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-rw-r--r--src/notebooks/02b-emnist-lines-dataset.ipynb74
1 files changed, 29 insertions, 45 deletions
diff --git a/src/notebooks/02b-emnist-lines-dataset.ipynb b/src/notebooks/02b-emnist-lines-dataset.ipynb
index a9b13b4..c37dfa4 100644
--- a/src/notebooks/02b-emnist-lines-dataset.ipynb
+++ b/src/notebooks/02b-emnist-lines-dataset.ipynb
@@ -31,28 +31,28 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"emnist_lines = EmnistLinesDataset(train=True,\n",
" max_length = 97,\n",
" min_overlap = 0.0,\n",
- " max_overlap = 0.33,\n",
- " num_samples = 50_000,)"
+ " max_overlap = 0.15,\n",
+ " num_samples = 25_000,)"
]
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
- "2020-11-15 19:49:33.374 | DEBUG | text_recognizer.datasets.emnist_lines_dataset:_generate_data:154 - Generating data...\n",
- "2020-11-15 19:50:10.082 | DEBUG | text_recognizer.datasets.emnist_lines_dataset:_load_data:147 - EmnistLinesDataset loading data from HDF5...\n"
+ "2020-12-07 22:39:57.990 | DEBUG | text_recognizer.datasets.emnist_lines_dataset:_generate_data:157 - Generating data...\n",
+ "2020-12-07 22:40:20.268 | DEBUG | text_recognizer.datasets.emnist_lines_dataset:_load_data:150 - EmnistLinesDataset loading data from HDF5...\n"
]
}
],
@@ -62,7 +62,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
@@ -72,7 +72,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 12,
"metadata": {
"scrolled": false
},
@@ -81,20 +81,20 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "One of the reporters called to him_______________________________________________________________\n",
- "and reproduce what_______________________________________________________________________________\n",
- "plasma arylesterase against inactivation by urea_________________________________________________\n",
- "bar while the sleekheaded bartender absently polished a glass Looking the setup over_____________\n",
- "many areas of need in this amazing_______________________________________________________________\n",
- "mulch over the seedlings now we must use a heavy one_____________________________________________\n",
- "it later turned out that masked__________________________________________________________________\n",
- "the Homeric poems appear oral compositions Yet they are written at some stage in_________________\n",
- "through our growth studies we have_______________________________________________________________\n"
+ "412 We___________________________________________________________________________________________\n",
+ "new structure that for supporting the basic______________________________________________________\n",
+ "expect a negative association except for the possibility that____________________________________\n",
+ "Federal Share By law this is 70 for the Virgin Islands Guam and Puerto Rico______________________\n",
+ "left I was held up a bit trying to make a left turn By the time Id made it he was gone Traffic___\n",
+ "11 which compares 8 MonKhmer languages with the__________________________________________________\n",
+ "and teachers not to look at each other as white or Negro but as human beings Again_______________\n",
+ "you in a plain straightout shootdown He had lots of friends then as always Even as_______________\n",
+ "the Gallery leaders had__________________________________________________________________________\n"
]
},
{
"data": {
- "image/png": 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\n",
+ "image/png": "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"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -104,7 +104,7 @@
},
{
"data": {
- "image/png": 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\n",
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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -114,7 +114,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -124,7 +124,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -134,7 +134,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -144,7 +144,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -154,7 +154,7 @@
},
{
"data": {
- "image/png": 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RURF+/PFHJCUlQa/Xw9bWFhMnTkRqamqVcXfr1g1ffPEFNBoNgoODcePGDfj7++M3v/kNoqOjkZycDACIj4/H+fPn0atXL8ydOxd6vR5Xr15Fbm4uPDw84Ofnh4cPH2L69Om1PkhXF/fevXuRmpoKnU4He3t7TJw4ESkpKZXitre3R1BQEE6fPo3Fixebp9G0a9cO7733Hu7fv487d+4AMCbnfvrpJ7z88ssIDQ2Fra0trl27hsePH8PDwwO9evVCTk4Opk+fXi4R1q5dO0yePBnOzs7o0aMHPv/8c9y6dQtfffUVfH19zUkbrVaL2bNnY/Lkydi5cydWrlyJZs2aYc6cOfD29sakSZOqvMeaNGmC7t2747XXXkPXrl1rfPCtq2bNmuG3v/0tdu3ahdjYWPNxz507h2HDhsHZ2RnJyckgIvj5+aFnz55YvHgxoqOjARiTFqNHj4aPjw82b95cbspMSkoKoqKiYG1tjV69eiE2NhZLly5FYWEhDAZDvaa9pKWlITIyEjqdDq+88gri4uIQFhaGwsJClJSUVLp+er0eAwcOxIULF1BQUAA7OzsUFRUhNze3XL3ShMj169ehUqng5uZWbZIWMH4fDx06hKysLFhZWaFJkyaYOnUqrl69Wu/v/IABAxAcHIz4+HhMmDABgYGBaNq0KV577TX06dMHt27dgpubG65evQqVSoXJkycjNTUVRUVF8PLyqjZuOzs7dOnSBfHx8diyZYv53q5LAs3T0xOPHj2qse/UajVCQkIwe/Zs7Nu3D2FhYdDr9Zg2bRoCAgIwffr0KqdW2draomvXrhgwYAC8vb1ha2tb94slhBBCCCGE+M9Xn+lRrq6uvHHjxnJTZqorRMQzZszgDz/8sMGmAZUt48eP5127dlU7dcDf358TExM5MDCQr169yqtWrapTu0TEU6ZM4eXLl7NCoaiyjp2dHUdHR3NhYSFv376d16xZw+fOneMbN25weHg429jYmOsqFApevXo15+Xl8RdffMGenp6s1WpZrVazRqNhKysrbtKkSbXHqmshIg4ODuaVK1dW29bAgQP5zp07PHPmTPM2FxcX/v3vf8/5+fm8fPly87QQIuIVK1ZwXl4er1+/nr28vGqN28XFhXfu3MkPHjzgTz/9lJs2bWqeNhQfH88dO3Y01x06dCjfv3+fU1JS+OOPP+aoqCi+ceMGx8XF8auvvlrpHIiIX3vtNf7zn//M48aNY1dXV/bz8+MdO3bUa/qNUqnkkJAQ3r59e6XpKiqVij/77DMeNmwYA2C9Xs9ff/01JyYmcqtWrRgwTtEJCAjghIQETk1NLXeOZYuDgwNHRkayj49Pg38X7O3tOSIigrt27VpjvY4dO/KDBw/46NGjvHPnTo6JieEff/yRe/ToUa6ej48PJyYm8ptvvsmnTp3iv/71r3We1jh69Ghet25dg02D3LNnD6elpbG3tzcD4NDQUF64cCFv2bKFW7ZsyUFBQezv728+v8TERB41ahSfOHGCt2zZUm0cSqWS/f39ecOGDXzo0CE+cOAAz507l11cXGr9fRUeHs4jRoxgIuIePXrw0KFDK9Xp27cv37lzh+/evcuffPIJf/vtt3z9+nWOj4/nwMDAKu/vXr168fr163nSpEns5ubGPj4+HBUVJdOjpEiRIkWKFClSpEj57ywNPz2KiNCyZUt06dIFV65cqfF/pb29vREYGIj333//uSyimZCQgJCQEDg4OJSb/gMYF/0cMmQIDh48CBsbGzg7O1c5iqWqUTqdOnXC4MGDERoaWu35eXp6wtvbG4mJiXB1dYWrqyuOHj2KyMhInD59utxCsDY2NujcuTPOnz+Pjz76CLdv3y7XVmFhIZ48efKsl8GsQ4cOGDp0KObOnVtl3CqVCiNHjgQz49KlS1AoFOjcuTPCw8MREBCAO3fuYPv27eZREaVxX7x4EeHh4ZWmxpSNm4jwyiuvYNmyZWjVqhWCgoKwd+9e5Ofno1+/fli1ahW+/PJLJCYmmmMJCAiAwWBARkYG+vTpg5ycHKxatQpHjhyp8t7y8PDAxIkTsWLFCvz0009gZhAR8vPzoVKp6rwgbEU+Pj548803ERYWhpycnHKftWzZEi+99BJ27twJwDgdqX///jh16hQePnwIa2trvPPOO5g/fz6cnJywYcMGXLt2rdIxlEolxo8fj9TUVCQkJDxTnNVRKpUICgpCeno6Ll68WG09IkLv3r2h1+vRqVMnHD9+HF988QXGjh2LyZMn4+zZszAYDFAoFAgMDMSFCxeQm5sLd3d3nDhxotL3pKrvTtu2bTF27Fh8/PHHDTKizt3dHd27d8eKFSvM51ZQUIDp06fjrbfewu3bt5GdnQ2lUgmFQoFBgwbh8uXLePjwIdq1a4f4+Phq4y4dHXTmzBl4eHhgxIgReOONN9CtWzccPHgQe/bsQXJycpULTTs5OeHu3bsYMmQIQkJC8N1335Wro1Ao0K9fP6jVaty6dQt+fn7Iy8vD559/joMHDyIhIaHS/e3i4oKpU6di3bp1OHr0KJgZTk5OyMnJgVqtbpARZUIIIYQQQojGr94LgGg0Gtjb29dYx9bWFkuWLEFUVJT5Qb2hGQwGODg4wMbGplLSxtHREYMGDcLWrVsxYcIEWFlZoWXLluY3ymg0GnTo0AGOjo7Yu3eveT+9Xm+e9nL58uUqj6tQKDBq1CgkJSVhzJgxyM7OBjMjLy8PxcXFleq3b98ePXr0wM6dOyvF2VB0Op15/Y7qHtwNBgMOHz4Mf39/hIaGol+/fujTpw86deoEtVqNY8eOmdf0AIxJkp49eyIiIsK8Pk9Nx//ggw9gaWmJ0NBQREVFQaFQ4I033sDChQvx3Xff4csvvzQnVtzc3DBgwAB89NFH2LhxI5gZxcXFyMvLqzbB17VrV/z00084d+6cuU5+fj60Wi20Wi3y8vKe5dIhICAAJ0+eRGxsbKVzGjduHE6dOoXz588DADIyMnD8+HF0794dK1euBDNj6NChcHBwwKNHj/DDDz9Uuc7Jq6++iuHDh+Pdd9995uRSdXr37o2RI0fW2rZSqUTXrl1RXFyMZcuWYc2aNSgoKIBarca0adOgVqthMBhga2uLESNGIDY2Fu+++y5sbW3RokULqNVqFBQUQKVSoV27dvDy8kJERIS5fUtLS8yfPx/x8fHl1i16VkSEwYMHY9++ffjTn/5kTnK0bt0a3377LU6ePAkAaN68Oa5fvw69Xo8RI0YgPj4eb7/9Nuzs7NCiRQtoNBpzYs/d3R0vvPACIiIiwMxQKpV4/PixeQpjkyZN4Ovri5dffhlr167F119/jb///e/lEjd6vd68TpGVlRVmzpyJK1eulIvd2dkZQ4YMwZo1a/DZZ5+hpKQEBoMBT548qfb+fvHFF5GUlGReTwkwJkaVSiV0Ol2lhKIQQgghhBDiv1O9kjYqlQpqtbrGOjY2Nli0aBFu3bqFr7/++rm9qvbx48d48uQJFApFpc9KX9c9fvx4pKSkYPny5Rg9ejTmz5+PO3fuoFu3bkhLS8PatWvL7bNgwQKkp6djw4YN1cZd+tBaUFAArVZr3m5vbw+lUokePXpAr9dj165dKCgoQHFxMQwGQ42L6taHtbU1fve73yErK6vcw21FzIwdO3bA1dUVQUFB6NSpEzIzM7F582aMHDkSly9fLve/+aVxFxUV1dqHubm5mDVrFnJycpCZmQkiwtixYzFz5kxs27YNf/zjH8slVZo2bQp7e3sYDAZYWlri0aNH0Gq10Ov1sLOzQ9++fXHy5EmcO3fOvE9cXBzGjh2Lfv364fbt23jhhRfQtWtXFBUV1bogbE2Kiopw8eJFGAwGEBHUajVcXV3NSZClS5eaH5gzMjKwdOlSfPrpp/jVr36FkpISHDt2DPb29mjdujVu3LhRqf2uXbtiwYIFWLRoEW7evPnMcVbFx8cHCxYswOLFi6s8dlmWlpbw8fFBYmIiNm3aZL5m1tbW5vV1Sus5OTlh2LBhyMjIwJIlSxAUFITFixfj5s2b8Pb2xqNHj7BmzRpz21qtFu+//z7UajVWr17dIKNsmBlJSUmIiIgwj1wrHSWzdetW8zFKXw+v1Wrh5OSEN954A3fu3MGSJUswfvx4LFmyBNevX0fnzp2Rm5uLNWvWgJnh6OiIOXPm4Nq1a4iOjkZaWhoyMzMRFRWF6OhoDB48GCEhIdi/f3+5UXotWrQAMyM7OxtEVOVrzR0cHODo6IjCwkJYWVnh559/hoWFhfmV9v7+/rh06VK55Na5c+cQEhKCQYMG4cqVK/Dy8kK3bt2gUqkaZCSeEEIIIYQQ4j9DvZI2tra2UKvVlRYuLaVUKvH++++jf//+GDJkyHN92MjMzMT9+/fh5ORUaVRMRkYGDhw4gLZt22LhwoU4ffo04uPj4evrC3d3d+zatQvHjh0r9/akadOmYdCgQRg2bFi15wcYkxmHDx/GrFmzsHnzZty8eRMlJSVo0qQJNBoN2rZti5s3byIqKgoFBQW4du0aNm/eXG6B24aiUCgwZcoUDBkyBMOHD68xbsA4MmX16tXYunUrrKyskJ2dDVdXV/j6+iI2NrbcSKGbN29i8+bNOHPmTK1xl5SUlBulo1arodPpEBoaiqNHj1ZKWN2+fRuXLl3C7NmzMXz4cCQnJ6Np06bmh1p3d3eEhoaWS9okJydjw4YNCAkJQXp6Os6dO4eIiAhMmTKlysRdXV26dAnTpk2DUqmEXq+Ht7c3rK2t8fnnnyM+Pr5S7JcvX8aYMWPQrFkzlJSUICMjAwsWLEBWVhZSU1PL1W3RooV5usuRI0caNIHZvHlzrFu3DidOnEBMTEytbRcXFyMyMhKnTp0yv72NiNC2bVsUFRWZ+/jBgwfYvXs3Xn75ZSxbtgx79uzB2bNn4efnB09PT+zduxcHDhwoNzVu3LhxeO+99zBy5MhyUwPra8eOHeXuPWbGsmXLyv1e+f77780LCO/evRu9e/dGeHg4oqOjcfbsWfTu3RteXl44cOAA9u/fb/6OlCZU5syZg+HDh2PPnj1ISkrCvXv30KxZMwwePBiJiYnlEpmlCx3v3bsXf/jDH7B06VK8/vrr+P7778td/4yMDJw5cwYhISEYMGAAkpKSYG9vDxsbG1hZWcHDwwNLly7FyZMnzftlZmZizZo1CA4Oxv3793HhwgVERUXBzc0NSqWywa6pEEIIIYQQonGjp3lwNC3IaabT6dC5c2fcuHEDd+/erVTf2toa27Ztw6ZNm7Bjx476R1sDhUKByZMnIyEhAYcOHar0uYODA1QqFe7du2d+MCp9uK+YhLCyssLWrVuxfft2bNu2rdYHYK1WC19fX/j5+cHR0REODg5ISkpCcXExsrOzcerUKZw+fdp8HI1GA2Zu8KkxlpaW2LJlC7777jts3rz5mZICOp0O7du3x6VLlyqtm1GfuBUKRY3JnhYtWmDQoEFwdXVFy5YtUVBQgIyMDJSUlODq1as4dOhQla+GV6lU5jVJHB0d8dlnn2H69Om4d+/eU8cIABYWFggODoafnx9yc3Oxe/duHDt2DBkZGXW+nu7u7lAqlbh69Wq57f7+/vjggw8wYcKEWqeYPa2+ffti3rx5mDBhQqV1kqpTcR0anU6HtWvXIjExEcuXLzdvt7GxgbW1Ne7evWvuQyICEVXqU7Vaja+++gpxcXFYt25dgycmn4aNjQ10Op35PgKqjxswfo/bt2+Pl156CR4eHmjVqhWKi4uhUqlw5swZbNy4sdyb0RQKBcLCwnD58mV888036NmzJ+bPn4/Ro0dXSpg2a9YMgYGBcHd3h4uLC0pKSpCWlgZmxo0bNxATE1PlPVH2/razs8OaNWswf/78al+3LoQQQgghhPiPdZaZu1fcWK+kTW0UCgVcXV1x+/btKtd3aWhlH3DqozTutLS0p05QKBQKKBSKer+++VkQEVq3bv1McTcWRASlUvlM/Vh2Udj6XHuFQmGOoSHvW71eD51OZ36NekPS6/XQ6/X1WidJoVDA3t4eT548eeY1gYgIrq6uyMjIqNc0tV9a6T1QmtgqLi6u8p6yt7dHfn4+8vLyoFKp4OTkhPT09Brvv2f9PVV6f2dmZv6iyTAhhBBCCCHEc9EgSZt7AJIbMiohhBBCCCGEEEKI/3GtmblZxY1PlbQRQgghhBBCCCGEEP8ez75iqxBCCCGEEEIIIYR4biRpI4QQQgghhBBCCNEISdJGCCGEEEIIIYQQohGSpI0QQgghhBBCCCFEIyRJGyGEEEIIIYQQQohGSJI2QgghhBBCCCGEEI2QJG2EEEIIIYQQQgghGiFJ2gghhBBCCCGEEEI0QpK0EUIIIYQQQgghhGiE/j+ACIbCjJMBhwAAAABJRU5ErkJggg==\n",
+ "image/png": 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+IWSmpc3KiDngaqTbX5px2V8JIUutrtVqOddZWz0M8zukQW4PWf4+ZmUZ0R/627/tcdc/+ssGmK3xZll99x6AXxBCcokZBSFkrkUpdxJmK6BfEUJElnKOcnOPzwE8a3muIJjjLbnqfxoAj1ja41KY42bRFOUXAKywHBsBs0KN0gjze3Q1PvjCPD51EUJSATxEDxBCRlqeWQyz4qUPAxvDrgGQWepMDHP8noGmqnY3PgyEuwgh6Ralyh8BfGlpy4PtdwBs5rzfW+a8MbCa8/oxVyyEua2lw2ztNgzmtnAUwD2WMm+x3MfH8j6tlT++MCt1GgGICCHrYI4LxMPDw8PzPwKvtOHh4fEYhmEKAfwdZoGlHkAmgOP9uMQdMAdtbIFZaP7Yxb2uwizklBGziXo4gDcAbAewjxDSCXMmjVzLTz6G2cS9GkCh5Zg1vwFQAHNAxhYAL8OzMdDVPbkIBfAlzIvwIpiF3Q0e3McGhmEOwBxLZjPMO7YJAFZYnfJ7AB9Z6mYZxyUOArgCoI4QQk3q18AshJXBHH/jM5iVWe7KUgzgLpgD1TbBLHjMZxhGZ7FSmA9zYNkmmAO73mN5f9bXYGAOxloFYBuxC4JpcSl6BGYFUSvMbWW71XGu9mDPUwCuAzhFzC4fB2C2rgGA12F20WqC+R3usfvt3TALTVdhjoXxmLt6ccLtMFt51cAcqPZ5y7sEgE2Wf5sJIefdXciiBFoAsxVEI8wWAE/Aw7nbg/46EsBpQkgXzHX9KMMwZU4udxhm4Y8qbY7BrBw94uR8d2Xrb/+2/727/tHf8hhhVqIEWH13FsBqmF2FWmFuW/dajukALIZZKdcGc//4GmZlpjNegFmIvwTzWHTe8p0zTsMcWL0J5gxXSxiGoQGBn8P3sYb+AHNfpuXusZx/3FK3ozmu/RuY+1gnzMop62DmfpbvWmEeU5sB/M1FOTlhGKYd5hg378M8LnfD3P/7jbvxYYBsgDnOUh3MCrtHLPcaVL+z406YY2s1w/yuv8D3bcTTuWIlgA8ZhqmwWMfVMQxTB3O7vJOY08n/CmYL0zrLNT63us9emMe7azC/zz547jrIw8PDw/MTgNi6S/Pw8PDw8PDw8PQXQshpmAOJf/hjl4Xnpwkh5AsAVxmGed7tyYO7z8sAQhmGWen2ZB4eHh6enzy8pQ0PDw8PDw8PTz8hhEwihIRa3KNWAsiCowUXz/9hLK5mCYQQASFkFswWPFtvwX1SCSFZFje+UTBbgH3l7fvw8PDw8Pw4iH7sAvDw8PDw8PDw/A+SArO7jgJml8MllvhIPDyUUJjjzQTC7Br2EMMw+bfgPr4wu0SFw+wK+XcA27x5A0LIbpizx9mjgNn1jf/eO9+/yDDMixzf8/Dw/B+Gd4/i4eHh4eHh4eHh4eHh4eHh+QnCu0fx8PDw8PDw8PDw8PDw8PDw/ATpl3sUIYQ3y+Hh4eHh4eHh4eHh4eHh4eHxLk0MwwTbf+l1S5vg4GD4+/t7+7KQyWQIDQ31+nVvJRKJBAKB96pYKBR67Vo8///gzTY2UAght+zaEokEUqn0J/GcniAQCCAWi71+3f+1/n8r28StghCCmJiY/4m29r/WHniAsLAwyGQy9yfyeAVCCCQSyY92f4FA8JMZS5RKJcLDw3/sYvzkUavVCAgI+LGL0S8iIyMHPB+IxeKfTBvl4eFhucn1pVd7KiEE999/P5YtW+b0HJlMhoCAgH4v6JOTk/HLX/5ysEUEAERERPR78upveUeMGIHnn38emZmZnMf7O5mLRCI8//zzSEhI8Pg3t2IgFggECAkJgVwu99r1RSKR1xVcABAbG4vgYAdF5aBRq9VITEz0+nUHQkhICJ577rkftQzBwcEYPnw4NBrNLbn+yy+/jL/97W/IysriPJ6YmHhLFMXW9Kdtjh49Go8//rhTxQ0hBEql0uPrxcbGYsWKFfjzn//s8W+8TUxMTL/e76RJkzBr1ixERER4/JufwsJRKpXiX//6FxQKhcvzfHx84OfnB7lc/gOVzJHnnnsOycnJHs9NntRvQkJCv/vS/6Jyrj8IhUKIxWKPhCJ3dfyrX/0KycnJP4m27oqIiIhbNp7/kISGhuIvf/mLWyW6UChEYGBgv8ZldwiFQtxxxx24++67f/Q+QgjB2LFjsW7dOqfnCIVCBAcHe6Ws/v7+iI2NHdQ1+tNHPCkzXWe6O3fGjBlYtGiRx/cGzGX18/NDYGBgv37nDQQCAZ555hn4+vr2+7cjRozAc889hxEjRrg8jxDiUR0HBwfzmwk8PLcQr64c7rzzTgwZMsTlzkZ8fDzmz5+PuLg4j6+r0WiQk5ODqVOneqOYGDVqFEaOHNmv3ygUCo8VFYQQPPjgg5gzZ47ThU9AQAAiIiI8GuQJIcjIyMCcOXMQGBjo0eBJCIGfn5/Dd0KhcFALRj8/P2RnZ0Oj0XjNmiA1NRXjxo1DbGysV4WgyZMnIyMjw2vXo8TGxmLWrFlev+5AUKvV+NnPfvajliEhIQF33HGH1+tEIBAgMjISEyZMwNSpU51a2s2aNQvp6em3TICmCzJPUKvVSEtLw/jx4zFq1CjOc+RyObKzsz1eHGdmZmLFihWYNm2ax2X2NpMmTepXX7r99tuRnZ0NlUrl0fl0vLKuE4FAAKlU2u+yDpSAgAA88MADbgU3oVCI8PBwxMXFISQk5AcqnS1yuRwzZszwWLAWiUQeteFZs2YhPj6+X2Xx9fX1SBjyBkKhEEKh8AcVguPi4jB06FBERka6Pde+DVsjFAoxbdo0jB071ummkVgshkj04yf1HDVqlNMNJwohBDKZzGbc9VS4AwCVSgWVSnXLnjclJQU///nPMXHiRIwZM8blfVQqFdLS0rxqiZKQkICJEydi2LBhDnUilUptyuOqzryh4Js0aRJmzJjhco5UKpVYtmwZEhISBi14JyQkYPLkyQP+Pdd8wIVAIIBcLnerZBcKhcjIyMCECRNcju+RkZEYO3Yshg0b1q/yKpVKxMXFISkpqV+/GywikQhJSUmYM2dOvyz4CCGIiIjA6tWrMWfOHISFhTk9VyKRQCaTubVYEwgEWL58OdLS0uDj4+NxWXh4eDzHa0qbqKgorF27Fk1NTThz5ozNYEsnJ0II0tLScM8992Ds2LEeXzstLQ0TJ070mtXE2LFjkZub6/H5crkcQ4YMQXJyMtRqtctzBQIBoqOjMXnyZHR1dUGr1TqcQwhBeno6Ro8e7ZHFhlAoxMKFC9Hb28vew10ZVCoVcnNzIZfL2XchEokgl8sHNKASQiCVSjF69GjMmTMHcXFxgx6Yabny8vKwbNkyjBw50qs7FXl5eRgyZIjXrkdJTEzE3LlzvX7dgSAWi/ulAL0VxMXFYfny5bjzzju9el2pVIo5c+bgypUrqK6uRl9fH+d5c+fOxZgxY27JzrBYLEZoaChGjRpl05ecMWzYMERERKCpqQkLFy50OC4QCBAQEID58+d7rGSKj49HTk7OLXG58pS8vDynlk7Ozo+KinK70KPjikajQW5urs0zymSyW2Ip5wyNRoOnnnoKH330EQwGA+c5hBBERUVh3LhxGD169KB3kwdKREQEuru7wTCM2/lAKBRCqVQiNjbWbfudM2dOv6wIfXx8kJOTg9jYWLeCkzeg89cPpdgQCoUYM2YMZs+ejfT0dKfnUeu53NxcKJVKzneSkJAAg8GAtLQ0xMTEcF5HrVYPaMfc24wbN85tf5dKpYiPj0d6ejr7vP7+/h7P4YmJiUhMTLxlAt7QoUOxatUqFBUVYcmSJZxjESEEPj4+GDVqFGbOnOlVoXvKlClITEyESCRyUNDExsayLjhCodCp0Nxfq0xnzJ8/HxkZGdi+fbtN27TexPP398fq1asxYcKEQc81SUlJA95kpRY/ubm5bucPqVSK4OBgl6ETCCEQiUTIy8vD7bffjsDAQKdj5oQJExAcHIy2tjaPykoIgVwuR2ZmJvLy8jB69GiPfucNqGJr/vz5aGhogMlk8vi3YrEYc+fORV5eHnp7e52urQCzUl6j0bi1wBQKhbj//vsxefLkW275zMPzfxWvKW1+8YtfQKlU4sCBA8jPz7eZaAIDAyESiSAWixEQEIDU1FTk5eV5fO309HQMHz4cLS0tXilrUFAQgoKCPN7BSE5OxmOPPYZVq1Zh6NChLs9VKBR46KGH8N577+HNN9/E9evXHc7x8/PD4sWLceedd7o1SwTMg+GaNWvwxRdfoL293e1EplQqkZOTgz//+c+Ijo5md02oT3N/XBbo/X18fBAbG4uXXnoJ9957L5KTkwdl2SAUClkheMqUKZgyZQrGjx/vUggSiURQKBQeCwchISHw9/f3uim6UqlERESER9dVKBQQi8W3bGdYIBCAYVzHB6d15snumVAodHkuIQQBAQE2zy6TyRAWFub1BYuvry/+9re/Yc2aNXjllVdQUlLCeV5ERASGDh3abwsBTwgMDMScOXPwwgsvICYmxq2wuGLFCoSEhOCNN97AxIkTHY77+vpiyJAhWLBggU3fdEVXVxfq6+s9Xkh6Au1LntyfKq7605fq6uoQERHh1tJGJpMhKioKM2bMwAsvvAC1Ws32FX9/f7e7/d5CLBbDx8cHWq0W77//PqRSqUPdCAQCKJVK3HXXXVi7di0WLlz4oyhtBAIBxo4di88++wzNzc1urZEkEgkiIyMxffp0t8JYeHg4fH19PbbmTEtLw/PPP4+lS5d6rS6USiVEIhFnGUJCQhAREfGDKTYCAgIwceJEzJ492+UGgFQqxZAhQ/Diiy8iKSnJ4Z0IBAI8+uijeO+991BZWQmZTMbZ9xISEpwqdFwhkUigUCi8pgAJCwtzqzD19/fHsmXL8Mtf/pJdk4wfPx5Tpkxxe32BQICpU6di3LhxbjfCBoJMJoNUKkVVVRUeeeQRTJkyxaHtC4VC+Pr6IisrC3/605+watUqpKWlea0MK1asQFxcHPR6vc16WCaTYenSpaw1h6+vL5YvX845t4hEIqSmpg6qHHScv3r1KrZu3WpjcadSqSCXy9n5ID4+HtOnTx+0haNKpUJ0dPSAy0vnA/u1hj3+/v7IysrCiBEjOMdrGg9PLBZj2rRpmDJlCqKjo51apaxcuRKXL1/GO++8A8C9BZRSqURGRgbWrl2Lxx9/nHPOv1VQpelvfvMbrFy5Ei0tLR6vMxUKBV555RWsX78e//jHP1BUVOT03JiYGGRnZ3Mq8wkhEAgEEAqFkMlkiI+PR15eHoKCggb8XDw8PM7xijRLCMEjjzyCX//61zhy5AjS0tJsLBHWrl2LoKAgdsEVGhqKBQsWeLzA2LRpE55//nmcPXvWG8VlcSfsAuaJffr06Rg2bBhGjhzp1nJDoVDgsccew+uvv44zZ86go6PD4ZyHH34YP/vZzzB9+nQkJye7LQPdjaaxO1wtvAkh0Gg0mDlzJlJSUpCens4uqOLj47F8+XI89thjbu9JEYlEiI2NxbJly/Dyyy8jKysL5eXluHDhAurr6z2+jjVCoRBBQUEYP3485HI5pk2bhuTkZNx9992YN2+e03JkZGTggQcewKpVqzy6D53APHnP/YUQ4va6UqkUDz30ECZOnHhLJjGlUonAwEDcvMkZrwqAeWHxwAMP4IEHHkBUVJTLBZBQKERcXBzWrFmDtLQ0zgWAUqnEnj17kJSUxAawo7t13lSO0QVXaWkpenp6UFxcjPb2dqfnt7W1uTw+EEQiESIjI3HbbbchNTUVGRkZLvueTCZDS0sL6urqAIBzsT127Fj87W9/Q0xMDObOnetRkMyLFy/i2LFjHrlneIJIJEJWVhYeeOABjwSCsLAwVkHraV/65JNPIJFI3Cp2g4KCMHbsWCxatAipqalQq9UQiUQQCATIzMzEE0888YO4SI0aNQp33HEHbrvtNgBm9y5ryy06Dq5duxaPPvookpOTUVBQgL17997ysnGh0WiQmJiIwMBAt4qYoKAgLFq0CI899hiCgoJcKur6o1wWi8WYM2cO0tPTMXbsWK8obaRSKdasWYPc3FxOYX7GjBl47LHHkJOTM+h7ecKMGTNYK1tnGyyEEPj6+mLOnDlITk5Genq6w9qGukzv378ftbW1iI6OdtgAEgqFuPPOOzF//vx+B8+dMGECHnjgAZfxBPuLu7agUqkwb948TJw4kW1TU6dOxezZsz269tixY9HS0sJpjTxYli1bhrCwMKxevRparRbp6ek27d7HxwdpaWn49a9/jX//+9/IyspCQUEBrl275rUySCQSaDQahIaG2igJgoKCMHLkSHbzzM/PD6tXr+aM9ahQKPDAAw8Mam598skncebMGbz66qtQq9W4++672WN33XUXJk6ciLCwMMTFxUGpVGLx4sVQq9U/StwloVCIgIAAdj5QqVQux6vc3FzcfffdWLFihcN4ERgYiMzMTIwYMQK+vr6YMWMG4uLisGTJEqcWVVKpFG1tbWhoaGDL4qyc0dHRWLt2Lf7xj39g+vTpaG5uxqlTpwb87P0lIiICCxYsgFwuR1lZGYxGI3x9fd3KVdZrq7///e84efIkWltbnZ4/bdo0PPLII1iyZInDMbVajYiICAQFBSEpKQkKhQJz5sxBTEzMj2oZzMPz/yuDHpWpML127VocO3YMXV1dDn7Od9xxBwIDA1lNNzVJnT9/vkcdOycnB9HR0fjnP/852OJCIpFAKBSCYRi3AohAIMCsWbPwyCOPsGbAw4cPd7qYoZYsa9asgcFgQFJSEmccgUceeYSdyD0d2GQyGe677z4IBAJ0dnY6PS8pKQlLly7Fgw8+CB8fHyxfvpy1TBGJRAgODkZ2drZH9wTMwsGoUaOwePFijB49GgzDYM+ePaivr4fRaPT4OtYoFArExcVhwoQJyMvLYxeofn5+CAsL4zQVVqlUGDZsGJYtW4bFixe7vQcNbOzJe+4P1GLMk+uGhYVh0aJFmD9/fr8CSHtKQkICxo4di48++sjpOWKxGEuXLsWyZcsQFxfnUgBWKpVIT0/H0qVLMWfOHM5Fm1AoxPDhw3HbbbfBz8+PrQ9vWxINHz4c7777LvLy8ti+xGW1IZVKQQhBTU0NampqvFqG0aNH48EHH8TMmTOhUCiwdOlSl6bq7733Hs6fP4+///3vAByFnoCAACQlJbECRG5urlvLHV9fX4wYMQKjR49GQ0PD4B8K5r40dOhQLF261KM4RAsXLkRoaKhHbZ4QgsDAQCxduhQvvfQSTp486fRckUiEUaNGYd26dZgzZw4UCgVGjhzJWlHI5XKEh4ff8qyB4eHhmDBhAqZMmYLCwkJ2B95aWFAqlViwYAGWLl0KlUqFuro63Lx5E83Nzbe0bFwIhUKsWrUKDz30ECQSCefGgDVUePTz84OPj4/Tvkr7kifvmS7O165di8DAQOTm5iIhIWFQ44BAIEBYWBiWLl2K+fPnc1qEKhQKZGZm3rJYQjTbEB37hg8fjpCQEAgEAqd9NTw8HAsWLMAjjzwChUKBRYsWcVqpNDc3sy4My5cvxx/+8AeHc9RqNcLCwvqVvUYgECAnJwfLli37QWOt0VhftH5o1jxPXNcIIZg8eTLKy8vR1dXl9bKNGDECKSkprBLGvl2Gh4dj4cKFWLJkCRITE2EymXDy5EmvKm2kUim6urpQXV2N2tpa9nuxWIygoCB2XSYQCBAcHAw/Pz+HOVcqlWLq1KkD7lfp6elYuHAhZDIZqqurIZFIbOawWbNmYcyYMazyAzCPF7NmzfpBXVMpSUlJ+NWvfoW5c+dCoVBg1KhRLq011Wo1goKCWIsha3JycjBjxgxMmjTJRrF42223cVqNBAQE4O2338bx48cRFRWFe+65B6+88grnfX18fLBw4UIsXboUaWlpEIvFuHr1Kk6cODGIp+dGIBBwKrCjo6Mxc+ZM/OY3vwHDMJg/fz5+//vfY86cOS6vl56ejg0bNmDKlCno6+tDQkKCS2s3Hx8faDQaznhP6enpGD9+PFJSUvDwww+z4+eYMWOQkpLS30fl4eFxw6CVNn5+fvjoo4+wY8cOdHR04N5778WSJUtsJh8fHx/IZDJER0cjPDwcDMNAKBRi3LhxHpnnJycnIzk5GRUVFYMtLtRqNSQSSb+sbPz9/SESiSCVSuHj48MpzIpEIgwbNgwvv/wyNm/eDJPJhKysLAffThpf4OrVq2hpafF4N0MoFKK9vR06nc5l2ePj4zFy5EgoFAoQQhAdHc0uoqiSJSQkhHMRYP+dUChkF6Njx46FWCzGwYMH8Z///Ie1JhgIAoEACoUCMTExSE9Pt7FaUavVnGa1M2bMwO23346srCwMGTLE7SImICCAVc55E6VSCYVC4dZ/WCgU4te//jXS09Mxb948ZGVleV2xERMTg1GjRuHYsWOcx+VyOSZOnIjMzExkZWUhOzvbpbCTm5vLur7deeedTtumUCjEiBEj4OPjg9TU1EGbb3NdX6FQQK1Wo729HTNnzsSYMWM4/aSpf3p3dzd6enq8VgaxWIykpCSMGjWKVUpFR0c7VbJKpVIEBATAaDSyVmT2pKamIj09HVqtFrW1tUhKSnI7/lFFj1Qqdamc6w/Tpk3D8uXLMWTIEKxYscLt+ePGjYO/v79HfYkK3sOGDUNjY6NLBbOvry/CwsIQEhLCKm4jIyNZxSIdJ5zFWPFWf7rvvvuQm5uLd999F0KhEG+99ZaNC6ZMJkNiYiJ+9atfITo6Gl1dXXj33Xexf/9+6PV6r5Shv0RGRqKrq8vtfACYyx8eHg6xWOwyYDDtS57ERvDx8cHUqVNZVyo6xw/mnUilUjzxxBNISkrCokWLON+7VquFv78/lEqlw7280R7EYjGCg4NZISYiIgJKpRKtra2crs7UGm/8+PGsMBwVFcXpflFbWwuTyQQfHx8oFArOcyQSCYKCgjit6pw93/DhwzFixAhkZWUhJSXlBw3SbJ1Sm7ZDT+/v4+ODzs5Or/ehn/3sZ6ioqMC2bdtYVxtr/Pz8MGLECKxatQqRkZEQiUT473//i6+//hrl5eVeKwchBEeOHME333zj0EepNSFFr9dzKrtoDDRCCBYtWmTTLmQyGR588EHcd999ThUb//73v7Fv3z6cO3cOo0aNwjPPPGNzXCaTISgoCLGxsUhKSmL7/ogRIzwOIu8tRCIRoqOjMWHCBLZNRUREOHVlIoQgKCiItc60rz/6bHFxcewahWEYBAYGsutja3x9fVFUVITa2lokJydj9erVnHGspFIpEhISsGbNGkRHR0MqleLAgQPYsmULLly44IWa+B5q/fzBBx84HPPx8UFAQABOnjwJhmHYoNuulG10beXv789aJmdmZjqNQ0WDjSuVSk6rWYlEgsDAQERFRSEjI4NtP+np6YiKihrII/Pw8LhgUEqb0NBQLFq0CLt27UJTUxNMJhNycnIcsowIhUJW8aLT6XDixAkYjUYMHTrUI6VNYGAgNBoNG4i3vxBC2FR0MpkMer3eI5NciUSC7OxsiMViGI1GNvsSFzNnzsSyZctw4MABtLS0QKlUYsaMGTZWIzSoHMMw2Lhxo9MYHfZlp0LMzp070dTU5PRcoVCIyMhI1vSTmkvSxUFTUxNu3rwJuVzO7urQuk1NTcXYsWNtdvgkEgn73oxGI86ePYt33nkHN2/eHLRJs1wuR0JCAqZMmYLa2lpcuXIFra2tUKvVDoO9UChEZmYmhg8fDplMBh8fH873QAhh/bdlMhl0Oh10Ot2gykkJCgpi/aMJIW7bokQiwezZs6FQKBAWFmYTq8Nb0F1OZ7uDfn5+uPfee+Hj4wO5XI6YmBinbloCgQBJSUls8Gp3QUuHDh0KuVyOMWPGYMyYMQC854Y2Y8YMzJ49G3/961/BMAxWr16NRYsWsTvvVJincZH6+vrQ2dnpMphef6Fxi8LDw9mgtNZ9yRpfX1+88sor2LJlC/Lz85GamsppShwVFQU/Pz+cPHkS27dv5xQ87UlOToZGo0FNTQ0OHDgw6OcSCoUYMmQIhg8fzrYJLujuLx07TSaTR31JJBJh5MiR6Ovrg06nc6kAoO6yMpmMrWOlUgmhUAiTyQSj0QihUIhhw4ZBIpFALBbD398f4eHhSExM9EpmuPnz50On02Hbtm3Ys2cPhEIh5s2bZ6Ock8vliIqKQlRUFE6cOIFvvvkGR48eRUVFxYDbvEgkcrCmoEoVT5DJZNi1a5dbF1W66NZoNJxtTSQSsS5TMpkMfX19bi0o6ThLs+LQ9zRYdwq5XI5Zs2axSiauuDVFRUUwGo1QKpXw8fGBWCyGRqOBRqPB0KFDERERMahYawEBAViyZAkbYyQ0NBQKhQIlJSXYsWOHw/k+Pj6Iiopi3aZp2ewFSIZhcPz4ceh0OmRlZSE8PNzBQoq2+aCgIKSkpLAbPBqNBlFRUUhPT3fY0BCJRFiwYAGysrIgl8s9znDpjv7MVZ5sAFFo7BTAPMZ0dXU5Dfo9EJRKJWbNmoW2tjacPn0a/v7+uP/++23OUalUiIqKQmBgIE6cOIHKykp88cUXuH79utfmEGqtdfnyZVy6dMnhOFeWrbCwMId1DSGE3TS4/fbbbeZlmUyGlStXYtGiRQ4WoGKxGPfeey++/fZbfPnllygrK0NUVBQmTZpkcx4d5+Pj4xEYGIiDBw9Cr9cjIyNjUHGj+pNFjOLj44PQ0FDExsaybcLZWo/eIyAgwGlWPKFQCLVajZSUFIwbNw7V1dUoKChgj9mjUCjQ2NgIhmHg5+fHxjmzh84H0dHROHHiBMrLy7Fr1y6cPHnS61ZjKSkpWLp0Kfbt2+dwjFq3VVVVsW6yUqnU5RwyefJkLF68GC+++CIYhoFSqcTUqVOdxh+iSlmuGG/A93Gh4uPjERsbi2+++Qbd3d2IjY295RayPDz/FxlUCgZqYrp27Vp2oRcYGOhgakcIQU5ODuLi4lBdXY19+/axbjCeDOxSqRQymWzA7jgSiQR33XUXKioqIBaL4efnh7q6Ope7imKxGFFRUUhMTERtbS1EIpHTAI10Vz40NBSvvvoqALPAnJKSYrNbIRAIEBcXh7a2Nhw+fJjNzuAqPopSqcTs2bPR2tqKbdu2uTTHDw4ORkxMDNRqNSorKx1cV9ra2lBdXQ2hUIjY2FhUVFSw6fliYmIQEREBo9HI+uXSyPhisRgtLS24ePEivv32W68sbOiOZnx8PLZt24b6+nrMmTOHNR22xs/PD+Hh4ZDL5aivr4dKpYJUKnVY7FGTfb1ezwYiNBgMHu8eu2LFihVoamoCwzCIiopCb2+v0+tSX+iYmBiUlZXZuMJ5039fLBazcVTsoXEW8vLyUFVVhfDwcISHhzuN6u/r64vQ0FD4+fmhtLTUbXwKjUaDiIgI5OTkICUlBb29vbh8+bJXnikpKQmRkZF45plnQAjBxIkTERgYyPYlf39/TJ06lX3PAGAwGLxqVZWSksIqPwsLC5Gamsq5GJJIJFi0aBGmTZuGt956C+Xl5Zg0aRJycnIcyhMeHg6BQICvv/4aN27cwKJFi9yOfyNGjADDMNi/f7/L2EWeQvuSRCJBeXm5U8srGnA3Pz8fwcHBMBqNHvUlmpVi586dbt120tLSkJKSgubmZlRXVyMjI8MmAK1er2cFiMDAQDAMg9jYWAQHB0OlUkGhUAy6zS1YsACnTp3C7t27UV9fzy7IrQVf6vYhEAhw8uRJNDc34+bNm4MaB/38/JCXl4cvv/wSgLm/JiQkQCAQoLCwEIB5POvu7rb5nbXif8eOHWhsbHR5H4lEwip3qRLbul0GBQVhxYoVuHnzJmspQzconPUnOl8kJiayc+pgg8lSJVZsbCyuXbuGyMhITiHhxo0b0Gq1CAgIQFhYGDo7O1krxrS0NFy7dg0FBQWoqqoaUDkCAwOxePFiGI1GrF+/HiqVCmKxGDU1NcjPz3c4PzY2FsOHD0d4eDhbF1zlZhgGRUVFSEpKQlBQEIxGo4NlIMMw6O3thVKpZN1Bw8LCEB4ezipvysrKbCyO1Wo1xo4dC4VCwa4NpFLpoK0O+yN0O1Pa2LcfqVSKuLg4jBgxAkVFRew53tzMmD9/Pnp7e1FaWor6+nqkpKRgwoQJNucIhUKIRCLo9XqcPHkSJpMJ+fn5Xo2JNnv2bBBCUFVV5VHsP7FYjPj4eKcxUcLCwpCRkcEGgzcajZBIJBgyZAiampoc3J4lEgnuu+8+/PKXv0RJSQm0Wi0UCoWDIE0IgUqlYse7Tz/9FPHx8QgKChp0TJL+vtfo6Gikp6dDKpWioKCAjSHn7DoKhQLBwcHw8fGBXq/nVP7J5XKEhYVBIpFg+/btqK+vx0MPPcRaOlnLFBEREWhsbMTQoUMRFxeHQ4cOcbobUldJgUCAU6dOoa+vDxcuXEB1dXW/ntcddE6YM2cOnn32WURHR6Oqqspm/mUYBn19fVi5ciVOnjzpMp6NWCxGQkIC4uLi8NRTTwEwr/uSk5OdrgupIphhGKfzuVwuR1BQEJRKJT755BNoNBoolcqfRBY8Hp7/3xiw0kYgEMDX1xcREREOZsMMwzgs7Kl7w3fffYetW7di6NChmDRpkscDO9c1PcXHxwcvvfQSampqUFVVhYCAAFRUVECj0aC5uZnTPFcmk2HEiBHQaDTYuHEjm/WKq7xxcXHo6urCkSNHWPNaLjcqsViMyZMno7i4GNXV1ejt7WWjrztTSAUHB+O5557D6dOnceLECZfuBtQqhmEYHD16FDExMTZCWV9fH1paWtDT04OJEyeisLAQkydPZgV2f39/1NbWsgsHvV6PlpYWtLW1wWAwoKurC52dnV4TjqVSKfz8/PDOO++go6MDYWFhSElJcRAAkpOTERgYiLq6OhQUFGDGjBkIDg5Gb2+vTZtQq9V45plnoFKpUFFRgbCwMCiVSgQFBaG1tXVQZth/+MMf0NPTg9raWhBC0N3djfDwcNTX1ztcVyKRIDMzEwKBADt37sSCBQugVCqhUqm8FpcEMPcJZ+2GxgMJCgrChg0bsHTpUkRGRnLGSqDKxLCwMDQ1NWHnzp145JFH3N5/woQJSEtLg6+vL6qrq/Hf//530M8UExOD7u5unDlzhv1OoVDY9KWwsDD2Pd+8eRMqlQpBQUEICwtDXV2dV6yrJk2ahMzMTDQ0NGD79u1OLVLkcjnWrVuH/fv3s31TJBJBJpM5WGOFhYXBZDJh165d7C6gu/Fv9OjRKCkpwaeffuoVNwIqNFZUVODEiRO46667OM8LCAjAX/7yFxw5cgQxMTGsMOmuL0kkEsydOxeZmZlurQJp3ImLFy/iyJEjDtm/uru7UVtbi5SUFIwaNQoMw2D48OHQaDTw8fEBwzB49913BzweicViREZGore310Gwsh5XtFotGhsb0dHRAZ1OhytXrrgchz1Bo9HgwQcfxJdffgmxWAyVSoVZs2ZBq9WisLAQAoEAQ4YMwdmzZ236uFgsRkxMDFpaWnDmzBm3gqZSqURoaCgCAgLQ1dWFrq4um2eLjIxk58abN29CrVbDz88PgYGB7LhvT0BAAIYNG4bAwEB8+umniImJGXSWLx8fH9btddu2bVi5ciVn36DzUVRUFMaOHYvW1lZMmzYNgHnsoGPsQJQ2NHZEbm4ujEYjq2jX6/Xo6upyUKAB5rgZkydPhkwmw969exEfH28TwNoapVKJO++8k80exTV219XVISMjA2lpacjOzkZSUhKrMKZuIAcOHGDb/JAhQxAREYGKigrodDo2KOhgXcn7I3ALBAIbJQ8Vau3HYT8/P0yYMAHPPvssdu3aBUIIYmJioNPp0NbWhp6enkFvrjz99NN47LHH8N1337HPYZ9tsqurCy0tLejs7IROp0NRURF6enq8qvR/7rnn0NTUhJqaGs73bB+4XyQSITEx0anCb/LkyayiWCQSsckcrl27hpiYGJtrUevsuLg4lJWVOWwU2T+nr68vTCYTamtr8eWXX2Ly5MmYMGGCR1bw3iQ7Oxtjx45FZ2cnvvzyS8THx7tshyEhIdBoNBCLxejs7OTsn0KhkM0e9eabb6Kvrw8rVqxg3ams301oaCgSEhKwbNkyiMVivP7665g7d66DAlKr1aK5uZmdD65du4a2trZBt117qOVReno6Zs6cibq6Orz33ns2mwU0u9jTTz+NKVOmIDk52WmdRUdHQ6vV2sSZs19b2UNjLfX29jpVSkmlUgQGBqKjowNffvklcnJyMGnSpB+8/fDw/F9gwEqbgIAA9PX14cUXX7T5nmEYaLVaBzPB9PR05Ofno6CgAI2Njdi1axd+9rOfuV0cCIVCEEIGNSBSE9OYmBhER0ezpv6rVq3C5s2bcfXqVYffSKVS1p/18OHDmDJlCoxGI+cE/OSTT+LKlSt466232O9EIhFMJpNNuSUSCe6880688847aGlpgdFodPtcEokEcXFxuP322zknJetnjI2NhUajQUtLC6u0sd5Z7evrQ1VVFS5evIh169ahra0NISEh0Gq16OjoQFVVlc2OjV6vx/79+xEZGclmCfHWxCQWi6FUKlFbW4vi4mLo9XpcvnwZ0dHRDm4PK1asQFpaGi5duoRPPvkEM2bMQE5ODqqrq23KIxQKERgYiMjISMTExMBoNGLGjBno6urCzp07cePGjQEJvrT9UHcZk8mEpqYmPPLII1i/fj2Ki4tt2oVarcYvf/lLGAwGbNmyBaNHj0ZERAQSExO9prQRCoXQ6/VOo/7HxsZi8eLFMJlMePPNNzF37lwkJSVxBnlWq9VYvHgxcnNzUVVVhS1btuDRRx91OZmrVCqsXr0aKpWKrY+tW7cO+rmeeuopFBcX44033rD53mg0su2Yxn2IiIhg3/Mdd9wBlUqFLVu2oKioaFAKDhq/RqVS4caNGzhz5gwIIZzKIJqJ4emnn3bYibIfK6jbxs2bNxEYGOg0rbH1tQkh6OjocGtR4SnLly9Heno6CgoKsHPnTqxcudKp9YxEImGDYMrlckydOhWdnZ3YsWOHU5c8Ol5XV1e7dHuQSCTw9/dHX18fjh49yiqKrS2mysrK8OWXX+Kll17C66+/DsDcVru6utDU1DRgawpKfHw8/v3vf7Mm8xSTyYSOjg72/fX09OD69es4dOgQq2hxNRZ7AlVSiEQixMTEYP78+Vi6dCkuXLjAxoj5wx/+gCVLltjMpTKZDCNHjsT27ds9svTx9/dHbGws5HI5WltbHYRT2n5jY2PZvrRgwQIwDIN9+/ahrKzM4ZoqlYoN3nrgwAHcfffdNv1zIISGhuKBBx6AXq/Hxo0bsWjRIrb9W1+3tbUV58+fx6xZs5CXlwetVouwsDD09fWhtrYW169f9ygQLhd0E0EikcBkMiEsLAxisRiNjY2c/Y8QgtDQUERERKC7uxsHDx5EXFyc03Hid7/7HQBgyZIluHnzJmc2qn379iE2NhYLFy5EdnY2a1FWVVWFjo4OB1ebBx98ECEhIdiyZQs6Ojrw0EMPITs7e9BKG5PJ5PH7pG7j9Dd0bre3AKWWQ1FRUazL0pNPPon8/HwcPnwYZ86c4bQa9RTalhsbGx36p/VY3NraiitXrqCgoACrV6/GG2+84XWBOzExEatXr8bp06c5j9PNOlpvLS0tSElJcdp2n3/+eSxYsACdnZ3w9fWFUqnEkiVLcOedd+Ls2bM2c7VUKkV4eDh++9vfOrRFg8HgoOiNjIyEXq/H0aNH0dPTg+3bt2PWrFn9zmBmT3/GA0IIG9+spaXFZj5wRlxcHBuLpbu7m9NlXSKRQCaTobKyEsXFxRAIBKzVkVKptFFoHTlyBP/85z+hUCjw1VdfoaurizOuT29vL65fv45vv/0WDzzwAN59912vumZThg4dilGjRiEgIABr164FwzD47LPP2HsZDAYolUps2bIFx44dQ0NDA/u8XDz66KNoaGjAyy+/zH5n3W/toesgtVqN3t5ep3Es1Wo1EhISsG/fPvT19WHv3r3Izc11UJby8PAMngE7P99555144oknWPNuSnNzM44ePYpt27bZfC+Xy1FSUoKioiJotVqUlZV5pImNjY2FXq8f1CLEZDKxAzrdBcrKysLTTz+NTz/91GGQEwgErNl4d3c3kpOTkZ2dze6C2k/wNOCt9QQzc+ZMHDp0yEY7TQhhY1rQXU9PFv9GoxGXLl1y6R5GFSupqakQCoVIT09HdnY2vvrqK5t79PT0oLy8HP7+/oiMjGR3mg4cOIDNmzfjm2++sbnu4cOHsXPnTphMJsycOROZmZle0aDTGApXrlxhlVuVlZVobGx0iEkwZMgQ+Pr6oqmpiU3FGB0d7VCO3t5eHD58GMD3Lg1jxozB888/j48//pg1We4v1GydYRi2/YSEhODRRx/F5s2bERgYaHNdqVSKESNGoL29nRVC/f39ne7ADoTMzExIJBJs3ryZ83hISAgbDLe6uhpGoxE+Pj6cC7Hg4GBkZWVBo9Ggp6eHbcdcShv6HSEEERER7Hu5ePEiKisrB/1ctC9ZK11EIhF2797NXr+jowPHjx9nyyMWi5GdnY3HHnsMb7/9tkPgyf5C40LRoK1z586FTCbDli1bbATooKAgTJ8+HZMnT0ZHRwe78KGxGnbv3u1wbaPRiL6+PtZaxdXClmEYlJeXe2Re7ykZGRnw8/NDd3e3y/dM2zzdQReJRBgzZgyee+45vPfee06zkBkMBhQUFLh1ZZ08eTJbxyqVCrfddhvkcjnOnTvHWrF0dHSgpKQEAoEAkZGRCA0NRVdXF86ePYstW7bg66+/HpSiYOfOnSgpKbGxFGUYBpWVlfjwww/ZRarJZEJ9fT1efPFFREVF4cEHH3Qb88kdVMAEgPfffx/PP/88EhIS0NXVBZFIhIiICMTGxjq8G6PRiKamJqxZs8at+xlg3lyJioqCSCRCW1ubQ5szGo02c6NYLMa0adPwwgsv4PXXX3d4z0KhEAkJCawbSmpqKnJyclBRUYHKysoBvw+lUonhw4fbjJnOXHQqKyuh0+kQHByM4OBgdHR0oLS0FFu3bsXOnTs5FU2eIJVK2ThTAoEATz/9NDQaDfLz8zkDjIaGhiIxMZGN+ZSeno6RI0di9+7dnEqeoqIiLFy4ECdPnkR9fT1n0FvqTiOTyRAVFQVfX1/U19djz5492Lx5M86ePWtTxzk5OVAqlWhra0NrayvEYrHT+BS3EpVKxSocJBIJp2tEc3Mz6urq2PGEEILp06dj7dq1eOmll/DQQw8N+P4ikQjLly/H/PnzHRTKhBB8/fXX7JxiNBpRUFCAf/3rX4iNjcWjjz6KqKioQSsprGEYBiUlJS6VUDQgNWAeN9PS0pwqbTQaDTs2SCQShIaGYsWKFbhx44bDuampqdiyZQs++eQTmzVpd3c3CgsL8eGHH9qcHxAQAIZh2MxHpaWl/X7ewUKtXNRqNTo6OthU1mfPnnVqTRgbGws/Pz8YDAanAa1pfdKNWZPJBIPBwBmfsqKiAp2dnfjwww/x9ttvs0Gg7TGZTGhsbMQLL7yAyMhI/OIXv8CwYcO8qqSgMYx+/vOfo6mpCc899xzuvfdeG7fH/Px8/PrXv0Z3dzdWrlyJlpYWlym/udZWM2bMwMmTJznHIoFAwCpt+vr6nFrO+vj4IDAwEIcOHQLDMLhx4wb6+vp+lJTxPDz/vzOgLSlCCFpbWzmFtPLycrS0tDho+E0mE65fv46ysjLodDqUl5d7tOidP38+fHx8cO7cuYEUFYDZnPEf//gHHnroIXZRRs1mk5OTMXv2bOzYsYOd4Ki5enBwMBiGwYwZMxAUFIQzZ86gpKTEZtE0e/ZsbNu2zcZah+7Avfjiiw5xKMRiMRoaGmAwGHDp0iXo9XqXAo7BYHBqTWFNcnIyoqKioFQqIRAIMHPmTAgEAhw5csRmF6CzsxNnz56FUCjExx9/jDNnziA/Px8VFRXo6Ohw2K0wmUxoaGhAYWEhRo0ahTlz5qC8vNxrblLUpxwA68c8fPhw9rhMJkNgYCDKy8tt/M65FoVtbW34+9//jsWLF7MTF3Xjy8rKwrp167Bz584BxUb697//jXvvvRfh4eHsZC8Wi5GYmIiZM2di586daGlpYaPzBwYG4ssvv0RfXx8bzG0wATLtoYual156ifO4Wq1GcnIyqyCgGdu4JtK8vDwkJSWhoaEBZ8+eBeDePN76+JkzZ/D6668Puj3Mnj0b27dv57R8e+GFF1jBqbq6Gq+//jor6NPy+Pr6YtiwYfjtb3+LnTt3DrgcycnJUKvVkMlkiIiIQGRkJNra2nD06FGb/hEbG4s//vGPSE9Pd3j2qqoqPP300w7XpucZDAacPXvW5U6iTCbD/v37bdLFDgbal27evMnGgnH2njs6OvD222/j8ccfZ9s77UtpaWmYM2cOtm7d6mC1AQD/+c9/3Pax7OxshIeHIyQkBNOmTYNcLkd7ezuuXr3K1jE1ydbpdBCJRPjggw9w6NAhFBQUoLa2dsAxzmhZuQKPmkwmXLx40cEixWg0ora2Fr29vcjLy8ORI0fQ2Ng44DgYNK22QCBAZmYm2tvb0dfXB4PBAKFQCH9/f84xViaTITs72yOrNoFAgIiICKSmpkKr1eI///mPw7zc0NCAd999Fw8++CDblwQCAfz9/ZGRkYGZM2di+/btNvf39/dnYwwtWLAAMpkMV69eRVVV1YDGABpwV61W46uvvnIbmLagoAD19fWorKzEzp07cfbsWVy8eBEVFRXo7u72WjaiRYsWwcfHB5cvX2bjDFkTHx+P4OBgiEQiKJVKzJs3D4QQnDhxAm1tbTbnGo1G3H///SgpKUFfXx+am5s5N6KamprQ3NyM1tZWXL58GadOncKBAwdw+fJl9PT02Lw/uVzOKow6OzvR2dnJBmkfLPbuO64ghECtVrsdp9rb23Hjxg2UlJSw8cIEAgFr1ZybmwuRSDSgwMQymQyvvfYam+zCGr1ej7Vr19psXvX19aG+vh49PT3QaDTIzc1FS0uL1yxhnbkWUqj1orWA7ay+CSE4fvw4tFotMjIy0NbWBoZh0NPTwxm4WKfTcWY6a2lpQVFRkcOYJ5VK0d3djfz8fDAMg7KyMq9YHvVHqR0XFweNRgOZTIbg4GDMmjUL7e3tKCkpcer2NGzYMAQEBODixYtO13VCoRC9vb027tbNzc2cljEMw+D5559HS0sLO4Y4ewbr+SAgIABDhw7F1atXOdcuA+G5555DdnY2Nm3ahNdff53dtA0NDUV9fT36+vrQ0NCALVu24PLly+yc6ay8M2fOxP79+x2Sn2g0Grzyyiuciu6AgABkZWUhODgYRUVF7IaoPdRdj7pdVVRUDDhpDA8Pj2sGpAqdNGkSuru78fnnn9t87+vri8LCQs6Bq6GhAbW1tWhvb2ddqDxh+PDhNjvrA0Gr1eKDDz7A+vXr0drair6+PvT19cFkMrHWGNaTn1Qqhb+/P+RyOSQSCWJiYqDValFaWuqwC/Hoo4+it7fXQVM9ffp09Pb22jynSCSCv78/u9t58OBBHDp0yGm5aVDDb7/91u0z0l0KqVQKX19fhIeHo7m5GeXl5TaLBxqkj2EYHDlyBMePH0dxcTEaGhrQ1dXFOfEVFxfjvffew7lz53DPPfdg6tSpXkkHqdfrcerUKXah39PTg97eXpt3kZ2dDYVCgRMnTuDIkSMuFxN6vR4lJSVYv349ey2tVguGYSCRSBxiZvSHjz/+GB9++CHrytXd3Q2TycTG5qBKJH9/fza+A93RuhU7DhqNBiqVinO33TrjBI2J4arepk2bhtDQUBQUFGDfvn0ulUv2gSP1ej0aGhqcust4ikAgwJo1a9DX1+fQl0wmE1pbW9m+1NfXh+LiYqxfvx4Gg4EVZhiGgUwmQ1xc3KDKEh8fz2an0Wg0CA4OxpUrV3Djxg2bvtTX14fS0lKHumUYBjqdDjU1NTbPZx2DyGAw4C9/+YvLgKH33nsvWlpavLbzOWzYMCiVSpw8eRLHjx+HTCZzKmR3dXVh/fr1rGLZui/JZDLk5uY6LBDDw8Nx7733Yv/+/W4X/XFxcWzq5piYGISFheHKlStoaWlh65jG0aJ1tG/fPnz33XesgnmgmTrEYjFuv/12vPHGGzZCmkAggFKpxJ49exwEP6PRiObmZqxfvx4ajQYPPPAAJk+ePKi+TTO2CQQCbNq0CceOHUNzczNUKhXmz5+PzZs3OyggFAoFFi5c6JFARNtvaGgoDAYDp5VoY2MjPvzwQ6xfvx56vd6mLymVSowcOdLh/iqVCjKZjJ0b29raUFhYOGCLsJCQEKSlpUGv1+ODDz5gM+84o7KyEm1tbaivr8fhw4dx4sQJXL9+HW1tbR6lQPcEuqlDCEFPTw+n4BgdHQ1/f38IhUL4+PggOjraZZDqa9eusRabNHCq/Xvs6+tDV1cX2traUFxcjK+//hoXL15EU1OTTYY8gUCAnJwciEQiFBUVOXVdGMzzWyORSBAeHu7UEiQtLY1z3vDz82OvZTKZUFRUhH/84x+sdS39iEQiyOVyp64dnnDt2jWb/kKTThgMBgdXap1Oh6qqKmzYsAG1tbW4//77MXr0aKcBWfuDn58fDh065HZ8Cg0N5bSKUqlUDsqcwsJC9tmkUimMRiO+++47+Pv728SpSkpKQmZmJl577TWba8rlcjQ3N3Ouowkh0Gq1rCWFVqv1itLGug9LJBKEhIQ4tQKhfUkqlSI4OBjh4eG4cuUKmpqaOJVffn5+iIqKglwuR1NTk8tU7Z2dnTZKG5pencuy6saNGw7WUVxjLXVp++ijj1BeXo45c+Zg/vz5nO7n/UUgEGDs2LE4deoUXnnlFVy6dAk9PT3sZjltB1RZe+XKFbdj3sMPP8wq5KyZPn06DAYD53gVHh6OmJgYKBQK9PT0uIxRZzKZ2DFIp9Oxwex5eHi8y4BWnNOnT4dGo8GVK1dsvg8ICEB1dTVnrIG6ujq0trayiypX5s/W0Jgrg4nMbjKZUFpaio0bN6KtrQ0XLlzA3r17ceLECZSVldnsEFLXqIyMDNZcnGYZOHr0qI05KiEELS0tnJr72NhYG+WDQCCAj48PfHx8WMGtsrLS5XNR33AqhDvDx8cH2dnZ7AJSIBCgs7MTe/bsQUNDg40iRqfTsYNre3s7amtr0dnZ6XJXqKmpCUePHsXHH38MX19frFixgs2EMxDoOzcajSgvL2frng701pPpxIkT4evri4qKClRUVLBxDmprax0mKrr7tHHjRvT29uLUqVPYt28fTp8+jbKyskFl37lx4wZ27NiBsrIyVFZWYvfu3Th8+DBKS0tRVVXFCnlBQUEYPXo0GIZBfn4+oqOjIZfL0dnZOSh/fXvEYjHEYrHTWCQymQxarRaHDh1iXbq6u7s5laUJCQlQKpWoq6tDVVUV4uPj2T5qjUAgsFmYt7W1Ye/evThw4MCgspUQQrBkyRJotVq0tLQ49CWDwWDThhmGQWdnJzZu3AiDwYBDhw5h//79OHfuHG7evDmo90z7klqtZtNMt7a2YtOmTTZ9KSUlBRkZGXj//fcdrkEzLVn3KZlMxio/APOYdPLkSZf9btKkScjKymL99gfLpEmToFQqUVVVhZaWFja4MteCT6/X4/r16+zOLO1LJ0+eRFlZGee4pVarWastV+O6v78/oqOj2Wx8hBB0dXVh06ZN6OzsZNu0yWRCX18fKzCXlJSwu4yDEczFYjF+/vOfIz8/30YYpxmM8vPzOZXXWq0Wn3/+Ob777jskJycjKytrUFmTaDna2tpw8uRJ3Lx5EzqdDgqFAuPHj8eRI0cclDY0y0xycrJbN9XAwECEhYVBpVKxylV7qAKU9qXDhw9j//79OHv2LG7cuOGgeIyOjkZ8fLxNBp5vv/0Wp0+fHrDiIDIyEjk5OTAajcjPz0dcXBwkEgnnGASY5yNqUdPW1oaamhpWGeJNaNvkimUnl8uRlZWFkJAQNjZJX18f9uzZg9raWk5rH+txraWlBVVVVQ79hI4RNMh+YWEhWltbHbLjiUQi5OXlQSQS4ezZs6itrWVjU3lTgUNdgadPn45Vq1YhODiYs29nZmbazA207uLj423WCY2NjThx4gRMJhOuXbuGo0ePshtH1DWuv/j7+2Pu3Ll4++23beqdWoUZjUaH98EwDFpbW/HZZ59hw4YNiIyMxNy5cx3i6fUX62xMNMOQM8LDwzmzNEZFRTlk0Dx69Ci0Wi0bCyslJQXffPMNoqOjbWL1paWlIS8vzyGWjlKphMFg4NxQpa79tH2aTKZ+WVpxYf1bHx8f5OXlYeXKlUhPT3cYt+RyOTIzMxEaGsoG8eeaD6yJiIhASEgIRCIRurq6OC0eaRvU6XQOXgE0po09Wq3Wpg3SuuCCzgcbNmxgs1xOnjzZZb24QyAQYNmyZUhMTIRcLodCoUBYWBgEAgEmTJjgYJlP3ZgpXLHFqLKnubnZwQKGywWXkpaWxlqW9/T0uIzbYx2CglqQ8kobHh7vMyD3qOjoaM5o7WlpaaxAYA0hBKWlpWhubrYZgLmUNoQQVuA0mUyQSqX9ssxxhsFgwJUrV9jAl8ePH0dISAgSEhJw5MgRG9eo8PBwZGdnAwDro7l//36cOXPGZuGr0Wiwbds2TrNg+x0FkUgElUrF+pUCcJvlRqlUIiEhAWlpaRg3bhyOHTvGuagJDQ1FVlYWa+3R09ODq1evssHU7M38acwIlUrlMElxQXeltm7diqlTp2Ly5MlISEhARUXFgHa7JRIJFAoFGIZhTX2B7wMaWu/mjRs3DlKplN1NCg4OBmBOw8wlWDEMg4KCAhgMBuzduxfXrl1DeHg4m+FroAt7o9GIa9euoaWlBSUlJfjwww+h0WiQlZWFw4cPsxYvGo0GI0eOhE6nQ2trK/te6uvrvZKy2Rpnz6JWqxEYGIienh4cPXoUISEhEAqFqKmp4eybKpWKzYhFCMHQoUM5s7UJhUL4+fkB+F7p8PHHH3tkCeYKQggb4NVeGUDLZf+uaZwnk8mEbdu2oaWlBVFRUYiJiRlU0N7Q0FA2hhJgjgNQUFCAr7/+2iZjUFZWFsaPH481a9Y4XMM6TgjF19cXOp3ORnhw51oTFxcHhULB7iQORKCxZty4cfDx8UFnZydkMhmGDBniVDAGzGOmVqtFT08Pdu/ejevXryM0NBTh4eE4evSoQ/uQyWRIS0vDHXfcgaNHjzqN15WcnIywsDDI5XJ0d3ejpqYG1dXV2LFjh804Ty2TqIshdSEaLDTmV2dnp027kslkyMzMxMmTJ52OLadOncIXX3yBuLg4JCQkICkpyWmwUVfQDC933HEHzpw5g+vXryM9PR1KpRIymQyJiYm4ceOGQx3T3y1ZsgSvvfaay5hoYWFhiIyMhI+PD9ra2tDd3c35rnU6HWt+v23bNjQ3NyMyMhK+vr42O/MymQxJSUlISUlh6+P69ev4+uuvcfny5QG5itHYWEOHDmXHzOHDh0MulzsNkNnV1QWtVguxWAwfH59Bp7e2LgsVKPv6+lhLNJoq3ZqQkBBkZGSw85FWq8W1a9ewdetWjzLJNDc3Q6vVOqx/TCYTa4kbEBDgVNEvFAoxceJEMAyDs2fPorOzE2q1Gnq9HkVFRQOtAhuodc2kSZNw2223YeTIkTh79ixOnDjh8K7T09NZpQ1NM08FzatXr7L9iVp0MAyDvXv34uLFixCJRIiPj0d7e/uA1nmBgYG45557MHfuXJvv/f39kZyc7LSP0Ew6VVVVmDRpEnJzc5Gfn49jx471uwwUmokxNTUVubm5bAY8LsLCwhAdHc1muqLWsXFxcaipqbFxnztz5gwbQDcnJwe9vb145ZVXMGXKFFy9epWtt4CAAERHRztY4EZFRcHHx8dBaUMIgcFgYK0j6HeebKi6QygUQqVSYejQobjnnnuQnZ0NvV6PmpoaG2UwV18qLCzE119/zelmQwhBUlISAgMDYTKZ0N3dzTkGyGQySKVSVrlrjadWXe4sRk6dOoWqqiokJSVhxIgRyMvLc/BA8BQ6FtLg4jk5OWAYBsXFxdiyZQuWLVtmk/nJGfZjZnBwML7++msHxRUNeO9M+Z+dnY3Q0FBotVpWcWwPrWPr9mN9fftA8jw8PINjQEqb8+fPc8azWbRoET777DMb/2+qsT916hRqampYCxtn2l2pVIqMjAzWTNF+l30w+Pn5QSgUshMCVaQ0NjayA4tSqURUVBSSk5MBfB/c9vz582hoaLBRMEycOBF79uzhTP9qHz+ERvTvD+Hh4cjLy0NqaireeustTJgwwWHyIYSwQWQlEglrCnzw4EGnZpN0EgoNDXVpwWMNzRD02muvYfr06cjIyEBRURGn77Q71Go1wsPDYTQabRYXtM6syzxkyBB2UREWFobc3FzWisWZEEtNsvPz8/HNN9+wi0i9Xj8os1+lUgmxWIza2lrs3bsXAoEAe/bsQVNTE9tGVSoVkpKS0NbWBkIIRo0axVo3cAUNHAg0A4IzEhMTkZ6ejr6+Ply+fBmzZ8+GRCLBhQsXHBRHMpkMQqEQ3d3d6Ovrg1qtxqhRozjdDGi8HsC8sHrzzTdx/PjxQac/pvW0evVqhwWuRCJBXV0dp/BKFUinTp3ClStXIJfLoVQqB5zym/al0NBQSCQS9PT0oKysDAcOHHBQBIWGhnLuylLrA3tTYhp7oj9KzqCgIKSmpuLy5cs4dOjQoDNI0b6k1Wqh0WgwbNgw6HQ6p32CEILMzEy0tLTg9OnTOH78OCQSCZRKJaeptEQiQUREBObPn48//vGPThVNEyZMYNOdNzU14dSpUygsLERjYyNnWayFCG8sAg0GA/bv3+9QNrVajTvvvBM7duxweg+qJFy0aBHi4+MxYcKEASltgO+tGD7//HNUVVUhNDQUcrkcfn5+UCgUThVUQqEQTz31FN59912nAikVbOhOam1trdO2Z92XTp8+jYKCAshkMshkMhulgUqlQkJCAqKjo8EwDLq7u7F//35cvHjRJhB3fxCLxQgNDUVcXBw7Zo4ZM8apFSEtL2AWvOwtEgaDTCaDn58fjEYjrl+/joyMDDbIqb1QOGTIEISFhUEqlbJx5w4ePIjLly97pFzV6/UuxynqTuIMgUCArKwsdHZ2oqioiLUO7uvrw8WLFz1/aBdoNBpMnToVzz33HCIiIiAQCLBkyRLU19fj/PnzDufStURgYCAyMzNRUlKCu+66Cxs2bHBoy4QQfPzxx6zLHl2bDaQNKZVKzkxcCQkJmDt3rkvLI2rtu23bNvziF79gkwoMdIwRiUSYPXs2UlJSsG7dOmi1WodkHRRfX1/WzZz2QTqG2tdXfX092x8iIiJYK++YmBhUVlayba6yspJzPKJ9ylrop9YQVDFvbW3uDXx8fDBy5Eg8+uijmDp1KsRiMaZPn46qqips2rSJPY/2JbpZW11dzVqJc40BAoGAtYZtb29HU1MTp3InNDQUgYGB6O7udlij9Cc7mitMJhMqKiqwf/9+REREICoqasDtRyKRYNGiRcjNzYVEIkF6ejoSEhJQU1ODzs5OLFiwAE8//XS/N0onTpyIgwcPOsgOEomEzfZoj0wmQ05ODhvPhoZUsIYQgsDAQAQFBdlYRHFl/ePh4fEOAxqdP//8c4csQwAwduxYNngvewPLBFBWVsYOGgKBAH5+fg4psQGzouKjjz7CmjVr4Ovri8bGxkELhRSxWMzu3hqNRmi1WhtFDGDenUlISEBCQgK7k7h9+3Zcu3bNZoFMCMGyZcvYlHnWcA2Cvr6+GDVqVL8mxIiICOTk5ODQoUNISUmBj48Pp2XSmDFjEBAQAJFIhJaWFly4cAE7d+7kXKwIBAJ2h8HX17df5aE+sTqdDqGhoQOOa+Pv74+oqCiHWCthYWGsjzYlICAAzc3NkEqlmDZtGh5++GF2990ZUqkUJpOJfc+9vb2or68ftHsSzSZEy20wGFBfX2+jVKQZSKqrqxETE4NRo0ZBq9Wiubl5wMoEe6RSKYqLizmDYwLA6NGjMXHiRDY+wrp166BQKHD58mUH10WNRsMKz4DZJ3748OFuM8G0trayAam9QUdHBxtniiISiZCamori4mLOurN/z11dXairqxvweyaEYPTo0QgICIBAIEBFRQUOHz6MXbt2OSjJdDodp8AcHh4OmUzmoKDLzMxEQkKCU59+LiQSCb7++ms0NDTYBOceKLQvyWQypKamIiMjw23abF9fX9Z1gfYlayW3NdQ9480338SECROcBkSdPn061Go1DAYDSktL8dVXX2Hbtm1OUyVbB5v2Bn19fVi3bp3D/agZvzvFrlarxdWrV6HX6xEZGTmgMtBx12g0Yv/+/Whvb4dIJMLQoUPZNOzWVoj0N1RJUF9f7zJlvJ+fH6ZOnYrs7GzWjdFVQHtq0Ur7U3d3N5qbm23uHxISgqSkJDbrYElJCbZu3cpmcxoIKpUKISEhkMvlqK2tRUxMDHJzc9HR0eFUIUXj6YhEIs6A9AOFjtc9PT1Yu3YtdDodq7CxV8SMGjWKdc/o6OhAYWEhvvrqK04FMxeuAtNTCyJXAYWpwEStJ6dNm4bFixezLoXeIC8vD8888wyio6PR2tqKsrIyLFq0iLW0AsA+67fffsvOBWlpaVi1ahViYmIQHR0NmUzm0E4ZhmHdinU6HZqamgYcE8lgMHDGdgsNDUV2djaKi4vdXiM/Px9dXV1OhVhPEYlEmDNnDo4cOYLAwECX7pPXrl1jrUXFYjEbDy81NRVBQUEQi8Xspifth9QygsYXsx8DvvvuO7z77rsO90pPT0d6erqDpbtAILBxQQXArusGu1kaExODV199FbNnz0ZnZyfKy8uRnZ3t4EI0cuRI1jWqsbERx44dw9atW53OB/7+/rj99tuhUqnYIORcioywsDAEBwc7rDN9fX3R0tLiUXvzdH1cXFyMmpoaty5xzhCJRAgLC8Nrr70GmUyGqqoq/Otf/8ITTzyBr776CtnZ2QgKCvKobVqfQwjB0qVLHZTgQqEQaWlpnGUVCoUYM2YMhg0bBl9fXxw+fBi7d+/mdJfXaDTQaDQ2/c/X15dVwPKKGx4e79JvSxuJRMKpAY+NjWXjrziLkWCtiZXL5Q7nZWRkYNWqVYiPj8czzzyD2tpabNmyBZcuXepvMTmh1geuFpitra1oa2uDSCRCaWkpVq1ahYKCAgefaIFAgBkzZnCmRHWXDtbTRYGfnx9kMhlWrlyJc+fOITExEe3t7TYTLMMwuHDhAhiGQWNjIz766CO8//77nJpxexQKRb8nmMbGRtTW1rIxVQYC1cTbL4SDg4PZ9JMUGr8mJCQE4eHhCA4ORk9Pj8td2LS0NHR1dQ3ancQeGmvBXYYJo9GIyspKjBs3DjKZDJcvX2atzLzBE088gZKSEqfBualA09HRgcDAQERERECv16O8vNzBQoIuDBsaGqBUKpGZmQmTyYTvvvvOZXkDAgIglUq9sqNiMpnw3//+12E3W6VS4fPPP8emTZsc+ix1cWlra/OaJR7DMLh48SJMJhPOnTuH9evXY9OmTWhubnY49+rVq5xprx966CFkZWXZZNyhUEsgT6CL6Q0bNiApKQkrVqzAvn37+v9QVtC+FBwcjLCwMOh0OjZbmLPzVSoVdu3a5XaBS8e0lpYW/PGPf0R+fj6OHDnC6TJTUVGBnJwcHDlyBOvXr8eePXtc9lXa16lANZj2RmNmOUtxShWB7vjiiy+gUCgGFLiUWgwZDAbs3r2bHat0Oh3S0tKQnJxsE+uLEhoaiszMTLz00kvYuXMnu1jmEliUSiU0Gg2USiWam5tdjlm0L7mLKULjCRkMBly+fBkPP/wwLl68OKj3IRQKIRQKodPpUFtbi3HjxkEikeDKlStuLcto8FpvERcXh3HjxqGnpwfHjx9nXYm5YigVFBSwyrsdO3bg008/RVFRkcu6GD16NM6fPw+dTsdmp+QKMk6v4SzoL4UQgsrKSshkMoSEhMDPz48z1ttAEAgErFvtZ599hqeffhptbW04deqUjQvZ1atXkZycjH379kGpVMLPz48NYL1hwwY2ELZ1IHm65mhtbR10wFsab4PLmoXWn7PNDWtOnTrllZhzVBiePn061q9fz6l4pP2sqKgI+fn5bApvQgjeeecdqNVq9Pb24uDBg6winDJ58mQkJiayFsSzZ89GTEwMPvnkE7S3t6Onp4dTgSUSiSASiTjbhlartdmU6M/GgjMIIWymwdLSUsyZMwf19fV44403HNaNBQUFbGytL7/8Ev/85z+djlfUIom2zba2NqcbR9aKcWvkcjlEIhFn26NuzLQ+PF2rX758GTdu3GDjxPWX5ORk7N27F/X19Th06BBeeOEFlJSUwGg0sjHOaLB2a+gGuL0VjTXTp093GCcVCgU+//xzzmDMAoEAGRkZrLLVmfsZAHYT0/q4j4+Pg8U8Dw+Pd+i3SpjLB5IQgvfeew9yudxhUKGZINra2tgdIKFQCLVabZPSlBCC1NRUzJ49G48//jj27NmDJ598ks2A5A0SEhLcmiV3dnaisbER9fX1KC4uRmlpqdOFLNcOkkqlwn/+8x+HOurs7GTTltNAdZ7S3d2N1tZW1q3AGipo9vT0oLKyEtevX3epIKABwxiGwciRI7266PUUsVgMkUjkIAyrVCrW3NSalpYWTJo0CfPmzYNWq8WBAwecXpsQguTkZPT29npdaRMTEwOJROI2naHRaERLSwueeOIJ+Pj44KuvvrLJXjBYsrKyAMCpIE0nTJlMhscffxxSqRSHDh1CUVER54IOMC8khwwZghUrVqC7uxtvvfWWS2WIVCpl4xwEBAQMeoeSK4CeUCh0askgEAjYeAXeyHQBfN+Xent7kZ+f7zJOB1fMH8CszPL393d4lsLCQvT09LBuKO6IiIjA+fPn0dTUBIVCgeDgYE4lUX+h48i8efPQ0tKCt99+2+X5fn5+uH79uluTbOo6ePr0aTY1qTOh8/jx4+jo6MCVK1dw8eJFl/1Uq9Wy6ckDAgIGrCim0IDw9giFQojFYqf9w57Bmtfr9XrcuHEDL774IjsfFRYW4vLly2hsbMQ777zj8Jvw8HCMGTMGmzdvRmNjIyZMmICAgADO69PsKDTlrXUMCXtoX7LOQsNFW1sbGhoaUF1djWvXrqGsrMxrC3O9Xo+uri48+eSTEIlE+OSTTxwSHVB6e3uh0+nYVLveQq1WQ6PRoKGhwaXbIGAWNDs6OnD16lWcPn0aFRUVLutCIBBg3bp1bP9vbW11+k4aGxtx8+ZNBAYGug023djYiNtvvx0jR45EU1PToOKx2EPda1988UU2PTbN/ikSidjseYB5nFi1ahWGDh0Kk8nEBsxlGMbGgtLaNd4bynYauNb+XdFxwj5ulTNof/ZW5rHe3l62ruzHLJr4QSqVIjY2FhMmTGBd2yMjI9k2wrVOVSqVKC0txZ49e1jFiL+/P6tw5hLCJRIJp2UoXZvfvHmTzf5IiDl9O1ccuf5CXfV/8YtfoLKyknVTovGoKJcvX2b70rlz51xaBNKkHFS53tjY6FRhQd3I7a8nEomg1Wo5LdJ8fX1t5llP68DZesBTxGIxNBoNWltbsW7dOly/fp3d6A4MDMQbb7yBZ5991uYdymQyREREcMoE1shkMgd5gwaVd7Zms46/6ayuRCIRO2fm5+ez39NQBIONQ8rDw+NIvy1tent72TgY1uknMzMzcenSJZudfLqDZzKZoNVq2QFQLpcjLS3NRkOuUCjYRQp1CXj//fdhMpm85lbi7+/vVrDU6/Worq5mg/tRM1R7GIbhDGwrlUpZodo+xWRNTQ1MJhNCQkI8cpdpa2tDUVERjEYjNm/ejLlz52Lnzp0OwVorKyvR3NzMZuhyJQTRTAEMw7DBAvuDUChkLSwGSlhYGGJiYmzSD9JJRKlUOpgzDxkyBCqVis1O9sknn7i8Pp3EvK3p9/X1ZbOauEIqlWLkyJFISEhAXV0diouLXaZL7C80loKr9kPNrefNmwej0YgvvvjCIe2pNcnJyRCLxVCr1WzWIFfPSQjB7bffjlGjRqGurg7Nzc2orKzEhg0bPBZ8ra9FA05T6C4dFYjslcF0ccnlYjkYKioq0NTUhOrqapc7wREREWw/p1DLn4KCAgeFWn19PbRaLeei2h5CCGbNmoXNmzezGWaio6OxYsUKfPTRRwN/OJitGf38/CCXy3HhwgXObCLWUCsIT1J4x8bG4uOPPwbwfVBNLo4dO4b29nZ0dna6VQYZDAY2fpq7VNCeQJXWKpWKVcgRQjB8+HDcddddHgu9Go0Gfn5+Ax5jamtr8frrr+PKlSts3Z44cQJisRhRUVGcVlXBwcEYPnw4fve734EQgttuu43tH/ZQa56enh7U1NS4fM+0L7kTWrVaLUpLS3Hp0iXU19d7bV4GzPP/iBEjkJiYiOrqatYljwvq7iAWi73mHkWFf4Zh2DnXFVVVVWhsbERNTQ0aGho4s0VZQwhBZGQkq4QJDg6GRqPhjHNGN44SExPdzrM5OTmQSCTQaDS4dOkStm3b5uZJ3UNdcqgVUVlZmU0gYbFYDJlMBqPRyLrw3XvvvUhNTYVCoUBzczNriUktIayD3LpTRPUHg8EAkUiE0aNH23w/b948jBs3DidOnPAo86iPj49Ld0NPoRnQDAYDDhw4gNDQUIwfP94mWD/t72PGjIFGo2Hj6JSWliIxMRECgQA6nQ49PT3w9fV1cJGsqKhgLSQFAgEb+5HOL0qlkh1XBQIBHn74YdaVyJq0tDTIZDIUFxezse4IIRgyZAj6+voGrLShirmWlhZs3LgR586dY8cKnU7HZkWiyhbal2pra9HY2Oj2vtbXLykp4bTKIYSw8e2sXYBppjdnigj7zSehUOhRPUil0kFvqtB4ePZjq0QiQWRkpEO8rICAAOTk5LCbGsD3VuzW2CvjFQoFhgwZglOnTrHBzK2hijHArFxubW3lrKu4uDhER0ezVmOUlJQUdt3Aw8PjXfq9AtbpdJg2bRrGjRvH+qPff//92L59u0MwQqFQiMzMTOj1epuUlWKxGBERETYKEalUCplMBoPBgJqaGnYHh+4WeoPo6Gi3O7UMw6CjowPl5eWQSqVswEyu83bt2oXc3FyEh4cjIiICEydOxM9+9jNs2bLFwZyQBivs7e1Fbm6uzW6vQCBwEOZkMhna29vZTCa7d+9GYmIip3tFZ2cnOwEqFAqXvvC07DQGiCcCL11oCQQChIWFwdfXF52dnW4tTpzh7+/Ppta1vkdAQACb3caamJgYBAUFoaenB4WFhTbB9Ox9iAkhiImJ8erCkBIeHu6Re4tEIkFSUhJkMhl27dqFiooKmwlssNYCcrncpZsITVPp5+eH2NhYFBcX4/jx4y5NaCMiIhAaGor29naHTEnOFrJpaWmYNm0alixZgjvvvBN33XUXcnJy3Jr120MFmry8PLYvjR8/HosWLcJHH32EwsJCTrPgmJgYr8U5oXR1daGtrQ1yuRy+vr5O35VSqURsbCyrUBwyZAhuv/121NXVYdeuXQ7CWEdHB3Q6Hbuotn52ewghmDFjBs6fP8+mQJfL5Zg5c+agno1hGMTExCA4OBh1dXXYu3evjdKEyx/fUyVJbGwsUlNTWZe9trY2SKVSzrZQWVmJ3t5eqNVqBAQEuHyHRqORVYDZpz0eCFQx8fOf/xxBQUFQqVTIy8vDHXfcgbFjxzpdoBNCWMtKqpSlO6MDKUNLSwu2b99uU//Xr1/Hnj178NVXX3Fal8pkMgQGBqKrqwtdXV2skMwFVXB1dnaisrLSaQYbwPO+ZDKZUF9fj/r6eshksgHHNONCLpcjISEBUqkU27dvd0ibbd8P6UaQq+xZ/SEoKAgBAQHo7OzEoUOH3J5PxwmhUAh/f3+PlEfWfSE+Ph4jRozgbM80npAn7Z3G3+vt7cWlS5dYa156v4GMj0qlEiKRCNXV1Q6u4VQZSy1oSkpKwDAMJk2ahMTERLS0tODSpUsoLS1FW1sbzp49a2MNKRQKvWrdSxV4UVFRyMrKglqtxowZMzBv3jw2MDNXTBtqmUIVADTL42DGF+r2f/DgQRiNRhw/fpwVrK3fA40blZiYiLy8POTk5KC7uxtbt25FS0sLWlpa0NHRwWYRs7dYaG9vt4lXeOXKFWi1Wuj1eiQlJWHx4sVQqVRQq9VYuXIl5s2bh/DwcIe1XkpKCkQiESorK20Uv5GRkZxp7j2FZmbq6urC6dOnbdqPSCRyCDhN+xJNDOJK+UHdWwGgpqYGVVVVnJtEdLxubW21cY+jymyj0eiRJbardRadDwQCAZKSkhAeHj4oay2DwYAdO3Y4KDto/DD7DQ61Wo3MzEzOMluze/du5OTkICoqCmFhYRg3bhyWLVuG9evXO82oKpFIYDKZUFtbi9bWVk6ldFxcHMLDw6HX6236WHh4OEQikdct3Xl4eAZgacMwDBYvXgyDwcBGv3/xxReRlpaGjRs32pj/CwQCREZGOpha0oUv16QgEokQERGBIUOGQCgUQiaTQSwWe8WUNjU1lQ1G7AoawDU+Ph7JycloaWlxGEhNJhPeeOMN/Pa3v2UthPLy8jBs2DCMGzcOM2bMsJkkqZKkpaUFCxYswN69e9He3g65XA6VSgWj0WizYxAUFASj0YgTJ06AYRhWcPX19YVMJnPQfLe3t0Oj0SApKQkREREOQSzt0Wq1uHnzptsdQplMBl9fXygUCphMJkyePBl+fn6oqKjgjPXhCXRH095liMZXsS5Tb28vAgMDodfrcf36dezfv9/GasXX15fNfgB8H9PG28I8YF5o0wDazqABrn18fNDd3Y3169c77PT4+/u7jYvjCneKtu7ubnR1dbFxUbZv3466ujrOd20wGGAymVjz7NLSUgdrDme+8ADYLDMqlQoajQaLFy/GqVOn+jVhMwyDy5cvY9WqVWycpQkTJiApKQlPPfUUfHx8nMa0uRV+0x0dHUhKSkJaWhpu3rzJKfA2NTWhq6sLd999N06cOIEJEyZgypQpePnll3HgwAEHpWFvby/0ej38/f2RmpqKc+fOQSgUIiQkBE1NTTYLc0IIcnNz0dPTA51Oh4aGBtTX17MZ7QZKb28vlEolDAYDCgoK8N///tfmuH1fAr53tXNHWFgYkpKSWCVGQUEBIiMjUVVV5TBOGAwGGAwGJCYmIiMjA8XFxU7HIaPRyGaV6urq8so8IJFI8NRTT6G2thZ9fX1YuXIlEhMTUVZWxrkIBsxjU2pqKpqamhAUFITZs2eDYRi3lkrOoFlSrOnu7kZJSQmuX7/O2cdp+mn6f5p1Ry6XOyjQlUolhEIhmpubcfPmTZcKdoFA4HFfolYTSUlJSEpKcgjk31/oeKnX69kx87333rNpMyKRCGq12ibGjcFgQHt7u0dWFJ4QExODyMhItLW14eDBg2zZXD1bV1cXIiMjMWLECDQ2NjoEbrbHWgEaFxfnNLh4X18fO744G+sZhkFvby98fHyg1+tx4cIFHD9+3EaJ6O/vj7a2NrdzvD1RUVHsfE835urq6tgsjDTYsUAgQH5+PoxGI+umV1paigsXLiAqKgqZmZnYtm2bzVpFIpG4DM47EKjyaOXKlTh27BgefvhhVqkUGxvLuv5Y4+vri5iYGLS0tIAQgoULF0KtVnNmTfQUqVSKyMhI7N27F0ajEWVlZZDL5QgMDISfnx9rOUatQ2liCYPBgLKyMnz00UeYNGkSu3FJFQDUnR0wt0m6CUr/PnHiBNu/hw8fjgcffJBVZLz44os4f/48AgMDERUVZVPeyMhI1oXJeo5ztjb3FGo9JBQK4efnh7S0NFy4cAFCoZCNe2m/qdnV1YXw8HAMHToURUVFnNlpge9j5ZhMJty4cQPNzc2c7ZtuNDY0NKCgoMDhGBfUwsy6nzpbx1jPB4QQTJ06FSkpKaxLXH/p6+vDpUuX8Oqrr9qsdWhdWWfbovj6+iI5OdlmrWFvecwwDN566y088cQTCA4OhlarxcSJE5GZmYknnngCf/jDHzgTqSiVSuj1elRWVjqVJTQaDdRqNdra2mw2qahSjY9pw8PjfQaU8rugoADLly/H8uXLodfrceXKFbS0tEAulztYjFD/XvuBwd69qK+vj919feihhzBv3jxW2+stVCoVuru73fpa9vT0oKmpCYmJiZg+fTqKiorQ3NzsUJazZ88iIyMDEydOZE0uz5w5g5aWFpt4PRS9Xo/CwkJMmjQJoaGhaG5uRnp6OkaMGIHTp0/bCPJJSUlQKBRs/Ja+vj6Ul5dj6NChuHHjhoOwUFVVheTkZIwYMQJlZWUoKytzGjyMYRi0t7ejqqrK7YIuJiYGo0ePxtChQ6HVarFixQpWyHaVStMdWq2WUxjW6/U2Asa1a9cwZMgQNDY2Yu/evdiwYYND+RobG22eVa1Wo6mpyeuafrpYcCUAdXR0sGbOBQUFuHbtmk3ZRCIRkpOTB6W0cZe6vKCgAGfOnEFkZCRKS0vxxhtvOOxI0wCHNHihTqdDfX09Ll++bOO2Bph3zmi2LAq15qFQk9olS5bgd7/7Xb+ssEwmEx5++GEcOHAAL7/8MoRCIUpKSvD888/Dz8+P002JBsl1lhZ0MFRWVmLs2LEYN24cysvL0dDQ4LCI/eabb8AwDD7//HM8+uijMBqNeOqpp3DlyhU2hbo1VOBOSEjA6tWrUVRUBH9/f6xcuRKffvqpjWUFIQShoaHs3xcuXMDBgwdx9913cypsPeXatWuQyWRoampCYWGhQ/r36OhoNDc3O4wb7tyjBAIBfH19ERgYyJ738ccfY9myZejq6sLhw4dtzjeZTOju7kZycjJGjhyJQ4cOoampiVNQoO5Rer1+UCb79tf89ttv8d5770EgEKCqqgqfffYZNm/ejF27dnH+xt/fH7/97W9RXFyM1NRUZGVlYdOmTTZuD97A2U4tjc9gPW7cvHkTQ4YMQWlpqY2JPAA2UGddXR1KS0tdjvMCgYDtS+7ql8amS01NxbRp03DhwgV0d3cPeIHe09OD6upqNohnQUEBSkpKbAQXqVSK5ORkG6VNX18f6xLsDYKCgtiMZnRTwNqVmIuamhqkp6djypQp6OrqQlFRkUvLH2uXQV9fX6fxiDo7O1FbW8u5hqCYTCYUFRUhLS0NtbW12LZtG/bs2WNzTkJCAoqKipy6mTlj5MiRUKvV7CZFdHQ03n33XcTGxrLxUaiFCxWaqWKfppy+evUqysvLcejQIQdLHW9aaAFml9Ynn3wSZ8+exS9/+UvodDo88cQT6OjowMMPP8wZqDYlJQWPPfYYSktLIRAIcPvtt6Ojo8Ot4s0Vfn5+GD9+PD744APWUkUqlSIlJQXjx4/Hzp072XMNBgOMRiMbG+jcuXOoqKjA8ePH0dzcjJKSEs57dHV1sem5af2fP3+enROqq6vR1taGzz//HCaTCZcvX8aTTz6J1atXs1lDKdbpvu3nlO7u7gGvn1JTUxEXF4egoCA8++yzKCgowKpVq1jlFZcisba2FhkZGRg3bhyKiopQW1vLeX+hUIjw8HA2CLi7RARdXV0OAc2djbGEEPj7+0On07FhAJy5+KhUKnY+EAgEmDNnDvz8/FBYWDig9nPjxg0sXbrUwXKTYRg0NDTghRdecPiNj48PYmNjERQUhOLiYtZl0b7ezp49y1pFCwQClJeX49lnn4VKpeJM2EEtn9vb21FcXOw2QLfJZHJYM9A1JQ8Pj3cZkNLmtddeQ3l5OebPn4/S0lK89NJLMBgM8PPzszFjZhiGdQmyX/SbTCYcOXKEHXC7u7tRUVGB+vp6PPnkkyCEYM+ePSgvL/dKCkuRSITg4GCcPHnSrcDc2NiIc+fOoa2tDQsXLkR5eTm2b9/Omc3i0UcfxcMPP4yGhgZs2rTJpWl1T08Pnn76aZw6dQq/+MUvUF1djfT0dAQFBeH999+3OVcmk7ETOuWZZ57BG2+8wU5Y1mzbtg2RkZFISkrCokWL0Nraiq1bt3KWw2g04saNG6iurnY7MYeGhmLUqFGYPXs2jEYjIiIicPXqVY8D/HHR19eHlpYWzngWNTU1uHDhAvv3rl27IBQKcfnyZRw/ftxhAWod4BowTzjBwcHYvXu3V7JBUIRCIQICAlBVVcW5c0epra3F3r17IRAIsGnTJoe2azKZBl2u8vJyl65OV69exfHjx5Geno7t27dzLkTp352dnbh27Rp0Oh0uX77sIGADYM20ramsrERYWJiNkpa6uA3EyunmzZtYs2YNHn74YTQ1NeHzzz/HwYMHERcXx7Y1+6xiGo0GW7dudaqcHCjbt29HbGwsRo4cCcD8Tu37W0dHB86dO4dXX30VixcvxiuvvILNmzdDKpVCoVBwKhiKioowbtw4LFiwAPX19UhPT0dKSgr27t3r4A5jLQjTdMJJSUmYNWsWtm3bNqCF4e7duyESiVBYWIjTp087HG9vb7dRtlF3Di5LQ3vsla1btmzBH/7wBxw4cMDBxJxhGBw/fhwqlQojR47Evffei507dzooHgCzcHPjxg02JpA3du96e3tx77334v3330drays2btyI06dPIykpyalAKZPJWOW1SqViYzIMxD1qoFRWVmLHjh3s37/97W/x6quvwmQy4cqVKzZ1Exoaip6eHly9etVtymMaBHPbtm1u3Y3Ky8vZ2AqLFi1CcXExtmzZMuCgk9R95cCBA5g0aRI2bdrkINAZDAYHa62mpiaUl5cPOE20PTKZjE2nTsfW5uZmVjDkYt++fYiJicGYMWOwaNEiVFdXY+PGjU7vER0dDYlEApVKxVpCcdHe3o7y8nKXLm1GoxE7duyARCLB4cOHUVBQ4DCfOnNrcMfVq1fxxRdfYN68eZgwYQKys7Mxe/ZsjBkzBgcPHmStIBiGQXd3N4qLi5Geno7a2lqcO3eOVWRyZYgMDAzEiBEjvLqhQt1HXnrpJSxZsgTr1q3DkSNHMHv2bKjVagiFQof7BQQEYNy4cazrEo0JNBglIA1ybj0fFRYWYsyYMfjzn/9so7Shlso00Pu6devQ09ODP/3pT9BqtazFD8MwUCgUbF02NzezVjS9vb3461//ilOnTrFj74EDB1BRUYE//vGP7L+dnZ2crqqtra2scG0/V506dcrlGsMVFRUV2L17NwwGA1asWIG4uDhs3LgRWVlZuHr1Kmciif379yM6OhqjRo3Cfffdx44z9giFQkRERKCurg7nz593Wka6SWJvOQqAVahxySTPPvsstm3bhvz8fKxcuRJXr1516j5E5wNCCMLCwnDt2jWXa0NX6HS6fidc6ezsRHNzM/7zn/8gPT0dDz30EMRiMaec8pvf/AYPPPAAenp68Nlnn2Hfvn2Ij4/nvC4hBOHh4cjPz8d3333ndIzt6Ohgs+vZ968rV654LYEMDw/P9wxIaaPX67F161bs2rULBoPBRjClgbDooPnll19CIBA4LG71ej3OnDljM1kcPHgQs2fPxvTp0/H+++9j7dq1Drv+g0EkEqGgoMCtW49er2fTjdMYK852mg8cOIATJ06wJsMGgwGEEERFRTksyoxGI4qKitDY2IjFixeDEIKamhrs3r3bYdFbVlbmMMmeOnUKXV1dnIu94uJi7NmzB8XFxejq6nK5iO7u7sbjjz+Ompoat0Fj6+vr0d7ejvDwcADmBeVvfvMb1pd9IHz77bcoLy93aBMmkwmdnZ02SrV33nkH27ZtQ1tbG6e1E1fWDpFIhAsXLjhNBTlQhEIhbt686bJN0sXjhg0bcP36dQeLE4PB4FaIcoVMJsPp06ddugXU1dVh06ZNOHbsGG7evMmpXKN1ZjAY8Otf/xpyuRytra2cCk36DFKplFXgTJs2DQsXLsTMmTORkpICpVIJtVo9YPNgwLEvUT7++GM88sgjNgtqQghEIhHOnTvndaXNtWvXcPDgQYSFhXEGeaVUVVXhT3/6E1555RV0d3dDr9dDo9EgLy8Pw4cPx29+8xub848fP46EhASsXbsWa9euhUAgwKOPPupg8WIymfDyyy+z7ZdhGJSXl+M///kPRo4cie3btw+ojt955x1s376d7Uv2OMuA487ShmEYnD592uaaNG4DwB0X4Pjx42x8n/r6eqfPQ/3l16xZg5aWFq+ZXGu1Wjz00EMwGo02Qgs1q7fvM1qtFhcvXsT06dMBAEePHsX58+f7HXR7oDAMg4qKCnz99dfsd9999x06Ozs5U6EXFxfj7bffRnl5udMsTNZ42peoK8pXX30FqVQ66A0Vo9GIc+fO4fr163j//fc5szVqtVoHy4OvvvoKBw4ccJsW3FNu3ryJ6upq+Pr6su/+d7/7Hbq6upxaPdy4cQOHDh1ihV93iiu9Xo9XX30VMTEx6Ovr4ww2DZiF6aNHj7oce3Q6HV5//XV89dVXqKmp4Rx3r1+/PqCNlXPnzqGwsJB1/4qLi8OkSZMgFovxwQcf2Lib6HQ6vPTSSxg7dix27tzJuks5gwZ8due+3V90Oh1efvllvPnmm+xYDJhjta1fvx633367zfltbW24du0aJkyYAMA8Z37wwQc4evTogMtAY7hYc+DAAURFReG2226z+f7jjz9GcXEx5HI5zp8/zwq49uOJVqvF2bNn2br69NNPWeWcTqfD3r17bTZVTCYTSkpK8POf/xxGo9Fm/UFdf+hYvmPHDmi1WgeFr8lkQn5+/oDHNhrY+Nq1axg2bBhraSQSibBv3z5Oa8YbN27gyJEjaG5udrmpqtfrcfHiRfzud7/D/v37nZbRZDJhy5YtMJlMDufYb/RRGIZBeHg4lixZghkzZiAnJwdz5szhvL5Op8PFixcxbdo0EELQ0tKCnTt34tNPP3VVNV6FurJv3LgRTz31FB555BE89dRTNop9ysGDB3Hy5EnWbZASFRXl4B1hMBjwxRdf4ODBg7hx44bTZAF0051m8qIwDIPi4mKvua7y8PB8z4CUNoB50OLafaWBvuguQWNjIzZu3GhjIdHb24sLFy7gypUrNhM8VZZQM9+B7hRxQYMolpSUuN1BoKkE33vvPYhEIrS3tzs1MTYYDJwTh7MsMTqdDq+++iruueceBAQE4OTJk5zZkOwFOfpbLq02YLYG2Lp1K+vK4mrCpRO7J2mxb968if379yMwMBCAWSlx7ty5QQWApLuI1pMBwzD47rvvoNPpbMre0dHBPjPXYpDL7a6+vt6tqXp/YRgGTU1NKCsrc7kDqtfrWSsiZwLNYFw8/Pz8EBYW5jLYNMMwaGtrQ3d3t0cmquXl5R4F56PPRuOMfP755zh58iTi4uKQnp6O+fPn4+jRowPus/Z9iQa/TkxM5AxEWldXh6tXr3o9tWRtbS02bdoEiUSCvr4+l7t5fX19Du+ZuhTYU1ZWhmPHjmHMmDGIjo5GWVkZDhw4wKm8XL9+vY0A3dvbi5KSkkEF4+3s7GQFOU/6EnWJc9deGYZh3VqsaWxsdBqX4/z586isrIRIJEJra6vThSGt4/Pnz3ttLqA4uyeXpVh7eztef/111NbWgmEY7Ny5E2fOnPnB/PapO7F1W6MZZriUamVlZaiurmYDmrrCaDSirq4ORUVFbvsSVTq/++67EIlEaGtrG7QZvFarRXNzM9rb253e374NNjY2oqWlxWt9v6SkBAcPHrSxgty/fz+n6T+loaEBu3fvxtGjR1lXU2eYTCb89a9/xX333Qd/f398+OGHbKY1e4xGIzo7O91uWHV0dLDxoLj62EDnGRoz5ZtvvoFCocDjjz+O4OBg1gLIut/Q886fP4+Ghga3c25XVxeuX7/ucg4dKFxjsVgsRmJiosO5169fx5tvvsnG4jh27BhOnTo1qI2e7u5unD9/3ua7pqYm1NbWOrTT8+fPs65Z7e3tTt9VW1sb1qxZwx4vLCx0yEpqD42fyIX12NbU1ITdu3ez7laAeZyhWQUHqrQxGo2sld+f/vQnrF69GmPHjkVnZyebKcoe2peOHDkCnU7n1BrZYDCgpKSEVSa42kw4cuQIO25SGIbB9u3bcf36dc7fVFRUYNSoUSCEoLi42CYeoTWdnZ149dVXUVNTA0IILl68yLq2/VB0dnaisLAQ169fx0MPPYT29nZUVlZyjkMGg8GmbVPXdq6MjEajkd1YtQ4ibk9bWxuOHj3qEPfu8uXLaGhoQE1NjTcek4eHx4oBK224qKysdMggZTAYUFdXZ/OdVqtFcXExG2DSGqPRiKamJnz77bdeFcYYhsHmzZs5rR+40Ol0qKioACEEJpOp34tzVzuQX3/9Nfr6+qBUKlFUVMQZzNLZ78+cOcNpdqjT6VBXV8dOyq7KSycyTxZ1VFik2vuqqiq0t7cPKo4I1+KKmvjbKw64sie4gmEYbNq0CRUVFV5tPyaTCfv27cOlS5c8Uvp5w6WPi56eHrS2trp9NppdxRM8FbqoJdT+/fuh1WrR0dGBtrY2lJaWorCwEJWVlbh69apXFa2tra04cuSIQ5/V6/XYtGkTKisrvR67SKfTsQuO/maD6OnpQWlpKWc2GZrh5d1330VoaCiqqqpQV1fHWX57M329Xo+mpqZBBcq0DmTrCbTNe9KOuru7HQS2EydOOBXO2tvb0d3dzZr9uxuvmpqavB67yB6dTocbN25w3oda2tDMN/n5+V6z8vAUk8nk8P7Onz/PmTa6ra2N0z2FC61Wi02bNnkU4wwwv+ve3t4Bz41c9DdbDW2T3moTnZ2dOHPmjE0AVHdurHq9Hg0NDWw7cGeN9t///hdZWVmor6/Hrl27nAZbBczrJncKkP7Ojf2BxqfZs2cP/Pz8MGLECKfxvVpaWtzGFqG0t7fj7NmziIiIuCXltoa6/h45csThGHVvpRQUFAx6jKHzozU0uPiJEycc7t/Z2cluljjDYDDYZD8aqFVpU1MTRCKRzfPR+E32rqtXr171KI29K2jcxG+//ZZdb9bX1zsNOk/7Et3wdfYeaBwfd/UGgN0MsbcicpUGfv369SCEwMfHB++//77T8VOv1+PSpUus61pJSQlqamq8EnPNU2jA6r/85S/44x//iLfeegvFxcUetWH6fvr6+jg3a6hSzNXzGI1GtLa2OmxylJWVob293anikIeHZxBQocSTDwDG1eexxx5jhgwZ4vIcAIxAIGAUCgUjFAqdHl+5ciUjlUrdXqs/n5ycHMbX15chhHj1uvYfQgjz+eefMxqNxunx4OBgJiwsjFGpVP269uTJk5nk5ORbWn77j1wuZ8LCwpjQ0FDGz8/vltWfn58fo1QqB133I0aMYORyudfLmZGRwYSEhDACgeAHrX/7z9SpU5nY2Ngf5d5isZhZvny5Q98Vi8VMcHDwoN8f1/3Gjx/PyGQym++FQiEzYsQIRiKR/Kjvwv4jFAqZiIgIZtiwYU6fR61WD6gvEUIYkUj0gz0LIYRZunSpQ917+pk4cSITHh7+o78TTz8ajYZZt26d0+NisZgJCwtjwsLCvD43DfQzfvx4JjU1lfPdedq2fqp96Yf+iESiAbd1Tz/Lly9nsrOzGbVa/aM/rycfqVTKJCYmMsuXL2dGjx7NyOXyQV2PEMIoFApmxIgRt7zsw4YNY5566ilm3LhxnOWQSqVsf5bJZLdsXRMTE8NMnz79R32PCxYsYBYtWuTRuUql0qvzjJ+fH7NkyRJm4sSJTtfE/W1Dg3lX/v7+Tvu5QCBgli1bxtx3331u13nW84EreeZWf0QiEfPmm28yAQEB/fqdWCxmNmzYwERFRXHWw0DL4+Pjw4jF4lsuZ/Ef/vP/+ecslx6G9GeXzNIJnSIUCr2280azFHgTrtgKtwqayveH1LzzmLlV7/mHbD8/ZbhifvwY8O/j1vNTedc/FP/XnpfC96UfBhoX7FZbjXkbb67tgB+mvRFCIBAI/k/2Z3uoC8yP1e6EQqFLC5qfEmq1GgKBwKuJLG41NDhzf9u6RqNBS0uL162VeXh4Bs05hmFG2H/pVaUNDw8PDw8PDw8PDw8PDw8PD0+/4VTa9DemTRMAxwi5PDw8PDw8PDw8PDw8PDw8PDwDJYbry35Z2vDw8PDw8PDw8PDw8PDw8PDw/DAI3J/Cw8PDw8PDw8PDw8PDw8PDw/NDwytteHh4eHh4eHh4eHh4eHh4eH6C8EobHh4eHh4eHh4eHh4eHh4enp8gvNKGh4eHh4eHh4eHh4eHh4eH5ycIr7Th4eHh4eHh4eHh4eHh4eHh+QnCK214eHh4eHh4eHh4eHh4eHh4foLwShseHh4eHh4eHh4eHh4eHh6enyC80oaHh4eHh4eHh4eHh4eHh4fnJwivtOHh4eHh4eHh4eHh4eHh4eH5CfL/AIPoAKvnu4g8AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -164,7 +164,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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u6PbIYHXVVwMwEasg5MqpKDCxCmJSQ0o/rAtE6iXQBatGhjv8YF2ADRCriPJTbo7dAuBHxCreGQhg8wSKqraVy748HwL4CSEkiRDiC2t9/9u2Q18Dq0fB1TaPiMdhrUNKF4BE4lqUdBohZKltUaiz3aOF79gxnITVK+DnhBApIWQJgHWw6iCZYa2DZwghfrbFzk/xdTvtAhBLbEK7tuP/A+BXtl37LFgXhpRdANIJIbcSQiTEKgCbha9DLI7DumgsgvV9qYDVUDEbXws7fxO8CuBRW8gHFTzlS2/tCX4AhgBoCCEZsGprUHYCyCaErLd5jvwQnhtktwC4mhCyzNY+fgbru0sNSw5tn1iFnXNsxr8hWI1vfO3B5fP3sFwTpRTAMLGKziqJ1dtvOiFklge/PQGrUfCHtrKux9chLSCErCVWEVkCqwHDDNfvgCd9BQDm1fQGgOcJIeG2a8UQQlZ58vsxuO0bJ3APfrDWhRqAhBDyJAB/N9c9DKuRgr5Hh2z//squ//akb3wHwN8BGGnYECFERgj5DiEkgLOG7g25KPO4cByntpXtX7Aa9y7ZPu+ANYzsz4QQf2IVTk4hhLgKbXWHD6zjhtpW/rtg9bSB7d/uxhgBAQEBgSsIwWgjICAwVbwNIAd2u5I2boHVs6UdVoHFpziO+9L23buw6mQ0wjpR/aayV7wDa3hBG6yCuyUe/OZdWMWOO2EVafzh2ANsYV8/hHWh2Q/rruz2KSmxVRPjJCFEYzvnjzirLgZgDQ162+byfpOL378AqxZID6z3+4Wba70Ba/2Xwyq6uQvWhdJYI5UTNvf8ZwAcs5VnDoB/wlp/RwA0wGpc+YHt+EEAD8KqbdQGq+eNfTaprbb/9hJC+PQi5LBq7vTA+mzCYdXMGa+cBlgX6attv30ZwB0cx1XZDvmBrSz1AL6C1QD5T9t3BwBUAOgkhFBvq4dgDUnohLWd/MvuWr2wenz8DFZD4c8BrOU4rsf2/QismhYVtnIB1oV6k03D4huB47hPYfVK+sgWFnIR1vrwhodhbe/DsLYf9u7a7nMDrM+pF0AarLo9npSxGtYQy7/B+pzWwaoFROvpOQCP29raw7Aagz6GdQF9CdZF+9g+yJPnP6XYDARrYQ3VabBd801YPf3G+60BwHpYRWf7YNX5+Y/dIWmwioVrYG03L3Mcd9DF6X6F8fsKezbDGrZUYmsjX8KFZs049zBe3+jpPeyBte+qgbUP18F9qN1hWI0y1GjzFayGentj6AsYv298F1YDx3tjPr8dQKOtbh6AVb/LFTTbmP2fvdHuA1i9Pz8Y87s7YDV6VcJadx/DqlszITiOq4RVm+sErMa7HDi+h+7GGAEBAQGBKwjCTUi7TkBAQIAfQkg8rOESkRy/EOh/DYSQQ7BmJHnz2y7Lt4FtV/xVjuPcCdQKCAgI/E9CrGnOu2HNDnX52y6PgICAgMD/bQRPGwEBgUljC2X5KayhJv/VBpv/i9jCN9bYQnliYA0X+PTbLpeAgIDAt8T3AJwSDDYCAgICAlcCU5F+VUBA4P8whBAfWF2vm2BN9y3w3wcB8GtYQ1xGYdUkefJbLZGAgIDAtwAhpBHWPvG6b7ck//+xCT/v5vlKCevYIHw+NZ/DG4FvAQGB/7sI4VECAgICAgICAgICAgICAgICVyBCeJSAgICAgICAgICAgICAgIDAFciEwqMIIYJbjoCAgICAgICAgICAgICAgMDU0sNxXNjYDyflaUMI8fq3YrEYYrF4Mpf/P49IJBLqUOAbRyQSQST6v+uUN5G+airrypv+VegP/m/z3zSuisVit238m+h3CCH/k30ZIWRS8zEBAW8Q2pyAgIDAN0IT34dez16io6Mxbdo0r34bEBCAdevWYe3atZBIvnb2kUgkUKlU3hbJYwIDAxEQEDDucVfyBC84OBjz5s3Dhg0bEB0d/a2WkxACX19fREVFeVSOqZyM03PZ/43F19fX67Y61dC68vX19WjCExERgezsbI/OPWfOHPj5+fF+FxwcDKlUOqGyAkBcXByWL1+OefPmISgoyOE7Hx8fj84pk8mQlZU14Wt7At/z96Re77nnHkRHR497XFhYGOurxjtvbGwsli1bhpkzZzp9l5ycjODg4HGvZ09ubq5H/RTF398fN9xwAxITE6FQKCZ0LVdM9j319/fnbZMZGRkIC3PaROC9/lT3bWKxGAsWLJjS80okEoex7NtAqVSytqpUKh2+I4QgNDTUo/PQcW+8fnUyJCYm4pprrkFcXBzv9yEhIVi0aBFmzZo1ZdckhCA7OxvLli2Dj4/PlJ2XntvTft2+fsfD0+Pi4+ORlJTk8fkm0le6QqFQICMjw+vfj1dXE21/k70fb+B7T67UOeNUExUVNaF5lbdj9bfJRJ7nt7Ve+G+sVwEBAe/wepaZnZ2N1NRUVFVVTeh3CoUCKSkpuOOOO2CxWLBv3z6YTCYAVmNKQkICKisrMTrKK7Y+JSQmJsJisaC8vNzlMTKZDElJSQgNDcXJkydZGb1BIpFALpezBe7AwIDX56LnS05OxqZNmxATE4PExER8+OGH6OjogMFgGPe3/v7+6Ovr4/2eEMIWilqtFkajEeOJVUskEsTGxiItLQ179+6FXq93eWx0dDTCw8NhMplw8eLFce7UPf7+/khNTXUw9HEch4sXL2JoaIiVOyIiAqtWrUJNTc249zIRRCIR/P39AQDDw8Mwm83j/kYsFiMmJgYcx6G+vn7cdpWQkIC8vDxUVFSMe+7169ejs7MTw8PDTt9Nnz4dFy5cQH9//7jnsS/rddddh6KiIrS0tMBgMKC0tBSAtZ0UFRWhvr4eTU28BmGGj48P1q1bh6qqKlgsFo+v70n5Zs2a5bBYNhqNUKvVqK+vd/vb9evXo6ysDO3t7S6PUalUyMzMxB133AGz2Yxdu3bBaDS6LMu6deswb948nD59GmVlZQ5tbfHixTh//rzL946PG2+8ER9++CEGBwfHPVahUGDlypW4/fbbIRKJcPjwYXR0dHh8rbEQQuDv74+cnByUl5dDo9F49ewUCgVEIhEMBoNDv1BcXIyysjKo1Wre34lEIshkMqhUKlgsFgwODk7ZuyuVSrFx40acOnWKt69SKpWQy+UwGo3Q6/XjvqMSiQTp6emwWCyora2d1FgxlvDwcPT397tsdxSZTIa4uDg2rh47dsxhDJVIJMjPz8f+/fvHrceEhARERkY6vFccx6G8vJy3b5koYrEYt99+O2bOnIn+/n60tLQ4lWnRokVYuXIlampqcPLkyUlfE7AaYBcuXIj09HRcuHABIyMjU3JewFq/tF+vq6tzORaIxWL4+PhAIpHAYDBAo9HwHkcIgUqlQnZ2NqRSKc6ePQutVuvy+rNnz4ZSqXTZ70kkEgQGBjoYWTiOQ0tLC5qbmydwp18TGBiItWvXorq6ekLvJiEESqUS/v7+0Gq1Ln/r6+vL2qCnddXd3Y329vZx50HukEqlzKg33rielZUFf39/h8U6x3E4ceKE12OdXC6HTCYDIQQGgwE6nc6j3wUGBsJisWBoaMir61Jo329/fb57ycrKQnp6usdrgKysLIdnynEcurq6UF9fP6XzAkLIhNqjSCTivb5YLEZgYCAAYHBw0G2/rlKpEB0dDR8fH1RXV3v8zPigBmCxWAyTyYTR0VHeNkgIgUKhQE5ODmQyGftco9Gw90BAQOB/C6+MNiKRCFlZWZg7dy5eeeWVCf02MjISxcXFWL16NUwmk8PEMDQ0FAUFBWhtbf3GjDZSqRQzZsyA0Wh0a7RRqVQoLi5GZmYmzp8/73LC4Ak+Pj6IiopCcHAwLBYLTp065dEC313ZMjMzsWHDBvj4+CA7OxtdXV04evQo2tra3NadSqVCeno6bxkIIZDL5cjIyIBIJEJDQwN6e3vHnQDJZDIUFBRg0aJFOHLkiFujTU5ODmbOnImRkZFJG23i4uJw9dVXIzw8nH3GcRwGBgZQXV3NBtmwsDAsX74cr732mtuyTQQ6UczKyoLFYkFlZaVHkyWpVIqZM2dCo9GgpaVl3AVeYmIi5s2bhzfeeGPcc69evRofffQRGhsbnb4rKipCc3PzhIw2ERERuPXWWzF9+nScOXMGFRUVzGgjkUiwZs0a7Ny5c1yjja+vL9asWYMXX3xxUpOZsahUKmzYsMFhwjI6OoqzZ8+Oa7TJzc2Fr6/7bJvx8fGsrzIajZBIJC4XzxEREbj55psxc+ZMaLVaiEQih/drwYIFGBgYwJkzZzy+v+uuuw5HjhzBpUuX3E5CZTIZ4uPjsWnTJqxcuRJVVVUoLy+flNFGKpUiLS0NGzduRHd3N5qamrx6d8xmM1QqFUJDQ9HW1sY+z83NRWtrq8vfBQUFIS4uDvHx8dDr9Thz5gx6e3unZHIvkUhw7bXXYvPmzU7fEUIQHR2NsLAwDAwMoKOjY1yjmVwux9KlS9HR0YHm5uYpM9qIRCKkp6ejvLx8XKNNSEgIlixZgjVr1sBoNDp52kilUsyfPx8HDx4cd+yZMWMG5s2b5+CtxXEc2traJm20EYlEiIqKwt13342oqChs2bKFd5G1bt06rFq1Cjt37pzU9ezJysrC4sWLERMTM2WeaBSFQsH69cbGRpd1HBMTg5SUFKhUKvT09ODs2bO846tUKkVUVBSuv/56qFQq1NfXuzXazJo1CwEBAXjnnXd4+wqVSoVp06Zh48aNDp/v2rXLa6NNQEAArrrqKvztb3+bUN8gEokQFBQEpVLp0iOAztOol15PTw/OnDnDW1cSiQSRkZG4/vrrUVpaiv7+fq+NNiKRCAEBAUhNTQUAVFdXY3Bw0GW/s3z5ciQkJDgZOE+fPu31XCM4OBjh4eGQSCTo6elBc3PzuEYIkUiEmJgY6PX6SRttlEol0tLS2PU7OjqcDJwikQiZmZlYuHChx2uA4uJiJCUlsc1LjuNQVlaG5ubmSRnZ7FEoFIiIiEB7e/u4fSZgvQ8fHx/odDqH46VSKcLCwlBYWAhCCKqqqtDc3Oxybh0dHY2FCxciJCQEnZ2dk5rnKJVKpKSkQKFQYHh4GC0tLbzPVCwWIyQkBNddd52DN2t7e/u4G1ICAgL/nXhltJHJZPDz82NeBh5fTCJBUVERHnjgAcjlcqfYex8fH8TGxsLPzw9dXV3eFG1c/Pz8UFxcjMHBQbz33nu8xxBCEBgYiKuvvhppaWl4+umnJ2W0iYmJwcKFC5GUlMR2Y/v6+rxegAQEBCAyMpJ5xMTFxWHz5s2IjIzE9u3b3XplBAUFYdmyZbxGBrFYjPDwcFxzzTVst/7MmTPjPgtfX1/ceOONWLlyJZ566imXixyJRIJZs2Zh1apVaGxsdLnD4Sn5+flYtmwZYmNj2WdmsxlHjx5FXV0dWzxJJBIEBAQgICAA3d3dXl/PHplMhpSUFFxzzTWwWCwYHh5GbW3tuBM1lUqFG2+8EefOncORI0fGNU6GhYUhPT3dozJFRES4DFeaPn06vvjiC4/OA1gnM2vXrkVycjJ8fHwgk8kcFjo+Pj7IyMhASUmJR+cKCAhAYGAgurq6psRjQiQSITo6GitXrnRYoI6MjMDf3x8ffvjhpM4vlUpRXFyMTZs2QS6Xu3V7lsvluPrqq5GamgofHx+XIXpyudzj69M68yTkJiQkBOvWrcOKFSsglUqhUCgmHaqjVCqxfPlyXHXVVdi5cye6urq8WoQMDg4iNDQUaWlpDkabjo4OtwaAgoICbNy4EQsXLsTw8DB+97vfYceOHVNi9KOGA77nJBKJMHfuXGRmZqKpqQlfffXVuEYbHx8frF+/Hu++++6UuqXL5XLMmDED9fX1bhdiYrEYGRkZ+MlPfsLa6thyUE8bT8qXk5ODq666yuG9slgsePvtt9HU1DSp91ehUGDdunWIjY11q72Tn5/vUfjcRJg/fz6ys7Mn7enKh5+fH2644QacO3cO+/fvd7kIveGGG3DdddchLCwMp0+fxhNPPMFr9FapVA7P4eWXX3ZphKUbCNQIwvd8goKCUFRUhNWrV7PPqFfQ3r17vdpEop4IgYGB6O7u9rhdSCQSxMXFoaenx+UxISEh+MUvfsHmTOfOncNjjz3GuyGhVCpZXVksFpSUlHjknciHSqVi4zohBJ9//jnKyspc9jsLFy5EVlaWw7hrsVjw+OOPe220yc7ORl5eHhQKBaqrqzEwMDDu/chkMqSmpmJkZAS1tbVeXRewtqWkpCRcffXVkMvlqKqqQmlpqZM3DV0D0DHKE0P1/PnzkZeXx+rKYrHA398fn3766ZQYbSQSCRITE3HzzTfj1VdfRXd397jzS7rh0dra6lDHISEhWLZsGZ588kkQQrBt2zb8/e9/521/gLW/WrlyJVQqFQ4cODCp9Ut8fDyWL1+OkJAQtLa24tixYzh37pzTcQqFAomJibjqqqsc1mJ0M3Dv3r1el0FAQODKxKuZfUxMDNsJmAgZGRmYO3cuUlJSQAhx6FAlEgni4+OxZMkSvPPOO94UyyN8fX0ddub58PHxQVpaGtasWQNCCMLCwjA0NOSR5X4sIpEIxcXFePrpp+Hn5weO46DX6/HSSy+5nbS4IykpCZmZmQCsRgqDwYC0tDQ8+OCD0Gg0Lo02YrEYiYmJ+P73v4/y8nLs3LnT4RkEBQVhw4YN+NnPfgZCCK6//no8/vjj2Lp1q9vySKVSVh53xMTEYMGCBZg3bx7EYjGCg4O9rgMA+O53v4uZM2c66BNwHIebbroJ+/btYxMti8UCg8GA6OjoKTPaREVF4c9//jMWLVoEwFp3//jHP3D69Gm3v5NIJMjMzMTx48fdTihEIhGkUikkEolHE2qVSuVW2DMjI2NczxIKbfOPP/4402HhOM6hvKtWrWKuw+NhsVgwOjqK6Oho9PT0TIkngkwmw8aNG5Genu4wYTaZTPD19XVrEFSpVOO60Ofm5mL27NlITEx06qvskUgkKC4uxuOPP+52kanT6SZ031RYlC7AXS2I6OLu5z//OXOpBzApY6hIJEJYWBh+9KMfISIiAnfddRfa29tx4cKFCS/YTSYTgoKCkJ2djX379rHP09LSXPZTMpkMGRkZmDVrFmJjY8FxHFauXIm9e/dOmaeWq/dEoVDgz3/+MwIDA6HRaPDb3/4WLS0tLg1M1Dtxzpw52L1795SJABNCkJaWhnvuuQfHjx93u2uakpKCBQsWMH0JvmckkUgwffr0cY02MpkMCQkJvDpa4eHhUCgUXnvBSqVSxMfH46mnnnJbT4QQiMVitLW1oaWlxatr8ZGRkQF/f39cuHBhyg03MpkM06ZNw7Fjx1y+IwqFAgsWLEB6ejoCAgKg0Wgwbdo0XqNNREQE7r33XuTl5bF/NzU18bZ/2ke407JITk7Gvffei+TkZIfPY2Ji4Ovr65WRg/brMTExUKvVHvcNSqUSK1euxMsvv+zyN8nJyUhJSUFcXBwIIdDpdJg2bZrTolksFiM6Ohr33HMP8vLyEBAQgA8//BCdnZ1eGRezsrJw22234f777wcArFmzBrfeeisuX77sNF7I5XJkZmby6roEBwdDq9VOeKwTiUS4//77sWrVKojFYnR2diItLQ2///3v3fbpCQkJuO6669DU1ORRCKQrxGIx/vznP2PhwoWQSqXo6urCtm3b8IMf/MDhuJiYGLZJ5InRxlVd+fn5ITQ01Ku6soeGqq9duxY33HAD/vOf/6Cvr29cY1BgYCBuuOEGPPvss+wzqv9VWFiI2NhYiEQirFq1Clu2bOE12sjlclx//fW4+uqrodFosGnTpgl51I7l2WefxeLFi+Hn54fBwUEcP34c1157rdNxMTExWL9+PfLz8x0+j4iIQE9Pz4TDxAQEBK58vFLNmj59OpKSkiYkuhUdHY3vfe97+M53vgPAamw4efIkW5D6+fkhJiYGUVFRDsaRb0JQS6fTue3MQ0JCHCa44eHhXom4UpRKJQIDAyGRSCCVSnHvvfciIiLCa9EymUwGpVKJ0dFR7NmzB7/5zW9QWVmJwMBAJ7HYsb/z8/ODj48PkpOTneqW7pzRgTg1NRXx8fEuxW0pdMI4MjLidpDIzc1FcHAwCCGQyWQeC2O6umZ4eDhkMhksFgvMZjP7i4+Pd1gU9PX1oby8HKtXr54yoTiJRILo6GgmQLp+/XrMnz/fI+8zkUiE5uZmt8aYpUuXYuXKlQgPDx934SKRSPCjH/0IPT09Lhe1oaGhLE56PHx9ffH0008jKioKYrEYHMeho6MDFy5cYMd897vfZbof9vCdf3R0FCdOnMCaNWvGNZh6Cg3RFIlE4DiOPXuO49wKXIrFYvzoRz/C5s2b3cbiP/jgg1i3bh0Aq56CfV9lj4+PD1566SXExMRAIpEw49bYCfa5c+egVqs9NnTb94vuQjnmzZuHBx980MFgdP78efT29o57DbFYzPsOUhdzapTLzMxEUFCQ1+9OQkIC5s+f7/CZOxHr2NhYxMTEQCqVQq1WQ6FQIDc3d8qEfi0WC1pbW3kXQYQQhISEQCqVIigoCLNmzUJRUZHLslIjfG1tLWbNmjWl7TslJQURERGQy+Uu23NERAS+853v4MEHH2TlOXnypNMuv0gkQnh4+LjjqUqlcrgH+l5ZLBbI5fJJPYOkpCQ8+uijLJyV4zj2Z49YLMbg4CD++te/ehQW6il+fn7YtWsXHn/88W/E20YkEqGlpcVlv56amoqwsDAMDw9jdHQU/v7+SEhI4D1WqVQ6bISEhIS47AdovyeXy3mFy6n2Be0j7J+pRCLxOlRMo9Hg1KlTWLNmzYTaRUBAAH7wgx+49DaWy+VYvnw5RkZGWGiSv78/EhMTnY5VqVSIi4tjQvdhYWFQqVRe91VUa4eO69OnT8fq1asRGRnpdKz9eDp2DPK2DFRPxsfHB0qlEvHx8bj//vvHfUbx8fGIiYlx0tcZj8DAQKdQStr30jlOenq6k4h+VlYWkpOToVQqPZrH0Y0U4Ou6ohssdMPJW8RiMdLS0vDEE0/g8ccfR3p6OkJCQsbti0UiESIjI3H33Xc7GIx8fHyQkJCAadOmoa2tDVqtFgkJCVCpVLz9Z1hYGHs/fX19PdrAdEd0dDTzlg0JCUFmZiZvHfv5+SEtLY39m7Y/+k4LYsQCAv97eDWyKZVKp0GEupyPHQAoCxYsQE5ODjMqGI1GDAwMsAmbWCxmix5774vc3FwkJiZO2YRdpVLBbDa73bFNTk7G+vXrAVjd+2fOnDnhUDB76ABFO9Xg4GCEhYVNKq6e4zhotVrs27cPb731Fh577DFUVlbCYrG47Kyp8UgkEvEOQBaLhcUum81mEEKYrsR4iMViDA8Pu9wNUigUuOmmm5CQkAC9Xg+RSDSpzCDUJZxO8Nva2tDW1sbCb+wXAjqdDn19fVi6dKnHA5lcLkdISAji4uJ4DWEmkwn9/f3smfr5+SE5OXncuqK7yJcvX3bpuSWXy/Hoo4/i+eefR3h4OJ5//nm356RGI61W67L+9Xo9/Pz8xs3ORuv1qquuglgsxsjICEwmEwYGBhw0SAIDA7Fv3z4H7RiJRIK7777babJkMpnQ0dGB4uLiSRk/7aEx/NRYqFar0dbWhu7ubrfGMJFIhPXr12NgYMCl4TYyMhJxcXEICAgAx3EwGAwYGBhwqluZTIaYmBi2G0frim8hSj28xjOA2mOxWJCSkuIyyxVd2M+ZM4cdz3EcGhsbMTQ0xLRk+CCEICYmhrdtRUZGYsWKFZDJZFCr1YiNjUVERITXmf1UKpWD7hQAlwK/MpkM999/P+RyOd5880289dZb7F6nYhJKDdP9/f28BmaO41hfDVg9ggoKChASEuLynAaDASdOnMDMmTOnzGhDCEF6erpb3Q/AqmUyc+ZM9pzpuzq2rXIc55GXEl0s0ONpvzowMDApHTZqZF+6dCkAaxgjba9jn4Ofnx+qqqpQVVXlUqja2zL09fV57L0TGBiImJgYxMfHIyQkZNzFMO3X+epJqVTi6aefxt69e/Hyyy+jpKTEZZpusVgMf39/REdHw2QyYXBwENOnT3e7OLZYLAgMDHSZpU8qlbK5GX2mvb29k9J4MxgM6OrqQnFx8YTmZ4QQl/2gXC7HihUrsHz5cjz//PPYv38/ent7XWbmSUhIwPLlyxETEwOTyQSFQoGgoCCv51Z6vZ55ktE50Ny5c3m9KO0NMyMjIw7vireejvbGH4vFApFIxOaL7gwbCQkJCAoKcjpmrKC4PWKxGD/72c+wZMkSh8/7+voc+sCAgACndqVSqZhhwP78kZGRvOOEUqlk3q/Dw8Noa2tDe3v7pDXKqJRBVlYWli5dCpVK5XGoXnBwMDIyMpwyyRUXF2PFihVobm7Gr3/9a9TV1YHjOJf98IoVK5iekE6nc2mI9RSqyUTbABUbHotCoWDGRJPJhM7OTrS1tU2paL+AgMCVhVeWkLCwMAQEBDjE2d9+++1YsGAB3nzzTd5sD7Nnz0ZcXBzrtIeHhx12/mQyGfOasHe/Xr16NQYHB3HgwAFUV1d7U1wHMjIyEBAQ4KCvYI+Pjw/i4+ORkZEBo9GITz75BH5+fl4vNi0WCzo6OnDs2DFoNBrI5XIsWbIEq1atQmdn54SzbwHW7FNqtRpmsxkxMTHo6urC8ePHce7cOabpwefuHBYWhpSUFABgi0t7NBoNSkpK0NTUhAsXLmDu3LkoKirCpUuX3Ork0IWQu1CnmTNnIi8vD35+fqiursaxY8fcLoQ8YWRkBGazGUeOHMHBgwcBWCcHMpnMYTJKBWBvvPFGl+VPSUlBZ2cnNBoNZDIZ8vLysGTJEkRFRaGxsREfffQRq3MAGBoawgcffMDCJgoLCzF37lzU1ta6FVimWiU6nc7lwFpYWIjU1FTExcVh//7947Z7QghSUlKwc+dOlxlRzp07h9HR0XF3tGQyGSIjIxEUFASLxYIvv/ySueiPPe7ixYsOiyqpVIq7774bW7dudTCI6HQ6nDhxArfddtuUeTpxHIfe3l5wHIfz58/j+PHjaG1tZSKKriaDhBAkJydjeHjYpTv2LbfcgsTERJhMJoyMjLC+aiwRERG44447IJVKwXEcDh48iMzMTN7J3fnz5wHA435ELBZjaGgIK1asQF1dHa9OQVBQEMLDw+Hj48OE1WfOnMmun5WVhdmzZ+Oll17iPb+/vz8KCgqcvgsPD0dxcTEA4P3338cdd9wxKZ0ciUTiZMzQaDS8RsvAwEBkZmaioqICNTU1KCoqAsdxaG9vn5TRgOLr64uCggKcOXOGt41QD9DBwUFkZ2cjMjISy5cvR3d3NzMg8f3m3LlzuPXWW6csPEokEqGoqGhcQ9XMmTNZnz40NIShoSHeBZ7JZEJpaem4iySTycTCSevq6vD666+D4zgkJiaioaHBa+0JX19f5r1lsViwbds25snGd2xZWZlbrxVvoAtyvnZHs5WJRCJotVr4+fnhtttuQ2JiIqRSKZqbm3Hs2DGXGl5UN40vdIyGAs+YMQNvvfUWQkJCWGYePqNUREQEMjMzIZVK0dPTg127dkEsFvMaIqjhR6/XIzo6GjfddBO++uorp+OMRiO0Wi2USiVefPFFmEwmhIeHo6yszOssWiMjIygtLcWtt946IYOqWCx2OQ7I5XLMnz8fw8PDqK+vh8FggFQqhUaj4a2rhIQEFsrT09PDvMG8fQ9bW1tx5swZ1NbW4tKlS1i1ahUKCwuRmJiIqqoqh7qyz6x5/vx5fPzxx+xdoRs6E4XjOFRVVUEsFkOpVLLsVOvXr8ebb77pMkwzLy8PwcHBTnOK+++/H6+//jqvHpJcLkd2drbDxovFYsEHH3yAgYEByOVyJCcnIzIyEhs2bHBoV6GhoQgICIDZbGbPUiKR4OGHH8bHH3/s9J4YjUZYLBZotVqUlpZix44dIISgsLCQGYm8QaFQICkpCTNnzkR8fDy0Wi1OnToFjUYzruEiPT0dV199tUPIPPUwj4qKYtpIKpXKpTxCaGgoli9fjoiICFRUVKCpqQmzZ8/26l4oW7ZswcDAAIKCghAREYH4+HjcfvvtbI5LMRgMLLHEwMAAXn31VQwODiImJkYw3AgI/I/i1SycLuqoizEhBN/5zneQn5+PL7/8EmVlZQ6dsFwux/Tp0xESEoKOjg6Ul5dDKpUiKSmJDfZBQUFsEW8/sZw2bRpUKhXLCDRZaFy7qwE1KCgIUVFRCAgIgNFoxJ49ezBt2rRJ7fJWVVXho48+Ql9fH5RKJRYvXozly5fj4MGDXhlt+vv70dDQgO7ubkyfPp0tYGtqamCxWBAXF8drtAkKCmKivXyph3U6HS5cuIBPPvkEJ0+eRGBgIJKSklioGN8gQHdafHx80N7e7vKY2bNnIyIiAhKJBA0NDTh9+jTvQthTaMhOXFwcLl68iG3btsFkMkGlUiEkJIQtLmQyGcRiMdRqNeRyOZv4GgwGZriSSCQoKCjAhQsXUFNTg7CwMMyaNQs33HADM9qcPn0aQ0NDLIPH8PAwdu7cicHBQSbeN23aNOTm5rqNJZZIJPD19XW7eLr55ptZimSDwTDupJruXB46dMjJ7Z9mR6C7lT4+PmwXjXqH2OPr64ucnBxIpVK0trbis88+Q3BwMMRisYPBQaVSob+/32GRIhKJUFhYCH9/f5YqlbrqqtVqJmZMy2AwGLyeWJjNZlRVVWHNmjVobm7GwYMHUV5eDqVSiezsbJfnpXWl1Wpd9gFr1qxBZGQkmpqaUFNTA6lUioSEBKc+IDg4mC08W1tbsX37didPQ1rndPKnUqng6+vrsv5pus+0tDRIpVLk5uYiKSmJt5xJSUmIjY2FxWJBQ0MDtmzZgunTp0MikUAkEiE1NRUrV67kNdoA1rbIt3sfFBSEzMxMcByHffv2YcOGDS69AjyBb5fclf5SXFwc05MxGAzIzMyEyWRCZWXllGgh+fr6orCwEPv27eN9/kajEVu2bEF3dzdWrFiBJUuWIC8vDz09PU5GG5lMhqCgIGZgpbvJU4FIJEJaWhp0Op3Ldkoz/UVFRaG3txelpaWQSCRITk5m5ZBKpZDL5VCpVFCr1aw/oCF8FovFYTFCs6gYjUZ0dXXhk08+gcViQWJiItra2rzSdQOshoi0tDQWQrR161anHX6KTCZDRUWFRyF+E2F0dNSl0YmGw8nlcrS0tCAhIQHXX389kpOTIZFI0NjYCLFYzGu0sR8DqffQ2PtJSEhgY2ROTg7Cw8MxMjLCq1UUFRXFxvXh4WHs3bsXCQkJvIaI2NhYNneKiIhgXnf2UK+prq4uBAcHY/v27dBqtYiIiMDAwIBXGkVSqRQymQzd3d2Qy+VMZJ22HXfjn1KpdOn1RcW3L1y4AIVCgZCQEKhUKrS1tfFmmwsJCWEhIsPDw8zb1Nu+qru7G6Wlpfj4449RVlaGrKwsxMfHIz093cnAZT+GNDQ0YNu2bTAajUhKSvLaM43jOBw6dAjnz59HQEAA1qxZgxUrVuD666932CQaS3x8PKRSKfR6vUPd33DDDfj888+hVqt5+8+AgAC2KUkNK7t370Z/fz/LildcXIyFCxc6zGvoGsDekBYbG4uVK1eirKwMZWVlDn3F6OgoCyWtrq7GJ598AkIIWlpa0N/f75XHDc1gtXTpUsybNw8cx+Ho0aPYtm2bw/2qVCokJSU5bTzGxsYiLy/PIUOdUqlEVFQUpFIpamtrkZ6ejtDQUDQ2NrJ7GHuOnJwc+Pv7o6GhAWfOnEFRUdGE78Weffv2oa+vD/7+/sjJycGGDRuwbNkyJ52+oaEh1NbWYtmyZRgZGWEJA2h2PMFoIyDwv4dXRpvQ0FAmqkuZOXMm6urqIBKJnLwu4uLikJCQAF9fX3z11Vf45z//idzcXAdRvLi4ON7FiUajQVZWFgoLCyedEQawhj5xHOdSeC8iIgLR0dEQiURsgKE7md5y6dIl1NfXY3R0FCqVCi+//DKys7O99jTp7e1FZWUlysvLkZubyz7v6upCXFwcpk2b5uTtQReDoaGhMJvNqK+vd+rULRYL+vr68Je//AW9vb2YPXs2YmJiEBAQ4JTCmCISiVgmsI6ODpeDb2FhIQtN6+7uRnNz86SNNpWVlZg+fToAqxGmp6cHYrHYQew2OjoaaWlpiI6OZl4YKpUKra2t6O3txejoKCQSCQoLC1nWsuzsbBQVFSEtLQ1KpRJKpRJz5sxBbW0tG7iNRiOamprQ0dEBuVyO733ve0hNTWXhZ3x1JRaLIZPJIJFInCZX9tx55504duwY5HK5kwCwK0QiEQ4ePOjQrqmWAd0pjI+Ph8lkwujoKLRaLSQSCUvhTQkKCkJxcTHkcjn27duHgwcP4uqrr3a6XkBAgNPEmOM45nXV1dXFQgFpWCRNZWkymdDX14eOjg63xhN3mM1mnDp1irnEm81mDA4Oore3121qXFpXrhYW1ACnUqlQWlqKzz77DHl5ebx6CkqlkvVhX375JQ4ePIjFixc7HENTAduHWiUkJGB4eBhSqdTJwC2TyTBjxgxs2LABERERboXT8/PzkZWVBa1Wi927d+Mf//gHNm/ezO7L398fMTExLuvPaDQ6iVNTYV1a3ra2NoyOjk5Jqm17AgMDeT0HqKeQwWBAcHAwpk+fjs7OTpSUlExJhhEfHx/k5+fjhRde4F3EmM1mvP/++8zDKjY2FitWrOB1T4+KisLs2bOxatUqrFy5komHT4UAJBXWpOlj+c4XExODhIQEBAQEoLS0FK+//jry8vIcxtWwsDAkJiYiODgYCQkJLPSP9gE6nc5BXFOn0zFDESEEWq0Ww8PD0Ol00Gg0XreD5ORkzJ49G4QQ7NmzB4cOHXIbrtXZ2em1B4grqBGcDyqSTA1gS5YsQVZWFgICAiAWiyGXy9HZ2QmxWOzUX9ExUCKRON2TWCyGn58fZs2axXb/p02bhsDAQJSXl/Om2w4PD2dG0+HhYdTU1PBqqgBWQfiMjAzMmDED/v7+LsPTBwcHUVNTg4yMDBBC0NvbC41G4xAGMxHCwsKQlZWFkJAQKJVKpKamQiQSQa1Wo6urC6Ojo7zn9fPzQ1JSEjo6Oni1jGhWwrfffhsZGRkIDw+HXq9He3u7k2CzSCRiGjS0rlx5UnmKwWDApUuX8Ne//hUDAwPYuHEjIiMjkZ6ejvj4eId3ZXR0FHq9nr0rJpMJ3d3dbo2DnnDgwAFYLBaEhISA4zgsX74cBQUFLscBuhExPDzsIDkAAImJiYiKikJNTY2TwUev10OhUCAgIAAqlYrNHZqbm9HZ2cnadGpqKhISEhzmNSEhIfD393fIkrRs2TI0NTWxNYC9QWd0dJT1YxzHQaPRQKvVMv0tb/pLhUKBVatWYcOGDUhJSUFjYyNeeeUVHDp0CAaDgfVV4eHhuOOOO7B582b2W2q8NpvN+Nvf/sY+j4iIQGhoKCwWC9RqNe6++27I5XKUlZU5rRloCGtISAgkEgmGhoa8zrJoT2trK7q7uyGTydDV1YW8vDwsXLjQyWgzODiI8+fPQ6/XQyKRYHR0FH19fRgZGZmyMHQBAYErC6+MNmN3XcViMbq7u3HPPfcgLS0N06dPx6FDh9j3N9xwA3OLbmlpwZEjR5wmF7GxsbyxoJWVlUzwbCrIy8vD6dOnXbo5x8fHIyUlBWazGa2traivr5/0gkWv10Ov10MmkyEqKgqAdZLorQsvncgdPXrUSTmeihSPRSaTITExETk5OdDpdDh58iTvfdFQhLCwMAwMDIy7AKbaLxaLBe+99x7vrh11g5XL5VCr1WhubnaZvnQi7Ny5E0uWLMHMmTOxaNEifPrpp6yuKddccw0eeughyOVyhIeH46mnnkJkZCS2bNmCgwcPsufr6+uLhx9+GA0NDdi0aRMTzR0eHoavry8eeOABfPXVVxgYGGATc7pzFBcX59EgScWXOY5zCLUai1QqxbZt2zxu8yKRCDqdDgMDAw4LUbFYjKioKLzyyiuIi4tDaGgoE4Hu7OyExWLBtdde69AOIiIicM0114DjOPz5z39GR0cHbzlpKMFYTCYTJBIJ6x8KCgrwwgsvsLCrzZs3IzAwEF999RV27NiByspKr0RBTSYTjhw5Ao1Gg6KiIpSXl6OtrQ2VlZVu25ZYLObdMaMoFApmLKuvr8dXX33Fq79Ad4zlcjlMJhP+8pe/oLW11aGuaBauF198EQEBAejs7ITRaERQUBBaWlpACMHNN9/sEGYaGhqK559/HtOnT4dIJGJ/fMydOxf5+fmoqqrCiy++iL6+Pre6RoC1bdFYeb7nSkOZ6M5rZ2cnenp6JrUQmggbN27EwMAAfH19UVRUBH9/f/ztb3/Dnj17Jj0ZBqy7rkVFRcytnI+BgQGIxWL2ro/1MgOsz3bNmjX48Y9/jMTERPaMIiMj0d7ePm6/6Q5CCJRKJcLDw7F9+3aXZb322msREREBi8WC7u5uHDx4ECqVyqFtz5s3D9/73veQkJCAmJgYPPjgg1ixYgVaW1vR0dGB2tpa/OlPf2LHm0wmqNVqaLVaxMTEYMaMGTh48OCkhXszMzOxePFijIyM4I9//OOkDEDfFIWFhbjqqqvQ3t6OJ598kmV4osaBpKQkBAYGOnkAKRQKFpqiVqsd7oumFL7ttttQVlaGgoICZGZmoqGhAf/5z394+6rIyEhMmzYNZrMZZWVlqK+v5/WgUSqVePTRRxEVFcX6XFchjO3t7di9ezfWrVuHW2+9FS+++KLXabEBa6rrp59+GnK5HBEREfjlL3+J0NBQ7Nu3D7t27UJNTQ1vm0lKSsINN9zgFOoBWPum8PBwREdHo6ysDP/617/g4+ODgwcPYufOnU51NbavKisrw/DwMDQajdf3BVjna93d3QgPD2caeXRcsMdoNKK9vR0JCQlITU3F6tWr8c9//tNt3+IJGo2GGa7puagxmA8qBnz58mVcunTJaWyjBvLh4WEQQiCVSplmCmBtv/ZGG8BqvIqIiADHcRgYGHDatODzvHz44Ydx8803M+9s+2dsNBrR0dGB5ORkJCUlISsrCyUlJW6z4o1HWFgYpk+fjtjYWIyMjKCkpASnT592mIOKxWLExsbi7rvvdjDa+Pn5wWKxoKamxkHjatasWYiMjMTg4CD8/f2xfPly1NbW4rXXXuP19KKbfSKRCBqNBt3d3bxe7BPFYDAwbSaaCWosvb29OHbsGFpaWhAfH48ZM2agp6dnyj0UBQQErhwm7ctNCEFQUBA++ugjtLe3s10pe6677jr4+/szoTaqrm+PfXiUPVqtdkp2WClyuRyNjY1oaGjg/T40NBShoaEYHR1FWVnZlLkYSqVSREREYMOGDZO2gpvNZvT09KCystLhc7qI5CMwMBAREREs7Gu8Op0zZw5ycnKcsgaMRSaTISAgACaTCSdPnuQ9r1gsZtkDLl++jJaWlimp18rKSnR2diI+Ph5z585lBjF7aJiRr68vFAoFMjMzoVar4ePjw7wJRkdH8corryA8PBy/+MUvMH/+fHR1deH999/HI488gt///vcYHR2Fn5+f024XTfdIDSLukEqlCAwMhNlsHncBWlJS4rCL5QqZTIbY2Fjs2rXL6ZwWiwUajYZlLZs1axZSUlJgsVgwMDDAm55WJpMhJCSEeRLRid3YSZqn7ufUs8fX15eFc4yMjIAQwhuD7ykcx2FoaAh1dXXw8/NDbm4u0tPT3equSKVSxMXF4YsvvnDZ/mlYEt1tBMDrERIYGIi4uDiYzWZUVFSgoaEBJpPJoV7ojqJYLGapualnnEajwdGjRx2MIcHBwZgzZw5yc3Nx8eJFPP/886ivr+fVhAGs3k5KpRIjIyNsx56GRlFvD7FY7NCvPv3001i+fLnLOrI3+hoMBo+0AaYSX19fZjSmKX537NgxJQYbwFo/crl8XINBUFAQFi5c6DI0LSsrC7NmzUJ4eDhKS0vx7LPPwmKxoLi4eFIehLSMERERLPzElcFs7dq1CA8PR3d3N5qamsBxnJOht7W1FZWVlawP2LRpE/z8/CCRSDA8PMybwra+vh719fXw9/fHvHnzpmTXVqVSMS2vxsbGSYXbfRPQhXJBQQF+/etfIygoCLt378ZTTz2FJ554An/84x/xySef8GZnkslkLvt1qpXj6+uLy5cvY968eRCJRCgrK8Px48edziUSiVgIqdFoxMGDB10KG+/cuRPR0dFobGzEhx9+iO3btzPvyrEMDQ3h0qVL6O/vx4oVKxAWFjap52owGKDT6eDj48P69cHBQYjFYgQFBbnsMyIiIpCXl4cnn3zS6RiRSASJRAKj0YiwsDBERkbiwoUL+Oyzz3h1ehQKBbtXs9mMgwcPTkkIJWB9pvPnz0dWVpbbejp37hwaGxsRHByM+fPn87YPb6AhPVRbzN27Eh4ezowyYw1xFosFt99+Oxt3YmNj8Y9//MPhGOp9Z49cLkdxcTEWL17ssbAuNZ64aoPnz59HT08PoqOjMWPGjEknF7n++utRUFAAi8WCvXv34rHHHnPSPeJbjwDWxChxcXE4cOCAw+cKhQI6nQ4SiQT5+fngOA7bt29HU1OT07tNCEFiYiLEYjFMJhO0Wu2kjPX2yGQyFBYWYsWKFUhNTeU9xmQyobe3FyUlJZBIJJg1axbCwsKmLERXQEDgymPSKZnEYjGio6Oxa9cul+7MKSkpIIRgy5Yt+M9//gOZTMays9DBqKGhAbW1tbxhCFMFXcyYTCaXg3tiYiJSU1PR39+P1157zWEX1VtoyMUTTzyBtWvXQiaTTVpgcWzYDM3GFBgY6GTMAaxhBzNnzoRKpUJLS4vL+yeEID4+Hs888wwSExPH9fZQqVSIjo5m4RZjEYvFiImJQVBQEAgh2L17Ny5evOjS3XsitLW14dVXX8W9996La665BjKZDN///vcdjtm2bRsqKysxa9Ys/O53v8Odd96Jnp4eDAwMQKPRsIG4s7MTw8PDLI30qVOnsH37dpw/f56lox+bHUsikeChhx7CT37yE97sEmNRKpWIiYlx++zpYtudloU9oaGh+N73vodt27Y5GSIsFgt6enpwzz33YPPmzcjOzsbHH3+Md955BwMDA04ZdKiruclkwtmzZx3aSGBgIOLj45lxwNP2e+rUKXz3u9/FjBkz8NJLL+Ghhx5CY2MjBgYGMDQ05FFGGz5o+OLPfvYzvPHGG1iwYAG6urpQUlLCjC1jCQoKwve//33euqLnvO++++Dj44O///3v2LdvHxQKBWJjY1mIICUnJwfXXnstRkdH8eijjzpM6OiClOM49Pf348EHH0RiYiI2btwInU6H5557Dn19fejr63O4/6ysLPzwhz/Evn378Pjjj6OpqQn5+flITExEbm4uTp8+7XAvdFFfXV3N2iWd7NPwSEIIAgIC2O7bggULHIQnxz7HtLQ05ObmQq/X49y5cwDgUfrUieJqEUJDN5KTkxESEoLS0lI0NjZOieFILpezHVZ3iEQiPPXUU1i7dq3L8LJ77rkHCQkJeOedd/DGG2+gra0NP/3pT3HLLbfg6NGjvMYQT/Hz88OqVasgEolw8uRJB08se5KSkiCVSrF792689dZbEIvFbFylbfXcuXNoa2vDF198gc2bN+PTTz/FqVOnoFarMTg46HBu2mZ37NgBhUKBRx55BJs2bcK77747KUO7v78/VCoVNBoNLly4ALPZzLxM7d8VikQimVIBYk8xGo1ssdbf349t27ahpKSEpSZ2NW77+PggMjLSZZnpPXZ0dGDVqlXo7u7GxYsXeb1sgoODERERAYVCgba2NuzatQuxsbFOhgM63r/xxhv47LPPUFNTw0RzFy1ahL1797Jr042JyspKPPPMM3jmmWdw/fXX46OPPvI4k9ZYDh8+jPvvvx8FBQX461//igceeIBlTqLhdHzIZDL4+fm59EagYrWLFi2CQqFAWVmZS4+MrKwsTJs2jWXO2bVrF7773e+ye/cWhUKBrKws/O53v0NsbCzvop/W68svv4xTp05h/fr1mDNnDq699lqXguWeIhKJsHLlStx3330sLMbd+7B69Wr4+/ujpqbGaTOS4zgkJyezDJh+fn5YvXo1+95isSA8PNypn7v77rtx3333IS0tjY0z40HnC2Pny7SuXnvtNQQFBWHt2rW46aab8Pnnn3vd/gCr3qWfnx/q6upw/PhxXg8r6kU0dm2ycuVKKJVKJ703kUiEgYEBhISEYN68eaxd8W1eEEJQVFQEmUyGuro6dHV1MW/qybJhwwbceeedmD17NmQyGe+1AUCtVuM3v/kN5s2bhxtvvBEnT55ER0fHpLzoBAQErly8NtrQnRaFQoE77rgDv/3tb3kX7XTntrKyEqdOnUJDQwP8/f3h5+fnMHGnMfZjmcodOX9/f5Ydgs/ARNMdKxQKdHd3o7W1FTk5OZPKCEIIQWxsLBYvXowVK1Y4pRecDCKRiGlS+Pn5ISoqyuXiKjAwEP7+/ix7Fx90V/773/8+EhMTHVJauiIsLAxFRUVoaWlBb2+v04KIZmaiE/Hu7m5YLBZERER4ccdW6ATWaDSioqICXV1dKCgo4DX49fT0YGRkBENDQxgcHERlZSV0Oh3LkkIZGhqCRqNBfHw8du/ejS1btuDYsWMYHh5Gd3c3XnvtNTQ2NrLJqEQiYW63VKh3PEJDQzF37lxeN1t7hoaGeLN78eHr64tFixbhD3/4A3N9puEvAJiL/WeffQYfHx+0tLSgurqapaG3JyYmhmmkPP/880xImIbojN0Z8+S9HBoaYs+I1j/Vu/F2YUYztfT29qK6uprpIwUFBTlptNijUqmwePFi/P73v0dUVBTTC7G/nyVLlkAqlaKmpgZtbW2IiYlx6qsAMHdkg8GAU6dOwWw2QyaT8er8nDt3DpcvX0Z+fj5kMhkuXbrEDMf2zzggIADR0dF46KGHcOnSJZYWOysrC0uWLHEw2uTn5yMoKAinT5/GRx995HAP1JWeaivMnj2bGWrGywIVFxeH1NRU6PV6nDx5knnvTbYPpmEiRUVFiIuLQ0ZGBhMZte/36e5ldHQ0urq68O9//3vKdi8jIyORkpKCU6dOOfQh9kgkEsybNw+rVq1CREQExGIx73uYlJSEuro6vP/++6itrYXRaERrayuio6Mn3cdLpVJERkaCEIL+/n5eA7tUKoVCocDly5dx6tQp1NTUgBDCxjiKTqdDR0cHdDodE5ivqqpiWlL276Cvry+0Wi0GBwfR0NCAuro6FBQUwN/ff1I6PVQPpLm5Ga+++ioAuG2DS5YsQU1NDRvfqGfpZAw5oaGhTJ8sKCgIUqkUvb29DuekXpkBAQF48cUXmSCoxWJhGYn4yhAREYGioiK3/TohBFlZWQgMDMQHH3yAkpISXsNGZGQkwsLCoNfrUVlZieHhYcyaNctpXKfzqn/+859oaGjAyMgIRkdH4e/vjxtvvJEZLlQqFcsGRjP3EEIQHR3t0ivXEwYHB3HhwgX09PRgcHAQFRUVTHx3vOdE01onJibyZggTiUS48cYbcfHiRWZ05PO0S0lJQWJiInQ6HSoqKliWv8l4cFCvoXvuuQdxcXG857LXkOnu7saFCxcwc+ZMLFiwwKWR11NEIhGmT5+OpUuXoqioyKPU5TStN9WJsae7u5v1s/T89s+dhn7Ze75HRkbi1ltvRXJyMhQKhcs5IF0DANb+6NSpU7xtmtaVWq1GTU0N1Go108TxFqlUymQTGhsbUVlZidDQUCZATOc/0dHRyMvLc+jnY2NjERkZyeuZRMfP6OhoKBQK/Otf/3Ipgk+jDEQiES5duoS2tjYolcpJeyZGRERg/fr1yM/PZ+L2YzeZVCoVyzDZ3t6O8vJyFBcXs5AqwWgjIPC/iVcuJDS8xmg0QiaTobi4GCMjI7BYLJBKpazTEovFKCoqgkQiwd69e1FRUQGtVgu5XI6srCwH7Quj0cg7MIeEhEChUEyJ2ysVaHQVckWFYqlGwODgIIqKiiZltJHL5UhNTcWcOXMQEhKCoaGhKQs3oOmjs7Ozce211yIhIQE6nY43pjU+Ph6RkZHQarUuM1bJ5XKkp6dj6dKlLBPBePUeFBSE9PR0HDhwAFqt1unepFIpsrOzIRKJ0Nvbi97eXgQEBDChxYkil8uZN4BUKkV7ezvOnz/PXJTHLi5NJhOGh4fR1dWFoaEhjIyMOIjUUYxGI0wmE3NdLykpQW9vLwwGA0ZHR3Hx4kWHBZRSqcSMGTOQkpKCkZERj9pnYGAgpk2bhgMHDri8dypWu2DBAkRGRo5bR1KpFDExMejs7GQ7j4GBgQ7HaDQanDt3jml00AwxY8+dk5ODlStXQqfT4fDhw7BYLAgNDYVCoWCLRAoVGebLlmSfQcVisWBkZMSp/ie7AFu/fj0kEgkGBwexfft2FsrozpWbGtq6urpw4403OhkORSIR4uPj0dXVBbVazdz/MzIyHLId0cVxUFAQWltbme4AFeWkx1BorDvNiETFMvneFYlEgpMnTzLxX5PJhLi4OOTl5TksINavX4/4+Hi0tLQwjxh6D0qlkglyt7S0YObMmS7rhOM4h0l5dHQ0EhMTMTQ0hJ07dyIpKcmhn/YGQghCQ0Nx33334a677sJ3vvMdxMTEICwsjO0A25Oamgq5XI6GhgZUVlZOmfZJcnIyCgsLcejQIeTm5iItLc2hTVMjwdKlSxEVFcUW8XyoVCp0dXUxI7DFYsGJEyccUkd7i1wuR2ZmJgA46VQBX2fjk8vlOHz4MM6cOQONRsP62rELTZPJhIGBAZSVlaG/v9/lO7h8+XKW4vry5cvYtWsXOjo6kJaW5vUYSAjB8uXLmffKiRMnAIBlEuRrV2vXrsX111+P2267Dffddx9uuukmjzwZ3TFz5kzExMQgPz8fN910E2655RanMDb7jFrbtm1DZ2cnE5ulhn8+zbbQ0FCkpKTw6rTY10NeXh76+vpQWVnpMtMiXVD29/dj165dsFgsKCgocGincrkc8fHxGB4eRkNDAwYHB5mgsFQqxYIFC9ixRUVFmDdvHhITE1kCgpKSEsTHx7s1cI+H2Wx26NfpnMpdv04NwENDQ5BIJLjtttucxg/6/iQkJLC0766EuOPj4xEdHc3SolssFgQEBEzKaBMSEoLc3FwsWLCAGb75+umrrroKUVFR4DgOnZ2dqKysRE1NDdLT072+NmCto4KCAuTk5MDHx8flBpt9WTIzMyGXyzEyMuJktCkvLwcAh/fXvm/iOA4hISHM81kkEmHGjBlIT08Hx3GsrxgLna/TzQpfX19UV1ezFO10DSCTyXDVVVchOjoaHMehtLQUhw8fxuDgoMuwH0+gGxw0O15mZibuvPNOLFu2DOnp6ez6Pj4+DtlEAWD+/PkIDw/nnQcC1nlaSEgITCYTjh49iuHhYd72R0NtzWYzTp48CbVajejo6EmtFwCr7mZ6ejpkMhk0Gg2vISwnJwcLFy6EWCyGTqfDxx9/jIaGBgQHB3ud4ERAQODKx6uZZU9PD1vAisVixMfHs04tIiKCdRoSiQRz586FSCTC4cOHWdy9SqXC9OnTHRZ3Q0NDTCjNftBNTEyEXC6ftLgbAEyfPh16vd5lNhQ62Gi1WjQ3N0On06GwsNDrXUa6azx79mzk5OSgo6MDR48eZQauqcDX1xfr16/HnXfeidjYWKjVat4sC7GxsQgPD2cL+LHIZDJER0djxYoVSExMRG1tLcrLy8cVNfP19UVYWBj27NnD62klkUgwbdo0AEBLSwv6+voQHByM9PR0rwxxcrkcOTk5WLp0KXx8fKDRaHDmzBmUl5cz3Rw+qMCmK+jzNRqNaGxsRFtbm8P39uFKUqkUUVFRWL16NXQ6HY4fP+4ypaY9KpUKUVFR+OKLL9y2J5lMhg0bNiAuLs6tAKxUKmVaPcHBwVi/fj3y8vJ4d7Da29thNBrdLr5TUlJQWFgIjUbD9HSmT5+OoKAgZkCgUAFme5FemtqZ7/2iu+WTNVgSQhAeHo6NGzeyUK7PP/8cR48ehUajYSntx0JTrdO6uvnmm52MNjR7SUlJCdRqNTiOg5+fH0shTstOxZwNBgOOHj3K7tU+I9zY++Q4DoQQjyZ09gKeOp0OKpUK8fHxDgvXpUuXIjg4GH19faxvpLtv9Dm1t7ejsrISM2bMcDg/DRO1/zclODiYnbe0tJRp/Njf/0Shgsy33norUlJSmKaKK5HliIgIdHV14cyZM+MuWiZCfHw8srKycPz4cWzcuJFNjClKpRL5+flYunQpBgYGcPr0aad+wP6e9Hq9g0v+4cOHYTAYEBgYyCte7QlUhHjatGksI87YhTAhBHPnzoVUKsXJkydRU1MDjuMgk8mQm5vL+5yosL6Pj4/LPnLt2rUoLCxkQtn79u1DTU0NywzkDSKRCEVFRUhOTsbg4CDrg2fOnMkEv8cyZ84cXHfddbjjjjtwzz334JZbbpnUAg+whgUmJCRg9uzZuPvuu3HHHXcgPT2d1zNudHSUhXGNZWy/RrN8hYSEjBuWExcXh5KSEja34CMmJgbh4eEYGBhgRqDCwkLmQQl87Yml0Wgcyki995KSkth9LViwAFdddRXy8/MhkUjQ29uLXbt2ITIyckq8fs1mM+srxyMlJQWRkZE4e/YsCgoKsHHjRl6jv0KhQHt7O06cOOGQhXQs4eHhTOB9//79AKzvsLfzNbFYjGnTpmHhwoWIjIxEVVUVysvLnYwWMpkM69atQ25uLltYV1ZW4vTp0w6Z2yYKIQTZ2dlYuHAhwsLC0NjYyAz4rjId+vr6IiMjA1KpFKOjo05GxSNHjrAMmfbYv89+fn4spDIwMBDr1q0Dx3E4f/48SktLHcJpKb29vejv72dCv76+vqirq4PRaER4eDgbB2UyGa699lrk5uZCLpfjwoULOHr0KFpaWlzqhXlCcHAwAgMDIZFIEBcXh1WrVmHTpk247rrrMG3aNNav000we8+TZcuWMQMmHzSE9uzZs6itreU9hmZZlEgkGBkZwcWLF93OPzzF398fq1evhkqlQk1NDUpKSpw2Wan21vLly1lZd+/ejfLycvj5+Y2rQykgIPDfi1czsZqaGjQ2NrLBzH4ik5GRwQYuQgjb9e/o6GAhSTTu0z6evqenBx0dHQ4hP4B119VkMrnsYCdCdnY2SwvJBw0d6O/vR3V1NQghiIqKwsjIiFeeATKZDGvXrsX69esRHh6Ozz//HE899RTq6+snLa5ssVhgNBohEonwwx/+EAsWLEBgYCDLCDK2HDSto1ar5a3LsLAwLFmyBN/73vdgNpvx5ptv4u9//zsuXLjgNkSNClyOTTFOoYO62WxGZWUlhoaG4Ofnh8DAQK8WZFKpFLGxsSguLkZsbCxkMhlaWlpQV1cHwHXIjslkQl1d3bgeA3Rnw93zDg0Nxfz583HLLbfg/PnzeOaZZ3Dq1ClmdHRXV3Ti4m5S6e/vz1IIuxMjDggIQEJCAoxGI1atWoUf/ehHvGLM9L7orpQraCiI/TXXrl2LhIQE9Pf3O+h0DA8PIz093SF+m+6c83kHcByH2traKfEyoylms7KyIBaL0dXVhaamJvT19bm8P39/fyQlJUGv12PVqlUsnbs9dCL74YcforW1lU3MgoKCMDg4yPo5amzo6urCe++9x36/evVqJCUluTRwyOXycUMSxv5uYGAAIyMjCAgIcMgUJ5FImH4EYH12iYmJIISgsbERg4ODaGtrQ0VFhVO6WB8fHwejAr0ver8cx6GlpQV6vR4xMTEsvGKyOiM6nQ4ffvgh3njjDbS3t6OlpYU3pMRgMODIkSPYtWvXlGatUqlU8PHxQXV1NX7605861IlYLEZkZCQefPBBzJgxA4cOHcKf/vQn5hkyHhzH4ezZszAYDEhPT3cS9vQU6ikVHBzMG0IHfO3pRQhBd3c3G0clEgnCwsIwNDTkZFygBqDk5GSXIbTJyclYvHgxE9im77xCofDa04qGVdJ0tJSNGzfCz8+P912hOlLx8fGIjY1FXFyck+FxosyYMQPBwcGIj49HYWEhUlNTWXp5e8xmM4aGhjwen2kWOalUigsXLrg9VqfT4e2333abkZKGjVCPWZFIhMjISBgMBtanWiwW5gE09vx0k4X2ZTExMSgsLMSsWbNYNqBTp045GW69xWKxsLF3PFasWIH8/Hy88847eOqppxASEsJrDBSLxfj3v/+NY8eOudS+ocYdg8HAQrNpv2w0Gr3aFAsKCsLy5ctx7bXXYnh4GK+88gr+9re/OWlKicVipKWlYcWKFQ7v4aVLlzwKZ3KFXC7H3XffjeLiYgwPD+PDDz/EH/7wB7YJN/Z5iUQiREVFsdTgY0O+AasheWRkBGKx2EFHKiQkhHmPDg4Oore3F3K5HLNmzcLtt9+O+vp6vPTSS/jDH/6AHTt2sOtR6BpAoVCgoKAAwcHBqKyshF6vd1gDSCQSpKSkYMWKFQgKCmKZudrb2ydVV/7+/mzumZKSgqKiIoSGhiI9PR1ms5n1KXq93mEjUywWY9asWSgtLcW2bdt4zy0Wi9HY2Ii3337bpT4elVLgOA6tra0YGhpiG0Lejlm0bLfddhv6+/vx9ttv45lnnmFzDFr/IpEIISEhSE9PZ8kXhoaGWOKIyQo8CwgIXLl4ZbShMd50Mme/EKHhF4C1E8rIyGChVDS7RUhICKRSKfr6+ljnKpFI2Dnnz5/PzieVSqHRaNzuuHiCRCJBfHw81Gq1y5SQvr6+IISgvLwcb7/9Nstwc/r0aZdikO5ISkrC0qVL4e/vj08++QRPPvkkysvL8cUXX2BkZISFQ3iDXq9nE7Tg4GB2Hr7MUCEhIQgNDYVKpcLQ0BDKysqczrdo0SI88cQTUCqV+N3vfofXX38d//nPf9DU1ASpVMp2x+0RiURsIuCqTiUSCdLT09Hc3IzXX38ddXV1UCgUsFgsOHXqlFf3LhaLsWLFCjz22GOIj4+HRqMZNyWtyWRiOgnuGB0dHddjZt68eXjyySdhMBjwgx/8AKdOncL+/fvR2NjI6mosntQVhXqbffTRR/jss89cHhcZGYmcnBw0NzfjV7/6FXx8fNDQ0MA70R0eHoZMJnMrKEsIwfDwMNNOIYRg8eLFiIqKYiEC9scuXLiQ7SxRt3YAvAtNjuOYYO5kFws0lvxvf/sby4ZGxS9debKEh4cjPz8fTU1NeOqpp5x2memOOQDU1tZiZGQEKpWKvVv2os1U92p0dBSXL1/mrQ8+7LOd8N0T4LyT39TUhO7ubvj6+iIrK8uhvDU1NWwyKpfLccstt7A4dxraMzw8zPo+qnWzePFiXH311QgJCWHhbPScSqUSbW1tePPNN2GxWBAZGYne3l6WBtob6K7mL37xC/z+97/HCy+8gKamJhgMBl7jVmNjIxobG6fEu3Isfn5+KC4uhkgkYqFNgHURkJubi6uvvhoHDhzAE088gf379zP9JfuMKLTOxhqx2tvbmVaHt0LrNNU39XZypaWQkZHBxN8tFgvL+iaTydDf389rtBkaGmKeU3yIRCLcfPPNWLRoEcsgNzAwMKlFAM24197ejoqKCnadVatWufT0sL9nKrg/WWOv/e/HhnDaYzabXW7q8EH1QGgoiTuo7oU78XWqpUG9UqnR+MKFC0wMlmai3Llzp0NdDQwMsP6IjnOEEKSnp2Pjxo344Q9/CJFIhM7OTqewSG+xWCyorq726PmEhoYiMDAQQ0NDWL58OXtf+M65Z88et+OkSCRi3ghvvfUWqytqbJzIM6SsWLECs2fPhlqtxh//+Ee8+eab2L59O9uMsTd8iEQiPPDAA8jJyYGfn5+Dkc0bCCGYNm0a1q1bh9bWVrz22mt48cUXcebMGeaZK5VKHc4vk8mwatUqhIaGYmRkhDeMjOoMhYSEICwsDGKxmCVQiI6OZpte9fX1iIiIwN///ncAwGOPPYbdu3fj8OHDOHnyJAvFp3Acx+brPj4++PGPf4ySkhLm7WNvUKQC/9OnT4ePjw90Oh0bl7ytq4SEBOat6e/vD19fX7S2tuLy5cu4ePEimwMHBQUhPDyceZcnJCRAJpOhpqbGpRcNTeXuzghLr6vT6fDaa6+htrYWvr6+8PPzc+vR7Q65XI5XXnkFCoUCf/rTn/Dhhx/ixIkTOHDgAEsoQOcJUqkUBQUFeOaZZ5CQkACLxYLBwUE2VgkICPxv4tUIQw0zNJXz9u3beXc2RCIRMjMz0d3dzSYXBQUF+P73vw+z2eywk9rX14eenh4oFAqWnpDu0l28eBHHjh3z9h4hkUiwcOFCLFiwAIcPH3aZ7huwCux1dHSgp6cHcrkcPj4+TBh2omRmZiIkJAQNDQ04cOAAW4SMjIyA4zhERkZ6Pbmnu9/2ULHXsUilUiaiODo66uThIpFIEBgYiNDQUPT29mLHjh1M94QO+Pn5+U4ie8nJycjMzITBYHC7wKLZmKjoII1t90YszWAwoL6+nmXPiImJYYspOiFxxXi7bzQVtrv0whKJBP7+/ggODkZtbS0uX77M6tVoNCIoKAg5OTlO5UhMTER2dva4dWU/4C5cuBBFRUUuj83IyMD8+fPx8MMPIzAwEIQQlgVrLJ5MqmmGk7fffhuA1ehI3W/pbhxlZGQEYWFhbOHl6+uLJUuW8AocU6YiJJC6O/f09CA1NZXpnwDW5+/KKJKamoqlS5fipz/9KUv1bl8n1DUcsPYBRqMRxcXFuOuuu6DX67Fr1y4no43JZGLPMiEhgQl9e9NX0AXB2F26rq4u9PX1QSqVOkyaCSHYt28fTpw4AYVCgfT0dNx3330sBEKn00Gj0aCzsxMqlQo7d+7Ec889h5iYGFx11VXMKMtn5Orv78e5c+dACGGaTVS3xRv6+/tx9uxZfP7550wE3J1gY1tbG3p6eqYsfS8A5hFGs5gA1nBN2ocGBwcz7aJt27Y5pNqm4XBUr4KmDB/7Tmk0GlgsFvj6+o6bdc8VIpGI1QtdXI+Fitr29PSwvio9PR2bN28Gx3HYvXs376KVpoB3Nam/dOkSLBYL0tPTkZqayrwGfXx8vF4I+Pv7QyaT4ezZs9i+fTvEYjGSk5NZSmu+Rftrr72Gnp4edHd348svv8QLL7yAzz//3KvrU1566SVUV1ejt7cX58+fx/bt27Ft2zaHNs1xHIxGo0vvDj7mzZuHxYsXj9uvcxyH+vp6Xt03ewghTCuJEILIyEj4+fk5aIv4+PigsLAQzc3NDuXXaDQsnE+lUoEQgoaGBvT29iIkJASFhYUsdGKyOlX2eNovSKVSzJw5E48++ij6+/vxpz/9idcwQ713xvNYoF6h1Ms3MjISRqPRa0+b1NRUBAYGor6+Hnv27IHJZGJl8PHxQXh4OMLCwmA2m1FRUQGpVIoZM2YgKSmJjYOTMUTk5uZCqVSipKQEZ8+eZdkqqTEwNTXVwQvdXnhcrVbzvvMtLS3QaDR48MEH8c477+AHP/gBpFIpHnvsMZSWlmLGjBm4dOkSzp07xzzc6urqcPnyZQexcmokoH0TXQNQgzHVwhvbtmmyCJlMhpkzZzIdKWp087aubrjhBpbm/NixY3juuedw00034dFHH0VTUxMbO2JiYpCXl8eMXb/4xS/G3eTT6/UYHBwcdyMQsEYQnD59GgMDAwgKCkJYWJhHv+O7J6pV1djYiMuXL2NgYIB51NOQKKVSyQzwRqMR6enpmDt3LnuXFQrFlGd6FBAQuHLwymhTUlKCpqYmzJ8/H88//zx+97vfuRwkdTodqqqqoNfrIZVKkZqaisWLF8NsNrOBEbB6OGg0GhBCMH36dABgGQ7oAsRb5HI5HnjgAYSFheH8+fNuQ04OHz6ML774AiKRCPPnz0dAQAB6enq8Cme67rrrEBcXh9raWhw7doxNUKnXyh133IENGzZ4fV+0zgcGBmA0GnHkyBHedN9JSUnw9fVluwdj78Xf3x8BAQHQarXYs2cP0x7y8/ODXC7HzJkz8eyzz+KJJ55w+N3cuXOxePFit5k96CL773//O9RqNaZNm8ZisL3ZkdBqtTh27BhaWlpY9qZly5YhJCSEZRVyVQ5qLOPDYrHg/Pnz2Lp1q9t0vTS0a2BgAH/605/YrqlKpYJUKsX06dPxyCOPOOilSCQSzJ49G8uWLXNbV1R7iJKbm8sESfnw8fFBQkIC4uLi2Ltk7xo8Fj736bGMjo6yif/DDz+M4OBgdHd3o7u726HdnD9/HgaDge12BQYG4pprrnE70XZX/xOhvb0dr7/+OlQqFX7729+ioKAA4eHhiI2N5dUUoNk+4uPjER8fj7179zrtdtu7l9OJaFZWFubOnQu9Xo+9e/c6ZOSiGbpo9o1HHnkEYWFh6Onpcdmu3WVWUSqVkEgkTgtGHx8fqFQqdHR04OOPP3b4jqauj4mJwU9+8hOmI0AFIul9UW2tTZs2ISgoiC3Eg4ODnQyUWq2Wua+LxWLMmzePpWb11mjT2dmJ8vJyJ28HvkUjNaZRjZaQkJBJZZqj5OTkIDAwEGfPnmWLBftnkZycjLVr18JoNOLzzz9nOhDUyBEeHo6//OUvbKHEJ/pJJ8sHDhzAmTNnvCqnv78/4uPjYTKZ8NZbb/EakDmOg06nQ01NDUZGRpiuw4oVK8BxHPbs2ePWm8MVb7zxBjo6OrBixQrccsstmDZtGoKCgpCdne11RhT6ntDsMSqVCps3b4ZYLEZLSwuvd8rf/vY3dHV14a233sLmzZvx7rvvjptxbzy++uorXLx4Ee+99x5+8IMf4LnnnnM6p1qtxrFjx7BlyxaPzimRSDBnzhzMmjXLKROVPbQ90/fHz8/PpQg3zfa3detWyOVyPPjggwgODkZ/fz97pkqlEhkZGTh58qTDNWlKewAsRfG2bdtw8OBBaLVaZGVl4eGHH0ZcXByCgoJ4s91NFE88jICvdbQiIyMxZ84cHDlyhGXR4zsnva9p06YhKyuLV6eDCiF3dHRAJpPhe9/7Hs6dO4fBwUGvxhmqeXjkyBHWNqjWy6xZs3DffffhnnvugU6nwyuvvILR0VHcfffdePjhh3HdddchOjqaHT9RRCIRbrvtNigUCpSUlKCmpgbA189ULBbjqaeeQk5ODvsN1eAhhODTTz/l3YzkOA69vb3w8fHB3Llzcf3117MQGqqRRj0zQ0NDIRaL8fvf/55lTaOeNAEBAXjmmWcQFRUFsViMkydPorGxEfHx8Zg5c6ZLL0ydToeXXnoJIyMj2LRpEwshDgsLczu3GY+4uDhIpVLU19fjyJEj2L9/P5qamjAwMODw7KnHKd1oW7duHd566y1eb3NaX/T3HMdBLpdjzpw5vMY4juPwyiuvoKamBnq9HrGxsQgNDcUnn3wy4fuhz0Mmk+GFF15AY2MjE3mmoWDPPvssE4o/duwYdu/ejYiICDzyyCPIyclBcHAwUlJSnATWBQQE/nfwalugt7cXWq0WwcHByM7ORl1dnUNHR6E7JkNDQyxedvbs2QgICGChBXQiMzo6ivb2djQ1NTENhuuvv565aU9m15XuiFCRYVcLS7PZjObmZoyMjEAmkyEjIwMikQh6vd6rBQvdZZTL5QgMDGThZHPnzmWLMW+1DygWiwX//Oc/ER0dje3bt+PSpUtOx0RGRkKpVDKdi7ETGhq6Y+9FAgCrVq1Camoq/P39kZGR4XTemJgYJCQkuJ1QUy2F2tpaGAwGxMbGskWYNwsLs9mMgYEBXLp0CVFRUcjPz8fo6CjztnA1WaM7Pu7KWVZWhurqarc7JfZ1FR4ejoiICBBCUFhYiJiYGPj7+yMtLc0hZFAulyMhIQGJiYluDYZSqZR5q1y4cGFcsUiRSITw8HBs2rQJu3fvxvXXX+/yWIvF4jITgX0d2C/yV65cCZVKhUOHDjm5Cn/88cdYvHgxwsPDER8fj5iYGMybNw8NDQ287wrHcS5TZ04UjUaDsrIytju5cOFCREdHIygoiPfZBQUFITQ0FKGhobjrrruwa9cuFBcXOyx4aDul3ghz5szBjBkz4Ofnh56eHib2CljbLV1MKxQKXHPNNVi5ciV8fX1x/PhxnD9/nrfcWq3W5U6sfTYOe0ZGRpini70WFV3Y+Pn5ISsrC0uXLmWhUWPTGKvVaoSFhSE4OBj/+te/kJ+fj5kzZ6K/vx9vvvmmU91SkXmlUonAwEDU1NR4LQhMwzFKS0s9Ol6n08Hf3x8qlQr+/v5ITU2FTqdz+954Qn5+PvNa27lzJ9atW+fwPZ0cA9aFGhXYj4mJYWlyqQco9aob286pUZN6anqDj48PIiMjYbFYXIrhAkBdXR0LMcjLy8PChQuZpxhNQT6W8TSJ6uvroVarERMTg9zcXLS3tyM+Pt5lGJsnjIyMMI8amUyGuLg4pte1f/9+XqHnzs5OJghPN3wma+ylYqH9/f2oqanh1d3q6upCWVmZ23HCHoVCgZCQEAQEBLjU3KPvqU6nQ2hoKKRSKcLDw+Hr6+sgIk7R6XQYHBxEa2srxGIxZsyYAYlE4qApZTQaWWYr+3rR6/VsB562zba2NtTU1KCtrQ1ZWVlYsGAB+vr6XKaynygWiwUVFRXjtq2wsDBmUFIoFEhKSmKGgbF1RfVCjEYj81o1GAxOBu3BwUGWuZF6ckxGL1Aul8PX15cJSxNCsGHDBvj7+8Pf3x/JyclISkqC2WxGbW0tent7ERUVhcLCQqZxNhlvUuotSzMeyWQyZGdnY/78+RCJRMjKynJIMiASiRATEwNCCGvTfOzZswfR0dHIzc3FyMgI/vSnP2Hz5s0ghGDLli0srMneQB0eHg69Xo+cnBwsWbIEUqkU06ZNY3PY3t5ejIyMICgoCGlpadi6davDRgHFYrGgvr4evb29iIyMxKxZsxAdHc2y83mLn58fCCGor6/HpUuX0N7ezjtPp+UtKSnBb37zGwQEBDiEGo5Fr9czz0qqvbl48WKUl5c7hW2aTCacOXMGIyMj7LkB4J2Dj4d9Aha6USGVSpGQkIB169axkFjqQdfS0oKamhqW+ry4uJiFvk6lh6qAgMCVhVdGG6PRCJ1Ox2Ko7ReC3d3dbHClg3BUVBQWLVqEzMxMzJkzByKRiIUW0A7eZDKhq6sLVVVVuO6661BYWIh169ZBJpN5FZ9MIYSwbD8A3HoijI6OorOzEzqdDnK5HHl5ebzaBZ5SVVWFvLw8ZGRk4KabbmIDQnZ2Nkst7u0OJsVisWDr1q0IDg7GxYsXeRc3dBHS09OD5uZmp+/1ej10Oh0kEgmysrKwceNGANYUsCkpKRCLxUwpnyIWixEQEAB/f3+34UQGgwHHjh1j4phJSUlM3NnbCY7RaMTu3bvZBGD27Nkwm83Q6/Uud3xo9hRXz57jOJatwp1Xl8FggE6ng1KpxMqVK5mbeUFBAYKCghy0XSg0w1ZAQABv/VOo/s+ZM2ewd+9eXHvttePuhKpUKhQUFOCdd95x207p7vx4LueBgYFYsmQJEhMTERcXB4lEgvLycqcMBqWlpdBqtSgoKMDw8DBUKhUiIyPxyiuv8F6DittORYiUTqdjbv+BgYFMH6Ovr4938RQbG4uEhASWTvXtt992Mm7QMtLUvMXFxcjPz2fClvYTYtqG/Pz8MGfOHNx6660sxr6iooLX2w3g15uy/46G1lDo4mVgYIDXK4Gmd54xYwaio6MBgBlHKRqNBkeOHMENN9wAANi9ezfMZjPCw8NRXV2Njz76iB1rsVhw+fJl9PX1scwkYrEYarXa6wm2UqmETqdDS0uLR8cPDAwgMDCQeU7NmDFjXIFXT0hISEBeXh5aWlrw5ptvOhlt6GI+PT0dGzZsgFarRUJCAjNW22u36fV6J1FpQghiY2NZ9jR3faI7qCaWyWRCa2urSwOo2WxGZGQk5s2bh/DwcKbTo9freTVt6O/codFocOrUKcTFxSE5ORkrV65EeHg4PvvsM68XAvSa8fHxWLFiBdLS0pg34bFjx3iFPqlH2ujoqFeGfVfQZAhms5m3Pbe3t+PUqVMuF3Rj8fPzY++Iq+dtsVig0+nQ39+P6OhoBAYGIjs7GyKRiHesunTpEoaHh6HVauHr64ukpCQ2B6F1aTAY0NnZiRUrVjh4ztIx2l7onmbCOn36NNLT05GWloaVK1cyz52p0ApqaWkZ9zxpaWkIDw9HX18fLly4gNzcXKdUyjTkmxDCDFzTpk2D2Wx2WghbLBYHTSqxWIykpCScPHnSayHYrq4upKWlMV0bGobj4+PDRG+psWt4eBhHjx7FNddcw/rerq4u3k0xT+A4DuXl5cjKymKbIVKpFBkZGawPksvlDuGsVNvNbDajs7PT5dzn4MGDKC4uRm5uLgYGBvDhhx/irrvuQl9fH7Zv346KigqHrKrLly9n2RGnT5+OefPmsetT6BqAGmPtQw17enpY6Dutq6+++grXXHMNZsyYgZSUFEilUuzatWvC9TQWsVgMpVIJX19f9Pf3O72HPj4+8PX1hVqtxo033oienh6HsNKxDA8Pw2QyQaVSISQkBCkpKcjPz3eap9P7amhoYBsccrl83CylrrBYLNBqtTCZTFi6dCnkcjmGhoYQHx+PxYsXA3Cs/76+PrS0tGBgYAD+/v64+uqrERMTwzJfCggI/G/ildGG4zh0d3fjxIkTTq6Aly9fZruy1PpcVFSEgIAAxMbGIjo6GkajEa2trU4TwZ6eHpw7dw4bN27Epk2bUFRUhPr6+kmJEItEIubiSXeQXTE8PMx0CeLi4pCXlzduDLo79u/fj0WLFiE/P5/t0ABggmJ0B30y0LAeV/oAAJiBqLOzk3dRq9VqmYhZVlYWfvrTnwKwWvyVSiVMJhNGRkYcdrqo3o/FYnFriBgdHcWHH37I7jMpKQnh4eEuF7aeYDab8emnn+Kuu+5CRkYGpk+fDq1Wi3PnzrmcuFCjhTvOnj3r4JrNB60rQghWrlyJvLw8AFZvJpqWle7EUyIiIhAWFgaO45zSsdtDM4X8+9//xvHjxzFr1iyXbY8Qa3ptqjfjyaLaE0HPmJgYPPDAA2xiZTab0dDQgPb2dofjqG7KvHnzkJiYiNHRURBC8N5777mcNE/FIgGwGni7u7tRUVGB+fPnY+HChQCAL7/8EmfPnnU6Pj09HdOnT2dhGtR4MnZhS4Ueb775ZsyZMwcJCQnQ6/Vob2936Deo/kxkZCTuvPNOXHXVVZBIJDCbzWhsbHRpoKChV66+E4vFCAoKQlBQELRaLYKCgphm1NjwIgBYuXIlli5dyowFHMfhwIEDDkbHvr4+fPDBB5gzZw5GR0dRXV3NdIoqKiocsr5RbzO5XM6EFjmOYxo/3qBSqVj2IHtctYO6ujosXLgQ2dnZUKlUKCoq8thLxxU0i2FsbCz6+vpw6NAhp2NaWlpw8OBBXHfddXjwwQdhNpvZhB+wPh8qRm8ymeDr64vAwED4+/vDYDBApVJh7dq1TO/GW+jikGZZcaVp4+vri8LCQoSGhiI4OJiJUfKNq55CjeF5eXlYtmwZ2w0/fvz4pDKiiEQiZlhMSEhgmzaXLl1y6R0wkQxOnkI9TPz8/Bz0uSjd3d3o7e31+PlFRESwUDlX77zZbMbw8DAuX76MxYsXY9asWZg7dy6ampp4+6pjx46xTFESiQQREREYHR118p5rb2/HY489hjfeeAMajQY+Pj5ISkpCQkICjh49yo41mUw4f/4807KKi4vDokWL8Nlnn3mVXGEsdFwdr18vKChAQkICmpub8cknnyA/P9+pnZrNZmi1WhgMBsyePRsajQZxcXFobW11WmRzHIevvvqKPSuxWIyIiAi0tbV53W4uXLiA/Px8zJ8/n+lXRUZGQiaTwWw2Y2RkhNWZ0WjE1q1bWba19PR0BAcHY9u2bV6NcRaLBTt27MD69etxzTXXYMWKFSysl3pwaDQahzqjhmS9Xu/WEHHp0iXU1taiqakJly9fRlVVFfbu3YuGhgaUlpay+fXAwAA0Gg1WrFjBNiz9/PxYlrfR0VHmdcdxHNRqNSorK9Hf34/S0lJ231QPh2I0GvHxxx9j4cKFyMjIACEETU1NKCkpmXA9UYaGhsBxHJKSkjBz5kxW9rFGYLlcjoiICOTl5SEkJATvv/++2005umkbFRWFuXPnIjMzk3lA2UP1D6nQs4+PDxQKBYxGo1dajdSDfHh4GIsXL0ZOTg6MRiOUSiULo6RRAjQksbW1FTU1NZg1axYz2v/73/92Ox8XEBD478brtBBHjx7F5cuXnSbUjY2NbHFssVhQVVWFVatWYc6cOUzHoKOjA++//77TOdvb23H48GEQQnDHHXdALpejrKzMrXDweEgkEgQHB4PjOBw+fJh19nyMnUSoVCqWRs8bqqur0dPTA5lMxgSH6bX1ej2am5tdphT0FLoQHK+Mo6OjbCdoLGazGb29vWhpaUFWVhZiYmJYdgA6mNTV1Tks8Pz9/SGXy1FXV+ewWz8Wo9HooO+gUCig1WonFe5AjYbnz59HdHQ0QkNDmYDkZBZMnixMaHaK5uZm5OTksLqiQs8DAwNoampy8IpIT09HZGQkmpqa8MEHH7g8t1QqxYIFC/Cb3/wG69atY6J0fFD33eHhYezcudPrOH57OI6Dv78/Fi5cyOLy+/v70dfX52QMo20mPT0d+fn5sFgs0Ov1qKqqmnRqaE8wGo3Yt28fCgoKHCa1fO/T9OnTMXPmTGg0GuzYsQODg4Ns95RCjRMAcNNNNzENhra2Nqf2rdVqodPpEB4eju985zvsPAMDA7x15Qn2nlBXXXUVKisrsXTpUsyfPx+Dg4NOOgkWiwVZWVnMeEfP8Y9//MMh5GJoaAg7d+5ETEwMWltb0dLSgsrKSrzzzju87wrtH2g2P51Oh76+Pq8X7dSwONZLaKwQNGXPnj1YtmwZNm3axLw5vXE3t0epVLKMdUNDQ7zvSn9/P6qrq2EwGFhfTccrk8kEjUbDdCZoqGFCQgKWLFmCtrY2ZGRk4Kc//alD+IK3UOOiKw0ojuNw6dIlLFmyBIWFhaycg4ODePvttyfVB9bU1KCjowNGoxEKhQIcx6GxsdHrcw4PD0Ov1yMuLo4ZbADrBk1fX5/LBfaFCxfQ09PD2s9UUF5ejtTUVCQlJfH2q+6MqnxkZmYiKCgIly5dcqmDYzQa0dXVhZ07d+KOO+7AM888Ax8fH7zyyiu8BvyxmyoSiQTNzc0O759Go8Hhw4fxwgsvIDMzE8PDw8jKysLatWuRnp7Osv9RRkZG0NzcjIsXLyImJgZisRj19fUeadFMFfPmzUNycjIOHz6ML7/8Eps3b0ZkZCQaGhrYeGEymTA4OIj29nY88cQT4DgOx48fx8WLF3mfl/1nNLzk1KlTXt9XeXk5mpubWagzAOZZ09/fj4aGBofnU15ejoGBAbZhYzAYXGYkGg/qaaPVahEREcFCHakxXqfTOWyI2qPRaJwMOvYYjUbs3LkTFRUVaGhogF6vx5133um0iTM6Oora2loUFhYyz3Tat2i1WtTV1TlsYh47dox5t9hfu6mpyWmD7MKFC+jv72daNEaj0WPvSz6ampqQn5+P+Ph4zJs3DxaLBe3t7Q7jv1gsZgLyv/vd7zA4OIgf//jHbsPfq6uroVarsXTpUvzxj3+EQqFwuRFl/5lYLGbeMt5kPaTaj5cvX2YafcDX9a/X61FfX4/h4WH2vqjVahw9ehTZ2dnw9fVl82JvjEYCAgL/HXid85GK69pPumisZUdHBwCwjpTjOLYIAqwTtn/+859O5zQYDOju7kZTUxNzBdy/f79TaMZEoIO5wWDAF198MSFtBhq77O0itKWlBeXl5WhtbXUQ3uzt7cV7772Hhx9+GG+99ZZX554IHMdhYGCAZaLh48SJE/jDH/7AdiPpYuX8+fN48cUXcfvtt+PZZ59lx0skEnAch56eHpSXl3tcFrpDwWc8mgj0eTY1NbGBcjLtZCKUlpaySQCtq4GBAZw+fRovvfQSHnzwQYd6VigUEIlE6O3tZakn3fHkk0/iiSeeQHZ2tktDTHZ2NrKystDW1oaf/OQn2LdvH1paWiYVz2wymWAymRwMBAcPHnT5rLZu3Yrq6mqm80O1G/5/QAVj6YLGYDA4ZbiiBAUFISQkBF1dXfjxj3+MvXv3ore31ylGnU7CqLgyIQStra149913Hc5Hwzfs49ABq4j5ZHa5jh07hh/+8Id4++23cfz4cTz66KMoKyvDwMAAiouLHY6l/S59VhaLBWq1Gk1NTU4TTCoEvm3bNgwODk5ocarRaHi9kiYCTT1uD/XAGEtVVRW0Wi1L49rb2+t1qBFl/vz5iIqKwtGjR/GHP/yBjUv2aDQaXL582SHdPd1NPnbsGP7yl7/g7rvvZu/jI488gpGREWzduhVHjx7FG2+8gY8//piFwHoLnbx3dXW5NJRxHMc7rg4PD+P111+flPFWrVajoaEBHR0dMJlMTJja23OaTCbWfuyNi7t27XK7411VVYXR0VGvM8zw0dPTg6ioKCxYsGBKzqdQKDA6Oor6+nq3Y6Ber0dFRQUsFguioqJYdhpPDKEcxznptBgMBjQ0NOCjjz7Cnj17cOLECbz00kuIj4/H1q1bnZIbmEwmtLS0YN++fejr62PhRt7qVHlDREQEC5Xs6urC448/jmnTpjlpfOl0OlRUVCA8PByhoaEYHh722GjMcdZsUt6OgSdOnMCZM2cwNDTEjDVUW+mvf/0rfv7znzvM1zo7O3H58mW0t7dDo9FAq9U6bGxNlKamJpSVlWFoaMjBYKxWq/Hqq6/ivvvucxI4p7IC42X3O3jwIP71r38xL0M+mQC1Wo2f//znGBgYYP0K7Su3bt2Km2++GWq1ml2ntrYWn3/+Ofbu3cvOQQhBc3MzWwPY11VtbS36+/thNBoxMjLicRjiWDiOw5YtW3Dp0iV0d3dDpVIhPj7e6Tia5ZH2O0uXLh13c2tkZIQZPah3dFtbm0fjn8FgYBpe3qDT6fCzn/2MGZ5o/Q8ODuKzzz7DTTfdhObmZta+Ozs7sXv3blRXV7O5V29v76SStggICFzZeO1pAzi7uIvFYvT39zsI5u3cuRPPPPMMO2Z0dJTFlfIxODiI119/HU8//TSqq6vR0NAwKTdejuOg1+tRU1MzIZdgnU6HY8eOYc+ePZNaNLz11lvo6urC8uXLYbFYUF1djcrKShw+fBhdXV1T7gLOR1lZGbRaLWpra13ei1qtxpdffomf//znePTRR7Fjxw6WSeH06dPo6+tzeN50sqDVaieUIrW6uhpdXV0OLtzewHEcduzYgeHhYSxZsgQ6ne7/iwEMsBrdDh06hCeeeAL33HMP9u/fj5qaGpSXl6Ours7JcKDT6dDR0cE8MVxhMBiwd+9e3HvvvZDJZPj888/x5Zdf8h4bFRWFkJAQ9Pb2stCThx9+GHV1dV7fV11dHU6cOOFgIHj55ZddhrJt2bIFM2fORGhoKLq7u12KcX4T0LSr9913H375y1+ip6cHn3/+Oe8umkgkYkKWtK4eeughJyMfXaT6+vqCEAKNRsM8Auyh2gs6nY6lGOc4ayrpyeivDA8P4/z589i9ezeqqqpw6dIllJSU4I477sCMGTOYIQGwTsIDAgKYkLlWq8Vvf/tbryeMY7FYLOjv78fu3bu98hyiUA8XTw3farUazc3NzMh24MCBSXuQpaSkICAgAKdOncLRo0eh1+vx/e9/3ylkq6urC4888gg2b94MkUiExsZGHD9+HOfOnUNnZ6fDIpd+R3WqjEYjXnjhBdx4441sweNNubu7u3Ho0CG3OiEWiwW7du3CL3/5Sybuqtfr0dvbO6lQYsA6Zv/jH/9AU1MTVq9ejaqqKvT09Hj9DMxmM0pLS5GWlsaEnDmOw3PPPee2L6yvr/cqda47qGfBVKW61ul0LNOPu911s9mM7u5uNDY2QiqVorS0FFVVVePWqdFoxPnz57Flyxan3XODwYBf/epXyM/PR2lpKSoqKlBRUYGRkRHcddddTudqb2/HBx98gP7+flx33XX48ssveQ3c3xQikQiVlZU4efIktFotduzYwQyU9hiNRpw9exaZmZkYHR1FVVUV2tvbx100G41GlJeXo6+vb1LhgTt37oRMJsMNN9yA3bt3w2Qysf54rHi1wWDAo48+ioyMDBQUFCAgIABHjhzx6tqA9b146qmnsGnTJiQnJ2NkZAR1dXWorq7G7t27WQg7hc556MJ+suj1epw6dQq//OUvcfvtt6OiogI9PT1oamrC559/jo6ODqc2O/a5iMViFjJkj8FgwBNPPIGbb74ZKSkpOHv2rNftj+M4VFRUYNu2bfD19WVhoWO9nGjmOmr4unjx4rjtyGQyobOzE3V1dfDx8UFVVRUuXrw4bpuiQuc0Tbs3WCwWlJWV4Ve/+hVuuukmVvcDAwP46KOPnDTOhoeHceLECdx777146qmnUFtbiwsXLkxqvBYQELiymZTRZiwhISEOqVCp3klbWxtiY2MhkUhQW1uLPXv2uOzYNBoNPv30U2RnZ+M///mPQ4YpbzAajWhvb8err77qUqCRD61Wi0OHDqGysnJS4R4tLS347LPPUFpaynbDqTV/KhZYnkxQ6E7deBNLtVqNnTt3slhl+zjbsfU2ODiIAwcOQKlUTmhCf/HiRchkMrfaLp6i1Wpx/vx59nzGCzWbKlV9s9mMnp4efPLJJ6ipqUFtbS00Gg3TKBpbV+fOnWMZ0NzVldlsRktLCyQSCU6fPs20bfjw8fHB2bNn8cYbb7DPjh075tY1XKfTuTUSlpWVYdu2bUwjpq6uDq2trS6FwIeHh3HgwAEW2+3KwAR8nW1hKqG6GPv27UNXVxcqKytdhpOcPHkSv/nNb9hnFy5c4NVJeP/993HrrbdCpVKhoqIChw4d4u0zLl26hC+++ALr1q1ju+EtLS1uJ0x6vd6t8DjHcejr68MzzzyD7u5ujIyMwMfHB0qlku280vt75513kJ2djaioKOh0OlRVVeGLL76YslASjuOg0Whw4MCBSRmtAwMDeZ+7K28fnU6Hv/71rwgODsbw8PCkQnMoVHdErVYz9/7Dhw879es6nQ4XLlzAc889B8CqgdLX1weNRsO0BOzLf/DgQVy4cAEDAwPMyDX2uIkyODjokRcEHVdVKhVkMhlaW1uxffv2cevKnRA/Ra1Wo6ysjLXrydb/zp07kZSUhKysLJjNZtTX1zvpRI2FLlam0nOPemK4y8g3Ec6cOcOEu93VKdWgeOSRRyASidDS0uKReC/1Jr148SJvX9XW1oZHH30UjY2NTGctJyeH1yhFEz8cO3YMUqmUd2HtLZ706xzHYe/evfjoo49YfdDP7dHpdNi6dSvKyspgNBpRXV2Nzs5OjwxcX3zxxaS98mpra/Hee+/h5MmTzLDW09PDRHrH0traCq1Wi6GhIYSEhEwqaQZg3dR688034evryzYaRkZGWB9jj9FoxP79+8dNBuEpVLfm008/RXV1NTo6OpgYuKdaT2PXAPa0trbi2LFjqKmpmXS/0tbWhnfffZcJM+v1eicjr06nw5kzZ/CXv/yFCfCPB8dx2L17Ny5dusRE+Gtra8dt4zR8bSIbmHzo9Xrs2LED1dXVGB4eZoZCvsxkdEO6rq4Ou3btQmNj46S8IgUEBK58ptxoMzY9qE6nw8cff4yMjAzIZDKcO3cOX3zxhctzGI1GNDU14a233sL58+cnvYNA9QeOHj06ISPJ6OgoyyY0mcHFYDCgo6MDvb29Hov2TaSM+/fvH7d8VDtgvPunOxLHjx9nYRSuyqrX63H58mWXKYxdUVVVxfQXJgsNXzh//jwIIW4nTFTPYqrq3j7tKj2vq3N76rJtMplQUlKC8vJyvPPOOygpKXFpaKMGFXvPjvG8yEpLS93qQ3V3d6O0tBR79+4FIQR79uxh7ZYPi8WC0tJSpvs0XqpcmkFsKicVQ0ND2LdvH0ZGRlx6GajVapSXl+PUqVPsM762YrFY8P777yM4OBi+vr746quvcPDgQd5zUh0LuVwOs9mM/fv3Q61Wu723yspK5pnjCoPBwAxKHMchKCgIlZWVqK+vdzh3VVUVDh8+zHRfDh8+7DY72kShfdXx48cn5Q3oSmeqq6uL18BIU11LJBImgD5Zzp07B7lcjurqalY/fP0PXUzSEAe+FOz2dHZ2Qq1WOxhqXn31VVy+fNnr56DX69HZ2Tmui7tOp8O2bduYYHNtbS22b98+7vnr6+vHHQeo3gQVXZ8sDQ0NOH78OOLj49lCczxjTH9/P8v0NJW4M0JPlI6ODqjVao8WzGazGSdOnAAAJrY7HgaDAZ999hlaWlp4n5nJZMKJEydY1png4GCYzWbe0HN6fHt7Ow4dOjRldcBxHOvX3dHa2orLly+zsBl3uoINDQ3o7OxkWliezNuMRiO2bds26Y0wrVaL5uZm9PX1sVAad+8yFQGmGlCTNXDqdDrU1dUxjRR36e5p+L5SqZwSow3wtV6gTqdj7Yp+7gkhISEs/Gkser0elZWVLDPSZNDr9U5h23xeQBcuXEBXVxfTI/OElpYWloHJXUZSe2gY3diwsIlC57RU9Jn2E67qn+M4tsE8NDT0/zXkUUBA4P8/ZCKTS0KI24NTU1PR3d3t1CEXFBQgPj4eMpkMDQ0NOHPmzLiLWJpycCqg2TYm2qF56+Lu6lyA54OfJ/j4+GDNmjX45JNPpmyHHYDH4o80y8xUTQC/aaiw8lQ+A0/qigriAfzGAgrNFnHPPffgk08+YYKgfFDB04lMflJTU12K9VLCwsJQXFwMQggOHz4MtVrtduFECIFUKoVEIhl3cvNN1D8tg7tzrl69GiqVyinTHR8ymQyrV6+GQqFAVVUVKioqePsqsViM8PBwLFq0CBzH4ejRo1Cr1W77tbi4OIjFYpfi0q5+ExAQAK1W6xR+Nm/ePMTFxWFwcBBlZWXfSKrPyfaB1Eg1dpH+0EMP4dSpUzh58qTTb+y1T6airYSGhiI2NhbDw8MehQ9621cTQhAeHo7BwcH/L9pOVIhTqVSio6MDx48fH3dczcjIcNJIccVUjn8ZGRnIzc2F0WjE8ePHxxWiV6lULIvSVEI9k6Yi9IrqmXGc+4yDFHv9KU+ZiBCzv78/yyTnTltlKp8r4Fm/ftddd6G6utql5+jY8tF38Juqq2/iXFM9X/w2PSa8rUtXa4D/Juzb30THoKl6blSA2tNzfdvtRUBAYMop4ziucOyHU2q0cdVxjM1wMpUGhv/rUAFYgf8dvqkB2NPzUpfj/5V2NdFFOL1/T7yCJlJX3hgD3P3GXjvlv61PneikVMAZb8bVb2tyb1/W/5V+5UrkSl28Ce/7/w2u1PYnICAg8F/GN2+0ERAQEBAQEBAQEBAQEBAQEBCYMLxGm4lq2vQAmLyCrICAgICAgICAgICAgICAgIAAJYHvwwl52ggICAgICAgICAgICAgICAgI/P9B9G0XQEBAQEBAQEBAQEBAQEBAQEDAGcFoIyAgICAgICAgICAgICAgIHAFIhhtBAQEBAQEBAQEBAQEBAQEBK5ABKONgICAgICAgICAgICAgICAwBWIYLQREBAQEBAQEBAQEBAQEBAQuAIRjDYCAgICAgICAgICAgICAgICVyCC0UZAQEBAQEBAQEBAQEBAQEDgCkQw2ggICAgICAgICAgICAgICAhcgQhGGwEBAQEBAQEBAQEBAQEBAYErkP8HMMFvMUD0vYQAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -174,7 +174,7 @@
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
@@ -201,25 +201,9 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "EMNIST Lines Dataset\n",
- "Max length: 34\n",
- "Min overlap: 0.0\n",
- "Max overlap: 0.33\n",
- "Num classes: 80\n",
- "Input shape: (28, 952)\n",
- "Data: (5000, 28, 952)\n",
- "Tagets: (5000, 34)\n",
- "\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"print(emnist_lines)"
]
@@ -248,7 +232,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.4"
+ "version": "3.8.2"
}
},
"nbformat": 4,