diff --git a/00_welcome.ipynb b/00_welcome.ipynb
index f2c0534..92e43da 100644
--- a/00_welcome.ipynb
+++ b/00_welcome.ipynb
@@ -41,15 +41,7 @@
"execution_count": null,
"id": "0f251cc9-a4ae-4066-b225-e3df83c46a7d",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Already up to date.\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"%%bash\n",
"\n",
@@ -104,7 +96,7 @@
"source": [
"%%bash\n",
"\n",
- "voila dashboard_02.ipynb"
+ "voila 08_dashboard.ipynb"
]
},
{
diff --git a/01_getting_started.ipynb b/01_getting_started.ipynb
index e59f7df..8e43cdc 100644
--- a/01_getting_started.ipynb
+++ b/01_getting_started.ipynb
@@ -351,15 +351,7 @@
"execution_count": null,
"id": "84f1e291-c060-4802-91a0-a96a7b0659f8",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "exported to key/01/01.py\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"# %answer key/01/01.py\n",
"\n",
@@ -428,15 +420,7 @@
"execution_count": null,
"id": "b6d43a64-3bdd-4673-8bdf-bffac68f6b95",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "exported to key/01/02.py\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"# %answer key/01/02.py\n",
"\n",
diff --git a/02_workflow.ipynb b/02_workflow.ipynb
index f8b3752..e457a3f 100644
--- a/02_workflow.ipynb
+++ b/02_workflow.ipynb
@@ -34,115 +34,7 @@
"execution_count": null,
"id": "3a345487-7730-4d80-9e49-2da04e70d9df",
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "
\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " Year | \n",
- " Temperature | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " 0 | \n",
- " 1880 | \n",
- " -0.15 | \n",
- "
\n",
- " \n",
- " 1 | \n",
- " 1881 | \n",
- " -0.07 | \n",
- "
\n",
- " \n",
- " 2 | \n",
- " 1882 | \n",
- " -0.09 | \n",
- "
\n",
- " \n",
- " 3 | \n",
- " 1883 | \n",
- " -0.16 | \n",
- "
\n",
- " \n",
- " 4 | \n",
- " 1884 | \n",
- " -0.27 | \n",
- "
\n",
- " \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- "
\n",
- " \n",
- " 135 | \n",
- " 2015 | \n",
- " 0.90 | \n",
- "
\n",
- " \n",
- " 136 | \n",
- " 2016 | \n",
- " 1.02 | \n",
- "
\n",
- " \n",
- " 137 | \n",
- " 2017 | \n",
- " 0.93 | \n",
- "
\n",
- " \n",
- " 138 | \n",
- " 2018 | \n",
- " 0.86 | \n",
- "
\n",
- " \n",
- " 139 | \n",
- " 2019 | \n",
- " 0.99 | \n",
- "
\n",
- " \n",
- "
\n",
- "
140 rows × 2 columns
\n",
- "
"
- ],
- "text/plain": [
- " Year Temperature\n",
- "0 1880 -0.15\n",
- "1 1881 -0.07\n",
- "2 1882 -0.09\n",
- "3 1883 -0.16\n",
- "4 1884 -0.27\n",
- ".. ... ...\n",
- "135 2015 0.90\n",
- "136 2016 1.02\n",
- "137 2017 0.93\n",
- "138 2018 0.86\n",
- "139 2019 0.99\n",
- "\n",
- "[140 rows x 2 columns]"
- ]
- },
- "execution_count": null,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"# Load data into memory from file\n",
"DATA_DIR = 'data'\n",
@@ -165,18 +57,7 @@
"execution_count": null,
"id": "67e1839e-22ff-4bab-b42d-f962a6e2babb",
"metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"from matplotlib import pyplot as plt\n",
"\n",
@@ -199,127 +80,7 @@
"execution_count": null,
"id": "d7c81ed6-a450-4c15-b4a8-e92213ff8537",
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " Year | \n",
- " Temperature | \n",
- " Savitzky-Golay | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " 0 | \n",
- " 1880 | \n",
- " -0.15 | \n",
- " -0.149665 | \n",
- "
\n",
- " \n",
- " 1 | \n",
- " 1881 | \n",
- " -0.07 | \n",
- " -0.072013 | \n",
- "
\n",
- " \n",
- " 2 | \n",
- " 1882 | \n",
- " -0.09 | \n",
- " -0.084968 | \n",
- "
\n",
- " \n",
- " 3 | \n",
- " 1883 | \n",
- " -0.16 | \n",
- " -0.166710 | \n",
- "
\n",
- " \n",
- " 4 | \n",
- " 1884 | \n",
- " -0.27 | \n",
- " -0.267186 | \n",
- "
\n",
- " \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- " ... | \n",
- "
\n",
- " \n",
- " 135 | \n",
- " 2015 | \n",
- " 0.90 | \n",
- " 0.908658 | \n",
- "
\n",
- " \n",
- " 136 | \n",
- " 2016 | \n",
- " 1.02 | \n",
- " 0.999654 | \n",
- "
\n",
- " \n",
- " 137 | \n",
- " 2017 | \n",
- " 0.93 | \n",
- " 0.945260 | \n",
- "
\n",
- " \n",
- " 138 | \n",
- " 2018 | \n",
- " 0.86 | \n",
- " 0.853896 | \n",
- "
\n",
- " \n",
- " 139 | \n",
- " 2019 | \n",
- " 0.99 | \n",
- " 0.991017 | \n",
- "
\n",
- " \n",
- "
\n",
- "
140 rows × 3 columns
\n",
- "
"
- ],
- "text/plain": [
- " Year Temperature Savitzky-Golay\n",
- "0 1880 -0.15 -0.149665\n",
- "1 1881 -0.07 -0.072013\n",
- "2 1882 -0.09 -0.084968\n",
- "3 1883 -0.16 -0.166710\n",
- "4 1884 -0.27 -0.267186\n",
- ".. ... ... ...\n",
- "135 2015 0.90 0.908658\n",
- "136 2016 1.02 0.999654\n",
- "137 2017 0.93 0.945260\n",
- "138 2018 0.86 0.853896\n",
- "139 2019 0.99 0.991017\n",
- "\n",
- "[140 rows x 3 columns]"
- ]
- },
- "execution_count": null,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"from scipy.signal import savgol_filter\n",
"\n",
@@ -337,18 +98,7 @@
"execution_count": null,
"id": "323a4f58-801c-4da6-88b3-e92ac19a9cdc",
"metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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IIYSYww719OMLRviR7W4est/GOdqbtHsyzw71NmzGjE6X4eKEhQuncaRTR4IhIYQQYg7b3uzBhZ+zTDsAuND0Os3uzHlDHXtU8nSDdRHZ9tmfPA0SDAkhhBDHn/a34Pn/gujoFaXfbHbzDtM2zKilsXPMO2jpzRwMRZu3AuAtOD6SpwEsMz0AIYQQQkyyv2+AptcgrwJWfWLEU7c3e/iUeUvicbXWzUDbLqA27flOt0qetlSfMmnDnWkyMySEEEIcB7765+1c8cvXCA54oUX1DaPptRGviUR19rT2cK5pOwB+WzEABS3Ppz0/GvBRGUueLl8y+ytPx0kwJIQQQsxygXCUP7zRxAv7utn2ylOgR9QTzZtHvG5vh5/l0V04tQGM7GIOLvwUAHXuV9Kev+nZR7Gg00QZCxacMJlvYUZJMCSEEELMcl2+YOL7jh3PDHtiF62d3Xzloe3s7fClXLe92c0FJrVEpi2+EH3hegCWBLdDKDlvSNcN2rY8DkBf+dnYLMdPCHH8vBMhhBBijmr3Dm2FL+4dNhtk6DzwyF95cFMTv3i+IeW6N5vcvDMWDLH43RTOW0azUYyNMPrBF5POfWpXB8sD6t4Lznz/5L+JGSTBkBBCCDHLdcSCIQsRVmr71cFitYwVaXwDgKY0bTb6Gt+iztSBbrLCgvMpz8/iBX05AIHd/0ycZxgGDz71MgtMbeiYyTnhHVP4bqafBENCCCHELNfhVctkJ5sPk60F8Wl5sPJjAKw0qeDoyAas4ahOfY9KlA7VnAX2XKxmE9vtpwFgang6ce4L+7op7nwZgGjlKZCVP6XvZ7pJMCSEEELMcvGZoSsrWwB4NbKYrbqqDr3SdACANneAqG4krmlzBzgvtkRmO/HixPHWwtOJGCYcngboOwTAT57ez7rYjjPr4gum9s3MAAmGhBBCiFkuHgytNHYB8Lp+Av/vXzpRQ6NC66XS1EdEN+j0DeUWtbR3sFrbC4DphHcnjhcUFrPZWKwe7H2SLY19bDrUzdmmt9SxBedPwzuaXhIMCSGEELNcuyeAhk6lZxsAb+hL6Apa2GvUAHBuTiMALX1DS2XBhpcwawbtlirIHyqwWFWQxcboavXgme/xr1c2sVxrIF/rB7sLKo+fYotxEgwJIYQQs1ynL8hCrRVb2INhzabBugCAtjzVMuMM20EgOW8ou/UlAJpdq5PuVZWfza+j6zloWwwBNxfuupnzzaoFB/PPAfPx17xCgiEhhBDiWPb2X+D+94K7Ke3ThmHQ7glwhkktkWnVp3L5moVkWc0sXPUOAJYZajlseDBU1rsJAF/5mUn3qyrIIoSVb9lvImx1cjL7+Kzlr+rJ43CJDCQYEkIIIY5pnmfugkMv0L3xv9M+7wtGGAxHOc20Rx2oXctXL1rC27deSO3yc9ShwF5M6EPLZINuqoNql5mp/uyk+1XlZwGw1eviF0U3AWCJNXGVYEgIIYQQ087oVcUSTW89xI+f3EUkqic93+EJAAZnmnerA/PWqPNNGpScALZcbPoAi7TmoZmhxlcxo9Ogl1NaVZ90v3gw5AtGuKNxIT+NvFc9UbQQCuqm5D3ONAmGhBBCiGNVwEu+7gagUPOx7dk/8ZGfvkK7Z2hXWIc3yOnabsroBVsuVJ8+dL3JDJWrALXFPj4zFDzwHACv6kupKcxOesksm5nCHBsAEd3g0aKr4eL/ho/8cqre5YyTYEgIIYQ4Rnla9iQ9vtT2Em82ufmfjXsTx9q9AS61xPqRLfsw2JKDG6pPBeAi0+u0uAcxDAO94QUA3raeTK49NSE6PjsE8IFTauG0q6Fy5SS8o2PTrAuG7r77burr63E4HKxevZoXXnhhxPODwSC33HIL8+bNw263s2DBAu67775pGq0QQggxJBiJsqvNi2EYo58MdB3eCUAvLgAuMG3GiZ83m92Jc/p6u7jY9Jp6cMonU2+y6goMk4V3mN9kVWQbnt5uHN1vA9BacGra140HQ5oG719ZOaaxzmazKhh68MEH+cIXvsAtt9zC1q1bWbduHRdddBGNjY0Zr7nkkkv417/+xS9/+Uv27NnD73//e5YsWTKNoxZCCCGU//z7Li666wWe3dM1pvP729TM0Fs5Z0LpSZj0MO81v8aBLj+hiModKj/8NxxamK6sBVC1OvUmRQvQTrsagFssv8Oz+1k0dA7oFeSW1KR93eoCFQytXVBEhSsr7TnHk1kVDN1xxx1cddVVXH311SxdupQ777yTmpoa7rnnnrTnP/HEEzz33HM8/vjjXHDBBdTV1XH66aezdu3aaR65EEIIATvbvADs7/SP7YIe1Uojkl8PKy4D4N8sLxKOGjR0q3uc3PkoAIfmfURN5aRzzpfxazmcaDpM8SvfAeA1fSm1hekDncvPqOWCpaXcfNHSsY1zlps1wVAoFGLz5s2sX78+6fj69et5+eWX017z6KOPcuqpp/KDH/yAqqoqFi9ezJe+9CUGBwfTng9qWc3r9SZ9CSGEEJOhy6caqnoGw2M6P9uvVj7spQvh5EtAM7FK28M8rZ1dbV5o3ca80D6ChgXf4g9nvlFOEU8WfVx96z8MwKv6idQUZKc9fX5JLvd+8jSWVbnG+tZmtVkTDHV3dxONRikrK0s6XlZWRnt7e9prGhoaePHFF3nrrbd45JFHuPPOO3nooYf47Gc/m/F1br/9dlwuV+Krpib9FKIQQggxXp3jDIaKQ80A5FcvhbzyRJ2fH1l/Am89AptUDuyT+qkUlVSMeK+98y6n2ShOPH5VX0ptYfpgaK6ZNcFQnHbEFKBhGCnH4nRdR9M0HnjgAU4//XTe8573cMcdd3D//fdnnB26+eab8Xg8ia+mpvQVP4UQQojx8AcjDISiwNiCIb+nhwLU6kTVghPVwbO+QFSzsMLUwIcOfB22/AqAP0TPo8zpGPF+5YX5fD+sltp2G7V0UpCyrX6umjUNRoqLizGbzSmzQJ2dnSmzRXEVFRVUVVXhcg1N8y1duhTDMGhubmbRokUp19jtdux2++QOXgghxJzX6R2qDTSWYKj1wFssBroooCS/UB2sX8fOf3uep3/3X3zc8gzFuDmgV/CqcRLFubYR71dVkM239bWYzU62DRRhMWlUuEYOoOaKWTMzZLPZWL16NRs3bkw6vnHjxowJ0WeddRatra34/UOJanv37sVkMlFdXT2l4xVCCCGGi+cLwdiCIXeT6jXWZUv+vJq/4ATujP4bZwZ+xJvn3c8nQl+jKDcLi3nkj/T4dvm/9C/jkFFBZf7o18wVs+qnsGHDBu69917uu+8+du3axY033khjYyPXXXcdoJa4rrzyysT5l19+OUVFRXz6059m586dPP/889x000185jOfISvr+N8qKIQQ4tjROSwY8o4hGAp1qd5hA7nzko7n2C3MK8wmgoW/eBfTRtGoS2SgGrAOJ/lCQ2bNMhnApZdeSk9PD7fddhttbW0sW7aMxx9/nHnz1F+Utra2pJpDubm5bNy4kc9//vOceuqpFBUVcckll/Dd7353pt6CEEKIOapznDNDFrfqSaYVzk95bkm5k0M9AzwXq1c0lmDIlWUlz27BF4wASL7QMLMqGAK4/vrruf7669M+d//996ccW7JkScrSmhBCCDHdhi+TeQPhETcAATgH1AaenMoTUp5bUpHHE2+309DdD0CZc2y5rlUFWexu9wFQk6HG0Fw0q5bJhBBCiNmq0zeUQB2OGgyGoxnPDUaiVERbASiZl1r4cGmFM+lx+RhmhiC555gskw2RYEgIIYSYBsNnhmDkpbLG5hYKNLX5p7AmtYXU0vLkYGgsy2SQnDckwdAQCYaEEEKIadDpHXsw1HlINWjtNhWh2XJSnq8uyCLHZk48LhvjFvnhM0OZqk/PRRIMCSGEENOgyx+kii4+Yd6InRCegczBkK9VNWh1O2rTPm8yaZxQnpd4PNacocpYMJRnt5CfbR3r0I97sy6BWgghhJhtQhGd3v4Q91h/y0XmNwhgwzO4JuP5erfaVh921WU8Z2mFky2NbmDsOUMnV7swabCyNn/E5O25RoIhIYQQYop1+9US2SqT6kK/UGsdcZnM4VPNVC0lCzOesySWRG2zmHBljW2WZ15RDs9/+TyKcqTTwnASDAkhhBBTrNMXpBAv5VovALVaB22BSNpzDcNQDVo1cFalJk/HrazOB6C+KGdcszzVkiuUQoIhIYQQYop1+YKcaDqceFyrdbI7w8yQdzBCLaoPZ351ao2huOXVLn78sVUsLM2d3MHOQRIMCSGEEFOs0xfgJO1Q4nGt1oF3IJT23I6ePhZrqpiivWhe2nPi3reictLGOJfJbjIhhBBiinV6g5xkOpR47NQGCff3pj3X3anaSg3iAHte2nPE5JJgSAghhJhinb5g0swQgN3XmPZcf3czAB5LEciOr2khwZAQQggxxTweN/WaygPqz1FLXzkDzWnPDfW1ADBgK56ewQkJhoQQQoipluvejUkzCDpK6C87BYD8QPpgSPe2ARDKLpu28c11EgwJIYQQU6ykX1WUDhafhJFfB0BRqC3tueb+DgD03PJpGZuQYEgIIYSYUrpuUBtUFaW1ihVYiuoBKIumD4bsgU4ALK6K6RmgkK31QgghxFRyD4ZZoqkaQ46alZiySwGoppNAOIrDak46Py/Upc4trJ7egc5hEgwJIYQQU6jT7WOJ1gSAtWoFZqvqQl+pddPjH8BRMLR9PhLVKYj2ggnyiiUYmi6yTCaEEEJMIX/LLuxamH6yoKAeU14Zg9gwawYDXYeSzu3pD1GiuQFwlqbvWC8mnwRDQgghxBTSW98EoMm+AEwm0DTaNJUcHeo6kHRuZ1c3edogAGanJFBPFwmGhBBCiClk734bgM7soT5jXRYV6Oi9h5LO9XSp5bR+LRvs0nNsukgwJIQQQkwhp3sXAN6CpYljffYqAEyeQ0nnDvSo2kM+S9H0DE4AEgwJIYQQU8cwKB3YB0CkeFnisC9LBUM2b1PS6aG+VgAG7CXTNEABEgwJIYQQU2eglxzdB4ClfGiZbCCnBoDs/uRgyPCp2kNhqT49rSQYEkIIIaZKj5oVajaKKc53JQ4H89ROMedgMxhG4rglVn2aPEmenk4SDAkhhBBTxOhWwdBBvZzSPPvQ8XwVDDn0fhjsSxzPCqqCi5b8ymkcpTiqYMjtdnPvvfdy880309vbC8CWLVtoaWmZ1MEJIYQQ08E9EOKJt9qI6sboJ6cRiuj87c1Wuv3BpOPBzlgwZFRQ4cpKHM/NzaPdKFAP+g4mjueFuwHIlurT02rcwdD27dtZvHgx3//+9/nhD3+I2+0G4JFHHuHmm2+e7PEJIYQQU+6uf+3jut9u4RcvNBzV9Y9tb+Xzv9/K9/+xO+l4uGMvAO3WKrJsQ203XFlWGg3VloO+QwAEwlEKdTXBkFdac1TjEEdn3MHQhg0b+NSnPsW+fftwOByJ4xdddBHPP//8pA5OCCGEmA4Hu/sB+NOmJgxj/LND+zv9AOyN/TdO61VFFb059UnHXVlWmo4Ihjo8g5TFqk/nFMnM0HQadzD0xhtvcO2116Ycr6qqor29fVIGJYQQQkyn3v4QAAe6+tnR4hn39e2eAACt7sGhg7pOlu8QAGFXajDUqMeCoR4VMHV1d5GtqWU2TRKop9W4gyGHw4HX6005vmfPHkpKpC6CEEKI2SceDAE8vGX8+a+tHhUEdfmCBMJRddDbjFkPETLMWIvmJZ3vdFh505ivHjQ8B4aBt0sVXPRruWDNQkyfcQdDH/jAB7jtttsIh8MAaJpGY2MjX/3qV/nIRz4y6QMUQgghptrwYOhvb7YSjurjuj4+MwTQFv8+tpPssFFOeX5O0vmuLCuv6CcxaNjA2wwdbzMYrz5tLT6atyAmYNzB0A9/+EO6urooLS1lcHCQc889l4ULF5KXl8f3vve9qRijEEIIMWUC4SgDITWbk2e30NMf4sV93WO+3jCMoQAIaOmLLZXFlr8OGuVJO8kAnFlWgth4UY9Vpd77BBGPqj496JBVlulmGe8FTqeTF198kaeffpotW7ag6zqnnHIKF1xwwVSMTwghhJhS8Vkhq1njI6uruf/lQzy8tYXzlpSO6fq+gTDByNBMUot7QH3Tsx+ABqOCk12OpGvMJo08u4VnIqt4l3kL7P0nRmAlABGpPj3txhUMRSIRHA4H27Zt4/zzz+f888+fqnEJIYQQ0yIeDBVk2/jwKVXc//Ihnny7HV8gTJ7DOur1SUnTDM0MGT370VA1hi7MT80BcmZZedq9EqxA8xsUO7IB0JwVE3o/YvzGtUxmsViYN28e0Wh0qsYzqrvvvpv6+nocDgerV6/mhRdeGNN1L730EhaLhZUrV07tAIUQQswqKhgyWJjlY3mVi/klOQQjOk+8NbYd0sPzhQCaY8GR0a1mhg7q5ZQ7HSnXubKstFOEL38pYHBa4GUAbAVSfXq6jTtn6Otf/3pS5enp9OCDD/KFL3yBW265ha1bt7Ju3TouuugiGhsbR7zO4/Fw5ZVX8s53vnOaRiqEEGK26O0P8QXLn/md91Nov/0In1mkgpt/7eoc0/VtsZ1kJk09bukbhEgQzaM+m3odNUkFF+OcWWpxprX0XADsqBkqqT49/cYdDP3oRz/ihRdeoLKykhNOOIFTTjkl6Wsq3XHHHVx11VVcffXVLF26lDvvvJOamhruueeeEa+79tprufzyy1mzZs2Ujk8IIcTs09sf4jzTNvXgwL/4+JaP8V3LLxnwji2JOp48fWKlE4AW9yD0HkTDwGtkYXWlX/ZyZakluIaCs5KOO6X69LQbdwL1Bz/4wSkYxuhCoRCbN2/mq1/9atLx9evX8/LLL2e87v/+7/84cOAAv/3tb/nud7876usEg0GCwaHeMulqKgkhhDh+eHw+lmqH1YMF56MdeJpPWP5FSZ8OXDjq9fFg6NTaAt5q8dLuCRDt3osZlS9UmSZfCIaCoV2mRZxjKSAnohq22qVJ67QbdzD0rW99ayrGMaru7m6i0ShlZclZ9mVlZRkrX+/bt4+vfvWrvPDCC1gsY3urt99+O7feeuuExyuEEGJ2sPfsxKZFGbAWkP2Jh+n41/9S9uItlEfGVnyxzTPICm0/X9txLS7Lu7kr8iH6W3fjJLatPj81XwiGgqGfPNtArWU5HzXHWlpJ9elpd1Rd62eSpmlJjw3DSDkGEI1Gufzyy7n11ltZvHjxmO9/88034/F4El9NTU0THrMQQoiZFwhHee+PX+Dff7s56XihewcAva5loGlYa1YAUGD0jamLfZsnwBWWp7BFfNxo+RPnmbYS7Ih1q9crUmoMxcWDId2A162nqYNZhWCxH9X7E0dv3DNDJpMpbfARN1U7zYqLizGbzSmzQJ2dnSmzRQA+n49NmzaxdetWPve5zwGg6zqGYWCxWHjyySfTlgaw2+3Y7fIXUQghjjdvNrl5q8XLWy1eAuEoDqtKaq7w7wKgv0QFQbmxBOYSPHgHQhTkZv5MMAyDLo+fC8xDAdYd1nuwtKnCiQeNCt7hSj8zdGpdITaLifNOKOHL7/sCPNMKVasn/D7F+I07GHrkkUeSHofDYbZu3cqvfvWrKV1estlsrF69mo0bN/KhD30ocXzjxo184AMfSDnf6XSyY8eOpGN33303Tz/9NA899BD19fUp1wghhDh+bW8easDa5glQX6xaZNSHdgMQrVgFgC1fLVNlaSHa3T0U5GbO4entD3GK/jb5ln6MnBKaooXUBvaAX3WvbzDKuSxDMHTm/CLevvVCrObYIs2HfjqxNyiO2riDoXSBx0c/+lFOOukkHnzwQa666qpJGVg6GzZs4IorruDUU09lzZo1/PznP6exsZHrrrsOUEtcLS0t/PrXv8ZkMrFs2bKk60tLS3E4HCnHhRBCHP/ebHYnvm/pG1TB0KCbWl3lBllrTlVPWrPwkU0eA/T3tkB15mCozRPgItPrAGhLLmaj8QH+bfPHcWqqCvUho5zKDMtkwFAgJGbUuIOhTM444wyuueaaybpdWpdeeik9PT3cdttttLW1sWzZMh5//HHmzVPdgNva2katOSSEEGJuGj4zFG+ZEW3Zihlo1EtwFQ8lLnvMheRFBwj0jlx4sa2vn/XmTerB0veT27eQm8L/j5/Z7uSAXoGfbMozzAyJY8ekBEODg4P8+Mc/prp66gtFXX/99Vx//fVpn7v//vtHvPbb3/423/72tyd/UEIIIY5pff0hGnsHEo/jLTOCh98gG3jTWMC7s22J532WQog2E441T80k2vgqJZqHflMuOXXrqDK8/FM/nY+Gb6NDz6Mwx5bITRLHrnEHQwUFBUkJ1IZh4PP5yM7O5re//e2kDk4IIYSYDNtbPEmP4y0z9GY1q7PbvJj3DVuyGrQXQxAMf8eI9y1ufAKA/flns8Jio6pALYltii4E4MQ0bTjEsWfcwdD//M//JAVDJpOJkpISzjjjDAoKCiZ1cEIIIcRk2N7kBsBhNREI64nmqrb2bQA0Zi1NOj/kKAEvaP6uzDc1DBZ0PwNAW+V6VgAVRyyJVWaoMSSOLeMOhs4//3xqamrSbq9vbGyktrZ2UgYmhBBCTJY3Y/lC551Qyj/ealctM7yt2AY7iBoa3bknJJ0fzVZb422DI/Qna91CQaSTfsNOuP4dADisZopz7XT7VScDyReaHcadxl5fX09XV2qk3NPTI9vVhRBCHJO2x3aSXbRc9QlrcweIxpbI9ho15OS6ki+IVYF2BEfoT7brMQCe0VdSXjS0MhJfKgMyFlwUx5ZxB0OGkb4ap9/vx+GQCFgIIcSxpd0ToNMXxKTBO0v9rDHvJlv3M3jwDQC26QsoyrElXWNxqmAoJ9yT8b5Gu6pl95K+jPJhuUHV+cODIflcnA3GvEy2YcMGQLXD+OY3v0l2dnbiuWg0ymuvvcbKlSsnfYBCCCHERMTrC92Y/wI5P/s4v7caYAV9s2qHsd2YT8ERwZA9X80guaK9Ge8b9bRgAdooomxYMCQzQ7PPmIOhrVu3AmpmaMeOHdhsQ39xbDYbK1as4Etf+tLkj1AIIYSYgO1NfdxgfpjPDz4EgNuUT77uxqSH0THxmr6Ujx0RDGUXVQHgMrwQDYPZmnpjn6pBFMwqw2YZWmipkpmhWWfMwdAzz6iM+U9/+tPcddddOJ3OKRuUEEIIMSl0nRVv3c5661/V43O/wm2dF/HU1r3ceobBlvYwDYcLU2aGnIVlRAwTFk3H6O9Ccx5RhToSxBJQs0amI54bHgxJAvXsMO6cof/7v/+TQEgIIcSsYOx/ivV+FQi1rrkVzvsa1QXZeMnlDU5iS7gOICVnKD/HTjcqqdrf05J6Y18bAEHDSm5+SdJT80tUz7MKl0MKLs4SR1WB+o033uBPf/oTjY2NhEKhpOcefvjhSRmYEEKIuam3P0Sre5BlVa7RTx6F+/B2CoC/62t41ztvAKAyNnPT0jdIX7/6DCs8IhhyWM10U0A5fQz0tJJ35GZprwqGOox8KvKzk56aX5LLnZeupKZQ8oVmi3HPDP3hD3/grLPOYufOnTzyyCOEw2F27tzJ008/jcs18b+4Qggh5rZrf7OJ9/74RfZ1+CZ8r74O1a8ykFOZyOuJJzi3uAfpyRAMAXjMart8wN2WeuPYzFA7hWnzgj64qorV8wonPH4xPcYdDP3nf/4n//M//8Njjz2GzWbjrrvuYteuXVxyySVScFEIIcSEeAbDbDrcB8CBrv6U58NRfVz3M2IzOKa8oSas8Zyewz39BCPqfumCIb+1CICoJ3Mw1GEUMK8oZ1xjEseecQdDBw4c4OKLLwbAbrfT39+PpmnceOON/PznP5/0AQohhJg7Nh/uJV7Orrc/OQ1jf6ePFbc+yX/9c/eY72cZiFWQzqtIHIsvk4Wj6oVsFhPZttTcnkF7MQCGL7U/mRFr4NpuFLKoLHfM4xHHpnEHQ4WFhfh8auqyqqqKt956CwC3283AwMBIlwohhBAjev1gX+L73v5g0nObDvUxEIry3N4R+oUdITuogiFbQVXiWLxlRlxRji1ti6mwQyVGm/pTW3IM9qqk6m6tgHmF2SnPi9ll3MHQunXr2LhxIwCXXHIJ//Ef/8E111zDxz72Md75zndO+gCFEELMHa8fHKr43NsfTnount/T5UsOkjIyDJyxCtJZRdVJTw0vjJhuiQxAzykFwBZIDb5Cfc3qnNwKLOZxf5SKY8y4d5P95Cc/IRAIAHDzzTdjtVp58cUX+fCHP8w3vvGNSR+gEEKIuWEwFGV7rKEqpM4MxZufdvtDRHUDsyl1NidJwIMddU1+aXIwVJ2fxZuxTvaZgiHyyoD0/ck0vyq46CisTnlOzD7jCoYikQh/+9vfuPDCCwEwmUx8+ctf5stf/vKUDE4IIcTcsbWxj4g+1P+yd+CImSG/mhmK6ga9/SFK8uyMxPC1oQFuI4eSgvyk58YyM2R1qTyj3HAvGAbEl9IMg+yAyiNylcnGoePBuOb2LBYL//7v/04wOMYpSiGEEGI0hgGP34Tj6W8ABgXZqvXFkTNDPcMej2WpzN+llrI6jAJKncmB0/Aq0QXZ6YOheH8yuxGA4LBt/gE3VkMFZmVVdaOOQxz7xr3QecYZZyT6lAkhhBAT5m2F13/OKa2/Y41pJ+86US1P9fqTd5P1DHvc6QuMeltfd5O6j6kQuyV5t1jlsGDoyOrTcS6nC68RO88/lERteNVOsj4jl/kVxaOOQxz7xp0zdP311/PFL36R5uZmVq9eTU5Ocn2Fk08+edIGJ4QQYg6I5d8AXGt+DH3ZJ/njpmZ6B44IhvqHB0OjzwwFYju+/NbUgGX4zFBhbvpgKD/bSpeRj1MbBH8HFC8EwNvZiAs147SgRLbVHw/GHQxdeumlANxwww2JY5qmYRgGmqYRjUYnb3RCCCGOf8NmXd5hfpP+bFXQMBDWGQhFyLZZ0GN5QnFjWSaLxGoBBbJKU55LyhnKsExWmGOjCRcLaMPwtRNP1+5uPYQL8FiKpffYcWLcwdDBgwenYhxCCCHmKn9yUcPsN/4Xm+XDhCI6vf0hsm0WPINhosOSq8cSDJl8asYpmlOe8pwry0qe3YIvGMmYQF2QbWOzkQ9A0N1GvOmGr1vlIoWyy0Ydg5gdxh0MzZs3byrGIYQQYq6KzQxt1+s52XQQ7a0/c2LW+WzzOentD1FdkJ2UPA1jyxmyDqr7mp0VaZ+/9LQaXjrQk7EhbJbNTK+m+pOFhgVD4T61/KY5K0cdg5gdjqpS1G9+8xvOOussKisrOXz4MAB33nknf/3rXyd1cEIIIY5/eqzdxbP6CnyVZ4MR5VOmx4GhPKHuI5KpO72jzwzlhFSxRFtB+qDl6+89kX/8xzpy7JnnBfpj/cki3qG8JrNfLeNJjaHjx7iDoXvuuYcNGzbwnve8B7fbncgRys/P584775zs8QkhhDjOxROd+7RCss/bAMBFoX9ShIe+WDAUzxeymlXmTpd/lGDIMHBFVPXp3OKjD1oG7aolB8P6k2UFVZCVLzWGjhvjDoZ+/OMf84tf/IJbbrkFs3kocezUU09lx44dkzo4IYQQx79wfNYlrxTzwvOhYiV2I8gPrD+nNxb09MT+u7A0D1AzQ4ZhpL0fAIN9WIkAqdWnxzW2bLUTzRRr+OoLhCnSVZBVVl1/1PcVx5ZxB0MHDx5k1apVKcfjHeyFEEKI8Yg3QrXnV6oqzx+8m4hm453mrdQf+DUwtEy2tFwFQ4PhKP5gJOM9w24129Rj5FFakD4naCyMWH+yrIE20KMc6HBTjGoZklciM0PHi3EHQ/X19Wzbti3l+D/+8Q9OPPHEyRiTEEKIucIwcARU7y9XcayzfNlJvDD/RgDObfwJtG5LJFBXF2aTG8vxGanWkLdLFVzsNAoyFlUci6BrIW4jB3vECw3P0Nx4EJNmEMEM2VJw8Xgx7mDopptu4rOf/SwPPvgghmHw+uuv873vfY+vfe1r3HTTTVMxRiGEEMeroBeroYKa4oqaxOGWhZfzRPQ0LEYEHvoMfq8bUNWiS2M9yUbaXu+PBUNucxGm0Rq6jsCZl8sj0bPVgy2/oaddbRryW4vBJN3qjxfj3lr/6U9/mkgkwpe//GUGBga4/PLLqaqq4q677uKyyy6bijEKIYQ4XsW21XuNLGrKhmZainLtfCV8DadaD1Lce4Ave66lUbuGotxVFOfZaejuH3FmKNinCi72xxOgj1JBtpUHo+fxacs/Yfff0QrqAAhLjaHjylGFtddccw2HDx+ms7OT9vZ2mpqauOqqqyZ7bEIIIY5zYY9Knu4y8qkvHmrvVJBjw0MuX7d/FfIqqYy28CfbrazacxeVOWqmp9ObudaQ7lXb34Npqk+PR2GOjd1GLQesi0EPc27PHwAwuaTG0PHkqOf4Ojs72bVrF3v37qWrq2syxySEEGKO6OloBKBXy08sf8FQ89RXg/Pg+lf4G+dg1gyq3v4p13V/DzBG3F5vivU7M9JUnx6P/Firjl8FzgFgHuq+LtlWf1wZdzDk9Xq54oorqKys5Nxzz+Wcc86hsrKST3ziE3g8nqkYoxBCiOOUt1O1thiwFaNpQ7k9BbFgyD0QJmDJ4/OB67g2dCOGycoS9/NcZHqdrhEKL9pj1adN+emrT49VvG/Zw+EzGTCGgjWLzAwdV8YdDF199dW89tpr/P3vf8ftduPxeHjsscfYtGkT11xzzVSMUQghxHFqMJbbE81Jzu0pyLYRj40aulTZlo3GaXDWFwC41for/J6ejPfNDasVC0f+xIKWuuJsXFlWsvMK8Mx/z9ATeRIMHU/GHQz9/e9/57777uPCCy/E6XSSl5fHhRdeyC9+8Qv+/ve/T8UYk9x9993U19fjcDhYvXo1L7zwQsZzH374Yd71rndRUlKC0+lkzZo1/POf/5zyMQohhBibqFdVdjbnJS9nmU0a+VlWAPZ1+gCVv6Od8yUG8uop1dy8v/sX6W+q6+RHewHIK6lJf84Y5TmsvPiV83jxK+dT8Y5rh57I0O9MzE7jDoaKiopwuVILWLlcLgoKCiZlUJk8+OCDfOELX+CWW25h69atrFu3josuuojGxsa05z///PO8613v4vHHH2fz5s2cd955vO9972Pr1q1TOk4hhBBjYxlQMzhZhakzLfGlsr0dKhgqyrGD1UHXed8H4L2hf0Djq6k3HejGjI5uaBSUVk14jHkOKzaLCWrPhJozwO6CsmUTvq84dow7GPr617/Ohg0baGtrSxxrb2/npptu4hvf+MakDu5Id9xxB1dddRVXX301S5cu5c4776SmpoZ77rkn7fl33nknX/7ylznttNNYtGgR//mf/8miRYv429/+NqXjFEJMrYYuP//a1TH6ieKYlxWKFVxM0zIjnkS9r8OvHueqx3knnMcfIu8AQP/7F1OuG+xVeUg9OCkryJu8wWoaXPlX2PA2ZBdO3n3FjBt3naF77rmH/fv3M2/ePGprVTZ9Y2Mjdrudrq4ufvaznyXO3bJly6QNNBQKsXnzZr761a8mHV+/fj0vv/zymO6h6zo+n4/Cwsx/iYPBIMHgUFKe1+s9ugELIabMZ3+3lV1tXh6/YR0nVjpnejjiKAXCUQr0XtCgpDx1d1ZBLHl5f2c8GLLHjlu5w/gYl/Espo63YKA3KTjxdDaRBXRRwNIROtIfFWvW5N5PHBPG/bfkgx/84BQMY3Td3d1Eo1HKypILXZWVldHe3j6me/z3f/83/f39XHLJJRnPuf3227n11lsnNFYhxNExDIOe/hBFObaknUXDRXWD/bEckr0dPgmGZrGmbi8LUH+WBelmhmIzQYd6VAJ1fKZI0zQsuSW0BIqo0nqgex/UnpG4rr9bzQx5LMUZ/x4JMdy4g6FvfetbUzGOMTvyL7ZhGGP6y/773/+eb3/72/z1r3+ltDRzEa6bb76ZDRs2JB57vV5qaiaWgCeEGJv7Xz7ErX/byU8/cQrvXpY+QbXdGyAcVd3Km3oHpnN4YpK1tDSxSDOIYsKck9rnqzAW/Oix5vTFuUM9xkry7DQMVFBl7oGe5GAo3qR1YILVp8XcMaHGKn6/H6/Xm/Q1VYqLizGbzSmzQJ2dnSmzRUd68MEHueqqq/jjH//IBRdcMOK5drsdp9OZ9CWEmB6Pvqm2Wb+0P/OW6caeoQCoUYKhWa2nQ/UP85sLwGROeT6+TBZXmDNU56ckz0GDEQuYu/clnWd41N+j8ASrT4u5Y9zB0MGDB7n44ovJyclJ7CArKCggPz9/SneT2Ww2Vq9ezcaNG5OOb9y4kbVr12a87ve//z2f+tSn+N3vfsfFF188ZeMTQkzMQCjCjmZVuLXFPZjxvOGzQRIMHft+8vQ+LrjjOXrSVIv2dakZnIAjfff3olxbxselTjsHjNgOtJ79SefleVVwFMxfcNTjFnPLuJfJPv7xjwNw3333UVZWNq3rsRs2bOCKK67g1FNPZc2aNfz85z+nsbGR6667DlBLXC0tLfz6178GVCB05ZVXctddd3HmmWcmZpWysrLSlgcQQsycrY1uIrH1kJa+EYKhvgH+3fwoa0xvc2vv16ZreOIo/XVbK/s7/bx8oIf3rUjePh90q13JRk76GZwjZ4aSlsly7WyOB0PDZ4b0KMUDKjgyV66Y6PDFHDHuYGj79u1s3ryZE044YSrGM6JLL72Unp4ebrvtNtra2li2bBmPP/448+bNA6CtrS2p5tDPfvYzIpEIn/3sZ/nsZz+bOP7JT36S+++/f7qHL4QYwWsHe9HQqdfaaXHXZMwHbOrx813LX8jVAtT7NxGKvFvVgBHHpP5gBEg/i2f41C+oFlf6/mFFw5bFjnxc6rTToMeWyXobIBoBs4VQ1wEcRoCAYWXJSRIMibEZdzB02mmn0dTUNCPBEMD111/P9ddfn/a5IwOcZ599duoHJISYFG8c7OV686PcZP0jG0LX4R18J65sa8p5ka595GqqW/kCWmlxDyZ1OxfHFl8sGDoy2X0wFMUe7AEL5BSlL4xYONIyWZ6DNgoJYseuB8F9GIoW0LTrNRYA+7V5nFSWP6nvRRy/xh0M3XvvvVx33XW0tLSwbNkyrNbkf6xOPvnkSRucEGJuCEV0tjT2crv5OQDOMW+n2T2AKzt1ObvA/Xbi+wVaK029AxIMTZND3f1sberjAyuqMJlGT5EwDCMxM9TUlxwMHe7tp1TrAyCrIH2fr8Jhy2Q2i4ncYTWDSvLsGJg4rFWw2DiklsqKFuBuUPXt+vJOkG31YszGHQx1dXVx4MABPv3pTyeOaZqWmNKORqOTOkAhxPFvR4ub2mgTdRZVVfpE7TCH+gY5qTI5GBoIRagP7U38y7XQ1MJOSaKeNl97ZAcvH+ihzOlg7YL0Sc/DBcJ6Ylv8kctkB7v6KdFUwjy56XOGsmxmsqxmBsPRlNpT5U4HAHsjFSw2H1Lb63k35i4VLJsrl4/vzYk5bdzB0Gc+8xlWrVrF73//+2lPoBZCHJ9eO9jLu0ybEo/na2281uMGknNJmnoHWWY6mHi8UGvln7GCfGLqHepWP+t2T2BM5/tjs0IAre4AkaiOxazyu/Z3+lmCWz2Zm7k8SmGOjRb3YMrOsjKnncVluRzoGdpeH9UNKgb2gQbli08b47sS4iiCocOHD/Poo4+ycOHCqRiPEGIOeuNgL/9hHgqGLJpOqH0nsCTpvKZuH2u1Q4nHTm0AT3czcOL0DHQOMwyDrtj2eO9geEzXDA+GorpBmydATWE2APu7/MNmhsYQDB2RTK1pGh9aVc2uJ4eCob0HD7FUU93q5514+pjGKAQcRZ2h888/nzfffHMqxiKEmIOiusHhQwdYaWrAQKMvR9WGsXXvTDnX2/w22VqQgOZgIEdVhjf17J3W8c5V7oFwovK3NxAZ5WylP5h83vClsuaOrkQi/GjBEKTWHAL4wMpKDqKCoWjXXg69/RoAHZZKzFlSMFeM3bhnht73vvdx4403smPHDpYvX56SQP3+979/0gYnhDj+7WrzsibyOliB6tPwZC2lYN8B8r17Us7V2tQvYp25SygsLIH+JnK8B6Z5xHNTp29YA+ujmBkCFQydFfSjW7LwdbeAGXRrNiZ7bsZ7xIOh4lx7ynOV+VkU154E7WAe7MY4+IJ63fwljNyXQIhk4w6G4gUOb7vttpTnJIFaCDFerx/s5V2mzQBoS96DJZwH+6AysD/lXGffDgD6C5dRUVEIhzdSHWnCMxBOuw1fTJ6u4cFQYGzB0JEzQ67df4THvwMWB7/Q1MyNNsKsEMBZC4v5+442zpxfmPb5i05dRNvfCqnQejmx72kAHDVSX0iMz7iDIV3Xp2IcQog5akdDE58wvaUenHAxLr8XnoOFxiECoQgO29A/U+X9u9U3lauwlmYBse31fem34YvJ0+kbSpr2Do5tmezImaH57X8HwBQJMM+k7qcVjdwy46Orq/nAykqs5vRZHRctK+etRyuo0HqpQ/UkK10kydNifCZUtjUQGNuOAiGEyMTV8hw2Lcqgsx5KFpNbvYywYcalDdDRNDQ7ZETDzI80AJA3/zQoUYVfF5papUfZNOg8ipmheDBkMWlYiVA/oLa9P3Hyj/hM6Ev8ofQLcPEdo94nUyAEkOewEi5IDqislVLvTozPuIOhaDTKd77zHaqqqsjNzaWhQf3j9I1vfINf/vKXkz5AIcTxyzAMVg++AkBo4bsB0KwOmszVAPgOb02c23f4LbK0ED4ji9K6k6B4EQDlWh/tnR3TPPK5ZyLLZAtLc1muNWAnCFmFPBM9maf1U2hb9HEomDfhsZXPH6opFLA4wVU94XuKuWXcwdD3vvc97r//fn7wgx9gsw1l9y9fvpx77713UgcnhDi++YMRVmkqUdq+5MLE8fYsVbpDb9uROOZteB2Afab52KwWcLjwW1Xhv2Db7uka8pw1fGbIM+YEapVDurTCyRkm9WcUrlnDvi41k7ewNHPi9HjMX7Iy8X2w6ESQ+ndinMYdDP3617/m5z//OR//+Mcxm82J4yeffDK7d8s/SEKIset0+6mgBwBH+VBNIY9LLYE5enYljukt2wBoyR46r9+plkfMvcO6losp0ekdf85QfGaozOngbKv6fOguOpX9nX5g8oIhS+lQr0xn3apJuaeYW8YdDLW0tKQtuKjrOuHw2H5bEEIIAG/HIcyaQQhrUq2ZcPFJABT4hrbXZ3dvV9cUnJQ4ZhQvBiDXJ9vrp1q84CKALxBGj/fZGIE/Vo8oz2ZwSmwGcLN2Et5ABJPG5PWUc9WARbXn0MqlDYcYv3EHQyeddBIvvPBCyvE//elPrFolEbkQYuwGu1RrjS5zGZiG/jmyVqkE2KJwKwT9MOimyK+KK0bLVybOc1QuBaAseJjoGD6cxdHr8g4FQ7oB/aHRZ4f8sXNqg/vJMgbxGNk80qJ2/dUWZuOwmke6fOxMJqg5A0wWmLd2cu4p5pQxb63/zGc+w1133cW3vvUtrrjiClpaWtB1nYcffpg9e/bw61//mscee2wqxyqEOM5EelQw5LZXUjXseGl5NZ1GPqWaGxpfgWe+h9UI0WwU46xcnDgvr1rNEtXTSrs3QFV+1jSOfu4YDEXxxZa8NA0MQ1WhznOMXNspvkxW61OJ8G/oJ/BSg+pUP1lLZAmXPwgDPZI8LY7KmGeGfvWrXzE4OMj73vc+HnzwQR5//HE0TeOb3/wmu3bt4m9/+xvvete7pnKsQojjjNnTCMBATvIHWFV+Nrv0WgCMP14JrVvpw8nVoS9RUzT0IWqOba+fp3XQ1Nk3TaOee+I1hhxWE0WxitBjqUIdD4bK3VsAeE1fSiCsatUtmOxgyJolgZA4amOeGTKMoSnoCy+8kAsvvHCEs4UQYnQOfzMA0bzkD7HSPDt/pY5z2Y4WHsDILuJj7pvYbdRSG2v0CUBeOQNaNtkM4G7eDYsrp3P4c0Z8W31Jnh2r2US3PzSmYMgXiGBCp7BbVRh/TV+aeG5hySQHQ0JMwLhyhjTZriiEmER5AVUxWCusSzpuMmkczlKd6MOOIn654Mfs1mspybNTPLxhp6bRnaWujXQc47tZm16H75TA67+Y6ZGMW3xbfWmeA2dsaWwszVr7QxGWaI1Yw150ay5vG3WJ5yZ9mUyICRhXO47FixePGhD19vZOaEBCiLmjKNwGgK24PuW5Q0Xn8vnDfkoXncsv31CzEN/5wLKUf4N8ufUwsBO7Z2p3lB3u6ecfb7XziTPnkWsfdycj2PUoREPw1p/h9GvGdo2vHTZ+E9Z8DipmrqpyfFv9h/WNrPQ+w8e5bozLZFEuMMXKI9SeAbssKvsaCYbEsWVc/0ffeuutuFzS/0cIMQnCgxQZKs8ntzy1XEdlYQ4PHVwLO9SH7uVn1PLuZeWpt8mrhU5w9LdO6XD/v3/s5h9vtePKsvKx02vHf4OuWJmA9rdA15N2z2X08o9h+4OgR+Cj943/NSdJlz+IhQgf6v0F2VEf7zO/gmfwjFGv8wcjiWKLprqzqGrLorF3gHKnY9TkayGm07iCocsuu4zS0tKpGosQYg4J9RzGBviMLIqLUzuXVw7bGbaoNJdvXHxi2vtosXYOzmDblIwzbkujCtw6vEfZkzEeDIV84D4MhamzYSkOv6z+2zOzdZQ6vUHOMr1NdtQHwBmmXewfpSVHKKITiuissscKYtaupWaPRmPvgMwKiWPOmHOGJF9ICDGZvG2qCWszJeTn2FKerylQwZDNYuLHl68iy5a+Jo29WAVDReH2KRqpCoA6YnV23ANHUVw2NADuxqHH7TsynxsX9EPbm+r73oNqP/sM6fQFeY/ptcTjM0y78I7yc+gPRiiljzLNjaGZoOJkagtVkUUJhsSx5qh2kwkhxEQNdqomz13mcpam+WXr3cvKeX5fN+89uYIl5c6M98kpVS05SvWusS8/jdObTe7E92PJlUnRsw8Y9m9o+w448f0ZT9d1A1Pz62Co3l4EPTDYB9mF43/tSdDr7We9eVPicYnmxeHdD5yU8Rp/MMLJJvVnrJUsAVsOV5w5D/dAiE+ceRTLjEJMoTEHQ7quT+U4hBBzTDRRcLEi7fN5Dis//tjoVe3zy2uJGCZsWoTBvhayimomdZwA25s9ie/dRxEMhdp3kzT31fFWxnN/8vQ+fvpcAxtXvkDST6b34IwFQ/O8myjQ/ESyiul11FLat4VK9xbgAxmv6Q9FWG5Sf8ZUqj/HEyud3POJ1dMwYiHGZ/J/hRJCiDHQYgUX+7OqRjlzZLlZDjpQQYKnrWHC40rnzWZ34vuxdmyPe6vFw5+eeAqAA7oKb/S27RnP//uOdvzBCH27nk1+ondq3ttoIlGddeEXAQgtvpi+MtXuor5/64jX9QcjLNdiY66UVk3i2CbBkBBiRsQLLoadE1sy0TSNTrNKwB7oPDjhcR3JMAx2tAybGRoIjfnaf+3q4EN3v0TBwCEAnredA4DJ2wwDqWVIorpBQ5cfG2EWBGN1k2rUrq3Bjv1c+5tN/PqVQ0f3Ro7w120tfOr/Xqe5b2DE83q8/aw3qSUy+8kfZrDqTACWBraPmMfkGwyzPLZMRsXKSRmzEFNFgiEhxIxIFFyM7QabiD6rmnGJ9B6e8L2S6FGa2juTkqbHMzP0wGuNhKMGK+wqufvEMy6gSS8BYKDpzZTzW/oGCUZ0lmsN2LUwHlM+LFRtjra+uZl/vt3Bz56bnBmie184yLN7urjh91uJRDOnQQzsfZYCzU8vTsx1Z0PVqQQNC4VG34i73KLuFko0L1FMUL5sUsYsxFSRYEgIMf0CXrKjXiB9wcXx8mepNhzxpbdJ89sPU/HLUzhF20uZ0w6oYGisG0o8g2EsRKiIqsDv1FPP5LBtPgBbX38h5fz9XWrr+vlZaqfdy+FFHEbVVrJ6VaDnHWVL+1i1eQYB2NLo5q5/7ct4nm3PowC8al8LZgt5eXlsM2J1oQ6/mPE6e5daCmyx1qu+YUIcwyQYEkJMP7f6YO8x8igsmHhScChXBUM2X/OE75Wg63DoJawRP7+w/TcfrFVb68NRg4FQdEy38AXCzNM6MBkRsOZgzq+hcP6pAPQ2bGbwiPvs7/QD8A6HCoZe15fw422q7UWd1gGoXVq6PrHdvcFIlG7/0HLfT57Zz6sNPakn6jpFzRsBeNt1HgBOh5VXYz3GjEMvZXyN3B5VPqA5+4QJjVWI6SDBkBBi+vWpYKjJKKE0zz7h2+kulXeUPTiJVagHekBXszBFmo/Ptd1MqVnN3Ix1R5l3MMJCrUU9KF4EmsbiFWsAmB89yB/eSJ7J2tfhx4TOwqDabfaGsYQn21Rj2hLNQzYBDEPt1JqIDo8K7OwWE/+2uhrDgBsf3JaaD+VtwRHqI2yY6S05HQBnliXRcNU4+ELGvKECz9vqtXKXpn1eiGOJBENCiGmn9x0CoNkoodQ58WDIUqjyjlyh9skrTuhTgZXHyKFJLyGv/zC/sN6BnRCeMRZe9AXCLNRiAVrJEjXWStVjbJHWzG9fSl6e2t/lZ6nWiD3aD7Y85p14Ol5ycaOKFC4wd8buO7FgqDW2RFbhcnDrB05ifnEObZ4A975wRAJ6r8oJajRKKXapgol2i5md5hMIGWZM/jboS5O0bhiU+HaqWzgz1yIS4lghwZAQYtoFu9QHaLNRSlHOxIOhrOJaooaGzQiBv3PC9wPAq4KYRqOE6/kqhsPFCvbwAfNLuAdH31EWier0h6IsNMVmhkoWq//m12LYndi0KNa+A7S4VWBiGAb7O/2cPqyx6dfeu5wPrKzEWqwKSy62dQNqqWwi2j0BPm9+mMcGPkH2n6/ktrodOPGzp8OXfGIsQfqQUU7JsBk8myOXNw01JtItlbkbyY54CBlmBgpkmUwc+yQYEkJMu2jvIQB6rOXYLBP/Z6jImUt7rNYQnqYJ3w9IBEPtRhHZVSehnfJJAJZqjWOaGYoHLEPLZLGgQNPQypcDcKJ2iDcOqi32Xb4ggUCAD5hj/cjmraUqP4u7LltFTvkiABZYugA14zQRre4BrrA8Ra7hhz1/5+y3vs4m+79T274x+cRYbaNDRnnScqYzy8pmPRbctaXuiqNtGwB7jBqysrInNFYhpoMEQ0KIaafF+nQNZFdPyv2Kc200G2rLejw5e8ISwVABK2ryVc4PMF9rG9P2el8ggoY+bJls2AxJPBgyHea1WDC0v9PPNy2/ZqXpANidsOyjQ+cXqh1o9SaVRO2d4DJZqHM/pZqbiGaFc75MyFWPTYtyWv+zyTvlYjNDB41ySvIcicNOh4UmI9a029uS+gKtqiDjDn0+OfZx9QMXYkbMumDo7rvvpr6+HofDwerVq3nhhdTtqcM999xzrF69GofDwfz58/npT386TSMVQqRlGNj9avYmlDc5rTOK8+w0G8UAhHsmKRjytQHQbhRycrULitR28vla25gSqD2DYaq0HrK0EJisUDCshECZqrtzhmkXuxvUkqG25VdcYXkKHQ0+/AsYXn8p1uG+2lD1iiaaM5Tf9QYAPfnL4fxb4KIfALDQaKS3f2gJ0OgdWiY7cmao1SiKvdE0O/hiwdB2Q4IhMTvMqmDowQcf5Atf+AK33HILW7duZd26dVx00UU0NqavLXLw4EHe8573sG7dOrZu3crXvvY1brjhBv785z9P88iFEAkNz2KJDhI2zJA/OcFQnt1Ch6ZmhoLdk1OFWk/MDBWyvMoFRWpmqErrxuf3j3q9LzBsJ1nRQjAPCwqqVH+u5aZD/M53FYE/XsVpu/4TgBeqr4UT3p18s9jMUIXeFrv3xJbJanwqWBmoUNWtbZVqpqpOa6e5q0+dpEchlujeaJQlJbo7HVbaMgVDhgGt2wA1M5QnwZCYBWZVMHTHHXdw1VVXcfXVV7N06VLuvPNOampquOeee9Ke/9Of/pTa2lruvPNOli5dytVXX81nPvMZfvjDH2Z8jWAwiNfrTfoSQkxMIBzl+0/s5vU9jfC3GwD4XfR8ilyZu9GPh6ZpeGyq1lC0b3IKL4b71Ie821JETUE25BQTNOdi0gysnkOjXu8NhIeCoXjydFzZifDR+9hvmk+WFsKx8yEsRoS/R0+na+XnUm8Wm1UqjHRhIzzhmaElsa37Wt1Z6kBeOT4tD4um09cYayLraUaLhggaFiwFNdgt5sT1zizL0MzQYC+EhrX08LVDwE0UE3uNapkZErPCrAmGQqEQmzdvZv369UnH169fz8svv5z2mldeeSXl/AsvvJBNmzYRDqf/zer222/H5XIlvmpqJr8DthBzzS+eb+CeZw+w93dfBncjvZYyfhC5LGmH0kQN5KiGr+ZJSqA2xZbJckrmYTJpoGl4c+oAyPaN3hIjaWaoOM2OqmUf4VfLf80lwW/wVsE7eUpbw03h61hYlpd6bm4pWHMwoVOtdU1oZijQfZgqOokYJlyLYsGQptGRpXaHRVpjwVBsiazJKGV+mSvpHk6HFS/ZBE2x5OjheUOx2aR2igljIcduRohj3awJhrq7u4lGo5SVlSUdLysro729Pe017e3tac+PRCJ0d3envebmm2/G4/EkvpqaJmlnihBzVH8wwn0vHWS1tofLeQKAH+d8jn6yJqXgYlw0TwVDjv6WidcaCvqwRtRSWFFFXeLwoFMtV7n6R89L8g6GmafFtvnH8o2OdPr8Il43lnJ98PNcPfh5BnCwsDQ39URNS+QN1Wod+CcwM+Tf+zwAO6knP79g6LhLzV5Ze2Jb+4clTy84YkzOLCug0WeNJVF7mnmtoYdOb2DY0pp6LldmhsQsMGuCoThN05IeG4aRcmy089Mdj7Pb7TidzqQvIcTR+91rjQwM9PPfjnsxaQYPRc/h/zrULMRkBkOaqxrd0LDoAVU9eiK8sdwcI4v51eWJw5ECFQwVBUZfivMFIlRqsV+6MuRGnV6vygE09qplpgqXI3PwEAuG6rSOCS2TRQ+qukC7bMuT/h3US1Sl6HxfrBDksG31C0uSgyFXlhWAbpPK09q/fw+X/vxVvvTQ9kQwdDCqnpNgSMwGsyYYKi4uxmw2p8wCdXZ2psz+xJWXl6c932KxUFRUNGVjFUIogXCUn7/QwPWWR6kzWgjai/lO+BOJ50udjhGuHp8CZx4dxGY6Jrq93jeUPH1ixdCylRbbXl8WHr0Hmm8wSIUWC8pc6UsIlDkdzCsaqsOTdlYoLpY3NE/rGNfWen8wktSVPrvtNQCa8lYmnZdVrSpjVwZjCejDCi4uOmLpzulQwVAH6t/RtkYVQG093IcRq0jdaKh/lyVnSMwGsyYYstlsrF69mo0bk4uCbdy4kbVr16a9Zs2aNSnnP/nkk5x66qlYrdYpG6sQQvnjpiac/gb+3aI6n9vf/0Pec/pQr6rJzBkqGba9HvfEkqj7u9T17UYBi4cFAtZSFQzV6Glq6xzB8Hdg06LomCCvIuN5p9cNNapdUDJCMBTbUTZP6xhzzlBDl58z//Nf3PAHtXsMfxd5fjXj4y5ZnXRu0fyVAJTQS9jfQ7RHNYs9ZJSxoCQn6VxnlgpwWmJJ1MEe9fPyBSOEu9X9G41SLCYN+yQU1RRiqs2qv6UbNmzg3nvv5b777mPXrl3ceOONNDY2ct111wEq3+fKK69MnH/ddddx+PBhNmzYwK5du7jvvvv45S9/yZe+9KWZegtCzBmhiM7Pnj3A96z3YSMCC98FJ36Qb773JM5fUsolp1ZP6hJKca6dlkQwNLFcv+62QwD4bKXkOYZ+ccquUInQ+ZqfsC993mGcvV/NLg06SsGc+Zev+FIZjDIzVDg0MzTWZbIH32jCH4zw5NsdDIai0Kg2m+zSa8gvTJ5RLy4sShSu7N2/GVOsmW5/zryknwEMzQw1RdTY7QPDZuBj1cUbjVJy7JYR0xiEOFbMqvnLSy+9lJ6eHm677Tba2tpYtmwZjz/+OPPmqeJkbW1tSTWH6uvrefzxx7nxxhv53//9XyorK/nRj37ERz7ykZl6C0LMGY++2cqZvic507YLw5KFdvEPQdPIspm571OnTfrrFefaeCNRhbqRYCTKZx/YQk1hNt963/iahQ50q2DKOGJGx5nnpMUookrrYaB1F64T1mW8h2NABUOB7EpyMp4FZ9QPLdkvGjEYUjNDNVon/YHAKO8AorrBX7apGayIbrC1sY+1h1Uw9Lq+hHJX8hKlyaTRaK2nOtJFZPc/0IwIQcNKXmldyr2dsZyhhnABaFCBCgwdBLEFVMuQRqNUagyJWWPW/U29/vrruf7669M+d//996ccO/fcc9myZcsUj0oIcaTtexv4mvUBALR3fAUK6qb09VQV6lgw1LWbp3Z28tQutZvri+tPGNcslO5RQYS9MDnXx2I20UglVfQQ7NgLIwRDuQE1WxLOrRzxtWoKszilNp8W9yAnVbkyn+iswjBZselhsgOjNKP1tfNqu5kObzBx6LWDvayNNVV9XV/KR/JT87V6sheA93Vch9Wuv8NGKQvKUjeROB3qZ3kg5AI7sdwogxpNBUIRmxNvIJcKCYbELDGrlsmEELPHitY/UKT58OQtgjVpCglOsuJcOy/pagbIOPwST78x1EB0T7sv02Vp2QZVD7CCsnkpz7VZ1BZ+vXvfiPfID6lgyHCNXKtM0zR+///O5Lmbzhs5YDOZibrUeIpDLck9xIbb8RD89wlk/e06TOgUZKtZnNy3fgsdO4hi4nX9BMqdWSmXBgqXqHMH1azWIaM87dJdfNksXoU6Rwtybo2VWk393Pqz1XuWGkNitpBgSAgxJYoH1G6kviWXjZgzM1mcDgsdpgre0BejGTrFBx9NPLe7feyV5CNRnfywmuGoqJmf8nynvRYAc+/+Ee9TGFGzN1r+6M1o7RYzDusYAod4jzLaCYT19Oc0vgLAKd6n+IH153zlwsWsM23n0+4fA/Cj8IfoooDKNDNDWlnycuLBDMGQzWIiy2omiI1uQ80cXbHUTG2srpIvSwWMspNMzBYSDAkhJp2uGxRH1MxIbnn6goOTTdM0SvLsPBJVS1cfNA01cd7VNvZg6FCnhyLU+eXVqcGQO1vNztg9mXugGYZBqaECKmth7ZhfezTmojHsKOsbKivwUfPzXHr429xjuwuLptNY/X7uin6YLKs5UStoOGf1EkLGUFCWaWYIhnaUtRkqiXptaSARDLWbVW2mPIcEQ2J2kGBICDHpuvxBqlEfjPmV0xMMgUqifix6BiHDwlJTI+8v7wVgd9vYl8kOHT6ASTMIY8GUW5Ly/ECump3J6W9UzUzTCEZ0KlA1hhxFqUttR0sbtr0+Y62hWFmB30XOw0BD2/kIuQzyqr6UW7VrAY0KlyPtLq+aYhcHjKrE425bFUU5trQvEw+mWmM7+LIH2lhsU4nUOwdVgJRjk2BIzA4SDAkhJl1bezsuTVVVthTWTdvrFufa8ZLLv/RVAHylYhsAu9t96PrYWnR0NKs6OX5rMZhS/4mM5FURNKyY9VDGekY+r5sCTbXzyCqpG+e7GEEsGKrLNDNkGBixMf00+n6633kHoOHOrufa0I08e0DNeFWkWSIDqCnMZrcxlONkKlqYcWt8fHt9omGrt4U6k5oNe61P1WaSZTIxW0gwJISYdO42lU/jMbnAPsJ28UlWnKuKOD4SPRuAyqbHcJhVFeYW9+CY7uHtUMFEOKc87fOuHAeHYtWV41WajzTQpZaqvGRjyhphh9h4DetP5htMEwz1d6FFBtENjdKq+ZSs+wzc+DYtlz2Jh1yisYAwXfI0qNYZjZY6AAKGlaKKzLNazqwjgiF3E6VRtTS6IzYzJK04xGwhwZAQYtIFOmNVjm0jbyufbMV5aknnGX0VIasLzd/ORwpUYDbWvKFQn9pWb86vSvt8fpaVBiNWf6gn/Y6ycK8Khjq11GW2CcmvRcdEjhYk5O1IfT6WL9RGIReeHMtVclWxpLokKTBJlzwd1+M8EYB9RhXzSzP3Zoxvr++zxJq1tmzGaoSIGKZEgCQzQ2K2kGDoGOAdDPHf//Vt7nngwczbZY9DT77dztnff5rXD/bO9FDEJDNizToHc0bfSTWZ4jNDVpsdbfmHAfgY/yQfH7vGkDfkGQyTFVBBRm5J+i3xriwrBxPBUPodZXqfKtrYEw8UJovFTq9ZBVharJHqcMFuldTdbJRw3pKh1zabNFbPG+pQf2TBxeH6ytby9fCn+Ur4/41YETs+M+Qqr4tdqF671SgiEithlysJ1GKWkGDoGPD260/zxf7/4eq9/84rj/zvTA9n2vx1WyvNfYM8+ubofZ7ENOnvgf6R20yMhc2nggHdNXk7qcZizYIiLCaNT66tw7rqcgCW+V9ii/06PvDGx+Glu2CEXzj2d/op11Rwbi9IHwzlZ1uHlsliQd+RNK9q5Oq2pm8iPRE9djVjZfakvnZjwy41LGtFSj+x4W0/Kl3pl8lA5Q39Nvoudhp1IwZDq+cVoGmwatmy5DEYQ0FYrtQZErOEhO3HgMChNwCwalHWbr+Frmw/JRd+BY7znj4Hu/uB8e30EVMoGoGfngXRMGzYCZajb6IaL9pnKa6frNGNyZJyJ7u+824sptj/Oxd8m/5NvyfHvYe64B7Y+E2oORNqz0h7/aHufmpiwRDO9M1VXVm2RLFBPOkDeYtPHffZ0+cdTYTHUQ0DW3B4D6c819eiZqocJXUpic9nDAuGRpoZqi3MBiDLah4xaPrAyiredWIZ2RYNnjaDoXbWdVoqIJbOJLvJxGwhM0PHAGv3WwA0xX6jKnn1diL//PpMDmnKGYZBuOcgt1h+S1t765xaHjxm+drU10B3Uq2a8TIMg+JwGwA5ZQsma3RjZjWbVCCgaXD2jQSufoEzAj/hFV3lwtD0WsZrD/X0U048GEqfM+TKsibtoEon0aQ1K3O3+qPlz1GzbdkDyc1oDcNI/LmVzTsh5brl1S6Kc23kOSzUxAKedE6qVAnfK2pcmEwj/0KWbbOAyQzOodywwZyhGTVJoBazhQRDx4DifpWE2X7GLdxh+iQAlld/knHb7tEyDIO/bG1hf6d/Uu97NLp8Qa7S/8w1lsf5VPTPNPeNbaePmEKe5qHv3UcfDHkHwlSitlgXVS2a6KgmrCjXjp5XwbPRFepA8+sZzz3Y5adM61MP8tIHMvnZ1qGZoaAXAqmJ2TkBFQyGcic/ZyqYp3Z45Q8mB0N7O/wUR1W+04JFJ6ZcZ7eYefjfz+Ivnz1rxCBlebWLP167hh99bNXYBzUscNSGlVKQnCExW0gwNMP8A4PUR1XQs2jFWlZf9g126uofu76GyW0w+8qBHr7w4DZufnj7pN73aBzs7mexSX34rjHtHFeFYDE1Aj1DAdBAx8itJkbS3naYLC2EjoajePIKDk7EkvI8tuixwKzpjYx5Q73dbdi1WDHDEYKhARx4jNjsypGzQ3qU3KAqOBnJm/zddJH8OgAKg8mv+8zudqo0le9ly7A8WVuUzYKS0UsdnF5fSGle5qW0FK6hYChnWMVx2U0mZgsJhmbY4b1vYtfC9JNFfsVCzl1cQqtDFVbrOjC5wdAbh9RvvO3ewKTeF0APBTiw6Sleb+jm9YO9bD7cSyiSoXcScKjbz3xN/fZ8onaYg03NGc8VY9fiHiQQTl8VeTSdTUMBUE/zyE1IR+JuVffpMRWDJX314ul2YoWTHUY9UczgbwdPU8o5hmHg7FVL1uHcqoxjz7KasZq1oaWyI/OGfO2YiRIxTJgz5B1NSEEdALm6FwbdicPbdu7GrkXQNTNMQRA2ItfQDFhJzdASnSyTidlCgqEZFp/9abYvSFS7DcU6R0fb3p7U19re7AbAl6mM/wRsevC7LHjsI7xy35e45Gev8JF7XuErf848A9XR3kK+phKoTZqBceilSR/TXHOou59133+aa3+z+aiu93UeSnwf6krdtj1W8RpDfbYpCASO0pKKPALYOWSJ9RprfiPlnG5/iLOi6rhp8bsy3kvTtOQk6iNnhmLLje0Ukpt19EnomWTnuug08tWD2HZ2byBMb4sKYPW8SjBPcxDijAVDdhd11UOzRBIMidlCgqEZZrSpgMGfvzRxLKv6ZACc3r2T9zqGwZvNHvVagcikJyzbOrYBcJXlnyx2qRmht1s9Gc8Pte9Jelzck/rhJMZnR4sH3YA3Y0HveOnuodkSqy915mTM94kVHJzuGkMjWVKuige+FokldDel/n071O3nnWb1y4l5yXtGvF9S3lBKMKR+di1GcaIWz2TKtVs4HN++Hqs19MLebipjjWGns/1JQqxNCMULqcjP4hNn1nLlmnmyTCZmDQmGZpjTsxsAU8XJiWMVi1cDUBZpRg9NTmJxmydAtz8IQEQ3CIQzL2EdDdeg+kDIZYDfrlK1Trr9oYznm/vUUkrUpD4sTgq+yUBo8mes5pJ4uwn3QJj+4Ph/ltkDrYnvC0OtI9bjGYnNH68xlL5Oz0xYUJKL1azxakgFQ9teeZLl3/onmw8PFfzsa9hMpdZLULND/Tkj3i9pR9mRy2TDgqGp6Nqe57By2Iht2e9VM0PP7umkJtYxnvwZyNNacB5ccCu854domsZ3P7ic2z6wbPTrhDhGSDA0g/SoTk1QBQWFC05JHF8wfyF9Ri4WdNoOvDkpr7X9iNmCtE0ej5ZhUBJtSzws2nEvNsL09ocIR1ODLl03cParf8QHF6jfwJeaGtl/aHJ3z801LcN25I21D1dcb3+IEr0r8TiXATo7249qHLmxwNhaNL01hkZis5h414llbDFUEvWJ2iFCwQEe2ToUyGQdfBKAhrzTwZq5vg6olhztRqxuj/eIfLfYMlmrUUSeY/JnhvIcFg7r8Zkh9f/R9mYP1bHkaQpmIBgymeHsL0DVKaOeKsSxSIKhGdTWcohCzUfEMFG5aGgbq9VipsWmPkg69k1OEnV8iSzOO4l5QwFvN7moD189pwxzfwcftqgcoN7+1Nmhdm+AeYaahchauI5mi/rH27P72Ukb01w0PABqGWepgrcbmnBq6ho/qnJxw76dRzWOorAKorJnoMbQSP738lN49JbL0bOLsWlRTtIOJbWCqe16DoCuqneOei9XtpVWMswMxZYbW43iRP+uyeQcNjOk9zYQieoc7O4fNjM0vVW/hTgeSDA0gzr2qryFZnM1Vkdy6fz+fLUjI9gyOdvgp3JmqKdZ5Ta1G4Voaz8HwHWWx9DQ6fIFU84/1N2f2ElmLllMe+FpAFibJIl6IoYHQM3jnBlqPKj+DPtNTrqz6gDoatw97jEMBkKUGWqGoqh65msMDadpGoW5dkw1qvr0KaZ97O3wq4Dd28q84F50Q0M7Yf2o93JlWWlLzAy1JC0pGknLZFOQM+RIzhlq6hskFNWpMcVmhmZimUyIWU6CoRkUaNoGQG/u4pTnrJVqvT2rb0/Kc+Ol6wbbYzNDNrP6I5/MHWW+VrWLpdNSjnbqp8Hhoo5W1ps2J/KUhjvc5aY2/lts8SIitWsBqOzbNGljmmsMw5jQzFB3rI3DYE4leqyOTX9n+h1lum7wwGuH2dOe2kals6UBqxYlbJhxZmh0OuNqVPB9TpZaYnrjUC/GnicA2GYsoKpq9GAif/husvAADMYKNep6omBli1E0JTlDZpNGl1Xt2DL52znYorbyV8aXyWRmSIhxk2BoBtl71Nb5cGlqomHJQpVEXRk8SCRN3s14HOrpxxeIYLeYOKlK7arxH0WCbSahbvWh6XVUgT0PTrsagI+bn0qbRO1p2YtF0wmasiGvgsITzwegNnIIw9+Vcr4YnXcwkvRnOp6cIcMwGOxSH+Dm/BpyytTOILP7cNpdh6809HDLI2/x5TSlE9zxwNhcijbd27vHqvp0AFZoaqxvHOwluPPvADytrx6xVUVchctBEBu9Rh4A0fhSWW8DWqifgGGlxVyFwzo1jUqjjnwO6qoJbP7mH1NOL2Z0MFkzFosUQmQmwdAMKom14cipTS17XxXLISrV+mg4PLHE4vis0ImVTgqyVSG5SU2gjv0mHMiNzQQsuRhQSdHpZoYinWpJxpdbB5pGXe089ujq2t6dz0zeuKZBjz9IY8/ATA+DZnfyGFr6xj6mdm8AZ0i1ccgrq6eoWi3RlkXbaepNDaqaetW9327xpBR4HDwGawylqFwJmhlXuIsKetjVcAjb4ecBeCtvLVbz6P8svn9lJecvKU3sKPvBH/9Fc98AtG0DYJcxjxzHOCo4j1Oew8r3Ip8AYEXjrznPrF6X/JpEvTIhxNjJ/zUzpN/nplpXeTMVJ5ya8rzJkUeHWX2gtOyZ2PJRvO7Miur8xLT9ZC6TOWJbqY1YZVyK1bJfiebB15c602P3qA9MvUCV7bdZTOx2qL5RA3ufnbRxTSXDMPj9642s+8EzXHDHc2kTxadTfFksvgw6npmhN5s8iSUWS0ENlqI6AGq0zrQ1i4aXaNh5RBsV4xisMZTClgPlajb2JfsNPND7MUx6iCa9BEqWjnKx4rCa+eUnTyW/vA4Af+dhPv1/b2C0bgPgLb1uSpKn4/IcFp7SV9NRcT5motxieUA9IflCQhwVCYZmSPOeTZg0gy4KKCpL/8Hhdqqgor9pYtvr4zNDJ1e7EsHQZO4mcwXUEoG9OFZ4zZ6H366m8C29yW0dorpB4eAhdVr5UNl+d4laFrR2zHzftNF0+gJc9atN3PzwDgZCUUJRPTFbMlPiwc/KmnwAOn3BEduhDLe92U2l1qMeuKoT7R6qtG52NPWknD986XN7kzvpOatPzWJGncf4h/KS9wGq+jlACAu/iL6HuuLR+3bFaZpG9TyVJF5t7mVfp5/Bw6r69w6jnrwpKLgYF0/MfmPpVxg0bGRpsT8TyRcS4qhIMDRDPAe3AdDqWJjxHFPZSQBYe8a/qycuEtUTlaBXlNlYOfgqFfRM3jJZNEJRVCVDOyuH3ku/U22rzvEdSDq91T1IHWpbfV710G/huRXqQ8UxrPDfsWggFOFD//syT+/uxGY2sdjey3KtAffgJC47HoVW9yAaOteYH+Na2z+op5X2Mc4ObW/2DAuGasBZia5ZsGlRmhoPppzfNWzpc/vwkg3hABX9quCmpbjuqN/LtDjnS/CFHdy66GGWBu5jceBX/Dp6IfXFOaNfO5xT9QA7OdcPGJg7VTD/ll4/5TNDADv8Ln4U+fDQEzNRY0iI44AEQzMk6OshYFjxF5yY8ZzC+SsBKBs8cNTNN/d2+CmNtHGr/XfM/82pfHTPl7jDes+kLZNF3U1Y0AkYVkorhn4rjRSq4KawP/nD9FDP0LZ6U8nQLrqSahVI5Ud7IDz5jWQny+52Hy3uQZwOC09e5uSvppt42PYtAn1to188hVrcg1xkep13tfyEm02/4Wn7lyi9/0x44b9HvM4wDN5u7qGcWL0dVzWYzETy1G6l/vb9RPXkJOrh5RISy2i6TvTha6mKNuM1sslfet6kvbcpoWmQX8uSxYsYxAFoANSNNxiKNSidb1c7JO0RP1HNyj6jGucUbKuPiwdaWxvd3Bt9D4dMsXy90pOm7DWFOJ5JMDRD1n3mdiJfbWHpJbdmPKewXiVRL9aa2dXqPqrX6d78CM/YNvBJ7TG0gPotfrmpAf8kzWTEdw81U0qZa2gXjqlULYGVh5KTv9tamynQ/OpB4VBRvtKySvqNWFNLz7Hbwb4vlht0Rr6Xuic+SZYxiFWLovcemtFxtfQN8kGzqtPUZS4jaFhw+BvhX7eBL3Ml6UM9AzgC3Vg0HcNkhVy1vGmNLXmWRts50OVPumZ4UnxDd7+aZfzXtzHv+gshw8zXbF9hQf38yX6LU+L0+qKkx/VF450ZUkFjsd7Nck0F/p3ZCwljmZJt9XHxBqjbW9yEsfCTmjvg334Fiy+cstcU4ngmwdAMys2yU1hQkPF5rWgBIc1GthakpWHXUb1GdtPzmDWDtqzFcOkDGGjkagFMg51HO+wkvjYVDHWYyzGbtMTxrAo141VrNCWVBuhvVUt+Hls52IaCp6qCbJqNEgAGu1OXZo4VfQNhivHwXf83oX8oOTziT82tmU6+vk7eYdoGwG/n/4BVwZ/js8UK8/UdznhdQ5c/kTytOSsTO5G02HJLjdbJ3o7kekLdsZkhi0nDMKDzmXvgpbsA+Er4/+E88Z1omsZsUFeUTUmeCsKtZo3K/HHuAHOpYMjqb+PsXBXEvxZUszRTGQzFc4biPQbLKmvhpA+qGS8hxLhJMHQsM5npcqi2HJG2t47qFrZY0LOv+kOw9L0EslWOg3NgcvqAhbrUzjCfoyrpeF6Nmq6vppte97C8km4VPA3kJfetynNY6TCpYMjblpxndCxx+wf5pe2/KIu0Qn4t7dlqqU/vn7lgKBCOcnrgJWxalGjJSVjKT2IAB52W2PZ2T+YO9O6BMFXD84XiYknUNVoX7Z6hZctgJJpIvj+9vpBqrZO619Xs5r3Wj/GIvo7zTiidvDc3xTRN4/R6VUm6pjAbyxi21SfJqwQ0iAY5z7wDgFcH1XLxVC6THRloLSwde+K3ECKVBEPHuIFYIrLWe3QBQnZIzV6YnOqDMeSqA6AwMDlLUZpbBVWBvORqw+bcEtzkYtIMfC1Ds1pZ3lhV4+LUVg2eWG2awa5DkzK2qWDr2sEKU4MqGPmJR/DmxoK6eAXiGdDiHuQDppcBMJ38b1QVqCajrUaxOsGdOfDtGwgNVS52DdvVGNuiXat10jYsGOqJ7SSzmjXWLSrhc+a/YDYiDFSfzXd978VmNrF2QfLS07HurAXq57S03Dn+iy02yFXBX/mgCvTf0uuA6ZkZiltYkjdlryXEXCDB0LGuSOVeZPsPHdXlzrD6oLO6VKChF6j7lYQmJxiK1xiKzyQkaBotZhUghdpVMBSMRCkOqCWb3KrUei6BHDW7pPcdu93rTT71c+vNWQDFCzGy1KyCJThzwVBXSwNnmNTPWFv+UaryVTDUEIkFJSMEQ+6BcPK2+rjEzFAnbZ6hXWnx5OmiHDunuzx8xPwCAE+VXQVonDG/kBz7MVp5OoNLT6vh//vwcr528dhqDKVwDs2Khg0zew319945pVvrk3/GC0rHmeskhEgiwdAxLqtcLcMc1UyOrlOgqw/prCL1D7ZWpGaaKqItGS8bj/xgvMZQfcpznY469U2X6q92sMvHMpPKB8qtSt1FZ8SWaay+zMs6M83mV7vGQtmqa7gWC4asQfdMDQn77r9g0gz22JdDfk1iZmjPYL46YaRlssEMM0OxYKhMc9PdN7TMGU+eLs6zsfzgvVi1KM9Hl3NPg1rifMcsWiKLM5s0Lju9NhFEjptrKBhqtc8nhAqCpqJJa1zesICzKj+LbNvsCkCFONZIMHSMy69ZAkC10Ur/ePuJDfZiRV2TGwuGrCVqeWoe7QQjR7ddPyHgIU9XFYhdlan1kjw5ahbK7lZNQHt2vUC51ke/lo1We2bK+dZYbZq8wLFbaygroNpWRHJV7pUlV82+OMKTMzMUPoo+dJVNjwGwq0TtJCp3OjCbNA7r8ZmhzMFQX6acoawCola19GIaFkzFg6Gl9l5sbz0IwJ2Rj7ArVon6/CWzLxiasOEzQ6UnDx2epmUyyRcSYuJmTTDU19fHFVdcgcvlwuVyccUVV+B2uzOeHw6H+cpXvsLy5cvJycmhsrKSK6+8ktbWY/eDNp3c2MxQmeamuXN8TUxDbjVr0204KXKqDzZH7H7ztI4Jb683+g4l7l9eUpLy/GC+moXK86k8odx9fwFgl+scsKbu2sktVec7Iz0Qmdn2FpnkxXp4mfLVLIo1T+WbZEe9Ga8Zq+f3dnHSN//Jb17NvPsrRdceyvr3EDbM9My7CACL2US505HYnYenCdI0XAXwDITTzwxpGnosb6h4YH9iR2C8+vRHBx4EPcKunNPZYqi/U3VF2eMvWng8GBYMlSw+PfH9lM4MDQu0JBgSYuJmTTB0+eWXs23bNp544gmeeOIJtm3bxhVXXJHx/IGBAbZs2cI3vvENtmzZwsMPP8zevXt5//vfP42jngRZBXg1ldjZ2zi+StT+bhUMdRoFOLPUP57mwjqihka2FmSgZ2J5Q/3tKshpMkqpTLPEoBepD8mCQBOEA8zvfAqAjtr3pr1fSXkVg4YNEwZ4j81aQwVhFZBaClTgYHeqgCNXn3gwtHFnB6GozsadHWO/aNejADynn0xxyVBz1Mp8B22xJqKEB2Ag/W63QL8blxZrJeJK3hFoWXg+AO83vURnLFeoyxekWuvkVM8TABw48bOJ82fjEtmkGPZzcy04jY+urmZVbf6U5vFIMCTE5JoVwdCuXbt44oknuPfee1mzZg1r1qzhF7/4BY899hh79uxJe43L5WLjxo1ccsklnHDCCZx55pn8+Mc/ZvPmzTQ2Zk4oDQaDeL3epK+Z1m1XH7wDbXvHdd1gLNjpMxcO1X2x2GjT1IdWuHP/hMbla1fXd5rLcFjNKc87iuYxYNixEIEtvyYv6qbHyCN7SfrqxFUF2bTEdkCFe8YxOzJNDMOg1FDBUFaxmjXJKVDBkAv/UVcJj4svNR3o9I9y5jCxxqCv6CdRXTAUkFblZxHCSr9N/TyffPkNrrzvdTxHzAY6+lUOVMTmAnvyjiRt1eUAnGfaRleH+rvU5Q9ylfkfmI0ozD+PimXnJs4/by4ukQE4YzNqJguUnsQP/20Fj1x/FnZL6v8Tk0WWyYSYXLMiGHrllVdwuVycccYZiWNnnnkmLpeLl19+ecz38Xg8aJpGfn5+xnNuv/32xFKcy+WipqYm47nTZSA31m9onNvrI261JOi1FCcdbzOrfBe9Z2LBUKhbzQx5s9I3mi1xZnHAULMVxot3APCP6OksKCtMe35xro1Wjt1aQ77BAKWo3KDcElVLJtulxluAD8/A0S/tGYbB7nZV3LDFPTjm/DCjTTXxfduooyp/eBFLFRj1WFRF6b88+yrP7+3imd3JxTbjTXajzjR/hqVLOWBZhFWLYt75CAADnh4uMT+rnj/rBk6qdFLudFDpcnBGffo/1+NexQqoPg1OvSrt8u9UsFlM1BVlk+ewsKRcttULMVGzIhhqb2+ntDT1t87S0lLa2zO3GhguEAjw1a9+lcsvvxynM3M9kZtvvhmPx5P4amqa+Z1N8e3wNu+h8V3nU7/1D9iT83m6bOqDz9TXMKFxmdxq9iaYmz5gLM61s9+I7WKLjeUfnJ34oD6Spmm4Y7WGBrrGX4X64S3NPLd3fHlV4+HrasGsGYQNM44CFVBq2bEEai2MZwKziM19g/iHBUANXf2jXzTQixZLbt6r1VEaq6QMJAKjxqgKhCtQP5fhrTRCEZ3aqJol1UpOSPsSWwtVHlJZw8MAnOn+GzlakP78xTD/PBxWM//4j3X8/YZ1aWcH5wSrA65+Ct7zg2l92b9+9mz+9cVzpzQ3SYi5YkaDoW9/+9tomjbi16ZNmwDSlvc3DGNMZf/D4TCXXXYZuq5z9913j3iu3W7H6XQmfc00W6naAZY/OL7AzOxXgWIoqyzpeI9DBS92z8TaXuTEax8dWWMopjjPxn59KJ+i3Sigr3h1UtuOIw3mqCAj2ju+ZbKdrV42/PFNPv+7LRgZkoUnqr9LjalHKwBT7IPflksYlb/R3zeOXJ8jxJfI4vZ1+jKcOUy7qnjcqJeQ6yrGNOznGg84d/Srv7/VsSTp4R3n3YMhFpnU8pelPH2Dz+bq9xAyzJT4dkHbdj4QVDvX/KuuTbR+KMixUZBjG328YlK5sq2U5k3PTJQQx7sZLU7xuc99jssuu2zEc+rq6ti+fTsdHakfNF1dXZSVlaW5akg4HOaSSy7h4MGDPP3008dEcDNermq1vb480jLmABCGWnHouck/I292LfRBtn8o4OjtD9HUO8CKmvyxDSo8SH5QLcNZytIXqyvMtnGAysTjx6JnsqBs5J9/1FkDHrD4xpdA/cwe9V69gQj9oWiikeVkCvWpYLTHUkp5/KCm4TM5KdR7CXi7j/re8SWyuP1jyRtq3w7El8iSZ9vij+M5WKe4fNAD3b6hpTzPQJgTNPWeTBn+DPOLynlGX8WF5k0Yf76acnroMlzYVl46tjcmhBCzwIwGQ8XFxRQXF4963po1a/B4PLz++uucfrrauvraa6/h8XhYu3ZtxuvigdC+fft45plnKCqaXW0C4ornqQ+qEs1DV3c3JWm2saeTFYwtGeVVJB0fjOUg5Q02g66DycSXH9rOU7s6+M1Vp7Nu0Rju370XEwa9Ri5FZelzhixmE132OoiVznk0upYLRkn2tBTWQRPkDI6vBMLTw3Jhev2hKQmG9D4VoHmtyUu2/WYVDAV9EwmG1MxQVX4WLe7BsQVDbbFgSK9LWXqsys9C06A5FgzVmtVusuEzQ33+ACu02M+5NH0wVJGfxcPRdVxo3oTWrTYr/Da6nv/Ik6RdIcTxY1bkDC1dupR3v/vdXHPNNbz66qu8+uqrXHPNNbz3ve/lhBOGch2WLFnCI4+oRM9IJMJHP/pRNm3axAMPPEA0GqW9vZ329nZCoWOzhk0m1ux8enEB0NU4xu71epTcsPoAtOUnB0NhZw1hw4xFD4JXJdDuaHED8Ic3xrYUF4612NhnVLOkIvNsz0BuHRujq3k0uobtxvxRd77klKpK1q5wF0THVgeprz/E1sahoofd/cERzj56Jp/6WfU7ypOOBy3qz0b3H30wtKtNzQxdttQCGOzvGt/M0Op5BUlPZdnMfOu9J/KOM04FIDcWXMY7zgOEuvZj18IEsUN+XdqXqHA5eFpfhRuVpBswrDyRdVHSkpwQQsx2syIYAnjggQdYvnw569evZ/369Zx88sn85je/STpnz549eDyqdUBzczOPPvoozc3NrFy5koqKisTXeHagHSviSc++1vSlBFL0d2NGRzc0HAXJwVCuw0FTvCBf7wFCET1RR+apnR14A6MHIT2H1Adxo6kmaUv3kYqc2VwT/iI3hD8PaKMGQ0Xl1QQNKyb0RKA2muf3dWExwvyf9fvcavm/RDPRyWbrVzlYwezkYChkywdAH+g9qvsOhCIc6vHzLcuv+PzW9/ET649o6vETioxQjTo0gNGtSi28rdfxjhNSZ/M+dVY9n7poHQDWsI88BpISqLUuVbeqzVYLpvT/FFS4sghj4c+RswF4KHoOlrw5uoVeCHHcmjUNbQoLC/ntb3874jnDE2fr6uqmLJF2JviyayD0NtGuMW6HjyVPd+OiMC876ak8h4VDRjnzaYeeA7S5TksUKA5GdJ7Y0c4lp41cUiDUthOAQMHiEXOYinOHEmvNJo26opEL0VUV5NBsFLNAa0Pva8SUITl7uGf3dHGmaSfnmd9ENzQe8viAkXPJjkZWQO2Ii+ZVJh2POArAA9rg0QVDe9u9fMd8H5+w/AuA95pfw2vcy+Huc1iUqZN65040Q6fLcFJYVkOFK0NAasuBrEIY7KVK62Zffw66bmAyadh6VWDdlTWfugxjK8qxYTVr/CByKZUnruU722tYM2zXmhBCHA9mzczQXBfJV9vrrWPdAeZTwVCHkU/hETt9ch1WDhmx2Y3eBlr6BpOef3jr6MnLWe59ADgqUxuuDlecO/TBOa8wG5tl5L9y5S4Hrag8F3/H6Fv/o7rBc3u7WGdSO6tMmkFonDvRxiovqPKSNGdypeZ453pzwD3+m+o6uRu/xCcs/0JHg1M/QxQTl1ueQXvmu5mva9sGwE69jvOWjhL45auaSFVaF1HdwB0rvJjrVX+G7pwFGS81mTTKXQ6C2HgotIYgtqQ/UyGEOB5IMDRLWEpUI1TnQObq2cPpXjWL0WEUpARDeQ4LB+PBUM8BWtwqGIovYUUOvkzonnOg6fX0Nw8HKAypHJSy+StHHEfxsFmEsVTKtZpN9FrU2PrHEAxtb3bT2x/iHZYdQwdjPdMmVSSEM6pmfqyFybNm8VpD1tBRNGt98hYWNv2ZqKHxt/nfgvf+D3+u2ADAwj0/g9d+lvYyvW0oX+i80dpg5KvxLrKr8cWXygr8qrDlQP7iES+vcKpZp+0taglagiEhxPFGgqFZIrdSfWCVhseWRxPsG+pLVpCdGgwNzQwNBUOn1RVwRl0B37D+FlvHm/DaT9Pee6BtN2Z0+oxclizKPKsAyR+cY20b0J+tlqEiY5jheWZPFyX0sYihxG+bbwoKZfraMGEQNCxkFyTnDMU712eF3eO7Z8Nz8Kqqe3Vj+LNEl/0bAD0nXM4Pwpeoc/51GwRTaw4NNm5Vt7DM55Ta/JFfx6VmhuZbVTDX5QtCNExxUP2cwkXpCy7GVeQ7hq4jeelTCCGOBxIMzRIl89RyVAFeAr7Rc1NCsWCoz1yUsjTldFiHZob6DtHR4wbUduz/V9/JCpOakTEaX0t775a9WwA4bKqh1Jk5eRqSPzjHGgxF82IVssfQrPXZPZ2JJbK4rP6xBYzj4lUzYR1GAYW5yYXubHkqGBpX5/qgHx79HAAP8i4e1deyJJYftLA0l7ujH6DJVA0hP2x/MPnaaBh7j0p+zq1bjcU8yv/GsZmhWpPa7dbtD0LPASxE8BsOrIW1I15e7kp+vyWSMySEOM5IMDRLFBYU0mXkA9B9eOeo5xve9K04QM0MtRrFtBuFEA2xsuUBACrzszin56HEeZq3Gdypsyy+prcA8ObNH3UcRzMzZC5UdZCyB0YOarp8QbY3e1hnVsFQOLaryxWc/GDI8KjArI0i8rOT2x84jqZz/cZvgruRSF41twUuw2Ia2mmn/qvxm7DqGs8b97Gv3cvmw7FluO69WIwQPiOLZctWjv5asZyhCmJVqH1B6FR/h/YZ1RTkjBzcVB6RnF0iy2RCiOOMBEOzhKZptFtU4q6nZffo5/tVxe5gVmo+Sa7dgo6J/wx/DIAPeH9HJd3MN3dj3fd3QCVeA9CUOjtkjhXf00rSF+obrsypZhVMGiwoGVswlFWiag05Qx2gZ+4E/2pDDxo677C8DYDnhI8CUBwZW7+68QjHqk+3GkUpOVjZ+SqB2Wn40PUx7GBseBY2/RKAN0/5Hv1ksbA0NzGDV1OQhc1s4g/hs9HNDuh8m2/+73185J6X2fDgNjr2qFyuXUYt554whl1zLjUzFP+5dPtDENtWv0evTgnujnTkzFCxzAwJIY4zEgzNIp5s9aEW6Rx9e71tUAVD0ezUD8t4Y8dH9bWEq8/EQYivWR9gwaHfgaHTVbqWv0fPVCc3vppyfcGAWkbLn3fyqOMoybNz80VL+M4Hl5EzxqrQheW1RAwTZnTwd2Y8r9MXZKnWSIHhBmsOxHJuyvWOsQUl4xDsUcFQp1ZM1hENSXMLVMDp1Abx9Q+mXJvEMNAfUwnS7mWf5B/9Khds6bDClRazifriHLzk0lqtGqX+GxsBeHhrC/946p9qLNmLx7ZkFVsmy4m4cRBUy2TDZ4ayR84BOnJmSBKohRDHGwmGZpEBl/rgdHWkBihJohEcQVV9WssrT3naZjFht5gAjX2rv0nU0Hiv+TVyt98PQPa6z7PZUEm1oYPJBSr7PF6qdLUEN2/pKWMa97XnLuDjZ8wb07kAVYW5dJEPgOHN3JbDPRAayheqX4ezWs1UFWp+vJ6j2Nk1At0z1IrjyLpKttwCdEMd847SrNXftgdT7wGChoWzNp3DvS+qUglLyvOSzosvmd3SfAYAF5tf4/8uqedjrre4RHsaAEvN6rEN3pEPdhVsVWnddPuD6J1qZmivUY1rHDNDZpNGfpZ0SRdCHF8kGJpF9KXvA6DOvxXcI2yx7+9CwyBimLC50m+7js8ObQ1V8+voegC0aBCKFpFz0rsJVaoecJbuXRDwJK47sPtNzJqBjxycxel7kk1UdUGWymcCPJ2Zd5S5B8KsM6kt5iw4H1uOi75Y2whv2xiLU46RyaeCsn5HmmUpkxmfpopJDni6Mt7DMAz++leVk7XdWIg120l+tpX5xTm8e1ly0LogFgw911/DDr0OO2HOe/Mm/jN4O9lakM2WlZz0rk+NbfCallgqe4/pNdxeH1qv2la/nxryRpmxK8qxYYslaRfl2KQVhxDiuCPB0Cxy2ooVvKKrXWW+N36X+USfmrnpIp+C3PS7vZwO9QG4u83H/0Q+isek+mtx5r+DycSqk5ZwWC9VbTGa30hc192wTd07q159yE4Bh9WM16oKL/a2Hcp4nt/v5TRTrD3JApVs3GFSwUqgc/QaReNh7Vc/02B2RdrnfSY18xIYIRh6aHMzjtZXAKhedQHbvrmebd9cz9NfegfzjqjMvSiRbK5xuP4y9e3hF9EwYPWnWX3zU9SUJvcjG9GyDwHwRetD3Oy+Fc3Q8RjZhBypM11HMpk0ylxqaUx2kgkhjkcSDM0iRbl2NjnVLI6+7Q+Qqd3ICNWn4/JiwdCedh9ecvhl7Q9g/ffglE8CcN4JpWwy1LJc5NArievCHWp5JVQ4cqG+iQrnqKBjoDvzDFiFeyt2LcJAVjkUqaKUvTZ1XaT30OQNJhJMLDtG86rSnjJgVsFkps71DV1+vvXo25xhUj+/ipPfOeJLnlZXSJbVzKrafN516WchuwjQ4ML/hPf+D5jHuVS17kt4z/k2UUPjDONNAPYYNeRn+PtxpHi7D8kXEkIcjyQYmmUsyz5IwLDi6j8IrVvTnxSbGepMU306LjcWDO1qV9vB9YpVsPZzYFbHl5Tnsde2TN1u30uAWubJ9agWDtlVyybnDWVgcsUKL7oz5wzFE7l9xasSs1Q+h7pOc09iS45Yw9iAYU3UFDpSwKqCoWiazvWRqM4Nf9hKQaidaq0bQzND9ekjvmS5y8EbX7+AP167Bnu2E67+F1z3Iqz57NHNyGkajnP+g0+Gv4rbULNQu/Ra8kdJno6riOUNSTAkhDgeSTA0y5y9bD4bdZU4G932h/QnJWaGMgdDeXY1s+ALRACoOqLzvKZpOBasBSCnaytEw/z+9SZqo2qmpmzBiom9kVFkF6vaOPHlqXTygrFkZddQ7tJgjsqNmdQq1B4VDLUaRRlr8sQ71xv9qQUx32718laLl3PsKpDUKleCffQyA7l2C9Z4QcXCeiifWABqs5jYYT+F94e+y/MVn+ankfdTMErydNziMpWLNb9k5Ea7QggxG0kwNMucVOnkKavKj9G3/wmiqunmtiY3bxyKfRD7Mvcli4svk8VV5qfmFp148mm4jRxseoDGna+y4+//S52mAi17xUmT8n4yKaqoU+MMZc7BKYio58z5Q8FQ1KmCodzBSSy8GJsZajcKM25DjzpU/k66zvUd3gAA52WpYIh5Z03e2MapONdGo1HGLywfo40iXFljmxn6zFn1/PyK1Xz6rLqpHaAQQswACYZmGZNJw77kAroNJ9ZgLxx4mu3Nbj56z8t87Oev0uIeJBqbyehgpGAoeUagKk0wdNaiUrbG8oZsD3+a200/xawZGIsvgjRb9idTRY2qbl1i9OAZCKU8H47qlBpqScpRNNROwlRYB4Ar2Jo5p2q8etX292ajhIKc9DMpic71QXfKc12xxqgnR1Tl7pkNhtTM1v5OP8CYZ4aybGbWn1ROtm1staKEEGI2kWBoFjp3SSV/i64BILzlAW74/VYiukFEN3jytTcxHX4RgANaLbkZtk0fOTOULhjKtVvoyF8FQLnRRRgL/rNvQbvsgSnbSZZ47WI1w5OlhTjYnJo35B4IU6GppOas4qEaRraiOnRDw2EEYKBncgYTq7i9z6jKODMU71xvC7lTL/eFKKGP8kgLoEHtmZMzrqMQrx7d5lGzVaNVnxZCiLlAgqFZ6OxFxfzZeAcA5t1/w9K7F0us9ot18y/RoiG26AtpyVqScdv08GCoKMdGls2c9jzr0osIG2b26lVsu/Ahci/4MpjSnzuprFmJ7eodTQdSnvb4+ynFDSQvkxW4cukgtuW8b5KSqLv2ArB/hGAo3rnekaZzfbc/yOnxEgDlyyArf3LGdRSO7Cs21gRqIYQ4nkkwNAu5sqzk1K7iiehpmND5suVBfn7lalyWEBcHHwfg55H3pnRXH254MHRk8vRw71h3LteU/Z7n3vkXTltz3uS9iTHot6uCkX0dqUFNf08zJs0gjAVyhprRFufaaTJij92HJj4IPQo9qoDjfqMy47KjLU/VRcqJelKe6/YHOcO0Sz2YwSUySK0TJDNDQgghwdCsdd6SUv4rcglRQ2O9eTPnZx/klootFGh+mijnSf1UCjPkt0ByzlC6JbK4olw7919/IdecO7V1hdKJ5qqaQYM9qTvDgj1qV1uPqRhMQ3+Ni3JsiWAoOhm1hvoOQTRIwLDSYpRkDB4crnjnel/Kc2pmKNZcd4aDoeLc5GButL5kQggxF0gwNEtdvLyCdmstz+e+Wx3Y+C3eO/AwAD8LX4SOicIM28DhiJmhEYKhmWTJVwUO0/Uni7pVkrjbWpJ0PD/bRouhZpRC3QcnPogutbzVYFRiNpsz5mBlx4Ihp+EDXU96LuTrZokpFtDNWzvxMU3AkXWCZGZICCEkGJq1agqz2fyNd3HONf8NFgc0vUp2fzN95PFQ9BwACkf4oEuaGRphmWwm5ZaoXWLZgQ4C4WjScyavapzqtyf3CjObNP7/9u48Osry3gP4953JZJLJMlknkyGrIEsIQRCN4YJQxBArWIqX24J3Wq2HYjWo0PZae7mF1nMu2IKAl1ItnuJp8RapGMy196RKExBqFojJJSgmZGPNQvaVJJN57h9v8sKQhYRss3w/5+R48r7P+87z/jBPfnneZ6nTyD1Ko9Iz1DN4uliY4KdzH3AMlm+AnICpJYEbLbabxAa3yPfo1EcBXkEjr9MI9E2G2DNERMRkyIF5aNRQ+00C4p9TjuUb/xk3IP/CG2rPUH9rDNkDXaA8MDoEdSi53mJzzq1FXkup3bPvXmHNOrlHSd04yGa2Q9UzePqCdRICBkkcvL280CLkMVott+xcf6OrG6EWOXGTgqePvD4jFHTbmKGhTq0nInJmTIacwYKXAe8QwMMPQd94QTkc4D3wL+9bdyq319dkkl5OaoxSnbIuTi+Pdnnxxy7vvslQR88q1NqWq/IA6JFQeoYmDfpKSZIkNEnyKs1tDdXK8evNHZgsya/53AzjP+7qdreOGXJXq+CpGYeZgUREdo7JkDPw9Aee+wfwQjZip05BdJC8ZUKo78CzyXw9NXBTSVBJ8is3u+Qj7zNmlOpRclsy5NMhJ0Oin41TJX0oOoUaKmFRVuO+K0LAUn0zGTLqB44nALT0LAXQ3nRzf7Kalg7cI8l1kIImPhnSuqnh29Mr6KfT3HHHeiIiV8DlZJ2FtzyAVwLw27Vz8dmF6/jGdMOAxT00auz8l9notgroPe30VYmvnAz5Sy24WGW7gKJfl9z7ovIP73NZoI8OV0UQoqUqeTbYLXuXDdWNrm68/T8n8VJXCyxChW6/aGxYcu+g17SpfQEr0NV0cwuRmpZOxKh6BoAHDX79eAny0aLphoWDp4mIerBnyAnFmHzx3KLJUKsG/6v/W/dNwqq5w08Uxo2HHt1q+RVew61rDXW1w9cqr+fjHhDR57IAL3dc7plRhvryu/roXZ8WIedMlnwL7SSkvrwEUwyDb65ar5WTN3XdhZvHGuoxqWelbNhBzxBwcxA1B08TEcmYDJH9kiRYfeQxQZaGq7B090xZ75lq3ya08Nb3nZ0V6O2Oi6Jnllnd3U2vP3mhBvdK8vT94HtmDzil/lb1+hgAgK6mQDlmuS4v2Niq1gO6gLuqy2jrXYXaz157BImIxhmTIbJrvWsNBVlrcbGuTT7YKM/OqhAB8O9nxlyglxaXRtAz1NVtRXF1C6b0JEND7tEJnS0Xbz6vbBLrVi8nQ/W6yAEvG2+9g6i54CIRkYzJENk1qWfcUKhUh9LrrQCAznp5AcNrIhD6fsa9BHm741Jvz1D98HuGympa0dltxTR1z+Dr4GlDus4nYjY6hRpe1magQX6tp2sqBQC0+dwz7HqMlX+aEgR3NxUSJgdOdFWIiOwCkyGybz3JUIhUj/KanmSoZyuOSgQqM6NuFeg9sp6h8xVNAIB71b0Dn4fWMxQV4o9CIQ/oFtfyAQD+bfLnW/wnD7seYyVxphFf/nIZVs7pOxOPiMgVMRki++Zzs2eorFZOhrrq5ddk9W6GfqeGB3i530yG2mqBG03D+sjzFc3QowV+1gb5wBCTofAAHc6JaABA+8VcAIChU+7FUhuG1rs0XjRq/ugTEfVii0j2zbd3raE6pWeod8xQk3v/Swf4erihU61DjZDX/Rlu79DXlU03xwv5hgHawWeR9fLQqHFZKyc9XVe+AKxWTOqW7+NhtK9kiIiIbmIyRPbNV55Ndmsy5NbSM5vMw9jvJZIkweDjccv0+uGNGzpf0YQpvWsDDXG8UK/mgFgAgMf1Atyouwyd1IEuoYafyT6m1RMRUV8OkwzV19fDbDZDr9dDr9fDbDajoaFhyNevX78ekiRh9+7dY1ZHGgO+8riWYDSgqrEVN7q6oW2TV5/u9DINeNnDU4Nx8S7GDdW1dqKqqQOzJHng83CTIZUxBp1CDW1XI9rOfwIAuIwQ+Hrb55YnRETkQMnQ2rVrkZ+fj7S0NKSlpSE/Px9ms3lI1x49ehTZ2dkwmQb+5Ul2yisYQlJDLQkEowGXKqrhbmkGAHT7DPzvuWruJGXckKVm6D1DX1+tx7+5HcK/uv1dPhD2wLCqGx7sj6KeQdSar44AAC6rw7jtBRGRHXOIZOj8+fNIS0vDO++8g4SEBCQkJGD//v34+OOPUVhYOOi1V69eRXJyMt577z1oNFxkzuGo1JB6eoceU+eg6koJAKBJ6KDz8RvwsnmR/mj2lJOSuquD/z+iuNGIsE+exfNuqfL3//QyELNyWNWNDvJCgVUeRO1dIa9gXaPtu2UIERHZD4dIhjIzM6HX6xEfH68ce+ihh6DX6/H5558PeJ3VaoXZbMZPf/pTzJw5c0if1dHRgaamJpsvmmDxPwQA/Lvbe/A5fwiAvMaQ/x12kZ88Vf43F3XlQ/ucQ08houYkbggN/nfqa8CjvwRUw/sRiQ7yUmaUSZAXXmzURQ/rHkRENL4cIhmqrKyEwdB35pDBYEBlZeWA173++utwc3PDiy++OOTP2rZtmzIuSa/XIzycf9VPuIRkfBX8TbhJVtx3+U8A5NWn9XdYQTlh3jwAQEBXFa43tg7+GQ2XgfKT6IYKqzu3QBW3+q6qGh6gw5ewXWCxXc9kiIjInk1oMrR161ZIkjTo15kzZwCg3zEXQogBx2Lk5uZiz549ePfdd4c1XuPVV19FY2Oj8nX58uW7ezgaPZKE4vj/xBnrzRlZ10TQoD1DABAZORmd0EAjdeP46bzBP+PC3wAAeeJeFIh7MCPU966qqlGr0Kqfii6hVo51+9vHbvVERNS/O+8+OYaSk5Px3e9+d9AyUVFROHv2LKqqqvqcu379OkJCQvq97uTJk6iurkZExM1dzbu7u/HjH/8Yu3fvRnl5eb/XabVaaLV997uiiRUR4o9nOzfiY4//QChqcFEY8LDnHfbWUqnQ5hUO99ZSnD2bh9VLFwxctkie+fV3yxzo3NUI99fddV1NQf4oagnDTOkiaoUPvP37Xw+JiIjsw4QmQ0FBQQgK6rvr+O0SEhLQ2NiInJwcPPjggwCA7OxsNDY2Yv78+f1eYzabsXTpUptjy5Ytg9lsxjPPPDPyytO4ig70Qi30WN2xGau1WTjUvQRP3KFnCAB0IZOB0lJYasvkzVcNtgsoHsq5hABtNx4t+wwSgHTrfZg2yQcq1d3P/ooO8kJBaTRmqi6iRJgQ5MPkmojInjnEmKEZM2YgKSkJ69atQ1ZWFrKysrBu3TosX74c06bdXAdm+vTpSElJAQAEBgYiNjbW5kuj0cBoNNpcQ45Br9PAX6fBFWHArhtPoAle8BtCMuQeLO8JFilVI+1chc25ryub8LMPC/Df778HydKOBo0BhSL8rl+R9YoK1CHdOgcAkGmdiWBvJkNERPbMIZIhAHjvvfcwa9YsJCYmIjExEXFxcfjTn/5kU6awsBCNjY0TVEMaa1FBXjbf+99hALVcKAoAEC5VIbuszuZUZkktAOAbqnwAwMftswBImGH0GXE9P7E+gEUdb+C/LCsR7DOEehIR0YSZ0NdkwxEQEICDBw8OWkYIMej5gcYJkWOIDvRC3qUGAIBGLUHnrh78AkBJhiKlanxxsR6WbivcejYpPV1eB0BguWcB0AVkWO8DAEwfYc9QdE/SdlHI24UEsWeIiMiuOUwyRHRrz5Cfzn1oswT95WntkaoqtN6w4KuKJsSF+UEIgZyyOkyRriKwqxJCrcXshU8guE2FuRH+I6rnJD9PuKkkWKwCGrUEvScX+yQismdMhshh2CRDQ00w/CMBAD5ohx9akFNWh7gwP5TWtKKmpROrNf8HAJCiF+LFx+4blXq6qVWICNChtKYVgV5absVBRGTnHGbMEFF04M1kaEjjhQBA4wn4hAIAIqRqZdxQTs9/l3uelcvdu2z0KoqbiVsQxwsREdk99gyRw4gKurn2j34IM8kU/lFAcwV+6vY+ikvPwHpyDqJyc5Hifh4xnfJeZ5iaOLp17UncOJOMiMj+sWeIHIaPh0YZjHyn1adtGOMAAAvV5/AMPoLq71uR0PA/mKMqlvcPi16kDLQeLQ9EyeOOYkwjG4xNRERjjz1D5FCig3SoaemA31BfkwHAI78Awubhz8cy0VZXgfgQgRNV7ihEFLY/vwY64/RRr2dSrBEZP1mMiIC7X8maiIjGB5MhcijTjb44XV4Pk95j6BdpvYG4f0F19RzsOlYE7xo3tFgsmB3uB50pZkzqKUmSMsWeiIjsG5MhcigvLb0XsZN8sWK2adjXPhgdAABo6bAAAOJ7viciItfGZIgcSpC3Ft95IOLOBfsxJ8IPGrWErm55cc4Ho5gMERERB1CTC/HQqBEX5qd8Py9qZIsrEhGRc2AyRC6l91XZdKPP8AZhExGR02IyRC5l9f1hmBzshR8siJ7oqhARkZ3gmCFyKfcEe+PvP1480dUgIiI7wp4hIiIicmlMhoiIiMilMRkiIiIil8ZkiIiIiFwakyEiIiJyaUyGiIiIyKUxGSIiIiKXxmSIiIiIXBqTISIiInJpTIaIiIjIpTEZIiIiIpfGZIiIiIhcGpMhIiIicmlMhoiIiMiluU10BeydEAIA0NTUNME1ISIioqHq/b3d+3t8MEyG7qC5uRkAEB4ePsE1ISIiouFqbm6GXq8ftIwkhpIyuTCr1Ypr167Bx8cHkiSN6r2bmpoQHh6Oy5cvw9fXd1Tv7Qhc/fkBxgBgDADGAGAMAMYAGN0YCCHQ3NwMk8kElWrwUUHsGboDlUqFsLCwMf0MX19fl/0fH+DzA4wBwBgAjAHAGACMATB6MbhTj1AvDqAmIiIil8ZkiIiIiFwak6EJpNVqsWXLFmi12omuyoRw9ecHGAOAMQAYA4AxABgDYOJiwAHURERE5NLYM0REREQujckQERERuTQmQ0REROTSmAwRERGRS2MyNAKfffYZVqxYAZPJBEmScPToUZvzLS0tSE5ORlhYGDw9PTFjxgz87ne/sylTWVkJs9kMo9EILy8vzJ07Fx988IFNmfr6epjNZuj1euj1epjNZjQ0NIzx0w3NnWJQVVWFp59+GiaTCTqdDklJSbhw4YJNmY6ODmzYsAFBQUHw8vLCE088gStXrtiUceYY1NXVYcOGDZg2bRp0Oh0iIiLw4osvorGx0eY+zhyDWwkh8Nhjj/V7H1eIQWZmJpYsWQIvLy/4+flh8eLFaG9vV847ewwcuU3ctm0bHnjgAfj4+MBgMGDlypUoLCy0KSOEwNatW2EymeDp6YnFixfjyy+/tCnjyG3iaMRgItpEJkMj0NraitmzZ2Pv3r39nt+4cSPS0tJw8OBBnD9/Hhs3bsSGDRvw0UcfKWXMZjMKCwuRmpqKgoICrFq1Ct/5zneQl5enlFm7di3y8/ORlpaGtLQ05Ofnw2w2j/nzDcVgMRBCYOXKlSgtLcVHH32EvLw8REZGYunSpWhtbVXKvfzyy0hJScGhQ4dw6tQptLS0YPny5eju7lbKOHMMrl27hmvXrmHHjh0oKCjAu+++i7S0NDz77LM293LmGNxq9+7dA2594+wxyMzMRFJSEhITE5GTk4PTp08jOTnZZisBZ4+BI7eJJ06cwAsvvICsrCx8+umnsFgsSExMtHm+X//613jjjTewd+9enD59GkajEY8++qiyDybg2G3iaMRgQtpEQaMCgEhJSbE5NnPmTPGrX/3K5tjcuXPF5s2ble+9vLzEH//4R5syAQEB4p133hFCCPHVV18JACIrK0s5n5mZKQCIr7/+epSfYmRuj0FhYaEAIM6dO6ccs1gsIiAgQOzfv18IIURDQ4PQaDTi0KFDSpmrV68KlUol0tLShBDOH4P+HD58WLi7u4uuri4hhOvEID8/X4SFhYmKioo+93GFGMTHx9u0D7dzhRg4U5tYXV0tAIgTJ04IIYSwWq3CaDSK7du3K2Vu3Lgh9Hq9eOutt4QQztcm3k0M+jPWbSJ7hsbQggULkJqaiqtXr0IIgYyMDBQVFWHZsmU2Zd5//33U1dXBarXi0KFD6OjowOLFiwHIfynq9XrEx8cr1zz00EPQ6/X4/PPPx/uRhqWjowMA4OHhoRxTq9Vwd3fHqVOnAAC5ubno6upCYmKiUsZkMiE2NlZ5PmePQX8aGxvh6+sLNzd5+0BXiEFbWxvWrFmDvXv3wmg09rmPs8eguroa2dnZMBgMmD9/PkJCQrBo0SKbGDl7DADnahN7X+sEBAQAAMrKylBZWWnT3mm1WixatEipu7O1iXcTg4HuM5ZtIpOhMfTmm28iJiYGYWFhcHd3R1JSEvbt24cFCxYoZd5//31YLBYEBgZCq9Vi/fr1SElJweTJkwHI788NBkOfexsMBlRWVo7bs9yN6dOnIzIyEq+++irq6+vR2dmJ7du3o7KyEhUVFQDk53N3d4e/v7/NtSEhIcrzOXsMbldbW4vXXnsN69evV465Qgw2btyI+fPn41vf+la/93H2GJSWlgIAtm7dinXr1iEtLQ1z587FI488ooyrcfYYAM7TJgohsGnTJixYsACxsbEAoNQvJCTEpuzt7Z2ztIl3G4PbjUebyGRoDL355pvIyspCamoqcnNzsXPnTjz//PM4duyYUmbz5s2or6/HsWPHcObMGWzatAmrV69GQUGBUqa/8RNCiAHHVdgLjUaDI0eOoKioCAEBAdDpdDh+/Dgee+wxqNXqQa+9/flcJQZNTU14/PHHERMTgy1btticc+YYpKamIj09Hbt37x70Xs4cA6vVCgBYv349nnnmGcyZMwe7du3CtGnT8Ic//EG5lzPHAHCeNjE5ORlnz57Fn//85z7nbq/nUOruiG3iaMRgvNpEt2FfQUPS3t6On//850hJScHjjz8OAIiLi0N+fj527NiBpUuXoqSkBHv37sW5c+cwc+ZMAMDs2bNx8uRJ/Pa3v8Vbb70Fo9GIqqqqPve/fv16n8zaHt1///3Iz89HY2MjOjs7ERwcjPj4eMybNw8AYDQa0dnZifr6epu/hKqrqzF//nyljDPHoFdzczOSkpLg7e2NlJQUaDQa5ZyzxyA9PR0lJSXw8/Ozue7JJ5/EwoULcfz4caePQWhoKAAgJibG5roZM2bg0qVLAJz//wNnaRM3bNiA1NRUfPbZZwgLC1OO977+raysVP69Abm96627s7SJI4lBr/FsE9kzNEa6urrQ1dVlMwsEkN+R9/4F2NbWBgCDlklISEBjYyNycnKU89nZ2WhsbFR+MByBXq9HcHAwLly4gDNnziivQu6//35oNBp8+umnStmKigqcO3dOeT5njwEg//WTmJgId3d3pKam2oyrAJw/Bj/72c9w9uxZ5OfnK18AsGvXLhw4cACA88cgKioKJpOpzzTkoqIiREZGAnD+GDh6myiEQHJyMj788EOkp6cjOjra5nx0dDSMRqNNe9fZ2YkTJ04odXf0NnE0YgBMQJs47CHXpGhubhZ5eXkiLy9PABBvvPGGyMvLExcvXhRCCLFo0SIxc+ZMkZGRIUpLS8WBAweEh4eH2LdvnxBCiM7OTjFlyhSxcOFCkZ2dLYqLi8WOHTuEJEnir3/9q/I5SUlJIi4uTmRmZorMzEwxa9YssXz58gl55tvdKQaHDx8WGRkZoqSkRBw9elRERkaKVatW2dzjueeeE2FhYeLYsWPiiy++EEuWLBGzZ88WFotFKePMMWhqahLx8fFi1qxZori4WFRUVChfrhKD/qCfGZrOHoNdu3YJX19f8Ze//EVcuHBBbN68WXh4eIji4mKljDPHwNHbxB/96EdCr9eL48eP2/wct7W1KWW2b98u9Hq9+PDDD0VBQYFYs2aNCA0NFU1NTUoZR24TRyMGE9EmMhkagYyMDAGgz9f3v/99IYQQFRUV4umnnxYmk0l4eHiIadOmiZ07dwqr1arco6ioSKxatUoYDAah0+lEXFxcn2mltbW14qmnnhI+Pj7Cx8dHPPXUU6K+vn4cn3Rgd4rBnj17RFhYmNBoNCIiIkJs3rxZdHR02Nyjvb1dJCcni4CAAOHp6SmWL18uLl26ZFPGmWMw0PUARFlZmVLOmWPQn/6SIVeIwbZt20RYWJjQ6XQiISFBnDx50ua8s8fAkdvEgX6ODxw4oJSxWq1iy5Ytwmg0Cq1WKx5++GFRUFBgcx9HbhNHIwYT0SZKPZUnIiIickkcM0REREQujckQERERuTQmQ0REROTSmAwRERGRS2MyRERERC6NyRARERG5NCZDRERE5NKYDBEREZFLYzJERERELo3JEBE5PCEEli5dimXLlvU5t2/fPuj1emXndyKi2zEZIiKHJ0kSDhw4gOzsbLz99tvK8bKyMrzyyivYs2cPIiIiRvUzu7q6RvV+RDRxmAwRkVMIDw/Hnj178JOf/ARlZWUQQuDZZ5/FI488ggcffBDf/OY34e3tjZCQEJjNZtTU1CjXpqWlYcGCBfDz80NgYCCWL1+OkpIS5Xx5eTkkScLhw4exePFieHh44ODBgxPxmEQ0BrhRKxE5lZUrV6KhoQFPPvkkXnvtNZw+fRrz5s3DunXr8L3vfQ/t7e145ZVXYLFYkJ6eDgA4cuQIJEnCrFmz0Nrail/84hcoLy9Hfn4+VCoVysvLER0djaioKOzcuRNz5syBVquFyWSa4KclotHAZIiInEp1dTViY2NRW1uLDz74AHl5ecjOzsbf/vY3pcyVK1cQHh6OwsJCTJ06tc89rl+/DoPBgIKCAsTGxirJ0O7du/HSSy+N5+MQ0TjgazIicioGgwE//OEPMWPGDHz7299Gbm4uMjIy4O3trXxNnz4dAJRXYSUlJVi7di3uuece+Pr6Ijo6GgD6DLqeN2/e+D4MEY0Lt4muABHRaHNzc4Obm9y8Wa1WrFixAq+//nqfcqGhoQCAFStWIDw8HPv374fJZILVakVsbCw6Ozttynt5eY195Ylo3DEZIiKnNnfuXBw5cgRRUVFKgnSr2tpanD9/Hm+//TYWLlwIADh16tR4V5OIJhBfkxGRU3vhhRdQV1eHNWvWICcnB6Wlpfjkk0/wgx/8AN3d3fD390dgYCB+//vfo7i4GOnp6di0adNEV5uIxhGTISJyaiaTCf/4xz/Q3d2NZcuWITY2Fi+99BL0ej1UKhVUKhUOHTqE3NxcxMbGYuPGjfjNb34z0dUmonHE2WRERETk0tgzRERERC6NyRARERG5NCZDRERE5NKYDBEREZFLYzJERERELo3JEBEREbk0JkNERETk0pgMERERkUtjMkREREQujckQERERuTQmQ0REROTS/h+JIz3TqIyy2gAAAABJRU5ErkJggg==",
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