+G{bQeAK&!} zJ7g|oPInC9tgK&Xr`P~L^6|od9)t<3j1OUDpKkj5N?I_t;s-q4UP?O{8sg8@afHe}D(a=^~*f1_hm!3vw^>!Cn4eD@u>w7BL z{T#FoD<{{aiO5+yGZ9_W3@sjqz%f$^beEOHMLK^#K({+Q8oZg;BHvFv-AhoTi*^`| z`ZO7L9nhdB%~a;({2rp7^#@u8`WqpS$=3nDA9GxS0bjF2< z)NC{QxN9;Bdv^#PdVOEK?OmX_XVM5+%uR&z|MEfRta7j<&za{tYKnXH)kNMUA9$%j z-r(CGHL~AS3QJarBa%*pl^4)2{t?KaHdoNzrxMw(Q^ z?K*7$Wm!YDTfNA8YYLdW{V#IjC^Bz_(|Owu4brRZh3uu*?>R>0-F#CE1!hG^DhD6x zW0O5Tadi_FXsgDHNMf!$-KBdPp8vAa*k2pqw3l-1)5Af`uEcB1j?yMpL18D)_jouv zZ^k0?f%K28cdsV%{Kj(g%!n^M7cz_PsDH||-aN%!q7=-(yRCqy8~>i;wpNaIbCzU^ zzE3g#8DeZcXSOp7Vx#Er7Y_8F;|uAEWqWx`{PdYIFKKqg-f!H!&37pE;1A5)D~fdQ z`FK_=Q%Ub#mdLZ8t!{?ecfiNr_cN-$&(k@IGw7NPJw_^NeQbuyB770uXZ9U1phIkA z>F%}lWaZy$^t-!KIN{GA&;I5~95w`KqNswS+ofeQ#zD`Lsv;+Lp`Q-(UpIJlTr(YOKc~N{s=Laro^L z7j)&GG|qS6`MBwSc8jjElSP-{vx>_2xH?%O_wKhAW; zk*0MM$*uEXcbYcHysrtQUPPhACQ;-ziC}Qu)r_ndsDf_uE`zPJP9VQfL%8L^!HIL! zR2*Zo9BKba20zvpe+s>F=5eqs z*^_$aehsv~4aO)y6SkuVpncaR(m3oe{MsvxXT@qG^_A|Zy8S)46#Ix7O?{!mB%1loLJ9Ln7YhBit~ysF&!Kz(GCtXsd*XkY#sV`sxJ zSX;+|lX-k5u*=io?lHIoMnVD*W1<1hRgXd4f?51qGd4o9_9fXZ+KkNaW|`&3#Zay{ z&+(MCkBSRr&r|!pD3GuB%ZT|lF_eR946*W01!!G36WV^{@TOR&3Kk2k34^zZoQeal zp~Cjh;InJAc$4;I5__kTn|_+YZG8=3=bl?2#qBxo$(wS6 z+ZP5-9lI?$f0z%N@8=2Hh6Y7#RTrqMpvA1%wG%gOdQQ@-7IC6Zno(Z4H=xJpH!#v$ z0bZNmM{{^*fPB^kq`e<9D-xCwlfU-Tl2?wicg**2OtN(ZrX8ltA3Gs;eswULuVBHG zH_@R(jQ^qyf0b$bcbdqyP+qV-Sr+fxRL-odkYy6a%9%<_3HE(bA#0k6zxzmAXiezA!53{oN%HN9X|tG+O?;wbLMGv>hJZ3z<`Gm6JI5xSy(*8qm89&?*0sGElKe?LQH`D}Pf zWj4Nc=sXhg%0b_nWM~z3ihRFfDrH*#8tr%fi=Mej!BUAwSg$n!ya^qqmUhsv%zird z*2;wY7lyz%-2w94wIitU{$l*8PZB9edf;vIt(NV4!c zJZ5+fDmeSVwZj*YjLBW-0vVW2nG&n6CxO`4Tggs66V8#Z3xu_figb3h8+X&~-=OE! z9bT!|W_0$o8jdeS)F!tg@ZE2wu>H>?Xk9RyjQPMp?q_Ap)(k(TN@wcv*Yb{2E$7yO zcdZrV?9+Edk`qjouT!M?18?Gh($92sZuTQWJ4nK~X~>KJWV;S`-%IzXB??^9#yk7JlJen~V?^-hk zl%G$0Yu_X$ambY@P5VQK8%nb>Z>+eXk4JopX5-V^`SJIfaB=hZ5amrG_!z zh~C#XhtAyIEu7R6i*vs@vASh)tlWzlX4xM_^LaWKhz*u~EUyKaJH@B7ftpr~=E7+6 zoPX`a$fqaFnX-xdx^X}6j^i@H!}z)UTJtO1O)3(!e)?3#pW|gd*=(M9Tbl%XSht$_ z!Ed31LSt!(TRgsBy)NrB`7xv3zlm`D;Q{_A7cwdu&UD@WCU*Vg1C3QTksbfx zr$_io?lC&y3Faxj95=DulS4*2~H;YXc6`oCeeSk|nU@ zw^-s)eg|E8-V!y9lJo-?7QcR!ge!VY(Y2h{_%v4=+E2_StcCF~XJ0xw|H&}QA9ltp zD+6VW9kAx%7t93tN(cbe ze$u$zy~+(fR`(}O@M4)X9;`h3bWbUni>U{>-eB$ixWB3px z#6?k?3u|Ctb{vj;7lX3bT!q6@{vcyVGgazi1zUC~14g0rM9Q$P9xxTv_2%Ipn>ocl@OM2jUfmYad)g0jJj-61GFXgy;XyP9}- zK9XjPA2P(r1g`v^WMlu=(ac3vYhHeQ6#IZEA@&3m;dI9;)RKA>f7h|1kN&+XeA;h= zl^v%{tiL{{MMucI-}0P&cH#w**Al{RN_ouY_3_v><2UJomKo+dI^PoG^9q@^tjJDUP0zv z6Z7UkdR$dNL|q=CW6HkpWu)U!cHL}Tp??GY=N^w`PUM>^nyTX-PaQho!E?03nxWUn zY-JYM*b9EF`a|2EFlL-?HqnLNQ)zl|GShS^QqcM_fVMD@qyzhg_=(LyLd)}V#>|Jw zga}t5HJ=2WHoXMvmP}=K_@-iI<|NXb;0P*KO~LacEd;Of0Jb09MLSA;<@+_J!$Ko3 z+AyXAz5Z|xj~se|B5p1=d7W~N{BSE2>OOU%4fdMj=!Tw&T>WO^uR;>NboK`*$daOS z^dF!m0gL5M4nfYxS(_R$E}}0 zm1`Er+d2t(kEDQ);Wy!*6a84K;3OJ6w-)AwlmQqIz?OA!K&m4N&Ad8;+Hk%WOxhMh z7W-|1cdcUJ<6JHD=;9zymurD)&w7!}d3SV9_Z{%VMOe!FJv?tJ0mjws;GJP5O4CvW z1P#?9cUN_&(!@fbmyffjmV${%Id$fP8g$7xi5w?5W9kkiz-G%b%5AG2TykR;UM8l{ zwMm0e-17q*DN3O1!lU4vS)0k0+;8H!ADz(sHZR!eG829|Q~}H9Mj(v|j%R~WANAEr zpXYXD3h?KskWcOn8D4mmXPmm&4{d)P%Q<8-MoG_Iz>5~#hVc^W$nCinr8yQ$?W_)& z&|Bo;%w>{fj(R(IsDIhi$UBDe+CUM$2Q8^~zBKT8c1Fzq6(NG~ExGu=b;QFP4bOB;91bBX8Zb}{z9iN?kwU7p-r;+o0y%d97q4X zfK<_zYEI#i4zf3GD!l5-1BU7<(0i#T;_jBF>Sjctd7jG1i-LM4b+8J!O#nWS7cH#(rTo7OZ6yJv{K3sx5~3+lWHxr;OCHW}2g7$@8ub zC4+p%=nP>>4y`!VpIN&*7^4DtxiJofB;7V&W1tm%g|!n3qOy z=;~W${4F-tFj&_Uja}XYQ$6B<_cLA7{>KN9=Amd5R5%x%xqz_fgBE3-P$m-CRDnhNH9_SWIm*+01dOTpqIFCDz^Gq57?&Xn0+(GN z({KBN+XW`1&i*yx#)&+AQmj3A;ywywT_s@TMp>vVw;C=h83O7XrV{1;kzlUEf8^Y9 z84hL66*?@vhQqDQx%Q|F>>X_5$x1Co7uOG=O`QeguR1L-t|%)^xl#r%Sc}MCiFaXg zr>dE*q%<(;l;Q`U$)Glxt^-bW;biBcR?!8?CTj5VW8&qG0q_n4|KF2HG)G?*Faaz- zWAh}go&H^@)~biTAB-S3IEIiO1+i3?yDv~?bSckmC*Wc8MH733E52)}DAsOuB96`7 z2xb;HkUOM&L142DsZ^&y4eaI{ow_;n`o42Q4GVY7c*&90v|EA;&0T+!tv%VG|@PV7k*;EWMgd@y|%!VXumv6%lUldhdLicjo!|9 zX4nI?xML#Irk8ChSwrAV50Xx|`Go#8ETI*94=}~wuwbK)3RAI3%!F39(@F0+w8~d? z=Ix>*0==^vXrG6ww9~g6{4H@2!h6$XjjLu)CSo{UXoX5KRxYW;UAMKESk==QwAY~K zwGHU`Mt%J4pSGY-lEsY75xQ9IC4c#wV#v4KPMa@#kD7w7VhI&lJapE|WMIMz-`x=d zS59aW2BXXH!PFL%e|=NICqAIBiluE(QU&ER}xBGQ^4 z23JmsBYO;@(Ou##;;gO*OIAqY6zxDrj6Q*9v&>OsUm>a^Yk>{72X62EgJ0F$N2gNc z;G))xU@Y|v729M2Y64P_j^`)R;a>zuvBTsM<_jp<6auepmqRly$wI4ZT`+CVd$du< z2Ki>c0#EdAV&Op^0>Njg(a|rUDElO7`RP9O-KP=tE1E(5EdVB&Ucvu)XMyfXnbiDD zE%?LaGE(6Tf&(#$;9|NDbwXAP3i}bpofJBxlL1eCKLpnHCQ{QJ7r@-Q1LTj!GI9CI zC^YcJ72apwfX^|7uyAiGI&@AJzVcH8Cgc$JeXTioW!FO*ET#;7ZfF|!^=!k{Pqd7d zWg)Pls)D1FDGxQ?yo9$Ob12Q(;qcg*^F)YuKUf<$joj{a6KKZ{nttshsD*u+JfV`4 z*igokx+QZ%eCbY{s4OFelKiig=P8JUKO}Cz4NcRzS;Ch@{f7PA)2}RzNa-3F{Ok(U z8c7u|R?ZTy(sZZJ92o;q)njC-iv<|n`G7O*^9+{X$q>m{Kjx}fms5!qyUD^KGqAe; zo+x~qB6T|`i8$-G)~q6aFEy=?W2UcagP(LnkeT)84TUO4sk_4*=-2g%GIeSMvKa~} zM$4SCDu_X9E`_srg0@oxb!%21W)~&$;$rS&0d7bOiNk{ z?U`1C-Hyz_a~_`MeWYyZhOk=tVVN>-m314%@fxF7IBR4717h}d#xC6dVJ)v#W{c?` z=fgmF#3@c|)7o0jMVVFC17p4n5uv8z0)| zhW7hxLp@VsQNLv@D%^0B-t=6FC>ZQV`VMh)xI`xI%)5-hVk`XNcrO2(ogA*pw!<-Q zr+LkvQUsNy9lYzjC|>37t7yxXTzIJ61n;?NM~_wT5oNU<&e|=9Jf?4f>#B|un{S^& z@3)pBSKR>K68Zy(b2*L%W}8Ck|6U>E+95c{_qyN^Gf6x}TLakAidfD1FZ@?k3|DX@ zxd*eK;2O{@JCBB6jXZ&*5>fK59OWh<;CnHeQ5B7puTITKQy>!yr^lugCem zYbV(Jx8O9n9yn*d3)Ee%3=i0FP{tfJSn3FY?ci!W?|LBm`QikW`ned~h%g5i8_oms zpL!^>AcoYN@Gd^^J5Bo9W!`m-!!$%Y9JQJXVpT5dR znN?lXrvAk+t7eSUXiua}{yU3C?#+RICu~6IrdIrT-3iL6$A|K~@R!>8ABDHK`$NMC zA4J@om1Nb-X>gZ;HELl`LOyE_E9i_R{tM_S?-JSs9_?0(s7XK}27e=DD+gr?@8ApK482gRebN1>h-8<8P-9a^*U|L32(7s@MEYR%c66>o4hp z2?j5yO{}HlAIl+~12x2a?K-^VeX&@Y$RWB*-vO()UrC)Q#UMbUgd{dd0U47rV@b&b z@o;rMXnbKNI(1w`%XUu%3y*YhFYa6oq?cWQvIWYpZz4PFAh8c;FI0xjyK<3UV>J_d zQi_lMDl_4BYuSo2Q{Mg`62d9HPned+Exc`KjB9@FXq{s^ zCL6XTVYxkPS=mS<_S}>V=0&Kq`Q9m8_@bfr?Cnq;^Uk#ld$_`#QOwRUr}_``>1H!_ zPrDtfvpkk4y?1Ydlhw^v-RjS?S>#H~{GQANiM-8Etf9))M;e z<|@AZlKt$LJHyQSmJver$!*{e5Xgj`Os8MZsb>A(M==F4{(K;@Zo=#N8Tvl!XBOmd zVZv=BX^l2(Ui*)8>;db?*xF(dyL3oMd&QR0uPnVOqtSJ=0_BV^9_r$=DWf>yVgqgZ zbd-0sLd(>2(=pn1Lpjm(!jM_D$4hX^^EdiBn1L(B+ps=qK)(-T}+ zymnO~9k=)xQ|-|pU~_yKzr&lEfrM$y)hkCHIntE&`hiu~1;6t?2dlId*Pl|T7bYe^1`f7t)}c|lur8um6Dp$Gg| z36}4ghQ1eGroX+SarT*M^m&CH_)u}DNrdlG%BXBI`gQIa?X4D$uLN1*lI?ei-Dg_p zEkEX>>zoNK<%0-s_;3PO>dr;gyIOHm7lIRsOsrEf!H2j$kAej<_>}%(tl_>Ck`wuk zwyi-Z;I1z^aOn)noiQ0dxgQ8KUs<3R2~+5xyK1=KMQ=h&o(uEKJ^+#aN@)GZ5^r{? zrsnwiz@B5XsoHV_r1Vf4DJS%y&EpH<9#avr4z|O@hzh=c^f0`70**(;__y~rcQ*+~qi>G&-YKK*bq-KX*iDu1 zR7A%%4dJgZZ=p})e&~&HHVojagP*PP$V94>JlYgXuG^T2cIT=f4c#ty(VIkDuJQ2; zLJlT}nZP*$C*GJ>I&~`Zqu5dFx8ZRQ1LLJLOYkz=D5Lo*wiG#%%~4iZ4&*K5(c&MF zaxTw@Y?&Tk{MH!8$;*?qmnI|2H_uJGO{Y?$yI9_>oNeM0l^@BhV{65;$1Ozz`*_rq zJOx7ORwnqNn*fg9y~{nQF~}b#qIoOs78_NKor4~xIpD#ty7)f3QGBM&l8iO}4(ffi zfl#On6hZ{NY@Zmks^x}RTd@Q0^PHd5u5(kw0VOXeWs((5m2#v+9;f)y30-C&J(7}~ z!7)4ddn?{@(4I`PDlr;*jmQY>4RzX%gNl8j!0+)|#J-pXxQD_~Wo!{0cEW=vRdj&n zEmmaBb$%M1NipNMjF-~aqB=PHUo2*Ky*bKFF+GhrZGLD@av}cgD+jHg9_2&b3N+Xd z%+$=Nprv{NbMMn@CgXwv@A4)&_MXE-*6qkPw(`kIx^RZNxm~Xmv2IQ*?VPxrd9uKU zJ6-sL(9AUAt%#Y&t#GZzF9Zp6;C?Qv<6O-awX3t%6^?k4%yHaO@CfgnWWsBHs>}TA z-p2%2$#H*61X511+nA1R`Pk=IG86mTnRd}N=DqQ`ZCbQZ37SZZ(^b;jX`jiJIB(#) z(ZS$AcAJ(0Zc!qbIWLRw#?Z4kH)uWSE(z(~0g{M#wU~(3qOgq$mo9z!+GzbFD`Cf! zS7^)Qdal6yRRi8ON!)CO5i5&{D^#B8ks`y*re+b>mx8S9~H)(0?9zYgVd)1YT*An4gv z#alj28&uz^6+hBBZZyZF%XspdcwEvu#Bp(*H{osY=dD&(LFOCc&`976^6Jn-sv|zj zSnW&ZUa1Gd z-p@fc5q`u%l~sb6KTnCz|8h767mmZYEc2ef#Vt7va zF>goYFQn!dA_|Kil|bwy;_+n9Y5w*|T!S|bW|MV_OX%$zCT3kyT}0jl$HwN&M=b4C$GzqlYNEY%J?(R}nMd2- zpk)eT_zU0IOyq!6aUHQ2Y29i^o~^7YZux@JT8Hu9#m%Vtr!4*c`wC{)vip1w(+l)t zzA_WXOQq#&oABFLP4ru_p&;|u87y6U6UP(;@|%*T3*EM!6o><|c`FO@k@{O_+{Fap z5%L|~ygmq%`QfPZryKhIy%Eie&*aA){fnad5FHgA&R=-S5vm*_=!_eQC~{gD);x3) zEzfEdriRQTt*>ao#A+Sd=8!s02u?)VLFz<@)P9;6Zi5%zyus~EJyPsb!lo0M)K_=X zu!7HeaQd$%%6_N=BaEfV&_W&5@0E$R|Ck3(r5;AYtovZEcL>byc?Nx*mm|&n%fV@* zNGNc)idUmd6n!BCeDzrhrUq+LCocq22i~ZlZEE|;4_Dt)|D)*4Kd|1U-de{n1U-X#`-D|{JT>cEUR~Rxc_t{AIt(}Qx6g~sqvQ|~% zoVn0QLl@!bcQP&J9{BvlZYtpl4OCD!vpO})EZXFNWT<8w$x|62nAkH8obB5z&^zu4 zqq<_z3>|ym|7r;C*Hsc_=HI!6g&%ml?`UmFv$gV8PpA=lznYCq9)Ui{_$P}K<(YlYBBhM0 zD*O8DKDenX70jf3flF`>B_8XFO;r9_HH_a)|c8?sPm9gvN zQC#x1>%xG*FJxBBA^y!2BSCDXz zlAnLw=u=)ZxK*>}^DUjt!hQbgAiz_fcV0e?tZbOc8??M9d#iU)nL*xGTHF=*mCfLm zr#F)$GKYwzg;-EJqM85F9fTvJFLAxI=8-*aQ;b;p$8-^11s z|Ioc=hIP^Aw*nvFqVPL{!q1uHXYMKL_`Vtx_#Wd4+uU$n+XL44W0GW5ycXWQaX(SK zQGiBlwjnKE`dpK(0{!;1vaG70&KaogBB$9%VyAYS)Kw8tu!bhl3N|N2aqFp)&tmhQ zX4(C3q`R=ep&c#0^%>t=6oHjJl{qJc)p(|-F|um1!6m~c;SC2VQHpmz>e_RPtO?Mi zCoh-v&Ve;~F;allT}tuR;1ujOW21SUoHwI_-ofKfiipe5PUI@m!=s+Q5*E3Hk{QZ2 zXj@VS)^D`Nw|}k2kz@Oy+?@g(uyYoCx!@SKOOJvF#Cc3~={j7%DUSV?_vwYYiPqpw;-_2(HorWYeUJW-Y}Xs z#h~9Pml<%Z`Gv2knbRJFO=3+@D~&UI^1WLkzp?}St7ZuX8zJ0&IE2dcn*vo=eMdU)zO%{2 zLNLS5&HVF?C^&IYgPmTWirQ@3t&UwHVA_cr^!eANj80tun5@9EuXs~wL(muC^87Tt z+#(1?S-*v|4`tGiUL6!GRM?9ez*&KncRqY*GztYht7N(oikY%pDR{JF2#maUl3mf2 z1?BbqXv4Hk812lH)~(q<3m-oPH@_<~w_YXz-cri^l^O%;X{y9M^q{m^=Ddq>k+c4C zRD)y~NLls7xx(~_o4`Xc656(21-H(b!fpd0UawgP&c2$78eYY7MD&w>ajJ*J9bUwH zd>lt*=4hD@uHZOHk_+`vV!$7I^@@&h)g{~Q4DrP%OX69!gbZ&RFjuWJ!DbtqxU7{o zxiW!}>rLYLm6`vEMrGyl)=FwNRcBkdudg8YZPF&27i(ig&!>IlmN#{Bp+1LbY4!XgkFZoA8$wOPh3cx=X{td!%PMrvi*N%wHyfd-BdM@e2*QofQyA~yUI8OZ{ zpxvnm^4j2^Xvp>k`mQIy6%QS8PN)}2rk+?roCl%P?-9!r31Wk* zBe_$W56P}|$B9VIkCcvb;W8FwiZxXnxiNi1`1BurvBUKV=D{K;(Vi)$ce?nXB>gwI ztRM~t8QvjVFF0dgpKjD9FNb@*C*lBUx!4?JVW&k!WX}ONvHZt67``o##O~F`cU({6 zpWEzZJ%M``mLVM50)N5zTh@>RKO&HY`T+VoZVz1*DkO8ZSR#X_aQx`-eWZWR59_BW zqbDwUcyHfm*p)UKcRtZTu5%8vU+vYg+sh#w*KQ0ykPzH|s~ovC%||`pD9SgH!_mE%wl-nI3M0|U~ov~OLkk)N!htdVQnjukf~w~3~LyU zbH_Qt0n2{4tIZgDowUX$a&n=v_!xeEFdF6Wr~}hu<|3;IRq*}Sc`!$}2_qei-uu`RvIxUCFC0k_qVvYZvVUh0m{j~$P@i*jK=X)Ta{)JBZX1=cU!_a=PVr>p>)1`{u4gUj&^~KPGeh8_jGN@&MPQG8dC`B<%j`N(a=r;`M6&Qj=Cq z`ZAXT{5?#W0v!fiybPHwgD+VZt*Md#;Uwug=?0MH-eAQ}cz|tMeb^6QrVCSR+`xo2 zMlkV9K4{i@2Ud$h}&;($H|Kx+O;v>Egnru3twn z-8VUN(|X#`M%MGc^9e0!QzB8Bvgh@=WOI|aPw3WAHJ6hb#l^|X_{$gna>qxSiWIg7 z@}-~Bcm-`YPU*NhmvqC?=B2i?D5~y0mlk=IOAK+KHJ4|J8|$J)A@!=1gEvp+4&O~0 z9QN^-?c#Z_oA=47=+WG+>I>xQ!igm8kFRKZel0h7ZW5QUCWrP>I|nvDdP%kmr;w7b zMO?YJIT!NLQ1s2$(0XpqHTXbd1-AqqAchrX_)*ALp=BfB*96|e890xN_xUGdzw9T^ zJ^nCZP1!g@bO4pago_q>2jR>jACjwIObrJ4S@>t2#-%<}=}CqQNuxwg{Nl!5q0DtvNO>(kuhmkUyaNPSyEM8MpBIziP5oM68z`{5zh%Ae(rOLYn?pz zWNegJDg6b>5SC!m?pBdPzyb4Rrv}7Md5*Mch927Kmx%XX2*ZXo=_IlP;k33`B>!{( z#b~JEeWsz}8#?BAVcj93WB5&EGvx|Qcws~SDc(U+;|T1wVGI_22(xIqrNmyHSPE}X zolBgzrJ>@~+sJp>20H4bGWjU^1Q&PD#&LI2ke!AtzVql7EbDASe@q%c+x=?v&9xM! zHA>l}t>@A7!ZiFMOAfkh5#cA77NUjj+Gvyh9MnIu2q}(O3>9OZ!o#@~t{Z&c3f4ecbR4jLIRHO2=d!$b8K@9_K_TAUBn((RdeX!;I7<%_iKhPwQk4aygT#ofc$!s*B0*l>pK9F6g(N%GQ*Hzl;8@l-G+r;<6lWDamQfXqWH zRd$Ypz9hBpjrCTYCibhuj|8tfTUGNc(USTaU+9dOLesZGx`ZIYh^a#DWtO#EoUVuuT z@5M1s#u2063FazaWi#_1J^r52Gmbvy#w9fm@^NWJ^jiOY{3K5mn;$95`M$i1#Q%n# z&A`JZ`qcB2+^Hq3xPKPF3OmdzgZs%`eB<9)nE#j1bbKZi-XnJVo-? zVsW^NEpgv!N9DaZZ4r1nlB{^k&^u22AYE1OMBz1w=;zo;c(X|bI(Kj)ZZF(vxo`P6 zeCM!$+*AI7QbmwFk?{{V)>()j&s5?Z=RmIdLKP`>8b-QehH=$jW5wu`C(+K)AhvwD z$kp(GxznCc;^m)>=}$6-L1Xn{e9%7!k24y>CHke{#hcF~dT|=cyRMF>9vLQnkxAom z_Up)*|0+f6Hzz=UcOM!5=NSr~Qii+I+E7m^ZBc_t7{v!$VPoK2(pce)TUNe8%R?5@ zhdnaLiaYY?^a%};y{8|QZn4KDFFWDHs!Mp!%QC>%?m%AiS3*0lNXBL3QZ&KpI@)ro z5OjerXmC~tbnt117k>(nx_&IG3@-txE3ZKRp3ivZ``f6)YdAdJR|J&qUzY8-9KoK} zeaN`&4P#Un0q$qnFCC1T___a?A#Ig3jr+GzN! za+Yk7gC`zlGTyGw*w=D5kkKABnCxQ#GrX_kod5H@Z^W`o4b|WW%^WoL(MNDZYdct5 zJe3_aWh{JudK}(A-2_#4C%~R&KQKbPjlCN;LDmEGW@g_jmXfd_G&yEAR2}>ZQYU4> z&arW5QKdXQ9J&P>%&@06icP?O=T@>-79M6yvbAKDg)&j6511)UUJVwWOb{r2Wnl8s zspwpw94PeBMynS&i_30g!S>C$O#j;H=)(EQR^;z;cHe(NRPc)ZQYI#o{Q}jQn!C}~ z5^f^!o2^f~bo_1nls4VZ5 z)o*qg8125t3druBpAD~ImU$=%R4n`0`fVrSd&zfjilC*>f)&1>C!fOBN*|4bRDv z_cCs?PQpj-`p&5wAK$}?|J>m-N>%8NrwjPCUnba?%^7L4e$EiFtetElw{tta>(Xpe zxuS?OQrk{xMQ#(V;gjgQLKC5h)pYVO_9NL8{fZy_W^D8JTOvQyI+ z9c8k&T)>T~(V~Bxs3gPA$#FHxQ^`K0MxLhnlO=SF$hPh?I^nHG-fps__2$2jJeLbIbmq(vBqj->u#FprD;BJ?Vhc6J%YMz6``={y>+n?GWvIrjJcSmXYx%wo$LP zRYA7}GJdX50gtgR!dqnQ%Lo6>kqnFLmKLtO1Ko1Bl2y+18-=ha?q=Q}kH-N9K%$qyrmjXiHofu=o{GWVwo9@E-@W(B(f&v94q@Sj?EzMKg}cMD-% zpBwvU_GdOJPL?gKvq5!pe}iB}BXaO%23ULioXmT=2JCu!7XNkr43lQffYFO@Gm@QY zaLu7_=vP(;3@{poH+rpsl{=jo=PWz;X+k>V+@-_Zy4QySu3)%8vK)EnM8nzlry$$4 z(@=MmGFUuSD4g<36GY>QEFZCX{L2}a#9X#EUO(^B_<3Wjz@3hn0_BT?;Ni$`a7xx>BeiVB96^#Ggz6}Odgu%9xhopO$G^zQCne1R@9Y{%{ z*@)YUAdZ*{)nz`&$%%)o1&;PYBe}2a`t4m(ANd;Au`0y+CNX2d$I+s*_ikFn66POQF4efx3N@@d2;ka_VDR^57w?D7_3CnH+0{qk(S zdZ8G9uM~5w!AV$k|2k|NAd=2o9!-{B--ga`7pN?D3VME_7VTDBBph&lEcy2N6DGD= zl!*mH{`)APr7CYh%r9>=t~&=7uS-TAna?G4#x98QuSbio9YOuonaJT&3)w2Mqt8Ns z`3D=wd-(`_yIqKUH{HRln%bgOr@b&5se!em&!|P_H^t+1V(81_k(BO{L=?YX6YaY9 z8r1w4oTom~X2 z+b4nLFc2%ux{r(kWDdac5n#d2gJ8mSEok5{9vK(jW`>?!1C^hY+3ByIz|CbPKsKHt zwFv}9Y$V`tL@(@8s)8E(J;Bd1OKfU=81=bfU~Ie<^0IRyK32|#SWD0;!wBg6-5rDu z5Avn466#LoU1!$)c{8Q~RELCm!MnCwFSuIbRn>O546HG+3bb}%`2 z^`YwQ4b0QeW0{b-=E$@5D%k3}7kVGCf>DbvK=Y?p;RdxhSl+mRy1u{-{Pj#@SJkXA z8+9sGQc$N(jFgkjxGfgoze#fii)GB8IGTpZwB zPAMMVV>WX7SY)oS36ib`>0SDTbpNp!R^PQ2HV408uXu(6YK}Q2wW~!-dR|(mPmiQ7 zH@Jen^0Cafms7y8Ng37(3mTYhuNH}vLYl40SM3E8?p?Ps`JIB3YdV>uo=$?hSt{Vm z<6LO@OBFJc;^3-jnP^_?CScrRj?+%raZWMEsAqH}xuPiJV}@o32d0OKUsTnThXnBh{_kl(ur5Hg&RDl5(DWk zVyL2OGx&UlP1w5(9`B4I9}0c(>}Pglz{ii?{%9uG;-k;sj6F@g8uN?2y+_Iiy1!9%ps#14^F2(S~;6cx&rOV#b{oI;|=;AN|RYM08H2Hg}Ye7gm#LBK8c_BEMJ6mH7#m(iu;lka7QHZjy5w$)=YN z@HWeXpaly?tQ_0}?qg1P37VJAaiVS_w#FEXmIPicN`+LSpKAowQ z3d$Sn(O^Toj_w9`KJ=iB;WA#w!-H@Z8jjxO)Fb_IeXugb687%UApHA7 zc;jI$^mAbv;DWD!t(iZ;gS7up%}IUsPwjYEk@1nKj-*kdi7R}NZG>H-WjrHKUpVH7 zBMvxPfEF&nz^UpZzOh`^D;4O#9p|fHIupvu_h^78&N=8Ll0#-4Pl2S-lJwDUfNp#n z%O9-(nX&ir(mXk2S7igc;(jql9QMPFm*UY|PX%?8IU%^+e%sMDbww~ zlImA4XTDpeuztskm?s*ytn(rQ0UlpWEefB3oGg~eoFVsw6DyKM&V?*B|4)e7lbRp! zkhdxd%vEBW-5(!_{_fkb53+tHO2b4t2HQ*54Xy`vjuN*(q!90FPgnK83#^VE`e1$df2Lc z>!98aH$*y|SuI61Y&&@cH+iKmoiyVVcGW${wWR+P3U3yP{EY3$$fbLQ@#nQ|ii&?y zG0xwRRc1KqRkOkeSL{Q3^i0G)7w;iIQxop%hpF7zwFX?C>PQ<~A78qalyfa=+icc{ z4)FhGt;Z(|_Vf3Kj}YnI{6zB3K+ZgIKczC~Ukd8hH*)F4-M>e^^HU{iwsy(lD+?c${)sa|9@s#c}pNZ}E+N+5ELXWjObf zD*dwgpw;r9VX&q)AHUk<%=Osh<4Wr$L3ZL<{z*aw4t#lvQ=B3sd!IApVD>esZPhSN zYfUFw?s<|nPali;1}}W+ftYf65n`^q&r&w0TT%t@*O24u_tDY41)!?!2(s|ofw)a56QV1F zi%DOb1!fz%sM6nzBsM#TzGj<9^;aw75uG#8`+c&$Z_j3e+EUQ8t-UDPa1x3YuYx%~ z<)XsjO{n8>7TORi%S?v_!a}YcEjXD3{mnzLSk~=!^&eyYfKg{AP8|iS==Esc+!7?$ zHUgH9e=MATR7$QVI-#W<9hmud0j=Kt8jZM-1CCS_WBr^+FwE;9ik3eCe~Op06`&ji zYdVsOQW3~l8H?1$%ty|4hoQG+7<4&(4ZRM_g5ez(z=<#SF`J`^xlSzmn<$VoOAm7M z{9uFIWpwn9EBhDv!KivK)~IO~dfu!CXBpl{N9Af@=h8}`)VmSQ7bT!4`^UoTe-Gn9 zyWc3eY%ACor-9zwPG*A|JJ@r(hvC$5`bavd3S`-vlbLs~gMX^yLGbQI&?dTpFLjzA z`?Xe(3YN;80H0yvfoWJd$QY@HtD)qd#c{p%eviwSPVY>wi-{%P5rJK?REH;59x?(0^l9`|<8JU-r4JY}3rwP>uUV_i!OVp9F z#pry23YG|`vE2)MLABp63IDeN8g3CX`hy}Q|ES7x!1V-cbYi$@;_O4Lmkj0NHZGc3 z({k0CPsHr0A75yrA!QJ5cMut<-lX5sKg7OH(?raj;ldPF1=&Ai&_H!GLx*`Y`PPAK zq(pYd#}~7^iHt9+JfALaO~f7H)z}QVD%+lkBmuw$u^!mEL5f~*_a*YVQ+j1xc+1tbUFxe+}&>Q_WMg@G`OGh z^0K9Wg$|LLqVL=cpdozu4@xHXCUBFsjH4zvT;WEj@r{h>eDAwooa4tT?n|$N%~pdwbh-OeJ}4L2)GW^7Z<{-ET9#2ZA(yl0cNgw) z`=qw~Nrwc=#$=*+<0Umw>8ZoQZleMG*ina*|2NyF;rA4q?&M*-!Gt8v>Ay?lL-iig zo!LQ;o%@Yz@%+Mt2MFl8OKw0l<{Y5Y31-m%qm9)+yw) z#t15C>0^u5;CS*WaX9_Ao}0-r{c+Y@cM2A8ek&EGP}*U8Rgone`1v+`;4 z;&xTZmdQ`3cDt`=)rfysnsye)r#f@i&+BlQ%Nx|*%wVwC7Z+G4h}Y|RV9Ve~q@nAZ zD9ZUS%vqa4Ud)rZQNDi1r@gk|WwlE!wxtX*qY9qD_s1)U*YZ{Pd7uy%d2FKb!aKxs zxE-qL6p?miS&yhC7MnDSQ0A2P*!`I?)M!=1WpD*_T@k`8GX8~599@Hp7ETBG6J;}ulPYU| zoCoG7Cox;b%fs%Ip3u)`J^Gnz3I7)L!G|vdc+0X=$N`Rr^GiCg?%Ne;@Wm9M8zK+C zoH@eSj5xwtCMaQ*1%Kgseh!?O{vDr8O9vH>K5T-vtBfTglw}@@!Aqrj;GyQno-Dd8 z>-F!#$7Ov?lm3hF&KXs3r=f&>`$-FGtPW?^*Ugu94_!s)o6BH{w>Esg?izIasDwMr z0-(o@92lFeOsmeL!KW$TnR8Y5&3v8KNt`z6k^%0Ez)yb0PA;viAXZg+S)dvxQ*Gr4iD!`&!`aqf=rnuQ%2$It^@( zvxn8Izi;rZA3NCUqGrL`bNkq74r<8df&#o3N#JQ)BdjLh2o}IEvW&$7jxsn%ckRAN z^wW~~{+kNIpF4`hyXbH|yj7PqZLA>b4sA$x%My|9Mp-UcP(Xs48-z(=JIvGP zYZ1q@yQnj!U&-$a@}ig5-lD5BEwReDu{emkh-#}2nd^lcVk-DBxzyVybK=b>A(2bC z74xy^o6w!hdc$xv1$o5sng_x1qd8?4CGohkD%{(NPNd>W0zK#A6?58(5l7x=rA*h} zMfUdfcyxRemOwGLaCSCcJ+mI&jrxt^J`nsLz9DM+?u?3uzsfoA77-TH;VL z37f9V#AUtPvHd?e3y)e5Sz&?%N1x$|$s&Bn zzyp&#dT92Z8~EeN)9~ryDfpU$26SmjWYo_;Lixg6{Q9ko18$>^1^J)gFFy%7n34g- zN1|jsB{y{B&M9d2yAhv^3BX?WqS3PrCeZKKeW29g0>8v0qryX$?AgU)n9=0IHs)_e znJ1NC>HAY?p=^iFNDe`@(0@~kH zC{*bI(y)67zP#(hIl--9;!Sn%#&!{0?=%|wAFqOAEmpy!Msn=$>A~pb9s_*yk2T6V z6N{d{q~Y4)xokn2BJB7r^JFhpW;QqUq3gZ9(A20A8jrXIlebhO?~K3j6yFMhzHbu7 zRyqUQ^rNhqefW4A=V6l56I1XipW5-`c@{{&9Tha2IYO5^jj%@RJri|OHUn926U9rF zVfOtqQpK0U;o^-JR{ilNY?j7tq2`YX%$ID2ZTz`hTJwFeb-v|7uwuhDDlbLvb(b)GIiZ#NO5YgeF|^=@3E9lJx%W9979LS)M$_ykNUb}(9E{i!XSl-=A%2-;nmCU3j2fB zljEBm>4vR^kje8$%#SYEXkaGu;N6ul-=k5?S}|@W&8S8HGKw_TTyhzmlJSQP|7qjP zDv4yf&o=a4Y=F8(D52G7UcjZV9Ypdn7RQzN^C*1(1xn6J6Yj`cgVzQ7BG=D`cw(j_ zvI^fO=^ha)HL(5;7M{_;p0Xt1ip}z9N83RmGfqUd*vX+B_cZ+bNHX%wDv)J)2EZow zy;#1f6vP`SqR*pNK>y|vM(u$)+8z20Zz$6QCY?O`ZzvQlgmx@0l3KxV{a!; zF+-27B;|kiVm_tTtU0HIJuxF*aN|WV{1~Q)+$U{e7kb==&r8bab~S5QYM(0|78nle zB9kotXia52_T8rHROc}J4>T~XI@QvgH;GoZN6Oj%%HL9RvsS^0)?Z+)^K;=UW}oOy zOfaRf{kWNn*9VyE5({%2^`#~kc`4I1o^9%~h12}1nUj7ifr7(1p}u4%G>KknwR?s( zRrvKHJL1|{Mp&u_0$aygZ;f?jv?{*R(fLm->rdWby=-DFyI2P2>1ngm#*~}s{JG7B zp4udHv)KY!?i?o8_@J$Z9c;_8cZdv)lCiem3H;B?{7ko8xlgIH1!)ByV*bK$a`yXS zv%I&rdDlH2!ic$}aA@%$oGgC;E!#q&hUy&AuB2yZ`Kl${jy7Yim^b1=VxI7Z$(7WE zU%A}PR$!B`u$F&*c_X$={l=}`DW!THO7Q!)%eZ?Veh8g6j->yPVf4iKVP^kEsFPzY zx@3VyC7-~(;(NkPcvYn=(zw_W8;lIVFXH!87d;-4j?+I$^~K3lf8{}TF#Qns(>WP0 zOP|U2J$1(GK3Y?UZL2Mg_B;f2#ku6tt>a`(Q3}q%?t<+&g&&Njv3pcF_v1hjo}989 zCu-<3jvjZ(?ddV7Wk`WqXW5A!S`=b4{nuuvf4P`@CZ54J4wwi=&I=%J#E=rkjYejx ziqUz)Gw|}>ap?V_kCN}lE}$Xzm3VymX*5a^V7Rd{pwuT4=Q&khFt(=;EvWICgbDN`7?%E$p&`xnELnyY+5xOJxq) z!#KdyfPALz-6Axg{Rb!8?_;-FiBJbv1*x+_X!Kzl{GRBEdd65m!!gHzLtYNP`lJ#y zo!brjI{H{zb0Ua#^#g@Y7h$pSMMnLFD#(={Wah0)f-OT2L8sqVbV}+Cvv1adfCq_) zJJ1Oo;)a3aKZEewc@I#{6fMwZLg4G+Uzt}fx~$yH7Bs`Z9N14@06GJ^aFOsK%Pd>Y zDmQC@6GLn9oT=;K#n7X`zVJV$toIDaIMNNDw(W;gT28~B-}2Dq$UCX$q;@b?YQnto z2$Fugo{cP{&w!}BZ0Nrw7|!1)WBHT}M>_Y9!Fl`7QVEwP0cWedY*T8y8CI!~T;EN| ze+L`QHs)A^ajts=8;thAmHRVMw!;>nnBa&G{P;nuj(Y%8#J$Y-CNI=JkZM(?9mSed zeWL`X<2B9Pv;1{t zsQN+xOkQNj#MqZh7fbiB_og+&h}tsna%2q1xfMYz3s{1a_3!K4`&Y&r#EN#d*v=dC4~gBxs4VlFUt=4K9jTQeYcE? zxnoCupLmCS>K75ubCYCJY(?>l_g?t=0W&^KKaN|V$H>mu3x4mCKa}aY%Y49&Ae+%E zt!;{F8TQ}H$PmuroQ%A&E9CG(g(3m#3^b~K>*m!{#7z4mzJ z?Dw#UpJ{&E1mSPFNhGthAK4mBC34GFb1S^mY5$k{+|+0R7k20{88;9{@Z|eMP0}uk zw!MIT4Q z)V48re*Ajj4<1JP;bW%H;dVy~>5rD6RUOLs%IrnRa(5hD`B9TZ9Jz|mS^tN`3r%57 z_Z470{yeaj4xpL*2-eO2BUr?JV9t5C$^0kNVBIH#-wj5>O}~?&Pwp=K!Db}x>a77= zd%ob2YQr%V9RgLa$vgxN^Vq;gUsx-rRus$LLXWkV!{BcY#O$v!+&1SUyYb|AP_elh z`(646|EWj7f;?5WW1|qg6>H(u;{#C6A1RL8aTt1hzt6lLkp{aHpE8LthRoGGeSEX{ zIGmFmk6QKe;UKicv;Xr!85)|fQdCFjJ&XaHt|YNHw>z16Kd_LvYbD{pk;?^jig94k z(t|?p??GUvl5B78+{U(!w1iIei0|$nK(w?1kLC+QL@k>FG72k9A`GhpLEd+GB# zlfYfOQgK*|KpN+q&gwQ9TOZZU!Q*e=X5y?UL5JlIwo1l@@tlwZ-tso!tdJ5<0OF_%zt;T}-muEJ@`SK!Y(zHwex_mRj>W7_+=l67&>9=N%= zpLA=db9_+~o}+(XP?5ZxAC!9F@7)~tY>qui=PYcRqIUh5ur2QXyUat+;9UKDiK`@N}SBR=d z8MFHvGoV`ScJ|^6Po!1B!Y`&}XqfI!xbc1y0PZSy&S_b8>P|BJefu{G5oDoNbMwLQ z?jg8Bb2O{|u96k(R>Y1=+feXR7LMWNhC7@Ln3UeIjB# zoFmYk#wgr7*#J#{7>y=^Suil2VYRH^fTNa|nbk_Om}5VPY{zgG7QM`ZR#WrgO4H-$ zja>qKS8EDaebJ|XMD7H~*{Mv0ouNRNx?f zc4>o;Rs1J4^6|@acIn4M!Y`~3JCZvNgI1jc6FPliu7f2G@_Y*#@83W_^7e6pDLkF8 z)I`ejJGqw`tZ?)Of61_vM6PxZMfLnDk@3G`=|l4d@ydQhEcvKLR&NuLE1nn4?F~Zk zjGvL_6EzQp0vgC6}`J?URVv&w0rCXDq z<#U%ap{CIlv?F+1mdp(-a3p!7i}~S`q}-D97xW^}9;>Ns!BBDfDXv9l3KuZ%AUB_H?{)$`x|so}74oLp!9G9wwp3 z4KUvK9#@#o!p4@q7Ma>VnD*Yw@OMNW@oZUv12sqCUS=yjc1Z;}f5rmE4VjQNuP8j= zwg)qbhNx=IbNv3V5*&H04PCw(1RupmF#4TOkd(8>cCvk&Qt-4f0)Tg6(tdV5y!mG+mO!+I8B4tmW^}){)w*=U;b#V(gfAataV_ z*$AEf%|z0E1E^=%4I?Ly!3QGKPi)*#!DUWDWB+-5SU?ILvClFlqn4yppu(s9|C%aw&$FILfTN2_pdgFK6pkpLgt}utc-|H`&;;bWi zUU!icnw}P}F}cj2(~zTM+ti6GG{qOpW|J_%a2(7>NP=&_MlEdzICV>RSuWp|>-kLc zSrb#}Iciz_wTJ#TwKjA49qH!W;>gQ3=l0JL{b|eO()PdQW`v%jW`18G*59Qs()-0x zLBivNsklP+n5^QLHum$=E*kJ_R(v9VZXG6Vtpbv%cbXo1Vmue7_KBm$`q9@tzk?UL zl#EqiM><~RbK9E{XEmpW7WR*~CPo7=_UJMW?)2qm{nR33+|q>!GFpITur`?!o5>y8 zJDHqtyiep4dYPQ6qr||0K|j=sL^jHYv7C&Pv(#lARkq=px#g2fI5zGwwdAQI5g15C z@3-DZ&-bX}A0Ph1Y}F{TdrP6k+y(JS&L)6_mWQL1!g)ki8X?p@8C>l(LA*k1HJ;&el}s)?Edu#UXk&*x`MN+4!#oO`*zLi&-TN(~ z|EROie4fEM#ajt_Bm2xfLn!OMA+0)Bj`)GK=*q4i$bHIP)Ls~e)ipcedE$ug5N$Xt z%K+yHQsL#*sqBEtC-l%%KwSS*~ERtDEf;8dQ*LJ6 z^*IRyB}BsSkBacFZA;Of1+O8vv6lrm!%^{!N7!F83Yp%}N87e2q3VB?tZUI-*qqeF zWQV#l=ZbPr?2=CS^Ysmw{tu$~zdZWeWDhOclc?7NfvmP#k#yM(A2a^^c*(8s zyZBqIf#CQ2Lbf^JiXg7(Gq`bQ9IAY^nRW8dhk@%)h`OTJ!E_*Ej@>px!^EYQM~dileP%$s$9&ReYwW>+nMDSKspP1~hnm%q6b*y|?n zvFU;WK@0e!xJueEQX*BJZO^=0H5P_!_{El<`5!~);ZM~Y$8jYx3Q4k)d+)i!xaU0U z9At!4qNr%0@@rCQ4;nUQMTnA-iV&4F5T#OS7-`5#8j5yNG=BF_xUciN=X{^<^ZC5r z=AcsOCK$7>5T$C=n|HNu7x4d10BO%-rM(N^G2e0>ESeKNnU6Ngq9Y}K77p&4820y5 zvw~lt_~f|j^e8(M-puj$Xy2wncxY-eX!({89<`Sv)kIrxaq2Oo%>E+jzp4d;ff>ZJ z{Sq4-A~A9JJ5%^fV-ETDE0p)})j_UIwtaasr5ZaLCL*`2G~D)54ylUdM1cWv_>W^M zYwN7co=7uel@|MQa*ML~O##ZBSJGe3^HL0Vc_@W^67_NRm!Au&f=`gKW}Db&*Xwyt z_ofMz#^?zGzrNwQsNcuM)_aIkV*%%?{frao4zki*V=~t574|ZJj7zp2<=4e;CudIt zvy+SG@^{QCVLG&uo@_N}S zEZ1DXA60yUq;5B&{I`dpw3;_)->ym#9x1N2z^nM(tNvBKM(`nx4G@9vxvo7G@8i zBaskqE>y!~5AKkdO#F}Da$zm>`V5JUr3P9&tp;6AIKi*m=S>2Ve!*j}Q}9%Sd$O*I zCcesrz;f$NSfx%M+8sTKnqGwhljjZ6d7)8g_UJG?CnW+5{*FPb=CYG$Y2qy~@fzgc+#^N>rmT$b!joI$B#(5gp#2C}dtW)6p zWHWGlg$t_JuLFa16QF-^7|IQrhIVfb1JX&B_?p>%lo|Jl(fFne{hr^K7Dy-2O7K6l zdZH;x-{K1_BJSXYet%_W36`;|*b8*NOu(iEYrx7&O&}mkkIooT2{-@fMDLPrLH9qh z|M%4~;AO{Y`hcr5upKOt&hi^Aec=>?&>Bm4r^pI6tu}(uYt2#ewp2K|yB^e}8B+Nl z4}-b;YH9k65-&E$STc4=G0q!1lYh|gBY3f?N1!O%V^r0&p=B~3xJy$IgXXD9K7GuG zU*mo0ky#Jn3l~@OC~O9-)~X8K@8vRv>5;&}^dQ|^_17X9H4}2r$DFkyHT*( zRZ6(4PV{Aqy)bgR9)G9)ZP;04g4}%%(+}ArbewuNQ&j=Mqg^hHOIHEZ6M9jf>K9|r z&lXbK8E(}0>poyAT|vK)TLYqB`_XoP3>c+fM10FvQ7S#E4fIw&F;_5a!rPLbFvUz1 z|A?h0bM{XNJgiv`-j3Y_?KO39%Jp23o}7l1#_nYcS4UGn|3#1^&%0RPa|QgfFPDgW z^3vG*W;+C9GUK^*2dXIF;xcT#rV>qP$i{+Z2Xg1~HOc#hi?Mu{KG!<%h1FWWota8+Qml1Z12o$z!CgWRs=aKx)A%f|1ADJ%r8BWZS7gDRLTZzd7 z6;aW?WOV-74BY+VAe(#uwc9Wb>p>#P4z?F`w758>I_H6Z=)!zmwrZ< zZ_YF|mAgmVN}}P)eH(~Q>k>TWK`XM1ilDA1Cy_&+hG2z*BH4LS9*=Xf#nr<1@bQ18 zxcA*{V3n1CItvfOj4y?>gUq>F@~jh$D!c+DIU_NRkHN*(4gorbl#QMdeX<;l9QhIWP|vXGVji03aEbZ4j|X3Vzd_ILR|Hha9aO(T3cb(L@GB|8 z^WrW6vHT4ta<4vIwf-!+p|1(|)}(=hy`jvS*Sc`gZ3nCa=b$i!YFK{u8rX3wg{gQF zE^`GW(@y=*rQpV1IGGksUUv*bFuK` z0$cv?`!At4o`w#AV%kV@hQ8xo%jmqD2@+$MG5&3J@bvmHDqJ@bM@P(+w#s7nHvPwOju7Fsb(?93pa}mlBY?1HoJnt%kRwVXOAXPx8E^8^p5bSukU95P0EHS z@GfW$34{Y1rs0b_I>4K<4D|kPD!aX+oO;l4mvk5za89SX__}{m#Mf^Wv3%cX!D}vq zPz47Li8h|yBb-!D2_pQ}iG@x#N$8(t zS^Lt+GI(|)dvN6?cGa(9BBvQhvNtUh{&uqCIR7#hq{UM!yd%LrUq5!}jVF1$H;?=1 zWy|)*=m=jN(y_4cPKOcqPqL4YGh6ey2FJJlaEhszShTu|v}TzT1r3}u)z z9=ZPH{t<+WW~T|2A78^QtC9%joe=ci?>60H6Hh|=*Hb43)YwrYj6^Hf)uU@92wSum z;%wZAFZNwDJHK%X9(Uc3Y}z~;8!rqct47ALr{+e;8a*6a9Xp$q=zJ$~9)9GanjM=k zw_4PHwt@5(nv*31N}}ZUD-thtiFk&?Ldw{@1!>M{#=eIh;De_Tdu_!v{LrrpZLJzc z+q#@^f%|&V){+&tV}3c|G&DsULfYZ*lf&fKs`2>4_78a82#6<(51NW9wHRnz2lp<| zAoqut;X;`oq0~5?x;yebNqRmBS?cK%hiMaW#rzQL`dk;eJ*>u;O;zCVv3hjC;2iY4 z*-Q7ST}Je7KF&Bj8qR%gi8rPzqehVkO<1)PnFT&VQ-YOY(Hdi;1h$gkyP6=zBILFmhKh+^}>j>YSwo?^`RNxsF=0EbB#d zSmqwwf29+bR|t{$W(fB9$(&v-cFa5h2fFHpkx=gtjOp`(4=!EC-jiN|r;`Sm%X^o@ z73>hQ5Fdq?EdPSNMsZBRqLVPt>JX-~qtKB!B{X)e1>9YEi&60{f+at*XxYsz9X28X zjoy3>rVsc-;iEwrlkhbf8u1n^yeG>OUe2a|ex43DJB|RmQ^R>{r-w+^{4yZ%vv2WV zEj|U6cCMpzTC&jRf<-v#{0rt25rOQ6e97n;Dk$mI6vjiz8Tl5QSzNE|2A9%fgqGWt z!MYkf*juxd**mRN%AFVwjUqP)p-%+*VBd*;c{mG`23CsS6u1q~ z@f;Hq;L21?-UNPry9-7v`oIM6IJA52ck12Q9=v&@3T?3ID&=XZ0TWL0n1izZ(}nH7 zXlq*&aH6+Y91wU*T6a?ck~irV<@;xn(i@gw_n%P$w&66`uH6E)^5(;O?+VzQn~nAQ zgz(YdJoIdGH#;Qu5dKy(Vw2Ywa5odu1vj;9C5^OqO+iuL)faDO*MJ2#j0J8wujC#DM0d9@s8K8eJKZQ`bU@g-^p+Q_@!IOcH71~MSapQ#NS zi3%T&CdO;pNtlZ>_2l(5v-wx95&IcR!j->l*|dd4qMg!lSa!g|*29r_=l1PnAQ76! z?AeYp)6>blFBtC@SCWres5^Ft0ou&P`d5Of!r~#$8>kk+U7u-dqi5f1eHg%}Qb5 zzAbo9nmh;}z6UqPrZXo5`_Y>PZfJjjp6t#p2!8Kdj^7DC(O~SruOD1-tVmQW>&v-O|A6fN+iItXU z%EqgRcFLjAo?u3_R#`I5I|24ybfKGZE*v)knp1&#py9(HHStd>b5^q=pDgBE(+A4aJ>qw>}XR^3O{)NQ@ zq6E5pYRn&LoX4BaUuRCA58z+rZ(&~US`A}A9|pmJGht$f3SP4&4tOd@pb^tO*rylf zQSTjmNaN0j?0?tclty(H`y=BM zJMel?5NpU2-TT4`e_sE=H#W}35d}v`qmS6~eO(XN@}XSj?#N;N(`J!LxrQWg7b`UU zz~kN?v1Yx^=2B_4@_;!oj;$*ChfCKba-yDA@?m{F1zPjX4XkuwK;I(PcC`!Zp*ssl z+t%_I18;63_Ye8k4zj-jqH*i}`}lrY4?RZLm7Ip#Ad&RMCttu!CRvi zQ}sC;N%nV48M`)-gXM$5s@6c{q-=qA7oSAgL#r^_cGN7%OcgJ&k|z?ihe+d^F$tgU z%|?aUi1IXFk%PY{vY$tkkg}=)eAw(CIUXA?y0Bp?`ESu1Jc(`+J`^sOEDn$p*EwoY z%0~-P<@aE$UvV6(o6E7qS7LE$dp0Ur5shTiD$>3u6b&j;c=g!1#7Oi?SStvJH~G%Q zv-%9unNW!Tn^%oO?=z-f#uw60{QO|wA4_5w>WFpS%23+iD$4tF7;$K7fh`5!vG0;5 z^igdx-g>_teyTc(dsR+?;?*7~uOSZZ8BV1O4$VXxa&l08-X#!rzX?UmJPcdb-iO)y zMQBP$2$GHt1;?W*;Qq2^T=6p%NiG;cg)tdmZP;JNs%QZ)3lB%HUVo!itusNF?lQV} zNC5vi#KGo-A!t?A0VH%8G&8!1W>=e|#NgXNn3Ict*}sBrcdD7s-8#@ZznN~aQvlz5 ziqTq16}Ij+gKuQK@`wkyAb(mZGreRaoY@+S%ok3CZ;~TH{j%ju#A-RX`J(_oy(VM- z1k}Sbi_U?qi^CbWx&YXQ{Au-#-O}J=4rrd2GxWQx0YeMY;K}@WuwNngK+nfY;`y1iRCO6b^9Md|BJs5FZtazA6 zV1LC2X+wk2&D18&kklxj5@^jzC61Cc zLT?{s#C6|5Z`&In{a_@n`)zFY^=CPnk{yGce;hythYsOMtMyqryYMjX@0lzUKs4 zIC%n28|RENyECEjiq&Y$#8bj^Q!k+NV@t4(lD|-ow1ak07d8i0$OgD$O;#J(;VY7_ z1Aq=xZvsd$3-k5fpwbd6B%ISD2yx&@&%gc9B&Z1Qt6YhG?K>~a=q`k<1M{((5g%AY zm%^j&x^TE`BHgey5eD9+QPbWj;JlL)`YhWIM&H~8SIm&H_I{5-C0H3uRXXaMmYq{pOp$O$BqMiuPUSwWzS8<4QWf1 z0v_RIp0zw84g+R3$YR2WVSaY@O&t-OAbq=Dyob z|98_KEDk*-{cwC0GbMVA*x0tkV(RMyObP92W_P|FciQb{+MDh8_atMP_`Lz}uikp_ zj5CGKD!-BD+d|+SnJ#0pd9icc5(U?z%E;(1x7iUki+PM2t zCV0T!!)J^iqth1eu!nCGZXb@6ELrD@7Zy+8;*~4erpxhc4evI0yB|=eHIq5fK6%UO z9ho^dcH|`=H3uXyJ+E1W6eRD87SsBmY zI#$-t*=uIeqK`$Dvq_Fu4-&nfL)zCZXS1AM2^X?sSf6+LY;su@Q64dkl<26jyYG({ zU4FKgeDRz}Xulo8Y85CMvaT1s-}aiH(^i9&$Zfpr_eNYDrNR2Nr{n9bY3Rq(7PQpT z0yq9D7kYlz#V=Ejklq=!Lea)c&`-FGcwHZf-+sJ`lkd=2a08e&U$3DTzt4bcbz_M^ zqW}l`y+cnfX~=v;iKKGe7&Ld}Pkij70*)`8jdR9+g1z5zan0&J5HRjJO1r^>yU_@G zc*z|U{+7ng)tSKbo<83CwjFF**a|2C2ZJo8OnWrjt>=#!DH;?p|;v{ zuw&(2dY;-@W~E^b8r@z%E865S`|N9^hrUICYrlSj^d=!nOLz(XJj;jsKK?`=h5=~F zpd7p>Ux#P?XOC)@7y^g9BcN+1pJSG zE04RTNq~J%7SPC5VrF#hhqva*a*{Mgbj<;H#pf8aW?CTQc<3}>t)|k)(??3_!~0Rp zpg+9k+X+Ob+o9LKTj)zU1M8aWz&!nYLE?!9@Og1Rvv^GOwO|K=Sp61VyJ}M7w_$2uxBw@z|=#&?;RQsoB}n zky$CUaEmI?O-O*lmB*Ma?@{nS_k2OZB7YRF6d|=YxxzQ94ge>_Xo2N#qx+06Eh7)`hW18*ExoS+cc>ox)fd1XjV!e1(Q)R) zW)pPLN|l|X*-JgkKZRAPL@pUm6Rg_fDXzDau$}v62zDrs<(~Q+rQ`<_aG3EyMEBTZ zr40@wtfg6eKX?&xN)@uT@29c{=kH{_-}1TN_pF6ZlWe(aqwU=6g$dkJYC9C3!$XSrQZ5es#p-#5%c*9n+|8YsNhTL4Q`6O&A zmSvJp;`uRl!iihQa;qM9vyP^Tl*gl!;QoazY+I8l+0~xJrku+q`)z(vv*$IK>$V(+ zBY(XlE~(k%=zMKbAp^&ZIc3Y0ow$b$Wlp~3oC>*MND+@`ljyX3Li%owKx6d}3iYHb zQQ-WyIDN?(f&ZFY;xVNF?~fKxavvS=FHwXr;`lh^wNV!tr1DYK<8S!o3=h*gbtBPn z_jUMVi#t;HcE_C^o%m$cc+r=fJ;YZ32@Ww^j$^=V95!nTd3ZBiG*vg3cv;WG;-FCB zV^0?e`usuo)no@Xen5zRwWT0&Xb3jA_XNAC=A-I)erR`MJZ#-?2mf&&FBfY5w_8$a-V3e_i+*t_5*@ z4ai`Htk37s0t-vOK;D$9F<%cHT zdH4{c{Vo=M`5eT^^FxvU+B?w2sUKyn)Pd=@w?W;SCS-Z^GrAyBgvDi(@aNuhXdf5_ zk6K`)a;<~e(wzhBj}D?M^>uKcNgeneY=K9Fz5x!;=7a54Q(^BSFRWKJA1!;f7P7OP znblzm=*X*B9FrP@A}>Ee5&K_3^I>f!@0kMny{VgCd#j9oek&RU2_L{VoB1f+NeP|1 zQ;HT}e+AQaPJn#Zd4lbQQ^CA{&ih|mIF(%*5|G~9?vf+CDKUy z2%K}_A}w9w3hEze2-bZ)3_qxqTc{Qf@VWdaOr-&#*Ts(kTUEDPq#v3?pZet~44!?^ z+%iBLNUCO;KW+EH!Qy)Q$K(Shdl@Y?tJX{fr?2DN?I zCK60}gsj%AV+~~cz%gC|*2%b@JGK0ez|G|%Tk1U1vW@qHdzO)jtDUX6aCkv*NAeX9 z*eqw?UI-ExX}qOe)}E$b&r;&w(ZnS4l_fEmaF46~@Q=G0YQ-6|F{Ez61^nRo2|RPr zM#|-e0$Zq|%&vV?DVSw&kNGYvW9g4w_;ln_Zr9Fh_*d9#O;V zq2SHq$KbNRJCNY^RM_+N7+AQp498CVg|>ynLZd6%AX&=?)VpPX#1kecXXH=%^le)Z zyZ12dbUPnr?VJW(t&7p@H5*|4p>9y`ScGy;bwl5^W}sVdH#Xcbh>U02gFt~h{PWn3 z@gCpC42M5Jitc*Q|LJD%_2FM^tfd0_@)MW|`CCC!ZZckXHwCsGx(R#=g6ON8`oP0> zOXM~f2`#ZMvOOh)E|xQB_1ix1_em+eBuUC_}n&oe8`go?%v}?8cbgGN8Vk(POm5GXGEhIq8wPJd1Ll@ysQEFX}_5 z5;!g#iF5~#2=uvo!l-Tj)THq?ysv|~(70$5^iZso8ZLSu9o~JFw(ax-i<&kwBzy#H z$X+C9Js?7l##vaLOw1Czb@O3V`s`?Cw=t;K$db+)8A-3T(hgKfY3G2?ha7iOmTqY>%D%-v0;h`*fA9_U>l0LOK((Z?r5 z*Uy-DE?6X7_VEnSJQB%w{2IwM|49&pJ|2w?emBDQ)@-yse-_GldrRC}^a^1OPxjc` zg{;!J@vO0NGdI0TN$_&+AX|Ij2Y2OX0{2vX6E^&*%UNF#Q}Q+!$mger*r|yd_~ozF zg+=}8g12!h{84wV;w^9A;m#x(G~$8G>?1G7^<33qNB(yZ{q*<8bmI>}MgIe`_r+zh zV^;vbWLYn&It|Gpk_Gr_;;tFiM zZJFS2hbh@jD+uE&Z$c+>43+xELBEwk*!A$J>FWnM$no<8Y(KOS>2|Ng2g_~~n{SH3 zgq47JG#(~3qqRs#eh6BlYDtApTTK5DK~hB=;T^t+kPNdN2s`~u`M(mM=VGUYQ+@mm2Kr|pL0RteD8 z|0sCsUMEQWkb(R3!jX9UE=cn_nK|V}Ok4K^@B(;18^vYx!&n;JwBAcw-%NzZ*j&*3 z;xjBYATW|I2Ma#zMWdBAz;r7;5Uzh1JFH7W7flW^j$WhTi^8RJWZwK&g47`NyA`hns08Wmh zw`|db%k~5FIi1E#Z&JKqLS+;^U2iSZ9rjk*|Eb7A{BaH=y01%RX33oEnf(B#7xTwB zLPzNQW)unc^0Zdl;Qqe1&TnpOr2R*qh%>2TuxmYeZpDxWA$5UVA z%Ph-MfbTCz8OLjS;7R5#)bXmE@hFQy=OP-(fqAl%#7tANXI(Vwbs*2gxE6~h4@MFB zzvlc`gX_4zE62%rbw=21{ZwSSauGgpy9QS1w2I;u|Aem+wv!Dnwvf;F){t}Q8l2M1 z2*E~SJUbYxX$hCqv&|9HNwDgB?&avclv3q&G8_xp0kbrI#9JfbWQjagJLLiYKdlZt zsa1hkZdt$`J-w5AsXCkWb3o}7#wH0qfNPW?DU?yir- z$xXj;p!a)e$mBVsXMPhj(0xwHmuyBv*`6#eNZ}ngB$QO9oyLB)HUf{k-B_nBl+p>G zfX<$lBDY(|k+Jtr)S%ZXDI1vtcV$}R(uoIQ!0{Ql;9@EP`!t0Cf$y<>&tdX8dI|Qo zKZM`EX(E*a3L@Xp`^gjeJ2>f-fC_Vxh|$b=;fRa5f~I?8QH0uU_;9VNU3ccP~1TzuQNl3H`0z$Dc-r z=J#(PtG^UakMDz1H5MW?>?#;E-h!i6G(g>>+Ss?#89mqeiH^C+c>2atj8z7hK}Sba ztr840RGjF4pXAWalcD%+>n&#g+Ez5!bstpcZHM2NYr#=x-B7M97i2R19(bJ6hGOoE z&<=SmD0_~exVV!s$ut6NxCt^)K14gUO#;#po9HwhW7%D8C@|`ri~@$oz^DVR;J@uV zk@7?rG-Nmd?mu)24Mu4qxr$p%!NT_-qG%nx#44UP8rp?|l=@)UquanfIUV=x?_^r# zwld9gOMq5~5+3mW40z&F@U}97-nhdLs)tU%j6pe!$*1794UwS#^%+{tPYiUHKb8&; z38g-%El|Pr0SJ0s2mEs9K}Re_J(t$Nf+sSs&%hBuYDg|K|BEdxF03(GWL+%Y?LU?n z&W_|A>(>J}R?p<0zEKVK$1hIG|G z2k>UWZHvr^2&VTx8`0UHo)#JX$Cy7;lgyM1p5RCuni;6?dHg@xO;yA1=zo`Q3iuks=5Fro)OR7w?WIhFg_c#k1eI4C$;`}i?iA(Q&bm#3Xa(AT@o6ucPy*aGN+U6RvCHIaH!H6Id6w*Rcrp*?L z2D&l)#wXFs^r*#h(0T1mJ4*#;-pMD14+^QJS)H(Z^bFE|Ydp4sCAecl5H8k_m$*l+rE5~I!UaVIWEpoI zao^SOckK|tTgN!E;0H#&Nl)-&J294!&G>WmbGYUDd2F4n1Ggi49Q9BURws_86-HCo zP_7DxzA^*R%T2L%OA*j^y#!MPipZ0_kL+8kpxM@AuqyW@UYD{NQ=2nk)ALS{)^dy) z8GD|IF29Ae`@QJ?+lWzGJAu}Cu>vM63Il@VLUi0@hKwX~1it@H;kMPqNVxD8U>4oL z*Y2K2(Hr|fbJRnSwv?s+SSr!Kj^9O|vGdWSv#Kyl{}-;=Hw8S`x zIJQEcC5doue-oPH)DC64CYXM{M&Qz<1wwU<>42dQlQGXGOHP%%!-J=8^7;*vK=iPq zz;2QAkx^OX-XFc~vp==T}NQSByoz@daj9XEmAkH=a;kw^SItzAMby zE&lYA+jX;~hm#&a{yPYRU?S{{X-ofmX{6EyOox88FgDgcoUnl|~HI7{^uq1Cxqd6BakuAv2qi)>1W8U&|0d&ed z$hNS{{n z^(~Opm$rybhTi7u&A*Kb{Tgt4)&aatY{;e^%*W|-Gm(45SJWl6#OYD*g=K$D@egq+ zk&JjO-2dYV9O)E93?o(W(;*on^|Fo37vgN{a;u4cU6=!%iqgo}aYp#@#t~R;fTciE z7D=Y{QQ6*M{8ylii^Ve6@Qi=ZU}q6ltNsU0R<|KFd2`t3E}|8x>rp_u2i8?A2k)*= z#?u_s;oMOlpl&okYISYsO{4_2kFA3%+TP&sT{?KjQ$B1Pd_s}Ne zLAvzZ55{MzA#FGK0hs*LgxUUXDDll-V0h*l^cj}Ng9nbH*9TN#VO#_LzS#rCXlsLg zW1GRFd9gH6n8SdA8Z<7m6i%EcfI8=|;__F^!LbbzW*}B})>f4H*7uwNb7outvamVx zAu1iFOP1ql1&&B_%pO=A=>$4nMKPb&bpz+3wRBhGBx%d`L_~+iz;9a~058uNI96~S zUDlE<>Dt3U=CcVhX3GmODm|N-fBJz5lzS{bqcH_{Jw<%DWitGg|4U$UTQ;K{I*rb( z3}wnp6M*+4Gs(cLS@6%d9=eFX3BDZDWv(b64{{5BQf^;Un1=O5!0kr^ZL8rTrCVx2 z`=bHO>N9i2cGhOn>AiVi zm*PwdrOvHbrLu@ITD^*&|C9yy@6#~*$N-pil7(LHG;vJiQn3ALH&lKh!$D@fpvDB5 zlOdbg+~O20cyG`o?k~t=?=LPBgnN$V4(`_wCi`v2I=;#1=&lXeV0}DMulXd2+%p1i zd~=qaf3}>h=nW>pahcrGQ9i=;L1tX)2rn);X%#!4P9>L8I=HX{p~9c(ciGF2^4RS7 zNGj}Co+#ydv9PCohv4uWO>(hzKJmCd+Oo~opIi7Sj!n}$!B#YdkY>h$e3s@4mnv@J z9x9r!emd8wz8zt}KYlq$*e@lkS9x)f4?DvOV5hI<>aGL9fxT2=Uk-E;DO?i10*h2f;bJq$m+q9aNf+%8FT)fV$wk|}%s za-@9M0PoBw!be<7$%!P06}H8p9AhuEX@5S_*_0tFEHKAynkuCKhk{7+&TRPg+C&-i z&>r3CIg7W9TZw9iSDK27o9UR@;qZ)6H@>-whYKyEQM-H+^-L@w2ZJ`lbE>5>rqObw z-Q0}~XQja-HUj+O^i5!wmx8)%RnW@ESeB(vKwen(?vQ448jv$>!RbARM8z_9;nLu4I)hKVdvXA48e-@Xf(TZ=5v zp{afF_>0r%fb&COEX$w%vHODF_v9m$Sz};Gvj=XsIR`_g<$$~Dax!LFDf2cu1H4&N ziZ-wGgeZOqTr48^)e~K~wbEU7muLvZ+iTJLU*pkqA7!|*DwByeS`V9E?!?=TV^HSW zEaZLlJe<5LoAEh39-ZBBn%0w~(qjKiIHM#7j$fmQwoLDVm3ua!mX=6xGusTjNk7KF z6`#ob+}BDc#K>@rL)zl&OEb}rH5VqAR_tVSGdA!XmmdMX5B%ZZqz+ot;SJBNv=^@5 zjKP$y3h99EVQ|-1(R_20F=PK{KL3y{lp5W7ORFIwT_9Ot@p<1DrZMk7!ML7uXti`R z%ugTSrRyjQSxZ$x{f{h@NexfI&9+i-Tz{f8F3LhWwX&D?UNHnRxNr1#%>&Hj95H`W zmXtCb*wz5c9+-5mas z>R(iKxGtfLt@utW?y1t4!#7nXwUR`j#UP?E=AgVDMx!HUsKp~+A`HF{?zy1%y$rKeU4*wg^9apG$9X4(o^y!9b^)Z_-A z@n4EAdnZ^F&vgMmdtRUuhudNFM|JokT!CM6U5u;46loDRHoY%5$*I}*HGr2@yMH9+2*9B_4t zI=J&o3D@YEqF5VyxZA^xIXj>r<8)zQdHEomT|1YashA38yckEfE?){)jH>|Ua3nfB zX%krJb{yEYm%+XH3GiXvRAzS0DWtP&5Z*Vt%~XugfC_m>=t>iR#?_?^UW&L1o>xkl z6B9;a{hD#0vsJ<@NY@45{jQ_qqj+$UjV18k=0wkX?*qar)R95+1o*(Y66$|$1Z&b` zr2lp5!8aiW^!9~mQgG-G^kp1Cp)7+exb+2``58&*TbYX=3JrEi$a^`?x_ z_=*W9xh1Y2`h%@o;(6{e*B>`IguhvR06tn$fD&6LfK#V$!;T+P(J|W#u%pSIKDNaW zkuh@S`^~iIPhbtjtLma}G^#O*t5xY$olzDU+nz8L5@+h&hBUY{M}*Gr(WR!>FBZ)i z%A^X0#_?KZ&)$E}Gnm#pj@Ic_kmhUh7}JB1&}>v01M)_~q_}WFl zY!aLyUk2{|jEAouHKFRflR(7R#KC*)S#jb4zOPvxIV1y)-r60_8&0|?jM`wzvInAg zcHg@=@9`=8Jtx&k+Stoz+66hHlv;!yDAb4qu8XiGE#&g1pJ8X~Xmhox1KhVmjr=cL z&T%)B=2=!R8gIFEEnwHx%(X;RJKs{Q%?{!*+&ei5Up|%*ezvj_cehb3A0rG| zxSwx%;K&@y%&Ke<9JDn*eJrbBE@oGzMPe_vL@ z6DXbZn44qiC^@Xs>m&G>nolyPGN?mOjePs+gwyAH;KkoQ!X16@u;*)YICo$reiiEr zpDwsS&kS9IYu$VBX(J9Clqu3R1XG~%+0XEMt|~f}(~CT96;O3X4Ag(DM!Y=Z@QT20 zXj}Li*rmDy)t@%tZBiK;H6(){56%YBzYo*L)mxw&eg>|7>OlXd+rhtmiE!lb41D27 z32L-I2F7cRAc@`&QKYY?jOVosI$e`vI)3Ug%ElK_>puk)+^i1A99AVS4p)M0)+d?s z_ga9~!bq$Uo(Pqcl;LEN22*k=589aCKt)=f=y+u*`b2nej?EqV*+w&H(w0Okqj2fE z*Z+`4i~~$OO(UoD6!`u4JEU(VLN_&?;Wm>zsy}ZIoX|ENXg&?+wRmllG*%dpmHBo2 z=R<{XmiGoK$mb|}n7jnr5B_92b}a;=RRxkBM`g6(zgf(GC#E42-zgSujqkzV_ya=K zKt-TXqYqoF*D^UNSEPS;3!v$XjY8uGhmrk}7pQB-455j_dU2-SHKF8HCEq_{6uNr( z0*bPk!pMeGX6x=?Ac}ngcDW8P>%uM3{6jw}*GVt&pj4CYUwDNYd0Y!#b)3w6&v^{q zy8Wgjf+gV0_OD`TPm|OnP!q;>9=E8NHIrO9Y6-e46a|?LRbX~x3k>?b1WME@ptvm$ z2dN8TM9>i=Y=6t9FI+B+{cXhFuqoplYflSo{2e5|^2VIQLIE{en8TTX{lXy|OG3-o z7oSxYkc=>8HfG}z)3vhf`N66CxF#}>dwe*F{qWkz^4-)XVdgm{OG}-}mQ(ADxnYA4 z)_U9p%btcG!h4U_b0HV~xhlCI)ao6KxM3G15?pT)*iS!6Zl-CoUle47mW$SwuWVkh zjUOg*g=3^_ol^^$cUfJuVo5zWs4|*6@L`Iu{Jt^N$X&r&{!h_)Kh*U9aXd{8MO!6} zd(XYMaql_rbpg+ndsSIoYN+`XX6aqbYd4 zdO?<0IOlrFwDf zf0q+kCwnn#CUY3uYviyA(`Sk_pH5@lIu?-0`}PTk=bKv(Dwc@$%~cVEH4LNY-r6Lr z5|ZAd!E99dFsAjy*sf|0-ncOpzqqI;l4RY)Nt`mf%p+6S^T!5V>3>cfOr7w-@l!~# zZv>80)w0n$mBQ3C1N3%E2U%xUg1w6uVgDaS0;!~j+`Q_I;Nuy@e|Q3ZU~(SU+AKi} zAGXWxd~4uiCmI)&{fF9CpJX;C%l3mWuH*msd*C&_V%!qei%uTii-6w{3j9Uk$sI}X zAKri#{4gZHeGPGBTM~-=5e%oT3x)~djnF-BJJvs<1)?M`;hI}VnCk`w=;I+TlqC}2 zHF1$J(jpLLWk%r-r#*17=mM-t&?gJRm!g(PRoV9!iUt4=Xw-~^hDQSMv8BrB&7Ce7 z)!c|H7pKDdk~(mE=q}t^wF6h{?Lv=67QsD7jKDW&i$_wfy)(zj{w&s{aTFX|CY zNolo7E7;5ApJ=1P+9oqUzx`%%W&6M1mMP+ssmaXGu2Sm3js0M@^>nmxV>)$tPq}c$ zEHyzx$z#jzigVCjFap&bCG>y01hjXSE7O19AE;IsFc&{;hDDtw)T3hnmljrv*A((7 z#gl%ZbaO5p=Pm|2=M75Y9PF3?!6=dMpB}N5_XS4j*Bslh56v=0`hMm}t26J!@J^=c zW(4eNTL5lW8^M?xYS=5j2nY<5ke#~=o4$`v>B`&}mgA1GeTEcILxYIA#2)Oo8*==J zH3{6SFds_mZY4hAQ;YnYPvO#4fAGx->#bB}4tT}6s@#?MO1ADl7k2W_1}?54iJCSk zibLZExrb9GaT)77NaZU^T4lGF$}LD{Z9cza7tc7rf9I|*Txp;v$gl=v~UyyOS*+vxDuOYD^{G*8`JOoLHeyjtowW z=YHf267jJz>cN^S+ZhoPp@Fq8`{j}fJKsJL?>HRB>(fi*oK(l)U$yU9k$D0B3;*Jo z;2r%caVB~2dK9*6)DhTZr{n%27g8BCnji8h*ZQh>F4?Tt&mSK3mb?or6Vxc~MLsol z_(0GL6nfkaZ@wB}Gg)$ zUXE?^v=iDJ{6|KPRVSZ+lR1Nvs5(iynm(mfi-h$q8uIejVXu z{%C7XH_&R_i*INspi#n4j6$X|Jj**v->E5M$`2huX!#1*Ji-WO=N`iMIB&3$@nH6z zSB0wO=TT3L9DLc757ZmSFa?4Bu&hFi;|q<@-&0XA^h_vF$y&$I)?*=hMbTBC(j-Yb zfvE1sDtPoxBWNC%1$VwELO19900(CTL5scx{3(AHfGTl3BfQ{aQJIn|`XQ%696sh+ z$Zwhl6hHV_l7>vEAHEuew_InQ%96c(PqhRxa4h_Tx6|V+bkOqb2;0x!)0vUFcln^} zf#k*cFh(=`h2;6#{o;LFHv!`Z`qXflEh0tgD0DWD|K3wmSbK9FUt!}e3*}r3q&6cK zrdG8{oGTwoQrprQFPrOd{E8h+`;l#6%a9R2mFz^VhW%oRXB2}y! z4~rSwopg-8n_yn@IUD{|*U5%o2MJh*yOmgSSQg=$f5Kbx|w~MHq zRgzsesL_1N%a z`(MtFV`nXEC$}$6CdV&+vIH;XrT4W;Flf5O?w6lVLK23s?(EI>ge&* z^wJQ#=F2baJTHdlw0fUaM7JiXKg{F1;W83cI)zFdNI+{+_3=pC$tXN03|WRIi!}b~ z;c1FiJrKN{dfjoHD7;f=A01von%PKPy?-Vd^Eg^Cy{#9`=IfC= zE5Gt%@7@ztOk7XJER|)u=8VN1tRLQcGX`rN8^M}pES4dG0h;DL75!+qj&{AAC0G&3 z;jCUgGXC6kzWw}s7?-b3K5qGpn7-q<@ALo?H7AH3N1d0@_1SQhmIJYJIDkfm)}p>U zxx6(O(#bbw8v5w1|t;`g!tvCd`tJRq|hjj4h(^E)r z-&F8idIZrOnh5TNP<`YVsJ!kn;;JfOPP7vI5jTqP9M|KEn}%UyhCgWec?!h5=>zwi zmm#HmRi^5^Jj{6hjJ9mnL1``1pvz4q+~Sf1$G3PwU)6EgCT=T==kvf=%?Eg3rz~4y z(*m|^J_q;jTqEnwsDWX%1~lEM5S~ga1%vGpl3lb9MDJ{6s+ZS-NcuV+Yo z8f}O4ih@zcNn?07CxCBKmBU;`-Q4^F*8IN9XW`TLR|4&WD!wUDW96zDx)U)`9!8EFlwe16)KL{IfS@v+|l- z?4CZU>ZSHR#&lyc-YE>bpC@c%yLZEdgWj87~i#q1cbg z-ZDgf^jvmoUnS-B@;SLR)_`r;o<$v&DJdE3KZq8%vwM*#w<;hLKwfYf)W5JF4ng!mm}?L-csM zXie`^Jn5PmKE0L2JfCVf$yLU5G9Cd}baW!#j|X6k&s#~@idv)*m5Y5dY=QQcdh}Js zx}EjP2lgem!ZDK$B4w#HjB;B7*Kh8_(<2#d@BRTSdJ+pzt`T$1aW12wYk~OFjOpoL zav1Z%eUgW9^co#ynoqr1_~!SgUR;Rw(x`G}PU2be(jS@deF67X+$67KMt0i5;n!1p>kdS}IV zQ2P8NS}XH_t7bohFXCP?yVo|+%-0C;c9%1~EvHc2z@9-pIjYbsVgda2ZxYn6bwsO1 zU4!YCd%!hcF@KkKH3*2+0y`{TnO8g*Av!ST4HDZaS^j6(2l78h^TrrG1i^pjBFTae zjG5Om__@|y*joPd5^dtB3i&6-q+TZ|g`UGhxG(`O_~PYS@y zZR+CtPdstJrX>1%z}{2o)FmT| zte5rmW7w7ahR5on%9Vbk(#Vc4e<6cQq)VvPjhk@h;(BzisSitkmCAZ8dBWwHQRq!& z2Kg&jB&f&`%;|1mUitOsA z>8$*hBx-$X2RNXe$S(ZqPHbadvrhs)koK!pjt;hnd)6jst4}k4|%1$ z`=<_Zcjl@Sbr8<_&c~#9auP8=Fq2LcJ|sm|*63T{dci=;J`}J}o%9}iz+e8~KGFRJ zwm9>L9_2PV7RwT-f{o*J(bph7RP8y8N`GjR{=4(6)Dkq&t)B>oPuYyf_vzR~Cxncb zs0;tOL1O5sNmTL^u~%_3HZnd;iUMtg6TC;T#T6L4k8u?|4;NW^)jkx2%gimB!2vE&*MSSYWBpY66|^{;M- z|7^N!`H+YHI*P2ngkPa&J14+C$GLc}EUUJA{W6sQsFt67Edo3C%ty@+f1vdvx1m3B zs@T_87naVQfEAY&fw^5@&_(xqFv+%r`DOGRq3|H`+q4vXC?A8jgA<6Y8i#7+^pO3I z4s_x6ai}E{!S%t*@r6`%ynbyU(!Y8OP_a(1H~$c{&CtbfI!l@GvnOH7?p=(YUp%td zkOzH&$6}`$?_kX9UGVIV>uA2uNIa>^8?HYdi5JV>FNsap!4q2!jbeT=8*9?R3eFB+ zu`okdl&^r41O3=pVHB*Z{0}^+T>%5yZ(#N25R_+qK;}ocW7KabqXWy+akct3^z3T{ zx_??8^?>!v(P|S^vssZ@JycEq`R^GrU2q;If1HYqwzZ(TaO`QIr|; z^~*;~&^?uYCS$Yi7Z-w(-4yhD*^E5z?*i*JULestLzedJ;FWPth;FzAH)58DMTT06 z!1=`!@@Us~i?&&fT)TA?@8!++*gNDFN`F6&DD0Ys#$CNAtVd$3)G$hR9@)aOOYX9L z-_n!AQ ztfoVmi-aFTF!CQ*5U$*i+ceTnaTY@fiq-|3A!&XXZCNq< zGSLjwqwFgWp%gM1n~aj+BLh+(pYLYf494L530p{zw~Pz#_?B8$h2x@YOICS>b~%?U_O7)@_k+>a>{DP(kE-M zz z)?654HNVlFRv#*Zg-Hj9`Ro$(KvMyqxVVA8$$U3iyhVtv|7ykW)J^ch*~{?QM@_J` z^EeLH=fV0ZMp%E$cktrO2zvioIT?%bGXC4)1Gshac&p245Lg`x_iD(ak;9Fspl}-; zs!4;&$NI6E(p(%ib`Fg7YXBA2+Zos6DU9jIG{iS_qUSBoWR|z|OS-D`VBwdI;PjJh zq%c*sk6*GEzUWcGf!5K;FFPM_AItDD(P0$wBpt|2$pIyrV`+{N)5gUY(4Nu>h!_6| z9J(-!&sJ-L{D2tR$^9x=RTPASzZ?TuIv;@b{>}7@C`Xu{p@thSjYh+1Ug+#;0Z?`M zLW7Dlur555X1Xqk4drj5w9m_6Zuub?xO**J50g-=StndxDwJghL{#$BEU^D(1HEn~ z&+<|iu)23hkr*LQUbBS)Jn3|gze&LxJwK?5W1ajNA4gxX@Z&hEQ~PhiM2D5Mg{LXv zeYdr3{_h*Jr_Df67?aM}Jzor7k*joy(kHRWsyEE+_rp|Is4lD)q@v()oz!biLBt>S z7F3j5@LvA@1k($qph(L+y81^ly{z&i<2!v9U_-N+2jkAe*XkQ6#mWqPvS_SCuP2n6 zysQdzR@|m(y;$J!*_kd~c$}$C^%hm<0g0WN4mdR~&o*g=E{WaojM3D}=LMgA#5jeQ zK|j^gKt*mL%-rjM$1Ls#JziBP0q$m_N5@e6rhg~H+edP1PA2gj#d)IXGX8$^m3e&4 zi6vZtY7LchN`V-4Y2xgICM5B_E4gmkWMzADCtkSIf%|f4h&3qAVV4$z zYzn(vIY+o*!#Of~7Drl+eiQ)9vsTex%|vpVhLl=k2l})116G^ZfdBYUVa0lPaF@(C z9G$|)&W*lUL*OVh&+)}`Z{H+720FqU2|pqIvw$3$V}Xw@dXKO9`{9$S@zzJLYca!j z+Tk6ylO+DzA{=|s6gw)VQiFHSlWEZs^fB3jy!&K{GZ!V}nWg54lfQvezm0((d;3wh zPA06Gc%J@ac@H)4=V0cQ2DINa6^H8Fgc|QGk)^?UWYPN)1?U9A>`kg@TfGYL_tD25 zjxw&anF*{v#Q@W+Cg3Agz{2gbne#g;!P~|&w1Z|ElqO|B@5UIU*l7vVI^&%?@k#~X3+aUM=0R}suG?5+Of86haghm| z?hTVd^|AS{AUI;F0<8CnX8IQ0fXDV_;wJk9RQ&k?EUA13Ozmzm3oiW!;fYAvZNqEH z4498DhBd*Rakemj@ng6tOb+iC^I_5sTR3cOPnnJ_2d2A~nY}BZrJxU3J^wV4SfsAt z{bUT_cHLL}ai4wADoq2~9Ob}l_a6(s|F*D7O??Q{nv?0ttPritTx3g0#sb4be1UlN zUglBY2C!P=20d+$jwE%dCEzFx!4~s%GVgdM8te6rQdSx*IyEX-pdy;g^OpMs_e6Uk zx!b2`*>RipT6>Y1_FyAOwm-nk8rurNwOFd4u@H+Hsbty9?bLJ42C)0vJvzug5lo3$ zN*CR2VwSgV6`kyKlk_W00_mG?*m}M(Ch~heGH1IF@f7$^nc5G>VXay#7*yK^4Gz!4 z7gzoPYeyeP?9*I!Pt-BW=*uuMpE{oFJ>0-E+ny}SS#+9Rx+#+XC8m^H7)@hrnkVtp%*jTnj$Mksl(?6UxN+InU7(z<8*4_t7qtJ;$K{QyA`Wcxv;g1A7C_M5bYeIvBiQwyf9;t z@WRM-IH#_IT<|au>Q7TZpSPEhR~xPHaWR77u^Q#=dD{lzQ_Hc04EBp*~p-={yJ zwhasMhb`K$S=$%u-H=B(fkPi)EQ%g6gl;>!!-2hqXz2zuvTnmT9K5OqZg=6s3Zo@p zs@*%FymTxMR+`VeP5c8Imp0Km{0rcp_!7verX#q*8Xl6@L`cI1hp)ef?03(GKRQ0* zh&hwd;VItW%%?qYj0I#G^aSAgD;?}H>m>}|777KcTJWzs4?#rXeWrBI2FQ#Yhqum8 zgag59uzJOA=I5`6@E|yf)dLQo_k}7*DMcMN-|A#8#%ICbxjA&#DJ?po_Aom6>oN3x zyb1<-D4?(MWAK=>dayBII{a87qzX6XgSkg@X$3cH%loI@t-@3_3Abn=?@p5jyg%j< z|JnC7=ts8^j#r(>oETpR%GIz{%&y09^mkX zH#Kj`PxgMQ0~a{^DSyjdUtvhUufQ**n73%E7SVX5!?yJMN&m&#OIP-MVjtU7vc3tA z$+{^y1X)cIw8-mlyoG)2M7Kn0M`a|iO3r7C)BMST?s{&Dcmey^LPfC1Ut65ItQ7KY z)w2Ve=CSjpeZzl`)bI{8UgzAnB>dm!fUo|!H*~2v8me#4EF1w=&6_9dlV>P^NH9<`r@{eI_{x1_Tc! zXRP=`wjxjMcl?NHpHSz1B{GTJ#&+vwvDc|5*bfb%o>&fZBe%-Xhx-9Jc3nRAdDOR2&fOkAK@&4Q#_#&i)Rva9Ga~xLUD_acUiw{dN zD>({JUBoEx;C58GSq|3^Z-+~3bkMFoBl2XP0B^8Khw^ni7^?D;@feW<6ldt*O}&J1 zFWv>xyOL?|ukP@|#XazW%oBcC7r|0T1@wa;tP@_1JijNPnif1t88T z0oW~*?QqkLasCPm$%u1v_&)zdfLSZG=r8Z0fkK;=#Ar?qGtoIrz`Ly}ewkDb4E~N3 z8=2PNov4F;WHZh(bMQQ4w)_Fq_%|D_?#PCvEvM1wKiS~XJs{&?n6s}}edIT{-5~}p z4cs@McHZgf_l1?g3hXGac3z;PiqvYCDwQz^$iJ&KNO(_=y!>|(-PoZis`IwTW5;Q5 z)RsWj{<1DN(EEs+f8#J!(3HY0Ke0nPBHK>-&w3&|XHA$iH~J@4Ju8Md=zm~)Uq0vC z{c0EdxO9WskoAUlBhjCX`)kUYAq8oSnV0ljKs8r9*O2`AJB*``ZzCb{uPMW#BkYz& zA8zuJi+uf{v7qCeBNwI=PJWy%<~sg_kuUQ<^9P3IY?BY&gyWv4vE02UB)c?~tmvA{ zTmMx1ao)Ey|q1uN?WmaZYVu|19Wtl{|Qc3gw&4_J{I z{tW*9;}_nyI{_crS0M5`+9z2ZJpiX2JxaDbNkbXQGCr7AF>g>>L?$dENM&pf{^dLk zYhc-%r?wS7knvNjP9B2p?{jd5+da5iS)U2CkH;I#oydP*WM1s2R#?4Q0-!j-YoZk)Ay?o{rjbOKtpQMlijiE|80LGaEGr)Wi@tSn z8yZqgg17cM;krj_;Y9s-IJ$N%_HP8tN@|Bnl%$@NuLT$lLk|EO6??Jw2M}7ab0N&(UX=Em1+&QU}pVZ)7#Pm*x*bu9CJD!DQ_r+Sraax;OH&r-;A|Dzv>+? zSFfEZS}}o6@6|K6fP7Jra3{(LG_X{?uz|Vo=sgbyJHqB!fiQS`C3ElHM4+i{FTAq9 z0j&7|Y5#*up^?fX8?$-qndv2ke6x!q7!SQ+=6aYJJtljF_+jHH#yyr#DeKfQjc4;< z0)39>ll6pJ`z4pZ-0HH0Zg?`>9(4;?zg;T1cd=EHRyC3t9vcLBy_P_F*BD%WtH{rA zYK2RKMv1piIL~|LZp+-Mb*9rFX@a-Yk;L&0VWu#*sdKTuwv^3Z`tLz!+qmgYNJ~&l zduF|}cs}%y`LJj)#76?bU(J(XZpe5PjWwA?aWW6fiWYKXq=@gnzXh)>-^2cFTWBG) z2oiMbPa(^Zgx4{4B6l@oHvhwJ3h#fq1or6@d~ftW7&j$E)MPA08|J>o%Z{BTZT5cT zOsgw5S1RQXoSVQN^R3~YD6`zOjr(LMvK3s+!H<0FbvsGgkB4MI!W7=%#5L5eb4C1D z&LemSKA)C#8xwGB%Nv%hp2mHTEMqTBZX>nl-DG*$#|XM!<7;Rmwq0u_+5Z6X7C)K6 zOp|ei<4T&*sDJUY**YF?nRk(QH*BiSG#UT1Bd8vGdv}nWg_gJiY_{yEGvNkD_Mvi@ zPV(e3A8VVX;*MT>$qoHEq&0XyY!1|=?)!DYwPpx^?r^spc{<<9($^9Hovp`zNe~J)2HwPuQ z#^Bh9D74bd480a8BiE~mFr*`fa{clGerfrQ1~U~XV{RgdFusIRn(Cl}Nj{37;EHB? zcMIFj7)!u*e{j}S2^;_XG1o<|x}ZHx!vq>0!##Iq35D1YMcAmR>w|HyRj{pdb$^IKN!R zMZRVTG<(l7+J!w#hQnt>M$Uv*&Sya`IY9Hh@?>n$TtxKWLaU@)XgqKW%-^<(KD#v$ zeEzOMUmaR4iB^Ni>EH=q93*3xQhxA3z*9K?!$ElHSpxi+ozD-mas(PAo>`Q|w+I_- z6Akv8laFzGI z{RGZ1Z%xAZn|ie9{DMrTGpSaRq47hUsJa%|b%aorWS3# zk1s8160}hU?F5rDK1pUqsL-a9F>`h4RaoGb0v-hwf&(^)AG^c|*OeR*+wh<96M#Rk zyd|K$o-PKV!SBV&*-4E5=J$eZ4u~zD$`~g~9kzwrF5_CIJM`2A7M2Uc-qZhNT-MDM zW^k#)Vz^Pa0o`y)1!iZIaj#gBz1OBg4cLAq5$@5Pr)?hZ>256iRN}*K@yz1YY;5JM zP0ILcCg$Ymh0|yyFeYYC6Hx7UchM7H32u)1!S1f|VLxoRz)n%9=4PGSNIjPi<&LCz zNU!>gl%8B-$p+W@N|jUZPz7oUWTy2)_Vvyq zWfuj~UeRvu{2V^18t+By&aNPFQxzzy_zHHWRD~OTNsjNg^d}P`{msr?YDwO&3+Hk^ zmXkl#m3-aEv9^wLvfdwW=VRq!s&>0@RgtcB%a}H;UxA8mFPLmOz;;6!sGGr0P$I9pb zq4JFhC|M=enhF|&ueXMhjRk7BZSn+SIByzTF*$|GzV(50daALF|D}@hXO1L>*-skc z&4l+O3bD@(UE-CFDcb|RA{cc>p!c$u-}&G-YQJ_H&#>~udpcFv9lulX+cV?QPqPtt zZ!?9z`p63+4?5!=L#f2%wYp&a!IMzdC~90Yjm15xL*(em16nTLD~+;KCG9@=7p=%DdX)X{^gUs}WTmmA<*Cv$xGODvkY zDjkGg%ELQ~@1UCDqhPK{I($6uK3(M_bNY2uqif2!$m#4LP~EOi9`oOU6Mr8tx4w0O zSj#;8;mcO|{_;qeKl&?uu>Lt*^UVTx$ma9A&PUPdnE9~&UN0S!Py{u3hiRp_cakXH zL$oj}6w+_Tq6~vbxYn=?xtEPak4Ct|fBxmv)pS3YxY-OiPu*pC)i2iSn*op9tZU`% z*i-|BTXs?kSqISv_tn@=tOVptH-pqeXRWmRMx%iCg-rKkH`F_KmUybiKUw&Ck6?At zDB#*7fb^tojM>^IiS-f)C#LTZG>H!*!I`({exj!U9or@{#kU0GM>X-BbJfsp*}cOm zWhOIJ6u^v}o&frl2LSL>0OLZYp?fw;0_)@fT-P?9e*2+`a`zqw7a}3^@7FURH&=zp z4@96QaD-LxtX|3c*{1Mm^+|EeEE&sUlq2X+)Z~w=zX5hvK7l#cgJECDRrqdu1)g|J z0v-PDM>Vnkex4h6~{SK~3X*2g^s-nz$G)Yv_0EIqjPx(Byl3YJ%!Vc|9m+H=#Djj$4HQRs8 zjC-CZWt*2gC4TYagiF77aODA`xR|%I1UdJu;X=n?_IqzPd3j#;Z4aDcvu`&DmMb0+ z&tvUS(Qidgmz1&JLaoV{^rQSg`(+Fhz>(PSaPGsLZDi-z?__Il7W3n1AbERc2R@Sn zgkh^jk-pt;h}_$i)TB&zoB2^!$@eM)LH@8a>k@Q9xVz90|LQ!050|Fm<2&~djS~*G z%Wv((&)*ah-#-)ai}6>9N@X2;INn4wq@2t~%t>W6-eT59=c0@?T*OXL@e+-U^I*H5 zE+y3$4+(eQ6yR>gR36o+AT-CMd>PD*uMsu+I8Wcjho?q?+JL3%rzeTv7VXW2(gR( zL)jGFYRuI9Y&^P zhtpaazg!ny+8Kj%*DydoP!}3Tt;KbxG*C`MKjdw^g%fo1;DPBaAZFkRY*$Rc|Gcx& z7yWX0C4~=UPehdOU_talP4P$SCwkdrg|?sb1m|`qqmuOuBTmy~6zM`Vq~e7>j$Mit z?My*KneKR$wiT>`vR$5$D&=`Y37qMUp=a(nXEE>wi43pGI-A=%Ej84fLG?0yzUGSC z&~cwVD$ZADwu%aYmXfouzh)ye+xSt^ekmRHPwTYVc{!SSrW8ZT8#^$j5kHvF$qXH3 zUo1Xc6UKBLDWksVkAMpfDx#OP3f1gTB76vqs9D|Wygrp4So^&J%16JE%zUOsPtH|l z^n)6J$p}wIVTUGcTCt43{h&P({Babwpq5^*?jl^D znb{76=X2RXB`AF&RS(BM93>GtB7tq61@h4AK>GwThx31H(4_G3)}Ln#AZ?w4IN@jw>g@Bw zvU59osy{(s@oW*f=J=iXSkR>Nk|vH0^C12CK|+gNQeSrz#XU0slcuK0h2i_&JI#w;bl4X;BevwjI~oOYl35nups z&FjRAW`?8V_gTDuks|uAWuDcHWz(Sj5Tdq zbeztM+zq2Rc{pMsM4OyNaCh@V(8Kwnk9RJ?fzjche|-#Y8y$l-j!Iz$z-)M;AeN5U zCS`=a_t3lcL*RFR0+_GUkC&b^1ON7vFg|h{Ku56|K04Y7ezaQ+LMA?^k1u!uvbVLN ztMp~~?EWIicGrQSqv^D>;VG~|>P_1?BuX0AMI&q}g_(JapqqR-e6m;BO89BfW;&bsS?|GfoEi&{wn|W`#GGChJr2${ z2u zW~%1hg*xame{7;*Wyc zYCin?S2m$fe(tvEFB|yJ%g-}OFB$rY>K$hIY@N7nAEt|z35Bh?9kv#&O|+Hc0c%t} z3s-FTM?WapY59w`rbF#8wAgfxaTq!a#&D4+=&~;Oc+>|qo3@gkmzliLB3&{*RFm!3 zo@B1t9U)Xz$R_*i?TK6t!1_R+bzW@_bH=W z=lF|8y|8#OXpVWEgv|7-=5`)A#MKWZu#bz*kS=jBF3rovJB2s-^V`pn>C+yPU8a`& zxW5L>vEy27ZLc*Ry^Q9LWb2Sj-5mb$*h(9*(*n?*+C;9TuOfmKqi|r=Ig1~A2^St? zj~;H0WPjD`2f;PVSO@cT^*Fl(~4TH$3}{AbAW z3mr?Czl*4ge{@ltXA64u!$8L5*#nbC-nBLyID+zjp29y??L%SfD)GNF%B+(073zlf zHp1U@iIgeMAk!7r;H}GNlPha&1>OAxSZPr?mic?A(0%zLv(u_V^D+aTV_6i^P1eO; z|7qjKKV<|Jo8vLeFZj|!5ea8zps)q!sn5Q(vcK~&p6O{J_&dWG=5D!*4}MsWwu{a1 z)g1|FXOp+p>~{|(?Rj0`aP%YGrM((y%78Pu)ENG$3AW^P*goj0osPYxCnIHxD)h%_ z5zO+MkHxY#WM%gte6xHz*ec7Pe=cr-2L)Z|Z0}!Y>puqBlz(R8t{K49Bow~6H5P5N zivu~zns8lvB7WQ+fg-j{133@>FqR!d5<{;~^ybiVnAb9r-YR@ar@87$;=PrD94!Gw zN^a1&B^u!Aqh%~XE9C0PKs5_Za8A(#PwD>-k5|2*&%7#Q1{e5BoGgX3=N2_ItEL?Y zTDJq;voSb+LM9VxO4Bw+R)BivbQImWf${Zy!c0Cso^E~}4{j}(i(X$ck@qnm)-?d#A7jE3rW_icIB%*e~LwMdO)4=0brT@6o!;Fm01Dit%5_yo`vJc|-~Xd2YtgJ8B&L zENugzI?IVXdeKj-o^v@76nD_gFx z&0>y@_JGMj4{3w@fc9vt{eH%CXc@1?i0Q z8vJcGd)Xe&RazK(nd>_I6ivEk#5sJlqP)J$Avxa=JJ-mTxBKlZA3N6!AQn<}0ZE=D)hxMD^ zj%P{F;-zW3BvbU)h@jXKM*KMuQ7%A@^p->0i&G`Nf7 zix(if!mXsI*HbW~YXBd*=#AxnX7W8UbA+t{->8psT6sTzKR_lU+|U{38`AMfCMVQR zp?gWUQI-5FXkxJkws;+)W=%>!6R&!ql8R>jEjJ~&>=MHBkGjK>$uxdodJC>G(Gd0S zT`XDBUk;K?XQNLZE$Dqv3S7FagQuAzAwNqfv_kzUmcMWUrH6DOqn=_=npKWn&nSSM z2}Wq|cOG1^{}#RZg$w$n_W}2G7Bc?p%#llaD(r+DO#FBWZ1aymb+7&5r1B_GMpfe3 zUEOGA-3hoZKpn&uuK^Q}TmVLMwUIC~jm{j%0m!t24u4+{{p$+B(j$Io^R-kMa(^vo zH)2uq^sjJXTnUJ8+kgk`Ytb{eugp`sh49FuA$leGN1GjQMlUqlA-}8)L=B82%NjMn zff3nE%kc?d<;-AwfQp4m)`cLz^BC>%BoJopzKUkoWysthyJ6f91vpd^Nw5Fy3$lbU zwB_44$*1+HGM4!OXxEB_^VViSxyYNa;gAA)ZEOR3);{6uB5CI-ZRU(uaV%kG0X3sqmJ&p>qFD~)tQ0SA3*)*+oC=1s$rvLjl@;U5V<^wvElt5 z$;f?br_v2|7@hiqOpWtwWtiYQhp7hs|`n)X$NC$S( zcNaQ=P@7{C&zBL5);wcTp2MJ6!)ia1^m&)f;o(m>P%DGk-0#fObF^o!BxJxVY9T<^ zh=Iqi7+}BF>)>{B4f1o@!X`5J_~!?&kfj!{*on%OmScZ1qS23*vQHwn^05CgZq}YZ z{FMnGu)f=8l>FZ_?EU*4-t4r+>f*#@xMZOjR}y}UTvT54QR>kR&jZMOv4qn=UeT#sd&=oNu$}rXjHFo>ha1}loQr*k_yfv1M zY(GQ=zi6}#O!I^a0g3El9c9*~pc$`9vEfDWYGmzE3d=R>ayuVg$1O2q$X=q#q?RWV zaLNe7!*{7H;b}aq6ie=&y2w*{eazZtX&_lv7Rwwtz!p!Jkf2pR(Q#KlGV?_gOC9?o82xWNOF?_~zIGc?adRYNu?bt+YAnq8 zbC3)j7n8UjF@pJe!B$G+?g}?oIPueE-_fqjJ6Lxx32!GhtoYzT+=}YaU7yEj2DZau zmnOlqU;(brEhL+iS_C|m2AH-tlDLIwVN3n%IB&%iy!qpF>%9K^w7x9=n?96A8oel- z6RP?@hR(zv$}bAzsF08(q>^OMGRynUd#@x(qD7LVNRdjril|>@3E7i93dxd+Fxx#y zl1ieGB&oDXDXE0^-~0jdnfcs#XYO;J=bZ1MTWV(-L|wehdr_xLeT-J-RcENvn~b*8 z+Mx+|4e@v)S1rEu#~-G?KF;eV-qzXfz4GE_Ocb^o><-0{P0^o%3!RKgt%&X%wm&W`KrSv3b2 zvFTW#BDUP*{>_-fT@c=C_%tU*!YWOPhH|h)Oyk6 zB%8Wvk-!c3_nTeF-_Nc+e~oih-lxK-zLDEd zKaN{)a*h7C;Ue~PFKL$5K|S3@sh7r_^jmb^y>{J-@#ok--%@&&5XC(hwHf^6Y@--jK;E3jtuL6Zgph2ua;pWiTBsyKhFG<@C$3! z6t;of$aYSsOdt2f)7$#nvnLsyijOo{99W_2a<74VuW$?3{ZE)h#J(jK3s%;$c=1Zy zgI1;N+O`Icwrr^W)QG#(DgOs%>rcrUjQVPEhIwmPE#K#GUiCdNx4$OK?sv2{dTlFf zo;bmU{X6rF>51kv`i!|0d%!bpuF0AnR-Rn~H$l9fGsCr?bA-yHx?Zg1oaj7FU2g8@ zb&X%g7vt^GXEQmyYR zI?L(p*mFrHiyV&l`;@z3Fm)lZgZoZ$_uyuQX}a9w0iC=ZKR6M?1z>yI|(+PpUAea>4>=^3X` zGEx)uyC@Hy+u}B^XKn#~|8X64`<4uSVDB03#wlU+s*w)PdA~3UeeU8+O?+Zuuww<~ z_`!+(?(WH<&ZbaL&z|OJC3$eaD)YHVmL8-OOlESQdAM+Kaw)xDUh;pi_ZLU?h&?A` zQ6B49c?3J`^)zaO1?HS_8|T zf01KL{iCcbv^k&Hz8ucGovauoYwmz;Jym>Nz)hRKmFt&yf!$u)$Kvmc;$)BSx9}W& zVeYhJ5B1>CAI_Tj?VPO(<+w}yjHuV<-dy}^23Mii)j;cQ4QI>RKdc9z(Oj6qGkItBn>(>a&fu6z05#+^mHu&p#kM`%$le}pWWrMFb2F@sHSsmuLjEYlvGme3Onw;1y}mG;>I?Z{(9TmazHV~RFfwzs z-kVQD+%4|gsZWcqvy!y0vBGzBvV)5EavWwPu?v4aIBSo# zq3^f{XmyzeF0I>vE=^p({MZzVXWe{Ez64nN@0LD4*iTo=Q=Gd$5>`3~mvyF>#cxd={%brdtW z*NKtyV-!*1~n?G}xX`yHIE9<{~R*AwmVf4^Sged88 zyzt1iJkJ&L*}BQ0ynwgM>5Z|4hMu!J>9fBwc}-Op^iSk{ocEAh$ZIW*H*or_$;`1f zH&UL^LpgXy)2h-7Xs&q;J#|H$=?Nt#x?s^U-hlZOdda5*o?Y`pGD9LaxVwEQ~oF7A`$5WJ~IORhGWYz$(IXQmu8NV0!Pao!Bk85N!M z?@hK0quD_p4H~7k-qxlIetFVnXp7O|&fWB(1ueX#k2HZR^ghX57Y))#Esd~$FkY>f@;6arLz|+aZ%z*`m_8$Zu@dJ<@-I7n(p?F zN*-ZxSqG+3fd`d&|9-2|@k-~ood>kIM+cX4?#Q%q)b~!JFaKS|ez5KzXXvw#6*?Hr z)pfkhO*tJ(wGNnYy**W^QfxwxHQl9Zl`ywBYLs4OX+cTNOwhcbBg6Zu*X00=GHsP(S`y4ai`7uCgFshWB0jLaKEW#(fyb6 zsJGK(snBX!uFj{&?5A0U+z)HcvEZ*3t4246`UVZ$pVHg8M+5$Gzk12hTF$aum2G=C z>$c|WKUy`w&YOGK;y86icjmzgW7Q}>+QzVEZpOaJoP--z`gV%_+&Cu>>c3dbI$`X} znb@@5`1phc+=&tK7Ddk6xFu3+OwUFxWB+;-Z?NLLHhUtwoSoU%W|4Q*z`S4jAM4@W zEe0doD%cN?YEmAqECVMW7o!vjv-*it+T8Z|WbTW@SGd}9Zd=Tpd)H$8j+ZR|acemx zN-nJ5uV-)@yzc1ll)g$$vR`HHxBY>>_O5RB2G>wl%##te>e@n!ov#+LHqAb5f-f_pp;-0%Lc28(sI^3)%bF^J@N^V<7IEVWu}PhV#q) z6))z+Ctk!8Ra!zO(fcB|2*qDFpcF!K828@kwC;)-w9dMdtbD2YynyKsDSiJ^gJ7Pd zze(YiglCedm#F45@73j*Jnw&L`q%9)@#Yk{8={94)t5dK1atLT92V^r6l^CtB(Oj%ma(p+2Be%dhm8C7#E zlDhV`SO4Iab-W54KDXy>6&*A#i%Pb8OMQ74#hvy!jE?KT9JTkaxWA^o=j3GcTkK^O zahJG9Q=UPVoRXX!6kdOobKp||H>IGAo3TfmdNa6~bFP^(}T|t)wE@_U>^OWnTgKNi#P0w?hu+;rHcS?=}x=lZ4s* zbs>*4ZQUYzywrVe>qkrWsX$|ng=7bYw5l;%t#cU_XXwPqPQSwe)nxj_-DhkM|1nlj zehf!ow}INronp_(dC%&)p3BLFcNS~z zjJHr6XF}Ommvih&2H0k~CR}F?c}jfb87HgvI#eArrL?|p20z~#tRbhuPpU2vPPkBp z43{&U8EsLdO16_5yhx9H>M8-}nde}^*8;3pmPQBPpIEi4WCp&^eFV>!^zq`qRT6WZ zMM4j$A|n6G0o|zXM>>jS;!E8Fs7A6gU2C#D{_=T59P9s`qGZkpUR`XY>e`L?S1KRD zoR^09OjSM!y{RP1yKjtTWA@@>f78L{&^6xWjVXfJ50>B|l_mlI>|;U0vt_WNB!%%! z+yJGK%aPxi5C~)=(X8PgWa>3j9DQ(~Xy@1i63XoqP74d=3vBo#sK)}osaJ%5_Z-oI z2f2{DzXn+>@+D8^mxEni41bRHHkkNI4AV<$$`WTKR*KH9ht)3J%Ca#-XfT(2SAB^{ zzAYS-s07?NbqsdA+9CXNQlUyp>jQ~iBmiekbx;lXivH#;qU@C7$k>Z;GU{`Z^hMi> zOJ+ZWmt`!zdzm@*NxsV@sxf@~=w9vw_XNSngJw?h)^cn~$6~F0tMTtEacJ4~GO!#j z#o?E(-~z`S1|?MR$DfgW&g~3liK7HfD&ufaWTN=(kEP&ts}OD`N5eLk(*pmKn#3jQ zC-QLaMmGY_U~3~Q=xj`@_$XBgIw=!y%v}vg{aGO{&rAk6j})@F`4lpEnhRT+wo~il zT%c!h6>9jH$p5c6RJ3i<3T!Z^v0~KE3qJNlQ`>y4aJ_X2M4K+bt?_U0^=lIupCCy9 z))S5Xi@OSm%FcM?>q+=MJ6pKAZ!#>`-oONBD-z%1`PlWBFG#oUpoV?tAm8926#H>D z{rzF4(09a%F7i*~yDxkVSyr>~aD*Fq^Ei&kx|yN;hBNTi@*F((=q4hMwM$N+$sfa^z55?}WtT$Mz1V^s8kDfrtl7|<=*aAA=pdo>&BBe_C*sW{ z6@5#*g628UL~%zknq7DptfX>bY@;!9HaL!4d;cSyr3_r=%ixfvnf%@&$N?n>{Sk{)Ti^R+E#gRZz;C50|QR@z39GD6i!qZMUWn z*t0{S=7$4#CS>3vyShpE4o$>zcf|QL1{;T&SRhWoy6RaO2stKzX!-%RE0z*qaN;MJgPQU)+mN z`V7)Zjr-u-&Ot!d-LTL3wV1a7$emd;g{^KIAm|bUO)wq~8^0iK$rB(j?GN>&?-Z`s zrUI`VHE31;O2N|vUAk<83Ev>G0_vGp$YjPvaxU*6Oe!-Vx9u}=r0X1#I*En(Q;YdU zv;nkis3*-fn*^=*-yqGeyMUK8o|Ny>qeFWl$@=^Rp;QTnJY640R^W?dziEfqlW~KU zfdTwlF`qc@NhD{rtI4Ce4iLVS1&7;g@aN5;z&$R4!}WTCXLHwqb7wJ0@kx~IFqkD; z*$@Jknmf4OtX$|#ljgE6=i;R3LLyoojh8Ne1>t`_3!j%IfycgZ>~i5fq_zj*gYVNZ z*U61)k*b5`?~g;$zA}6<$qidQR3-Ka=LE~f)Ui`(JpQhtD$ryea0m7p3jdk@;g~9| z#6%V0Vkh<>Utk+)%64}(XT3Ra*xBLg;FGa+F981?jPFY zT0~6$OaS#DC;Zwh3?delQF$uC%(pfNawbtk{X; zqlU=s1G8~s=n!7@dp^z&CbBFsMX*$G8SNf4h4w!fUZ04>{;O-mqEE|2&nL;k zCLMc`6s1UA`xuGQi)mQvjhVpKubrG-d=Q#=jc~`r0$dtZfsSy(RuR_lv-mk9vu7&q zoh}WDC0S&Xy#Q_98Vt%FZK%9E8pod=BfZiAc*VEr5G{w`+_gwpW$ps|eX4Qh@r!UT z>J|BNW;|F&my>mL0ZD%_0b)#j;bzc1Ph~>+%mjSf z>Kak{c?cITD1w@y2-vOZj_tPI6n87Egwa5Wl%xM)s>m8N=f&aWj;;`*eM8(m982s! z+(0Bz5q2b1kl-d$%s+QktY~2cBjR%6GxHzu7~8}AEUA$O)DzJ_G z9E$_HvmcqO@67Sge_PPK(}mc85%QaZ9-y5s8c1JR9$$lXjvV&91ho&;v3d_z9KOp> z%>6!9n0))U*#EnnxP2s>aPL<`N_r$%%(dW~{|QA zh^1W%sIm!l5IQ&$r3$0D^1b85Z!}uKvZM%YnfVArI1i7w&gQ46q>CxPqhjl*aaAj7 zn{cypEmSsousJ)2;qIn15`I4(SXXsXM@a%t^NUVM%K54{d+OGD4Tg-7Bno$cK z$HwDQHMy$Tpv6M3(>p=!d>a^RS%9pZA-?FB2k+A(>GjgFV7_oE#A#5piPn4}vuq}B zL0U1tdJ=+G1HgGdv=D2w8KzJYdoBGDOm@8n@^{|jf3cyGXD175KcO+6Qo+xCHvuBG zw!y8;bnN3KW!aNwjgoG72mpw!TD*OFp6+%8WdhwS?!jmx=eh zW^6mz65d;g@!<&)-E}Gm2_qkpp%;Z%ba4yBpT9_S+Yo-I;ziDGKLK^eipW{Jxo}WF z1;wOYgKq|1S*NxN^X)k)}hsF%nmBG16@Oy?Udp_J7FZuQDEv>P6wI(9DE5FCw%{7R|PC@btcR~HxDMO1L& zMB(vsFR1BZD=T-bT>!e<6|uZoB~j9-7H_jjLbd!@%(1;pVxw}9d&m>c3c*Ka%9a!2 zl=lz#D-twdRZkPLo+1N0w_>rp{36hgix3Xn$s!?A1bJ=!EAII_7g_d<$D;A;`G&bt zI7|C7ihel(%1e}x>J?@16`Ukl^Q_R0$tPi*=M=vG+udS1b|yG9Y~kdsQxOf>e-npI zwBbLIGXTR1N+9cFhu@2L!n3Xvyv(2lv=fVk*B_sT>#jjq@7oT@Y5ReeM7>1!8Ll z(TYwE3O(G8Y>dAWL;rR7&96gfo2E7uzC-$EnqrYn-;2L^Xxp`WL_(0lDbpL4p4D(gR5^YUX zY(6onfftysp_bs-J&p<$g$qyJ&cUv}DSX*auXt8{8fZ>mHD5l}7VbwB3!1_YVY_n? z@VYz;+kAV0&Gy?cQ&r2sD>WRS>+S$u$0)2D6AVVzPYWl{QOACrG-_Ss#Vc@rfn|Kh zLDS2_w5n?-6k0m@{rV zeHWXmSmV&U%W>)oeZj4!sZi@}gPv*>g1$N%oxAaryjkZ<3~x+D{FSGfUq~6GWRD4Y zc7>6z)1`6Ut6ITWc&CU*dlI+lOOVXmNOAe*6R2jl8f2y}klc0u#Ax$m9P!l@NWVGM zsZl)9&?M;kI!`?3s0*>2cA2rNYC}^T&4|6;GU%R=O;XmF;M7^W@W9hcsLrW@IUC|Z z@=8oarL!1NeydMD+Ka@(E*-d9V#?HgpD0QyJC5^;Fno^HM4FyY#5)IU2+u_tCYr5+ zn6-0B-7P)QLjEDbZmA@F$IpSYX|P!5f**60MWHpO`p_47L2Nc{GP*QPmxLbrB1}7C zf&y|*5^a7hS)wUqiZheQE00$wP2(;kSP8fl?9b3(F^s(u1?Q%b>2%JsE@3 zrW&5heKyuQ(?)d8-4IFLE}(R7J0kZ_MMUT0Bzk4u4&k=+Fnahu8NO#iDXSLi00W?(FSoZ`mEpTR4T@urLuyH`)RFP9=a|IyM{Bth#@l zCm36~1C3DMkiD0>pmUFqDkxhkERmhZ*+0G#o=3=7W=fuqoe`I?wcsX9<>uiWb3Mx| zr!_1cHimKU=5<4wPbwOZ!Ua*mia2q_A-s2MGFCA>4<`-(K~kTC;PWaDsi>;K>ojuU zx#}If%TucAUu*=wf0I!Bt>8C~RVag?Pxr|28^$;|#R;wlkD%Qy*P#1?I+gfE8``qs zAUySb<)O!ZqBm(-Sa#ihc7V=t@L$}x`uy;2Y-(U`+C0>OH%J8tk-s47<9P0Ix;q24E+Owt5r+P{P) znvdALY~L`xjX(>>`72l+?RrlXWA=f;8%sRTH3|xrJ_diWv}O9t6#Za3y%{WwhhXVytQy2PN6*nB{YytmLKPuMfULE5{aPsg>ee zPT@Gls}?q9U%?mE-{ET$r7X>6ZNqo;hjCEfBz)`BAZ}k=4Leh0EvuZ&@Xa-)NcE!; z4&PIYAN+lR>mCh4@bU}T{89w;#caZBC(nj8li5(d^rkq{^e$fe^f;DEeap+ZI;rY> z!dp0e{1Y5uy~R4+!JuCji4Im3;QJ;%Q1PY$k9(?O>HFXbetBsK|8^dS1<@L$gcpia zZ*<{NpV&(O&H${CtOdWO`c=*}AiUOJSH)*Pl~o=(x)?{7#PF#`8(^vLL=gu^hdq0^58h%b$FCuVo2;-`SdIA8d=6Cae9q0h zH47mAGg`h`jl2HzT%r4XPwr(DQ=z;uk4Wh_@y7cqLxcA|Y>G}2lS8@4{<=AS!M{i> z6E|{A&q%|d!LWGFS1Z9J%k4NlwI#;JcHOw3_Cdwvl~ zyCTA>?IB3&Vt$#B8v_cTOrYmU6wd5EgJ+)V#i1RaD@U$0!_{Sru%z&_NGshyg&2%f z8a-WJ(Kq1}D!Qcwt=4wr$NND1N#gx&85tqo$kWV`r=s6A(UBt0xs>7?u|1C&lJpD;Eyj z5?^>?E4c7H0isqbk%HA;ST$A3a*owoQTs~_`QsMAoZ2+FyDb-1t*;?9*4~204H2-h zAe*cU)Papt-GIZ>z+P>asIIZ=sPt3?sd$07K3x_f14$po%<*k3mwAPR(=!_iz9qne zL>aJb9VKJm8pSVuUcheE|H$_5T&n4FEp)mTz>uI+;JwHYWh9ir_M$sLig&|`akEge zQUFZ^-^HSnr(lm=G_-Br0t-1F(D&7!-{&p^k-2q5`7Z*w2aa&8rYl>+8}ATc9k|K_rS2Lw6pT(#gZhSYf>x#z)h!-4J5_`uZ!Lf?ax{F_8W7)5btc2+mCP-a2XTx3!@NWq z3YT4hhPNFMoS%-1DlFmr{W;L=cZ?XA?1bAAAFV@wCS>0A!1@pW;Z~b}sBU1g=-I3~ z82b2;6w1Zo_Jj{)n)5g|8@rM|kS$PJ2sKvvQ^G$r4pJk$BcIWUc>)BlC)@otN zXGiE$oy1LCbO=jb-NT)-wg9s%)5L0a%Tf88dw4*kBzh@6gV#wsXq(b(_&Vk-$-BPd z7w$f^yhai}e|P~l&5t1W!g>fy%f`YCo?v14d^}kr3cq=_Kq#D%LC@@U5ULiRaIkHJz@+cn)3uI{}aSa%WnfkW+wGMD4mS=zl4-`WRrj@nHUr5#Ud+)DAO@-JNWuPS1)+>U%yTqw~u^MQSD zInun7Ext6(7XO?t#`$VHDDSrKB;Wo6Dz>T7rEyV!UBN8WcXbijHu^a9v?F)D(Uby81@q*5DS#=AjZ}cIyP# zIi(P}EDg#Ja>ZWd)9~teYkH&19AQJoN!s?_Fu!Jlhxldh9q8P?9_nKOCQCiTK|Z5I z$zBG#CaeUN5r69P4FR@zitz05CUoe#HsrG80M7B^;qplbQ7?95K2J-e4|MbJiD%Z3 z*x!PS_>bZ9KoZ>e>qU89K8^cOy{;W*z_tqAUMC}q!a%sXNs7liicVskSY9|L} zj;j-;SN=fD8WL-V$fo4wC@4qsaM_i||352{g?2M$c;B2=4}+ z;=NorS2XHZOsy`I#lO~R!t%-s9Ec__x;n)niSudY7pb@*Sq)$I zx^XlKHXEBV z;ennwAaOs5eCv$6*k0m|=Q2>vlBsa!whSJbnu>#z%Zb^$Y%uhYmhhgIpr-F3)1j$hw=wjAk&ddp7@o)bGy%IQ@stg8_~fVwsj$=p}Fw&X#z_8FhG!b2GZda zivrj|=!2^_Zjp(H4O|9SO3u(@^BF9*DMdC3z2e{Re~S0I){-~Qr{MU?b`t8APs=a= z!z`5ei;fDHs9rB~am|xV82Zr1??xwhu66Rb>X(>r=M)D2T{RSF_3}YRo`oERapbwg zn_0HKfp=nkE^OGe6kA+O!S}}=lbee^K*C%#QL?p6RcMSeIIYV?w%>jurRr43m;Frb zyD{ob``~wCGlfCxyj{h=%Ti#2+aBCpt%r3c zTx1loA3*<_M1gD63A8i4oC&Hnhe5{)xWVo?k&pbrY#7Rdxz$3rGM5nscRWWb`xldA zHx5cT^J=1N!F;HnQ6g}jpU13tq$|`mJdBODoFZfO)r{MPLD;F7C9<;sDEpOxr8ev* zb53_)-yTP-gEM)Sp1E+uZ9EuXCa7saG;Ufhjnk}73F?X;h`V?OWMy2xFk5x%I6H%N_E?D@I@7S0%0B@6(0k7EFcve_425qMYz@PZ^laUj_GjK^PSE zm{{dyL4vLgM3lZGfkdnhznZvIkrK+k%f*jTb7;c}+T3H=^M3 zpCm%)LsY9NygNn~eSGMGV_pAa>guo1zE%rRj;AVoXN!b&wm*5zYg=(gkF4+loCW?t zA7OP-4A>r?MvfkDMZ;IS@e$K@rh9b@=se#f-mL9G%$gEfvN0xB*bzt5OQ7xghs}qwJwpUde95(B|0o^LIu|C&quZ5O(bVe zK8#4q;l$_VNTwteYY*p?~P^@ADM$&KZqH5YBThug&`@*18SZ=W*nP764M1-tiCXmSl>Pi zKlj{4kIheGHGL70+Nwn^-TRN&F)~%nOc&vh7NUJ&Jn~BPCRH11(YkYM(3;RBc$uz; z_y1W3A+5o1=;tP|Q;H16yScR=V1>!>%dywaq8hrVtkt9?F(1-9K=6&&w_wImiV+<8d%3gkx%7D}2=X^)j4qi%O3u?+M z=HI)02#p4o}(3x2uh58x-(Cv&CY`&VzB&ZGv@}-XAM`dxO zcexMa?eiYyPK*^nT{U=qh{J6Ui%6zMC2st^1AETg&g@*Pe?gfrN4<{jKRrpbJs_IOiap4DTw98_@q%#H=v^Few;D!H{Y1D{ z5%jhroWDa!sQ66;*?Ta^sm2Jkw?8DKA^C9V4G$bmjKTknGIRW`wCKZ+eK5y!7;V&R z0#ot^C%bIJ?_b>!O!90bcRp93(5R`fxr!lsEzEG{xFJThZ#gd5*(^HV6hjBN1fX{l z?~-c@>B7jOZeHB7CY*8pxjo&Hp;{JoN#{oZu7d zts+7d%z^6Lo-juGM12oWK>Ex$=vv?)K_hHJv5RgH+p`zwicm#-NJ$E29QENnTfh^W zhSc$7K3NHO&(wwJ#nO_ySPrGl^oF+v)A9XP2T0*)4tn@d8(CYt7j_;9hYO2!Bz3!z zNH#SSEp6Ndnk8#sN@PCn&vs!bG@me1XMug_7Lr#`V`?v^V$Qe>5?-1t)c#lkF11_9 zQ20Iat49H%XT=kp_brUVa{!p)iTi)IBfrxb%=Gu|u+e88_KX*!?^(q-N$x9e{(KK; z#j{b5mk-#zdccTc5{XqWgL%^>jFtXEsFl25mM|XI_+26wYqUtTOfnf+IKC?4`#WM3 zKS=Vk)}Ua19Z^syN7-(QNV+Z>zSvC1zZ2KMGhQIPi`xi3f6_?5;}z_4q91i}{*sQs z<+%T_HO^3bgglMJc)1=6E)2>+)zMxOacv2q5!8PFBi=ko8|Eggz}vb`!*2Ibk{5rQ@w6Hd3!gNjmb?GqsK_)44}L1GxubxbG0wr^ z8#Ys8nP$A&_P-=EyNJcg3ueU|1?UBNp(Klwpz-_24 zUN3MjaX@)n-|_|*>A-897wC%UD3KCPL-~Wrz$~nWq{vT##U@hNG-e_(Sz}HY>=_m= z>!=00RYwFv^$(b`fA0mbISfDc3MXgXvlzF=FVLXmFN#`O3E}56aQUN9;ucVci<;c9 zwAy;!lE@7B&-N$Ty<`H8H9Cw>70Td?%1#2Q+XB(xtAgoMCA}X$-Ba)IMU4ggRn9StBOIMbhi}Bm%{EHm}tl^e{=+~}bTDTBz z*NP$$oCgy2f;lor<-(L-p`fsOGQ|4+6e>q#q42i#u+n7>2p3<**PSt1KA=YqxSj#_ z3K^Vm*Z}SOl7yq=lF6J)k-~Scv*2#LBQbgbL^)s*Y{ezytg9M29&`;9c1eEATUGGp zE+^(<<`Z!7SdLpN8qqGDJnZnNhIw#cJCw^VLFcb~Kt!4}T2t9WRR3^s=GTd0?L>(m zj4q=R*(;BPGn1tRMpFopX9(x8Sq{8g|X4iB_)#^&=ord-EWQq9eW+T zM`k(fJHG=?Hn@RWax57M%*Qc7oyhV}56KL-!8d-m;_|*Ybi105%YzKSEXxpFo=yda zyE{nH-k&JCE`aFp)6p)+Q$*)swWxQjT|CR)4op&aVK-+3uy?b-Do$r$`r}ii!M=x? z^e0GM)(uG2^&mc!aT2x84`9}9t|D7EW?^=PDbLgVenuZKO%BJ@9;h`Qb|0^ z|CtmGS+*be){6mDp6x=RwPNC>-U$V1`MluNJUCNeg|jVUagSpMS;c)1a^7EsCAVa& z>MQ-hi(`TmS3N=vN~tjFE2JX5=YahE7+{sO&?maMA_3<&9W_Bi5Z^uzLT2aV&bB*f z^O7#{rgIbU=Exc1bjfpdDB~ec*QygN-1ZXnwSFaP^F{?t#)|m$5>1%;X$-ApbxP`1 zGjv8~mY7)+1vUd)as0UQ1(#@w_2A z|NaXo-v|@+o##XU$#mS<5KdJ0-NBb8dtv`ue!RwalK#Tuv%%}=RJ?DJq{hS2*t@|} zFcdXgT=!+GXp4G<@P$knZ4{_3S|(x1Wa?$|T&f%JUBw+Z_Wnz(72O8*Y4?!LAuWio zU5Q^E>=uORl|cwv0aha?h1(8&C!24Uz;QkY&P`GVo0A=k%!;qVlP+7KPON}qZ#;rK z&V9J`&q};z?JdFN{V&N_?_E^9oy8c`ji#R7x-1#1?ST11x^J@gP=^mu* zVI$EBnFb0cwt&dGPjr6dKhQiD51zC&Twj)tejNEm7BA?er`syxost?OVewX8QL~=- z#_M~$jT_8_ZE@1DKY9j+cM(Wy|7LJ}VTpMW*U7PyZAh+QCsOVd33dFAKtzoOIPa7e z2_3JZwZYyHW$p;SL-}}|!8VlOV@Ng(N$O0cKBTw*jbz>+8#_{$$osH3q3Zk`__1gY z>3#l+Y%ZKA$#6?Z|7~An+*b=tlC|uAcd28k%*DdZ1CM~JbjIb2I?(bBx!CTn63Uw8 z2l<=B(3(Sj&~;}LIxIPFy(UYnv+j&YrX?4`jI&U!#W5VA{DA!KSwRjYT9OH_(p7&0 zz7W6ZB#5 z1?lx&jH~Q@@$aWgP~VOkEI(}lh>w}Wp{}{mym1bhrYDQzmmDKr+ar;2XEq5|Y!GXv z){D)@J3_FnH{PCX1XV_6_=4M6cw81mT(hPi0b7Qg{c#r6)Cb^;_Pdcv!A-_&MGHw3 zl;iX%i@2@vCgR=6xll?ERpKR~bU`i;w~lpGW_w3MPWNQ~wpm$V(_YGakoO~#Za#qE zHzK-!pa>c&R$}RK7jToTISD)e1?~oD3;TM#;dqigOm4JBgGB^c*5ttM%|+ZIo%Qf) zLoCETmZn#a9uf|(n?##a3}3Tl2B>$Y;Roi&QEP&-xb>U5q-U;}2zu9xjpDm7S@D@~ zdF4Cv-_p~h`Es~G`LZ@1le$gz>vtg4Mjkot@fe8?hl(yt*bN_)Phw}21k_Y{9T|K` zhXZ~>KFjGE3crQX)J=o9m47d<}3|(+EC4yZK#D)p1I$6s&r9oFe<= zg%N=_;jK$4U%~VN%2_#8aQm?-zIT9695$LV8@0ZJ>brR1U#(l9*K-QzZ0IB#{EBf< z=Qf;qw}5Uv8vrT?7mIt{Q^gzd{Bg|v6DV+}A7Au73MG%%gasmLVZ)|bbX%>JFmo)M z>v3%>(>Pp@FQGlS{lit9WcLE%Lnq=M4H+O+yRgf7w&3c=T6hwJU~=z>AYS_m*%%ZG z3!5z9_J;`4Yg8^aIJ{I?Up^Vu{)cc*YBL;J-h*p4m*XixGX&8moXC>yR%GKp4;UpG zIN9Wm1JDcRQ+P7^^iU4}w{Qm~UsZ%0=y&4Di*5+EIyKNs3Yzin9wmWJ@;Pu)cNF}# zTMh1whe)*L2y-m(DNcS-%Ujve4Gx`c#35p%*#FZwaOpFL^MW~|!RdZbRU859v}|DM z&jPf~hD$=r-%#=`w%A59R_rcwj;?p~6Df20X&>w%2uhHLo5rfRKE(nx*)9MTbzPh( zd!9-3w?-a?^U-TR1>yIPi4b>N0-pbRM7Vm-5Xw(n2jjIC!l#Sp@b18K;*gc8;xz%; z(D=^`k6s~2J}VWQ)BR$D^%8GW|0+o7i-r9j|B?Q~@?wG95pnq+SteQ|7j7H7;qxkz z%zvLN?{eiA`12tU@6P;+CjSy)LG?9p{Dxg%w8#>1wylQVMY+t`=oBK_rG@i!K9R#Y z=b<9@6oND7@T#J@;IMl$(b|?m2JexUay3m zqhk1NF~=cnZyCRfE{EgRQ<2~MWhB1w7KCNQ^VS|a2lc|G_}0NRytAW%r0)3vlf3T> z|C{p#y8InrzltyFog#yq>$2eN_du$-kquv)6Tm^Clx{av6-`vErTfff1;cg*V3d-I zFFd)9q$+9g+1JzXFc=dx$#r9H){ZxoRtSPQ`KYp?fiT&MLh-07PI@W_SEhbN6I3dR z|C4K|dbfsn+M$zBb>}#C`ZNi5lGAAK5dw*o9)j*W#i;*84$pnEK6D?`#QnEINah_y zlz4axWO~)Wk;oTC;AO4%pym2kv}J<= zDCVugsiAKK8LJ7bkFtWrJEDYl2S1Sg?&-kEod>rQCxXGGH=4eMyyy%1ZzSw;rP^F0?wp8Fn9%#2%ovAzOw@>AIy<3{hQ%_Y%R(D z7f6D?%!IVlPO$OkU6Jm{F(Bw9{4#WeJ$HhUTIU7gJNX>lB{d6oxB&T{zmzxfR8G9d zAe;BaVWzOaR0&!;exWzt&5=!`D-0V>$F0p$UlPxjRb+fyENMm)s=7zV z!E`wl=t-Q5HXoA)zq)Re)sVo*{)mC4*Z{Z5uK>5FhoLUT6?W`gPv%x%z>QuHQ2#6i zz|}4|^z1ymY>^mU@a5yyjq2cc&H#8?N?^VtjZ|^euxfuI$E$x@0Cl06AYlw?n{zDJS@ zY1gJrQb|(iQ;F8^{sZ$oGta$e&iSp;aCi|5_lMo9uxev4D{Dz!a5-7t zn+$p4N>X#sn#VqDM%VIFFipr6wnvzeCH`k2q~IKD%XwRI{pYE;vn+-c zI&&Ga{!F5ax&-9$mj`hE!U=KF%+nB=VvB~0v$4HsfN0V`U?=mEBjEoBXVv^6Cx%VS z)dr}Mb^&bDDiVsqmO^Vx8gwMoiiY=VaSuj46}@^V#jc*9124@Av6Rc`0P6noZY52? z>fsY)Q(H30W<5pq#1eMq0ujwVITr3P+M!Fa6Y0}ZN=W^iEO)A8a!lDM^{-m07 zF1u2+WJrm7D9BsrBih9c{n3gx(*qFpJwT@^AK>+$|LF0+f^Xv{#LkDV(8&3L&(JBjN05VZLvwF_`>N<5nH*qMB{%V4!RXly{b( z`3pHZWupaonwJYRR7~;O{!Dst=5drth$JdEQ#g)MXJKjd8J?y^J;{m4C6>!Jl5g9U z>91Q9ii$Py3(pY0STXmEOAmaR9gejIqi{||HA>wE$)Vf3!Ez*yE?yW28!LJw8|Qst z=A{{)*_2MK?Q$R|X**T4OTn3%22fX&NK*gqC+TYPmUna%;iQfkbiPmJ>PECPjZyz- zZN+WL8et}=I4!|7_ie%U`!10;PNo=n`zqPGCY$ zQXg~46zyMhV&*E+%oRg>d?efM!ea8@jY)WNnhfur)?Qe?{}#;7ZkX#}c8GMnZj&4; z2?zTJPf568CfUO_L9M?$OC1dj2w5j#ef?EP54_VuO}|jV*v>w7#Pb(m>dCkG9QK^l z#$>R3l%L|LQVWcm6oS8n<1M*07Mu=T0T06;ppAkCl5V})zT0Wk@X%eM?E+m()9)IV zmzgoO<@l;H?w#*{<4orf8ZZ?m_U~QeuO!VHuyG! zTl=kB42?G~NiJlq1`mI0jImZ`%3_XytW^<6{718F2DCvryAw>$E`w!$Bjikg9_rfK zvsmddymv_t=%;&XmTP<)(eqO=DPQ_3_be1gAWQnwkm%FyKiIP3yG46q1-vP_&Qf303;$&*;!>9eR2!pN zd!YKLc$Xj*W~@ub<&)*$`yxHq|0@P+vn)CL6pP^5;&PDxWdb%+<59Oi9-ey1h}O{r zXw0aCnSb636T5COeN@a0e0zYEyfKycB`+3z<(6Xoha;dAEW(uY=)Zg}s63%bl$UP?6*?76mi@)2X9h9#m%B*z&o$ESxR0t-tI&}@8Cd4G z4yLK^V|`OT45_KJfz>}krmt%QhlwF@Q*jS|+V>1bQFW-_cL{Ua(s(=86hYanZ48d_ ziS9i4ftH$|K)!hl2u|uUd+Pzn|7nVGsY;gDE}X-d->x+2kOz3KD-`qhC(+jD&XU3x zZoG(HPpS8&OOTtWPX0d4qv6+|kVjD?)WN-zp8P}bq4G^={o#itX{(9$6A8T-rVP_Z zZzQryX5rQcV^N3XN;DKT@!+^NtX#VWQoIG|9p?jqt8bErN^F=v5QxHy?k`h$F`+^%^>QDeY zRv$yG6SU|?+aI`H@>l2`z8vPOR#L4ESs1zdJn#Bx9=*}aW0$P(Bn_MNh(X2(Q4jho zInLY%m&B>8|6X2z|5};PkwE#H-tlrcOC4F{x&}k19EwUUf>8 z)DkdSm?_csOvd!*8>x~Ohh@j;yPrI)A`NSsxZBI+QD@E--fg#dYBi#Rg-x&FLFrCG zIV%F4JjQ_1`}KnMu~%3tr+y=K`r9lVW>nFxs@jXccTuuy$ywrmo=E;4-w*p1X>hLi zrGu$iBRw!cfqixo;Y6LsX^&P2dw#NbAzHVnr*o3{>Z8pP8}3n#$%t66;muJj*)&8( z^r~4_Z?6cIE|&18@eTM5c2$z24@Q$4TJBWp`BH9%&L-L*eoaFjZzj@v70@N?1xpwe zK%Z@IQ*U3k**Hg1sA`DuOUHnF#Ta;WX%Sw2 zq|EAEWKFGKMN_}OnGkx-7p9i%!bs5vp0USFxYb)n!$+mC{>l-21Ri*3*;Q7&KZs(! z?*pqdzbx{1%E1K%1HqS&Wa{3);LSHyf;$zU>`PPeJ-rn8IQbdWjv56IDqKN&#yaw+ zR+TgF$TxE6nin}Ze+7iEb%NK{zv=n)mTbe)B;-ER$BeN@h4Ml^=V*nF@X;t+*3W|- zWVG{s@>F>zG~bRV^)rru{X`p#X87YT5qqf>=Pr9?uomoSIs}%d2H2`@o_L|h1OkSK zNX(NP+)HZV;CQ#2%lQMKtSW<5xD=vytDtO*7v(;i!G7gF2Br+WqoFs{U`^C+Tw<{U z)%Y(Z4yON6nhGskR0zt6K^=e%>oc(OkJ5M2O|*Q zK9!bDZD#{dAwA=RrFjx zg+Nsw%=$M6n$?sbbjK~?$@Su{wvz$T!VK(gn}X|)w$k4hcjNMX74V~HJv&KfEAHwp z16IWV-|uY@$7^RkuCP>LH3n-C?JJYmg{M#9SN<53-DHJl)~*EE8+SM(a~MzhicC~r zyoEP?(^1~eAY;sZF(lk{o`)PR3+0!}fCbZ7{&#N_{1@NHu2zhO-=FQUcCtLj_uoyS zY3yFklH?2g)sJM+OSu@%>D2N%Zk5sa^tsTx(HD-2?XYr^0EV+cn0s9WMi(a11vd|~ zj02z1uEc!$cjh>f|MrZ;dPfLex_p5>Ad)5V=hvWhm4vzup2ti^vm9UioS(OL7FCq8 z#Oc1y@GX8dKEB?Bp{rV8WcUQu4$NY11xB+RU5(4QGIV7AO2J081sqTJSNQ6Z9D7C9 zZVd6P*EQ|#8vhs+JnQP8e=%iy@-ahOnZlUhH#A^dVw5u-lTz_-2^f^xs{!Z|FK$b61DUuu^RH^izGbl=oK zaCiYMBvUXYbRX#NF@cG^hwxL@kR5G)leu}U@wn(XJI;7B2@eZIBab*jKR4lUpc2^F zZ)S_=eO}(1c}TpUp@aNgSnX1RI~ynR*K;FL+3+wezduM@HJrhrWHNmp%;5S%eo#5< z4bu7s_Tid+xcIOemfWqfhzWA$+B10MO*t2K$I4p#N9S;oPRZ6zkZ>^YCgmv`ZNOg! zp1f|A25d{Onbt-J6Eu3dOjN5JxDSqpG0j*GiP4kK{OmZ zg_S+_95+n`u~iR;JA1LF#h7{}d~f&w*36iXLF1dScYsgUhgIOcT2)+oQr+^&5-;}s zo`tY4_zvkmEX`@(G!BalTk+hSPxNruDd0X&AeU$*ckq>nrzn$zW3T$6+Q=~oa+KiN zol6Dj;pKR1O8|~bY{ZVR!+2Opf)~Q>!c>nUT(piLUGj;j2X4a8xBh_eK@VN?xPhL2 zbeI~v9RmLx9YE{LQ1oy)dVN;MEFCXgvR}?}{GmwASoklLEQ(8krp=b9zW)=5W@nSkS{2KC+J9*@^Lt#6 zl)~hS-^8#-ABr@FN#XiaVEQKy7p;E`^F%2a{WKY*+;-7BPAw2S>m~gr-AH~IC6Qjv zY~JA65RAF@fV#1!p^9=8X*5%W#Ewd|k>c>m4}GEu3x>!V8##PXp@I|E?4;~Xo>(3g z1p|XNXq~~v2fy=$UH3M?Idwm1dLhN;Es~aebLNuD;F&B}ldVu}yPZ{+We5EG8%VSK z30M|ZF3BIeO&nA$04<$V@-puP9T@;-$2tm4>ql{0ghM1H;SH&8wPHB->tx~1Fi`BB zFX~^v82qK!5LuBgQg=7y#)e)O{rvipb*{?<-p?*WSd=62)td!=)^#*d*%5yw{e@GP zqZz(M%>HOyA&LJyMA~iEaY9pNF~x2QsFl`=$K|S#=xPAr=qm0(=NQ;`ieQp-2XWaI zMZCUzAXXawY<{x`*&%C1gi$)+q`#5`8GIo&xqRAs=qxnbjtPH zg~BoVm$~MrufxLev8>-^?})*J0(Q)d3)u7OD7m*#4gGJ+Sn3qTbGec&a@U zD?g6%Yc}DY{j%ai#sRS4*IxK&?ux3?aj2=BM!)3Sa|*hPXhY{sYH)oa=bv7UD8BJ3 z=j$16Z7cCxdlsv?0wL@BF1T!*!P)ml z6SNOiKw`rZIM}oTjC0$0op^!MQfvyV^=s+emzCiB=oIQ#jzX>3=h;IC%s{;92emJe z0jXy-f*NBs29`LHk1lrTP!$8$+4drF?pvx>@PYSWn-NDnzE;BbxPmd+itJUIC!qDe zOYF}Jr^BjemzjK{T8YR-s`gU!8Hua&Mc5ryMVz>2;c3z^yq=l_0UQ%!X68I=DepDcK*cj+*)&R5&jI$`_uXK8Lr1SuQ0lM+;$&`F4EU`;4Ye z7l2Y<9C@6wf!2$|8Ltq-@$)CaywECWZ2d}(o}UK(itc1sofA??Se82KJPf1t&_mk3YT`q?X!Mm{2nX3AX!7JV7;9D#&y9)T z`L3E5=hQ2SAJs~-U(5jqRVL5GMiuT2DU%M1y|C(-HChW+fsR40q{<)}X0KcUEzV?Bzt2>%a_$2BncK)C!A%lklMZ*nt}rrc#DKBSF0-y{C9}`cJv>9(}8F-j8p*{ zu#7iu&;({P0-@~ZN1#zLm#1+=8V*t?;gL0GXue<^&`vc`UDy~B*8P~O^{7fnDWzhS zUZOBAcZVEbv?IexQ z0`b=G@0iA9+Z)@Ahv@Th(0P2c@SF=<6g172zBRKD++v zt3|2dBO>+U1Zt9 zYS|W^p5B$jwFZIMq{ zRmPKevu9?)cD(_C?79q0JaHY1UXe^oDf0124-no2b>jmN4B= zwEaRRRn#WLZTut%_78*NXK6TX)>_hJU_sYu#KS$wb~5Fn4n_DoZKD ziMHcJe~bd?P0hptSz8DTI0q`b*MafoW%we;mGR}wLiGiG8WZm37*fUP9w&ZO9ixw?I z&&ERDzeFBO?)O3Q^?Nc<@n|P&L`ji#WQQxEAJPc;pwA?+FRCy zSL;c@&2@s@?@3~$CwSWJ;XP|TPCQJL zXyJi$Vf6IVcLmec5Qi+C#z zU8C=RAA=V)aV+=V3W>T%7EjrQu~KcHiwg|Tky*gUd&6f^+gqV z;c*`Ioiup4KN^7DeF(0wEGh(q)>nXQ$@HMOBh^K{{x(9?0@8<;^n+R7IPk>>^RmAG`M7r;@t3+!2 zBu+zEw*~R-rPjPDAR3p&so&m7y%~@0t8qKP=A{8%`(_69a|gMrDmH-9P8T8*$@ujK zGReDpEK7qSkVA@Wnx;cvr6Vy^7OTRJgXVlw=Pc$<~rZ@G4I*(eoVtP04# zrq{&c-b8qix(d6Bt4Q5yi9{u?tnYe6ChT{jGDG!r9i#Ja>K8(4O*pL8 zp9@F6OosbUZ*xp$AI19Lc77T*^dw{WomAQ^-$r(` zBsfuaJT6(}iT{#zp#5@ps%UUr0&Ba;>H7s3EvPm=AmSK8D zmVkq3HId3Cupsg{2BceypIy2L!>{)6wu@fUlPlhl{Mo@Ev+NzG!Eu1BtZyc^BP)rN z%05ze$PTLWwM1GQoxpIM5fnHkiF{jUb8C~zM9%aY%f8(TY#$b(&Pbs|`G_i*jy9zx z9`V@YR|_B;g_VglY>$?7u|iG*nd<7oXOonxndI-ehooV$GuwE%HZk9jL1fp25l;CrvbEJb-pSyg8N3wX0qY zV{9X!yV3w`BB%5AJ{t!Ee!61YYIYI28mcy>_(Sdh?gS6tn zC89oa2h?Ze(CckSp?zUBot!76G0BD;Bf}ihSTq(22B&hL^uu;Y1 zbHy0$-Tf|LaHU)_Z|Eh@rm3E%-Yy5~Kb1+2of3&&pTcF2u)%U#KYgP*9$IdVlbEae zz=aPBKr7poC>j)#2BSirn|>ed?jJ=8M^B`UTMsff{Y3oMu~R5fae>A~`yr|O7OQ=2 zyO{9TkivKWEZRGR!822bb>7$+jyWU{&9!IX;BY+c8^2gw^p4R;{W?wloj*+%yflFQ z%9(KF{R2)=r!=H_^^)doM#O9QCOOb~2>e%#7YP=u1}iBGxIOBSXiv{ruC!*MXr`Bl zWi!DHj@SuMUq4oSti=SPRhy~z%uwu{Eob>;P69R^KEWO-PL-@5?jxIqEI6Gw3RSu% zgVTg&p0J#WX&z$(OCD!(m2XBtc;F)J4G%r`tB;G>d1VTP3^UM{5}TyuAkb z4*59X?@nbS$8#q6Wm5HhH)-e3Nu1;1sUquBr#a!t-Gan_Y>DcoJk)hsj;l@1Vzt~s zV7C}yG=`HOHvVV>=B#U_LQrpt2Ak1AoayJsL19Y`I2pM^NuLWOrf(!u%hEV;Qo8Ua zt&jR|se|JRxj5ci4lkx3X3u#z2gXm7#(04S1SK?ao%YVd&!e{!Z_{Ns&*&(K{WV1s z)Sod?vNk-MdIe7D%`=jD|E}QQr%zc1F8_%jnSl56YJ|eRI*_gNCD-fOMjyuw3-OZz6>7!AZX@P&D~yLgq<>n z>9Bk<6z}>&Conk=%k|z8X3c}rws1VLrbIohy;8SHtyF=i;qAPZ(ekR9qDcK^6B%T5BjotVD7(XAWlNjirH% z5AE~DaTswd7E6z90-K))@Mq8|(0BSlR_Z6i@TxAJi&crlWY#b8X2ck_c3vV&qvnB* zv?n=epAIfBEb+r(PjHQAFgpHm7(Z+UZdHePKaDPuMlVYe{n;KPl+{R%PMxH7Ndah> z6hTkkWTAEcc4)VJMb88|u^z!;vHZRH&@alK+wz|Rn5g`*5c+R{sVEOdwIYZK~JKcbep6i@~z`ew#Z;iyfyN_s|h=D)6MzS|v z#0oiI0t+m&c$aWD(9NdM-Rc9$qpWe=_ymwSrwdsI^(;qYCSPWTKP-5dDwyQo&bdAG z05V>z<KJ-R z3M|P0k-XBu&Gk$UMBq`OgNG_M?)t<#v}Pf@M8{roQsW-txleP|JQxmn?s4|~oPA8z zfFjK9ki&tVAlwySD(U_+AD%t6BuW3$p|$!xIc}Q<(_&S)OFK%r5iMch)y?d%VY?(P z={lehAtP>C(;~S%^ELVSG*C1@#EhG?ajy8f+G8gDxzs%_Tw2@(RK`Vde-92vtzhH6Kct_ z9j>Irw}``EUM>1P)QjaT$qX8*S}J`9Csr1 zu?Fgls-e?11)`raX*L~eq5Atu>?xJzNqOXRN+Jc&Y@mz2OU7cu1RtCcHWy}iit%ip zIeHk0aNlqvsXnSo`Nxw<*-A~w9JxZBq8`(gFEY_@+t6I`v>q1lL8tf+gZf7jzZ-9rH8o<`bg~s`7;QGz`v~9GA z=dm>ph8Cm~@x6siexIF0`HeQT?R9~pYSHY+&6|<6cpRR%`9u&Z^_F{`lSM~tr3Gem z4Fzw`PM^kcllz8QB>>ed=~yvUUMPqiAiEo!BYEzXg@hKiVUHE8-@Z%sPfh~s!z#6&(UA~0kS8?lcI8$7c~2Q>lgRVQC$hg!0}V=Lc~;ev=(qD8 znDi@FJcZH!n+!1g!ITC%I8aTK3Y)2}vz5@bW}75=@DN4TH~O&Hm(JNLgGM#=q~mEO zE)O3>g`R^#9Zy+kiJL$Nw{KxzRY?CcWaL+t&UvLnvANM2=4r+-C z9;XnytTr+&ZM0~NOftu$B2%Q)(a6%z)#E7?B*3dXPSE`M80>Fn@Eu=cP<1*?v$#%R zK1G)$uUCt0p<6L_y|buRq>4dNxfow$i#i)TaN4juHLng8jU+3fN=OcwBU6Cu&gMeq z<7ecj-)`ag@oY?=ECX)`MqzPL7q6~~2XPv^sZWs^>?_Pf3r}5+RMA~hsFNYy)jJ|w zZ&=7{XYw=0+;0?|7|BL=Ntp22dOf^1@dX`zyplJ=Udpnc(RIPrYWz0gGS$)-pyJH| zy8rbl9F>qL7Dn5nP(1{-M)Wb{nLMvXUkAJ5Cv)!%>qB9+3yo?Tc6d8Q4JF1AJd9{$ypQJ>$EZ)dl78F~N9iR0_@5;DkG>_EWl13lip6lJf)KsYQbU*j?Ta zF|!g;ab5&8GyZvRyyLEU^x@4F^p^W1Xw=Z6nrF31R75mxoLUG~w&{F&AW3pW z5D3Ri4)ZTk|nIrCASV+B&?BNIhW-{*r z3vj%b3H+Q`h=)EmpwHi6u#E}AH#&)!l48M5joX7w5euniySmV`!JK0=aVG6)-N0%d zO2;#+-m}*IoB>api)i1d9&-5xlg+kYLtK!t9iLsFL~>NBu##88>lCMhWVNYir|M!X zCr43%(PFDDyHEX31YuA0X?CXNe8%5Y1K!?w?BwsQeD7}y*rT>`1zfxFV4xAtRj@b$ zbLT|CqId34`JNBlf(a1)p^2m4VaPW7Tuzowb|a~2eD*w>agg+6D|X0kqnUgr18iJY2Np%mMI(U+1U*8UDQ>$?$`vWT=KMGf;PR7lVThag4H25~#6=SV-W5utP zprxQzYdx4N>}`-oHQx)6_rQ!jAa|L&>Bv#&3}*UcDh{Cc;8}LQMFR=B7KtrYnz&Ve z5Z@lN;l&u%;O=>uv|#k8TGcjPI_uvPj0a0*-J!jLyudFG`v8b~(pSLMA4LvT!q205!xa-t8eClM*cusU- zBxWd`LJ#&8MqM$DY&_SIx1@ltV*5c-w45lW- zWQ2qrL)9x=;D_20EM+p9lsZna#qDgge-)2W?s7spR*q+0byKqa$y$N@+yLAcP%hZ1 zZ;ejxP3Zb9R%mlw3GW1L=e{KpER^lys^#7#>2x`kWF+H4wt{%)&i|;r(F0l?AWMH& z9H&#|WAS(e;Y6z}MXANsSkqF(VJf1e`(-7+@y=6Z%fFz zFV^t8|2BRuKMXDXB4Ni3E$$e`pX#}2hp0JJ3+mElF}{~rk^i7J{ks1vy(WKCoc`tr z+PONxSJf&i>a`4mjI2$f_EwNMxD(?n_fdHlOyp*F7( zg|R=zf`O7BJ+P>m-FM@eSTDW-Wi{FaquD|lQA~yQhD;7)DdV+ncum-v(zRb*_lgs) zpTs#H(Qw>)EegM!fpbhY`1Tqd?#X%n*gI`K1_}J&;ICMSmnkJ*G@L{={l&z-`y@GK zvPBfQ_9|z|g!`ftJ*H#!vK<$1XF&ZPTZX?b1*wNwxPOBVyvh+$sS!sAy!%G*a63gB z5sGIPRf?{>(8M9a$5A{>OflwQ&-#0kS-bCxK9t(w(91qDK2nGo9cjRdvWELvSA;56 zdYChAkd)uoV&=UO?S5eej&sdvOt1r(=xxPfC3nu?v0fruRV#^!vlXqFc$FtSPzQ!` zONENECotsrSD{h$WPGP6pcW<_ysY=b;Ou>p*K0?y{pdydT`3cN$9|&=%Z{OguvzTx z=7ib%_F%!w$*3f1lip*h5fKF>1Y-W!}DnZ2QeyYBW^Vak04JZ35j z?;{OqPbQP=^RS8BOxTJFX}3x14I#PnK2UTgXD%8p8joh$tHkd)bwsmw9nLdz$Hw7$ zu(|Mqn`qrC8P$-F3*=6bZJW$#WI949_nYK~wM(tw@5V`_r^%SX>1Gl#jrq?t2qG;!Z#1dNr#g3R z@WhxkaHp@17@llGsWBf#p=Rx5t-u~9oH#{i92<*mMK^Fl!Y~bXn~zfNDx%KAvJ&yL zUNYqIgOqrAAl11Ni_#q*d0^ZgM$Re@P=3D}n9J+{*RMC|(xZW( zqkA6R2fOK&fKb%`#G*$IMUjIK`1I`R4>X&dMPCR6^mprkWa{-ubaPt>g#`pjH6c@# z6VUdJCEhZZqt~})(9Xa*anRQ7;28Xr`)pYTFLHe_MpwMWFIU#Hc4jovo;3$iFI?b^6(Vcn5%$X-dB&flNX_TW5=yJJbG~dI%hJ-# zvJgh@f?qM|wD*M!m9n=*JK100^12vDqRQy5c`DdnoyKxFyA7IBI%t1SKYQ)KDSF4! zgV^kHDsSKQ?}mZUMhw>7NU$*bs78CQ6GWX|#ZSw3*m*m5lDG>VK6iYJ=GvR^c(dh8s9$c_IkCpRKmm_v+r+=j9vF44Eg13S7 zdz$ zEJRl)4Se9R1}ar6B@g711z+8huve%6Fzp@d1M8AIe+pk$vxoU(8j;ODPM(tIrUr03C_!r=`%Jy#%v|M??4S>r{M{hh4vJkr^YFaPU(< z)%Q;!J_CxF-{?f%RObG53FVHJgT+l5EIAfHb;5G6TlV{oUM`&Z%V3x0x2T=_B6{qtGt^Ep#ls5eXe%6plWL7&!~IySc2?al$)~D9s9z6-QKkyN` zUOT~ZGkbg3 zbYvkq{^DR#<7!U%lwTs9-wDhUmnOI@?Tq5Q8jxCjp3}wn4sVv;BCGeEgj>%wYOgfJ z!p~p1!uieGBroVGJ+(wpbY<~b(iNkRL9sI^S-_%8GqTWW!78yu`Wn0vst7&f1a#v; zDeUCDq-t|Dgjeg*=sU;PbUp2+c9N%5eXTiqd3`2Ba%FhgZ4jOIED-g!BEng?i96RY-LH(V_pp(@|w?8(6x+>Y)v-xYp^KNCLZmS>MQuM|s z!&tEO-Uha=nVdTx_MvIwaXi!J0eKe=fN+5oIeM#G=pKE7#AHo?wI`kmTkmY<6o&iS+D!DNz|E5?(kP!1F(S8DjS<38pA8+47#> z_~!ie*pcyzMqe=?2|pAq%V-?$;)*&{kLOeF_IeCoD1+nfl%jgXYVq?coA8r*0xGER zurb+{#}!(j#nf+{ZQ34ip#2Hmv#yC_p881~aC9^G^R58la^u;!)?qSqIDMjfcyU;_ zD2<%d&c$z-=(!rjTklJX-(=qB4njVkQ%uW1(QNk67sjVhY^p7A?O%Od409pK9xf>XCwW9Eeo zU@*}UrCw%<h~ERG zwC^VkzUE3=#@h2fGk11Xe=7U@{7Lxb(=Xy-+$aoKufVNcVI>?@F^9El!(M3PG*GFU zqvC>pSLm#@$KmzX4R|nbfTw*~6Yo7uWLvwwBNI89H29+eC!X2mc1)ZJc_-G;CGVZc zkJq1QO+^c9`y?L8jv>%;{1# zqDDg-p!%Mi<;}Q3fh&_IWSl+|XL|El0jY9gx!$wn&&5Xu z(E`#ou?Qm%nX#X3F9-e4i>YEvELa@7LwB2JqmkzicBxPqx-agBX?PfyPL?Mv?J~%> zdm#L)Hb}c-Op&jhAzY*!DoWKGEmGL_%%bVsIP{tBMq^BZQMo>z;ho0gn|aMBwbcct zO);l-TXtA{VcFBXG5d(;mh!pjw`Y?pTlT|71#Qr|b{6zBI_dViCBmAYT|7Sj6LGkP zByf=@m9p5xoz$K$=v@>7$#rccykZt)9GHOa^X161mtvl*rZ>J$cnJ>cZ?c@G)zC@I zoIHKeRq$Cxn={d4C)!I~ECwE?!}rT^!nIAqWZv>;g#9j>`J5rxzgu7IbM-c?X^DWa z5)I3!ziVJY|8<5iZ{nY^+y)Ih4uj%yXBaenMSK$Wl7Wu>oHJYf))5w~sbN&H7Fk8~+278chnB}f z!>9~er5g>Aw26Lkv?q!Kw$%F2C0uzch-CC?Kz3p(ZS9#TnV-$< zeaH6Ej;L|qD|93S6%R<)Sw}oEsvH}a?SYO^B~Y@?CF$}9=rNf`wDry`?&SL280=_7 zv%j9CrJC`)k{ceV&pt{@)Yf9j&Ou&-%^U7l*-OOS=REK80SlPi=K#Ntrc2^PJBZIx zReEZzDJ(S^FKJBfk_?$&roRgk!DPu*DmOSC8^rc_;Sv|5kDZn94`0$ZnC5epc-qq*@Np2sL2xzZO0(<}}#y2Lz- z!^|EY6Z(>9jCbQieqW6qufsrXLNpOROD4Z1p2TBeHFrsA42+T_V(%4cV$^<)>SPZR zi+(eoewmiq69?$G45cl}aUPDrpfFrP4F*>r7gbB*{vWBt&KlmC%y*q>{8G38|iS zoe3eNj3hg|2%(6dnfHGGg6GpSuCDt$zu)5!zfoHXxO^pl8|+aQoQEliO+n*Jo8gv4IQAZd!`X8!MS42N7>4cP7|dPQ$R*FX6@MGVO^it zKjca>_LEIltJ!{RvE*X&6Efi6NLwV9beqcuYQL0a<84&reOr+SKNO~e*m@qjcQwb| z71Lq&&Q(Cz`F!l{e%_a~Ypi=J5B6J5LB}&6_#tS6QuEwIzuzq7y^oj--*F;UIL^+W z8!N>J-ZV-&ZgxxBuRkI${?lc=d@gQZk zOVr~W3vT{GMpN5^s7@s4^J_7&O=yO)d-{^5Qax;aIu$1RRgwzLG_pMP6)2z9gp2Pt zK;6ZOO#bw@B*!%pW44w!Iwvv}o44RQ9cyY`IZBe-8b$W6F~KL7 zX9}NnD#H)QLTH>L=KT47TI^vul8SnrIG?OGf>HZLj@udw2uaaqXuFvGANU4NJLrl7 z3?x9dAEEUJRWWYqbl9>s8(uG#@LUXj6GyM>B*t?g(Jh}vDh;#Yz}|MD>ak@o=cN}2 ze=ZiS>H5v9)ejZ9e>ln6mNf}lEwj<=@qpyVat&||38BjUhEy{&15Ul$ht&_(ai5Rs zVIGk?ksm3EnbpJNeP+iKeV?V2X#Vhe>u{$XYlA)a}>pSbI z4Ogvyh?(+jJhNGf2Lpc{=%4Kih@*5cO^i)}lxNDekBs(l4WwBP#P_u%th`ouwYHW& z@<$__p3}>*AOB0dWOE5uO_IZM!lKEiD~IWl>BEqsD9tz7A%y53aX9baYEW~p!%^w! zXr=r^w6cE%pwmrq8G`X|Z9MK6{!F7hRCxX`n`!1bW9mA32CrY7E848eW?Ao#5(a1; z6r={k zDbVOeiS@uwCOG^wk67D)+g@4xD7pZFBNyTMB|-SN>kya48WEd?cc}a6DX?VDah8k3 z!R+Oi8Rgw_m{*_$Q%~uLZso}12J1X#Mxr4vdSR?YW=$=d!=A-Gus##qrwnkN zy!via+wW=AZ`ul8(30h#$DT8pO%wRu+kQ|}ueqQX>E#EwAp$$ zf7Pq!u;%GplpUK$)!Z4B%5LU#{s@I;-4PO*&ZUs7VL>`VGswUKbDZ6yPy5T;A%L4F zxqO)Q3@+k8$%7oi8#h4SZ+rk{vC?b`vXQ@}oPRX@B5s-hXg)WTW z4sH$Wz0B zGE^8jwPDV=xwzy+DOIsOhL=9_p}A)gzhfQ6H)oDgvuz#3>WUPO;U(a8({_=T%XeDj zd!05@M<(L+Ir?eQ983(*<(ci2#t3Cooa?uTcW3r!vDdj`p2C4zL3_MCN=X`EkyRz* zzjO@NjFX4qsv>CpH;hURNzgX_pwJ~~B59rWf?Aarv&(>+t62>lc(&dKh1*WULmaz-K4*Ky69>*DF&rzOSRy1mVNWe)!3m~a088o)6BLYW#_O7Ev zis&yQ`&mhJ#wnKft~6KV{QfM*?8^z}*^F$Mn7a}_uRH=*B@3|HVJf^ViKXd%UN8{r zWz*E#gi_=7qMDkW$b`t^XOBwM$(w^KO*die{gHI&S*YmGO(jg%jv%@2$MNyOVlcYO z{_Ybu3ddibiypSW$)0o#{2}c}TGDy!&ODC3SnUZ|Bz*>9u72kwKyP zi~Y>($|leiR|`hoXP=q>ND0#xS|T0)olepkPgH(M*>=5(W4!bw=$4mF$2_V>(mF&x zxmMt|RSDwm;FV|{yB7=H%`tY*LuS_>Ba~5@$hTGcK}L8Spdpc8c{y|CBxY;k_)m)p zgk4#>*r1>ak1tlx&avSro6$gQS0BI`a}SYg$Ip}g;ZH*0n-_GjY7Ay7ONpD$OdwPv zjAb2$pyJa;FxojqvdS+~vSV^7s&;xa9c?@4J(V+{v0yiiZDK_8%agJ9Ul$$6WMWg( zFbxa)L#X*nVciUZNYV_Y2$->zn+o#$Kq-EJOkLt^0MB>CE>m4EWerM z0#V6NdgDX|W;Vye`0Qa)@uLo7t%Ah5IUMpRe>T3@6-o;(&qi6ZV_0E$k!EIQ)7VL4 z_%^0dq`T@Hp{k2uC);cNa1mg8QWD-!Ttkd=^5- zfCV~+9pjm?-@(P^d|Yw0h%soqMFXzai9deTh1CAlG_w2-GqmC$dMr|CY%(_$%o8&B zLDmI#PnplLX-pN>&f~#(qfi^?hW$9n^@rf%+gP~1W)F0@ucZx5Jy;iXLAWmEB5eL* zL&tBuitVdcHKQ4LC9JH6zw#|Ayv7-i!P9Nn&vX*94o*V(GJ@7u4|L6z&me2XVj06zbvV zCAg&(30(@#!igda?B9?8wWVoHz{$sGBNNE`&?1EHv5Is_MKSolKR^Ti6{2PBEMAY1 zBKU-}pWBh0_+IQouyPz#3{)5Ct=WRSs+H*Q?zT{UbhN0-O-3Zp_vN@eW`A4r4oS)k zv+?ndt+;3QA8L>#*BBGgCh>XxiOG3$k`uBgLL#LygEYe%VL+xi4koXJ&iOjfa_KgF zy?lYFc$WyTsk)G3Qv2AR)&}zC>Px!t)iV;eURG$cZ!gT*!sg|3ve+F{8j2bhLgdZM zlB?38*uGraw#r$W8}QjlQu~#C?Z=Ez^Gq$Tp*#<{UAqK=oNPE~@=0j(%mA!}8(`8F zXV@|H88GOUIG%X}mIEmec~{!@#;*_?O^t?)sd+G=J_HUpFMx@Qx6l;| zmw2^V;~Te{ULs%LT5+Fft1@?V3x$trN(D#LO2Fvk942!_J=}Vd0Z}ELr0lQ*@#BRP zFN3*ESL{e$Rlq_t=i5T!+`Bfxtm9x~iU68kAA}p-Ui7oSKkJJ9!w-5ThMAp7&^f#g zR5$;j*(W}d8^X&r#j2Me0n=*WJ`ydXRvg_I;Dc8>he*r0E$BG0o8S8LJ5%PV4w{|w z$ikDZuq4zIr0zaun#V!n=FAywQN5^p(JGuWeW}IS3ayoT2W{ z;V>y|K5cG0#&4FtO@o3jp@N4s#Ik~9S5-scI@D7dAd9suFSh>YPttEbmo&cMfpzy) zntII&%BDL(bN(^Df-8IG-1`C*|Li#r4|C}_uUxjblGw1oqLCLp(E(GQe6-QD_kd?I zpEU;a=KD&Hj6^us`H(`4bH-N|So^MrEE zClNclqkQYNmxjuvfWs(b(b^qXC&S+HsW?Sr@-42c~miioz;vw0@~Hu z;vqYBkQmU!ahSSgcT1lt;&h<_|t-hva`_9>>VC^Jr*N^pJJF- zEbn@CF)pdj#O$$$(Qd|0+<$E>{uHDM`Jdy6f&ehn{(~SReWaLc6T};%Xw5BNya|_l zQilFxM^U}uF#7fn)A!4k-iN$?PZ_~~fqSB@)= zd4lA50=7xLrh8t?V|;`q_MMTnwFnGFT?<(Zi95%r4qL;7HS?io!Dg@?*g_Y7Vl!0p zdg%%IAFwuyJ$r(6FxIk-F8zBFYn020o4z{n$U|z8`2@@yjmb`pY0!TyWM-M^N^Bw`Az!06A(nNGsw7NV3i}e6VsG z9E3e6ei9F*IrE4lem9KhV|%e5_mgwZBKkx=kp%2>V#?!o)60BSXzNwO%3rrg=Da27 zFi{4Awsg@Ot3EUT!Y$D}WjQXawL^YEHeQo8gdH=raqvqo9{3U{C<{D8r>_^|%yIKM z>*FKEB~Dww{hQMCiUe;QG}90&1#g9AttUzMtSrf@p68h3H9?qqlyzUVju&byPr``T zcKA=K86PU#(Lf6xjrA>|eEXy5HTxlF;^2Jz$ligI10D+J`F`U0dcPG) z#+|YmkXs6|x-&65NGLg7!Nt&MMX)}y8r2-f;|Exd*|`DS&2BOD{!v9NHkWXtwQn=m z(+@Ikqs<^$f<8?QTwb*&rgn+-c2|b+GfvG8%0w#j>unX`X%n$F+ahs>MJoNKQ5ODe1B7wjLK13iC6iln;KA$LFyI?V{we0cy9lP`(K zYBaKa&Ry_$-FLtftH5w$6KEFIh$5G!Lw#WiEIefoR-d*)ey9cvT1D|3?JdQ+&Bes1 zG>bc?vY$V8(LT}Q(aVL6iA&+(xgp7eEoCs7mkbsczA&<%D`3On)5K@a6q@c`D;!eW zfO$I8pwKVFW~a9{iFte+LRe19#Hmtv@vTeBOI!w? z3li^_f!%9;D7{?=;)0nlLD35AR=3hI2EkA#KLcNE7!5Bj&Xnv3`H2^z0e(cNfWfZE zRCQ#dWa_%bSY~6!n7v`Mz-pC*TVg>Lvv;^hcHx+r+gpf>~q*Ol_YlGS%8P{nL^^hvDg=4&MdiL zipS3=MiW-Evq5zNb@UVc zrKt_*VTpyI*98OMPdv6|Bk#Y4I$^a%am@T0#ZY8-0+-Zb(PX_fG}! zR_0h2)5JJ9ln6s2ym*stD~gO$`liR(FNNZ7Nwhn>fh2$Hk#sujB)6ydVz$tkJpP#= zPJiUZ-71Vlv-C(h*NHz z1$uj@G6Sj0ZN~3DOsvx9!@*swlj6@2kc$*TvAP=Trd;oLck^`p&)M1ca-AkMS+Z(vBiwo##<;(d?5bd(cbBY&!x{9)rRV z-6VKCGaSaduOr^(H=wV{UovJwF$^b2h=11&xNXe7#-oei^EFZ=3}qlZDhpa=Q$RRu z3`ceKp($Z9x6=3k$va^QB_H>4Z=`zh`^iDkaIPIo#GMb@r^nF}AGV9g_AJgfONeLt z3fR#u580cPF)_?kIM>%5J0@B)W7)IQk1hk(#1{~Jt{iGV7tjr}zLSp@U&X4=pHO+l zB6wW+9hQd%;&1mO(0|-TsJ^Kbww~tzui!L1p~*1sVF5Uwnvd&lZ-Zy2Vj&Pp$leh{ zME}$?R9wFuYNAx&%Qz)?rfZJ30-ew~@h5e=Qp%`i8$qJ*6Zy24V$p^jXnm}d$X9+N z%JW;G^50R)-K#>+MwJjvGKAjO{-b~Ntnj49DH4}<5|4JBBhFPJsI~nvm67{P%XQsQ zHvI-3dU}EAC$U_i<*v{tQX_6}?$AwUy(HzLE?QmG13`}k%Nbk-ktK_;Z4~QTkaffK zk#j)#`7AnDrHlC7m@KKT?P3(JWRR|1-{{~gV~{=jkiOMk4}S)|P~lzzxgniSKaW&} z)yB7p^sgj1AkXfRHrmoq?s(`rRDhpbcL=u~^?-=YCB)#}8xE0vE6$gFMnXhJoE183 z4)?)6o57qp(6Zf^$ZypFzr&~SRM2E`2PMyky2}dy*-M7SQc1EBfyffus%-_?I6my45s=UmIE^;tx{J;fJ%~UHcL2-g-cC z(f%*_601SA@26nWKo;aah{c(9LT;o|EI)g571?3t!CSKIIo;bj5(Z3dDCnt^DF^nE zq!pX_X&;xvo6_5~YGw?ndzwLBzq>}t)!n$&H(!Y>=GBl>r#3Uo3vx)sb167=Oh`M- zvY~m0ob7g@8~5AcvAF2dDk`jEgsG$B`I9VafmH=^+P28SGDT1Bo&R!BFF&6savW&H zK^fbPu5hMQnCF>~owC({n zq~r>H+W3}AoxjOl8+uH1r_-OeLYya9?`}-LRQO`lu>h>Snu{;hev(>6mScAN6WLV% z|9#er>Fx>1GOvrydQe-r$nbsY)mJC1W z=B^SJNwVWa*!X>rGkoD78##32s$3ce50YC*c8;9*!bYh^dSkDoNJ;|tZ53hZ@w1R^ zugqr8OF&I2iXU^|2P*oaA!pDSV$U6BCVMDBO_jWOzUFw0Ee|8b{~m~(t{O0+&h6sY zzWccBQUJ<+zom5I0P$WB21W}KY0&Q^_;k9C{y5w~j~VLm+{QbS16E2P|4^I1;leh0 zZ_y6$OA3S$ACF?BaDXY;yOUYN?kYUiPhbk9ACvL+$1(2SWD?0Z@I31GgUGXll$E4G z(a|SF@S~EPy>y>eCTszWk^!r7i2A(m|T0 zOBO>>cq#esr9Ak|_QT;FdZ<3P802p(ldL$qm9-vzB?nBl5G6($23KZ7b&MkTE_+Ut zP35tceV%m~nMsdDuS93{F>r2%JhmAvfrlyOIHhu#tbc8QbWaD3ga>3mP6>Ap zc(X3oP*S6|55p2Fp!u#?ax1|YdX5;=d;e^S)GRG=45y8>Bq8JYZH1%^jl}C`sX?v$ zYdZ1%H`1k-A*r%*1!WsP)ZU**4AxhWvI{%;nn``sYx^sPyz-;EH-lihrmXE?B7asE>xf>oSP*%7FWno4oSGkO=d?0MqL;e^w7p>?3(T0h_vvnsg7F#sFYt)L~$B)7KL!0@{eaA-+~t{T2D(af58x}%ef z5NV0V@HIhtbOJRvI~#H%Cevp(f+5>rs)%!Y3{F@!iq3hV0foDsNy^ z3)_X7cp^Lx{La*owu~~mHZYm|doc+=t$L3FqjI6}g*A*STnsVZB{nm}O+fCkKOZtv0{RO|Uc0lI(Ez!uF3DWN+LQ&@9xX z6^-g}%D5aCdTH^b{xLkCDGd2qq#z93J&D)0JpuN;_7y&IEyRC+uXELRs^Ef?H&_lv zHg&2!3cErQ#hRw)(Jn6p7hBw9xyGJoVkE?pK1^@tc;dA8h*8DUqY@5U61~0~ZtMB}d z!l{zT3nGq@vkH)tbI@YTKG9&@Ns=6O9CsdO=NgGA@UM6}hQ)psdpX46=x?X#sIeQ+ z**+Y`8eF66&gKg18jqlV@DSB^&BOy6Z&R)0L)2#qyE8w(4*idbpd;Zlop$Rc(3miq z=+;H!1#0LXmjxYb)tF!A8W=mYit)YkgZ>KLM#q(}2b($xF_51QvQHCmM8rAxF)Ia@ zsP{sl+gdW~8S6q@yc4xMDOI0aO}5T|2dO(}K;Bvx+AyP-ypO5pd+n=c`biE}k2S*^ z`D0Pxbu$fD(TFm^eQ zGPIf4w?rI9xIwCl+ja!-9>1W}N-|2?`f(Ln1_vWJI-hI>k?A<`ZHMJ#$>~eb}+eoRb)q9Q1;h#iRaQ}a7lVc!Y{Xj#YP!n{Jdji&H8MpH%$ZP zZa!&JmOzJ;v~cdqwXkf#3F5K(H0S!96CypsHjWcaZYbQwhSRy9N!_|q{=f1qu=dU| zTCu1I+zu{+fW{?ce?yy1*}P@UQB@guTN5XY)asyeQ4g6N&L3&tYxYrQs5H7r!cA1+Xw-Bz}_TZdXn2qNH{kc(klOa%4FL_wl%+wu^g^cN} zyZD(r)_s>JQ#R?~m_LTle^NkJ$7hQsDY~GAn=dM#*$7f|WzlDC76@C!+(jo>VDnKn z7dKsommjf~OB$7VUGn<{b~oAC??oHf;7S4Ry5R;4#Mg)*)-Zs2^w*NT!LI94G6%z~NZ_LPdh14Qw zDp$@5uxQeI$ugr$bjPJAxT(i-uf6U|{0p>U-ZIt3*mLoMvLGIIi1tCY(efuUZwLXp& z8%M!)+llz`yAhKzZ3N7`o{T4~FQWO2R8rmGfvw+zxjyW9Ewoa?$I*8%a8e5U9Jd{n z>=Mbc`Kz$NOcuU}G1#0HExs&!0aj(L#};-buzErlb^ACGoG19Q9`+mLfca{gC3lAY z{OJO}8Z+Q`NCXU>nT{q+zHmJv4SkZ?tlH-NjLu3P!}joD*F+V_o@@@8d)L6*PlYhB zW-O*I(1C+OCy-I9qKz)|$g4Wm_3D>MuSCn>=Kh5kahMBwMbn5ywjC{wpG|aRcM*#k zW#amK7Iy3AfZ$~X)UB&z&u%+xtNTTU!zW?DU1bP7*Fs9>n#1D6RPa}cL%WPP2tBtD ze>bPYX!YA9-dPuv?T5=-$l(yyrowwjKjNiGYhg9-<9PvO!DNN-KzjM(v(*e>m*``V?sd-I-)q#8zw|GHmnSUtrH zx_-$Db3822WK%y8+RmXnCSAw%C+Bh3FJBE()vx&;o}REx#hm`G;-d4G8N9N+9JtK{ zf$?N3RQ*pK=BMg|<~RevHbV|1l{sJ-+qd<46(+bVxFh&^$(^JB{2=X_bCg2B8occ} z6TK5R&~42w82x5DdJTF>6cS2>);2t9_T)G7aqy|owC@s~w`T%)q}xljx)njTr>rFM z@K}*omo`In5b>c<058)D<=DM8v9dJywNEqqd#WY^>1I2eAS>NRl zROWe#zhs<*$ZOfe=j8}nyH`5omfBTF9W5nlJ>&_t8B0Os%~;6g#*_U0N0{y5dO`)2 zYeXslZDMOq)GeBx#vk`ILNsc!P!Pe)g5r7CXxFJEuwT9eOiX`ER%hgcWc6Xl>N`$f z$FvC_otlk)Ywkv2cB95%07gw4*#bUn_)yL!1y>G}B>IpGIY4&>9yu4Ed$@IC5?nn|MY z82RLRi^QK8L+kFj&;g5FX5Z%w$;1Pduy(pSK5K}8+?X8PzUMEU+{T|7 zV+7pyUxUgUq~XD-UOb=T-q1hCng(bd#&7SVI2T=_#rFe4p))Ph=4Pxms<$f(zhB-5 zJG`8U>iah4hj|~~o@p+!cwfT0*YhPyH>|~7lMT>UhQ0U6%JRfNEg($u65aJ)foNN0 zP>10Z{4Db4+MP4OD!za;yYvVZ=Z@hIH=Y;fN{{Ch2gkuU4K)mCn<811r-xg9Yylbd zxmY%YY#Ox{@Cy806*;1;g+kA>dXj(Pe%vAPuo+d z_F5a=Wo9AQaSqpc#xs%W-LoX<+I&IZZF^YqiX*hxW`mBLP*S<~Etxfc0i8NuivOI= zXjm^*ruPyTLazQPDy6v*_w3xxJNiHmq>iM+!t@0E;!sDrACJb7f0RUfn#yVP5hwi6 z)+=1=6)1w!6GW$sHgXPaQ^A(Ye)L;?Cib&keUtwN>HMynIBjnT*#6a|YGP?&$30tm zCN`EF^7Ii(ZFFZ$o&8|Rg-h%_@+^#9!r)=!sUkmwH*(0_46C$`F@0&{ zg|2%-U`_W37_m|bik7>hbM0}`^IeK$&s~Y3Q#;^kYb>|*Lm>S%Z3Er%Z@%!yMUmL% z$zim~nJzfbGNtxPe-jSnX~VjY?c{245(yREhv(@^5|ah2vvhbnWXt@6ue<$V*sdP7 zdwPf>m_*ojGX?aT9YEbu8s5#2h1fZHyvmSk)HO#$nEWwZ8!H9o`hn%5>X%mqlLzA9 znVlP*s!;@YLNeHHj1Pgy#n4Vu=&SRt)RtQ$817$(p1;_9j68?eyz()xyRQ=7Pu&Dk zx8Kv~8wZF_{#@~ngt3s~V+>~fo1k{&5`3V$llcAR+OV=)STu7C99B6Ai`1q;<%$7v ztMD?LkBf)oL_-XqMWpb+K`J-&1lR3rC&x#af$`F@NK}<*!fh{9)qf+gJ>Ec~uLcso zr%OrEDQgTEJcM42>;FF+Wh@u{W`{9@9|mm;eQSo^!+|<&6$dO zqAG~?k9^$NJBvD=yCCNF9w%}=akS{cc(DG%h2%~~;+Qu^BGY?>M)Ai%+wxO1W^%IR zrji+cS3V5gyBFZg#d%m48;@fiu{-Ggf3$2~t~m0;Xbk*AQ0}!fhOw;34bKWm;-lZR zxOxp4TfPB@GiH$`gMO@Cdys4Qb6UFGb+`Cw&4CrNVzr*^Hws;P>!FM1XF^{O>a*wMiYyQ~f#uTG+6 z++$p#r;L9>lhM8Ugkb9iCt@+@yTmE;J01Jf8{M>@5zX*M?#k~LYz@l{LIuX;*`_pd@7n>846T^9%bleZ~2!)DDV<J$oOX{O|y&#&Aj)Ka?#`L3P78R67#DncI8_7jCH` zB9^IWM{BUoeFEC$$kJO@BC7K5CM4<#Ibl7N)^py_o|zv68&9f;T}#=#W6c9j@UJ|Y zGwYUsw&XDudB@1m))|nt?+UuiFcWL*?}HBkqu_59>$lo_n|5xJL6h6b+?B(Mu%wCA z2nVy-je-K=Izt6Re&h)Q>P5t;?St4ze98JxvN=cDLr?T@PF#c1ww<(z{m#uOa)5{{ z-ZUdV7+q^!!Tjwd;%;d`_PqEgc)dLibG=yKl7*7+sz(dCcAY?D-7ETb{#q>S0ZDrM za$#yuEs0<=`gH=yQzz8x3tr;XLI?9l{3hW z?xXZaUZr3l&XAegD~pq?Ot=H(_I#ZQ?VxqTi<{$LO;w(m3XS}`n7(^qB%ppOTx?E3 zwI&|3|LA&Hl34^3gy+bDe=4x1{X8vvQ6_9-ySXh}lIYIIA!P04=@8SdjG1Gyc?X{K z(ErRY(K}M(g!4Pc@J~6+<82vzkn_*|IysVenRwr_1eevmbdTR+h<|U2`N4mP!KWcc zRYQ-XvxrMLDQn?D&k^q8a(jFqsscLQwjdv431b42VWGSglgRpi7L8siNoN^v>r^v= zJJV3&xy_KPv;H2_9Ccs3q5qILdceQj;Wz2~F9wepFM-bN z93u41A)2Pin7;KL(e3yqscS7{+Hc80b89fuYqSP`ei#FtI!9=LMKVP7@5aY5HQ3}h z3j1=>Y2?TMnC7W!wnfMFfIC5fbgziV?ZeVAbGavZTc;M3^)f09og>z(%o$VCaNrAZQUjlgcD z4K>^yixJDNKvz;cK6g9Gbvqm(e);+aaX;qDLzQnd-&q5!zYj^IKP!{ww!6gtPAtF5 zY#n^>_(y~5%Lt>tpEw5JCvNt0xUPv?*p^Kmky?~VMqfQbM(h10TV+JlWL!S1H!glA1tx$UbKum=}l(rp(69msRwZ;6Lu>K1xsA z>!X{7esfI^8^(IKKc z$r`TG4Fc(o=V`|qd3f0a^lisj)^q4ZLZ&(4ezy$xT|?Z|2SkZC$1)||iQ?%$4swHZ zwV`v@XL_gM0Z}yE2-$D5Xy>+6_{OiG1JjzQi~U5N&*U2NY>WmtE9>w_CZ$k~g`1$d zeKn+hIE6+wBgmej1g3-CiI^qTiTM+o$a14oxMQI)Ihi$^_qsF@JXU9rTPM=sV#+=8 zbn9VqXyqdsAHn9eL@Bg6>#JnG`df18(K48Nr1y(Zm&(CdJ~Rf+SpKixL@AQ;)rqz$Edw`=YI3Ao58ebG1lRbnpkbf}9f}IH z#YLCqD4d|bjG2KHF^QD9u8)t^jH=|>wmO- zoGs8cBZ>C-y%3N(2fRkCC$a_Aq(g5M>ApTl$HXgYeb_)K%DJ*+H@k z51{L3WkK?p zYFGn~_PxAJX-nq(`!wMyr}dJiP5M;9hvg)kvI3ilF<3JGsc^qhI0npbqsNA-xtF;) zqJd|8&Ixs60nPYKZ_VD%y#J$2cB!8sS28@YQO=Bg4@-%v&Q|Cg zrlQ=D>%sh`Hd@MMGm5eL^yO+Lm^P>*e$I04yzfSXfw2Whl-QhO%Ng;5YnKGShi8(? zOaEv`{TY#4;Ub8byOWXXG9vsBmh{sqg~k_*6*swxy*J-cgIyOrxS>x{#QxjWsLU}N zVfN-AvRR`?5IIj9$_#!>2AzkgiXlan0y*BpnN8RYZA4ii6`gCs;XpY-= zWlDMC(${mqbn*?-U*ZiLBPh3T^#CLFXa>`*a#A?oZ8Wc0!&l(k7szp4?m?Po8}TAq z%<#gbxiC|*5Xu^7VE#WRj2No~o9~4SL)`+P;f)KLG=_@|E}CI~e<~_29*q+=9RQz% z_e{^CHsRK3U+BF@Dv)S%9Cwun(6%EU>c3nRw771gKfJO?()RT@`B)a6b6yi1`9!jH zf(hAPV1esON`-rD{*bAQ3W(c<6T;me7Bj&s*xA{@L7@%rKJA>9D=blaM?0i0iBn_a z>GZ-!@M=q}XlZ}|dxRS>*CPzOuS~;P)+ec7WxFUhI0b9Ya%tdr4Ln<$NP|~gBsp@m zqIYXm;m2S-)8w~^msXG-4onLnQ@?3&Fw%rke3?l1gJpG?oD#>d$F^O*r+uuMW6 zEX~Omk*TPz!VDLCJ0V|QQEa{44Lmpc;?zr9aBJ_I>=Q|%Hn(4#1b&?gX*5%{&sw(nO#|Pz|_AwzhdL&n`ZpLeWSs$oJDmE$~ zK()6EaRkf1>Q>wfFCGu^M|voso9$H6o1044*s%Vjj(YNC;W)bE%VOOBG@SMgYf%GZ zUqYU<{p7rPH1k8c*cGj6n6z_XU{*8(yYp*L{Os5}=iA=-TbN)=e>qOLCIvS0> zX_7W0cNj5h8L?{rNPPL1X#d0;nC+x*Gs7<%?I-n;nxpeL^3yEEJB~TRil0#&$0`$y z;#G5&f71cI3|%PryBAeLpJT_T;)Z}{rC>7)$IRxQHnw5Uvh!4;D#Lp-sfRhB`IHPbr7#8|T99#fAGYZa z@itoP!oq{z5FCGp`rk??76zu&>PG6(Qq*FmJ_I7!4a+<+fC z#@2TCMuA6ZKV9;C0XAJ%Y1pKf#dFdfqSGv8xz~#sp$-yBOZB)x#L+F!VF;yoC2l8fkVRFVcTt&>_Mr<$v*IgQ=#X6+-MGm0F#X~A8Q@||y{Z_2y4X`apT zf&(BmX%)Zd)LMw0>JO_IZzoFIZWGNX!E~s3HhFXHD);^B$F$E}4aCk>Jnv|8680aP zaS*42k)IlReeNYQ(iuj_Dih+9G++Ze15LM9pws$i4;6@MwJkP#H5c2slInzC7jkby<p(FX6Z4o@yo@2TYxiN* zwL4UjG!Hz53($^8M00x;K#G0ezY=zT$MzM{>vLhClTTY#hf(hk*5@Ut0OvFLRO!MJ z{8PA#Hn=9hi4ZBgf4&-1(_&foUj)n!Ux2T30!Zn{57gZ*8TD`3uw992N!ZU+XkheE zvuZSbq@IEIf1M)S@#{d##|bi`&rxNK_3))&8nm!;M*Ead_{}%R(NdYh<;#}98fyZh zCq3f8xYuHxXbm#-XUOLJ!&MONuEd$Yd^YH2>>}yy(zXX4&XedgJBU;BPQtHu3XmHZ zN2higLd7F?-=O)F*DWgz>i?dQ7t<2?MXWDfcsv|@TP#G9Ir^**(FEE;l0>TSl=v4F zYeak4`@g$}F7yPS!PhU=OBUWV0gX^)RI3WW;#F$4c~*(I;YAVmrLi3K(D_S}?%D9n zrVPM%pY>*(iwStYZGlU zynP}R@}`purSHl4o9F1E_Xok!s0W-*lyI-T`#~SB%p{+W?-y>Lk;xzX^eW^wkL7%q zydxuPw{c@^1Q>ZImniRaLi4dQwwK0k;7e`T56YFhv0XSDBD2#_xqdD#+V)hWaBKsp z_lHBJzX_%_Wn=e*^>o?^K5s~B1@$=DO1F-j!n-*&LF9d-mUr{fd)Bd5!}nLu!9{-a zF;6xhKdEhn`?Fbgo`xNnt`vaTV%pI8?;Pk1hQLZWf8P1k$}p8z03jS_c)xcsBwi!r z{euji?g(v|`ur{}9zG6Jrc|PM#cR6uN;-GRMRRBiQ^sd zc|^xp9WJ)qmm-1QjEJF&S;(q!9=N9}7kPwx~$-Gp7-1&__()A3|DLQXKLiUe=JTUjCRwuKcIYb`2NAU>d7sZR)@%4; zHG4e_Dql+8D=CWScF8c-g&E>jUL99Bm3>w`s)TJ($zdvB6Oh4rU7e7@bP5^!Af(7e20Riozv<#b7Thz&9ff zga5Q962!jW{B3qJspDj+!2K)fMJrhJxrl6LyLsLTK_q$KL3r{#8t*m*LSw6QRO zabH+g`v-MWHEASRClv8d3u2(Ydp`b7C?|t=L&*28E|ULY5jQ097_+2$HR&l(g#^{t zjDFfJue+$oW&w0pU^L~a1PUMO*+lu*C?N_02))9_F&?Dj*xR0w+ za0Xv*$sz|~7_vom+j_eVe0yFd5w zV;m-Bo+95Z7NcHm9;YRs23BZqhoMgbo{o+>lfvBViVkWhOe3 z;rDeI?=wdv-f4~8m`D{Unl_yE)~69)6@SRu-#{9Dtn`ZFG5UIL!7Hkwt;&5Tg-{E;pXiMwM!CzJ7|io>WXl92fY>`XT(k8$i^V zMi{eUfLyoK293id%+DNUX??y7ZZg$lJA6JcW!Yq$v}q6gju`<4w>CqUppHzNW{==l{3t*co^?mK>CwmN+= zF9UWTc|zTjYeebKtYJZIGQ4)w<+g6qmI}NcOUepEISPs4VD;+}N3?4;^q-$VCeHAI zTS_lL#wty+bs`19p<|3FD22{DxDPbuXM)O_@q9BD9(v!1nvqJ zzh%D*Uq(8@q=~iSRVH)zT`s-iUsQ#=V*CU!A5)GmvTCHWWhX+U!dv=<^O)|ne-44g z@%Y=Mi5t3kwe(>7AF};x6z{k7Sln{U67pa6@S``Wkd_Uj;nLV&e81=;uOcR(@*S$dy&q(a2RulQ65;~Z4>W*;d-(ejL^9ydrY z>>mv(t5b>ll=+y@>O{i5TyfjSMX>HdyjX3@H!5Q?kt{s3o!3_JSZb`=fR);7xgJ}N zvT|i@UT1<4+_gAI{*E0_m$`mN>LZqRo)?48x2?o}>Ru35z95w=QXqIQdxsUdf=z1} z*oBXWpMf)I)FLG~eJ4hu{n!u}jrAncw3bMGpI9@&FRn`zcaP(J-1d&B-_gV@)lf#T z&leO%vTmJiE5H%%)57QmS~NF<7rW`!peOCu6a_4jU71Gs2)VyvO{#P%E#)r*u zCDFTst>BPwpD{A)r+u5*J$)Eua4V*hk_8qcDB$E?l)l2|kPs#1`vfP_@;8 zclrAuJ29R(`d(rAeJvz}c|&@eE6I*GBS13fMDoIpKgsWiz3|US=~f=~x+a}?=bzJa;4IT+WSO_W-dC`u!5_`{IBDt2BJh&HTU2K!grLyB<=XTsly67!9o z?EB`iP2J@{kl8tsV;$fGnUmv5VElb3X)lu6=YS+^(glzh|06E5&FTI!eK2e}1b+Rk zJO}&lq?q+wT)O>T%f4``~ei1P%*e;rN=otUtz*SJr8O?Fs@{dff4CU(ANYTF} zo2=R5fvcm2*|rxi=No6lLr_pOcG-Bt)gw6=$6ts?p;f&0)+TVQ4u@CU3BG)K0$)hS z($fBkJh|Ew+RSaC{oD0<#}4ijt6nbP`Kdk<){8xOm-pnNu-O^!s^;QMzi9X(nTWT_ zHjuuYAk3b4s!AzQ4Eyiz2XVzR9t3NFhFb~H6fd}Q$pd0{*b|@Yal8{b>M)Mohd+2A zg1gt*u4AhV7L-PDot{nuoj8^m9y}bv)^zaY<6W`kV=Re&&cl}UBsO+rBz|1mMJGlb zW#;^n<+Up1OIJwhF+8)3b9-?X>^>gNp#sT=S(so9eLMUruWLF_!UtbrQ ziFh5`{mHsQrW#6#yZj(+I2r)vkD8elqK)dNR|uXz2>xvhW=Kk;MNKNW9M4conM9aS z@t1C%5e99`yGep^H>_E)4}Xkor{U7`uyMm3(lL3v^nlTB(1|Q3QuUb-xu*ike_tmL z%O8=1id*bnVK}wjXO3?cOvjePi(#(53oeV?29Mt!BjK%Up?6O(8D=mEJ)#d&&%Pd_ zw$l(-T}{GA-pAopMmzN?(&%W`RcSUS8FcJV@UZV8sjuxM{gaMM=NMih`fC0Vb5mCQ==da1jW&X3 zCmhAM6dHLEv-XJPTp~DLj<%rxxE||8M&kIX!@zT$As$XFK&JOK#7h$~{+T29@+hEf z``U?;@jws$<4$95)CEct_r6Tr7N4%;Q3ph(1+dD;;hwX($W zdMwjv(>|DBH486~zl#oayZ9@2|KSSKr_s&&tY`1|E3VMcSiE3hFE2(jK`7HVAWcs_ zk9upDV87NWoN#zQl-F6HK>HEj=J-z5MLkOBb5sO#4UU6+lRj^*&R6oOtqfX6?gZuT z6%e-h66yWy%zG01p7^{}!|(H&VbYPKxMkiK8hwb%b(uXAT6SAt`axX?`1eHWl(QB~ z&nJ^*Qyp2pN*2_F%ZZEFyQj>k&EjwOtGH9w`KvXZ1?2HU0wn5iv@5xZz@bYlS{id z=s?2hKjM1L(X6K_gm^!w7xU9<_(^jXNM>31axV$lZc&>RMo-KlM)!BZvAj+im6{FU z=t6Z3yXh*n4f{Ds6PB^N@z~xQyn*Nqk}1U-Vbbj=$dSE-kuOr1S7&{g@S{RdydF!} z7)CSSWlC`A+*A^OWdzSVh0VwR*FgF@lHp{e4D=0+gRTf!EX`!uUZ>?H3hcN3>AOoL zsxlltO`3!E4Yf$;^|AOP^afoKngMrCXrVKkH>}+}8oc*Cgxv|*D0$gUjY2Mis?$6& zRz;p}`mg{jbB>YU2a@2Bb~(#GtR?T(=MuU#hE%T?(AeoVSh&;~-&(8&8W@Om3VD!} z7ea!JL)kuogd{dt;H9qjbdKRYBJs7s3YI0)JgovAsYjuVDeGeKDI=jt`yg`GOQxYW zk`E(%_`oA|3#~VV>P*{Yesceq8UBYCvr9)v2>)SmokuD1;CU@U? zFmF8Uu=&M$B5>cyuOCQ(MKg0@;zI?ln6P=9!!dM~{v}~@^>co3e+8|Uju1B0tU&WT zQpNqa9N%TTQ5nfhTpP=>u$rv-`o}I{`o)p_#&#`mbKOekJXngM;TOajuZH1+8I!Q; zvMgq7Ql=CA<3zII-!gI=b;D1ktX&h^U zy+o7N2ONfiVQCogJ_bxeb(W8gfA z?Wy^Advh!4?Hoh-HT&qlFD*2nYLY1QUMHQh<^-h&tr(*@74-KPd6YM(BF($waOw%g zYIp8(VO;TOaJU-FbVq#WOx+(NDYUM^L$6eY>Fayxu9p);jn28y$a3~4J6vS>Zc5cm z^CF39a58T6^@Q-ROVPq?5lq>$6h6v^@q{e1KxSwIs=KU(i$KJt>y zJ%bB)m)!~0ry7g1LQSwf>JWZgF&!OLS^n3KHImNjI^xt1ujxqsT(TiP9&d8;VE<7h zovqrUN9$SV{iDmoM_U&Eny3)J3!~vp$V{4CZwwdu4kNR9Blm3O71DKcE17=olqiK} zGhKEPaCW*Pe3q7mcXu(OH=E?q{bn=GxHl-}t(CRSv5sY)Fje@qRu7{C8!&Z(92Q0A z;l3C1BmvvzquQHbO#C+nvp;Fl_rH2+^u`+A9GkiDv$#XL`IeZszWBRjb@U4Uj9?J$ zx~zxU1zjZdvNGNoy8<;1Zz41$9(8Z{lN50S**o^7sPP%0%{5B+Y~Y_bA(`#QJX(v! zBn&yb3ZZXZ0o}R6TY5*p=J2aC7&`MY6&)^u2c2p(!)%PWPaKW!K1S0()x&sbcnOVg z$f3^nTS=D7auj{JNb=L)GoOak(73;uW*@&s3QJM?(tZN?jsB0BZnz0$tS3_fH;>wAwQkk*eq(+P%qi_3y7Ad!r z7zR)gZKTeR<8j_G2KQXPKvyUw(!E=q=!p%bL~ZI~8tJfuq`g!t+Pb&c$HPJ*_^(0c6I;p_zBmYj3F7ExO&Spnfg7+qKJlUBj`qcb}UbTHl zs^)2Owob05+*7luefSCDe?5ovW;Bt%x;yyZ$$MezoUM5NjW?qe)kvz`s$iwWgtJFx zI{lq@k4C;^&!s1Pusvx%DSBy4Kba*H`8!i#jNEmm3e) z!gRRa{hAm!Et{L{XNBHPDlDr(m!8l43N3zzMJpU)p>k>!e-3>{gRVK?;h|Vk^XHG) z!`K{xrk{{F9SJ8VCZ(a>$X)d0`bE5bQe_MG>Qd*M**bVQsQOTF6LIQ+Q4L^5BF4|7kmJ9Ui*C&fLpC@C}?cF9J zBV6^V1_Zymtrc{0AmQ0^#^pyD&uGI4Y4^jhg~cw0FQb+>(>3r6}- zjXf{G($O8umz7ctcHWeIP)%A^up0D+Dj3ts8IWIeggS^!B%61=q9t0%(C+30^Zuk# zp5h%e9j^dA*7Haqo3(Y^dkZd?=aGtP0}!-dkru2yP87eNk*d9A{o%f+;86lQFN;h9 zuGb;>Rx=55P?sFEl)+wlm_2?*lUp-X@lx_mG*``#E*BTln~t}n{n`Q0X}1v4-}R7~ zwAAc5Q}DQ9xMeh_g*Ey?v3Fuc?0&}*-PuD5=ZSmj0ZZuk~>bX-UtIz3~$r^WNn zKOKew4<~%(&9dPQ`We@gADQ^;AMs`5CE=X~=c$tJ8$5PJjx&XqCwAK#1%YS&RbEM0 zhlVwpB9p*G7+b9j8N!>))o-tn6qa!1|E9pWk$KGitBELZw8ogTA9$uF}k&tsE)r%l?TRi$LA*zzx#gV?2K-yzwZWKbNm>3 zYv_`=@J|-ilAi~|ruxuhpQ7Nh&o!prB+EvsUP65)Z2`C8HR#@`3QIg zj5~6Qc;EFyfQ4bQ7sgd^b@VA35=P}@x1%(@bros! zOcI&@nnyp%t3iTjig?)EOzOt7hk-nO`gUzO+%(a||8!T1v%MG4h@Vq|9fQ-oYS!5J zWh>$4O%}z8LqQ=ciKv$9gOjNl%0E9zW*uYTZkRFt{5}Nz&eohd=Z|D;k1-bbFBYwR zx>t16EftG#i||}^JltEODZVt8A%iC!;o!ATq~!Qd@Jh&%Y`-F69b2u0nImU=XG9^< z-**rGNNdCy_YQ&bxG1oDJ{L?E+#{jI$4DAmZriuDgS;u9K_chNb5H);!4K>oCjMIJ zBJyo>2a=IVyED^a)aKpba7vE!3L9Xn`XLBh%%z{7juy)}E@%C7uOu2`WpV7gJ7mhe zY?z^*4UvO7I5Q~?)~>3RtbNM%BlN8yXytgw-8dZeB&W!5ElbhvfRoT1J^{9mz6;B$ z2S|iUIAr~H!AB));KTc=IGC11B61B#RH0V2_m8Qtt!X?={lPK_m-6riHxdiq2$9=4 zoTxr#y*(XINh#M2r)KZK`%5ffN9%1G61o{wuO7#{!HxcK*#BV6~XA;Icm&?+m$d+y5O=lKgk zOM5qr`~6;eg!+)DBNSka@haZhNzFu=_lOCtZlE0r`q25?md@z?DmoC;jDmHM;%;qO zmQ}Tw=N4`(&U|6YQK%^=PF*~tJ*muBmffHq5r`)J`Dh=K3(q2KFtPgwXZA@iV%K$@ z9J}7cotm{pqeH&9};VoPsf10b;;0}|M zlWaCG>Ln3VbvVu6_90#PhS`%^h6<&%Fz$35?}ec{jC`qxCJzii_02HW+x3AC56%^R z9HRpv=d_?eXBVB7SB;~52^o<8#m%nyN=mG*(7WSIxP6Zzs&-%3<|WlXsG2$9IB{sQ z!N{mFm>!~ziZ)0pw^mTCS7&jvhdDMc$`dVEa1hKgEumyl2`6*56Itl-o7@%uWi)kX zf^POJ;vRB}v+O}BGqEj38lq|s^7(7<meXaL?T}l4NAys(k#RF`r4R1faeuZ=m6~lT!05{LoO7jnK`>R$x+6N51ofMO zGn=W=`y$4MGAdCl*bcdmWJpPR50s>Yk&#yzB-P2En9e-PijGdl%T+IWr zKjfJ>z^I2vG}WlW`<3E7{{DO?OJ&IjWhv(h--pc6tf!uLvPh7e33zc?o>g`-gqC`P zi=TuJJQj<_rA#0jANG)A5w^UXl*LTL*m-a_H4NhNN^pq30UV9S@z*uagg2~B+VNpE z`8_KMpWlul2fpQS2S<;CKF?L;otYT6O?4pBbTtV2A&YHC|B|57j2ON-K`09 zuji0-v3(ySYgR)XJq*!%P#z}O`(r@f32-@ilW5$#0D&W7a5O)kZV4|YXB|6*B>mp& zkgv3oD3+Shbp;G4kL;mlfn!MEn+Fe`uqDZ zQlX*`yYt*Yke5e1;4>KI+A`FA9{+vRI$Yf^V2;{-AdA1JfpexOliPg)9fl>68E=E( zZpAxEP?Qo#*49&n+7o2i8WE_(2aDcVydrRIKfcbHRpq)cnjhyg24-n?Rt2ruic@5x zgqic*Az$My+2pW=H0^u^Pc~GDVrNE4^*5e`zuG4uw`K(S8`e#lwKA*ROEt;Zhzs=T zvt&H~?;okwHp8!T3q|VcETXJo9b6r-m`(t5H;sOiqKVjp}F3f@*y=jK=@_CmijCh#hC zTy}`JAvT-VBsG&NZCBKgr_3zYDad~q%}JObWZHu5;j~K}{kA8KXr8!EzKZ_iO2cMD zR;DpNtiNfsxlDr>JADFIj$FTZ{pC8T-t><&y1E+OH~yiiJ<3o$u$=YH*3y$H!$HGl zf7NsM3ou6U4Yi1th!z(ys6SgslAG4hVV|EtvPvxV%RO%sXuOh6IXV$W^Ih@!1PQvo zIR^PdYpf#brhww7Ml$BVDjMQA9Z$E|fX4lW%u|oqEDw!^16Znxbt_`w(Sxnv<$gj~ z{(K7awl@I7bJRt;%K0F-^_(as(HfkW{2*tyEkd(^Hb^$BkmPh;Ak+5cV}I0asTE&W z8mN&4&IM5-L5__iH=Du-RXONfses+L^Z>~uJ@Z1~?nFh=w{ZwfxBMZ|V7&odu)~@UA6Jf{rdgxON|KEV&upQ$E0erbRDv)tL;dgnq+b^p;qIng zbltU;WL(QG(w3b}^(wB>3a>}hIow$~{Ba-IYdRVmAC4wF3b@4TWHZ)k*yBmt>1ZBW z%8bxij!83;N!R0Nbd3Ca=J78N)Q#DShrBa!NCl};-CKUhnqJZsr;I_Lm(f4wvFPQ# z0TZtIlT6VCs%13--Zhlt`Xoh6uGYm7CTd`DMux1mzfJu$&PgM$8ITTzG?K3(&zA{| z5?>8x*=EJlK{uZDg{kRD77lak; zcRnD-mVG`7I6JQeNk*w#z^JP6obErbC7w4lg^#tpp=g(cwEeb&&C~uv{c{CkjmWdm z+y0Qq&I?0_`2phcIDO1?U&9+Yax^U3HjT*j-y-S7>7>h_?U`^{!Dba}a4As~ z8?4ac-#hz7boJ7D&Z&oC5L)7aB_EzMACE5~l0ClAYa~F04pC!JTvQOB!OoPUKM6U@L(G;_-##ip9VOh zt(LHa&B`do=;O5pb2ux|2fu|vDsK`6C%!1yT3H(iBlI-TCQd}d8+@%5-<}Z_ik89O z>@pjNkXbNv!Htu$a4yzHi^=}ohnT(>HQ;x%hxg~+N!a+YfmW=Gf{oAGsOo>2_-cWz zaMWoP&>eFST5vPgofJtQyh@{K;|xUqez{=ARXvofQ0Ht1J+)Qj!PZRD z@j{Pt<;yDM9?K@mzkZ8^Jqk?w_A6pNqgamR-7PTuX(El>wh#6d>;?@>HzxmX5Xg)! zq6Q}p(bPA}ydAP9XrejWwaiZ9MY>;;e6dZ1vCAUhqn|wvtlv!*d)((ocB}#OTdzp5 z=Okzs>_pp{i^)+zF*j9k3`}P$1EW+4=junoR+lCM9@i)a?}cp#;^@HePmIh0Pq9aQ zCZ4rF#pHRiJE*CzOAb*}rL;h-7ED(gW|V5QhQ6 z5BkUY<(3=5>zYl};Vj#4ZjEOWwtpm!(IV;}Q6c57aK}o&eDI&QSn?*LR9aE{f$msu z3IlU@lQm6~;Dgf)(zrq!xBOI~LDFd2U1=hT2^ElpDSnKgDN1^nWoij@+r?wt<-sn$ zk5vClC3Tz|Wb!df zjh0tOO2>51Lw_gAZMZ7Nbp}&$?U-O*D%F3Mll0D1G_X~# z-rqb^Sou~7R^`qi4V(UQ>Yp5ww5+^@llOnAN*MQt?)$|N{r+_t1U?t3a%BQB){?LO zH!47q+m?fpU?-UQJP6O`ZG_IFfncnDkVjiW@UB@T4r&PCf}sU;SF!t@myx0lcJ_7R z`FB#FRxWxpl+6oHSu2kEKsdH)dq{o99Qf?L44O)FVAa*jbdI|lJo)mFN+wMQy_r=u zSIW-fYt=PDQz5N31?;*soRtX%R^C%}^7I2QH;FKu>Zs>{OpmB zZmSnb4v1G`Ke?hCvo<26t@V;Nm4U&9-`sx0*&0es?TCVI1v zgBm(F$*M)_m{`FwEYhcttd3ona_tbA)OC?$%^MKq$4Ah;<~n#os3iIOERmGm4aF-i zn=$oC3CJH2(6JM?NuSH6;jQ^0Qe&T+G`Z;{crKYsSx~IFX+#PRf1XD-N;1&f^%+$= zbDAdpzCm&}Y{raztZ!_Dq4Wh`2OEp#vaYEN;?V$f&2~Gu`(p)@r8*ZA7RVE4?s8mX zbBcz}nTAGej_9(y8I0;Zhvt7LQKOzoWcaXX{JUop?eW!My?~jxoMi;>q0_NcN!3*QuznfXp<0ud6W3|%QC7GI*}OJ^TB4N zgiaYc02@c1#sQG+q55{^z7v?aM+;247ZVWye{n z8Z(7HiU~y34>?GtJrFNA{fE{$_fXZsc&Y!kw=`#cDt6u`yr3Z`%s2PO3n<_b%ctUm zC&j!Ycu6?9L=(@rO2Hw{g;&xt1-;)-fM#PZRz>Ncv3&Tt=(7GD^VU5_=*J!Hz9 z`;~@*2|F2^4=-sCJ|`oFwV~zI-+1@j6;b8L7E&eA#~tc7xDLCkB>@UeNIwgOf1>YE z&-^k`=miQRzeUr&q6qN(@(-0mHc4KEXXD-MVo>w-KyJt{Xh_@wVF{!81$_b(75L-U z+;2qY=Q9wLt4La3t`g7DNFgouD_PgmCh>uxNS^Z5JK|Fd%(*`=bW0-a9zb9ATv+~~ z88m9{qvdWb(3!QFraKCt|Ddj@tG^26%(vhj@iFm%@)7v6rV;&Do3b2sQ%nz7PYc)I z6rZRi_~_?M=-TuH=cb+nxhfanZ9tJ;Bzxz0s|tn_jZq{Sjtf+l!rP9cH1L-nRMgGH zU3392xBd%BxKK(DuVlm%td25D88@L*s3o$|I*tO*r=sRiOB{ar65Zf&nMm}%!N7}S zjDcmA{Yi|V0leS6mI{J` z#pmtAvD3_wnvGnEPwKbQ1BXvgr|lXrBl938#&^-RBZ5ITF_`u^-)5QKN8pLZ7qU2J zG}vx0WXF9zep$E_k^QZjPG{o>^L` zW%Lo>J}?$vKQ#|DMx-za-IuB2gdxhtps@K*2gl0e9Vt9Gk+!;~kkGtRY8#e>S_ZD1 zpKO=i$TgL@ei)#_;YDira1s2j_rg(&ZILqt z=+~HO+`N)m;DsGj_v2jdK~ov%|N2{E>-w4QzyC%;Q+MFU$PDq55uMc2G#IwenngEm zbp#d5u~@5=WK)_}!uSqNf{w)PXuj78lwEhh*;kslTB-`wYkXK2inr*Y`vdB^+?o#B zFbbgcQef3qsv1qzFo#M*#3gVEzzMZF-t+| z<3ZAtI}K;7T*d2u)h@Z=HVK}XOu+dbx$vEHo%EHUXl=+WWL#wM@4hzCr3+((6IDKn z>a3zTPn+&hkL4|7`|T}w*6|?qnEQ+F(>;fFcUZ4%rBLGPrzjeje-bAaOrwv^my7bp zf29qN=95c;EXM0vDYUQXrZG*L;>TB)(aevY&^2K!KCr$<7p2sZmR~9&pU%g`c%mu1 zYq4XqX|wTTekza~$BCN8b?V*pAG9r~=XRGcOsP{R&KwgYdNNj4I@UW4Wqof}$uaKi zoNY*GzH^?`^Ry3md$T;?v{zsveIPL~2m^yNtn=s21MvPKA-!^J|HtL9_+`;*qUzpC z_OQNl?H&ZbowJzGP==Rq8L+fGf_jb_##0z}isx|eCg=N2ebK+CHqi1VPFnGCDO}8B z`FQ_@lASwJNavO=5~${c4%gIdVp(=hE=^=Ud)f&@3~vza1;#)$J;33$FU`AK4$)`g zB%AsNsmFbGPj|H*25uPR;i43&x|8FKO+D1 zCe8hB0sZO4(jk^>Ur9E@kcB2Z(Ys1>a}4Qq%eC0@z>|zW@`i4>YzCXz-!Jl+J>S?Y z3ZI8QCU-n@=+)#D_~a0X@~eaCY2PYh93#S#vhg%`nle^uXkyogRyw9Bos`Uq#a*ux zv9H;USvc51l~0~x`KSwt>itB*k5GXH3`hF>=NYPT!4U>zo)gjFB1UG8I}SY;fF0X| z37N*u3%2)Bo2dct<~7@YM;+X~eJoC3d-yWRyBYhuG@P*75<+K9$1E#d=v{pX9TJM9 z>K&^|`v@~)m1w|3m@Nc3TVts1Q^gl9M~UF{8)$c*&h`A3O}B5k1U;lcXuma!KeNXc z-&r258c=bdNrx$?c(OZo$lB9E7Xuppw*@x-b>^M%If@-u?@Jr){a}=F4f(g}G}OP| zDz==PP2U{|VLmoD5`o`MCSOkqqjs<5cGe}p67CH;S(eLFbyk!#1T5!$Uuq{T@}Gel zEK1;?dm0JxIYdZ^qV!|dF3@0Ju@1p_crbI1Xo-n{oE9A-i&(x~#F`+Y^{a>;W=vtk zx+ZDg+*;;|eyT`z{eG(ZP9NJ7oTR7XuFw;Ym1wc)JK={>b>yvlJ3W6Q0n(S&(g}1t zwoE=v-r{1c84_Wx&rYGiuBqVs)E4Th?+O1Y$@ALkBC&YxEKXj&A_npQalGs20D0?2 zcaJG!Uiax%cd0xP3l?s}7iZs)gy(wrc*79M%Fu_~TcSmKFWI4MbR_ELIlxJ&E_v*( z2y5mZ6nZ=95T(S)@G+-{ljy?m=0vB6imt8~N%cTa7(ITzY!j4 z>Y%-AD)~=qJ9nviE{?u74yVMw=Hx7CqV@0RomB4c0@_iwgKF{A89$ke*u`_f z*BL)COV0^iyC_<+sO{p{`>@P78RwjyiDoPd+Gmyn{{GD4$@qL1y(+Dsxv@q(7jp&a zDc!OBWX&ZUqZ|YDbx%7`A6^s{Ur!&3uMYYi9Vr+Co?Vk;u*cnFP73u*rB4B8Mi7ZwyVad?PfEe@2+Eb@T+odVdXf zkh!0ivi?(h*fK*50>?f4`Hj0kw4qsgy*!OnZcJhQ+A6?!_tHeOiPR5;@t!fXS-}+ye`Qk^vIoIdxvYn;om{zDLcPL!7$cq+T{@cWNVrcRt_Es2JM9V? z#;@gC{jgx)2S-p$bVcKJG?*~SGG_hu9l{Ov5op2f5&m2?2aSjsEn2=1Pd?~J4T~fE zkU!P<=3=tcX>Ar+_$3BCys~lNx`BlC}f#>4oq=~slvGvy~&~oaabL`~l&yOSU z%Y!u0tKXw(wqdk%cf?vWs=v-JNfFa*zY_B9do_N_k*~hn{Yw-rW_>}2ZqpCtioBWG za?mQ_pmw@$;{#Oqj zY|lBm#+~nfG#o2TJuxEP8*E3P2Klxamcg7PHgi5s+}(GPgU)&4-6uMEElMLKp^9s{ z{#x_In?9GpZC^WRuMj~^as&R0)qpvgnY8WRD(LT6C%U#(g87O9ToU$B{CD(7yyRVn zzr$wW5HZ1k=^R?KP(@NXv>po&jDqUtcd%wt79<*Z!jg%9S=N9SX8-<5`u2=R&E{OX z&Tt+W#W>N(*2U0U;fho_i8o;Ri_p*J^ise9@vjY?j05{!-x3}oQh0k5V}r(s2R53Z z(cJUY)z_GOXd8g7tB~=VN>P*;MBkN$VVlcKy7yxeE-L#YskrHi(=E5*-daPHr_SVa zi~?q@i{*3QnX-9XKl*aVGJerL8|lVF&HSu+CgOgpFZ8@v8#dRik_sO9qV?YQ#I$%J z&N=lTG16@$<8%we+FzDo`IvF|Jb0_5@nQ=ZeBpsQmF~Ey;WGTK)gkQdgwA_c$abio z6UkQ%srlD>c-(YLy6IhoSTf@PYHb})jYHSri>Op;eq$a@kZmE3bM~Xd(?-5(s3xqk zolYzN+(GYCYhj+k5i%&A0v#(S6P*XUQLFkQF?te&LHCO3-j$nBc%i)ud^P3pV#X%evxW7Cd^N)W*Cg;<6yvbbo+0VJIG2}z${F6G%f53U?6enbQe&ORf38SI4HJ^HZX-FJ zs;fb?r`RUG%MEHyCzIFzX@m8QROE&lNtO(|1b%F1KkkV-j^F&49QH_rhYHB^9~vO7 ztNO|LO;bpW(+UEH%fK@3sp!tj#gJ+`9agGO2yZ|gqh<-n`{U^(ROSxR(w@vMiRY1zURQ{!))A5)n@aw$JhsN7Qo3h! z9(=1)v|SYA$@Sl@i1`LWN%u`>QNW~V{uHqk5)wQ)!&{ZXaJmim&XoeR3KkKc_4Ran zyR5BeAn`E{p^-{cU(#&JUg1kJ1l|9&iKqFByz4R81Q^TJlC9Zl6bz|ISOups0l-o7>t9E*9l>}&(Mr#%yU z9EF@G9U}Nzz6vVK9e59`l~^Z2DL4&Z%=Q^KK)T{(=GV1#yxVq4P%?irZFrLpo|{tf z@4;TmPj~0mp&j@Ju`qaj6PP_sliGLdVC(@05^cgdt9Ti3Yvqv0rs*ox5QIvttp4K; zQ%#Vr8kFGW*1H_D&cmSRV8uNmv2xza@#4gV>-GDV^$G&APwdlQYhhU^yfQ zlWb4Hp5o2?$z&<)SJ?@o<&&Y(Du(~uXE?lG`9VBXpvym(dGXD%o=}dvJrFU4K>rvK~V2O&IJbG$O6il={LBF3~ z13DdD4vBU7eJtWs%;&`H1fc055c=Fr?mK2?! z`DC08lcuN67C=#>GB?O065%>Ke=8X+J^t@IQW8a(ICnEtpp)+oJHMdZq(%r_X(40Jj_cnYC`Cc22=I7Oj=caL}HzJ;yEs7A5xu&F} ze!t^{6%^>or4SDMLs?(~gzi;qo?!{k%LN$%4P=smiXgqY5TF~bwZ&xtkO z_1cB^D;7hz{!^+pSxo*&KXR>i9;N!vSHd;%5Vv-rfwQ}U|eWWx&S-Ve$2?aQrPM;A9TIQk{sa{K{TX+#~F+~kS=4~ppj6rBk> zR$mv!ktt=CBuNOB3eRx%DwU9gkTe;hl2k}4q!L182nk72Nkqak?IlU&p9W1*X_87M zsf48YJ@4fUxDMy+z1BVaZ0*Gu@M-}Wcafc`*7h*wOLpMe>0c$GMV8R;wuNT>o6KFl zItVAdmBEf1WAWO&&CqJBg~r=AuzpWVnDP2E-W@a%7JKK2Pre-{Au{n?uJQ%`3tlcf z%t21_sDmt*aezCj;~~A$!TyhqFu~;$K48LNHvdFR19H9m@o~*}zOoFZB!_ zD(%CvFUk0WEJD{4tWW>jFM7vwr^u%KqBvttK9zZLNO&yit=P6qi5GN#2K)O3qeZ)} zm$F0DJ!L!U+$ z(>v9^P?Q}3Khu5CeS$S}VzoSOHJS-CGzZBiDOoH|5mPdP2T{hWNWT4g$aDHh zbvm{{byhX$n=x70f&4_y|0_YBZ{O?O-kiR1#a)XH>R*AHfevG@RX^cp1&8kcPAQ{}K0DZ~2plXMmmg6l@za8jO@C zW5sU=5UXya*JoQYJ?0wdpL|0cAT=9ruV03pSG=L%nIYaPX@tc-O`L1#mDKacKG<%N zBm@>J7a#v2G_E{a^8K2CP&l8~Rhoh3-Io_~q z!#H9-We>RdtQN&DRm4GcBMG@sO}CFKXMF0@U`Fdot01jr;_om(_xCFCx=q!^kGHDw zR;xM-ru#(WA)^GgGh3eyj?G|94o6}9?gZ%F5KS59ZD81yDs=fQLr?kdCf~hPMGo5) z$jckQY4?l~r0w<*8Z(LQG&V^Qr9F_)>t#OJXn&D^&FTg%nC3}8w!9GRW0~vWnwGdH zXe6xAT#B)Cx!7QqNDOBrVp{WeeA&F1v)^11PJXocf8Ic#qw_$d85WG)Y3D6sTxVln zw<+t1It)d_)zm+tSRBB8jumbHiN+t!LHkqv|;FoSgycPD&Vm{6481ZnKIqU5IPVyXgt52x0f^a2mWM5$Ap9p}^q;`k(y8=plX8iquiZl6Wp2k@v?u}d^3K{P{n=IB|6*h^QPIpsGX3z6%!WhC6`N+&?Y7kf14yrx;EzHqajz)tPo8`{5~i= zB5o%(GxTx)$Wl>pKV`Ys2l4skSPVrk@LG0@R?%kKI|Lm&Q=Tq$MwSNi=>?T3~ZZ6K?CJ@DPD=c=g z6d#(U1`{~_j1zx8`5-Vwo7{i=gv1Pq=f{O)j?y=3mNHE3Sgj%S@iJ;RdI7GKOvR+< z-^jU(0ocCSnVj_x;IxFq(LKw~;jhBJ+Su=rB8P%BSn-Z6d%Ew1C#|f6q0Aik_wp^7 zG~PloPV^GHrym#Gz$wTz=78As1Z?edWA8*Kv7zLi@Imc=ME^?=?fULO1Lpmc@L%O) z^1kD>)kl0VyfB4+=-S8Szj6_EPMvJUADSeHdL+x(bJQU1>H;!yav9~H(jnO_yTE1n zby~2*7)*61aJBoDu+rof)$`dW{Kc$?G!-AZWp@jmlgv=5Yz0wuW{kL9Ees_C>tM*E zSaN0|tD}!~!r<-kg5TjABtI7hF=6@(&~7OMo5sH(Hlqw_<91(u^z=O_^jj~qKBNeW zYrM$;`3KzT^H+-zm*F%&2cbvQBzSY_tk4c_l7ziCC9#ozB`dE!L393S{v2Q#Lw4+Y z|2l*2EXV?rNd}~A;0v#=R~HxmEF=DrOU1%~NAOrJAHvqY6!vXg&piE8K!0=WL>Bss zd2ha{i|$UI$aR#AVvZM=5*2X^{*so3sIAr{!2baHw|$`7RW6YPJTBb6aS1*#3&2Ho zSt30)k802M``Z#87LEH1uKI~|-}oAl_ob^7FqGeVQvh)>nIb9HksIgrmUI*yec_H9E(;izj6XAHCk9d?| z69xuYlE-hd>2{O##9?(4S?A=#>$>%v^e&x6Xix<&a4tt2G~1oGe0z&9pmQ8^UH%k3 z^!gX^*waR$@72+@uUklgCA;VOtcDBg6-2h@%F#XP2uj@Fi!@FLz`>+R=;F2%vlj0r zqYp%pZ`#F@rN<8-qhSJ$N^)@W;4B>Bpv3w_R7AyIIs7Vmm>iAtg4~g@ME=_ZNDI3{ zC#pM;n(X^TF|UyMmwS}Fyz~i8A^gig>-H=nQO|-& ztkYv+_wEbT=?=x%3to)b#|pT9l83=>_s~82REVNcA70_MPEL(7U zM+U!FYav>1n#gk6&B;x52dhHg`Dmh5N9&r^=={&GVE%8yYYeKuvK5*V-#31s`Bk1I zUOokxEncFZ%NuD#YaeNCdrQrg6`1^;0g#keBarpFOQvp>!-8v_+-;G1;<)&H?#j)J z1j}E>U}w@CaR0}p>$htYmEuCw%Z`TE(G8MvkD0(TtrA95RMG;2I5HS%B;uCbV0@3W z--AVG7?a&~bk!#Vc+`GMbn|N+m7n8;{sU$Fr`$tSD*3F$=D$9{q1pvFG;$7Z==()v z{T)z!ktz0jB@soX5H$B1RVQ5hnsbrmC`GXz$;Z#+1sYOB)O=kNE9d{MJDkg z>wh?wS&fAY`*7DwOUzKNLT=kOQSRp@7~LI-H%qP1{mcW}-zuj3rRRi-*4tsdeHv9- z!{^?-t1L-+xQgc{hqc=b<54EljkN+rW5%s$%yt@*c%2ME<;5A~!QO@B_k!=jNMt%d?uRkOCHg}fQwXivI1%h+@K>})KTkR4{bO% z0g}`g;ndlYkbN_TyOQM`|5ElxBYuzIsN)B|i}xAYXvhfWe_V<~JBi?6pdC86Zl=65 ztXEZjAN1^U;x|%6+=`lS|^8_6XUS|#A{Jf*jM^A_7RmGSVc7o{pgLk8_{^( zXkPcvwRrjugU^re=SiQRCSLyJ1n(_03wCra!jApN;c9OjqgAPeFV&}z8uNW{x2_aV zkB*1>GZ%#Z(r-l@yPK#*j=N}=>KAh2{CI5h+s{~V^yq@5vo!a9j`)!-tM9+p1c$st z+VC-+dYo>jIxCh6pX;xsXLjUMn}Y&c@H~+|D(|C0<8!3XtQe&)D%E9oZWXSZrVKWF zmxxDhkK=ldJtJN@g`%2nwxA?c3SCzu3kwEMz{-$QtTvlR9=J%?>HG~8a}|!@x^DI^ z$m$B}$@`#wPZ%8Oy36JoeXvbF5en~W}d%6me_Z7kSYqK%h#0q3LJf=w#_&{vm32r};psxzsA8Wo# zRJK+QC%ik2nj>t{BZ@s^o*oqEre%q|#rn8V7)xkq3^;TcT1Duvp91sJv^M|_ET;C|eR zo6RO+<^^M3J)FX&5nDGB_te`keBH%w6d;19AyO+ce% zH{sI!Y?7ZEi}A1PiR*6(3A?jGBxGd@N6XQ;($h>lO_)e7JqbX6R)k1?S_A%Nff6h6 zQHkm6!)VzgVZuh0QsX<-kbFan?r&Qq+CL`=HT@6M!J~=Ty5Rwh%PXK)^zIY>+(;~C z8J)UKJhr5^` zCV6|o#6ue}q1{x_ui%6+o9yU$`9(N%!WvAxo%q*oh*)lCFr%O;4WSX^(CbzT(w`qi zYH`C<@!Kc*?msCiud##XpWlEgSG0M)H@Fz&I2Sn^vv?B%%*B_UpXdEMa8EEv$r@$; zmV)@y5aZ#dgW;3Uk>adm(2o?L$HM*4#%mDPH$3KtTX#_TaZ5!5weoN~-UR!S_A@_4 znsio8D~)h05^Ean#y;6uu#mm;^xO%et8c!eE8cnuWetx@Jh>_K-`Pua_k2~lDX)h* zO%o8Cc_%QcN3PB;Jy+P*qX~^GS|plAhq%sh#bS<3BW@F%6b!*Ds_}A{(8B&09OviI zFpCPZyh*06j;s-PHylRk{i~td!xOLdCBn-W8(>W5dtT)cKOChMj#V-Ntlw=3DC8EB z^*M&3l5N#w?Zt~^-!F4fo9HYr^KXertn!It6_mu78z(`S{7NvZD}uCBtI_eEF_g|~ zr5e2s&_|vM#tb*$UQKVT?~NDTPSeEeq7%6CCkLyVeK7W(quAlqQIT$}8AjHWvz;?V z_(A^|82L_wbspJ5z8~xL_Ipj1oL5B~nXBSqjwNiLu!yFvcZRW3<8f&ShgZ;ckMy0ZLHZ-IP%cKnP%h3jEt`*OmJNXN`*!TZxjRY-Xo>2qQ zX>??}`Z5S(@2O%B z!$PuR8S6Kl?u(C_C19{dO)|8lMACUP7yF$#WL|CtRWA^L{v%y#-Lye;-5?PMozkgi zVInq$B4sulqD!VdB;wmU@N!Kx>2f$lmYMIQavnw4Qp5WGietqNRsijX{YZ6kEXw}g zO|IYbXZ?@G^j{~zCJ%pjdGHUB(L0aso$RwJI7g}nX5f|gnbg2t4sV(uZeAyc9jlEo zTi=(o6`f}SPkbQNZc|}Nsx4}CO#o-_we0S4h=S}!ymIU!-Ef%Ar^wtOg^I6f?uT*E zsl6FO>PmWV%BRylw$W`PFo^yS4MNA z`j?^4o+tFf`#!Qv&G!>(bRC~Nc<*u2vUFZ`HKcC zF{w$0Tw3{C0ni-J!^me>+{99**6na``_(BVHV@~rF-xX&p?mEuS^u;ZlgUUjnA ztn&gret4DW-7i%rJUSYSzszT31C8kf+a_wC6D8hV=7m4JN5l8AA@q4}3Vky8h}LO% z3fpeXkVL7o`lsStYH`Pb?Uo#-dhHdYCnz0n49eC8O>h^MX^)2lS95aNXcaeaN4c2y zq6TBKvji4*Zqplo6NFhgMwaJJ6g%!sL*|hi^t8L6$M3x$7qA%8 zshGC`R-n&{Aawb;1`gJ8!Sus_Bs@exR9sd``dsdlpXYuEm!wwkn*OASt~MR#73NJIBWph5Y78efv5MKRL%h-lXKvrZbyu;7K%y;F&MtL24eXWA# zj~V8_-z7ckR7?WnxUB}aYyPGlYX$fwLk{b<9mCsyQpN55%doI83P)bmN5@~LlK(t3 z&~B6-U#D?2gf8==R`b5_X2cmtCap-}+kH(J9=xJ}hRWYa7~8KiEER&E7Z;MO+;kK_ z6%y$|5pl2?E&AM(O|N&3!bj}Au{M>Rr)C8s_vAXHtSr^3*(FIXh?7WJ96)=^Bg`YC z7CQCeIS^f*O5X-~h zB1&`EPI~8ZTKTVwc9v(NO7%Dl+B^v_uydu%7!M*lA6ehWYzW>p9)m~90k?b&8p+jA z;_J?`8xK-v&J(is?GNHlZc?KoUx@L#RnRJbj0Wsj2lp+HAl+icq=!1;y)RE0sqRz! zprLe0+JBn3VNJ8dg=kRo;#bU`Ib+b|;WrXAy^$)Gm@s4Kt;6pYM(8rnkhYfRQ48fQ zlJOt(psJ}~Vti!+DY&x^mw0^u*AFgMj#&m!=aL4E&ujz(2>cIU zXp;3h6kFUclTB6^scz6YqOvDY;Q2g@(Q|OXm;bV$`nfB<7s#Q_vF+rw+zNa%RFBW} zmvDu}N>CrP47da7!ctuYesQ)MiE=aM@SAM#(-uGOc_~Y{sVJbK%vBn{q#mSfM~b={ zld$?S+o{Ta(;KH9B|8ik!Qm2#=tJr_yjGNmLqfL4FX$DmO4EY_{}^6Lkce4f=?yXo zGkJ?;oOz*Nqj__g5yFHIZ%Og&5QaR<1SR>+V3II`^;&eo;HXvT{?J?Ui!0x0)-j#I7mP1rKS8tR<_dCo`PF!wxGWA47gl5OKplZ5nqy0&`- zH}mK^GzuG!o0+kAvT6&Mvt3<{A$k)3=kA~p-GO!k*~03QRK|YlQxg2?95+7Fk)M^4 z0i)NLTHUtK!B1Yj+>_jy7{7?UH_7RszV|C^-oKCUe(MS*vp-&shwuWcceX`H@b2_( zUc!SkERsEhJ>#8lZOJmcz3D7H5cpg)+}c6HOmEVGzZ{Y9tDGdWS6y(-Je=Da6OZN! zaZD%MA9l_;hdmGTsMnPg3=Pa+T!!v4q2grD?y38rdihkW-tke8d{LU#ZLC4H6T48& zDV0p&DB#;?XZY>IGB`5T2Q|#H(aVnIMW64X$DjS?Z0M{&Co2wGY(0awZ@OWf(^%Aw zP9pwxaX9_wA~-2Cj-9&?kcD|~q0*Lz!)koIHw~aT;w8U1fc1SUzL(@1+0u{x#ngsZ zLT(+O0*{#-$eg|fcfY?t3^TqmjZb_)=S>rtd_w`(UOfOeZT-ongL=?fIg8DIaN%}M zFRc|Oz!I5uV&N7f>0DMv3r;;DXElG&o zQ-&#vGjPqqG>{yr0jV=A-$UOEWoB!__6ln9A{lcA8(lZ4Sn-e17_n#~}!v7T4+1iA+k~@{B z-X2qHtkFs4{z)OLzBf?OflZkHyBH=ei^E}$RcJeMIs`TU6nIUGhNzTD=;mk0x&G7^ z^BcxVTv+Y4aiCFDVxEC>JrYHA8~emf(PP2?k2*eoYk>Bb&r3$@>j>^WvZmZhD@f?i zL$$A-lELX4B{DAYWb8Y6+WF@e`DiFDjDEivJxm_rmguFN{++kDMicMh?|H?Xpl$7v z(fm-sqajmDO~M&9tzuYqs1BnpP7rI2lY#4z0ti1)Kut>u=-fFo$)uf{yx3W%n6#~} z%-GWt&_p=_BDOW)jS;_u?d=DNzGNc3pR-N)Z&9&u^F@Erx*l!Ly5*;-w|qa@K>m_s zt0pQpAsLUJ9wOli4`BwIu{dcKz-4$BP-D(asL`(DguFC^FylaIp8t@9rfil!|K{yc(I-B$9R}7 zF1df57(Z3V=G2c{ca* zlyN-Dg$OlGI^qyCc_Xle0(xt64N zfRNBQ{9Rw(1!fUTgg~78`HGGVK>PGnW$s;D^_9d^_y` zEVy%we2#7+#X+wG)0b)E*l$)KV8#ZfxLQy;Xi=OH^yix#3V8(oa*a zid^q7#S3F!kq0;mY&k`u4Rf@y@6dL<>2VNpZ-1rp&aQ&ZpG|oyH@{#4duG7+MN@dk zE~fAn@KSi%nRSA~xLzXVeUb68aRa>^2u*mfK2{gAVNKC+O!{iLpz{d2vq? z&?X=Xjc#gUt=Rx=xwV@1uWl6;suP-=RYJGL1c}!7DM%`pRS5%b&*qZUFszcDN`~YE zaZ_vpZW=X~R_aJ_dftB|XOR-o>l1NDR>Z*8qmO7%Sf*&uR>+^XEdw7~#G}^3DR8AL zgDRYsXZ-AKXhISX`#2F;d1V_}zUv&d4C>>2n3RQcUH;G_-_sblmSEwCKh)*cGSd0S z50iTJVUD6UZVQ)&d<6mg>hGuX!slb3dj`q;G=mx3{Dl-pU`Yn*xz&>DQg`}haW2%VRuGG{D5gX080guhl0=UIqOf-h?3-*3xA%-ijcwbZ zO7{zq-Cjp6qEy-Ju@RZh8Hs`sE3j4IOv4No5QlMkFwg!V+n-s?$XlHwRc}g2-t0t7 zGVz2tU#mcpn*j00-LS`SBOEXviNpJ*z~b3H;P18?A}|~54*8*H$~GvC|3G&SWI$%B zI&pugi(&7yFvj_WB&j75#R|@N#qc$`|B=l!N}VHRlN-4Q&8FkN{6p9|T~~Pctv2I- zg$1fL?-BeSyB+5$4+_eh?ND}=5q;F>iDCKQusI=*?>eRq`!Xvff!|X}bp3vux> zV0);77i5akJ|7`v zfd!G7H0s-GFka*>ygXloAAZH6Ow%iol$A1u9J_?~4$j8wUV50b&6<7QYT^efoA6oe zSTIn$kFR&;fX=VQFf~I)boG-e-dQ;1yk0a{z1kG7|Y6i}3E{Fih#v$GiFNM02(rK3$N^{}wzM%-*`vu={KH zTc7bIDqrsKTjQpP&hGk5OBQNE&%jJc&VS2Le(7h@W#WcE9={-G?_ME~Ge>NO}$4$!a`~fF3@$!EpT}dVqS+sEk?rAYG0vxT)3kBX z?FYF2!5cbCI2*%a11b9^Q!_^?7^)~DDum@lu(>tA&ymPX<6!yO1L(N8fR5+bfXlkS z%%yXKbegXg95@;Ux4z1wUUeYomX+bepVP4Uc^q~m7g6t@x5=#Gr_@90J@vG|PD|XB zvG3~|s;QKZ#&x!Et;Y@<_N^f%9jO@V2bj=-5{2%4RIPWvB(88182>)USlm@(+$!90 zq2qn%oOYI*)tN)C9F2p=6)A!%v)g#lHI&Y(U0>U8mL}OQvf#88&0uF8W7Kq>MUS6L zgisA@o^D_cjy6)I-u)&pwUBpfL?@63!M!q*~x^h{(e8f_qp_cUL`rE{AmJaWu z!6De=c8-1*Tk^CnZ5LI>sPfe4VnJ)JKVJKq0ycNvlBvxFWYn5X@b1Z1I9pRegWd+f z-1bX?YlYg-qxwoRc%@jlvOpTszT~o9>1hmqNRzITO2S2@Q^b>`9C1@g592r9jGky- zixDZF)Z*!(_Qq zCFfqIJuhdc4I2IDW|iWqj%kU09Ou;%}pI;p~s(zU>lf=;tUx&;Qs0!aKw{rbxKGu2?ur{=U$r z^_|t1)2GOqGd$L_?Fvhl`orTL!Ssxw5qN*hCsX@g(WI4;+`NAUSTdm)&zrB{H0WI- z|BC$3aPw4b3t54~_ez;NHcx~_8De@yS_+FtKcUhA_R!d{5rFJN^AR14LkT2IaK z=udfg=50fV-iOiNtA_Bf@G8n?ZRM4PRM6ecmCW^qjlznZas1Md6JVSssrlTTf!9-) zaew9YQW_GDbp^BF)a9)(vV1Hzn3%^Wq+HENB93Hz~QV;QcGY=F*XS@hF7V@b=6 zDioO9r+b#%C$bX@L91Rw9d(k0kJ__v=sJhBC1+v&Y;#=oWFM*<-6Nxx`QpMSt{@+v zK*d&zA^-bwlG&n;y5D5c{$MO|*mr~YVgYrSFd6FW_0V3M?0mv_M}vwk9^@(^TwpWHD|coy$8K>juk;A)U+Tem=bJ^f&CJ2}h_B#}>yh2gtgai0x*uoLm>qQj>%4S2`=|^~s5nTJg1=IC(8X)9jcgY~ zI2x?~gLmZ3I4g1$U`nVFB+YWO^2sm|2OsptlZRae3)#HHqAiyMy*344s&kBXPJF^V zmmgiXr@Tp&tsjer_G?3-PY6C|eHz=97s8JKTW(XC4GPo4F|a%snmH$kvVI;p{7GPy z{P6;r;iv!>-``q3cs+|(e_)bu`pnZcubf{H>x8M$>+1wz;}b!xLW<#m9Vm8<$FfaI z5D>eLGhny^*UvV?MY<=2#R)&@Ty8qH8%@Dr8ir-bzZly^dcuhX9D4Ixw;w^pT4W73)gPVtYB5i1aF48L5j(S6cAo zD0#FvRf0nqr$qJ*%P>Vg02K!&VBm*%`qbqH9cPQ&9UJu_Y||uaqyC*Mb-Y3BzV{aI zWTv#>V)1;Ik#v*1J!pdcPl7R4VKP%yd<^G>N0Hb$0(Mrl5W3qM5N&&T47yz`T60^M zxT!{Bi(4d~_BsG2mv7S*a#do_&B1swJC<^jb#dTO42UnTr{|v>5PIK?Lp9$fnyY*a zn~L62*>_#^+nqOL@mF_T6nlaMonKG;)vnN$it@BoHH97f9-D0{Mr zl=0Do%B_=OX=|ipSudNl+L+BAtn7W6VZGyPuSkMtEx-_q@z^V~m(+$^NW>oOH*nr- zn%uz$3)?}-{u6<4;Z+vCG;L=?ZV643CZoI-lCo_J zn9*`-XsZY$MrAd1;T@%QAuZI#Ko$$;NTIyB7d4sAGSC~<&}pR_tac1W*GN|~<<)HN zRfW$~$CT~bS~FZboFC0g8JmZxwU4Ye`Ami7`j0v1;x^#H{7Cfr&j3rly?~_!%6#2J zMW}bA6x(%{(trgUn76jSsi)m!k<^fYHtSBL$AA7M{ekbO_DWY!cCO&=_&o*EKi#Ht zm%igx(iG95zFE8rd!E;ZjB#h5_av5CBcwLD>m_r8q{$dP4={-1qUCoTh&tph>}InM zlD{LEo3;G{r>hCrkhGo(>!;Ic74dYbp&Ayp=!)#djwUyMr6Xq|%PvV}|JEHTv~8ik zpzPr%YA|9hrvK0byB&vdL=(lIKcc|fF$;@94!dfoU|Db+`cJGPz1BAcA1|fzK3JZ_ zs~=x;9w?=tO66mY*@@erb?h>o;LL#^SMyNzUX1wjOBbx-Zv(4fU;Ha&3WuHqLSyoc z+J8-P818x)HD>uj+v{T_+2<2o|I|QelW|ru&+IsC{BVRb`iLL*zC*DvOlx^t2_Sr_!LgAmL$lA%Bpa(aTo$nmw=#F(lCVWM z*mVKROp-{(Tu06rITIqQ$;X3h%h~;L4HWnYk)waRW`t-3%ak|5gd&!i5*P(dyJOJG zZ!rc3v-hkU@9^<>e{T23Ji2E@AC+YaIQQ%4@aLDDgE4!|xQ(%AF>P!!cX(76?hH;w zBR2OM^%*gDeip-Y>UgPH67e54oTwfG1B}M(TP?%za25|!~(Fe-iIGH)L?9;uQ+0V2!@Sy z7Q0twK&NE8m2iVRq&3`U9OvfOYVA+K2W|pfqnw0(Y%ihkvJA-jD)If#^BHr(YJhoc zt|My~)NPB!hTsPR@9u1jXmUjQxe60TW#VV$N_07v3C)m>H-FwjkIR&~EHx8%hJJv} z(|qw}fH}q+exdg)j={|bb3ycUAM}2TLP_u{eE!f1k6!!(H;1=FjHeb_4H#iq^KCQ; zlqSJJmSpXd+BWY-)BuMQ|^?QomoI*0G$(b-%jpF4~>JC~_Eu;jgV{zrexn?P*sILU=MYe-}8LNcvjAzzW_ z45N<==uG#QOv7yf(b@it+!!$9nw=F8i-N1fz5kTBk!?8Wvy}#mfhHOra~Q5U$<1p94phe(aQ;jh0Y#DOT%C>rG%?E|r{C|UP$@UdocQwZ z?#_b424~fKK2t=_*9Q0yU1M{VTh^Q=XSZa*+m_oTb5ad4 zcX~~4s&0p4^^a+g(nHCrjh~6)acyv{7SZ~&GU9q$7rR2)tmoWip!JGN-{~xeL*q+H zVEiN792?sjND}a&YyqK;2mQ6 z?(}w=yeJm8xu}7{>R&YUYa9sOYsnbK`Vso%wnTHDDs=IC8J)BmCgF9N_`oz=VudRaEl4mikJcCQ+qY!uPy2)In+#Ua_A|mOTGUpSal3ymhAqHg%6_+BPF} zzMu?UXEm_bWIEd1pd^N~4rh!~t9yRhfZO}t6y~|@XZajc1UVTi#PSiz^k?}pLG%_) zERQ-WXnB_j1$!4$4c}9=z~L8WuLufg!`xzO6{8`$8FAQukvHyB|7v!Vi7ld?U}F z)^axNydxQZbTzeK+D+A3wHb$qb!2+OC#yZX9dP#nBZ>OEKUCJ^J?YLEM=Fb!(j%=? zpx(a<+p4XEum8`#K0O-#uIsCSZP!FZYVsN4 zE>slsmN%2N1COb3xlptq)SmoHjKF&;u{gaT1j5HkXqWRJQQ$F4%rq>ei^lM=D^DM2 zLI|xf;R!Vw;_?04M!IfBF$Sje&|#ZL#)0x zV8l-{3}wnDD^cWJp{enmGsK8s~M%V-(or|F;Y%UJX*9Z4be_E#3%D7$|PZLwE@#=MDTv>IH`Ug+Mb(5?x zNy`gV>bKwp)c|a}eo7d;#TBOHu7tZ4!<+$|Ua=O#`p5<*atcpufT+DAIpr+7yDobT zF&?=eEPkJ-iw&2H#WoU9lp05_F%PKaG7~ubj^#fu9p*jzGfXy5dP7U- z(btI9!${&8@S1G>lS>_s)`@CQj zCX2L5WOae?P+|%Hj_Fm9>GR<@Jn12Suk7Z2O({oTi$e10+86rTS7ugX{7!yaeGbHQ zhha>OEBwI>R{itGC!2qYB5wsl`j|Zs^K1o9b>E5x=L@MO*M{eqkxknV-lnS;TJucL zmx^kK*v|5QGD3UD6JkfVbkzE973yW2z{V{*VNS3aE?ingeEMCmd)FzB`SeDJKD!Z~ z+)dzREzp1nCziQuX9KG;S^x3kOh)f!DX+2K9GaZZ&=;Mh5Y}`OzqG32jItuG)o2ck zeBVc3P8bPNQdW}8+iZ7Ij02f@z#SFh5@FwsrJ~^Rk7$%0>*YK>k+)&aX-Q#i1GaR( z;S?Ai0Wxg|*WGRg#3^1UQ!ZR)z106O;BbM&B9Qe6);5sWKTbn(&tI}|#Zi`9Ue1@y zSO!l6W5D8_F${;qOInWTLQ|5h_@DPAjGhrs>PmFPqBRqlpY*7B!s!;S=e*Id`hg*y(^1}e0-<0<*7z~LqhusAZ6ZyJz6|BKiFo~G;$Y~lr! zYLXJo+FQyP&Nv27=1!*iJGPOIn_|4V$e4^O-^z2}nFN=r4w6N)6QL{VA?cGlO{RoC zq*87>VfD3jG-^*3?KypvNGs)l)@M~z+f*a=K}*c<38KBK>={{~PMhR|q4#Aix#g4q zlKa8f7S=`iS~Xy>XE!ru?@4;^zzVRz!(?uiKG?X{!RDAwa%xZ!8vi{N{|-1Oacmf- z_X16E?-w_a&Sm$u*8?FX>N(kVG6-DHogykqd|V&gNC&=mkg{r14E-95PT3leyL3Np zGB1Oc^iZ z938Cp{jIJ0XdNp}w~0=OyQ)N!bjU_Y`~DTr@%?dyABvWmP&mb_cG9%m>>BeOhmBee)wFcR z=`=Iptwdieot=ajgJf)7D<{L>tSh1>2qw3w!1e1_tU6W>4Ud!2C{{*q_$@$yejyxi z+hgLb8{vu82_N0>?>yWgK$*Y@-?5|>DfJt4_SQMYcz(W<{IU-Q_BN7CJ5zD8BUk4N zySa?Hj<|+xWAnXBB%mdV%3M-1juq`-KFX*0D$dtxTY(F~{?Pj2d6-MJ#peYe+BNn< zGh-#&t1f^CqFHFaqXdDRPo1#oW`?q!K+{4o_$^L@YUemwl$EkC&q?w7;WZp7u&1hx zN7(E;pR*x8x}EmB&Z2i4n{hFCPMG!YF{~KTqk=5kh*0+dl)G}y?QcA1s|NxV{%P&x@swN>iXNkZhQE_zqGHNjg%Zp-($zL*J*mIQ??$%M-(sgE{>;QSoyNWuU z7_As}M>>*!v12?hf|X^aaGZ4znc*1vXBqSGt&TJ4l|K}_hj9+w8%NqBmYebTW-)f$ zGN7sDHE2z1L8;*deD6#mj`5X{5N1oK9~uEWqcY|!PmYm}x#X(gIn%z+oa){2N7L`r zY{P#xsF(gXyEJV`AV&apyC0B$+-~Dn^_tG7g(Ymj>X>K`YN;Q+W0|o2A4s{Vz-e&4 z96fckPRyVwemZ4<;RXGS_dH)InDk^+>0M~?%Lo|#+RZU?Cg|cL$JdrAkvuL2Q%keZ zI7N)}J(;2a`XJUG8&oXy8R~-#H($dZ41WaW))}~C zX2S-3REamkK4$$@MQn&nNhREFhKY1Xlq!Fw!{}wEAzXsiRT7*n<9_2vd3(vH|o6ODa099Zq? zCTRB@fK0DI44kWg&lWe~lcDpVnYo6nODenfW;pgGHPJ@uTzpY2K!Xq+@s6DywhtPE SByL+lS585nUtE^~l;Hm_?M?Im diff --git a/repeat-copy/rnn_models/model.ckpt-1000.index b/repeat-copy/rnn_models/model.ckpt-1000.index deleted file mode 100644 index b65497b8ba4f7244327905f58f4cee840d5e62ef..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 792 zcmZQzVB=tvV&Y(AU=|6FFXCVn;t*ou-~wVcjSq~by>srhGjoXR2l)mE6y+BnODlX} z1gTJ6xZ^B0lX$!#irfQckenpbY;7h+@iM5C1ISc`3#=LqJf;Hq$7W#~3{@crQt@T) zgg#`0p>nbyxij1rlYj$4>@hXk67L7IUoIvGJqTwg8;=4O(B zI~gkZ5-fRsGp{a#m}pXBab|LSPH{RVsUCQ&^}fnW{w6Xg$pN{G#WTe zO;6Os3$RO-r)H*Slz^l;fffZom0ScWX<#*-!C^_B;$=zh|j?OIGyU@MS=^DQu00L@_1S`)+o1l&vv3_!%du>INIM&0Ea03G)a|Od8R=Ai~^2=q%Svjt-@`Hr%gYe%C-72N-w*lf*yw?B# diff --git a/repeat-copy/rnn_models/model.ckpt-7000.data-00000-of-00001 b/repeat-copy/rnn_models/model.ckpt-7000.data-00000-of-00001 new file mode 100644 index 0000000000000000000000000000000000000000..f16742e5531859719aeed1458db7a07d07fafe98 GIT binary patch literal 374480 zcmWJshdMP<*7j3iQskd@4P`JQvj zXi$_bqO^=eMnl7|zu$?hQ&D9!4p7^_X-~AF2xRht>OH^NO;ikBd34L9&YtZg+8NK;P$=qQJS7YsIE35lrqBgu4ZL2#BdtpYf(94*~b;kRi$H$ zQ2tU{_OT8|%+n0UBaKPMGX+zo?h{F75xlG~)X!khJT5R!{<+N1?CoPDcjYqNXaTgH zuBF5){Z~YZzd7TD>@kMPtrHBoLJ1AAJ55AFbxnFZLQU4TjG7!se_`@EMPpS=x*omm z1)aXSppwoIcup_wjHX|6sG^ZuYIp*smCW4V?L6`C^E~+nH+b}oOh6vhxYxYPz?wp8IvPeq63&^_Arj!%7U^5C2CDgXZnL3fpv^`G-2*hW)Rr zbv|8X&7Y{|?mMW(oHP8xDvTXrwdNnAho|&aYu%M%3Yf2=*WJC(?H{*eZ47W`tUVyk zxhpKpNsf@?@V2c4?7%!E8&QUXJEp+(hAnXA*gm-CN+WD9zX>xmRQMGUlW^$I7#u7Z zgFPbQAl>c>$LP2!=ctkx-}vG-e%})hkl-P~AzrWHubVrComQoQ z*?MKH|Q0leW(b(xxwK-v1jtvpnm)|=RF>rmEk{I+(jkK*5V&Bh8*w74Cwo9 ziX*9T6My>>4U*0)z#a8*SmB2xZl_I|n$`ik{^-Md5rI%U${mhh z6Xsazf5qnAzRlyTvKuK8NLsV*IJsYW#P8j(ov0@%-XkH@=MAOLRzj z6t=&g1r_O zc88mm-@_kr|3YzPi~~#z`9ZfR>}*tv1()gb@5cPV_xwWn1uFzFRFK0h|E=RI9P_~? z{fqgBNn!qee*$>z#Bd-p3isr0!=eIP;ppdbaJPO8U9(xl|1w=p7 z*NjlT)2 z>_=hB))BbtSs+KDc>$lfI~%|B>Bo6r6!_jJ-rz*r6a0*Qws5CIAxufT4*Jy<;7%eB zG`!vpSJqBq7x#XgTwj5wUUlKZdVegrDwZF2e+@j-wTCmX;xuOqU4^rlv6SC&nu1%5 zUgFnXjX33!Fh5~Xj(_N@K7ZIYhQI%A2Dnxy4$J(nVOf<9`0&4Ns6cW6r?MB};d7Db zXSV~Az2T3}+&f2AT>b)o$EWgFCdqR43b0|Z`cl5E&w4(5xe4uWmWBP}SD@jt1@L->Tr zl#)67Y90fXwBzvHIbT3yKLVF>Wg)3-$alz$fD@ONLH8fupp8x({H6)vTTTYG;Gs5u z@tROL7dwudVpk!Xd5nwKM_{|07<^!(BENI*E`Ca0IP~ZgfbQ$|V0GazPIyHK=jK!e zd|qOW|DHR+KR#OlmwZaYXD`%n&dv72^aL8`;eJ0TFmVAc`c(y!`%Yk*jwmkcZX%D( zIzw5FBwRQ94sUhs!FGwoIH-q@d%fK-a){?Y|Mr2r{iGIJ+C-ubi$^5ZQN+>o2AFRw z%sDmg4~^^!;ga=-_!ZAWI2VVmz}JPv{8Ph=@t3&?{GY2fKeNz@FKJSSlR^dl zi;XSVB-tA5evyaWE=qE&<~Xo7S_ZC>nuU7~Gy$ssMYuC!6PB}b;un;5V%3BNe8NYS zfBWQde!j2@f5(SlEGV>=lN#sC5_vIy^*pV<(^I~v5P|Dy#O##>;zDx>5ut2KYu2@=uW*W@ z>uUnSq3sY+bx)0`U!zE~kJv@T-P0m2EQlqZ-0LD3C-yL$!|%|7+J4jbT%4eHCGd&9 zQB8(WOb0PM=14pBLY0_F&!UToiV^3mI0TWgf%tkans%XT8}a+cMdHPOJa`p ziEezsjTT~%Pyg*k(!G_{>7vio3EK!S`rVwpdg{IliGqkc`s+(cgr4z7BH?8`krXaP zQ#l<-FBx_tt_U6=PAIDqAFNqKYR)TKSLGvm*_l9krB49S1C9`(!2`rMvPQ4s_7eh^ ztRl+CgBjwqE zDDj!o#}I*848Lo=dO8>1)4d*<5lQxtcz@l3h))Y4*2!+AZN3~y|9%0|Z68n5MN;bN zQ*U#KH_J2ij3%Y&HEFWM=b#+=@Ow$(VoD}`i{?FAldAyX{qiZ@o>F7{XdEHFMK%+Q zaTl$+JAv4j<4z2%jV1oRbSG>&ZxeaX1@zzY$JU+`Pgz&voVf0%(u;M++hk2-yC1Fc zvsEH;iA99hk;_D}#R%c~H;!ms^M&^4%O1ji0U)}ooETju7Z^XL;@;cTl4J}VIsAiSpDBR zhTNSq4BgsIjC}hMTF56|!pk#)9(|{a$gCG++!5;{Xt^(F+-QQ{GsUK>D0vb4YAflk zwJ}87o}a6PrjrQ~4Jo3cYzd>kMVfK!q&efmt8qQCH4H*He3~xvJ)Jnj)?gItZeZB{ z5Tda|1sMX~mxxlPneHg#xgBakgAMIuPJ$l(p4&BpOjzP<~LnN(JVMJ0Hv};nL z1Z`~-eUr*vqGk64@kyzd*wnO&wr6b^VX)DKIMnXMD9&8SXzp0X(3cXVHJ4fw8-xvs ztz2DVMaB=}KHw2^_t-SIg`GtAG?O@$6vXfpGiF@sOJ)qpo71d6FzBAaE9eD#uMyUp zw1`1Q3UScwww^)WG!gp6i+Eg{Ky;^NGUkSJ7^H`Sen;u<_5t#ch{q`e(P%zx_0&=k+s)XlFL29huTM6S8yTfK3X%l+(E*penM~WTZ+E&ur*!#Ndh6leN7x`J4Rg1I-$36 z)hI(f_Zd&LV-f4}yCkM@G~ijDdO$2ZBF>u0ROg;Q^NeXAb(odj9m^_sFUGt#Y|A~+ zWXtoilH&C|_{(J6|HxeRcq1cm<0ICj;YQ~E8Nr%(g@Ed>+ap-J9xkZb<^G0yRz#5X zYiNkuF^sEq1FTt|UV~Mi@6EIHThwd((&V`Yj9w;BKZ|?u=>`TPg~2m9{Do;*dxfX{ zDTB9=UBk6acdMRE?W|7hT+5oX9%0>PzTr-49AGdN{j1ZMvZjWzzqsN9D{Ca_qCEd= z=Xj@*c2(^z4dD4U)o=wXJb2q&|8QZ42`{N2kDmUposn~Flo_`=hu3hZkEhY4z;YS- zQ>kxe&C1fd#Iub1&Xo<%VSTbDcmv$(s^?O4UT}6kGd^PrH~3~H<5o}%>$Za*L;uPx zUdf9iT(g`2h9-MGbH%(TYx4p@<`||}&{h8(0CdTWz@4$QRd6_61r}Nx*3-KHe9_2M9YI1dl;&?H7 zsa35n8d#pNfqD9qG;hc8Zr-Cy4a|KkiR$E2+DwDr?-v@A_F}xEdVJ!dSCm0`T zvRt#*oh-8-GK__j$vm~*+UidYxz*o{q}kEVh&;+-`i*87vcnR*4Es?Mc{GV4Qon8StNsxRn&W6GS3 zXVDEB8PyvPvUW9!)ab9?kUevTPR=CN|;ytty%I#t5T)m%~5N!G)b zFHB+KM&_VyAnUH(VuttM@65KD6y6)9Y?h;(39DxF78bu?oG7?h%I&Yr;^ad#@; zW{Ug`=DAFnSML!KHQi~zmtOrY@7#XYoFwMqTyvV8v?%a4HD`8|8 zD_!~*gOR<9W%fC(+RQAI=iVg4%M?4qLl$4Ee3u#Way#EK-`726F7Z?2#gta^PNxWP zM9Uaj^uqaibk;Rc$n@{e*$&I`Z$`R+YbFFjwSOpT82wl{|Zpk?HZ4v6{!_=D+P? zzO3|PQ9Aos2O{q<-j~KO<-%pEPjvDatFAk-#On%J^gMCq^zB@3`Nu`PF7ICM(bMxx zBIXv)__|89ozDl}gYA9QM`I0nekLBwz#p$Gp9Dz~CFh^8l;Uo2125$8#&?eL=Hza1 zdGC%_8QhlTlJsLtvw)L~9Rt!l&5tcSao3^h*+faMx6@0exqB6N|KBX8Q^*xo+rK&x z@LwRS#2;^t$SZ*-=73ojq&`(~kA|~CSslE#pJ~jrQ%6}3sv@}Gg8mXig$CUG zH`Y9A+Om54os&F5_cYHfTY=HcjRwNYZj;qZOGpXw?qH%C76HfKT5FA7~VT` z1B6(q0JSZ7c;VfX$UU~7-IXeagWbQADz78(Sc5wn6&wTKcD^9%zm8M78&qM%-@9Pf zjcXX>9mTXit8urL9=u@JP%FnJ2a|%2E5wv9DVR3fxw0l#B-XWddyFfmK$=>`%5pWJ$Fu^>m=6j#W`o&}#W2fi6kU7#0NJLj$KOU&VW#x~oZ(Hwj?+^$76(_tZ*r1w zQu7*K-(wGNrN_bR%m-kl)K2{QhAuKHa;4@bO2C3mBH+nL75Fo@0DD3wvh}A1^uWu( zu4BFIW(z@_<7omeri`E+jOac|1li?dU_t4_HRck4q4)YQx}1i>v`DcpozyGE{05ZVWe{29*zrIkz_D~8jPZZ=5!hB@ z9d+ht6Dgg>0EhETsG_ztRK+q?JaG6h`qJDFcHVV@kAH6kfxe3Tnf;Tnx%wx1X66J| zaD||Ioh=A{Er-Cz1EjKXI#L-~3ZKa6!$!GP`1R8)s3R~94sCpl9t33I@IAXgi{>Cq zo3bF6*#y_h$|m8RIfLk=ha=3F)`Mn_Qn>9|C`lJ@rIcHxz_PDgO3i5(-X&~}L|e-# z@gNMo^)Z2Znml}&w+p>4ltvrJo}iOv#)xHl41|^LM4wLrbmVd;Ir}>lr8cJ{-@%ih z%5@DHsaagJ&}27xbM>!U;{-`GI4z7MRt4 zC*Mt=&yv+ZxqK-S`YeuLUdFZ0Rq~OJnIx2CiQ{HFP3S;HfzbPlz)Vp%X3Vmv#Wts@ zBLSA+j#3jj$W)?+jT5OM;TS6MTM&}|cb3cGLG)KW8!6_#0}Vl+KwYvgnpx@t4sW|n zDsaBCLr(02Xxk1DaQy-jpG^U0=0}xSS z0nO)$DC0{d_U6@~k^nU{__rVYX#R!HF5L(pcq!mb+?!NQ-+eT;`UcgnyBHtpafFPU z$}opgM87rT$c2w0&?D_@xe{BXj|8)SX z;3q&qgA3{kr^#iXcjJcIKd7dajnlHP0`+cTEF2#IGOrDS4mKSuZ)nBuj`%|nJvnqc zCPPd7;>z;vSbr zd;=Z)_Sa^xWAPH;WRb|$-28!5;z&?}teq&TTo##BzeLN!cH*?QHsn_N3gy<7fwVPa z=;H<>Sp0q^=r%kDPSy4zk=I$^a4Ze2tayYhCnRy9ggi_gcn1zQE&(^KF5uC(6YP%; z(YQ}s2tT)sCu_Xy(fQL|HHY%usL=KgXvR?xRum{h)g@hM(INtGe_)JfJR(r-`lE0S zD-wCMZ$vS5q1dYQ6<{rWO4>XtB-46YfYz%3q}`$eL$&6SXEqyn*k3|I-)=#rNnz>_ zC`Xh@Es};Dd~x>{xHHP7)=hgCesoX;{Ps8ndHh&M4sJ7lCAAP<}iuF84M-I8*YQcZF6YPb2WrZN0NFjR* z1<~cxS)i@r7g^$e6-Dc+;&m57$*2<#uvG9*aLzy-NVRtX)Wic?W1~Q8l27est_1Eh zeK;?{f>VRdfVcE6+Sb1rzC0|Azb;Kd+G(=*PR;-t)TY5xY#XXrXb#+X(GDudA0XrV z)zGN|umK_D^9Ft7d-@jDaY+tYMp&T(?;KFwuXM6))(?F2+iI#; zum~vIgyM5A-jMbu6u~J*IOW+?fTTXnQ|3#SLZc@U;AqTxcyvAtP0LrIFFT5`YwikI z@<{`FNl60hnI}kVLL2cJ`M_xZDYkuwKRLNB0<2ETM!COl;R$vM_2bqzKz4eP?LdcI z!Hs~~Ql2o)_dPJ(<47im??ZdhJ5(yIjML~zNJ3QyicXqfU%gQ1>aYnEm0uw(Y_?I_ z*PFrj;y0*U$GxNeSF3^#=P(GTGjH#o@7?GeE5=jC}7ajXwR91E-#4fPHS^ zl;c<$*tMsUd@g1LMz6JkJ=f1cua0BvP_ha?k>>=7+A+iLFg_8 zeSG-9@=ze~sa_0T+7}_G#9mU}t%rR&#{sHKKLF=%KSq~iRA8(^2#ijTg5z-_c!VjB zJ$|(#XZV5)v&ztS=RzfLycqxhG7C}_2?}JedVvi5-(aq0lP_bmZmi@Z{u6t$(cUDz{qJAa3 zZi@k|-%aBBAN*Q%=Of6~#0Nh7xdyK09)YpdH*m<$)j0Z#FZOl11#E_7V8WRKu*^~( zR(}p77mA5up(8rb{i7)Cd}jo1dX1ujydLV%*4<=>t0XLS(Zo=+2?mKf!lhH5pwag% zY=3tZW}Zod-m;lckK6L}B;g^FSjr4_@$H2p|8q z6_R&jYdIsD_^CPylQtGvbDa0AHO<5LH%(uE2kWMKCeUW&u75| z+9??P*cH8&UJEbUv0cV1kn6|P3?My93 z^P)z;qr49Ga|!_rErxVrLY4xn!QWflT8SPxc)Kr^ znj97YJpC#(QMVQ~xL-s2KJ}ADU^TfZQ3`ZNb8FtYM1uI6nkf3U9+IVK;OengR9Ti3 zva9Pv_?tN#+?NHmN-5$+awXJ==nPr-VGlSN_5oPE2|?RZ{!ksl@4)`!6=ah_9CG%g zOv(Hf;B%lA1h~^+sE!R%vQq(t;bCYLj#JiMIaCKVho*Cmq7O&hf$~&5>iukonuiFa z@_H3S5eq;o;})pxm_T)lOo6Bs23wCMfEXENv~8jS1${Pyocv-k^*9p=RcO>`W|HX7 za{=VZRspp^nbdu620myoikN@?pd>X%)DRbfzj?l73(CoYXyH6?^_33AG>}I>(gxTY z#uQPx)J5cXzmyu!tp>)eS+F+C7&$X!fQPmcz7m;?=cdxYPJaOmW_v){I}yn9Sq^Yd z7Th*+m%NXdSZwvhpQ%tYb;D%BvG=BY`f1VcYtcrJoZJjX##90wfq z*@V6_>&a#9v%u`YI$&8Yffi8=u%6rxT@Nlsz8yKhzl~cfbmak%-9eB35zqT;*C2nK16%!`lE+N9furIgIPiKS__Xm7=`Q;K;rp_{;86@) z?4cPY`QQ(_;}njJ++s<`SW~njB%a(ovmE`|(SkN@96~R(yU2b!P3qI8XGnZ19$YqW z2I>9Z!Qlm`$)}So=)aN`Sk9ykCp^0db1XK1)dB)|aR`t6yZ0N#PRv9*odn^mv=km< zMT2by4X9sS74I9Wf*WKg)W19subb|}VjvEf3YNjwo7bYQy==H8EEES{slrvYCD7kJ z91gEi1r};+(8{-!h*oKaA~x$&BL77L4u9BG<7*zNXBLDc;4;7hsX(pe7W#ECzh*($ zZ_`W_Me=B>I(fqSEU6>30x(H7l5I>wf(u>)@%jcTzTywK^C1N7kuM>OU#bJQU4i6? zkQd_n43o`=|5CdQ72!q0LEum~gZ@n4M$c3G;Ja}HnDktQd~-q)Cqr$x!!`=vNKi%6 zN9~dBv^7?fBJkSbmw0#AR?52WK9G)3hNNE{8M$K`WPGniROwX^B@u$|<{0AQJzb>t z`ID4S?F8uE=M5a`uYuwFGr(wt5oP6W2vvS0g2hX}QtFBFsBiiqHQFaYuC~wz4>Y9U zU4z3YnWq7IEM8E>Y47AdjTyI+Y#s*=c5x-*YUY}Bixm+6Wc@z z!Pe|u(P0T;2Z>;|Hh#+XC6}vk7vM? zFaSRaFTp!6TZ0!urZ6rl5PUWtMUC_o_;F4o`c`cY^2j`pc$Nw8Un@i^dg*9)x+$e= zBm?t4_LA5`384QjqqwevUd<2h`DlJHw=U|V928wh6lBy=n5gY z?_fJQodT(dEn3u$o9FiC z|4CECPgw+h$>1To{sEMKOc>i;VSujr3>29?gy66e#m?}DlZ{$9c)l3lE{+G&M)}mI zZ?528ayis}6p4LZ_3{0AU2r@`f^^SJLFV?G@Spe+U=ei%CP_-6r)uQ@ZivBM5xs0J zmsvEZAc;9L3*dCj7nIyvfNqw4MwgrypcrQswZ5-`LOvs;Vv8D3d*O&YJ*p{{Ern#| z`o;L`m4BSKy?}}wsR5G{5#S^%7i=h83bxTL$)$--@Xo+Rkf&b2cBxlK57*~GlZo5Z z*W#5pz>SHy=h9KCst?>^Lx;4iHlWjBgm&B8Lj#jkz*y7(b{t%Sy?Up@lAZjeRozeiEb=_*tu8;lwwl7Wzv6)ODf1TSyf2<%cRG^tsS*7ob5 z*S?VbB%l%fI^d0W7@~i7-3uC;*FobG&QR@NJj4g3A~O|RD6;zokeM-ux;+@2^DIWo zRxP!RtwYhW2eIb9lQ@xat&nJ|+QmcRT|7 zY+Ml#zfaa*5Qe{2b|ABkQ$SAQI%wS22SEBL6}PR49Af=Jihi5PBd`>(B=>nd=WS3Z>2^RJuN{IS|-?` zdodDnI0;sMOh%hy|5C?C!%$xc6X&;CLz&w~uy?5w(zl5O#@%tiqqhsi?)nO9osZRy zLK#pLe;KW+lEPp2-$9>x3eg3Z0AOO!T;sZ20g{zJ(fQ=XAkAVJ zL|utOk8k9m8+$(hYFRa?6ilHKs2ZUART~WzuHlI!O5)zjaim+`8#o-AftT1s;Te@! za={y0tS*&+EkZ1@WqCGkkaEVJGXZ$;;xOeG`jS*!qd5LsRp$t zW0B0l4K+uG5xOsO2pksYf=$D*0BOlX-@Z>E=~^dBdisf+t2BVpk2ZomqO<5>tP-v@ zYzIFKW#PUqU*Idy2?KvxgIo6uk*`u1d~!35R18!i1-;k88;j?F?9>V}3&(Q`)3j{wEpyHP=NV89D>^CKb+?|#{{b)%}cxW=2Vjcr^c`SS@ z=OkQOcoP-YdV^horR2=&0@U<97ya06N)12ff=!4lMt9kTN-%KlGuFzfZ_6+X+&5ehRFQE1<~3WX;d+dQ{q=g$;YJqimNIU`y5`)?IT) zu(dk~Wp006XmqurIq4bZb{oT7ALz;Jr=%w9Zms{x%nuoxXrK@vh;+ z_TgxASpszaxEc*ciNKEo)@bhWSx`Q2kL6T_;HmEkVBhJV$n%W}#>#=9aHSZ0BDo3$ zDEtChQl(_!-^b|v_20-Kn~TB(B7nABSuHs?i$1EGBF@Hip#Sb4M`h&zVaqY#d!UM3 zbh-es5<77F&o*knBpmON%SJ?LCLWdG;O>tqxc$X5EF0B`LYP&!>D6DbO**z#y!|Ss z-L}Q?qms~1t%7>cT#kFC<=}U(@dqVT|KKvsL~hI6-^ z*}-S`L34>EFy{OvxMwz>Vv#1$OXe!oX7deAe&M3ij0&{a(-xj9oTSonqD&(XPm!UW zq8zSc6xb5@88(%&@cPMlusbu2DstNnX(^Mnj9G-lc1EF7_j{?kirZ0!>k{yLc@5gr zsE%#rwBS&e5{Q_bL^i#B*=s?RxqA)J61_*hwH`n#MsJ}X_cztLD5OGX znMYWr%oJ;E-v}%IaRf`_Htf;I$5u;Iu=#;k$e=U_2aM_CH-@d?Y&-Gq+rvO#PCV@I zI0{Q_pMholH8^*PJ?w3s2MfctfTXZj&{x|ZXIbvX<~2<8YN84l?Vg}|CJb?I-x^T% zEDs2joFEtE4uI3P`>D0uI<}R{1ZrBj5bE#Fryd;%21b>^rmQDrNQV)DTI(*8lkqCh zu#m*&L?jO0dW~%{Qv)I{q=OS5vS8}dTynl#9$o3+!KAz@@N-TV?hbW=f-cWT$i>SL2g+{&R@0ME#bF-Q zJ2=4!n*_YT-w3{%tVc)2F97GQ?%D*EUEz0wr|30AMGLgN~59 zfXdLuTlPHw(wlU;(y_hYWWP&2j_mH&6a=-N&au|BrX*K+Ga+*z5=vWy?}pQmQyt zPy^lLhfo^z3%SjzX0UC`VaT`mO1@FtgU$+w!tvjFs6BTt;HFFiP}f4q=Uc*7g-jry zup168jbcCk;tAo?Fm&Q+J=x!wNZ~#~{GX8_yv$pQ8ZUiB!t~7)&q$bKY^e|Pcwz9c z;RtmmK^-P=UV+=GcBn`(7;Vo9N58$NO|v46fy=jk@aL@smSWXW4h!T^Wc(vAt4xDe zMo*HbQZj2pqV@r|zXyO<+C?;cvy8-&r6_tL2Vs>4%A|!P{mV+ArtmU+-z*m$h*AXt zZ_-#hP70GTlQ*fO=f$avtslV~ook5rR7tA-ErToGAHu87iQyp!7b>(Z8a`33MzXsF z`QsBG$d}uPK)l9Ncw~DD>`?4O#S4D{1@8h%&-Dx7@@tUnc~L;WI!6-AuA*;I$HAY$ z1gh^*8Bj_TgE7j9s8CxJQ|7x+K)E14Qp6qfESV*DuSh`(`7TJ+c{9?FEb;g6n1qag4l*6>f8%)_)bd%9k-MPd$*)gn^Yr#p+hu0eO?OI zU-HHe9^He@ON23Wx`!I33-K{Y6}VZs7Pk8T(@6e#_6q4iIC6Uoo;)JJxv#JqI&PH2 zH{(Xx;<8!PYMcUwEKNncOK4aR>$|V1A7a}9s5z6C;2Qgf&6(Z6A5lGg%Pz?KohYUf6VJH~C(glBFJM=720D3Y2p0s!j+^xjWr`SxuwwJ(BZApmqJ_Ekhn82XQ z-N0zEDhSse26^5tlurj6B@1Q2TSw)E_qs!^ZH^a|^T$YT{z|KpmxBLcTSjdb$f%R?&vAHv(yCi~*^^ zk0|n;8`$vaD6-rZhJN}h<6(~raE;1)w83^6FtRTPCjWef$vMdyhrIjf{+ASRXl@Y@ z6H-DzznfY#u^c5#(QyQ&jLE_C;Ar|`(Bkif<{c|YTJQkq`LPfx&6t35yig=TdrFo? z@$l!#P%^=H2x)TE@x7;QRPo+B=--waig~mj$&T*BzXvnW)x1fh^~M0bvzDhakrt2! z0#I`1G7zBUfRTO&>TB3C7_;FnWiFCcE9)k~2SOi_as&srJ`RCLYM0|C3ma6ny${Hw zZbhX}Jwc%D5)}5%5d3TpBW<=%l7~a`z&vXaR%+M}&bnv8xb)WA!_WU=d;LiqurL(8 zI^+u0_Dh?(=B1;z<-)N1ur~;cct+l7X@uMMRiN3M6$r}qkz+|Zc>BXLa&KHC@IK#) z7MvqNjdvJ+9D=B|`~Fhrn29)en-2^RiGZ{9F3@*x6zX`k5l8&fr;1kX#&4Hi2Q_>6 zaM$WN99S-f)&BLA6-*8I)_5U$GOYoEoc=@oyiQ89?Flg2!vl41rl|e)24Ji8KmV-i z3uSk?63NP&;jW5}fbh~n3CEPEyN|w66&V{*=gbK8xAG=pXGbEJnfHj{ca~gemxA-= zFGI>_CoEn)j)XsC0d-75&euCIv}zxe8oC3Goe*UCZ>09kvq6(jCK>Z^4!tPZ2&>=5 z0L-g`S&vf5-RL23PgWtXdeCrI=V448(NeU1imz^gkshGVTNfE`+dd@6n3}? zdKrBNc_OvIZT2DF>i8NZbR5HbJrR4@iH!8D26N z0S*>AFzU5F9$Og;l`pJ78@Ml!@6r%lE1U_mH$MVj&Sis^7hR;P^D}g|jR$qN2f+N; z4w#^|61f~&jfT&M!&B;F;FWF`@VGpHv={gTQ~VI6yn9wN5r9l@H0?wlg`U9v3z(mVf5EpZb`XXLKNms>?4~oSQO}7Rdl+MNr z7L6dQTY~uhKR@l&k87l_=s4B4%@qr^DBzi81rYOB;k(Hv;C_1s@@Qy8$2Lb`v%!_5 zURf~wrUkI_Z7$wCTZ$vjSHlMZ`BdgZLA)w^2|VL+5#>7k1q;r72T4`{jKo|;CzGRU z6tvllvm4}!|n&!0Nf8}X}Pn2`?tyT}9!$D@(UxhiVXAqMy_-VVO{^&+OG3fLbS z1H2Y^nQE2}vhRd-*Gj4@;n9t^sMu>)DEmFxSe6lnN~SY_y;BnDb|!~%5#mf*3tMC|#t8gcZtkX3VD z*nRmil)rVJ?3Hara^JMjpC<*iagEy%Pc#Bsykw#iKGmo>*ARu(71yc&L-_l$IK1Pl zifsdQsIN*ARPc8RkinV5XBeYMtu!1xyvc^UyZ7Vtg{5f4bUZMgdP(*rO5n&nawzM2 z8hZARJ1kndA8-bOpr(o?Or9!7Pu(E=lB^BPO12?m^AD8J_#LF8^O<~5r2%5o;wgpg z;otz=hB>!+XuT^RzVYuyx?x^edII2_peUT0y%!tKX5p6akC3hM1sriT1{Y-Lz=ahB zWVT!=er_rU_j6;(?EM13?XoF0dFV|Qvp=AfUIw_f@E}!s;wM=6R*2uCW`OtYg zOtkd8 z=&q$9g)h(83ob5#(-9Qt^*#;4-{+u#Z)ee5!vp|IYrwWJ3eLWpA-Al)N1mUvg;OEc zD5ifAlqiTmE_WWGrq)0*L+mGctYZR*`>4Pc`J{hX5DhikyngUn1BJxgW zo$0{#wWOiF9Xb%Lj`3{+d^+bCZbosyIAK3EdRQE1Fz z4Y<5a9$w9UjGe=j@%ig-Nb|dO@U0t{I-|B5yfwRlo!@T7$r=ZsTs#B*@#;g;UZ+9P zm0fK2;(zl+OB8{XpAD9=UJh!9bEqXhCE)?1Pt?qK6!}Wf3V2SRMnhYcBU+{gu<$no zD#qKXF{7WRVm6;h$K4Qb3~H?LF;b@_`W67M#2-|01BrTGzGI(Kdj(dQ2ZK)+w!$`Z zVQ|u6IaGP`q}F@C7F7M2fQI!S;6JOhLG|kbyzI~tFkc*lgx@TL_f~ttX44W>MGHVb zhNrU(3$vS(M53_S<6ng5EUxhGjnI| zy(69^S&BkMqCzUkE85dWN%mw*cGH?LLq9rSGR$1t28*?|c+HiL>KP|eZV|u@Dr?||tZowS8$&Y_f&W|3CY>vA_Y(ELw#l%{8qf&8b#y^Xpln7VcqR zEsD`0i}UTl)63~MP`d84btm!Wp@(pUfJ2TqCI== z?bqW3aRts60+`7UK9$j|dhV;md*f|fse(DvXKyYyC0)S(Z%UG{zafl%ScuNMFAM&6QtLJj=+Pb)1F zHBVc_`pIymK4v#x3VLpyyZtf$&&GciTk@{(1w!o>!4`|S>t;^p(pIEkqSk}oC8ooF zxA&9Twj9IhYP*zRiD(`7;6h(+^1(EVPr3K_-cuvZvV*w-?K(w%o6n@6>lm=er&kD? z^QQP+)2ym%&L9OxGuju$DmSiZVB`vzNb2h9l^^ypOLm zRc-G3TaUkE>3Z`>rFRzRv@)6v_Dttw{F)|NPYppbC)Z-jS5x!P;wjCW3P}FggI(Ng zognV-ZBpEH>FIp)>SS}lXB7cfYvUh4d_I&@7d#({=1aQ>8eh6a3B0uj_!l0W6^w)z z@V8C#(9RlB{QA(C#feyfO(U~=$x^X|Wf z&DZ{D%qQaT|_b2`MZF8x@RjVKb9c<=KbP4atP)8m{Ufy zbcB*0dCnyFi3?f(JJiu8ztDR8k4 z0lEXFNyHzx zNPc|jNp5rPA-50RCaT=-nXYY^!+E+U0Xn-qgf8u2Q02}#`t8m%`aq=GbpK-xocJq@ zJSibmY_%6^%ztfK8PGuMI@ZEF_tjC+#3i)&MHoCLGK_|g|HE6i%HxCOns~q|7Eej7 zMW37p@#FDWv~;W!o`@Sn9PQP#AifX`NcV#7M=V(0a~W{jTfslg3sfGNMl~ou13bhQ9UurBq*Nn5>h7ImR}%W(y8El;yjSy@rgVnY{h98UPK_vSoCsN z7nDniLH(&Kq4G8ZC?U&1t6OWJInN4drd@@9Gk?GV6Jt(KM-^Rps~NrXJON*FXQ57& zGJ2hADf;C!g@Mzmg91CnPq65A_^I3wq? z$lB|tfQYF9$dUa<1}5J!Z5?gkBsKkqK2v7UZIr;b6!yXH75Z?~+CEqlxgN?r2t~1V ze0ux-&q$+emnk=<32u^_paA|lybqLr{=T??c7E6ao z%{g_z$>9xYXeLhl?$n`XxLhLGL@~k!C6VMeb0DdCmz-DLN=E*1iA zDA(yP{OUd%mh1%ZZZHiy=GVd#SH%(cE`eqd^%h2P!vFkwrH$8heZ+Lt@Z%3xusBM&YnUB(!F)qILQLI_33JFtmLQuqe6@ z?giU{^4kl+0rw)x^GX8sc>Wl$Y>EMSWs+2w&k-;y5EDjeOR4XrvSgm&A=2|>7r5g! z1cCw=fnu9SGjt(a-CT(Sy%1koCEU^Q;`1*?u=sNio2tY9`G1*jaqCA)eXK ze~7eRCByHFS-i!n6t4U_3|!Zc)K|a#l<$>%>QN(?dY3i{%sx6%0!Ib9c=<>2+ir94 z^GG3ir$CKxnSUA_ZC=K?xc3z2!(AaV^5q1%a^MvCrSdE3{CkLVz34r0{`MPaZ8wCz z8+|~NT^(>>n-6qG{dBdCIg+7;QC9L9bkVk!5daC}!A9P~g)<*Xrm=#dI8#K=%9U!{PA z^kYE!!X5B!i8EC*%%eQ!=7QTgAILQ)ia?6}2J-j^2_nnKlxkNT=d_&5eoT>McZISVi^o2 zub{1V+MKjQ+vp77Gkqp#xVg6oo*EE_^Na)N>l0_`@of|IE;~hfepnUlx_F58*>48@ z+qTmCYHR6@|1QyWV~c4u1y52#=>@rds+xSiL7qJEFosk})&=*k9{~fM?&PO4i^+hM zL1gTzAcDBn!&ww74Bk%mnLhHC;!qE4h~XPArq_FoEGiy1z54Q=$>=>9PQ+PBcuv8B z-lf8z&r#3m^>IV=ACI+g*Z2im`O6C!u(uMfvCyN-Qq@fl-zujc20KB?QxWvFvD@^P z>#}rJ%XK(v91C+laAAaJ37wLX3lB~{f~93#)GWIYuAbFSzZ{5#h4U-uYW@tM& zO<$5}Nva@DLmN1`y#NwiX=m~~a0a`V2+`HQOwZ7Pl2 zztR|p+7h5mxRe;R4Cb5=9Oh(ou0WgL@zH-C`uP42In-)Zu`rnnv};7DgJs^}e0U|PXm*KXQsYJ>noT0-SJt?1 z>u&5^)_`I(>QOuAATqG#p)6A=)az9S%jO55>;IkQBu6&Gutoi7>VhxqHL8X5pWBql zT?mV6SEK6Br=dwk7|ebvimcolVT7X-$}aVVcd{z!+h5Y*74a0R%V-06^sp28R78`M z`xZwAO&670))K&Ok1-hLD}fztl4QcRFw$zerSNClLPEu14oJwUGu<)&499Ql0bA7pMoLa<5?!-xOzT#uan76UfNL|W=_gxHAUW&V&^Xo|j&84mlat2qx#n) z4%60c|M9QFwQqB9_~mZ;zZv?JSlnW2EYFGxxgJJ+*SDrNY01!|FaJ{14o&*OP!d>w zNsc1lGoZDyme^cf0g?~&5-R$ONR#EWf$_DgAjDG~1YWcRAr`e9pH(Tul5dyLPOptH z-?|4^KXOA%t~RQgU4ZItXu{w`1$-f-1{LsB$VGRhVRcf1TR`%21A$Bf#H&D zaAeLoAnv^a99Y~N=bw}TOVLTf;KepdVxtP#J(xo@ikO1$ zGv9&!FE-$n?+|Hd8q0Y!&w>~~JBfs6wxEU|F-U)#Fp@X>11%3nqaj`-;@#PV?2j!# z-=Q>Gmgiymcx?u)`kjMb-oFit&dQ;Eoh*I3XgxMbtzs<2260fm5M$(S&Ac9ZfGmaM z8C`QjY>{JzCOS%S#*{eB`DsEq++9eWU6xAK)i_ZKZX{Kn;z0lBqd^yXEuzOY)4?@+ zTWaBuP9aMtAmkw?uOzds#BS?mm)eC!1J zdd>zN)003|@7JK@FZbb?rV(1C;f~}SWZ{8dXVAdD`<(59edtj40vzzX5aGqzII7+N z?Xa7PKR;Q)(0^jF)0zS--Es$yZf4PgA9_q{Ne`0#V1dMBt+2)qcW6-X8gxsigLenD zsWJ2boL^oBR#l16<_jt*=TnW8q8$mojrD_>?po9X=VanMFP;kELvrOr5fSp#5Zt#> zrnHaj1f`vJAi^h?qvPXGSRPfwgX-(?ty+C7{2~rT$Hk#db0g6_kLSqzYbbg!X^lpD z_n_uaD>&%;S6Xz=Y%Hqu0Z#2ch77x;VAv}Tw4Zu~Jbf3T77ttW%l!lrS6UBu?JGoA zh!vf4zjIR3Y^q_L5BRyCkJK?lS;1lLB{n)&}(oCyxkL{B(?ZnB#FDQ(a-R6K5z9FeZqh{`mKUTT9BRtl@ad za(uzGbCe5hcCv-qBNRgO9xMQsUN69P12^jYi7LV}a_Tp749G@C2Tf4lUIy*k zKFTpB>S5um75G`d9~}IB531~A=#fqPu)NY7Mx^Zz+IUP2TW|b?Ih$heue+{{Pw_oe z_i!B6=tkiKkAk2?X)T!1_6(S$n^2?MHc=g!GpOB{%_*7DO%&(dEo$RGT~H8r9_$Og zNKUPCA?AxrfJ&8LoZf$Dh>fpDNXhQ|U_pcoQ0EVje-xWI#eeb%&86;0t9Cj*AGwUL zWn@qLEe4_Rxz1>wWDV?*pMdM%2Ey!r1*lte%v2Dj4D0@#z+|@wlGqW4-o7N^q>l}X zd$AVT-J6Y^3{S#{*pbOi`BJVkDQ!;m&dEh&enS`M~~AQV%@LFK_T;M$S| zM7(2&Te7=3SBv!s{qP5{KBOL9pT^le=TgZ3q%mq#+z$hG%tOi{A7KQ~7ls_zk8F4? z95?kwYTn;G)Uz}bUK4r^_smS754hfK> zl3D4EoGjG_QdsN}XXb8G&edf+VpTAgT>7F`O_~-z zvj#VIrZI=jWAXAQw{UWT88dhy8A)#mW3KI-iI0D7rw1R#;KlBJ)XkGOLCf4~FhlDA zby|5TCEWTI#4dhHQ7a>K<1{dzTEuA8J$3UC|H@wyr`+`!&($Ki*Ks zYX_`;n9G^v8UuUkDv@g51f5^%4Cj;w(_ae?;l0Vl%>6x=@!gmAvB&9EOuC{MJ}j2Z zm>BqDbBPSd9j?PtU()GyyVR%;VKb?hH6GNP|Dvd>XGPCk8zjzH6{EMjwdknu zP28-Yg2I&kz{9ec=!AYhw7nRQB9Cu|=Pvu=!%9w^Bbh~zy? z-bQSPI~G4gUIBY)#W)|}Te1aQ`kDsH9vuWTzN`T)`H9qgDKjejgBx{uPYoG=-V9jm z4Fg41+laRzYSfv5JH);hO~kBw@}QzD93=h`1(F>P$$Gi-oYbak9JRzsbf6?2#yog} zy0;VXh`$I7`n&?I`c)0jj%ccSeuBr;zV=o4LFMELZ zvX?jfo7;jp&$Inwp=VouZhun2h(%iWYgN9?3U8euaIYqi-}DH~e6|XRYv_R6lg6B1!O29C_D$5EP=t~r)}xH5 zA-L-)3%9&8LYB3g(bOeR6gTOKj3k~<`{Y%aN)4`}VU$1ev&w}JBmTjeyX!JiMv`i2f- z0q!P_ZgvFqCzQbI-|^(t7CUl0B9#?=Tn}Bt(<&^B}B-LR8perF}Xi? z7O;J=j96vHaO{5caO_&SXtVPjxKL!0`p3(uCzi3tGZ*Zq*9L&G`4~nQ&!i_tcpg2oBIRW&r*YrV*S7sUKJ4Z+kknk!C-0CInb)?K^+rBPRpIA!S3tJ!O2QKu)Qk= zHrR`hpM^E4#{@}S@)RYl)`)|Z%cDWy&*flvi2|8A_YCLc@iI<>{T%eYKLe#MpMyUN zKYs@Pe3YZsFA<}h z54->ig1=DJMWs~e+d+!k!IHQC)_?=6vOx7&W8%4a4!F=LPJYX%B(!A3K*pgZAWL~J zh*nSqk9V7K#D!_XQ|u60cKs6MN6Mo;yNY2GZv>JL??daoY0&m+5VQ|=go|fuqSUT? zrV}eyqs(>DDDdrb*uOChXz@7&l!2BC z&qRj7f6>Zid9?Ld4fvLR8?1Acr-J6?gO`%E;MA8J)Uo4LRAy~7_4@+_e*9|yqYrz* zWy*k96{bvSJvJocorefLlTBdH&NQ&dJdwQn+Z5Q;I&o_5?;=8GWTWe=P0{GBQC&(Es$ARPy55W7+f(+Z$PTA`{Bo-$Lk&StKL7ZYU2pz5l zUX8cO)V^DstuqUVQ1BDsYi4-z)q9kW7o+X34bYs>Nc6^U6e*u!k@4yu=x4te{x!>$ zGdSxZRM|cZ_l1{1%NBohXMH6ke^sFex=R>CsQ_%L7mrs)_F<>_Wym&4nW@R^LT`UX z!OU6*{6Kk>UUjSpY#Ltz!Wb#)tIl(<;#CYF;1kO8KoBK5*+F#{e#!mK@-DS^T(2C`Ot-gh_`50q3Qt6L zo1{_I2YqB(EQiz&*dhaNB3cX1z<}2!klMHxdjDhTK{FAcVY3y;eU<~Ad!<3XnhS7P zbc~WY96{X?ovu0W^#mo}0#KIe0U{z5$VKrk6e$`>B6J};EO)IdD&c3%e;rJW}I z%7!^EpG!HXoSKox@kRKh<7xaAB%t7g1azDmhc=Vd=xKiojPI(33euHG^g*Yo1*ryG zk32_(D?QP^r&3sUv-a;(~V*dKXL3)5B%c{#=siMx-3FN3PRd zt*2WSm(m#_r7$?iRCCnq=_zY z$S2S1C6k&NqTsmHYx2=pCYc`g3mj~Z2eS=sf}O#~$PdSd$m*~{(xIuHI4E<1(w9*u zj{k`xMEoVE-wtCSBIytOkQ`aMd=IDRxC*hy;1J4E7QvkLe^K5mc~mhXj4bSDpdjkp z^qP&4ltd_sS~P|X8^4(@pBW7u&ver-`7W^8N*TE?*bP(H?7~sc%NY4Ng?Omq2{u&n zV5HUDu!m+gld|3#pYS1}Fl@({Ct~SC;VY@|>xL<%k#lVwx>KzC6z$XWG~%$?5lH~h-tEN;I| zNGi)C9(WBcM&e-JJwuq*kONi8*R=GjFt{j@KJAVvni~k{%gB$F^4?zny%zZ&4vs%qoE5rLk!B z_;&PqX+BcbeS?hNO`0lA$4B;k;?SW<11hArM4zYG_d+yEtlE zN125uY#s5yabpztLJ7^g5Q74e6VU0w3An~+3tE`E5Nme5Hr4LPgT!rRoIcbarpa64Ti7eHTqm_;~$ zmLL~>)gpV;s|a!XTEe-VPnz7hLB7A~MvjC}5i`OTlDT%LiI}H1iMFOgl+lOXoO|2< za*CAGNWI&0fkfGm4#G~mM@eea?4%gtyH zUlkQwIHM0*^7xNQv1zYU2mBhe2%c7qqU9cU!k@NLu*lmL4!ZWDh7Zr7ec61ZZGQlL zseeO1Y^y{&yNsY^d@P+We*=nDPEr}ziS%LjkcU*;No*KT-ooyrjK*Q0)yV-S2LizH z(Go&R)s(zThms}9jhyWg4@kwu<(!F&^EjRxXOjbp;bb}YDp?-iO?=2%XFAsbaf+I1 zp@VKTT~Ox=ZG|Ig&fsPGf|e|Nz-yxa6D)*JD?Dh&m=U@`B+W!3CW}61=M4WuOVjpi zuF=?XBOSlE1tr%kVygCeV=DS6K7I8PR&=FM=#~k*K)3_x@JC@ntTeuoR!3X@I1B0q zT|jGcKgbo!1nAjOP;rq@J&xTnt8Aecg=V1noMbvW)&p+nAEiG|#o(xKKbU)Bl8h7LFey<9%oEKy zSVs946aV)po|SVI7Mi`p_g4L+V{WXb@*ZHy(YBC!m3)p$GxVVP1#YzWjDOVCC5Pxw z&uoC<;3qIOYX!AyS3GfZ=6CQu{2ZC^D~(wF*a9qDB}HxjmO)Nr7_NTt6k2~MgOVn9V62`B3N*ikVtf9gH}U0YqRggIu*2IPcttTK<%&Y6-JaA%-M<4wq=!U5)1L?PeGm$>vWz-vaA;-P9@;+>pl3y-1s zyfXCk`X01!)(|Yo6G!h9uENB8Go;e=5pLgD35OP6hJN`erW5EMeOf{mZ)i_JeJ2-V zwSf+J;NCp!dZ>huq56$P zsn5Lu)XP&_DceAGDlLwpWA^n@TIoyZ8UuY$#~%kXe|!Mb7Sm+Hi%`l{Wff`LC_;*E zS`U1WTmqIZt3X`xZt$r$oikxrLyW|j;O`x3_~Y0yw5;kPOjmA$XXoT2t%D!XmY_xW zIX1#&-bc~FkJ+5J$$2m^v;-x1T!$g|JkfWlFsQmU4m0z{nEi5punJIT3jD*FP#l08 z_wblbzjTa73ZZrU3%o5ogkILXh1#pUgu3K@jQYAfk9y|xAElhWgFYuIP3v)jXivEn z;KMz2>Zs}nFba+)Y{GcJH}e>oLo6h3?ieBem6U*8*|*6)#VoK>;SI;NAene|SO#;l z^WmO9a!j|d9#Rl_14Z-BpnccY!X6ndyz8|Yx}>6og9?HS4z74C;)5pRvJnS-=@aPJ; z^0gTN1*PQKd`SLFx(BpocL61v6f)m>oV@VQ9K0@70|{HFOb_0j2e|P|3CVSvi3vL` zuuXq1818i-2lhN92G?9Qy|y5UvsHNt))XnD(;0J6b4@gCi(#SJMhKsFX2I`X;jkm( z7A1I6M3+(zO&?BsZf|whKo>uz!j1k)sA|Ov`s9*m`jQ$2$Hl#&kHKxa%6kT!OTU9B zR`|jM&k!gfc^K|IVFA7S(&>umIY2xn8)UjI2JVYT$;P=hz>yTAgx*+DlV7EPAmTCE zSI-4|HpY-9O6^4W-{n;3x=$R^^$llaZvna3(HF?r{|6l2Kw`6~CdaX8A#w6T3$#C@ zfEt=7(1McxpvMhk7~lU0maATaQif@;??(%K)+U1UhDA;D(K!5CdmQS~CeZsz7cAZE z58wERqpO#q(8kwap!h&5e7~4MI%|%jnG)YoZ{{qR)S65O9+~!l4|k`p&Rz`KR+fOB z?#kfdWp!ZIaRQvFvZ59g9-z8H{sZ~xG|(SR0z18akmt_LBQ*7HgSTrbqHW_Cp&>Fw z*0n2wNBb_27jw)>{|yzK85+?Xk6jHgT~Zrqq}+$i96dPjYz{16Ek&ygXTrPP7^Vf< zK%WJRV7A#QQ;QNOTI5bCwAj1|ot{&Vto}2Bf49%ZdsXK%%k5|5Z_3X2@#Y>(Ct0G5 z8>&o`SUQRgy$fUG^zk)Cd0IKe4NM;M1jj$BQ|`J#RPNRD;QiSx)Rr1YDr#vFHEAmb zJem{0r2;>YJ7h)dTlWXldqxvuzaMb^U7JJtZnFoO54#Iq|hRXE%)}r)~{<& z^^c{nyjB9cayoJ3-w(*oWEk~LYrjPFE+lm0Aa<}<;pzj&P_>5+u4z_JSGlK>v)25#Yv>b~0tdXWHL~wJibYw*4gB@Nonx zx#^=|EiLS*rq5}5s*CC)ym9LE-hbut1Z5{p`!-*Gf`;EIG9$H4IE=dtk3|>Zxk_FrY0DT>-_pH-NaZ5Vim92q@0J39fimQDZ}y)O>|ZYVOR- zH$RL<9-GIj|FZz%;rr=Ck1)l~zr8y4V|{~$TA&5J{Qvm*pEr(?IH zZy;&S$Hceke5G*;uKbmW*6Y{9m=ZqPI6ecZyH=pD|AIL4+?%N|x&b-q3ZY0zRn()h ziNmD5IDKPvopMD~Gi+WMo(dasb@Lgvb zR}|lbJAe6b$Sw)AO^}HO3*ymxTSdJ8>TS5+1)fk|{8uc>%9eDa%k&?rYi3p)* zWY_(d4E>l#^t;dD9QGC?0ris9QZgj#%MOq>y6L8mkLPoC6iFZvNj^N~ zokp+d+eCj{bca6aaEJC#%z$109>CZ;d2q-3ne@YirzRJh&QaIu%Hih2duZv0g|yZ~ zb4tU?63c$6VM=uGW4(tW%&C#Jj3cob+b+*!{)H{Y#aA~&?Y0*DH-Q%=c`1`YmDF_Y zstFuA^oQinIs;Ju10F`{1gN}4bAtK@(t?dj) zx2#0h7w_YQywOD!t{)Na*grVT_eJp+bfC!iX6(clFsi|yF-VkWcG_=XX0F5Z`{6?aHQcxaP{kfTAosmn(jjYCshfia* zY2Is2;H7DY%|f&WWuw9X_enfibc@iqpM9;jG)2vGjF0dgrJvmD@Q1@_B2i zmfWLMgQ^K7n9tA&X?Ljl*;aJhm=&72Jjf)btXe){-8mNeAR0Oz$u zC>1{$u;)ht(A?X^nL6b{+}N#)f7@2Wf_LhS{a-tj=%RqE-%OxfTm^~t75J0%Ih1WF ziHFh+IJ}#&)YANLY&Xp_E8Mv#+i5Qx^ zYDXu`N`^)k`ssSTUvy32A*iz~9mb=_(9=7bzEIpv*_dsb)-y=TDEmHfS(_lm1V0JW zO-AG;eMz#zP#>7v%7AZ*Jn}$v58?7_H_4GXMa&d>#fiEQ2|jw-bIh!jiP>Jdq{5MK za#qtI=`>0RY2HZ>IG%7!$<+r53=wnaemWG3La9b-Ka@YXsAIpKxKWC$rv35uZ z0W_;*hDm7G2dL_?0X{FC0~hc$kzwvBsNwbwndgsU*}97;{FVrAUw9GsIn<(eCw|~f zyj=*MX{2S+6tI2he%kz$2Y8bb34$-Qg4&nQ!S!h^tT4!wdN3kOIXZ+=*1etNvgNj5 z@=+)0Rg*^a38_(H+q8%Skpsl<$#F9DiVEO1LO?pdCao5QaJJs&Hqe-I< zlsYdG-wp~u>9(=xzVar#kCwr8@_hVcr9DbSEM#ZMV&0+W^b527;MmU!@a#b$P;(mt zu?;z3qm%?C*SdgG)_0{`KPHkg3k|`hlSbqdy%(ILt0Tbn{&0@+9wQ3KOw!c~Rkt>|DK% zyyn6+jMy1jCNLH8Qp)O><%8br=V%+erm7rw`JH9-$BNl6d#c#X^QNpr`<8|S&i9z6 z_T!B1oDFPA@*^ytTfhw6h+_Jt=XFM2i)D0LJXqZaBr|8`G4|fXS(X~Til^Sq!&YN% ztX)t!>l(j|m3uM6%&*IjS<cyXTXSxj9@ztVU{?d$Yus=vb;ZK*eO|#sX2Zdp(T0D=+JRis7hw~ z>gmMRkE)o|YaQ&BxL>S!Ni%OCP@dfhWzF717&5abOL+x`MHt7=Wzr&jdGcRQvd4#u z@Qlbstl&^7KDxym&u+WUcHHfu56#tML&SpEmS-E-jgA}H_}h_;<``M)veJ&0sdcHHZoAUd&dG?`FTeb7ExWBiV0j@>tRD7ub^C?@Wn) zKf^!4V~!4)v5n_vHY(gJ;te09*mX)Yw)0uQnp_d)?c=>`K;ojz_@Dxl-;#<^GG;{w zwD8Zz!mLr~IyQ0W1ux*hBKB+UDYoQOIr}3ymF4U>!2U|T#CmD|L-Q}zA-4sMCmbm;mdKB*n5`A zsyoVxMOE_tE!IFQ=O5)Yx9sEXJ@)6?eJ@cHdEbkt0pr&F!Oek#Yz9pg~8Cwng|HzC5- zbcnGYuRi0#@iM&lVg@U8?%I{bi^dp>;is$}dxY8euO8bqUc*VlY3$_sM@*~FI1|U$ zZm9j3#@n7H)OgxNgWVtZ9EWGQP3vhJ*-HhwJQcI_={?vF9l!ZA%oHS}dE_uhwgT^GGdH1?=Q!7-!s^6 zakH4BSuwng*;{b=RU5`X)t?#IzJi^`omsBWgpl1Fx6M07-RJe9(^W~8Lk|_ z88#M-u5uZ^xM32{yVcGUQcS|(>nZHeX~3oi%rMix*2%uPDay>N{DA_?zT!TGlT4(g z5-a^nlkJ@m&w9RF$Gk64V_LLVv3>?4(@dxxFKo)5ar?k$+e8Ho>h^BTp)d99%j$5} z=jj_>`JNZ-9Q_jBflxgrM-pMPP^WLEtpC7!9UHv@iK3Co((a!|t6(EP*>dd!SKFIWS7gJnZihfwe;urqi z?5vk|%-@kPR`+}+^N2l#C1wRRls#8w?_5ZO2FuRz!ms?oHD5*X3?o~tQB%w8bI;~U zImWYMvOVlK*?Puk-eLBhQXZ>ec!@n#b&9F98)a-YHZWek^7Zxkr`W$i<;+}vQ?_(u zHoJUxKW?(j#03F>d1+I``}f+YPYBD;NWg}MwK&30z)ST1#nV6H%#%_1 zkJnofjemVV$x90BX7z~+cfmHcej zH+OhA;-d?r&t1*xZLZ>_AM;>VmpL*XM$dUZ>g9}Ha1z5Kz1is-9OdY>vfiiWWA{8h zGxX{?@A8{MmXo*_Z44V>e#bvWhu@blC$fX^`SXX_S7p;Wb8HFIV{Oem1pA@NR0QLA zNXd*RWyYqg|HGRt$YG7QE@S3#>KO%-)y!|B4Q$T!NG98{7tfQvgdUv}W*<3KV7rOs z%)1Iw22Dyvdit%g<1Kckm;`;)`$ z1-UzHXm}Fi|D%{$_(g+R{rf7ugzmG>`p1~~lk&_n&KCBN`nv|+@t%gav$isuEJfIn zASEU<=N_*oZXwz~)QulbK43-5@^A^x!dPS`W0}%X-)ff5UR=V zCUAQuYr55#RTJ)HHk`?--?wW!yIM?!ky}~F+!WJdL^-a^(0@y@QrJn}$&rkPi0%o!%|p-b;e)@U87Jd|wBgA_>~ThdJ^Z(e@hQ8AM_UGX1}|^2qB{*)=YSQA&5l4e zZsS(waF!ISAUwkB7}`vQd^W6F zleu)tfl<3##~iS|!Wt>CY>@R<_HA+;tKxf|88Y0$vo4fjOu~#^hu66xi{aat zGToO~^Z4KA^ZxS)#fI+Y?2YqHyv}A>I!6BWA`!6f(+K&8Zf+jc8o}R6Z31=RrbodXKdr+jqFd! z2==3ph*^BvAAE`GLAmRzk>9dhBv1+CnRU1GGJje!tNecRW|@`Z(2*>j@YY~f+Ka#e zgO;qnR64J>cr&l`Rxqv}E@gPaJ-j_K(ahOWM`pQj3$uzd&F#4*U;`GjKMp#v)+YK) z?DT%8cIPmr1&erp|2bk#TLr$8V$H0@V(b}>jcj{b#lIrdjd%&{x_Eg=eo1RmS(J9XxWe% zdK%r^9M4Pc&c;HZ9KVu@m6RoXPWEa@4#>p4H@Ft7p+4$y;hRarG z@MleFX1t}4^%=U_kTgexc{aBC#(Y}}Pdc|3Pu;wR z>kSi-P;oWSOTL8p)NI1&g|A@5q7oUg$O5e8xRm)s_c11#f3epCGkiUJdX#2;F5C4b zmHsdSd4vqQA5Ov%80;A}oFl^T^ z$lrAznsz=SMXw*inGa9GEO{rwF(03+S$YKAoBWr1f4UNJIVM5mlhD-lTG|6qH@gg&jNmVU|V)@ea8~951;O>5yX{{-Yj96mtnjfpq3^tQ=AZ9+~Zgm#nP7^!5MYiK8pXT}}bK`Z9)F^So2Ac*iGV z{yu^%JoXgUYn74gxenM}7zCP5WP|L3|G1-Gj(BpQ2b36-fvMWEz%ryCY(MHuvhH0a zofCt}$Du^H`|nm#l@vry?0!Ndlb*u)%`f4uYcBA5zX8-4j3KY51;X3nCDjdq8_16(K*IYQa$R!e zpmp78Fe^J7xY(Ex!{QRS;Z+{UUUGFjBrAsLxCxJ0JfMobq{sy;?cEy$6g4M@pRk_9VgSL>~_6 zt%OwvW67?7PjLCx&1A|VJ2;vbOkCcJxttMsxP8w;@-ep^^sZV4yV}HB?*UJ+_4gw< z?$IrxGCl+7nhC(KrVK#V93=IVp2614x9~=tGk3sG55(>3AgT4IehE(2EVZ4{jDK5N*PypcRv^aXDW z`hZVwzF~O%)M9X8+GO~lc@gA$-_DMY?a$q$)`zp4B;cLqV??fWGnqE3K^(_E0h<-q zK;xI|(0;`=!G>kEIP2Frk|7ZeuT0>P`+An-vTcDtYs?g%`>%^DvBMI2e^DS^2}@z3 z6ybh2Sclb~wF6CQC47Oa1?m_*;^%0NN9;DjOL0orGGHEwQmDh`MM)Us%?9DsVPr|x zeyF|oDrtJK1#%is!mSds$u7yMB!hdBTWJ3rRLh8Knbiv9*{1)1M%@-cGgt)62Ud|M zE@=YwrUV@Pzyr=x_J=y0xiCIt5w=zg64=Yzl3jsuWQ)p05V}?d>fJEohEIC~R2D50 z6l&civ(?;)y-h85+X4yVJ1G)}LOju(YftOEdAZ~&olIwB{6gysqCaD_m z)AuhRH`0eJmLafZd?`L7W`0gdI1T6PZ-gqBa=~8P_kzNU9^!Z1hoGXyUc7qKZSLaw zV}v)Y5-@_T*!y}0;EXIK^A`c)8?pq;U6=yEx8?9^8cR;HWGJm+7;xcIN~#5GVu1bL_eAZ=^!b>3;Ar=_kLC)%lv{s__Zo{LNE&szb_+?1~b9!ne)l6 zZR4RU83M-}7Qthw%kkfN8TcoeNsf>p;w$#Djz`MC?N|J8)6N5gjVcFuTMy&rMN17; zj`?AoBY|LLd;u^V&?i3!wi4rY?YMrHA9(vC13R`lf+teHar&Byq%{zADR=1P5C%JT>%!GWd*KG}46^WLK78&z1-d)wlh6xVFlQ3`QDo#DYl7cRi0^+$<@(I4PjvWeU}<_)!Po*?Q)e&kNrEaG#}58tnw4$sAR zfb0*+WTCK55Ne+a%{b*mI_Vlbv5x@D!qvF(yNFDY{06W3EAyz#S+G8QD*UicKkq=Z z9#M7Ig$);m0B43D37ZxOP*w~y*m0dJ@!Jb_Ir-wT!4|O4=_yFc{ROhK?+LV@-^4*q z=G-u|+X5p~8+duiYQi5iGhA>m3OdHxzy!TTU_HYVIR0Bp%4?s%)xJ%{e;t7{X6=Uh zwpU3N=N7Drih`xHUV?$ae_-Z&2{Lo~P7>9{fuf(=xlLt9$;L^aA@gKE$=aY#Ccbzf zDC>9wRi6ALlB0tp22KTK0tJv7GlBQAUlC?{y(6zTEFrf4{9(jOTU?bIMx5{z(6Wyu zQ8&6k2&;fiMLt;cwrXYDVt>%@n@D1n88U3Yitw&V5|#E=-1V?iux+t4srMPf$(v4) zk%kxG!E6eXIycJPv;7qHfh5qNrh!j@}P$tzAA z%zmE_tTHbWySB5i-s&8=`*LaaH={TU!jZ8@$$FsR{8k%=r z#vT*TkPvACoN{XMoV0R$r8*klSaJx+Ex7?WZ_|LPPp&G-z#{Ms z>nTLy7O_8Mcs3bZucjbvuL4%q9#5E#070|H5;%5I4HvkS0A{i?N%q}BjPAa{BTO^^ z(4PD9$_|*&mI-ZTeh89hO(k(}!=Y>W6ZpJSg_KI&gOfvbV6EC}7*hY1o9nR%_dbfl zwY|5*^U1ovy?+#^25yE?ySfBX^JGAF?RF^j`7Q7~mMIwf89_MPV&Tw#vtViJMq;;f z1gi{9hg+r0iRQ|$z`r{OPoG_nP43E(7j|2Td7myx3VMY@?e;?XFUj07^+|bGZ*L&I zvkrh$WBx>4GZy6DkHe>9f}p5*Vea*#JorZYARONvgW1nZ$w<8Vm5t|LaLv4D;I1kw7&^TV$F^_db|)Bu%lm!-jow3W z@r;MW@-Kmx&Mqd?j%^of3@z@`>nHHV?1|)rz7i~3&w?8XYOvHOkt-Cb5tWvIxqW@1 z*nXn|ROthNw_-bKcJ?6=C;~opJqCBY15nMv2wt5PNo;kVVuKAfg4nf|@K3T2Fb~}c zOyAL}Shu(tP(;TuVa}*fV#S&>pV=VvgEZ0ls14x|Z zP7Y^WCOd!3hF^PCV9C@Kn7@f*!DZIb?$uc6~UcE)hRCdk6D^0|2`$9=v?_2kdb0C9N0Y z$f0Fr;79BYZjYNLG=D3FlheJ3M>{J}iFge>TaUtGiAWNBYAVr^FodJaf?ztaBF%?n zxx6QHs#ZE{8gg z!imk)CpdRm6?i!C1}3C_B_br3r>G;w{-AdJLr#;2@+ILeqikGyUk7Js=))2B8F*94 zLBhYknLFjj9O4le0}Nk?@X#`IGD8GFU*;X$Ir0n)+)Dwaw~Pf<7v_=fO-}@grLVaP z4Ndr(xV|r%z5!c&zK%l-=D>2Pqr@lkGSq4CAjYm&pyk;h;_WyUKCW2}_gqT^n-f|5 zq<%ccM#0Ma}yl&p?P z2Ymk$u8y}ejPE5}XY2W-_9X{@moAschd^ek{a;?VqG|s~F2Xe_Cm1OLr3m~s{4(wN6Ay%OYpy$g3qbaR_c@(lquoV=Ef zfvM4+hIz!1IJd@zVj^u}> z5*7T!_ovHd4J-0Vd3?<3{SN zgxxb%;L40(qCXrau-$kO3}5^a30 zFBH};Y9yDVev>ehBtdgkm|^R<$-L!br=VKmc(Qn7CwI}r9gr9XfXZ#|L?K}sxSqR` zc%H2V&5HH-$nsr; z-QlIpy=xN#pY>~!M+ZY-cUu&RU8+K?7O#i7L9yg)G@o4W9>!Wly2KzY9;``Hg*654 zB)g}8d(XWYn(^L}vkph#hK5|gNznv*MdF^4um&;?{jjs7miq)n-8?)sEoatf4{di<5{Jy9d4>truwNnaE&8GpMFEWAA@!Q~$mW$Bq zX#nh%dYv299t<_KcjY9!sloL#ufS22Fk)G&3ld{WLD*;< z{AQ6zUPinmH)~|c(2F2)_}T=X_siAr{NDhwHO`vIlQgjNzAaX{{t)xe*yMQ7HDpyw z2?+CX!}a2rwEB~Qpm390u6ExRQY@?mmKXJLe3N(XJd!2&6r>Fsthg}AD4a}7gfM&D zd2nWJAl^7Ho}{iO(EHgX^2TNoRIT+U@kIepC)EQ^y#ESVUf_Y(U2idWf*ctMjRT5( zeO!$r97B_J&G45>BKa>U4r^!J0-NXy82j%R(IMmWismL^;XY%$*=#CraOXwvaGoVZ zoHU@Q;sVC6Ng~5HmGj~qKN`MsFTu^%xVb7H9LUp!khHw9g|00OSk}6QXczE_M)5?V zYPK56E*62f*Z09(-9=>D#+{IfZ3kuP*Ko(?cOa_bG6_v+g6dYE$odsq;R8oYa`#6b z{L}vcCQSB&((`ZNuVZH9eV8kGF1!LIcQ1p_^~K-wxmf7cJB@rj5DW@$#R!Vfboe%S zw|H)13wgHTHNMom9Nv)}(cHD>bh=6mCl2JIb7PI|TpxtX6{A#qFc%BQ! zm3Qo6-bfA^J{<(X`0c=K{37gq?=jg~QVVMurFlm#6#@VHrLdi=nb*JK7>U$A3qH*7 zgO|U`5Sg^MV6V~)xLGRz)NHoIHX;^>RakRF_lH4q%YKlX6@-_Z+6pyZ-o-BZ)!?*e z0f@2O$W8JxAfg9c@?7Z&?C5z4nAe*~yiq6SG{wM12_;gqv>As#mw^q}juUpSAKdM0 z2iImKf%vMc+{8ZutaDeLd}(*dos)b5xGOFr_w(<;XTt%c`m+>vS@#}1LrLyDUlg zc!QkGT@Ei8O(IeE7m{r<(uCuFi2FKz9@IH}hGZX}1lJ7PL!E#SXi{(){I+1pw0l>; zhe3Zba6bn+&F&=1cb{WTD-JaBxJj%F-;#-MFGI_&Ml$bVt3W$i5+-GT#mi)z;J>FY zpvc&V=%2X_j?CQ*lWa}l@g---?pzjb@)plgOgn<-bezJ)>kv-=#t(eO4oWSyRQiZX4JHCc?T+?l5C{ zFf?x+&-=v-!o@fD!NA^2IFy(Q^qgeLbFnvCq!~rj<|f0+N^hL9M~Zv+q%IlT;YwOx zxIx>$_1LRmIrvxb2;3Zv!2R+1(DCzAybGn1%G5^!(b;qG%845=Zuva2xAq70O?U}u ztf#pD=t?T|S)w&pUEs%T5PVpS_mYTo?m~jmH7D zvIE~0Y=LpxJxR3EYS?!EDlpTG!q9FaNxV{x>s(bJ(vc*p)S1|x`-r1>4-MTD7LxJl zQ=!A3E__7{I~gjDC9M;0Lvt7d<%>PwRlgJ{8rMVaw4Ncwr*h!?7r$WXa0&Os>D%y2 z_HpO~PJ*w>#c)^lHM~|(j$NrYoKl+$$G#L35Em%cb=e^7%vQmuwmeZUG+HU4tVC?5 z=aF^R643mhfgt0+XVM=(ji*_&5^{_g5|#jAdXXHnyLS9C4n*d&og?%PQ(0h?TC=}N<39o`7*jNqtC9=8ydftFr>{g=QA^}_O znUOL_R~Uc6o4nDkgQt2P!yf4jC}|>qd)jWoTQ6mC4RnIB{Y{uNK6>T4+b>|1{X62_ zJ_AnKw;ub>Ps8q$LO@(y08#0z7Cin{LXNLI3H(iR1m_Go@E`tU-uWvJV0a}%F5T|H zfmi#$aDO#cZ+j;2c`=!5wN(!;NKU~W>EChR$$8-ErwPQPUkWb%u^J2>Z2%4n`*7tB zv8Q?{6k1DMhO@OM5Y3W{q{YLI$Tb8I>4!mZFJBQJE=<6lZ8}^-^;w#kg&=Eddcq{u;BZBxX1cDtjOlT+d8{IyR#T1_p_5bD9?r4`IiVULLjJ2y#fu^=a4y_ zEM^>(@McPY?$l^lDb4}!Z!UxGA$LHtRWKAktpw%GO9*Qi%}w0)2*1`NKu=W(gSDrj z+4yiGYJgCE%O*JGgB~bV{Kvh&xqiZK7o(jHu%!2U2sXD1G_iL5tV6la(Cd6p04x@@X-so+1ad9~Izi z{$w({Vj0v~v>L|Fk-!}n44`2xm$;7qfG0h_3`@5n*!4b$xZMuNZsZnNcRdXIOrC}3 zjbJQ)sD=A#4T3vOmW$`xqy#_tTi~|$cd(7K6ghPG9hmgvG1z;=6YRUu502>FG~Dl* z1pVwSVcPvvv3@!T^eQHiW^s;qr*Z)*-0>s_wnW243&Wt7|5bQsoeW;T&qzGKw4U56 zb%b9(e*#T^JP3Ss5nc$=BkJGO#Ge;%?~Itj#F_5IOW;U??uTJcBTr0VUjqZuf?&#l zi8%kQInizng^LY4fI?>!H+UiuSie38Oe9UA^RFyi@z;g0(0Ex{D=e9fMgC2-Zb_ay#N34Zt20P^N%z@rbB!NztSGCfxo#t%HhzS)^z z?vV=I)LDYv8+*kosJDRUlkWhF1Z??lNba&qfbHRj8|CWWG0CC z5`}H&On|jvs&LWKHH5S_LXGutV90h2IDOTIXl+X-!^@AulDQT{zj!hc?#U)kW=N3Y zw^4AZy#~BA?k)`Xd_!&(%JF(e4#C?kGl+%uD(K&^7v?3L028w6@!~Il{64%J&)PeQ zw{}Y^ux-sJ1FK@7qsKv_wxv_R9oo+wj1PkE+X(qSZ-8XWJL2XBMX}$a$osMD4xC~> zf;9@lb7Q_K!g{8HYkqw(kp^nqzvlUP*}>O9V!kx~_(q2WJ1FJZemn*B>h)nQ*+evZ z9+H=uk>vcgb{HgchQvpQkmXY2Nz%9*f`)#7!Hb3M(EQOxVz#URcG;GY_7@!T`075W z9Fk1TIRS)!;V4#r_!mTKy#P(`=D=OcZj%Un7GIe04?fLQB!~Vfz{v+C;UOsnviCp~ z2~)cbQ*v)Z>j(LOS9uM7pH@i1kPNP|G=vc;vq))uBiHNQHC%Qk09ID47x)?_1HHe^ z+zCzcupo6KNb)o%MT+M^SloTVQ{6kz^UE_Z?QuPz_wBI#!JDx1o;Yv!g^}Zn_G821 z3}91yjp+6*fN|}c2yOC&o}~{AZ{BIfKBr%UvqQ(Ys&=oqk!9E6x1m%ZG)MsJr+*}i zUFHzu55qWf9Z%ek688bCq~ML;W8@|goj3t~zDx!0H|&9{m5z~LnrmR#*Q0Q`%YN9O zSBB@j`-p3m%*nfXl6bck0w+@}Na8y}irnWy;F1ZAmDPCOL#JUq_X4akO~l2IAHZ$N zK6tu=koe}zfYNe*!Ox2UB$oM)9LNQE)#u*AvA7bf9Hs{=Q>4JC+6sXqbDkJ)N*AnC zihbz$ztaAMaG4>|w)``-!t?*#t8J%OH{C}e(Hk_xZ?K~eA`1G26#{|>iNbKwg% z{$vy4bX~+@87>T1KgQfElok4yAPStHBGKv~-&IZ!R znr&2VWEN`8{)5gu45DrO6H(D&OuOM+^pY=W?BZWT727Yei}!la{`xu;Z&{4|BuY`5 z(leG#%VG0vrHtjbmmoj;e>9%&jY5Rc$hv3(%3kJ<(s$fKxT}rkJv~mtZYomyz!qe3 z><1%Ss+x~oRg8iAqiN(lLG7+u2C2gGk{0w#NkVm~1C5XSJGSBU>vY3mt5&iez z6SZ$0W>wZ^p{AD-!qxyWZ|v?RDmy6-9Uo0bL9w&waBd1s-?xLhhWet)ZIH=06i)9r z%h13rH>ttK2CB}lMdKDp7zd+I$Z7p8BX#d$)aufk%mMUJKgXJ71j$WJF}T~OFcoUE9#KT_{-?{jW_gGPc2Q! zk`-3gMl<&3+Du3@Wle=$>N((Ac{Le5ZzWEcg{Bl1nEhK357fPKnbBxwbk~VfVv#0gb z!%^FJ7i5whXT*Vbc=3tj(Y#J6p-tm>>SB10Mt$*Qr~DJ2`5{HRY8}UTj+h_Ts@0Ax z3V%}Ph8MJc`v)ZXE0WHr;8V>{4K#+4MYH=~A)mHaNIvL1jsH)LvA*iV7$ki~OK(Y| zp4SpozU2=!F`t*uU%{mx$B!bish75Wi)6J953%v=3MT#8Ycc2c8f$&-9-|RBhl%LW zqVH|KP=48GifvM|1N@FtiA@@6BbjBdZm^bkg>iKY&?hh%a&K~6`L$s1f>KaAed(~-h zL<^;vkEzM4sjNDwLj?&RSu&SHIZ`9C;j1rPOFDDemNYJLsk7(<> zJ}R4$Lsi6__YG6tQM-j-Czn|l&^iFLg%K2mDRIkt2pKeA& zX?tw`mNRaee+_xR>_H+2QzrWbOZhtnd3qLsNNxRV zG3T@osa>8xTfeoU>+av_rGKWB)2z&E*&`{8Sj9nI$)U`qjq=80zaP*r3m$UloI$^a zuc6D|^io&LDX7c)8Y&Ibpbj3N5$8duQT_!9p-+4UQ}H1ZnSCll$mj*_SIDGoQ06l!Y6@Rc zp;IGLLo=zT$`Flz!C`@344dT^k7oCMMVy@$dCPx%ME2j>X^m$X?FjvXRF3+iFq>k^ zY1cL~&$&f8N4oO)0qgTk8mf)(8EsTJ|2pcq{*8jOfsAO?D#qvJG!(f&gvwW}LT_;m z?N!={_OxE4dQvg0XK?~!miH1__n)MkrHy&a-%R#oX#p)vN~WI<$_Y(>Hlk9_2gJX= zD?h%dgm(B|Mw0P?RJ}2kX%q8*Q%{GY-tO5<*fzp!$iIxl_nR#8HpU^~= z`?M?B33YrQq9&dx`JDSwMjD5@8Nc6>!rGEb7Fk#{;mlccuN>COXGrC5z|vuCNpeGZyzE^S=d9)e`P ziDA@rur*E5;0T*UBaucbbmK@E<82Bg#5clEsdpw-5o0^=iojgkXuf{epgy7(?nB-d#UD*L^LGk zt8-56hXAh+HAZ_lUg>=ghgXi&%BcnNp&OF^^{FW zY)26Z>8R^g1(LU3L#=;qK^*cUUu{+!>M3|d>l-uZ!t2?LT9PWNT9%Le!zwAew;IKl zJ~mPrjbgK3Vm9r&54G=%WG`h;rp%Iq$oZlhx+`5oMXQ<+4!up|3g*zUVQ+eRZwtB} zag}NWMH;CV=F?rA@wBFP8{(DpBD2VA$fu_haZJ@o_ns^^L;WG*YtG6)w>J~n_lel+ zp&aAk>JTK)1fs&>1<2Xd4h8vBT0m|hkx{vkVcAb~Hs>{sm^lN^+f%5G5G}1a$ogkLW9wD(*oy(T=()HGs;2ppEtR{^G*#S2 zn&v-I<7bg?-_oU&;wJ~hP5JkMv3A6SDpf-zR7<0~CGIzVg1EKB7*duXxYNbP$!coPgxNFJk?Ba_QurtMug(d1KMq zsi^dY9cnn!LM;wLI-oYpF25=(boK6`*4MbG=|&0SXw71#+x$XH9d4t>*L9Qwb};b@ zvTTKyi0Y>%(5%P)G*#mTGI@I?pEFPu;xSsiwihK17O)HFsj(3^O=vGClm0a&bolRDHfg#L zIgG1fH_VJj<8IZ{zs($>f`*vK+x>=y+T|cNrwExv-$$9}uhEzz|7eH6iduZqrGDc- zQqFFBqm0oAIXq=mf zK0S1g`b^HG88M&G!iFlwIzzcB3u~IIK+Q8(qafL2 zw%}zKx_7&eiX4_B&!}(|*D{k@=Fr-yPjlFlJA3FUgUht-_+Od|2GNKaK|fS4(}*&0J&?lBt9+@4wA^!0kgh!o z!iw42lL9)s(hqSQi;WbPlp&Xq2DIb14gI~go;pYWp&G|8GBvP`<`yiZF2|y&-fj;h zN_oMQXXw$2{R5PrG0b+?-J~WihWUv*OIfGvM@-aYJ1W^PL49;{kVmk91~q(P!WM@k z|4B|rXU{=enRte&Rgj_1?3^xoT z&f_pf!`KSdG_+8&ebrP=?GTOcyoWN@ThZ|NVDWGC3-!z{KnmJPs5v2q0Xs{Ou~89K zOiDo^UJ-1+w+BtUxq@c?Y@?qeUeH9FG&a~ug zE;p~D6&u@V$o9`{@&Q?6*T!#5qTL_rUjLi*9(S19H$e+B!!wxVyS$} zQp%6bp&Iw@xudC2XfV{>lP<2UajMQsti_v;_EdHfvl4;AFie8@-TA0_D5&d=2S zE{Ce*$FbkiIL1zFaelVv4VtzD(^pUAjaA$(B2i^%{xj<~>YpYnG*g~IX}YX&uWmkN zR#>4+L0+`4ppka}^gwySuhgkZoox|F3PoDgG|Ku2RXBGC4gC0u!mKwkae3y{PW3a| zp*co5@yV=~*=#ENr2yH*o6!CK7pTcX8zWCYSvuwTIC{OQlLj3wL89F1eBcv^Ofti>IwYF#oGuNBMA>JTQE3NH)E54hrl^VYt=m)N z)su+awQN!8#zMw5I+zW4#X(c-ifB}dr10FLa_TP#M$;oRX!@^V)U6{=*#`_7<~^W5 z>kutn?#TYh7t+~=)^yI#SgNPGk_m}TM|{&;Ms4p4#M-BhHchH$ogM2?(B?2k3);~? zoF-H?(u(}?9&|_P26Er1hBA&gvCaB-^HVMqP=%tC)M=hPqmUVl_AVMl@e^piMqs{? z?cGB3Y()q?X7-paJ@lG#=J_JqVneEC`j%R5^rN<^2K35}L8@0?j{G(^qU{UijGx>~ zqw4EY=@+y2RK08kT5NIy>7{uyrneHjKU3tTbB*e~dQDY% z_t2pMA$6Ym4hiQ7k^SEhmS3gKoZl&H{HKDCzK?c^3AuTQQ!yWTXg1T{jrj~`%2}h( z>7ytiD3%WQNYa=mvr&d;HDl_#9dXps=yAy^sxnr<{M z%s;I2P#NkyHy6##mNwSbSV4Vu=Azf4B!%I%5aDWCr!Ozm_S;G0J{6#uUxLu|b9WI( zCjeF~s6u%IK@qAEY65omtw-q2?A3*>W-0KJrHpP4Oy0@td!)!8r^K8W>^g zWA8IgE7zc-Bhto&U7wNW-g3Gru!{0WdU(S-G*P6&Q>5Orl&${}jXWH#(FmEpRN6g* zHPDqrH;LG<;fqk>D_>NquTH14gEXqnpN%;%%x)9wW9>=vX=46r`s*#9PTL{o$$OVk zYcqX@doqx^Xyqcq@IbnB`Av4O!g;!S(^(ov%gH1w^=zR+_-TfarJ!ymva|%%4<1{KSc@e2txuEX)@2Ey16g5w{V5Buo z1LgT&LOwcwm_z&T(dn|?RDH3O(7gOH?RxQdz)V*F~+$ewZWU7WN=l?>X$!l^Rsfc{&^MZ7~h$_`+JVO>FS5mvmRNE{zaxO{-NK zM;pGarOkeVd=*`NCTr4Nq;hf&WB2kUN;48`AF)oV;D14etK@}=93hI&G-YQW%%{N7 z5RGuYv+8^PGI+F;v3R^e9G_E=zvDyJrsD-#dR>NgkKClDi+pIr&qtI~pGnV!bx@&X z107gnhSuCjrDn>FNX4O+@~IvBtA3Db9sfb`MT~Uz7Nh!i_t^}$3Uuu;N63$}Vol!j z*}Pw4RIN{la%UA$(|`*oNlY*l>xMH$7@z&VOsu;1}Wp|`h#eU7mPkG>O*D5 zf6%Mxvc`F)m+7SkFVUEPIa1NgN7;)^sBw^h+RST3;sFWcs>zKgv0xQ-Qh$yr+M<#2 z&L~v%vIaG~f24c2MxuDR2qtA5pNVRk&hoE3;;}FC+Q16&d!o zAdc%tqdD&>)gI?h^%Bl8YLyn0b-IM+J*=d9DxXkqc`T!GRb-U-v@!i(nhScB0A$jrtNx5BzY9{5=%FTpLG%2EbN9R*7%W2}emr(xD zC0<6OC2OJBfxN!+(agz_H0(hUYi2fyYQ%OMndyE-P0mU*`(!9xKIBO~T0WqJ<&Ti! zS7RgU`K~2F|X=U3yl<_v4VKO&Ra#`M3Io^%> zxPC&@?@XpTmp;%|?fXbCyN}5*%VYWP_8D=cc(frU9u>6QMTWC~)7rFesN~Qis$r3a zw3GiJx=+?PjpiWy%MmrC`q4_ajVQ9F7>QP_%Kxgeo@T#!gp?=$MgCUqD1P_t`~e?v zeWU!0i823-oP4|({KKEYZz9m=peh=>|0;EOhEPb>BNc*uXRD8sml9l4v_bhBjXI%3oqN91 z?g9bJQS@UtJ-$ZTCediut8~PhInl)z=2JEv%0^ih1?_R^OuU-(IIq4^2@BOl582vk@omDa6^=m~!zG^6v6!sAuL| z`-Pp1tpp+Gg>lY3FN5oKcZzmM_ZKZ^twTBvYr6ZZ`73DAK6CPIrDtr|r&H zY4PIU$obC+s<3_|JsmoZW@oA+e#{-7Yw8_Fabg1UUACCwn{8}`ZWKLu?*dKynS-o$ zOB(O}bpF;g*0)#tgz|z2^#jRi%Qn~qVb1+8o3We(B6P*R^xI8^TMEr zz7YPR$87>pVr2_;b^pV>(I}uhLbp)mgP$lz-`uD;J%di^ibGBhl32Aoee@yx0rlz{ zM#iuIB92==JM*I~-I;%fT7C&ZQTwl=$ellE_LDHW;zI|OH`t3;ej;!B@7S4|r_rm0i>bj(j|H$ZydtH1wD^6P2 zD9#bRTbyZcnkS?1xDWLxGE~F`M#YBt=x#>~6~AD*pA8%o`Jk{0f^q#qX!ps(`&sD0u$ znw33>R##S{dlScK+TJs0VR!;E7oWLjSuSF0GikhNGfKH~8pZZY8y7_Eq#~bi_D=TdqRDa@cv9g`3zI36y|*or#UUQm_6|K|rDV@>88F}c;h(TM33 zWNs}ZEKhG?izN?Ik!iFMXHbLHSozsVdeaEYA-Ab)-Y{yj|H6*VJ4Fp1JYd5rKhuQ4 zPiV?bIm(&*CePn31r2BV(E2KKB&+wFYTmg+ulyfH=N=Yg+ePu|JP1h$AtWJ$B+b3Y zNQgItBqT|agq%Z|4w6)oN-89&bTU$@=H4TzBuOQeR7R2{l_ZtQcYptPT{+CNXYaLs zYduT8W8S-5>d0GwYe(G#y~VLa=>|sx--wMbu_4+mXRd(D)5D(FmdB27f=qm3e)P6(Pc*=9^LyF z{6fxwE1TUB(OkYTN)BBz)!|5J63Qw^!XarHG<&p=qmlbj8mmkVF5CshB<5uX%)sL- ze6U(v39tT^V_0V#F;}R7*2DwomK%dRY&nwZm{jceJCr0jXk+CJ4^aJ8i#<(=IO>5s zKXCgB(mpE+fBOX@Cu2CTfBiC;JuCv-bbf=~fu}IcJh=8t~=h)wpO^bdjN&*KI zCAtkFv>i5_WRCbmMux~pXx=akxGDnaYNjnU-UE#=K1?@}kqDjzk-Awov8VDMQTdSp zfqKJ9irOVK`>_(v3|vHR$3^5U9!Z4TCW1gwN;NLfIjj4u#KXUwO{BfAH_bj?8>4CFq z7e>xEh2aqj64{}hFu30b!nap}ZPRn&yS4)FeUaeOUVmJyk&nr_zNqf;iAvR%VEM+M z_}MZUoqmR3$|hfU`z91M)~3_xHx(qe^Yd`g_+J>j;1--$N&?A|ekiBk&riG&R$U+vck*)bLg7iXq9ln|1C8_KB?{YpFnn_# zT-YHa8J)%D%MV&YX7_ix=IA}V>r#f*HQ%USk13=cl|zpwFVM%fnA%ib2Lo#l7&MuI z!GH9?G-)Pv9@#`|zRkl4!w1ml9MkjIca3n`;z_qo3uv2*z)-7& zI<8&>QneDX@ZDS9?12O%tAD^k-JjsHX&(r)3V5_Wj7Dw$O5J7T_@&vD2pojs;(-|8 z@Pdtg^_1Z!*MF#1v>HBTx1qhoM=HCz0Js^^z)?0PUq>nMLHndpQ2=4BR{G4--h>t})2tKXktvCGv$o!Jt(V_T->Bp=8{6cN_ zxfruPhKA}q2FdK@xZk}AADK5}?YXDWaV!!>{MN_Lmv!ir_!hZEyTMiKC~6Jsqm3oj zzS6KQ>{mB!%oI-7!utH)fgP$04MuAaQiEQf>E!Cbe%0t?D&n2 zF^e#>QU!~hve0(^2oPC*A%X56X`|#7B=~N?!Xk4NWb_c}D0z~(N?y|NiYo~nQwYYB z=U~*iT3%07DBG`Jp_?gcDMJgFxjpG06qUpD)CFCABEMpCVpy zl*{ie^F&&`3|v|sP$It(imjZmXN)xrO@E91u8LTDwT()~W}=Gc8r&jH$4z_WCAP(U zqV@9yEIlsIk4;O#j0+KHbT}UDBkqDQ)*H2Hc& z=1(E^eF+22lW|b}*dAOSY=rbJN)k=AI?yQEh#i;$vqwwOY{+t$_aYc<3=X4)mjm4P z@`Tz9HEguizzmD27`FO5mCn6N1oIAqY#5tm-<0^%6H>7xz7M;!Phvvrbrfzrz|tfx z$k}q8XZAx%HQTe$dh%>AjSEH2hwa&gAD+-70bc0sb`d**zr)ZslhABQ2yoiVct%-` z==^gTq|RVIRy7ZF%FhEQ#6H_<_+$vb@)RZ%U%{iXt=JUa0o5;Vb6+GiiY>kfx8N!NLz_y(G) zv>Pi;o4_bv#$y-0JKY_N9QRCK%%jMA+o;wbj~cpI^M zLH`O?Q$)_cCZ4BtD`TQ^nU|%_JoHzP3y~fVv*U)9`C=o1F6*-u* zT2VZHof2QmIRPzmf1>&;AEIfQCN^FCgg7TOLE*61gg9#i5M>d&PP1G}*2)pBavZU*_MnAXd7 zKhc{U5|v(q4i~(!+(ll(d8SArcSz{MgnqQFNXJ}Sh%zo*iO_hqxNxgJeO}ABulo%| z=X(KG7^Z`nxE!6%_QPvU_St-N5Q7(80mE@Oz;@wU(y}=Po-w^5N9h<1w7dj<>o!B- zmrvyQ>@1XRj>CZef}w2`1y0pm62CAN!sHvVxkE%W+Uj6?##$694aYtcDeAAa#paual1=?#J1ipa5E z3Z>IH;2RzRwhybs)qSrq>QNfcJ9{E-QmMy6_c3U_VlvcjXhE>d#-THsaMsi>=%g!# z9lYpTj=ziP@ z9eF2UtXwbnR0c!gpHOI!Zvv0K-!MMQ4x|%D;nuL*II5k)w;aV-tGE(aRr?2y$5mlZ z&tyn_nFamI?{J0kB{aV_8XZsmLg|e+ys@8~!EMnAC~f>k1tyJfGCK|;9rK`K(KXb4 zcogitH$kx918Au$0iJCO>K7})9gZx2>+_#z_lapCKRrEtI-IpYtZX!mufsQpOm?>TV#zFSg5r%0*33 z^C1p&)%HSO_Bx=gX3$iegfp_(ZT)T==Dkh?D}6Okg>D==;S~sWZ0BuQn~d_NFQI?U zXjK1k143UOK;1DMNlXOOX~)|^^_(OUtgsR!E1rX6dMRn9Q^EDlUrei2fq+9<5PNkh z7T2po$VxeWwXPLSmDa)8Nq^akGrz;w?kzQl$QP?&*wP@d|F!`7{6nyHQUnak?!%Vo(b(hijHD*tg^rQ_ zq^II5J@YjUG$xe5rN6IHy>cSeAXZ?T=gDI)Y3FxMHU?o_v(Y7AdA@OGHVh5D52;VT zgY+$>E{DcJ_p1uf;p8#y^*%_lPGEe?C)zW$mMHG8!KoqNu)mott+Sc0XqU!wN|9hr zdzQHBs2u-610sL^7PO6yMkhf4Shc>P70Icvs=5y@%M@dmd>QDO3`g}6TTB}1fomNC zAz+s)Hg{fu#Ajb{+o)e?vFJB$+W!*dWj|4^?ZJ54AP$;Z?t)u*Ep*>hLX*mN>fPgm z!R|?L@vf32?6#B?oooQt>wk#VypdG(W)JgW6Y)`^A|KAbL!X(mXt!DqBv~Ja4wDAz zQ(X?`il3pU^e7eV-3Fr5Z>Y)=Cx~}gN;!#((f7m+-17PZ`VN|6Lb@&*z5jrQOR`9{ zwJq>B{f0DiBbZIPp}#5-dpslX{Ih;gUG)kAe{Uf@?2&C;&`381Gv9T_Oq!F{No)dU zq4FU=nh{}y%8$3f3T-d!Za2d4$0gXatpvwT^#f6agd}(dK$l=VP&ac}ayc1|i`~I7 zOa}bI6JcKUEr?eeiMJDGpit9V?BeM_T&OBY&y?^oxlPPe$HFAS5{*9Lr$U^ zz6$lECJ<(^7A~@Tr}_31bblbn&nTdHH;OCCNxmeue-jERy`i9Ke2vg^?ex5xDtd+7 zrfIj+K|SORadO^*>m@JHeAW<*ij$+^1DBv{_ZFBJmkGK#@zCp(fgT|ZP;>DuYDtQ* zLj4otxZ=g7{bwO(Q#;9Ak^|fAVlYYl4jc{BM)QL$wBwQ*wbob)^6|02IrKaGc!3r4 zPtyaTS)Y;ax*K5Frw4{D>fjz;iOo%hn4|KJXF4Q}V5p45@J0-HuM(og#cJ$$IgZS0 z{D3;M=fcO>Ak1Vs0~vS^<|C$1?VV3hRJMW6Y-0Rv)HIA$2?Xt?K;ti{ zjSqmR?>saXzl3$#Tz=%@bQ)7I6y%fM!++N*u+UfpHPib+aA*te9`Xw#Bc@@)kx;Ck z5(;A(PgqRPLUC3daC+y7qYp|jPdfiw}3dk`E9SZZR0fb0vk#N+9O%THvI{i)+m-QCK-kY^Qt&+vfK`|FL9zUB{7l zp(jjB`U`6nqQTL1JVvR$6C1BSf$PnJkhmCt)qXD`Iy8@%9~uvOQ~Ids)r)XENEd{o zqKsnG@1om0A$p};fX_F7VZpo_FrN4n_%0HZF1bOxkEtC6wKN*q^(s)lXcs{&{#pzzmY{m+U9736}^76C2|1zhLm7M zofG)1j-vk@bD&3$@|N3C*yGzh`h23t8w}TLSX~`*DY(3`%lLEMs#x`p_+Ry_fEyeiE ztQ@7hK;m`*IoPI?XvMU4=<@g7P)I?!?M3Vgr4!C>e75{?e31tQp?YH~(t4Pm7R~+0}3RN33(ej8f#tK3}B+kXAf+7&DyG@+G><05~i%|QR1Bzs7 zh~FH0aFG863!5gPbVmX2<&SXWpP!D?-z1~@@tO0)V17-Q`2Q6wk|O|qe*dK`jd|pr{BP$ zd?h}|M`C2V@FFO8wu0{JSbEa`FfN*0&+aO7thmVb#(TXGcK99$>a2Nkf3DyJ&mu5P z8&9Rizc6O@8qjkXAe@f%H0|>h_F1>U_;f$;wv<8n|J=}a>^ai2@dWLErVlxf4S6|f z9sLU$wPjG}^CeJ!m`BVPaNy|E zmtZ$?5QO>uJRN;LhF#hVzxtBU=XMov4u9pDYUYDUTn*h6{}6gM+0#SEB-pdl5De7< zU_+d&L{O_v;sujw_kj&)JF0?c%w(LK*&t|Uj3pkzy?9sV2X62B0dwSk;VRRg5ET`| z6ISu4clvE?zF0}sU*r=>%L`DR{t!xrq(E-?0MwM$pi%Tj6n$F=o6h%w#_$Jloa}>+ zuASs)qdI==?nj>?)9KC8a{R@2m4bxsl|w9EH!@s=jXkF8PDqR ziz0i*?#@9&mc82WPDWxaJPa-$Z<6|%Gf}Ac-blT0J6O)BU|eqnHuxK%ec&@xiSZ{< zi)=`Nq9<6aJPd(@qe=hGWORGnf_s_+up<2~sGC)huBI6fdE_d{TdxE8t>>Z0?gd`f z%tlwWS{h!ZgqpflJd;y1z@z0oYL;CR4OnlQK!$xIYm6yciSgBhYY702l{lK%QqJ=*%TFZP@@d z5B4SxJwBnw(ss=8HKQ@3m%{D!zp$CR4IQ`HLGfV`EE%sTF?9y;VZ2LpjTri^<}jZ8 z2f6V|k>4EBK>cJ-L3|wZdRm*HA*lsij${*aWi^airbfD==RhI(25&dY@@1wd@GTC; z(|DZ%B%=tZY|ezBZJ!|MnJu;yH-Pnnx9GH~52`s4xazeSJ{%szGnRdDX5Bw1J+4j^ zPjAPMFI&-e$$R)`-HA?B%+Q--k?esvX4kK3|mI*Nr#h-=T%? z5LCHUNX9bHN3S)Lq-Ixv`QuGQQD0u7nI9`2E1M5BYoFm8`wmRgYQ-~CzC+{EG?4gZ zf#~fGTs5H{N<)%S<@JB?+ocJcUpyp^cN9RgVKxYBElHTZJi27uqwB9UW7QX5bXd(; zriODUUEfKLFO;IX#TO9Tmm018=?{&r-!a$WF_h<)z%H!Am9znf1}k z8Csgc?CS`(%O* z8+yTE;5*#%k(bQVE`ql7Sg@wCbb@R(a71yuNq^E%Z8MiK30JUm*A}9*;05Z~1`>;5 z@}M%ui0GGZ1ea(H-2PbzmVZ0J&|w2sh;qT|o&cTyYp2aJ^Qin+Tl^+gl)T~hV@E?b z?OFemPJYpfeTr#dc5DqAj_D$i2RYF5nq{G6?BLKc#14m8a8a)!-oArS_^p*_*8CNl ziw;B7o$t7M%TFZnY?fY{$O~AXBB32g-9#XdOnf-Z8a z4Zv&dI@GyQ1LwPo@czup$kDD7yQa1g^|}~pWq6mI)>hyfqz-^kS7NkvVJPM>7B+O* zAh@-5GWLus5f7B3%NPm^J~AKR(nDH0Q4zu<-K5lp?cWzZp?b?^kTLQ_uOU~#dVeZZ zRt~|X*SLJ+H8*g?sO4Dl`!V<|S&KiKy0CQKFXZ_3l7b7(t;!BKAfxU8s8xBq@DF^`|q?qwX(u+`9`I%RE4Hdb9YR zqXIw2{2fsZRFXJ$h0tdgFJtK#<_%19B3)+J>Es*#p_JB$bH-SSlb^`)jdx^1=7r7Z z`YZ#qXFdkYUCGFqCV}SNc`(P}GB(M^q27ZSQc(I5E1Jz9ie!=PF*nh7Z3nCmK`6*f zVgAEO$Z;PoZqV%o?JJitN^vVG@h^g=7Y-QX?1U~lSy1ehN1Ic(QLQaGplJDv@dVdt z^FhXk9et4HGvpn4vo;XpFHVE`{T|qO$^{JP7ekN!4$#|h7Ah?mS7>;V&5vQAUgQgX z8UMiLmLdDBdGl<`tckHz1T?Q~frZ?KSQ4`Ztxt}HvY5Z9wW9{4vlo!axeL+ivn80l z;e%#;lUOe)muR(BVWW%^(?NvTnfDG${Lf=f>q&9WhUenyel84-^a1<4f3&`%97WI7 z$x7xAe92Bh?q3PHK3$QoF(^SVsG?yu520iKeKfn;PNg~#JnM&>FtVMoW^YYsKf6DA z=KF$8?=p0}I|cGMe!$nxM0LN9AbQ5`nO!x!?CF(Yd0Pov1R^wi^agrI=cA!_H>T)b z!IJ7&tW~@QQ6i=ZKYcB(xfhGmrZF8^{~4XWYY1!^W{@zVU?vi-0J4uy7rt4cMpHx`35rvN*g z3a~#vkanb+!g{m&nEf*tdW;3&bwUv|uRY`O4RXQjkvDZb`->{_{-M6%88l1PL$!tT zAax=KM-~pWpV9&+N8CWclI!B&8)3egU{k84G`oBb4yHw*f%Fz8J>Cs8?jn3% zn2L|ue_{E;Kd`;!C)9471xe#agC-{g0()Diq4RFkoPCvqJ-tkH#U&sO`j0Mq+l!pj zLeQL8j-|7dB!5~td`0sdmTODk?f(>qQ8GhteS|KK6<@-_efp?r%6K-I7>KlvrOlg@>GQXlc=Amc z{#;d!%a_XYgX8XC;EY9RGj$&>Lq$GEHWF#xJQy*+I=)A1ftR<+`Zt<7kc>53Ll&N2Ps zIkofq0-9%!!tt~EXe#rPa_480?O!@UWW~7VqPv)xQjT|%x-jRGJ*~Clql`^Fev1B! z&D%%O(la+m=5Gn(y^X2eiwdysze`nY&rtOv4S0m_kDR+HymOy9l9Ck;IAZxH%o&?T zG>hFx!h^l2dFd;?^vx677(b+_l8A2pHZ0@D1MbfgFeE+_bLnpN}xq`*2jR>!#QC5y8uidHiMcc zSCYEt31}*4kjQSF67?&uEgV0j(IT)6Ek}TP7j9uCf z*{VJunB$MN2O44GrJtB`=sjfb&A{#36(#Z?p2Gbfepq_&9et!PK~cs7ICg5lR zjPhcwh{3BsOX&7{jQ17$0nu(nEo@xy{ZY$Y$@C!~S=qK~lf-fdJL zvls)P1d@e|S>`9=JNo^7g44>_oQf_Yn$y4Xa*Une^kI9NP$ml}PmIO-j2~FZdB&A(r>Jl3K4+7|TYNICwLd>M&%@*i~U z`9%!9uTkgxDr#}P9&EP+h_#>e;N$~dFgf@S%w8K0D(x>|=>CsjV><_j9T#E$6a`7^ ziM?Pu)`xO+LZD>&8`M!-OPgQi6BW|TxR6s|zIqFJ<{Zd;u|lSkR=}xK@_gkP)}Y4*_+vYmw1L{fu0!EZq23}F3IwJ#9P79WR0`r1mQSaPy zFw$v7eoZ2@-D+e0%OjwoNI1h`xws-r&@*#GS;pvUDNKc=vYF8KsTW-bC!prCUt-6Z zOBi4I0BqZ%c){jkG@B3w4u7wMOQaN9_nM&JwOnXSG=-8)cOa8`P~|8CShc?gOBkQL zN~avE19ee(a2uMwNP>>(8zE}PNgDmQ9y=0l5$EM^K>O=AAgv>z_(B>Kod1ejPssAC zHhQA2pn%SvSqu7yzd(&aBbW!QCZ_EU(7xpdru+>@dH)o;%0WS*TQUJ^57$E8sT}04 z`-gqTsURKwmfc{%)VS(2uAi6+LpsYaD6Sux`oCcLg0EosM++O$C!uj`0thc361zAg zkf^3*M7FIG%op4uw&FWf$hksFoq}Q7+(y(pWq|T~6Jhp;GO+z>g!MAdV0mXf-d}VD zYep4esZ|T^-%^2{h1c-Xcz-NsoJ;9QGrF-Q9-WTnVaE`T#4x{*v^~^A(KGgcdhs#Q zRPx~EYb)|?OlYh`56>?|ohOAffFxI5IQ2^k^Wt8Z(I8-X!2` z4>!8)9D+Xcwu85A65fByc)VjTA?Nuf@wIX7IJ7ztrh^z&lnDe5tE3#CbmDQR0%~{6 zg{ajNsil8A4Bkt|;X`g9=g(%Njq7_cO*Rbp@Baev(uTst&j@*42ii&bpjQ=21UZjT z`S2rJto{^Bqc=cyq&#Cs*W#PoOtW6{o4EM+p>UJFxb{5(^=$=Eay1v%&iDyFEA8-% zeHRE_x#agVdH$ifWnket3`eXEg~+Ur)cV(Fx?c4LRAzc&*K+}=jJ-eypBA9yqP-}L z$Tk}5{}R_*-$Hrs`=Gn?I0pZA#M~iWu<*Mx3mkohUzS&~&88k^Czl~7^SxMgjU^_X z*o{rSFEQ|380zK@hjX2OaWc!mrVr$y?e8L@e{KgFu-w(j!8{DRa*;$@oCUqlXK=tr zhA)&4%NAJ{&@uLbs5~(oG-v73T~vK@GoH|uVTElQ>(Ifk1GM8WqwvKs zIJ7GPkIT%4uC14;&0Pt&EH}r2zcP|T%in@toHu-}zlznn)qrXofS?9%?0)tSf?U&4 z`0OO~RBeZookvi^vyEECeIEc4%BbjgO_kW(uS2-zT-0#PMQc?@{>{9=L`x} z{_qSB%7eg4K@u;v0ju$|ATTQ%i`e%-h2tQ#-{TG^*S$pTYlhfWm4t?$K0|iXV$2k6 zgziOwV0h4rBviRzu+3(uj_joC%Yq@r>N+TY8IFJY-=j{S7!JtE@{{y$Lh1)gbg`U? zrsE5!X>T$Jh82*U%7rk+UryqvDMC(t1_`&RMCB2`v1aZRysRxm!{m?fOiPL`&z+#T zx)!px&q24p`(W&<6Zro-)zJSY8o30bO4Km&N+q z^@N3^qrl#21@upu1fxc~ldF5&RDGJa?h) z`AjS=ya0bhKQZ>^9d_S;#NyClXuW(E5cM^%YO@52_Jt!i#hd7{o};BzS?n25Bo=RD z!TC}nop34!BdeNWTDu;4?HUFG&zWMizsup}1D2EY+$2s3ErUA|U(s-UExM=;1q5sBPbYIt$tF)%*sPdQWla zlw52)mk&Lz14LhV32elE5c&HvDt_z(Yq1@g4SP(DxNoq#_B})zwZW>m3K+Z-z+MD( zkcN6?!tCOi81tqUgGnSE5iP4qbbFAG#hw#>Q(vne!m7`tJ+azMnz$ zN{10i-8xMCuE6j9+Xx$5IQ&B1I_3>6fY(!#QD{>vju)M$(!*E97bkk*Q9m9=Pb`GS z?;_BhtPSxxQz$3bSF9rKL$fM1(Cga)Pn5r)!$sB^wPG7)GS-%}eK&3mxo8(i|8j|T(*g`$a}8#ve}K2F6QEnn@}8gM zuqfmmMg`6x0lxZJAmf21jHCYQC&Mo-p8@~A2jC`;KJZFTL&sl1u;i1RWOBeAkgaBn z>x#QneUyU4aQ%Dw+4%}`%#w&xV>k{Am0)_19N%0gN#|$wOfZd3V$&0@Fd(k zB@r{mY($kI9GWs@02-Vt!2iM}_ID0unv58t7Og=KzfcrDdJpRETfsGqgL+ltNrFr- z9(pLp=H6k{X`6c*oXc*pt@}PN`d|!rdbv2MgeSb@&A0`o^ z^B?$GZ^ffjyeo1B8GHSa-gG$HC zQN0JrkUGT>XDM}I(a{Xl>YD|nxm$>yV-Shzm_P#k7LYvF1C!e652Ce&5Vq?VX&A-4 zfWzA8HtGflDz}LXUFL$>doJv|&b(<`U!&4FGhuLTCycS+$u3m=N>wXcCZeKFl-XUK%GY`ZdnzG<&Leu z@!rp~I>8u$4Zl#hsK%&Z!~}HA=13IZUxx6hwMe8qAZ?eSRCI@GEkA}H+D$O@M<(d+ zI?l2$1~Bh<5-JM_tT*X~(oH8IP#{C8d=pLDTg5*6-PtzWAaHFcq^?G(c*x^E-Zt5f z=A*)~W7`7avv57?HzXjZ$&nQWK;aBHlB$L+HG20iW^XsKee~kX@jKYVwJ=m9Z?DYyMI}z#3}3JA!7Iy2CQ< zHk2)JhuRNoVCaaE z+?ia-bL#;VkmKBFX=H#-AZZ41t~fg9t6i-Oe3(OkWr!} ziSo}vpLI5nQ$B_lnR^9>7Cyy+LwP8>HUhlI#iHT0D`f4&2*`@7NAVYTZOsQ+_Y%B4Gz)clcY#nO70;g63FZplsc?jhMDJ`H#=i(4+55V%_%!q5 zu3m<;<`*a%n+qzZuM_#2ap_grCmn}AfNd55pT?^Yd9e;E{Ca4UO(MuQ4&w1` zw_)h6T8OcW#oWmQV9~rB3Vqhmq_yur+4m6&zs6=qCH^2C6ZTQj#u98g9uDj^B2-lV z0$0VpgDW$B;cWF(cv#krT(e>59xWpgF4_k}Z*E2xd6q}B3!$t$3$;i60@IXwdfTS~ zR~_pEx1IXnH2w#uTpLEi&P)c)6gkMYeGK7+eJqpLAl5Z|NI7LANz|Bl*k0zxerGBM z%DiJ)a8GEG>4YSMLojV&C)O!eqn7u7Al>?eSM@-aukSXMc?WNy{y;Bs{qu=c%`;EPnS1w!5$$KU=v?$L5(7LE4oFNb7zA z4mVSA`_pI`oBjaYE@wlI;VyCMl2q0YkpqUh$z&W$EUsmztl=h841Ev}BeFwqb?RT# z{Cx-q?_b58kBiZ{Ba2Q*jl$Xqdgya`AyqNF3@QZ|iQwx-VrK9IukR_u1=+HaCf11% z5NCjq%{Aa6aV8n@6EHK&0(__M!yM5(@zXO({GO2&v}4j|(lc0sS~Qbp`YA}BX2bY}SO7zaJ zhMtW95YzpQdW6@5rc($yr+ft6+=XEJpcP%u_=0(xKS`=FW=#2fV(PXGxKB)QZFB?n z49NkFxsS2*`y+_oT|^FxnVvW684(uykb_Q&{NeBo^}e5iE1j3H6^s^t(!a!Eze=r?gud%M5pVg3Y-x71a-Glfy@0qWiEskl|25HP;u<9R9&p7p9 zMtL{59G*oZpS`DNxk?fZOE+}Y9ET?9JT?#36H@zwW#lZuIfVmyBdx()oiNrRi5x!K zg39)}n z)mIa+=D)|l)Iw76Wf2sXo}l85iu`qZy6{F)4GR4Ch~=v$f^F|-Vzwj;;ztFc%P^+H zPdx;mFUU)N{bs#-f`gcw*92bOJHflY673BS0LOnZsw{kus;m3K&-oqj=R4t$pK4<^mOJ3}yAV1e zClOh8|2_znlh`VKf~adgkQBWY#LH#*9TrAp-t~UyOj(cfR0B}wRRd`#`3`E^55Q4P zMaj2IA;{gj32bLlh>F-pCMzaF-!@Oyf0PTER_zJCGTZeE?cTY`ruq!0vK*J-i7aon?hTZk!ny*kUIA}GC1iWtfq+U0Xs!#uhE87y znskTp1g0cCD-!KGx1uyUSscEo58|&CfOMH5`RW&pLdP4l|LY4jUk5-(BZZO^{!}8a zfn!NZ%-em8!hh?DX4Wh;`uH2N&#uGF=U2dXTom-gWs}lOABf%g6HX5{VPMlWj0%^E z>6iO(u!dzbG)KbFwC5NcTMG>rZ!&)^idL0NQ8M&B=nMrgZyit6I{u+vZz#2rT?S1D zDnWEa7KAtRj4YI{LB%Lvx?TALrXKqama5IHlX5Y*UX#ZngYhiGeHPL-4pP;D=V+UB z9y^vz!y`v;qQ>#%aA86s=1t;2%%`s){8&k{zSpCd@qTbtVI4;8o@4~~InKWP4s=w# zsLGX%r03I4syRCwKJEX9QPdV^XIruEl`yCu8VjnKDUg!D_K^4haC~dF}7tV{Q?v%m&L1^3B9g*)Ke(vAL* zhK8Jv_;gM=T6JE638%&2@<^WK{s{s1FgZycmO)Eg6rQ&qk2b&ORrC z(Y4}4FaGdl5E-Y}vc===qSXzs&a_6Cy zKM69HB!Y0d2d`Cs7h?lofpWGfIPbK=!N7l@(GY?b@B66gV_6C3;b&gzt$#3d`9(Yw znS;&+d!Sa0Ht$7FthmpY}#`j ztRE#&bC+T;h!A7X`apDievjx`eE_3>Z(!k@82rzd-NEbQ=-B7$u<~v)a7>?PmEV5` z>RZ{*&!|TC$4}6(D4d9XvcA32<5+CB2kf>mow@!g@wsskY%Q*l%vJ{)CDkJ(+nHy( zz#7)Su7;wSj8Rj|rqw@us6bvu+?G=f>=4G<)$B%IEyq{USV8X189+z<&9r*42?|c8 z^L(y+rM62CV`rNkn)((&xcYxs@I)P_+P0(jta8>tb9||;ZVi&D!%+MDA81RgXFM;V z*2l-g*n-b+V6_at-o^)lWd35{;z>m10Q1wCFJW^29OMSdNP-tU0;3(QqagJZPPUK4 zYG+T<%uA#4l_6+&b_Ntr+lwui%Fypy0d3Ix4MBc!sJ7rFCarX5IV%m?omq^++h<_& z*FdzLTF1*#JQ`KbqA}WbpA6j=S&1qaZD%nAE#pJ^tnXu=5)$2 zPa>TBS4KK1BFY!|14mvzd(C-SN$r%;AiUB~#J6N61GY7|>c~;ltotqYK64+mfa1w1 z?3TB$hj5#ASQ+#S-AvTM)J=!|+uz3@JC!7^jHluZlcgT>I$%kCB67znO4Qblf{w3S zi1pm7thZz$^i8=6|JSyst=Nhkk<2gPKFG{GX%0Ii^*C$~>$44xgdz-riuGam(me-n z8;P0!p2UlvZ^c;Z)nHf6!)d#hqwno)sJf*VD(d&6a`Ow?m=jGs$V*Hg@eWPmkHFmh znP_sn2*T6@i1*EQaCFm!ZgDU0t}607VIjLgD$#uFD3UYZo~J&H(4KpK#NlZsS~z{h zYLgvU8aRmxCq)vI5>s?nRN{;7EhY_$w}7*{n;u^;4@IUdJN+sPg^wBY@kNScRVx*? zL>lFKW`l4`5B=)ImDs8U!jj2X(1G0;V^8!z;jL*HwN=XcPG`fYZhXk6C|i;IhJm!CBe2?v@$*m(t<7E?_M9Yk_~{^xIm^26!G|@6R>|8 z%fkdJ@(nlGf^ZyWYnI(6C%>?LOnfn0>!&HkH0%OnxC2M}-eaayE|rUZjrpcB64OU7 z(c4K0k7hMO^|&JtKkNyKnbd?D>uS)${eKjlYg~+58^))a4rmiX+fHITB&Q^#S@-Ob zkR%~VLWmtZ2}wvsI!RJVk|gP*QmJ&9S@#%~q?06-&Qc_mBuS!oz2EqNe&(5H-Rruq z>won^tH~YU`dI(pqc64^E+*RR-T-HxiAXlh4tsVUM46)Ns5wTAuNb#?P%(p=ES8Z> z__-Ii%z1)EmhYj>HyFB1j)Gop7VT>NMH|NU;Dqr%aV4!n-ysiTrE-vJuTn*=BtBMT z+(y5GCRFuhtoIek(6(Sc@}@*%$NB&on$iTOI&7xtP=lXmIQ+`}_Sn#~26IdV;NV?_ zx8}<8wI-TU*(%0M)JVeP^WH$_g=lcN9FO{!5-_ed5_7IdXf4wOdv2@XB9~!&FR{g& zg$n$f{Y}sy`-KKBTmerm$x8aH<=Jki%AjX6+mFos1cA@BpfYG7a$0j&R{YQgO|AnO zEPDa^_6xAjIs<>Njt7->6Uev?p6F)Y1xCypdiaw*HlJ6Lv{<^5(kE&3W1=Eo|BDFw z?gfI*LK`U6)JH3p?>XE*1bzNfaPpWBFg(r*FMke1xnU09*kcApnzQ`v`!=+AkOE0- zt1;mA94wmho>ZKfNLu$a0l(iH11;ZRWQ!>VD(@h+W*!g|9!vl4+o8QNXgc;Xm>;qO zi?C++df@>oukwbhJB$foUPS8^voV*aAaVV2i|~yL+4E^_khzg@*h4g_bFVM$^tp{H zC9_FU(N>6TOvdFmT~WK~2RL#SC7x=^pqL=fcisP*3_oMD(6mT!4`HmqhhIsHk`YA3 z9YmF;n~)an4qwDuw4j8-DOzPU6{f#v09{t1JJ7P8#H zS5h(C4_Ci=j8>t~SxPzvRgCn|qeF@18;)XUqXtU%$kC2Ve}Ws?h_eKLv;2}CZOIYC z=zUcvAeJQjbTEd!JV}+>*0PpK8UCT;gXp;S14jKG5!?O@LOsv%pm*jQJzO6F4;bSt z1G)Tx7fka58_4ZsclZoBiN)dq>RBzOK4VKz@(*wY!ct zfQADnA#w&g)0A4!^HB!AHxi*#CKR8lc_Uqy1Epjql&=~Fa%?}EYwiclf2w)TKia_R z<2!O>yFa>|4~4d$BC2uZHE>P6V5atUs4a;g{WqVY>oo~2JjOD}uN`25o1!G`@dc_9 zQBI7tzmkSLP4F+Ajh|*Q55&C7U>Mj29D(UdtL?SaV){z3UGbZ!#1;|#ncHCS>J z2Yb|zXfDp9&YCR4eJtOgc)vF`jH^fK_ePAGd5QPu@g5u#)`cc54;dq1J{BxCgVvvS zVF=!XeBLK?dBE;aj0I;Vj)Q_@dZ6dA9(q0GX){Mq*i#Ff} zva{oDhQY9GE;#LsVVcV&o~lwKC=@8?H$MDQwM#A+E{+O~^1TD*gX}@X{<($_x zI5aC7Gm@pKzhE8hpH+mW`eQ-(I7NJ9?J)X1&cHGAUg4se*%N@OW9{LdUZN@KkNgi6Z)iM##-!jk&_JW83kR>72fEvGdXmH^Z)ZXkwi=R4(Ndef_w+YVZRipmN50w8&3@oz9_;L3zp%quLtKdw{g_YR8*~g1abL6=-ca0zj$9qC!0YMc9n7TzeYgJ%R#ES z{47~udIZ$B{-&;1%ivkW2x3zp*7-3u&Mpn?vM|6Lk9&k{e#myT!@R*wFQ9O(fU%Ap zNnKAFUScz4j%*U~=5=G#ixMyo^d)BY*BP5J1pm=dl5ic?gVhqoNSE}{WLop5VFDX?XLd4Bwo`nERD%|E4gOUV=ibg&@*-OAP}~e*{iUnb>}G2GN(ExB>4CZ~(^=+O;nW)< zaCGzmCI3y>y5bwl`F2vlI}Y(#b{%WIqnTGeo2*fJgcJ0CL-^<;=)Zg=n*n{P-Uc>H zc-4raw7-j0Za)Q&#Jd=H;W_@ExeWay9N<ScPP zL5@#+BOwsDB*HwFE;=m&^KF}8sL%td9iGCD*c&KR8{~CgQ=|Oz|($l1(jOTRRlAim{c6WRvK7+q*Ax9l#z=`6BzZxl@NRt- zs_(b~N5hlRc0&~?*-WKInH(q|^AkRb`ca)MgOH?3Xu3B9elNUGtu&mJvwU(~*)i1q zdWp?VS-gYZLlC9>0M@5*=i8M9Q-pZ5h?NUU7WcIo7Khl09F=J|*W3*@)8jGjk zlp&5J_@B+FrXPz#_I@~NlMH{xrzjkXX7?nejp#ni!I^*gLfGJb=sh`_>}vMMu4No} zefkFq>!#rri%yj8y-i%rSdWoPh}b}`AE=iHc1dpFtGn|2dK8dZ~?L|R<5jpsO z&aImZuXXb$Sa7!ne^)RLh1CkIun3`?1Z8TTTS&8W%ka=B#56Xuhs9-+hVuY9JFn8L zi_EV&={8tqref88U2Mq;#sWBr>Mt|Ui8)V)f;D%aI$9(9xi zS}%ao^4)NxM2;WuAdJnlk1;A!6%1okv7+-hL@?i>rX9O0tjT5`tZsu4LuGdEBG0xY zo&??m;`?+1m0sZUzWaKj0j~p(_v_&DZ#uYZ>}7V}yN#i7-mL56rMS7F5mkRN=GLZP zp!Tj0Te^-hhAbb{p3XpnpLJ|!Ur)jfe!~J%2k|eI_|?oOq-&*vh7)|yY3*IYiF%Q% zwC?~EZ4Dr|f67awOO_E&zki_7lAU`UDG+s-Lvt_4^1JFssBiu*aAaBinJ-wjPTNO3 zUqzljNr&CpYpZBN8oOuLwUFB0CE!qJ3|H(zF}fii4m0kH-z}~r&AE*D?UG`=q7r|| z$r}BqQ)+$h3pDArqisSXP4qjCHXGZacXbFlBu{ zr=sqie27ubg^kRI5|whFj4rdoKXx_X(4{XpxF!NJC;HM}Pft2|EAvnt^A|@lt+sXS zHK^5C0v%~fnRZBsO6OQuzH0=wFb;uA>=xp|SHsT(K3HeWxKNDG>T6X7^LI3(spDBN z>w5<8JZ1QHZ0j~n^Dbjr5;Qt)g0+)(P_3}}><;c`(3SUsZi;?~j(zpW@y%tr-6FB8 zZzi_9T0@rGE=JRt)4=X@9xQ6LM9b4W)VgH~=3{P=2i^*N;v)y<9>-wTnJu_B-WhXwe+TPbNfZhB=9u8W1k`S5f_9reF87g< zbg_(wW=TAFd)r{kqmwYUun>Drq(Pv(6$Y+KgYd&85EcG|S1s=c5fR0}>AoQns&K?{ ze|-nLb6h+O%onKMEAHQJjp5rbf<*HsV<;FC|Mf{U?5Qe_-LL}JjF#iOR2)Liluta( zF`v=g@d3Hc=koj8SypR<4Jq({LS03O+EY>?Va7-Je2-;`roSXP%eOM!x*A^2l;=me znZfT{BY3`(@p@0Y(IDnQ6!<+S%B`6&80d%#M`z)GFBr@F?ZFwD{X?mzSv4d~_5{14@lbKXg*umCf?%Zq7&{{o zT=$g$pY;Ja>Rf`@2VBW#*&gKcy1{nmKVbA@J4TH+g_%?5qHXA5usNNBO42w8T$hJh z7oM^HfJ{`f4g}&`QKmpA5lA_5h#*({ONWlaenejgn?TUqX{AI~$dis04` z>N~s#t)Ufi;8kSk)nkf;C<^dd_D0RRX%*gj{EMQ`bQfr{`&_+ z6i%STo6mNIAEO$NCZ! ze7i@K*7lJi#%mPJkV9LSTygD_dBCx27ps@LqyOKZz+wM=nB)BlobR}xXKDf33GRbk zKl6odc*?U@7>Am_V##m4TX@~66hoYp;j(8bnkXwuT3p_u?2KMGIAnog@-MO1s){=2 zD?*sy3D_O|0Jae)fHY?_jii}$sI`&0{p{}fUQN`|mrb~HIha>g2mv!gflBkC`OiXJ zpwf&>zkkE&MlADueF+Jjk%Bh!4}#zG3T&~Q55*5h;r!hkzTi$6;g)ZPxK0Tse^>#g z2V6n<%^@gayxP!XrD*Co2G+_bNmgftpl7Qh49a~X)p0!_4c$vT7aj%AM{JI8Vn2&< zgMsuO^93lYW6oPgh;rRX({%S@T9kyUN;@$#%@Pg>zhXoB18`B!f@Gr_Y9*>5!toD@ zE4KxLsJx^qaX$z$Oi`^z1j<}Ftj_of2iwn~@97JK&wlOls}hV-pM#~rFeG}qAb(yk z{7AZlMvGs7-PY64uqPG$RC-af@-eYaP6cn3IB-@u3cX_%le%FEsKjqVqe}_!-8Pt= zJLB+-dIdzAbfV6iArcnSNL&UP@8{(~Y>iJx&F1}d!Eu&@5vUMBN{)EWp;yo++YC-Q zOv8|$M);FvpfkOK34A?p*FbQnXS-{W8!US1gc^(d!9q@n<=#txF1Ulj`)laoS|5n4 zY=a67#z%GjiCvKZYI1QPth~ufe(VqKw=bb|{2(Qdwg9K}oTx8992Og~yRJhyRllGL zYpd$O!M%%qs9`L&`oGZD^f?6j&4j$3*PvSSit(AlP-FH-XiIOWszJZebn|`O|D9#I z@2w{@GcUt+TYppu;^R;l<0RJCf&axEc#!=H1(u4Efp}k>xkpwKcU)0o%`&qo_hT4$ zW(FPW^$Qrlf-fCmcY(fdF!@dxWBfIemZUgPTNXizcFV9_vZ=n-CJm@itwf`NWl)&Q zGA!duLCtI*H6W9)?U^f7-1xw>LLN@u{s8sZ3YG9PQLykW?@;gnF5*nX_a2CuOLjxd zn0c`8Toxub-i2*ma{Qe1oir`v2T3bX0bQMoP$=lYbE-0uSTmOI|I$r-H#)f!sS-)P${CBgfb3@F84d$ym}cc`wB5Dm-Vdp+CfJ~IP>vtB&t2* zF{;&z*L&3v)tY1^71=zrJ<0T;d|D*0MEUZIF(+`A~}5sznUl0j9h9H`db-#F}dn`%4|V~gtpp1yh$$rDR(0!IcN zgI~iy_aVf?ijpF`18nd01f@rQi=$PQ@cnZ`EUf7Tr8-AY8nys6u@_Acu|6@O3!0mM zr^AZ7plEyv&0O{jOKoz2dnXz-&2@->hX{r|MKH_S1ouq2fKUJIz~1Tx7_ZFbYnpw6 zO8!f9mk))|M_(aj!gUA@WjrSK+}ig&0;gaF&|jv5ZC*LFcJKpndfiQOysbfFb~_em zTVP8iKtn(d>ZEt0g8B$>T7QVs?U;_VXACWwEkO(MDsY)uifz{wp;C{6lJacE7gZ5C z%-8{bZr>o}>P2`LC@1OY9UxX`1Hk`W6G(UKi~l+~gkjtLsGHvdu(eHr*8g|937?C# zM!&&NZN(_N=^F_3YEf_M`PxS*VK1QHFZsYjY_w*AkDpsXezVs=|w-_ z4y8kpXE_>|=0f0GdvHB*23vY1*>s^ zt-;>m>k4ss{W;9@%|hwLX}pl1Qo2t0CziMbp;})6du}(gv-kq&LL9{WUdsAxnWys9 zOX7H!F}?~N!T8q`6fRC>9_^P@sBs(jCJmu&*freSB+GYdkpZWZX2e*)bnP2UajNA9 z^pE9Z_@*cfnH)un)^3Ic`7xlgntcvuAA%eI2wd9!7DKpPiB|S%2x1H^&oxu9blG~a z8Cn8G|5-pn{{%4KKcDE1m}9^*c?^$zhMBKDvGidUd{(SPrDw?eQNft3FayY58Hwk9 z16-`YcvnAU!EhtHEB79vgBSmVjs|~d7%9es!8ss3)eNf4d+j(z(G$L&IHOzx^9)g*y<7} zVh=iJ!6tg?SvvA27NL3e40^7o9-Fq0!=?{uSnOF37Tx|dexW~dW+b3iz&;qw{{s(q zwZrfEqtNb?8fua>ap3%gR66e$Z{i|ZKKHN+%2qzau?<1EXyq>y94*7%qb~_RIu&>S zeH9$Or^CI)EPwEC7DltPbFKXsFr1PMMJY>YN@X?cIpd1-)mPG0(GQSwt%L?_i$=?P zW6{wz5%1k%ovj|;;MVpS(ppQY&hvNFzi2)4!Y4rBg9tKXj*KKuq=rpb&mz4(jOCxR zF*&|~vE^Bx$HxU|{?C1)oO_v`4dhCc_$916XSUdRka4%%rlRMiKqzJ%6nzC(AwgO| z61A_P?=3sjlsBhw{VmWRZwH)$24Wo6jpcWa;_==%#(vI6KMxUqyKI1}lf%M=Gus(Sl?`D6;(7BDQqw*;)^TSn$wCjQw zqhc{ii3=5ruaSX$8LU6%AQY_mfj;4~eB0!2WXe@8KdrR}jFvdVkT>h5?JdLdlpvUW zr~)sakH?&YwKQdHDO7jtKv$?hZTWcX6! zJtXyXKTf@V4fK_F!r`+H*sFIAEH0#@ojq4#sQw+o^Isun(cj{hO=aZZ#~_@Fg&1?L z04wa>2&ceRJp3UB?XGJ=;P6d2x2hVCcm9jc9#277D??@`8e-VQY_hNGJ=Pw$OPVTM zSzfCHtYHE^xFupbQVWK-E`#E+o6uQ(5>D-|VtUUe)~~vqJv(_XhKuMX<`T9`mkT2jQMz<{i}n{k5&QdxUjO zhUr52B3VpJeh!0m>S$|L3hsME`GDd@iWRr?>1IPN|9DFc)~dXt z&P&rkQz}P&CnP~>R26VM2FY>l8^Bu=kMK%{Z-3|oDII`O$#S{yAm_qq$gy$6ir_bB`ZyT^*sOkCPC=3*8X*n$PJrIy ze#V7MgvC?2{FsUj=-uapwM7fDt4|$WirzpMV^|Ib3}8{|Ip(KMMcdI*qLV%YAOA{4 zj?++XPH`OZsA8Ve$r`{}9tgYFUBa*qfV9DPL?^@s0(WNt*ZUdE^t0@7SSDB;DZ_?= z^=Qi2BEq|Xk~UX+4n*NQ!mKzqxSqu z!v2+l`O4WOyl@m2i9O+>;$xgMg|V;7ACV}%Rw#eu4V|J$oOO-|2|HuKfn`~AAL`)F zIgESf_XWSs8$|wBW9BieVcP0_C|2(Pg`MFTHSz$~KK=sfIg!X|i^k4tK4`~$!H$gt zm%m(wmUAMZ?f<#C^A<46G8p~WPs70RjZ~?>k7$;qg44$p;AHXwqJQ+@s&RQ3(Qc0s zI|FF&VQ=*0ok6{a`|x|hd#vJGf#u2(_{ve@I}M&7Ey1!xzx)zaM3%vL)J6H-fx!Qx zAGr4SY45ICps=zKhIed-h}Dzv)1QIZVCV%^+>fC2^FPMK{|zlioXD2pC}*lv_&{eMyIWnRFb?5}|+NbW~ZJ zMMmFXU9Bl!p)S@68>XL!miiT}SI`XF!vA4?*aS5fN=f93IIztxsgG8rWl}7>1#Sc?l#(n+=AfTOJL#Ag2%0MSRX2zZ7PFNHPsZ%W@n+GwVtQBwuWd$ zR+DgNU6v7b#Zr9DJm6QT?~G`w)+EH=$;^MO9s~mimGStA_n6hi`VqIj0Fkl~tpay} z#Q_U+t*EBIeR^Qu6HQD!!N=a3iBP+?9hCR4MDtHNr0^c|R-{|g%E8Ofrq+%|lUBgm zy$>PEkFjVEcS7siAP{}HjEQGgW6R7KGW>Fge(z~R;i-4bqx}Fj1wKT>{w5R#*zpcK z4nwDF2k>ihA$$Q>GCcPLeC?2vs0@z-_xx(`n<~WNiEru5QkGFq9mK+I@37+y!sKek zDwF1tVP7wr91;o_K6Igh$t?)|b`=HJr_iQq30C;u1I-QbkSzH^w<;^}t@J*UsRe&y z;r&1yD&tBV#5!oqTZY1|&w0YK{bc8#vV7-x#n5$R4p^OGeq8%{?4SM=EVxft9`G9p z`x#HV7QLX-15rE$fgai~7n9NMZ}Cl8ALDJX@A)~#iQsipVg3cE?Ol&5r~I*HRWr}> zI?G-671P=_FQQ}M2EIwRNrU?|7^rc=ErzdQmg;{XW^cemB^3J6Z8nYzM*SHi&fh2jQz`g8?I3zdOr{81LBR;7a8svNME>xM#|XAo=k88t&6L-M8$u)VzqY+m`| zs1LG|()~w3IwKivHt1u6(sSl>iNl-EE7`8{%1Y5=jwEc>S7Kxq3f8V?abQ~{loyRa zZ|Y+xE`E>3A5MYE@nHxvFCj<$vvD|QDVWF06a9g0FnR&&dq`LUm2O_3)_4;=KbGQT zy%;F!jDz&KNkCef;LyMFlFpw4jEz4`E2{EwG+Y6JU>#_D9f8uc*Wg|$LEo$?)JV?} zrsZBh`yyW$#O^8qccFxN#QGRV&Ezuc_&m)#qMKzP*o^H38g60Y zR}U;52nFFZMIvQ8vBdP-5HhcqmaJ((_c4kRzk72~*5ewSS$ZG#-PS?n)LUq1^#dH# z@^CF<9Vw?Vj>_#8a1?g4o`L}0VAU1!yXkK{_#q2cnal7K$^(h>!+I!P$N}SBsvWjOw3ai}7|;bNNI!{=vEppVg5ZpE4qA#ddWI?1@Ed87(zq zO!C>L@Lt)hpQIkiAMnydc zex}g!xq3K@?GSx7%kzi&`k_L+o9(Xx(Ls*~IkAKmH2r~5Pwzuu^AmDXH5cP&b0wmW zId~?-3+%Wms1gsfhiP#?7qYp{`)TfElS_=Xlu4qt=d#>J0v?YJ0%^ck@mBV3JysT#-?nmE3mmP-xlw0>Y2~$6cFg*>g7cdV?$U`vs zrwKWFJ4H(N_h578H;lKqjB(e*VDjq+448fezvORl*pb8do*A&~dMS43oX6kDvav^g z67>stOj8Ze5B{S7To&I%{ZmO;>diFC&XwW*PVw&)ragBTBAu)RW7l88eC9hhsQ(O6 zo9>~yiV8bR_0jt5Ep*jpT?FZ6FvnybzP|Yy1I^Zvw5KIlew}rEXLW;GVm|5Ow^E() zQbGz4CFqwM4K(+pw^pl_(KNaC3{cv^NP{a%@u7oT@#PqF%H*` z{=qsrLTSE5117}jQNaal-wk#h<(qzVw%CN^EeYs9-YBhjOo3mi@*E1M! z@&S}?J^~#Hrzof48}G1zBC6`2fsp1~w14b);2lupAN$O_`>ZcjKXf}(>@|Yl$&9P> zWeiR}77T-_o^$o`z5jKTeb5>oP6wz$iJs+q*XED_#!5?QI4suUCMf z(pz+KVjgCjVG<lIHwWidu6f1_!? z*#FtpD2O;)MWgL8uM%pjN^~-Ih$S(s)b5f0W?myFRR6(3*ACt)dAr>Cn2j26{tZp|B!U6nCNv zIk6fdj!iS+%#x+I*_e--W6iqm{3=CXDM8saN zohIa#z$USbBv|V-?jcv$hwlCd87M-|uM5MK4+&&Ghm4In;7RDz-32ftt1j2<=aZ(=tzy^znmO z7y1R{Wh-%hri?^4Cz#DRcZgq;C#tkf1BWjYF;TV{ib5}gbbk=_eAF zeRQFQGRrYcE0$Urx#PZsr5Jem3i#ed`fSSw)QY}AL_glc@J>?{)|>~8qDxTV$NF|Y zmcZ}SA0Qgr%{X8OK=#j@kdnpTW#|Kr27hDk-a+Eu%ZJ`DO`0}s8MO^65_7J`kg2vi zQ1I_R;(M#PeDf>2K>2C{Xs884o*DDz9~*+?HW6&@2uA&iF%a@ojAOqv-((WM%VcAEARIz9i1>yW61G6!;@PaVi;anZmo?y?wQVE)|cgJtx2QY9y ziUDC~@$b<>G)TCDIS&`oDDE9H!hA-W?y<2-0T^kbzV*fn~rG4SAPS&({{nt3B6e5ZUQ-Z zW*GAEI(%vTh&ErXaq_Je)+@7&4F3BBgzehkU%QCySp#TRg(FJqmx^~U2xEL5HO6r3 z<=NC!qPy@5aJ6hO`4E6c=oOefx(<`~&Vc9*H6Wet$h_n1j#`hX*XNCSLr*ZlwgFgGuZeT7iynEb~726S``duC-d;AaLOfEP6Bt2aUXFQmhic z_rEca=UR^`%O8W)v0PN*GKLDvVQbxG9`=)cuxsKKl$tK&c_%%Ey!92RS=fxSpJgO= z!hb+@#0!lt?Zx6*r_o082G3ma0tba`EEwB~qT9E?b7?c%v8{uyiCr{iRX4O4UKJaT zpU(b{B%V&YF;QvEB&wq-uw6pYb|^u7ey0+@^70^zeclaPv5|Dp)(}S9h|${i3G1kN z0L#r{LAa}qXgWL+w?x}QmKp1#DY;M6RX+pg(Olv_tAjCH!$`%?gEaI~BmA+=4>SDR zvBR_sq!J=dzOW3I3FIX@9ef&C=1IaH>_y9QCow1VAJDR|An7OHf#6pv&$l}gg`=Nh zblM$=I~fj2%NQG1-kny>^@Q5CXBc+%E=;;F&sQ6n4{C-RS-(s(%T)B?G&LE1XWkR2 zb)!JPEr8`O3bA7MNusH-6MwM0LEXFu5Ivh4{xai+vVQWSByo6E0T|LtX#0H)POxE} zkaN6oP?timFct(|67k%7eHfi%h7~@Zq;cDGbawT@-Y@^MjLA=$BOav5qzau4JwUem z7o6P9cxr#&LKT%=czn`gbY6EJ=BLQ>(}%sW=CguCGR+IN9#!OTanHdv{vFg=^(Vl; zcQNYHD!fzh3XOY8!DA!qH^{D|hVzusa(y`KHA;qv{JSWzAhHSQz7nGL-z3|v)?iU4yZfH010S{L7-6#*(%Eh(9_9G`TUmyxy$CH{egI;3 zpYZ{|W8r5N)Z;2ckzF#0Igkq+L(DD7=1Pp0=R(ZF!;rS`97(&QO%il6!9(;JihsXn z9MCjgNW>Cl8~%I(hHs6~H1BmiK+V9?UO2q(f#^u+&9~ zANAkg#BQe(<~?h~QMz*cJO%bYp~~1@te;tVYbzKvdO~JQ85XmdK%kW(c9409rM44b z%f;ImwOf@)Uq*}heN|Y~%vk$=vakq_pinl1giO;z(b;EM-1rszBc9-K`v$P!Uu1cr zcIZ#*VY%^gR6ZyGryb@b?6Va7x4)wq*E#%(oc~aN4;PGfy@npqKd7I#lg@Kv1V zlZt?upq%`b3Ki3MZjXYgm*gq>Ub#nVJVS9XF$v=~#iCR+Bu?m4hZi1+Oe;)7?~g6` zpJqSyStX#_*gqkv?;-2WiJ{RJKjHMwFPOMP3d>n;ukPUsEQ;=>%3TXs@5*O7Vf|Bx zkt4AC@m#dG*a!{w_vnIA&oFXjGwexV%wVM=me0wfZ>$*i_h$r#Sk1#guPe}^6v_P2 zKgIjCuVbI)LpYovMghq3-q&tNdhZhrZPLWJGbVV2WgP^E2GBDMAmpGT++{u2@vZ*o z;5!4>cwELgW1<-6;1SPqvLSjn`oTE93}4c|1`j#N@#}_)8GF$OhEDlG*6b1tK3xR5 zvz|ijigYr#gY8p2lqBx^UIoxL|>3RvEK)?0{ZTmYHha`5|3=4EmD z#q@$oP`;K0Pfq#bfOaJ4B_`wUx7VOw!yS4}>Og!zUNYB9iJv}bi<0;%ba<%?i!T?yshmtb<;P1Jn6leB(mz~-+JtXtL>tZIUwVxt77|0~D0 zw@M_Us2}ij#~sZ0w--GlMrg-;6%4N5j+!&KgZHj`Xgk$vh55pB z8da&wq%-KSR~{lCzQ?<{GLj5c)*-)d1k%!9lEEGhY}q@EMk_4A_K#dLRxT0z&MKpR z7Sq-5yF%ftd@O76N6C#mY+!!t;e%grsbwEl$=EYL4MjSk3pz|@13Bu1BBs|*kQU%T z-cJY`sYUAtH?T^vj9MqkN@iUd1)5J2NsPZU_~%EXz2K#ve*6-h z?_0voDK}XMQZ-K}h;{vPo`CK7nP9Rvo3XjBf!~cJC@7i;o;?>>ukv1Ss>&mtrL2Sb zLkMx5EF?;ki;#|#y=stk9FC0UxljY5isL{tYnMgH|FOO@Xp9^@nwk@PF4v9&RIpC z$fFBNmkOYK*b+@$4Pe#$i)dl(j0Jfj%K3AyL7?LoqN`B@w{Dc-t~IwX)Gr!aZ1&Rf zH_t$cz03WbSVxKNGTc4B0>TCLc+jU7s=r+Xt)@6)7}3u-?#iUJtqN;j9l`B;!%^^d zx!C-inAn@vvfM?kflmHKV%{7CW8X3VVQV{-u3Z8O|DTb+oj@CQ*POZe8usgy($kEC z!5OVAuABG;0*Bg(bRO#?Z+t+r`fET~9mJDP>!t4{2u;No7;iC2q-xti3tlk(aZ)wA zkJOP~4;8Rx^RZpPHpVBi*LTV^DWB^1`I9_LAyn;p4oj@N(0rDh#C6Od9b9x7WecjH z>6tzj&gh59O#jI8XWf&ZFJW)rY$6H_M{QZg7*zWO**9A-;)(=Aj1zHf#W#?BIS1Xn z7~}Wa2iUR!p=0hlV%Yo`0(ZrNa#|7k-;jgA(_G2m#-)^#f7T!^{tG21?lKS9TT;~c ziPZfr!!sB9&~VgY)^j}`s)VN@v|t3D)K{XVdkYpV`asScxxvo8?Tq)G4$>Dq8r54P z?g}{uho1Rhif=XOm|P*{L)+0M?H+8~--0gZFM!Mj_D+}&%Qv^e$T|rp_fp7SPYzJ zK15jkO(ebjf~RyLflM8gk+`rskX=|7wY{{Ev@lPWx$JKGRrW69&*q8+qXSuYQ7-m# z*?r=n2k2Z)rRF0uNaVLTmWSPnRnNX*0sj(wv471N=!_o`m5;WcKT)Nc5mG1n6w9@T z!J;t>bJm>17XCQ!V~i1j%~>Mox+RwG^#SK9)@^4L2<3O0z;5?P@RFD18(W3Jg5Pt% zrr;R1yp(~qewJ-ca)u~XdDxw?1cSo+F!JLwIL^A*wv1!E#BK9nE9<$p>>dHNBifL7 zAP${2Y=e+`32L~h;2&QV_-dB1U{(DergvJPtzD3K!q5fic+o^m?gwE3+q1>pcR(%k zQ?PxhjKpo7Cl=1RiMt<;fWrDrY;Y~cmjAZk*uxK@rdpA|)+P+3qDR2(@Pf?tP3Tte z8SUr0(E1Imcj?GyqIu&xn^S_Qu|01{iziO+7QyfJk1=xdL-2glh z_6A~X;x{aQ*a3rH(PVaK6z)~=BjC-Um z{J}hPMmS;BEoiAxBsm-9(dk47yu@nMdzl2T**9qLUFI{A6!6w+2Z1oZglI0=i2eQn zz?m0L7Ww(2?`1>Kd{cntr|)9R5g`a%F7T|5E}{pX_@f|m1#!6R4EC!^N$a^Th@Qs7 zl8sCwSN{(Zw%5bfuNQFmXEHo*=JJJl8Z>4_7RGgc0L{lz)*UP(aaKv73r6>%+h_yU z{SaZWex)2ga1ZlBjT?=@CQ+a~cO57lxCnO5*D>#xCrF!Y#4bA}SUEivg557d#k6Tq z?tBBz2VKRyaXDzxZi+fvW`o;0eQ0wh@a4)|tXO@V=r(@G;0?Wu-E^H7z49SeVt!-&|ss62WQ_aA+a z4XQyX_~Q!JI^P6=unpTeihSXv8$@&2MR3xHB@NtRx@Gt({5|dh$}VL4ka`&^z2wX5 z51s+GOMlbHZ+pRpI0Y`BYuga*I8o7CZY3pVX9CRkh`M=QR97i&!x*Vo*pW==E z^87##OPcuL2XyInK=y&}I6mYH%lJMQy?7um3A<_vMQdL$R#J%AX?O#ve97MV^BbXO z*;jOZJDrAh-@;+GUssCDMc4VWVerl`qVR@s72njOa0Ba{S!IW-cMM_F@Ig=wxebGC z$F5U06E883)$ygRPB}2#JGBiC? z4<^Q!(d`BEU_R*p9nl`>{Gf)t9}W{^r}H$ut{W3BvOa+SQFQKcF|S<|pY9@i5vAtB_RdpaFD32~B3*-)o#X!rRexYK<% zW}b?y<+ufGG)Y2nj3byDZXw@i0F>wt!Ijg>$fIBcHr2P-=a?=W9sdkXXSXniG3A(X z>msTyB2IHd9L~BQfj){>UYcqK9$|5)J)#?$hRGnM=q&Z|#@=qe{~R`?lkcVSKGd1L zhK5VT)jS$P`WW5Z`tJn!`jb+5*EwnO;#y!c#}QK?nb%QfM@#n#9M1ZLin771V0s1@ z->-IGqV3h%ZS0|xK!aE$b zeJZ}O%fwIv4XC~L4OW+C@Nh{1?iuf?OU#SOJMtP<-cym~6&}GN%3kGa?n3{XDm0c=f%mFTSg!I5bF-@W z;=&g=>daAy>JxySje*p=6vFQQ$tF*-42K74ielEBNBOL|5Kp(3@O*o$>vt8|s?jLW z-h~PBxnRf1_qi+_3*AoPi^M;W|KB6f{h7d%?Rr4RRRa0?Zn$qo5Qr9rqVt1LTLrDfOiLAaNApmIXj0(%zlKWuT8*bP~qEvlxL$<)T0|U~U&4-`9l=ul&$&n-@wnHZ%F^%OL(~hi@jQV?m3A zk9~R*Yjj4Ug1E*!aws@G&qIMI&GtZbAXZqdhj{T`l$YHWj>vnCVv9tn22&RK#q9#q z2ijn?I+8Vqm7&+1XDA;c7B2jA3N3gv%x-VP-8Zr^eWDW+*Os#h{>^w}VmMYNzavgS z2s<(9E4rC|#nPH&G@9hccGd^u+K4;g@G}u!Ov-^vsj4DD?#H|Vq@P9=o#BoHI*7fc zz}ShkxZraGt{vcx!%GFCS(7`!{n0q#Y0nRv2{EMT9=?<`gaSnX$hum-L-58bX4Jn~_(fYoG(25d7HIL1KUTFz8_7W?&>F){7uB%( zsXeHEyar9TM?+QV37R90GVjtTkn2l%NoYNo9VV6&Wt!One=uqJ29IYa)4jF`>Mqv9 zmh5XF_V8hX)-0i*!APj>cN@f08@a%;QD`?Z0cHP`!v?Q4SaK{JdVlsp&tcy&Te%uu zgxX=!i~!ODUt&${MyLs{#z3dB^qg5L^lG`tHVN&}JMIs3`)NVrr~qg=zLVL_s>FPo zldx_U`9>aUfw9$e^sBTa*5yYgXb7GzDJ)~lXixEpoQ6&n)cI0fEqto?21Dvb%-yt*Jb$W@I&lr{futTpM-WE(%CglHh=I{|i}}2w993_BP@H0r zQDlf=izA`ySzq+KNBUGzJ{!43Aj+6DotS0G0FGPAlb!#AZVP;=ZAc5PG^<#s*=J7xoJquP0Rc?vYIS%A8q z%`wKxgLg`3_r14*=Ns-v7p46$;8!M&ype-?68T&a16<|%z98JZ|f9UXzakKKZ(C3)Op$~oe$E=3fEa~}k5QiWl;0SDW$iUgFSDw}OQ?vAdNnVT;ac{`TWdG@YdaDbwg# zk~;?d_%>oS-9?*Mck%aJRhjVuTgryb2gUbnspYR6c3+?@64!acrYZlxvw=Zq;zGGn z*A6H#5n}59efvlHGV$HMd{UoEl+5#ixVt0ZZgU*lE|j5_&)>u!-p8!Z_5r)z$DlT*3}pMap~H@&%=)w* z^c|j$Jt}5&b3&%Me+n_{#<36|Vzzjg3f=W1LGZ^quUzvJr0k2q6=zz}JtLJ_`=7rK=;2KsXNyV3KtU7xjh?Z)m#CKRg^0jN1m)ruh85~Ok8L$ zXfdJxJFOc*{Z9_|32wrf>eP$zcpKJddn3>I8;#O@(PY+WbagWH(k z${3+|!$%gBNGzp7Cy3e_1COuj;?U%YnBMy~v;~t-`R0Gnc40L*41I^ET+~HcJDss> zP#jil(t?`2X0%pUz#cv7z>(*G+Y&<-m!u?fn|xOIcwjTmo-Dz^{WV3S`rUwF&ouCL zDM$CH1n5rb3+vWhz{;~yV9Mk#e7=aUQ3zyi&>$@?+f4eI4x5{ z(EAkSapw9!MO6ep6rO;#&&Wr%H$a$0_w%6W59p;_hYtB4K(2hB1@*6nW$+92G>UP6 zt~=rb(rt3T!b8d~94imRp_$5P8TSO{XX;T8dl{t8?Evw>`O>Ma|KR*FVvt?@f&(O- zAenj8R&Z=hp00@&T&p8~%B6Z}9`1~FnK!{9_W>k6BMvV4DV_xFkV~MCa4f!8qHBpwN1C1JnL%_JHcw;i{pn9kBS}wFMjI9{^niA&QmpuW5`9ubKrrHutt7FYcui?i_VO`gQ!iZS zbQ8)M9zq+u3)x*25Oqop#yz%zc%xAyFMHm*r9iY%GRXQs?-Zlh_F-A@tKVSgRC- z*;^to)0Y)bFSJX;PA{LslFJ+V9&gDNzyCVhs#gMqQ307lKy&J2)#9h|X>PfQh|n?;akD z&$RC2yg{Gw=mb@n@90%r*7geO!vzGbPN@v zAm;|}ZXkY0O9N{^B?HT<0RF+h0i6fSAYCm^}6xJ29+ZH+b$a zfwWJ4IQE2wDDb^CaarE6038QZeK;2rSJ&Y7pjr@jEM)WNXhXPuF8Hpd44BneP)^)I z`3r>h?N71d!+F?{T>!?`&iLkvITqKwVx|*gFfL>b;M6y7UP0^O_Az>CLVmo8@tPlFl_J@Xo>HSPIJbicVIm6SesBhLqm4))N!<5^9f7K zPY|E7L^y9_A;yKi0OQFYxa+a$@I8Zi2pj@I;CsS0VF~>`_p326le~FFjZCsPkU5^Y zf%%)u>CQ`>+Q|}VsmtN-B2;BYb=^2h=Oj#huYxO!PeIBVQ)aiCPLa55F*p zb{==~zeO|WU`*Zg9k$shiRN9nhB5b|xl!t3o<89v3;TW>3UdUq%KhftCipp1uP=kA zmM2hD(FhLaM%*t^7Zs5->#tdYDJFNA{h3J0WK`fL$$FIE9Ry_y+nFN$k#v*lEKp4< z<##9}U3E=Oq?juP@78|kCMagb&5;ORLj7J*U^40hm@TgcZzKj+Z5rFYG6aLI z)F9>AO0eBO04JAaqg~r);*h<788wGcFHKW+Mo&}brMHnd**&mn<2tbHEN1l!=x3_F z8|4f3aW5}o3$J%r^NEFg_e(i;3iZ+3g&6RQPl20wF}NrAa-X5E`Ih*H5HTbOT~)JS^9X^+V{RvE z{k#uBUucI+spPtIjL_hNicIkM#%<%<4Sa3hRa~7HjS1g-v4M@mmFl~aZ~B>zs~4W+ zHzwY~p&@d(tQLzQ)yYsCIfI93o6E zO*||4hy%ix!zf?ZupK2seYo~z@+NhUf~aLukYxUm-kPQ^(`<=By+_UP&oW}5G`yC2 z8PqWKU75sEzXuzhjK@UZUFgtf3w)lSE|U8$kSZ+C2zAfWO-&lYvODf$yFT%@KpU)H zMWNT&BiK(V0gJ5|?zaC4PEW0{zNit>7UyI7e>G@5cLSEWF=+8FM7iw^>E&EincFq$ zt!kzY!n&gRCF?N*2U(Q=prL0IY~=bK_~V9Db(_&&28t1sL}$t-nj z&UDA^29Ge@+k@>r8iO{k1CbTbvt*(Nbk2E?p+SzINNiw*MddJa!4GWdzlvEO6ytw6 zIp}wNEeNi4NYyoHb}1_6x9`5f_gT|3#aO1@Tig6RWgtHfrPdoP>7KS=w z^Od_Wptu_ZWA8{S{kmB8XzFSDa)Y(F>+^yfVr@#Q!S0`(u!};C0Nh9Su*Zd+;O3Ms?d_8Vxud6ZN#al2P4vzwUwR!{6z!~Yx(tMF zM^Jx@GyHz4DLZ#sP1K3=K|bM)bfV@D9OxN@#&*Hn_(?Qcq+S6V#WZ4KqExl~7y57c z4yju0q(!?j2m54j4qnXjcU=MTghTAT3Niee5~M~m`|_mPZ`l1WFFC-=AVNQWf>3ILn#v| ziU!jgwC8oIibD6kLM`bis4-P=)9rPvaE%0K^@L+x{9}k7`yJeNyykYcyI^}kG`e|) z@HQ(4RO~Hd;`H%S$BVBZxS@%~soGPYGv$}>tcTrC??e2EU+CMtjr;mXvcX!%(D%7N zy4}^}!9(TDD%b*tP5XuW+|@AgEb%acui@G&Jt)5P7CgI>_$Ku`SaSRxh>i(l?sK!b z>)JBr@L?YC(QhG%yl6YFC*tB*RoVa9mTr<)kpJf^yzG;QFSc=fv&#h?)u^}k*F$DH z`7XEEcL6iXju9*59U8Ys%GGBAU4@$BagG>b9 zo2WT%65l{Q37KvjnpY^xR>o1s6lpN4aI# z+h0@Wo9Koa33IV>Vl39vyq6Al$*`$J^1(8n;0hDjehZ~AityoBs)H1#v~4_?|tJ6`!ndF_Ykc~gKrryo4FjH zg8mz5HyGP03{;^EgGnxzUz*HxPdGu+!+)Xo<*y*0_my{fr(?|NgG`b$f{T;2nD?aJ zDXb4+Lck5)`o|Mzsz#$x)oNq$VDzY4&avdi*eqot#tD~VRC-NhIUWW}@BV#dP);!e8c>6h6*xawrn@ zBhO*eljnbZ?`)IVF7kd$N8RVs!GVLNwnR;p-n5%t6$$yii1y9Stuum^+ z^?6I40d-;6pgP zsk;E7+m@qb+I5zGxeng9PTZJh^Ft*Iq?(^zwsC37FB@Z1j^fI z?S#3vB^Y3h;2KfDZ5JIQPFNnOlgG`u#2sIBC1PdMX0#|QfZ#EH;M*&RxIOWhko6bK zl~m$MSAodg^BLdLrx=o;0{zKzwSCn)5I3%YkC)YC&%P^*6eIVteJ!+u=q9m_r-w11 z`I7;itg&{UeraR)MkPjjap6ic6N0-c4lf zUGyyTy11E-Bd%M(uq=4m_bq9oj*vG)RW`6wAgc5o3!lDH*7VCwsnB6#-Z@~{UIFCKy%Po z#s?JlKz=|GTCa-&!+CF^af6a9$;BDwUk(R#lXoCjd4S)0R75h%51{I{7JSw$gE?lG zQBY=R>v7T>e=P1n?@=6jzu1YIZFZ;|K%BlGF?`}vRgvDPYsCBUAl8;K*r{)Uga8L@ z>bwfA_6Q1nB~~}OnJ?@J#1r%GqwR8HM4c!g?r1bqtWxI=HADC%@{^xEQH8P6PvEkj zJh2^Xz~O2f8+v0I-Hn%k@k3=<=#VTPQbpYd!)sy6k3e)?c?g*A2dFHW2xAw#$Cwx= zwEQ{^_3!y0-=DyHLN8?BGSlTbg+$@l#dj(DlP7mOuCjRA)A#q9#u`t0xh*Zhwc(IYs2j4hMzkAM!%~ zL~-Rh^dEK(e7D&1X-D3p|MweETwehzXWu~2jR!Ge$xUdwxfxQs4neGQ59HVcppNzd z)|x&5AU-v-8y(%93Z57|)^a@S+9v-tf5*yvh@#25VB7aTOg>E>p;!_1D5t~u;1-N8pj%s(q0~rb3~uFH*cBrUk=f`V7)o8u zqk@~E$;SfDtp0)_re5f5lgC<(Z$tadaM*qKZWdA}IN<2;zl zLGpI&iiY-xG1wGNeErv*81S2Nq;{{_;mH~z1IsZuzkCoF(Cy#h@klO~CqqG{9GzZ` zz=T21g+`N)3)dQFW7pv>bfsR)$EL5bW$swk==KyUf4zqo>fAA?<>0(fn@a{33BAr6 zL2t(gphfxM%zkHh|MqsAt??S&)_Jo)i7`ml=I5Cw?t`@F_TX$hjhTHOi)B-CxRIxv zxmva|H?t{N7!iceu6N^AC1MLswBeC5fymV6H!C?2iMwT!F#k{@7F1JT$q!Xojea^L z96K#l_l(5AiZ5{WFBOqsLXb4$+FmR`23j*FL+4g|i21Jy+Mi3Ia>hXn{r4Ji`-0eF z+nZ>2@iPbp9AV;lfl{$~B_wLy!&5cHp)~o0vX2eeIbsA)Aw4T0D*)dF1we|Y28JCy z4245G!N#LM>Ze9BdCMZEO8%3CzciWlU%%-)XhTd{HJp&}7VmEUiTZUxv>=r$uOk-9DlZT@oQ98K&#2r`!4du zOFE#^;|CK&?B`J%?Z7hIj-?iFrVJtVNXQdVFR~eIXPDs*yNj4de7(oRe`E3R$6PZn zhplWLkK*C;q%QTpxrsLw5$w?v*|zASc;Hy9I2ep!y@@fiAPk}sv(Wfa1XQj}XNUT9 zquc$%tVI&Zf?HQWQkXxy+#y4QVdG)@{T47hN^Fd6_Gq4X8pPXZ7rP*&o{cUH);Z37 zGn2VznS@VnP?tF`Z$U?i0&J%*M$Ns>pfUU~Htie@?(Y{vZ8wKaDxc8Bs+oSz8Q3=< z0R7@zFw<%#DBg|1R?-zLrUqiP>u;>SF2IPZ8Cbm{3yofng1g?8G_%bD3x})d)^{a) z6Y~_!e91F9CmP&0oMGmxMnk2dnHAZjqC~}BXt`-C3{@w_OY9z&7&RBCc&f{~3YBo( z)F3>!gE}cjm9gx-#4J1-1pF20J4^3l#G^7u`tJ=WZq^DFud0PHXQ^MTYdAXge@hzD zJK}gM$;1ylG2glXoqDJrdpqT-Y&S9Q<|K4bEa7fG;X`_G7VcK>GS({5nO@eR0T-4T5I&utW>kDukuKJ%EFEulO8{!YGa-%a$gDd9C+TDipfm#y#7I_gCW zg+&_=<3-8?hbK?u&Z|6Fde<6W+MYsvl}|u(p*iTyIR-JMJ9$d#N7h?<2<2+w($wXT zz|BVtijn7~?&osAIqwRT&a;5|6Gx$Dk`EY{knhFnEew#U;r%=BF!6gk@R&6?k=Rm_ zty1B#yq}=aL|N@Grzsb>5Q3-v1xmd%WUG&N^ZBV?dBogsT=s!vyU zb@{k`26+JIycT90jY68mVd+>knf{tfXfwJ7^4l`$J-wd$jn4&Vxi!s)7ARY?eOdCBHAiK^jUj`{^}?pTL?)=AKM#Cr0eRw*HT?gZomrz;N2XtLSfp^w{ z0kP~H?Xt-$Ybnk+n4L1DDdtSZ`kf4!_QWuT&irRvE(KpC8~sGZm3fuT{`d z(Suta-vs-RXP8*`2Yf68p?G~P3$MEb71vK-SFaxE(l$Z;oJZUoDxvmfF!}E0z><6#()J5jo=D{E01B@~(Mg7=FR4uSZyPikT88{In z=Oirb#(UT>qy{`MUqt1}U67PcT3~&X&{K6Dq#Sq-?7$#UXuM?NeYMm(AcBU{NNBnE z4jNu%F?-|7*nX!4*UvnH=ADn|y_p1)1|3G8@gN$0wkS`dPdEJaJrMFlu`rfx_swXlb7W+86GCfBi{(?v{kcLq_0$9SZ1ebOnrd zJ_GsGslvBvXK}T66}Uet#gv^*yr_Qw200DK-0);(EZ$8WR|(+!>M|y0nWDU%Zf}EH z`09R?!#YmP``6l1$%H29)UerGUciNEk(fy+G2=N7PoR3_Ht|gannih5XEd0X) zJdhYrnV@xWJQzQq`$LQ+w7>fbmfBe?gz^JXN-DD4eKT-bRTDU0-wKXDWR#En1&*P& z@tT3AsQS=zkkn>MOHU^8HxpA(;$p?j`me?w4}afCG56{MNywZ?EGX1DTmYe#2^*X zCVMGPjk^NrrysGMft0~HSp{hxKEPBgV8$i#BVVk8jjIJR^Ao|`aIFf;^|Pfu3thqd z=|%`tqb|f}DzdeDbr6~m2G75#%5+lN*wwjbQInHyqj%v{7z0frok>1C@e6;;uXVm1O?L$k%UCez-a&kk zlay7Q0u|prg7eh_&{({d@<{8zZSP|tL4HLw%e3f@o`9CFm%-g_7qlolF`F|0O=nDD z$hamnef}DxaqqFl;uP=!ad@fbJR02w;uFNPj9(pKk&}$#o13LUZh#><5g^_A3!4PTVda8{ zXmcbVj4H;n!=BCPH|;qjSN;Lz8#GJK3Pszc;Q&&x%aFqQ8G(S-cF)J?Mnh&ZXw<%|# zOv{=VbWj#->jy$R__ z8=1}RJSOqEhK5b#|4hq4t^3Qs_kKF}O}))!7i+*N^AWV&FXcwDM};~C7F;sl23*I- zap&ePem1lKXV?;>?sqD$THS-LU*}`_*~f5WTP2#!Gsf6cH0!o_fgk%SNLQk%3E#-?Y>TcCR07gANLEh)MXf2 zuZ-?cSc<+j7ks*bMnms09yko$g+sX6#Uh+ot|BV6dxz0Cw9qvs z8-nUjL)7+{pkLgG#fPFO-!Tu2Oztw<)>!fro`DUd10+YkM9W>1_}`w_Q1z-Ou^F{d zFUbk(wwsZ+_#`;iJp#)wVrH~ZMK(2J9QBkxk(T|xb8+e4_+sEasLe9K{sWXn;r_K? zocI!Vm{H#00%do9-U9bKn~3+kPRK&)x&P7*OlmB`x_>7^exF}x={AFDcF4K*Bw|kw z?g7)$e?i98*P!2}3^th`VC_>Wq+~Skx3@nH;6`2^MKF(5vj zF7(p&#NE%XVZCVwY+;?$TiDM1hQEO%A1|;NehktJsIR7D3KMUXW5V4TEcWA6l%I;n z&XjF1|Cu*<=X7I>jW&1|G@{q!x$JT&X;HUaAoF4e_pnt*ubb0Y<+CeHAm5bhp!*oE z_wmP}LsC#-X#y2bhQh3bxLCS5%w0aoq| zg4-(PnA)H$dvmK2+!A%z_Am*|b5)T!yKG_=C4b@Ymq|F_VLDiKFUHvXJt#S|L3;5| z5{`aJGw0$CKELD!Xh@DC?|2FRbLc)ghjyyQvrMZk3KJdULAG5FJ?&591+lUyLG)B; z{5%rGskXwh%wbIX$QcmqtCSjS`41PDZbSFZJB;@+g^Y(sVR!0Ae6c14^xMf_f2RP9 zHgt01j%>b)Q-A1aS7NWM2b+mfjBp8p@}~>YqW*788lx`DmoGw>SSRc?L{nt#zYujI zy_r&#y6B^~is;KiN(sp5d34Sgg?qAaP^YrYVDut7kSNJ~$IZYJyBsKNj)Ewc3cQrx zj12>+`<;CKo|9hkV3j6V^F|=jwU6XBq164jiEjN0d$8+w2i*P~V!=nfxL}_~o>$op zUitX zJ}+l6pO#|Pd`*$|Ghz+p1cKG5t61{kH2Mem)BWWO?d_Ba-0LoFiJcAM)H^$?tOHzo zZV|iWmQa1*LrC*UL0{tx5YIl&Mm^k)W;utz{E{&?Zta4S;iMOqX0Tt)>N5HDMOYKy z31tpqlL~R>3@xnvc3Xg z*CSzI>sy?2_Ykh6+}NlAeNaGigU8FO(2{YVB^{H3dRH?f>b!uAz<3PmO}U}_8>!Pv z4ArJ;vgp}oP$}aO8uccgfwLQGP4j^jNf9_}b{H66`w!|)zJbaok=)R07yX(m!erin z=}9BOar^^ty_m}!R@_A~bpnVRehK?4brBa*Nw#{XrY!8h6L6oA%l73;u;KO-Y>}6s zu_0;T(P?bM!9v`iC&7I*S10Pn@Aa4igw9r^Q3$8A`z=bMT^=8ZAy^Db zchp5G#4=nVAm+$&CE55zm+1TY3&t)CN511d=flo&=Tp;JP?L(x`|1x!Upfl)zqx~P z|8_LeHH2Alwdi2_ojjGVFyYE0Vc%7x32&W4Uf73RzW%!K;JBAKbcY#cmaG7wMH@aA z9s-5adC0n>EEC)l3w>WE@IM<#%~mf5-#euBeu{)IW0ghIXZ7H9gHjBd@Do;)2t+)~ z8)`lS+!LsYBvXj#sY^NK51Lr?rWAcdMYKa!aP_)RG&ei}$FX&gWqJ_j_e9|K@Sm`C z_*={#R0#6APOdxnF!;WD%yia9^58`@A3+n-JUWq!`$q6&Q3HgwxIz%+Q3d%0EObn7 zXqhz%Dr-Knw3U;v!c-f|#}dn;AOW4v|KW>X5>x){Q{wp0Giv_}v@-Y&W?IRVc@73i z{0m$6+891`GR~B`?zX8aB9GHAu-4@jbxe+C{N^xB ziXpDd%V=VU4yV0V2{Xqw^NNKr;PCZ5OpWP)_Jf`n{7?gQB9eJuOI1&mX54+Ik{Wm(t1u`ty@9bbGVu6O4&mNZvWR;}|CT|1&d*V!1m({6x% zk_FsKpe_}6Jz`%JW5I$D?p^W%N~@pZ$J{4qJ~;%uX8NPa&p&8%WH5`_9mFCIW`R#l zG>`r_9&&>;+anW*I6qbdX=0t#EPpvd~F6p1gJz3lB_2Al6&2Nww zCHi>@`Pg4dZRVw6!u~F4cvBnqEEYkWxg!RTZ|7CTO0t2@nHXl+3MohGA<7qd=7K#C zqAI{9I1p{!8FMM5f9eWO|%HrZ*p_8K<2CCJ8 zQQs(5@PTG%SPYuuKR}dz4ICs7O&KxKDqPaJ*K1`68+RDo?x!%z^_TeW5ZcpX3Netl zPj4nF%hG~{s6V+7HLbi*zNQa1mo{NaEq#_JQ5ZUo!{P&P(WduZ)-|~|ZkTz9_WVqU z{!KTriwA7u7o0}zq8m`Ra55;ojd1^|9JC3Gz{Li3cwF-r8qB|m>&YuRV8&&Lh?|Y_ zp@)U;cRHD+&l-?rPsE11)x~GXpjlYh{(Z1MgvYPDm zGLBO>Sm4lOy|7_T1eCp~XIdw|Q0KHeOYr1U(<9%Qf7WwUUql|eXRn}Te=Vy$(MlPa z>sUKxFlOp~<);&Z@JD?aM*MtPjFQ~=oI|{HwQH;h8~L1*LM%K#0_B?zKnjb*4`Uyogg!&JZ|RtQ^C`H$q%4QPob#g>cwx?6 z*s$aVC?;K&N{;5?TWb}OTZAeE&I|?*b7GjQbwTe}KOl9qIu=xgLg81+vQsX9OZj!; zT}g;ZcUf9CN13V1V!%Dxg|cVMVddpQ&~iNw1uO1Ce8FuvbGHb$x@(F)mLA48cgU-0 zHyZ?-`(fGP6}Z3c4%S-?Mz8l}JWTu>3Io1kx8fwEv=Yz4kbG{AXHZbR16KdJ%9(Zy zS~?SVdt)}!2_s)*&UoJA_XA2El6QONC3g4cIZS;}1Y`V_L`}Xc(R1+^-d0n@O?+xV z^Lz*E^jr;VTW{eVw{sY^ybgQEd*PP(+t9yv6*OGk!hc?(UV*2_nBJ#WI53XhmwVgb zk6s9RHVg)_##o;Cb{F1DyNx!HTOc?uh!{ey~u12mBWR8&6p7*kVVav;=)D8 zFnm)JTc$YxtG3o*;tlHQ?tdJ`ZXUv+4|FkkH)Z~mDJQV#u~4&hKkdTAule?gWtfbm z{*!7nB7Q8Lf|QgNpOXyfj7+RxV1% zwRgS~$Mq}M@{j?~{~H7oM?rAHGhR3+38F^F!2CaRVP(2IF}n}o&Me|;N@YzX0)tEYw;J*K9qvL$ve~Hb&g$au0Thc zotv(!zzFwbv~i*=hP8}$?!3ax#*lB$%LShOB_QqRuGCd2l&SwkT|RzwU_N>)#C=;2 zt%qk|Q`3HkcQ1x*8-tOJrT6sjd$4L#7Fuh@@wn71>NQB<;ZtH++ec-P#Qn#e$1P+g zFJo!e-^Akj1Yy{-7% zS#pafQe31`g8P0P#-lmvqOa#97-x4GCCihgZ!Wiy#;Ola$yFeqIG%4iP49whG^g*S zZpk&ruuAnjnx2g1LncLGtWFV%#%E$?PX#|c>lE5q=D@PjAF#69pZZ7sl?rM*gt;f} zP+#l?(av9>tY2@Y$bKTUseOd8j^BV?+lQ66#31mzZ(BoM^{Ur{h{I+qJS@J9-T}E_ z*eF4}JW$1Ryj=W9hgwE4USZh=**glScSuIb{cwGbhlc6kHTlWnb^rrwTyGeKG zkst}ugJu8rK;Y+<)Ppq#WFJ!?^;Z}wLRPZcX{s{YC*MJJ_ez{KS0C4l1R^(scaXMx zBWm4NhF#5nFx<^jM|6K+PN|j}0A#`gn8BcdhD@cf1$fnMy1M8_jdCO(;S*wSz)YCOs zoc;ti`36FpAcy<8R$%Y}Kdx_D4DyphrJ4!XK-1tnm``j$pM@dRm3IPKzWgK(yeoR; zjfBkZd5|!)n9sUT9MS`=LjByme1M)A{x?)vH0-U0C_lUtSAPu;87Ye_6XF`wOne z%izVxQP{e*93+diq%kq0xM1cH=_IEZbU8N`i(h9$%-^x#A1^}5idtdehI*7NYPNN* z<;;HFbj%BR28H<j*d*Hfx zK29AR2=Ny>K;J=|TRvZgUMFsX;Og7FsJulux%wg=tgfTE<0XHwy#U8P6^O(&;o!8H zxLdQ6d3oRGD9=3#N>~2iV}lTwrjvp$-7i6->^-_Yb!4Vn8~N0U2xSGq(C*O=V+B=M z((wS@t{Ag|FaOXU{t4m_rQz=Hbc24@$-4GdLH^Yqn7=|rmSDP!{Zp(gS~>D84&9yx zrq}O5!M{sk#NHyT$-TohRo8NphneJg=*?H}59fk430&}>m93y~6}o4g=7-nRpsXt& z;aR19!R%zCurDvhZ#H^gbU{VMhhop?C!G@hO#Q^?TN?m z$;-)4_mvISRg-PsBgKY&acp06H0C~Uf^bt;Cf0w6K|v=VMpq7jF_TelmnJOU%+Y`5 zVNjS30P$ISusIxn;`w)>Y~FQL#9x*gZukWn50zwkdj&GPv1h zLj6lyVe#LE;F)EJ-2-Z&{9_cBibjL}_`6KiFNsS!YoNL)3a!7Cp}%D)uK%JY(lT+! zU7u7$_exboy4l+Fu3vy-I#fhSb!)M74n04r6RG#xk!L>2L}QZ+;A2t@@tfQ zBuSF&LVA-B!l0cbl_W`~r2Sq}&AP`(k|gaUNm8j)GLj_8Z++jN9EU^nG|yW1eO>2? z>ckWRzb=Qm3!V5zjb*o<5273Uwa4C6&@{**iRESB81oo@9+T(g&HRKlEzCKRI0M_) z2cwBNjJo}m6_tGsK#gN7!1lc!blS1p;k-pK>uVtPZGV8$ALgLdB7Jgjb}g9j#N6B} z0ow(r7laN!2P>Dug!3p`I3Id&>FEKC3NHe2RXE8UG9ig8Ujav{kK|p|#tT8$QH6^j z*n5@hwYmW^FJzHYt#k;eX~E{@5%!QK@v_5VGE8ARAuk;86E;3`;ote<1(}l$o z_o8D$Eb&)+NNw9@QuE;Tl)5KVt+f=tX9Z!mwk$fU9KZ{QW}^8t9u6q6JlZ5x)QFyk z58q0Q#AFiDSnEfPMx_z|UxRdfS2b$RALdG)+@sFSgOF*om&SVx!G?}kV7pA0a;Q9X zMzz8Y-4Cn>|BjR${fX8R0d<>LfJ@fB0z*YV2wHLg^)J1LV2{nfU$9;%@pi@DQ!I}? zg`E?MSib9awb1*?E}$u$P-mM4srAuNC+|l%{;v7o%l*-CnLKQG!Mq6}^$?)-0z+2j z;v_Z?+OYcrcFDwGxO6bv>oSg0U{J%VNcLjN{+7D;=DTrokXJOO8d#>Q505&kLwx_NW=| z{k25LzB;a8n}TScoUADOKmquNvRSpxP0~c8NUAsE@v8V?)27W-d#e~YUe2WO{cq@) z@QmaYcMzA2<3VTjA&jn);J|-~_W!)Y-i}(_bR-jdCuE>%VmAz2)Bq0G-q`iQeSGcm z1YL@sF(-^GI%=`M>%jyXcBCDxgKy!!iD?k$H6PrjjD{yuUSQqA2~32JZA$g9PtN@;-_NIBL~!~E(4Q{B(55}gPpZwv&Y?&X!eFM2zWOHP2Df)^3^iD zv(Feq(OASfl-p3cjrmZ*({WZ}7S#V8hti|?XnAxZ1cuxMMb^b067^F3dJCxQGln>p zE40j#6`h%*DAM`Q0^GjLLRX{bQ1ahMFc<8kr3t-|vuF>*=U)KFpufWLtdpzXRYh8p z|DuL;J(83*w0!ap2?#5*8n{YOBB6?Xn1Bp+^qOpz8QGFgNzScr%rx`A}cM`ir&!9|Jf(IYgpn-n} zlu4^$#FVozbx;ES4K66HdKaGY^RPeR3>u`xKcQI5$3V``G!WtoR&UT(8Jef13!I z@o6N2J|a)@eQ|b(G|Ljbgh|#(VBX26&YBZJ7*~d#JF;Qu-xO$ioK4T>hX8I(z;gE7 z?o49yOVRm!L3KCLp1cUEKh)x+_oZz9vlSyJ-NM|mUZ@Pcit;v}Aw-Eez&tdVckmXz z`z^cj1 z;3IR2zt0PK*NozIQ&B&&53R?ten4e3TD40-qwXvm*uEWhmi@+eLtn5jOi{%5DCf3b zo&%ZR_EXMUf0%3_$5XFs!HOT7(cW_vbJqET_0pf1E_s9QN4y~qPk_MpD%vdz2Np!& z1*JAY(0{K$GQ*yjYecMi{|Ag*L=lDZdIJ3sHvm^%oZHOg57^1Xa(~Ew6!6J#uQjTI?fo* zkA#7oTXg0%1(EYAZxG#-VjcH*81_j6C!KGsyUcj7*aCkKRABGLION@I1t*7Hcw8?Z zqfOdbru8HH+`5wgb6Fw&9s3AhuVVXzxj(p8#(^v!@dqr&PJnf0(jv#FM$~()g6M4f zM<@=fg>L)tkXU8O-rMUyGjNz|wBHmvOxV1kD1w|QloxUM{mbgVT?X3#7ffGViQ)~_ z+>S4msN+8#tjg>`-fjR6Opz6F`bxMO{6ebrJO!mhKd@;{2N-Tu5H($Q!IcNXaNhG+ ztazJ6Y76WzHNF~c{2A~5z6|eDauB)}oJQ|XW6&M(4I(4kaO9n6Fuxg3WP{4ky{i`u z)|GKk4K&)1AYZ@L@=_cT#^PBJJi@1xc`)F9_dE`*2VgL6Uz)M78Vs>h)D8Uaz4 z{2>FE8o-tAMsuD4TB)tZ%~=I#V{#Fw!zvW4UPv~zxS^?NHuFxsrb~8>!n4Qvf!`X- zmHpF+xzjGE!44VCwL|{+{@|G#^#=akAAKF6mCRXm(hjRL)z+u-8z6@ zFux<@w2%VXDzI2zgEsOKF6vZK9#lduowRu?1R{SsyTfWrP^!;)B8?n<=z1*6WIUF*cfB6@-Cs~f*#?M z7Gxa8Oc=B19geZ60IvqdyFU2=jxR-&18z0CjBWlmz_Lw2Bo4SsCcmk`J2{0&_m$AuQyK3*W)91Evs`HX4z9_Z zjS!m{0B3#KZ23}rfk@W|UCzXS$@>Zrq_2el^INb=9EcE7%;u{rAR?I3?@}+&w0s>% z*nZe1;SCz8wvw}w=hzu$f|FEY(I9juPMvLx;Y|m5S<{6Htn+y=YzfXP;zO|MGxC7th^kojRS@K<49b$}0WA?nNzr^3+ z(mc+^qJmV{)hMvNKm>oR(5UkaH7Oq=O5QIh{V@TCHUy(u#%JJpXF~RZLMT(c2QC~H zu-ozizbv7szL5EuPO8K6A=ba19|*?UmFS{gLM2%zKu_`xszycOb*s17S5*c_jb(Xz zV-yBsBqLOHu{?Ac7*j|QV&TlZr zTtTF!Pz|Rp_JQRw2j<{-YRswCf&uFr7@W*HhUeSh`1@m6{>TI?K5U_6ZvxJ@HN?TS z5*Ru2B2@MM25sh#JD1mwwT{e_^EQ;=#G-X%PmhCO=X8{$VT|=F`kOH>hZpKX?X=LR(`AZ9RXF z?bGjKb&j=U$v3$Ma?VW1DexVC8fP0@9D5$<{XFbvzoTDjyhy`*9VVH5 zL;smc#4TeyNN$$X?!_t4<|B<(uO1Os_A_W_eie6AN%0&FLWGI2#U!+%7Wni7`LCNJ zs#^aO2DI#{INC?(^y4P;8%l|~-!XQLXE8Q%azOQb6>U;`E3CP@19x4Q7CnCb7aLBp zpA&ZGT%trl!$X1(_cAVB|8g3buOPB~BA|Hz>@JzqQ&7jBK?~k~fjt=~pzRyu0q)I1 zXSSot2~2~C{;M?JBn9-pKY%?SR|6+=Hb}1BXPMdW#zrG9!+bLtQSIzROqwFc69;-z zPN^GXRVs=&KZ=A~{$c&*n=_%LGL~dti-3L!f}3|KZcmctg=*brJ+FPByo9kd7b(&v zuV=s;xDRgg7g1_#0B0w2(BAed?mR8U^LBd!-98C0q_Gh=pLbGicE_s^K7js9$6%#` z4A0Xt89A>%35}iJL0@em%~g#6`-0QVKc!nyS@eXvzTjU{THnJFNugRc2JK@E7w!Z*=Zncr-zKq$ZW4cug6$kcp-MMs;c zNwp3R-8lmlnkP|B={}mXdH1B8m#CL@i0w$G0N*=+>lPNmyaA&zBIPu6FE#@cy8>e8 zegis8w_);(2N>IuhlVq+VDh`?Q1!8%d3}&8+|N2hufrkXh%C=sJc8vxj-g@!9~}25 zFycf@;J?G!!fbL%riD8GV4X>Qp1dT||>%1!CdyopDLs zxSW(#s5)i?DBkCYj10L@^=dnAm+e5uM-ANU0Rb?V8Ah&8!?-9d^pvZ?0<|IF-TMk1 zk5nM9?>WqomgDX5o(N@mevBdGFKnvQqOx0)sn>}VHh*XqhEH@xv-m8=b8SYYX|8CY zbO7VVcG3%rHlq038`OMUM98xgT5+=mdz7jm`2J^_@hcHq4OxGvwv0pu{9u046QuR^ z9xxDPf#C={_$ij=P45Xsol9+`=j2m3e(W!Zvo@1qt#ufm7Y}i+`RHpKgD*n*kssd1 z{cy0A>=ULGPDrkMo`woUR5Fn@7SeiLcoVzL4azUZs5{n_C&F8JpBI=j$g4ZisD$&JllM zRz(TyWW9OLNlm(B!$Hg?_rY+|a&Ug|6HjdK!<2VyKb*4)m99u|kM%;Z-H4{!77Mr&PC-A<^%q^lJPj=F#A_FIM=PE(=z0EsZwlr zH*7=&!v*|p_R_*uX@XwT7eshHN!*FlGf%ed#CnW$7W6)a!GLWuM)RJ;8A|MMPo zI$|Qt-qZZTdr&c>7)q?>QvUW`LO=5)#{F&L+QzWl-`^J8r;vnhEGK^aMiU<0F3*!K z8v(xGs$u2bN(`%V0d2kIz>%74oMa{^>X3PgC*R2Ml)_I!+?+kw>+}$mN9=?!hdXRm zDlH25@)4Aq@*(Q(7ibedhgpYz!N@#zRz7ZnRvW5F^Qd{K{#hPQ?fDCuI|agvJAF~< zrZpH|^ai~T@t|-(nwRx}&HWbm&~E!Ah@EAKg7GXLA)SGf83S1})e$Q^?4Z9b0|cWM zG9RCi)V_ZK|CKz%Joa29cfNyJ)<-e3{2b_9RspN!W5K1w0xKFv)4Z??XcPDa-F1cV zus8@0&MN@(tERMQb1Xi*{0AjV{YcG7S#X|PN)iuulN674XnO4v*iN&eyo73qOOB(u zW7EN@B%00Pl!(*h>!5CHNBPE)sMvdvG0KGyedjXxk6I4#mTVr|d6sx?=m8^@Bh;{N zJ;2=WsF~7^HIh+awQdnH(2~FjmQ%CN_XCsJuZT&+4WT4JmRR+cqxhaVojpGkr}o5y zfs{SEJiZU|cl)5~O$l6h$$CyJGO+c}QJ@PNX`NdJ>3J;y!^Mx$&~!VSrLPCFE{@Hj z8&OcVkqiuMfxsb4P}OLG=HLWuuzLcIVL8yWu2&du$5`vGtBC5A1EBe}On5LR2sS;M zj{RNcXgP5!SnMyty7HGW*;Sq=3DcpnV-2w*D+-P?R+rm%RS0%^1Rjzk;N;Yyn!CKn zS4j)KXbz0o^Bc>o_A>6}B$%`|8^4#F$5QLfI6{$~dmnoej%sVc{)Y`%wA7zv2j4+g z9=nU^&cIPDj3F5?U^v z3<0zEqOFoHO1npcZIUmHik1>3Km3F9OcZ#WG;OMPHx-;`-@|x0DN)@q72GrN9;h4f zpy||iE`ON~*p90KNy>V#*~j{?uE)3>*A<{Pu>%!nULuZteMFo&9phH%q4M%QWMCDW zl^r~Q2GfUOKuHEh{$_iOthFTkH*-j8u7M`g8X=G5qqBz_YTni(5&M%sJB$Z@MU0n( zR=^n^E)Z{CFU(uJh~_jLMpMSg)zf7CeDhmqy!kLXwhfV@O+z%NGlbT}>A~GkqHHsJuZ(Qbp_ce{W;^)*-XzeObKBFheHJAr9oF)df^hP?Lq zuq0d=Bhzw#*coI0f6}5HpV{cHk;Fbj?{FPvEkU=j2jSH*j>tBXOM7QGVf{TJKDsHx zGYRSEE(ugea&<0ftS|z;$wLzSC>d$+a;RvU4c-DRl)Q2#>dz+8JUKI3@~xVTRhQ#A zzbZJ9Ve2a>s9pBkw>Ne^XS^q56Q1TK-t%$5OrS`T5bPQY5fe~++Il3RqR1*c~rR6 ztQ601{jnloKQS50=9OBqqMl3NP>?&3@C0EHI;IICxBLK?W2PvMsNwvd}tSf zH!5_+E><$Zb1WUg6L`n3&^_fm`*M z??MUU&EH~fMm+}Es-elQtHh(%5cS&hz-!lNsBo2#nQX4_W;lTwu-rQ5YZnGTy$)mU zGiUwqL*&h5Jt89oQL&LShTP7;d2y^)zU?J9ab6Ir6#T($XX`NR?=H|<%szX(bBSNi zd#qfZif+BSRGeVP4P`UW*5#Qe2E3e7kxxMB_5<$GQL~lZ6avM zq6Q0}LC?s;*i(KD14ng3x@`^`z7kQ+_Y~SX$h=iDS82IlCMs@YPO!~yA^4n}Xz;eY z$Y5##HdG0aWbOg+6Af@YUIY*r?T z?fud`#lZmR+`kw}Pck@4DZv!Ru8o+p6ZIcVCPu32;6|iScV8}^de#e@h9wXsYNG?= zLeOqRERvs7ptCmxI5)$LRks)60hSYPx;6{C<9}nv*LV>9GXVp5*C0st3uxcsz@$;( zsFP3#tyd01mKV#ks4y1F_-&xFKO0S+Fh1e=H*C(b4qfU$VA$a-I+EoeIPs=n`gJo1 z8oradF)c)EaRgk@hy}09voQ6wFO;0RO5-{oV`g?cyD#R$keUK>m5jx+ye!mLE=Pqm z=dnja9V3>cLh$2>!0}hYK%Xh-(h!O!S7o`Tf1aVYgQ7^wv`GDiOb1ySLf7T^S^ z8&^~ZL3%_ab88CG?ba*W_V6k`eVm0C&UayFEaPEVg@L|F327=0!ENUTv6EhhIXf<3 z=zO-beXRz^9fpBZdIppqS&)Gq7ku)Cy;}ot+0?gKHd4^XKw9yI^i3CXrMq5FaZ=;XGL_Q}~e=}3+D`~0Uaesq-3qdKS1N{E_CQ7KVN&>g1r~}Qq4VWlQnPCXRC(+`&L|V(zUjfV zr{)*DQDHrsxhK)<*=zK;UO}njdQ7{2A33E`1x;7Iu&Okd`OBt()7Qr!xTPqnxOx#> z7QI5X(|sr|p9cK5@44!$6hLdqXIw1o#f#+LZPw>*7I-Rz`$W1pvH2f9#+Z;f) z(*q@qVNiZa0()W`=*XvcS$~JO%xuvQXt1*b)j2hcwWWehOHTuTwh5TDZ{-f4Bgj@x z0A(A5pp6MI=J09sAK{4uBNM@Bx(QhS*9qy>vA})&oAGvk)7)2g!7Hg8)J=Wewt&1hx}v zFW|-|QK(wZeDKokxY9ol+?M}K|7>8s3|j}REn9)Z8-Ky4Q}vixy&HxPZ)Hxphb)7= z0USfN(V?G6N8B35Jnl`@cRfV(9p=%7Nz4z>b{GXN)xsdddua7d#QKXnu`YTwH2FRz zmbXu_UHlhvvUvz&PnKbBP#)UlXJPPxFW^6>i3HAB0DQ}B#fzPJv0KG#uv zS&>T?CF2mAgE)=tfR;dc-qG}CJRy^Z>YmfFVvH}noz^*GSUazk)~C z4U|@N$A}#Y%w2T>b3#L?Q^IE$7Jmcxtq;I-raWv4{l(5Xy|mS;4^QcrfaIAeyJP-^ z4O^e$Uz<#<+ucVUWZAsic1^*QnKC?m%Sy8H7~9qLb4k|SG}Jwti6yhb(SB77I*bg* z=^Ld*rt=y>hwW-g`o5t^&WN5wxw|fSczP8uj%ewcnEhE!%x@lXW08T@pgxYsN#;X$Q|?1ySntJ0Sc13|fv< zX5DHYXcowl+ThbzlJywF&xfF*R2i5{-5`)7$5T{O!9a6AjLT(idpVZpUveKB&b*-( z?^$1I++~<0e-qV}!`K<6MCklt8mKSKq3)MvVfwQm=uP|uoLg&+#kCH=d9{j!=2WBL z>}-|^TTdDW8>q>xmqMvQUrg=cLePj%HpkS2hD&o%E&m<5%XUGWuML(;M_}-3b&#aK zBKk!mNN@N6n0${Wj*K}aZ4?c5S{)#sWX07NZi0rRjo`_t0om3HusHY|M(&qD;kjKn zt56L3J6h1h@E_o7tzoR~AEfEr6Yk(3bBeN`C0)NCC>kop;Kgs?{C)+Vom?39UcUj3 zudfTWeXqm(worB+%);2j{ixY~7(3suN9WLR+*HYO{Ihkro$mLc$o(&h-42mVHE9?! zRR_!b7Up`K!#!ws8jEM%!IaNss8{O_I!~6MrE3aUX*d$|X^W{^#V|^j6r*|VMKV&% zvLstKprwy5^VN7z0pFE2JsO9W)0aZ_B|9AC8(}FFqE)vvNxanw{s?o@<1aBpYWqH(_VfBIKmJ zGxp95f??JZ+uy=Ri=DBsM=b%07i`8;qv~+Q0XZI@F|JISs<2_~9cs#UiOX+xqXbP* zbZHVU-YCyA)JcTCa~)Lbq%<$?>N3#nzK6VjP0`AQL-Tfx!H6I&sz?iIXkjkvKbOKl zUoyRN&JU#nlaRAz8a43G2DubDUWD0bcoEZx9XTIh(-~RhjLco8dMc5=ZDQ}hRZF2z zH2@tOUy=H+>h2}Y!wlte59cR4OboKr@F z)rci)RbcRrDqbFz7-jqhqg$q+zK0l2$NHhwLLm&551=y~f)xi8c==wH zC|nzjP2(Rh)|e_yo!_>?!rCH=_q=Z3}l=!xE-hg9W7V7IFgU9>sDjb zq#qcd_!b2n?Lz(Qns8^DG;g570&Fi7kP!o+X!{|F^>8VqUa^Iy1sBNoicHizJB5h5 z#Uy*P3#wLYfa|hWoJ<&_Io=n1>klD6{wrzX?Sis9gH(CO7~=lrJg#8fm>z7K~@ z(T&);?-!b+{SY2Z8ip~_@|bsmIX5GJLs79abf~cV-^BM2(forRI#yKepuxX4d~8pY1+kHtXH1#^^%!n-37}6N$DR;V9T f{p zjTh8bVZ{qsk;{u+%pLR`6z+v%tX4V3-W!ER3!A9pnFyM9yNcy6{YZb*ZZ!GPA~ZXE zn=z@JQInlli=GzY!M&fLL`f4@iX1SasE(-4d;wzpnN&0EJB=?L0JZb1ck6ZlO4K}% zuWTS34l}}yx0!!njTOyne@W;FH*oAN=SKey0{vE7+S;pv;Q%HZX3%mc?qUO*I?wBBRbgyYbM{NTN^V-l>u7-;FB4Ly9 zJ?_s716XT02=Dv+P;q+>Zkmw=E**ENZQexsGEJVxv$RIdcstmWG7CJO)zXOlX)x>Q zQ#9TC1k+c=qU*PxkS^Ya{!?1f(}zIt2p;x1h^WQYKcJzffi8FVqtf&W2yS^t^gr;a z>2MbWLnZZ8ibqv22To`*>0VSt#d@nCdt5)9{wmEYNDGFD+wa)SH-Y=0CkCf5AKv`U zPf>^MREtCVKzZ9i(wM`t@ptZ1&e#@X**zK5ad%_62;FB5*v|SQbE$U#cYGU)=UoQLxHpiR_LA}%TS4~p z6!70DCW1jB$PSl5!>kLGQ!*<5S)VT&_r68P;ZrbR_?2|bumTI|WF%vwQ8^}p<|;ED zqqZriZe?to>cvF+%?-$W)lPzvy_t86WpYaw!I;2U%(cvB8EHl4VJe3Y`Pb3avk#;T zSbvPeoMwFg9N4uTGXx0M8$Nx#)mMLSL^EHXHqT z7W^%WF=MGb;~6F4^VC4}{H=^iT4o?&&$^ELR$3YG8uxks!POsg(S2?p%z7(kUSJD) z-7NzJ(h79k#V?G@r9w(FC!pGhMwX@iM_9r3G#nSkiDk^RsQAN}I;k1lZZ9LsfAeXW z;XGI(yBQOf`d~e{VOj5V$kbjy1oxQF`{ghyi-u9@8@s#3YSXfxE?|CqJet|Oz)Yfo zy8DwMTlOcEi-RF?^CftDE(a|m*^X&J3yh3PfK!#M3#A>%UE%f#cfI(IHJ4s8M$bpI z@Eng`L_)1@I^wlAQld$Q-JtiBKwsooaM4R^>LbQ{#A9j5zfUxOBk z)2DJPR>V=|pJpUj>MSg8km79D*^%sF*UjkGWhL7846WUnq_ySaaHPv#5gtGq=0Z5B|z zQ3J8Fdw|S)F7!ALpxplw3>iB-F{zux#T27(E{A6{UI5`dmSHs+z`hQ~fRK3rG(inZ zU1MPW$3@s1h0o(CwT%YBoQ_QuPlw>q;_4yqttn zXfSSUWiDdYRd%}D2}!xqA`geB=vMd#74uq%*r(a-9C)gR~b|0=4uEwHzAtIPGn4;FL>8}!zVFuXk!%v!E%deUH)B^U;hC$ zuk>;Qw$y>);AI?f*B^VAu^dE|F=W?#f<%^`(3nw4-OQ$uEs`9xsLg-@bsu(am_`nc zV=nQHns{L_8Hyy)z}?FD9XHv|cFfiS=Wy=phE=C zex1*hU%rCYoSz7qKYWB1=PIDw(htmBZbG2)b<|x%LDOdq@l-0K9)2c_p;XO1-paV^ zEDxx4Iv>SAv{TI`g+e2DCFW>p!+XsF6sU!8BU%&5VBjWPy*3C%FS5YsQ7m;H8w6Ex-C*=? z0eGDc26yY{z_*;h9Ws0g7i7v%*Tw+#H}fFxw*ol7ABRozQeog=26+5aMcv!q;EQ+; z&vwikVicK0JdfId_?rpcboC%!X;EaPIx622I)-!#(`RI0S#vs_#+axB?|mq*_W~Zb zeFl=3>u}r^KbF6FN9sm?qO14G@@%FRgOy1=t~n^hlMEU_m5vr3Q|w0T#Rgc{6-}1* zdNcRxDKw}^$5R_hK=V9e&&&jDJ7tCDCP9>ASx*dNyU^buo8>4T8dsep&&Z27bxaNLANL7G?9aM33}C^QVX!UVhIt(V;^cJ_J%8m8<=0x^WUvK0b|!%0 z$BB@dosGI{5NDZxVveg=tWat5|85IA!2&59@PZ* z;pY4(%p0?j>bD5Ne4~(<|HJm4tNOw9StoKvw4i@t7vb;dFSwS);duub0{=6YvHM^3{O*M8Esru&Azw3ATab1`pce0>lJk%`7n>DMKiC? z`2zG>_X9n`mNABPJEpSlpWF5s)ZNDr$7J=x@UOL4cj_jT?a&49+vg!*Kg$Jg8VzQH zr?F?}UHB*J7jm-Ca5HWCX~eZ}#30%UrBC>P;Mfk_Bm0el&R47`cP9fgZle6a73j8E zjlJ`|p?}JBY?OKcJ$Wy&JFE>8-@hc`w?8qi@e85Agp$14`>;pH8Y*m#!a#5~HLBL5 zQF9cals*Q_vTU#wcwuIy0o`$65INNwxU=qh;hDQ4EFaBsOkJBG_2ePwJ;Az2(`CuN zO?z-N>BfLZr*NO?4QPG;j7Hl&L-T_wFxsdTmE8UX*(m1XtB~e-HtIm|^<%)Pcwn@0 z;0I_YPk{NEFib)*YwO%OVR6*Ll;K zr@vuf^DIze4!hvjaWJ)M4vLe;aBb(7(~fE9_asd))~&{>z1vZHvK#EFX{9|)tI=NV z3RUxP#_49y(e282q857*8UGMOA7Vj;e+BmilC$S-*=BU1Mbg!I+#Ao+G5@Y}x?h%eM} zHRa|KUVJxH2|i=N`B&(4j)Q$W+aZ0p4)ksJ!GgpXw0(I79UPWo$>wsRbZRDu{|guD zZf5@Ot~lu9-lnt4{lUa>8p&zBg=6Fxi`_n(G!J!wa&jWA&y_`0-Ey>Cr-aU|m*y6k z14E2gAbuJvEZ><8X}4r~yeV(MBC{F7#PaZASv#6;c!Gob1CTR(f#sd;vE}*|Ty;lY zRJ?>`t>^wryaHZR=}XK#H5f@$t6zY*MFchs$56$s6#44AVXAZtkwF^e~;hRhHL((+!R9)x11V&n=KJ@P&#rq>a^K@-@|m4IhJ>GBRMk z_f(`SU$Wl93sPUmW(bQU^uZZ6%OBrFOcyim=#dKMv19KB{gtppZX)I#pT_>3Ww_)~ z1O^5wh(#Y@V7*sNHj#XzmO;jy%R!NMX*Gc{EP_59-+{ihNEsV*L0f=9#UB@t?ox> z*U0d629;^;p%@T2t^jk_Lr{~cjr+9{aJTUjlsw%>{0DNV$zy-pf@ZZh(& zJ%Uckm|va>BE_?e`DV8a9_U@dc^gB~*k=t|zH0_k=}S-%Rt%lH+54sJ$TC5~UhD`l zqWS6V4(tdVEA0NVb(j!>*^`RUbqX z`@7#7jDv5}8`uxa1z{?g#_JY6Vex$OQCdETUg*7Dv7}KwJ4tEYS=hI+DE*FtHep z->L#-Qy!`F*nsJ9A9R)T;Es|kFQ7t)vG-Pxp+V-V>0XZ|HJ0Fb%n%~VY$!kCys^b~SRA>Jwsh9RjWYMSLJcja@fjPhS!}zIXur zmx(B|zKTK(vOwOs0~Gmkplcrw0he#!eOHPNeuYNS6 z?|<>wTm1xU-iBjN0c$1RQUr4q*2zB3Ja}%*0lL`{#N%{8e0Bz^Z)G{ZF~3>czKp2M!JiuHzQ)3~Tg)RW20Qgf z_#^5frkixb*~dMQb4-ACn$jZ63m-wXb|HAoWQ?u_E;O(vft^*~lkjVOpb^>#s*_e? zRf;qguzj(>)DX&@ufm2qx0x4OA9zcJpj6oi2?gcY7I6-(rhUQE)qlXNVk4f}6^7v| z%P~kh72^kDp=y#nj^(CdU2`7ch?a8ABMUKo4a-i$9&q&jMbz(4fY8zX(4TSx_!_YV zoAYj9TMp~A_ST_GWgc{>dP9vd<73F#q1!?MvAwt+Il{yA)RA+T!`@GNuinz)FKJLC z31@7h3XnKas9$ysRLl!NP`m=9)dbMX&xQ-iZH%|~z*sdQ8$-z;)Rr+u&SqEOX%&ON z;RiCD7y{nunh+5)6FTSpfTb7Zd5ZFjDaZX${@}@b`1NNaHcgcR*U^tL;9q;(*`1C) zI|ayJwH^{r1`v|y&32j@!oKLc&?LhV=|BYBtZqi>^)K-c=PeqSv;Ac1S~Lw=iw!gL z(bhiFub9 zHQp*a-QMU3woht5$=4IXjacUQG%Q--kao zeW>$15+uc3qPBuP&&v)&;34KO?|y;m6Z;55;$RKy7&ooD%;g>DL(X)@$MSMP@ykX! z>+3Tp(KCS}yG=0lVG($5yA1AgK44~ABlWoF1pL&|T$R<^FyP8u^#Aq>V#dkynrvP| z-nm(jIf4(*FbEeoGuG|fVCY@0Aj)B$r<|l^Al5#?b$QFfQxjNzV7UlKdp<*fmjXE4 zLNp2_VB+6R_%3q9@WmOF?B}6R_%kfLhtTEZi-yV*** z`$_W*`{zK|gea&;I!R2PTn5tzqv6@ZOceZn2B(e;fMe7UH@W^kxH=p`Rf}Aj>A~3a zZ$vma{{rk7^$qQJZ^1bKRB(IHPZu+nwrFlGHVLMp-ib#vczh($NC}`}Kj(pFuK@In zTA61g9xvoGe#XVG+*lRXv9MEuM8;sZZH%H`UMEm6=Ov~mb;4j}BC1Y(LFIpjVdAnp zaGBN$9NXgj+FzfcB438&2S?xyr6^qI&+;k<(rDgt6M(RGG`R8-OcO7Gd!0HeU8-a* zDoPagU2YxfeC_V2rXt>^HeICG{T}>!1V*ci!y>umGaaT;XgS@w% zG{QcB!r`ZkB|RSFe)Q4vMp4*tt(j>5k`+b&x{LmdZ{zVjie^tbj<2lbc!g%_%vY!= zs+*_JGPe$N=)_8RlQMuJWgg29enabjr!rO!rRqIwSLXWQ zf1HP!-NDq_e<|cI^Jbg^0Sw$bPjv#LshlJiU4t&;0eeMJZP*qJFl~i9V+&D-FU$5d zL1b)=KWg55P1GDcv3pqplzprPP30PlN=X3k8{ROm=)>%WHK=<`8_m0diQ1hw ztT?_GW?od_H7#6B!wx)$alZ$Uqj`E+tpno}K8{1q5pjWStDMN9B?&aV{h;9GO^k55 zM?w!3V8r9gq-gmxP@Xf6s?{5#rs5kiKYAp~qwz8M7dagR!Sh5L4gW1Eox3no8;Cc!v7wu-S%->RT? zLKR4+Ia7UEH?TbYFSwNbrJ-d%q0fnZK7}$b-em`vJ5h!wi(06Ab01cH+l?6=GCZM$ zBJcDemJ?*zXlF?qhMT>Iy5Uj?SCfF~+;cpn@(8u#nMZ177nbE(LGf8J9A`t z&i9m=KT#Kzca@Wg#!{k&FFSyvZ|q&XS=5}Shi^!WKMU1vP14DIaEZ# z_BFB&^H)sD^~cy6##o)ao7P=93vEx5Fz0~-1bz!gtzaD-+1m@nlPj@MC+>d~ooP5# zUmM2Bkf{fP_>^W|LoI%lu-JokP7Zd|*MheLKhKr_#>bI0&ON=)lah2Wq9^6BnozG|^7 zb~hvB8L}1m<(g3r>^VOe`3)t`YQv^Z67cD~EDl_B1vPzofXY4N*xoLncvfmGn|B+f zpHWY_pS?=i#EzmQ%`}v?=M=V2lg7g*R^o(hX_T&Y9Lh@wXJ#t1S*=&KSf(NhH%pvF zIlCVsxhbjmv}ZbQh>XU^S(aaWbuX(6eL`U>e5A88m1Pp^vHs8l)YYeKA9+V6mDK(L zue+y(w=cVk?yG9CUg8_5WY2o^@cj@fWpl(UJ;U*#;z%quEsJ_u+J%STTxTlR|D$qF zy`tt`>p=Q09>^kiKYL~=l{+Q8W|lXF;?nC+ke%@(ym;a)%HoeRy4Cs?e_5H22T3y; zGx~#cPMtScC*WVQ&Ih| zab>uWvY*+9rGsjaC)WbUs^u~vbE9yHS_uyH3qlQSPAe{T5Q&9y&`4Y`iaVHr&lSGK zIZo_7vZ@~~jfy}E#&@6$eK9gY?hp>sVf$Ju&*HROQH*LF4>vbip|rhBMPpPJ3LJTY z;u=Fx)5opYri7q7n$M_G>AT2uG#MwfS)fmY(J1zQ8Y1nvsP5@bY}w$75#1?%IHPMalC;%Ez8l(b;~G{Ul9xfgbH*?)Ad&Li(}2@nuArT&Vl@Vg)xl-G9%ueLgX{MS0-u)pk#Gr5%Ai^@`d^G}%98d7NUP!Lue z{0~h&UWCH)#o0UR4x~Gnh}~h>T*iL_8asLh`((sXiXWV*fz&GG@j3%19c1;&nRAit zY&EpW)119)tYA_^GSC#?iruTNm~g$nSaQWV^p%}mO>T%V^*ayeJXT|L27)VQzx#yy zc3NQTEAR2+&0$DoI3ICqhOl3AH+4(>4<1k1iwxI^6NLmot9K~kgwN~owfSi{jP;TA zR#oBcng5WidmG+vSc+$%iRACiKID0PCAN@oH*bA+88@;%hMedj%Jz{N`Z?CjNOB&d zl9nvikHcn+?@?ItP$v#b?L_^C{p>trM#(KKL(S8dpxb;_>zvYxr3u@c@{Y$ci|v?I zElo&rRVGf6NW%DrG!(>Cp^T>`C^lb=)O~tQEw8^4SD{0G>t z=bKsD@KZ`*=`n1oe~sOvq%dpj*#4|EuE0Vw1G~OkhHP|>;pyQa_{@YpeDq#4Gst=x z>mpuKk1g2@ZDnmm_Y4lI{&NpKB+pRe!eaEPWeg4bKd1b<)=-ra66VqtP3%mXgFfke zKw*ZaC~Z-Ah2_%^*y2Vi<9D?TEq)ZnB!8X&0cve{AN7D`{Y$cWsA&8(wvWv}v%Pkw zn^EMpV#I52LA|dopeXt;9vlotGZ%E>z~L%HWH@+36st`YJv47MPC*F@&lv&h=Tm)Y zjMDUiE4tZktl@d4Y*%SNR=xCviL7{tkIJ%M)&4=`!R7^X&R3w>yET#jlHcglqi1+@ z4aWM@i_x#IH}Tr|cpMdm` z4qlhSGj_1g_upykXzEP)JkVqk4P;2kb6wNi%{JogC74*XEMx`kjxx?Jf@+J zBVS9C$LhAoMk5ld=s4j!*TSgij7%&RIL%CPU=g$L{!P4U=o~hWod~)Ys`1bM&&-?Y z38*`}zG6W`DKokA5q?*f#F#3uUgZsncpzmzD$-&5B`77dOKl3~Rh3estNqbAu0Q)e zdw>NTKlGo~FqLH% z6%|zs#zf;K^%LNzFRQ)S4x)mMcTnM>5FDuLg09<0L)`2l-240)c7MmG{>WBgFEh5= z+ohH1yOBz*o)e80s9a)f_x)r%R8F$q({#Mp(uO(tM*=?hiIML2ddMP09JjXv+TY81 zmBdY`F6k_+k+%S+y@;bW$lgS2+a233-G{Aq`i890&JMZ}~;| zb&L%7omkGKX}D2xx+y5>@oL=La~~~8^}r4R5~Q)8hg9P^=%BQEH}L682Rg$81v z`r56fl3rWfGt2PUv*!DUKpVtsj$Vm4~(l);gUy{PwH1vq2db%uJPft>J9oY(5f z<`HU;&!S66|Gf{Y)Uu~``*q^dQ(uw7tPQL;E|$qUvll<+d$C<-eb{kiAI1m6@q#z8 z=<&{L$YSkk^Y$MB*fZ=Bmg()F&Qa5FX2e6Be?y9VjZ?>Q_lvQI-4XnA;3kt0Va43< zxrN?Ls>7|SY%ci58778hs*U|Vi2KxT;q0rDFru!-_Pia&GIrOfw0kkwYg-fcS{sBL z#in2rH!d1q{Sk3kK1Sg2T=f2f6e*Ycf>eJTK&@4$ai!C8O6lYv`jj_>TBcdyi(afB zu;~Y5l3jrl*8jq~HP-mP8~b^`A-iv5^_1u1}C_NB{9Jl0Qi;4^sncIqv z#QeZbyRF!{L6cf=6(hl!#Yk*SM7c(>oQbdwG?3cQc$#N0Vj-1ic-RcpRkz}Un_l1o zu{UVo?R+$R%Mms54GT7e1SaheH<-G9U;y54HLt3^Rf7zdcD=%#{e@C%;JKOmcVi-h4 zPH4b6hi9Ut28-~)c0;6Z~OUmyKcWM6#V~(;ne@H4<>I)%-qqbnaz#Y;+wV~ zvH0Tqco&aivv!v#tBD#|ZPs7hu|t5(9$|DSwjImZ_9L5fLY8S;Plc&I#IExhBxN0h z=WeXW0-YeneP&3-P}?)?_~;65j9iNX4djqtnGV}EaEj?={Tz1=CsFMJMHDyh7wXh| zkJ|fu(CFuM{2jf=Ib)q{-^u}85>>>UdUXZ+ruN{EuLAINxe_#Ob_VVah(}e!87#m4 zA4*_zv+q@#Sw0s=e~V?YG~JJa6#bFT<3-FsZXS~Kl}8?{W06?W0Qwv84PCNkck)wL zS6pG=bKSR78F%q{C})8za?SdRhbOT5;N~Zkgi|0sp+f{K$+;`^76G>=$ z){4Emt|75BW#R7=FR^~V7@F|>IG$Vg4vpTF!rm&wD5t|0wV%;I3VIT#PnzZBE$XfK zG~R%{*?numjSA{cMj{G1bCu#zJCRsiIlGe)GGe_KnOF%5w}z@QkDpvY8dbrJqMQ#? z-PO)!s`79hX1zxl$t;54Ejp9E9rIXEPvU`zu<1Vs#Ce*5^>eD2<+-VNu|W%_x~h?q z_9zyd?LroRd#Kp8(~z6nF09C1!D!X7OjoO;=uWCT^*e>t;9uRs`&UT7a{VEOx8NaF zu9b(?o5jIT?ins!agAjT*HRX;?Pz?$7&E-5f*J2f!|x*^uwuJCb9Pjk=p=o_Zm&gf z$$b=r^9o?!w|T^(q7{{Z9Z(AK=)v@zQ2yXHl^2|fH@Iku#$LprV)s1AvED>~d>Tzw z&XJ|ZuRJ8}-izVco<;EJ-vp6W@EH2I;UmMh^oN4&%Az+5nh8BK5l4(pr~L=T$j*^F z;9@vY1a+pg>fH0B<{Ad|XnFXtnNL@>#(;c~o2V-&3ChS_vb#(O@8sIy?^z5A-sKc^ z$&YC}+Ycj6rO5rzR?#VyaB@*!mR^}Nou1Zq5ps(?L}ZsLnKQ0K;=DsixL^fsCV0tc z{ij41&eRr7NKh3G+`g`X%|F1adJH~BJf+cI=Du)@1&3|w4d+jtx zxXaKrR}#S?s92Qm(_|ske?i{+TUyi^iqrpDzOdNqGXb78$cvWx`qAazQouFyt4PT% zlW3~i)2@rQ&^F&!(m|JBiS8t7koivY$OVD5NIdVc#qoGYQWC_a_XQjmY0gd+dB2%T ziyd$gSsnBiEvTPH@0b)1R$LVb)=35%`D(bgCl8{3y#Tb`1$vw;=x#lhtL!%kB!W&t zZc;i@iQ>WG!^N<~H46Tj#Dn8#GCWJ*gIsnd$n4k%v868HJ*Eo3W%j@?ry|HSnnq^_ ztu)_zW+|MVV-5?|Bao*3DHz|B1ut_1Gn`9yI1F*bj61QaDTAX}9}H;?c@nDPs|cSRzNL&tDT<#MonQNhSr?Sj#@ zY!}sMO|qyjAMKy-4DSZAk<~N@l;9*q-rT+dV+-#w)8rNt9{ZlGx-t*GbuEUizXDlS zMnc7o$XT#>Sq9$Hc7}WnuR!ZOO-N#|78rj!i^V3&K+YQ@wrN5h>w2XZdG+ z_~4)>sBAZc;GLJjd#?md35U?U6|(fY3pXL&HVTaTv++pHb#NfYfHp^=)5p6}=5c+< z;w%88EzWR4;Tf{0W$E zaz;4y7xVX=I@-`U1=db80L`lvu;b9g z@#uD60mKx&gDuw#A%4X)6!%OBkKf#fJp-0-q-c%ls_heu?K>(sts+?t#LqEl+K^`Y z5izFP`TWJ3{(Ls}Pk(FD(OPUe+_}5n7VmKE#0cvVoHtY@`Cn8aGs9_>!;gSna1w|V=v83 zrio1ggV(6dbXS-Y_fc9eCm>3K*Lh*Ge%N|dlcCm2#s_a_a>QM-7YHRLn*8aHGO_(- zw=`_novV53x9N@Do?N|@AdV*SxTKlQZp_W5c~x{hQNT<7E$1O{NddSyEDIa${Wtw7dqUhIZt@YRMQrk{WqU))BA@v#W$IE z;?sF<<2+~XHT{6aKV=(uv9q6=%}^NO%e^|!C&5>F-Y<&yt~F`=Stdwd(m;>j{^L8} zYj`SeI_cqm6kotyL!|l3bNut&qrE(RIf93Q%_c8GQ6vjDI9m(z0JjU~WqPuWB zb2>MkKFn2PlsQ^Cr}^!Zj~M8jaOJi=-_8xM6LG`Tw;E;hiaCSw<(ySjQ5s)!b#hu_knY%D4ouj(NniD;Ek=wu2k@s0SW&U=L2c~{2QaJWk=kjj- z#=P|||lNsDor|+BA9aiIftx+{S zn*PZ&D|WCR0>{4&>4?#3&}`JQ*ogjQwO1)C~g2#w2C_`GlX1*58_ z!mpd91a$?s_=gwWD?6t?CQux$XiaMx`K5JvXt^ZF(~<4wP?g6}ti?o!t)_&pit0v zNvMCQlrNuaC^Q|2=51Zo%_KZCbJOp5xB~k=)V(!g0Mhd>BVZ}?B-i5;=y zU2JXUjek=SN^R%yyJvn7hPNpSmq(uv=*(9Y40rnRSO4wfWSc|??>m~3ua#`a zKkDEnTyQu}cxzv`FmIowz;^lup&7NHbSOD`jnsyrmr$v_qr!2nkwH|yHM!xHVb>#jElC!O}^2g@ws zs~#5<);&PN_O=s(lQmO?87CxpFg=;?x=f<4wYr|qJAR}rr^=gGy>LjdYjPWZyYC*M(pgu2 zrD-Pb%^e>>+901R8%*D4f@=Orvm#+)YdNpN_LX2v{Vvbq^*e6$*Gc@Yd;0u?wX1~hRr&>uXd&NibiQ!9 zU?qQT=LhpTt8}m|e++MJvSE`&3w1|>?aYj|nUrIK0V+SJ)Ukk#HBB*xm0d|DR` z8QNn=t!EDTbM_6yESm#S6;4pwAcW~V*Mm^rA2uoUp((QonzciW_KM2`&pG)}hA?cu zpiK9@j6^3>r65@*2K8jeW5Ma42wqJmBQbI4!d6>|^@@h0cVyw#u}hHUzZ2=AC?Kk# z)E4V#IQjh?+zxw7E+$Qbc19(m2N}Z9arEeIFNpgNwoMpmSM2! zJeE071Uu(=qK#(}EYCi zHXJTh0Qo*lVq3&2T8Bf)kxm7;66p-NhP!aCdouZSAQcn}&y(**_36GjG1UA#Gf~ff zB`h&zp850DH(2%~g68nqqJ&M0=>#PuQB+D7QGdCDj<}n|2*N61rn@{XbKw-M)6)Xm zIx~jfq=x)tfNoe9igO+Rpy2PH$PCLxWF-3q*&L<>H&u*D*uxVr9NdpQY*=wD6?8@(!R1aQ3Z<`-&`I*R;=z58SJEIQi|@eL3Kg0)kH8Dt z0;pM;OFYKb68{elB(k;^8@TNz_uIv&ibXrIg!wel4vkQvy-k}Gyf{xxKNXVl=o>hc z7{Twu#pK3iFS2&JD>}Nw17d{k%v6mmM7ajR!FfKwTeBA*%P~k>@zRZaICviZBkTLUuoq1{Z$P zBq%Es7G~U~4r%;G83h)2=c&0wp|uZLXf7e|FBhW=gQ=+cWCmI8H6K23Tk+OaU8G@9 zm%j7lHIg#9ieeo(yp3D+Jkx?Q{pIS~b{Itp3)p6kQXDJMd zE`X~{Epm|=#Dc(hc-OmuXndVSO8)fVrY!rhGA3mQdxluN+-^hL0m5J1Xp$EnA) zg?Ok!iT;$qblC6%oh(-l32P2QV&Z zA$!Uf)2od}Au4bPsU6XWyQNcM59cv7b-07ls|WbeTpw6CX(`znE=BKLFGdeF&KBv! z%%a;oFM-^@Pq0&z4CYsMlZNltp?aej-6m2dN4GnGsl6C&Jk6Da>8C+eejLbbI|ejg zjy}z5A>N_-wENdZcx*u!{Ji@N1R9D^>Yz-&d_0+UUU406@6m%#RkvuhsY>ik(T&V4 zsfXR;5$IEsIwX(9L+k2T2-44l9I2aV=voTdwZ98}*uMjvl#~J8)3IPNlnfiqQQbWwnEqcZo{`V`V{XO}w`0}#Q+gJ8Xe9x`{}myx?^Ecz2g;F)eHH{b z-bPIw0x+`NhUS+F$&_4WyyHRzct14)%Mu}cjs5}amU%P5|8AkpYhpo;uSQRKQUe34 z3L!$6gRBMTafrhR<2>yL^)9mn-t17KB8>(aBZsq4K9&O=*5{yrxDvJ2BuM+?AetYc zL%JopD0ALExNsu?Ih-^mJxK{7n~^GVxq{_|Pcy<(d6AHG?k4sOBIMrmY7%Wm(TA`c zeBy>9m(HzV{9a9DmiZP8kEJp7=X!y+r5ks2&KBjC_Q2;yE@Vq8Ll*AmV6o24RQanc z>}6?7qK^Kk&^MmP=n}he@=bdD@2M-6QCD* zVdS)t0(xJUO`d02kdWqIY=31ed8KAUt<-xDk;!?Wr+1AsJ&dCyr1(h5Lmxt=bFguu z8}Yo|PQI&e0?FS+uwA5y=RIaSp+DCc-?zue z70A;I8)U7B-*Y*8{Z7lN0RG|qSe$|eADG!JZ3;;c+b@bHRJK^jC z33|n2A>61j1@K!;pEWX||KkqB%DpGy_4H<>tnUja+5g4g1Jhw46$D!kJc1C5wa{>6 z7Hp0_3k_GEgTC<^bjjf%)#^A6Evc3id7(;pYsf=-X;vuR?jbyyY=y3#zYE&R|Ij6$ zY3TLO259^q4%_6p;8QXOTJj*birPbO3%S_h2o+`+a@DdfdI8=G_$>TOAvp5A!_`qL1t(wl6QZu zno$~yMB-uj=;QrBBE4b)nR~Sgs#LNd9{Uj0gZJ=r#l{MsWt+$zo;NYo$|9{{0Yv$i z2DE6YLj1aqNDz=frfaQ0Cimq<6?WNR`IEq6Q%m^#noIhACL{k0AzIxugu~4v&}N54 z^h=vKFy0uB=gk=hH3Tgp0?kpwNgBP%_=TG9+aS@vC(xkJi23dzhnr{tpNBqA$(mnVT_tbnr z_C8Z^Sp@5~Dpf-dj}(#rz^s6?)oQ~|4z!QD4L_=->nLAlnD7ZpKXj!$QM z(Lckr4I1Fr(t<61ron&nf(i4vlx+Dn1okf~VEwZ|5Jks=aCASNJL3lw-m?Ikp&VFp zg+UJ}4HEB>4#&gxq2gj^Z2x=>j4g8}(yzwI;L!?r^lCDie_I67fv*L+ANtS()B-k@ zm*H%0C`4GdQ=H<3a7(cpBv07lA95qe0o{kw^*KZ{aSKVXEC!9YLEz%(M!)%ehY@cl zaC~(mRds6tdbDdFwXLZbjlC;^lHzh(vM)26j7Ocr zcV1P1eBc+f>5~RbJD`E>0t$)5?b-C;t6H;y3-)wwdo1ZYSxc6wO`+GQG%`;F^%yQW z(QjUdlDV%Qzy-|(^`s$l~p?iz;Wq48wK=iPXUgAZu*O%WZd zh$ghzbMkoSdvcB+O*+09f_h0BZkcnIq}~c3t4Gv{-oP}J;vxyAgY~!qb(#(GMU`I z7>ECf(owo{I4-X?gUH$qsNx70$277T>6jjJ@!L|+q1e8v!I?1cnHmT@s&LbUc69P! zAYQR9sY1?Z4;i|v3a90-5xav5}y=;=|b-LOVX+<=E6Y(e^TsS0CEQGED$@1miFV3%AG2-&Z}NxKGuxFmPe`_wpo|{PbC}tp3fvf zMcbKz{co8?fkOEFwH##Fx!M0q6@IkvB6zJ&ChgnHSZ?ztFzGKu6+41q_D2NnxD^BP#Ist>yVY0$Iv$DwS~Y8W=a@ZiN&5I^>vp|g!(}{|gGn1%`TF92Kli^6E6g``rhr%jP!^ol8wD;y} zu#?>j8@_JEe|L9+vtA%>O;)09CKdsIMjMKJB1uQ*JK(OTd2sp4E8>>HV1A;6Xi{%7 z+xs&I^zG~kn$UwXPOTtyu{&Vsv^p(yUInf{6erYiH7d)larvoGJ$M&>{oVvA|9S{$P-u7FHE>bxK>0`S67Bp&ux+XtRCI7?sl}`D!-FIE zh;JoxDtnLUUH&`#XTf$@cG;aeZ>9j-Hf0ljq6SP_Tfpr5_780<+)dt#k76>w>XGlS zlAR6Zu==(p^<(R2vM$6)bVnf(ERHQFo#)L&AOF)7B_8P_hfn=R;{QH^V#3Ob=euL* z7%K(Z|7i!dP!0wa=Y618_me90Oh>*0Q^=7}Z6b0Q$G3Lx1TS`Xa{vApVxq<+A(`f| z$ua{16=djcu{6-hL& z89}d7Dv>`vjjsQD9qgv2qONWF=A#Gikh`umB*Nn>)Erp`);i`ZF3@C z+b*(qvljGz!7RFAm$Y#zK__W|~PngCNX!(gi46D;ycgTz&p zz_Im&k2xR6SM$5@qazH~_hgalrz7Bk{d?@M*+kX6?0}nRwdpInzQ8X=mxkm@;;`)} zY&x(G#;dGpcdIZsx9<{E=NZvs;^{=0It-(Vr^z|vD#(6f3vQ3J$oC1euvGXTk~f-1 ztbO93?qUqYG=-y^qyjybSOfuy!z|PCBAK5bNFMg@1M5Rw_*B9Jrbgl~*}s|ff6TZ= z;;&7G$!)f{OTn2auicGaS;^v}-QFa>v5|e2b8y4i5VBBZHncrj3BfHNnALM$lT2@8 za6~i9zy63I{jy^C+P?xOhDyg0hxQRB_yE34t`jq{TpZo|0S@Z~qV&W$WVd=YB)(M= zHFhV%Temzy*|=fvN9klxx0PJ-4ad(`A7`wBnn|~vGU<9+O8HzEA)*s`xTlTvl~YEb z{BR~66<&-c)uxEn{tG8E_I0py?jGpvt0Bstg2~mSO~~5pJGf}w1NEdzT$(gMxSumf zXnrHUV;};p{Ys*WUvub3o$Fy&bSK#+Fr<~XNWjJrZzzta1dZ@nWMkSE+O($)R#|DG z6UQdd4(TblRsA)(rm~Afosg#Gt&6eCEp>cGR7i%>=h7oex6Sd>UkDq0Me}qL$iU@H zaNiVx-V7dQ3s+x&$^tFgKS%?%2H%9HBidx>=v}-Nn~R>z3ZauPTcg08U#Oq?mE@KE zYjGyeYn->ybCX*-4+~%zX{nvWPz8 z7yu9Nrh&4H0)2YsO_uRl3$@_-lU+C-~U7IcPB)5TLbFzoY_Jqy%G{$^d2Qh0|L705H+w&{@dSrM?SMV}7zZJ{c) z^U-Ik*YNk>M7&GZh4%V*0p<$WGr+ur#P6>jS?5rh-Y$TF? zUzlXML0FJ3Pd^Wv3tsdkeBEOkE%B%Xy{nx;A5V~H*JQeM-5L#A`^f~#bFC>%xVMe= zUn@px=PVI5b?D+*k<+34{bQKXt`0fpv%#%@DSg-a9e#3dJ#4?61|K#~po8~`(lnSMp7)5u|G0G)|bLS$HsTJrd zJKN4|u_AZG*Au0jgD8+Ca4oMkB}w06Na>FGR9IvlW0=1O-!C+$G@rboj8<*KV{4vJ ztI~Fv>CKx3yAAu1^@rp5NA@3P_4qHW|4#;;+o_Ft3NuOfXF2r6YZm;7EyWLhrlXVV zG+@yT9(ucIIo3bhf{!;|Lz(gkxVmEz`3B8smh*1LVLy9zEK5hjX9`e}kr-+COPEJT zJV?k3w#$4)2M(MiN$PmBDyk3bQiqJLp>L5o=w$OSZv3>C`f`2%g=xNLecTi@U0n*X zTTfE4ax;KOB163{ZAEmoANp|qArAD?fj)sRgVDVy|PhUXA#Jjfwf7j1$hIor&J3 z8+hTGnc#M5D%q*}7oTo_ga0K-f$Kgm=AY_(80wk~g4|r8WyLBa{qO=wS{+Hgd7mcv zFBn@X#~%^OjhbmA&Qy_WLfS+V(e`I8ZN&{ zm&y=k)|Qi+i-n}XM?^Tuav&IvB4&&BlUX^kBCnKD49&LWnUx25#m`J`_3A#9LSbMVk9@Zj_iv~BumZ8NKjlZiM|p?GQ88uXZO7@-w>Zp-i9_1 zgUp-QKzypu%FmCg~H^508n>XM%`%6VtyOs z;WukWkpHm+u=j04hrOl9#VH%WQ+XOSJZypPd-lV9_8t`*UW(2)=b#zK@8eePF@}ep zVu?*Bk?dD}bnVGE_#^-cf9~mjhw$l_<62G#rvi{(p7^`~TO7W(?WjF~fki|p3)X2VkROYCOXBlA}nO}_F$Fhv>4Q}Lm@$8Dc zpGxrOiw#M0xyzi56eBFi0UNTb@&DYrkgsetvOM?$c^>FTd*>{wh$+m)djC%1EzS*$ zX!Aytx*Nz$uk*O=OsV;!Mgit^)>cF&^qMVMhH$lm1YB15#`cn~rkWG~QcEpo!n)u+ zROW|0sHMr#eAt`KG#p!rqLxQuIB<>m<+~j7$SS19?7&v3@yv?g?W9&zvHl{y zJdlao;~!&f-#(=7+KtX~Lg1dUGgT$ih;9}9!C{vc!3VL&NZs-_I(u9f&K2vR-mP}X zQAq)P58Obm4b?)EwH;j3{R3x>WS}l%DmB%V3sb*`z@p6t;5RD@JM ziPyLNL-I|B@VK2LelV;;8s+-XjFjJ$%i1L1WUXfY)W^WKjC`c!(2g^^2{fGWf=I1L z$k}iPZ0ui56h~$f-6RkAcV7|3|6K#MlGDkvFF-;q?orG4MZ&BS8OYO%Aj8);z}bl- zcxmQxb7QuzGKv2Nzp4F>7k;0KWyQC_*4g{XEE)zI=Z6Ixy*qTbhO%-!G^{89BeUc5#NhmFLRw?&mQV}X@a!^kqS z$sm=S%9bK-F4tkw1alJ6J%~1T@iOgc)X7a85Lg8>2G34YGnI>>8cD-k`VrpP z#KTj9M(}{;YIJ|`d8B+q3$}cm$P^z*q3j|qp;>#aNU-rf^!e;ow8bn0E_bgZ|4uH( zqCOpD(qv5xB}bT}r{ANg!Qah(UyVYs2U*S0Q~|0s9l==xzZuI(7b<42xsCr0cQHxh zI_3&aQwTk46S2s8iB3hZthw}U)RM|S702(FV&42BG_N2E<<-Wbxo=h?=aHLu{RdO@ z$h8@#Nh+D4epUl;8pP@8n~4+4Z;7c^LF&2)Mdl~s{ha|+bJ7%MmhkbBJ zr5ei`GlaT9EvBW=o~7BWL|Ja$r16;>`8X@IVr@t!#?LmB%J0_XDLYf0O{l{@-xlH! zfebmcbQ$4ocLiTBE~VtP3Wk%;k?fy`s8(MWcz(5u%v+MpMDCOq5$%82ddd-$^d=d< zm8`~>j_kqLI$~gkelD{l+!^gr)P-eP7qRWqF6Jmtja*bx2cs{4s8Pv91m zj8;uhz573k&NC3p?~UVDvPmVfvO|<4^4!-^npRViw3JemhL(_7NGi096rq$d3(tLB z8kA@n)h{$8?JcQP|NH;S3$LDapL4GB{eC`cxR{RvXjbMm%q$Jy^E9$(!LM;7+OZ$^ z)mf5*PAN`!(FK>+X|d+&TK?s|uedqe0e$3Dm?^!7C+^X>BW@t9jT%ZTW2*44rW>j) zIL0QojN#Ny7NSO64tcmC-V5)zWbNmHX4B`;-en~iylxJfYcEBmyT<4w_}7{AC!Boc z3+#Vn#hX9q#EMtKtn>rpH|#9n5~|0t;FL-*6I?Y4(&iX7@B{xt=M;qPYT=ufPhl2u z7QAE0U4E+JL>l*gG}?~t<$d`jsA%cPd}m+5sOkS8uW>yb*A)D-Khzla(F8iyu4N?n zW7g(X;+q(0#{bk7)*XBHnf8J0+S?d@elU4UzvJK3Xe!#802J|FRhgx1LvgG4`IlCk^zRx8_ zJa))n$V<_IgKLHPo9{?m)=&;-ml{@U9oj*!T+`XXmSDIRHijb9o3Zv}F{YdL;J<+p z+<{f+IHkRcRIWRN{{8CbR0HpFUfVqRw=2ZFe(ZjT2#SQqP1kX>k1`#;mw`rk%i;TC z6;AS-JxrOfO(gX7FfdY`_jhuGN)#9vUG@C6*Iy8o%^l4Q4C&p-p)~8!KvB?^KD?g2 z45x+r!mN@QF0ajw7LKzNzgGZu`^P!VvY1MNAw{U~@&$VG-JsZ^hfh2=mTeRH3$L%8 zPoHZ6r}HtVtEWQT{$^~?6gd?Wst)xP&XxcKr9HYXcC|^OIhHtc`MH64Zw&7PW;oKWk z)ZK%DT>;&TWNYI6}b+FHM5iPJifK#Wepzc_I=8%~y8l$lkqZPl1RfbH51G|0L zaO(+ZF+7en9WLdqazj{<_E@G9mjykJW>lPelRKaNkm&CK$Zfw!Qi?hFaES@^ugf5X zj+^wU;4hXl8i?%+#L6lleqSlyKL$N3%zHt+|i%#`-yO9o3j_SkDLLypjv)k>q>mX89Tum&xVa*Bl8opreC!yd92`h!=H`OW8vUSsTl z@w6q!4?nx^=FQYS+0fMqu)(+=4crT{_^>9uT5eCwc#J4Ya5?qW7}9ZF;XeJN1v?@A z9}F6If>U<;DfI5mlWw1D0j|9)(1{#~}&m23)Fi@LBtJC-5gIG^^ zKU9_NS+9A%|5}c z(+2ch`8gLO8x4)^nk;GdMd%3&s?vYKy?khF zD7cUHfteqkU_(M9YQ>CUHc_kK$Y^=W-;;yIBR=50%}NkhHUM2B^RVuY5e52Y!GJB2 zWN{-^{5A-o__rk6cOw`+XytI$L{Fl@dW9q&s)jTKv{VapKq zBl$SRtO%tW1IAMBnRrTa7o&vwSNyj_nU%k6!H2$2a8UMrlv5hPfp6o0 zBMVR+e4yD&ar!%RSk`Vgff!O2c74jS^ zsIgB5QcST4yZ2WXejQb&+3ByaJLE8aP8&rTyCY$;#S@VB`-dlHadiCSJ1(F?#7*ey z<-ANw$TH$68oADAyF6_uw0$@Q_9~NH=w5vEJ{Z1zjDlMWR?z(wr5Le1j+@*iK|hkN zh|JrDOv9UERi&{aVe6P9$O5*fvPKK2MnOhhn|P1H7Z7 z$<|qU@De#L6spqC*R~kah0D8`>A^5edU}9rjlSb+Wp{F3B+uTjS%5A*`$=8PoKCEf zX2Xs=MpeTyx*c>AJ7#|1bIuwG`^1&FrD;6HJI=$zNpj>jSC`J=0{qrCoeK^;iZh;; zR!7G?uD-OP6b~O?2zOT;fD4m+QSM<1tkzM%Z0|KVXS@Ra^2&kK?fNjFu?|DtDzK-! z%6S=`1a8bH8CzDF#N2Fo8ohsEV_vC6XH{#>9??K-B8t2!vj*1&kv*ZKm zXtd@Nmi7ALzOBEpBDNl8=7tO0bL7kozw+8=Olk4^G0ZnSmA|WAhV05 zhQNE%43vebFNM$kQ8>sceE_ZG@sMv<2HWpHg+qS@2H1^8u(*=Kty`|dq2jD(xfzras_^e?dbMM*BAAGZxA8D^b)^0I) zBz+NGv#o&=t>1!AAregeMPRV-qv-gI5=flh%neAECYL>@#PhZv!H!3fu;;5gSF|)4 zLl>S9?{qnjbyix`GVdPFmkod`&fl^5qNhiNxo^5sO|ao7arww!c%*a; zH3VAHuQeOFH6lND>wO~mK3hpM)uZ5VpEq7`v7*C6)M)448_>H*k+inh)7m;+@)MlK zOW&`@*1JczKRt8EcAy?j&~Al!HjCh3t_?(gGNp@`q}bXK(yUx?aMg~wg%^&v@D-7f z6eHgQA$!Gi(Bm;`UgyMm)-fc9(zN|$1@5M)kvEXQ17HyW!hbT*lO+U-Cy4j4G z*N)BoTWiF#nN$sp45U@e!|Fel#&>`>h*@#~s}?5>xHvz``#{vHbC*b<4Y4i)_V z;Tfoh9yp7RK}M`HcVMUu7aGE`{n-q2v~NLhr#o#?e9Nbqg|fWF1Qyab9P+asbFF=! z!1GFqkj<@wng3nHv3Cb@J%^St*XdQ9?5-)EFX1RU~5*2gEU>J?_WBX>8H$Iof(B=71cS{8>)0n%Mm;; zl;Bo=5Q~fofTD?m!N6u2gk?12p+;Mf9{nEP&2HuvOJu^=8KDrkX*IL2dWfR1u@oF= z$Y#wmB172$ly+L4=^wiQ^F;_|bE@FW%m7vsI-1Sc76Mmpc!BME6CuA}id&TwY5Tun zw2($Hh8aCG=w-XVXhMnv zX@#!mrrO!kMLG}Xj0U15{~XtN#=_9zFZj9SD-3L^gbSbYsx#c0_$p@wm@@e&CQTcQ z^M=oPC>qZ5DalV!e5*41`<xBCmv*#v1Gp zeS~xAzd**`7}qO{VO?}8*r)B}8&fl2;g)r9NPQrz=u5?MX}-AGD;w@6UdG2ilrT!j zt8{6%a&JEC!zojFI5YPR4qM^|Ad`rPHmruGh+QaB&BtZ_8{yWAOz@h%mfgOvn0-i{ z!B%#)g5sMda?MXkd1wrw~YBr-OXwfjY#20J3G<#0-EMzvUdd&nVMQ3O#Tuj^wYy=Z>fl@ zAzcdBs^qth8cO{;b=bzVB4B4?V2PaxD}8wm{a4S1906DL*TkDm8>2=WBOc(TPv0R! z=qo!aN5XKE&1}kJ!3i05mVLc{0&aQs!`;9uEPCA=mfbGJd@)7vIL)SprYC4^e^clb zgs{btv251TD|~;L68$H+MHH~DjYZ5W=klso(}oo*;gPKchI)NRgG-T+km$m@6b~iY zrA=t;oq@{29?MWKmL_NBVuV>5=AV%VX+?dysxykZHrcb00m51^Dw1M92jEmXiq(d) zuvOcLDjK6`uWv1HQZ2>X$1kR!zQb@lWgYi#%nQ2ju$h)&Fp7?w@%?$L@nx*7JKem6(Oo2x%2_Lo&Wkbzk`RHIRx_hk_7yi;G zPhqZItkMe3QL^lMVH|hjaXmjb(eS1P z4OqH>z4w*o>K8ZjnSCPBxDEcS;aD-(nc2#XkCSJ294kSrH5yi{41*P>Mv!~jm}<|e zv0|4v@q__J%;L;gvEQjA8ZzY!e0`RP7GwZxJN|GP?mA$#ULCe4|K+1!t1y=|eLUG6 zi@}Q%AVJCmzMs%z0WA}->-$&u6(%^1Zs&r0?o+rsbu4}E?}2e!lv#9SF3!zJ6)y|o zuv~Qvr1(E^yq6w9GwcXYh6HTP&;RN--v~2 zS#aK0mf^aKFJZaGQGRyo0q6v06nCeCUXU3{y!OSLpI!NfhF2h}{sX>RDx3{hY!SO2 zOo1N`y9H;%S8QLDM8n!wpaXvZ%`=AJi-A#ea!C+Lh;`XC_gL=0VnbM$cSKY(svXZ) zz5_+Gcrwq}jbC!UlkdDD{Fz(~6=5=PU+hnx7AJ{Tt&l+Z{#ZIbL6@|r8N&i^pyx}5 z(|s)i3@aN3tDKX;pd$+xYdpb8dE?mR`;2~T7{aM+Ld!%=Y7_)WANTF&l5d7GmoFT( z$}C~JK98Ya?heRpTZ*@|u3^sKNBGe4I2I{CB9{?vWVqrg|9M*hEv5g^Lf4N>eCLql z9erldS%ztrO>|M%>xERwQFy^^(7x9N;$Q3GR^M%ERV#rdk5Z}crXfvD8AfLY44^SO z#=JjCQrPe`Ix2e-b4+!>zqFp~yI@Mr$E-*;vxP62wTXsq8A2w%_7M&|jMusjQGQMt z6;Gcmbd@+-_O(fTT42V;Ri2_$jdQSY+jVZ~=xeySMw|BhO2C==tLeif6SCY_%`-bE zvMhPdh5Y%%%S(w^?3OrKst_o6W(@GA&wY&W64tpnykf*y`T1y{9`XfM@fF9lp0u!tKh0{t5HhGU@DBA#ffvJsH57EI@X%d@8c?jQ4RdU zxLEPJ{!_#$E3qk>CiL)f0k7>}ikdgpGI)6z=k?~pW1*WgsN^x|R78T&>JGj)c!=QC zUN3$ra4+}#T?Vi0B}vmOR~+$tH}|?}8h_oz5+91+z_USv+2;6feC2s{dJqug7&=^o zch$F`>_rLq^qCg<_6}vk&PcPx`lSN%EEk=0cj3L#FWBijkcDKYL(G$MhgSuGRIu@q zD1=V{_aI5M67op5qx4yiD-W3=bLgsTH+;Kz6T-U%mvX}cbP(IaXVn&dgZVL3d{tE? z<(&kHhAQMyQ~)<>`|*x+3YAZ;sZi;n;$XCthzF9V4_c^Y$hHWsTUYH+%2~UG?!!>JKHfb+b+)-xFWK1Be#sH3!2fcl74yrz%aK_;tNcfqKt8QL` zRYit0W5#6I7-@lx%Gt0bWhnT}O2Dhvavk)Bc+lTeC9+nL!2jB=i=<3bVUx>I3~qGC z(?UMM&#wWN&(7tC-;u`?TYa(Utpn!kyvFej=OKFK0dOv#i}K4=sqU{D*4GnN*O-#zv^n%&VLr7U7P=f8ZqcmwJZ0FNqv9S}8fjBPjx%mk&ZI|F z-*KK6x2z(5fdt*Ceh>G2G{7kPB=YmTXsnMl8`E`z&}bl;?e7q|Wu@Tvu3Ek=bqD-c z)eoZ6=g3A)l_?3c%>SNS)23;^N!6aw_p}xCd}KWL{o)N;_Ar&^C&|+5Tp{b|6i;z~ zb_gEC38A z=x}@=s#Tb>8`EQ{;&miFyXQr_QfK0j{q^YVwHKA%hg04iRjQu*^Ij@HK@PpB>%}#hc?+bQGDel{)~7K{{*YVf1Mcw zvPL)%u#={RDubn;s<`8)H0{gM0wy(=WYj$In2HBBs)z8kt!kvR$Ck3(v+%}=J^W9T z46==Tjr6i}k}vV)`LI^tU-Sg|CDN zXA_ow>>_40#-i-)AmMK^MEuCX^iE@bdtW!_=xc&WkM46PbG!M~3Pt#Cn-7zS{wgqN z7t^HaB{)TK3)CEU;}>5ZM)@<}10MXsnW+3mk+5G~@}D19EVv_FwOYCB#?^Q*#t}~! z^oad$%fQC|S$L?p3+G&^;I+0malRYBa6b?1$5Yo%fz?452v1DGs!5KheMpyHUMRy4 z3x)iou=n^7>BiQHHc-TfL$qerV5ajc8^;R_B-fNC@Q}U7HwUHTQh{e?sg}qZri~=m zp?6@8#6$Er+zrp8-h!!TBn_9BWX*1CX~_!%FqaEqD;?|jQauMYAVY%A{If!dxwE0P zT$0u-F#~UnYCPBN4hvmWLBNL4vA7)khE)RlXAPKzoS-w-74wJHmZ9y$>A~k3sX`M`$pk4jcn7 z@zcis<+PJx*?qKO5k-yoUZW3XXYa&^>?&V>sU5et-h=to%W>3+PdG~23~XwT;qZI! zX#UbNG&CKH=T0;bUo(UP($?e9VfgYi>{f_wSj;@z1-I|H zBG@W_1aP+vhB=*uh{k2?c;HbuGkm2ew|**p(mcqf{77M=9}S>`CfY21L^_jMTZ6}! z$?(Gmw1BD2Sbir9=H>PDSn%j%mS%qs9p&Yj?%x&+8n3{#Y^Jd@!+k+_s4P1(UFiG? zEUV=mlbK~%DKoNr0uSXi#WRoBF@@GjXuLnt>2vvE!FM^1bsPVMksIZ)6eSv*BOqVB`p9 zx+(&d>vh@4<&`+CND(jU6hLt4b1)B%=h~my@Kc4k%%PnYoSR=ZIL=tep6hSMX5Eu? zCUX`rt9W+iVH_9wL2w8s>arSPJ$vX#BJJTn(QLO5&8st{lj@9hbWY&bj{VBFm8wyv zkh2aNu!Rn)UK29aZu~rBYo@h#7>m916vwGbhhl z)pmtW~drL`K9ugYh2A=6mzv|d<{y`F8^n#iONCh#FK z&5V2V4^(`F=TDsn1rPfVW@@^!pxH~9+0{evZ{HorDLcr^iI$Z|ILODZ`|iD5d%xh$YNiCy{=NrMjTVMP-s!smC7xr*#^_+Dm+I%zUMs!H6! zjx45;zlO~l+X|hd(pkW;IGjJO0laNi!Kq|hb|GaY=Pvk4?4+mAZ-}AO^VXr8-$b@T zQI-8l9f=9IEaC3hd)$T$9eTIVmbIJSXCD^MXX}rh1KBl8sAZKYd;Om#yRcXWvsCk- zEh2*j7&d!&c`V*$IR)Ul(f^z=19ns9p$uoh#E8e zV(z5aA}M&+Cb3M90M@ncJQ{3AwrRa1WDQ*b-{lK%(5Xl^<)VmkbhHqm>kK3Vw z(gb$w@LQ4dyeeja`{D9rTUHwW2Id^EgRPD>?C58Erf0I-@o)2AHoZWRbtZ6dy)l#3 zSG-~Y?>d>2k+b+&)k3^p@fCjhxUsz11Dy`deu-BmwX@1$m8^WbHp>cjWG1`Tl0|_# zMd~l$WTq%E|C@2FNOS|=r{?l1_R=-6fWC=I#{p3tlB0tfa|E{UQKKu>lvhV8!w4hPLCSIUY_ zP0NKgSxY(?l?wwd&m$xE-NZYK*i6e4Z1~nqq@{*@{GddN4$sEflMf^AxB`I>HnaIA zANj`M3>LBTJ1!9T|7FvyDdy{b)?On^OE1f?kLUcUu2zjgirmQ5HGtZ-dC^zpqx7n~ z6o*7~@hQFny$(ugx@!o3@su=_3*KMS1KOkFi+i{GPy|(>*6a`b#!q%6w<{bfX zGo9FtvbX%VF$0;Sr@*NHwh_)g|BNd=9jNnCCFTE$!Ie0J-zwIJiODgn++ig}$7Zvc z?_XiDvU<(SpiWTQ9mge2%7t5}{P=Ib)ac`3Gg5yyn^g^N!&UY|9|2TR#$hq_hP-0E z??zBvho;lLhdf*PTi_I2RCH3W%7v@%G{|t*R~nH~4B}b4+2E66n%!`g+xaO84j9QY z=b~&rb6N(n{BUM+{U7f-Vf+539hLPWD_>`2#)4>_S(FP^$a+RCnh>k?zTXI z&3PC8ym$|aC8wd~d;*IonZ=%+GIa_#`y77PL?c&{42AO(*g4P7_~gQLk_k=YE@YO2 zwETGf@}l)PXI(Y-Uh@!mWEmq751&q#z{ICsOzZb6I5K%7cXEcDNWSe9ANT4R+@H9X z7PX(m<|hVp-ou;8w#{NUmgUk>z5}&gSF_tss&VkGx17Vn-MF%C58rTY2Ke}5q*Lh7)TNjH#COUBS&?cO5Fql4Oj-W}k9$0H1490>BVW@dB zDk;iS!`Dofxo;4eh}A`{yVcp4PgPjnoei$LX5gRmGL(79kxksS23dhIWK9ial5*kf zvVA5+&{yb)yJA4%@&UZdRt_A{SQvH4$J(DP+#J z6?@@JRJBgSzq68XWyLfWd^iE0EjWVB>RuSNAszynqxq+arM$>_C$~nU9o^$CnfJWw z*gH_0sR;hr{g%S(`e})ce{(_Yl;C)JlFN;l9LBi{TuqZv<^03i9h~1Nb2z+Ans%?M z70$$aF*ZSw*36M)M+W2-;LAqnxWy5JxZ)B0dKn`mg1VhAF9~H zRy|vQh91Sx;JcI^buks#B03Z!caKl|qK$eQRnTV<#whNApH2c4BOOJ{)U*iH_?G+4qkr+>oG8+_RZc{D#ta<~>UiKcgPt$t+q6UNRFTq4GdWp3Y(zDExU^IkiAaAz~BXP>~`F0t~+^s?W+(340=T^GvdkdZZTt~a-cDU5fh603n zsIJi0P@5)4zhW+k4laqI{`j%X<6kBiCJm*{4@Z*8wpB3ku^wI3eTOoim$E$z1Yd7* z7yr0yCY%Zoyl#)Y=u;noS0l5?y>vVMTl<=S^{Ey&e*OWWzjw12Ekr@}FR^y_3UVo1NBzQlaBg6% zxa{p6IC<5EJ>Hr`h3~?tJo6uns@%DggP^>;(d z)!ST-z$)#Tng}{1V@LREu-n^p(@;m126@E-0FD9F$)kqKs)PL4UOcS$x?^$vc8@ zU2z=s`Z`c`*(K~M_Q3`I@{~B~KBth=$DP_43{KJGacuS$kU9AQ2KdOb=7?ALXuS{Y zD?SF-W*e}LO+x3f=MMMf$Zov;Lz>+V&E_3FRzucE6Wa9WBwp5BN{d|u21ao;JW==u zHF8nH+$&3bM%#qCzMbOUZ}!J?rIV@g!#3QxXByvor3T$Komi_`CA5?m(&Fd~u=i6n zt@^c=0(?E$9issD?d?j|DWk&QsTssd^Y-KFt_dW$Fo4mImH6knKUPbavqz?$&?RBX zW=*_@hxG+-x{kNFK<765;$DXamw!Wi=_PUC1bv8G7zJ5h1^>4~9XOAx61k1IfQjLG zct@g$KL03W`3p|L_vM=SHs~4rXjjEzxqU)Tzy{wO6co02|_aWPpxq`EJB4r8rpfRD(VR83TI$ftmKA(zV*o8b! zFW-u$&DDfztK%3xnLuHOt>~2U3@CA%ge5{gIv}PFq@End75|mv-w7MUqcVolW8HJy z%yAhk%zPU=@t*^u>|VS(%-%`s^krCjSMVyHbz?~*(>X)o*?aGs6YCGj;1*2}h6T?X zV8hpZ=pXQxH~5o+=O+tL!ei>JM&%$2c_7@mhU^39b(^53DIYottN0h?8)$~mbLn|% z3Tw~rg_J%1FkN>5#ini)jo+M)dG;G{wu3CQ{n>&^)>0sHF@Zgg_wgl8BiZ^@`!U@@ z$UtsA1(`zjOH|r|rXM$8(SA+RJ(mI<4hv{R!!uA0kAsx13ijZ`B`AM05Zt8nxi+7p z;@J)hFh$6S{O%QI19cNg!FfFC^zWxHIl_ymWDUUJi>xRSxr=cxMgt&jm%2 zwT=pV53`LQX5o;Pm*Al6819doEj6kKpzZ*BmbIY|(<;xxRmys}#=1j;E28 zOM}whe>ngAVwg5Sg*`ZH$=RJGytOBR+PoY|?p;3U$Cnar%78&5jM4N>7X~S~V`JTJ z?pdEA_&BRj{v{P$T`)@cpA0FO4#BUNRE4{Zes16_FU+x#As>gk{Q2?!LBtVnS`n6u zkMz9bQ5oJ{W+sz%t=7KB8I6BQ%}YjcX+~;ak1UbYzAkoe}27=d~w8#`|ql zV>5(**?otyB1U1fcRd(A3`DkdEPSa8AswA#czDtw&Pd@i${8NzgY48Go&i)v&Wy3V`q*D9lumH(hRJIP`%Y`#=#{tXh;Z7`X?sCLmDjji>lBu z2^IR9rBGLF%pYyCq;?f0Ht^tOGW@lW3^YCYi0aYsE&maXNS;Wm9i;?c(`b^abrL_; zoJif#a=fxl31)u&fYY82qy4uOYOXz;%{)KH)33OJB;guMmKAA`{M3LcwXb8RH*{le z6h{I+73F{1lkb8l6qRL(?iIp0D{>-DSbB$)qNHj{*%)fxFiKc&69o>}S6b*GqNrc; zy!L{h7*|k7Ud@^`q#+v>surO{s^I8+TML($ZvY21TQ+0ns5QoD1bN4`tW3?!&a~F%&4Qef^dn`P+te_*p-jHypbjC-rzzct)jY zm7TSy!lzP{DI<-&wyMxJeHuHob`yGq>~T~tR;0otf#GCznLFsNM+updH0kYO7(976 z6Ys2o{^kehBsk{e7e9s6MJGUEsU1T@X`;Tbe72UEFyD1zqi5{EpWB~y# zu`b+^zy{cxorsa|s>P2BukezCCHdkwMfN^bSL~moOFuSi()11Q;989jto@scW2egr zzcm$Z`=DpA?uagVbU)!tN^B@0P7%6?Tfi1~DYo&Q2B>8Bi`n8-+&c3TJcxgd1}0PS z`~^gF)zOgeDJ%M&=gIP}zTsS--{cyrC1}NUcMw0_2s#5EhzuThGmp7fVbhFD&{O9v zx*76B+)+@)E6*uI+57F_{7-*^U;0eu}x!X5bj|s&*Ic+f+Ov|8ID#_V4E!T+2l@Z{`Tbsu`Wop86=Cg$DR~<+?dHcX3YofP2O~)U0+hvt-Hc}^mW?3y5SeWd8>s}HdE z_!%(I$fmfF3kcK`Ce+Og6+PX$7drFL;voI?IN$v65#x%Jf68_;320YnEN~zGq){dJ$8k>zoLls-JLDmOXP#Qog6%?T7$Rf2s2+T z+@<61@rDcFrd6%C(qozgeWQ#$Dvw zRL}{><#7N%xQ5i~VSaK5^*takoZ$%CgF3*kOO>@K z$8$-NR=BiwA@^eCC^l-;43YliIZ$9To$b4w3P$f<;d9%$+~#;^?k*?EE*QnonzU_P zZLLJjs{JN3W%~?VZ8?B7wDm%cb`o?Cy@y3}5-IGqnEs46V}G}4(Z(l@aJzjsZT}*i zH_uj3_I3{LKFOqlA#35kKW8cLJMnVy8DJwnntlBoi&qM5e1GpMD1`0n%!DqvG4i(-By^v=p zckBfQ>l}kGdc&|LqJ|IaTLaHt30)E)=W?w&M#-=&?6gOoBt~j1d=6@Z@>%ebO?3hD1 z)!-Q1)+wiTGSLux;4r+uWlEo$>fqz5035blo>CWG;7528O<3s%e?sH&#;=t$(N&%Q z9wD4hGaZsOedb7y9az8VVpjWj5{tI;!M;zQ@x_X*+^)yRAXK&mmi8Zp zmz~<=xyyx(+mu9;-{e8M#uBD^bQ4y)ZY7JeCwV`2S(;MWf%`(MNWJki6q1mS82B9J zymw=Ig&cqP+i1|PKZDI)jeMPxElAE1dS&xJQB#m9+tT39cDt%Fw{vFV!q?e+;MX4b zq>>7E$c@?kD1-UWcvv){lpktU3d27fW{0n)L)YEC=qK%zs&L>3&bw;m);N`CO=sV4X&!0Vtt#UVpJ8GGHpNZfV+-`^m7AWxtZ)sCm zgFaKdxdpn;9bhX{!thYTA~^709A|jMfLRIIh^SlF@$i(}eCv~BG9IHL>43GgP<0S`3fu(UDjp^8M6kj0w?m1d zqqxBBJLViI7JVC}N|{f+FrrqL%X8DD+OA2c)bkasoy+k0Lq(^tF73EO@)wL)Dh1s^ z{eqV_39{4z(Mv;%3Qp{Y?@kk`amXb&_5Cp1%vz3W+kU~`Z%O?A@@ruDZwA+P$C{P@ zw}}7d5zeMu7~(Wlwi_us?q;&+_JgLm9;bzgSIdpsQ*Xw1e(o3IgfF?dF9 z4OR3w@*N3(gguG1cuKD%lV~VLspAu+)4V7Q*g&5Ttq|xWfMn79m84^lpb@L2wbd#|X*;ahLb~`Ose1lwBJUT8q z&F+aUVDiaPY=M88W9Ii1VZU<<(vJ8*-{3oFWm$}SKe$oUU13hsI8os3?uSdSviQ_6 zf9_Am3r?r&JfHX~6+ZX=VpEb?R#Lb8JVQ-&;Y(Z#jEsdlU`|tg^+|YPqodIQ+U&w&Xj( zuDOylOR7OsRF}vP%N@@Z&!5kp&Je?Mxk%<_ZH~cwAs-oXS(qm+W}V>^C|OH`b~(wh zxb`{xDR0xetg*=Nu^mobN2gziE-H>K} z;!bboqdAULTFM}H)eb1i?cz&4^yrrGofdtaiQaqCxs7FUT+fRvrswdBGwqKS{W4R< zc>|qj+vl0&w%M3W{O^P{;OJF{sehJ>m|PR{kJIBt zS=AUNGC_ag{2u6A!WqsC$FND6D0%-CS}*a!meF^(PZ|^Xh0|Ve(Ib3WQcn_@-wFh2 zPbv05$zI^QR$*=Zd>m5W2N&;r=MDtx@w@h36i9KcyxavVklxpie!{H5a`AaQ{$~$w zmvWXle(w<#7%0-|^`#(vXFOyN)PZL0dkB+)xY{HVIz5i0HFE@evVJ;myrvnCsun=w zAQ#N=l4T>-a(vkKD7f)t9sc^9!Y&`kVAaFDS(frgQM>#qHa?*d-nlvAh)_lL+IJBb zYQCDOewhyqpN&v^)ebg^3P4R$28Tsuv5KVqy#91^HsjJ%CQ~fUCVz5b9c!J)!|4`Z zRJ|RS&rbur6d77GI*{!Nwq=J;XoL3s9J1Fipb5X%Q2c6Teuu_xkcYK2VyG6X?-HB@ zFkIm70CG-yIW#bON zW*=h@qW9$gP}%bgd)md9@4UC)9w!;GO9G`&Z=<=ibL2r*OiQ#w=*d$VZ)qd z+1`U2v1xA#`)QcSWlV@+6W#7}m2VT6&G%SHFVplhJs|C*5%&(9R$DV`_oHlkSS-_7?8N@0 zUW8SL7DIiiI$o=n!t_^#P+Ys2I%ijj)?Yfo0@C%_$45(PiPBuiRqUr__X{}vISF{% zyBk9MRnP(jM*sA1&Zcew{djN>W_31$)*(AE57I=hV_Vn}yDx0{rN=-ES5aETIM%HE zjo;jT9d4)$q=BPmGL0uyoP5V2IfDUfK})w@U#I z?6GCXOeWGi%R2VS@&R9-wV%7k8L}}eRK*j`-(ybQMX}Lm7Yx)JN&Ahqa-V%C(AV>| zsNy^vBnK@J*3ToN?Ps^}1CKRf;kW>1aIlec_%{>0+ivmp?;G%~pACkn?&X)aD$(dK ztyuZ66wkbzOTU}sc{|H3lx?{OX8z-7Vg4Jge$)>%w*h>RAIlGJF$Kqh7gegt6Isde z-`G*6MoSi^BOkM!-Aekv^)H`54cZKpJuafhzNr6EbRK>+zHc0FCoNhUhz62q2z8$8 zDwK?T?U0O&%2u*Td(u>rc1cKzNS)`pQ&Ea!G%0(}5R&Nk{QiM+>h(J3-1l=`pU?YE zS@J1t(0x62__mvnJ6z4H9^1|m4|R**c=ga4eIv#XYo{r?_qd}?ry+UsPf^|EZ@hBx zSJ7M@CHj#XMJr1m!3Lur++z)GmZ_@2JgscmO=(${pSX>ct8RkOgjD+1CSzA2>?jL% zRG=Jo2~JNbJNL0df7$92T+cFRYXvsNB8hmsg%R*o;O~w*9gmW4romAApD68jhC8>z z1M^M`jOLR2e7xdkG&4%Yl5|-+J^jPrBFe;;@eE0MD^5}vCG2YL@ugxASe%Lhjgxaw z%Do$;O2*jP9K4VAo;noi-avMzX3>YA8|mn+eu&{#P@?S+?ETBr0PTr*Q&)qS)GkAyv;yx= zloI$0apX90G=3?K!U@Ie=l@#ziOlE} zB)>WjcFQ)Q!jv&$iU{PF>1N~BttoK1D3Qs|DW%hO&!JVlU*r}f=A8Rf*rLsaoc$OV zE>ORl22QFHaQ(SdTBE{t{(S?B)O1+EVS!^}xR5XKNricn95~P2T@)Tr1|E~8Avtg^ z+jiBJbJBW4AzMtK->035uFFyZb7k=fdm;LB0Ph%bn##X?J%I<|&%Za^F$-;;V}HSMbrRLNt+efN|3e=X%0MGh z`0SrtjOMyqS-8lJEq=KL)rO3No%_vd)yox8*@p+B;b(G?*BJ|sXFh}_ zTUJ1Nu?d$QvJeJV-{X%-c5<6P+VS-pv@qALe+rlE$T}y@=g<0v(5thRB>N{01|Hl` zExS{3NDMFVMj{~Sk0!3Yc9(h;-|-XX3un|mS(afH_=N$E}$@Xxih6^{e#wLaB{{ zhvFWmY(A2?zTt#>(?U4zBEz0K`EqkQ9#hG+W_bH9j+dA@k;IdYc}b@%SR8;@tyhK% z#^sTTv^_R!Su$S_0*iz?5Tw?k1b;s~zbqb}JxO4jcTZ%E$seIr&XzeWx`*MfHlcf9 zEf~*`!?o2$sJdKW3x|eNVAM1mQRdbGA7VPC^VFx+Xkp2F9oT}uO zGffX=w%F?njJTN3)VEJ#iScnvqtJjE%#dfT+1<3`*H)Y|ZzEe@{*IqHmBFiBzi66x z6RMg5`@4P{Te18YeA{_VlwN1WlKuu!y<-HK9eu|?eBVk}GW@w~9(Os}^N%2Ex(6;V zy(2c~-*cPtqxdyJJ88$yM&P1?sCMyER%2qp|9v)sS?-=s;eP8O$=R6I8D8gPC!4X0 zlWmyj%5A|@{RX^S{!r23Gc01F6x(m1$&|G-nOWx(dUbFe>+L#2n;vBFqYiz5C2#e) zv*J$bmKsEP%cLN;$eR`ve1g{C5Wcvr7;J{yVsqwWnEoe*uDDI(KRKv?#@2`Q>T@w1 zoBl!cHqaC1&)QA_uPRAquaGf_lM|e@ws^Hb4(A+1EbCYgO(#^q$N2?m%UiPg+)4`W z(`Hu_lz6Qaz!AoO_)T8VNM`YC*!tUrRvNAW+j0ki)jN>c9}Z(mH;d>`Zj$H{*G>i# zFHxTlho7!%;USAemU44Ei`(IdQehvsnKB`~>_$8EmtGHw{?ml+RTP(Yq?$$!FQb$~ z1(ICRPs<1DvtFYWTpiwKKYGG&>(mySzCMvVd@Gve{|XazqL4WbYo$7&|Dm#EDYfiv zCz(6p@b;+%Yx0&SACVJd>t1nV2Myr0G^E(`>v^0}=K%J7XS`7CO=eCGOH0f5dOs7UUKU~O8DsWtrWCp;iuwEzBgz8xOxfXyFX;T@d|F>s$xdF~#zyL$-3CN;(&LmW%6pNjp0lVU?>JjlRE)*6g^; zmwz6?lp2ok!EGt9v}h5t&RfcQa%Zs1mmkxl@18Vgi3x2Em1UnJ)ac}@DXh(I2iwG% zkgWPwdNA0ZPClK^mOP)tWb}#miax=9m3z`6qkPz9Gzg;9J;cR>DzQV(0P`A4kxFl% zb-$$D)*-{~Le2lfolz2Y{dGp@yfX`<&aOqp-;;66JHYMV>#@TAIY#YUi)}eav99I| zZvFTHl0UiQ(krDH7jXpjPK>atmngtO{p*;edKm)Pbu3W21(%)rCs)kLMhZKKBbWV! zA%8MB_r=n7W1N2C_1g+|9}nqb?cP;1WB+lysO3(Vl9!@E_h20O$P|~`iSfJOCh2J% zWH;sRY4k82A$&It@Vr$Sp1+fVe{%of2(!Cbr0*;+xwqq(ZfV=WS3FQ_jf~yBwC}jy zyq0%-nTC7E)#2dR@%VXfHmbCGh(;bd!Al%o#U5M~_Ch~Z@W1pxHhRoGe)@mjI6|oc zCS|Op$P4NyAN!u4?mQ26+>aMMYOTaDyH+r1k45XV)m-b1UK+IS3xA}~9G43Ij$d7w z+^=|Lw(1VU$PvR??!7b?Rk;D}Hx1_Rby%UQXFA!0#*o}TO*%6|3QvSyXP1tK(d&^m zOw;}?6H!CUf`a^OnvMifpc`8g-J=W+ZT;kke&wnkvWr%h_^zq!#S$* z=!QKTAM!6&U!Vs+GDyjwotvv;&cXw~Le83nOk2_t!%!Wqu3Vzm-a7a^OP4pvFu?^I z*0bE@$a;@XU^-7ubA6!3Ssit!(|_Jj^fV7@3kYFzn=i82m+aVsq<6I9+hF*!YBu~g zY&pw#-%CHQeV`XJWcl^o`mAN7Jn0K_;=#_lSzmVvhHJ^7zm_T{4(`W`*|K0bL&fe{ z(N}!^rJB z+77!@p7J(@lkmmK0e0)oiqK#|hu|}?!k4@H`Gc!9a7%I%q<%k#-Wky%-R;@v-I0U` zpQNBe4G(P{&qNv^`Y@Lk~vd zE#u>Kbae_|+wY8nE_@RYiun#I&23oaCQIrg+u`Q%G*0SqD89}M#$+{Zn6)*M&$iD- zzHv8RN%6#O2Eq76@gQ9jDcXgH>f-BDb8t+=8#LT3jb?7z*wxU;roVV0_8qYpgGTrZ zjN$;iksO8%DeF+oWYF^L4*b$T6-`THaZR}|N=^&L>C5iIPc3b`340sxi}yKv5-}Oq z|2u$X`w92>#(-jdD6X5LfnsSNz9mG!2I?*^lt) z^ARlElf<3+GX-t*^1;GP23I{lgQfG#fCZk0cojuFe{mk^+Z3X#b`>^NDPg%w3mQCm z%zx<~%)btM3g9#zkM<=aXg!3b!i*%NP0DWUnHVmz<0m)SA&UkqRb-R=6QEYe-}z>~ zg<*OeYPSilV?LRW`h1!|^8G5N8Ph_e(N0xrT1 zbZ{;mDM*EO*;C-LX1Hi=g(8bv6e_x-K810LZsq!Om!j=Nf;&BOsJ}><3A+>f?ak9K zwVUFgZK`ae_Z}`_{SMaodpPaxJ0P58GWcL73LLtfWYO-$Ol0-BlUl;ZT#kcOfEGn)1d)Da z5U)MZgbu<)`Y&u1%l+>Qw>e*zt<+md0ghqprEvuNp_NCMx&{8RjyB#&$+cDakV=aT zTwv|7h4isT1HTS-pq7vaYyY=h|p9J^6Sg?%b z3Ocs9htiY-xTOa+!xh8x;JR`q%U!sReS10cCld@nx_TB?{Ih?=Id7gy` z-NNE)qbNP(H(xfxka>Nnf@n!~Tw!#(JZ;u`8X(@whJKQTER7EO*6kq5Am z`*Ee_2X4#duekM=1%6yKm+ko;%06Xfa}5EOcugmZ=^yqd&+AC3!)ZN+w04XU{Px)EkZHG-&i5n8{S3){cNLHZ*-%sQloZN4wzL4rNb zK4wh!TV=s%#|-8&WGXl{uV%Z<#-ie*Dwvb?RFpL?8ukU;f{Mfp=*hSv{;D^cEmkZC zsp}2UBbg8DtRBz{lNbE-`kyeMd>YKMTY>IhmY`RoB?Ko8;^(av_-QNE+47zHXm4jQ z9o6atr4CKexf%YnrDG@#aomG0+g78yg%m8;YNnaZvMk=chZgIP#5s>gVV03Sn$A;% z4PzVVU+HKzFS8b0ZC`UERNS$&?F_d+HXC;39>Nhqr`m(d<3huyfUKl6?w|0FPqdPU zza>hn)!PbmWjkPauNbuZKallaOXz)b7$#el(BIpNY$)XOq3>d81)l@i(et@J-P?5k zf|$=7%IMioT~KY-KuJw=IB+Nz9&0{z-Lc`tQNaPay$BM&Yoe#Te2Q>!CjT54UQ85AQxy4i~qj&^DWO zXpvqcmYW;E6&3}<-hE0GvPp_$N?W-PR<9_zJO!t;NrKOiYvL0|Eo5caBX+DmfxEK2 z_*+FvxGgOV50!<(v>U@I=4YpPh>$m3J+^|owj>V9g37`AUN66IS2T>Tv?k0r@tP7#?DosUo(O8Rc|!+X39&Oz_PriQ?v_ zLX~zRTIe2zrShG))Vu|*YJ|h}QR^`M#%OG~YL8_z_G1?BgH3a#aE{z|CS8?-mdQW) z@SDldG-)V~NMDLlEFV)`c8Cr;Y{0n-p6Jg{V{&-&lZwD)(`UXp1DUr;FSz@i0hit^(N2>lvhR{- zJL7WU(<3{yTCfu27uZu=(Rc`qo{TDOS~zrx9>z`chjgpUwF|h(!;8#FryBv zV`cG@kv6LD_C&LsH{89JINEwO9){+{Vr6|RK)n}>%S^?QM{ENaXtb#=hr{K$xRY9}+Ttf)BL56q?Iz-t_-Ik#%{~}6 z!&%_rRD+AQ13bSL2pgk!!)n)~AZ4q=zh5Db5yl**)!m?>$!bhvzL2HNxWr@Z9k2?I z!wcKGVBg?)s<__;9ilPpdvh?{&RI&gBk$m~zBjNm>L9=8)hhfZ>|HM`@JFxc^I-GH zlRW*5nN4OCXBF>;&uta)dWR0{7~LeE78{7e-_J&kK^-ttZX!m7+{QuEry|%pLenN0 zH0YVdKCs2?RE|DNEKuQ8WxvDkrY>+R8_UYBE`V7{A*6YDEXY5s!o7;cG{dli|F>LV zT)s8No;XwX>(>c*FDoz|rB9LTmtpwXV?9o=3xZ9<1^=@`1s%Vvi-Rj1i5vQkamQ@% z=B&s&wrv5y+k!u{(dDYYLL9UniJ9XN3l zOg8sZr>_ETl9a;ljhC72u&0nJmSS_4-eN1RY!e;svqz;JIgmQ4jlwo~!8sxGmwMWc z>_>Z{a-P5%^9w`!omWAOU^te`L;1^ zd@%9TB0~5A;~dbLT5kL0yBga*dJSJUI~A0tT@>rKT@>=MiF|Q#(|n;xUP;e6O-eU$z8Gzzf(4$O0o6lr#s za5lT9K+_=u3TzyQ2eTqz^Q#MhbJpU9F$>tP>7QZ6ka76#;|R8~t({_LY(tZG+N}Eg zf5Z>5VP)5g7%E|h<>`x4){G>M)aPNtXH4=ABp0jrMm zL!?;-=-wVpp^+EG)fHCkX!Q+pFCPkzJl2ul{eCW`%Z5HK_$Cgzc@Te@$YRF8ZJhGY zY6#O5GGMC?LH5E2<&90w*r%q8gFcO;Vm_X^oB!sW&v~OuViJvCX+Z{qX3}|6H(1&5 zh@5wC;+|4W-hH7ehmh2V+422c{n$+ z6MiZGf!@REFz-hQEKGZd!rfJ{P)1;v3I$zyA9ap^eg2p5lPTvrUtz|SNXpaYx!?kgQ$613Jkol zj|{}Jc>nwY?@eb58T_ zTkueyCK_|j06V77A;okR?9yj&sXmztYWa?qISQ=ug(RLYx<%ivxk0N^1MFO7Z@VW} z1@E;Cz`$!Yq!+A)wP%$u^lTWd5_@2Nhdx}Clt)YFRn%e~$E{2>;^*J-qqAC8-1XFf zFf8s3-{k)m6lP1q1RumdiDJIS`zn+Q+3dTyZ$MjTJa+5H(Yj9|Fh|7{o6<|6)G>p` z%s)%2HNdTR;o;GX;e2RsA?&#IlV2k%qA7FsqSv6a;=I^sm50DQ-0QbqY5AR>0$F6_ly*9{l${eauBN@C!Cu))o{CRBF@lr!}SM`ah?kc!Q=0HzBW<;7p<9%542*rC~H6Toq3M? z>sQYo)2fD}J!b66-$sy;4WO{G7Bv6kOPK1fj+$f5ans=_uB`HcIB1#*<_tcC3&|Wm z=p^Fkm^3IJ@Lgayxr!Yf+F;xxP26DSC+ust!OHa6s61;fu1l#C=?F6z(=*%Q{F1r2 z@kt|YNFI*M5~tzY8AtH(y)}3*^D<^DR$%C(O6+ZZN6Ox2INI+z_qEZGb*@T5ev=E# zK35Kty}a@Hq-gXm^k=XB`wvg3oyNs?UGc5HJ1$cw!cD&x;Nav6)Z4rRTRc^8`u=FH zW7!Y**_=gP2T$ORCPf^SE`lFV-B2+h9!L1?#vbRH-2TtX^vY!=KGe*j!i&B%Z1u+%x~KL+9R84Zu-Z4{+3jZ5NG@xX%#ILT`%9N+i{!h|0Bk~ASBH{Ba;w}{!` zU%Em*ROo-%m+^}22icm~0D+A-ni={xP~h#M+*~y^US)qQ2;w;G-*c0s+O?S7w*Z{d zvX3TRKF0fQCiW$KHLIHuD)toxBMpWxwpA7s?GdWm8WfgbQ{A{tcs^4@^?%dxLE{9GkGPng7QW*3tViSadnwp?T9-+G zy32Qun!-|*&A>%b>FmQqBbMa-7ar%IfnUwu{Qa6CnANxvw~uoZ9E%GvRPHbqygdp}LTqrz z91e9NcT+*l7&c3%m^-~n6CL;X!TYV!xcg=&C{zxD@org^Zxsad4xfU=o=Tj)LfC)L z>4v3FlB~hGlAGc>3H1_>La%U!x%VD`Nrq#@F(+-&J4*sZLyBm^>=h!p(gJ?a=Z63- zMldit5AH6xj6+6VAeEe3FhDaCG)Mt1G+)MHU)|xc^es@VJO)`x<5AqI2`kuHe&wA! z4sij~(?3hsKdnb?)$vfn#_;w_l=0?)8rZ454PNwU;LlM{VX(lWJ-9}VU}Q1B*#4Ll)l}Hm5kp`?>>7|Cxqy8Xx`Klu$FsLy{^BbKddR-uDfR6-Bl=W! z4$>Ak!*)|=7W_4Zd=9CT=hi1w7$lFQv$Y_r=P0$186C}tp?*CQyM>n0PmMzq?Q2Dg zx+id{Zf6KB7qWW>PB@4*(zjPR{LX3@mKmf)uYNw{W-NDLLswhy-fsqxUcf9k-gA&* zT?)n3I&n0x%7N^%)tR$@8>jGR0wqVpf$sNsvI;y!ZMS*4K6^LS)@GCZd_!)YMYq5M zILU@R_(UG_$FU<*KJb$1wI6BV^dm4D{5DY8Wt@{8-?%FH;jP?M+9kW%*X zk2(IePY`cQIBPp#`x!bvrk?l9loS69jA8rqrAY6DF@@c}B5KpwOQu=|Oxn?v6e4mt zr;`>?`p%iD+U#drWH!Kbn_qCc;5o9IPr5u~j6!VluS$wPx^Zn75iY27G+$DVX->Y%W<49o(v8RAUDbS6IA4xU&wNKe z3W8Y8?5~tCLzx{Ka)d%0&oRr)ROaz)HH8Z~4j=b4)}|N(W4`&b0>5)ySy~~Pi~f*j z**1>0BIw!qoQ!6Nl0(fm&R1Old+d$SG%1K8-%rIo{~mzq%{OG7Y7D`3 zz2xe-olV(NNe;n5bbrfqHg>cnK6mqHsf9}H&hnd7nsiw7e)lQ%!MB+g;}N>AWq?2L z1@jM^2QrOWfue=C>$!VJPVpYOZCqHp1o}Igva{o>d4sSOScBHALfM}+X>a4xzgn`r zfA-Kp-`BL`!Y$}pp^KYTX4Ai)@xpWSGf=)eit27}<(;?grFE5|6c>`jLUw$nU6o&{ z_h}r7x`u$7dOqvz4H8&qd8EC*878HEi6lIvKQOhKMl1nhKgh*H2GeVhD=-svGM=0sPw@U_)vq@46No$hCQNXk8NSPM;6uJ zN`w}_UcT%0V;cHkAM2AaVOvtAU~1ADmL=q;y*A{*F`;1YeVc*gt8h9QQ^0+;Tn!2X z-|>2flJVDSVGiZJ93DwI6OOZEyEP}`fb{F+A+ZW=(`G~ez+r6nOF6s#wh|b*qa5d? zT;ZD1%y6Z&5*uK36sfO{tc35D+|@)OlbRqJQmBZF>eT6ByWsf?SjH;+hU1I6Q)u7r z%-=V)$GDbtK$|rfR#)oMK-rclD>3hS_=DQ=j5QV~r(}t)xbRzXwc2lNQ0gXO(17hmyp;3D; z&bGV_KYS8t*5}o@`xXbg2adAy_8rCDJ8_S%X(@w?1JYq`LJ(LMEdt+K1)6>S4(wVx z0L35VL0U70%iVqs7PX{c@Ua~3$sGrn;Ao6vKh6=Q7CK=4rWo*1T87UKOu|`KtFgl5 zI~ZgZl9AqRSnV|u%k?`zea1D?5pt*UZ$9F^Nq~2=?!)l*^Wxp@JwncWFs=|fEq1=y z6mV~nsNioEoa$`=>8W!tIqofIH~$EJy)c5^8*@dpIW`UcrcGtXR}5tTO>Bi9lGWJj zGZH&1`}lPunsG~*h?QwS;arAI#d^yrFgsr#b5m^Da16mm^KGy&?H+U*74k##7T}C2 zkxWsp5?`46;KPUn5t}HF%Z0rA+`wcwcH$(fdN@kxQ`oTmE46Wez}Icp8OaVtex*$o z!tQhMIc|TY4h!oEgq-BXOvS{Kz1KYfOZsBa^QGYA{(1sGuUN-6i7LVB(J4A7FurUD z41^?`GFYb8Mbm$C_`_F^UB6(C*M{9BS4BU3y7w;Jy=x6y`o&CDbuM|o%7#<27LarO z4(z<&0c$Ug$Bp+RAt1AhRtvAQaMw4GyZaB9jNZW1#;jyhqB1ak%OUiry30*+AH;Uq zFUH6sC%&n_ zvF={(F_azt? zf8{=;G=c8&z2Ip%okdu>!VvANoYwF=5ZyPBP+|zwZn{H{Kbk|o(iEIkm??O(3%CTm zE*d`Q6Fv87=h~N_<&+Eyxp=*qRG*hhX)${#cy%948&|~bl&yj9ryr1ak^wuWeqW?G zF<4-8`mtYs?}MZN6mUqr#N4bOQhiq)RZ`*xOu6zE|xqBVif2`l>)wlnO?* zCd0VMxxA_Q2=+_#m;V@?3YG$sclype+b>Zy1T(_R{bs%6T%$|)rfUJ%#ZGcdYu!L) zmItxOt+b}~7xyt$hMWa9$ECxW6!)?Q{{60nM*D6!@+h1=FrLOn?I?%!=Xaq(n;eU3 z{zEf`mra;D08b9hq-P<5Q|^`rn6|v-l!D(u$pmkj|2Yfb`f-}zu>mFNGL^hJ#pQL` zup{#ETyx(ao-I5Oa~@Ewq!n(G)gnv!3u}IFr1fGY_GHgv@USWo zDK$#7-OJCwN!g3^H@8*fcc79x8$F+#1Rs$|))l_LUk8elo$1K?4R9=9h2^%TiFQx% z<6O`9b7N1vC(*pcfW4az;+g4pP-1f}jC1-#!p{OO$cg7xOy~lYNBQ(ONgwKLGGO@IT9Dk3#$9N9 z2^D8HQr>BI&i1<#W(`(kk^{BzQ0XApcFct8987V)+#A?3M}|+Xil&)bb=(g+O<8|J zAbhQ)u)`XK1J*dwgIK}m7Zp!F#nI#|d}HEGljzv`HnNpg!_PipXrgOOxvFhYl9|Zg zkCPF6l3%YSTR7|*jZ5}ss!kV~!T2#O{Ou>GYY>-<)8;T`zlBsXVGxTH9GB~zjA876 zTcn*UgL`)mW<$#B#3OGvlZN$adfJ&oiVHY4np0xEf|KY!Wi6(fRnA6!8_8l{Xyc{H z_H6%8B`SCSNAYImB5kXy%%WGnVp7a2SRLrb@|Rv=n?|l+`5IzMnbtx#zP<<7*-`jT zQV-gk^Vz(+d8lghRrK0&Eu**VVZ89!EAgDno|{NvSYJDN-ED*QL(1vn;(qe`x`UOT z*}|-{L(t`{DXaPz%Pzg%&P1L!$WA^L*0-jxx2h#{WStu=QAnW7Dl1Y-97oMJ^TB$A zI=v72%NxG>4LiPv!rh!7)V zsv;A$UaPQ;hLxcEAsDt-TcgYa!9la;A=M5YDss6c%>L$2V-g|5n9s-}I=erRqyr=P z-9^XvjobIqqo41|d7Ts7b=gEiKRu_6@$1>oQ97)*dk@nc@|-unH<_{MFk#hkj{e(Z z&N^LP*pXp|pwREa_SK}3gpi@syQ|7>?#UARw4vg6GD=W-IF3x;zM_^BHSp51h8}ws zi>Ln^$AyfT4VpLG*v##1eD1va;9y{gQ~r)*>8DPRVNH4QCH5#H=Qz3!1J}!Q1bNtkO-5J5PShGAlvtBBW3&7(s=hKw(9p|7W8u{J2CtyO`LWDCf?k@ME|~0f44vC zqcvU$8^^UJ-3R7)3VOa9GVWS8NEWxyC`S_(X`~CAY^&JYHw|omfHCWr{6rHH&Ed&@ zM;7T9#fE(}g7S%u+_Y9TW~Ji+8r|Lz8CHMlF`}xmpdcy zdtxv6xC{g}hkdY0_dd)4Cz_{ehw9-rSeiKkmVLVh6HOkH`MqCUcA67g71szS=Us*= zT7uJju3Sa`)N;|ak`_+kls=}`3M}c}1DRt`GC1wCV(r2VC+=1RCY7Hfzey|cx5$yR zy%7cLeR`;}NCt}??65%d5X(5e7u8Sdl2Ouen7&Az3tOFm%O@%EIvE;RUpHCUks9;W zrCWrag*>yEv>YtsFTuaoXn3-AFt}cR5Az2G2s3_VjB1hN7Y>Z#-g_B>V&(ziPGQR= z9A4N~8yusI(fg<;$AWFxtcw43%F~oxGGf&Ytq^UO2@M;xF(Y>_x!Z*EhMq;tuR4Uz z{Z@i`noZo=&S3a&_Iy?rFjQc#C*W%LaMD+K#XZ}c2`*kllgej-*SNLZq16i1{wAGY z@W`J{80Ab2I|b_ThhTbNG!7FaU%_;V>^{_-SK}D$IhteyfIM zXSA@&wb`qJ?H;}AJHT=0e6a&6VvRU^}(#1P!?4Es+z-rt?8b+Sfe<=VStK{%y zp6yUtGKXH6IkI;Ny7*?Z5f-XHfE;d~*v#xNy*_Jz1MIKTlQ3WI)-YZ4>^;h*rT+xC zgQvjmv;pvU{=lyuH8eeYL)02}nvF7Aj@n!8ISKRgbdCiwO_x6uS0?O8rrm&DF&3<> zRf(yo7Sq9it+0NhD}Jm^;woick*DZCjFgO{F{%oruwOVsMr4Zi=$o@wALUs29a+py zoC$UJj?kjt8+gmbLdLIB6J(YfLuHRYEihltYR(>^s~)4M!S*&t#CDUGj6H?aIg*B9 zE8W=MPqE4Zzef4K(BHZy>_HmHXZkjJQmhLT%8KB0r2(tapFl5nq{8E?L;1&l${^IY zf$|%*P}M1%20aseM8l&6PrR_p_DO`7QbXYWs$lT-T8k&HxMJ36Rm@k`#BXMwVMv2I z3oy#yKKV_;9tA}_Jl`BU{9?h$i>DTgNLai+1}C43=H-GvfyIsqINRX?-0ZypZzKj` z*}%czJW9;hjk`=k)e$MV`fA{m2ZRs+{p-*)Gs}z&L}Yra-Q?Y{}f2+{ueiVaH2v`0kMh4pw8tcZ9sa z0htQWF3{#glP8GXs$yY`;t6OUDh;L2ma#;c9c<0RXCyFL1P|nJmhU8swZ}s!UPF$R z{@OuuC9-_egg*XS!e$EnJOQL09%jx*l`+&QkvYV9GO@uZRwFwO6c=WZmTW0^E9eV! z2s2zGWmQc3d;x~PyHAdm((KnZchs^t3*Rk^`BmAG0#raBD!&9$FaL|z_?O7#?oOsj zRmv>;Sh4K^n+`tM^*+ok(C5x5--hv7v$%!>ws6+W7yom+0zL2j=t}-6QaGd)ZjT?ZAu3m(pL$k0l*AUOitYDY_%E6y_p;M8r&2}Eop>)G}f&(gwT<*|M-m+_A5ULPn_+N&l?bNFpwgeFOz(J z9-GS_XM?_auz^l%NIOZY;@>`Cx*5gn)MFL8I%Oh@T9QpRix#klW!~Z~@$u}W?G`W& zkAPhj!&soCF5wMzrc;^>`p!9FZjgvX9lsGD_Y1)QkvWTSg;AY zXLplE>?HbUISdt>{YlEKoyJ^~q^=9ftbd^r_e$`}?tQ4ruGC(K&yrsFD#-_)DW}5X z*CjBuoQK<2Duo$B2NYOtgTTLOWaDDVo_<`(R_M*4y*>K?J_bOCsthZdbfA2}qzjZ) zwGNkk*ow;SpD87xiM%7Wz`Y}poJ~YK)ID8@;>XGS2dL*SKN!M_MhkyKTLSi9e+@r& zm|^yu5Qy3pK!xj^@N;Q8WE9&{R=^tiW}FX8Zp@(>P4VFVSe`{>HqroAh;A2n4|C>LB=adq&b^p<8t`)t3~l>$!lfOz3C6R!`uAni2( ze+b{;4*Wb_#TPbh2bbbEuq%8yNOivf#{r{oL^cEUrGxCOeTw1g>4n5XBj~Ss7xM^@c zxwr}|%st<^#D!-;q9q-&KTHz6Sa|`G^zHdoS>3R;^D69|t3j)+KVrs}Op?C3gzScf zQLDvD=r}rnZ@wf8m6MW4*>V8RJ6{3URixm*xixSq*Mv=&a#iS$Kcn*MKwL312sSMH z!v8XiK&ypr_)4h{wRg*-+vuCT{F2*vXhgB-ykrjcy3B>h#X|-6)FCv~9K)Tw_7qRr z@4%mPH)FrWOtAOgMvptp*pglH@T@uoSC7#p2j4|#nPAT()a#(?@d?p zCpv`t*0rnn@0HNCRf=Mw#1uU4yai^KHgeN_joFtS9;~~>7zU^GgHMzOq(`fLqR=BTucXikUtvs<({d%6RyYJCB3LVlBh!35gj z3J_^BgRN_FgZUFjvjHy4V1#Z6_xYC&4GYl3Rc^*mWa_GiG<@^tX$Pe?7J1A)r$ zVp@L`z9trC{kAe%8Qz$;>0-dc46!sU&vH$F=@JnvnAuhq4lXA*2)psdbNUB^*ktV4#6ec4#1U* zf}?ScGkz5>X8JWrV3=o2Qb|`h^MMb!z@|TxV`;@7pDY8jehh<_+0)+Zy9O z*Rz@nBIvQvXNw-W;dQ+n*kKn&Z(qIz<2*Rn!x^!=hlvj6Qz-%{P$!${X~hcY@(8 z9d^t3EI751 z_R`)->(kbdcbA`(Umxlz2qF(StUZZ%G1rI1;XDE#dJx1+|OTqVVX~|sURf6*1 z2PDq^!}Yjk<3~d=v{k#ZBNJ-D`MCs6D2ykq3&Oi%pf)NuC9}5m)5-f!JC_(H2}%oV zxIyE!Sk=#g_-V#zN}n8&=!H`bQ>R33prR{v_4~L=n+f2%8?p#J0=A2%-@oN8zB`L%jXduK6s&gcviJ6)#NovGC4U&3dqNYVTA z*$_NSlD%E_hELAAEsB3Lhz%*#W-jIFuy*@uSl{JO1xChjV@w)V$ZjLM++eP+-;MNx zg}KTSf3{n?f&b)woba*?>pSX+vtTRx_G>Ri31{nN$=NJ=^=N#gGLU`Mf6Q7IE0bQG zu*Y6x!Pw$))Lo*BWixovyKyA7v$#F}1lwkP6K`ilI z6DP2hFih_zR9p|E4>etu{Q^tTc(6Z=IkJ=;A25~0ee|KUa34-mrHmV?J{8@LPG+m@ zCbMUeN=z!U+VW;qC~CWRLV)&Ub|Y2_jtFx|3Hc1FS-6YEwT82>%8R61F~Ul1n?D|L zHev;@WI$G-79wUuLbYi>f6OcfSwv1Pd!2F;R50|3?<*A#nf?X8%SMUz#nkv zp^rMNA)Cd}lakfASZV`zDP8CxXgnsVf;W6 zoDqCKX~)!rj)g0Wd=Skws=N@b;@*girnhmoB{qqt8-&2TnbG_-<=HIjwmf_2b`eGd zorZfIE(klr;P{R*{>{5VSob-NL^?9;N9|Bte(^MF?Wlk;ZCAJp^o9#urcK#%WZ1wX zfA}w^LI!KfQPlpbj*@=ANW1PN)gQ@cC07np(WTc^VgMz3?)fs=cm?wCPvmnG7BJnA zUQmovV(au;VDpb8=x7-V`lf;S_wIh`Rgl2aY3GE@y_{8rZUC)&|CZmrMwc61@&mHF z3*gZCKirX!Tu!^79p<|_!Pwd-P}FHnZ4FPTSF{~|YfXo7_No}CZi*A%7@uVsRW#ca``PV`;Q%7(8}lJ%Z=HcxdnJk?kp_so(P*=CU8oU zH_$GAIV~OF$Xiu!K-IOAaZ~zo;;$-y0vER)ILc?zF|Ws9QC!Xyt#9V4EnagQC!e8e+gwzVHijqif!y3XK9sQg z7iZ8n7|&W<Oor?UmUBq3X_(10%l z7HHH}6ZY;;3&`c@8QHV}&U7 z8qlfNMw+ynEm%8D>}e>*_T{rs@~J*fIlh7oUilGI97eJ<^ZnSo%8$MWDTBN8c)U7m zIqaId4TJo3@U{IEth+OuxEHf=wczo3eC0NVJ@mtQ-;d$oiS>A=Dh#8vGlc#^85|L2 zK2rzY<~rs_^SZDbW0oFA1>+y|J58PCY_t?rSaR?(a~@moR?F|7!Z8J3eYj#im<1V! z;yk@}Zp0Yxk`JN>U|=|$PX5b*D;^pwIa!y`qw$?(CN3~= zL3vYKA&a&MXXO}ynX*4LO;<c2HK=2r1e?~BLx2AjeDKT`OU04++VwhYYhNR{!8YLe z&1oqAzzQ!q8{!99L%gU^$;GRWgh`9@vE}+^^t;V-O4`riUgSyKEaXmJ=X~N;DBF_M@EedPtcg`Amvi31o`TjrRcR!;a&kbm%$rWtqD&cOW_litg6r@=bCUV!m4WuYe##!Xh3#GC_ff!&RAUV3_+_{8$_ zAXUDLnXKN5%YARKHx}}2Ot~uaHXVZDv%b(g#X%sFvWJ7GN=e@|41A?e^Cc-wocOU1 zRw{;(+xXk0o-!QwMfPlBkAU9o-+kzdM*NX zFEV67V=Ev|tOSRDT!QVR1nK#YK?TZCYoqmF8lkasAyauam#KamLC@!Dvp@Ai@KD=ZF6Gn|wp(@zGh4HX zd9CTCJ=^N&n9gZPj?DtWi^aXzEASkzY~v3I`9tf#la&2To=Fc5U=O?pkn)=r3V7lu zaB$=CwBV`>wb!y%p7R8P7AskQ-0%%AM;4%+&pha!OoSJpt>T}2q6CS~0}G6!FLd4vB2{N()Cso~&uBYdTF z6}Vm%ydE_L|6@U*a90-#mma{edPZ3OQrlW_1~0AYRnk z4t;McDL73IN8JsDBbg<9E1t)@fnofw)J`z1zJk+lE1}Sk#NqXKvFErJonVNuwq~f{ zoQv&CKjMVV%kfZD8niyP#o!GJIN)C~_*k69_f3HqqwUAO4J@R_<$JKMNd`9yuCU)d zxjdr;jMub-D3qXoA4)K^-vYC`j5yVKRd901I)0PUHtwmxMT(tui@!62hY#XO%qP$n z&#g?SeyMJ5gKHf1jhu{XgFHcUb{}nDJBw=bZ?kDbhd^RQ88_;YJX-8k#3gnX^m$+# zU37DyJ1dIGb8axjmCG@YxBA$iR0>w}SE6;X11gG|X!zq_fMJ=uz3C1bbaoP)SXu&Z z7KMMY zN`kemnsE61P`sXff=*=lLw$D{axBERTC@ke$;4t0!(n!^Tujth5 zSFk^P276&uOh(DG;n(XtFxWbue&cca(G$f7om3}oMg;`r&E}^c>Y|*s>M8x`^bR=F*`%UG%l~H);QMflVH< zv~K$!@rkF((6P>&PCic)_B8g~qwTHW{7->p-u=LviazmU2St;yq9b^!BtN~x(oL4hu=qX zt^1StkH$^VHS;u<_s?TT{9~bO$yH3Uoe1O8zC+uib-2bs)%x+Ev3Ras6HnPVqK`)( z)uh$HK;JExw!Ih}`3Xp4n}p9S2JjvN9t~qB%*IXqQuN)}jtWO-a1Wl=z+gWa&c*Wzn9(`W;I;{H`L`w$ej0nH7jma2 z2f+p6aEyeCbz5%@htd-frG#B|j$k*se?sNBArRW=&Qv}cl4|-SD*9ByPR&fCwr`i=pqB#e zD?b8B(;6vfwE{8CRQUTRhB*cu6Hc%Ov9{WC`p_{OUv-qx$qQ>C{Lc$YGu#4q>uSJG z;4(b?^OUwlU1otAR-n_+1;4!pu=kx4n1f9Y7co%asW<%s^^_51wGqqscULdK!A?oe zYuW%hwO>T8^Ni4CVT{;T4Bm>>QK8spuQc)DET^#S(ZQHWS4gFg;U$orCyD-{c?^xoJAu#3@|iWCr{bt&7!Wv6=q7_k}q)WYaMm9li+S z($gVhatX}3lEc?!3LcT`;q2Yr&7582QyBctmZjM!VZSH!I9RiAlM4d(e-%6OZ6&+mF_MqB zkO$9op){S#C-b!Z@Tp-1&RLZPMb9(n)RDnZ{BDgnyY4yJ3cGBBHR~zGT{!2F<_fAN4L$fUP6GzIToi z+ZNN0&d2awua}lw>!7js+Te4FFS)dwrdJPUadWEk#J%h4`O#TQELvOwv!_1+bID@R zvl0!P_Qf^RPjp?kFt!7i+nY|fQX&zV3@TbR#UyQGu;TSuIl zcoRxg#!{W=9_9CB!oB+^Xfbz!68hTcgcYEZ{|>0K+KGj39TfU>60}@aW>M{X>Ez~V z0?$92G?_HrmiY@$vsBqqwG*g!WdIr({Rh+Dx-tFn5BcfB465?MB>c5$Dw{L7gbz+z zzzn?mK}P2(aS(IpSil@EoCJfi z5$K?{3d4nWx{mx{43vG2iT&j`U{^3Mmz|9pjYeBLSn0rnIdb?xX)BhA0EMkK#D-R* z8Y^yNW|=9k}o{ zS$M6g7^)4EuyfT`G|yRBx>ITnkYh zr(xUZAsFlx$Vpb|qRpgR+~fUAslewp8C+ClhfYY~ds{{LFu)JZZ3oi*-TOI1_6PibsnEphjeJwVbf~CUgoTyIsq5Nl zHb^1{3IbaArd|a+zOakp=I`acRyGhTegyy0V&J~39aYUW#aItrCig)S??<#Vofk`C z`+^-*ZMYRpFU3IChh)03ri=RwMA;|ZabtB5Z?(!E%DE_1QI^6ZfhpXv`x`OODVuEf zUH~U87530v z&DfB775pRFK#OW0aUL%jZ5|T^HVO+!RCN|E8!jgKF2UJdQw8PT1>#GKU-Pf}iMIS! zWG!P1F?g0CODT5ezb(*bxJrZ@TU6LD;chbW^kLF}l>#_;3--`(R=rc`0f992Ic7kZ zaK7op4r2z5e`({uO*AiXJUqVnKy)Fjkw(4P&78A6g|pC=?fSElUlI~XLpNWhKJ0)G zS)-YRr4JvnSC*D0Ok<*}_H2TIADdyD!u^^k%RZV6h40IEA*43KnQ#;9y{&%uC-55v zu^YmEq!<@({*P8(UxT%o2l;QGb2zuHxgaa}8H&2&c-y7R@sWEB{aB}LJ;MGoWMsHu zpuR2?rQ2f8-!CZfwh^DX)nZEZZLV_NDS`Dr99qWtV0(ltrjFi>-@V3TYm>7eXA#)! zdO?_DJJuQ+!g0-iV^FD}snjRY40FP7prh(ZPG*G_o$eLhJ08BJi!&p!@0}rPY1ZJ{ z-P)L7wiP9|KSKM!BFIS3#hX%zxL4W+Z`_@Ni{1o*v-D{k6D4Cky+$4Ls+>^P=NK-v zBfRgm5x<|$VHtuOX5TO;?7VxNn%rvWxp}fUA1AP^qAPsp25sp0@`zUb?Be$|rBeIf z4B}3ku_;;$SWMt#raYh;b8aH->7u%@ZCO)!OjhR_z;qux<(m$yKs`vZg((fbm=$A5u-Yn;n z6E3qy29J23n(?%B@(%V|O5jwNc@g&@2^Q)MVzajvic)1~(nWy>B0s~KvnVn}i^Td?7G?l*7`m%>xw| zbuP2hPnUB|NAGSaqRmb&-0WyYHYF{ECWqaj8Ohna+TLk+woqO)M!cUEe378;pXH(t;xoKz z#|X4vuL>*w6hWKfb?)GjTG<(oo)tjb+HY4W!#7M3xWsf;Ug+4_zhpWOwnP>9`?+; z82lcLgB^Zj>8A8~*utNuH$1R_b+vT(mK(FFPp1cF=1fKCz&x+o$70QY@e!wHfy~H_ zY`MJ9=Xf+t;H0i()?+ua-Oc*E=J7Z5*af+4x?CMjQ7ZYIjm}s$S@#sZR569qOLw9|f)^X3 zs01?-?lOI!@pR_uOXv!#rO+G=HYhofrKv2T%5y5L?T|Z7={09tdM#ORKr(ozXtDiw zW>9=`4&zqqTP0`hW>RMfBYWqZ%BvNKoYr|Nd zl@cC!7{vUw;wiqmki|Y#5V#v>tzt$G74q1-nSWX%CDtxrnJyk==QE5qJU>!a)%U$(#gCi&kO!E{DG=k}S5hH2M+@IS3M z7M+y^myWNainb*9^Y4$?xGE2x4ieZ+@6U3t!d&_7rK@3={W)5f_nyWrK26GalUp(D zIiFb@$lu8;7QYVHqRymt_$K&yC+6)DFA8vnzQbeL&@HKya7rFF`JAJxGjqtvt^%a} z=ZKs`Uy_&iGxCm`0d-N+q50fx>RwYoV`a9Hm$oV-o3wIk|5IW2|DK>hwm%_Xy^9{0 z#E?ae1-x!)=Fhwv&mzW0(5Ln=c6_27%IKy*Q~ClpxjK%UZg3jbyJ^tqHI2NBRy*h% zV7&6aNi_ee3_3YYVw#mja5=kIJn^C#^?3{2r4DuRvcs1kx?vTX>faEp6*r6i)EHr} z#c-N_BY`>>jlsnVx-9d79xi%e!Y=n{;nPqKmU6m$e$RDI?0p}8D#Y_sq<3?J_I1KR zId#;YUkSZwf8hG)we(reo1dUKfJx7K0=2*Wgc*M-FTbyj);!xPWCV^u&nas(+@iu3 zJ-@JTbY$O?R4LK$ACr@p#D8+;EMe_(R-iYE zX*5I;S1b)12drbW!}f?}v4O@W8j6Q?h10>p^=xEv8LcemNJHT1n(jg7eAR#*SFFH8 zx^4yI}2RcLpv?Vq_<8$SCcVE1_8R+RRi!4M&E#vxmC;K9bbSNX;f1e+VH4tmllc|-uFOiJfDf-$LW40IF*fER{`d6^rs@Y{M8zBKkG>hX{jkAfM?y$? z&1{S>F2#)f^YG-8|KQa6|FG=*3_KUVjoymRa>va+lFKu7Q9;3M<~}ll>u{)*W+v{n)?~HRe*`gneG^Fwg%uO;R_d zqRYkUxlr|wvD1}>bR7XvasTqE9)EJ2fiDlg&oOaR`XpARxUk2bIw%J zv*MYoJt3Gz&ALQ6b?q>0QyFCM`^1^~eh10@QEYCg0>0Guq;Hcau|?W)%;oPzaw|>| zyuv!H!Mu?f9I|Grzjm-B_cZSQkSp*gH47$v9>YLj3|YnPU?cCyGmDPl^r^>=g<~YM z*`y-spF0`$yuluVI?^L3VSL3UjMFO-2D)u>JmDxcn=JE~wpQz2y_J zeyOngDB1#t%%77{`yrB?m7 zLK5M`p&qvA=u^Jp5>HK%47aM9=@EYnw#vREsj3y?%*bn^h}vslqPQHM zmFuzCg=uW(2_irJOH9h-IK{U=hC$B^*~B6HASHbkYpafA1J0|XR`*1@6tWUeC0k)g z#&!I?#01Oq+u)0jz@K`5A94&D$lExJe!C~LdwFM(-!&Mm*A}6MasrH;ww6vM3V!z2 zC%BVmq#&;H87Imll&*Tge+hRNX1o$;W$OsHSI)xY=LCmOsuPB8te{Kbr?`ki+5B_K zK>U@n8Z9&zaLo!o#15hT;_v#4zuY^iR^FhAvSWAO4*5Zn^^6nTIOct%7U(* zW3d%YRHd0tsVkSV+frA_++_wAv->lNUcF&?trBH-{~cu^m;U1wPAIWArBUp~#0+pA zeuc@77G^>jf&<3vqR`DNVb7ZPvDH!&+2j%Ol>hiT+qd94%euCSUAkPrw5P?g4om$q zrP@!Ns9BD1To~M%}3{ z;4S0@KQC{C2?nWjVAy+Bm$HjJusI7WV_Rs5#0~iBsKjP^9u;^~?^(;CO>EKXU{*VD zAd|C2VTbvOh0F3+%`>V2jb%N8>w}82h|3yV!mvP>jk94WJlJb-KXbzqK3!Dhew7*ZPr|H#9T@o~4bEROz%A;?j_md(F%^*=f0JD~Q3CZR zXW*iJT5OKMxSAi@CG1=i@a36Mu4vZ_&^mnwG<&LG?SejRQxga>0-tSsUL)ujOL9lr zufpb`GN@fKhTHb<7dkf$M%gh_@!qF!PIA^)u1MiJ4m4J?cI}D71IN!G3c0CWtsz(y z_zPyX{)VhCf*<*NIMyzSqZD5iG(Qx;Zt!B=;OEGxoD@^wALd_vUZ#&-y zyE;zdq>rkkQ2v>wR(Hdxg%2^yM-o9H7OS&ULFv>QG#lE@4Qdc!$kGQC{j%1od9FMw ziq4w+3-8*!P-?u%gYJsnt6(9Z%)5tms#4VZ=xAz=<=2oKB)Ry&|0XtTQEz zv-NCH=Xvg0=SeoLs*qhhG?kfOUQib1xqw~Ibzq;DR@0lMAPuRhnyi?h+axVr?RoU*_25g?w6ztgU&rUDbV9jC! z_OtO9lRPM5rPuvwg<=q!+FQ$B#{7ix`HA>t#Q~gq`abU5_yo&U7GlR}CF|uz0oYtQ z!g~H)W&Cq6tn^M#3Z5&w46$z%@x+ff9G#Gc+jmr9(flpg5PcjkAMwD=@*z01{Wfki z-;6=ti}A{pFKATJfjhOtT#K?h%0Bu8>31jKmY$KqZaoJ>2M)zVJ4cu@;}2ZDIl%hN z=Gz!La}?IQDWP@85$yPImn=GDtry0nf@AM1*fG`^XImtr@|{Jv|Ft%DOaA6oZ#jy? zCy=$0>6St~Zi|iNk?s5hgvg<6~3Jbz% znolr&nLfJ`D`J0oDrlB*A2di3;L-UkaK;Q)93F}hcd|vxkLpvl-x~bzQi?3P8^HX- z1j>CAfrXuB{1V@5xZGA13#+}E;>bauIxhxO0<3H5=#O$Yn{KhziEfgN(PkF-5n8|7c~-9#sdh87&%CUZZ;^1G+f{Kb{D>FRf`{9YCpbMQ2Mntq(VaF(p~MhHEcqs8>kHbR@*5?Hh_#%jsW zBD!?Sk&Pee%S4ZX{q0DF(aYw;!MFkJ$ku24cYYJ!7+Ve7PiwF}-LX{iKA47APR7wv z=jh(hpO7%6fU-UP#1e9*_;jp3)tOkr-GhV3=`Z5jQX6KuqC#+GH-XH4S%4sEmKsn8 z_M;z&&$#4^x7bJ1fuF9-thbsfippW|+WBlp%{n}kZOdA%gXyu4HJGpCX=YA5^G&$H zY5H=aQz7oGZu3Mih}D3Ko;g_I)sOx^tkEt*!MfP@D%$oX<86x!ZtkIC{HR(j^t27B zdfA)70OB@|U&PdA=W33%t=C12$rq^GEz}YK-97*0et3>Vt|E!|}*7U)X+% z;J)N3G;~%(n>#n)S$;pIR|&4O(_wgEh$8+_smFn%w{sPbm*G0uCe(|ILX+la_-x8M zJYZ-5R&jH2+0FxG*tHou?VIuG+s*j(l(2h?ufGb`FBkn#gFR=d~ioz1oY0=4rENOHi9b7V+ z#tU;@-P$z%aDzD;b}fO*%uPwRLmL*}m&Ll*YHapzz|=3Le2P>w`(<;P9a!mvQ~kcP z=$soA=Ftl0YHe|2^hUN!#)p1CxX$U^KPrCdoCGJ8<nbXPWdNNi7us?J(8^8%W+Q2 zAebIhTq4!fK=i6mWAFMPy!PGAW(;cN~TGg?U4jT_(OGXZ$&fCLqmt&F0 zxFv*6L{*Vac{oiFt5RI_eE#U4)$GK4CHyq7UF2pi;s*RV%Wf$3!+S+tY`fbF>m;S= z#f10dzGy0o(254Rb(%P6^>C&eCIgYFD_NkB0gh{YM@a`437MaNu)?bm5>LJtH96`r zYV zO!J5_rkIlHTOsgNaqF^28%{Y@hUj-_*rzyvQp z37RyT8LFgvGK`3>$a)I=-2T8eTK(i+A>LN?qvr&e{@5%bc;JC6zbxz*Lj%7 zhoH*vAWZX!!O5poaKZ*X47KKvb;m>ekRmi2v<)W(3xB`r4K&3zOiekBZx2=Qs|LBk zXag|?K3$Jr+J9n#>QlJ0D4zc`A_iY|5?UUu!bDAD)E4H)Zd)&5?cr@uoSKi543fcE zDgivX2vmGL1p^)i;kuhC(54>@?PEpwb8auH-noGNzB#BeDF*FL`|+CeS7;BKOr7<6 zIa5hzbW!?&Lmx(PZqc4t?h%f2R7>!~cy;TowwlcNjRnQr>!UMsJm{Py1LK{taBI^z zma23Dk2DX%+bag5e%N&Ue5r~?K0iizHu1EG%|_!49}Ab?>+w08idxO{ndieYPULkL z(*0g?S6z0){c$h(g6XGFyJil}&+etH`Qzbx$!2hsn~9z$14%!#nPP0zF{^L@tKB=2 zU6MFR-p?FawajZi;+C+pI3w&kl}p7A8lE7ve*?{WB|~kQs=P|*W|k%wj`K7-*dYUi zY6T6-$bQLfIc)+FXe+8tct>+}BgHd(g&BBHJZ%$lDYCVRv9i75&mFRhOuAgbMOr73I5I=;Q5IV0Rzp{+SHVFIVa z_YBwM5eyW%Qh0ZbvJ&0yh0kYN=~29n)i~V5x*vG3%v)Vl?>>~h5DiA|)WqJ17|ct+NrpB~f;dmH!Q+S@)LJ3Dngoj1N_-<=2E_l}qIp2=)Cti4qWBa|ZL*g!9IAJb0=cZf5 ziL`J{VMM|>Fv%-)K>q-F5ZQ7hK7^gjI&ax&1K$j&k+ZrH&TayR@yB@rnQqjZ3I`i;Od zkIrFVR|wl&{QxYSO{m#35Z3H><0s1}^BZ#=X=2W0kR9_E*5AvA%XS{L{-`ECD_#gI zO`>SlfBMYcQbM#fM;FhWEg>WE53Y*_vfHx1=+%N^7=I>#UY(c+!-4~_J+K>2h)ZEW z+*_-qZNFi2?rRLvf6kv9<;EtP&8Eqo*_=YN0@A{XIMPHHe=Xe04F1)MAMXm_VQ>#E z`neoyv(JG?IVI*{Z2CEuJVbWOa3i=u=icVTua^vqgGF`w4JHXT=Lk)6QCxs=0Prwdf8 z{f*nLKbO?1x6p8fIPtRc%IN0f#OLSAu$*xR;f8cMsm%AJa;eia;qiBFpsoi$EhPqS zEQv&K8!@*_t&_eilPbG+sTd@)CZoq5FGdTr$^5zsdnz!ShD{p-9~N$aj>muaU(0vU z+?r$`|PWLW#cF0k?nLb?QgwJTR8tsuuv)Wl?#-x6=lEw}S``*FfjAkg;%Ywt+1<<4J z#SUy34)vn}ZdyJgm1nI21Jz$}iN4_eTOUD}V`}++Q)!HR@ET^*CK!=zO8rJ}=>Gb} zU{gAjwL~7HL|19td{BjL&~XNvU*n<1{}*{Koh_bvQ=eJoD^d5hJK*DMFZh1uvLVUF z_%2R@^;)~rY$Ji2q`H)~vnyoXs=_xvcY@8q=FB~~0riF%pFw##_LyPhiYtzr;+J>Tn73^W&VGIlgN}~JxKVy+w=NRZrHY~6 zV7B0j3CD-`4r8rJ5$dfvDa->BV9MPlu5rvL9P4a`AI5BgC+XX8b*vPIEV%@$2ET`E z8-wxamRf9owHZAkg^t^mNjSIgIrXwubUC?#Vl^(H{uF6cnOTGl3k`5jlMS{kl!Sx3 z4&v@JXK}-dOmcQ^6MckETVUMf@hPMrVknm(p!aT@75eMl{|6J5Bi6rq{S{UwZP9F~_knt;hrtqeMSG_U_G=C0Z z_Zzg?cE{l?#C$bVUp0d{?v!BSa=~S^*pStaE~SIps!1>NIlNfoFWT~93HalE`utjO z_^cXDl8dtGuErL!J-8XfUk*cLf*}jL@(G>`J@()Aqj39BX*OwNAAJ_OFx;0eepJ*Y zcsXh!s*D;)C%)gNJKuzvY|>92o5+f5&r(IzerO(fvNmlrba$*%& zad`!8zkL_#gp7s7qf-8H*d8nxvIFWB4Xrz$8^W&t-l6i~pD2Fu0Y8~ur14>a*s|If zTgpR0S;$>Hi^_#N3x4r;9w_6!u`l4&4jt>Ri~_h<-vS}??@*hg42JrZoJ zyE+fvpAq_Vv%F!*AV2IoGnMmgcY)i7C&BB2kr)>kiq10=(CL|ywUPVkMO5^_+#GM+bmjKY*AXZE&zq$0Ku`h0N!6TwGIvTT(-4P8)|3V=v+Q!S-1HbtOjJ z_=+o^?|}YxXt@3MFe#D7R~p&4Dl-5d>^+W4UM<4+U5`<^HxI?J zi}0(ET?*bQhr{%z;OV6X)`_7x-11LG^m*z5ToIs1|0000rz==LJADz$_9Ua)%Uq0D zV+UFvo}l}%X4HB64{XopgL#EE+p^&@HY*ugPj=tQOf3YakNHB3Ux^_3M(_+yi9m6- z4u+2G=NH_34dV6DxPE^o=O*yjCYnowo5&Vbwnt;kuj6?3^I&|sp#V~Kqj73w2_8u- z1dBI$7+CKI(u(V_b=6cHKG(>4&(#^ww=EOcSXq447J%1WzQB#*r_gys7tpuE$s`U5rMmiL7_)RG zPCN7ka#y_PxczN(I7*k*FeRar5Dp?{4=!Ry$o*GDT{ZdeW|t#aE}MXkJGHn=g^L+f z2$`$yd3=oT1TJ{aTx{REiP9_Dp=sq#sI$<4JJ+_t`Ydbam8H%kB9B0zIGaw*V1naj zD`?jp0bRXGqRAsd;6T{~*q{dq|YL6iThw_ z7s8oeN@1fez2*8cN8vW>QP|bmOuH>Y(EG0|{GBOeGZryOH5klDccgY4C`wL;+)B^XphMpY{;_4>HEaI!x(8ur5D`dC2P^+X*PGyLmIdF zZ6)V?Gn7zhfYzf6FlwVNx(xRhn6^qFreQedMg`a8mQ1Z#M=^yzfN61EoZfg1Ze{Xr zjMI-KrrraiQE+08u*2M|hd5Ks12`ishM)f-9X<{>6v+s_%*MUWs29~qN}eYni%r5D z2`el*y%T*#_;RO?Ccw3mJ~XF8m`m5{ZA#Asn z(8If`_tCD&%HcuK z|L7eY8wYG@bOhXOddC(Pz6EyV8k5S=a%fFF0AGrIVUtb~uQvQUQ(k7y8r4jxH`k7Q zKW3ocgeTym`<&~$XARb|N1=C^GE2G{%T()YIc2|E*6!KKEf`%4$x#vJr-Yr^Ws{Rves74^EDyaT#7zrhG`qo@iCqYQLh4 z)xD76GlFiOaH9U{yRg7Wg1wc_!!;|UXzkR8eE0PA1YO~j>Gza-Vk7J;w&dZWy%Xv3 zKfy&*w}2k&#L}lG$YkRVXG@rnxsO^UvQa_7 zij-9)$+Xl%?3WWlsyc_Dvc^C(Y0U*(H_?+4)^&+0>t(Z?8<`N56Z-|6G)hE^j8%?GbZGVcStWDfJ!{ zn)PY1SA|F@OrzDPI?Veph%XqV2vr^}crs))7CbVB{RX#i!Wx|9dp}FuFt-7|_~)YM zc|Xz56bZH&T2S* zo8Zj8UOk43=DWh~3lexs#*{v7sezNSYbkDZJUwn!pkKG^cqJJ0Yx zbIvV6+XY*(yY(0iKbs(&DW8C_o}s+#PRuKsO#h-w`E?n6H0u2is1BS-J0*_WH}@T< z9XGz(Ly{+J8}Sl`EVO3Ju1uk?kJeL=P9`=LH;G3U9^u+=tf%k)hS2%UQzY}Pf?j9J zQCNpRHVLi-`3F}h&exIl{c%U-Be$S!Yy!Rgy@WGJyn*FfiZtl!XtEZ#AaW{Yxbf;F zHaSHTGkE~mwm{U?Ez?Yszg*GF=N>@C=y{EeQyTbTRZP;TU46(-T?!D42@xpOMbwKpP+JO@ePas0@q zB5M9mn?h2Js9nm0J-+RNi|wuLWwqCEJ8pi0=ECjVw}8dWbi+2daDOU}z1E6-KjZP; zN-tRR!$oZQE*UoQt*}wERrEV;5FVOvgkRwMOth%8Mvd4b7w%wW5JLJM-Ckxc|+lR&eF6`K(67&?f04-S~Av8sSN?t0_ ziLY|hHE9Ok^Ert{%D}n4Im!hk$BOcoi`eV@EQrAMkPx#O&rJwodb?^w$*V(9T4Evk z{?3M=qav`%(1E}O65CmFr zPNuN*!7F?deGCqCR8?)NHo%a~MQm)Rz$lxR%vV@wGF#q~j*A6%m(&v+2~nt?9EM{) z%>}XfGpw*GLXEUWao3vVp!ZzxqWYgi#S5v}k@gWSTE^kh_!Nv=B=Fa~!^CwFE1>r0 zajv&cjn=;w7+((`;;bhNsKR_Cf4WoXQ-98bs;)!u*69*-zI@A>e7?;`2NHPPzXK?d z2R?!W`RC2&d_t@OeA>PbQ#8Nxds^MlY5pvh^!OAn?-T<)8RPgN<(qN4(<_u6Uje_G zf??K%He9&VQE-{fWUZV2;z+@_+8f+~=k-&tj1vf+wvbMp0@5WWnQVVC# zMnvMzhtZ;)0|tR-O%~2C6Y>t7GwI6nELbw~J>XIUDqXUkOjo+G!;{U};lI(W*M9-~ zHM$bbG9+1y>|Vw;U*@(R-H(37gsDhrGervii)ebO(!e?BuU3Zh(^(jHYG{qjmQNvzf!kuw~qZD0GU?tvJJdva+N#LTCM{{am)--$~GUzncABlg_rj8AK*`a@fa}8tjAaU%uwe zdm%?+IL7M< zMhNdf;d`vv@3isEZ0-ZPaq^D+o34QE#@~2WsaxP>=z+nH3Y7dfh#su|#?LTG!v2}IqDT*p|2XnE z?7eMSrFv&9WWG9Q|F6%0<}H2$b|t2ysq_epvNz()dBV=PS-2ms?Sw})#sbbLl`0p{ z=So*QQ*_&0o*v}!{p0`Req|Q3Xx;Tfb|en}s&+w(v?KnUU4h;1IpDNN$kCN~p$N<)yP~T?@DtpiO%I2T;{@8hi`*Pi$~)Db_B%f-iF%sc_pG zm{zlpLM-Iie+l1f2_f*r+F=yqTRXX{83SwD>Bz z^F9)j%_S-E`7p6I7XrI}O@Iu)!!+e=FGLBv(U$BsobvB4j2Gr)T|=hR(OIkTzD_Lr zb$2HF6&{2Ee+5=g$4UPC-Ryr)`g|U*Z zM40fU85C(PC#g0R4US%h8S|yt*k@(zYo#n1sm4Lx*miy)H=5bb<=FYz%khFsBo63s zps??QDEP<;sNS0=%*6jeU`G(P{3Kzgmjpz58?n2;W4RA;SK)_QotW7e)6EY~ENGgd*g7s3 z{yQvUk&@=LP}_;!ah=J6n~QMF>x(#9br(zy%|>nB1?typkjq{>+Ha{vl6u9gDMps= z9E{*PwvEKSLPsukjvuT($HA9X>$#|**1W}ve|5rtx*_St{%n;e^jx;_vWlG*OF>$FY%kNET&DJFCa(AROTmSgU#1z zEXK61T7RY%eOl~8+Ku^a!6R?@S2Bu~&9;D$ED4&RBq{hO1y{YM4o#D-hMy0c;nlbs zxY(l?_6xn9fdTRG*8Uq7J$1L&zng~&ZGPx^D;DqB+<}1y1lQ}>dno;T8ypA>LoH=l zcoeP+?!M9RqPJL>jn5aobZ$qTY7^$BFHIgDIw19D7F=nG1uxHh?waOzuy+{_r}TP2 zx21(UeZVzC;n})DBo2xZ$EMJ9`H@Bxm|uvz8< zc5N!;d@eQMXXRD=U#kSD_wVO_RHmS`tquRW{{xmb?%Z%=9~cr?13^-kaj@DC zd)2$^A!ArR4vZYnjwzggH?Lo!k>?_undy(Ro(F%O4lF9a$wZP?pC!jWR4Hk?W3a3_Qaii|MhGBvyx80Z*KWhF4jZOEkw?~$Z z78SsW?~B+kq1U&$O^Hu>J{BIXYQ)w5{=mE+@o@XQ60?}_id#GRJUDBN!>EiWFl@36 z(=6WtkC#8>CuK+B6u}X3&3_OpiM}z(bA$$tI&%~?1r=%4*JDtqbPWoR?-Kkdm$2`I z4*Pb#s``(*2|Rf*j;}bim}PBQ0sDM2*|Fi1*{oBN+?jXTY?jhvxHb9`Q?6|g4_+wD zA&f7=$+Bw@xKhj}v}Usnek#1)1}XMti#2l}6VDzUc47}rC0LY<@Vi3?wt2>7-0>rV zZ+kR{4KJ`~dQMwdt4*4?XWSc6M@|dGr#yup*0bQtguhTAHGt_~djWgnZsC$agP2d| zcbxL5P(1BUG?Td44K1Bh*^3jE?DIPx7!~Hmc+0z7TzM1>%4uRV>%7?7yxnXk?P7+N z1EK9YW24lAS##42@g9LqIOEDXrqRj6GA|WjKY1Ct3x&?fw>&J`m&As~6;R2_pWN`| zx1^o(gbrF}QcLq&^0|~m;*Byj+3*y1J{7w8@ojuk*+6WoUrNS?!ztYA1Ah5*f>e(g zQ~tIboak&whaT>w+470>%0`=H8V`_xoG*=e_mJYIx8s{uZ#sQM=n`oRrp9N5yw&8_ zwDih8bQ9&`@Ud1Tnw3Ohqh8@)nP_U6IEI2^oAFYtB%P5OLlW2ZNaS^jW?daaZ?`B? z?zWR;cXBYXAP1Pg>>}A;(WJO1DU|VSr;s!Ign0=nH4e*UNMAz}Uh)#uL9LS ziWK8-1D!t}23j={@au*Ln1s4izsQKgdjHW__U0x^+|c9`RcG*#jn}xdoAS9Kb2p)v zw+q}yu&bqD6|>!fgk5}8@1)8GxvB~S|L()80?&n+~(W-=sP{V#p61rEl5 zKed>ZRv@~L^nuDdZft&+Bm1WzhOE8&ggnPbKH&RDXsdp~>95hpeX{YeM70W*_C(-v z?+VUoLmz}m*5do9!@vvtMctY>hntTNFgDo-hrlr01`{7LS(h*VO-!N7s zwuSObRH(`|-Ktnd%YBznaKN=Nx` z5|dz)aU*wQMxS`}p1JJS+$?tJRT1u2b6`bT_fg@14J}!Jgm!KINy`o{#QcY^Nk-)p z`RrLtjoOub$#)BSJn}Z5?VXO3ZOU+LNiJ@4)8zz-3dNhw#uV-Yji&!Zvg*=!TzLVs z=MEJ5cG5Mb^9R;Uo!5`0|2;v^@op6HU>B8*SHOqL3B0bLfs6Ap!Py^I(S+lHq#zYR zDMz(yelKpN&(8mNCB1OIt<{;*Up0~R@lhys?hxb@-^Tp|9>NyG(R6U@V_d0_L9U~B zQi z{aq25oR4Oii$^k#?JjJsa}wK?HHGav-oQfZx6ou%x1!YZ4j9d5i&7rb8< zETFoM4Z5=tvuirJysiY6X;92XEpGxtv$f1$`aSzKu36ZXX)>2{e<6MKEP<{47GA81 z!>#{h*r!)tLC!pYb+7nnzap-k*?c$!5$PQ;P~tfpZnxpSeErGpEbU;NsT>=ur0B5x zd+Cl3z^0DEN@d3y=DJDUOAim~c+ zC0Po8K0i&NSq#7Q3}pYU9?bTyoPc+lhSTLkUpTX$>rv+LACX^x2`3uvO~c}jajNwl z+#?r5nlgG6J1_JT*7vW1wM&L`We*Ej@Qec>>oJ1l46ah|S$hh5HIP&tQnA+iym-x) z8QieUFI>@*&*H1iHC#{G3ATHUA%@Co!fW*iPzj$*4IjgW?1m0=%-)XiZfSVanWy1t z>ippAUby#!CXQyY{KHyXf%h8E&FxetC);5x+pPekZXUQ)pgn@V*b1|hZP%&XErqol zJSNQDDzH4-hbc}<;;+`niT+DIP2B$ZSdS8H^M~SutFoNTB@1@G%Z8q&7cq6E z(fp3m6HHFOgf;BgP19cdViuxlY}MLg_-1&K(wYju|M73Ae(nT^@;-n^YjYW>OMj6d)=#rSmrU~uTrv+jr+q{@*^_!5|gvBg(qAT4M z=2;hGp0bhY_s}LwKpkwk#jLOXX0AH&RISzseJQCB=~3|6zE!AK2CU(0^j(0m?aLzNj_6qLarnW_MgPx>N8@Z09E$H-W3CU z)R?3`ut2%X;;Y>;Xq78GQ=SBXUHc~T=*dNYxjay>m!umqJbvz82onS=^FGPTaJM%P z<1T!F4||{B_ikglnmLcF+T_Nyho~`5XDWMRF`ik?2;z1JEM>+4`&mrlKzci<1M1xU zaM75N0_KBC@{LvKjzB7e8`_m52e~iMxT}pV$QvpMhoA6Cb7*w1r0o&9K z^l3AImB&Eb(Qk^^2YIl04Q?=|aVqXNHKehlvZ22E6-$ZmqWS0Ip=p`{Y%=wypl@mX z>VNb3Md8=QZ;x*jyZb1zV=a+*s=|nuyPHZIq)Yjp3@cdSnTxGjttclm3`<@q2_E3n z*!`kf^e}T4swQv8&}%R8h1M7G<};3Lm8BCsb6!EZDk>~~VI)kMDzIvYokUH;i)aS= zc(i&Z*rdTAQu19fJF1{~roJ!_R*+ zmMc&^C2|@qbUMUgxbsUeOnLkr+$?n|s_`|JY*zy{*COs^RT!;qItxMKOh}Ko##LM# zikc-CaANTgW@IHve0&$A-0$PkeFyN}{&Tr0TWsKm-41-PsvFPMJOIU`o_y*?DdrI6 zDs;%S*oURf{9$(sC@*c~E!GIE|KCz;^R@S>wg{Eb2tzU;3d%^jdYTT}W)G5+gW z$HBKeQ}VzEQo3|_#y$8sr5oCRYqN?gU+}XY2V?e~085GOxN-ksc6qZOO`UBE>Lt#w zP$vOn4X3jP?h#j3G7qeN%tGJNHqLa>1MF~(5Z*b?!*wTf+V}hwXJ#(+49gE-I9Y-9 z$`sU%I0$1>LeTYqA{#r;3#JNruQpc34SIS2|E696UdSFFaZ98;Un|yOuEm$#oyU!> zJqxoY{S`MjZecb-L)j}gZPws(g3fH6h9Q%OP|bh3gc2gYGlqgl;4l;>wg6%vw0tt+;5!9ytrw#J_=M9j{~^E9&7<`f(U5&Vk2ud&%Wq4Ter} zrURp2a0$y2NM@uf?Jw{_#p(B<`Bf7?<7gRL%*x?Jo)tJ-zJlbA#Zz(D4$K^$O*5UI z^6|fS(<8~{^lH9}aF30|b-DXV!#0xw{xyTp{%0bq>ptyX$Bic@`*qK>%8=y@Wgb4x{fqA5!v@6K1d@u;`tT*G#s?b#Kqn z%Lg*}Y~o@Zu{x5%gt<`O%R_Ygq!BG0d=TX$4w7ZPrl@~tEZBr!fZ2JWw9e=i)pZ@h zttRR;PR@vYxsBwawu5t2Rbp0B|3uXV!Dzfb0CPi}Fl@;HR{CK&$Y*9U(;5+LzC0f{ z(@cRmDOGdK=M|s2?FVkWcZy&4%ZT<#Jr!MSiRX7dO~lgD2B>a%&+Tm(fX_}kRloO$ zgrEZl*kHdv+@N01HTCX5m19dW(9VFFOl}Z!XVu|!^Jy>~^+>FzHWF%=WN_+9=}hCd zGA&p705gL>;ceNW?99&#{Jl5wP~aKCEwthx$Nm+(YC0UP1^T4TE7c(i&}P!v^< zF~jjs+wJGvlws$x&Tu8#LhsIJD0=JthFf8VxO2dIw4UL}_>;*Zwe7Xg`123H-~BAN z@W~$f5VM!dD2xz&58nZ0>E>9~GZ!V}Z?FQZE*`>o@z|w7VjstLX8BOajR}lUgUge# zckf{Fxc!!R#cw!V?oeeTBrozC^RDBg`kNRRCeL29SdrY;w=CuSCgHtbVBOa(qrYZt zT!UOEOc#E;!$}Ktw~wY^zhM4Lm?ni>*vq8Xhr>U=YcTt87A~{-h6~6 z*M;MktqWPX>;_VeoC&KQyycqTApe&1a9*rGwKeQv@q4z=+%4t!J!U1nODG{Jf!nst z=MW2gP{d?1kK*8k@f2HB#-yW#XM+6&a2!-Yc`??kq%jwYH-v*p(m9s6bvLYX{VsBP zb`nl(-%f2aC(^ZVjWELZ5Gd^0Nho@a1KDNJSh9+=>)T;ZkOoWsGz|aEvY@fTx%z#N zE=%=$kMjNhuzgWBz1ek(e{`;k3Typ1Po@Sz3hUX${!M(u=^*ad;S2aYumf-Tny`pd z*$|+Vz|Xf-W>W@k1h0Bw2OHJQpI!711`L`_>xO62h9{d*zi*Gw7CR@fGRINrxNu6> z&xfM^OH}*Lh3fz7p`|0b@ufJP4+51Mnfxp|?k2~&1%BY>!s+a@tpnZr`w`7k_R}Nd z&9wUBBbqU)8GjBOPI?Jt&|!9*HtVa9tw$B&X9c!Nm<2AFdYybVBY4dh(`jGB2?|&( zS99j%W864OlNQB?Rqt4|pN?Dn!~8=c8acF#2DK0`z zJ!|kqa5zmIXH1XXok-0#j)t$^LI)3iLTRHyay@bzEo-{D;mz4}wMvSO=})3ab4wUI zS74wy9AVYQPbvEMZHoENnvAAA!xWE+R61H7+U919gYM|l>drOrv}hvLtJiRW(j(#f zq*NF(u1C24{=@S`c>@G7AW~ zg^{ePQ3nT3abO9WZ&1R_74|ocK-2Ig)bG}VZ%#kwD{&ki=(!DREne^vgMkjVrr};m zUBR6?nu*6IVfY9W78MeUJc!WJNe=H=#_(5Zsrc%_T+yLb=Qy=#<`i&p3VziPW-}(L zT$kQMXw(?X%`CQ|(NCpOfVe}4-)A80o^30};H->U|J4Q-x0K>=)1APVz&Sy3qACPVCF>SB91+Sl_DQX z9Gk;+EZNH!cut3P$BkISmHT*np(#@cTnDnrO7!)$1C71+9qPOf2(0}fG^sR#a)*@g zU-|?V^bZNx(6Nsxwb|k{Q6iN+nNO2z+yo|}Ez3zejusL3;dR4g8eCt`b32A z6U_B#-6v(L-D5_-^aTD^^x(7^O`uwnKUjCfiL~2+iXZRgn}<9Q$8WMCqiv~J zZvGz4>VZuTUqL&Sg_%vw1laSj77t(ZBq=SxP{FT&w-|Zm&xdng?(jKU&6vG_#|d-J zK;O}~7?Hzaqj3{XGQPw)9F5_1BAdmUE7jmkX9UWBuE9fERZyFkhE+x(RJ@@9gfTkJ zeYFwlT$>?atUl%VYoSMB9aq0IhIEb9>Fl!r7M8JU(xMCF*@vU~+(IW8TyfNgKAqVu z`uct|sg7GJzRxAWheFCY{5}%>)}W`8?a86RjP@Uxi~A?!P(uD4{=|h9 z%;TmU?XRuDy1-&g8X~Y{bHCxBrCVV6KtsIdSPif3R`4%|)uY!2Nm@Q88WZ*kF3Rbd zY+*?ZJv2)I*@?~&(r_G(Cx7FASzp0w^Ur+0Ujs-t$6%LoF}MEMAkw?|0V_v1<2grT z>`gz6hjuCQ3-&I+Tf+Zz?^Oj>xOkJomO)gx(1=}==t-} z4!+sfxQ)@exO9~_D(1FfTu2UDUv}X;U#n8X;9gjI$D7&k0We)vVBbpCidUX!=AN!N zhnqA95ZC++=8utQ?=z})=gwNY0 z64+jvY_`7}Nd{=4Z+^be)BK6M0?)&1?epByUj@8}<9hZsEePH@o6^9+<1x>xl>Hp> z5LCyH#%1Lh@acvuUF%hV6yfh14xB?1=Ihh&z~8t_{}|TwKgVFbQM|!uH|VfhgxA&N z`4eiER5tlN%-i>sKdq>ROLjcuuP6^-sR`G?bgE>{fdoC!JinHk#l3^JAxE&f%!n*U ztHRJCZ@3Zc%U@PAWCkhExUb%K;imKnIHnZEwtN?M5L5MqTxAbFH`S!922~8Vk`-U} zYsN1fQ}IRO4)Wa*iTx#ZI9TvB7aH8ewM(w>rs1_ru}{Qg8%r45Zo%YD$FS(}(_z^= zF-GqwVVwIRwxh?69C~hI#lHmtH{lX4kPl#z&F=iXYcAj^Z2=?h=r9Gv)C_r%eB~EX02)p%TEl!^CowxP*A$A&+ zF7R-sLTrH*wI!gCua`sjb4MZJJEPkB(yZFq0RC09L++}0NOE7rCSTglW}eCBcIXLi z-lEx*CbJx@2aC}B=s8;cN)BKD7S4k*?le}&>J$$);40-5n1;7VnAvHu_T{OR*d7lR zy?zum+i;eHpaX*(;!sSANk6|c$Cr{U*USB!yz{Q}i%U_ryn~xqovb1n#Eh$&& zl4H+(o*!LE;{yNV6DqI3(Eff%`jbpU{UllG=c}l(VlThd=@@=;$*^bJ|G@G~!dz`d zCw_kugLW?xfxn)GL(Y2fj(5L8>iHhHJIjeROLN4<>NEQ=6(}$|3w|CYVDjoIdYCZS z@1e&2G`4YbpCt=iHG7mCXUlYE3;pOFN8s>B1$x@Q8}~e&MJ~PiXo!PxrN=$4Id=g& zeenT*FF1jd6F7wPmQQ6ruP%p{RBQ415fee_b07Yx8^Er{SA(+M8(82M2UiYhF}oWV z!BTj4D<~dH*|`JQP^}=AW9Lf2ts+p}8ZFwfrxbo9?}GO=Ls&w4D;!)l9B1lT;^7D9 zaXVAt3k8Pm;e&SMXtM|I2T#Y(5qaGEycy`Qb0dU~J&vkB8=+;RJ>>4Wgvak1gICHc z{HL$T-e2q%sV*CXEfu}+F6sgI@5W}hc%cRz_J+fd5&dwy?+`jaNk#MC0kEe&5Gzj_ zu*zRH{PJNcZ2S*h7I=CTe}~^aOYH*l)_=m!D@bIo#3aQHWtS^e-XFkE)b<|iE*0iqdN)TP?TbuJu%R`Z2E*zGL5|NA;vgtUn=oDYLlO$G1m zt_F#N+Hp`r9mv+1!=kS?^wMY``}T7YX@|RDWWitxO-u)K=XatFGpABVuMSLHG>Z%_ z+{L1Q((J!)ew0%ocv#}jkixrUe$i51bXjLFWjsDW|1}?m!$v};Q;2Sg7F2D$!dTd6|KF?=XK8$8OqdU@ zCkfV(o-eY|SOG@Cs_c60U=S^KV~ges?9e1ZvNCn1ea1I|U9?u0pENg=T6|qGNG}={ zwpa1f(|KC*K#s1iHlXG1+AOUihSW9(Lv^$zE}X$*NuJOlmt8;+B|os^gE!`z^npY` zwfIIzJzu*LI7wLKw>NcHue(}M|Hv`FbyASK~Qe$_D+@bHubk=piPW0&e zH2Sx93D}Q{VKaZ3fu?^ZtL~c!^~=t(7qeE8dX*y3$|$zz+!LyF-o}igr{nt9liB$H z9&`0x*1XMBTlo9Rh>Ta~Q%PnvKhF6!-!P&UUfQ0f3zvGtA7lnG@AjYKdZl!3c}YCg zCYSQ#v^Su=%qVv7lL;mpp+cdXI8HEa z;<{_u(B|Td*%vja`K*xH)#oU9g9OWo@_~hyBH-H^DbXKk1**<$=I$;S!=x9*kzzT4 z;?{8#eXNB}=PJVZEgsZTa1F{@kHWo_BJ!?$Df%foL3K;k!IZQYXe}_u-pWh`r8Uu$ zZh75@&zYHM;dvP&{U?)$!%gtN`H})gyRh~8r(u`HjZCTQ^H3wMfZu=?c+w9 zpqN@cXCap^)iJm1?b~GPeWgMrl z7-DX-MzSHhj&i;O1(t*CN|rZI$VDeE#Ps&7TwUT|W__X$I!>oxW{ekldT(SN#wKjW zhPzCy$r?6%N?@LsPNJU22o`j=k^g`LaqKgHD%x*H=T?@Zq%jXVyKcg%y_3l3ygYNi zI878itq@XjwJ^!(H2d!guvFuD?2S|_+&byR#vXQs*GIq65=~vosM7(>^m3;ARtc85 zr-DYY1$*7fv*=$3S%AkHwlS%THAL#L^xZ}dKVBwr4|CVChl4h=Jo^P;R(J)P%zc=?`SzsC%G2Cy8(8!TAJz=c{^uviI#Ia(6zqGJ}jR{5CeQU@RVAdlUhIF4<1 zQeeg9D_DNCIm>)^7A|C zmzILk{UvNp-YzzAj?g(Oe!^1SCxFcsS9bi21{-R+lSxZ0Wr?=s%=59bgRv->X@9V0 z53imAv*ocY{m)sZdr*a46uLYOGY_#Xb+s^5+{!NOJ}nCHxDMAdgzvVUJk45bg7Sw( z!|ttv*@Gz~F>7QIzw>HQDHXB1aT!1k1^eV_rI}5S;d0g*sWeQaEVP