From f41b265aa0b831775a8c4866a7476d44752cc386 Mon Sep 17 00:00:00 2001 From: Carsten Schnober Date: Thu, 19 Dec 2024 15:13:58 +0100 Subject: [PATCH] Add widget for selecting fields for categorical filters. --- notebooks/term_frequency.ipynb | 281 ++++++++++++++++++++++----------- 1 file changed, 191 insertions(+), 90 deletions(-) diff --git a/notebooks/term_frequency.ipynb b/notebooks/term_frequency.ipynb index 96464c9..c4e13ae 100644 --- a/notebooks/term_frequency.ipynb +++ b/notebooks/term_frequency.ipynb @@ -18,16 +18,25 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 54, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n" + ] + } + ], "source": [ "%load_ext autoreload" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 55, "metadata": {}, "outputs": [ { @@ -243,8 +252,8 @@ "Requirement already satisfied: pyasn1<0.7.0,>=0.4.6 in /Users/carstenschnober/Documents/SemanticsOfSustainability/workspace/tempo-embeddings/.venv/lib/python3.11/site-packages (from pyasn1-modules>=0.2.1->google-auth>=1.0.1->kubernetes>=28.1.0->chromadb~=0.5.18->tempo_embeddings==0.0.1) (0.6.1)\n", "Building wheels for collected packages: tempo_embeddings\n", " Building editable for tempo_embeddings (pyproject.toml) ... \u001b[?25ldone\n", - "\u001b[?25h Created wheel for tempo_embeddings: filename=tempo_embeddings-0.0.1-0.editable-py3-none-any.whl size=9831 sha256=0e09619bf6e85edb134c2ff42cae19e27b8f7da5a9f9ce912c69c64031132de6\n", - " Stored in directory: /private/var/folders/d8/j5_fyf8941j_492zvf8948y40000gn/T/pip-ephem-wheel-cache-cb21xkso/wheels/9d/dd/1c/d0e8ab6bde11a84556c00bd645333aaad0b90e2c38e11b0ed1\n", + "\u001b[?25h Created wheel for tempo_embeddings: filename=tempo_embeddings-0.0.1-0.editable-py3-none-any.whl size=9831 sha256=599002fa36354e204588836d06ade5dabb75b7fb5f70e3c01b2a870750b38c62\n", + " Stored in directory: /private/var/folders/d8/j5_fyf8941j_492zvf8948y40000gn/T/pip-ephem-wheel-cache-bj6my1nj/wheels/9d/dd/1c/d0e8ab6bde11a84556c00bd645333aaad0b90e2c38e11b0ed1\n", "Successfully built tempo_embeddings\n", "Installing collected packages: tempo_embeddings\n", "Successfully installed tempo_embeddings-0.0.1\n", @@ -259,7 +268,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 56, "metadata": {}, "outputs": [ { @@ -306,20 +315,13 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 57, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING:root:No local corpus directory found in [PosixPath('/Users/carstenschnober/Documents/SemanticsOfSustainability/data/Joris'), PosixPath('/Users/carstenschnober/SEED_DATA/SemanticsSustainability'), PosixPath('/data/datasets/research-semantics-of-sustainability/semantics-of-sustainability/data'), PosixPath('/Users/carstenschnober/data')]\n" - ] - }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "d9f70ae9a5604710b4cf2872b16d3ed8", + "model_id": "07de08ce87f74b7bb5f5920f35e98b4d", "version_major": 2, "version_minor": 0 }, @@ -327,7 +329,7 @@ "Dropdown(description='DB Server:', options=(('UU', ('semantics-of-sustainability.hum.uu.nl', 443, True)), ('Re…" ] }, - "execution_count": 4, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" } @@ -347,13 +349,13 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "098e9b6b98ff45348358a638f12a4929", + "model_id": "13d46e83ee8748b0816f8bbcffb77f27", "version_major": 2, "version_minor": 0 }, @@ -361,7 +363,7 @@ "Password(description='Weaviate API Key')" ] }, - "execution_count": 5, + "execution_count": 58, "metadata": {}, "output_type": "execute_result" } @@ -377,17 +379,13 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 59, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/Users/carstenschnober/Documents/SemanticsOfSustainability/workspace/tempo-embeddings/.venv/lib/python3.11/site-packages/google/protobuf/runtime_version.py:112: UserWarning: Protobuf gencode version 5.27.2 is older than the runtime version 5.28.2 at grpc_health/v1/health.proto. Please avoid checked-in Protobuf gencode that can be obsolete.\n", - " warnings.warn(\n", - "/Users/carstenschnober/Documents/SemanticsOfSustainability/workspace/tempo-embeddings/.venv/lib/python3.11/site-packages/umap/__init__.py:9: ImportWarning: Tensorflow not installed; ParametricUMAP will be unavailable\n", - " warn(\n", "/Users/carstenschnober/Documents/SemanticsOfSustainability/workspace/tempo-embeddings/.venv/lib/python3.11/site-packages/weaviate/warnings.py:133: DeprecationWarning: Dep005: You are using weaviate-client version 4.6.7. The latest version is 4.10.2.\n", " Consider upgrading to the latest version. See https://weaviate.io/developers/weaviate/client-libraries/python for details.\n", " warnings.warn(\n" @@ -424,13 +422,13 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "915e128a20c24508bf15cffc80da475c", + "model_id": "f2e16e00001544a391a05ab370e59473", "version_major": 2, "version_minor": 0 }, @@ -438,7 +436,7 @@ "SelectMultiple(description='Choose one or multiple collections:', index=(3,), layout=Layout(width='max-content…" ] }, - "execution_count": 7, + "execution_count": 60, "metadata": {}, "output_type": "execute_result" } @@ -461,13 +459,13 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "a6a95e78fc474a47b71b502a7ad4ce2e", + "model_id": "f1aa8e053bbb4434a102c80d1c8379c9", "version_major": 2, "version_minor": 0 }, @@ -475,7 +473,7 @@ "VBox(children=(Text(value='duurzaam', description='Search Term:'), Text(value='milieu', description='Search Te…" ] }, - "execution_count": 8, + "execution_count": 61, "metadata": {}, "output_type": "execute_result" } @@ -508,14 +506,39 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 62, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/carstenschnober/Documents/SemanticsOfSustainability/workspace/tempo-embeddings/.venv/lib/python3.11/site-packages/traitlets/traitlets.py:1385: DeprecationWarning: Passing unrecognized arguments to super(Toolbar).__init__().\n", + "NavigationToolbar2WebAgg.__init__() missing 1 required positional argument: 'canvas'\n", + "This is deprecated in traitlets 4.2.This error will be raised in a future release of traitlets.\n", + " warn(\n" + ] + }, { "data": { - "image/png": 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" + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, @@ -564,13 +587,13 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "306bf295995b43349cd2f552e1754309", + "model_id": "27a3159cf7de459281c2e9f0c4d7697d", "version_major": 2, "version_minor": 0 }, @@ -578,7 +601,7 @@ "SelectionRangeSlider(description='Years', index=(100, 174), options=('1850', '1851', '1852', '1853', '1854', '…" ] }, - "execution_count": 10, + "execution_count": 63, "metadata": {}, "output_type": "execute_result" } @@ -597,14 +620,14 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 64, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 1/1 [00:07<00:00, 7.22s/collection]\n" + "100%|██████████| 1/1 [00:07<00:00, 7.72s/collection]\n" ] } ], @@ -634,7 +657,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 65, "metadata": {}, "outputs": [ { @@ -643,7 +666,7 @@ "Index(['PeopleAndParliament'], dtype='object', name='collection')" ] }, - "execution_count": 12, + "execution_count": 65, "metadata": {}, "output_type": "execute_result" } @@ -654,14 +677,39 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 66, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/carstenschnober/Documents/SemanticsOfSustainability/workspace/tempo-embeddings/.venv/lib/python3.11/site-packages/traitlets/traitlets.py:1385: DeprecationWarning: Passing unrecognized arguments to super(Toolbar).__init__().\n", + "NavigationToolbar2WebAgg.__init__() missing 1 required positional argument: 'canvas'\n", + "This is deprecated in traitlets 4.2.This error will be raised in a future release of traitlets.\n", + " warn(\n" + ] + }, { "data": { - "image/png": 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Gcf36dcPPz8/o27evw7FCQ0MNX19fh+UJ18F7773nsG2VKlWMqlWr2u9funQp0XVwL9OmTXN4v94pODjYaNKkif012b9/v9GtWzcDMAYMGGDfbsmSJQZgjBo1yuHx7du3NywWi/H333877LNHjx72+wk/R9atW+dwrsHBwfb7Cc9znjx5jPDwcPvyn376yQCMX375xb6sYsWKRsGCBY3r16/bl61fv94AHPZ5LwMHDjQKFSpk//m0cuVKAzD27Nlj36Zz586Gv7+/w/V14cIFw8nJyeE1atSokVGxYkX7a24YtvdvrVq1jJIlS9qX3euaTe51P2jQIMNisTjkvHLlipE7d26Haz4l111SEt7XmzZtsi+7fv26UbRoUaNIkSL2n+FfffVVktdWuXLljIYNG9rvv//++4aXl5dx9OhRh+3efPNNw9nZ2Thz5oxhGP9eBz4+PsbFixfvmTHBc889Z4wcOdL44YcfjG+//dZ46qmnDMDo0KHDfR+7YsUKAzCWLVvmsLxSpUoOPy+Sm98wEr+WMTExRoUKFRyeD8Ow/Sx3cnIyDh486LD85ZdfNnx8fBJdI0n58MMPDcAICwu777YiIiKSdWhoMhEREcm2vvzyS1atWuVwu1OPHj0cegjs3buXY8eO0aVLF65cucLly5e5fPky0dHRNGrUiI0bN2K1WomPj2fFihW0bt2awoUL2x9ftmxZQkJCUpXVMAx++OEHWrVqhWEY9mNfvnyZkJAQIiIi2L17t8NjevXq5TA+f926dQFbTwaAPXv2cPLkSV555RWHXh6Aw/Bp3bt35/z58w7DP82ZMwdPT0/atWuXqvMpV66cPQ/YhlUqXbq0PVtqNG7cmHz58lGoUCE6deqEt7c3ixcvpkCBAvz4449YrVY6dOjg8NwFBgZSsmRJ+7nt3LmTixcv0r9/f4cx/1u0aEGZMmUchvhJMHDgQHs7oYdLTEwMq1evTjJnSl/LZcuWceXKFYd5bjp37syff/6Z5HBFyXluf/vtNx5//HF7D66E7RK+SX63w4cPky9fPvLly0fZsmWZOHEiLVq0sPcgufN9Ehsby5UrVyhRogR+fn6JrkuAvn37pmruIGdnZ/s1bbVaCQ8PJy4ujmrVqiV5nGeeeQZfX1/7/Ro1agDw7LPP4uLi4rA8JibGPvzcqlWruHbtGp07d3Z4fZydnalRo0aiodAAXnjhBYf7devWfaDr+cqVKwAOPVzutHLlSvtrUrFiRb777jt69erFxx9/bN/mt99+w9nZmZdeesnhsUOGDMEwDJYtW5bqfHfq2LGjQ867f9acP3+e/fv30717d7y9ve3b1atXj4oVKybrGHFxccyfP5+OHTvafz41bNgQf39/5syZ45Dl4sWLrF+/3r5s0aJFWK1WOnbsCEB4eDhr166lQ4cOXL9+3f76XrlyhZCQEI4dO5ZoKMKkrtnkXvfLly+nZs2aDj22cufOnej9lprr7k6//fYb1atXp06dOvZl3t7e9OvXj1OnTtmHCmvbti0uLi7Mnz/fvt2BAwf466+/7M8R2IaSq1u3Lrly5XLI07hxY+Lj49m4caPD8du1a2cfgu9+pk+fzogRI2jbti3dunXjp59+om/fvixYsIA//vjjno9t3LgxQUFBDq/7gQMH2Ldvn8OcMynJf+drefXqVSIiIqhbt26SP1fq1atHuXLlHJb5+fkRHR2d6PeIpCS8V+7ukSsiIiJZm4YmExERkWyrevXq9sndk1K0aFGH+8eOHQNsBZr/EhERwe3bt7l58yYlS5ZMtL506dL89ttvKc566dIlrl27xtSpU5k6dWqS21y8eNHh/p1FIPj3w5+rV68C/w7dlTBUz3958sknyZ8/P3PmzKFRo0ZYrVa+//57nn76aXLmzJnic0kqW0K+hGyp8eWXX1KqVClcXFwICAigdOnSODnZvnd07NgxDMNI8jWBfychP336NGB7ne5WpkwZNm/e7LDMycmJYsWKOSwrVaoUQJLzREDKX8vZs2dTtGhR3N3d7XP8FC9enBw5cjBnzhw+/PBDh8cm57k9ffq0vShxp6TOG2xzz3z99ddYLBY8PDwoWbIk/v7+9vU3b95k9OjRzJgxg3PnzjnMPxIREZFof3e/t1Ji1qxZjBs3jsOHDxMbG3vPfd79XCQUZQoVKpTk8oTnKOG9njDP0N18fHwc7nt4eCT6APpBr+cExn/M5VKjRg1GjRpFfHw8Bw4cYNSoUVy9etWh+Hr69GmCgoISvU/Lli1rX58W7vezJuE4JUqUSPTYEiVKJPlh991WrlzJpUuXqF69usNcVw0aNOD7779nzJgxODk52efvmj9/Po0aNQJsQ25VrlzZ/t78+++/MQyDd955h3feeSfJ4128eNFh2LSkrq/kXvenT5+mZs2aSZ77nVJ63d3tv97Xd77eFSpUIG/evDRq1IgFCxbw/vvvA7bnyMXFxT5sXkKeffv2/Wdx5e7/cx7kfQ22AuHXX3/N6tWrefzxx/9zOycnJ7p27crkyZO5ceOG/Wehh4eHfVi1lOZfunQpo0aNYu/evdy+fdu+/M4vJSRI6jz79+/PggULaNasGQUKFKBJkyZ06NCBpk2bJto24TpJat8iIiKSdakQIyIiIvIf7p4vI2Fy348//jjRXBQJvL29HT7EuZ//+iAmYZLvu4/97LPP/mch6O75Jv6rx8F/fbD7X5ydnenSpQtff/01kyZNYsuWLZw/f97hm8cplVbZ7nSvwprVasVisbBs2bIkj33nt/TTW0pey8jISH755Rdu3bqVZBFp7ty5fPDBBw7XUXo8t15eXvecNH7QoEHMmDGDV155hZo1a+Lr64vFYqFTp06JJsWGxO+t5Jo9ezY9e/akdevWvPbaa/j7+9sn5757knr47+fifs9RQubvvvuOwMDARNvd2ZvmXvt7EAlzG129etU+Ofyd8ubNa39NQkJCKFOmDC1btmTChAkMHjw4zfPcS3pcc3dL6P3QoUOHJNdv2LCBBg0a4O7uTuvWrVm8eDGTJk0iLCyMLVu2OBQsE17foUOH/mcvxbuLJEldsym97u8npdfdg+jUqRO9evVi7969VK5cmQULFtCoUSOHedKsVitPPvkkr7/+epL7SChsJUjt+zpBQoE0PDz8vtt2796djz/+mCVLltC5c2fmzp1Ly5YtHXrAJTf/pk2beOqpp3jiiSeYNGkS+fPnx9XVlRkzZjB37txEj0vqPP39/dm7dy8rVqxg2bJlLFu2jBkzZtC9e3dmzZrlsG1CgfLO51pERESyPhViRERERJKpePHigO1byff6UDpfvnx4enrav918pyNHjjjcT/jm+LVr1xyW3/1N9Xz58pEzZ07i4+PveeyUSDifAwcO3Hef3bt3Z9y4cfzyyy8sW7aMfPnypXqYNTMUL14cwzAoWrRoog8P7xQcHAzYXqe7v5V+5MgR+/oEVquVEydOOOzz6NGjAP85qXZKXssff/yRW7duMXny5EQf2h05coT//e9/bNmyxWEoouQIDg5O1vWZXIsWLaJHjx6MGzfOvuzWrVuJrusHtWjRIooVK8aPP/7oUHy6e9LxB5Xw3vD390+z91tKv/1epkwZAE6ePJms4btatGhBvXr1+PDDD3n++efx8vIiODiY1atXc/36dYdeMYcPHwZIdD2nl4Tj3NmTJUFSy+4WHR3NTz/9RMeOHWnfvn2i9S+99BJz5syhQYMGgG14slmzZrFmzRoOHTqEYRgOQ24l9GJzdXV9oNc3udd9cHBwss79Qa+74ODgJN/DSb3erVu35vnnn7cPT3b06FGGDRuWKE9UVFSavQfuJ2Eou+QMb1ahQgWqVKnCnDlzKFiwIGfOnGHixIkO2yQ3/w8//ICHhwcrVqzA3d3dvnzGjBkpyu/m5karVq1o1aoVVquV/v3789VXX/HOO+84FPZOnjxJ3rx5kz2Mm4iIiGQNmiNGREREJJmqVq1K8eLF+eSTT4iKikq0/tKlS4Dt2+EhISEsWbKEM2fO2NcfOnSIFStWODzGx8eHvHnzJhprf9KkSQ73nZ2dadeuHT/88AMHDhz4z2OnxKOPPkrRokX57LPPEn1wePc32StVqkSlSpWYNm0aP/zwA506dUrTb2ent7Zt2+Ls7My7776b6NwMw7DPx1GtWjX8/f2ZMmWKQ8+mZcuWcejQIVq0aJFo31988YXDvr744gtcXV3twyLdLSWv5ezZsylWrBgvvPAC7du3d7gNHToUb29vh3kSkqt58+b88ccfbN++3eG4qdlXwjnd/bxOnDgxUc+uB5XQ8+LOY23bto2tW7em6XFCQkLw8fHhww8/dBj+LEFq3m85cuQAEhdd/0vVqlVxc3Nj586dyT7GG2+8wZUrV/j6668B2+scHx/vcI0CfPrpp1gsFpo1a5bsfT+IoKAgKlSowLfffuvws3PDhg3s37//vo9fvHgx0dHRDBgwINH7oH379rRs2ZIffvjB/p5t3LgxuXPnZv78+cyfP5/q1as7DCfl7+9P/fr1+eqrr7hw4UKi4yX39U3udR8SEsLWrVvZu3evfVl4eHii99uDXnfNmzdn+/btDu+H6Ohopk6dSpEiRRzmNfHz8yMkJIQFCxYwb9483NzcaN26tcP+OnTowNatWxP9vwW26zguLu6eef5LZGRkop6jhmEwatQogGQX+bt168bKlSv57LPPyJMnT6LrObn5nZ2dsVgsDq/bqVOnWLJkSbLPKeH/kAROTk72no13n+uuXbuSHKpOREREsrbM89eziIiIiMmcnJyYNm0azZo1o3z58vTq1YsCBQpw7tw51q1bh4+PD7/88gsA7777LsuXL6du3br079+fuLg4Jk6cSPny5dm3b5/Dfvv06cNHH31Enz59qFatGhs3brT3qrjTRx99xLp166hRowZ9+/alXLlyhIeHs3v3blavXp2s4VzuPp/JkyfTqlUrKleuTK9evcifPz+HDx/m4MGDiT686t69O0OHDgV4oGHJzFC8eHFGjRrFsGHDOHXqFK1btyZnzpycPHmSxYsX069fP4YOHYqrqytjxoyhV69e1KtXj86dOxMWFsaECRMoUqQIr776qsN+PTw8WL58OT169KBGjRosW7aMX3/9lbfeeuue33ZOzmt5/vx51q1bl2ii9QTu7u6EhISwcOFCPv/8c/s8N8nx+uuv891339G0aVNefvllvLy8mDp1KsHBwYmuz+Ro2bIl3333Hb6+vpQrV46tW7eyevVq+/BaaaVly5b8+OOPtGnThhYtWnDy5EmmTJlCuXLlkiyOppaPjw+TJ0+mW7duPProo3Tq1Il8+fJx5swZfv31V2rXrp2ouHE/np6elCtXjvnz51OqVCly585NhQoV/nOOJg8PD5o0acLq1at57733knWMZs2aUaFCBcaPH8+AAQNo1aoVDRo04O233+bUqVM88sgjrFy5kp9++olXXnnF3gPjYfjwww95+umnqV27Nr169eLq1at88cUXVKhQ4b6v3Zw5c8iTJw+1atVKcv1TTz3F119/za+//krbtm1xdXWlbdu2zJs3j+joaD755JNEj/nyyy+pU6cOFStWpG/fvhQrVoywsDC2bt3K2bNn+fPPP+97Tsm97l9//XVmz57Nk08+yaBBg/Dy8mLatGkULlyY8PBwe2+pB73u3nzzTb7//nuaNWvGSy+9RO7cuZk1axYnT57khx9+sM+ZlaBjx448++yzTJo0iZCQEPz8/BzWv/baa/z888+0bNmSnj17UrVqVaKjo9m/fz+LFi3i1KlTqRpea/fu3XTu3JnOnTtTokQJbt68yeLFi9myZQv9+vXj0UcfTdZ+unTpwuuvv87ixYt58cUXE/0MTG7+Fi1aMH78eJo2bUqXLl24ePEiX375JSVKlEj2z8M+ffoQHh5Ow4YNKViwIKdPn2bixIlUrlzZPkcP2Oal2bdvHwMGDEj+EyYiIiJZgyEiIiKSzcyYMcMAjB07diS5ft26dQZgLFy4MMn1e/bsMdq2bWvkyZPHcHd3N4KDg40OHToYa9ascdhuw4YNRtWqVQ03NzejWLFixpQpU4wRI0YYd/8KduPGDaN3796Gr6+vkTNnTqNDhw7GxYsXDcAYMWKEw7ZhYWHGgAEDjEKFChmurq5GYGCg0ahRI2Pq1Kn3zX/y5EkDMGbMmOGwfPPmzcaTTz5p5MyZ0/Dy8jIqVapkTJw4MdF5X7hwwXB2djZKlSqV5POSlITn+uTJk/ZlwcHBRosWLRJtW69ePaNevXrJ3vfdx/iv1/NOP/zwg1GnTh3Dy8vL8PLyMsqUKWMMGDDAOHLkiMN28+fPN6pUqWK4u7sbuXPnNrp27WqcPXvWYZsePXoYXl5exvHjx40mTZoYOXLkMAICAowRI0YY8fHxDtum5rUcN26cASS6ru40c+ZMAzB++uknwzBS9tzu27fPqFevnuHh4WEUKFDAeP/9943p06cner3q1atnlC9f/j8zGIZhXL161ejVq5eRN29ew9vb2wgJCTEOHz5sBAcHGz169LBvd6/XKqlr5e7cVqvV+PDDD43g4GDD3d3dqFKlirF06VKjR48eRnBwsH27hGv9448/djjGf703/ivXunXrjJCQEMPX19fw8PAwihcvbvTs2dPYuXOnfZuE6+BuSb3Xf//9d/vPhKSuibv9+OOPhsViMc6cOeOw/L9eZ8P495pIeJ9fv37dePXVV42goCDD1dXVKFmypPHxxx8bVqs10T7vfK0Snqt169Y5nGtynmfDSPqanzdvnlGmTBnD3d3dqFChgvHzzz8b7dq1M8qUKfOfz0FYWJjh4uJidOvW7T+3uXHjhpEjRw6jTZs29mWrVq0yAMNisRj//PNPko87fvy40b17dyMwMNBwdXU1ChQoYLRs2dJYtGiRfZt7XbPJve4Nw/b/Rt26dQ13d3ejYMGCxujRo43PP//cAIzQ0FCHbZNz3f2X48ePG+3btzf8/PwMDw8Po3r16sbSpUuT3DYyMtLw9PQ0AGP27NlJbnP9+nVj2LBhRokSJQw3Nzcjb968Rq1atYxPPvnEiImJMQzj3tdBUk6cOGE888wzRpEiRQwPDw8jR44cRtWqVY0pU6Ykui7vp3nz5gZg/P7776nObxiGMX36dKNkyZKGu7u7UaZMGWPGjBlJvocBY8CAAYmOs2jRIqNJkyaGv7+/4ebmZhQuXNh4/vnnjQsXLjhsN3nyZCNHjhxGZGRkis5TREREMj+LYaThDIoiIiIick8jR45McniszODy5cvkz5+f4cOH884775gdx3Q9e/Zk0aJFadoTQ+RO8fHxlCtXjg4dOvD++++bHSddVK5cmXz58rFq1Sqzozx0r7zyCl999RVRUVH2YfckZdq0acP+/fuTNddQRlClShXq16/Pp59+anYUERERecg0R4yIiIiIJMvMmTOJj4+nW7duZkcRyRacnZ157733+PLLLzN9wS82NjbRnCLr16/nzz//pH79+uaEeohu3rzpcP/KlSt899131KlTR0WYVLpw4QK//vprpvk/afny5Rw7doxhw4aZHUVERERMoDliREREROSe1q5dy19//cUHH3xA69atKVKkiNmRRLKNjh070rFjR7NjPLBz587RuHFjnn32WYKCgjh8+DBTpkwhMDCQF154wex46a5mzZrUr1+fsmXLEhYWxvTp04mMjFTvwlQ4efIkW7ZsYdq0abi6uvL888+bHSlZmjZtmukLqiIiIpJ6KsSIiIiIyD299957/P7779SuXZuJEyeaHUdEMqFcuXJRtWpVpk2bxqVLl/Dy8qJFixZ89NFHiSa3z4qaN2/OokWLmDp1KhaLhUcffZTp06fzxBNPmB0t09mwYQO9evWicOHCzJo1i8DAQLMjiYiIiNyX5ogRERERERERERERERFJJ5ojRkREREREREREREREJJ2oECMiIiIiIiIiIiIiIpJONEdMMlitVs6fP0/OnDmxWCxmxxERERERERERERERERMZhsH169cJCgrCyenefV5UiEmG8+fPU6hQIbNjiIiIiIiIiIiIiIhIBvLPP/9QsGDBe26jQkwy5MyZE7A9oT4+PianERERERERERERERERM0VGRlKoUCF7/eBeVIhJhoThyHx8fFSIERERERERERERERERgGRNZ3LvgctEREREREREREREREQk1VSIERERERERERERERERSScqxIiIiIiIiIiIiIiIiKQTzREjIiIiIiIiIiIiIvIADMMgLi6O+Ph4s6NIGnJ1dcXZ2fmB96NCjIiIiIiIiIiIiIhIKsXExHDhwgVu3LhhdhRJYxaLhYIFC+Lt7f1A+1EhRkREREREREREREQkFaxWKydPnsTZ2ZmgoCDc3NywWCxmx5I0YBgGly5d4uzZs5QsWfKBesaoECMiIiIiIiIiIiIikgoxMTFYrVYKFSpEjhw5zI4jaSxfvnycOnWK2NjYByrEOKVhJhERERERERERERGRbMfJSR+1Z0Vp1btJV4eIiIiIiIiIiIiIiEg6USFGREREREREREREREQknZhaiNm4cSOtWrUiKCgIi8XCkiVL/nPbF154AYvFwmeffeawPDw8nK5du+Lj44Ofnx+9e/cmKirKYZt9+/ZRt25dPDw8KFSoEGPHjk2HsxERERERERERERERybzq16/PK6+8YnaMLMfUQkx0dDSPPPIIX3755T23W7x4MX/88QdBQUGJ1nXt2pWDBw+yatUqli5dysaNG+nXr599fWRkJE2aNCE4OJhdu3bx8ccfM3LkSKZOnZrm5yMiIiIiIiIiIiIiInInFzMP3qxZM5o1a3bPbc6dO8egQYNYsWIFLVq0cFh36NAhli9fzo4dO6hWrRoAEydOpHnz5nzyyScEBQUxZ84cYmJi+Oabb3Bzc6N8+fLs3buX8ePHOxRsREREREREREREREQk/cTHx2OxWHByyl6zpmTos7VarXTr1o3XXnuN8uXLJ1q/detW/Pz87EUYgMaNG+Pk5MS2bdvs2zzxxBO4ubnZtwkJCeHIkSNcvXo1yePevn2byMhIh5uIiIiIiIjcw82rsLAnLB8GMdFmpxERERExjWEY3IiJM+VmGEayc0ZHR9O9e3e8vb3Jnz8/48aNc1if1HQifn5+zJw5E4D169djsVi4du2aff3evXuxWCycOnUKgJkzZ+Ln58fPP/9MuXLlcHd358yZM1gslkS3IkWKALZiTe/evSlatCienp6ULl2aCRMmOOTYsWMHTz75JHnz5sXX15d69eqxe/fuRPm/+uorWrZsSY4cOShbtixbt27l77//pn79+nh5eVGrVi2OHz+e7OcstUztEXM/Y8aMwcXFhZdeeinJ9aGhofj7+zssc3FxIXfu3ISGhtq3KVq0qMM2AQEB9nW5cuVKtN/Ro0fz7rvvpsUpiIiIiIiIZH23ImF2Ozi3y3b/79XQfgYEVjA3l4iIiIgJbsbGU274ClOO/dd7IeRwS97H/q+99hobNmzgp59+wt/fn7feeovdu3dTuXLlNM1048YNxowZw7Rp08iTJw/+/v5cuHDBvj46OpqmTZtSs2ZNwNZBo2DBgixcuJA8efLw+++/069fP/Lnz0+HDh0AuH79Oj169GDixIkYhsG4ceNo3rw5x44dI2fOnPZ9v//++4wfP57x48fzxhtv0KVLF4oVK8awYcMoXLgwzz33HAMHDmTZsmVpes53y7CFmF27djFhwgR2796NxWJ5qMceNmwYgwcPtt+PjIykUKFCDzWDiIiIiIhIphATDXM72oownrnBxR0uH4WvG0LIB/BYH3jIf9OJiIiIyL1FRUUxffp0Zs+eTaNGjQCYNWsWBQsWTPNjxcbGMmnSJB555BH7shw5cgC23kPt2rXD19eXr776CgBXV1eHjhJFixZl69atLFiwwF6IadiwocMxpk6dip+fHxs2bKBly5b25b169bI/5o033qBmzZq88847hISEAPDyyy/Tq1evND/nu2XYQsymTZu4ePEihQsXti+Lj49nyJAhfPbZZ5w6dYrAwEAuXrzo8Li4uDjCw8MJDAwEIDAwkLCwMIdtEu4nbHM3d3d33N3d0/J0REREREREsp7YWzCvC5z5Hdx9odti8C0ES16EYyvgt6FwYj08NRFy5DY7rYiIiMhD4enqzF/vhZh27OQ4fvw4MTEx1KhRw74sd+7clC5dOs0zubm5UalSpSTXvfXWW2zdupWdO3fi6elpX/7ll1/yzTffcObMGW7evElMTIxDT52wsDD+97//sX79ei5evEh8fDw3btzgzJkzDvu/87gJI2VVrFjRYdmtW7eIjIzEx8cnLU43SRm2ENOtWzcaN27ssCwkJIRu3brZK1Q1a9bk2rVr7Nq1i6pVqwKwdu1arFar/QKqWbMmb7/9NrGxsbi6ugKwatUqSpcuneSwZCIiIiIiIpIMcTGwoLut0OLmDc/+AEGVbeu6zIc/JsOq4XB4KZzfC+2mQXBNEwMDhgFX/rYVi1w9zM0iIiIiWZbFYkn28GAZmcViSTTnTGxsrL3t5GSbgv7Obe5cn8DT0zPJUa9mz57Np59+yvr16ylQoIB9+bx58xg6dCjjxo2jZs2a5MyZk48//tg+LzxAjx49uHLlChMmTCA4OBh3d3dq1qxJTEyMwzESagIJ5/Nfy6xW6z2eiQfnlK57v4+oqCj27t3L3r17ATh58iR79+7lzJkz5MmThwoVKjjcXF1dCQwMtFflypYtS9OmTenbty/bt29ny5YtDBw4kE6dOhEUFARAly5dcHNzo3fv3hw8eJD58+czYcIEh6HHREREREREJAXi4+CH3rZeLy4etsJLocf+XW+xQM3+0GcV5C4GkWdhZnPY8DFY483JfHITzGgOX1SDuR1sRRkRERGRbKp48eK4uro6FDeuXr3K0aNH7ffz5cvnMJfLsWPHuHHjhsN6wGGbhM/672fr1q306dOHr776iscff9xh3ZYtW6hVqxb9+/enSpUqlChRguPHjyfa5qWXXqJ58+aUL18ed3d3Ll++nKxjm8HUQszOnTupUqUKVapUAWDw4MFUqVKF4cOHJ3sfc+bMoUyZMjRq1IjmzZtTp04dpk6dal/v6+vLypUrOXnyJFWrVmXIkCEMHz6cfv36pfn5iIiIiIiIZHnWeNvQY4d+Bmc36DQHitRJetugKvD8RqjUCQwrrBsF3z4NkReS3j49nPkDZrWCWS1tQ6gBnNwAB354eBlEREREMhhvb2969+7Na6+9xtq1azlw4AA9e/a093IB2zwsX3zxBXv27GHnzp288MILDr1JSpQoQaFChRg5ciTHjh3j119/Zdy4cfc9dmhoKG3atKFTp06EhIQQGhpKaGgoly5dAqBkyZLs3LmTFStWcPToUd555x127NjhsI+SJUvy3XffcejQIbZt20bXrl0dhjbLaEztH1W/fv1EXZvu5dSpU4mW5c6dm7lz597zcZUqVWLTpk0pjSciIiIiIiJ3MgxY+grsXwBOLvDMLCjR+N6Pcc8Jbb+CYvXh1yFwahNMqQ2tJ0OpdBw7/Z8dsP5DOL7Wdt/JFar2tBWP/vgSVv4PSjUFd+/0yyAiIiKSgX388cdERUXRqlUrcubMyZAhQ4iIiLCvHzduHL169aJu3boEBQUxYcIEdu3aZV/v6urK999/z4svvkilSpV47LHHGDVqFM8888w9j3v48GHCwsKYNWsWs2bNsi8PDg7m1KlTPP/88+zZs4eOHTtisVjo3Lkz/fv3Z9myZfZtp0+fTr9+/Xj00UcpVKgQH374IUOHDk3DZydtWYyUVEKyqcjISHx9fYmIiEjXCXtEREREREQyLMOA5W/CtilgcYJ206FC25Tt4/LfsKgXhO6z3X98ADQeAS7uaZfz3G5YPxqOrbTdd3KBKs9C3aHgVwhib8GkGnD1FNR5FRqPTLtji4iISLZz69YtTp48SdGiRfHw0Bx0Wc29Xt+U1A1MHZpMREREREREMgHDgNUjbUUYgKcnpbwIA5C3BPRZDTVetN3/40uY3gSuHL/345Ljwj74vgt83cBWhLE42wowg3ZBqwm2IgyAqweEjLa1f//CVhwSEREREUlHKsSIiIiIiIjIvW0YC1s+s7VbfgqVO6d+Xy7u0Owj6PQ9eOaCC3vhqyfgz/mp21/YXzC/G3xVF478auutU6kTDNwBT38JuYokfkzpZrYh1ayxtl4+GihCRERERNKRCjEiIiIiIiLy37ZMsM21AraeJNWeS5v9lmkOL2yB4NoQEwWL+8HiF+F2VPIef+koLHoOJteCQz8DFqjQHvpvs81Jk6f4fz/WYoGmY2zzxvy9Co4uT5NTEhERERFJigoxIiIiIiIikrTtX8Oq4bZ2w3egZv+03b9vAejxC9QfZuvJ8udcmFrPNszYf7lyHH583jbPy4EfAAPKPQ39t0L76ZCvVPKOnbcE1Bxgay9/0zZ3jIiIiIhIOlAhRkRERERERBLb/R38NtTWrjsUnhiaPsdxcob6b0KPpZAzCK78DdMawbavHIcMu3oKlgyALx6DffPAsEKZlvDCZujwLfiXTfmxn3gNcua37XvrxLQ6IxERERERByrEiIiIiIiIiKP9i+DnQbZ2zYHQ8H/pf8witeHFLVC6OcTHwLLXYV4XW++YX16GiVVh72ww4qFkCPRbD53mQGDF1B/T3RuefN/W3jgOrv2TJqciIiIiInInFWJERERERETkX3/9DD/2AwzbfDBNRtnmVHkYcuSGTnOh2VhwdoMjv8FXdWHXTLDGQfFG0GcNdF0AQVXS5pgV20PhWhB3E1Y+hIKTiIiIiGQ7KsSIiIiIiIiIzdGVsOg5W6+TR7pA83EPrwiTwGKBGs/bCi55StiWFX0Cei2Hbj9CwWppf7zmY21z1Py1BE5sSNv9i4iIiEi252J2ABEREREREckATqyH+c+CNRbKt4WnvwAnE7+7l78SvPg7RJyFPMXT91iBFaFab9jxNSx7A17YBM6u6XtMEREREck21CNGREREREQkuzvzB3zfGeJvQ+kW0HYqODmbnQpc3NO/CJOgwVvgmRsuHYId0x7OMUVEREQykfXr12OxWLh27RoAM2fOxM/Pz75+5MiRVK5c2ZRsGZ0KMSIiIiIiItnZuV0wuz3E3rDNwfLMjOzZGyRHbmg03NZeNxqiLpmbR0RERCSDqVWrFhcuXMDX1zfJ9UOHDmXNmjUPOVXmoEKMiIiIiIhIdhW6H75rCzHXoUhd6Djb1gslu3q0O+R/BG5HwJqRZqcRERERyVDc3NwIDAzE8h9zCHp7e5MnT56HnCpzUCFGREREREQkO7r8N3zbGm5dg4LVofP34JbD7FTmcnKG5p/Y2ntmw9ld5uYRERGRzMkwICbanJthJDtm/fr1GTRoEK+88gq5cuUiICCAr7/+mujoaHr16kXOnDkpUaIEy5YtAxIPTXa3pIYmmzZtGmXLlsXDw4MyZcowadIk+7qk9rd3714sFgunTp1K9nlkBi5mBxARERERERETLHsdbly29QDpuhDcc5qdKGMoVB0e6Qx/fg+/DYU+a8BJ32EUERGRFIi9AR8GmXPst86Dm1eyN581axavv/4627dvZ/78+bz44ossXryYNm3a8NZbb/Hpp5/SrVs3zpw5k+Ioc+bMYfjw4XzxxRdUqVKFPXv20LdvX7y8vOjRo0eK95eZ6bdJERERERGR7Ob8Xji+BizO8Mws8PQzO1HG0vhdcMsJ53fD3tlmpxERERFJN4888gj/+9//KFmyJMOGDcPDw4O8efPSt29fSpYsyfDhw7ly5Qr79u1L8b5HjBjBuHHjaNu2LUWLFqVt27a8+uqrfPXVV+lwJhmbesSIiIiIiIhkN5vH2/6t0A5yFzU3S0aUMwDqvwkr34bV70LZp1SsEhERkeRzzWHrmWLWsVOgUqVK9razszN58uShYsWK9mUBAQEAXLx4ER8fn2TvNzo6muPHj9O7d2/69u1rXx4XF4evr2+KMmYFKsSIiIiIiIhkJ5ePwV8/29p1XjU3S0ZW43nY/S1cPgLrR0OzMWYnEhERkczCYknR8GBmcnV1dbhvsVgcllksFgCsVmuK9hsVFQXA119/TY0aNRzWOTs7A+D0/8O/GnfMaxMbG5ui42QWGppMREREREQkO9n8GWBA6eYQUM7sNBmXs+u/xZftX0PYX+bmEREREclEAgICCAoK4sSJE5QoUcLhVrSorUd2vnz5ALhw4YL9cXv37jUjbrpTIUZERERERCS7iDgL++bZ2nUGm5slMyjeAMq2AiMelr0Od3xbU0RERETu7d1332X06NF8/vnnHD16lP379zNjxgzGj7cNk1uiRAkKFSrEyJEjOXbsGL/++ivjxo0zOXX6UCFGREREREQku/j9C7DGQZG6UOgxs9NkDiEfgosHnNoEB380O42IiIhIptGnTx+mTZvGjBkzqFixIvXq1WPmzJn2HjGurq58//33HD58mEqVKjFmzBhGjRplcur0YTEMfaXnfiIjI/H19SUiIiJFExKJiIiIiIhkGNGX4dMKEHcTui2G4g3NTpR5rB8D6z8EnwIwcEemGfNdRERE0t+tW7c4efIkRYsWxcPDw+w4ksbu9fqmpG6gHjEiIiIiIiLZwbYptiJM/spQrIHZaTKX2i+BX2GIPAebsuZwGSIiIiKSflSIERERERERyepuRcL2qbZ23SFgsZibJ7Nx9YSQ0bb27xPhynFz84iIiIhIpqJCjIiIiIiISFa38xu4FQF5S0GZlmanyZzKtLAN5xYfAyveMjuNiIiIiGQiKsSIiIiIiIhkZbG34I9JtnadV8FJfwamisUCTceAkwscXQ5HV5idSEREREQyCf0GLiIiIiIikpXtnQNRYeBbCCo+Y3aazC1fKXi8v629/E2Iu21uHhEREckwDMMwO4Kkg7R6XVWIERERERERyari42DLBFu71iBwdjU3T1ZQ73XwDoTwE7D1C7PTiIiIiMlcXW2/X924ccPkJJIeYmJiAHB2dn6g/bikRRgRERERERHJgA7+CNdOQ468UKWb2WmyBvec8OR7sLgfbPwEKnUC3wJmpxIRERGTODs74+fnx8WLFwHIkSMHFovF5FSSFqxWK5cuXSJHjhy4uDxYKUWFGBERERERkazIaoVN423tx18Etxzm5slKKnWAnd/AP3/Aqneg/TdmJxIRERETBQYGAtiLMZJ1ODk5Ubhw4QcurqkQIyIiIiIikhUdXQ6XDoFbTnisj9lpshaLBZqPha/qwYEfoNpzUKSO2alERETEJBaLhfz58+Pv709sbKzZcSQNubm54eT04DO8qBAjIiIiIiKS1RgGbBpna1fvA55+psbJkvI/AtV62XrG/PY6PL8RnPUntoiISHbm7Oz8wHOJSNb04KUcERERERERyVhObYJzO8HFAx7vb3aarKvhO+CZCy4ehL+WmJ1GRERERDIoFWJERERERESymoS5Yap0A29/c7NkZTlyw+MDbO3Nn9p6IomIiIiI3EWFGBERERERkazk3G44sQ4szlBrkNlpsr7qfcDNG8IOwLFVZqcRERERkQxIhRgREREREZGsZPP/94ap+AzkCjY3S3bgmcs2VwzYesWIiIiIiNxFhRgREREREZGs4tIROLTU1q7zqrlZspPHB4CzG5z5Hc78YXYaEREREclgVIgRERERERHJKjZ/BhhQpiX4lzE7Tfbhkx8e6WRrq1eMiIiIiNxFhRgREREREZGs4No/sH+BrV1nsLlZsqParwAWOLocwg6anUZEREREMhBTCzEbN26kVatWBAUFYbFYWLJkiX1dbGwsb7zxBhUrVsTLy4ugoCC6d+/O+fPnHfYRHh5O165d8fHxwc/Pj969exMVFeWwzb59+6hbty4eHh4UKlSIsWPHPozTExEREREReXh+nwjWOChaDwpWNTtN9pOnOJR72tbeMsHcLCIiIiKSoZhaiImOjuaRRx7hyy+/TLTuxo0b7N69m3feeYfdu3fz448/cuTIEZ566imH7bp27crBgwdZtWoVS5cuZePGjfTr18++PjIykiZNmhAcHMyuXbv4+OOPGTlyJFOnTk338xMREREREXkooi7B7lm2dl31hjFNnVds/+5fBFdPmxpFRERERDIOi2EYhtkhACwWC4sXL6Z169b/uc2OHTuoXr06p0+fpnDhwhw6dIhy5cqxY8cOqlWrBsDy5ctp3rw5Z8+eJSgoiMmTJ/P2228TGhqKm5sbAG+++SZLlizh8OHDycoWGRmJr68vERER+Pj4PPC5ioiIiIiIpKk178GmcVCgKvRZAxaL2Ymyr29bw4l18FhfaPGJ2WlEREREJJ2kpG6QqeaIiYiIwGKx4OfnB8DWrVvx8/OzF2EAGjdujJOTE9u2bbNv88QTT9iLMAAhISEcOXKEq1evJnmc27dvExkZ6XATERERERHJkG5FwPZptnadwSrCmC2hR9Ke72w9lUREREQk28s0hZhbt27xxhtv0LlzZ3t1KTQ0FH9/f4ftXFxcyJ07N6GhofZtAgICHLZJuJ+wzd1Gjx6Nr6+v/VaoUKG0Ph0REREREZG0sWM63I6AfGWgdHOz00iRuraeSXG3YNsUs9OIiIiISAaQKQoxsbGxdOjQAcMwmDx5crofb9iwYURERNhv//zzT7ofU0REREREJMVib8Ifk2ztOq+CU6b4Ey9rs1hsrwXAjq/hlkZYEBEREcnuMvxv6QlFmNOnT7Nq1SqHsdYCAwO5ePGiw/ZxcXGEh4cTGBho3yYsLMxhm4T7Cdvczd3dHR8fH4ebiIiIiIhIhrNnNkRfAt/CUKGd2WkkQekWkLeUbdi4XTPMTiMiIiIiJsvQhZiEIsyxY8dYvXo1efLkcVhfs2ZNrl27xq5du+zL1q5di9VqpUaNGvZtNm7cSGxsrH2bVatWUbp0aXLlyvVwTkRERERERCStxcfCls9t7dovgbOruXnkX05OUPsVW3vrlxB7y9Q4IiIiImIuUwsxUVFR7N27l7179wJw8uRJ9u7dy5kzZ4iNjaV9+/bs3LmTOXPmEB8fT2hoKKGhocTExABQtmxZmjZtSt++fdm+fTtbtmxh4MCBdOrUiaCgIAC6dOmCm5sbvXv35uDBg8yfP58JEyYwePBgs05bRERERETkwR34ASLOgFc+qPKs2WnkbhWfAZ8CEBUG++aZnUZERERETGQxDMMw6+Dr16+nQYMGiZb36NGDkSNHUrRo0SQft27dOurXrw9AeHg4AwcO5JdffsHJyYl27drx+eef4+3tbd9+3759DBgwgB07dpA3b14GDRrEG2+8keyckZGR+Pr6EhERoWHKRERERETEfFYrTHocLh+BRiOgrr5oliFtnQQrhkHuYjBwJzg5m51IRERERNJISuoGphZiMgsVYkREREREJEM5tBTmdwV3X3h1P3j4mp1IknI7Cj6rADevQvsZUKGt2YlEREREJI2kpG6QoeeIERERERERkbsYBmweb2tX76MiTEbm7g01XrC1N39qe+1EREREJNtRIUZERERERCQzObkBzu0CFw+o8aLZaeR+qvcD1xwQug+OrzU7jYiIiIiYQIUYERERERGRzGTT//eGebQHeOczN4vcX47cULWnrb35U1OjiIiIiIg5VIgRERERERHJLM7usvWIcXKBWoPMTiPJVXMAOLnCqU3wzw6z04iIiIjIQ6ZCjIiIiIiISGaRMDdMxQ7gV8jcLJJ8vgWhUkdbe8tnpkYRERERkYdPhRgREREREZHM4OJhOLwUsECdV8xOIylV+yXAYnsNLx0xO42IiIiIPEQqxIiIiIiIiGQGCT0pyraEfKVNjSKpkK80lGlha2/+zNQoIiIiIvJwqRAjIiIiIiKS0V06AvsW2Np1BpubRVIv4bXbvwCu/WNuFhERERF5aFSIERERERERyehWjQAjHkq3gAKPmp1GUqtgVSj6BFjjYOuXZqcRERERkYdEhRgREREREZGM7ORGOLoMnFzgyffMTiMPqs6rtn93z4LoK+ZmEREREZGHQoUYERERERGRjMpqhRVv29rVnoO8JczNIw+uWAPI/wjE3oDtX5mdRkREREQeAhViREREREREMqr9CyB0H7j7QL03zE4jacFi+bdXzLav4HaUuXlEREREJN2pECMiIiIiIpIRxd6ENf8/FFndweCV19w8knbKPgW5i8Ota7YhykREREQkS1MhRkREREREJCPa+iVEngPfQlDjRbPTSFpycobaL9vav38BcTHm5hERERGRdKVCjIiIiIiISEYTdRE2f2prNxoBrh7m5pG090gn8A6E6+dh33yz04iIiIhIOlIhRkREREREJKNZ/xHEREFQFajQzuw0kh5c3KHmAFt7ywSwxpubR0RERETSjQoxIiIiIiIiGcmlI7Brpq3d5ANw0p9tWVa1XuDhC1eOweFfzU4jIiIiIulEv9GLiIiIiIhkJKuGgxEPZVpCkdpmp5H05J4TqveztTePB8MwN4+IiIiIpAsVYkRERERERDKKExvg6HJwcoHG75qdRh6GGi+Aiyec3wMnN5idRkRERETSgQoxIiIiIiIiGYHVCiv/Z2tXew7yljA3jzwcXnnh0W629uZPzc0iIiIiIulChRgREREREZGMYN98CN0H7j5Q702z08jDVGsQWJzhxHo4t9vsNCIiIiKSxlSIERERERERMVvMDVj7vq1ddwh45TE3jzxcfoWh4jO2tnrFiIiIiGQ5KsSIiIiIiIiY7Y9JEHkOfAvb5gyR7Kf2y7Z/D/0Cl4+Zm0VERERE0pQKMSIiIiIiImaKuvhvL4jGI8DVw9w8Yo6AclCqGWDAlglmpxERERGRNKRCjIiIiIiIiJnWj4aYKAh6FMq3NTuNmKnuYNu/f86DyPPmZhERERGRNKNCjIiIiIiIiFkuHoZds2ztJqPASX+iZWuFqkNwbbDGwubPzE4jIiIiImlEv+WLiIiIiIiYZfUIMOKhTEsoUtvsNJIRPPGa7d+d0+Hy3+ZmEREREZE0oUKMiIiIiIiIGU5sgKPLwckFGr9rdhrJKIo3gJJNwBpnK9SJiIiISKanQoyIiIiIiMjDZrXCyv/Z2tV6Q94S5uaRjOXJ98HiDIeXwqnNZqcRERERkQekQoyIiIiIiMjDtm8+hO4Ddx+o94bZaSSj8S8DVXva2iveshXuRERERCTTUiFGRERERETkYYq5AWvft7XrDgGvPObmkYyp/jBboe7Cn7bCnYiIiIhkWirEiIiIiIiIPEx/TILIc+BbGGq8YHYayai880Hdwbb2mvdsBTwRERERyZRUiBEREREREXlYoi7C5k9t7cYjwNXD3DySsdV40Vawu34etn5hdhoRERERSSUVYkRERERERB6W9aMhJgqCHoXybc1OIxmdqwc8OdLW3vwZXA81M42IiIiIpJIKMSIiIiIiIg/DxcOwa5atHfIBOOnPMUmG8m2h4GMQGw1rR5mdRkRERERSQb/5i4iIiIiIPAyrhoMRD2VaQnAts9NIZmGxQMiHtvae2RC639w8IiIiIpJiKsSIiIiIiIiktxPr4dgKcHKBxu+anUYym0LVoXwbwIAVb4NhmJ1IRERERFJAhRgREREREZH0ZLXCyv/Z2tV6Q94S5uaRzKnxSHB2g5Mb4NhKs9OIiIiISAqoECMiIiIiIpKe9s23DSfl7gv13jA7jWRWuYrA4y/a2iv/B/GxpsYRERERkeQztRCzceNGWrVqRVBQEBaLhSVLljisNwyD4cOHkz9/fjw9PWncuDHHjh1z2CY8PJyuXbvi4+ODn58fvXv3JioqymGbffv2UbduXTw8PChUqBBjx45N71MTERERERGBmBuw5j1b+4kh4JXH3DySudUdAjnywOWjsGum2WlEREREJJlMLcRER0fzyCOP8OWXXya5fuzYsXz++edMmTKFbdu24eXlRUhICLdu3bJv07VrVw4ePMiqVatYunQpGzdupF+/fvb1kZGRNGnShODgYHbt2sXHH3/MyJEjmTp1arqfn4iIiIiIZHN/fAnXz4NvYaj+vNlpJLPz8IX6w2zt9aPh5jVT44iIiIhI8lgMI2PM8mexWFi8eDGtW7cGbL1hgoKCGDJkCEOHDgUgIiKCgIAAZs6cSadOnTh06BDlypVjx44dVKtWDYDly5fTvHlzzp49S1BQEJMnT+btt98mNDQUNzc3AN58802WLFnC4cOHk5UtMjISX19fIiIi8PHxSfuTFxERERGRrCfqInxeBWKioN10qNje7ESSFcTHweRacPkI1HoJmrxvdiIRERGRbCkldYMMO0fMyZMnCQ0NpXHjxvZlvr6+1KhRg61btwKwdetW/Pz87EUYgMaNG+Pk5MS2bdvs2zzxxBP2IgxASEgIR44c4erVq0ke+/bt20RGRjrcREREREREUmT9aFsRpkBVqNDO7DSSVTi7/Ft82TYFrp4yNY6IiIiI3F+GLcSEhoYCEBAQ4LA8ICDAvi40NBR/f3+H9S4uLuTOndthm6T2cecx7jZ69Gh8fX3tt0KFCj34CYmIiIiISPZxajPsmmVrNxkFFou5eSRrKdkEitWH+BhYPdLsNCIiIiJyHxm2EGOmYcOGERERYb/9888/ZkcSEREREZHMID4W1o6CWa3AiIeyT0FwLbNTSVZjsUCTDwALHFwMZ7aZnUhERERE7iHDFmICAwMBCAsLc1geFhZmXxcYGMjFixcd1sfFxREeHu6wTVL7uPMYd3N3d8fHx8fhJiIiIiIick+X/4bpT8LGj8GwwiNdoPUks1NJVhVYAao8a2uveAsyxvSvIiIiIpKEDFuIKVq0KIGBgaxZs8a+LDIykm3btlGzZk0AatasybVr19i1a5d9m7Vr12K1WqlRo4Z9m40bNxIbG2vfZtWqVZQuXZpcuXI9pLMREREREZEsyzBg5zfwVV04vwc8/OCZmdBmMrjnNDudZGUN/weuXnBuJxz4wew0IiIiIvIfTC3EREVFsXfvXvbu3QvAyZMn2bt3L2fOnMFisfDKK68watQofv75Z/bv30/37t0JCgqidevWAJQtW5amTZvSt29ftm/fzpYtWxg4cCCdOnUiKCgIgC5duuDm5kbv3r05ePAg8+fPZ8KECQwePNiksxYRERERkSwj6hJ83wmWvgqxN2zzdvTfCuXbmJ1MsoOcgVDnVVt79bsQe8vcPCIiIiKSJIthmNd/ef369TRo0CDR8h49ejBz5kwMw2DEiBFMnTqVa9euUadOHSZNmkSpUqXs24aHhzNw4EB++eUXnJycaNeuHZ9//jne3t72bfbt28eAAQPYsWMHefPmZdCgQbzxxhvJzhkZGYmvry8REREapkxERERERGyOLIefB0L0JXB2h8YjocYL4JRhBx6QrCjmBkysCtfP267BhMKMiIiIiKSrlNQNTC3EZBYqxIiIiIiIiF1MNKx4G3bNsN33Lw/tvoaA8ubmkuzrz3mw+Hlwywkv7QHvfGYnEhEREcnyUlI30Fe1REREREREkuvcLphS998iTM2B0HetijBiroodIH9liLkO60ebnUZERERE7qJCjIiIiIiIyP3Ex8GGj2F6Ewg/DjmDoPtPEPIBuHqYnU6yOycnCPnQ1t41Ay4eMjePiIiIiDhQIUZERERERORewk/CzOawbhRY46B8G3hxCxSrb3YykX8VqQ1lWoJhhZXvmJ1GRERERO6gQoyIiIiIiEhSDAP2zrUNRfbPNnD3gTZTof0MyJHb7HQiiT35Hji5wN+r4O81ZqcRERERkf+nQoyIiIiIiMjdboTDgu6w5EXbvBuFa8ELm+GRjmCxmJ1OJGl5ikP1frb2yv+BNd7cPCIiIiICqBAjIiIiIiLi6O81MKkmHPrZ1rug0QjouRRyBZudTOT+nngNPPzg4l+w5zuz04iIiIgIKsSIiIiIiIjYxN6EZW/C7LYQFQp5S0GfNVB3MDg5m51OJHly5IZ6b9jaaz+A29fNzSMiIiIiKsSIiIiIiIgQ9hdMbQDbJtvuP9YX+m2AoMqmxhJJlcf6QO5iEH0RNn9mdhoRERGRbE+FGBERERERyd5ib8KcZ+DSIfDyhy4LocUn4JbD7GQiqePiBk++b2tv/QIizpqbR0RERCSbUyFGRERERESyt+1fQ+RZ8CkI/bdCqSZmJxJ5cGVaQHBtiLsFa94zO42IiIhItqZCjIiIiIiIZF83r8GmcbZ2g7fAK6+pcUTSjMUCIR/Y2vvmw7ld5uYRERERycZUiBERERERkezr98/h1jXIVxYe6WR2GpG0FVQFHulsa694GwzD3DwiIiIi2ZQKMSIiIiIikj1dD4Wtk2ztRsPBydncPCLpoeE74OIJZ7bC4aVmpxERERHJllSIERERERGR7GnDGIi7CYVqQOlmZqcRSR++BaDWQFt71XCIizE3j4iIiEg2pEKMiIiIiIhkP1eOw65Ztnbjkbb5NESyqtovg5c/hJ+AndPNTiMiIiKS7agQIyIiIiIi2c/aUWDEQ8kQCK5ldhqR9OWeExq8ZWtvGAM3r5qbR0RERCSbUSFGRERERESyl/N74OCPgMU2N4xIdlClG+QrayvCbPzE7DQiIiIi2YoKMSIiIiIikr2sec/2b6UOEFjB3CwiD4uzCzQZZWtvnwrhJ83NIyIiIpKNqBAjIiIiIiLZx4kNcHwtOLn+O1STSHZRohEUawDxMbDmXbPTiIiIiGQbKsSIiIiIiEj2YBiweqStXe05yFXEzDQiD5/F8v+9YixwcDH8s93sRCIiIiLZggoxIiIiIiKSPRz6Gc7vBlcveOI1s9OImCOwAlR51tZe8ZatQCkiIiIi6UqFGBERERERyfri42DN+7Z2rYHgnc/cPCJmavA2uOaAszvgryVmpxERERHJ8lSIERERERGRrG/vbLhyDHLkgZoDzU4jYi6f/FD7ZVt71QiIu21uHhEREZEsToUYERERERHJ2mJvwvqPbO0nXgMPH3PziGQEtQaBdyBcOw3bp5qdRkRERCRLUyFGRERERESytm1fwfUL4FsYqj1ndhqRjMHNCxr+z9be+DHcCDc3j4iIiEgWpkKMiIiIiIhkXTevwubxtnaDt8DF3dw8IhlJ5S4QUAFuRcCGsWanEREREcmyVIgREREREZGsa8sE24fM/uWgUgez04hkLE7O0OR9W3vH13DluLl5RERERLIoFWJERERERCRrirwAf0yxtRsNt33oLCKOijeEEk+CNQ5WjzA7jYiIiEiWpEKMiIiIiIhkTRs+gribUOhxKNXU7DQiGVeT98HiBId+gdO/m51GREREJMtRIUZERERERLKey3/D7u9s7cYjwWIxNY5IhuZfFh7tbmuveBusVnPziIiIiGQxKsSIiIiIiEjWs/Z9MOJtPWGCa5qdRiTja/A2uHnD+d1w8Eez04iIiIhkKSrEiIiIiIhI1nJuN/y1BLDY5oYRkfvz9oc6r9jaq9+F2FumxhERERHJSlSIERERERGRrGXNu7Z/H+kEAeXNzSKSmTw+AHIGQcQZ2DbZ7DQiIiIiWYYKMSIiIiIiknUcXwcn1oOzG9QfZnYakczFLce/vcg2jYfoy+bmEREREckiVIgREREREZGswWqF1SNt7Wq9IVewqXFEMqVKHSGwEtyOhPUfmZ1GREREJEtQIUZERERERLKGQz/Bhb22CcefGGp2GpHMyckJQj6wtXd+A5eOmptHREREJAtIVSHmxIkTaZ1DREREREQk9eJjYc37tnatQeCV19w8IplZ0SegVDMw4mH1CLPTiIiIiGR6qSrElChRggYNGjB79mxu3bqV1plERERERERSZs93EH4ccuSFmgPMTiOS+T35Hlic4chvcHKT2WlEREREMrVUFWJ2795NpUqVGDx4MIGBgTz//PNs3749rbOJiIiIiIjcX8wNWD/G1q73OrjnNDePSFaQrxRU62Vrr3zbNgeTiIiIiKRKqgoxlStXZsKECZw/f55vvvmGCxcuUKdOHSpUqMD48eO5dOlSWucUERERERFJ2rYpEBUKfoWhak+z04hkHfWHgVtOuPAn7F9gdhoRERGRTCtVhZgELi4utG3bloULFzJmzBj+/vtvhg4dSqFChejevTsXLlx4oHDx8fG88847FC1aFE9PT4oXL87777+PYRj2bQzDYPjw4eTPnx9PT08aN27MsWPHHPYTHh5O165d8fHxwc/Pj969exMVFfVA2UREREREJAO4EQ6bP7O1G/wPXNxNjSOSpXjlhbqDbe0179l6n4mIiIhIij1QIWbnzp3079+f/PnzM378eIYOHcrx48dZtWoV58+f5+mnn36gcGPGjGHy5Ml88cUXHDp0iDFjxjB27FgmTpxo32bs2LF8/vnnTJkyhW3btuHl5UVISIjD3DVdu3bl4MGDrFq1iqVLl7Jx40b69ev3QNlERERERCQD2PIZ3I6AgApQ8Rmz04hkPY/3B99CEHkO/phkdhoRERGRTMli3Nm9JJnGjx/PjBkzOHLkCM2bN6dPnz40b94cJ6d/6zpnz56lSJEixMXFpTpcy5YtCQgIYPr06fZl7dq1w9PTk9mzZ2MYBkFBQQwZMoShQ4cCEBERQUBAADNnzqRTp04cOnSIcuXKsWPHDqpVqwbA8uXLad68OWfPniUoKOi+OSIjI/H19SUiIgIfH59Un4+IiIiIiKShiHMw8VGIuwVdFkCpELMTiWRN+xbCj33AzRte2gPe/mYnEhERETFdSuoGqeoRM3nyZLp06cLp06dZsmQJLVu2dCjCAPj7+zsUUFKjVq1arFmzhqNHjwLw559/snnzZpo1awbAyZMnCQ0NpXHjxvbH+Pr6UqNGDbZu3QrA1q1b8fPzsxdhABo3boyTkxPbtm1L8ri3b98mMjLS4SYiIiIiIhnMho9sRZjCtaBkE7PTiGRdFdpBUBWIiYJ1H5qdRkRERCTTcUnNg+6egyUpbm5u9OjRIzW7t3vzzTeJjIykTJkyODs7Ex8fzwcffEDXrl0BCA0NBSAgIMDhcQEBAfZ1oaGh+Ps7flvHxcWF3Llz27e52+jRo3n33XcfKLuIiIiIiKSjS0dhz2xbu/FIsFhMjSOSpTk5QciHMKMZ7J4FNV4A/zJmpxIRERHJNFLVI2bGjBksXLgw0fKFCxcya9asBw6VYMGCBcyZM4e5c+eye/duZs2axSeffJKmx0jKsGHDiIiIsN/++eefdD2eiIiIiIik0Nr3wbBC6eZQuIbZaUSyvuBaUKal7X236h2z04iIiIhkKqkqxIwePZq8efMmWu7v78+HH6ZdN+XXXnuNN998k06dOlGxYkW6devGq6++yujRowEIDAwEICwszOFxYWFh9nWBgYFcvHjRYX1cXBzh4eH2be7m7u6Oj4+Pw01ERERERDKIQ7/AoZ/B4gSNhpudRiT7aPwuOLnAsZVwfJ3ZaUREREQyjVQVYs6cOUPRokUTLQ8ODubMmTMPHCrBjRs3Es094+zsjNVqBaBo0aIEBgayZs0a+/rIyEi2bdtGzZo1AahZsybXrl1j165d9m3Wrl2L1WqlRg19c05EREREJFM5vg4WPWdrP9YX/Muam0ckO8lbAh7rY2uv/B9Y483NIyIiIpJJpKoQ4+/vz759+xIt//PPP8mTJ88Dh0rQqlUrPvjgA3799VdOnTrF4sWLGT9+PG3atAHAYrHwyiuvMGrUKH7++Wf2799P9+7dCQoKonXr1gCULVuWpk2b0rdvX7Zv386WLVsYOHAgnTp1IigoKM2yioiIiIhIOvtnO8zrCvExUPYp25wVIvJw1XsD3H0h7ADsTzxkuYiIiIgk5pKaB3Xu3JmXXnqJnDlz8sQTTwCwYcMGXn75ZTp16pRm4SZOnMg777xD//79uXjxIkFBQTz//PMMH/7v8AOvv/460dHR9OvXj2vXrlGnTh2WL1+Oh4eHfZs5c+YwcOBAGjVqhJOTE+3atePzzz9Ps5wiIiIiIpLOQg/AnPYQGw3FG0K7aeCcqj9nRORB5MgNtV+yzdP0+xdQqSNYLGanEhEREcnQLIZhGCl9UExMDN26dWPhwoW4uNj++LFarXTv3p0pU6bg5uaW5kHNFBkZia+vLxEREZovRkRERETkYbtyHL5pCtEXoVAN6LYY3LzMTiWSfd0Ih/HlIO4m9FgKReuanUhERETkoUtJ3SBVhZgER48e5c8//8TT05OKFSsSHByc2l1laCrEiIiIiIiYJOKsrQgT8Q8EVrR96OvpZ3YqEVn6Kuz8Bkq3gM5zzU4jIiIi8tClpG7wQH35S5UqRalSpR5kFyIiIiIiIkmLvgzftrYVYfKUgGcXqwgjklHUeMFWiDnym63XWp7iZicSERERybBSVYiJj49n5syZrFmzhosXL2K1Wh3Wr127Nk3CiYiIiIhINnUrAr5rA1eOgU9B6LYEvPOZnUpEEuQrDSUaw9+rYftUaDbG7EQiIiIiGVaqCjEvv/wyM2fOpEWLFlSoUAGLJuYTEREREZG0EnMD5naE0H2QIy90/wn8CpmdSkTu9nh/WyFmz2xo8BZ4+JqdSERERCRDSlUhZt68eSxYsIDmzZundR4REREREcnO4mJgQTc4sxXcfaHbYshbwuxUIpKU4g0hXxm4dBh2fwe1BpqdSERERCRDckrNg9zc3ChRQn8MiYiIiIhIGrLGw499bd+wd80BXRdA/kpmpxKR/2KxwOMv2trbvoL4OHPziIiIiGRQqSrEDBkyhAkTJmAYRlrnERERERGR7Mgw4JeX4a8l4OQKHWdD4cfNTiUi91OpI3jmhogzcOQ3s9OIiIiIZEipGpps8+bNrFu3jmXLllG+fHlcXV0d1v/4449pEk5ERERERLIBw4CV/4M934HFCdpPhxKNzE4lIsnh6gnVesGmcfDHJCj3lNmJRERERDKcVBVi/Pz8aNOmTVpnERERERGR7GjjJ7D1C1v7qYlQ7mlz84hIyjzWF7ZMsM3tdG43FHjU7EQiIiIiGUqqCjEzZsxI6xwiIiIiIpIdbfsK1o2ytUNGQ5Vnzc0jIinnkx/Kt4X9C2DbFGg71exEIiIiIhlKquaIAYiLi2P16tV89dVXXL9+HYDz588TFRWVZuFERERERCQL2/s9LHvd1q73JtTsb24eEUm9x1+0/XvgB4i8YG4WERERkQwmVYWY06dPU7FiRZ5++mkGDBjApUuXABgzZgxDhw5N04AiIiIiIpIFHfoFfvr/wkuNF6H+m+bmEZEHU+BRKFwTrHGwY5rZaUREREQylFQVYl5++WWqVavG1atX8fT0tC9v06YNa9asSbNwIiIiIiKSBR1fB4ueA8MKlbtCyIdgsZidSkQeVEKvmJ3fQOxNc7OIiIiIZCCpmiNm06ZN/P7777i5uTksL1KkCOfOnUuTYCIiIiIikgX9sx3mdYX4GCjbClp9Dk6pHjFZRDKS0i3AtzBEnIF986FqT7MTiYiIiGQIqfqLx2q1Eh8fn2j52bNnyZkz5wOHEhERERGRLCj0AMxpD7HRUKwBtJsOzqn6bpiIZETOLlDjeVv7j8lgGObmEREREckgUlWIadKkCZ999pn9vsViISoqihEjRtC8efO0yiYiIiIiIlnFlePwXRu4FQGFakCnOeDibnYqEUlrj3YDN2+4dBhOrDM7jYiIiEiGkKpCzLhx49iyZQvlypXj1q1bdOnSxT4s2ZgxY9I6o4iIiIiIZGYR5+DbpyH6IgRUhC4LwM3L7FQikh48fG1zPwFsnWRuFhEREZEMwmIYqesrHBcXx7x589i3bx9RUVE8+uijdO3aFU9Pz7TOaLrIyEh8fX2JiIjAx8fH7DgiIiIiIpnHtTMw6ym4ehJyF4fnloO3v9mpRCQ9XTkOE6sCBgzYAflKmZ1IREREJM2lpG6Q6gGZXVxcePbZZ1P7cBERERERyequHLf1hIn4B/yCofsSFWFEsoM8xaF0MzjyG2ybAi3Hm51IRERExFSpKsR8++2391zfvXv3VIUREREREZEs4tIRW0+YqFDIUwK6/wy+BcxOJSIPy+Mv2goxf34PDf8HOXKbnUhERETENKkamixXrlwO92NjY7lx4wZubm7kyJGD8PDwNAuYEWhoMhERERGRFAjdD9+2hhuXwb8cdP9JPWFEshvDgCl1IWw/NB4JdV41O5GIiIhImkpJ3cApNQe4evWqwy0qKoojR45Qp04dvv/++1SFFhERERGRLODcbpjZ0laECawEPZaqCCOSHVkstl4xANu/hvhYc/OIiIiImChVhZiklCxZko8++oiXX345rXYpIiIiIiKZyZlttjlhbl2Dgo9Bj1/AK4/ZqUTELBXagVc+iDwHf/1kdhoRERER06RZIQbAxcWF8+fPp+UuRUREREQkMzi5Eb5rA7cjIbg2dFsMnn5mpxIRM7l6wGN9bO0/JpubRURERMRELql50M8//+xw3zAMLly4wBdffEHt2rXTJJiIiIiIiGQSx1bD/K4QdwuKNYBOc8Eth9mpRCQjqPYcbBoH53bCPzug0GNmJxIRERF56FJViGndurXDfYvFQr58+WjYsCHjxo1Li1wiIiIiIpIZHP4VFvaE+Bgo1RSemWX7FryICNjmiKr4DOydA39MgkIzzE4kIiIi8tClqhBjtVrTOoeIiIiIiGQ2B36AH/uBNQ7KPQ1tp4GLm9mpRCSjefxFWyHmr5/g2j/gV8jsRCIiIiIPVZrOESMiIiIiItnE3rnwQx9bEaZSR2j3jYowIpK0wIpQpC4Y8bDja7PTiIiIiDx0qeoRM3jw4GRvO378+NQcQkREREREMqqd38DSV23tR7tDywngpO94icg9PN4fTm2CXTOh3hvg5mV2IhEREZGHJlWFmD179rBnzx5iY2MpXbo0AEePHsXZ2ZlHH33Uvp3FYkmblCIiIiIikjFsnQQrhtna1Z+Hph+pCCMi91eqKeQqCldP2nrUVe9rdiIRERGRhyZVhZhWrVqRM2dOZs2aRa5cuQC4evUqvXr1om7dugwZMiRNQ4qIiIiISAawaRysec/Wrv0yNH4X9OUrEUkOJyfbXDHLXodtU6BabxVxRUREJNuwGIZhpPRBBQoUYOXKlZQvX95h+YEDB2jSpAnnz59Ps4AZQWRkJL6+vkRERODj42N2HBERERGRh8swYN2HsHGs7X79YbahhVSEEZGUuH0dxpeD25HQZSGUamJ2IhEREZFUS0ndIFVfP4mMjOTSpUuJll+6dInr16+nZpciIiIiIpIRGQaseuffIkzjkVD/TRVhRCTl3HPa5pUC+ONLc7OIiIiIPESpKsS0adOGXr168eOPP3L27FnOnj3LDz/8QO/evWnbtm1aZxQRERERETNYrfDbUPh9ou1+s7FQ51VzM4lI5la9H1ic4MR6CPvL7DQiIiIiD0Wq5oiZMmUKQ4cOpUuXLsTGxtp25OJC7969+fjjj9M0oIiIiIiI3MOV47D7W3B2Be8A8Pb/918vf3D3Tt1+rfHwy0uwZzZggVafQdWeaRhcRLKlXMFQpiUc+hm2TYanJpqdSERERCTdpWqOmATR0dEcP34cgOLFi+Pl5ZVmwTISzREjIiIiIhnSifWwoDvcivjvbVy9HIsz3gGJCzbeAeCVD1zcbI+Jj4MlL8D+hbZvrreeDI90eiinJCLZwJk/4JsQcHaHwX+BV16zE4mIiIikWErqBqnqEZPgwoULXLhwgSeeeAJPT08Mw8CisaJFRERERNLfjmnw2+tgxEPQo1DgUYgKg6iLtn+vh0HcTYiNhqsnbbf78cxtK8wAXDoMTi7QbhqUb5O+5yIi2UuhGhBUBc7vgZ0zoN5rZicSERERSVepKsRcuXKFDh06sG7dOiwWC8eOHaNYsWL07t2bXLlyMW7cuLTOKSIiIiIiYOutsvxN2PG17X6ljtDqc3D1cNzOMCAm6t/CjL1Ic9GxYBN1EaIvgjUObobbbgDObtDhWyjd7OGen4hkfRYLPN4ffuxr+1lW++V/e+SJiIiIZEGpKsS8+uqruLq6cubMGcqWLWtf3rFjRwYPHqxCjIiIiIhIerh5FRb2ghPrbPcbDYc6g20fat7NYgH3nLZbnuL33q/Vatt3QsEm+hIUqHr/x4mIpFa51rBqOFy/AAd/1PCHIiKS5k5fiWbappOcu3aTMe0qkS+nu9mRJBtzSs2DVq5cyZgxYyhYsKDD8pIlS3L69Ok0CZbg3LlzPPvss+TJkwdPT08qVqzIzp077esNw2D48OHkz58fT09PGjduzLFjxxz2ER4eTteuXfHx8cHPz4/evXsTFRWVpjlFRERERNLV5b9hWmNbEcbVCzrOgbpDki7CpJSTE3jlgYByULwBVOqgIoyIpC8XN3isj6299UtbLz4REZE0cOBcBAPm7qbBJ+v57o/TrD18kU9WHDE7lmRzqSrEREdHkyNHjkTLw8PDcXdPu8ri1atXqV27Nq6urixbtoy//vqLcePGkStXLvs2Y8eO5fPPP2fKlCls27YNLy8vQkJCuHXrln2brl27cvDgQVatWsXSpUvZuHEj/fr1S7OcIiIiIiLp6sR6mNYQrvwNPgWh9woo29LsVCIiD6ZqL3DxgNB9cGar2WlERCQTMwyDzccu8+y0bbScuJlf913AakCNorkBWLjrHw6HRpqcUrIzi2Gk/GsnzZs3p2rVqrz//vvkzJmTffv2ERwcTKdOnbBarSxatChNwr355pts2bKFTZs2JbneMAyCgoIYMmQIQ4cOBSAiIoKAgABmzpxJp06dOHToEOXKlWPHjh1Uq1YNgOXLl9O8eXPOnj1LUFDQfXNERkbi6+tLREQEPj4+aXJuIiIiIiLJsmMa/PY6GPFQ8DFbT5icAWanEhFJG7+8DLtmQpmW0GmO2WlERCSTibcaLDtwgSkbjnPgnK3Q4uxkoVWl/Dxfrzhl8/swYM5uft1/gXql8jHrueomJ5asJCV1g1T1iBk7dixTp06lWbNmxMTE8Prrr1OhQgU2btzImDFjUhU6KT///DPVqlXjmWeewd/fnypVqvD111/b1588eZLQ0FAaN25sX+br60uNGjXYutX2bZqtW7fi5+dnL8IANG7cGCcnJ7Zt25bkcW/fvk1kZKTDTURERETkoYqPg1+Hwq9DbEWYSh2hx1IVYUQka6nxou3fw79C+Elzs4iISKZxKzae7/44TYNP1jNw7h4OnIvEw9WJnrWKsH5ofT7rVIWy+W0fjL/etDSuzhY2HL3EpmOXTE4u2VWqCjEVKlTg6NGj1KlTh6effpro6Gjatm3Lnj17KF487caSPnHiBJMnT6ZkyZKsWLGCF198kZdeeolZs2YBEBoaCkBAgOMfowEBAfZ1oaGh+Pv7O6x3cXEhd+7c9m3uNnr0aHx9fe23QoUKpdk5iYiIiIjc182rMKc97PgasECjEdDmK3D1MDuZiEja8i8DxRsCBmyfanYaERHJ4CJuxPLF2mPUGbOWd5Yc4Ez4DfxyuPJyo5L8/mYjRj5VnkK5HafUCM7jRbfHiwDwwa+HiLdqXjJ5+FxS+oDY2FiaNm3KlClTePvtt9Mjk53VaqVatWp8+OGHAFSpUoUDBw4wZcoUevTokW7HHTZsGIMHD7bfj4yMVDFGRERERB6OK8dhbgfbfDCuXtB2quaDEZGs7fEBcHwt7JhumzcmXymzE4mISAZzIeIm0zed5PvtZ4iOiQeggJ8nfeoWpeNjhcjhdu+PuQc1LPH/88Rc58fdZ3mmmj7rlYcrxT1iXF1d2bdvX3pkSSR//vyUK1fOYVnZsmU5c+YMAIGBgQCEhYU5bBMWFmZfFxgYyMWLFx3Wx8XFER4ebt/mbu7u7vj4+DjcRERERETS3Yn18HVDWxHGpyD0XqEijIhkfSUaQYknIf42/NQfrPFmJxIRkQzi74vXGbrwT54Yu45pm08SHRNPmcCcfNaxMutfq0+v2kXvW4QByOXlxqCGJQAYt/IoN2P0f408XCnuEQPw7LPPMn36dD766KO0zuOgdu3aHDlyxGHZ0aNHCQ4OBqBo0aIEBgayZs0aKleuDNh6r2zbto0XX7SNM1uzZk2uXbvGrl27qFq1KgBr167FarVSo0aNdM0vIiIiIpJsO6bBb6/b5oMpWN02abW3//0fJyKS2Vks0Ooz+PJxOLsD/pgMtQaanUpEJEs5fimKt37cz/FL0fjndCfAx50AHw/8fTwI8HHHP6eHfVkeLzdcnFM1o0Wa2XU6nMnrT7D60L9fwK9RNDcv1C9O/VL5sFgsKd5n95pFmPX7ac5du8n0zScY2LBkWkYWuSeLYRgpHhRv0KBBfPvtt5QsWZKqVavi5eXlsH78+PFpEm7Hjh3UqlWLd999lw4dOrB9+3b69u3L1KlT6dq1KwBjxozho48+YtasWRQtWpR33nmHffv28ddff+HhYRtDu1mzZoSFhTFlyhRiY2Pp1asX1apVY+7cucnKERkZia+vLxEREeodIyIiIiJpKz4Olr/5//PBAJU6QasJmg9GRLKfXbPgl5fAxQNe/B3ypN0ctCIi2dkPu87yzk8HuJHMXiBOFsjr7Y6/jzsBOf8t1gT4ePx/EccDfx938ni54+yUuCBitRrExFuJjbcSF28QG28l5o52rP3fxO3rt2JZsPMfdpy6Cthq9U3KBfBCveJUKZzrgZ+Ln/ae4+V5e/Fyc2b9aw3Il9P9gfcp2VdK6gYpKsScOHGCIkWK0KhRo//eocXC2rVrk5/2PpYuXcqwYcM4duwYRYsWZfDgwfTt29e+3jAMRowYwdSpU7l27Rp16tRh0qRJlCr175iy4eHhDBw4kF9++QUnJyfatWvH559/jre3d7IyqBAjIiIiIuni5lVY2AtOrAMs0Gg41HnV9heniEh2YxjwXRvbz8TCNaHnb+Bk7jeyRUQys6jbcQxfcoAf95wDoGaxPAwNKUXkzTjCIm9x8fptwiJvERZ5m4vXbxEWeYtL12+T3LnsnZ0s5MrhSrzVIC7+3+JLch9/L67OFtpWKUi/esUoni95n+Emh9Vq0HrSFvadjeDZxwszqnXFNNu3ZD/pVohxdnbmwoUL+Pvbhkjo2LEjn3/+OQEBAQ+WOINTIUZERERE0tyV4zC3g20+GFcvaDtV88GIiFw7A5NqQkwUNB0Dj79gdiIRkUzpwLkIBn2/h5OXo3GywKuNS9G/QYkke7DcKd5qcCX6Nhcj/y3S2Io2t2zLrtuWXY66TXI/VbZYwNXZCTdnJ1ydLbg6O/3/zdZ2cXbCzd628EghP3rVKkqgb/r0EP/jxBU6Tf0DZycLK155ghL+aVfokewlJXWDFM0Rc3fNZtmyZURHR6c8oYiIiIhIdnZiPSzoAbeugU9B6DIPAvVtPBER/ArDk+/Br4NhzbtQqgnkLmZ2KhGRTMMwDGb+forRvx0mJt5Kfl8PPu9chceK5E7W452dLPjn9MA/pwcVCvj+53Zx8VYuR8UQHh2Di724krjI4ursdN/iz8P2eLE8NC4bwOpDYXy07DDTelQzO5JkAykqxNwtFdPLiIiIiIhkX1EXYfcsWDcajHgoWB06zQFvf7OTiYhkHFV7wcHFcGoT/DQIevyiIcpERJLhanQMry36k9WHLgLwZLkAPm5fCb8cbml+LBdnJwJ9PdKt10p6e7NZGdYducjqQ2H8ceIKjxfLY3YkyeJS9JuMxWLBctd41XffFxERERGRO8REw76FMLsdjCsDa0fZijCVOtk+XFQRRkTEkZMTPDURXHPA6c2wc7rZiUREMrxtJ67Q/PNNrD50ETdnJ0a2KsfUblXTpQiTFZTw96Zz9UIAfPjbIaxpMbGNyD2keGiynj174u7uDsCtW7d44YUX8PLyctjuxx9/TLuEIiIiIiKZjTUeTm6AfQvg0C+2uQ4SFHwMqvaEyl1tA2aLiEhiuYtC43dh2WuwagSUbAK5gs1OJSKS4cRbDb5Y+zcT1hzFakCxvF583rnKPYcVE5tXGpdiyZ7z7DsbwS/7zvN05QJmR5IsLEWFmB49ejjcf/bZZ9M0jIiIiIhIpha6H/6cB/sXQVTov8tzFYVKHaFSB8hT3Lx8IiKZyWN94K8lcHoL/DwIuv+kAraIyB3CIm/x8rw9/HEiHIC2jxbg/acr4OX+QLNRZBt5vd15oV4xPll5lLHLjxBSPhAPV2ezY0kWZTE00ct9RUZG4uvrS0REBD4+PmbHEREREZGMJOIc7F9o6/1y8eC/yz1zQfm28EgnWy8YfXgoIpJyV47D5NoQdxNafgbVepmdSEQkQ1h7OIyhC/cRHh1DDjdn3n+6Au2qFjQ7VqZzMyaeBp+sJzTyFm81L0O/J/SlKUm+lNQNVIhJBhViRERERMTBrUg49DPsmw8nNwH//yu1sxuUamorvpR4Elw0JreIyAPbOglWDAO3nNB/K/gVMjuRiIhpYuKsjF1+mGmbTwJQLr8PX3SpQrF83iYny7wW7vyH1xbtI6eHCxtfa0AuL/0OL8mTkrqB+qmJiIiIiCRHfCwcX2sbeuzIbxB36991wbVtQ4+Vexo8/UyLKCKSJdV43jZE2T/b4JeX4Nkf1ctQRLKl01eiGfT9HvadjQCgZ60iDGteBncXDaf1INo+WpBvtpzi0IVIJq79m+GtypkdSbIg9YhJBvWIEREREcnGzu+Bvd/DgR/gxuV/l+ct9e+8L36FzcsnIpIdXD4GU+rYiuBPfQGPdjM7kYjIQ/XT3nO8vfgAUbfj8PV05eP2lWhSPtDsWFnGpmOX6DZ9O67OFlYPrkdwHi+zI0kmoB4xIiIiIiIPyjBgzXuwefy/y7zyQYX28EhHyF9Z38gWEXlY8paEBm/DqndgxdtQvCH4FjA7lYhIursRE8fInw+yYOdZAB4rkosJnaoQ5OdpcrKspW7JfNQrlY8NRy8xdvkRvuz6qNmRJItRIUZERERE5G5xMfDzQNscMADl20DlrlCsATjrV2gREVPUHAB//QTndsLSV6DLAhXERSRLOxwaycC5e/j7YhQWCwxqUIKXGpXExdnJ7GhZ0lvNy7Lp2CV+3X+B505fpWpwLrMjSRaid62IiIiIyJ1uRcLcZ2xFGIszPP0lPDMTSj6pIoyIiJmc/v9nsrMbHFtpm7NLRCSLWnf4Ik9/sYW/L0bhn9OdOX1qMLhJaRVh0lHpwJw8U7UQAB/+dgjN6CFpSe9cEREREZEEkedhRjM4sR5cvaDrAqjyrNmpREQkgX8ZqD/M1l7+BkReMDePiEg6OHg+ggFzd3M7zsoTpfLx28t1qVU8r9mxsoXBTUrh6erMrtNXWX4g1Ow4koWoECMiIiIiAnDxEEx7EsIOgJc/9PoNSjQ2O5WIiNyt1ksQVAVuRcCvg21zeomIZBGhEbd4buYObsTEU6dEXqb3qEZeb3ezY2UbAT4e9H2iGABjlh8mJs5qciLJKlSIERERERE5tRm+CYHIs5CnJPRZDUGVzU4lIiJJcXaBpyeBkysc+Q32LzI7kYhImoi+HUfvWTsIi7xNSX9vvuz6KK4aiuyhe/6JYuT1dufUlRvM2Xba7DiSReidLCIiIiLmiIuBjR/DnjlgjTcvx4Ef4bs2tm9WF6oBvVdCrmDz8oiIyP0FlIN6b9jay16D62Hm5hEReUDxVoOX5+3h4PlI8nq78U3Px/D1dDU7Vrbk5e7C4CdLAfD5mmNE3Iw1OZFkBSrEiIiIiIg5lr8Ba0fBT/1hSl04vvbhZ9j6JSzqBfExUKYldP8JcuR++DlERCTl6rwCgZXg5lX4bYiGKBORTG3Ur3+x+tBF3F2c+Lp7NQrlzmF2pGytQ7WClPT35uqNWCat/9vsOJIFqBAjIiIiIg/fzhmw8xvAAh6+cPGgrVfKnGfg0pH0P77VCsuHwYq3bPerPw8dvgVXz/Q/toiIpA1nV2g9CZxc4NAvcHCx2YlERFJl1u+nmLHlFACfdqxMlcK5zA0kuDg7Max5GQBmbDnF2as3TE4kmZ0KMSIiIiLycJ35A357zdZu9A68tBce72/7IO3YSphUE34dCtGX0+f4sbdgUU/4Y5Lt/pPvQ7Mx4OScPscTEZH0E1gR6g61tX9Lx/87RETSydrDYbz7y0EAXm9amuYV85ucSBI0KO1PreJ5iImz8smKh/BlMcnSVIgRERERkYcn4hzM7wbWWCjfBuoMtg0F1nQ09N8GpVuAEQ87vobPH4Utn0Pc7bQ7/o1wW8+bv36yTfLcbjrUfgkslrQ7hoiIPFx1h0BABbhxxVaMERHJJP46H8mguXuwGtCxWiFerFfc7EhyB4vFwlvNywKwZO959p+NMDmRZGYqxIiIiIjIwxF7E+Z3heiLEFARnv7SsQCStwR0ngs9frF9w/l2BKx6B754DA4uefCx/6+dgW+awpnfwd0Xuv0IFds/2D5FRMR8Lm7//3+Ks214sr9+MjuRiMh9hUbc4rmZO4iOiad2iTyMalMBi74clOFUKOBL2yoFAPjgt78wNB+ZpJIKMSIiIiKS/gwDfnkFzu8Bz9zQaQ64eSW9bdEnoN8GeHoSeAfCtdOwsIetiHJ2V+qOf2EfTGsMl4+ATwF4bpntOCIikjUEVYY6r9ravw6B6CumxhERuZfo23H0nrWD0MhblPD3ZlLXqrg662PajGpISGncXJz440Q4aw9fNDuOZFJ6h4uIiIhI+vtjEuybZ/u2codZkCv43ts7OUOVrjBoF9R7E1w84Z8/YFpD+KEvRJxN/rGPr4UZzSAqDPzLQ+9VEFD+wc5HREQynnqvQ76yEH0Jlr9hdhoRkSTFWw1enreHg+cjyePlxoyej+Hr6Wp2LLmHAn6e9K5TFIAPfztEXLzV5ETyf+3dd3xUdb7/8df09ISEFAKhlyAgXUUUsCyIWBAs6yr2spZdXev17t519+6uuut1dX+Wta5dQexdUaqACghIDb2nh/Rk6vn9cSaThKIBJpmU9/PxmMec8z0nM58DOZnkvM/3+22LFMSIiIiISPPaOg++/IO5POmBI+uJ4oqD0+4zA5mhvzLb1rwFj4+EuX8Fd+VPf/2qN+H1i8BTCT1PNXvCJHY9uuMQEZHWze6CqU+CxQprZsPGTyJdkYjIQf72yQa+2lCA027l2StGkZUcE+mSpAlumtCH5FgnWwurmLV8d6TLkTZIQYyIiIiINJ+S7fD21WAEYNhlcOKNR/c6iV3hgn/DDfOhx1jw1cLCh+HxEfDDKxDwN97fMMzt7/8aAj4YchFc/g5EJR7zIYmISCvWdSSc/Ftz+ePfQdHmyNYjItLAK0t38J/F2wH458VDGdmjU4QrkqZKiHJw2xn9AHh0ziYq3b4IVyRtjYIYEREREWke7kqY+Suo2W9eGJvyTzjWCUgzh8NVn8Alr0GnXuZwYx/+Bp4ZB9vmm/v4febFt7l/NdfH3g4XPGveKS0iIu3fhPug8wDzM+LfY2Hxvw4O7EVEWti8jQX86cN1ANw9aQDnHJ8Z4YrkSP3qxO706hxLUaWHv3+2EcMwIl2StCEWQ98xP6u8vJzExETKyspISEiIdDkiIiIirZ9hwFtXwIYPIS4dblgACV3C+x4+Dyx7Dhb8HWrLzLb+Z5nvvfkLwAJnPwwnXB/e9xURkdavfJ8Z1G/5ylzvOhLOfwrSsiNbl4gcFcMwCBhgsx7jTT0Rsn5fORc9vYQqj5+LR3Xj79OPx3KsNyhJRMxZn8/1rywHYPqIbjw0fQgOm/o6dFRHkhsoiGkCBTEiIiIiR2jBwzDvr2Bzmj1Ysk5ovveqLjHDmGXPm8OQAdijYPrzMPDc5ntfERFp3QwDVr0On/83uMvMz6QJ/wUn3wY2e6SrE+mQDMOg2uOntMZLabWH0mqv+aipWw4+13gpq/ayv9oTWvb4A8S57CRGO0iKcdApxklijIOkhuvRDpJinMF1B4nRZpvTHrkL5fnltUx9cjG5ZbWM6Z3Cy9ecENF65NjN/H4Xv39/Lf6Awan9OvPvy0cS59LnSkekICbMFMSIiIiIHIGNn8LMS83l8x6HEVe0zPsWbYav/gSFOXD+k9D9xJZ5XxERad3K98FHtwd7SwJdhsHUpyB9UCSrEmm39ld5mLlsN9sKKxsHLg0ClZYW67SFAhrz4SQp2sHQbkmceVw6ybHOZnnfao+Pi59Zytq95fRJjeXdm8aSGONolveSljVvYwE3v/4DNV4/x3VJ4KWrR5OWEBXpsqSFKYgJMwUxIiIiIk1UmAPPnQGeChh9PUz5v0hXJCIiYvaO+XEWfHYv1JaC1QHj74FTfgc2XRQVCYeC8lqe/2Y7r327k2rPT8/L5LRZ60ORaLNnS6dgQJIYbfZuSQr2dkkM9naJctgor2ncS6a02sP+ai9ldYFPjddcr9unxsvPXfm0WmB0z2TOGpzBxEEZdE2KDsu/hz9gcOOrK/hqQz4psU7eu3ks3VNiwvLa0jqs3l3KNS8to7jKQ9ekaF6+ZjR90+IjXZa0IAUxYaYgRkRERKQJakrhudOhZCv0OAWueF8Xt0REpHWpyIOP74CcT8z1jCHm3DFdjo9sXSJt2O6Sap5ZuJW3lu/B4zN7uxzXJYEpx3dpFKg07JES7bC1yBwpgYBBea031COntNpDWY2X/VUeCircLNhUyLp95Y2+ZkjXRCYNSueswRnHdFH9Lx+v54VvtuO0W3nz+pMY2aPTsR6OtEI7i6u46sVlbC+qIjHawfNXjmJ0z+RIlyUtREFMmCmIEREREfkZAT+8cbE5KXJiFtwwH2I7R7oqERGRgxkGrH0HPr0bakrAaodT7oBxd4O9eYYnEmmPthRU8tT8LXywah/+gHl5cWSPTtx6Wl8mDEhtM5PR7y6p5ot1eXy5Lp9lO0sa9aDpnRrLpEEZTBqUwdBuiU0+ple/3cn/vL8WgMcvHc65QzObo3RpJUqqPFz78jJW7irFabfyr0uGMXlIl0iXJS1AQUyYKYgRERER+Rlz7ofFj4E9Gq79AroMjXRFIiIiP62yAD65EzZ8aK6nDYKpT0Lm8MjWJdLKrd1bxlPzt/DZ2rxQaHFqv87cPKEvJ/VObjMBzKEUVbr5an0+n6/LY8mW4kbz2WQkRDFpUDqTBmVwQq9k7DbrIV9jXk4B1760jIABd08awC2n9W2p8iWCajx+fjtzJXPW52OxwP9MOY5rTukV6bKkmSmICTMFMSIiIiI/Yc3b8M615vL0F2DIhZGtR0RE5Eisew8+uQuqi8Big7G3wYT/Arsr0pWJtCordpbwxNwtzMspDLX94rh0bjmtL8OykiJXWDOpqPUyL6eQL9blMX9jAVUN5r1JinFwRnY6kwalM65/KlEOGwAbcsu58N9LqPL4uXBkNx6+8Pg2HUzJkfEHDO7/cC2vfbsLgOtP7cV9kwditep7oL1SEBNmCmJEREREDiN3NbwwCXw15oWrX/xvpCsSERE5clVF8Nk95pBlAKnZ5twx3UZGti6RCDMMg2+2FPHE3C18t70EMCe3P3doJjdN6EN2Rse4Tlbr9bN4SxFfrMvjqw0FlFR5QtuiHTYmDEjltAFpPPbVJvaV1TKmdwovX3MCTvuhe81I+2UYBk8v2MbfP98IwDnHd+GRi4fistsiXJk0BwUxYaYgRkREROQQqorg2QlQthv6ngm/egus+gNDRETasA0fwcd3QFUBWKww5lY47b/BER3pykRaVCBg8NWGfJ6ct4XVe8oAcNgsTB/RjV+P70PPzrERrjByfP4Ay3fu5/O1eXy5Lo99ZbWNtvdOjeW9m8aSGOOIUIXSGry3cg/3vP0jXr/Bib2SeXbGKH1PtEMKYsJMQYyIiIjIAfxeeGUq7PwGknvD9XMhulOkqxIRETl21SXw+X/Bj7PM9ZR+cP6T0P3EyNYl0gJ8/gCfrMnlqXlbycmvACDKYeXSE7pzw7jedElUKNmQYRis3VvOF+vy+GJdHv6AwYtXj6ZHSscNqqTe4i1F/PrVFVS4ffRPj+Olq08gM0nnUHuiICbMFMSIiIiIHODTu+H7Z8EZB9d9DWnZka5IREQkvHI+g49uh8o8wAIn3Qyn/wGcMZGuTCTs3D4/7/6wl6cXbGVncTUA8S47M8b04JpTetE5TnMmiRyNDbnlXPXi9+SXu0lPcPHS1ScwsIuuL7cXCmLCTEGMiIiISAM/vAof3mou//INyJ4S2XpERESaS81++OL3sOp1c73rSLj8XYhOimhZIkfD7fNTUO4mt6yW3LIacstqySurZV9pDav3lJJf7gagU4yDa0/pxYwxPUmM1lBKIsdqb2kNV/3nezYXVBLvsvP0jJGM7ds50mVJGLTbIOahhx7ivvvu47bbbuOxxx4DoLa2ljvvvJOZM2fidruZNGkSTz31FOnp6aGv27VrFzfddBPz5s0jLi6OK6+8kgcffBC73d6k91UQIyIiIhK0exm8dDb4PTDhv2HCvZGuSEREpPltngPvXm8GM5nDYcZ7GpJTWhW3z09+mZt9ZTXkldUeFLbkltVSVOn+yddIT3Bx/am9+dWJ3YlxNu2amYg0TVm1lxteXc5320tw2Cw8fOFQpg7vGumy5BgdSW7QZn6qLlu2jGeeeYbjjz++Ufvvfvc7PvnkE2bPnk1iYiK33nor06ZNY/HixQD4/X6mTJlCRkYGS5YsITc3lyuuuAKHw8EDDzwQiUMRERERaZvy18Osy80QJvscGHd3pCsSERFpGf1+AVd+BC+fB/tWwivnw4z3ISY50pVJB+PzB/j4x1xW7NxvhizlNeSW1lJc5WnS1zvtVrokRgUf0WQkRpGZGEW3TjGc3DcFl93WzEcg0jElxjh45doTuPOt1Xz8Yy63z1rFvrIabhrfB4vFEunypAW0iR4xlZWVjBgxgqeeeoq//vWvDBs2jMcee4yysjJSU1N54403uPDCCwHYuHEjAwcOZOnSpZx00kl89tlnnHPOOezbty/US+bpp5/m3nvvpbCwEKfT+bPvrx4xIiIi0iH5fbD7O8j5FDZ9DsVbzPbUgXDdHHDFR7Y+ERGRlpa/zgxjqosgYwhc8aHCGGkRgYDBx2tyeWzOJrYVVR1yH5fdSmZSNBkJZtCSkRhFl6RouiSYy5lJ0XSKceiir0gEBQIGD362gecWbQdgxkk9+NN5g7BZdV62Re2uR8wtt9zClClTOPPMM/nrX/8aal+xYgVer5czzzwz1JadnU337t1DQczSpUsZMmRIo6HKJk2axE033cS6desYPnz4Qe/ndrtxu+u7a5aXlzfTkYmIiIi0MrVlsOVrc4LizV9CbWn9NqsDek+AKY8ohBERkY4pfRBc9TG8fC7krTGfr/gAYjXWvzQPwzD4cn0+j87ZxMa8CsCcw+WiUVl0T44J9WzpkhhFkkIWkVbParXw+ynH0SUxmr98sp5Xv91JXnkt/++Xw4l2qkdae9bqg5iZM2fyww8/sGzZsoO25eXl4XQ6SUpKatSenp5OXl5eaJ+GIUzd9rpth/Lggw/y5z//OQzVi4iIiLQB+3dAzuew6TPY8Q0EfPXbojtBv0kw4CzocwZEqXewiIh0cGkD4cpgGJO/NhjGfAhxqZGuTNoRwzBYuLmIR77M4cc9ZQDEu+xcP643V4/tSXyUI8IVisixuOaUXmQkRnH7rFXMWZ/Pr57/lmdnjCI13hXp0qSZtOogZvfu3dx2223MmTOHqKioFnvf++67jzvuuCO0Xl5eTlZWVou9v4iIiEizCgRg74r6IccK1jfentLPDF4GnA3dTgBbq/6VUUREpOWlZcNVn5ghTMF6ePkccw6ZuLRIVybtwLfbinnkyxyW7dgPQIzTxtVje3L9qb1Jivn5IfZFpG04e0gXUuNdXPfyclbuKmXqk4t5/spRDOyim9/ao1b9V/WKFSsoKChgxIgRoTa/38/ChQt54okn+OKLL/B4PJSWljbqFZOfn09GRgYAGRkZfP/9941eNz8/P7TtUFwuFy6X0kcRERFpRzxVsHWe2etl0xdQVVi/zWKD7mPM8KX/ZOjcN3J1ioiItBWp/YNhzDlQuBFeCoYx8ek//7Uih7By137+OWcTizYXAeC0W5lxUg9umtCHznG6TiXSHo3umcx7N5/MtS8vZ3tRFdP/vYTHLhnGxEGHvm4tbZfFMAwj0kUcTkVFBTt37mzUdvXVV5Odnc29995LVlYWqampvPnmm0yfPh2AnJwcsrOzQ3PEfPbZZ5xzzjnk5uaSlmbemfLss89y9913U1BQ0KTA5Ugm3RERERFpNSryYOMnZq+XbQvAXz8HHq4E6HsmDJhsPmuiYRERkaNTvNUMYSr2mb1Kr/wIErpEuippQ9btK+PROZv4akMBAA6bhUtGZ3Hraf3ISGy5EWJEJHLKqr3c/MYKFm8pxmKBeyZl8+vxvTXvUyt3JLlBqw5iDmXChAkMGzaMxx57DICbbrqJTz/9lJdeeomEhAR+85vfALBkyRLA7EEzbNgwMjMz+cc//kFeXh4zZszguuuu44EHHmjSeyqIERERkTbDMGD7Qlj2vBnCGP76bUk9zOBlwGTofjLYNbSFiIhIWJRsg5fOhfI9kNwHrvoYEjIjXZW0clsKKnh0zmY+WZMLgNUC00d047dn9CMrOSbC1YlIS/P6A/zvR+t59VuzY8K0EV15cNoQXHZbhCuTwzmS3KBVD03WFI8++ihWq5Xp06fjdruZNGkSTz31VGi7zWbj448/5qabbmLMmDHExsZy5ZVX8r//+78RrFpEREQkzGrLYPVMM4Ap2lTf3nUUZJ9tDjmWNhB0R5WIiEj4Jfc2w5eXz4WSrfDSFLjyY0jsGunKpBXaWVzFv77azPur9hIwzF/Pzj0+k9vO7Eef1LhIlyciEeKwWfnL1MH0S4/jzx+t590f9rKzuJpnZozU8ITtQJvrERMJ6hEjIiIirVbeWjN8+fEt8FaZbc44OP4SGH0tpA+KbH0iIiIdyf6d5pwxpbugU08zjEnKinRV0krsK63h8blbmL18N76AeTlu4nHp3DGxP9kZut4kIvUWbS7kltd/oLzWR9ekaJ6/chQDu+jnRGvTrocmiwQFMSIiItKq+Nyw4SP4/jnY/W19e2o2jL7ODGGi9DuLiIhIRJTuMnvG7N9hDgt61ceQ1D3SVUkEFVTU8tS8rbzx3S48/gAA4/uncufE/hzfLSmyxYlIq7WtsJJrX17O9qIqYpw2HrtkGBMHZUS6LGlAQUyYKYgRERGRVqF0N6x4EX54BaoKzTarHQaeawYwPcZq6DEREZHWoGwPvHQO7N8Oid3hqo/MHjLSofgDBv/5Zjv/nLOJGq85b9+JvZK5a9IARvdMjnB1ItIWlFV7ufmNFSzeUozFAvdMyubX43tj0d99rYKCmDBTECMiIiKNBPyw/D+wb6V5p2tKH/OR3Cf8PVECAdg2D5a9AJs+A8O8i5L4LjDyahhxBSR0Ce97ioiIyLEr32eGMSVbITELrvwIkntFuippIVsKKrj77R9ZuasUgGFZSdw9aQAn90nRBVQROSJef4D//Wg9r367E4BpI7ry4LQhuOy2CFcmCmLCTEGMiIiIhJTthfduhB2LDr09NtUMZFL6mBP3pvStX3bGNv19avbDqjfMAKZka317r3Fm75cBZ4PNcWzHIiIiIs2rPNccpqx4MyR0NcOYlD6Rrkqakc8f4LlF23n0q014fAHiXXZ+P2Ugl4zOUgAjIsfklaU7+PNH6/EHDEb26MQzM0bSOc4V6bI6NAUxYaYgRkRERABY/wF8+FuoLQVHLIy+FqpLzKCkeCtUFfz018d3CYY0vYPPwZCmUy9wRJn77FsFy56HNW+Dr8ZscyXA0EvN90sd0JxHKCIiIuFWkWeGMUWbID7TnDNGYUy7lJNXwT1vr2b1njIAJgxI5YELhpCZFB2eN/DWwLYFsOlz8HvMYWl7jYOkrPC8fjgFAmC1RroKkXZn0eZCbnn9B8prfXRNiub5K0cxsIuuV0eKgpgwUxAjIiLSwbkr4fN7YeVr5nrmCJj+/MEXUWrLoWQbFG8JPm+tD2lqSn7iDSyQ2A2ccVC4ob45fbDZ+2XIReCKC/thiYiISAupLDDDmMKNEJdhhjGd+0W6KgkTrz/AMwu28q+vN+P1G8RH2fnjOcdx4chux94LprIANn0BOZ/B1rn1N+o0lNwbeo2H3uOh5ziITTm29zwaFfmw+7v6R+5qyBgC055T8Nha1PXsz19r9uKPTYPYzhCXZi7Hpda31y0fSY9+aTHbCiu59uXlbC+qIsZp47FLhjFxUEaky+qQFMSEmYIYERGRDmzvCnjnOjNYwQKn3gET7jvyYcFq9kPxtmAws6VBSLMN3GX1+1kdMGiqGcBknQgawkJERKR9qCyEV86DgvUQl24OU6aerm3ehtxy7pq9mnX7ygE4IzuNB6YNIT0h6uhe0DCgMAdyPjXDlz3LgAaX7hK6wYDJ4IqH7Qth3w/1cwjWSR9ihjK9xkGPk819wyngN0PFXd/WBy/7dxx636hEmP4C9PtFeGuQI5O3Bl6/GCr2HdnXOWIPHdA0XI7vYoaB+rulRZVVe7n5jRUs3lKMxQL3TMrm1+N7awjEFqYgJswUxIiIiHRAAT8sfgzmPQABn/lH77RnoOcp4X0fw4DqYjOYqcyD7mPMu9JERESk/akqglfOD96RnmaGMWnZka5KjoLHF+Cp+Vt4Yu4WfAGDxGgHfzrvOKYO63rkF0L9Pti11Axecj6F/dsbb+8yzJwfcMBks5dJw9evLYOdS8why7YvhIJ1jb/WaoeuI80eM73GQdYJYD/COSXcFebNSbuCocueZeAuP2AnC6QdB91PNG8m6twPPvsv2PO9ue3038Opd+lifSRsnQuzrgBPBXQeAOc9Dr5aqCo0H5UF5hDLVUXB5WCb393090jMgv5nmd+jPU858u8xOSpef4D//Wg9r367E4BpI7ry4LQhuOy2CFfWcSiICTMFMSIiIh1M6W6z2/7Oxeb6oAvgnEchulNk6xIREZG2r6oYXj3fvEPdGQ9DL4ERV0KX4yNdmTTR2r1l3DV7NRvzKgCYNCidv0wdTFr8EfSCqS2HLV+Z4cvmL805COvYnGZwMmCyeXE7sWvTX7eywAxkti+E7QsO7qlij4buJ9X3mOkyDKwNLtoaBpTtqe/psutbMzg8sNeNIxa6jTJfK+sE6Dba7P3SkM8Nn90LK14017PPgQueDn8PHTm8la/BR7eZN5b1PBUuebVpf9MYhhnANQprDrNctqdxaOOMg75nQP/J0G9iZIbK62BeWbqDP3+0Hn/AYGSPTjwzYySd4xSGtQQFMWGmIEZERKQDWfsufHy7eXehMw7OfhiGXqq790RERCR8qkvg9Ytg7/L6tszhMOIKGHwhROnaQ2vk9vl5/Ost/HvBVvwBg+RYJ38+bxDnHN+lab1gSnfDps/NXi/bF0HAW78tOrm+R0Gf08M3P+D+nWYgs32h2WumqqDx9qhE8wJ9l6HmsHm7vjv08FWJ3c3ApS54SRsENnvTaljxMnx6F/g9Zo+MX76uOZKam2HA/IdgwUPm+pCL4Pwnm6eniqfa/B7L+dScz6gyv36bxWr2kOp/ltmrq3M//V3VTBZtLuSW13+gvNZH16Ronr9yFAO76LOkuSmICTMFMSIiIh2AuwI+vQdWv2Gudx0F057V5KIiIiIHKKv2sqmgguO6JBDrauKFWDlYIGBevPzhZdjwcf1FeUcMDJ4GI64yexzoomWrsHp3KXe/vZpN+ZUATBnShT+fP+in7zr3VJth2/ZFsOkzsxdUQyn9zOBlwNlmuGFt5uGEDMOc26UulNnxTeO5CutY7ZBxvHkBvfuJ0O2EI+uVcyh7lsOsy6EiF1wJ5u/ZAyYf22vKofk85o1lq14310+9E077A1itzf/egQDkrgwOs/c55B/wPZ/c2/x+73+WOSRzU8M8aZJthZVc+/JythdVEeO08dwVoxjbt3Oky2rXFMSEmYIYERGRdm7PcnjnWnPoBovVHL96/D1gc0S6MhERkVah2uPjqw0FfLhqHws2FeD1GzhtVk7sncwZ2Wmcnp1O95SYSJfZdlUVweqZZihTtKm+Pe04s5fM8ZdATHLk6uvAar1+HvtqM88u3ErAgJRYJ3+ZOpizh3Q5eGd3hdmjZOdic96WvSsa93qxWCHrpGD4MjnyvUL8PshbbYYyBRsgdYDZ4yVzBDib4XyuyIfZV5rz4QBMuA/G3dMyAUFHUVsGb10B2+aDxQZTHoFRV0euntJdZi+ZnM/MALDh+RCVBP1+YYYyfc+E6KRIVdmulFV7ufmNFSzeUky8y87bN53MgAwNB9hcFMSEmYIYERGRdirgh0X/hPkPguE3J5mc9iz0ODnSlYmIiEScxxdg0eZCPly9jznr86n2+EPbkmIclFZ7G+3fNy2O07PTOD07jZE9OuGw6eLqETMMc06OH16Bde+Br8Zst7lg4Lkw8kpzGCn1kmkRP+zaz92zV7O1sAqA84Zm8qfzBpEc6zR3qC4x/792LjYfuasPnkslvov5u2XfM6HfJM2X4fPAF/8Ny54z1/tPhmnPHDy/jBy5sr3mkIcF68w5fC56CfpPjHRV9dwVsHWuGcps+gJqSuq3We3meVLXWya5V+TqbAfcPj8zXvie77eX0DUpmvdvGUtqvOaMaQ4KYsJMQYyIiEg7VLoL3r2h/o68wRead4zpTiwRETkCa/eWsaWgkoRoO4nRThKjHSTFOEiMdrTJICIQMPhuewkfrt7HZ2tzG4UtWcnRnDc0k/OGdqV/ehxbC6uYuzGfuRsLWLZjP/5A/eWF+Cg74/uncnp2GhMGpNVfuJamqymFNbPNXjINh7RK7g3DZ8CwyyA+PWLltWe1Xj+PfJnDC99sJ2BA5zgXf7tgMJN6WOt7u+xYbF7wPlBSD+gxFnqONS8sd+ql4OxQVr4OH//OnOQ9pS/88g2zR44cnbw18PrF5vw+cenwq7cgc1ikqzq8gB/2LDPnlcn5HIpyGm93JZq9AGOSISbFnEMpJgViOh2w3mC7XZ8zDe2v8jDt30vYXlTFsKwkZt5wElGOZh7+sANSEBNmCmJERETamTVvw8d3mGNiO+PNAOb4i/VHsoiINEmt188nP+byyrc7Wb279LD7xTptJMWY4UxdQJMU4yAh2kFSg9AmKTrYFuMgKcZJrNPWtIm/w8QwDNbuLeeDVXv5+Mdc8sprQ9s6x7k45/gunD8sk2FZSYetq6zGy6LNhczdUMD8TYWUVHlC2ywWGJ6VxBkD0zltQBoDu8S36PG1C/tWmhOer3kbPBVmm9Vu3jk+4kroe0bzzy/SjhmGQX65mx3FVWwrrOL5RdvYVlRFF4q5tXceF3behWvvt1C8+eAv7tzfDFx6nAI9xkBit5Y/gLZq7w8wawaU7wFnHFzwtNnzS47M1rkw6wrzZ0PnAXD525DUPdJVHZnirbDpc7O3zM4l5mgFR8oZf/igJqUvHDe1ww2Dt72oigueWkxptZcpQ7rw+KXDsVr1+RtOCmLCTEGMiIhIO1FbDp/eDT/ONNe7nWAORaau7yIi0gS7S6p5/btdvLV8dyhocNqsDMtKotrro6zGS2m1l4pa3zG9j8NmITMpmh4psfRIjqFHSgzdk2Po2TmW7skxYbujdUtBJR+u3sdHq/exvagq1B4fZWfy4AzOH9aVk3qnYDvCizb+gMGq3aXM21jA1xsL2JBb3mh7l8QoTstO44zsNE7u05lopwKEJnNXwvr3zVBmz/f17QndYPjl5iMpK2LltWaBgEFBhZvtRVXsLK5ie3EVO4uq2VFcxY7iKmq95pBiIyybuMz+NWNsOWRScMCrWCB9sBm89BwL3U+GuNSWP5j2pLIQZl8FO78x10+9C077bwWLTbXyNfjoNgj4zDDwl69BdKdIV3Vs3BVQkQfVxebwf9XF5jBmofWSBuvFULP/4CEBD2XQNLjgmQ7Xc+bbbcXMeOE7vH6DW07rw92TsiNdUruiICbMFMSIiIi0A7u/h3eug9Kd5kSp4+6BcXeDzR7pykREpBULBAwWbSni1aU7+HpjAXV/QWcmRnHZST24ZHQWneMaj7vu8weoqPVRWuMNhjMeykLLDZ89oeXSGi9l1V48/p+/mJSe4KJHciw9UoIhTYPAJinmpy8w7Sut4aPV+/hw9T7W7asPSKIcVs4YmM75QzMZPyAVlz18F0H3ldYwL6eAeRsL+GZLUeiCN4DLbuXkPimcnp3GadlpdOvUDBOEt1f562Hlq7D6TfNCJAAW6HO6GchkTwF7x5oTIBAwyK+oZUeDgGVHURU7i6sbhS2HYrNauDbuW+7xPIGd4N34Fps5vFOPk83hxrqf1PYvcrdGfi/M+SN8+5S53vcXMP05/Vv/FMOA+Q/BgofM9SEXwflPdrhzHoBAAGpLzZ+DhwpvKgvhx1kQ8Jo/Hy9+FVxxka66Rb2zYg93zl4NwMMXHs9FoxTYh4uCmDBTECMiItLG/fCqeaeY4Te76U97HrqfGOmqRESkFSur9jJ7xW5e+3YnO4qrQ+2n9O3MjDE9OCM7DXuY54AxDINab4DiKje7S2rYVWJeQN5ZUs3OYnP553rbJEY7Qj1ozKDG7EWzpaCSD1ft4/sd9ZMj260WTu3XmfOGZfKL4zKIczX/zQm1Xj9LtxUzd0MBczcWsLe0ptH2vmlxTOifyoQBaYzu1SmsgVC75a2FjR+bc8lsX1jfHt0Jjr/EDGUyhkSuvp/g8wdw++oeftzeALXB559s8wWo9ZrPNR4/uWU17CiqZmfJz4ct3TpF0zMllp4pZi+zuuXu6/+Nbd5fzR0Hngcjr4KsEzvcBduIWj0LPvot+GrNuXV++QakHxfpqlofnwc+vh1WvW6un3onnPaHDjfs1hHZ8jXMuhy81dB1JPxqNsSmRLqqFvXIlzk8PncLDpuFV645kTF9OtbxNxcFMWGmIEZERKQN++Yx+Op+c3nwdDjnUYhKjGhJIiLSeq3bV8arS3fy/qq9oQu68S4700d2Y8aYHvRJjdxFWcMwKK32NgpmdhZXhwKbggp3k17nhF7JnDc0k7OHdCE5NnJDtBiGwab8SuZuLGDuxnx+2FWKP1B/iSLGaePkPimMH5DGhP6pZCWrt8zPKtkGq94wH+V769u7DIXhM2DIhRHpZVBW7WXOhnw+X5vHqt37qfGYIYovEP5LUjarhaxO0aGQpUeDwKVbp2gcBwaoAT98ehcs/4+5PvZ2OON+XdSOlNzVMPNyKNsFjliY+iQMuiDSVbUeteXw1gzYNt/ssTXlERh1daSrahv2LIfXLzR7znTuDzPe61BzOgUCBr+duZKPf8wlMdrBuzefHNHfadoLBTFhpiBGRESkDTIMmPM/sORxc33s7XDmn8wZg0VERBpw+/x8vjaPV5buZMXO/aH27Ix4ZozpwdRhXYltgd4ix6ra42NXSTCcKTZ7B9SFNZ1iHEw5vgvnHJ9JZlJ0pEs9pLJqL99sKWJ+TgELNhUeFCz1SY1lwoA0JgxI5YReyW2+t0xJlQevP0B6QlT4Xzzgh63zzKHLNn5iDskDYHOZk6EPvxx6jW/WsKGgopY5683wZenW4p8NXRw2Cy67jSiHFZfdhstuxWm34nLYiAo+u+zW4MOGy2ElKvicHu8KhS1dDxW2HI6nGt65FnI+BSxw9sNwwvXHfvBybKqK4e2rYfsCc33sbcFwrG2f88esbC+8cTHkrzVDqotegv4TI11V21KYA69eYAbVCd3MMCa1f6SrajG1Xj+XPvctK3eV0iMlhvduHhvRGzLaAwUxYaYgRkREpI3x+8xhDeq660/8K5z8m8jWJCIirc6+0hre+G4XM5ftoqjSA5jDdZ01OIMrxvRkdM9OWBTgR4RhGKzPLWd+TiELcgpZsWt/o94y0Q6zt8yEAeYwZm2ht4xhGGzIrWDuxny+3ljAqt2lGAYM7prA5MFdmDw4g97NcXdyVTGsmW2GMvlr69sTs2DYZTDsV9CpR1jeas/+ar5Yl8/na3NZvnM/Da84DUiP56zBGZyWnUanGEej0MVpt2KztvC5VlUMb14Ce5aBPQqmP2+GVNI6+H3w9Z9hyf8z13ufBhf+B2KSI1tXpOSthdcvgop9EJcOv3rLnL9IjlzpbjOMKd4M0clw2dvQbWSkq2oxRZVupj65mD37axjdsxOvXXdim7+xIZIUxISZghgREZE2xFsDb19j3tloscF5j8PwyyJdlYiItBKGYbBkazGvLN3BnPX51F3bT09w8asTenDpCVmkNUcPBTkmZTVeFgd7y8zPObi3TO/UWCb0r+8tE+VoHReVar1+lm4t5uuN+czdUMC+stpG260WaNhRJDsjnsmDu3D2kAz6pceHtxjDMId9WvmqGczUltVv6zUeRlwB2VPAcWQ9prYVVvLZ2jy+WJfHj3vKGm0b2i2RSYMzOGtQM4VMR6tkO7w2HUq2QlQS/GoWdD8p0lXJoax5Gz64FXw1EJ8JPcdCcm/z0amX+RzbuX33et86F2ZdAZ4K6DwALn/bnPdSjl5VsTlM2b4fzN5Fv3wN+pwe6apazOb8CqY9tYQKt48LhnflnxcP1Y0nR0lBTJgpiBEREWkjasvgzUth52Jz6I2LXoLssyNdlYiItBI/7inlzrdWs7mgMtQ2pncKV4zpwZnHpTd9OCOJqLqeJfM3maHMip0H95YZ0yeFU/p2Jjsjnr5pcaTGu1rsIlNeWW1o3ptvthQ1mjw+ymHllL6dOT07ndOz03DYLHy5Pp/P1uaxZEtRo+G7+qTGcvaQLkwe3IWBXeLDW7+3xhyybOWr5lwToQITYchF5tBlXYYd8uJ23b//5+vy+HxtLpvy688niwVG90zmrEEZTBqcQdfWOAzevpVmz4KqQkjsDpe/06GGJmqT8tbCrMtg/45Db3fGQ3Kv+oAmuXf9elxG257vZ+XrZk//gA96nGIGBhGY56ldclfCrMth2zywOmDaszB4WqSrajGLNhdy1YvL8AcM7vhFf357Rr9Il9QmKYgJMwUxIiIibUBlAbw2DfLWgCsBLn0Tep4S6apERKSVmPn9Lv74wTo8/gCxThvTR3Zjxkk9wt/rQFpcea2XxZuLmJ9TyPxNBeSXuw/aJyHKTt+0OPqlxdMvPY4+aXH0S4sjMzEa6zEOiRUIGKzZW8bXG8whx9btK2+0PTMxitMHpnFGdjpj+qQctrdOabUnNKfKos1FePz1AU6PlJhQT5khXRPDG8rs3wmr3zQv+Jbtqm9PH2wGMn1OJ+BK5Mdi+GzDfj5fl8fO4urQbnarhTF9Upg8uAu/OC6d1HhX+GoLt81z4K0rwVsFGUPMIYniMyJdlTSFu9K8YF6yrcFjO5TtAX7i0qY9ukFI06u+F01yb3Oi9tY670zRZpj7V1j/vrk+5CI4/0mwt+Lzqy3yueG9G2Hde4AFpvwfjL4u0lW1mDe/38V9764B4F+/HMb5w7pGuKK2R0FMmCmIERERaeX27zDH+S3ZBrGp5p2NXYZGuioREWkFar1+7v9gHbOW7wbgF8el838XDiUxxhHhyqQ5GIbBxryKYE+ZErYUVLKrpJrDzRMf7bDRNy2u0aNfWhzdk2Ow/0QPqUq3j282FzF3Yz5zNxZSVFkf/lgsMCwriTOy0zhjYDrZGUfem6W81svcDQV8uiaXBZsKcfvqQ5muSdFMHpzB5CFdGJ6VdMxBUkggANsX4FvxKracj7H4Dw60ag0H5cRSTixEJRKXmEJyShrOuE5mb5qopOBzIkQ3WK5rj+RF75WvwYe/BcNvzjdy8SsQpWs8bZ63Fkp3HhzQlGyD0l3m//fh2JzQ9xdwyu8ga3TL1fxTyvbA/Idg1RvB2i1w6h1w2h/ads+e1izgh0/vhuUvmOsT7oPx97bv4e4aeODTDTy7cBtOm5U3rj+RUT076DxMR0lBTJgpiBEREWnF8tfBq9OgMs8cK3nG+5DSJ9JViYhIK7C7pJqbX/+BNXvLsFrgrkkD+PW4PuG7cC1tQq3Xz/aiKrYUVLK5oJKtBZVsLqhge1EVXv+hL4k4bVZ6dY5tFNBkJcewatd+vt5YwHfbShr1WIlz2RnX3xxybMKAVDrHhe+u9Sq3j3k5BXy2Jo+5Gwuo8dZfWM5IiOKswRlMHpzBqJ7Jh5zw3jAMymt8FFW5KapwU1TpoTi4XFjpobjSTVGlm+IqD0UVbqo8fhKo5DzbUi60LaSnJY8EqrFawnD5yBkP8ekw+EIYeRUkdDn21/w5hgEL/gHzHzDXh14K5/4/sDub/70lsvxeM4ypC2ZKtsH+4PL+HeD31O/b81QzkOlzemQuwFcVwzf/hO+fg7oQtP9kOON/IH1Qy9fT0RiGGYAteMhcP+EGOOvvHSL88gcMbnptBV+uzyc51sn7N4+le0pMpMtqMxTEhJmCGBERkVZq13fwxkXm3DBpx8Hl77bMH/QiItLqLdhUyG0zV1Ja7SU51sn/++VwTunXOdJlSSvi8wfYWVLNloLK0GNzQQVbC6oahR2H0yMlhjOy0zljYBqjeybjtDf/Bbsaj58Fmwr5bG0uX28ooNLtC23rHOfktAFpGEBRXbhS6aG40tMoNGoKp91KapyLznFO+qfHc9agNMZmRRHlr4CaUvN3r9oyqA0u/1ybt+rgN7HYYOA55jBAPU9tnovffh98cgf88LK5fuqdcPr/dJg73eUnBPxQuBGWPgU/zjTnYAFzbqRTfgcDz22ZHlzuCrOGJY+Dp8Js6zEWzrgfup/Y/O8vjX33LHx2D2DA4Okw9ekOEdpWe3xc8sy3rNlbRp/UWN69aax6DjeRgpgwUxAjIiLSCm36Et66Anw1kHUi/GqWJq4UERECAYMn523hn19twjBgaLdEnrp8ZOucNFxapUDAYG9pDVsKK9mSXx/Q7Cqppk9qHGcMTOP07HT6pMaGd66WI+T2+flmcxGfrsljzvo8ymt9P7l/vMtO53gzXEmJddE53knnOBcpcS5S4+qXO8c5iXPZw3tsPg+4y81wJncVLHsedi2t3955gBnIDP1l+IYL81TB7Kth8xdgscLZD3eouR/kCJTtgSVPmIGdNzj/UUpfGHsbHP/L5rkQ762F5f+BRY9AdZHZlnG8GcD0PUNhYSSteRve+zUEvNDnDLjkVXDGRrqqZpdfXsvUJxeTW1bLyX1SePmaE3D8xBCdYlIQE2YKYkRERFqZH9+C928y71zr+wtzjG+nuk+LiHR0ZTVe7pi1iq83FgBw6Qnduf/c4w47ObpIe+HxBVi6rZjvtxcT47SbvVni6wIXFymxztZ3HuStNedkWD2rvseMIxaGXmIGJscyHFNlIbxxMez7AexRcOF/IHtKeOqW9quqGL5/Br57xuzZBRCfCSffCiOuBFfcsb+H32f2wJn/EJSZc5eR3AdO/z0cd0GHGAqrTdjyNcy63Azmuo6Cy2ZDTPufO2X9vnIuenoJVR4/l4zK4qHpQyJ6w0FboCAmzBTEiIiItCLfPg2f32suD7kYpj4FNnWbFhHp6DbklvPr11aws7gap93KX6cO5uJRWZEuS0R+Tm2ZGcYsex6Kcurbu58Mo6+FgecdWY+E4q3w2nRzLpDoZLPXdNYJ4a9b2i93Bax4yewlU5lntkV3ghN/bc4dcjQX5A0DNnwEc/8CRZvMtvhMmHAvDLtMf8+0RnuWw+sXQs1+s9fejHchsVukq2p2czfmc93LywkY8F+Ts/n1eM2/+lMUxISZghgREZFWwDBg3gOw8B/m+om/hkkP6q4xERHhvZV7uO/dNdR6A3TrFM3Tl49kcNfESJclIkfCMGDHIjOQ2fAxGMF5emLTYOSVMPKqn78IumeF2ROmugiSepjzB3bu2+ylSzvlc8PqN2Hxv6Bkm9nmiDW/F0++FRIym/Y6W+fB1/9r9tACM9Q55Q444XpwaNjMVq1gI7w2Dcr3QkI3mPEepPaPdFXN7qXF2/nTR+sBePryEZw1WPOwHo6CmDBTECMiIhJhAT98epc5jjLAaX+AcXdp7GQRkQ7O4wvw10/W88rSnQCM65/Kvy4ZRqfY9j+xrki7Vr4PVrxs9kqo65FgscKAs81hy3qNP/hmnJzP4e2rzaGEugyDX70F8ektXbm0RwE/rP8Avvkn5K0x26wOc06jsbcfPuzbswK+/hNsX2iuO2JhzC1miBOlmwXajNLd8OoFULzZ7GV3+dvQdWSkq2p293+wlpeX7iTKYWXWDWMYmpUU6ZJaJQUxYaYgRkREJIJ8bnj3Blj/PmCBKY+Yw1SIiEiHlldWy82vr+CHXaUA/PaMftx2Rj9sVoX0Iu2G3wsbPzF7yexYVN+e0hdGXQvDfgXRSWZg8/HvwAhA3zPhopfDM5+HSEOGYc4d8s0/YefiYKMFjjvP7OGSOcxsKthoDkG28WNz3eaEUdfAqXdBXGokKpdjVVVsDlO27wczUPvl69DntEhX1ax8/gDXvbKc+TmFpMa7eP+WsXRNUg+uAymICTMFMSIiIhHiroRZl8G2+eZdZ9OehcHTIl2ViIhE2NKtxfzmzR8oqvSQEGXn0UuGccZA3fku0q4VbDQDmdUzwVNhttmjoccY2DrXXB92GZz7L823Ic1v13fwzaOw6bP6tj6nQ1w6/DjLDAUtVjj+lzDhv6BTj8jVKuHhroBZl9f/bXrRSzDwnEhX1awq3T4u/PcSNuZVkJ0Rz+xfjyE+Sj9fG1IQE2YKYkRERCKgqhjeuAj2rgjedfSa+ceNiIh0WIZh8Pyi7Tz0+Ub8AYOBXRJ4+vIR9EiJjXRpItJS3BXw41tmKFOwvr593D1w2n9r6FppWfnr4JvHYO079fMaAWSfA6f/D6RlR6w0aQYNR2twxMB1X0H6oEhX1az2ltYw9cnFFFa4mTAgleevGIXdpnla6yiICTMFMSIiIi2sbI85Dm/RJnMyy8vegW7tfxxeERE5vEq3j3veXs2na8z5IqYN78rfLhhCtNMW4cpEJCIMA3YtNXsf9BgLx18c6YqkI9u/A779N9TshxNugG6jIl2RNJeA3xymbOtcSO4N188zh0hsx37cU8rFzyzFYbPy7k0n0y89PtIltRoKYsJMQYyIiEgL2r3M7PJdmQcJXWHGe5A6INJViYhIBG0pqODGV1ewtbAKh83CH885jstP6oFFd76LiIhIS6sugWfGQ9ku6D8ZfvkGWNt3L5F5GwvISo6mb5pCmIaOJDdo398hIiIi0rasegNeOtsMYVIHwjVfKIQREengPl2Ty/lPLGZrYRXpCS5m3jCGGWN6KoQRERGRyIhJhkteAZvLnCdo0SORrqjZnZadphDmGNkjXYCIiIgIfh/M+SN8+6S5nn0OXPA0uPSLnohIR+TzB1i0uYjZK3aHhiI7qXcyj186gtR4V4SrExERkQ4vczhMeQQ+vBXm/Q26Doe+Z0a6KmnFWnWPmAcffJDRo0cTHx9PWloaU6dOJScnp9E+tbW13HLLLaSkpBAXF8f06dPJz89vtM+uXbuYMmUKMTExpKWlcffdd+Pz+VryUERERORwavabY+zWhTDj74WLX1UIIyLSAa3fV85fPl7PSQ/O5eqXloVCmBvG9ea1a09UCCMiIiKtx4gZMPIqwIB3roP9OyNdkbRirbpHzIIFC7jlllsYPXo0Pp+P//7v/2bixImsX7+e2NhYAH73u9/xySefMHv2bBITE7n11luZNm0aixcvBsDv9zNlyhQyMjJYsmQJubm5XHHFFTgcDh544IFIHp6IiIgUbISZl0LJNnDEmL1gjjs/0lWJiEgLKqio5YOV+3jnhz1szKsItafEOjlvWCYXjuzGoMzECFYoIiIichiT/wG5P8K+H8y5Tq/9EhzRka5KWiGLYRhGpItoqsLCQtLS0liwYAHjxo2jrKyM1NRU3njjDS688EIANm7cyMCBA1m6dCknnXQSn332Geeccw779u0jPT0dgKeffpp7772XwsJCnE7nz77vkUy6IyIiIk2U8xm8cz14KiCxO1z6BmQMiXRVIiLSAmq9fr5cn8+7P+xh4aZCAsG/Sp02K2cel8a04d0YPyAVh61VD+IgIiIiAmV74JlxUF0Mwy6D858EzWXXIRxJbtCqe8QcqKysDIDk5GQAVqxYgdfr5cwz68ffy87Opnv37qEgZunSpQwZMiQUwgBMmjSJm266iXXr1jF8+PCD3sftduN2u0Pr5eXlzXVIIiIiHY9hmJMZzv0rYECPU+DilyG2c6QrExGRZmQYBst37uedFXv45MdcKtz1w0UP757E9BHdOOf4LiTF/PzNciIiIiKtRmI3uPA/8OoFsOp16DYKRl0T6aqklWkzQUwgEOD2229n7NixDB48GIC8vDycTidJSUmN9k1PTycvLy+0T8MQpm573bZDefDBB/nzn/8c5iMQERERPNXwwS2w7l1zffR1cNZDYHNEti4REWk2u4qreeeHPby3ci+7SqpD7V2Topk2oisXDO9K79S4CFYoIiIicox6T4Az/ghf/Qk+vQcyjjcDGZGgNhPE3HLLLaxdu5Zvvvmm2d/rvvvu44477gitl5eXk5WV1ezvKyIi0q6V7oaZv4K8H8Fqh7Mf1l1CIiLtVHmtl09/zOWdH/awbMf+UHus08bZQ7owbUQ3TuyVjNWqYTtERESknRh7O+xdARs+greugBsWQFxqpKuSVqJNBDG33norH3/8MQsXLqRbt26h9oyMDDweD6WlpY16xeTn55ORkRHa5/vvv2/0evn5+aFth+JyuXC5XGE+ChERkQ5s51J4awZUFUJMZ7jkVehxcqSrEhGRMAoEDBZtKWL28t3MWZ+P2xcAzCHST+nbmekjujFxUDoxzjbxZ6iIiIjIkbFY4PynoGAjFG+Gt6+GGe+DTb/7SCsPYgzD4De/+Q3vvfce8+fPp1evXo22jxw5EofDwddff8306dMByMnJYdeuXYwZMwaAMWPG8Le//Y2CggLS0tIAmDNnDgkJCRx33HEte0AiIiId0YqX4JO7IOCFjCHwyzcgqXukqxIRkTCp9fp594e9vPDNNrYWVoXa+6XFMX1kN6YO60pGYlQEKxQRERFpIVEJcMlr8NzpsGMRfP1nmPiXSFclrYDFMAwj0kUczs0338wbb7zBBx98wIABA0LtiYmJREdHA3DTTTfx6aef8tJLL5GQkMBvfvMbAJYsWQKA3+9n2LBhZGZm8o9//IO8vDxmzJjBddddxwMPPNCkOsrLy0lMTKSsrIyEhIQwH6WIiEg75ffC5/fBsufM9eOmwtSnwBkb0bJERCQ8CipqeW3pTl77bhclVR4A4lx2po/oyoUjsxjcNQGLRUOPiYiISAe07j2YfZW5fPErcNz5ES1HmseR5AatOog53C/tL774IldddRUAtbW13Hnnnbz55pu43W4mTZrEU0891WjYsZ07d3LTTTcxf/58YmNjufLKK3nooYew25vWIUhBjIiIyBGqKobZV5p3AAGc/gc49S6zq7aIiLRpG/PKeWHRdj5YtQ+P3xx+rGtSNFeP7cklo7OIj3JEuEIRERGRVuCL38PSJ8AZB9fPhdQBP/810qa0myCmtVAQIyIicgTy18Gbv4TSXeYvnNOeg+yzI12ViIgcA8MwWLCpkBe+2c6izUWh9uHdk7julN5MGpSO3WaNYIUiIiIirYzfB69ONW9Q7NzfDGNc8ZGuSsLoSHKDVj1HjIiIiLQxGz6Cd28EbxV06gWXvglpAyNdlYiIHKVar5/3V+7lhW+2s7mgEgCrBSYP7sI1p/RiZI9OEa5QREREpJWy2eHC/8Az46FoE7x/szlMmUaK6JAUxIiIiMixCwRg4T9g/oPmeu8JcOGLEJMc0bJEROToFFa4ee3bnbz27U6KG8z/csnoLK46uSdZyTERrlBERESkDYhLM8OXFyfDhg9hyf+DsbdFuiqJAAUxIiIicmxqy+GDm83eMAAn3Qy/+It594+IiLQpm/IreGHRdt5btRePr/H8LxePziJB87+IiIiIHJms0TD5IfjkTvjqT9BlGPQeH+mqpIXpComIiIgcvfx1MGsGlGwFmxPOeRSGXx7pqkRE5AgYhsGizUU8/812Fm4qDLUPzUri+lN7cdagDM3/IiIiInIsRl0Le1bA6jfg7WvgxgWQ2C3SVUkLUhAjIiIiR2fVG/DxHeCrgYRucPHL0G1UpKsSEZEmcvv8fLByH89/s41N+fXzv0walMF1p/ZiRPdOWDSGuYiIiMixs1jgnH9C/hrIWwNvXQFXfwZ2V6QrkxaiIEZERESOjLcGPr0bVr5qrvc9E6Y9p/lgRETaCH/A4P2Ve/nnnE3sLa0BINZp4+LRWVx9ci+6p2j+FxEREZGwc0TDJa/BM+Nh7wr47F4497FIVyUtREGMiIiINF3xVnjrSvMuHixw2u/h1DvBqiFrRERaO8Mw+GpDAQ9/sTHUAyYt3sV1p/biktHdSYzW/C8iIiIizapTT5j+PLx+Eax40RxVQsN7dwgKYkRERKRp1n8IH9wC7nKI6Wz+8tjntEhXJSIiTfDdtmL+/vlGfthVCkBClJ2bT+vLlWN6Eu20RbY4ERERkY6k3y9gwn0w/wFzuO/0wZA5LNJVSTNTECMiIiI/ze+Fr/4ES58w17uPgQv/AwmZES1LRER+3rp9ZTz8RQ7zcwoBiHJYuWZsL24c14fEGPWAEREREYmIcXebw5Nt/gJmzYAbF2i473ZOQYyIiIgcXvk+mH0V7P7OXD/5N3DG/WDTxTsRkdZsR1EV/5yziQ9X7wPAbrXwyxOy+O3p/UhLiIpwdSIiIiIdnNUK056BZyfA/h3w1hVwwdOQ2C3SlUkzsRiGYUS6iNauvLycxMREysrKSEhIiHQ5IiIiLWPrPHjnOqguAlciTH0KBp4T6apEROQn5JfX8v++3sysZbvxBcw/9c4bmskdv+hPz86xEa5ORERERBrJWwvPnwm+GrA6YNiv4JTfQXKvSFcmTXAkuYGCmCZQECMiIh1KIAALH4b5DwIGZAyBi1+B5N6RrkxERA6jrNrL0wu38uLi7dR6AwBMGJDK3ZMGMCgzMcLViYiIiMhh7VluDge+Y5G5brHB8RfDqXdC534RLU1+moKYMFMQIyIiHUZVMbx7PWz92lwfcSVM/js4oiNbl4iIHFKNx89LS3bw7/lbKK/1ATCiexL3nJXNSb1TIlydiIiIiDTZzqXmTZF1f49jgUEXwLi7IH1QREuTQ1MQE2YKYkREpEPY/b05H0z5XrBHwzmPwrBLI12ViIgcgtcf4K3lu/nXV5spqHAD0D89jrsnZXPmwDQsFkuEKxQRERGRo7JnBSz6P8j5tL4t+xwzkMkcHrm65CAKYsJMQYyIiLRrhgHfPQ1f/gECPkjpaw5FpjtuRERanUDA4JM1uTzyZQ47iqsB6NYpmjt+0Z/zh3XFZlUAIyIiItIu5P5oBjLrPwSCl/D7TYRxd0PWCREtTUwKYsJMQYyIiLRbteXwwS2w4UNzfdAFcN7j4IqPbF0iItKIYRjMzynk/77MYd2+cgBSYp385vS+XHpid1x2W4QrFBEREZFmUbARFj0Ca98Gw5wLkF7jYfw90POUyNbWwSmICTMFMSIi0i7lrYW3roCSrWB1wKS/wQk3gIazERFpNfwBg0/X5PLv+VtZn2sGMHEuOzeM6801p/QizmWPcIUiIiIi0iKKt8I3/4TVM83RLAC6n2wOWdbndP0tHwEKYsJMQYyIiLQ7K1+DT+4EXy0kdIOLX4ZuoyJdlYiIBLl9ft79YS/PLNgaGoIsxmnjshO7c9OEviTHOiNcoYiIiIhExP6dsPhfsPJV8HvMtq4jzSHL+p+lQKYFKYgJMwUxIiLSLtSWwdp3YOXrsHe52db3TJj2HMQkR7Y2EREBoNLt443vdvL8ou0UVLgBSIpxcNXJPblyTE86KYAREREREYDyfbDkcVj+IvhqzLb0IWYPmYHngdUa2fo6AAUxYaYgRkRE2qxAALYvgFWvw4aPzB4wAFY7jP8vOPVO/XImIs3OMAwq3T58fgNfwMAfMPAbBn6/gS8QCK37/OY2X8Ag0Gg9uE+g8faMhCiyMxJIjHFE+hCPWUmVh5cWb+flpTspq/ECkJEQxfXjenPpCVnEODUEmYiIiIgcQmUhLH0Clj0PnkqzLTUbhs+A486HpKzI1teOKYgJMwUxIiLS5pRsg1Vvwuo3oWx3fXvqQBh+GQy5GOLTI1efiLQ7Hl+AvaU17CqpZldxFbtKqtlZXG2ul1RT7fE323tnJkaR3SWBARnxZGfEM7BLAr06x+Kwtf6geV9pDc8u3MbMZbuo9ZqTr/buHMuvx/dh6vCuOO2t/xhEREREpBWoLoHvnoZvnwZ3WX1711EwaGowlOkesfLaIwUxYaYgRkRE2gR3Jaz/wOz9snNxfXtUIgy+0AxgMkdovFgROWplNV52BwOWnSVVoeVdJdXsK60h0MS/LOxWC7YGD3Pdis0Kdqs11GYNbTt43YKFXSXV7C2tOeR7OG1W+qbFkd0lnoEZCWR3iSc7I4HUeFcY/0WO3paCSp5esJX3V+7FF/yHG9w1gZsn9GXSoAxsVv2sFhEREZGjUFsGq2fCuvdh11KgwS/pXUfCcVPNUKZTjwgV2H4oiAkzBTEiItJqGYb5i9XK12Hde+CtCm6wQJ/TYNhlkH0OOKIiWqaItB6GYeDxB6j1BnD7/Li9Ady+4LIvQK3XfC4orz2oV0tptfcnXzvKYaV7cgzdk2PpnhxDj5QYuqfE0D05hszEaJx2K1YLWMIYCJfVeNmUX8HG3HI25JnPOXkVVB2mB07nOCfZGQlkZ8ST3cV87psWR5TDFraafsqPe0p5at5WvlifR91fYmN6p3DzaX04pW/nsP7biIiIiEgHV5EH6z+E9e/DziU0CmUyRwR7ykxVKHOUFMSEmYIYERFpdcr2mMOOrXrDHIasTnJvGPYrGHopJHaLXH0iEnaGYVBa7aWgwk1hhZuCitrgs5viSncoWAkFLL76gKXWG8DtrW87Fp3jnMGwJYbuKbH0SDbDlh7JMaTGu1pFkBAIGOwtrWFDbjkb8yrYmFfOxtwKthdXcai/fmxWC706x9I3NY60BBepcS5S4xs/UmJdRz1MmGEYLNlazFPzt7B4S3Go/RfHpXPzhD4M797paA9VRERERKRpKvLMuWPXf2COomE0+Lsgc7gZyAyaCp16RqjAtkdBTJgpiBERkVbBWwMbPzGHHts6j9CdLI5YGHSBOfRY9zEaekykjfH4AhRWBsOV8loKK90UlLsbPRcG273+8P/qHuWw4rLbcNmtuBosJ8c6zR4twR4uPVJiyEqOIc7VdieNr/H4zd4zeeVsyA0GNHkVP9vTp06nGEd9OHNgWBMXRWq8i85xTjrFOLFaLQQCBl+uz+ffC7ayencpYIY+5w/L5Nfj+9A/Pb4Zj1ZERERE5DAqC2DDh+bwZQeGMl2G1feUSe4VmfraCAUxYaYgRkREIiYQgL3Lzd4va98xx3qt0+MUM3wZeB644iJXo4g0SbXHx3fbSli4uZDN+ZUUVNRSUOFucghQJynGQWqcK9RzIy0his5xTqKddjNMsVuJcgSDFbstGK4cus1ps7aKHiyRZBgGBRVuNuSWs6OoiqJKD4UV7lA4VljhpqjSHZrHpSlsVgud45xYLRZyy2oBcNmt/HJ0FteP6023TjHNdTgiIiIiIkemsiDYU+Z92PHNAaHM0PqeMsm9I1Rg66UgJswUxIiISIvye807UjZ8ZPaAqcit35aYZQ47NuxS/RIk0soFAgbr9pWzcHMhizYXsmLn/sP2aHHYLA16WJg9K9KCPS1Cz8HAxWVvmblMpF4gYFBa4w0FM4WVtfXLwdCmqMJDYaWbkipPo6+Nj7JzxZgeXD22F53jXBE6AhERERGRJqgshI0fmT1ldixqHMpkHA+XzoTErhErr7VREBNmCmJEjo1hGBRXedhXWsO+0lr2ldaQV16Lz2/gsFtw2qw4bFac9uCzzdJo3WEz79o1ly04gnfwOhu0Oe1WHFYrVosFqxWsFgs2q8Vct5h3pnb0O36llfPWwrZ5ZviS8ynU7K/f5oyHAZPNuV96jQfr0c1RICLNL7eshkWbi1i0uYhvNhey/4DeLt06RXNqv1RGdE8iIzGKtGDokhTtwGrV51R74PUHKA72qimr8TI0K5H4KEekyxIREREROTJVRfU9ZbYvgpgUuHMjWHVjWB0FMWGmIEbkp1W5feSW1bA3GLLklprLuWU1ZvhSVovnGCcGDhcznCEY0FiCAY3ZbrOYYY2tQZCTEOUgOdYZeqTEOkmOc5IcE1yPc5Ic6yIx2oFNF9DkSNWWw+YvzV9sNs8Bb1X9tpgUGHC2OexY7/Fg113UIq1Rw+HGFm0uYktBZaPtcS47Y/qkMK5fZ07tl0qPlBjdGCAiIiIiIm1LVTEUb4buJ0W6klblSHKDtjvTpnR4Xn+Aao+fao+Pao+fGo+fKrePaq+5XLetxuMnymEjIdpOvMtBQrSDhGg7CVHmcqzT1qYuiAQCBh5/AF/AwOsL4PUH8DZc9ht4/QECYc5YPb4AeeW17C2tCYYt5nJuWS1lNT8/tr3FAqlxLjKToslMiqJLYjROuzVUt8cfwOMzgscQwOMz2+qW647LE1o32+r2a2rQ4w8Y+IHQJOc/q6ZJe1ktkBQMZ+pCmuQ4M7jpFFMX2DhJjHYQ47QR7bQT7bAR4zTH629L34NyjKqKzR4vGz4ye8D4Gwxhk9AVBp4L2edA9zFg08e0SGtTN9zYoi2FLNpUxPKdJY2GG7Na4PhuSWbw0j+VYVlJOGzqxSYiIiIiIm1YbIr5kKOmKzzS4gIBg/JaL/urveyv9lBa7WF/lZfSGi+l1R7KaryNApYDw5a69cONsX6krBaIj6oPZ+Kj6kOa0Hq0g4Tgc3yUHZfd1igAMJf9oWX3AdsaBgtuX8OvabDdXx+m+AJGqL0ucKkLX/xHMFFsS4qPspOZaIYsZthSH7h0TYomPSEKp735LkQZhvlvEzAgYBjBhxm8HGqb2U6wvfH+AcMgEABfIEBZjZeSKg8lVR6KqzyUVHooqfbUt1W6Ka/1ETAItR0pi4VQKBPttBHjsBPltBHToK1+u918dpjt8VF2+qTG0T89vln/feUYle0x53rZ8JE590vDMVZT+prhy8BzIXOE+Q0hjRiGEfr5Wev14/aaz7XeAG6f+Vzr9VPrO7jN7fVTG/w6jy9AfJSd9IS6+TeiSEsw59+Ic9kViMpBDMOg2uOnuNLDt9uLWbS5iMVbig76Wd81KZpx/VMZ168zJ/fpTGKMhqESERERERGRegpi5JjUev3srwtSqj2Nw5XgclmoLbhe4yWcWYLdaiHGaSMmeIE6xmVeyI522oh12Yiy23D7ApTXeimv8VJe66Oi1ktZjRev37z4XlbjDfbqaFrvh9bEaiE4r4oVe3BuFYfNGvYpJOxWK+kJrmDYEk2XYODSNSmaLolRER/73GKxYLdF5iKq1x9gf104U2kGNvurPRRXNghsqtzsr/JSXusNhYoev3kx3jAIhY5Hy2Gz0C8tnkGZCeajayIDuyQQ59KP+Ygp2gIbPjTDl30/NN6Wcbw55NjAcyF1QNjCF48vQJXbR6XbR0Wt+Vzp9lLp9lNZG1yu9VHh9lHr9WO3mvMvOe1WXHZb8NmKy2H+THE5bMFnKy5bXbutwfbG+/kDxiFD9AOXazw+qkLheuPl+n3M9bpgpbkz6BinjbRgOJMaDGfSE6JCbXWBTWK0o8MGNl5/gGq3nyqPjxqvPxSG1QaXa4LrNXUB2AFttQd8TU2D5brP8minjVin+Rne6LO9wXLdPqFlV30Pw1iXHVcwlHb7AvXnQfCzv6Lu3Kj1hraV19adM8Hzo+G623fI771Yp40xfTozrr853FhPDTcmIiIiIiIiP0FzxDSB5og5tBU79zP930uO+utjnTaSYpx0inWQFO0kKcZBp5jg0E2uxhdiDnVRpq7taHsBGIZhBjTBcKZhUFNeY16gOTC8qVv2+AI4G0wYX3fxsuF6w8nkXQe0HbhP3bO9buJ5288v1wUumpek7fL5zYuTNR7zgmTdBehab+Oh9eq2NV42L4Tur/ayMbec8lrfQa9vsUCvlFiOy0xgUGZiKKRJidNcI82ithx2LoHtC2DrXCjc2GCjBbJODPZ8OQc69WzSS/r8ATbmVbBy1372lNYEwxQfVY2CFl8oXGktczE1J4sFXHYrUQ4zaI9ymMtmgGQLtte3RTnq93HarJTWeCmocFNQXkthhZuCCjeV7oPPn8Nx2q3BcMYMaDrHO4O9Jw/oWRnsVVnX1pJDEHqDP1tqG/1s8VHlPuDZ46faHXz+ie3VXj/V7vrwuLWzWMybNMLVcxbM1xvcNVHDjYmIiIiIiEiI5oiRFpEUHHbDbrWQFOMwQ5UGz51inA3a6trN9cQYBy67LaL1WyyW4AU6G2nK1yQC7DYr8TbrMfcmMgyDPftrWLevnPX7yli7r5x1+8rIL3ezraiKbUVVfPxjbmj/jISoRj1nBmUm0DUpWndzHylvLez5HrYtgO0LYe8KMBr0arLaodc4M3wZMAXi03/2JUuqPKzctZ8VO/fzw679rN5dRo33yHtKRTmsxLnMQCDOFXwcsBztsOHzB3D7A7i9waETQ8/+xus+/2H3OdTF7iiHtVFPhminndgDlpvS4yHaWR+2uIKBitMW/kCjyu0LhTMFwXCmoKKWgvKGz27Karx4fAH27K9hz/4j60HptFkPGdQcOPxlrNMeClIahilmaFvfk6Ta46PGG2i0vW7Z18zdhxw28/MzOvgZGt0g7Gq4Hu204bIf3BZltxHlNAOzun18gUCj4UcPNTRpVTCErj5gubpB7ykwexk2/L6Mc9lD50J8lJ244L97fKg9eK6E2hzmcoP1KIfm8hIREREREZGjpx4xTaAeMYfmDxhUeXzEa1x9kVapqNLNumAoY4Y05WwvqjrkvonRjlA4k5kUHbx4ag5XVTdUVd1yfe+DBtuDPbratYAf9q2C7fPN8GX3d+CrbbxPp15m+NJ7PPQ5HaI7Hfbl/AGDTfkV/BAMXlbuKj3k/0+8y86w7kn0S4s3LwwHLyjHuuovHNeFLPEuB7EuW4v+XwQCRiigsdksRDts7banXq3XH+xFUx/OFFd5gj0m63tRNuxRWeH2EanftKzB+afqhu+KqQvEXHXBmJ1Yl+3g9gbbY4LDfJr7HFtP1ObmDxihkMofMMzzxGnH2k6/H0VERERERCSyjiQ3UBDTBApiRKS9qHT72JBbzrq9ZcGQppzNBRVhGcLHZrUQFRweqi6cqQt0zMDg4LvM46Ia3qnuaBw0RPoCqmGYw4ttW2AON7ZjMbjLGu8Tl24GL73Gm+FLUvfDvlxZtZcfdu9n5c79/LCrlFW7Sw85JFaf1FhGdO/EiB6dGNmjE31T43QhuQ0LBG9aqB/i0hcc5jIY2DRcDj7XBZ51IUqo50lwOdph9iipmxflwH3N7c3Te0hERERERERETBqaTEREDinOZWd0z2RG90wOtbl9fjbnV7I+2HumuMqD2xcwH14/bp85HJKnri04TJXbF2g0Z4TZS84cMigcLBaIc9rrhwyKcoSGFnLarTisVmw2C3arBbvVij20bMHWYN1mtYTmU7JbLdht1uDzwfvGVO8lOX8piXlLiM9diqOmsFFNAWcC3qyx+HqeSqDneGxpA7DZzFoahiWBgMHWwsrQEGM/7CplS0HlQccY67QxrHuSGbx078Tw7kkkxTjD8u8nrYPVagmGjA4gOtLliIiIiIiIiEgEqEdME6hHjIi0e4ZhDrPlDc57YbGac5yEHjYzGTmAP2AEAxp/MLgJUBsKasy2ao8/OLm8OUxTRW1wcvlaL5Vus6eAOdm8N9jua5Y5LiwESKCaTpYKOlFJkqWSJCrpZKmkn2UPJ1vX0cNa0OhragwnywIDWBoYxOLAINYavQhw6GGZ6iYIt1utBAwDt+/gic17dY5leIPgZUBGfLsdxktEREREREREpD1TjxgRkaNhGOCphNpycJeDuwICPjACh3hwmPYAYASXjUNsqxO8+G6x/MRycL+GAciB7YYBPjd4q4NBSrU5iby3Bnw15rO35qe31W3nZ8KPhuGMxQZWGzarnejgA+sB4U1wH2wOcESDI6bxc8wh2hwxGI5ovNYoKgNOqgMOKgJOKv0Oyv12Sr0OyjxWDG81dncpdncpTs9+nN4ynN4yXJ5SorxlRPnKiA4+YnzlxPjLiQlUYuXgcKQhP1Y2WPuzzDqEZZYhrAz0p9aw4QsY+PwG9oCBNxA45JwfdROEe/1mj6Boh42hWYmNerukxLl++t9YRERERERERETanQ4VxDz55JM8/PDD5OXlMXToUB5//HFOOOGESJclIuFgGOCpMgOUuiClttyc06O27IC2A55ry8z93BUHhCXSiBEAv8d8NCML4ASSg4+wc8ZBdDLEdAo+J0NCV+h5KrYeYxjsimcwcPVPvEQgYJjhTCAQCml8gQA+v4E/YBAwDLomRWO3tc5JzUVEREREREREpOV0mCBm1qxZ3HHHHTz99NOceOKJPPbYY0yaNImcnBzS0tIiXV7b5KmCgg3m3fh+N/g8jZ/9noPbfHXtDZ8P+NqAr75ngMVi3oXfsFeAxXr47Y32rWuzBO/MbzjM0qGGXfqZfRr1BrByqGGajkld74G6eo62tob71L1mo+cWujBsGBDwm/+fAR8Y/sbrAV+wd0aV+b3kqT7G5Wp+tkdHU1lsEJUArniwOYP/3w0fdd9fB7YfsM+h1rHU12kYP7GMuX7IZRovO6LAHhXsURIN9uj65UOu/8y+FmuD/7O6/69D/P8F/E3bJ+AN9rypPsxzg2VP1cFtdcsBb+P/J6u9PkgJPXeqfz5oW7DdfuxzsFitFpxWC87DDFMmIiIiIiIiIiJSp8PMEXPiiScyevRonnjiCQACgQBZWVn85je/4b/+679+8ms1R8xh7FsFz46PdBVyxCyHDmcaBkEHtlls5sX50EV3/8+HLJHqWWKxQlQiuBKCYUpi8Dnh0M9RiQfv44gJf9Amx87vrQ9mnDFmzxb9P4mIiIiIiIiISARojpgDeDweVqxYwX333Rdqs1qtnHnmmSxduvSg/d1uN263O7ReXl7eInW2Oc5YSOoONpfZa8DuNJdDz3Xth3p2HX5/a/DbMjTXhtF4uW5bXQ+CA7c32je4HggccOf+oe7eP/Dufp/5dYfsAeAP8z9mXZ2+BjUd8HxQz4Of2OcnQxDD3AcfhPswmqou7HFEm99HjhjzObQcvMh+qGVHcL/DLsfq4nx7ZXOYjygF4iIiIiIiIiIi0nZ0iCCmqKgIv99Penp6o/b09HQ2btx40P4PPvggf/7zn1uqvLarcz+4fU2kq5BDCQVP/oOfj7bNCDToLXPg8Gl167amDZkmIiIiIiIiIiIi0kF0iCDmSN13333ccccdofXy8nKysrIiWJHIEbJaAavZe0BEREREREREREREIqZDBDGdO3fGZrORn5/fqD0/P5+MjIyD9ne5XLhcrpYqT0RERERERERERERE2qkOMUaQ0+lk5MiRfP3116G2QCDA119/zZgxYyJYmYiIiIiIiIiIiIiItGcdokcMwB133MGVV17JqFGjOOGEE3jssceoqqri6quvjnRpIiIiIiIiIiIiIiLSTnWYIOaSSy6hsLCQP/7xj+Tl5TFs2DA+//xz0tPTI12aiIiIiIiIiIiIiIi0UxbDMIxIF9HalZeXk5iYSFlZGQkJCZEuR0REREREREREREREIuhIcoMOMUeMiIiIiIiIiIiIiIhIJCiIERERERERERERERERaSYKYkRERERERERERERERJqJghgREREREREREREREZFmoiBGRERERERERERERESkmSiIERERERERERERERERaSYKYkRERERERERERERERJqJghgREREREREREREREZFmoiBGRERERERERERERESkmdgjXUBbYBgGAOXl5RGuREREREREREREREREIq0uL6jLD36KgpgmqKioACArKyvClYiIiIiIiIiIiIiISGtRUVFBYmLiT+5jMZoS13RwgUCAffv2ER8fj8ViiXQ5Ii2uvLycrKwsdu/eTUJCQqTLEWn1dM6INJ3OF5Gm0/ki0nQ6X0SaTueLyJHROSN1DMOgoqKCzMxMrNafngVGPWKawGq10q1bt0iXIRJxCQkJ+oAROQI6Z0SaTueLSNPpfBFpOp0vIk2n80XkyOicEeBne8LU+emYRkRERERERERERERERI6aghgREREREREREREREZFmoiBGRH6Wy+Xi/vvvx+VyRboUkTZB54xI0+l8EWk6nS8iTafzRaTpdL6IHBmdM3I0LIZhGJEuQkREREREREREREREpD1SjxgREREREREREREREZFmoiBGRERERERERERERESkmSiIERERERERERERERERaSYKYkRERERERERERERERJqJghiRDmLhwoWce+65ZGZmYrFYeP/99xttz8/P56qrriIzM5OYmBjOOussNm/efNDrLF26lNNPP53Y2FgSEhIYN24cNTU1oe0lJSVcdtllJCQkkJSUxLXXXktlZWVzH55I2B3rObNjxw4sFsshH7Nnzw7tt2vXLqZMmUJMTAxpaWncfffd+Hy+ljpMkbAIx2dMXl4eM2bMICMjg9jYWEaMGME777zTaB99xkh7EI7zZevWrVxwwQWkpqaSkJDAxRdfTH5+fqN9dL5Ie/Dggw8yevRo4uPjSUtLY+rUqeTk5DTap7a2lltuuYWUlBTi4uKYPn36QedDU37fmj9/PiNGjMDlctG3b19eeuml5j48kbAK1/ny29/+lpEjR+JyuRg2bNgh3+vHH3/k1FNPJSoqiqysLP7xj38012GJNItwnC+rV6/m0ksvJSsri+joaAYOHMi//vWvg95Lny9SR0GMSAdRVVXF0KFDefLJJw/aZhgGU6dOZdu2bXzwwQesXLmSHj16cOaZZ1JVVRXab+nSpZx11llMnDiR77//nmXLlnHrrbditdb/KLnssstYt24dc+bM4eOPP2bhwoXccMMNLXKMIuF0rOdMVlYWubm5jR5//vOfiYuLY/LkyQD4/X6mTJmCx+NhyZIlvPzyy7z00kv88Y9/bNFjFTlW4fiMueKKK8jJyeHDDz9kzZo1TJs2jYsvvpiVK1eG9tFnjLQHx3q+VFVVMXHiRCwWC3PnzmXx4sV4PB7OPfdcAoFA6LV0vkh7sGDBAm655Ra+/fZb5syZg9frZeLEiY0+P373u9/x0UcfMXv2bBYsWMC+ffuYNm1aaHtTft/avn07U6ZM4bTTTmPVqlXcfvvtXHfddXzxxRcterwixyIc50uda665hksuueSQ71NeXs7EiRPp0aMHK1as4OGHH+ZPf/oTzz77bLMdm0i4heN8WbFiBWlpabz22musW7eO3//+99x333088cQToX30+SKNGCLS4QDGe++9F1rPyckxAGPt2rWhNr/fb6SmphrPPfdcqO3EE080/vCHPxz2ddevX28AxrJly0Jtn332mWGxWIy9e/eG9yBEWtDRnjMHGjZsmHHNNdeE1j/99FPDarUaeXl5obZ///vfRkJCguF2u8N7ECIt5GjPl9jYWOOVV15p9FrJycmhffQZI+3R0ZwvX3zxhWG1Wo2ysrLQPqWlpYbFYjHmzJljGIbOF2m/CgoKDMBYsGCBYRjm977D4TBmz54d2mfDhg0GYCxdutQwjKb9vnXPPfcYgwYNavRel1xyiTFp0qTmPiSRZnM050tD999/vzF06NCD2p966imjU6dOjf5euffee40BAwaE/yBEWsixni91br75ZuO0004LrevzRRpSjxgRwe12AxAVFRVqs1qtuFwuvvnmGwAKCgr47rvvSEtL4+STTyY9PZ3x48eHtoPZYyYpKYlRo0aF2s4880ysVivfffddCx2NSPNryjlzoBUrVrBq1SquvfbaUNvSpUsZMmQI6enpobZJkyZRXl7OunXrmql6kZbV1PPl5JNPZtasWZSUlBAIBJg5cya1tbVMmDAB0GeMdAxNOV/cbjcWiwWXyxXaJyoqCqvVGtpH54u0V2VlZQAkJycD5u9XXq+XM888M7RPdnY23bt3Z+nSpUDTft9aunRpo9eo26fuNUTaoqM5X5pi6dKljBs3DqfTGWqbNGkSOTk57N+/P0zVi7SscJ0vZWVlodcAfb5IYwpiRCT0YXLfffexf/9+PB4Pf//739mzZw+5ubkAbNu2DYA//elPXH/99Xz++eeMGDGCM844IzRueV5eHmlpaY1e2263k5ycTF5eXsselEgzaso5c6AXXniBgQMHcvLJJ4fa8vLyGl0UAELrOmekvWjq+fLWW2/h9XpJSUnB5XJx44038t5779G3b19AnzHSMTTlfDnppJOIjY3l3nvvpbq6mqqqKu666y78fn9oH50v0h4FAgFuv/12xo4dy+DBgwHze93pdJKUlNRo3/T09ND3elN+3zrcPuXl5Y3mwxRpK472fGkK/Q0j7U24zpclS5Ywa9asRkPB6vNFGlIQIyI4HA7effddNm3aRHJyMjExMcybN4/JkyeH5n+pG3P8xhtv5Oqrr2b48OE8+uijDBgwgP/85z+RLF+kxTXlnGmopqaGN954o1FvGJGOoqnny//8z/9QWlrKV199xfLly7njjju4+OKLWbNmTQSrF2lZTTlfUlNTmT17Nh999BFxcXEkJiZSWlrKiBEjDvkZJNJe3HLLLaxdu5aZM2dGuhSRVk/ni0jTheN8Wbt2Leeffz73338/EydODGN10p7YI12AiLQOI0eOZNWqVZSVleHxeEhNTeXEE08MDWnRpUsXAI477rhGXzdw4EB27doFQEZGBgUFBY22+3w+SkpKyMjIaIGjEGk5P3fONPT2229TXV3NFVdc0ag9IyOD77//vlFbfn5+aJtIe/Fz58vWrVt54oknWLt2LYMGDQJg6NChLFq0iCeffJKnn35anzHSYTTl82XixIls3bqVoqIi7HY7SUlJZGRk0Lt3b0C/k0n7c+utt/Lxxx+zcOFCunXrFmrPyMjA4/FQWlra6K7l/Pz80Pd6U37fysjICLU13CchIYHo6OjmOCSRZnMs50tTHO58qdsm0paE43xZv349Z5xxBjfccAN/+MMfGm3T54s0pFumRKSRxMREUlNT2bx5M8uXL+f8888HoGfPnmRmZpKTk9No/02bNtGjRw8AxowZQ2lpKStWrAhtnzt3LoFAgBNPPLHlDkKkBR3unGnohRde4LzzziM1NbVR+5gxY1izZk2ji2Vz5swhISHhoNBTpD043PlSXV0NcNDd/DabLdQjU58x0tE05fOlc+fOJCUlMXfuXAoKCjjvvPMAnS/SfhiGwa233sp7773H3Llz6dWrV6PtI0eOxOFw8PXXX4facnJy2LVrF2PGjAGa9vvWmDFjGr1G3T51ryHSFoTjfGmKMWPGsHDhQrxeb6htzpw5DBgwgE6dOh37gYi0gHCdL+vWreO0007jyiuv5G9/+9tB76PPF2nEEJEOoaKiwli5cqWxcuVKAzD++c9/GitXrjR27txpGIZhvPXWW8a8efOMrVu3Gu+//77Ro0cPY9q0aY1e49FHHzUSEhKM2bNnG5s3bzb+8Ic/GFFRUcaWLVtC+5x11lnG8OHDje+++8745ptvjH79+hmXXnppix6rSDiE45wxDMPYvHmzYbFYjM8+++ygbT6fzxg8eLAxceJEY9WqVcbnn39upKamGvfdd1+zH59IOB3r+eLxeIy+ffsap556qvHdd98ZW7ZsMf7v//7PsFgsxieffBLaT58x0h6E4/PlP//5j7F06VJjy5YtxquvvmokJycbd9xxR6N9dL5Ie3DTTTcZiYmJxvz5843c3NzQo7q6OrTPr3/9a6N79+7G3LlzjeXLlxtjxowxxowZE9relN+3tm3bZsTExBh33323sWHDBuPJJ580bDab8fnnn7fo8Yoci3CcL4Zh/v2ycuVK48YbbzT69+8f+sxyu92GYRhGaWmpkZ6ebsyYMcNYu3atMXPmTCMmJsZ45plnWvR4RY5FOM6XNWvWGKmpqcbll1/e6DUKCgpC++jzRRpSECPSQcybN88ADnpceeWVhmEYxr/+9S+jW7duhsPhMLp372784Q9/CP2i1dCDDz5odOvWzYiJiTHGjBljLFq0qNH24uJi49JLLzXi4uKMhIQE4+qrrzYqKipa4hBFwipc58x9991nZGVlGX6//5Dvs2PHDmPy5MlGdHS00blzZ+POO+80vF5vcx6aSNiF43zZtGmTMW3aNCMtLc2IiYkxjj/+eOOVV15ptI8+Y6Q9CMf5cu+99xrp6emGw+Ew+vXrZzzyyCNGIBBotI/OF2kPDnWuAMaLL74Y2qempsa4+eabjU6dOhkxMTHGBRdcYOTm5jZ6nab8vjVv3jxj2LBhhtPpNHr37t3oPUTagnCdL+PHjz/k62zfvj20z+rVq41TTjnFcLlcRteuXY2HHnqohY5SJDzCcb7cf//9h3yNHj16NHovfb5IHYthGEZ4+9iIiIiIiIiIiIiIiIgIaI4YERERERERERERERGRZqMgRkREREREREREREREpJkoiBEREREREREREREREWkmCmJERERERERERERERESaiYIYERERERERERERERGRZqIgRkREREREREREREREpJkoiBEREREREREREREREWkmCmJERERERERERERERESaiYIYERERERERERERERGRZqIgRkREREREOiTDMDjzzDOZNGnSQdueeuopkpKS2LNnTwQqExERERGR9kRBjIiIiIiIdEgWi4UXX3yR7777jmeeeSbUvn37du655x4ef/xxunXrFtb39Hq9YX09ERERERFp/RTEiIiIiIhIh5WVlcW//vUv7rrrLrZv345hGFx77bVMnDiR4cOHM3nyZOLi4khPT2fGjBkUFRWFvvbzzz/nlFNOISkpiZSUFM455xy2bt0a2r5jxw4sFguzZs1i/PjxREVF8frrr0fiMEVEREREJIIshmEYkS5CREREREQkkqZOnUpZWRnTpk3jL3/5C+vWrWPQoEFcd911XHHFFdTU1HDvvffi8/mYO3cuAO+88w4Wi4Xjjz+eyspK/vjHP7Jjxw5WrVqF1Wplx44d9OrVi549e/LII48wfPhwoqKi6NKlS4SPVkREREREWpKCGBERERER6fAKCgoYNGgQJSUlvPPOO6xdu5ZFixbxxRdfhPbZs2cPWVlZ5OTk0L9//4Neo6ioiNTUVNasWcPgwYNDQcxjjz3Gbbfd1pKHIyIiIiIirYiGJhMRERERkQ4vLS2NG2+8kYEDBzJ16lRWr17NvHnziIuLCz2ys7MBQsOPbd68mUsvvZTevXuTkJBAz549Adi1a1ej1x41alSLHouIiIiIiLQu9kgXICIiIiIi0hrY7XbsdvNPpMrKSs4991z+/ve/H7Rf3dBi5557Lj169OC5554jMzOTQCDA4MGD8Xg8jfaPjY1t/uJFRERERKTVUhAjIiIiIiJygBEjRvDOO+/Qs2fPUDjTUHFxMTk5OTz33HOceuqpAHzzzTctXaaIiIiIiLQBGppMRERERETkALfccgslJSVceumlLFu2jK1bt/LFF19w9dVX4/f76dSpEykpKTz77LNs2bKFuXPncscdd0S6bBERERERaYUUxIiIiIiIiBwgMzOTxYsX4/f7mThxIkOGDOH2228nKSkJq9WK1Wpl5syZrFixgsGDB/O73/2Ohx9+ONJli4iIiIhIK2QxDMOIdBEiIiIiIiIiIiIiIiLtkXrEiIiIiIiIiIiIiIiINBMFMSIiIiIiIiIiIiIiIs1EQYyIiIiIiIiIiIiIiEgzURAjIiIiIiIiIiIiIiLSTBTEiIiIiIiIiIiIiIiINBMFMSIiIiIiIiIiIiIiIs1EQYyIiIiIiIiIiIiIiEgzURAjIiIiIiIiIiIiIiLSTBTEiIiIiIiIiIiIiIiINBMFMSIiIiIiIiIiIiIiIs1EQYyIiIiIiIiIiIiIiEgz+f8pglux9wxLGgAAAABJRU5ErkJggg==", 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