\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Processing: 0%| | 0/4 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model = exp_uni.create_model(\"arima\", order=(0,1,0), seasonal_order=(0,1,0,24))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"exp_uni.plot_model(model)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"On zooming in to the forecasts, we can see that the model is able to capture some of the trends (spikes) in the dataset, but not all. The performance of our baseline model indicates that mean MASE across the CV folds is 1.52 which is not that great. Any value > 1 indicates that the model is performing worse than even a naive model with one step ahead forecasts. This model needs more improvement. Let's see if adding exogenous variables can help improve the model performance."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Step 3: Improved Model - Univariate forecasting with exogenous variables"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Processing: 0%| | 0/4 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model_exo = exp_exo.create_model(\"arima\", order=(0,1,0), seasonal_order=(0,1,0,24))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"exp_exo.plot_model(model_exo)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Step 4: Evaluate Model"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Not bad, We have managed to improve MASE significantly which is much better than the univariate model and also a large improvement over a naive model. We should be happy with this improvement. Let's finalize the model by training it on the entire dataset so we can make true future forecasts."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"final_model_exo = exp_exo.finalize_model(model_exo)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model was trained with exogenous variables but you have not passed any for predictions. Please pass exogenous variables to make predictions.\n",
"10 exogenous variables (X) needed in order to make future predictions:\n",
"['PT08.S1(CO)', 'C6H6(GT)', 'PT08.S2(NMHC)', 'NOx(GT)', 'PT08.S3(NOx)', 'NO2(GT)', 'PT08.S4(NO2)', 'PT08.S5(O3)', 'T', 'RH']\n"
]
}
],
"source": [
"def safe_predict(exp, model):\n",
" \"\"\"Prediction wrapper for demo purposes.\"\"\"\n",
" try: \n",
" exp.predict_model(model)\n",
" except ValueError as exception:\n",
" print(exception)\n",
" exo_vars = exp.exogenous_variables\n",
" print(f\"{len(exo_vars)} exogenous variables (X) needed in order to make future predictions:\\n{exo_vars}\")\n",
"\n",
"safe_predict(exp_exo, final_model_exo)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As we can see, this approach does not come without side effects. The problem is that we have 10 exogenous variables. Hence in order to get any unknown future values for CO concentration, we will need the future values for all these exogenous variables. This is generally obtained through some forecasting process itself. But each forecast will have errors and these errors can be compounded when there are a lot of exogenous variables. \n",
"\n",
"**Let's see if we can trim down these exogenous variables to a handful of useful variables without compromising on forecasting performance.**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Step 5: Parsimonious Model - Univariate forecasting with limited exogenous variables\n",
"\n",
"From the CCF Analysis, we found that many of the exogenous variables show a very similar correlation structure to the CO concentration. E.g. `PT08.S1(CO)`, `NOx(GT)`, `C6H6(GT)`, `PT08.S2(NMHC)` values from 24 hours before (lag = 24) show a high positive correlation to CO concentration. Instead of keeping all of them, lets pick the one with the highest positive correlation at lag 24 which is `NOx(GT)`.\n",
"\n",
"Similarly, `PT08.S3(NOx)` values from 24 hours ago shows the highest negative correlation to CO concentration. Let's keep this variable as well.\n",
"\n",
"Finally, in daily cycles, what happens 12 hours back can also impact the current value (e.g. values last night can impact the next day and vice versa). The variable with the highest correlation to CO concentration at lag = 12 is `RH`. We will keep this as well."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Processing: 0%| | 0/4 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model_slim = exp_slim.create_model(\"arima\", order=(0,1,0), seasonal_order=(0,1,0,24))"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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CIAACIAACIAACIAACIBCHAAQ9DjWUAQEQAAEQAAEQAAEQAAEQAAEQAIGECUDQEwaK6kAABEAABEAABEAABEAABEAABEAgDgEIehxqKAMCIAACIAACIAACIAACIAACIAACCROAoCcMFNWBAAiAAAiAAAiAAAiAAAiAAAiAQBwCEPQ41FAGBEAABEAABEAABEAABEAABEAABBImAEFPGCiqAwEQAAEQAAEQAAEQAAEQAAEQAIE4BCDocaihDAiAAAiAAAiAAAiAAAiAAAiAAAgkTACCnjBQVAcCIAACIAACIAACIAACIAACIAACcQhA0ONQQxkQAAEQAAEQAAEQAAEQAAEQAAEQSJgABD1hoKgOBEAABEAABEAABEAABEAABEAABOIQgKDHoYYyIAACIAACIAACIAACIAACIAACIJAwAQh6wkBRHQiAAAiAAAiAAAiAAAiAAAiAAAjEIQBBj0MNZUAABEAABEAABEAABEAABEAABEAgYQIQ9ISBojoQAAEQAAEQAAEQAAEQAAEQAAEQiEMAgh6HGsqAAAiAAAiAAAiAAAiAAAiAAAiAQMIEIOgJA0V1IAACIAACIAACIAACIAACIAACIBCHAAQ9DjWUAQEQAAEQAAEQAAEQAAEQAAEQAIGECUDQEwaK6kAABEAABEAABEAABEAABEAABEAgDgEIehxqKAMCIAACIAACIAACIAACIAACIAACCROAoCcMFNWBAAiAAAiAAAiAAAiAAAiAAAiAQBwCEPQ41FAGBEAABEAABEAABEAABEAABEAABBImAEFPGCiqAwEQAAEQAAEQAAEQAAEQAAEQAIE4BCDocaihDAiAAAiAAAiAAAiAAAiAAAiAAAgkTACCnjBQVAcCIAACIAACIAACIAACIAACIAACcQhA0ONQQxkQAAEQAAEQAAEQAAEQAAEQAAEQSJgABD1hoKgOBEAABEAABEAABEAABEAABEAABOIQgKDHoYYyIAACIAACIAACIAACIAACIAACIJAwAQh6wkBRHQiAAAiAAAiAAAiAAAiAAAiAAAjEIQBBj0MNZUAABEAABEAABEAABEAABEAABEAgYQIQ9ISBojoQAAEQAAEQAAEQAAEQAAEQAAEQiEMAgh6HGsqAAAiAAAiAAAiAAAiAAAiAAAiAQMIEIOgJA0V1IAACIAACIAACIAACIAACIAACIBCHAAQ9DjWUAQEQAAEQAAEQAAEQAAEQAAEQAIGECUDQEwaK6kAABEAABEAABEAABEAABEAABEAgDgEIehxqKAMCIAACIAACIAACIAACIAACIAACCROAoCcMFNWBAAiAAAiAAAiAAAiAAAiAAAiAQBwCEPQ41FAGBEAABEAABEAABEAABEAABEAABBImAEFPGCiqAwEQAAEQAAEQAAEQAAEQAAEQAIE4BCDocaihDAiAAAiAAAiAAAiAAAiAAAiAAAgkTACCnjBQVAcCIAACIAACIAACIAACIAACIAACcQhA0ONQQxkQAAEQAAEQAAEQAAEQAAEQAAEQSJgABF0T6JYtWzRrSLd4586dKZPJ0J49e9K9MK5mNYGOHTtSZWUlNTY2Wn0fCD5dAu3atSNuOw0NDeleGFezmgB/13Tt2pXq6+utvg8Enz6BAw44wGk3ra2t6V/c4CvW1NQYHB1CAwEQUAlA0DXbBARdEyCKW0EAgm5FmowLEoJuXEqsCAiCbkWajAwSgu6eFgi6kc0VQYGAJwEIumbjgKBrAkRxKwhA0K1Ik3FBQtCNS4kVAUHQrUiTkUFC0CHoRjZMBAUCEQlA0CMCU0+HoGsCRHErCEDQrUiTcUFC0I1LiRUBQdCtSJORQULQIehGNkwEBQIRCUDQIwKDoGsCQ3ErCUDQrUxb0YOGoBc9BVYGAEG3Mm1GBA1Bh6Ab0RARBAhoEoCgawJED7omQBS3ggAE3Yo0GRckBN24lFgREATdijQZGSQEHYJuZMNEUCAQkQAEPSIw9KBrAkNxKwlA0K1MW9GDhqAXPQVWBgBBtzJtRgQNQYegG9EQEQQIaBKAoGsCRA+6JkAUt4IABN2KNBkXJATduJRYERAE3Yo0GRkkBB2CbmTDRFAgEJEABD0iMPSgawJDcSsJQNCtTFvRg4agFz0FVgYAQbcybUYEDUGHoBvREBEECGgSgKBrAkQPuiZAFLeCAATdijQZFyQE3biUWBEQBN2KNBkZJAQdgh6mYe7evZumTZtGw4YNo+HDh/sWWbVqFV1//fXOPwMGDAhTves5SdUTOwAUtIoABF0zXRB0TYAobgUBCLoVaTIuSAi6cSmxIiAIuhVpMjJICHp5CvrcuXNp6tSpuZsfPXo0jR071rONQtCN/PgiKIkABF2zOUDQNQGiuBUEIOhWpMm4ICHoxqXEioAg6FakycggIejlJ+gs53PmzKGZM2dS9+7dScg3k7juuuuIn19MONCDbkIW7IkBgq6ZKwi6JkAUt4IABN2KNBkXJATduJRYERAE3Yo0GRkkBN08Qa+rq6Obb76Zli5dSn369KFLL72Ujj/++ETaT319PY0fP97pLR86dGiuTvnnAwcOdM459dRT6cEHH3TOmT59uvPf8hB3tRd+8ODBjvRv3bo1b4j7rFmzaOfOnbRjxw6aP3++c0/8MzH8Xa1n9uzZTmwQ9ERSXjaVQNA1Uw1B1wSI4lYQgKBbkSbjgoSgG5cSKwKCoFuRJiODhKAXVtBZMhctWhQp9wsXLqQ1a9bkyrRv357OPvvsSHWw/J544oltyixZssSRY9F7Lp/APz/kkEPohBNOcAS9X79+uR51dYg71zN58uScaMv1ugn6ggULcueykNfW1jp18/HYY4/RiBEjnJ57uXdfrScSAJxcdgQg6Joph6BrAkRxKwhA0K1Ik3FBQtCNS4kVAUHQrUiTkUFC0Asr6M8880zeXO+0GsHJJ59MkyZNchV0Ht7uNpSdBZ2Pc889t00vuyro4lwxbz1I0Lle+VyvGORecy6TxGJzaTHHdYpLAIKuyR+CrgkQxa0gAEG3Ik3GBQlBNy4lVgQEQbciTUYGCUEvrKAn0YPOfxd+9KMfRWo/SfSgy8Pg3QSde9vFiu46gs6M+Fo8tJ8PMQQegh4p5WV/MgRdswlA0DUBorgVBCDoVqTJuCAh6MalxIqAIOhWpMnIICHohRX0OElnUb3pppvozTffpN69e9Nll11WlDnoQYLO96bbg75u3TqnjilTprSZdw5Bj9N6yrcMBF0z9xB0TYAobgUBCLoVaTIuSAi6cSmxIiAIuhVpMjJICLp5gl7ohhK0ijv3lqsLybnNQZfnsvN/cy+61yJxqsyLIe4s6PIwdnluOwS90C2htOqHoGvmE4KuCRDFrSAAQbciTcYFCUE3LiVWBARBtyJNRgYJQS8/Qec79tsH3W2ld7d90FnK77//fgcg76O+fv16Z267Kt1u89XlOehyPYMGDXLqY2mHoBv5lWFsUBB0zdRA0DUBorgVBCDoVqTJuCAh6MalxIqAIOhWpMnIICHo5SnoSTdGFv7Vq1fnhrwnXT/qA4EgAhD0IEIBv4egawJEcSsIQNCtSJNxQULQjUuJFQFB0K1Ik5FBQtAh6HEapuhlX758uVOc90x3Wxk+Tt0oAwJxCJSVoPPKijyfhBdv6N69e46XGOoyf/5852cTJ07MreQYBBWCHkQIvy8FAhD0Ushi+vcAQU+feSlcEYJeClkszj2kKejbmlqpW/uK4txoxKvW1NRELIHTQQAEikmgLARdfjM2ePBgR9JlQZfnk7jNVfFLEAS9mM0X106LAAQ9LdKldR0IemnlM627gaCnRbr0rpOmoK9tzFLnaqJu7SuNBwlBNz5FCBAE8giUhaCLO3brQWchnzx5srPCI++zyIe6AAQEHZ+acicAQS/3FhDv/iHo8biVeykIerm3gPj3n6agf9qYpVU7WuiLXaqoz35mSzoEPX6bQkkQKAaBshd0lnZ5SwROAi8OUVtbG2r+CXrQi9Fscc20CUDQ0yZeGteDoJdGHtO+Cwh62sRL53ppCvqanS30/vYsHdq1kj7XucpoiBB0o9OD4ECgDQEIusu8dDdB5x529eCh8k1NTVY1q6qqKmptbaVsNmtV3Ai2uAS43fDR0tJS3EBwdasIsGjxP5lMJnTc/N3EZXCUL4GKigqqrq6m5ubm8oWAO49FgF8K8vcNP+cU+vhwWxO9V99Mh3ZvRwO7tS/05bTqb9/e7Pi0bg6FQaAECUDQQ/agP//8823Sf/zxx1NDQ4NVzYJ7Qlmy8OBjVdqKHiw/9LA07dmzp+ixIAB7CPCLHX4w3LVrV+ig+cGaBQ1H+RLg/Hfq1Il27txZvhBw57EI7L///rRjx45YZaMW+nB7hj7YnqEvdKmmL3arjlo81fO7dOmS6vVwMRAAAT0CZS/omIOu14BQujwIYIh7eeQ56bvEEPekiZZHfRjiXh55LsRdpjnE/cOGFlq1I0v9OlXSl7thiHsh8ok6QaBcCZS9oHPisYp7uTZ/3HdYAhD0sKRwnkwAgo72EIcABD0ONZRhAmkK+srtLfTRziz13a+CDutudg865qDH+3zIU15XrFjh+IK6E1RQzW5rXQWVKcXfh+GwZMkSmjNnTqg1wEqRkXxPZSHo8jZr4uZHjx5NY8eOdf4X+6CXejPH/ekSgKDrEizP8hD08sy77l1D0HUJlm/5NAX9g+0t9PHOLPXqWEmHH4Ae9GK0Orfn+4kTJ9Lw4cMTCSeOoKs7QYUR0zjBqu4ie41XfVG3ko4Tl1eZMByiCDrnZurUqTR79mwaOnRo7rJcx5gxY/LCkNuE/Ps+ffo4L134e4PXGuvXr1/eywGOmV1xyJAheT8X7D/55JPIL2zCMi0LQQ8LI855WMU9DjWUsY0ABN22jJkRLwTdjDzYFgUE3baMmRNvmoL+/rYWWtOYpZr2RF/v0c4cCC6RlGoPuiqc4v9HjhyZiKRH2dVJYI+yVbNuoxGiOGzYsFD3WyqCzvfNIxn46Ny5c67Dlf+fBVwe6SAke8qUKTmRV88R05353+PGjcudx/W8//771K1btzbifu+99zrrkJ133nl5Lwh0cyrKQ9A1SULQNQGiuBUEIOhWpMm4ICHoxqXEioAg6Fakycgg0xT0d7dl6NPGVurevoKG9iiPIe4NTVlatzP93RW6tK+kvp3bvgRxE06W6tWrV9O5557r9Iqeeuqp9OCDDzrtlYWrb9++NG3aNJo/f77zM7XHnc+5//77c+2by1933XWkDnF368E+9thj83pvuew555xDN910k7Ol84ABA3JxiGvIPd/ihQAvdvjoo48656o9xPIHz03QOX5eYJMXS+R7FL3EfG313sS9qyMRxDVFr/d3vvMdmj59Og0ePJhOOeUUhwUz4WdDwZX/zb3N8jXkayfZg851Pfzww3TGGWc4fFi+u3fv7sSiyrcbIy9BP/300+m1115z2s26deuca/Tv35+WL1+ed7+cJ3FwWxMjspP8UoSga9KEoGsCRHErCEDQrUiTcUFC0I1LiRUBQdCtSJORQaYp6O/Ut9DaXVnqXE10dM/y6EFfu6OZXt8QfleOpBrJQZ2r6Ru9O7Wpzk3QRQ+2EHR52LKQtd69eztSpS4UzeLFc6DFPHOvIe78TMSSL+rhwJ5++mk67rjj6J577nHiFNKmiqlcJ58n16MO21ZFUgXgJegLFixwRJmlXL4en8/yybGJYeHqqAOOl++fpXfr1q3OuSzl4n5UZvL/8+ePXwqcddZZOXFfv369I7csvPySQn5Rod5P2CHuQpA5LubHIybE/bj1oKvX9RJ0ZjNv3jziFy08fJ3bDv+7trY2J+ii937UqFFO+IKVeEGQVJuHoGuShKBrAkRxKwhA0K1Ik3FBQtCNS4kVAUHQrUiTkUGmKegr6jNUt6uV9quqoGN7lUcPuumCLg9nHjhwYBsZdevFZZE95JBDHAll2ZOHi3sJOourl2z6zUEXvffyNQVZnUkAACAASURBVGRZfO655/JkUJZlNwH0EnT5BYEsvW6C7tXjzNLLUyPc7lMw47n+flIt1+3HTHyZhBF0WZDVFxD8rKrOQedef3VhPz9B51hmzJhBBx98sNN++GWHLOii955/J16whJ1iEOVLE4IehZbLuRB0TYAobgUBCLoVaTIuSAi6cSmxIiAIuhVpMjLINAV9eX0Lrd+VpeoKohP6oAe9kA0iqAedhyCLQwzPdutdFwJfV1eXFy4P9XbrjfUTdK+e0zCCLvf4yhJeLEFXF1VjOMzRS9BlkeYRA/yCQyzM5yXISQm6KvHqSxdZvvk+1BED/DM/QRcvUUSO1HUI5JcTXFecdQrCfFYg6GEo+ZwDQdcEiOJWEICgW5Em44KEoBuXEisCgqBbkSYjg0xT0N/amqGNu1upsoLoJAh6QdtDkKDLQ7ZFIF6C7iXWbr3R5dKD7rW1mde8cTGsnRdI47JXXnmlMwecxXfy5Mm54fWF6EFX59GLfIv59Kp8u00T8BN0sU6AqNdtioD8QojPk+faJ/VBgKBrkoSgawJEcSsIQNCtSJNxQULQjUuJFQFB0K1Ik5FBpinob27J0KY9rQ6Hk/u2owojiewNKqlV3E0f4i6nwE3Q1TnofD5L6MqVK+lb3/pWXm8o/46HvPOhLhKnzkHneh977DEaMWKE65BoeZi4PM9drUftjU16iLu4J3lIttvK9yywot14DeXnWHne/aGHHpqbn66Kr3yvSfSge61CL/equ+1Xz1Iv5sKLYfDySu/qvHq5HYXZak/tVU/iqwCCrkkRgq4JEMWtIABBtyJNxgUJQTcuJVYEBEG3Ik1GBpmmoL+xuZm2NO3FcHyvampfZa6iJyXoNqziLhqml8ypq6/LvZ/y7/jnvOgbr4butoq7uvK5WI1d/nncVdzFCul+gu61D7o6xF4dEi4PQfdaxV3M2/aTarfty9SYjjnmGGcrMh61kISgey2aJws2e5ks39weRFz839/97ndzLxTkfdC555+Hw/v1oKsLAIq2FmbufNQvTAh6VGLK+RB0TYAobgUBCLoVaTIuSAi6cSmxIiAIuhVpMjLIVAV9S4a2fNaD/s1e1dSxDATdyKQjqJIhUAjRtRUOBF0zcxB0TYAobgUBCLoVaTIuSAi6cSmxIiAIuhVpMjLINAV9yeYM1TftHeJ+VM9q2r+6gpqzrdSOJ6UbdiTVg27YbSGcEiMAQd+XUAi6ZuOGoGsCRHErCEDQrUiTcUFC0I1LiRUBQdCtSJORQaYp6LWbMrS9ea+gf7VbJR3UqYq2N2Wpa/tK49hA0I1LCQICAV8CEHTNBgJB1wSI4lYQgKBbkSbjgoSgG5cSKwKCoFuRJiODTFPQX93YTDsyezH06VhBgw6opo27s9SzIwTdyMaBoEDAIgIQdM1kQdA1AaK4FQQg6FakybggIejGpcSKgCDoVqTJyCDTFPRXNjTTzpa9GDpWEX2zVzv6ZGcL9etcZRwb9KAblxIEBAK+BCDomg0Egq4JEMWtIABBtyJNxgUJQTcuJVYEBEG3Ik1GBpmmoL+8MUONmb1D3Pk4vnc7WrOjhQZ2haAb2TgQFAhYRACCrpksCLomQBS3ggAE3Yo0GRckBN24lFgREATdijQZGWSagv7Shmba9VkPOsM4rFsVbWnK0qDu1caxQQ+6cSlBQCDgSwCCrtlAIOiaAFHcCgIQdCvSZFyQEHTjUmJFQBB0K9JkZJBpCvoL65tpT3Yfhr77VVJTtpWG1EDQjWwcCAoELCIAQddMFgRdEyCKW0EAgm5FmowLEoJuXEqsCAiCbkWajAwyVUHfkKE9LfuGuFdXVlC3dhU0pAZD3I1sHAgKBCwiAEHXTBYEXRMgiltBAIJuRZqMCxKCblxKrAgIgm5FmowMMk1BX1TXRC2t+Xue17SvoK/3QA+6kY3DwqCwL7iFSUsoZAi6JkgIuiZAFLeCAATdijQZFyQE3biUWBEQBN2KNBkZZJqC/mxdM2X3daA7PCDo6TaL+vp6Gj9+PC1fvjzvwhMnTqThw4enG0yEq82dO5dqa2vpuuuuI36+8jqiCDrXOXXqVJo9ezYNHTo0V6X4uXwN+Ry+xpgxY5xf9+nTh2bNmkX8OWKu/fr1y4tx1apVNHbsWBoyZEjez0Ue1PMjIMGpCgEIumaTgKBrAkRxKwhA0K1Ik3FBQtCNS4kVAUHQrUiTkUGmKegL65qpFYJe1HYgxJClUZbSogYV4uJJC/ru3btp5syZzpU7d+7sSLQ41GuxkE+ePNkR8QEDBjin8c/4/7mO7t27E3Plc/jf48aNy7Hlc95//33q1q1bnqCLFwkNDQ2O2It6Q6DAKR4EIOiaTQOCrgkQxa0gAEG3Ik3GBQlBNy4lVgQEQbciTUYGmaagP7OuuQ0D9KC3bRZrtu6iX/7tTXrlw83U74D9aOJph9Epg/ok0n6CBJ2F8v7773euNXr06Jy4Cmndf//96dFHH839Tu2Rl3ua1d+JXnq1h1ouI3qc6+rqcjGcdtppThziZ4MHD86JsQolbA86X+fhhx+mM844w+lBnzJliiPafKiC7sbMS9BPP/10eu211xzpXrdunXON/v37OyMW5N5/5nzsscfSSy+9RIcccojRoxcSaXgpVAJB14QMQdcEiOJWEICgW5Em44KEoBuXEisCgqBbkSYjg0xL0HloOw9xV49SF/T36hroH8vWRcr9E2+upQ837cyV6VBdSZecMDBSHV/u04X+8/C+bcr4Cbosplxw2rRp1Lt3b0eO3YaDi7pGjhzpCCZLL/cos+zywZIqfsc91i+88AIdd9xx9Nhjj9GIESOcoepc75w5c5xy/P98TS7DvftcRpy7YMGCRIe483X5OOWUU/Ku6SboqozzOV6Czvc8b948R74/+eQTZ8g7/1sens/cpk+fTldeeSWtXLnSuf+gofuRkl+mJ0PQNRMPQdcEiOJWEICgW5Em44KEoBuXEisCgqBbkSYjg0xL0DPZVnpufabsBP3xN9fSuL+8ES33PA+gIn8xvVaqoApS5gf41Hr61w6iWWd/3VPQ5Tnop556qiOLLI3Dhg3L9ebKEvrcc8+1EWRVUlmohWDzheUh4F6hstRff/31zj9iHreQerlMkkPcxfD2UaNGOUPL1brVHn7mowq0n6Bz3DNmzKCDDz7YeUmhvlzgstxzzi8+gkY0RGs45X02BF0z/xB0TYAobgUBCLoVaTIuSAi6cSmxIiAIuhVpMjLItAS9qaWVnt9QfoKeRA96++pK+mmBe9BluRZz0+UecS9BF4ulyY2bh4zz4dUzrA5jFwutsSyrvxPD35MUdHUYvPySQBV2HqYuXiDI88T9BL1v3755vfJuIxPEKAHxIoP/Lc+DN/LLwvCgIOiaCYKgawJEcSsIQNCtSJNxQULQjUuJFQFB0K1Ik5FBpiXovP/5C2Uo6HGSznPQr3xkKb26agsd3H0/mnR64eegC0GP2oPuJeFuw8KZhRBwHgbPLwJUOZZ5BfXgu7ENMwddnmcv1yHPkZeHpLu9HPATdHXBN7k8C788n15c329efZw2VI5lIOiaWYegawJEcSsIQNCtSJNxQULQjUuJFQFB0K1Ik5FBpiXou1ta6UUIetHbQNAcdHU+uDwHXd3mTJ2DzjfH4srHwIED8+ag87nz58+no446Kq9HWl4hndsin3PWWWc5dcgSzHO1wwyZDxJ0r/uXy6lD0sXLC8FCjU1exd1tRXZZ0N3m0ruNXih6Q7EwAAi6ZtIg6JoAUdwKAhB0K9JkXJAQdONSYkVAEHQr0mRkkGkJ+q5MK720sfyGuJuW9KA5z0GruKtzsdWV2uWeYHW4uuihlq8xaNAgBxEPIxdDw1nS+ZCHvguJ5d/prOLu1bMvtkljwX7rrbfazLcX98m9/rwAnNs+6LzNmp+gu83zF+2DJX716tUY5q7xgYGga8DjohB0TYAobgUBCLoVaTIuSAi6cSmxIiAIuhVpMjLItAR9Z3OWXtnU0oZBqa/ibmTSSziooB70Er71sr81CLpmE4CgawJEcSsIQNCtSJNxQULQjUuJFQFB0K1Ik5FBpiXoDU1ZWrwZgm5kIyihoCDoJZTMiLcCQY8ITD0dgq4JEMWtIABBtyJNxgUJQTcuJVYEBEG3Ik1GBpmWoG9rytJrEHQj2wCCAoFSIABB18wiBF0TIIpbQQCCbkWajAsSgm5cSqwICIJuRZqMDDI9QW+l1zZjDrqRjQBBgUAJEICgayYRgq4JEMWtIABBtyJNxgUJQTcuJVYEBEG3Ik1GBpmWoG9taqXXIehGtgEEBQKlQACCrplFCLomQBS3ggAE3Yo0GRckBN24lFgREATdijQZGWRagr5lT5be2II56EY2AgQFAiVAAIKumUQIuiZAFLeCAATdijQZFyQE3biUWBEQBN2KNBkZZFqCvml3C725NduGAVZxN7JZICgQsI4ABF0zZRB0TYAobgUBCLoVaTIuSAi6cSmxIiAIuhVpMjLItAR9w64WWlYPQTeyESAoECgBAhB0zSRC0DUBorgVBCDoVqTJuCAh6MalxIqAIOhWpMnIINMS9PW7srS8HkPcjWwECAoESoAABF0ziRB0TYAobgUBCLoVaTIuSAi6cSmxIiAIuhVpMjLItAS9bleWVkDQjWwDCAoESoEABF0zixB0TYAobgUBCLoVaTIuSAi6cSmxIiAIuhVpMjLItAR9bWOW3tmGHnQjGwGCAoESIABB10wiBF0TIIpbQQCCbkWajAsSgm5cSqwICIJuRZqMDDItQf9kZwu9tx1z0I1sBAgKBEqAAASdiOrr62n8+PG0fPlyJ6WjR4+msWPHhkovBD0UJpxkOQEIuuUJLFL4EPQigbf8shB0yxNYxPDTEvQ1O7P0/nb0oBcx1bg0CJQ0gbIX9N27d9O0adNo2LBhNHz4cFL/Pyj7EPQgQvh9KRCAoJdCFtO/Bwh6+sxL4YoQ9FLIYnHuIS1BX72jhf7VgB704mQZVwWB0idQ9oIues+5x3zo0KFOxmfNmuX8O0wvOgS99D8kuEMiCDpaQRwCEPQ41FAGgo42EJdAWoL+8Y4W+gCCHjdNKAcCIBBAoOwFnfnMnTuXpk6dSrNnz6aBAwfS5MmTnSHvAwYMCGxAEPRARDihBAhA0EsgiUW4BQh6EaCXwCUh6CWQxCLdQlqCvqqhhT7cgR70IqUZlwWBkicAQSeiVatW0fXXX+8ke8WKFa5z0F9++eU2jeGYY46hhoYGqxoJi1ZLSws1NzdbFTeCLS6B9u3bU0VFBe3Zs6e4geDqVhGorq4mbjuNjY1WxY1gi0uABb1Tp060Y8eO4gaCq1tHoEuXLk67aW1tLWjsH2zP0IfbM22ucWDHKvrGge0Keu04lTMXHCAAAvYQKHtB5yHuco+5mIPeu3fvvCHul112WZus3nnnndaJblVVlfOHK5tt++bXnmaLSNMmwA/MLOj8cgcHCIQlwG2G206UdsPfTVwGR3kT4Jc7mUxbASpvKrj7IAJptZt3t+yhD7e37ejouV81DevdMSjM1H/Po5lwgAAI2EOg7AWde89nzpxJU6ZMoe7duzuZ4yHvtbW1dN111zlzb/0ODHG3p7Ej0vgEMMQ9PrtyLokh7uWc/fj3jiHu8dmVe8m0hrjzCu68krt61LSvoK/3qDYuDTU1NcbFhIBAAAS8CZS9oItF4kaOHJm3irvag+6FEIKOj1c5EICgl0OWk79HCHryTMuhRgh6OWS5MPeYlqC/ty1DnzS2HUYPQS9MXlErCJQbgbIXdE4496Lziu11dXVO/rEPerl9DHC/QQQg6EGE8Hs3AhB0tIs4BCDocaihDBNIS9Df3dZCnzaiBx2tDgRAoDAEIOiaXNGDrgkQxa0gAEG3Ik3GBQlBNy4lVgQEQbciTUYGmZagv12foXW70INuZCNAUCBQAgQg6JpJhKBrAkRxKwhA0K1Ik3FBQtCNS4kVAUHQrUiTkUGmJegr6luobhd60I1sBAgKBEqAAARdM4kQdE2AKG4FAQi6FWkyLkgIunEpsSIgCLoVaTIyyLQEfdnWDG3YjR50IxsBggKBEiAAQddMIgRdEyCKW0EAgm5FmowLEoJuXEqsCAiCbkWajAwyLUF/c0uGNu2BoBvZCBAUCJQAAQi6ZhIh6JoAUdwKAhB0K9JkXJAQdONSYkVAEHQr0mRkkGkJ+tItGdoMQTeyDSAoECgFAhB0zSxC0DUBorgVBCDoVqTJuCAh6OakZMOGDdSrVy9zAvKJBIJuRZqMDDItQX99c4a2NqEH3chGgKBAoAQIQNA1kwhB1wSI4lYQgKBbkSbjgoSgFz8lCxcupDvvvNMJpHPnznTDDTfQgAEDih8YBN3oHNgaHATdPXM1NTW2phRxg0BZEoCga6Ydgq4JEMWtIABBtyJNxgUJQS9+Ss4888y8IAYNGkRTp04tfmAQdKNzYGtwaQn6a5sytK0ZPei2thPEDQKmE4Cga2YIgq4JEMWtIFDqgr5z506aN28erVixgnr27EmjRo2yZjiwyQ0Igl787KiC3r9/f5oxY0bxA4OgG50DW4NLS9AXb2ymhkxbSjXtK+jrPaqNw4cedONSgoBAwJcABF2zgUDQNQGiuBUESl3Q77jjDlq0aFEuFzwE+LbbbrMiNyYHCUEvfnbGjBlDGzduzAVy4okn0rhx44ofGATd6BzYGpyuoGdaiaorgu9+8aYWamhuuw96jw6VNKSmKriClM+AoKcMHJcDAU0CEHRNgBB0TYAobgWBUhd0VWI4Kf/zP/9jRW5MDhKCXvzsrFq1iiZPnkwNDQ3EvefTpk1z5qKbfGCROJOzY3ZsuoLOC78d0D7Y0F/e0EyNLW1ZoAfd7PaB6EDAFgIQdM1MQdA1AaK4FQRKXdAnTpzoDG+XDwi6ftOEoOszTKKG6667jt5++2364Q9/SGeddVYSVRa0Dgh6QfGWdOW6gv5pY5Z6d6yg6kp/SX9pY4Z2cXe7ckDQS7p54eZAIDUCEHRN1BB0TYAobgWBUhf0V155hW6//XZqbm528mGLyJjeeCDoZmQIgm5GHhBF4QnoCvqanS3UtV0FdWtf6RvsixsytLsFgl74jOIKIFCeBCDomnmHoGsCRHErCJS6oHMS/vznP9OcOXPoS1/6Et16661W5MX0ICHo0TP0xBNPUG1tLfHChUceeaSzYKHuAUHXJYjythDQFfTVO1uIZ5Af3Nl/Hvnz65upqe0UdEIPui0tBXGCgNkEIOia+YGgawJEcSsIlIOg//Wvf6VHHnmEDjvsMGeeLg59AhD0aAx5vvgVV1yRV+iyyy6jk08+OVpFytkQdC18KGwRAV1B/3hHlpqzWfpiV/+V2J+ra6JMa9th8BB0ixoLQgUBgwlA0DWTA0HXBIjiVhCAoFuRJuOChKBHSwn3nt933315hZKYbgFBj5YHnG0vAV1BX9XQQry9+aFd/XvQF9U1k8sId/Sg29t0EDkIGEUAgq6ZDgi6JkAUt4IABN2KNBkXJAQ9WkqWLVvmrLguHz/+8Y/p9NNPj1aRcjYEXQsfCltEQFfQP2xoceaWH9bdvwf92bpmyradgg5Bt6itIFQQMJkABF0zOxB0TYAobgUBCLoVaTIuSAh69JTccccdtGjRIqfgoEGDaMKECdrbokHQo+cBJewkoCvoH2zP0K6WCjr8AP8e9GfW7V1QVD0wxN3OdoOoQcA0AhB0zYxA0DUBorgVBCDoVqTJuCAh6PFScuaZZzoFk9rqD4IeLw8oZR8BbUFvyFJDUwt9vUc7z5vPtrbSs3UZCLp9zQMRg4A1BCDomqmCoGsCRHErCEDQrUiTcUFC0OOlBIJeSV27dqX6+vp4AFGqbAnoCvr721toe1MrHXGg9xD3lmwrLVoPQS/bRoYbB4EUCEDQNSFD0DUBorgVBCDoVqTJuCAh6PFSIgT9hhtuoMGDB8erRCp17rnnOtu2JbHgnHYwISqorISgh8CEU1wI6Ar6e9taaFtzKx3pI+iZLNFz692HuPfoUElDavyHxxcjcTU1NcW4LK4JAiAQkwAEPSY4UQyCrgkQxa0gUA6Cfu+999KTTz6JbdYSbJEQ9HgwkxZ0UR8EPV4+UMoeArqC/k59hrY2tdKxvbyHuO/KtNJLG9GDbk+rQKQgYB8BCLpmziDomgBR3AoC5SDoYp4u9kFPrklC0OOxhKCjBz1ey0EpXUF/uz5Dm/a00v/X21vQtzdlqXZziytsLBKHNggCIJAEAQi6JkUIuiZAFLeCAATdijQZFyQEPV5KIOgQ9HgtB6V0BX1FfQtt2J2lk/p4C/rWPVl6fQsEHa0NBECgcAQg6JpsIeiaAFHcCgLlJOidO3emBx54wIq8mB4kBD16hjZs2ECXXHKJUzCpOegY4h49DyhhJwFdQV9e30Lrd2Xp5L7tqMIDwYZdLbSsPosedDubCKIGASsIQNA10wRB1wSI4lYQKCdB54Qktb2VFcktYJAQ9Ohwly9fTpMmTSqIoA8bNoyuueaa6EGlXAKLxKUMvIQupyvob23N0MbdrXR8r2pqX+Wu6GsbW+idbRD0Emo2uBUQMI4ABF0zJRB0TYAobgUBCLoVaTIuSAh69JQUUtBtWV8Bgh693aDEXgK6gv7mlr1z0L/Zq5o6egj66p0t9K/tEHS0ORAAgcIRgKBrsoWgawJEcSsIQNCtSJNxQULQo6cEgk4EQY/eblAiGUF/Y3OGtjTxNmtV1KVdpSvWDxtaaNUOCDraHAiAQOEIQNA12ULQNQGiuBUEIOhWpMm4ICHo0VMCQYegR281KCEI6Pagv7ElQ1v2tNIRPaqoc7tKqnYZ5f6v7S20eqe7oGMfdLRFEACBJAhA0DUpQtA1AaK4FQQg6FakybggIejRUwJBh6BHbzUokZSg8+rsvEr7F7tUUpd2FVTToW0v+oqtGarb3eoKHdusoS2CAAgkQQCCrkkRgq4JEMWtIGCSoK9atYpmzpxJa9asoaqqKvrqV79KV199NfHq6zqH2Aed68AicTok95WFoEfnCEGHoEdvNSiRlKAv2Zyh+qZW2q+qgr7YtZJ6dWwr6GIhOTfq6EFHWwQBEEiCAARdkyIEXRMgiltBwCRBHzNmDPFWVBUV+8YennjiiTRu3DgtlhB0LXyuhSHo0ZkmLeg7d+6kc8891wkEi8RFzwdK2EVAd4h77aZm2t68956/3LWS+nWuagPg9c0Z2tqEHnS7WgaiBQG7CEDQNfMFQdcEiOJWEDBJ0EeOHJkn5wxw0KBBNHXqVC2WEHQtfFYI+sKFC2njxo3OaIvTTjst+RtOoMakBV2uD4KeQIJQhdEEdAV98aYMNTTvle8v7F9JA7q0FfRXNzbTjow7BgxxN7p5IDgQsIYABF0zVRB0TYAobgUBkwT9nHPOocbGxjxuRx55JE2YMEGLJQRdC5/xgv7Xv/6VHnnkkVycgwcPphtuuCH5m9asEYKOIe6aTaisi+sK+isbmmlny16Eh3SupC91bSvoL25opt2fnaPChqCXdfPDzYNAYgQg6JooIeiaAFHcCgImCfqyZcvo+uuvp2w26/Sk9+jRg2688Ubq1auXFstLLrnEGTrPB+aga6HMFTZpiPvEiRNpxYoVeTdmYp4h6BD0ZD595VmLtqBvzNDOzN4e9L77VdBh3avbgHy2LkPZVgxxL88WhrsGgXQIQNA1OUPQNQGiuBUETBJ0Bib3dnMvKPeGxj1Yym+55Rbixef4aG1tpTlz5sStDuUkAhD06M3h1VdfddojH7ptm+vAEPfoOUAJewnoCvpLG5pp12e94wd2qKCv1eQL+u6WVnpxg8f4diJCD7q9bQeRg4BJBCDomtmAoGsCRHErCJSyoN9xxx20aNGivDxwjzyvDo9Dj4BJgq4OcU9i3QI9Ou6l5Tgh6PWFQIw6S5iArqCzfLOE89GtXQUdcWC+oG/Zk6U3tniMb4egl3DLwq2BQLoEIOiavCHomgBR3AoCJgv6ZZddRieffHJsjm5Dn88//3w644wzYteJgnsJmCToHM/vfvc7WrBgAX3uc58jfjFj2sGjOW677TZ6//33ndB44UOd0SFcB3rQTcsy4ikkAV1Bf359MzVl90bYqYromF7t8sJdszNL72+HoBcyh6gbBECACIKu2Qog6JoAUdwKAiYL+g9/+EM666yzYnNUe1Z5iPu1115Lw4YNi10nCpop6HKuTZt/ztuh8ToI/G9xjBgxgs477zyt5gRB18KHwpYR0BX0/1vfTM2fCXr7SqLje+cL+nvbWuiTxs9OcGGDIe6WNRiECwKGEoCgayYGgq4JEMWtIFDKgs5CdO+999Kzzz6by0USPZdWJLbAQabdg87rCHA+vXqdTRZ0Xvxw8uTJeRnp378/zZgxQytLEHQtfChsGQFdQV+0rolaqCJ31//eN1/QX9/cTFubvKFA0C1rMAgXBAwlAEH/LDH8YDd27Fiqq6ujPn360KxZs2jAgAGBaYOgByLCCSVAoJQFXaTnzDPPzGUqibm/JZB27VtIU9BvvvlmWrx4sRMzr+jPOVRX9pcF/YEHHnD2Qzfl4L9BV1xxRV44Q4YMoUmTJmmFCEHXwofClhHQFvS6ZvpsCrpz5yf0rqbqyn3C7rfFGp8PQbeswSBcEDCUAASdyFm9mbdt4n/CSLmcSwi6oS0bYSVKAIKeKM6yqSwtQXfrfXab+pD0AmxJJ1J+ycBTLX784x9rr4UAQU86S6jPZAK6gr5wXTPJG6h9s1c1dazaK+gtra20qM57BXcIusktA7GBgF0Eyl7Qd+/eTdOmTaORI0fS0KFDI2cPgh4ZmTEF+MXMww8/TI2NjdSzZ0+64IILjOpRMwYUEZkm6L/4xS/oo48+chDpzkEXnNGDnnyLK6agn3jiiTRu3Li8mxKLxPEPDzvsMLr88svb9LInTyFajb/5zW+cXQUqKiqwzVo9VnGPJXjX0wAAIABJREFU1npwtq6gP7OuOQ/isB5V1JUnoxNRQ1OWFm/2XiAOgo72BwIgkBSBshf0+vp6Gj9+vLPSrThOPfVUZ59llpKgA4IeRMjc348ZM4Y2btyYC/DII4+kCRMmmBtwESMzTdBlmYagF7FhBFw6LUHn1c/5pQ2/bBOH2+r+3CO9bds2oz/zci+/7g4FfKNPPPEE3Xfffbl7Nm1xPLcmVFlZSV27diX++4wDBKIQ0BH0bGsrPav0kA85oIp6dNwr6Bt2Z2nZVgh6lHzgXBAAgXgEyl7QuRd15syZNGXKFOrevTuJHvXevXs7c9LF8f3vf78N4UcffZRaWvy/rOOlpXCl+MGHh07yP6V6fPDBB7Ry5UoaOHAgffGLX/S8zX//93/P+93+++9Pc+fObXM+r0vw5ptvErcJnhNajgf35vE/2az36rVpcpFzd+655xJvi6Z7yHXyVlflmmtdjnL5OO2G2xh/T0U9li5dSldddRVlMhlnVf+LL764TRXqZ55PeOaZZ6JeqqDn/+lPfyKeH89HEm2bF5mbN2+e8/k18X69YFZVVVn397WgDQOVhyKg025asq00/+MdedcZ2ns/al9ZQasbmqlzu0p6f+se3zh67ldNR/bZL1SsaZ7EXHCAAAjYQwCCrgg6p27JkiXOInEs7iztfIjhtHJqeYVduTfGhrTvt99+zkNPU5PPMqQ23IhHjH/4wx+cHiNx8IP62Wef7Xr2j370o7wtjXjl5xtvvDHvXJ7byqMpxOF2jsW4QofeoUMH5wGfX2CZcAwfPjwXxqhRo4hzqXvIdfK0l8MPP1y3yrIvX11dTdx25K3DgqDwy0Mhk0Hnqr8XOfTKH79obW7eN4SV1xzh73mTjoceesiZesOHbtv+y1/+QtwjLw5m+/jjj5t0u66x8AsaXsCvoaHB+FgRoFkEeOQFt5s4nRCZbCs9uy7/2eir3auJ+zPe3ZahqsoKYon3Ow7sWEVf71FtFhQi6tatm3ExISAQAAFvAmUv6DyEjre24WHuYoE4FvQ5c+aEGuaOIe5mfbzkoc8cGeeUe0PdjoULF9Kdd97p/IqH4v785z+no48+Ou9UedEm8QuuL+pigmZRih4NhrhHZ4YSez9X3HbSEi3x+fdahf+mm25yVnrnFwBen/li500e4q47fUOdxsP3hiHuxc4wrl9IAjpD3JuzrfR/6/MXgRvYpYpY3D/eGW70GFZxL2R2UTcIlA+Bshd0TjX3lq9fvz7XU8q9L8OGDSO5R82rSUDQzfqwqILOi7/Nnj3bM8g77rjDWZDJ60F44sSJtGLFirzyPB2i3HpXS13Q5ZWuOdnYZi2Zz7Vpgp6k/DIhHhnAfz9Y+nlLt+9+97t0+umna8HjETtvv/22U4euoJ9zzjl58/Ih6FqpQWELCOgIelOW6Pn1+YvEHdK5kpqzROt2QdAtSD9CBIGSIQBBJ8rNO58/f76T2NGjR+fNP/fLNgTdrM+CKtT8wHzhhRd6Bikehr0ehOVedq4kSPjNopFcNOUm6EkszpUcfXtrMk3QuQe9trY2EfnlSu6991568skn8xLEK8Wr+69HyWCSgi5eQIrr87BfHh1m+oFF4kzPkLnxxRV07iVnEX9pY34Pet/9Kml3SyttbQq3bk+PDpU0pMa8+d41NTXmJg2RgQAItCEAQddsFBB0TYAJF+ceLd7PnheK40W+ePqC3xEk6FyWh8GLhaQefPDBstyKrVwEXcxb5BX9r7nmmoRbZ/lVZ5qgJym/nM1CjLBJOkYe8cML6PHBQ/t1h7jzuhyih/+kk07Sehnh9YmAoJffd0VSdxxX0He1tFJjppWWbslf+Ldnx0ramdn7uzAHhriHoYRzQAAEgghA0IMIBfwegq4JsADFw0i3uGyYc+VhsboPtwW43VSqNEnQeUutSy65JHffusOAuSIe4s6yJS9OFjT6IhXwll+k1AXd9B50bj7y9xf/v853GMu5/NKTF3LjEQP87yQPCHqSNMurrriC3tDcSpubWmnl9nxB79augrY1h5NzJt2jQwUNqTFvkTj0oJfX5wB3az8BCLpmDiHomgALUDyMdMcVdN3hqwW43VSqNEnQ1fniSQn6pEmT8ljyMGXOd1oHj/4IIzr8gkJnCLV8P0nW5cap1AWdc8YvdniXD5ZKnh5l0hz0pAXd7YVEIdbkgKCn9a1TeteJK+hb9mTp08ZWZ69z+ehQVUF7WiDopddScEcgYDYBCLpmfiDomgALULyQgl6ui4eVo6Cntd4ASx6/HFi1apXzaeCt/LidqYcsRyzofE5cUedr3XLLLcSCzkcSLzlsE3ReCDSJaQzihdFhhx1GvMCo7pH0EPcke9DVuvheIei6GUf5JAnEFfQNu7K0ckc29FB2r5jRg55kNlEXCJQvAQi6Zu4h6JoAC1A8aUGXF1qCoDcWIGPRqlR70JMQLbch7oWSVvVun3jiCbrvvvvyfqxKDwv1FVdckXeOzhB8t+0DdYY+e2WwWD3oV199NR111FFtwpLlNymhLidBV4e49+vXj3jhvTAjP6J8ytGDHoUWzpUJxBX0tY1Zemdb/vD2OGSxSFwcaigDAiCgEoCga7YJCLomwAjF+eGQt0TjHkd++OYFityOpAWde9neffdd51KDBg2icePGxe65jHC7Rp1qcg96EqIlJEssEnfKKafkzXMvZDLceiV//OMf5w2VVsVItMWpU6fGCs1tcbPbbruNBgwYEKs+0wTd6+VKIQWdJfWBBx7Q5mdyDzrf3NNPP0133XWXc5/82bv88ssT/z6EoGs3o7KtIK6gf7SjhVY2hNtKzQ8uFokr26aHGweBRAlA0DVxQtA1AYYsri4MxsW8tsJKWtBZlrZt25aLlCWGZaacjnIRdJHTtHrP+XrqVn78M1WWuf3/4he/yNvTWpX4KO1R3X6rU6dOxDsUJH0Uqwc9TUGXR0AkMQrBdEFX204h1mqAoCf9SSyf+uIK+gfbW+jjnRD08mkpuFMQMJsABF0zPxB0TYAhi7v1IAY9hIeRLPEw7DdceNSoUdTc3JwXqe6DON8PrxjOsp/08NCQSCOdZpKgP//88zRjxozciutJ9qAXQ9D5mtzzKtoUD88++uij2+TnlVdecbb84xEkxxxzDF166aW+bcevjXEd/BLgjTfeoKqqKvr1r3+deO8530A5CHrSuzyYLuj8oogXxZOPpEdfQNAjfT3jZIlAXEF/pz5Da3eFXwzOCzp60NEcQQAEkiAAQdekCEHXBBiyeKEF3U/yzj77bNqzZ08igq4uCMa9T/xwa7qkmyLoLKm33nprLhc8JJ2nHeguzlWIleFDNm3nNPn6fi9/hLx5jR4R15TnmHPbuuqqq+jwww/PCylpsXS7Xwh6lFaw91zTBf1nP/sZ1dXV5d0Yv2BK8jsMgh693aDEXgJxBX15fQut34UedLQjEAABMwhA0DXzAEHXBBihuDxvtnv37sQS4raKdZwh7n6CPnLkyLz9scP0zHvdliqYfJ5OfRHwaZ1qiqC7zZ0uhR70sIIuei/92ozbgnInnniis3aCfMiCnrRgietA0KN/7M4991xnlERS3w1JruLOMf3mN79x1gLhEUB8uLWt6HedXwKCrkuwfMvHFfQ3NmdoSxN60Mu35eDOQcAsAhB0zXxA0DUBRizOsszHtddeS7x6t9txySWXONtHhRFfITxekicebrmnlv/hPY4vvPDCiFHvO91txe4wcca+YEIFTRH0MWPG0MaNG/PuKglBV+eBp52TsIJ+5plnBopb2AXleI/3BQsWOPUxw5/85CeJD3OHoEf/AIocmyro8nfiwIEDafr06dFvMqAEBD1xpGVTYVxBr93UTNvzZ7LFYoYh7rGwoRAIgIBCAIKu2SQg6JoAIxYXD69+252FkRhxWXGum+S5Ld51/PHH089//vOIUe873W2xu0LsIxw7QI+Cpgi6ukBVUkPc1V5GmwWde1/5RUZj474t8dyGxPPP1q5dm8t4IRb7gqBH/yTaIujixY7u9BI3QhD06O0GJfYSiCvoL2/MaO+BzteHoKMlggAIJEEAgq5JEYKuCTBi8SiCHmafaD9Bd9v+ivf9ZUnUObiHc9KkSU4V3NvPW3qZfpgi6Cyf3GO3dOlS6tmzJ23atMnp/dWVBJMEnXu23aZucBsJ+/KJh7kzE/5+4lEn5513XpsmJoug+KXu4ofqRdIUdF64jEfE8OH1gkVe4CyJdsPXSnouf6EF3e/lZpjvIfl+k2KoXheCHiYTOMeNQFxBf66umTL6I9wh6GiWIAACiRCAoGtihKBrAoxYPIqgh3l49BN0t+HohxxyCM2cOTNi1Pmns2TyPFM+dB+WtQKJUNgUQZeFiPP79ttvJyrovN0Y9zyHebkTAV/gqfIQ9zCjQ8LM+xVrMXjVp24fWIit1tIUdJmhl6DL8hvm+yEwcRYIujrqRPc7Rxb0/v37OzsqJH1A0JMmWj71xRX0Z9YlML4dPejl09BwpyBQYAIQdE3AEHRNgBGLpynoLNK8KJnYUiip4dRhZSwimoKeXi6CnqT0R0lI2Dbh90JJvV6QoPNIhBdffNFZ7Ku6utrpfXbb3i3KfajnmizoScml6T3o8qrwSbwUVOtLetQFxwhB1/nUlXfZOIKeybbSc+sziYDDEPdEMKISECh7AhB0zSYAQdcEGLG4n6DzsN5bbrnFWSCOjzDD0YOER91+K4let7AyFhFNQU+HoBcUb942a2F60MO0w6DdDNIYqmyyoHNGk5DLpFfDT3qIOwS9sJ9duXZ+qct/g/g7ng8epcILi+JIj0AcQd/d0kovboCgp5clXAkEQCCIAAQ9iFDA7yHomgAjFvcTdHnvZ66We2EeffRR3ytA0MMlAIIejlPcs8K+tAlqr/L1IehntUmHOu8+CUGXBVh3+DgHDEG3twf93nvvpSeffDKv3d12222J744Q93umHMrFEfSG5iwt3tSSCB70oCeCEZWAQNkTgKBrNgEIuibAiMXFw+vVV19NRx11VF5pty24gh7Ag4QHPeh7EUPQIzbUiKcXQtDFftpe87Hlnt/OnTsT74We9FGsHnSvNQTKWdB5io54ASDWwIiTbwxx96bGU6JWrFiRd4INu3TEaQemlokj6FubWun1zdF60N95eRE1bNm75efXTvpP6tCps/PfEHRTWwbiAgG7CEDQNfMFQdcEGLG43yrWtvSgv/rqq84wSD6S6HGLiDDW6RD0WNhCF4oq6GG2RAta8V1dPCzoZVbom5FOLJage00BsE3Qw0xlCMoLCzVLI681IA63bfeC6hG/h6B7k3JbWNRvV4awzHFeeAJxBH3DrhZaVp8NfZHFT/6Nav+xb3Tegf3606hr9v5Nh6CHxogTQQAEfAhA0DWbBwRdE2DE4n7SwXPQH374YVq8eDFxb9HnP//5wBXXi9GDLvdcQtAjNgBp1ewkF3QTOUmyTnFn3C5ZqLmX2uuIKuhcT5BQBwm6LFr8eXnwwQd9Y4yeKSIIeltqQe0h6ZXmx48fT6tXr84LZNCgQTR16tQ4KaWLLrqINm/enCsb1A7jXMTWReJ4DjoPaX/jjTechRd/+tOf0sknnxwHAcrEJBBH0Nc2ZumdbeGHuM+ZOYXW/uvtvAh/8us/Or3oEPSYiUMxEACBPAIQdM0GAUHXBBixeJB08AJxvLc4H2F6nyDo4RJgYg86D91+5JFHnBvQlYRCCLq6aOFJJ51EY8eOdQUeVtB5T3PREzpgwABnBIaX+Ad9VtSeVc7xuHHjEl3JHYK+L9383TRp0qTcIpZu7UH+/gr7HRb0Cb7yyivpww8/zDvtyCOPpAkTJgQVzfu9ugCa+KXuZ88tCFsFne9F/iwXgk2kpJXhyXEEffWOFvpXQ/gedDdBv/Suhx3aEPQybHS4ZRAoAAEIuiZUCLomwIjFg6RDfjiyQdBtWeUXgh6xoRKROoSca/BaMEput15t4pVXXqFbb701LxC/9hP0WVGHKnPFOj2rboQg6PuohGkPhVjzwm2Ie5x50QsXLqQ777wzL8088mLOnDnRPxwBJSDoiSMtmwrjCPrKhhb6aEd4QV+5dDHNv+e2HNMvH3UCfeu8n0HQy6aV4UZBoPAEIOiajCHomgAjFOceHLG4kdfCV1EEXa7PS+YL8cAsD3H3uo8IWFI5FYIeDTPLNMtMY2NjXkEvMZLbmVeb+P3vf0/z58/Pq8+v/UDQp7VJWjHnoIdZQKwQ3zfiRYxYJI73uz/++OOjNWhpaolckOvkofKDBw+OXJ9fAQh6ojjLqrI4gv7ethb6pDG8oDPQVx7/K702/3+o5yFfoFETbs4xRg96WTU33CwIFIwABF0TLQRdE2CE4mEkJoqgy+f279+fZsyY0SaaQjwwy1vxQNAjNIDPThXCwcO7ecgwH7pDSW+66Saqra0lMWw+zOgLr8jFMGWWF3lhrk6dOtHs2bNdh6SHeWnz1FNP0d1335132auuuspzSHrQ9A23ntUTTzzRGeae1IEe9H0k1QXE3NpDIb5vxOeFv+M++uij2HtzL1u2jCZPnpzXNCDobT8pGOKe1LdHvHriCPqK+haq2xVN0Gv/9++0eN4j1HfgV+jMX0yBoMdLF0qBAAh4EICgazYNCLomwAjFCynoXpJXiAdmXrTp448/duQNgh6hARRQ0OU9w3leu46gyyImei1ZVLkH9fDDD3e94TCCzm2R6xDHBRdcQKeffronwDCC/vbbb9P+++9PDQ0NxAI3bdq0RBeKs13QeR0BHmnD8/x5zr/bEXYfdK6HX849++yzTjX8gkltD4X4vhHxiQUQdb5zeJj7rFmznPj79OlD69evL8hOFOhBj/69iBJ7CcQR9KVbMrR5z95tCMMeL8/9C73+z8eo1yED6QdX/ypXDD3oYQniPBAAAT8CEHTN9gFB1wQYoXgxBF1sica9XTxcWUfc+FZ5eCn3YonjhBNOoMsvvzwCheKcatIQ90L0oCcp6G5zxQ888EDiIepeR1hBFyMGuJ6gUQNhBT0JcfO6L5sFXc4J35/XfH/5Mx20K4P8HcYjdviliHyYLugcq9yu+AVP0D3H+cYqFUF3y3EcHigTnkAcQX9tU4a2NUcT9Bf+/md6c+GTVHPQ5+js/396LsAeHSppSE1V+IBTOrOmpialK+EyIAACSRCAoGtShKBrAoxQvBiCnuTq3m5DRHkruNtvvz0CheKcCkGPxl2eb8y96F/5yleIh9FD0KNxjHJ20PQWMfVASDG/KPMTKHW+utfe8/J5QfuLB63Wb7qgC4Y9e/Yk/geC3raFBuU4SpvGudEJxBH0VzZmaGcmmqAv+ssfaMULT1G3nn3onOt/kwsUPejRc4YSIAACbQlA0DVbBQRdE2CE4qUo6AcddFCblZEjIEntVAh6dNRRFiSL04Me1HOJHvT8ReLE9wePGOAjSC7V/PEoGt4rXj3k84KGjz///PPOSwGe3nLwwQfTxRdfnDfM3XRBj8ow+qdmbwmbe9DlKS5Bn9G4fFDOm0AcQX+urokyrRWRsD7959/Se68+R/sf0INGT/stBD0SPZwMAiAQRACCHkQo4PcQdE2AEYoH9ZBxVWHOEZdUH4bdhgwn2YPOc1DHjBmTt7L3sGHD6JprrolAoTinloug8zDm++67zxl67LZoYBT6EHQik4a4R5VLddV1rwX0ogj6tddeS++++26uGfHc9gceeCD3/xB0+wVdftkGQY/yjZnMuVEFnUc4LazLRL74/Htvp5Wvv0Id9+9KF95yDwQ9MkEUAAEQ8CMAQddsHxB0TYARioeR7zDnFEvQ+bo8RJTnO2/cuNEJ47TTTqMLL7wwAoXinFougp7kyvBxBf273/2ua5tQ5S3o4T+oB523LOSXRny9J598siALFqYp6PI+3W5rRTz++OPOyxde3Kx79+703nvv+c6fZja33HIL8dSU9u3b05VXXkn8Qk0++PPML934CLPoo7oGBZeTXwwWUtD5BcOiRYtIZ6X+qC854n5b2dyDDkGPm/VkykUV9N2ZLL24sSXyxZ/83a300bIl1K5DR7p4xv0Q9MgEUQAEQACCXsA2AEEvIFyl6jDyHfSQLleZdg+6uLa86rPuonNp0YegRycdV9C92kRcQfcaDSDvk84r1wcNz45OIN0edFmM1HtWF+7jFwfNzc2BC5yxfIuXaXz/8kJxvML7FVdckYdlxIgRdN5553mi4h0cVq9enfu9Omy+kIKexBaCsqDznHwW/qB593HaDQQ9DjWUYQJRBX1Hcyu9uil6D/rcWdPok3eXUWVVFf30jocg6Gh+IAACiRJAD7omTgi6JsAIxcMIuvyQHiS/xRL0Sy65xOlJ5yMoxgh4CnoqBD0aXu595R5q+fBbdT1Mu40r6ByD27VLWdDVe7755ptp8eLFefkI2sNbLIgmFxo0aBBNnTrV+ZG6yjv/LGjKyu9+9ztasGCB09vOEvqzn/2MTj755NwlxK4R4gdJfD8kuUOBLOiDBw+mQr3YKRVBL8RLr2jfROV3dlhBz2RbqbqygrbsydIbW6L3oP/9tklU9+F7DuBL73o4BxqruJdfm8Mdg0AhCEDQNalC0DUBRigeVdDV+Z3qpYol6HLPahIP4BEQxj4Vgh4NXW1tLf3qV79yRIwPlsE5c+Z4VsL7Y/Mwc3G4bekFQffPgSrM8kuJtAT92GOPdYbCex1BL2KSXPNCxABBj/bZ1T07zIKPutdAeW8CYQX908YWOrhTFa3flaXl9dEF/eGbJ9CmNaucQC667X5q37Gj899YxR2tEwRAIAkCEHRNihB0TYARikcVdK7ar9cSgh4ePgQ9PCs+k/c8nz9/fl6hKVOm5K3YLf/y5z//OX388cd553NvKw8jFgcEPb6gxx3i/pOf/ITk73i/Ie78EmbkyJG+Q9wh6OE+R+hBD8cJZ7UlEFbQazdlaGiPKvq0sZXe3x5d0P/7hl9Q/fpPnQAuvPUP1LFzFwg6GiQIgEBiBCDomigh6JoAIxRPUtB5CPJDDz1E//jHP5wIuKez0Ku4i1tFD3qEpLucKnoEk1zQLWqd3H7mzZtHPA+Zh/qedNJJxCM2xHHHHXc483Plw2+urjrXmcupQi9v38S/D1okjmVRHFdffTUdffTRefGU4hD3hx/eN9SU+Rx++OG5e37qqafot7/9LfHWhl27dg1cJI4L8g4LYtV1lvMzzjgjj6G8SBz/gtvChAkT8tqCXMB0QQ9q16IN8sKC3N4xxL3tFxTnWLTDoPag902I0m4Ewgh6SyvRorpmOqZnNdXtytKqHdnIMP886TJq2Lx3sdfRN95N+3evcf4bPeiRUaIACICACwEIumazgKBrAoxQPElBVwXKawhyIYacQtAjJN3lVFmmeehyY2Ojs1WVLMhRryBW1+Zea14jgA+/0RdBW3D9+c9/psceeywvjNtuu40GDBjgGpq8cCCfwIuHzZ49O++e1CHcfoL++uuv07Rp+fuAq8JfaoLOufvnP//pyTzOCuRyXtzmEwtBF1MZ+OKcY86121FMQQ+zhaC6yry64ruIn1nwAUFvm2V+Gfavf/0r9wu/9hD1ewrnBxMII+ib97TS0i0ZGlJTTet3Z2ldY3RB/+OEi2lXwzYnoHOuv4O69ezt/DfmoAfnCGeAAAgEE4CgBzPyPQOCrgmQyOmF5J4b7m3wO5IUdLceS78edLFFUZL7Y/NLgYEDB9L06dP1IRa4BlOHuLMwvP3224G9yUF4hKxyG5D/26ucukK7237WLPHMbffu3U41fnPQWejF77ku7m1Xe7yjCLrbCwJVMEtN0NWXHMxcvudCCDrXyXmWBZ2v6/VypxiCLhalDPPySW3XqlxC0IO+ScjZdk9e+d+vPQTXFv4MflnE/3DOdF5Whr+imWeGEfQPtrfQxzuzNLBLpdN7nm2Nfi+/v+J8at69yyl49nXTqabv5z4T9ApH/E07amr29vDjAAEQsIMABF0zTxB0PYByTyTPt+VeQXnerVy7vMKx1+JqfgtFyXWpPaBeD1HyAyn3FiXxsKU+BPOLCb5vkw+TBF0WDh4Jkbagq/OZOW/qi5uoMhgkbnyNKILObZXPl49SF3QeIfDmm2/m3bM8Z1zOCQsML+THvZ1HHXWU50cvqAfdBkGP8vJJ/W6SV62X2yB60L2/rYsh6PL0F27bl156aZsXfCb/fUkytjCCXrupmbY3E7WrrKDmOHZORHeP+xFlW/bOXf/B1TdRr0O+4Pw3etCTzCbqAoHyJQBB18w9BD0+wGXLltHkyZN9JUL+ZRj5DnMO1ynvl87/7zXEPerc5DA0eG6w2uPmt4BYmDoLfY5Jgi4Lh5yfoBEYfoyiSAy/3GExk3Oozi+PKujylAuv3QeiCLq6ivx+++1Ht99+e97Lr1LrQRejEEReevbsSTNmzMj1JsbZIiyOoPP87AsvvNC1uQW9iCnklJowo0PU3QSuuuqqPNGTX1hyO73vvvvI737jfi/ZvEgcj4h66aWXcrdeCD4q16AXK3HzYGO5IEHf1tRKr22Ovu+5zCKbzdLdY8/O/ejMX9xAfQd+GYJuY4NBzCBgKAEIupKYWbNm0ZIlS2jmzJnUvXv3wLRB0AMReZ4QR9DlRaD4Ifi0007Lqz+soHMhfhjlhb7EA726ajafE0XQxXBrLvef//mfnj0YboLut4BYfMLJlYSg72Mpj77gFztuCwxGFXR1eLbfdAsRid8cdHF9jo+Pa6+91tmjWxzyQlbf/OY3HaEoxJ7N7dq1c4b5NzQ0JNcYPWoSn31xzw8++GDeUN9CCfqkSZOciMJMWZG/n9xexBRb0Pk+eJu4lStXOt+t6osGWdD5hRjfeyG2irRZ0OV2mNYUJlXQ+eUUr2HhdvCUMv47ymt38HkXXHBBSQ2JDxL02s0ttL0p+pxzmWXT7l10zxXn5340fNxE6vflvVP00INe8K96XAAEyoKzAp42AAAgAElEQVQABF1KM8v5/fff78yFhqAXvv3zfDmxIJe4mp+oqj0TXEZdeEtd/M1voa8wPZJhBV3tkefY3ISff+4m6F7nFj4L4a4AQd/HSW1j3Dv93//933kgTRF0N5lXV4MX55SKoIv7UT/7ceZPh+lBF4LO1w2S1aAXiCYIurxv+llnnZXXriHowd+XQaMkgmuIfoY6rF5d3E+uMcq50SMpfokgQX9hfTPt0fNzaty+je675uLczX73p1dT/8HfcP4fq7gXvw0gAhAoBQIQ9M+yOHfuXFq9ejUde+yxxKIOQU+neXMvunjADdpDOGgRKI44TE+kuLMkBV2ti6+hDg8V1+XeDtHLxz9Tt4NKh3y0q6Qp6LxgIAsuH/yyTF3wSPQW8crtnO+PPvqIePXp448/3vOmuE6xGCEvoqSucxBliDvXddNNN9GKFSuc633pS1+iW2+91VVkeHgrXzdonnyYdhumvYog/PZMd9sCjtvjqFGjSBWyaK2k7dm6PejMmtnxVme9e/cm7u33WgAriI9Ngi4WpeR2yi/vdA7583LOOec4VXHvqtdaHxB0Hdr5a0UEvbDRu9K+0vyym9dTqK+vp0MPPdT5m+r1OVF725NoY0ndRxL1BAk6b6/G26zpHGs/eIf+Z8be6Xk8gurUi35BA4fsXcsCgq5DFmVBAAQEAQg6EbGc85xNfjDhh24IerofEPHAELSvs9siUKoEhxEdcXdBD/R8XtgedDdB95pXrj4g+fXyp5sJ76ulJej8oHnFFVc4q/rzwQ+ZLCjyw6bgx6LN8ssHx3fjjTe6bmPGdfEDqziX6+K2Jm95FkXQ+XpBvWSyDLIsmyTobm2V76kQc2V1BX38+PHOi1Nx8GiF3//+967yEfR5LqSg81BhXrnba/0Ar+8cv17+pBelZBHjz5f4vPBLaDdJ9xN0fjHFfyvFopYY4t72O1Mw4t+kJejy3yq/kTBun311IUBT/ubEjSNI0BeuayYdP//k/RU09zf5i7p++/yxdOiw4yDocZOGciAAAm0IlL2g83xz3t6IH0r4IZ//303Q//73v7eB973vfc+Zx2XT0b59e+IFTjIZvUVSkrxnnq/NB+9p/W//9m+eVf/xj3+kv/3tb7k544cffjjdcssteeezsIveV/7FP/7xD8/6eI7qQw89lPu92/VFffy7CRMmOOe61bljxw5HLNesWeOcw/J31113uV5b3K/4pV+MSXLWqau6upp4XmhTU5NONYFl+bN4zz335J130UUXOdMCxMH8xNxv+cQf/ehHJHoI5Z/zyt7XXHNNXp3quSInnIvvf//7zuea25pXL5TcdriXX+1BF7/n67z11ltOm/Rr32HabZj2Km6Srynaq/rZWr9+PbH4btu2dw/fb3zjG8T7prvdR2DCAk6oqqoibjt79uwJXZXILeeN70FdUFFtD6LiID5yTrgMf/a92oyoU86L27mCM7MT3zt+n2eekvPMM8/kWKjniuvx3yOxj73u90PUz4uIwe1+5e9DvgnOTyHaDeec/x7v2rV3GyubDrnN8KgPXkgvjUNc94wzzmgzdUxc//zzzyf+/IvPFH/WeE0NHjlYKkenTp08n8sy2VZ65tO9217GPf75p1n0zsuL8op/49tn0PHfH+38jOegH9GrQ9zqC1aOueAAARCwh0DZCzr3nk+dOrVNxtR56L/61a/anMMLL4k9jm1JOfdosaC3fLY9iAlxn3rqqU4YLNtf+9rXPEPiIc3yXN/58+e3OfeXv/wl8bB5cbidI36n1ud2fVEf/46HEPLhVSdvv8Wr0vPDT5cuXYhF4j/+4z/axCjuN0yMJuSHY2DJ4qPQL3bUnPA1/+u//ovOPffcHArm5yboI0aMcH0wZdETuROVyOfy2gZPP/208ysWfD6f25Bfe5Tj5BdFv/71r/NSJX7PsbPEBdUX1G5ffPFFuvPOO2nr1q25e/eLT71n9VwR3w9+8AM64ogjHD5u96Hb/vilDredOC92+B5YOlRBV9tD2M+znBMuw98lXnWJOuW8DB8+nH7605/mIRGcmZ343vH6fuB29uyzzzrfvaL9yudyjrkd8d+U/fffn/iln2iTbi+ewubG6/Pide/int1+L353+eWXOy+w1q5d64g0jxby++4OG6s4j3POL5OjvNiJeo1CnR/0Wf7nP//ptD0WZRZjnp7D+dY9xHX9PsfnnXdebhSFTX9/orDp0KGD830jTyMT5XdnsrRorZ6gP37XzfThm4vzQtpv/6505s8nU8/PDaADO1YZKej8OcUBAiBgD4GyF3Q1VV496F4pxSrueo1dzB/mWoKGuActsMR1FGuIO1+be1FZ0uWDpcBrDrU4D0Pc9xFzWzhQXUBPDEdXe0q8phTwEHdeGEke7SLOdVsw7Qtf+AJ9+OGHvu0x7SHuLGhy/PzwyS8WvbaWU+egy/uBM+20FvvSGeLOeeOXXOpLUK8FFQs9xN1tuLJYHFLMGWe2bp9nr4X55HNFjt1ePqmLYUb51o36eeGXYczebai0+H79yle+4qwLII6k5zHbvIq7398g5iq/bGR+SU0tYdHnv6d+w+rV9Sf8VnuP0sZMOtdviPvO5iy9smnv3uVxD+49X/jg3W1eEh/Yrz+NuuYWzEGPCxblQAAE8ghA0JUGAUFP7xPCDys8zFQM4fQTDlkqRIRu8htH0MWb9rPPPtt5KBUHyyLXx3NLf/azn9Hdd9/t/MpLqMUDkkxQlUYhTv3793cepvzqC5sJ5sg9c/xvflA+6aSTwhYNfV5ac9A5IHnhQOb+7W9/Oy9OIRwsaiI/LKA8tNPr4FyypPMhn+s2J7Nv3760bt260ILulsMoc9DldsZ1ce+h+rJKXbcgaFE3VdBV2RLzZLnnnF8gFWousY6gMws5b/z/vK+5vHaAnG9VPlSGIic8eoI/e2+88Yaz6BxvK+Z1yN8nbuIj59lvzrhbO+Mc8pQOcYgcuwm6+oIl9AeXiKJ+XsT5apuR26k6qiGJ7zH5nkpV0N22Fk1qDrjIW9C8d/6btHTpUgd30MKsUdqZKef6Cfq2piy9tllP0Pk+H3rgQdr6yhNtbvnSux6GoJvSEBAHCFhOAIKuJBCCnl6LVrd74aGYF1+8b+sSNZKgHjI+P6qg836w8sOmeBBWFyuTY/ESdBYC8eAjzld7++Ttt3jhsCQebOV9ubm+QmyXlaagy71MbqMq5AXd5EX8vHqTVQGS60yiBz1I0Pl+nnzySefFwOmnn57XrN3amVvvuFsPut+q60GCLnPjgEwVdI5NfjnhN9pE/ex7CXq3bt1y8++5fj/5jSLo8+bNc0Y5uL04NKEHndmF+bwI3sOGDcut3cBtmLfEFIs3qi8ReDQLz/FP6ihVQXcbIeS3JVoUnmEFXf47Woi/FVFiLsS5foK+ZU+W3tiiL+h/W/ASrZ87M+/Zoebgz9PZ194KQS9EUlEnCJQhAQi6ZtIxxD0eQF5RmxdVkw/uVeYeMq8jaUFneeb5gPIhejPcHqjFQ6mXJDz//PNO/Cz8fO4FF1zQRshkQeeeef5HZw90tyGTSfXIyFzSFHRZLgst6MyPhw+LFytht0ULmm4RdsVwMURaZu0m6Dx1gucw8/oRPMeS5+b6PVwHCboY7cHtlec62yLobvIr2IUVdPX7xe/zEkXQg1brl3v4xXeJ/NnnHN9+++3U3NxMPPKA/82H7hBo+YXWvffe6/mySH2RJffEuvX88or6vIgb30vSW0WaKOj8XeG1aKTcpoJeEvPflj/96U8ON/6bxwvteW15F+Wvq8hzlL+j5SboG3ZlaVm9vqDPeeol+nTOTCc9zgv+6g406pc3EA9zxzZrUVotzgUBEPAiAEHXbBsQ9HgA3QS9T58+9Nvf/tYIQfcSJ/5j7CXoqhS5nScLOt9o0PZbYeiqw59LSdB5CPZRR+3dX1YViLA9glzOb60DOSe8cnaYXsakBJ2lTF0B3mt+uYiLxYnbTVxBl0dc8KgDrscWQfdbp0LwEdNHvObdF0vQ+bpBLxHCbusY5nvB7fMivzjy2vPerSfWTdD5xQGPDOEj6XU0TBJ07vXmz4fYou60005zXr56HUGCzuXCbi0aJ89B+SjnHvR1jS309rZsFKyu565cvpTm331T7ncHD/kmjbhonPP/EHRtvKgABECAX/61ui11CTShCUDQQ6Nqc6I6NJtXtPWbDxqmB10scCQu5vfgyPWpQ9zFvurqwmLygmRhBd2tt68Qgs7bdy1evG9VWZ35ql7ZLFYPupuExhniLr88UfkUQtDFHO/LLrvMebDn+clu96K2M9Gz6iaiSQi624snnpP92GOPFWTPZt056LLM8H+HEXSvFxji+0PsWS7auvjMu7X9JHvQbRZ0bqf8fS3WzeB74bnMvGtFkBDG+QthkqCLUQfyffgt2qcKOo9S4ZdG8gFBj9MqwpXxG+K+ZmeW3t+u34P+8dtLad5d+wT9gEO/Qd+79JfUoboSgh4uTTgLBEAggAAEXbOJQND1APLWUbwvMPdMBw23CyPo6orFfkNiRX3iHdUpp5ySt00XP5SK7Y1mz56d+11YQXeTiUIIOmeAt3+qq6sj9R70srOvtCmCLob0izmvYtgwi/DJJ5/sebuyoKvtLAlBF0OVWcZ5LjKLMMfKWzGuXLnSU9A5YD6P92lfs2ZNbk5joQTdbbEysQJ50OJScdqSiYLO+WcB/Mtf/kIDBw50pg54HTzvWvScBi0SFzTE3WZBF+1U/j7kYdnyy7I47cOrjEmCrr5IFi8neDuzoJc6/Hu/aTpB31thmapz24NeTIsFDYP+5oa9vknn+Qn6RztaaGWDfg/66reX0hOSoFf0/TJ99Yfj6aRDayDoJjUGxAICFhOAoGsmD4KuBzDKcDu1J8PvwUf0ovn1uAm5Ez1qQb21QQ+j6hD3NAXda+VlveyYJ+iqTIcZsst3UWhBF7lWV/IfMmQIHXroob6CHkbc5HPiDHEXcuk2VPn888935sSWk6Dz0P4ww/rl6SPlLujcBtXvwKDvxLjfPyYJutt6JH7rhgRNY5DXDUlKkMNMrxK5iPI3N27+ilnOT9A/2N5CH+/UF/SPli2hJ393K7V26EwVe3ZSRc8BVPXtS2nMNz8HQS9m8nFtECghAhB0zWRC0PUARnlYCHrwkR8gwwi6OmTYbTEm+QE06GFUfkjiXnm3rb/i9KCzVPEIA95eymuRolIS9Mcff5zuu+8+p2Hxfss8XFwcpgi6V1uUt8rimD//+c/T0UcfHSjoQuzFVAq3lzviHF5du7a21nfEifhcic+BLJc8PPeFF15w2hLPpw0rq3E+6bo96GFeeom4gqYAiBd83GvJvb9JC7pYrd9PuoK+w+LMQefr8poefLjtZCB/bwW90JLXanB7IVGOgs5877rrLnr55ZepqqrKmYbFn2mvIyjHfi8L43zG1BeQ/LeHR3x5LTwX5W9u3HiKWc5P0N/b1kKfNOoL+odv1tL//n46UZcDiRo2UcUBB1HH066g/zriIOrbqYq+3qO6mAhcr11TU2NcTAgIBEDAmwAEXbN1QND1AEZ5WBAPPqLH2214oLzAUdACbKI+fqDmIX9BD6RhBJ2HQ8rbtvkNp2ZyfjHygyFLhHj45gculitV0uXhjUn1yKhZTWuIu9te8iwdLKzyg6jIVZBwiPuQ516rjF599VW65ZZbSGwrFWaROD9Bl7eg4p7Ab33rW85uAX65kV+weM1XD3OOuF8/QVeZqS899D7R+aVNEvQ4W8vJPehuq2OHXa1ffYkg/l99ESPW0OAeWh5ez4ffcGX+juDdMMQwfH6Jx3XK3xHy95b4HHht7SXLY9D3IccW9J0Yty2Z1IOuCnDQgnjFEnT5bw9/X/O0Gbdh+FH+5sbNXzHL+Qn6ivoWqtulL+jLFr9E/3f/b4gOOJho66eOqFefPoEO7dmZvje4BwS9mA0A1waBEiEAQddMJARdD2CUh4WgHjL5gTFKD3ohBV19wI7Sg+62wreb5BWiR6YYgi6GX6t7LHMsvCAVP2zG7UH3a2eqsOoIOos+C798cC/6xx9/DEGP8VWRZA+6rqC7ybJYDJB3G+AXaV4vV8IKetQFEN3WFFAXvZPrDHoZE1XQx4wZo71VpFuzgKBH+7A89dRTdPfdd+cVOvLII50t3NRDbjO6W/hFizKds/0E/c0tGdq0p1UrkE+37abH//E0ZV94gKjXQKINK4k6dqHqMyfTQV070OihvSHoWoRRGARAgAlA0DXbAQRdD2BYQWdZ5QXluMeoe/futG3bNlfhMa0HXUfQ3eY+qoLOUvCHP/zB6Ynng3uBeWGypI80etCDBP0LX/iCs8/866+/7vQQ8ggKHpIbJEXMQm5nau+hjqCLIeliOzi3Od4HHXQQrV271ghB588RP8hv376deH48r8IdJG06bamUetDdBF2WfuYY1BbFonPt27d39rLnF4k/+clPnOkrfEQVdPGCQM6ROrIoCUHndv23v/2N+N98PPjgg85nMMzLrDjtxzRBl7+LTetB59ETv/rVr2j16tV5qL2225S/Cwux7kScfCdZxk/QX9+coa1NeoL+7Ptb6L3XXqCWF/+bKvoNptZPljv7oFf/8EYIepKJRF0gUOYEIOiaDQCCrgdQfsD0GwLMqwc3NjbmLsa9rKNGjSJ1L984gs4PtCz/PISch5bKR9Q56OoQd3VYbJQedHVlXo5L9CSLGNUVhlmkH3roIb2kuJROQ9D5fnmIO7+EkacJsASzmPPwXLH6MIfIgvDtb3/b2SIsaGi/30OpjqCrC7Zx7KNHj6Zsdt8wyu985zv0v//7v7kh9G7JCTN8Pcw5om63Ie7jxo3L26WAz+V1ElgOw8zHjtOokhZ08SLELRYhi2JVevVFTCF60KMKOudQHSEi93RGEXR+OcefF/mzwlzUBcySEHT1+1ewLRdBl78/ggQ96HMqy37Q91aYz5zYZlNtV17bbZazoNduytD2Zj1BX/DOJvpwyQuUffkvVNF/KLV+tMRJU4dzbqMRh/eiQ2s6oAc9TMPFOSAAAr4EIOiaDQSCrgdQnq/n9bDi1iuZpKDzXD3ugeBDXVwnqqCz6Iht23hRFn4BIS/WIws6/3zRokVOT7DXFmF871wnH2effbYjom4vEOSfBT1Ahs0YCwDvr849MUcccYSzNZX8kiRsPVHO4/v94x//6AwXZvHg0RIsITy83W27oxNOOIGee+65QEHnrbRefPFFp0611yhJQed7FRJ21FFHEctXmAXJgh7qRb38bzElw+/hXtyTWFCO75lfaIl9q0VOeIgrx5mkoHPuVqxYQbxWxHHHHUf8cqehoSFKM8idqw5xD7MAm9eUlaQFnV/G8AuDTz/91Gmjzc3Nzos+r/ndcg5VGOIzG0XQ/x975wFuV1nl/XVTCSEBkgjpKC0BJaEjHQRpkgAjDAJSPgRUEIURHAQdcAC/T0GFGUkUERAFhpKhSEeEUKVJlRaIEkhCSEJISM8t3/PbcZ2ss+676zk3OTfZ7/P4GO7Z+93vXm/Z67/KfynQ0/OGPikbx5yz7kJe+bRoCStvNS4yn+S526be2RKgt1/WOoecTZzvvvSlPYvqAdCt8UTXAkbBU045Jbjn1mSA/peZzbKguTaA/uaHC+TP9z8grX/5H2naeAdpm/KySPMS2e7M/5LPb7phyeJe6KQvbyolUErAS6AE6DWuiRKg1yZAC9DjFFtblkafVk+ADgj8+OOPKy9ivdRFALp2FAoftAoy5GdpIbFWqQ8xe2sOqD4TEH3rrbfWNiki4kvaHXLIIVGt9Y4G6Azc59UqeNGyePblAJh33313IkD3wH7o0KFCX9o8QM9CPJfEh+CJs9JAUVbwnQXEh95Jow4gGPRAC4BQTxZ3z5uAYYXoh9UNoHMmEa7O/9MwQrA/fvGLXySWqwt50G2UTR6A7g2X3oPK3MI2jvFAn5G2FuPKdVmyPN5Xvf5rIkBnPSPPuBaaYwXi6u1O+kbkPbz9+cY6uPDCC4OM/v58XdNC3B+bsUyW1s4RJ489eL+8fPvV0rTJjtI07XVpXfSJbHPaJbLLlsNLgJ53AZfXlxIoJRCUQAnQa1wYJUCvTYAWoCcpCxa0ETaLt8p7H7REEMoTYdFZWNzx9PkQUdtvvQG6er0wRuBZzQPQQ+G9ACJAAfJAMRs2bFgV+Cw6Oz6klX7uu+++VQrQCYGH9EiNKRpNkCTDUJoAa4Mc2s4E0H3t5LR1Y40MCtAxdFjDC/sERR4Pab086KEoh9///vex5QHT1mdHedDZewDsUFqLHZMHpmosChE4amh90jmm4I0cdPYsZ9mZZ55ZKduVB6AzzpDRSsfPuxGdY+fWnpEATd/iALoNy2bMAE089GsiQA8ZSpPWDL+RjsM+8OuJKCs4RGppGGouuuiiyjeAvpIAuk0rW9MA+iMfLJOW2hzo0VS99sRD8vANV0rTpp+XLh++LS3zZsmoUy6S3UdvVgL0WhZzeW8pgVICFQmUAL3GxdDoAJ28XWpKo+CjUJ199tlRbWYIihqhZQXojDWNxV2Vy0GDBsmMGTOiPGDeGWAbqglLf3kAehpjsVduQ8pP3rJMvLf1nPqce37viJDFegJ0Oz68tcxHXD13/z78tw3Zz8vingWgK2jVnM2sHnTWDnWRWWdEYQBaWGe1eNAZA/vVsyvnjbyIA+h2Palc07yqWc8Jzhj2iI+yqAWge6LEuJBgzrlx48ZV5gIjjt9/Hkz6eQq9ZxxAt2X79L6sAJ3r49IU8gJ0nc9Q5QMMURi0vPEl7r3VUKNRAfR52223VcQSWiclQG+/avya4Qo1Ctrf7JwdfPDBcuKJJ2bdapXrON+oHKGlOLXPLFwNdLK6A/Q5S1pl/Z5dKvJ6aPqyRBnPW9ws85e0RNcMXrdn7LWvPvagTPyfq6Rp052l25wpsmz2VPncCT+UPXf4nPTv2UW27tc191x29A1lHfSOlnDZfymB+kqgwwD6f//3f0cgiQ84DQsvHriBAwcKv2l+XH1fZ+X31ugA3QOtnXfeOZqTzgzQNaxZ61brrHuAbBVnCLJ8U+WS8NTFixdXftYQd+9tSlNG9fnK7F2PuskWUMWBk44A6N4zt88++0TGnbwh7qH81TjyIp2AuBB3frcRCMxpFjDta6tvuOGGVSWJ/Lxm6dPXOmZshP1iQOF55F/DZ0DLAoBVccc7F/JmdwaAztzAH2AjUoYMGSLXXntt4RB3vxbi9oAHRQAV8qT57mirJ0BXQkO7H0444YToXdM86IynXgCddUHUgjYr+zh+gTiAHop+SDKO8cy0M7HoF7nRWNztOsziQfcGE03fUhknlZLMIzMfMq/3ZuFq4NrVGaAvWNYqsLbvtmH3SCx4zvGgx7W/z14oD7wxu/LziA16y16b9Qte/srE++XRm6+WLpvvKj0/+UAWTX9HhvzLv8mh++xUAvQ8C7i8tpRAKYFYCXQIQMd7ccYZZ8jpp58u2223nTz//PORJV49lvpvgFFnb40M0EPew1GjRkXEZY0C0I899thKHmeasqDKYBwJ1HXXXRd5W1HubIsrN6P9EWKKl2/mzJkRq/XYsWODwCpNGVXwqAYEOvGEbR3tQQ8ZBYruMdYJJHGU4+LfRUjiQgR/acRISQC9SL44HsGzzjpLpk+fXgGPKNnkR4dARhaAzvkWKmsEEZsH2KsSoCtRFe9JSDOGUQ/Q9JxIC/dOW0dq1LGkZQASxlA0Bz0LQI8jkawnQNd3wjNJXjcNuXEmcG6ceuqpQuQOc5+0B9N4BPJ40Hk+BpGnn346Gg/g3Mqe72xo7cUB9JDnNwmgs68o6cg+2HfffeW0005LWyKZf280gG5TQ7IAdF4Ugx1zM3r0aLnggguid9ez6IMPPkhMrfKCYo1rKU1LABgyqsTxs2ifeaLWMk9YA12oZdY+WNgir37cIntu2E26dWmSxS1t8sSHzbEj/eMrH8q0edWRhV/fdVjw+pcfuVceu+XayIPeY9bbsnjOh9Jn9Bfk+K9/owxxb6C1UA6llEBnlkCHAXTYglFiUQjxmNMA7HjULrvssqhcFGGhnb01MkBHto3uQbdKYS0APRRyqmsrjnzOAm6AgM9Z98ptGkBPCivWseQF6Db32EcM+D71v+vF4m7HinewCECvtwe9CEBHLieffLLMnr3CO8LftBxVUQ+6T49gncHG3ygA/aabbqoCAaQVQBRH7jXNrpMs4d5pZ7UPR+f6yy+/PPLSdSRAD51zHeVB51nf+973KiA9r1e+ngBdU24UlFvvOf+eMGFCLoDuvbFpIe4eHPq0jLT1kvR7owF0C2qzAvS4aJi41Cr2ZiiyMGSA0rPLRzohN1JuSg/6x/LW3GaZsqBVdhrQVdbp3kXmL2uTp2flA+gn7DREenarNvizbl/8893yxITrRHr2FlmynCiStsNBh8sBh/1rWWatls1f3ltKoJRAJIEOAeiECxNaeNhhh0VlX7w3HcAOSC8BesevQsiMUJLxmA8ePDjKk+3fv38uDzogq6NSEmoB6CNGjIg8uzSrLFqFdeTIkXLeeecFc547A0C3YftwB7CvfP52kse5lhVWD4DO8zX0mX9vs802EZN4Ug66Dx+3QLIoQOcsiiMDrAWgc4bNnTtX1llnnShsnr3CWrTe23p70MeMGRPlncYZbJAzcvIAnb9DGkYpsI4A6BiTABkvvPBCZdndddddNZVZy+JB52Gcc8iEOYbnAJl7T3ZeME2/oXVjgag3bOj1cUayJICukQyar6xkXqF84hCDe/RBN170vB501i7zN23atEqt9iQPuve4843g/nq0RgboaRFAaekqmnJjox2IvAnxi+heVqJHla2W5mTPoU8R6aQkoe+///4aD9Cfe+8jmbGwWRa1iGzTr5v069kkc5e2ynOzl+eXh9pzU+bK8+/Nq/zUv3d3OXzrgcFrX2L3kKIAACAASURBVPjTH+XJ21YQjepFgzfbUk769x+VOej1OATKPkoJrOES6BCAjkz52OMxJ5Tr+OOPj/6toe+EvfPfq0NrdA86MtYwchSLr33ta9Lc3JwJoKP0XnHFFZUQ9KR63UXnsghAB9wpkdHee+8draVacvHwdDSqB/3ZZ5+tGCFUxp5QyLLyeuBVdF64T/tl3RT1oOvzdZ7T8s+5fmUBdB1LUYBOxIVNt2Be1BgGeRxlt/CoZwXoKNi9evWq8CHY/Wb7QJFPY12PA+h4f3/6059G01JvDzp9eh4IjDO11EFXgK68DllqjPNeoYiAegH0UJUHa/hADtbLbvdgEkDPQ4AYikwh9BmjhII5zsnjjjsuMhzZ6KSkaIkkY58fnwfocalERc6gzgjQ+SaxL5WwDYMF//aRYWmpBF5efk5C6yuNQNX2ubqFuJNb3rVpxRsS4j5x8iyZuXh5PbUt1+0qg9buInOWtkU56Unt/tdnyT8+WiS9uneVI7cdGPSec//zD9wuf7njxnZdlQC9yG4v7yklUEogJIEOA+hrirg7A0C3SmEegO5DGLVUTD3nNg9Ax/OAwuM9oXht5s+fL6RVaIOki9zQLKF+jQzQCWF8+OGH272zhjimAdpa5srm/NcLoKd5n9Lex3vQyfFM8ybTJ+vMEjMB+CBxY03XAtAVmJG/Tf+sOW26XzRNIWn/+PFpHyGm9awAHaCmJQnpD4JOjBIYXrx3uR4h7jzDh7nXC6ADcjCIZCFgiwPoaqhUVvks7+znBWPDxRdfXIko0j7UgKDzFudN1uvxivt1mweg8xx/PpM2Zs9AriGC6I033qiSW1KqThaCRo0gsHnZPKueBtzOCNBDKR6hVIu8AJ3ICggxly5dGi0vvm3wSdgopDUZoM9e3Cr911oRhg5A/9PbM+XjpcvrqW3cp4t8Zp2u8uHiVnllTrwHnWutFz0u/zy67r7b5Ok//o/IeoNEPp5eOfMPOPm7ssOOO5Uh7rUoHuW9pQRKCUQSKAF6jQthdQbooVJb9cpvVrHnAehxIEZZ1x977LFIcSEUHCKntFrRVlEF6N19990RgCGEmFZLDjqgGrBmgTR9WoAJqCPcOMkrGAfQ9Z3TAG0ty1vlQyg1zyuSg+7nud4APYt3WgE6/z98+HB59913I3Ir3osoEeYAEM36AsRlIYmz4C6kcOt7AwYJ86ZPGkaBUMm/NIBux0QId5IHHYWeiBKMWVtssYXMmzdPpk6dGr0zHvrQvVnAapa15AFeLQCd8bOfCdkFlMyaNasmgO7fMcs76zU77bRTtFaIksDIGTq/vHxCZ2VS+HNegM7zSB9jPWO8HDp0aJQ+YhuGGKpRWMNGUYAe2hecb/fff7/sv//+FW6DLOsk7ZpGA+jf//73I0MHDeML5ev8Pg55urMCdNY5cxVqrDvOEfYwjZQtzi7b1mSAPmlei2zWd0VZMwD6fZNmRjnntCFrN8nIdbvJtIWt8vrc+gD0Z++dIM/cdbN02Wo/GdR1obz/wmPSfeTu8vVvn16SxKVt7vL3UgKlBDJJoMMAuuah29JqsNySQ8vH5ZBDDsk0wEa/qNEBupYKQ455Q9x92LgtHVWPeVGFVL3daSzScSBGQbAtwUVfeQA6Y/HX1wLQudeTziGzPECL62GmJ5fURg0Asq688sqKByUpJLyWebJK36WXXloXgJ5GBMh4k95HSZHUW5cFoGtuL+uM/+m8sEaUME3lRGgyeyZt7XiAHiLqIuSX5z3yyCOVaQitcX2HddddN8pn12b3W551o+Rh2o/2S6QIbWUCdMYN50URkjj/HiGwY9d3yGiSFMafBtBtmUXCx0NrQvtQIKzjwYii8ta/aSRFXH3yIgDdg21vVKUCw4svvthhAD2LMavIGdRoAB3Drd2boX0cR1SaJcQ9jnguVInl0EMPjVIXQmtfK4hkiRzj/izncZH5W5n3PD2zWXb8VDfRKHcA+l1vzoxY22kDejbJ6H7d5L0FrfLWvOwA/ajtBknftboFX+Xpu26W5+6dIF1G7S87bLKBPH3b76VpxO5y6re/VQL0lTn55bNKCazGEugwgA5xCd4qLOsQwkGCguXZllwry6x1/MqyOaF5AToKJQogiiofPUIq60kWp2OD7E29E3/4wx9iCcRUGYaICcWbPF/KZ2nZo7wM6Va5bVSA7usc9+zZM/KgaIkwC2gVJP7iF7+I9cbkWXH1BuiMDyATIrqz40oC6B6QZAHo9hqeowAdD+0111xTJRL2CC0PQGc90nyZK8Z6/fXXR/vHNu9ZtfsAIybRFzQti8a/8wB079HX8OtVAdB//OMfRwbZvAA9lGO9sgG6XTeQG3I2AXg5czS8WGWNkZCSZ4BhjNNUDQAs2ZbGI1APgK5Eb3hb2WtHH310lNJQ1INuI4BCYHxNAOh8B0866aR2vC2hCAnlfmDeAfXXXnttVTqJnWMtm8a1cQA9BPp33XXXdpESNo0t7exa3XLQH/uwWbZdv4v07r48zB1d5Y43Z8myluU56H27N8kOA7rJP+a3yjufZAfoYz63gQxet2fwk/nUHTfKXx+4XbqMPlD2+OwweeSGK6Vpk53k1H/7t7IOeh4lo7y2lEApgVgJdAhAhwxOy6yhcFqAXpZZW7mr0QJ0QqkJ1ctKEmeBQUdY2nVsWhqG5+GZIKc8xPKd5iHLC9BtfyFFsxE86J50KzQPvmwPhi/m2YL4IquuXgDdlopLm2N+70iAzvrCo40HHuCqhGkqn7wAXT2nNr9d+0KBD9UpjgPoOrchz+6aBtD9mkGmqwqgY0CcMWNGRHLq16+dK1/yyhPFrQyAnsWYkyfE3QLHNRGg48EmbQCOE899EgLoNkoCg47fy3kBeqjEWugbUBSgp0WtFflurOx7Hpq+TLbt303W77Hchw5Av/W1DyvD6NlVZLcNusvbn7TIu/OXg/a49vBbH8lbM5eXTVu7e1f5woh+MmTdtdpd/uTt18sLD94pTaMPkn233VQevOa/pGmjbeTU751TAvSVvQDK55USWE0lsNIBeulBX7kryVrg+bDjXW0kgA6A8YpPHNlQHoCeJb97dQHo5KFOmTKlamEl5bVnXYH1Augh8qQkNncP0EOEeAoc8nrQCT22HiYrOyVfYrxpXiifbuFD3DXEVHPcFy5cGIk9FHoax44dV14uLQfd5sJirKHUJTXb2Vfsi44McfdzV9SDjqwsCRlkd5Bk2fJ1fh2nnQ8eLCUBVfrWedlwww0jgG6brl/tkxxh+Ats86zmqyNAz0rSmPXM0esaJcRd91Lc/vbvlbaX8wJ0+vclRInYiQtxV9LKpBKMHZUSlXeO63F9c2ubTJzRLFuu11UG9VruQe/ddz25880VZJ387QsDu8nf5rbKjEXJAP2ap6fK0uYV1wzo3UO+vPWG7Yb6xP/+QV586I/StPXBcuDnt5R7fvVTaRqypZx67vlliHs9Jrbso5RAKYGOI4m74447hBJRhAOiYBPijmUThZgPTJmDvnJWn1XWOwtAjwNvaQp4Hi8j0u8ogL7ffvvJ448/LoAySLoIjyQ1AG8IhGSQxw0ZMiRSsnz4aZzCp38PeU9CAJ2cWYiMamn1Augh8qSkHEnywvFc2dBsQCmt1hB3D9BVYd54442FPHtalrDdOD6E1tbWiGTQEonhVSM3GENUyOuWptQrWRphy6ybsWPHtiud5ecZ7+2kSZMiYrh33nmnYnCIA/dp+diMgbrqhOsTNaApS/a5yO3OO++MQrw1oqAWgE7f+h48D6NJLSzuRQH6gAEDIoI623T9ap9E/eBptZEU6623XlSjWqOBOgKgKzN9KBSdXOU333xTXn/99WgvAd4w1Dz00EPRHBGuj7HGzyHzTGO9EtoPAR3vkCXKqJbzxt7baABdx8b8YrBB3qEWt5cx4BBh8cILL0QGclKVlixZUukiLsRdL7DnDZwOnC+a2mW/ZfSTVoJxdQLoi5rb5MmZzbJpn66y0TrLAXr33n3lvrdnV03Prht0k1c/bpG5/2R2D83dkoUL5LeX/1zaPnxHmtYbLE0jdpMuw7aSEJv74xOuk5f+fLd02XasbLzJJvL2Lb+Qpg03lWH/coYcudUA2Xlgj3pthbr1069fv7r1VXZUSqCUQMdLoEM86DpsvOUQ/dgGizF10FeX1ugkcZ0RoHvmc6uk8O+4Mkr1BugafaDe6DSPmz7fl1xSsOwJnEIlkPy+yBLirgzDNhKhHiWP6gXQQ2GacXNslU0trWWV1yIA3c6jJw8MeeCzeOUVmPm5RoHHMALrt21JADgNoPsweYAf4dZJYDWOX6EoQPeEkT40lkgBny6ALOBL2HvvvXPnoKvs9D1svXk4DELNyji0V4sC9E033VTefvvtqkeyfgGtAGTWAOHMGOL89yCuKkSoVF6RHPSkdAiqWcDwrq1Hjx6VUl36NwwLllfkggsukJdffrnqXdUYsSYC9NDZxXrwa10FFreX+YaEymXqfZTd82eGnQScGj7SzJ6hug7WNIA+b2mrPDu7RYb37lJhcm9au6/86Z1qgE4O+ssfNcuSBAf6Pb++RP7+8nMrxN6jl2x4/P+Tw7ce2O64efTma+SVifdJl+0OkaYBG0nL/f8l0m+odDvgDNlpyDry3Z03aDgVtwToDTcl5YBKCSRKoEMB+pog+0YH6Cj3KA00Qi4bKcRdFb4999yzwnSNghGXO92RHvRQqKZXSLMCdL/uUeRRpnwIbKgEUhxAT2K613FpGGYoBLLIXlR5AwRrZXFXIjXGkTTHHQHQiVJ45plnZLfddotIK62HKTTveQA6AIf+tf45SnTIG1YLQPekbzqXRQA69yaxkceVUQyNIRSCb9cZ6/Goo46KvH15SeI8QLf15uO8l5awjT3BnGg5PSIy1Fispe7S9rNdB3jwmVe8n3iUd99993ZlGCnzyPlqm0016QgPehJA1zNDxxPiSfDRSqFoHA3V15SDpFKURc6Z0D2N4kFnbIB0G2mwzjrrRGXPQi0OoCNDohf8/uC/OTPSyk+GALqW2rTVBk488cQ1yoP+0ZJWeeGjlii8nTB3WnPPPjLxHx9Vyfpz63WNPOhJ7bbLfiTTJr1WdclhF/xKBn9q/Xa3Tbzpt/Lqow9I0/aHSZcNN5WWuy+Rtr4bSPeDvycb9e0ul+w3rF5boW79lAC9bqIsOyolsFIkUAL0GsXcyADd5nDympRbQjlvlBx0C4AZFy2pznpHAvQQKCsK0MmXXbZsWWVlqYJbxINuvb9arsvLyIcspoVLZl3y9QToFuAlzTFjs8/1peo0/F3rBqeBae/5BTAhRwW3Rb2CofQIlWu9ATqA0DLBk1dOiPLKBOh+DOo11ncOsU3XE6CrZzDpjAilHRBtQJoVe0SbGswwrIRKIep1aSSR/vcQ87wFXvb6b3/721GJPxuJoMYinVcfwRPat0kAffDgwTJt2rTKbSGAriBPLyKlwEcLwEaPkSVk0Ejbf1nPGn9dIwF0eybpOOPOsDiAThQV8+u94NofaVG+5KOVSQiga/RDmuHHy3Z1CnH/cHGrvDKnpULM9smyNum6dh95asqcqtfeqHcXeXdBcv6596B37dlLvvHza4NL+JEbr5K/Pf6gNG3/L9JlyJbScsdF0tZrXel+2A9lr8+sK6du17/o0u+w+0qA3mGiLTsuJdAhEugQgE74JZZ49dz6kRNmCbM7ylNnb40M0D0gRNb3339/LoCuzMQdweJeb4COwg3vQRIZll1vVrmtJ0CHoOell16KwkmpWU5ILmGkKNzjxo0T8pRZ+3gXx48fnwi0sshoTQLoHpCkAQTv+fXh4R0B0PGu+SoECnDVsGDXoX8H3bcawooHDyDFugGcEx5N+aaVCdAZA+sYwxMg4+yzz67KgeV9rDFEwSFjrcWDbuXGv/MCdK5Xo4yVOUD0rrvuqitAp39rFFXSwVAOOrL0a9mvxbS1bYGjBYwK9EeNGhWBbbgwMBqecMIJ8uSTT1Y8uZtttpn85Cc/qfoE+4oQAwcOFMLeMSSUAH2FqLICdKI2iOS4+OKL5cILL5RFixZFnXignrSX1UNuyzjGGX5CqROrM0CfvqhNXvu4Wfp07yI7Dugqk+a1SNNaveXd2Z9UvfZ6PZrk44T8cy6e9f4/5OafnS9tS5dzaPTb+6ty9BFjgyrqwzdcKa898ZB02fFw2X2vPWXiT0+Xtu69ZODxP5Hjt9tAPr9hmYPe2XX7cvylBFa1BDoEoMe9FF4fW3JtVb98PZ7fqAAdbw6eIw171nfNC9BtHjIKgobp1UpCBlgl1BSFHwUWIq0k5dsroyFl0f6N69PIcjoKoKM8xeX62jGi9Hovml+TeQC65kOn5TNmXfeN6EGvFaBDVDlnzpyI6Iw1rJEbeBcgNGNO8gKjCRMmRDnIqnQffPDBQqipbUnh1GmeWvrJu7bjctDpq0iIO/epAYx/IyfWmc1ftntUc8ZrBehpUTNWxiEPOr/XC6ATvk4YuzZI2G6//fZ2hhKtWqCeZ70+iWvAGkAA02eeeaYQSp3nDAs9x5Mick0SCaKuG02/sUAwDqDbShw8j3URKpOZ9dzhukbyoJMewTltUwayAnRv8OB7TB1zDCW2JQH0EPO7ff6a7EF/d36LvP1Jq/Ts2iS7bdBNnp21TJZ2XR5hZFuXJpHWtvQVePVll8qiSc9GFzZ1X0vGnvo9Gbr5Z9vd+Oc/jJfXn3pEunz+SPnGMYfKuNOP4g7Z5rvjZcwW/WXrfsvD7RuplR70RpqNciylBNIlsFIBOsOB3Z2SUKeffnr66DrBFY0K0PFm+ZA6lIMHHngglwddlbJQqSFf5zfPdHnvfoix2/eXRgLlFcikvF/6XtUAHWU2bYxZALp6GfHcE0GQls+YdZ5WB4DuQ9wVOIZkoIAqL0D39a/p25NvrUqAjvELTynrA0BdFKAfccQR0tKyIo8zZKTTNdMoAD0U4s5Zg3Ewb4g7kTk2ZFzXkAdXcesnCaD7FAIALkC3IwC6GhBCpRitQZbw/zSADms/0Ry2JZVQzHr2NBJATwPI9p38HJPK8P7771e9NvwFEOhq6UV+TApxT3v+mgzQ357XUgld3/lT3eSpmc1RlJEH6FnX3bgzj4886NoGDP20HPn96igTfrv/2l/K288+Jj12PUpOPvpQGffto6WtpUXW+eolcsCIAXL0Z9fN+siVdl0J0FeaqMsHlRKoiwRWOkDHs4sXnZDNMsS9LnMY7ESZn70HHQWasGuY9L33K9SRKmxJpYaKvIUPPUYhI4Q3KX86D0BHwdWQWBRdW5JGx+sBOjKjhM0Xv/jFiHkaL78FM2mkUhZMf+ELXwh6x/MaEbIAdA+K6gHQeXdKRNEIhQWEMkdWqcwz73a+Q2Hetq+4HHSYwjUklz5Yv1nAtJLE4bkiqiTO06pcAVn6tGuHcG9Kmdnmc3tXJUD/61//KrfddlvkAYQp+u67725nxEkzFFmDlp4plHyjbGBo7jRnHCMUnuc4kjiMB7Bb811gPtl31vua1YNOP8qoztrwJHF4vvk7IdvMTVzIdhLYIiqC9C3bkIWvza7PwhPOmaKklyGAzv3bb799BNh8w0Ov80ZIPGP2LTRv9jnIEqOdjapJWt95AToRBNddd13VsOpx/jQqQOdFs/IWAM6/853vVJVT434MI6R9cMZiRPeGED/HJUCP/9K89FGzzFpS7RqvBaBfcdqR7R522hXLyw7adseVl8n7Lz0l/b5wnOy587Yy4eJ/k6a2lqjU2tJN95KzD91Z9ty0scqalQA9j8ZSXltKYNVLoAToNc5Bo3rQvVcP8IvSow3FDS9fSOmzIrEM4T5vznsJ84hSc/P0HsI558+fXxeATnjolVdeWQmb5xkhb79VblEyUTatfADq/E0VzjwAndDekPLs/5YGjFYFQPd1ywEaRL4UBeiaQ6myTSOxCwF0gMz555/fbv0SfprmZdS9oKXnvHFIO1XPXx6Azh7AEJRUAon+VxVA1zBsu64Bsx5Epa1D7v/yl7/cLmXGlvPTecYQQIQU85IG0P05xfWsD21ZAXpamkBoTtP2s72HtAWMQ3aetZa19aBrOLQ9C5VLIA6ga26x7VvPQztvWtrN9p0G0LnWA8p6AvQQMV49SjyuDgB9xowZMmvWrHZnA3vyuOOOi6YxVEXCf0fTALpNqcAAl3Yerk4kcU98uEwWO3L2WgC696AP3mxLOeyMFd8dnZs7fv0Lef/lv8j6ex4jc/8yQVqXVIfUT9/iSDn+wF3kG7s1Dpt7CdDzaKjltaUEVr0EVjpAV69cGeLesZOPEg4xzeuvv17J8fYgIkuIuv2Y44V+6qmnooFTriqJdTbt7VDs8C4xzi222CIiVJs8eXIsQFcPGco/4ak+lxtSNvLr6QMyJB926fNBGZ9VbvGuPf7441XDpvzbxIkTawLoAEv19vpnhv7by21VAHRfd5sxXXPNNTJo0KBCHnRVMLMAdL2WHFhCkRVc8HfNF9d+WL9Z8nQ9ENNwYtYJ70XDc4tXC8OVekC9ZzQEjDSU20aqEPpNbXrbagXoeIfZA4C0LEYJn0vMWHSM/D/vOmbMmCAQjtu7p556qnzwwQdVP9swdwskDjnkkCinH/AKCI/zoIeILG1+bVGA7kuC1QrQ8e4TeWDnmSgZvP8WoHvjFsJSY4gfg5Ye1HNZ+x4+fLj07du3wveh7Os+KiPu/NDnbLzxxtFc+XM1C0DXdBnOTeaYFCfmMeQ9tiUUiQY477zz2i0h1q5GSfj8dNYz/8M4Qy4+zyLSARn4iIW070pH/G7lRf9ZPOjUSp80aVIEzn0UG3wVljiQ85Yopbja6vY84tm0UInDJO4TKxefTpFWVaMjZFqPPptb22TijOZ2XdUC0K/95eUy/7Unoj67r7ehfPnU7wph7r7dNv5nMu3VZ6TPdgfIvOfubWeEmTNkF5k7bFeZ+O0dpM9a3erxujX3UQL0mkVYdlBKYKVKoEMAehKL+wEHHBCBKw7R1aE1qgcd2VrFAnI3D9BDCp+fkzgPOl5qculqaRa0oNhmUXxUGdZ7R44cGRkh7LsdffTRcsMNN1QNLRR2qco/rNunnXaazJs3r+qevABdSbQIJ8UzgvKu4yKdg3xoNWqoUpTmuWwUgA44RmEuEuJeBKAzz1YZDgF0Xb9pMvTg2P631jfW+bAs3Hjx8NpriLIuDruv8FgpyNffQzm4tQL0NL4Evw/1ei3vpL/reuzRo0cEpPTd0mTI/aEa2aE63xhypk+fXhkSa54c21DzkTRcUw+A7onQ9L+toc5HVvjx2XlWsjV7jRoCLUBXb6a9TteDH5MH6HoP/RKNYM8PfgvljIfmjZB2ziLbMNZiCPXfBULnbdN1qoYnTT3iGsp0zp07t50R1UakhM5ZUlMs+LT7wxo0LJhlX/EOnRWgjxgxQt54441gWTWNEsFgwR7UfOkQp4ONMLFzEQfQMbphzPP7yM6xjyDqrAAdVvbnZ9cXoP/+6mtk3vP3ReLqPmo/OeXrXwueW7eNu0Sm/e056bv9l2Tus3fFAvRff2VL2WF4Y+SjlwC9Fm21vLeUwMqXQIcA9JX/GqvuiY0M0G34HEqbrYOLhxLPblrzLLR6fUhZTOvL/14PgB6q7YsRCOVIa0fjieVdfTi/KioojIAs2xds34S458lB1/fBe4r30BtELEFZIwN0r1CjmN94442FQ9zrAdCZOwCiKrOsX8oW4YlKA5dZAbpGadh1GlKaLXBjrgGZarjwpbW0rySA7utdh66176hh1LaGtt9bej1GDP4HuZtfj/bd9JlJ/AD+LCD1gb/5HGsN/dYxEeXg85T1Nw9ok0LvFcxryLh9Z+8VjgPotv8kNnMPZIk4wNOp88xZcc4551TI9zRigjWEh5LSWpGS3727XH311dE69c9TLgSus1508s5taT37nh5Mhdb+vffeK7/5zW+qloQFxVk86MjppptuCgJML/80gB4iwMMoavdb6ByvJYUq77co6fpQTn9cGL+9lv2JkcXOrz6HPfnMM89EURm22XcOpUtoxRO7T0Prij7jgPfqAtC1xJqfu1o86BagN31mOzn1rO8Fl8b//vInMv31v0r//U+W1pfvk4+mTVmxh7t2l/e2+Yas3bu3PPqdHeu5FGvqqwToNYmvvLmUwEqXQAnQaxR5IwN0/XDjCSZMDiVdFSGUwCwtDqDXoy56LQBdib9Cyg+eKbwI3/zmN6OQXEiqAHRxIMYCZw1HBGhtu+22Eet91hx0fR8NnfahqyhsKF38vRaADrACKPBORx55ZMVjou9RD5ImDatEZoSckjJQNAe9HgAdrxNGJgwfG220UUQ0qS0PQGcsKMXwHWjZJJ2PUD6tEsclgUGABmHENMKKQyWmkgC6JxfkWtYJwBbjEnInn5XGvuV6wBMtCwFiiEmae+276T7X8R900EHtiBXxhDOurbfeWl544YVobGPHjo3WIM3Ps5VZkpcOwEd6yiabbCKXXnpp1Ta1c5snCqFWgM6cAoIg2CNyRGuBM8/jxo2L5iOuagL34pnGSNinTx8hNYD0ID8mDe/nzLEAVVNimFvCpJPkGFr7+hwbWq0EiXaeQkZa60EPAXT69N8Oa2hg7QNeLSlnXBoDxHh49nWcPhz8u9/9ruy2225ZPlMdek0okiLujPXGDwwtrH1SsGwDoGP81bKl+puNauNey7vBNaFqJ50FoGOIfOSRR6JX5RsGr0Mt7R/zW+SdT1rbdVEvgC4bbCynnV8diaIPm/Df/1c+eONF6X/AKfKVMfvI3195Xh686TpZ+tF0aVvnU9K97wA58l/GyuH7fL6WV6zrvSVAr6s4y85KCXS4BEqAXqOIOwNAx4tDvXFtKETkcacRxHG9J5TRPlBOfZ5tXlHWAtBVKenWrVtUNs42za1PUui53noZUYS8F0f7Vu9TWkisfR5AEm9vyDOEUd5p9QAAIABJREFUAqEh+Gng0oe4+/4I2VUvTD0Bugdb99xzz0oH6L6Gc5znL02GOi9KmOZlSLg3cqZ5MBHiLkjyQMbtgawAHa+aRn6E1g7kUt4bHfI0WpmwbkOePPtupHjYsHTew/cbR66n3kRdq4MHD64qRwbo98Dbykllk1aubGUCdE9eZ6MV7HhDDNwaEWHfESNEXFUIP8+AXDzMfgzKv2H7Da19DE1pxIVxeyYJoOs4vbEFg2gSgagvdaiGAcbIWC0wt/2oHPJ+V+p9vT2D6TtUplCfaQnbiLqgxa0HItxseoyP9MLQY6Nz6EurqViizc4A0EPGzywcOElzSf1z6qD7tjIA+q2X/1hmvPWSDDjom3Lkl/aSeYub5Q8XnS1tc6ZVhtMo61cHVAL0ep8MZX+lBDpWAnUD6El55/4VULzxgJVl1jp2ctXT5pUnFC3Cg5mHtKYKG/fgSSJPm39DkIRnrpaW1TvGM+JCWFH+33777SoFUT08WQE6CidKFKGooRxrVYbSQmLt8/g4wyT/5ptvthMRJFCsf7yRKGC0uIgG+8yQRwsvqHphtLRVPaIbOgtAR4kFVNMs+VIIAOL5ffHFF4NLVkEHiiThwfAaAIiIvvAecY0uAGjwe5bGdY8++qhgJDj++OOrbokzwoQAOqkl6oXSTkLhtnZvIaMrrrgi2kMYjSizuO+++0YGKn23U045JWKcts33q55SHxnCWYBHDK86ESe8I98DNQrEzYs+qyMBOtFD5MQTfUEpPPtOl19+eSRLPHkKpnRMPiybv+saSQPoHlhzL55R9mkoZSYuvBujAADuoYceEtIG6DcuTScLaLbe2TSAjpwooWeJBXkPojmyPMuG1GNwAoxBBEojVYAyn6H1VIQnJW7/4YHmPIfgL4sxOq6fPAA97hsBcMf4RsOQqmkhNhqG89vzXfAOGNOnTp0aRbwQBcc3xQJ05T7xVSrSQtw5v5ibUMoI3ybOSjgHkB/kf7W0JPLEov2+9nGzEObuWy0A/beXXCSL//HK8i4TPOi3XHahfDjpVfnUwafJvx64hzw3Za48/d/fE1lYXYYxC89P0ffPe18J0PNKrLy+lMCqlUDdAPqqfY3ang6z/O9+97tKJygQsBBnaY3sQY/zfhcB6MgCYDllypSKWPhw42Ur2qyS6FmXfZ8hgO4Bq/fw5AHoPM97enQMRQA6xg+UHDyTKFW2YVQApNnwRQicCPf0zRLPaQ1wew3ASBW/NQ2gAzwJu+b/aYDNUCkqXQeA25AnGdBx6623VsSa5CH3Yae+LFhoL1jiOX734bFWqb/rrrui9wmV3uJe+BXuu285iZG2rOzeSfuUdBANo4/r1wMqrvPgkv8m5N2WGXzwwQdjWdzpo6MAuqYBWNBH+glh+RaAE2HE3uc80xaqZOCJBDXcOG4+/RzlAeh40NV4khQhEvdbyKudB6DrWRKaX29MZL5thBbvrc9SPgvfD2DSG0RDhgorhzzfGT9/tXhr6wHQk8aeFgFkn8/Z5MlU/XcurT/9HUNuiJgVIyXRcWpQYexZzrmkdwxFEYTINPPMcagGOvfXAtCv+NH3RT5cnq6UBNBv/vmPZOY7r8mAg78lRx64u0x89lV55dqLpEmqDQZF128eOWS9tgToWSVVXldKoDEksMYDdDxKeMzIWcajz8eJEnAoGFj501pnAOjWc6hKUFotan1vG9YKcdqcOXNSwUGazHzfKL5p3uk4D7p9Vh6ArgQ8NmxUS7+pF92HE6aN0StKNhfUeh3xhJBfrMBa3yEUqmz7BEQoeOMeBRbkatJWd4Duw0eTGLPtulAZUnkAr6Aqnjon5NiPHz++atnGKbkhI04amZUPDffkbnZd8RtjbG1tjbyVFrR07do14gIAfGgYPOWZQoabNCXd71EUcss6HepX+9Tc/bh9roBVr1+VAN17ZDkLAa8+t9eDbAwx5JEr8IxjHkcG/l7OFuZIieJ4JtUC/PlhDag2Dcn3p2kXIU9n3Dx7Y4onO0zzoMcBdN7Xe2b92rHcBiFDB31wDaUN1Utvz0f9N+kcRGPkbSGyxxCXRNZ+7bxhxGG/xaV4pX0jQs9M26srG6DHRd6F1l9WGXKdXQuW5DNPH/ZaGNxhcvetngD92H+/UPoGyqTd/LMLZObk12WDQ74jR+y3i9x/yw3y9iN3VJ3XO+6yu5xz1plFX6/u95UAve4iLTssJdChEugwgK5A19fN5W0aOcQdwI5ixgc4ixe9EQE6HjtCNxctWhR5bwlnh+zo9ttvryymrNZrCy5CHo5aQrisYpKm2HiATh6ufR87Njw6/C9PzqrdZSEPA/0Tpkzo7pAhQyIPnPW4cX8cQPdGBJRFlNAkgiC9J5Snr795ILQ6AHT1tLD/kK8NCY4j/rLyDZE3WRniVVW565qB0AoPW2gNeDASAhxpe8ADdJ9L7N9r4sSJUQqEB5cYjEiboDFeUjviDG1pSr99V2ROGC1gNGTAA3Di7VSD0i677CJPPvlk8MPE/SeeeGJUY13lTv651uQO3aTXecOF3/NZ9zOpN5T1IqTdRyJQkYC96wF6iGsgdCbxXcNIo+Cb9wmtOWQGcMWgiTEOojiMKrqeASiErCtPBWH2pAogA59SEffeamTEk08agTZruIJQkXFoiDfglYgxnctQGgP9sO5DERP8Zr2CobVj90wcQNc8dOaYa2gWpLNHkFWRMmsh9vN6AXR0F4wtcWlEad+x0PpP26u2T96NbzsEgpSi898dW44SAwjOBt/SPOjoD0TyJPEKFNFKWf/sPVpWB0HSc576cJksbJ+CXsiDvqS5VWYvWCa3XXZBlQf9sDMukMHr9mw3jN//vx/IvPcmyeZfOVu+uPv28szdt8iz96yIwtIz2pIlFpFZPe8pAXo9pVn2VUqg4yXQIQDdgtxRo0ZFjMOUSMKyiXKAgpfFO93xr9/+CZpLz4ctyxgbDaCHQskAECiUeCu0ZWX6TgLoKIYo9iHW6ixzVwtAt1b+uBxOriH31CozOq4spYb0WpQJ1q1VykPlt7wiHSLGoU+UO5RxOx9EbwCCfFvTAHpSOKlXfkOKeMjLY2Xo66nbkGwr+zil2e+vEHGXn0MPUnyJQv9eIdZr+tx0000r9aR93mmcEp5W4zgkQ2TC+ccapfmcaltGLRQCrfwWWQG6PWPseIsCdMAoIEbzpz3QOOaYYyLOB8s3EQqBDoGtUARF6Cz1MuOMxAigAB0AZJ8PkI7jM7BpLgrKmJfQGRY6c6wx1qdb0I/dM3bdx6U0aIh73NqxBKShKCKeqQYRBeghnhTSUYoAdPrXknx5v3eh75ZdBx0B0DXdIg60poXY6z4jTcVHAoUM8WkAnegRjBB2TqxxMMu3PXSN5TWpB0B/9INlsqy9Az03QAecT3hxhnyypFma/zRuBUDvvb4cdt7lQYB+7cXflwXTJsuWX/132XvnbeX9t/4md1z+n5XXrlU3KirjpPtKgN4RUi37LCXQcRLoEIDORxUPBaCchjcIkAgIobQKH3g+KgD2RmsAMZq3PFvFSMcMC6sqgY3yHoTAkk9vx3X00UdHyj0fRRofXsIH+XinNazwttl+URwGDhwY2wWkUVpe5vDDD488SbZp3yhikCHhFY8bF4Q1hCiPHj06Wk/nnXeePPHEExWPn1fweFc8jHF9+v7suE466aToXm3kkVNayTfNZ9a/s955XxRtwlppKgPyhjWaZOTIkZFSTL1i5oq/oxApILLPsX0yt7Zcz3777Rd5x1SOPNfKKG1uk35X+eg1/l3z9O37svLx/dh1wG92/kJrBPkCCDGUMU9HHHFEu6H5eUHu7733XoVJnxJUPv/frk3fIQCEuvCsfdZi0h7gXkq6Aewef/xxGTFiRGTUss2+F+tGvUy612CZJyyfyA3uZR9RJQBCNq4n4idpbyXNFfKzz1PAbftV+dl+AAOA6VCEFPNw4IEHysknnxwxwwOYKVnIGcA55Js9Y1hnePJ5Z8am65nccWSoe2Wfffap6sZeyw+6TzRVwF4M/wPjA/iyNnk+ZdRCa5H9yfV6VmJc8c3+rr995zvfaVdai/3KnOn/c63OMcz3rKlQO+ussyJDIyXH7Dq17wzhnZ43yMy2/fffv1JxIzQu9uM222wT3aLvh4ED4jyiEOyZzzmrJIX6fPssrmVPaH/8du6550ZnNWuUvYCxgvfgmltuuSUyVIYAuidDzHPm8Bwt4wVY2mOPPaJ9CodD2n5NOpMYc9IZm/YdC71D6Lthr2Odsm4wNLOfWJPsT96F/+n98D7wTfZrnb1jm+43UnvYT0S88N21zc8LBiV/xtjrIc5krXANYwpda78DSd+ArPN81+R5WS9NvO4vkz+Sp/8+O7qmCqCLyKjvXil7bP4p6dmtS1Ufv/7BGTJ/+t9l1Ak/kC/uvkP025Q3XpH333xV1u7WRU46YkzudVaXl0noxO+xjn5e2X8pgVICtUmgwwE6ecuEOKJkaI63Bey1Db++dwPOIUoKGQ98KS+eTBmuRvSg8x72MKYWL+Mn5F0bSiIEW2nNh+fi/cXzQ7ga9XpD9cXpU8mBtH+UdHJ11dsel1Oepb6slt/SvkNKOM/CgBJXEifOgx5iYOY51mvIf4dCJpNCcFHwYcTVpl7UNCK7JA86c4ExAYDFPKBoJYVfps21/d2z7tazzFpSekUeD7qON02G6qGy69V7tf26Swo7LVJmLeke76lNiloh7B/vo42+8KHhyCUtbFZlZ72g3huu/Ya8xoDzOBJK+mY9agktu66SCO24LuRB9+SU7MWrrrqqKnLHyjfE72DHoOsvLRw59Ltnd4+LwIjztOt5xP/7FpKN78eG4ne0Bz00vza0O86D7iuEqByVVE/fm/B6+oirt16LB50qDBhx/ZqOI5JMOhtteU32BGdsqIY8faStqdBz0s4v+zsREO+++27VdwSiN+TI+3pDY5wHPUTaZw3EvopHUiSO5wKJI4+tpwd9WWubPDqjuryqCiVvDjoM7M+/txzse4De7ehLZatB68guG69fNXXX/Of3ZOGMd+Wzx50re+00uuq3fj2aZJv+3fJ8blfKtaUHfaWIuXxIKYG6SaBDALrP4wYwomSR033HHXdE3oBG86AngfMkaTcaQGeseD4smVsoBDxryFoIoPOMEPurlVNcqSEtIxMH0CEF8tZ8+rXXh/K38dCRZ09TJTZJWUqqqR2SF557ytuwtkOszzw3SdEKMR1bkBMX8pcG0PGaKCi3/8arWkvrSICelF7REQA9BFb9uvYGlySAG6p1nCbrPADdlvzzoIbnQOA2adKkqkd6cJcVoNMJhgu8+3EcE3ja8DDjbYO4jnxqlPm48GX6jAsvD819XIi7ylnLQdkX9u9r5UsOOsAWIyLjYL+qgdWmpmj/cesxLQdd39GmA+gYAUx8U+A7YA4xnvE3BehERFgODXtu2ff069TWVo5bU3bvsq7POeecijGDHHRkw7gYP5EElNjTZtdNGkDnHmQIwMZoq2vVn2VxOc3MBSkid999dxRZoVFLug7vvPPOyryl7S//O/cScVQP3pQ8LOkdDdA5621jPWgVC74nNoWBSC1Au09BCzH8+/PPg+4kgB7iGQgRZ9r0oFpD3Bc2t8lTM+sD0KfOXSx3vTozEmsIoK/dvav867YDq7zo1/zoLFn44XvyuRN+KHvuUF2utgToeXdreX0pgVICIQl0CED3D7I10gkvQ3HxBFurcnriwtqzjKnRADrAGM+D9aCHlBTeLUseulcQIe+ixeV2q8xCuY5WqfbKJSHfhPFp8+RFHqDz3/YdCd2k5rFtRQA6+b+WKV37w+ONooMyScOTQsihXcdxAD0uF73eAJ1wd6oRWCU+yxoOXdOIAD1OvnE5uiHQ4f+m/50HoBdRwvMAdDsfIeXXGqP0WqsQ5/Xwx5XCom/ds75PwCbVA9grofOlHgBd5ZzFIOHHxzsRuaXRNWpUsLJNk1PSPNtzMSvYsP2x3rIQ1SURDKaNP2nvx+2lvADdPiOuT/6OQcCH2ALQCUWPKxuWFKEVejfWJABWywXGlSpMI3X0fet7YTymIoEC4qy8BWlnsBqz4yKLfI65Tzmgf/6m3ABpHnm/prjfc6r48z9pLkJnVIgLxPYZ4oVJk5P9fe7SVnludoAhrmCZNTzoeNJDAJ3n7vyZ9WTU4D6VIVx9/pmyaNY02erE/5A9tvts1dBLgJ5nJstrSwmUEoiTQF0BugJxHkYYOyHtjd6s8cCOlTyqLF7+RgLoWqPZK8xEL8yaNSsIPNNKp/iPOaCeFhc6rjL09aJ9SKBXLgHk06ZNq1oucYRReO98GH8ozLcIQFfDgpch4BcgaJtXauIUIzxWhNtbBVW9/GnKVJIHHSCOomPD2vN4TpP2ZmcC6GmAOSQTr1R65ThJjmnPC8lVSz+FjCdJ/flUEYAdaweWcm1peyvtDGZskGp5w5Tt1+9XHyHj9wveO8KMabru8WSzb5VRnN98KK09j1QuGN5gttcWImDy4/Oh6CG5pwFcG9rs+SEskV9WgG4NSaTpMEZLPBkCjt7QaY2qaeNPmvcsAF3Ha/uJYy/nmjjiQn0WxnnLWQDAJbe5XgDdn90hIxEee8BmHmJTHb8PnQ6Fchc5G9Lu0efrnoozPOgZlvZNCZH/eWODP/+T1njojCLNwTfbZxbnQNL6nbW4VV6aUz+ArmHucQD90/16yf5bDKgM6bf/cYYsnj1dtvraBbLHtltUDbUE6GlfnPL3UgKlBLJIoK4AnQd6wAupURY29CyDbcRrGgmg+w8lCgoEWBA60QBzHgSneRMUqKiyA0nO5ptvngrQeR7EMShDNEhhNF8dIHDDDTcIec39+/ePCK9QAPzYbDkfAC71ZzV3O+QF8GF4SYoP5aogC9PnW9AAkSEh4rxz3759o7F98skn7Txe3usapxhZMKhyRC4oeGnKVAigWw8KcsBzoorz6gjQ4UuANAyQNm/evIgUDoCjLU3BjZMJ+4UwaAggfURPvQE6Y43rM238RGAAxgAXWrYHbyGgmkaJLQs4igA39iR7jD04YcIEoRzZFVdcUelX95/Wf/YGDtak7hc818qkTjkvjHV4SgGku+++e9Ux7gG6AgENxeZ3zhzSXiDHgmiKEF2fBqPj8/vAPsyfD2lyitubyB5Ao5wSkJGRVpTWfH+8I7IBpLMG7Rlk+7LnKM9R8rO08dcK0D1Io78kgB5ax4Q1M2/sW9jzp0yZEn0X4Akg7J/KFcjBnvUqp7we9JAnlwgKBbRqRNhii2pAlXXe9Dp7/pJOYUkO0/Zy6Flp96g8NNXDGh7sWPg2Ekmmhoo4j7yeQ1TTgbwvtH7zAHTeCcPa/fffH61hT4Lpz2n+u1aAPn1hq7w2tz4AnRD3x9+ZIx8vapaWe38ubXNWOArIQadtN6yvbD983cr0/faH35bFH82QUSf9SHbfZmTVtJYAPW1Hlb+XEiglkEUCdQfo9qF4S/g402C6DdXkzDLIRr6mkQB6KJTahor7j26WUiAhazugnw+7Kutx82Pz2KwF3nvfAEcAApRvbb62r1divDIWIm3zoCKkKPA3713zJXrU2+3LX/nayXEKvX9f+276W1zIX5IH3SqMvD9GhUYE6L40Wd4cdDyvMHtr8zwFaQpuEZk0EkCP219x660W4MazQu/uZWz3tvee2/ll7ljjhAaHAEMcQA+VpkP5j4vc8ePz5GqhcnhpcoqTL6zZAE3bkogP9bo0Y1zcPMeVDEsbf9J3My6s2s59rQDd7/tevXpVEZUyPl071nhSFKDrmoxL6eJ5MJqPHTs2l0oRFwGgnYS+sXkAaNr5pc+HuZ1vpL6ff088/EQuIvekCDedY9YsrPP+O8Z76fpg32BASlvfNtIjLl/dXpNHPqHJmjK/RSZ90hqcxzwkcfMWN8uNz0+v9NN8w1nRv3v07SdL530k3Q6/UPqv31fGfG6Dqhz03/7gdFk850MZfcpFstvozarGUQL0XNurvLiUQCmBGAl0KEDXZ+KRVG8Pnq/OEv6eZdU0EkBnvHgF8TTTICaDOEwbngrKVmmuN6BQPXJx7xoilFFLfpI3hf5U8UCR4AOvipFXOLmWEHI86bSuXbvKJZdcUuXV9EoMxgjIiXgnADbv6r2gcQpsyNOikQQaimzloeAf2aLQkONIuCZGB+v1ilPA6RPlRMNZ8RzpWLMqZzyLa0O5nMi3UQA688L78n7q1fWKfpJyxtwwb0R9QDwF0RPEZKrM8/9EcOga57+JhCAighBQn4bA740C0Cl3SCUFG03C+NI8XnF7c1UCdF3Tnu+CsVpjGQCdfYqXPzTvFqCzjtXLHiJH0zriRFRQcoy9p/vP7yO83OqdzXs+qLzj5JuFZCs0Z0UAesjoqvKtBaDHnTt2r1C6jVJnNjUnjwfdh+eHgDMebgyWRFRpw7APyMQzzfcrLrLAy5g1iYyJitHmuVjizgi9nogG7rEROhhkYE4negHDNGShtmlUl/3m5QGgaaSTum74Rj711FNRicipU6fKkiVL2pV55TvGNyILQOebElf1Q5/JfJOCkPY+ej0yiAPoKkfkm9Zfmu719rxmeWTKAnl1+gKZvWCpDOrbU/barF8EovMA9L/PXigPvLG8xBpNAfrgTbeQqZNeky7bjZUvfekg2Whgv6oh/ebcU2Xp3Nky+us/lt1GbVL1WwnQ02av/L2UQCmBLBJYKQBdB6Ls7u+///5qA9IbDaCjnKDkhjxGzAPKKnVxkz6kOl8hsMpvKC8oh3GlZvR+Ql2ffPLJyjpUS30IIKuyoBfnCVePW+hxCmyoBJLNffXgwAIOStOh/KssIedSBbKIAp4G0D1pUyMDdCtX1hlzClDPCtBtpAHADkUOJdSTSxHujvLPM5gLFD/OFprnBeBvjQDQ7buhQKJsa0WDIuuG94oD9rUAtzh5pQE6uwfzAnTOAzvHhI/bHHv65qxhbn1JLs2dTdtHoTMiTU5pedq2TwvS4s6jIvOcZDBMG3+SApA2nyHmfPrLA9D9vrcA3YN1/TYAzD2/SIiMLe7d7DcnztMM8PfRfMgZsIpBhKZlQVmbCvjh1EEuNtKLay3YTCN8K7IO01JjbJ+NCtCTygVmUVT9NW/MbZGLHn5Pljav8KJv/qnesvfm/XIBdMvgzjMUoPdcex1ZsnB+9Niua60th595vgwY+unKMK4855uy7JOPZIdv/UR23GLF37mgBOhFZrS8p5RAKQEvgZUK0DsjiVzakmk0gJ6mtAFq8ADhnbR5f0mKg1Wm8HbgeVcG4qTyKyFPOdf7XHmUM3IwbQkZn39YTwUcLwme1jhQ5z0/qiB64juvnBVRwNPeK8SqbOdDw79XdQ56SDYKWrIAdF9T2b5jqM69KsVp1QIaAaAngSzGV2TdcF/c2kk7A9LOtCwh7toHe5y5U4Ct54MaH1ifRFBRpi2UEhMKowbgA8aJVtGmNbN9/XA1BqTtoyLAKG5efNkw6rKfe+65FYNLPQE6fVnjDsYpSmch31rmOQmghzzd+rckQ4R6gvUa1gXGYr41NOUg0fJ33vDGt8GT+3FfKH0pTsb+mxMiiuNe/+3z4fhcA1Hsfffd1+5RVj68w/jx42sy0qbNYxxAD8mX76afB/8C2h8yiKv6oWufuSSKIi2dzc6b1wlC34YhQ4ZEhpii7ZGpi2TcUytC0+lncN+eMmarDXIBdO679cUPZPaC5SlUAPTQ+h+114Gy+xEnVIb7q++dIi0L5sr+/36ZbDp8UNVrlAC96KyW95USKCVgJbBSAHoZ4r5yFh0fwl/+8peRwjxs2LAIhHq2Wv6b8kgoBWnsw6o4qJKDIgow/9Of/hSFINKU7My/IQogZFMtLdVELuqpBvRSy5nyR5DVjBs3rsrbzjhRzCDh4d/1VsBvvPHGKAwQxQPl2jc8KRBbUQNaPeQrG6DbdIUxY8ZEhFLqzVElYqONNorCL5ER5GnMLS3JcJJlNdqQRa6/5ZZbpE+fPhVl2/cRko16s7MAdB/Ka71f/FvD3PW5CtAVvFiyJNbUF7/4xcoQ83rQrdwJsSV9wjaVTdZSQUlhyvRbFKArqPDKc5rCnzb/eQC6jn3jjTeOeEbsfuE5moNOWg1rlPQOZUTHcGE9lDouBWQnnXSSzJ49O7pmxIgREch/5513qoZfD4AO/wXnJe2II47IFNnAnLLm119/faHsXRZW8KLzzLiUhMsSehWdZ5U77zB06NAIFGvKTYhzhOcPGDAgqgQSF5pMn3qGIwsMKqRPUY6T1CXOKVLbaDbU2U4mZ5bn+eD3uGgwTWPQGuzsU9aKGgS071A0gK/T7aO9uJd9xfhDTc+bbt26yeGHH145I4rMcdo8Jp1fyH3y5MnRENUopjJnHtiXBx10UFUqm+0vbq9TR550HKIGcKxAlsr+C5XH5XwnskWbJ/GEfwIjhm3sOYwpEMXqHHM2ZNlHXP/X2c3y/x6u5oFQpvUsIe6z5i+Vf3y0WPr37i6D1+0p1z49NRpHHED/zKjt5aCvn115hfFnnyytC+fJgd//L9l46IZV71YC9LQvTPl7KYFSAlkk0GEAXcPZ1QJdksRlmY7arkkjMaP3vADdh5/Ceo7SrA3in+uvv75q4AocvCXaKlpqcQfgo+jiLQt5O7wXNk/uWpLiUwTwey8vL20JgvBGeEbitBmNG0foWYBUvMnavHyZWzyY5Lqnlc9LG5cH6IQoQlLklV/tR0t12d9VNlkAOv1Y75cF3N7TxrXKGRAKifUEg3kAekjuniCpiBIeR/TFuxTpj/vi1neawp8293ZvqtczLpze5qpCUugbzPvkMtum4MgaV+wc+0oNADeuJd+dFrq2yH5GTv58s4SRReclTr619Bd6v6Lz7EkrbYnKUHUM3gcgT2pa3PlrSQP1O8M8a21yGxqvgM7Oo34bdJ5Dc+zl6sOmeQ9SYpRdn+vpl5AqfIYzAAAgAElEQVR2G3nhAX9oz3PvmWeeGfFF2AZQhZHeNz2Pisxx2jzmOb8YF3wc3vMfSuGyBhGNKLDGRP99CZUy9fOucrPVGpR7w84phjwM4FpTnvvyfNv/MnOZ/HXaApn49kfS1ibSo1sXGfPZT8mAdXqketB93nn/3j2iPHaaAnR/znzhq9+ULXbeqzLt4777NWlbPF8OOveX8pkhn6paDiVAT/vClL+XEiglkEUCdQfoHPDkd2m907LMWpZpqP2akAczFBqYB6BTDscrKBYkKljEqwMBnCds4q0s0ALAomzYElGUCAvlhKtEavGQ/fWvf428yrzzKaecEpX788RleZQCxoScMSrgVfDlnvIqUvSH4oQyhexgx99jjz0iL0VoPv0qCYXi4THBo5IWHZG24vICdPpj7wPuGNfgwYMjjwvvlRWgsy7IzSZtZN9995WHHnqoMkxdRyjIGPtsXWoMAb5En/WQ5ZkXK3d9JpwNcA9oK6KE826M6a233ooMHZoiQp9F+uM+LQeIFxdCNG1pCn/WubdrKG6MeEfx2AHk/VnBc4i8IFrFNjV4hMoPauQPUSGEcuMN4/7QtfSpJebqBdDpU9dO0XmJk28t/dUToIc4QDTiRvcKgBOvKGuJNnz48IiczO8Ffdc44k1AmSci03fR/TV69OgokoqzAsCG9xbiR0pbYhjg++A9q3Ggmr2AAZn1iEeZyCP6BUjqHkEnscRzuud1PPw/644xPffcc1FZOI3+gH+F9UH0l236HSkyx3pu0h/fQ9/ynF/cS9QZxhTbbDnVUNqU7nV7Voe+Lz4yK5RiZJnyFfBbPYB/I38iMmzLk8rw2IxlsrRV5NdPvBd1AUnc2K02iP6d5EFfsnCB3PzHP8knc2aJUIKv31DpMuxz0jr/I5EP35GWp/6nqiwf/XVdq7d88+cr0m3427gzT5C2pYvkSz8YL58eVE0gVwL0tC9M+XspgVICWSRQV4C+OuaYpwmxUXLQQ3muIcIsFA0ImAA/1vvr31PzxP1HmjBn60GwVnFVApJKMBEOCnDWBhgllBAPR0gh8GHSWQE1Chw1YfGoaCPMUkFEEYVe+0kjWMoaXm5DAz1JFh4GDVfX56Z50LlOWXdXBUD3a5C1hjKrZX/0PZLm0CqPoXzU0JoOGXh0DnRM3qset69D4eiEaZMvWQsZIM+LA85FlHpv9LByWVkAPWkMKl9CWK+66qogWAjNG+sXPgqbf8670SibaPcJ1R4wANCK7OeQB52+1JsYiiRI+x4k/V5knpPOnKLzHAfQ7V7BCKnki/5cDu3fEFBj77OfSLsKMZ3ru4XOKsgwGWeIlM4C6lB0Df1y9mD8tMDe5l7bv3sQqX3691YuklC+uhqd8s6x90BjAEAetuUB6Hz3TjvttHapZWp08mvGj9e+m3//0Bka4pCgAoemGIXWRdweyUK0qPc+/MEyaW3LB9Afe22qvPyb86RtycKqc6Sp/3Bp+2SmyNJFwaF1W3cD+fqPq/Plx51xvLQtWywH/8evZKMN16+6rwTotZyS5b2lBEoJqATqCtDXRLE2CkC3Sir/JozvnHPOaZczhmJC6Sq8UmnlrlCSbNg5lmkUERQfvOdeOdIPLIoeyrfeb6/zIJOx4ikjTB5FyeYbo4BjTLBM4FkBeiiMkmepEaGIQq/rO46EJ48iRV8hAMrf1ZNglRvmc9CgQfLSSy9FckeOmt+v8sXggoJFWZxVAdBDiivzRcMAozV1kwiHrAwxEmFQ0RroEGTBq+DzIFk3REpgIKTZkPQiIIbQVjy4ttk+8yrh2k89AXqSF7TIO9t3Db1f6G9JY9D+MJAxZy+//HL0J6uEM29ETCxdujy8lL3P2mc9c3bYBsAgIgPjIL9rlMYVV1wRXVZkPysgtUDEni9593Pa96/ouol7v6LzjNw5c5UkUw21tj+Aoifk0/cLhToDDFkPWkpSWdmTPP/aXygdB+8qUU825UCv9x54XQ/+e+TZ35Pkrzn+PCMO9FsjmF37m2yySVQWlJZ3jrPsoTzr0MpG32PUqFHR3qH5NRNKXTn77LMjrgf2Bd9gvvX8m8hIG7lEf+whrteISa4jl5zIBZrlNPCA3/434B+jUJaSei1tbfLIB81ia5h3aWqSPTZdX0Zs0DvoQSfn/OabbpG2v97ZzhGQNC5+6zlkMzn5vIurtve47xwrbc1L5eDzr5SNNli36rf+PbvI1v26ph0HK/33fv2qPf0rfQDlA0sJlBLIJYESoOcSV/uLGwmgZ3mVvADdK8mAozgiIW8BV8XCgvyQl1yt+1rT3JNf4TEBqOvvWr4r6X0tQLfPPPTQQ+W4444rpNDr83i+ltohvB+FxILpUBmf0FjTALoqOPw/HmHrrdhmm22iSARVwg455JAo9DuvghgnwyIh7mkAXb37SaWa4pRRnfu48dYzHzvkFaoHQLcRBurhx9jzu9/9LlKC2VusrSxESawdgJYFE7qP0uoqp50TWQF6aP366BGiDzDsAQKpH+0NR5ZwT2vbA9I9QLcREby3DZsucj4ouIC3Q2UIcZX13OcBRmkyLQLebJ+h9R1HEphlLKH+sgL0pGgU5UFR0B0C6KR3YLBRuXuOB8Z/1113VULSMRawfhS86Vmb9l3xEWJxZyNyJMoDUjQa4wpVjvAh2Fn3SdJ8hAC6ZZjXUP44ojzfd+jsguhSDaV2jjlv7r777qgLWNU1lcCvjZNPPjlKG4jjNdHrdSycX5tttlm7cnShb7/+LavhnWcsa22TR2c0y6RZC+XPb67gw+E3aqGPHt6/YnzSMVFO7Y5bJ2QC6NxDzvnCprXkL7//hfQYtImc/IMfV4l63Le/Km0ty2Tsj66SYQP6VP1WetCznEDlNaUESgmkSaAE6GkSSvl9dQXoHmxZBSGOsMl7LBTIq9JjFSoVKzmDKFxJyqgnvwuFOftpsnl9FsSoR8YCA0Jqs7YQCIU92LLY0ldI6QwpU3qfHaO914IEq3zhyVAmfe0XgIYsV5UHnVxNvCAeNBKajDeuFoCeNj/1BOih/FarnNZiBLHzGXqOeh7T3jcUIVILX4N9Xlbg4cFAKIdUATrpJqF1aZ+lZRZR1q331vfr59qfD1lzWUMEV0W5C9Lmi99rWTeh9V0kakDHqcYi66G2z+BMU54ED6ySQpH9O/oxai6491Lb/ZW2LzDIsFbiPOe8Y8gjGycvXT8e8Ot3S2WWBfDnnWO/h6w3nufmjZIIVcPAkKakbdqfcpXYdavfnbQweL/WfaqIXS9x/9Y5UlLRrOce9ylAv//1WfKPj6rD0qmFfuCowe0AOt72Gyb+TZrvWO4Jj4uS0Hc79j9/Kfe8OEVm/+9PpWn9wTLsK+fKfiP7S89uXaJLrvjWUSJtrXLIhVfL0H69q0RSAvQsp2F5TSmBUgJpEigBepqEUn7vjAAdUjJCh9Nqm1J65oknnojCTglFtZ49SqgRbq3lyAYOHBiR6mipF8RmPehWmbKEMZQ4Yxy2KdCjxAvs13jPbcuTT4zHzrL60g/KIEaGIkA25KFQ4GnHmNUjAMimzizl0yBFgijurLPOqnQVB9AhGlMvvl6sxE5F3ssv8yIedFXsdH613JnKLA2gIwOUSQieAPp5Wsg7XUTB1WeyrgFrU6dOFV9qLa8Srn1q3WLGimzYM5Ysjuuygku7v6yc8DSzDlgbRFnAY5DFI2/7CAGZuHxs1i/vxTMwGvlneYDuS9OpLEkrIM+fdAYI+SAKg/jvwAMPlGOOOaaqXw8uQ8zjWXggbCSM3UN6htXTg856IuWIcP7QmZe21usN0O36UVn5ZwCENZJBPcp4sX2Ysx27RnZA8ghZGOkN9jxKSz2iryyEp4BJf65zL2cPxmQqCvhw6dC+8M/ifogoOYu1P/6fvxHpYlvIyFvkbGAP3XDDDZGXGiDNviUKq+j5xVrDKMp3ZcaMGVXngM4x6VLTp0+P5KXnNRVamDdSiUg5U9Cc9k7egx4KGedd+Gaxp5RklW+kckgkRVX5vfHqB/Pl/z41S5YuWiCtk58VWbZYmnqvL1023kG2G9ZXdtt8w3YAnT6eeGWyvHDdT6Rp4ceVd7YpdZq2132tXrLbqRfKY29Mk+Z7ln+Huu7zTdl15+1l1ODl3vIrTvsKq00OuehaGbp+r6ohlgA97TQrfy8lUEogiwRKgJ5FSgnXdEaATmg0gDvto5jmoQl5OkJsscqqmhTeriJG+UZBt+VXUBg0T5XrsnjQtT9PRKXgPk3piJvykAcdRZS8ftuSCPhCfWchnrPGgQMOOKBdKZ1V7UH3ippnBk4D6Hm9RV6OIUBVS59Z5iTr8RFa1xifYJS2Lathh3t86Tb2BesbxVxbnr2i94TeuyhYVYD+m9/8JvKK+/fTfaj1lnUMkFECklDmtdSblZMdT0gOgOGkppUkvCetIzzoPAtDiT3T7DmZZQ2tCoCeZVz2Gm+8JDQd0GMBeqgsIn3k8aBzvfJEhMAgRi5f8s+XlrNkbD4CA6BKDrxdG6F9FNonRb8rRx11VBWhqe6ToudXaC44j60HnTxzbfZdfc17jCxUavDGNb03yYNu14ferzKykTJpuojt58zb3pSpLd2Xg+ePp1V+6jpqPzn6+ONlg/XWaQfQYW///fmny+IF84Pec7+OuvRcS1qXLK7aAp874Yey5w6fi/52xWlHRv9/2I+vi+qo21YC9LwnR3l9KYFSAiEJlAC9xnWxOgP0tA9zKEQ0pFiQp413jBw/6z0PKVIh7wlleN54441IgUFZh6zGE4XFTSPKMXVhNV8bQpvPf/7zNYWbEkZOFEJzc7NsuummEUEQTMUw40Petueee0albvK0kCLmvcJW6cLAQokrFCtAGSGpEPOkzVnWMSkAUlCdVgedflc3gK7GGDxa5IpqKwJWQ+saDxXrGKIz9gUVDgAeWT3e9Dl+/PiIoKlbt25CDjfj9LXqs3iTQ0CrHoRpaQCd0ovUQ/ZAWRXmuLHbOUAO7AXOB6IS2ONp54MnGuP9eebtt99e0zyH9lccNwORGVlbRwB0Baaa81wUDOo7hPKpR4wY0Y57AKPLk08+GYF3zi44PLxXnpr3lEXjDKRkI2tb9wWAH8PWlClTokdz5jJ3asgNheB7EM59urYsGeXIkSOjiBC82TSN/GLMfk3VC6CHDN0aSVN0TuJy2y1/A++nERKhkG/d/2mGev2dueTs6dmzp5C6hodeG/2rEUaNJTbyjHJ6/D1LO+nGv8ncNpGWW1ecydzXZ9jmctw5FwZJ4t5/629yx+XL2fErOkhTE/8hXTbbWVonPVV1BoWcCZvudYjsf8TR0trSIuO/fTSLQ0667IZK2LuOvQToWWaxvKaUQCmBNAmUAD1NQim/r84APc0bkKR4esUiq5IaAjIoXCgxtYRue1CV9m5J085YAFJKKsS1jBHPZR5PgH1GGmkTHiFVhFB6USCoqU2jRvFll10W/TtNmcq63IsAdG+w6cwedOYYL6wyw1viv3oBdFWAi/Sn82iNNoT0EiI+Z86cqmnOA9DZf6w1Zc7XSJCiYwSgI0NKLwHEaUqsyL/jCCf1Bey1+jdf3QAG/7wpKyHjInuKvvCu6tj4/zzyC+0vLVlpf8sTKcF9ofSPWve6PwOLgkF9Lw8KLcjBkEk6R1bjE6D7gQcekHHjxlVCrTU8nucpoATYYRAlJFtbSLY+ysLPqy3Bxnsgb9tCa6BeAJ2a70SY2FYPgM58WuANR8w666xTIVhknXsOFDtnRLVgmNUymXFrVuWAwRHSuVClFt5Nc9xtmoN9XlaSzGPH/Unm//lKaWptrmJkb+raTb56/mWywZBh7TzoFqCrnNt69RVZODfIZRAC6DscdLiM3vsguefXl8i0t1+Puhmy2ZZy6BnnV81dCdCzahnldaUESgkkSaAE6DWuj84I0Mnd42MbKmFjxZEGYvFuoPiox45QdoAiQMEre/7apLIqnh26HrnVqqCpFV+fUaQcWVweJbIrCtBDCriXoSpC1Egnt9A2BVK1Ku3aZxGA7sMqvQcmLcS9FlbqOEBVFHSEuAY0/LkoWLXr2pYQLNqfrzuPDPA2krutLQ/5EvfElX0qOkYAOuD5wQcfrFqvXpZExrAH0tJgQnXqixjw/HmkoMKeB0Xf2X9S8px9SZ8jP55a93q9AXpSDW3eK0/aD/MxefLkiJNCz9Q4Yw6VOWzkQwhI+v1s90VSpBLjjttD+r7WY5/2zQzNL959xuDBNJFeRc+vUCoB32XmQCsgEOXF/4g8iSNNUz2B6gZxcrDrEMCvfYX2MoYOHRuy8M9NI1e989WZ8qtLLpKe85ZHT/j7AdF7fPnYYA76Hy48W+Z+sPw+WlufT0kT9c//6VW3fa0/aJgs+Hi2LF20MPq9W/cectQPfy6TX3pGnphwXdU0HnDyd2WTrXes/K0E6DUq1eXtpQRKCSw/39pszHEplNwS6IwAndBsPra0kGcAjw/kLShINJRWS/5mhYRiAZkcpFQoGl/+8pejn+NCtumTe+gvyZtyxhlnRLWo8bztt99+lZrhcTmpSRPH82CRJmyRMGLAOnnuce+ftgjwKkDCo+GPej3/nRcQ6b3KTMx/ozThsbUyJKSd5/I3DCEoVbapUnrdddfJbbfdFhlJ8EgQ+p4W7ht637wAHY8z4wNARQdLU1Ml39gaFgjHhnAJIjy7puz9m2++eaREZvW26fh9yG7cOkybX373Oav8DUMRdZ5J10jbF6FnsA5Jg0DZpQyRkh8WBYJxZFpEdpBfqiR9Wd5Xr1Ejgv0sUI+aNJEi7wxAp+a21kHX54Rk+dRTTwneRK9023ztuHdmvHkjbJgP+qPdcccd7UKxi85LSN6a8074LxEAedc2fdYToDMe9iB5/pSX22OPPaJIBwg68Zyy/4qcG+x/jIfPPPNMFRcC488TNQBAv//++6P0D/5N+LqeeX59aPSSyj3uOc8//3yUAtTS0iLkme+yyy7RLUQ+IQfem1Ql5kbfA2NonBz0rNXzjL74Fs6bNy+aK9I3sjRLpqpnZxxxX5b+9JoQeSLfcluikD3w+OOPR8axe+65J6p7bhvpZcifFDHI9yCX9WvXetDZv6Qu0EIAnXQKDbMP/W7njrFRbo8w/F69lhOxvTJltnwyZ5Z0Xzov2P/wrbaTYWO/JYuWLJV1enaVrf5J6sa90+Yukf/9/vI52f20C+Xxqy8RWbycDFDb+gOHyh5HnihDN/+skLd+3bj/kiWTX5CRe42Rff/1WHnm7lvk2XturboHo8COXzqi8rcSoOdZpeW1pQRKCcRJoAToNa6N1Q2ga3mypDI4XmQhT06ttZh9n7Uoy54ojtA+gC6tSPiqlgpSZUrlgcIBIM6TW8q9oRxErfuryhSAW8m/kryMgBnY9bWlRUnELf+8AN2HkFpZAEhQtHy5O7yoyrTsoyaSSjnFjTnkvSrqgQqFQIdI3eJqA8eNMRQpUcva9rm1GIjYw3nBqo5XSyjGecFYT3be0o5PADphr8hJG9EzMLPbsF76xRDgy/RxLfnGCgqUCd/m2eN1g4AOhd7WkE4bm/3drx2dp6IRMf7ZRdeh7aeeAJ1ICRsC7c8U9qWdszyy5NqQISUPMR4kbdTftmesGo38t8mTdMZFRbF/WT92bfszPCupYihly8vIlx2Nk6E/+zBG8P2j1RIl4fvl3UgZsQDdjumwww5rZxzr16+fWB0ndC7rGDH0YOSxhmtPPoehj71FiljIa2+jLGzUg12fceuAd1lv53+R+Z9Zbnihrd+ru4we2kdGbNA7Aui3nXtc9PcRO+0pb/xlOZmmHYcH27+/+hqZ9/x9MuILh8q+Xz5K3nnxGbnvNz+rmsojv/8TGTD005W/lQA972lRXl9KoJRASAIlQK9xXXRGgE7pKJRaPkweoMbVqU1SrrCa8+GFYAcPRa2KRej+WkCM9yTwgdcPPt7mIg3viQ2rVKUBBehrX/tari5DyiyeBAwJqkzhueV/2nie5sqieEEQRwvlWuZRjAE5ADwUeNYH9XLxxpKPjVffE5DpeEIyVmMF4AcviFeMrYfX31/EsBAC6Fqyj/rCeLfyNBRE1jYpITvttFPkSbP1uekrT9gu1yNfQDXtD3/4QzSnKNJ4pzyje5axsnauuuqqKNoEL9Npp50mrE0ATl7jgY5PPX+6T/Cg2ZZnPQHQidhhjJrXy9qGBMyyzdM/QIvoAt2byJtzykfvKDkeJFTkIGOA0zEXMbjxbEjmYKrWknq6bgi9x2tYa6sHQAdA6bphf9QC3ux+iwM8ltG+yPtbQyZEcHpGZemL9aGkYRZAqXeWdQURGX1CMMf863vElbHzADRk6GRsWdaQD5lP8wYnvTNGAyXEY23zvpwNtc6x8mjASUHEDhETb775ZqUygl3XaiS2kTMYaew3h3cIGW4s4aIH57Y/Pe81moT++B2vPfO62267RdUOaOxFzgIirkKybZUmaWprlaau3YXjqWXZMmnqP1y6HfCdoKipYT576hR5+tfnS4/+Q0QWzonC1+34eqzVS46/aJz0XHtFXfP/+eOfZda9v5K+A4fJcf/xM1nS3CrXjfulLHnjcZFuPaTPDgfL8cdWkz2WAD3LDi+vKSVQSiBNAiVAT5NQyu+dDaBT1xzFSxt5blj6tXkvg/49TinnY0s4+uLFy0uSoFTTfy3KI/34fORaAHoItOp7bbTRRoUVcO3XKhCEnxOOHpcSEFpOWQA6io8y7mofIUUSwGhzkLk2K1ADPKIgMaeqPFnlGNAOo3mohQA6gJ5wfQXoep/tU3MO/f1FaqF7gO69XHnTDzy5l+ZJ2/fPA1a9fAHlJ510UmTUqsVTi+KLIutbFqARmkvNiQ3NF3/L887K4q51pbXPUI6/lnfSawgvxqgSCgf3gLeW88FHS0A6RgqLnmlZvapJn4paAbr1hiIPvMSMMVS6LssnjQgGraqhoMp7NItGI9jnF50Xzjr2My3kabVr23MxWC6U0Fj0byHDRFZDWT0Buo7HzjHGNsgaa5lj+rXfYYjnIOrTZtd1KGKI6/03R8nrrFy1coj9W1yUF0SRdgwaaWXXMfoEDP2hPvzfBm0yUnY6+F/ldhjaN9hYuu17qrSxZtwmoD76vClvyus3/kz6DNtMerQuldlT3626avBmW8phhvBt3uyZ8ocLvytty5ank+El3+L4H8gTT78grX+6QmTAp6Xbft8SwP9n+q9d6asE6FlOoPKaUgKlBNIkUAL0NAml/N7ZADpWdM0t11dTZUeBoldc8IzjYQq1kKKNAs+HvajyyHPqqYArUIvzFOUBHFYGcTV9i4RnW3IuJdADKKsHHc88+ZHqwY4j07n88ssjz6QqtXnGElLS7PtidEBWaesAUEbdei2jp8CZMeEp8aHuAAH/7KzhoXYsHqDHEZ5l3fKh+wFHWs86pKwm9R2SrxJcFQXoyl3gQQxrvWh0yI033hjt3VCYe16wGgfQWduUQ1PgDsv3pEmTEvPPrWw9sVdRIEifofQML89avckhQrGs6zDOgMf9Rc9Y1iKpJxod4c/GvMas0LvUYpRgXOxn5Qjwa9EC9Dj5+FQjT+7pI3p4h6wRMaxfzgf1MOOhJjRdAS1An3SNrFwDHTHHvI+eOXwHGKsH3Gq89UR1yOaCCy6Iol7wZNNYI9Qyx6gfOncPOOCAIIcE1+q5ETpTlf2d/+c6vnkhT3ycIWnv474lD1/3S5EevWSTUy6Vf3y0qB1A33pwH1kw9a0KQN/1gLFy75WXVp03nuwtlG8+8iv/Jm9NnyutE38rMmikdNv7JNn5M+vJKJPrXgL0rCdbeV0pgVICSRIoAXqN66OzAXRI1yDxUUs0/681Xr2SAJgaNWpU5K2JayGADrhSkqA0Vta4fpWkC6Vn1113jUJii4IYnkFOLqGPfOS98l0EDOq4ya0mPNG2vCBG78XzTr33Pn36RGRzAEBP6INxBc+i5m7b5zIXlCYiD5C5Q8nN40X1oYp+bpIAOtciR0AWoaSE/zNf1rBAiR8ttWX7RklEhqwZxo0xiHvzNg/QfQ4m/eWRR6hsFHMDqARQXnLJJbmGGNortZbn8wBd9zVzjzHOK9NZBhzioaBfok20nF+WfrjGAnT6heUZpZ9oBEi5IALbf//9BWJAyPf83owDTMiSuSR8fueddxYI5rJ6P/3YfR5/yHNX1Iinz6oloiiu9CRnQFGAzrgI4yfM2b4v+4+w8bxpOlamRJ5AOPb+++9HJf9s6lPWdcP6hXzthRdeEMjdJkyYEJHEMVbyojEuaIPLgFQU2+KI4gDWGDH5HuBphyyOlC/2IdEsWQE1z8JIBNko/0/k2BFHHBERPxYxjoXmePvtt49SVwDWQ4YMiVJh8hL3WSNJKArLV1PgvXQ96FnJHh0/fnz0PeEM53uMUUubPXdZk4TRI1vOcL5X3KPj1jPV6h/MFaS0XE9alAXoFqjrPf6M6L7JDrJs8nNRTXNZez1pWzxfJAp/7yay9rrSNGik9NrxMBk0b5K8c8f4yIN+3DkXRSRw7772ouBy3+izW1eFtvNuIYC+4wnfk+femiqtT14vTRttI113PUa+PHpDGbBOj4o8SoCedZeX15USKCWQJIESoNe4PjobQOdDC4izHzkFlL4cEKJJ8yj4MGANL8xbl9hOQ6iUEh9n9cgWmbKjjz46Cln1yndcOGTWZxAqilfbyjNNZqG+Q6RDGFOYryyGiTiZ5fGixoE9HS/e3uOOW06yE2qqqKFwARwYN2BMvf6hCAbmFKUYcK6tKEGVGnVU/p6JPa/HOwSo7XvnneeQEg5ZEiApyxyHZA7gII2AiAW/tovk8eszACtUPbDrmlxf3jlPswDde6q1XCBGPHL8+d0r36H0jHqfD36d+FJ1nqguz/vrtbUA9LhzmbmvBaDTL0CctWPbgQceWCFoK/Ku3uABeZh6YbP2pwAdY6Mn+eS3W+i0zQUAACAASURBVG9dzqTNO0AuSLi+bXEGlbi1c+GFF1Y4PbKO0a8bviV8Y4rs5dAcqzFQx1PE8Ktkh5ypGCEsh4Y1aHljpEZexcnXnn15Ssv5KAbeDUMd84zcMFJDDsh8xuWz2zOiS/fu0rpsWSSiuAg5fmvadqz07bJM5j53rwzZ5WA59Jh0hn1PCEeO+pHnXiITH3tSpjx4g3TdbBfZ/9iTq8LbeVYJ0LPuoPK6UgKlBJIkUAL0GtdHZwPofMS0FJp+0FBAr7/+egFs8wFHiUG5h9gHpTytcR8EV3xkUbb32WefyHtHXixW/9133z2ti6rfPTBSYiAU53HjxuXqS5U4lEb94CuQCZX7ytO5DbNVWeLpIBQ9b/OMtdyP5wlvRBaFLwQmkzw5KPeAYt6BXHEUOP5NPrPNF9b32m677SLPdhxJHOPFm0S/KG/IYPjw4VEuoW0ohYA2vFbkHOORRTlUAjG9No+nW+8hX5mSQXh6AZgQ3Ok6hICI8eXxkNEvIaKE4ANiPFlanrJROkZAOmCFPYYXHg83ey9PKoJfW/TFvmU+db70mqKh2cwjcwBnhUY9FNnLFqCHiMkYp/aLbCh3xtqA/G3s2LFBLgebKsD76n4uuvdY9/fdd180z5wREO0xJ5xnrHsAYChiJesep3/AHPNDtICWeMx6P9cxx3iKX3/99ciDTN4vXmT6ZO1QRrJIwwCCwda2WteiEn1pn3xfID3L0yxAt15X7UMNjz4ti9+HDRtWIZjzzwwZQlk/RQB6KFy7FkMyc4ycKGnGt8nzNhTh5eD9lVyQSDgivlgzGCsx7Om6Zo0iG8aAt5vvPmdlyGhLn5YMNQ9A515SD7xRyJ77Gu3GGrCedq6xoJ3/Xmvgp2XJjOW55PZab+hr+twXReZMk9b3X5X1t/y8HP6NM6Rnt2ryy9D6fOBPj8hb9/w+Ksf2hWO+Llvuuo88cucE+dv9N0ufrfeV4/5ZacDeWwL0PDu9vLaUQCmBOAmUAL3GtdHZADofXRRllG77ESOUnfJcIQKvLCJSgIiX9cEHH6zk6XJv3vBQ9cqHLOJFvAiMQT3o9l3qkWfpvUVFx6egw3tBsyp8Ie9sHEC3oZkqDwiJUPr9utDfkR/e8ySArgAMoAOrMoq5vz5U6scrukUU+lApNwA0IZ5FS47x7vRLmbBQ2HOR9A0/T5rTXgTs27Ucl4texNCh/XoCyCLRJhag+72izyGNBQCbFQRbGfp5obJBUkpO3FkWAlsRAFhrrQgY5zXs2Of4VIsiKTXMBdEW6ikGvKjhkmcVXT8hwJoWKZP2PfCEj4Q4U1kgT/MedMjS7LdJz+5QicokA0PcOYmBOev60/fwnn39exaDakgWvAvGDeW48Gs7bwQQz/DrWqNWyCUnaiWtKeO6B7zsWc5G9kVegB467/U7wXnFma1VRKwOEDqDB+86RqY+fme712hHLLhOf5H5syvXDdnrcDn0iBW1y+Pk8Ojbc+SV638q8uFk6bLPN2SH7beVqY/eJu8/da8M3u1QOeyoo9rdWgL0tFVV/l5KoJRAFgmUAD2LlBKu6YwAHWUJD5Ft3jLNb3kUAgXoMCBPnDixqu8iyiPKD0oZzX9si4AOFFG8ReSs0vDGk+uWVynzS4F+yZ9GwcA7TDmyvHmC2qevTax/hzmd39KaDblUZQZ+ATwvtoWUcjtvVhGC/Ii88jwAnflRJR0Qq+GtyAdPlSW/wzCA14b5JtcScJ41csO+Uwj8sX7xzNdSH9v2a+VC38x1XuCmgN+OnX61JF3aHMf9HjIk1Aq0QqR2eY0SFqBjeCOcH++Z39N5+wVgsC5DSnuR80HXa6i/IoBa5ykECIsY8dIIHPOc1X4NWaDJ+xcBq3HnC/0VKXFoAXooLN2mb1jZcNaxL5POdbsHdb6LrBktY0akBY0oHSJ4ikYg+DlmbOpFJgycb0Ceb4tnt2eMajSNqxUfOl/iSq9qmLsaoLL2qWU8+WbqeY9nn7OaPhj3T37yk8pYPbFo5ewYNFKOPeuH8j8XnilL58yIzhTlXrH7uK1LN2lqXf7d19Zz0KZy0g8uTj1uJ7w4Q2ZMvFna3npc8MJ3HbW/rP/aH2XmixNlo32PkoMPO7RdHyVATxVreUEpgVICGSRQAvQMQkq6pDMC9LfeektOP/30YPiYfdesSh+KCoyvcTVLiwB0xhEHWIsoUzVO80q7PfTOkPL4sNG4ASkpkP4eUpoA7SiSVokhPJjQYtuYNxrh00UBOkYRQnptvqMqjrXkSPv3VyBt38kanfICQO3flhxTxZBxEzpexLgTAgc8S0tn5VHArQxCwD9v5IqXaShtIq8cPYs7xkHCk2sF6EmEhkXOhzUZoLMfAVnKSE74MkayWppdO0U8yhagMw7vlS8SZaPvo+/Ld0vXYd51bWWjY1PujaLfu5ARphYDgp6zodBvUi0s0VvaXIf2GwYJjG3KH1LE8KTfeWWXx5hDWtSyZcuCZ+KzU+bKs1PmySfde8mn+/WKyNluv+H38v7jfwyW46P/tu69pWnZgqpXzArQb3rsNZl1+8+jEHcauex95k+XeW89Kxt/6UQ58KD924muBOhpq6n8vZRAKYEsEigBehYpJVzTGQE6XmSIWKiX7XNWreKcVdHwZDneC1UUKITKmBVVAmqc5pV2e8hbkQfIpgF09Uapp8G+mJIc6d+YN7wceDPIlcYIkyXE3XrQMRBYJnrtu5ayWKHJ8CHuIU9o1nrwHvji3fGAsmh6RFJ4di1r23tq85Z5Csk0FD6cV4YeoDPv9ZgbZZqPlOamFVWPifhgveZtccZAG8qbt0+93pPjFfHIMxeAaEu4WOSsDr1DCBgW5S7Q/i1AL7JXPED335giferY4jzCRd9ZjYNaMjHrd9PPhZ9j+3sRoxP3U8rwnXfeCe65PO8bV9mhVkNbWmRI6Exc1tomj85Y4RF/6unn5Pnf/TRYFjIC6E1dRVqbq86JLQ74inxhzGGpW/qaSy+WhX9/ueq6XsNGyqL33pDtjv6OfH7XXUqAnirF8oJSAqUEikigBOhFpGbu6awAHWIgys34HC9VnvMQQoXKUdEPRDcQdxXxNKqIAR6UeUEx3WGHHQSG4dW9eW8R75tVQcPbTR1rBS7eg25JlVS50jWg5aq4V8NcFfCT28tcxgF0BXPqKdd3QMEiVQFCNAC+hoTXG6AzZryzlHcLcRfwexFDEV4oJRi06y5rdEloraLsUuKKsdarT/qhX2SNjJXkqda9wrxiKKPRZ969bAG6N07QJ2WuIB/M2y/32jB3fU/WO+UAizRCo4kuoukasmRYRfpk/Vx55ZVR2g9eX1iqi46PuSBFgFKMEMXBF4EHk/KRnI1FW0dHXxQBrB6g826sQ2TAWslCXhonjxCTeC3ngxJRMifoA5x5zHORxvuR9vPee+9VQrzpFwNF3nQanv/ss89G3CIho1je8zC03zxAzzvX1jOv36y0M9EDdK5/8a135S9/vElaFn4iTf2Hi3TtLl1mTpbmaW9UAXft+1vjbk6dnnmLm+WGn/6HtMxYbuCotJ69RZYskL47HCxHHvvVdmRzpQc9VbTlBaUESglkkEAJ0DMIKemSzgrQUfIA4drsh7ZXr17tctSTZBDKfdbr836wa5yO1eL2oqRpoXxXiN3w7GhTIB0Ke1RgQpg1YfC0rADd1ttFwYQ4iLBFu65sbqZ6nSCUK6J4hibaenxDCmnRZ4UIBmsJiWXs7JmHH344WO5wtVjE/3wJ70H3XAFF83XpPhSCn9fDr7LOUk6qyLz4vVyL59eXtNTxZDXexY2/Izzots8i34AQQC8i/9A9ocgsriuydvTb58+bvCUYdZyWINWenUXJD/15b+WRx4POfRp5wL/bkbD9s+O87+3nwssxdD6EADqPv+bpqbK0uTUaSesHb0vrn38V/dv3OXizLeWwM85PXU7PTZkrz9x8pbROfjb2fbc65izZY5dq41gJ0FNFW15QSqCUQAYJlAA9g5CSLumsAH3JkiURIcuLL75YZR2mZi05w4Q0Z20ot3hh8BL5kPlaPI1Zn7+6XWdLKvFuWUszecDCXGyxxRaRh9I2VYr0b1bZ4h5bb74WgA57um02VB8PE0Yicl3HjBlTtymkvJt6fHUtYnCipFCeNW0HhOGDiILp06dHJeK23XbbqBRXLYYFm9uuz6qVnKtuQqxjRx6gA0BgxWeNAzrgwigqRz13MATRB0Cwljk+//zzq86vgQMHyvjx42uSho+GwfgFMCrSPH8BfXBeX3vttUW6q9zj5UjUQC0eajq2qTaNBtAZH2Cc7xXpXrDMU3WiyDuTvmBz2VWoRb97SVUjihpi8KDjSbff5q233lpY73ka6wQAPnfu3Hb8NfQDQR8RHnnbN7/5TZkxY0Z0myWEg2U+dD7EAfQ/vvKhTJu3JOqn5eX7pe3VBytDqURV9R8uR379WzJgaDVxamjMAPTn3pkhzbf9pzS1LAtGIQzZ9WA59OjqmuolQM+7AsrrSwmUEghJoAToNa6LzgzQQx6ovBZwFR+K9yWXXFIC9BrXk95eRMGNCxckj/aMM86oAi8KHJTV13oZAFUwOwMm6gnQtY6vDzEl9/3iiy/OxVAcJ+aQlxEGZJj2G6n5vGTGVlQBb6T38mPxAL1RxxqKPqnFu6/v6QF6UeBGf7pv+Lc1qhU9sztyLoqcX3Y8HelBr+d7+xJ62ndRPol6kx8ynlDVjqIRQMrV4Ncg/100OkSjibKu6ziAPmv+Uvnj32Yu96K/+oA0v/xAO1C99uh95P+cckqmJfDmhwvkkUkfSfM9P5e2OcsJVH3kwPDdx8iYr3y1qr8SoGcSb3lRKYFSAikSKAF6jUukMwN0LOIABc0rroVYSkM560UQV+O0dPrbbbh2Vg+UkgxpHV2rTFjPHeVsUCwBzD179pQ333yznbxUwawFoPsQd1UKQzn2RZU7P3C/pvX3vPmWHb2AfFhx1jnu6HHVu//OAtB5bxuOjuGKnNui+eIqR5/fXQuYJuoA0q+WlpYqoJCHRLLe8xvX35oC0HUf1+u7xxl+6qmntpvj/fbbL4psK9I8Sz9rm2idIpErGEAhYdQKGfqNoU9KaBapQoFxjPPZr2u4Boh08C0OoOt1GHw/nPqeXH/R2dKyZGE7UH3aFTdlFiMg/YWH7pbZj0+I7qma5+5rybE/vFT69v9UCdAzS7S8sJRAKYGsEigBelZJxVzXmQE6r8THe/LkydHbbbzxxoU+2txrPYI2tPiGG26oUcJr7u22fM9XvvKVTIJgPgkL1Nq8OhcAJeqRo5Sp8jxixIgopBCAjsfKNuvp03Hcd999QZI4lMrLLrtMXn/99aicGqGJhI9+8sny0jT0feaZZ0Z1gmmHHXZYRcHTZw4aNEjGjRuX6R3TLiLXnFJettUCjNKeV/R3ABdEX4TYFlFsiz53Zd7XmQA6cgEs0DbccMNCxHUh2eo816NPjAYQ2XlPXqNFX6wpAJ351vmlzChpEbXOM6R/pP/QFBDmzRf367Be33n65bx/6aWXKo+oxzsrAZ0fd2hdZwHoixcvlntenCKTrz5PmlqWVnV70iVXS8+1e+c6Bq847cjK9dE3da0+MvL//Ej23Wpou35KD3ou0ZYXlxIoJRAjgRKg17g0OjtAr/H1K7eHSK/qESJar/F1xn6KAHTeMy5kUL3UqjwPGDBA/n975x4b13ne6Zcc6i5aFCVbku24VpxLnfgaWWnsZlsnDRAbaKK4WG+CbQ0ViybKYquuFim2/UOuZUR/tLtFIFQOsE6AYoUkKIq0dY02a3vXSZU4TmzLcixbdmIntuJbRFGkRPEi3uayeIc85OHhDOfyzXDe98wzgJFYmm/md57fZ3Ke+b5zzsDAwIIPghGn+Ip2JUHX7fDRvXDLXXwuvhqit/jT901KRj23nyrVa6ktnfVcAMrjnLGW2ZugW+OXzJO8naD+fXTqiKXs0S4dzVTPl2Netrg3g3ly10XIPd+bka8Zr1nLRTOrFfT/+/BD8upjf7fg90znug3yn//H12o+hK/+9y+KjJ2fG9f57lvkP/3XLy26grs+AUGvGS8DIACBEgQQ9MBpgaDPANRv6L/61a8Wr9ytD12BDb2QVmA17ofrlnBdCa/1Vk/ahV4YTle0449oVVxvr3f06FHRc7P1gj/RQ+VaPxjffffdxQu3JW+JduTIEXnjjTeKT9cLfEWP+Jb1coKuz41WQ3TFSaX+7NmzC/I1cpu3bj2NvjTQLxvqvXiY+0nU4gNA0BtbgP63/Y//+I/FOwDo7hfdBfNHf/RHDVvtb2Ta6OdC8laP1bxHOwu6dqw/v6KLH372s59N7Q6baC7oMet1Qp577rmK87paQf8/D/5POfXCswsvgvtbn5P/8O8/U1Ksl5qX/+uxE5I7/rDI9Lh0rOuVK26/W3bdUvpCcwh6Nf+F8xwIQKASAQS9EqEKf4+gBwJkeEkC8VvX6RNqXV3WDzx6ZeL4Q88r19UYlXN9lJPp5AWE9IN28hzL+G1/kqc3JM9PjDLEtyuWuphbvRcuYgrZJYCg2+2m2ckQ9GYTbs/Xr1bQn/j2/5YXjj6yAFLmzv8m2695j3zy2s01wfvR6+flxdOjc2Nuf2+vvP+y0tvkEfSa0PJkCECgDAEEPXBqIOiBABlekkAjrv4cv0p/dBGfL33pSwveT1eqdCUu/kjeCqqUoOvzo/MidUu57p6Iznfv7u6W4eHh4ktG29hLyXf8oly63V5v0VPPhYuYQnYJIOh2u2l2MgS92YTb8/WrFfThwbPyz4ful5FzMzu1OrbfIplbZ67lsuc331UzPL1K/GQuL92ruuSS1V1lxyPoNaNlAAQgUIIAgi4iekGRgwcPil4ESx8qDrt27apqwiDoVWHiSTUQKLX6Xe/tmfS19KI+Kt16X/L9+/cvSKKvG52WEP2FXuhNr/Krj+h87uQKuv6dXnlXL4ikWxN1O7k+J7rytf43pOeh6p/t3r1bPvOZz5QkoBe0e+edd0TvVf7pT39adDsnj/QQQNDT02UtRxK/S8HNN99cvGtELV++tfMW91o4t+Nzs/mCfP9Mdu7QOztE8oV5EnoVd/1MFz2+9p2nJb92o3SsXFP8IxXs/3jLtqah27SqU27qzTTt9et94d7e3nqHMg4CEGgBAQRdRA4fPlxEH139Wu8Zrf9/x44dFStB0Csi4gl1EEjeX7cR52fra+r53/GLs+nrqqDHJT26uF90q7doZTw+buPGjaIXM0puxdcP4Tr+O9/5zoKj1iurJz+gJ281pgNCr1ZcB2qGNJEAgt5EuEZfWn/GJHfq1Hr6CoJutFwDsXKFgpybLMgrwzmZzIn0rOyQoal5Q08K+t89e1qGJ+eF/tbtPXLD5d1NOxIEvWloeWEItBWBthd0vQjXfffdJyrl0a2O4sJeaTYg6JUI8ff1EIguFKRj9QroH//4x+t5mQVjoi2nkXDrX+rtyPS9dKVc/1clWi8Qpw+95dRf/MVfFP9/dF559ILRqnh8m3r0d9dcc4289tprC9671H3I41vwoyfXc8XnYDC8QNMIIOhNQ2v2hfXnhv5OjT9qvaMHgm62XjPB3rmYl59dyMmvreuUN8bmT9NKCvrTp4bkJ++MiHSI3H3TFtm0bmVTjwFBbypeXhwCbUOg7QVdv+0/cOBA8Z9I0B9++GE5duxYcTuw/rBf6oGgt81/K+4PNLkqH9/KXurg9L8NHRMJevw50Up3/BZr0d/rh/HoQnTRn5W6zRkr6O6nVMUDQNArIkrdE1hBT12lJg9oPFuQ44NZubo7I69cyM1ljAv6qcGL8t1Xz0ludg/89dvWy23v3tjU4+Ec9Kbi5cUh0DYEEPRTp+TQoUPF82n1tlP6KCXo+pzkQ1fdx8fHXU0W/cCsK6jZ7PyWL1cHQNi6CZw4cUK+8pWvFM9J15VyXf2+8cYbl3w9XWGPzkePtrjr9Rm++MUvFsedOXNG9DZKr7/+evE1v/CFLxRfUwVeV9L0z37/939f7rrrrkXvMzo6WnyeXtFdH/HXrfsgl3lg8l7uy/z25t9OV0IzmYxMT09XnTWXyxXH8PBLQE9p+da3vlU8gOuvv764or5+/fqaDmjVqlUyOTlZ0xie7J9AfIdXpaP5ycCkbF2TkRODU3NP7erqEv0Zoq/zz8+flncuzJ+Prk/6L7+9vdLLBv395tUZueWyVUGv0YzBep0XHhCAgB8CCHqVK+j6gSP50NtYXbx40U/bIrJy5criLy/9hwcEqiWgH3pURmsRrWpf2/Pzavkw6fk4682uoq1fCsYv2lTptUpdkLDSGP4+XQT0ix0VdG9fgKerhdYcTS1fep4dz+nOdTk+sFDQowWIUoJ+z2+8a8mrsIcetW5xtyjoeicXHhCAgB8CbS/onIPuZ7KStHUEdNugfmj29oVU64jxzkqALe7Mg3oIcA56PdTac8xotiBPn53fERjf4p68f3mzr+CuDXAOenvOQ44aAo0m0PaCrkC5inujpxWvlzYCCHraGl2e40HQl4dz2t4FQU9bo807nolcQZ7sLy3ok9m8vPirETl9YVLWr+qSHVdd0tTVcz1KzkFvXte8MgTaiQCCzn3Q22m+c6x1EkDQ6wTX5sMQ9DafAHUePoJeJ7g2HKbXf/u3vvlrXCSv4r7cSBD05SbO+0EgnQQQ9MBeuYp7IECGuyCAoLuoyVxIBN1cJS4CIeguajIT8mjftORmb4WOoJeupbe310xfBIEABCoTQNArM1ryGQh6IECGuyCAoLuoyVxIBN1cJS4CIeguajIT8kf9WRmfNXQEHUE3MzEJAoEAAgh6ADwdiqAHAmS4CwIIuouazIVE0M1V4iIQgu6iJjMhjw1kZXh6ZgkdQUfQzUxMgkAggACCHgAPQQ+Ex3A3BBB0N1WZCoqgm6rDTRgE3U1VJoI+fy4rg5MI+lJlsMXdxFQlBASqJoCgV42q9BNZQQ8EyHAXBBB0FzWZC4mgm6vERSAE3UVNZkK+NJSTvvF8MQ8r6KVrQdDNTFeCQKAqAgh6VZjKPwlBDwTIcBcEEHQXNZkLiaCbq8RFIATdRU1mQr46nJO3xhD0pQpB0M1MV4JAoCoCCHpVmBD0QEwMd04AQXdeYIviI+gtAu/8bRF05wUuc/xTIzl5fRRBR9CXeeLxdhBoIgEEPRAuK+iBABnuggCC7qImcyERdHOVuAiEoLuoyUzIt8dy8sowgo6gm5mSBIFAMAEEPRAhgh4IkOEuCCDoLmoyFxJBN1eJi0AIuouazITsH8/Li0O5Yh7OQS9dC1vczUxXgkCgKgIIelWYyj8JQQ8EyHAXBBB0FzWZC4mgm6vERSAE3UVNZkIOTRXk+GAWQV+iEQTdzHQlCASqIoCgV4UJQQ/ExHDnBBB05wW2KD6C3iLwzt8WQXde4DLHH8sW5KmzCPpS2BH0ZZ6UvB0EAgkg6IEAWUEPBMhwFwQQdBc1mQuJoJurxEUgBN1FTWZCTuUK8kQ/go6gm5mSBIFAMAEEPRAhgh4IkOEuCCDoLmoyFxJBN1eJi0AIuouazIQsFAryvT4EHUE3MyUJAoFgAgh6IEIEPRAgw10QQNBd1GQuJIJurhIXgRB0FzWZCvn9vmnJFrhIXLlS2OJuaroSBgIVCSDoFREt/QQEPRAgw10QQNBd1GQuJIJurhIXgRB0FzWZCvnjs1m5mC1wFfcyrSDopqYrYSBQkQCCXhERgh6IiOEpIICgp6DEFhwCgt4C6Cl4SwQ9BSUu8yE8O5CVC9MIOivoyzzxeDsINIkAgh4IlhX0QIAMd0EAQXdRk7mQCLq5SlwEQtBd1GQq5Avns3J2AkFH0E1NS8JAoG4CCHrd6GYGIuiBABnuggCC7qImcyERdHOVuAiEoLuoyVTInw7l5Ffjeba4l2mFLe6mpithIFCRAIJeEdHST0DQAwEy3AUBBN1FTeZCIujmKnERCEF3UZOpkL8YzskbYwh6uVIQdFPTlTAQqEgAQa+ICEEPRMTwFBBA0FNQYgsOAUFvAfQUvCWCnoISl/kQ3hzLy8+Hc6ygs4K+zDOPt4NAcwgg6IFcWUEPBMhwFwQQdBc1mQuJoJurxEUgBN1FTaZCnr6Yk5cvsILOCrqpaUkYCNRNAEGvG93MQAQ9ECDDXRBA0F3UZC4kgm6uEheBEHQXNZkKOTCRkxPnEXQE3dS0JAwE6iaAoNeNDkEPRMdwRwQQdEdlGYqKoBsqw1EUBN1RWUaiXpgqyLODWba4l+mDc9CNTFRiQKBKAgh6laDKPY0V9ECADHdBAEF3UZO5kAi6uUpcBELQXdRkKuRUXuSJM9PBgp7p6JBcoVD3sW1a1Sk39WbqHt+sgQh6s8jyuhBoDgEEPZArgh4IkOEuCCDoLmoyFxJBN1eJi0AIuouazIV8aSgnQ4WVsjI3KcPT9Un2mozIeK7+Q9u0qkNu6u2q/wWaNBJBbxJYXhYCTSKAoAeCRdADATLcBQEE3UVN5kIi6OYqcREIQXdRk7mQ5yYL8tOLXbK1a1p+OVqfZV+yoqNuuVcgrKCbmxYEgoBLAgh6YG0IeiBAhrsggKC7qMlcSATdXCUuAiHoLmoyF3I8W5DnRrrkA+uy8txgtq58l67ulLMT+brGzgg6K+h1w2MgBCAwRwBBD5wMCHogQIa7IICgu6jJXEgE3VwlLgIh6C5qMhnyyfMZ+WhvXh7/1VRd+S5f2ym/uoig1wWPQRCAQMMIIOiBKBH0QIAMd0EAQXdRk7mQCLq5SlwEQtBd1GQy5MmxFXL9+qw81T8to9naz0O/en2n/HIUQTdZLqEg0EYEEPTAshH0QIAMd0EAQXdRk7mQCLq5SlwEQtBd1GQy5OnCWrm8c1ymcgV5ZmBaJmo8Ff2a7kzx/PVc7W5f5ME56CanBaEg4I4Agh5YGYIeCJDhLggg6C5qMhcSQTdXiYtACLqLmkyGOsBANAAAIABJREFUHF+xXtZmx6RQKMgL53M1n0/+nu6MvHUxL5N1GjqCbnJaEAoC7ggg6IGVIeiBABnuggCC7qImcyERdHOVuAiEoLuoyWTI1d0bZHJ0uCjoPx/OyZtjC7erq0APTpbfwv6+SzLy9sW8XKxje7wC6V3ZITdv4jZrJicHoSDgiACCHlgWgh4IkOEuCCDoLmoyFxJBN1eJi0AIuouaTIbcuHGjDA0NFQX9nYt5+dmFhXvcr9+YkRfPl9/3/usbMsWLxNV7H3UE3eS0IBQE3BFA0AMrQ9ADATLcBQEE3UVN5kIi6OYqcREIQXdRk8mQcUE/P5mX584tlPHf2bZCTo3OrJD3jS9eSf9AT1fxz88tscq+1IGzxd3ktCAUBNwRQNADK0PQAwEy3AUBBN1FTeZCIujmKnERCEF3UZPJkHFBn8qLPHFmei7nykyH/LvLZrafj0zrReQW3yv9Axs6ZWBSpL/Oe6Ej6CanBaEg4I4Agh5YGYIeCJDhLggg6C5qMhcSQTdXiYtACLqLmkyGjAu6bnP/Xt+8hK/t6pBbL50R9KS8RwejW+AHJvJyery+y7izxd3ktCAUBNwRQNADK0PQAwEy3AUBBN1FTeZCIujmKnERCEF3UZPJkHFB14Df75uSbKGjmPWSFR2yc/OMoCflfU7QezplaFrkrcTF5ao9WAS9WlI8DwIQWIoAgh44PxD0QIAMd0EAQXdRk7mQCLq5SlwEQtBd1GQyZFLQf9Q/LeOzp6En5fkHZ6ZlOnEa+o0bM8Xt76+Plr/S+1IHjqCbnBaEgoA7Agh6YGUIeiBAhrsggKC7qMlcSATdXCUuAiHoLmoyGTIp6McGpmV49jT0rWs65YM9mbncT/VPy1jigu4392ZkLCvy6nD5K70j6CarJxQEUkUAQQ+sE0EPBMhwFwQQdBc1mQuJoJurxEUgBN1FTSZDJgX9J4PTcm5qJuqVazvl/RvmBf25wWk5P/t30cHs2NRVvML7TxO3Z6v2YFlBr5YUz4MABJYigKCLyOHDh+XIkSNznO69917ZtWtXVTMHQa8KE09yTgBBd15gi+Ij6C0C7/xtEXTnBbYwflLQT57PypmJmQu+bV/fKe/unhf0l4Zyi261dsumLpnMFeTFIVbQW1gjbw2BtifQ9oI+MTEhX//61+Wee+6Rnp4eOXXqlOzdu1fuv/9+2bFjR8UJgqBXRMQTUkAAQU9BiS04BAS9BdBT8JYIegpKbNEhJAX9lQtZefvijKC/75KMvGtd51wy3caevBjczk2Z4nnpz59H0FtUIW8LAQiISNsLenIWqLAfPHhQdu7cWdUqOoLOf0ftQABBb4eWG3+MCHrjmbbDKyLo7dByc44xKeinRvPy+siMbOs9zretnV9Bf3MsLz+fPdd846pOOT+Zl49szki2IPLsYH2Czn3Qm9MrrwqBdiOAoCcaHxoakn379hVX0eMr6P39/YvmxmWXXSbnz593NWfWrl0ruVxOJicnXeW2GrajY+b2LWl/rFq1SvRY9QssHhColkBXV5fo3BkbG6t2SPH2R+3y31XVUNrsidp/d3e3DA8Pt9mRc7ihBDZs2CAXLlyYexldIddVdH3c1Nslm1fPr6BP5Qvyg76ZK8j99taVxVuy3XbZCskXCvLU2fn7p9eSSQX95k0zt3Kz9NAdojwgAAE/BBD0RFd6Pro+VNDjjzvvvHNRq4888ojk8/XdiqNVU0Q/+OgHYB6NIdAuLHXe6D/e5ntjWuZV6iVQz7zJZrOiYs+jfQnUM2/alxZHHieguy/093L0u/ntkSk5MTCzIHHrtjXSu3rhz5ZXzk/JhcmcfHjrGvl/b47KRy9fW3zu996q/kvF+Ptfuqar+FrWHpnM/M4Ba9nIAwEILCaQakE/fvy47Nmzp2Tvd9xxh+zfv1906270UDk/c+bMoj9fauKwxZ3/rNqBAFvc26Hlxh8jW9wbz7QdXpEt7u3QcnOOMbnFfXCyIM+fm1kN/8ilXbKua+GuN93OPjCRF70Fm94zfefmLuns6JCjsyvrtaZki3utxHg+BCBQikCqBb2WyuuRc319BL0WyjzXKwEE3Wtzrc2NoLeWv9d3R9C9Ntf63ElBvzBVkGcHZwT9t7askBXzO9wXhT02mJMP9WYk0yHy3dOzN0+v8ZAQ9BqB8XQIQKAkAQR99jZrSie5rb2aOYOgV0OJ53gngKB7b7A1+RH01nD3/q4IuvcGW5c/Kehj2fnzyT++tWvJ61scH8wWz1NXQT/al5VcHacDch/01nXPO0MgTQTaXtCji8KdPHlyQa+ltsCXKh5BT9N/DhxLOQIIOnOjHgIIej3UGIOgMwfqJZAU9MlcXn7YnytK9+1bVyz5sifO5+TGjTPnaj9xZlqm6rjEEIJeb3OMgwAE4gTaXtBDpwOCHkqQ8R4IIOgeWrKXEUG314mHRAi6h5ZsZkwKul4s7nt9WVmd6ZDfvGzpi0++NJSVD/bMPEev4q6r77U+EPRaifF8CECgFAEEPXBeIOiBABnuggCC7qImcyERdHOVuAiEoLuoyWTIpKBryKOnp2Ttik758OalBV3vif7eS2ZW0J85Oy0jddxpDUE3OS0IBQF3BBD0wMoQ9ECADHdBAEF3UZO5kAi6uUpcBELQXdRkMmQpQX+yPytrMiIfqnB/8jdGc/Jr62cE/bnBrJyfYgXdZMmEgkAbEEDQA0tG0AMBMtwFAQTdRU3mQiLo5ipxEQhBd1GTyZClBP2ZARX0Drl+9vzycsHfGcvJFetmBP3EuawMTCLoJksmFATagACCHlgygh4IkOEuCCDoLmoyFxJBN1eJi0AIuouaTIYsJei6Gq4r6NfOnl9eLnj/eE4u0yeKyMtDOTk9XvtV4tjibnJaEAoC7ggg6IGVIeiBABnuggCC7qImcyERdHOVuAiEoLuoyWTIUoL+wvmsrM10yHtmzy8vF1zvmb5hZUfxr1+5kJO3LyLoJksmFATagACCHlgygh4IkOEuCCDoLmoyFxJBN1eJi0AIuouaTIYsJeivDOdlXZfIlWs7l8x8MVuQtV0zgv7aSF5+OZqr+Rg3reqUm3pnVuEtPXp7ey3FIQsEIFCBAIIeOEUQ9ECADHdBAEF3UZO5kAi6uUpcBELQXdRkMmQpQf/FSF4uXSWyYeXSgp7NF6Src0bQVc5V0pd6rF/RIaPTC89T37SqQ27qXfpq8a0Ah6C3gjrvCYH6CSDo9bMrjkTQAwEy3AUBBN1FTeZCIujmKnERCEF3UZPJkKUE/a2xnLxr9uJv1YZ+aywvrw4vvYJ+xdpOeSexDZ4V9GoJ8zwIQGApAgh64PxA0AMBMtwFAQTdRU3mQiLo5ipxEQhBd1GTyZClBH0sW5B1s1vXqw19+mJOXr6w9Ar6BzZ0LnoOK+jVEuZ5EIAAgt7EOYCgNxEuL22GAIJupgpXQRB0V3WZCYugm6nCXZBSgl7PQZydyMsL55deQf/I5ow8NbDwOQh6PbQZAwEIJAmwgh44JxD0QIAMd0EAQXdRk7mQCLq5SlwEQtBd1GQyZKMEfXAiL89XEPSPbe2SJ/uzMhVbaOc2ayanBaEg4I4Agh5YGYIeCJDhLggg6C5qMhcSQTdXiYtACLqLmkyGbJSg6y3Xnh3Mlj3GVZ0iH92yQp4ZyMpI7EJxCLrJaUEoCLgjgKAHVoagBwJkuAsCCLqLmsyFRNDNVeIiEILuoiaTIRsl6GPT+UXb1+MHfMmKDtm5uUueP5eTwcn5JXQuEmdyWhAKAu4IIOiBlSHogQAZ7oIAgu6iJnMhEXRzlbgIhKC7qMlkyEYJ+kS2IE+eLb+CHgn6y0NZOT0+f6s1VtBNTgtCQcAdAQQ9sDIEPRAgw10QQNBd1GQuJIJurhIXgRB0FzWZDNkoQdd7on//THlB37CiQ27Z3CWvjeTkl6OsoJucDISCgGMCCHpgeQh6IECGuyCAoLuoyVxIBN1cJS4CIeguajIZslGCrgf33dPTZY9x48oO+dCmLvnVxZz8NHY7NlbQTU4LQkHAHQEEPbAyBD0QIMNdEEDQXdRkLiSCbq4SF4EQdBc1mQzZSEE/enpKctJR8jgjQR+aysvxwflbrSHoJqcFoSDgjgCCHlgZgh4IkOEuCCDoLmoyFxJBN1eJi0AIuouaTIZspKD/sH9aJsvcCj0S8YlsXp48i6CbnAyEgoBjAgh6YHkIeiBAhrsggKC7qMlcSATdXCUuAiHoLmoyGbKRgv70QFZGY7dQix/w5tWdcuPGTPGP9Fx1PWddH1zF3eS0IBQE3BFA0AMrQ9ADATLcBQEE3UVN5kIi6OYqcREIQXdRk8mQjRT0YwNZGS4n6Ks65MberiKDp89Oy+js9eTY4m5yWhAKAu4IIOiBlSHogQAZ7oIAgu6iJnMhEXRzlbgIhKC7qMlkyEYK+k/OZeXc5Pwt1OIHfOmqDrlhVtBfOJeVs7PPYwXd5LQgFATcEUDQAytD0AMBMtwFAQTdRU3mQiLo5ipxEQhBd1GTyZCNFPQT57IyUEbQL1vdIddvnFlBf+l8VvomZkSeFXST04JQEHBHAEEPrAxBDwTIcBcEEHQXNZkLiaCbq8RFIATdRU0mQzZS0F8ayknf+Pw9zuMHvGV1h1w3K+g/u5CTdy7OPA9BNzktCAUBdwQQ9MDKEPRAgAx3QQBBd1GTuZAIurlKXARC0F3UZDJkIwU9Lt7Jg922plM+0DNzkbifD+fkzTEE3eSEIBQEnBJA0AOLQ9ADATLcBQEE3UVN5kIi6OYqcREIQXdRk8mQjRT0uHgvFvQO+UDPzBb3Xwxn5Y0xtribnBCEgoBTAgh6YHEIeiBAhrsggKC7qMlcSATdXCUuAiHoLmoyGbKRgv76SE5OjZbe4n75mk65dnYF/dRITl6ffR5b3E1OC0JBwB0BBD2wMgQ9ECDDXRBA0F3UZC4kgm6uEheBEHQXNZkM2UhBf2M0L78YyZU8zivWdsqvb5jZ4q7b23W1XR8IuslpQSgIuCOAoAdWhqAHAmS4CwIIuouazIVE0M1V4iIQgu6iJpMhGynob4/l5JXh0ivoV67tkPdvmNniHn8egm5yWhAKAu4IIOiBlSHogQAZ7oIAgu6iJnMhEXRzlbgIhKC7qMlkyEYK+umLOXn5QmlBf9faTnnf7Ap6/HkIuslpQSgIuCOAoAdWhqAHAmS4CwIIuouazIVE0M1V4iIQgu6iJpMhGyno/RN5efF86S3uV63rlPdeMrPFvX88Ly8OscXd5IQgFAScEkDQA4tD0AMBMtwFAQTdRU3mQiLo5ipxEQhBd1GTyZCNFPTBibw8X0bQf219Rt7T3VlkMDCRlxOzz2MF3eS0IBQE3BFA0AMrQ9ADATLcBQEE3UVN5kIi6OYqcREIQXdRk8mQjRT0oam8HB8svYJ+9bpOuWZ2Bf38ZF6eO8cKuskJQSgIOCWAoAcWh6AHAmS4CwIIuouazIVE0M1V4iIQgu6iJpMhGynoI9N5eWagtKBvX98p7+6e2eJ+YSovz86KPCvoJqcFoSDgjgCCHlgZgh4IkOEuCCDoLmoyFxJBN1eJi0AIuouaTIZspKCPZwvyo7PZksf57vWdsn1W0Eem8vIMgm5yPhAKAl4JIOiBzSHogQAZ7oIAgu6iJnMhEXRzlbgIhKC7qMlkyEYK+mSuID/sryzoF7MF+fGsyLOCbnJaEAoC7ggg6IGVIeiBABnuggCC7qImcyERdHOVuAiEoLuoyWTIRgp6rlCQo32lBf2a7k65ev3MFveJbEGeRNBNzgdCQcArAQQ9sDkEPRAgw10QQNBd1GQuJIJurhIXgRB0FzWZDNlIQdcD/O7p6ZLHqbdY01ut6SNbEPl+38zzNq3qlJt6Z8Td0qO3t9dSHLJAAAIVCCDogVMEQQ8EyHAXBBB0FzWZC4mgm6vERSAE3UVNJkM2WtCPnp6SnHQsOtb3XdIp71o3I+K5fEGOnplZaWeLu8lpQSgIuCOAoCcqO3z4sBw/flwOHTokPT09FQtF0Csi4gkpIICgp6DEFhwCgt4C6Cl4SwQ9BSW26BAaLehPnJmWqfzig4kLuv5ttNKOoLeoeN4WAikjgKDHClU5P3LkiFx33XUIesomOocTRgBBD+PXrqMR9HZtPuy4EfQwfu08utGC/qP+aRkvcae191/SKVfOrqArbz1XXc9ZR9DbefZx7BBoHAEEfZblww8/LG+++abcdtttoqLOCnrjJhmv5J8Agu6/w1YcAYLeCur+3xNB999hq46g0YL+VP+0jJUQ9Gs3ZOTytTPnoOtDz0HXc9ER9FY1z/tCIF0EEHQRUTk/duyY7N+/X1566SUEPV1znKNpAAEEvQEQ2/AlEPQ2LL0Bh4ygNwBim75EowX92MC0DJe4Tty1Gzrl8rXzF4P74Zlpmcwj6G067ThsCDScQNsLup5v/tBDDxXlXCVE/73UCvqf/dmfLYL/V3/1VzI1NdXwUpr5gplMRgqFguTzJU6qauYb89quCegH5o6ODsnlSiwluD4ywjeTgM4Z/ZmTzZa+VVGp99afTTrfeLQ3Af1yZ3q69BW025sMR78UgUbPm6f7xuWcmnficcOmlXLF+hVzf/qDdy7KWLYgm1dnZOeW1eZKWrlypblMBIIABMoTSLWgq2zv2bOn5NHfcccdRSl/7LHH5Mtf/vKi5yTPQ3/88ccXPecTn/iEjIyMuJpf+iWEShYffFzV1vKw+stdZWtycrLlWQjgh0BXV5foB+bx8fGqQ+sXiDrXeLQvAf2CZs2aNTI2Nta+EDjyugisX7++OG/050gjHj8ZnJazJU5Cv753hWyLraA/c3ZKhibzRUH/0OZ5cW9Ehka8Rnd3dyNehteAAASWiUCqBb0ehuVW0Mu9Fldxr4cyY7wRYIu7t8Zs5GWLu40evKVgi7u3xuzkbfQW9xfP56R/YvEK+vU9GblszfxOnxPnsjIwyUXi7MwEkkDANwEEPdEfgu57QpO+OQQQ9OZwTfurIuhpb7g5x4egN4drO7xqowX95aGcnB6vLOgvD2Xl9DiC3g5zjGOEwHIQQNAR9OWYZ7yHcwIIuvMCWxQfQW8ReOdvi6A7L7CF8Rst6D+7kJN3LpY4B31jRi5dPb+C/tpwTn45lucq7i3snreGQJoIIOiBbbLFPRAgw10QQNBd1GQuJIJurhIXgRB0FzWZDNloQf/5cE7eHFss6DduzMjmmKC/fTEvr1zIIegmZwWhIOCPAIIe2BmCHgiQ4S4IIOguajIXEkE3V4mLQAi6i5pMhmy0oEcr48mDvWljRjbFBP3MeF5ODiHoJicFoSDgkACCHlgagh4IkOEuCCDoLmoyFxJBN1eJi0AIuouaTIZstKCfGs3J6yOLV9Bv7s1I76r5Le7npwry3GCWFXSTs4JQEPBHAEEP7AxBDwTIcBcEEHQXNZkLiaCbq8RFIATdRU0mQzZa0HV7u25zTz4+1JuRjTFB13ugP3UWQTc5KQgFAYcEEPTA0hD0QIAMd0EAQXdRk7mQCLq5SlwEQtBd1GQyZKMF/e2xnLwyvHgFfcemjPSsnF9Bn84V5Af9CLrJSUEoCDgkgKAHloagBwJkuAsCCLqLmsyFRNDNVeIiEILuoiaTIRst6HqLNb3VWvKxc3OXXLKiY8Ef/1tfVnpWiNy8qcscm97eXnOZCAQBCJQngKAHzg4EPRAgw10QQNBd1GQuJIJurhIXgRB0FzWZDNloQe+fyMuL50sI+qaMXBJbQVcYT/ZnZW0GQTc5MQgFAWcEEPTAwhD0QIAMd0EAQXdRk7mQCLq5SlwEQtBd1GQyZKMFfWAiLydKCPqHN2eke8X8FneFcWxgWro6OlhBNzkzCAUBXwQQ9MC+EPRAgAx3QQBBd1GTuZAIurlKXARC0F3UZDJkowU9ujp78mB/Y3OXrE9scT9xLiv5AivoJicGoSDgjACCHlgYgh4IkOEuCCDoLmoyFxJBN1eJi0AIuouaTIZstKBfmMrLs4OLt7h/ZHNG1iVW0H86lJOJXIEVdJMzg1AQ8EUAQQ/sC0EPBMhwFwQQdBc1mQuJoJurxEUgBN1FTSZDNlrQR6cL8vRAdtGx3nppl6ztWniRuF8MZ2VkmhV0kxODUBBwRgBBDywMQQ8EyHAXBBB0FzWZC4mgm6vERSAE3UVNJkM2WtCn81K8D7pezT3+uO3SLlmTEPS3xvIyOFmQm3oz5thwFXdzlRAIAksSQNADJwiCHgiQ4S4IIOguajIXEkE3V4mLQAi6i5pMhmy0oOtBjucK8qP+havov3lZl6zOLFxB7x/Py+mJgty4EUE3OTkIBQFHBBD0wLIQ9ECADHdBAEF3UZO5kAi6uUpcBELQXdRkMmQzBF0P9Ht9WSkUCnPH/NHLumRVQtDPT+ZlLFuQK9ch6CYnB6Eg4IgAgh5YFoIeCJDhLggg6C5qMhcSQTdXiYtACLqLmkyGbJagP302K6PZeUH/rS1dsqJz4Qr6ZE6kq6MgmcSfWwDFFncLLZABAtUTQNCrZ1XymQh6IECGuyCAoLuoyVxIBN1cJS4CIeguajIZslmCrrdQG5hcWtBNApkNhaBbbodsEFhMAEEPnBUIeiBAhrsggKC7qMlcSATdXCUuAiHoLmoyGbJZgv6L4Zy8MTZ/obhSK+gmgSDolmshGwTKEkDQAycHgh4IkOEuCCDoLmoyFxJBN1eJi0AIuouaTIZslqC/M5aTnw3PC/rtW7pMbmUvVwor6CanK6EggKA3aw4g6M0iy+taIoCgW2rDTxYE3U9XlpIi6Jba8JWlWYKuF4B77lxuDsbHtnZJZ8fCc9Atk0LQLbdDNggsJsAKeuCsQNADATLcBQEE3UVN5kIi6OYqcREIQXdRk8mQzRL0iWxenjw7L+gf39olHQi6yTlAKAikgQCCHtgigh4IkOEuCCDoLmoyFxJBN1eJi0AIuouaTIZslqDrwX7/TFay+ZkLxf3OthUmj79cKFbQXdVFWAgIgh44CRD0QIAMd0EAQXdRk7mQCLq5SlwEQtBd1GQyZDMF/dhAVoanC6IL5x/fiqCbnACEgkBKCCDogUUi6IEAGe6CAILuoiZzIRF0c5W4CISgu6jJZMhmCvpLQznpG89LpkPkdgTdZP+EgkBaCCDogU0i6IEAGe6CAILuoiZzIRF0c5W4CISgu6jJZMhmCvqp0by8PpKTFZ0dordZ8/Rgi7untsgKAWGLe+gkQNBDCTLeAwEE3UNL9jIi6PY68ZAIQffQks2MzRT0M+N5OTmUk+4VHfLhzQi6zRlAKgikgwAr6IE9IuiBABnuggCC7qImcyERdHOVuAiEoLuoyWTIZgr68FRejg3m5NLVHXLDRgTd5AQgFARSQgBBDywSQQ8EyHAXBBB0FzWZC4mgm6vERSAE3UVNJkM2U9BzhYIc7cvKVes65b2XZEwef7lQbHF3VRdhIcAW99A5gKCHEmS8BwIIuoeW7GVE0O114iERgu6hJZsZmynoesRPnJmWq9d3yrvWIeg2ZwCpIJAOAqygB/aIoAcCZLgLAgi6i5rMhUTQzVXiIhCC7qImkyGbLegvnM/JFWs7ZNOqTpPHzwq6q1oIC4GyBBD0wMmBoAcCZLgLAgi6i5rMhUTQzVXiIhCC7qImkyGbLegj0wXp7BBZ19Vh8vgRdFe1EBYCCHqz5gCC3iyyvK4lAgi6pTb8ZEHQ/XRlKSmCbqkNX1maLei+aMyn5Rx0r82Ru10JsIIe2DyCHgiQ4S4IIOguajIXEkE3V4mLQAi6i5pMhkTQS9eCoJucroSCACvozZoDCHqzyPK6lggg6Jba8JMFQffTlaWkCLqlNnxlQdARdF8zlrQQKE2AFfTAmYGgBwJkuAsCCLqLmsyFRNDNVeIiEILuoiaTIRF0BN3kxCQUBGokgKDXCCz5dAQ9ECDDXRBA0F3UZC4kgm6uEheBEHQXNZkMiaAj6CYnJqEgUCMBBL1GYAh6IDCGuySAoLusreWhEfSWV+AyAILusjYToRF0BN3ERCQEBAIJIOiBAFlBDwTIcBcEEHQXNZkLiaCbq8RFIATdRU0mQyLoCLrJiUkoCNRIAEGvERgr6IHAGO6SAILusraWh0bQW16BywAIusvaTIRG0BF0ExOREBAIJICgBwJkBT0QIMNdEEDQXdRkLiSCbq4SF4EQdBc1mQyJoCPoJicmoSBQIwEEfRbYqVOnZO/evdLX1ydbt26Vw4cPy/bt2yviRNArIuIJKSCAoKegxBYcAoLeAugpeEsEPQUltugQEHQEvUVTj7eFQEMJIOgionJ+4MCB4j/VSHm8AQS9ofORFzNKAEE3WozxWAi68YKMxkPQjRbjIBaCjqA7mKZEhEBFAm0v6BMTE3Lw4EG56667ZMeOHRWBJZ+AoNeMjAEOCSDoDkszEBlBN1CCwwgIusPSjERG0BF0I1ORGBAIItD2gj40NCT79u2TkydPzoG84447ZP/+/aJSUumBoFcixN+ngQCCnoYWl/8YEPTlZ56Gd0TQ09Bia44BQUfQWzPzeFcINJZA2wu6bm8/dOiQ3H///dLT0yPRivqWLVuK56RHj+PHjy8iryvuIyMjjW2kya+mopXL5WR6errJ78TLp4nAypUrpaOjQyYnJ9N0WBxLkwlkMhnRuTM+Pl71OxUKheJc49G+BLT/devWyejoaPtC4MjrIrB+/XrmTQly3d3ddfFkEAQg0BoCqRZ0leo9e/aUJButkp8+fXqBoOuTdZxeJE7FXaVdH1/4whcWvc7XvvY1d6KrH5j1A3A+n2/NjONdXRLQFS390Kxf7vCAQLUEdN7oP9lsttohxZ9PCHrVuFL5RO1ff1fVMm9SCYKDqpmA7trReaM/R3jME1AuPCAAAT8EUi3o1dSgW9zvu+++4jb36AJxKugPPfRQVdvc2eJeDWWe450AW9y9N9ia/Gxxbw137+/KFnfvDbYuP1vcS7Pv7e1aIoYnAAASGUlEQVRtXSm8MwQgUDOBthd0Jaar5WfOnCkKuT70onE7d+6UXbt2VQSKoFdExBNSQABBT0GJLTgEBL0F0FPwlgh6Ckps0SEg6Ah6i6YebwuBhhJA0EXmzjt/9NFHi3B379694PzzpYgj6A2dj7yYUQIIutFijMdC0I0XZDQegm60GAexEHQE3cE0JSIEKhJA0CsiWvoJCHogQIa7IICgu6jJXEgE3VwlLgIh6C5qMhkSQUfQTU5MQkGgRgIIeo3Akk9H0AMBMtwFAQTdRU3mQiLo5ipxEQhBd1GTyZAIOoJucmISCgI1EkDQawSGoAcCY7hLAgi6y9paHhpBb3kFLgMg6C5rMxEaQUfQTUxEQkAgkACCHgiQ4RCAAAQgAAEIQAACEIAABCAAgUYQQNAbQdHRaxw4cEB27Nghn/rUpxylJmqrCXzzm9+UgYGB4u0IeUCgWgI//vGP5Vvf+pY88MAD1Q7heRCQ/v7+4sVaH3nkEWhAoCYCt99+u/zLv/yLdHd31zSOJ0MAAhCwRABBt9TGMmRB0JcBcgrfAkFPYanLcEgI+jJATuFbIOgpLHWZDglBXybQvA0EINBUAgh6U/Hae3EE3V4nHhIh6B5aspcRQbfXiYdECLqHlmxmRNBt9kIqCECgNgIIem283D8bQXdfYUsOAEFvCXb3b4qgu6+wJQeAoLcEeyreFEFPRY0cBATangCC3mZTAEFvs8IbdLgIeoNAttnLIOhtVniDDhdBbxDINnwZBL0NS+eQIZBCAgh6CkvlkCAAAQhAAAIQgAAEIAABCEDAHwEE3V9nJIYABCAAAQhAAAIQgAAEIACBFBJA0FNYKocEAQhAAAIQgAAEIAABCEAAAv4IIOj+OiMxBCAAAQhAAAIQgAAEIAABCKSQAIKewlI5JAhAAAIQgAAEIAABCEAAAhDwRwBBd9bZ0NCQ7Nu3T6688krZv3+/rF69ungEp06dkr1798pNN9204M8bcXiHDx+WI0eOFF9q9+7dxffhYZvAxMSEHDx4UN5++205dOiQ9PT0FANH80f/f/zPG3U0Oleuuuoq2bVr19xLRu958uTJ4p9dd911TXnvRh1Du7/Oww8/LF/+8pflwQcflB07dszhiH4OJP88hFf8Z4u+zr333rtg7hw/flz27NnDvAmBvExjo66SHUbzKfnnIbGWmjfR78K+vr4Fb3HHHXc0/HdjyDEwtjKBcj+LKo+s/IzkPGF+VGbGMyAAgeUjgKAvH+uGvJPKzn333VcUrT/5kz+Z+wCtH1heffVV2bBhQ0M/hOjr6gMpb0h9y/YikaBfuHBBPvGJT8xJj37gefzxx2VkZKShkhx9kConWfpFQSTt+txjx441dJ4uG9g2eCPt55/+6Z/k2muvLX4ZqF8C6ofZr3zlK8X/vf/++xeIe71IdI5+/etfl3vuuaf4BVL0gTl6ff13vS2k/rN9+3Zh3tRLennGqaD/zd/8TbFL7VD/N/776vd+7/cWfPlSb6pK86bU65b64rDe92fc8hDQnvVLZH2sW7eu4Z9B9OeJLnREX0LyWWd5euVdIACB6ggg6NVxMvOs6APPpz71KXn22WeLH6BPnz4tf//3fy9XX3216CpltLIeX2XYunWr6L/rB91oRVO/Mdb7W+sj+rv4geoHroceegiRMtN+9UEiQdd7wh49elT+9E//tDj4r//6r0X/THuPVtCTKwnxXRKRFK1fv17+4R/+oeIOimo+COu80uc1YwW/ekI8sxwB7fzNN98s/vVtt91W/ACrfamw67zRL+v0z5I7I+IrULXOG32vaM7u3LmzKHJRjujLwaSw06AtAtHvC90hs2bNmrkOx8fHi7+Xol6XmjdRx3feeWfxZ1U1u22S8yZJRV9Tf9ZEXxrYokaacgS0N/1c8+lPf7q4myfeX/Lni75GtLOn2s83yfflC0DmIgQgYIkAgm6pjSqyRIKuYv6v//qvxQ/Qujqp3wTr/0Yrk/qh5dFHH5XPfe5zcwJ+5syZomzr35XaJl/qF5ZudY0/Grm9tYrD5Sl1Eog+tN51113FeaGPaI7o/8YFWVfUr7nmmuKXN8lVzFq3GFYj6PqcaC5Gp2jUeZgMawKBSIx/93d/t/gB+Q//8A/l29/+ttx9993y53/+53OCrkKmj7is63yL5LrUNvml4kYfrKMvAJIrWsm/b8Kh85IBBCJB/+M//mN54IEHRP83mjf675GgLzVvop8/n/zkJ6teMa00L6r5mRRw2AxtEgH9OaQPnQt6upb+bIlWu5O/l+Jf+uqYaj7fxGNHvy+3bNlS9bxr0mHzshCAAASKBBB0ZxMhLugaXbedXnHFFcVfSI899ljZrcOlfoFFH4TLIUh+sNHX0O31pVbbnWFMfdy4oKt8a2/d3d3FlfTXXnut7Ap2qVXMWrajL/VhOPpQVc2qWOoLMnyA8ZXr6NQZlXSdR/pzptzPjbhQ17MalRTy5FyqJGKGkbZFtPiOK/1dpF/86ek1kWBFgp6EEe+9nl0SS21NZvXc59SLtrd/9rOfLXl6S/LnS/xnQ6WfU6Xmn15jh3PQfc4VUkMgrQQQdGfNxgV927ZtC75ZTv7Sil9gSQ8zEqPoG+ZaBb3SVkJnKFMdNy7o0Rbl6OJtyS3m0XN1x0X0iC7oVKtoVbNaxRZ321MvLuhx6Yp23sR/biQv1hWdHlHPvEnuqmAF3fY8SaaLzxU97SraVq67ZHQFNC7o5eZNrYK+1G4cfl/5mj/xtMnT6ypdjyL5hfRSXySWo1Lrzyy/dEkOAQh4IICge2gpljEu6LolOf6I/4J56aWXFqx217OCnjwHNCl9ztC1VdyluorPhejDc7S1r5kr6FEBS83htirJ6MEm/7uP9xb/4JuUo3pX0MtJFuegG50gZWKVu2ZJ8mfKUvOmFkGvdKoMXwT6mj/xtMkvcCp9cRyygh69Nrst/M4XkkMgjQQQdGet1iLo8fOM9cOuXvAtuipqNd8wJ89H5gOPn8lSq6AnL+AUP5c4dIt78mq58bkY3f7ND9n0J61F0JWGrqgnz+GsdjWq0vZkruLuZ77VIujl5k21gr7UvNHXZvXcz7xJJi13KkvyFIr476X4z5tSO31K0fjbv/1b+djHPlbcQq+PSl/4+CVKcghAwCMBBN1Za9UKuh6WbiuMti3feuutc7fW0r+rRtD1efFt8vErwTvD1nZxqxV0FeRkx5s2bZLolkjVilZ0fnkEOj5XkleJ5xx029OxWkGP96p967y55ZZbisJezbxJXs07ohI/F5T7oNueK/F01Qr6UvOmGkGvZt5UM//8kG2vpOUWAuKffV544QWJX8A2/jul2mtVJE8B5Bz09ppnHC0ErBNA0K03RD4IQAACEIAABCAAgSIBvoBhIkAAAmkngKCnvWGODwIQgAAEIAABCKSEAIKekiI5DAhAoCwBBJ3JAQEIQAACEIAABCAAAQhAAAIQMEAAQTdQAhEgAAEIQAACEIAABCAAAQhAAAIIOnMAAhCAAAQgAAEIQAACEIAABCBggACCbqAEIkAAAhCAAAQgAAEIQAACEIAABBB05gAEIAABCEAAAhCAAAQgAAEIQMAAAQTdQAn1RIjucx3d51xf48EHH5QdO3bMvVz83tTJe3wmx997772ya9eu4thS95nlHuj1tMQYCEAAAhCAAAQgAAEIQAAC1RNA0KtnZeqZKtHf+MY35POf/7ysXr1ajh8/Lvfdd58cPnxYtm/fXvx3/f+HDh2Snp6e4v/Xx969e4v/G//3SMj171Twk/9u6sAJAwEIQAACEIAABCAAAQhAIKUEEPSUFJuUahXwq666am5VPC7sesgq8/v27SvKfCVhTwkiDgMCEIAABCAAAQhAAAIQgIBpAgi66XqqD3fq1Ck5cOBA8Z9t27bJwYMHZefOnXOCHv97fdXouZGg63b4Y8eOyf79+0W3v6u8nzx5shiA7e3V98AzIQABCEAAAhCAAAQgAAEI1EsAQa+XnKFx0fnkkZBH/37XXXfNnZOeFHTd+n7//fcXt7/rIy7oumU+/tC/e+ihh+a2yxs6dKJAAAIQgAAEIAABCEAAAhBIDQEE3XmVkYxv2bJl7vzypLDrIdaygp4UdN0+n9wS7xwb8SEAAQhAAAIQgAAEIAABCJgjgKCbq6T6QKXkPBodcg56MgGCXn0nPBMCEIAABCAAAQhAAAIQgEC9BBD0esm1eFypVfJ4pJCruOtYfUS3bFtq+3uLMfD2EIAABCAAAQhAAAIQgAAEUkMAQXdapW5Z19ui9fX1LTiC3bt3z211r/c+6MnXvu666zj/3Ok8ITYEIAABCEAAAhCAAAQg4IcAgu6nK5JCAAIQgAAEIAABCEAAAhCAQIoJIOgpLpdDgwAEIAABCEAAAhCAAAQgAAE/BBB0P12RFAIQgAAEIAABCEAAAhCAAARSTABBT3G5HBoEIAABCEAAAhCAAAQgAAEI+CGAoPvpiqQQgAAEIAABCEAAAhCAAAQgkGICCHqKy+XQIAABCEAAAhCAAAQgAAEIQMAPAQTdT1ckhQAEIAABCEAAAhCAAAQgAIEUE0DQU1wuhwYBCEAAAhCAAAQgAAEIQAACfggg6H66IikEIAABCEAAAhCAAAQgAAEIpJgAgp7icjk0CEAAAhCAAAQgAAEIQAACEPBDAEH30xVJIQABCEAAAhCAAAQgAAEIQCDFBBD0FJfLoUEAAhCAAAQgAAEIQAACEICAHwIIup+uSAoBCEAAAhCAAAQgAAEIQAACKSaAoKe4XA4NAhCAAAQgAAEIQAACEIAABPwQQND9dEVSCEAAAhCAAAQgAAEIQAACEEgxAQQ9xeVyaBCAAAQgAAEIQAACEIAABCDghwCC7qcrkkIAAhCAAAQgAAEIQAACEIBAigkg6Ckul0ODAAQgsJwEDh8+LEeOHCn7ltddd5385V/+pTzwwAOyZcsW2bt373LG470gAAEIQAACEICAeQIIuvmKCAgBCEDAH4GhoSHZt29fUcJ37Njh7wBIDAEIQAACEIAABFpAAEFvAXTeEgIQgEDaCZQT9ImJCTl48KDs3LlTdu3aJdHz/uAP/kC++c1vysmTJ4to7r33XrnhhhuKgt/X11f8swcffHCB7J86dWrB3+/evZtV+bRPLI4PAhCAAAQgkHICCHrKC+bwIAABCLSCQK2CrhkPHTokPT09cvz4cdmzZ4/olvj4n+kW+ujfVc4PHDhQ/Gf79u0SiT9b51vRNu8JAQhAAAIQgECjCCDojSLJ60AAAhCAwByBWgU9vhW+1Njkn6msX3XVVcVV+OihYh+XeOqAAAQgAAEIQAAC3ggg6N4aIy8EIAABBwSaKegf/OAHi9vkH3300UUk4qvuDjAREQIQgAAEIAABCCwggKAzISAAAQhAoOEElkPQo/PYGx6eF4QABCAAAQhAAAItIoCgtwg8bwsBCEAgzQSaKeh6VXjdyq4PbtWW5lnEsUEAAhCAAATajwCC3n6dc8QQgAAEmk6g2YIeXUhOr/YenYeu7/mNb3xDPv/5z8vq1aubfoy8AQQgAAEIQAACEGg0AQS90UR5PQhAAAIQmLt9WvI+6OVus1brReIUcfI2a/pncWGnBghAAAIQgAAEIOCNAILurTHyQgACEIAABCAAAQhAAAIQgEAqCSDoqayVg4IABCAAAQhAAAIQgAAEIAABbwQQdG+NkRcCEIAABCAAAQhAAAIQgAAEUkkAQU9lrRwUBCAAAQhAAAIQgAAEIAABCHgjgKB7a4y8EIAABCAAAQhAAAIQgAAEIJBKAgh6KmvloCAAAQhAAAIQgAAEIAABCEDAGwEE3Vtj5IUABCAAAQhAAAIQgAAEIACBVBJA0FNZKwcFAQhAAAIQgAAEIAABCEAAAt4IIOjeGiMvBCAAAQhAAAIQgAAEIAABCKSSAIKeylo5KAhAAAIQgAAEIAABCEAAAhDwRgBB99YYeSEAAQhAAAIQgAAEIAABCEAglQQQ9FTWykFBAAIQgAAEIAABCEAAAhCAgDcCCLq3xsgLAQhAAAIQgAAEIAABCEAAAqkkgKCnslYOCgIQgAAEIAABCEAAAhCAAAS8EUDQvTVGXghAAAIQgAAEIAABCEAAAhBIJQEEPZW1clAQgAAEIAABCEAAAhCAAAQg4I0Agu6tMfJCAAIQgAAEIAABCEAAAhCAQCoJ/H8ZDLI2NrzPfgAAAABJRU5ErkJggg=="
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"exp_slim.plot_model(model_slim)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Not bad. MASE has only increased slightly, but we have managed to cut our exogenous variables significantly. This will help us when we make \"true\" unknown future predictions since we will need the \"unknown\" future values of these exogenous variables to make the forecast for the CO concentration."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Finalize the model\n",
"\n",
"- Train the slim model on the entire dataset so we can make true future forecasts\n",
"- Save the model as a pickle file for deployment "
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"final_slim_model = exp_slim.finalize_model(model_slim)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Transformation Pipeline and Model Successfully Saved\n"
]
}
],
"source": [
"_ = exp_slim.save_model(final_slim_model, \"final_slim_model\")"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model was trained with exogenous variables but you have not passed any for predictions. Please pass exogenous variables to make predictions.\n",
"3 exogenous variables (X) needed in order to make future predictions:\n",
"['NOx(GT)', 'PT08.S3(NOx)', 'RH']\n"
]
}
],
"source": [
"safe_predict(exp_slim, final_slim_model)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**So we still need future values for 3 exogenous variables. We will get this in the next part using forecasting techniques.**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### The next steps would typically be done in a new session/notebook"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now that we have build our model, let's make future predictions. As a reminder, our plan of action was as follows:\n",
"\n",
"1. Perform EDA on the dataset to extract valuable insight about the process generating the time series **(COMPLETED)**.\n",
"2. Build a baseline model (univariable model without exogenous variables) for benchmarking purposes **(COMPLETED)**.\n",
"3. Build a univariate model with all exogenous variables to check best possible performance **(COMPLETED)**.\n",
"4. Evaluate the model with exogenous variables and discuss any potential issues **(COMPLETED)**.\n",
"5. Overcome issues identified above **(COMPLETED)**.\n",
"6. Make future predictions with the best model. **(Covered in this notebook)**\n",
"7. Replicate flow with Automated Time Series Modeling (AutoML)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"