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    "# Example of integration with HyperSpy lazy signals\n",
    "\n",
    "This notebook shows the several ways in which LiberTEM can integrate with Dask and by extension HyperSpy [lazy signals](http://hyperspy.org/hyperspy-doc/current/user_guide/big_data.html). In particular:\n",
    "\n",
    "- how to apply a LiberTEM UDF to a HyperSpy lazy signal\n",
    "- how to create a HyperSpy lazy signal from a LiberTEM DataSet\n",
    "- how to create a HyperSpy lazy signal from a LiberTEM computation. \n",
    "\n",
    "This notebook requires the `hdbscan` extra and uses PyXem for scanning diffraction data support in HyperSpy.\n",
    "\n",
    "Please note that these features are rather new and not well-tested yet (added in version 0.9.0). Bug reports and improvements are much appreciated!"
   ]
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   "source": [
    "%matplotlib inline"
   ]
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   "source": [
    "import os\n",
    "import numpy as np\n",
    "import dask\n",
    "import hyperspy.api as hs\n",
    "import pyxem\n",
    "import matplotlib.pyplot as plt\n",
    "# NBVAL_IGNORE_OUTPUT"
   ]
  },
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   "source": [
    "from libertem.api import Context\n",
    "from libertem.udf.sumsigudf import SumSigUDF\n",
    "from libertem.contrib.daskadapter import make_dask_array\n",
    "from libertem_blobfinder.common import correlation, patterns\n",
    "from libertem_blobfinder.udf import refinement\n",
    "import libertem.analysis.fullmatch as fm"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31e1da0d",
   "metadata": {},
   "source": [
    "As always, we start with a LiberTEM Context object to act as interface to Dask. Here we use the `make_with` convenience method to create a `Context` which will integrate with any existing Dask scheduler, such as might have been instantiated by HyperSpy or other upstream computation."
   ]
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   "source": [
    "ctx = Context.make_with(\"dask-integration\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d8397c53",
   "metadata": {},
   "source": [
    "Alternatively, we could create and set a LiberTEM Dask scheduler as the default Dask scheduler using `ctx = Context.make_with(\"dask-make-default\")`.\n",
    "\n",
    "Unfortunately, the current BLO-file reader in HyperSpy is not fully compatible with the default distributed scheduler created by LiberTEM."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "liable-baseline",
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   "source": [
    "data_base_path = os.environ.get(\"TESTDATA_BASE_PATH\", \"/cachedata/users/clausen/libertem-test-data/\")\n",
    "path = os.path.join(data_base_path, \"default.blo\")"
   ]
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   "cell_type": "markdown",
   "id": "mobile-championship",
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   "source": [
    "## From HyperSpy to LiberTEM\n",
    "\n",
    "### Load data as HyperSpy lazy signal\n",
    "\n",
    "First we demonstrate the normal HyperSpy lazy signal workflow, where the `.data` backing the Signal is in fact a `dask.array.Array` which will be evaluated only when passed to `dask.compute()`. In the case of reading data from file, the data can remain on disk until required, rather than being loaded into memory at the beginning."
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    "# NBVAL_IGNORE_OUTPUT\n",
    "lazy_4d.data"
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      "[########################################] | 100% Completed | 101.72 ms\n"
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",
      "text/plain": [
       "<Figure size 640x432.757 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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331d6fdWqVTjggAOMx3GVff3II4/EzJkzsW7duiobXBWv/fvf/8YJJ5wQf72kpAQrV64MXGbDZMGCBVi6dCkmTpyIoUOHxl9/9913FZ+AiMgdhhSJLOTl5eGUU07Ba6+9htWrV8dfX7x4Md5+++2kbc8++2zk5eXhtttuq/S/tFgshs2bN+/xWBXbVti1axcmTJhQadvCwkJ8/PHH2LVrV/y1N954Iyn9RJCKjMpVNdhSrV+/Pp6PJtGuXbvw/vvvIzc3NzBx65FHHokmTZrg8ccfR0nCsl4vvPBCUogwHVWdo1gshoceekhVHhHJRXEMV5Swh4vI0m233Ya33noLvXr1wogRI1BSUoJHHnkEhx56aHwKMlDeCLr99ttx8803x9MfFBQUYMWKFXj11Vdx+eWXY8yYMYHHOfbYY9GoUSNcfPHFuPbaa5GTk4PnnnuuygfQZZddhr/+9a849dRTMXjwYCxfvhzPP/88CgsL9/h5unfvDqA8g/wpp5yCvLy8wLFYa9aswVFHHYV+/fqhf//+aNmyJTZs2ICXXnoJX375JUaNGoWmTZtWuW+tWrUwbtw4XHPNNejXrx8GDx6MlStX4plnnkFhYaGqp+3ggw+OZ4leu3Yt6tevj1deeUXdgCMicoU9XESWunTpgrfffhvNmjXDrbfeiqeeegq33XZb0lpdFW666Sa88soryM3NxW233YYxY8bg9ddfx8knn4wzzzzTeJwmTZrgjTfeQKtWrfC73/0O9957L0466STcfffdlbY95ZRTcN9992Hp0qUYNWoU5syZgzfeeKPK3Fapzj77bFxzzTV46623cNFFF+H8888P3Paggw7Cgw8+iBo1amDChAm44oorcMcdd6BOnTp4/PHHcf/99xuPNXLkSDz88MNYvXo1xowZg48++givv/46GjZsqMpKX7NmTfz973/HEUccgT/96U+47bbb0KFDBzz77LNpl0VE6WEPl1lOLJtrT0TVTllZGZo1a4azzz4bjz/+eKarQ0R7UFRUhAYNGuC7775LLxGo8lj77rsvtm3b5v1YrrGHi4gypri4uNL/WJ999lls2bLFuAQREVG24RguIsqYjz/+GKNHj8agQYPQpEkTzJ8/H08++SQOO+wwDBo0KNPVI6I0MC2EGRtcRJQx7du3R5s2bfDwww9jy5YtaNy4MYYOHYo777wzKaM8EVG2Y4OLiDKmffv2eP311zNdDSJygD1cZhzDRUREROQZe7iIiIjIGnu4zDLS4CorK8N3332HgoICZ8uIEBER7e1isRi2b9+OfffdF7m5DGJFSUYaXN999x3atGmT9n4uGmdBrWNT2Zp9JPunI/FYieVpzkmY/0OwvWbSz+r6nEjKMO1jOsdh/SfD9r7VHCesc1/VfpL9besqZTqO5vsX1r0V1vdNWp7rZ2fQMV2U7fq5avtd+vbbb0WJjl1iD5dZRpq/BQUFmTgsERHRXoG/Z6MnIz1cPnuqwizP5/9oqlrc2KY+iWVrehA0PYDa8hKF9T97Uy9EYre8be+Eieteg7B6cEyva3oApD1XQdfFdB5d9gCZuO75kJ4TyT2krY/mGaSpg8+eWdc9aT57W2zrmonhOuzhMmOAl4iIiMgzzlIkIiIia+zhMmMPFxEREZFnWdXDlc0t2wqmMReZ+nxBYwVcjBuQjvUxlZFu2a5pxpRoxk9Iy5OOV5Lsn8pneVKaMW+a+0w6Nk86lkYzk9i2bNtxcensYztrLqzxc5kqz1YUfzekiz1cZuzhIiIiIvIsq3q4iIiIKLqyuQfKNza4BGxDa6auYdup21HvZpd8vjDThPicpq4JD6V7TNNxtOUl0qTAsE3dkanEwLbnWBs+l1yzTIVzpXXQCCvha3X5hV8dP9Pejg0uIiIissYxXGYcw0VERETk2V7dw+Wza95nSNBlWCxMUa6DNDyUqYzPmgziPtf6lMxslXKxikFQedqZrbafw3S9NDMqg46jDWtruAxRul41wme4MixRqIMt9nCZsYeLiIiIyLO9uoeLiIiI3GAPl9le3eAKKyljWFyETzQhibDCbNJkkBo+7wVNHaRJEG3DeaY6mPhMgqlJNCsN02nKlh7T9bUIKltah3TLSi1P8513vci9hovPFwVRC3mSvb26wUVERERusIfLjGO4iIiIiDxjg4uIiIjIs0iGFKMcuw6rPpqFTMMcU6Thc5q6JlWGy0WS0ykv3WP6PE5qeT7vLZ/XyPU5sZWp54SkDtrzbbtotuvvfyYWUHe9UoiJ5Nxpx+36wpCiGXu4iIiIiDyLZA8XERERZRf2cJlFssHlMsu3lM90D9KFjG2nLIcZhpIeN2g719mkXd8PLtNMhJXFXrsYs20YUVq2dBFon1w+Q6QLTJtozr1mYXTXKRk0z62wvqNhPgvCWinE5fEpcyLZ4CIiIqLswh4uM47hIiIiIvIsq3q4wmrZarNta2aVBJXnoqvaNkSpmSEWZne+bYZ8nwvo2l5nzWwxTTgvneMGla3hegZsorAWSXYRmnW9EL1kFQIXYUjX4VhJeWEN+0hnu7BWuMiWXh32cJmxh4uIiIjIs6zq4SIiIqJoYg+XGXu4iIiIiDzLWA9XprLJh5WGIVFu7v/atWVlZWkfB9CNCZPsv6f3grhMj6EZC6c5prYM6dgc27FDPjP7Bx3H1bHSLUszpiidMoLKSvz+uR5P6fJ8uxiPJxnP5bsOUpJz5/P3hHZcW5RXRckE9nCZsYeLiIiIyDOO4SIiIiJr7OEyy1iDK6xM8dkarkwlKcPFcTJxHrUZ0m330YQAXdTV52eS7O+Cy/tEG+LKy8vbYx1SQ/guM8BL7xnXoTlNagpteTZlmfhc7cBURibSMPhcYDpqi1eTGXu4iIiIyBp7uMw4houIiIjIs6zq4XLRvRy11rHtZ8pUV7rPBYddzhCTbicN+7hYsDisxZozEbp0kUFcc69qrpHrbOlBXIf6bbPnu56lqvmOupgtHOai50Ek35dMDcfIBPZwmbGHi4iIiMizrOrhIiIiomhiD5dZVjW4onCiTd3imU6q6XMBVm34RBrCk9THRUjBZ8g004khTfdM0D7S42hJ7lvt9zooibCL+8L2PNiGcKOQnFbzXdYO58j0DG8TF88qW0ywWj1kVYOLiIiIook9XGYcw0VERETkGRtcRERERJ5lVUgxagteS/dJpE3PIJn2HubYHOlxg+oQZmb3oLKDyjLRjJlKp4yg+mjGz2hSYNjymQLB53fe9fcjUxnfbcd3mvaRjjeTHNc0/tXlagDS7bTPmbB+J2VLGI0hRTP2cBERERF5llU9XERERBRN7OEyy6oGl+tFW22Pm4mFUE1laxdM1mSnltKEhKKwOHMQnykHXKeVkN6rubm5e9wuU983E9vQo+vzrUnxIP0Mkn20bL+XmlQ5Pr/jYT6Xfa6kQNVPVjW4iIiIKLrYoAzGMVxEREREnkWyhyuoi9pFV7omY7ttuEJatqY8KdsFfaUzljS0MxaDwiyJGchd1zsTC2tLuZ7Zlu42e9ovCjMBMyExZAu4rbd0GIGL2bWa+rh+XrqUqeEhkt9vro4VNo7hMmMPFxEREZFnkezhIiIiouzCHi4z9nAREREReZaxHi7NVGLX2ck1+9tmWPZJmn5gT/tVtb+2bAlpWaaxMLaZqm3HuKWznWb/sMab2I65isIKEK6/o5m4/i6ENbZSWgeXY2FNdXD9XHY9btP1uOQoYQ+XGXu4iIiIiDzjGC4iIiKyxh4us6xqcEnDkJqQks/p60HHTD2WbVe49JxIpx+76PaXZDE3lWd7zTVZ3vd03KCybB8EmlC4VFihcJ+Z+Pe0n6Q+Lh/W0jQlYQrrOSY5fmodfIbPwgqza/aRhhep+suqBhcRERFFE3u4zDiGi4iIiMizjPVwhbX4rSakIA25uO4q1pTnYnadLVMdTFnfXR438fOlzmasDnzOUozaTCnbsJiLe85laE7zDNKuduFzZqlt2bYhV+lsdg3ts1wzU9KlqGWnZw+XWfX7zUREREQUMRzDRURERNbYw2UWycSnLkMcPsMqmllKLmZX2ibi087cs62P64R/LpOdahIVatnWW0qyuLeWy/tWew40iU+ls+Y0s1TT3d8kU7P9pHUK+uzSUKhtAtJ0yrMdRiLdT/o8cf38DtqOooc9XERERGSNPVxmHMNFRERE5BkbXERERESeRTKkqMl87jMuLq2DZoyDtGyX4zZcL6xqO5ZCO7VZMl7BxZgSlwuj7+lYEmHdt6bzo0m9oRkL5Xrcj6Q+pjKkKWc0qWmk+9ieL+2YWcmYQNf3uonLsafaMmz30YwjjFoal0QMKZqxh4uIiIjIs0j2cBEREVF2YQ+XWVY1uFx0T9t2x7rO5Oxzod6g/cPK+J76nvS4mgWvE5k+q8/FmV2eV9fZyU3bSctLtz7asqX7uLynpalSbMNvqfvZpjMxHVe6jTRcZXs/Sfk8TqZS7wTRDFHQhKspGrKqwUVERETRxB4uM47hIiIiIvIsq3q4XLRsNbM9wsry6zq8INlfW4ZPYa0uIC3DNsRpEnRvuc7Y73pFA81KCpK6pZbtOlTo8jimcHXiPZM6o7O0tLTK+pnq6vIe1H7/o/acCKIJs4U1Qzy1PGkdgkTtWc4eLjP2cBERERF5llU9XERERBRN7OEyYw8XERERkWcZ6+FynZU3aDtpHVxMgbfNNC+lGQMQ1viyKIwpCyt9iLbemmz3Lmkyn2vLDuIyc3rqey6/r6btUo+Tl5cX/7lWrVrxnxPHbAHJ47FS3wuD9j5zPXY0qE4+U3wEfYYwU6VI6yBJjxG13h72cJmxh4uIiIjIM47hIiIiImvs4TKLZIPLZchMOuU8ahdROw1fUp4mU3WmwpUuFvS1JV28WFOedBvbsJ9mkVwT28V0NaEUTTZ411wMQ3C5MLLPTOOaz6dZ1NxUnubZoLmfXIRZbbl+llP0RLLBRURERNmFPVxmHMNFRERE1dIpp5yCunXrIicnB7m5uWjVqhWmTZuWtM3333+Pzp07Izc3Fzk5Odhvv/3w1VdfJW0zZ84cNG/ePF5Ojx49UFxcnFZdsqqHS7qwqs9FdzV8hnNc10Gyv6k+YS6gbRvq09wnYXXnS++TqIVFTMI8X77KNn2PysrK4j+XlJSItgtrVYWwQvM+n2GpXA5l0A6ZsJ2tKb0ukrK09XEpij1c8+bNw/nnn48zzjgDO3fuxMiRI3HGGWfgu+++Q/PmzQEAxx13HJYsWYJ77rkHLVq0wFVXXYVjjz0WRUVFAIBdu3bhhBNOQN26dTFp0iQsWbIE48aNQ79+/fDPf/5TXJesanARERERSW3atCnp3507d0anTp0wefJkXHPNNVi9ejUWLVqE6667Dtdffz0AoHHjxhgwYACeeOIJXHbZZbjzzjuxc+dOzJ07F4cddhgA4Ouvv8ZLL72EH374AfXq1RPVhSFFIiIicqKil8vXnwpr167FmjVr4n8qeqP25LvvvgMAtG7dGgAwZcoUAMC1114b3+a0005DXl4e3njjDQDAe++9h/z8/HhjCwCuvPJKAMDf//538bmJfA+X7ewVk7AWpbadIWgqI6wkjyY+k6JKF+2VzlgL6s437ReFWUGa70HQdj67/F0nxJSWbftddn1vJYYUU7dLDClK2d6DLhKLukx86nqmtGY7E5fff219NHXI5gHl6erUqVPSv/v06YMZM2YY9ykpKcEFF1yAgoICDBw4EADwzTffAADatWuXtG1+fj7WrVsHANi4cSPq1q1b5fGXLVsmrnPkG1xEREQUfWGO4Vq0aBEKCgrir9evX3+P+x5++OHYvHkz5syZ461+JmxwERERUVbZb7/9RI2sCl26dMGSJUswffp09OjRI/76AQccAABYtWpVUi9XcXExWrVqBQBo1qwZVq5cmVTeokWLAAAdOnQQ14FjuIiIiKhaKisrQ5cuXbBw4UJMmzYNvXv3Tnp/0KBBAIBHH300/tq0adNQWlqK008/HQBw4oknori4GAsXLoxv85e//AUAMGDAAHFdcmIZCPoWFRWhQYMGVmW4HsNl2t/nVGnN2BPb8Tw+uR5f4HNcm6YOPseHSNmOszONIbIdHyT97mjSFEhTZfhMYeL6Hk68Fi7GB2nOt23ZGi4y5Nt+F21T5aTupz2vEprfVd9//31aPUA2Kn6nv/vuu5XGOrn2448/4qSTTsK2bdtEn++www7DwoUL8eCDD+KEE06Iv966dWs0btwYAHDooYdiyZIluPvuu9G8eXNcddVVAIDt27cDKE8LUb9+fdSrVw8TJkzAsmXLcMstt+CYY45hWggiIiKiil6pUaNGJb0+fPhwPPHEEwCA2bNno1evXhgzZgxisRhatWqFt956K75trVq18P7772PgwIE499xzkZOTg27dumH69Olp1YUNLiIiIrIWxcSnku0bNmyIBQsWGLc57rjjsGHDhrSOnSqrGlyuQzvS0JxtiFKaIV9aB2mqBNvu7jCnQNuW5zK8YCo7rPQK0vCytD5B90/qez5DJD6vkTS86PL6uV68WlOez5Qs0uegbUjZxHWaGtfHdXFeJXVweXzKnKxqcBEREVE0RbGHK0o4S5GIiIjIs4z1cNl2+/rMtqsNIUq6oV10AQfNMjOFTxKZuv19dlEHzZRzkUHcdh/pdon1NoXmNMfShDGks/2kbO8Fachcuo3mmidel9TvStD5cp2x32cm9bBIw4OuQ88uVwMwbeczfO56CIf0vs30PcQeLjP2cBERERF5xjFcREREZI09XGbs4SIiIiLyLBI9XFFosWoyWpvKSORi7IHtPtL9peknbMdJScfPZCIDdaqwxtxozomLbNkatulDpDT3mSaTvmZsjmn8jItM+pI6uE6PoxnX5iI1TVgpJzKRRsHFONKw0tHYYg+XGXu4iIiIiDyLRA8XERERZTf2cJlFosElndrqYtFPTXe+bVhLk2leU7Z2O8n+6bwXJOg8RC1bvqm8RK4X4JXW1fVKA5rrYsv0GXxmgA8iDZm7COHahodchx6l6R40KT5cnhMXzzrN8z+slBMmURhGQPYi0eAiIiKi7MYeLjOO4SIiIiLyLKt6uDRdwC4yA2u6c13PPnI5m1Fz7lxkg3cRErblMku76zCEtGzb2Z4urqUm67jt/0y1mf0l+2i+E9pni+0sRemxbJ87YfYk2IbgpLNHNd8Xl8MnUrkOrWe694c9XGbs4SIiIiLyLKt6uIiIiCia2MNlFokGV5iJ4cIKs2lowki2s9yA5ESR0pCLy1CINhQmmc0U5uKuLu8H1zMgpWXZJrv0GT5z8ZwIklrvsBZqtk0MKi1P+j2yvUba74DL74603onPPen1d518NRvDhqQXiQYXERERZTf2cJlxDBcRERGRZ2xwEREREXkWiZCiz/EqrvfRlB1mtnMN23QWtlyPi9CUbSrP9XmwLU8zzk5TtiZNiWksjGZMme3YShdjDzX11oh6ebYLf5vKCisNi2Yf16lufKYFyTSGFM3Yw0VERETkWSR6uIiIiCi7sYfLLPINLpfd2KayNd3GmhCOixCXrUxlg49CiEN6LVNTZ1R1TG1maJehPlO50u1M0+P39LqpnlX9W8L2Xtdk1TeVIXndVHamfkH4XAzdVuI9B8jq6iLlhOReB3Rhv6DtTCskZNP9RPYi3+AiIiKi6GMPlxnHcBERERF5lrEeLpezO9IpW7OQqaYOmm56TXjR1EVue740Gdtd/O/DZzZ/2yz9LmZKScMakuO4mJ3rK8SZ+p7L0I6Wy1CRz4W6TcI6rs9VGlwsoC4leeb7fEZrnxlBoUfXz0SX2MNlxh4uIiIiIs84houIiIissYfLjD1cRERERJ5lrIfLZ2ZgaRm2WbVNpFN/bccOuRgL4XIavk8+s4Zrtwvax3RO8/LynB0zkXYslGkKe1DdwhrXJB1HGFQfF6k6whqPFYV72JY0vYo0fYiLcZZB+5nGEUrvJ831i8JqFz5lU13Dxh4uIiIiIs84houIiIiscQyXWValhTCRZsj2GbbxuY9t97Lr7mlNl3siTRjK57V0vQCvpt7SfTRT211Pw7e9fi7uR02YXbK/ic+hBz5pVkjQfD7NKgbplJdImuJHcp9or6Xk+oWZ9oSijT1cREREZI09XGYcw0VERETkWSRmKWq6c8Oc0WMbujCxnV1le0zpdi5m4GiOm8jFtbQNPWtWF9DUx0W4yvb+dBH2k4QRXdwztlm5wzy/tmF22zCdiW3oWTsUwnW42VSndLdxHaLWrNJhu0JGWNjDZcYeLiIiIiLPOIaLiIiIrLGHyywSDS7pjCyTsJKYml4P6haPQgI7nwkWpXwe1zZ0pEl8KZ2R5SKsFdZ3QhM6NiVOlYRWtbNPXYZTXDwngmjCbJpni6k8KddDK6T3oG1I2HY2s8/hIS62k7xO0ReJBhcRERFlN/ZwmXEMFxEREZFnbHAREREReRbJkKLtNF4TyTgEF2W7znxvm7Hb51TyRNKxMK7HO0jPY+J5CErjYKqDiW2KB9P94zK7vKlsaVlB95PtGDBteT5TtwQdR5pKIHVcW2lp6R6Pox3Xmok0M4m031HXKWgk22lWyDCVodnG9nsQtfAaQ4pm7OEiIiIi8iySPVxERESUXdjDZRaJxat9poWwrVs6ZdtmSNeks5B24btOlRFEc360Wd5tw0i24TjpfeLi/GpCyi7DNKn7a8Kx0hCXtK6JdUgMcUpJr5G07KBrZNrfdQhQ+p23Ja13WBn8XYe1E9mGQn2uduCjDPKHPVxERERkjT1cZhzDRURERORZxnq4TCEJlyFBTQZxF3x27duGODPV7ew6rKXZRxNGsF041sU1l3y+1NlwtttpQiGmMKtrkhCOZvaqSVhhH+2qA7azgqVch89cZpqXfuddZ+x3HdaUnBPXKw3YYg+XGXu4iIiIiDzjGC4iIiKyxh4uM/ZwEREREXkWibQQrsdwhTVuy1SWdNp80HvScTYu02H4KM9n1nBJedqUIy4zSLugyTodNG5Lk3JE+x11OXbI9fmWjoWSft9sVwCQ0oxrkj5PpMdx+R01cZ2B3nY1iD3tly7X90mm00Kwh8uMPVxEREREnnEMFxEREVljD5dZJBpc2inQkjI0WYK19XEZhgpzer3LqeQ+s9hLjyu9T2xXMUhNJWAK2wTVIeg4LkjD2kELepvYhoc1pCkQpN9RF88d231smb5vmiz2YWV5t83eriV95tv+3nFBEsrO5sbH3igSDS4iIiLKbuzhMuMYLiIiIiLPIjFLMcwuW0l52hZ0ULjJRVZ9n139kmvhYoHpsLrCXYeNgsI02lmOklmGmfpOhJXRWhN+Sw13Bn2vNOGz1PCwzxlikoWtpfV2PZtOet8GLRyuvTd9Phtsh3q4nNmcWobr65xp7OEyYw8XERERkWccw0VERETW2MNllrEGl21XuDR05SJ5n4brBY9dzmzThDVN+4SV0FTTZW+adZcYCtF8BhcL9SYy1VWTiNM2xOHiwRZUP2mYPfHnGjWSH1ep/65QUlIS/3n37t2BZZsSgya+Jx0eIGWbsNc2Aag2LGb7TJOyLdvns9NFGZphFi6SvlLmsYeLiIiIrLGHy4xjuIiIiIg8Y4OLiIiIyLNIpIWQMsW7XU7jlpbteqq85Ji+t0ukmSrt4hxIpvuncrnSgHY76TmxHcPh89zbjudKHQtlu/hwXl5e/OeaNWsGHkuSkiX1PcnrqWUn0mZst01ToDmOi0WgJWOrXN+Drhev1mxnO67R9ZjgRFELrzGkaMYeLiIiIiLPOGieiIiIrLGHyywSDS5pt7jPqfuuswn7FNZUYtfHCcpObSrPNvu6NvQcVAdTWgBpKNQ2xGAbcjHRpJyQfl801z9xu9LS0qTtgsKIpnQftqlgXKfhyATtahAu652pBaFdhyhtw7YuUgZJ36PMi0SDi4iIiLIfG33BOIaLiIiIyLNI9nBJssanhiRcZj52EYby2S3u838QPss2hZFsuVxpIJV05p7PkIsmdCENs0rCbC5mcWoWOU7cJzVrfGKIUboItO1sL9N33HYmsCZ0pdlOGwp1+WzwGXJL5fO6aAR9dumKC1HGMVxm7OEiIiIi8iySPVxERESUXdjDZcYeLiIiIiLPMtbDJZ0WLJ3GLY2L29bNVLZkPxdTfzXlaY7lM4u56XWXY6ukmcb3VCfJNoljihKPm1qHRLZZ530Ka+q+9POkpoUIGhMmTSWjGf9mSgvi8rttGh9me/1N9dakAnHxjLVN12G7j4lm3J6L747kPo7a2C72cJmxh4uIiIjIM47hIiIiImvs4TKLRINLEx6Udrm76Lp2mWbCZ5oCKW3WcA3JddFOS5dkXHeRukF6zwSFDjVhrdTXExdx1qy+kEizsoPr+8KUIsLFvSHh+jsfdL5Sw9ia6f4uh0z4KKOCdqiHJK2L63tBk1Vf8zzRDg/RpDCJWoiRkkWiwUVERETZjT1cZhzDRURERORZxnq4NGEWaXepz1CBJszierZf0Ew7beZrSRe+NhRqGwoxnTtJGdIZWRquZ266nsEq5fM82t5PrhcE1oT9NOdbM/whaH+TMFdSsB2O4WJVBFu25bkI2bkcEuJiyIRL7OEyYw8XERERkWccw0VERETW2MNlFvkGl8tZZdryXO6fKqwQpe0MT004r6pjSbZxGepzsVBvWPegNDQbFApLLTfxPVPCzqD3XIe1bMOQJtLQnPTcacJn0rpqFvEOqkOYv3xsZ81lqt6JXM44d1Gez98nFD2Rb3ARERFR9LGHy4xjuIiIiIg8Y4OLiIiIyLNIhhQ12Xt9ZhDXlCctw7SwcbrHcTFeSbO/ZtFlzbgfF2lBpHVwOTbD59R2Uz2D7i3pPefi3pIs7utiDJ9mfJHtouLa+8w2BULidqmfQVKG9r43HbdCanoNl2kYMhVK8rnigs+yM4EhRTP2cBERERF5FskeLiIiIsou7OEyy1iDy/VUe+lxMtHF7SJNQbrH0e4XFOoJym5v2l/KVHbQcYDksEbQVHtp6Nl0XaShZ9tQqJTmM5hel1w/bQhRcu6k10ia4sFEmqYi6N4y1VMT6tcMa0isjya9hovVF2y/E6bybO9v12wzu7seolIdQo97K/ZwERERkTX2cJlxDBcRERFVS4888ghatGiBvLw85OTk4Oabb056/8ADD0ROTk7Sn6ZNmyZts3z5crRv3z7+fseOHbF+/fq06xLJHi5NGEK6nctMw5pwlc/FRqVd9tKZhJowkjakYCuobOksLs1CvdprqQnbSsrSrgbgk21WfUlZqe/ZhsUAWRhRk2E9db/E+1N6L5hmV2pmVGoEfQbNdTVtF4VZiolcP99cD63J9DmKYg/X1q1b0aFDBwwbNgx33313lds0bdoU77//fvzfBQUFSe8fc8wx+OGHH/DEE09g586dGDVqFI455hisXLkyrbpEssFFREREZOvWW2/FrbfeCgCBDa4aNWqgS5cuVb73xhtvYNOmTZg4cSKGDh0KANiyZQtuueUWzJ8/H926dRPXhSFFIiIislbRw+X7DwCsXbsWa9asif8pKipS13v9+vXIzc1FrVq1cOihh2LZsmXx91555RXk5OTEG1sAMGbMGADA5MmT0zoOe7iIiIgoq3Tq1Cnp33369MGMGTPSLue0005DQUEBunXrhrlz5+L+++9H165dsWXLFtSqVQtr165FjRrJTaX8/Hzk5ORg9erVaR0rkg0u6XTmdMtKpZmybCvMKb2ZiOe7GD8TJPXcBaWCcDHuQzPdWzo2SzLd2/V4EGlqEtfjfiRjijRpKqTHSSVJ9yDl817Xsr2WmnvI5+dzUXZY40hdC2tMmEthjuFatGhR0lir+vXrq8p7+OGH4z+fc845OOWUU3DCCSfgoYcewg033GBX2RSRbHARERERBdlvv/3UjSyTvn37IicnB1988UX8OCUlJUnbFBcXIxaLoW3btmmVzTFcREREZC3MMVy+fPbZZ4jFYmjfvj2A8l6vWCyG559/Pr7NAw88AAA499xz0yo78j1cPhdGtq2D65BLotRwR9BUcGnIVVpXaUhCU55tyEyahkEaPtNM8TfVJ+i91GunOQ+J5SXeG9Ip+ZqFmhNps9hLhgdoFtPe03Fdkn4ngq6F5hqbaFKBuHg+2q5CIClLW560bFs+n1ua8jIdQswG69evx8yZM+P/Xrx4MSZPnoy2bdti//33xxlnnIErrrgCBx98MObMmYOxY8eiZs2auPHGGwEAp59+Opo2bYrLL78cu3fvRnFxMcaOHYt27dqlNUMRyIIGFxEREUVfFPNwTZo0CaNHj47/e+rUqZg6dSoKCwvx6aefYsWKFbj88ssRi8WQl5eHDh06YMqUKUnhyo8//hj9+/fHpZdeCgDo0KEDPvzww7TrzgYXERERVUujRo3CqFGjAt/ftGnTHssoLCxMO8lpVdJucK1YsQIfffQRVq1ahZ9++gnNmjVD165d0bNnT+Tn51tXKJVtN7u021/KtktZs7ivqTwXdZAeV1IH6fmWhi40iwC7yDouuZ+03fmJ+2mydEtDcEFSw9W2Mwml4UrNNq5nw0nvW8l5MIWKTWxnYdsOHdA8U9PZz5bPGZC2YVEXvzOCZjC7nkmaCVHs4YoScYPrhRdewEMPPYS5c+eiRYsW2HfffVG7dm1s2bIFy5cvR35+PoYMGYIbb7wR7dq181lnIiIioqwianB17doVtWrVwrBhw/DKK6+gTZs2Se/v3LkTc+bMwaRJk3DkkUdiwoQJGDRokJcKExERUTRlcw+Ub6IG15133olTTjkl8P199tkHffv2Rd++fXHHHXdYxzp9zlJxOUvRxOdMkrCSDro4j5LQjItZXLbn2NTtrwn7BC1KLGVKyimdIRhEE1J2kUDYdoFxE9twjOa6ugiFau4zaZg9UdDMVtM+Yc38NHG9KLnrz6QZEhL03TYNa5AubE7RJmpwmRpbqZo0aYImTZqoK0RERETZh2O4zNSzFDds2IANGzZUam0HrbhNREREtLdKu8E1b948XHzxxVi8eHG8pZmTk4NYLIacnByUlpY6ryQRERFRNku7wXXppZeiY8eOePLJJ9GiRYusy3TrcuyQNObuYjyXJht40P7SFAiuSVMOaD6fZnq1ieY82KZrMB1T8/k0953t2DVNKgFNmgpp/aT1sU1tIa1PKtvvsmk/07itRJrUJJLjp+5ju9pFFEmendLnm/T7L61PJjCkaJZ2g+ubb77BK6+8ggMPPNBHfYiIiIiqnbT/S96/f398+eWXPupCREREWaqih8v3n2yVdg/XE088gYsvvhhfffUVDjvsMNSsWTPp/TPPPDPtSvicBq7Zz0WIK2g719mbpaE5adbwoEzaprCPJjxo2kYz1drForLplmc6j6Zp3Hl5eVW+Jw0bBB0nzAzU0rCIJKu2tm6a8xBUN9O1tCVNOeLi+JLvjs/P6rremeIzrU8Q6fMtaueK5NJucM2ZMwezZ8/GtGnTKr3HQfNERER7J47hMks7pHjNNdfgwgsvxLp161BWVpb0h40tIiIiosrS7uHavHkzRo8ejRYtWlgdWNpla9u16yL7trRs24VjtbMMJfvYhllchEI13eKZWqhVMqPSFCoyvS6ptzRcmUga9jUdy3ZWmSmLuW1oXvrd0TxbpOW5oAn7uZxRrX0G2X5/fe7jmouFpNMtSyrTMxFN2MNllnYP19lnn40PPvjAR12IiIiIqqW0e7g6duyIm2++GbNmzULnzp0rDZq/9tprnVWOiIiIsgN7uMxUsxTr1auHmTNnYubMmUnv5eTksMFFRERElCLtBteKFSucHFgap3eZkmFPx7ItO0hY49WkdUgluRZhZm+XppwI2sf12DPpPkGZvVP3T9wuMUWEdJxNUNbw1Nc1qRuCyksdH+byWkrHq2kyzWu5XLlAk2ncNBZO8no622kyn2tIv8uu0wRJxmNquV7hIkgm0lRosIfLzG4tEiIiIiLao7QbXOeccw7uuuuuSq/ffffdGDRokJNKERERUXbxmV0+8U+2Sjuk+OGHH2LcuHGVXv/Zz36G++67T1UJaajARaZxSde8tizbBaul3ey2XcrSMJttWgkX5WUq/YTP7NuS+0RaH9MCxT7LDtrOxDb9hOk4mtCzaTUATVjbNh2FJhu8i8WibWmO4zPNTGrZptC4S66fb5rVE7K5MbI3SLvB9cMPP6BWrVqVXq9ZsyaKioqcVIqIiIiyC8dwmaUdUuzcuTMmT55c6fVJkyahU6dOTipFREREVJ2k3cN1yy234Oyzz8by5cvRr18/AMD777+Pl156CVOmTHFSKdvQnJR05o9mpqSLbvag93wu1GyaKSXZ33Rc27Bk1LrVU48TFLqQZqS3DUlJw2KuV1VwEW40HauqY5r2kWZsl84EtZ0hmEo6W1OyfzrvpVsfFytf2M4yNnE5m1F7LYPuE9erakhlegYje7jM0m5wnXHGGXjttdfwxz/+EX/9619Ru3ZtdOnSBe+99x769Onjo45EREREWS3tBhcADBgwAAMGDHBdFyIiIspS7OEyEzW4YrFYaEndAN0MIVN5QWXbcpGI02cdXO4jLU8ahjSdk6D3TCEzWy7CE9IkiJLzpQlDuJhdW6NG1Y8E0z6lpaWi4yZKPFfa77XL8JAmhGu6123DSC6edZKwaDokITOfYTHpZ5AmjXXBNtxsOxzD5+xqck/02/HQQw/FpEmTsGvXLuN2y5Ytw1VXXYU777zTSeWIiIgoOzAPl5moh+uRRx7BjTfeiBEjRuCkk07CkUceiX333Rf5+fnYunUrFi1ahFmzZmHhwoUYOXIkrrrqKt/1JiIiIsoaogZX//79MXfuXMyaNQuTJ0/GCy+8gFWrVmHHjh1o2rQpunbtiqFDh2LIkCFo1KiR7zoTERERZZW0Bs0ff/zxOP74433VxYo0i7VttutE0vi5dBq3pt4amunePrPlazKxm96zzfItpU0fkrifdMFrCe29nnjcqpIaV7VPSUlJlfunDjvQpPiQXldNxvag7UzjA4PSfWju9T3tJ6mr5PV0jhOUusOUzkQ6zsrn2CPpWN9MhKBcjCOWnOOohdc4aN6Mi1cTEREReaZKC0FERESUiD1cZhlrcNmGq1xMgXedosE2LOXzRtKk10gk7SKXhgpcZ192nQogqGzp/WN7n7kOcSb+nJeXl7Rd4r8LCgriP9evXz9wn23btlX5c2odElNGJP6cWF5qSCsotKrJWp+aIiCoDj6HHqTy+eyThFldf4ag45i2cx0yl26nCYW6PPfp8PlMo8xgDxcRERFZYw+XGcdwEREREXmWdg/X/PnzUbNmTXTu3BkAMHXqVDz99NPo1KkTxo0bFzjLKR2SEE6mQoWuZwhKu6s12Zdd1lvKNENIWp8o/A/GNoykCRUnbmfKlq25ronlpWaTr1OnTvzngw8+OP7zGWecEf+5YcOGSftMnz49/vMHH3wQ/zkxvAgEZ983nR+Xq0ukvm47E1Qz+zDMRYk1Myptmc6JZsax5Dimsl2H4jT3jM/QXpTDhuzhMku7h+uKK67A0qVLAQDffPMNzjvvPNSpUwdTpkzBr3/9a+cVJCIiIsp2aTe4li5diiOOOAIAMGXKFPTu3RsvvvginnnmGbzyyiuu60dERERZwMcyPlX9yVZphxRjsVi8q/q9997D6aefDgBo06YNNm3aJC5HkwzUBdfJPCVla7qhNcn7otjVLEl8KE2WaAoPBc1g0y5kq1lAXRMeDkq+aZqRFzTj0DTbzzQjL3E24mmnnRb/+cILL4z/nBpSTBw6sGDBgvjPP/74Y9J2xcXF8Z+Dwj7SMLSUKaFpENeJKqUhU00dTIuk2z6DpDQhXMn+vkkXmLd9fmu4uAcp2tJucB155JG4/fbbceKJJ2LmzJn485//DABYsWIFWrRo4byCRERElB2yuQfKt7RDig8++CDmz5+PkSNH4re//S0OPPBAAMBf//pXHHvssc4rSERERJTt0u7h6tKlS1IIocI999xTKTkiERER7R04S9HMWeLT/Px8V0V5FdZ0XddjxWzLdrHIrbQ8yT6uvzSuy9aUETRexXWmec24pMR9atasmbRd4r8Tx2Yl/vzTTz+J6mdaBNpl9u5U0kWSXab4SL3eLtMUmOrg4juf7jGl5UkXateMn9KmAvI5bldCu1A3x21VP6IGV+PGjbF06VI0bdoUjRo1Mt4IW7ZscVY5IiIiyg7s4TITNbgeeOCB+BprDzzwAFveRERERGkQNbguvvji+M/Dhg3zVZc9kqZNsA0buGhQ2ma0TmWbFVvDxdRo16GVdOsgXRjZVIbLzOep72mOownNmVJOfP/99/GfE7PGJ4YaU4cMvPbaa/Gfv/vuu/jPu3btStouKKSkyTouTZViGksaFBI0lR1UV1P41PS65Pq5+K5IQ3i2NPetJsymTfHi+tmeLu219LlygS/s4TJLe5biM888U+XrJSUluPnmm23rQ0RERFTtpN3guvbaazFo0CBs3bo1/tqSJUtw9NFH46WXXnJaOSIiIsoOzDRvlvYsxc8//xwXXnghOnfujKeffhpLly7Fr3/9a5x11lmYMGGCuBxNVm4XYTWXmc9ds/2srmcimsoOa+FY29CTdoaQZh+XYW2poJmRqeUlhtlKS0uTtkucgThnzpz4z4sWLYr/nPp5EhepTswun1p2UFjLFJqzvYdchP00YV/b8GCmZjO63F96HqV1kB4rrCztLp4nLo4b9vHJjbQbXIWFhZg9ezZGjRqFU089FXl5eZg4cSLOP/98H/UjIiKiLMAxXGZphxQB4M0338SkSZPQs2dPNGzYEE8++WTSwFkiIiIi+p+0G1xXXHEFBg0ahBtvvBEfffQR/vWvf6FWrVro3LkzXn75ZR91JCIiIspqaYcUZ8+ejU8++QSHH344AKBly5b4xz/+gfHjx+PSSy/F4MGDReUkjj3RjrOQcD3+KqwpxtJxTZr0A5qUA1o+x6UlykQmbm02eGmG7KB9pGkTEvdJHVuVqKSkJP5zUVFRlT+bUi2YUk5oBD0bpOMIpXUwbReUMsJ1hvwg2nvTNH7NJduVL0zl+eT6+S25zlE/Jy4xpGiWdoNr3rx52GeffSq9fvXVV+PEE090UikiIiKi6iTtBldVja0KBx10kFVliIiIKDuxh8tMtXj1X//6V7z88stYvXp1pczS8+fPF5UhnbrvOmO7hCmjcViLn2pSU0jDiy5IQ4WSbMnaukmmSmuvl+35Nt23koWfpfXWhI1Sw4uS0PPu3btFdZBeS1O9NaFwSRoHUxnSLPbStBBB+5i4WNA53f3TqZ/kWKayNeHYKITVpOfOdUqNIGGlwCD30h40//DDD+OSSy5BixYt8Pnnn+Ooo45CkyZN8M033+BnP/uZjzoSERFRxDHxqVnaDa4JEybgL3/5Cx555BHUqlULv/71r/Huu+/i2muvTUqGSERERETl0g4prl69GsceeywAoHbt2ti+fTsA4KKLLsIxxxyDRx99NO1KmFqs0jCLyxl5Lrpsfc4KzETGZtfd3YnXNTWEqwmtuc7sLgk9pdZbOvvQ9hxLyw3KNJ8qaAaj5vO4uIdtZ+EGbeO6Pi6eE0ErBaTurwnbJgor47v2uNJQry2fK0BoVjFwXYdM9/5wDJdZ2j1cLVu2xJYtWwAAbdu2xccffwwAWLFiRVafCCIiIiJf0m5w9evXD6+//joA4JJLLsHo0aNx0kkn4dxzz8XAgQOdV5CIiIiij2O4zNIOKf7lL3+Jd29fffXVaNKkCf75z3/izDPPxBVXXKGqhIvklrbduS5CQJrQisvtpIkhpWXYzj6Ubmea+WO7ELEpzKYJV7oIs/mqd+rrmhm+0sSZpkWzE0lCRdqQS1CYVPOdMs1MlpJeF9vvpSlpdNBn0jybNGxDwKmkM05dDx0J2t/E11AB3+VReNJucOXm5iZ9kc877zycd955TitFRERE2YVjuMxUi1cTERERkZwq8SkRERFRIvZwmVWbBpcmLYR0TIHtlHPTPi7j8S5uxLBuZs34JxfTq31OC9fs43oR4ESaLPTSMS5BZWvGT0nHY7rmemF16TMoaDvT2CxNnTTpVYLKAtymbtA8B03nMZ39JFxminfxTPX5nKDwVJsGFxEREWUOe7jM0h7DNXbsWKxatcpHXYiIiIiqpbQbXFOnTkVhYSH69++PF198ETt37vRRrz0y5eVIfD0nJyfpT6Kg111LrYPmuJocJNLjaMrW5EeRXK89hYBtc7Rozr3p+gWVVzGbNzc3V33NJTTnvqysLPBP0HdHe9wgtt8B6fVPvA6p10J6LOk+idvZXhdt2Zp6S46jLU/K9n6yJf2OpvOskexjuo/D+v3kkvQ7avsnW6Xd4Priiy/w2Wef4dBDD8WvfvUrtGzZEldddRU+++wzH/UjIiIiynqqtBBdu3bFww8/jO+++w5PPvkk1qxZg+OOOw5dunTBQw89xEWsiYiI9jLs4TKzysMVi8Wwe/du7Nq1C7FYDI0aNcKjjz6KNm3aYPLkya7qmLawumJdh8JM3flBXIR9gsqQ1lUTcjGFTzQkYWNTOCZ1u8QwVBAXDwFNqEF6TOm1k5StrU/QcSTHT93O9PmCrp30+kvZfqe020nqs6fz5asO0pC77RAH1790XQwvkJQn3Uf6vXTxzKfMUDW45s2bh5EjR6JVq1YYPXo0unbtisWLF2PmzJlYtmwZ7rjjDlx77bWu60pEREQR5aL3yvY/mlGWdoOrc+fOOOaYY7BixQo8+eST+Pbbb3HnnXfiwAMPjG9z/vnnY+PGjU4rSkRERJSt0s7DNXjwYFx66aXYb7/9Ardp2rSps1ARERERRV8YPVDZ3MOVdoPrlltucXLgPY1L2tN2pri7af+gMTmm+ri8wHuacizZTrOP5vNpy5OWIZF4nNRrp6m35vpraLJ8mz6rZB/TvS79viUy/acpaJ+qxt3sabuqxrWku520PtKyEwVdS1PZrr+/QftI35Mex/W416DjVjVedE/7S2mupfRZp/kemT6r6bpkc8OCqiZqcF133XXiAu+//351ZYiIiIiqI1GD6/PPP0/69/z581FSUoKDDjoIALB06VLk5eWhe/fu7mtIREREWYE9c8FEDa4PPvgg/vP999+PgoICTJw4EY0aNQIAbN26FZdccgl69eolPrC061rTxW0K57juonZJE14I2j+1DJehvVSSELBpH9M10oQ/NOFmabe/dB9pSDCobqkk4dPUEKDLcZSmcJ409GgbAk7dPy8vL/5zaWlplfukkoaHJPegdniA7TPNJOi6aMKV0u+yZliDi+e/pn62ZbkIPUrLC9pOE9akaEh7DNd9992Hd955J97YAoBGjRrh9ttvx8knn4zrr7/eaQWJiIgo+jho3izt/4YXFRVVmfJh48aN2L59u5NKEREREVUnafdwDRw4EJdccgnuu+8+HHXUUQCATz75BDfccAPOPvtscTmuQ3vZEvYz8Rn2s62DNDSrmUnoMjSQWrb0nJpCNtJrrpkBqZntF3TuUo8vDS9Jr6VkH1NYO+h1bWgv6L3Ez5p6XX3OyJXuL7mW0s8qfSYmnofEUGxq2bb3quveB9ezOH3OHg06jnamrIthJWFjD5dZ2g2u//u//8OYMWNwwQUXYPfu3eWF1KiB4cOH45577nFeQSIiIqJsl3aDq06dOpgwYQLuueceLF++HABQWFiIunXrOq8cERERZQf2cJml3eCqULduXXTp0kV9YNsufGk3vVSmEgNKBXVDu5j5YxsSMO0vDZlpSEIzqTQJMoO204TcTGWb2CbV1Mwy1YT6NDMOtSFF2++iJqztgua4mnMXdEzt7FXNzE3bhKZhJWKVfv9T2d5DLmZUU/ZQN7iIiIiIKrCHyyz9ZEFERERElBb2cBEREZE19nCZRb7BpcnyHBbtoqQ+6yAhnaasqYNpbF3QPnuqn20dbOujGfflenyQz/MoWdBXmjYjdVxb4n621zX1s0rKdpFyQiroWmjGTPn8pSJNOaFJ8SF9z8U4y6B9Us+35BmpHY+ZiWc+x3Nlr8g3uIiIiCj62MNlxjFcRERERJ5FvofLdabhRNIQkMtucSlNiEMbKnCZXkFah8QufFMIQJoWQLpQrzSdgWTqvYts4FJB5dmmmEj9tylLe5DEz60Jn5lChensV9X+2nOvScOiubckx6yqjHS3cx0q9Plc1jy/pfUxLYYeVAfbz6q5/ulsFyXs4TJjDxcRERGRZ2xwERERkbWKHi7ff9LxyCOPoEWLFsjLy0NOTg5uvvnmpPfLysrQu3fv+PuNGzfGu+++m7TN8uXL0b59e+Tk5CAnJwcdO3bE+vXr0z4/kQ8pBtHOEJN0Q2uy/+6pfpKyJfub6uBiRpYmvOgz27U0rBE0y8hFuFITZtWEnkyC9tEsSp16ThLPXVDIxUVoLqhu2izfQfeQ5vvr4n5MZDvcQJPp3PSe9D7RzDg07aMJ9UtpnjuasmyvhYtZ4bbXaG+2detWdOjQAcOGDcPdd99d6f0BAwbgo48+ws0334xu3brhmmuuwWmnnYaNGzeiYcOGAIBjjjkGP/zwA5544gns3LkTo0aNwjHHHIOVK1emVRf2cBEREZG1KPZw3XrrrZg1axbuuuuuSu+VlZXhnXfewYABA/DHP/4Rv/jFL/DJJ5+gpKQEt956KwDgjTfewKZNm/DYY49h+PDhGDFiBG699VasWrUK8+fPT6subHARERFRVlm7di3WrFkT/1NUVJR2GR9++CHKyspw0UUXxV9r27YtGjRogA8//BAA8MorryAnJwdDhw6NbzNmzBgAwOTJk9M6XtaGFImIiCg6wpyl2KlTp6TX+/TpgxkzZqRV1pIlSwAABx10UNLrBQUF2LJlC4Dyhl2NGslNpfz8fOTk5GD16tVpHS9jDS7p+Jkgpn008W5NtnRp/VyMXdDE/TVjvVyP4UkkyWi+p/oFsR3PoR1HFFSG67EUkusnzbAtPd+acS2up/6baL7zmrGVmrF5PtmmHNDWU5OOJGhsZaam9mvGqIZVB9N2ktf3NosWLUJBQUH83/Xr189gbWTYw0VERERZZb/99rNuZFX0bC1ZsgRHHHFE/PXt27ejffv28eOUlJQk7VdcXIxYLIa2bdumdTyO4SIiIiJrURw0b9K7d2/k5ubi+eefj7+2Zs0abNu2Db179wYAnHPOOYjFYknbPPDAAwCAc889N63jZayHy2fIRbqdbVZ1aRjKdZjFdbqGRK6ncdtm6XeRPkByXJ/hIddTv4O2c5EZXLNdpsrWhFxsw75hTbvXZt8P4iLcnVhGYqjQdA8m1ru0tFR13HS5uE+CttOk4dhT/ST1YboHvfXr12PmzJnxfy9evBiTJ09G27Zt0bNnT5x88sl488038dvf/hbdunXDyJEjUaNGDfz+978HAJx++ulo2rQpLr/8cuzevRvFxcUYO3Ys2rVrh27duqVVF4YUiYiIyFqYg+alJk2ahNGjR8f/PXXqVEydOhWFhYX497//jTfffBN9+/bFnXfeibKyMjRq1AhvvPFGPAcXAHz88cfo378/Lr30UgBAhw4d4rMY08EGFxEREVVLo0aNwqhRowLfz83N3WPjqbCwMO0kp1WJ5CxFzUwbzYwlW6kzcCQtb2m3sTQbvOazasI56ZRhW4ew9rGdfar9n5wkxKHJfJ+pUIppQWDbMLttJnUX4bOgY7q4/i6+s5LtNPVOfb7l5eUFvhdEeg9KhnpkapUOzcoHtrPKTftFYaZskCj2cEUJB80TERERecaQIhEREVljD5dZJBtcPpNOSkIc2q5r26SKUrYhU02Xu7SMMBMx+uQzLK0J+0hnQLmkCaVoypaGl1JpQvia8I4mhCsND2tmTUvrIE18G7S/9Lok/pw6EzHx3tCE7Vx/91wueO6aZphMFJ+dFCySDS4iIiLKLuzhMuMYLiIiIiLP2MNFRERE1tjDZRbJTPMuxyFI93MxFsrn+LBEpmn46dbH9J6Lukq4mLrveiq5pDzpGJ5UtuNSpAsCu8zyb9rO9j6RjnEykYy5ku6fSpraIKgO0kXFTVyP9QraTlqH3bt3V1l2WNnktXymCbL93SIdj5fNDY69HXu4iIiIyBp7uMw4houIiIjIs0j0cGlarNLwSSa6kE2k9ZaW4TN9QSbCi6bjur5PNOcrMTwkzbZtElQHF6kfbEOhrrOquy5bkjXcxfdNyjYtjDQtiG3dtCHcxPekmf1tnweJ+5tW9nD9HJSsYiA9rvZaulw1IExRrFNUsIeLiIiIyLNI9HARERFRduMYLrNILl6dyDbzuc+Qgias6fpmkXbna7r9Xc/2CiI9j9KQQjrHCjqm5HNoz4lklqHP0EyY+/gMudiGKDXPoKD9TTT3bZi/VDTnUXpONJ9DEipOh+3QCJ/3hs/ZzBQ97OEiIiIia+zhMuMYLiIiIiLP2MNFRERE1tjDZRbJBpdkuq9meq7m+C7Kk7IdMyXNlm5bt9TybM+PtmzJlHrtGAnbLPaaDOA1avzv65iasTtxarpmfIhpdQLJd0ybpkJyb7hYDUB6jTTnznbcn+l8S8v2ORYqamPmbJ/5ms+nTTMk+ew+xyhTdmFIkYiIiMizSPZwERERUXZhSNEsEotXS8M+0mzJiXyGB20zBqfymXrBlvQ8ugiFSsuThh7SrU8qF1nfEwV9psQwoovwcFAYUXO+XYf9pPtI6yC9RrZpD0zbuEyvYNrOZXgxnfJc1iGVzyEKknq7uL+DtnMxrEGKqSSijT1cREREZI09XGYcw0VERETkWSR6uFx3q5pIuq613bKamW1hZRDXnGMX9XY9e1BStlRYXfYuwoO2s6FsQzapx9cs3G17vlNnbkrCOZos4SY+/3ft+jshLVvK5fNN83lMYWPNShouaL6Xmpmp2RIqZA+XGXu4iIiIiDyLRA8XERERZTf2cJlFcvHqsE6obXe3Zj8X3eK2iQZdJyqUlqHZJzF0JZ2J5jOkZCJNGqoJ4bqsm+k9zWxG17NCNaFn2/ssU4l9pftIuU5wbHsczb0VdBzpeUz9vvkMx2ViWEK2hBepMvZwERERkTX2cJlxDBcRERGRZ+zhIiIiImvs4TKLRKZ513yOzQhr7IomW7LpWK6zU/usm2bRZJeLzabup/l8tuPNUuvtOtt9UB0SSbP3a+4Nn+PspPeW5riaMU6u04L4/L5pUlO4eE4ElS0d82p63eUzW1qfTDUKsrkxsjdgDxcRERFZYw+XGcdwEREREXkWiR4u25BE6nauSbvzXU4fdzHdWJP2IqxwpTTlQNAxXRzHxYK+iYLCDZp6m0IXLtN9pEosL2jxa+2xNCkCbEOzqRnxg8pL3U7y+aTffxdpb3yGq6T3k206k6B0L0DyddGEAKXDMTRsz7f0PgkzXY8v7OEyYw8XERERkWeR6OEiIiKi7MYeLrNINLhcdLnbhv003eIuZhLa7u86g7iUZsaZhs8QrmYGlIbrMG1Yi3u7nhmZWJ5m8WsTaZhGE6IKWu3AxT3ic7FpTXk+M8i7vr+DSGemaurtk4sZsBRtkWhwERERUXZjD5cZx3ARERERecYeLiIiIrLGHi6zjDW4NNN4XWd2D+J6vIPvMoLKss2WLuUyHQYgH6MgGTumzTSe7nFMpJmvpeODbMcb+kypIh2P6XoKvOv0GJo62KYzSORiXKuG9PP5TAXj+nniax/pftp7weXvQYoGhhSJiIiIPGNIkYiIiKwxpGgW+QaXbVdzmIu7auoaVLYmG7yLqc1hhc9MdQ2ahm/i80toO3VfGzJ1WR9NKNV0TE3KCGmIJOg+ST2mZFFh6XCF1DQVpaWlVW6n+Y65uDcz9eyzrY+mvLCy6ptetw3nMexHVYl8g4uIiIiijz1cZhzDRURERORZxnq4XIfMgsp2ncU+6Dim7UxhOpetdReZ7zUhTg1TedJwleTzac+3ZvaRy5Cyz5UGpOWZroNpYet0SRdJNpGeR+nn09RHM6MyaP8oZD43HddnL0OYs8Qr+FxgPMwwZKZ7f9jDZcYeLiIiIiLPOIaLiIiIrLGHyyySDS7bWVjSsjULMIeVNNQ0K8xnUkXb7m/NLE5pSEkTpjFt5zrMqgkP+kyWGbRP6ow8zfcgKGyvWRDcdP1dL2QctIC265mEtmFI6aw56TMxyolKtXwm7E3kOjyYqaEalHmRbHARERFR9snmHijfOIaLiIiIyDP2cBEREZE1juEyy9oGl89xSC72cZ0hXzKOSLsose15MI2FCRof5HPau2Z8mIltZn/X43Gk+7scM2UaCyWl2cd2en4UxhdJP4Nm8XLTcaXbuFztQLu/7S9RzWogLkiexdLVDjTfX47Zyi5Z2+AiIiKi6GAPlxnHcBERERF5Vm16uKTduS5DfanT6yX7+OwCNn1WU9hPE4aQhhQTwyQ+s91Lw37Sc2JLmu086HVNKFSbdV5z/YO4Tq+g2UeTmkJznFS2qSBch8IlxzeJwkoKUj5TWLhezUEjU2mL0sUeLjP2cBERERF5Vm16uIiIiChz2MNllrEGV1iLs7qY7SctWxMq8DlTUrpd0Owoab1ts8tr7wXN9XMZAvAZmnExs1VaniZzvfQ4tt+xoLKqOpZteS6FlU1cM+NUO0PQNtTvc+a2iSZkrlnZI4jmd1BV+0n24azFaGMPFxEREVljD5cZx3ARERERecYeLiIiIrLGHi6zSDS4XEz3tx2vYDsmYU/1k9THZxZ7TZoC0zaScV+mOkiPb3uOXYxrkqYCsR1T4jqDuLTsoDJs7zPTey5SIGjSDNieB+24Pel76dbHxbNTQ3Ova8aemZ4tYaXKcPE8kRxLM07W9bhG8oshRSIiIiLPItHDRURERNmNIUWzjDW4XHarV/XvTNRBUl4UuoBt00UAshCAtA7aL5Cv0FwqzYoC0mOGFXrW1Mf1d0qaIsD2uJrQlSa9gosHv/R75DM86DOFhTS9QtB7LtMzpMNnaqKg47jYLpsbI3sD9nARERGRNfZwmXEMFxEREZFnkcw0L5Ea5glasFYawtPM/PGZJT6sTPym42qOk3odbDP422akNoUDM/U/JdtwlfT8aM69JvO9bRjS9XWwrU8q6YzcsGZAup7Z7HMRd+n9nYkQnovywlqtIJHrlUtcYg+XGXu4iIiIiDzjGC4iIiKyxh4us0jMUtQs7hkUQjQdJ5Xr2TmSGVA+j2OimQ3jYmaMZnaVy89kCnFKyw5LWIs7a5MGa9iGcFyHgIJoZuFqH/y2vzA0Yc2oJRB1kaRXcpzU8jQzd4PKSt3PZ9heWlY2N0b2BuzhIiIiImvs4TLjGC4iIiIiz9jDRURERNbYw2UW+bQQQeO2tLFrl2kdXCxkq9nH9dR7yTi5sNIPpCPoWKZp7tJxTbZjPXxm1ZbWTfNZXaQtSXd/U71dZN/2RTN+Kp3tgvbRpAVwnSojiM9xf6bPahrfqzkn0nFWLp/FLq4/RRt7uIiIiMgae7jMOIaLiIiIyLNI9nBpMnFLszdLumNdhPPC6vZ1kXJCs/i0tA6Sz+56arPrNBy22fJtjwkEhxs15z41+76krtrM95q0IFK2ZWgWRg4rk37qPkFhchfn22c2eJ+heclxUt+zfdaZuH7m+/zu+MIeLjP2cBERERF5FskeLiIiIsou7OEyi0SDS5MZOJVt17WkrNTyXGQddpEVO93j+JwNo5kBp/0CSernumvfRdhAch40KylIQ0CaWVyuaWaSmoT1PZKShv00s+GkzydNyNRUh6D6mPbRDPWQHMdEeu5cz4aNwkzCTC9eTWaRaHARERFRdmMPlxnHcBERERF5xh4uIiIissYeLrNINLhcnEDpWIGgfUx8TgW3jfVLP5/tuBjtebQdU5B4XGk6AxdZzCX1CZNkjIvrqfZS0vvMZYZtU3mmsm2zwUtpvhOun1Uuv3va+miOFdY4JBefz+XvHdfj1Sh6GFIkIiIi8iwSPVxERESU/djLFizyDS7bKblSLsJQmhCH9D2XN7GmuztT0401aQ9clB0W22nqpnOQmBZAU570O+V6er1tyMV1WgnXYVuX6QPCDCm5/L5Fnc9nvsvvFRs32SXyDS4iIiKKPg6aN+MYLiIiIiLPItHDZZp9ZhtGsA2lpEMTjnEdtpGUHWYYQpNp3mXoQVuWbYjadXhYMrvOxUxSn7PFbGcI+lwY28V3QhoqtB16kG5ZWi7ue9trEVZ2emkZPj+ftA7SsjOBPVxm7OEiIiIi8owNLiIiIrJW0cPl+086+vbti5ycnKQ/++yzT/z977//Hp07d0Zubi5ycnKw33774auvvnJ9agBkMKToc3aObXe8i0SMtt3d0u5zF7M4fYaUNDPgNOFY6TbSzxS0uLLPcID23gh63WdYVFKfTO2jmdnqOkzheham7WzWsEgXRjcJ+kzSxMfaELUv2RwCqy722WcffPrpp0n/rnDcccdhyZIluOeee9CiRQtcddVVOPbYY1FUVOS8HpEYw0VERETZLapjuHJyctClS5dKr69evRqLFi3Cddddh+uvvx4A0LhxYwwYMABPPPEELrvsMuv6JmJIkYiIiLLK2rVrsWbNmvgfU49UcXEx8vLyULNmTbRv3x5z5swBAEyZMgUAcO2118a3Pe2005CXl4c33njDeZ3Zw0VERETWwuzh6tSpU9Lrffr0wYwZMypt369fP3Tr1g3HHnsslixZgjvvvBO9evXC6tWr8c033wAA2rVrl7RPfn4+1q1b57zuGWtw2V4U7dgc11noXe4jLS9xLEPimAnXY66Cjm/ax3RdfGYK1+yvGYOlGXsWVtqNVLbnwcU9HFbKCSnblCrSsZCJP6eOa5LsY9pO8rqJNr2G5J72eV1dpOuxPZZ2pRBJ2S7sTePFFi1ahIKCgvi/69evX+V2t956a9K/L7zwQrRv3x6/+c1vULduXa91TMUeLiIiIrIWZg/XfvvtF9jIMmnXrh3q1KmDJUuW4Be/+AUAYNWqVUm9XMXFxWjVqpWbCifgGC4iIiLaK6xfvx47duzAvvvui0GDBgEAHn300fj706ZNQ2lpKU4//XTnx86qHi5N9uaodXG7SDkRVmgmU9npXZKGRaRTzqXbhHV+orAAt4kmq7r0uywJp5uuv89UGbZlaIdMSGhD+7Yhc82wBBdDOHyGByXH2ZtEcZbikUceiYsuugjdu3fHwoUL8Zvf/AYAcPvtt6Nt27bo1KkTHnjgAbRq1QrNmzfHVVddhXr16jmfoQhkWYOLiIiISGrDhg247rrrUFZWhtzcXOy3336YMmUKDjnkEADA7Nmz0atXL4wZMwaxWAytWrXCW2+95aUubHARERGRtSj2cK1evdr4fsOGDbFgwQKbKolFssGlmQ1jO/tIU5aGdrZfWML67JqZja5niKaGEW3LywSf10uTVV+6EH1QJn/TcV1njdesaBDWLGXpahDSOrgoO6wZ3lGb2ZrI5/PbRQg3CueIgkWywUVERETZJYo9XFHCWYpEREREnrGHi4iIiKyxh8ssqxpcLk60y/FB0uNIXvfBdTb/IGFly5aO4XEx3kU6vktTdlj3gGYMVlCGdOl1dT2+xJSxXVKedGyWtAzX4yw148g0bO8F1zTfZddlu+DyftCkmcnWdD17K4YUiYiIiDzLqh4uIiIiiiaGFM0y1uCyzRrvIruxdDvN9HPX4UrbcIwmE7O0bJNMTOv2+Xk0or5Qc1CKBp/X2MV3x3Z1iShkE3c9xEHyrHKdYd3nPlH/5eryWaMpK+rnh5Kxh4uIiIissYfLjGO4iIiIiDzLWA9XNnWfZnOLuoImHOtiBo7LcFqUw5jp1CETIQVNJnVpGFoTonKdidunKNxPQbTXxXYf6f6ZCNW7/h65mKErPVa2Yw+XGXu4iIiIiDzjGC4iIiKyxh4us0g0uHzOWHE9I8+2u1rbPW27kKnPsEh1XEw1KOmn9NybFmd2OQvXxfmVHFebTFKynSbho7TsMGfkarhMaOqiPNvFpqVlS2meiS6OK6mPtGwmJ6UKkWhwERERUXZjD5cZx3ARERERecYeLiIiIrLGHi6zSDS4XKQpCHovrMzQpvc0U/KlcX/Xi+kGkU4/93m+U0nPXbr7S/eRbicdhyRdLNo1zb2VWNfE8WqaFBjazyq5Fprxc9L3tNnyNXXwOaYvCoupuxyP53plD9tzr90/mxsWVLVINLiIiIgou7GHy4xjuIiIiIg8q/Y9XGGGwlyW7XphbNtudmmoKMxs8LahENeL+CayvUbaNAy2MpFBPlP/Y3WdJVwT1s5ECND0TLQdCiG9bzP1XA7ioj7Z3PPiEs9DMPZwEREREXlW7Xu4iIiIyD+O4TKrNg0uaYZsyXthZS12UXZYswJ9ZpP3GT6TziRNZZul33YRYNN7YS0ILL23gmYspnI9e1gS9tFeL0mYTfsZbLPva7YLmg2b+l6Yq1AE1UEqrBnarmczusSZjdml2jS4iIiIKHPYw2XGMVxEREREnrGHi4iIiKyxh8ss8g0u2xh5mDFuSV216RkyPQ1fM0XcRdlBx0ndz3Y6u3Y7l/uY+BzXZnsc033vc4UE23Fb0rJtuT7frp9hLr8T0vQK0vpIhZmOxhfNeNNsbnzsjRhSJCIiIvKMDS6BESNG4JtvvsFPP/2Ejz/+GD169Ajc9qabbsInn3yCoqIi/Oc//8Grr76Kjh07hlhbIiKi8FWEFH3/yVbVpsGVk5MT/5PI9kINHjwY9913H2677TZ069YNX375Jd5++200a9asyu179+6NCRMmoGfPnjj55JNRs2ZNvPPOO6hTp06V9QmqW+LnMX0mqcR9TGUH1cFUXtDr6Uxttz0nks+TTh005SXuYzoHpmsR9MeW9JqE9YCzvYdN94apbOlzQlK/1Gtk+12W3hemsoP+uD7fml+M0u9EEM151H4GzTly+X1NLZuqh2rT4PJl9OjRePzxx/HMM89g8eLFuPLKK/HTTz/h0ksvrXL70047DRMnTsSiRYvwr3/9C5dccgnatWuH7t27V9o2JycHN9xwA5YtW4bi4mKsXLkSv/nNb+LvT58+HQ8//DAeeOABbN68GevWrcNll12GOnXq4KmnnkJRURGWLVuGU0891dvnJyIikpA2fG3/ZCs2uAxq1qyJ7t2747333ou/FovF8N5776Fnz56iMho0aAAA2LJlS6X3/vSnP+Gmm27CH/7wB3Tq1AlDhgzBf/7zn6Rthg4dik2bNuHoo4/Go48+igkTJmDKlCn45z//iW7duuGdd97Bc889h9q1a1t8UiIiIvIpJ5aB5mJRUVG8IaKlnX2YzsymVq1aYe3atejZsyc+/vjj+Ot33XUX+vTpY2x0VXQxv/7662jYsCF69eqV9H69evWwceNGXHPNNXjyySerLGP69OnIy8tDnz59AJRn8f7+++/xt7/9DcOGDQMAtGjRAuvWratUR9NnNbGdSSSdpbSn0IGrOlQV3pGU5XMGnOm4kuO4PqeSe0P6uVO3S8xq7vqc+rwutsc0befyfGtIvxOa8rT3me2zKmq9HpmqW+Jxv//+e9SvXz+U41b8Tm/durVxtQkXysrKsGbNGmzbti20z+dK5NNCZLPx48fjsMMOw/HHH1/pvUMOOQT5+fl4//33jWUsWLAg/nNZWRk2b96Mr776Kv5aRY9Y8+bNHdWaiIiIXGODy2DTpk0oKSlBixYtkl5v0aIF1q9fb9z3kUcewemnn47evXtj7dq1ld7fsWOHqA67d+9O+ncsFqv0GmBew46IiMi3MMZYRa03Mx1Z+1va9SC6qgbm7dq1C/PmzUP//v3j2+Xk5KB///6YM2dO4IC+hx9+GAMHDkS/fv2wcuXKpONUzGL597//jZ9++imp7Ko+Uzqfz8fMJMmgRdPsHM2sQp8DJyWfwVRX1wM3bWdDmj5DUL1T/7icJWkqW7qP7XkIi4t70/Ycu9hOsr+0DO05sX1W+WR7jbTfJY2wzgnpsIdrD+6//35MnDgRc+fOxaeffopRo0ahbt26ePrppwEAV199NQYOHIgTTzwRQHkY8YILLsDPf/5zbN++Pd47tm3bNhQXF8fL3blzJ+6++27cdddd2LVrF2bPno2mTZvi0EMPxVNPPRX+ByUiIrLAHi4zNrj24OWXX0azZs3w+9//Hi1btsQXX3yBU089FRs2bAAANG3aFIWFhfHtR4wYAQCYOXNmUjnDhg3DxIkTk177wx/+gJKSEtx2223Yd999sW7dOvzf//2f509EREREYcvaWYpamZ7Z4mIWj1RYn8/lLCcXXM+GTORzZlxYZafKREguavWR0tyrmpm72hmQ6R7HVIZ2u+rG9neGdka9rTBn8VX8Tm/VqlUosxTXrVvHWYpRlKmbPYir8WZVqWpMj2R/yXam85jOGLN0aX5R2B7TBZ+NpyjTXCMfx3V5fBe/ZF1y/Z8v2wac9DuqOY6G65QqtvVx8czPdEcBuVHtG1xERETkH8dwmVW7Btdnn32Gli1bZroaWW/9+vXGRbqJiIhIrto1uFq2bInWrVtnuhrVjjZUFBR6DApJVHWsdI9pKsvnuC3bMKJpH01IwWeYLYjrz+2TNGSeyEUYKsws8mEcUyPMXops7hGpkC2fgT1cZtWuwbWnhKQkw/NIRETkTrVrcPkIg7kcsKjtzbGd2WQ6ZtT+90tERNmHPVxm1a7BlY6wZqlIy9I0mLSNLEl5pvOjmXJuO5tRs7+2MRm1mWmaWaGJbEOhLkLK0usS1mw2k6D71sV3TxP2s73mmUpnkIlfjrYhd9eiNlOeMmevbnARERGRG+zhMsvatRSJiIiIsgV7uIiIiMgae7jMsqrB5TrbbjZfuAouMpq7HHukSW3gczyPaeyR67FnUpoxc0F1kx7H9LrPVBmSsjO1hIz0cwdt52L1hbCEtVRUpsYruRjLqilbUl6YzxaKNoYUiYiIiDzLqh4uIiIiiiaGFM0y1uBymTk7zDoE7e+iDNvwoPb8ZOq4Ltmm+HB9D4Z1f/vMaO4z7OsidYfL704qTaZ527QnprJ8hsxss9NX9zx+PhfTpr0Le7iIiIjIGnu4zDiGi4iIiMizjPVwRaGValsHF7OrbENckuO7oA2fSs6JdCahlM+M/ZrQZVhhWulyUK4X4LYNn7pe7kq6j+l1l8MNpKs0SIV1b0nPietwbtS4nhXsU6bPP3u4zNjDRUREROQZx3ARERGRE9ncA+VbJBpcPpPlScMQPmefaRJsas5JmDObpOFT28V+Xc60Sy3PFGaThAdcJFUNojlXLkJFtjP/XNy3GkH1LisrC9zO9LrLULbrsLjmPdsEwnt6T7JNJpIJa+uQid8NqdhwqX4i0eAiIiKi7BZGIzGbG6Icw0VERETkGXu4iIiIyBp7uMwi0eByPYZDup3rzN4uy9NMU9dMmze952IMT5Dc3P91rprG2dhmkJfWRzrWJ8pf9ihmBg8rJYbt9dfUQTuGz7Y+PseRuh73GdZYqETSMZMuxta5vO9c3ycUPZFocBEREVF2Yw+XWUbGcGXzCSMiIoo6/p6Nnoz0cG3fvt15mdX95rKdku06q74taV0zVW/X4WbbsjNZru+yXdQhavWL2rXI1Lnz+T3KRHlRvwcTbd++HQ0aNAj1mOzhMstIg2vffffFt99+i4KCgowvRUBERFRdxGIxbN++Hfvuu2+mq0IpMtLgys3NRevWrTNxaCIiomot7J6tCuzhMmMeLiIiIiLPOEuRiIiIrLGHy4w9XERERESesYeLiIiIrLGHy4w9XEQR07dvX4waNSqjdXjmmWfQsGFDqzLef/99HHLIISgtLXVTqSq89dZbOOKIIyqtFEBEFDVscBFRJeeeey6WLl1qVcavf/1r/O53v0NeXp6jWlV26qmnombNmnjhhRe8HYOIyAU2uIioktq1a6N58+bq/WfNmoXly5fjnHPOcVirqg0bNgwPP/yw9+MQkVksFgvlT7Zig4sog3788UcMHToU9erVQ6tWrXDfffclvf/111+jTp06ePHFF+Ovvfzyy6hduzYWLVpUZZmlpaUYPnw49t9/f9SuXRsHHXQQHnroofj7xcXFOPTQQ3H55ZfHX1u+fDkKCgrw1FNPAagcUvzyyy9xwgknoKCgAPXr10f37t0xd+7cwM81adIknHTSScjPz096/e9//zt69OiB/Px8NG3aFAMHDoy/1759e9x+++3x89GuXTu8/vrr2LhxI37+85+jXr166NKlS6XjnnHGGZg7dy6WL18eWB8iokxjg4sog2644QbMnDkTU6dOxTvvvIMZM2Zg/vz58fcPPvhg3HvvvRgxYgRWr16NNWvW4Morr8Rdd92FTp06VVlmWVkZWrdujSlTpmDRokW49dZb8Zvf/AYvv/wyACA/Px8vvPACJk6ciKlTp6K0tBQXXnghTjrpJFx66aVVljlkyBC0bt0an332GebNm4ebbroJNWvWDPxcH330EY488sik1958800MHDgQp512Gj7//HO8//77OOqoo5K2eeCBB3Dcccfh888/x4ABA3DRRRdh6NChuPDCCzF//nwUFhZi6NChSf/Lbdu2LVq0aIGPPvrIfLKJyCv2cO1BjIgyYvv27bFatWrFXn755fhrmzdvjtWuXTv2q1/9KmnbAQMGxHr16hXr379/7OSTT46VlZWldayrr746ds455yS9dvfdd8eaNm0aGzlyZKxVq1axTZs2xd97+umnYw0aNIj/u6CgIPbMM8+Ij9egQYPYs88+m/Raz549Y0OGDAncp127drELL7ww/u9169bFAMRuueWW+Gtz5syJAYitW7cuad+uXbvGxo0bJ64fEbmzbdu2GIBYfn5+rHbt2l7/5OfnxwDEtm3blumPnTamhSDKkOXLl2PXrl04+uij4681btwYBx10UKVtn3rqKXTs2BG5ublYuHDhHtcgHT9+PJ566imsXr0aO3bswK5du3DEEUckbXP99dfjtddew6OPPopp06ahSZMmgeVdd911uOyyy/Dcc8/hxBNPxKBBg1BYWBi4/Y4dOyqFE7/44gv88pe/NNa7S5cu8Z9btGgBAOjcuXOl1zZs2ICWLVvGX69duzZ++uknY9lE5FeMaSGMGFIkygJffvklfvzxR/z4449Yt26dcdtJkyZhzJgxGD58ON555x188cUXuOSSS7Br166k7TZs2IClS5ciLy8Py5YtM5Y5btw4LFy4EAMGDMD06dPRqVMnvPrqq4HbN23aFFu3bk16rXbt2nv4lEgKU1Y0Kqt6LTUNxJYtW9CsWbM9lk9ElClscBFlSGFhIWrWrIlPPvkk/trWrVsrpWPYsmULhg0bht/+9rcYNmwYhgwZgh07dgSWO3v2bBx77LEYMWIEunbtigMPPLDKAeWXXnopOnfujIkTJ+LGG2/E4sWLjfXt2LEjRo8ejXfeeQdnn302nn766cBtu3btWmlQf5cuXfD+++8bj6FRXFyM5cuXo2vXrs7LJiK5GMdwGbHBRZQh9erVw/Dhw3HDDTdg+vTp+OqrrzBs2DDk5iZ/La+88kq0adMGv/vd73D//fejtLQUY8aMCSy3Q4cOmDt3Lt5++20sXboUt9xyCz777LOkbcaPH485c+Zg4sSJGDJkCM466ywMGTKkUi8YUB4eHDlyJGbMmIFVq1Zh9uzZ+Oyzz3DIIYcE1uGUU07BrFmzkl4bO3YsXnrpJYwdOxaLFy/GggULcNddd0lOldHHH3+MffbZBz179rQui4jIFza4iDLonnvuQa9evXDGGWfgxBNPxPHHH4/u3bvH33/22Wfxj3/8A8899xxq1KiBunXr4vnnn8fjjz+OadOmVVnmFVdcgbPPPhvnnnsujj76aGzevBkjRoyIv//111/jhhtuwIQJE9CmTRsAwIQJE7Bp0ybccsstlcrLy8vD5s2bMXToUHTs2BGDBw/Gz372M9x2222Bn2vIkCFYuHAhlixZEn+tb9++mDJlCl5//XUcccQR6NevHz799NO0z1mql156CUOGDEGdOnWsyyIiPfZwmeXEsrn2RBRZN9xwA4qKivDYY495O8amTZtw0EEHYe7cudh///29HYeIghUVFaFBgwaoWbPmHif02IrFYti9eze2bduG+vXrez2Wa+zhIiIvfvvb36Jdu3Ze1zlcuXIlJkyYwMYWUQSwh8uMPVxERESkVtHDVaNGjVB6uEpKSrKyh4t5uIiIiMga83CZMaRIRERE5Bl7uIiIiMgae7jM2MNFRERE5Bl7uIiIiMgae7jM2MNFRERE5Bl7uIiIiMgae7jM2MNFRERE1drgwYPjecLq1auHp59+OvQ6sMFFRERETkQxy/yvfvUrTJkyBUOHDsXUqVPRpk0bDB8+HAsXLnT86c2YaZ6IiIjUKjLNhymdTPP16tXDAQccgH/9618AgJKSEuyzzz446aST8NZbb/msZhKO4SIiIqKssnbtWhQVFcX/Xb9+/SobYD/88AN+/PFHDBgwIP5ajRo10L59e3z55Zeh1DV+3FCPRkRERNVKrVq10LJlS6xfvz6U49WsWROdOnVKeq1Pnz6YMWNGpW2XLl0KAJUWuG/SpAn+85//eKtjVdjgIiIiIrX8/HysWLECu3btCuV4xcXFlY6VDQtZs8FFREREVvLz85Gfnx/KsdJpXHXs2BEAsGLFiqTXN2/ejIKCAqf12hPOUiQiIqJqqV69eqhbty7efPPN+GslJSVYuXIlDj/88FDrwgYXERERVVvDhw/HggUL8Mtf/hJvvPEGOnfujFgshnvvvTfUejAtBBEREVVrgwYNwquvvorS0lLUrVsXDz30EIYPHx5qHdjgIiIiIvKMIUUiIiIiz9jgIiIiIvKMDS4iIiIiz9jgIiIiIvKMDS4iIiIiz9jgIiIiIvKMDS4iIiIiz9jgIiIiIvKMDS4iIiIiz9jgIiIiIvKMDS4iIiIiz/4f7w8Wn4qSsSgAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x581.818 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NBVAL_IGNORE_OUTPUT\n",
    "lazy_4d.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1b7ff33",
   "metadata": {},
   "source": [
    "### Load the HyperSpy lazy signal as a LiberTEM dataset\n",
    "\n",
    "Starting with version 0.9.0, it is possible to load a `dask.array.Array` as a LiberTEM `Dataset`, allowing processing using the existing LiberTEM UDF interface. This can be achieved by loading the dask array using the `Context.load` method and the `\"dask\"` file type.\n",
    "\n",
    "As before, no data is actually loaded into memory at this stage, it will only be read when computation is requested. When the data is eventually read, the HyperSpy BLO reader will be used by Dask to load the file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "boring-boston",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:43:50.434865Z",
     "iopub.status.busy": "2023-06-29T12:43:50.434723Z",
     "iopub.status.idle": "2023-06-29T12:43:50.447103Z",
     "shell.execute_reply": "2023-06-29T12:43:50.446607Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:libertem.io.dataset.dask:Merging nav dimension chunks according to scheme {1: -1} as we cannot maintain continuity of frame indexing in the flattened navigation dimension. Original n_blocks: [2, 3, 1, 1]. New n_blocks: [2, 1, 1, 1].\n"
     ]
    }
   ],
   "source": [
    "dask_ds = ctx.load(\"dask\", lazy_4d.data, sig_dims=2, min_size=64*2**20)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a9b5669",
   "metadata": {},
   "source": [
    "Due to differences in the design of Dask and LiberTEM, the `Dataset` must sometimes modify the array chunking (i.e. how the data is organised in memory), leading to the above warning. This does not modify the data itself in any way, it only changes how the computation will be split over parts of the full dataset.\n",
    "\n",
    "We start by running some basic analyses on the dataset, loading a single diffraction frame with `create_pick_analysis` and summing over the signal dimensions with `SumSigUDF`. For both of these calls the data is loaded from disk at this point."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "direct-consent",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:43:50.448852Z",
     "iopub.status.busy": "2023-06-29T12:43:50.448720Z",
     "iopub.status.idle": "2023-06-29T12:43:53.113326Z",
     "shell.execute_reply": "2023-06-29T12:43:53.112720Z"
    }
   },
   "outputs": [],
   "source": [
    "pick_a = ctx.create_pick_analysis(dataset=dask_ds, y=45, x=60)\n",
    "pick_res = ctx.run(pick_a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "occupational-profit",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:43:53.115746Z",
     "iopub.status.busy": "2023-06-29T12:43:53.115608Z",
     "iopub.status.idle": "2023-06-29T12:43:53.596411Z",
     "shell.execute_reply": "2023-06-29T12:43:53.595706Z"
    }
   },
   "outputs": [],
   "source": [
    "sum_res = ctx.run_udf(dataset=dask_ds, udf=SumSigUDF())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "another-clark",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:43:53.599309Z",
     "iopub.status.busy": "2023-06-29T12:43:53.599171Z",
     "iopub.status.idle": "2023-06-29T12:44:08.564432Z",
     "shell.execute_reply": "2023-06-29T12:44:08.563834Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "185 ms ± 998 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "# NBVAL_SKIP\n",
    "sum_res = ctx.run_udf(dataset=dask_ds, udf=SumSigUDF())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "proper-terminology",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:08.566403Z",
     "iopub.status.busy": "2023-06-29T12:44:08.566266Z",
     "iopub.status.idle": "2023-06-29T12:44:08.896785Z",
     "shell.execute_reply": "2023-06-29T12:44:08.896250Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Sum over signal dimensions')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(12, 8))\n",
    "axes[0].imshow(pick_res['intensity'].raw_data)\n",
    "axes[0].set_title('Diffraction frame')\n",
    "axes[1].imshow(sum_res['intensity'].data)\n",
    "axes[1].set_title('Sum over signal dimensions')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "sufficient-suite",
   "metadata": {},
   "source": [
    "## From LiberTEM to HyperSpy: Dataset\n",
    "\n",
    "### Load data using LiberTEM"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b631ad1e",
   "metadata": {},
   "source": [
    "LiberTEM posesses its own BLO-file reader (here with auto-detection of filetype). First we run the same analyses as above to demonstrate their equivalency."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "satisfied-crack",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:08.898893Z",
     "iopub.status.busy": "2023-06-29T12:44:08.898566Z",
     "iopub.status.idle": "2023-06-29T12:44:08.930009Z",
     "shell.execute_reply": "2023-06-29T12:44:08.929428Z"
    }
   },
   "outputs": [],
   "source": [
    "native_ds = ctx.load('auto', path)\n",
    "native_ds.set_num_cores(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "80488514",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:08.932272Z",
     "iopub.status.busy": "2023-06-29T12:44:08.932133Z",
     "iopub.status.idle": "2023-06-29T12:44:09.311497Z",
     "shell.execute_reply": "2023-06-29T12:44:09.311023Z"
    }
   },
   "outputs": [],
   "source": [
    "sum_res_lt = ctx.run_udf(dataset=native_ds, udf=SumSigUDF())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "solar-macedonia",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:09.313831Z",
     "iopub.status.busy": "2023-06-29T12:44:09.313697Z",
     "iopub.status.idle": "2023-06-29T12:44:23.305414Z",
     "shell.execute_reply": "2023-06-29T12:44:23.304818Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "173 ms ± 1.05 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "# NBVAL_SKIP\n",
    "ctx.run_udf(dataset=native_ds, udf=SumSigUDF())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "5f41720c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:23.307306Z",
     "iopub.status.busy": "2023-06-29T12:44:23.307171Z",
     "iopub.status.idle": "2023-06-29T12:44:23.310867Z",
     "shell.execute_reply": "2023-06-29T12:44:23.310446Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.allclose(sum_res_lt['intensity'].data, sum_res['intensity'].data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "athletic-performer",
   "metadata": {},
   "source": [
    "### Create dask array from LiberTEM dataset\n",
    "\n",
    "Using the method `make_dask_array`, we can convert any LiberTEM dataset into a chunked `dask.array`, such as those used for backing a HyperSpy lazy signal."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "reserved-robinson",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:23.312468Z",
     "iopub.status.busy": "2023-06-29T12:44:23.312342Z",
     "iopub.status.idle": "2023-06-29T12:44:23.315878Z",
     "shell.execute_reply": "2023-06-29T12:44:23.315458Z"
    }
   },
   "outputs": [],
   "source": [
    "with dask.config.set(**{'array.slicing.split_large_chunks': False}):\n",
    "    dask_array, workers = make_dask_array(native_ds)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3815bdc4",
   "metadata": {},
   "source": [
    "The `dask_array` is supplied with a dictionary of `workers`, which can be passed to `dask.compute()` at the moment of evaluation to ensure data locality, and avoid transferring chunks of the dataset between processes or over the network."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "reflected-utility",
   "metadata": {},
   "source": [
    "### Create lazy HyperSpy signal from Dask array\n",
    "\n",
    "We now create a HyperSpy signal from this `dask_array`, with the aid of `pyxem` to maintain its metadata as a diffraction dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "impressive-seattle",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:23.317756Z",
     "iopub.status.busy": "2023-06-29T12:44:23.317411Z",
     "iopub.status.idle": "2023-06-29T12:44:23.322044Z",
     "shell.execute_reply": "2023-06-29T12:44:23.321602Z"
    }
   },
   "outputs": [],
   "source": [
    "libertem_4d = pyxem.signals.LazyDiffraction2D(dask_array)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "615ea1c6",
   "metadata": {},
   "source": [
    "This gives us access to the full range of HyperSpy interfaces on the LiberTEM dataset, such as `.plot()`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "pediatric-election",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:23.323842Z",
     "iopub.status.busy": "2023-06-29T12:44:23.323503Z",
     "iopub.status.idle": "2023-06-29T12:44:24.559549Z",
     "shell.execute_reply": "2023-06-29T12:44:24.559007Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[########################################] | 100% Completed | 505.63 ms\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x432.757 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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UIj4sbxqdULEdNQgqgqN6XCcCII1ceb0vqvNoMwKkYjvyIT0nkmtItz8630E6fXAZmbUdSXMZbTHtayqG6zDCpcYELxEREZFjnKVIRERExhjhUmOEi4iIiMixtIpwpfOdbQXVmItUvT6vsQI2xg1Ix/qo2vDbtm06Y0p0xk9I25OOV5Lsn8xle1I6Y950rjPp2DzpWBqdmcSmbZuOi/Ozj+msuaDGz6WqPVNh/N3gFyNcaoxwERERETmWVhEuIiIiCq90jkC5xhsuAdPUmio0bDp1O+xhdsnrC7JMiMtp6jrpIb/HVB1Ht714OiUwTEt3pKowsOk51k2fS96zVKVzpX3QEVTB1+ryC786vqa9HW+4iIiIyBjHcKlxDBcRERGRY3t1hMtlaN5lStBmWixIYe6DND2UqorPOhXEXa71KZnZKmVjFQOv9nRntpq+DtX7pTOj0us4umltHTZTlLZXjXCZrgxKGPpgihEuNUa4iIiIiBzbqyNcREREZAcjXGp79Q1XUEUZg2IjfaKTkggqzSYtBqnD5bWg0wdpEUTTdJ6qDyoui2DqFJqVpul02pYe0/Z74dW2tA9+20puT+czb3uRex02Xl8YhC3lSeb26hsuIiIisoMRLjWO4SIiIiJyjDdcRERERI6FMqUY5tx1UP3RWcg0yDFFOlxOU9cplWFzkWQ/7fk9psvjJLfn8tpy+R7ZPiemUvU9IemD7vk2XTTb9uc/FQuo214pREVy7nTH7brClKIaI1xEREREjoUywkVERETphREutVDecNms8i3lstyDdCFj0ynLQaahpMf12s52NWnb14PNMhNBVbHXXYzZNI0obVu6CLRLNr9DpAtMq+ice52F0W2XZND53grqMxrkd0FQK4XYPD6lTihvuIiIiCi9MMKlxjFcRERERI6lVYQrqDtb3WrbOrNKvNqzEao2TVHqzBALMpxvWiHf5QK6pu+zzmwxnXSen+N6ta3D9gzYeEEtkmwjNWt7IXrJKgQ20pC207GS9oIa9uFnu6BWuEiXqA4jXGqMcBERERE5llYRLiIiIgonRrjUGOEiIiIicixlEa5UVZMPqgxDvIyM/9zXlpWV+T4OoDcmTLL/np7zYrM8hs5YOJ1j6rYhHZtjOnbIZWV/r+PYOpbftnTGFPlpw6ut+M+f7fGUNs+3jfF4kvFcrvsgJTl3Ln9P6I5rC/OqKKnACJcaI1xEREREjnEMFxERERljhEstZTdcQVWKT9d0ZTJJGzaOk4rzqFsh3XQfnRSgjb66fE2S/W2weZ3oprgyMzP32IfkFL7NCvDSa8Z2ak6nNIVueyZtqbhc7UDVRirKMLhcYDpsi1eTGiNcREREZIwRLjWO4SIiIiJyLK0iXDbCy2G7OzZ9TakKpbtccNjmDDHpdtK0j40Fi4NarDkVqUsbFcR1rlWd98h2tXQvtlP9ptXzbc9S1fmM2pgtHOSi514kn5dUDcdIBUa41BjhIiIiInIsrSJcREREFE6McKml1Q1XGE60Kiye6qKaLhdg1U2fSFN4kv7YSCm4TJmmujCk6prx2kd6HF2S61b3c+1VRNjGdWF6HkxTuGEoTqvzWdYdzpHqGd4qNr6rTLHAavWQVjdcREREFE6McKlxDBcRERGRY7zhIiIiInIsrVKKYVvwWrpPPN3yDJJp70GOzZEe16sPQVZ292rbqy0VnTFTftrw6o/O+BmdEhimXJZAcPmZt/35SFXFd9Pxnap9pOPNJMdVjX+1uRqAdDvd75mgfielSxqNKUU1RriIiIiIHEurCBcRERGFEyNcaml1w2V70VbT46ZiIVRV27oLJutUp5bSSQmFYXFmLy5LDtguKyG9VjMyMva4Xao+byqmqUfb51unxIP0NUj20WX6udQplePyMx7k97LLlRSo+kmrGy4iIiIKL95QeuMYLiIiIiLHQhnh8gpR2wil61RsN01XSNvWaU/KdEFf6YwlHbozFr3SLPEVyG33OxULa0vZntnmd5s97ReGmYCpEJ+yBez2WzqMwMbsWp3+2P6+tClVw0Mkv99sHStoHMOlxggXERERkWOhjHARERFRemGES40RLiIiIiLHUhbh0plKbLs6uc7+phWWXZKWH9jTflXtr9u2hLQt1VgY00rVpmPc/Gyns39Q401Mx1yFYQUI25/RVLz/NgQ1tlLaB5tjYVV9sP29bHvcpu1xyWHCCJcaI1xEREREjnEMFxERERljhEstrW64pGlInZSSy+nrXsdMPpZpKFx6TqTTj22E/SVVzFXtmb7nOlXe93Rcr7ZMvwh0UuFSQaXCXVbi39N+kv7Y/LKWlikJUlDfY5LjJ/fBZfosqDS7zj7S9CJVf2l1w0VEREThxAiXGsdwERERETmWsghXUIvf6qQUpCkX26FinfZszK4zpeqDquq7zePGv77k2YzVgctZimGbKWWaFrNxzdlMzel8B+muduFyZqlp26YpV+lsdh263+U6MyVtClt1eka41KrfbyYiIiKikOEYLiIiIjLGCJdaKAuf2kxxuEyr6MxSsjG70rQQn+7MPdP+2C74Z7PYqU6hQl2m/ZaSLO6ty+Z1q3sOdAqfSmfN6cxS9bu/Sqpm+0n75PXapalQ0wKkftozHUYi3U/6fWL7+9trOwofRriIiIjIGCNcahzDRUREROQYb7iIiIiIHAtlSlGn8rnLvLi0DzpjHKRt2xy3YXthVdOxFLpTmyXjFWyMKbG5MPqejiUR1HWrOj86pTd0xkLZHvcj6Y+qDWnJGZ3SNNJ9TM+X7phZyZhA29e6is2xp7ptmO6jM44wbGVc4jGlqMYIFxEREZFjoYxwERERUXphhEstrW64bISnTcOxtis5u1yo12v/oCq+Jz8nPa7OgtfxVK/V5eLMNs+r7erkqu2k7fntj27b0n1sXtPSUimm6bfk/UzLmaiOK91Gmq4yvZ6kXB4nVaV3vOgMUdBJV1M4pNUNFxEREYUTI1xqHMNFRERE5FhaRbhs3NnqzPYIqsqv7fSCZH/dNlwKanUBaRumKU4Vr2vLdsV+2ysa6KykIOlbctu2U4U2j6NKV8dfM8kzOktLS6vsn6qvNq9B3c9/2L4nvOik2YKaIZ7cnrQPXsL2Xc4IlxojXERERESOpVWEi4iIiMKJES41RriIiIiIHEtZhMt2VV6v7aR9sDEF3rTSvJTOGICgxpeFYUxZUOVDdPutU+3eJp3K57pte7FZOT35OZufV9V2ycfJzMyM/VyrVq3Yz/FjtoDE8VjJzwVB9zqzPXbUq08uS3x4vYYgS6VI+yApjxG2aA8jXGqMcBERERE5xjFcREREZIwRLrVQ3nDZTJlJp5yH7U3UnYYvaU+nUnWq0pU2FvQ1JV28WKc96TamaT+dRXJVTBfT1Uml6FSDt83GMASbCyO7rDSu8/p0FjVXtafz3aBzPdlIs5qy/V1O4RPKGy4iIiJKL4xwqXEMFxEREVVLffv2Rd26dRGJRJCRkYH8/HzMnDkzYZtt27ahU6dOyMjIQCQSwf7774/vv/8+YZv58+ejcePGsXa6du2K4uJiX31JqwiXdGFVl4vu6nCZzrHdB8n+qv4EuYC2aapP5zoJKpwvvU7ClhZRCfJ8uWpb9TkqKyuL/bx7927RdkGtqhBUat7ld1gym0MZdIdMmM7WlL4vkrZ0+2NTGCNcCxYswDnnnIOBAwdi586duPzyyzFw4ECsXbsWjRs3BgD06NEDy5Ytwz333IMmTZpg5MiROOaYY1BYWAgAKCkpwYknnoi6devilVdewbJlyzBx4kT06tULn332mbgvaXXDRURERCS1adOmhH936tQJHTp0wNSpU3HFFVdg5cqVWLp0KcaMGYOrr74aAFC/fn30798fTz75JC6++GLceeed2LlzJ77++mt07NgRAPDjjz/i5ZdfRlFREbKzs0V9YUqRiIiIrKiIcrn6U2HNmjVYvXp17E9FNGpP1q5dCwA44IADAACvvfYaAODKK6+MbdOvXz9kZmZi+vTpAIAPP/wQWVlZsZstABgxYgQA4O233xafm9BHuExnr6gEtSi16QxBVRtBFXlUcVkUVbpor3TGmlc4X7VfGGYF6XwOvLZzGfK3XRBT2rbpZ9n2tRWfUkzeLj6lKGV6DdooLGqz8KntmdI626nY/Pzr9kenD+k8oNyvDh06JPy7Z8+emDNnjnKf3bt349xzz0VOTg4GDx4MAPjll18AAM2bN0/YNisrC+vWrQMAbNy4EXXr1q3y+D/99JO4z6G/4SIiIqLwC3IM19KlS5GTkxN7PDc3d4/7Hnroodi8eTPmz5/vrH8qvOEiIiKitLL//vuLbrIqdO7cGcuWLcOsWbPQtWvX2OOtWrUCAPz2228JUa7i4mLk5+cDABo1aoQVK1YktLd06VIAQNu2bcV94BguIiIiqpbKysrQuXNnLFmyBDNnzsTxxx+f8PyQIUMAAA8//HDssZkzZ6K0tBQDBgwAAPTp0wfFxcVYsmRJbJvHH38cANC/f39xXyLRFCR9CwsLkZeXZ9SG7TFcqv1dTpXWGXtiOp7HJdvjC1yOa9Ppg8vxIVKm4+xUY4hMxwdJPzs6ZQqkpTJcljCxfQ3Hvxc2xgfpnG/TtnXYqJBv+lk0LZWTvJ/ueZXQ+V21bds2XxEgExW/0z/44INKY51s27FjB0466SQUFBSIXl/Hjh2xZMkSPPDAAzjxxBNjjx9wwAGoX78+AOCQQw7BsmXLcPfdd6Nx48YYOXIkAGD79u0AystC5ObmIjs7G48++ih++uknjB8/Ht26dWNZCCIiIqKKqNTo0aMTHr/ooovw5JNPAgDmzZuH4447DmPHjkU0GkV+fj7efffd2La1atXCRx99hMGDB+Pss89GJBJBly5dMGvWLF994Q0XERERGQtj4VPJ9vXq1cN3332n3KZHjx7YsGGDr2MnS6sbLtupHWlqzjRFKa2QL+2DtFSCabg7yCnQpu3ZTC+o2g6qvII0vSztj9f1k/ycyxSJy/dIml60+f7ZXrxapz2XJVmk34OmKWUV22VqbB/XxnmV9MHm8Sl10uqGi4iIiMIpjBGuMOEsRSIiIiLHUhbhMg37uqy2q5tClIShbYSAvWaZqdIn8VRhf5chaq+ZcjYqiJvuI90uvt+q1JzOsXTSGNLZflKm14I0ZS7dRuc9j39fkj8rXufLdsV+l5XUgyJND9pOPdtcDUC1ncv0ue0hHNLrNtXXECNcaoxwERERETnGMVxERERkjBEuNUa4iIiIiBwLRYQrDHesOhWtVW3EszH2wHQf6f7S8hOm46Sk42dSUYE6WVBjbnTOiY1q2TpMy4dI6VxnOpX0dcbmqMbP2KikL+mD7fI4OuPabJSmCarkRCrKKNgYRxpUORpTjHCpMcJFRERE5FgoIlxERESU3hjhUgvFDZd0aquNRT91wvmmaS2dSvM6betuJ9nfz3NevM5D2Krlq9qLZ3sBXmlfba80oPO+mFK9BpcV4L1IU+Y2Urim6SHbqUdpuQedEh82z4mN7zqd7/+gSk6ohGEYAZkLxQ0XERERpTdGuNQ4houIiIjIsbSKcOmEgG1UBtYJ59qefWRzNqPOubNRDd5GStiUzSrtttMQ0rZNZ3vaeC91qo6b/s9Ut7K/ZB+dz4Tud4vpLEXpsUy/d4KMJJim4KSzR3U+LzaHTySznVpPdfSHES41RriIiIiIHEurCBcRERGFEyNcaqG44QqyMFxQaTYdOmkk01luQGKhSGnKxWYqRDcVJpnNFOTirjavB9szIKVtmRa7dJk+s/E94SW530Et1GxaGFTanvRzZPoe6X4GbH52pP2O/96Tvv+2i6+mY9qQ9IXihouIiIjSGyNcahzDRUREROQYb7iIiIiIHAtFStHleBXb++i0HWS1cx2m5SxM2R4XodO2qj3b58G0PZ1xdjpt65QpUY2F0RlTZjq20sbYQ51+6wh7e6YLf6vaCqoMi84+tkvduCwLkmpMKaoxwkVERETkWCgiXERERJTeGOFSC/0Nl80wtqptnbCxTgrHRorLVKqqwYchxSF9L5NLZ1R1TN3K0DZTfap2pduppsfv6XFVP6v6t4Tpta5TVV/VhuRxVdup+gXhcjF0U/HXHCDrq42SE5JrHdBL+3ltp1ohIZ2uJzIX+hsuIiIiCj9GuNQ4houIiIjIsZRFuGzO7vDTts5Cpjp90AnT66QXVSFy0/OlU7Hdxv8+XFbzN63Sb2OmlDStITmOjdm5rlKcyc/ZTO3ospkqcrlQt0pQx3W5SoONBdSlJN/5Lr+jdb8zvFKPtr8TbWKES40RLiIiIiLHOIaLiIiIjDHCpcYIFxEREZFjKYtwuawMLG3DtKq2inTqr+nYIRtjIWxOw3fJZdVw3e289lGd08zMTGvHjKc7Fko1hd2rb0GNa5KOI/Tqj41SHUGNxwrDNWxKWl5FWj7ExjhLr/1U4wil15PO+xeG1S5cSqe+Bo0RLiIiIiLHOIaLiIiIjHEMl1palYVQkVbIdpm2cbmPaXjZdnhaJ+QeTycN5fK9tL0Ar06/pfvoTG23PQ3f9P2zcT3qpNkl+6u4HHrgks4KCTqvT2cVAz/txZOW+JFcJ7rvpeT9C7LsCYUbI1xERERkjBEuNY7hIiIiInIsFLMUdcK5Qc7oMU1dqJjOrjI9pnQ7GzNwdI4bz8Z7aZp61lldQKc/NtJVptenjbSfJI1o45oxrcod5Pk1TbObpulUTFPPukMhbKebVX3yu43tFLXOKh2mK2QEhREuNUa4iIiIiBzjGC4iIiIyxgiXWihuuKQzslSCKmKqetwrLB6GAnYuCyxKuTyuaepIp/CldEaWjbRWUJ8JndSxqnCqJLWqO/vUZjrFxveEF500m853i6o9KdtDK6TXoGlK2HQ2s8vhITa2kzxO4ReKGy4iIiJKb4xwqXEMFxEREZFjvOEiIiIiciyUKUXTabwqknEINtq2XfnetGK3y6nk8aRjYWyPd5Cex/jz4FXGQdUHFdMSD6rrx2Z1eVXb0ra8rifTMWC67bks3eJ1HGkpgeRxbaWlpXs8ju641lSUmYmn+xm1XYJGsp3OChmqNnS2Mf0chC29xpSiGiNcRERERI6FMsJFRERE6YURLrVQLF7tsiyEad/8tG1aIV2nnIU0hG+7VIYXnfOjW+XdNI1kmo6TXic2zq9OStlmmiZ5f510rDTFJe1rfB/iU5xS0vdI2rbXe6Ta33YKUPqZNyXtd1AV/G2nteOZpkJdrnbgog1yhxEuIiIiMsYIlxrHcBERERE5lrIIlyolYTMlqFNB3AaXoX3TFGeqws6201o6++ikEUwXjrXxnkteX/JsONPtdFIhqjSrbZIUjs7sVZWg0j66qw6YzgqWsp0+s1lpXvqZt12x33ZaU3JObK80YIoRLjVGuIiIiIgc4xguIiIiMsYIlxojXERERESOhaIshO0xXEGN21K1JZ027/WcdJyNzXIYLtpzWTVc0p5uyRGbFaRt0Kk67TVuS6fkiO5n1ObYIdvnWzoWSvp5M10BQEpnXJP0+0R6HJufURXbFehNV4PY035+2b5OUl0WghEuNUa4iIiIiBzjGC4iIiIyxgiXWihuuHSnQEva0KkSrNsfm2moIKfX25xK7rKKvfS40uvEdBWD5FICqrSNVx+8jmODNK3ttaC3iml6WIe0BIL0M2rje8d0H1Oqz5tOFfugqrybVm/XJf3ON/29Y4MklZ3ONx97o1DccBEREVF6Y4RLjWO4iIiIiBwLxSzFIEO2kvZ076C90k02quq7DPVL3gsbC0wHFQq3nTbyStPoznKUzDJM1WciqIrWOum35HSn1+dKJ32WnB52OUNMsrC1tN+2Z9NJr1uvhcN1r02X3w2mQz1szmxObsP2+5xqjHCpMcJFRERE5BjHcBEREZExRrjUUnbDZRoKl6aubBTv02F7wWObM9t00pqqfYIqaKoTslfNuotPhei8BhsL9cZT9VWnEKdpisPGF5tX/6Rp9vifa9RI/LpK/neF3bt3x37etWuXZ9uqwqDxz0mHB0iZFuw1LQCqmxYz/U6TMm3b5XenjTZ0hlnYKPpKqccIFxERERljhEuNY7iIiIiIHOMNFxEREZFjoSgLIaXKd9ucxi1t2/ZUeckxXW8XT2eqtI1zIJnun8zmSgO620nPiekYDpfn3nQ8V/JYKNPFhzMzM2M/16xZ0/NYkpIsyc9JHk9uO55uxXbTMgU6x7GxCLRkbJXta9D24tU625mOa7Q9Jjhe2NJrTCmqMcJFRERE5BgHzRMREZExRrjUQnHDJQ2Lu5y6b7uasEtBTSW2fRyv6tSq9kyrr+umnr36oCoLIE2FmqYYTFMuKjolJ6SfF533P3670tLShO280oiqch+mpWBsl+FIBd3VIGz2O1ULQttOUZqmbW2UDJI+R6kXihsuIiIiSn+86fPGMVxEREREjoUywiWpGp+ckrBZ+dhGGsplWNzl/yBctq1KI5myudJAMunMPZcpF53UhTTNKkmz2ZjFqbPIcfw+yVXj41OM0kWgTWd7qT7jpjOBdVJXOtvppkJtfje4TLklc/m+6PB67dIVF8KMY7jUGOEiIiIiciyUES4iIiJKL4xwqTHCRURERORYyiJc0mnB0mnc0ry4ad9UbUv2szH1V6c9nWO5rGKuetzm2CpppfE99UmyTfyYovjjJvchnmnVeZeCmrovfT3JZSG8xoRJS8nojH9TlQWx+dlWjQ8zff9V/dYpBWLjO9a0XIfpPio64/ZsfHYk13HYxnYxwqXGCBcRERGRYxzDRURERMYY4VILxQ2XTnpQGnK3Ebq2WWbCZZkCKd2q4Tok74vutHRJxXUbpRuk14xX6lAnrZX8ePwizjqrL8TTWdnB9nWhKhFh49qQsP2Z9zpfyWlsnen+NodMuGijgu5QD0lZF9vXgk5VfZ3vE93hITolTMKWYqREobjhIiIiovTGCJcax3AREREROZayCJdOmkUaLnWZKtBJs9ie7ec100638rUkhK+bCjVNhajOnaQN6YwsHbZnbtqewSrl8jyaXk+2FwTWSfvpnG+d4Q9e+6sEuZKC6XAMG6simDJtz0bKzuaQEBtDJmxihEvNOMJVWlqKb7/9Flu3brXRHyIiIqJqx/cN1+jRo/HUU08BKL/Z6tmzJ7p06YIDDzwQc+bMsd0/IiIiSgMVES7Xf9KV75Ti66+/jvPPPx8A8Pbbb+PXX3/Fjz/+iBdeeAHjxo3DvHnzrHbQ5qwy3fZs7p8sqBSl6QxPnXReVceSbGMz1Wdjod6grkFpatYrFZbcbvxzqoKdXs/ZTmuZpiFVpKk56bnTSZ9J+6qziLdXH4L85WM6ay5V/Y5nc8a5jfZc/j6h8PEd4dq0aROaNm0KAHjnnXcwZMgQtGvXDsOHD8d3331nvYNEREQUfoxwqfm+4WrSpAmWLl2K0tJSvPvuuzjppJMAAH/88UdCrSAiIiIiKuc7pfjXv/4VZ511FvLz8xGJRNCnTx8AwBdffIH27dtb7yARERFRuvN9wzVx4kR07NgRq1atwpAhQ1C7dm0A5ZWwr7vuOiud0qne67KCuE570jZUCxv7PY6N8Uo6++ssuqwz7sdGWRBpH2yOzXA5tV3VT69rS3rN2bi2JIv72hjDpzO+yHRRcd3rzLQEQvx2ya9B0obuda86boXk8ho2yzCkKpVkOp4zVW2nAstCqGnV4TrzzDMrPTZ06FDjzhARERFVR6IbrgcffBCXXHIJsrKy8OCDDyq3vfLKK610jIiIiNIHI1xqohuu+++/H+eddx6ysrJw//33e24XiUTEN1y2p9pLj5OKELeNMgV+j6O7n1eqx6u6vWp/KVXbXscBEtMaXlPtpaln1fsiTT2bpkKldF6D6nHJ+6ebQpScO+l7JC3xoCItU+F1ban6qZPq1xnWEN8fnfIaqvNoOgxBek5U7Zle37aZVna3PUSlOqQe91aiG65ff/21yp+JiIiIAEa49sT3iO3i4mLP59atW2fUGSIiIiJbHnroITRp0gSZmZmIRCK4/vrrE55v06YNIpFIwp+GDRsmbLN8+XK0aNEi9ny7du2wfv16333xPWi+S5cueOmll3DYYYclPD5t2jSMGDECGzdu9N2JZDppCOl2NisN66SrbPdH2pa0grhppXHdlIIpr7als7hUaTav4+i+lzppW0lb0tcQJNOq+pK2kp8zTYsBsjSiToX15P3ir0/ptaCaXakzo1KH12vQeV9V24VhlmI8299vtofWpPochTHCtXXrVrRt2xbDhg3D3XffXeU2DRs2xEcffRT7d05OTsLz3bp1Q1FREZ588kns3LkTo0ePRrdu3bBixQpfffF9w3XCCSegW7duuPnmm3Httddix44duOyyy/Dqq6/itttu89scERERkRM33XQTbrrpJgDwvOGqUaMGOnfuXOVz06dPx6ZNm/Dcc8/hwgsvBABs2bIF48ePx8KFC9GlSxdxX3ynFB999FFMmzYNDzzwAI477jgceuih+Pbbb/Hll1/iqquu8tscERERVQOulvJJ/gMAa9aswerVq2N/CgsLtfu9fv16ZGRkoFatWjjkkEPw008/xZ6bNm0aIpFI7GYLAMaOHQsAmDp1qq/jaNXhOvXUU/GXv/wFjz32GGrUqIG3334bHTt21GmKiIiIyJcOHTok/Ltnz56YM2eO73b69euHnJwcdOnSBV9//TXuu+8+HH744diyZQtq1aqFNWvWoEaNxFulrKwsRCIRrFy50texfN9wLV++HOeeey7Wr1+P9957Dx9//DFOO+00jBo1Crfddhtq1qzpt8lKpNOZ/baVTGfKsqkgp/SmIp9vY/yMl+Rz51UKwsa4D53p3tKxWZLp3rbHg0hLk9ge9yMZU6RTpkJ6nGSScg9SLq91Xabvpc415PL12Wg7qHGktgU1JsymIMdwLV26NGGsVW5urlZ78bVFzzjjDPTt2xcnnngiJk+ejGuuucass0l833Addthh6N+/P9577z3Uq1cPJ510Evr164cLL7wQH3zwAb755hurHSQiIiKKt//++2vfZKmccMIJiEQi+Pbbb2PH2b17d8I2xcXFiEajaNasma+2tcZwvfLKK6hXr17ssWOOOQbffPONr8FjREREVH0EOYbLla+++grRaBQtWrQAUB71ikajmDJlSmybigLwZ599tq+2fUe4Lrjggiofz8nJwVNPPeW3uT1yuTCyaR9sp1ziJac7vKaCS1Ou0r5KUxI67ZmmzKRlGKTpM50p/qr+eD2X/N7pnIf49uKvDemUfJ2FmuPpVrGXDA/QWUx7T8e1SfqZ8HovdN5jFZ1SIDa+H01XIZC0pduetG1TLr+3dNpLdQoxHaxfvx4ff/xx7N8//PADpk6dimbNmqFly5YYOHAg/v73v6N9+/aYP38+JkyYgJo1a+Laa68FAAwYMAANGzbEJZdcgl27dqG4uBgTJkxA8+bNfQeZtAbNA+X505UrV6KkpCT2WCQSwcCBA3WbJCIiojQVxjpcr7zySkIFhbfeegtvvfUWWrdujS+//BK//vorLrnkEkSjUWRmZqJt27Z47bXXEtKVn3/+OXr37o3hw4cDANq2bYu5c+f67rvvG65ffvkFgwcPxnfffYdIJBJ78RV32qWlpb47QURERGTb6NGjMXr0aM/nN23atMc2Wrdu7bvIaVV833CNGjUKLVu2xEcffYSWLVviyy+/xObNm3H11Vdj0qRJxh1KZhpml4b9pUxDyjqL+6ras9EH6XElfZCeb2nqQmcRYBtVxyXXk244P34/nSrd0hScl+R0telMQmm6Umcb27PhpNet5DyoUsUqprOwTYcO6Hyn+tnPlMsZkKZpURu/M7xmMNueSZoKYYxwhYnvG6758+dj1qxZaNiwITIyMpCRkYFjjz0Wd9xxB6688krOUiQiIiJK4vu/yqWlpbHaFw0bNsTatWsBAM2bN8eyZcvs9o6IiIjSRjrPUHTNd4SrY8eOWLRoEVq2bImjjz4ad999N2rVqoXHH38crVq1stIpl7NUbM5SVHE5kySoooM2zqMkNWNjFpfpOVaF/XXSPl6LEkupinJKZwh60Ukp2yggbLrAuIppOkbnfbWRCtW5zqRp9nheM1tV+wQ181PF9qLktl+TzpAQr8+2aliDdGFzCjffN1w33ngjduzYAQC45ZZbMGDAABx33HFo0KCB73WFiIiIqHrgGC413zdcffv2jf3cpk0b/Pjjj9iyZQv23Xdf1gQhIiIiqoJ2Ha549evXt9EMERERUbVk5YYrndgcOyTNudsYz6VTDdxrf2kJBNukJQd0Xp/O9GoVnfNgWq5BdUyd16dz3ZmOXdMpJaBTpkLaP2l/TEtbSPuTzPSzrNpPNW4rnk5pEsnxk/cxXe0ijCTfndLvN+nnX9qfVGBKUc3sNwQRERER7dFeF+EiIiIi+xjhUgvFDZfLaeA6+9lIcXltZ7t6szQ1J60a7lVJW5X20UkPqrbRmWptY1FZv+2pzqNqGndmZmaVz0nTBl7HCbICtTQtIqmqrds3nfPg1TfVe2lKWnLExvElnx2Xr9V2v1PFZVkfL9Lvt7CdK5IT3XD961//Ejd42mmnaXeGiIiI0hMjXGqiG65BgwYl/Dt+0eqKf1fg4tVEREREiUSD5svKymJ/3n//fRx22GGYOXMmtm3bhm3btuGdd95Bly5d8O6774oPHF+qPxKJeP6J5/W49Di2lwvQaUO1j/Q8SF+DzuuLP6bqPdI5jzrvn2of0/dPxatt0+tWeu50rtX4z2lVKWC/15aNfbyeU/VN8p6oPjvS60K1nc61KiV5Dar+6HwmbHwPmn5+pcd1ee6lpH3Q+fzb7Jvttk1JrzPTP+nK9xiu0aNH43/+539w7LHHxh7r27cv9tlnH1xyySX44YcfrHaQiIiIKN35vuFavnw56tWrV+nxvLw8rFixwkKXiIiIKN0EEYFK5wiX7zpcXbt2xZgxY/D777/HHvv9999xzTXX4KijjrLaOSIiIqLqwHeE66mnnsJf/vIXNGvWDAceeCAAYNWqVWjbti3efPNNcTvSaa5eeWmdqd97OpZp217ij7mnMSp+25aSnmOv7Wz0R/o/k/hj6VwnqvOo878j6T5elb2T94/fLr5ERPx2qmN6VQ1PftzrPatqzMye2kseE2bzvaxqvNGe9t9TG6ZsrlwgPd/x2yW/l16vT/q6db5jbZ9T6WdZ57g636s2Xp/tFS68uPzdYBMjXGq+b7jatm2LxYsX44MPPsCPP/4IADj44IPRp0+fUF8IRERERKni64Zr165dqFOnDr799lucfPLJOPnkk131i4iIiNIII1xqvm64atasiWbNmlmvtSVNFagiaDrpPa/HdduSprX89k23PS/SNJvOMW2nTE3TCzqpL93jetG5TqT9US1Q7LJtr+1UdD7X0uPopJ7jf9ZdSSGeztABr2Oq0qxe+/jpg006x7HxeZN+36pS4zbZ/n5TfWZ12qPU8z1ofty4cbjhhhuwZcsWF/0hIiKiNMQ6XGq+x3A9/PDD+Pnnn7HffvuhefPmqFu3bsLzCxcutNY5IiIiourA9w1X8jI/Lpim5qSkM390ZkraCLN7PafTts4MP1UayWt/1XFN05JhC6snH8crdVFV5ek9taeTkpKmxWxcP/Ft2Eg3qo5V1TFV+6hSc9L0oGqWqWR/FelsTcn+fp7z2x/p+TadAe1nO68+SNmekel1ndgY1qAj1RPXOIZLzfcN14QJE1z0g4iIiKja8n3Dlez333/Hzp070axZMxv9ISIiojTECJeaeND89u3bcf7556N58+YYOnQoSkpKcNlllyE/Px8tW7ZEz549UVhYqNUJ1YA46eKn8X+SF/GN/6Na+NPvgqDSQX0uB/vpDDK0PRgxfn/peVQd0+s51eLMpnTOQ/Lr87rOVMfyOlfS/sTvk5GRkfBHcu6T265Ro4bvP8nHlfzROfc620npXKvS1+fnuHv6zkmm+izrtCc9llfbuq9D1YbftnTfCx2m3/nS7wnJ/qlOJ9Keia/GG264AQsWLMDYsWOxcuVKnHXWWZg7dy4++eQTzJ49G5s2bcJdd93lsq9EREQUUtIAgOmfdCVOKb711lt47rnncOKJJ+KMM87AAQccgH/961/o0aMHAODuu+/G1Vdfjdtuu81ZZ4mIiIjSkTjCtWHDBrRp0wYAsN9++6FOnTpo165d7PmOHTti1apV9ntIRERElObEEa4GDRpg48aNsQWrTz/9dNSrVy/2fFFREWrXrm29g1LxYcb4n1UVjVXbSUirJUuncev0W4fOdG8bJRm82kveR+ecSMse6LxH0rak5Szi95MueC2he63HH7dWrVqitnfv3l3l/iUlJcr99vS4qq86n7c9jX+poCqp4VXuQ+da39N+kr5KHvdzHK/xkKpyJtLyCjqfCSmv/lQ1nipo0utORXKOw5ZeCyLlF7bX7Ic4wtW5c2d89dVXsX+/9NJLaNy4cezfX331FQ4++GC7vSMiIiKqBsQRrhdffFE546NJkyYcv0VERLSXYoRLTXzDVb9+feXzp556qq8Dm6ardFNc0tSTDtO0lMsLSafycTxpiFyaKvBTekHCZppG1bb0+jG9zmynOON/zszMTNgu/t85OTmxn3Nzcz33KSgoqPLn5D7EL3Qf/3N8e8kpLa/Uqk4pkOT/JHr1weXQg2Quv/skaVbbr8HrOKrtbKfMpdvppEJtnns/XH6nUWoYFz4lIiIiYoRLzW1VOCIiIiIKZ4RLksJJVarQ9gxBabhaGgr32ieo/xWoZghJ+xOG/8GYppF0UsXx21VVjb2q/kjbjm+vRo3Ej/0+++wT+7l9+/axnwcOHBj7OX5GMgDMmjUr9vPs2bNjP8enFwHvRbxV50fn9UlTV6YzQXVmH9r4PpK2oTOj0pTqnOjMOJYcR9W27VSczjXjMrUX5rQhI1xqjHARERERORbKCBcRERGlF0a41EQ3XIcffrg4jLlw4ULRdjrFQG2wXcxT0rZOGFqneF8YQ82SwofSYomq9JDXDDZVak5Fmsr2altnBmP8a1DNyPOacaia7aeakRc/G7Ffv36xn88///zYz8kpxfgCqd99913s5x07diRsV1xcHPvZK+0jTUNLqQqaerFdqFKaMtXpg1eaNrmNoL5HVY97lRJK1S9N1bmLZ/r9rcPGNUjhJrrhGjRoUOzn4uJiPProo+jQoQO6d+8OAPj888+xZMkSXHrppU46SUREROGXzhEo10Q3XBMmTIj9fPHFF+PKK6/Ef//3f1fahmspEhEREVXme9D8a6+9hgsvvLDS4+effz6mTZtmpVNERESUXirGcLn+k658D5qvU6cO5s2bh7Zt2yY8Pm/ePGRlZVnrmCtBTde1PVbMtG0bi9xK25PsY/tDY7ttnTa8xqvYrjSvMy4pfp+aNWsmbBf/7/ixWfE///HHH6L+qRaBtlm9O5l0kWSbJT6S32+bZQpUfbDxmfd7TGl7qjFlpuOndEsBuRy3K6G7UDfHbVU/vm+4Ro8ejZEjR2LhwoU46qijAABffPEFnn76aYwfP956B4mIiCj8OEtRzfcN13XXXYdWrVph8uTJmDJlCgDg4IMPxjPPPIOzzjrLegeJiIiI0p1WHa6zzjorJTdX0rIJpmkDG6Fc04rWyUyrYuuwMTXadmrFbx+kCyOr2rBZ+Tz5OZ3j6KTmVCUntm3bFvs5vmp8fKoxebjAm2++Gft57dq1sZ9LSkoStvNKKelUHZeWSkleaNtrH9W14HXdqq4tnbSmyzIO0hSeKZ3rVifNplvixfZ3u1+676XLlQtcYYRLTavS/LZt2/Dkk0/ihhtuwJYtWwCU199as2aN1c4RERERVQe+I1yLFy9Gnz59kJeXhxUrVuDiiy9G/fr18cYbb2DlypV4/vnnXfSTiIiIQowRLjXfN1xjxozBsGHDcPfddyMnJyf2eL9+/XDuueeK29Gpym0jrWaz8rltpq/V9kxEVdtBLRxrmnrSnSGks4/NtLaU18zI5Pbi02ylpaUJ28XPQJw/f37s56VLl8Z+Tn498YtUx1eXT27bK62lSs2ZXkM20n46aV/T9GCqZjPa3F96HqV9kB4rqCrtNr5PbBw36OOTHb5vuL766iv885//rPT4/vvvj/Xr11vpFBEREaUXRrjUfI/hql27NgoLCys9/u9//xuNGjWy0ikiIiKi6sT3Dddpp52GW265Bbt27QJQHupcuXIlrr32WpxxxhnWO0hERESU7nynFO+9916ceeaZaNy4Mf7880/07NkT69evR/fu3XHbbbeJ24kfe6I7zkLC9viroKYYS8c16ZQf0Ck5oMvluLR4qajErVsNXloh22sfadmE+H2Sx1bF2717d+zn+Oh1/M+qUguqkhM6vL4bpOMIpX1QbedVMsJ2hXwvutemavyaTaYrX6jac8n297fkfQ77ObGJKUU13zdceXl5+OCDD/Dpp59i8eLFKCoqQpcuXdCnTx8X/SMiIiJKe1qFTwHg2GOPxbHHHmuzL0RERJSmGOFS07rh+uqrrzB79mxs2LChUtj6vvvuE7Uhnbpvu2K7hKqicVCLn+qUppCmF22Qpgol1ZJ1+yaZKq37fpmeb9V1K1n4WdpvnbRRcnpRknquGLO5pz5I30tVv3VS4ZIyDqo2pFXspWUhvPZRsbGgs9/9/fRPcixV2zrp2DCk1aTnznZJDS9BlcAg+3zfcN1+++248cYbcdBBB6FJkyZa41GIiIioemGES833DdfkyZPx9NNPY9iwYQ66Q0RERFT9+L7hysjIQI8ePax2QnXHKk2z2JyRZyNk63JWYCoqNtsOd8e/r8kpXJ3Umu3K7pLUU3K/pdFeV4vSqlJcqlmGXjMYdV6PjWvYdBau1za2+2Pje8JrpYDk/XXStvGCqviue1xpqteUyxUgdFYxsN2HVEd/GOFS812H66qrrsIjjzzioi9ERERE1ZLvCNfYsWPRv39/tG7dGh06dEDNmjUTnn/jjTesdY6IiIjSAyNcar5vuK688krMnj0bJ554Iho0aGBloLyN4pam4VwbKSCd1IrN7aSFIaVtmM4+lG6nmvljuhCxKs2mk660kWZz1e/kx3Vm+EoLZ6oWzY4nSRXpply80qQ6nynVzGQp6fti+rlUFY2WzPB2+QvLNAWcTDrj1PbQEa/9VVwNFXDdHgXH9w3Xc889h2nTpqF///4u+kNERERpiBEuNd9juOrXr4/WrVu76AsRERFRteT7hmvixImYMGEC/vjjDxf9ISIiojRUEeFy/Sdd+U4pPvjgg1i+fDmaNGmCFi1aVBo0v3DhQmud88NmdepkplPOVfvYzMfbuBCDuph1xj/ZmF7tclq4zj62FwGOp1OFXjrGxattnfFT0vGYttleWF36HeS1nWpslk6fdMqreLUF2C3doPM9qDqPfvaTsFkp3sZ3qsvvCQqO7xuuQYMGOegGERERpTOO4VLzfcM1YcIEF/0gIiIiqra0Fq8OA91UYSrCsTaOYzqlWqfEg7Q/XsdU7aOTzrExjdtmZf8wLLquU8lbOoXednkNr+NI6ZxHVbkHne8QnfID0vdFlUa0PUxC5zimKViVVKfJdEs/6KRCpecxqO8QmxjhUvN9w1VaWor7778fr776KlauXImSkpKE57ds2WKtc0RERETVge9ZijfffDPuu+8+nH322SgoKMCYMWPwl7/8BRkZGZg4caKDLhIREVHYcZaimu8I14svvognnngC/fv3x8SJE3HOOeegdevW6Ny5Mz7//HNceeWVLvrpS1AhaWl4WZrG0JmlJE376LQhTZ9I2ZxBJe2P7koDkrC/y1mhttv2SncC3teajRSS5D3XTat4vSbV9aQ7+6+qY+rMbNbdTtKf5PZspOBd7W87navDdipcJ6VsY7a21z4UPr4jXOvXr0enTp0AANnZ2SgoKAAADBgwADNmzLDbOyIiIkoLjHCp+b7hOuCAA7Bu3ToAQOvWrfH+++8DAL766ivUrl3bbu+IiIiIqgHfN1yDBw/GRx99BAC44oorMH78eLRt2xYXXnghhg8fbr2DREREFH6McKn5HsN15513xn4+++yz0axZM8yfPx9t27bFwIEDxe3oTK/22sbP/snjVyT9sfkG65RNULGR29c5x0GND1GNPdLpt877r0NnjJrqtUr2UV3rOuPxpGUKvPqjOq7qupWOhfEqYaE6vs44G+nYM0l/VP3TLU0gec722DMpr+O6rGKv817aLqmielw6NiudbyyoasZ1uLp3747u3bvb6AsRERFRtaR1w/XTTz9h9uzZ2LBhQ6X/Bd90001WOkZERETphZE5b75vuJ544gmMHDkSDRs2RNOmTSuFZaU3XC6nTavSObZD1DbppBe89k9uw/b0c6/j6KQadVcDkIbwvZ6ThvN1UgDSlKBX35JJ0qfJ//kxLYHgdZw9HddrO9MUcPL+mZmZsZ9LS0ur3CeZND0kuQZ1hweYfqepmJZekZ4fr31sD5mwMaxBsp2NIRI65872qiFczDrcfN9w3Xrrrbjttttw7bXXuugPERERpaEgBrWncwTN93/Dt27diiFDhrjoCxEREVG15DvCNWTIELz//vsYMWKE0YFtp/bSJe2n4jLtZ9oHaWpWZyahzdRActvSc6pK2Ujfc50ZkDqz/bzOXfLxpekl6Xsp2UeV1vZ6XDe15/Vc/GtNfl9dzsiV7i95L6WvVfqdGH8e4lOxyW2bXqu2ow+2Z3G6nD3qdRzdmbK2K/gHgREuNd83XG3atMH48ePx+eefo1OnTqhZs2bC82FY2oeIiIgoTHzfcD3++OPIzs7Gxx9/jI8//jjhuUgkwhsuIiKivRAjXGq+b7h+/fVXKwc2DeFLw/RSqSoMKOUVhrYx88c0JaDaX5oy0yFJzSTTKZDptZ1Oyk3VtoppUU2dWaY6qT6dGYe6KUXTz6JOWtsGnePqnDuvY+rOXtWZuWla0DSoQqzSz38y02vIxoxqSh/GhU+JiIiIGOFS833DVVpaimeffRYfffRRlYVPZ82aZa1zRERERNWB7xuuUaNG4dlnn0X//v3RsWNHhjeJiIiIEa498H3D9corr+DVV19Fv379XPSnEp0qz0HRXZTUZR8kpNOUdfqgGlvntc+e+mfaB9P+6Iz7sj0+yOV5lCzoKy2bkTyuLX4/0/c1+bVK2rZRckLK673QGTPl8peKtOSETokP6XM2xll67ZN8viXfkbrjMVPxnc/xXOnL9w1XrVq10KZNGxd9ISIiojTFCJea70rzV199NSZPnpzWL5qIiIgoSL4jXJ9++ilmz56NmTNn4pBDDqlU+PSNN96w1jnAfqXheNIUkM2wuJROikM3VWCzvIK0D/EhfFUKQFoWQLpQr7ScgWTqvY1q4FJe7ZmWmEj+t6pKu5f4162TPlOlCv3sV9X+uudepwyLzrUlOWZVbfjdznaq0OX3ss73t7Q/qsXQvfpg+lp13n8/24UJI1xqvm+46tWrh8GDB7voCxEREVG15PuG65lnnnHRDyIiIkpjYYxwPfTQQ7j11luxadMmlJWV4brrrsMdd9wRe76srAwnnHAC5s2bh7KyMuy7776YOnUqTjrppNg2y5cvR+/evfHbb78BANq2bYu5c+eiadOmvvqStoVPdWeIScLQOtV/99Q/SduS/VV9sDEjSye96LLatTSt4TXLyEa6UifNqpN6UvHaR2dR6uRzEn/uvFIuNlJzXn3TrfLtdQ3pfH5tXI/xTIcb6FQ6Vz0nvU50Zhyq9tFJ9UvZrFZvY3iITtpXJ82q8x7tzbZu3Yq2bdti2LBhuPvuuys9379/f3zyySe4/vrr0aVLF1xxxRXo168fNm7ciHr16gEAunXrhqKiIjz55JPYuXMnRo8ejW7dumHFihW++iK+4dp3332rfDPz8vLQrl07jB07NuGOkIiIiPYeYYxw3XTTTbjpppsAoNINV1lZGd5//330798ft99+OwDgqKOOQvPmzXHTTTfhwQcfxPTp07Fp0yY899xzuPDCCwEAW7Zswfjx47Fw4UJ06dJF3BfxDdcDDzxQ5ePbtm3DggULMGDAALz++usYOHCg+OBEREREfq1ZswaFhYWxf+fm5iI3N9dXG3PnzkVZWRkuuOCC2GPNmjVDXl4e5s6dCwCYNm0aIpFI7GYLAMaOHYvx48dj6tSpbm64hg4dqnz+sMMOwx133MEbLiIior1QkBGuDh06JDzes2dPzJkzx1dby5YtAwAcdNBBCY/n5ORgy5YtAMpv7GrUSLxVysrKQiQSwcqVK30dz9oYrgEDBuDWW28Vby8dP+NFtY9OvlunWrq0fzbGLujk/XXGetkewxNPUtF8T/3zYjqeQ3cckVcbtsdSSN4/aYVt6fm2XQ1cZzsVnc+86UoDtqvT6zAtOaDbT51yJF5jK1M1tV9njGpQfVBtJ3l8b7N06VLk5OTE/u03upUK1m64du7ciVq1atlqjoiIiKhK+++/v/FNVkVka9myZTjssMNij2/fvh0tWrSIHWf37t0J+xUXFyMajaJZs2a+jue70ryXp556KqHDREREtPeoSCm6/mPL8ccfj4yMDEyZMiX22OrVq1FQUIDjjz8eAHDGGWcgGo0mbHP//fcDAM4++2xfxxNHuMaMGVPl4wUFBVi4cCH+/e9/xwaZSbhMuUi3M62qrlsNWtI3FdvlGuLZnsZtWqXfRvkAyXFdpodsT/3WKWdi2rZqu1S1rZNyMU37BjXtXrf6vhcb6W6vMiyqazC+36WlpVrH9cvGdeK1nU4Zjj31T9IflnvQt379enz88cexf//www+YOnUqmjVrhu7du+Pkk0/GjBkzMG7cOHTp0gWXX345atSogVtuuQVA+XCphg0b4pJLLsGuXbtQXFyMCRMmoHnz5r4GzAM+bri++eabKh/Pzc3FSSedhDfeeAMtW7b0dXAiIiKqHsJYFuKVV17BVVddFfv3W2+9hbfeegutW7fGzz//jBkzZuCEE07AnXfeGSt8On369FgNLgD4/PPP0bt3bwwfPhzAfwqf+hWJpmAEXmFhYcKLCZLNgc02Ii6q9rzaDmqwZ1ARLukECJ3zLd3HdoTLdrFU6YQDL7ajUC7b1omeSem0Z6PYqV/SCJe0iKmN8xi/n+0Il8tzZ9p2uka4tm3bFthA8sLCQuTl5eG8885zPpa7pKQEL774IgoKCtJioHy8lFWatz3TxvaXi0TyDBzJB1vnpip5P9NfSDq/7Py0YdqHoPbR+SK2cbMrSXGobkJNZ83ZTqWoFgQ2TbPr/ILTuSFN5nK2n8ubPsl/KKT9Tv5+y8zM9HzOi/QatHmjaGO4gtc+Kl7XoO61rvM9keoZjGGMcIWJtUHzRERERFS1tF1LkYiIiMKDES61UN5wuSw6qTOmSHLMqv5t0h/pcW3O1EtuT2cGZJCFGF1ymZbWSftIx4fYpJNK0Wlbml5KppPC10nv6KRwdcYo6nz2pGO4vI6valv6vsT/nDxOK/7a0Enb2f7s2Vzw3DadYTJh/O4kb6G84SIiIqL0wgiXGsdwERERETnGCBcREREZY4RLLWU3XKb1enTHdtgcK6AzBd7G1GbVNHy//VE9F1T9IRtT921PJZe0Jx3Dk8x0XIp0QWDTej+6JUy8SMf9mU6ptzElP560tIFXH6SLiqvYHuvltZ20D7t27aqy7aCqyetyWSbI9HeLTk01Si+McBEREZExRrjUOIaLiIiIyLFQRLh07lil6ZNUhJBVpP2WtuGyfEEq0ouq49q+TnTOV3x6SFptW8WrDzZKP5imQm1XVbfdtqRquI3Pm5RpWRhpWRDTvummcOOfk1b2N/0+iN9ftbKH7e9BySoG0uPqvpc2Vw0IUhj7FBaMcBERERE5FooIFxEREaU3juFSC+Xi1fFMK5+7TCnopDVtXyzScL5O2N/2bC8v0vMoTSn4OZbXMSWvQ/ecSGYZukzNBLmPy5SLaYpS5zvIa38Vnes2yF8qOudRek50XockVeyH6dAIl9eGy9nMFD6McBEREZExRrjUOIaLiIiIyDFGuIiIiMgYI1xqobzhkkz31Zmeq3N8G+1JmY6ZklZLN+1bcnum50e3bcmUet0xEqZV7HUqgNeo8Z+PY3LF7vip6TrjQ1SrE0g+Y7plKiTXho3VAKTvkc65Mx33pzrf0rZdjoUK25g50+98ndenW2ZI8tpdjlGm9MKUIhEREZFjoYxwERERUXphSlEtFItXS9M+0mrJ8VymB00rBidzWXrBlPQ82kiFStuTph789ieZjarv8bxeU3wa0UZ62CuNqHO+baf9pPtI+yB9j0zLHqi2sVleQbWdzfSin/Zs9iGZyyEKkn7buL69trMxrEGKpSTCjREuIiIiMsYIlxrHcBERERE5FooIl+2wqookdK0bltWZ2RZUBXGdc2yj37ZnD0ralgoqZG8jPWg6G8o0ZZN8fJ2Fu03Pd/LMTUk6R6dKuIrL/13b/kxI25ay+f2m83pUaWOdlTRs0Plc6sxMTZdUISNcaoxwERERETkWiggXERERpTdGuNRCuXh1UCfUNNyts5+NsLhpoUHbhQqlbejsE5+6ks5Ec5lSUpEWDdVJ4drsm+o5ndmMtmeF6qSeTa+zVBX2le4jZbvAselxdK4tr+NIz2Py581lOi4VwxLSJb1IlTHCRURERMYY4VLjGC4iIiIixxjhIiIiImOMcKmFotK8bS7HZgQ1dkWnWrLqWLarU7vsm86iyTYXm03eT+f1mY43S+637Wr3Xn2IJ63er3NtuBxnJ722dI6rM8bJdlkQl583ndIUNr4nvNqWjnlVPW7zO1van1TdFKTzzcjegBEuIiIiMsYIlxrHcBERERE5FooIl2lKInk726ThfJvTx21MN9YpexFUulJacsDrmDaOY2NB33he6QadfqtSFzbLfSSLb89r8WvdY+mUCDBNzSZXxPdqL3k7yeuTfv5tlL1xma6SXk+m5Uy8yr0Aie+LTgpQOhxDh+n5ll4nQZbrcYURLjVGuIiIiIgcC0WEi4iIiNIbI1xqobjhshFyN0376YTFbcwkNN3fdgVxKZ0ZZzpcpnB1ZkDpsJ2mDWpxb9szI+Pb01n8WkWaptFJUXmtdmDjGnG52LROey4ryNu+vr1IZ6bq9NslGzNgKdxCccNFRERE6Y0RLjWO4SIiIiJyjBEuIiIiMsYIl1rKbrh0pvHaruzuxfZ4B9dteLVlWi1dymY5DEA+RkEydky30rjf46hIK19LxweZjjd0WVJFOh7T9hR42+UxdPpgWs4gno1xrTqkr89lKRjb3yeu9pHup3st2Pw9SOHAlCIRERGRY0wpEhERkTGmFNVCf8NlGmoOcnFXnb56ta1TDd7G1Oag0meqvnpNw1dx+SE0nbqvmzK12R+dVKrqmDolI6QpEq/rJPmYkkWFpcMVkstUlJaWVrmdzmfMxrWZqu8+0/7otBdUVX3V46bpPKb9qCqhv+EiIiKi8GOES41juIiIiIgcS1mEy3bKzKtt21XsvY6j2k6VprN5t26j8r1OilOHqj1pukry+nTPt87sI5spZZcrDUjbU70PqoWt/ZIukqwiPY/S16fTH50ZlV77h6Hyueq4LqMMQc4Sr+BygfEg05Cpjv4wwqXGCBcRERGRYxzDRURERMYY4VIL5Q2X6Swsads6CzAHVTRUNSvMZVFF0/C3zixOaUpJJ02j2s52mlUnPeiyWKbXPskz8nQ+B15pe50FwVXvv+2FjL0W0LY9k9A0DSmdNSf9TgxzoVJdLgv2xrOdHkzVUA1KvVDecBEREVH6SecIlGscw0VERETkGCNcREREZIxjuNTS9obL5TgkG/vYrpAvGUekuyix6XlQjYXxGh/kctq7zvgwFdPK/rbH40j3tzlmSjUWSkpnH9Pp+WEYXyR9DTqLl6uOK93G5moHuvub/hLVWQ3EBsl3sXS1A53PL8dspZe0veEiIiKi8GCES41juIiIiIgcqzYRLmk412aqL3l6vWQflyFg1WtVpf100hDSlGJ8msRltXtp2k96TkxJq517Pa6TCtWtOq/z/nuxXV5BZx+d0hQ6x0lmWgrCdipccnyVMKykIOWyhIXt1Rx0pKpskV+McKkxwkVERETkWLWJcBEREVHqMMKllrIbrqAWZ7Ux20/atk6qwOVMSel2XrOjpP02rS6vey3ovH82UwAuUzM2ZrZK29OpXC89julnzKutqo5l2p5NQVUT15lxqjtD0DTV73LmtopOylxnZQ8vOr+DqtpPsg9nLYYbI1xERERkjBEuNY7hIiIiInKMES4iIiIyxgiXWihuuGxM9zcdr2A6JmFP/ZP0x2UVe50yBaptJOO+VH2QHt/0HNsY1yQtBWI6psR2BXFp215tmF5nqudslEDQKTNgeh50x+1Jn/PbHxvfnTp0rnWdsWeq75agSmXY+D6RHEtnnKztcY3kFlOKRERERI6FIsJFRERE6Y0pRbWU3XDZDKtX9e9U9EHSXhhCwKblIgBZCkDaB90PkKvUXDKdFQWkxwwq9azTH9ufKWmJANPj6qSudMor2Pjil36OXKYHXZawkJZX8HrOZnkGP1yWJvI6jo3t0vlmZG/ACBcREREZY4RLjWO4iIiIiBwLZaV5ieQ0j9eCtdIUns7MH5dV4oOqxK86rs5xkt8H0wr+phWpVenAVP1PyTRdJT0/Oudep/K9aRrS9vtg2p9k0hm5Qc2AtD2z2eUi7tLrOxUpPBvtBbVaQTzbK5fYxAiXGiNcRERERI5xDBcREREZY4RLLRSzFHUW9/RKIaqOk8z27BzJDCiXx1HRmQ1jY2aMzuwqm69JleKUth2UoBZ31i0arMM0hWM7BeRFZxau7he/6S8MnbRm2AqI2ijSKzlOcns6M3e92krez2XaXtpWOt+M7A0Y4SIiIiJjjHCpcQwXERERkWOMcBEREZExRrjUQl8Wwmvclm7u2mZZBxsL2ersY3vqvWScXFDlB/zwOpZqmrt0XJPpWA+XVbWlfdN5rTbKlvjdX9VvG9W3XdEZP+VnO699dMoC2C6V4cXluD/Va1WN79U5J9JxVja/i228/xRujHARERGRMUa41DiGi4iIiMixUEa4dCpxS6s3S8KxNtJ5QYV9bZSc0Fl8WtoHyWu3PbXZdhkO02r5pscEvNONOuc+ufq+pK+6le91yoJImbahszByUJX0k/fxSpPbON8uq8G7TM1LjpP8nOl3nYrt73yXnx1XGOFSY4SLiIiIyLFQRriIiIgovTDCpRaKGy6dysDJTEPXkraS27NRddhGVWy/x3E5G0ZnBpzuB0jSP9uhfRtpA8l50FlJQZoC0pnFZZvOTFKVoD5HUtK0n85sOOn3k07KVNUHr/6o9tEZ6iE5jor03NmeDRuGmYSpXrya1EJxw0VERETpjREuNY7hIiIiInKMES4iIiIyxgiXWihuuGycQOlYAa99VFxOBTfN9Utfn+m4GN3zaDqmIP640nIGNqqYS/oTJMkYF9tT7aWk15nNCtuq9lRtm1aDl9L5TNj+rrL52dPtj86xghqHZOP12fy9Y3u8GoUPU4pEREREjoUiwkVERETpj1E2b6G/4TKdkitlIw2lk+KQPmfzItYJd6dqurFO2QMbbQfFdJq66hzElwXQaU/6mbI9vd405WK7rITttK3N8gFBppRsft7CzuV3vs3PFW9u0kvob7iIiIgo/DhoXo1juIiIiIgcC0WESzX7zDSNYJpK8UMnHWM7bSNpO8g0hE6leZupB922TFPUttPDktl1NmaSupwtZjpD0OXC2DY+E9JUoenQA79t6bJx3Zu+F0FVp5e24fL1SfsgbTsVGOFSY4SLiIiIyDHecBEREZGxigiX6z9+nHDCCYhEIgl/ateuHXt+27Zt6NSpEzIyMhCJRLD//vvj+++/t31qAKQwpehydo5pON5GIUbTcLc0fG5jFqfLlJLODDiddKx0G+lr8lpc2WU6QPfa8HrcZVpU0p9U7aMzs9V2msL2LEzT2axBkS6MruL1mqSFj3VT1K6kcwqsuqhduza+/PLLhH9X6NGjB5YtW4Z77rkHTZo0wciRI3HMMcegsLDQej9CMYaLiIiI0ltYx3BFIhF07ty50uMrV67E0qVLMWbMGFx99dUAgPr166N///548skncfHFFxv3Nx5TikRERJRW1qxZg9WrV8f+qCJSxcXFyMzMRM2aNdGiRQvMnz8fAPDaa68BAK688srYtv369UNmZiamT59uvc+McBEREZGxICNcHTp0SHi8Z8+emDNnTqXte/XqhS5duuCYY47BsmXLcOedd+K4447DypUr8csvvwAAmjdvnrBPVlYW1q1bZ73vKbvhMn1TdMfm2K5Cb3MfaXvxYxnix0zYHnPldXzVPqr3xWWlcJ39dcZg6Yw9C6rsRjLT82DjGg6q5ISUaUkV6VjI+J+TxzVJ9lFtJ3lcRbe8huSadvm+2ijXY3os3ZVCJG3bsDeNF1u6dClycnJi/87Nza1yu5tuuinh3+effz5atGiBG264AXXr1nXax2SMcBEREZGxICNc+++/v+dNlkrz5s2xzz77YNmyZTjzzDMBAL/99ltClKu4uBj5+fl2OhyHY7iIiIhor7B+/Xr8+eef2G+//TBkyBAAwMMPPxx7fubMmSgtLcWAAQOsHzutIlw61ZvDFuK2UXIiqNRMqqrT2yRNi0innEu3Cer8hGEBbhWdqurSz7Ikna56/12WyjBtQ3fIhIRuat80Za4zLMHGEA6X6UHJcfYmYZyleOSRR+KCCy7AEUccgSVLluCGG24AANx6661o1qwZOnTogPvvvx/5+flo3LgxRo4ciezsbOszFIE0u+EiIiIiktqwYQPGjBmDsrIyZGRkYP/998drr72Ggw8+GAAwb948HHfccRg7diyi0Sjy8/Px7rvvOukLb7iIiIjIWBgjXCtXrlQ+X69ePXz33XcmXRIL5Q2XzmwY09lHOm3p0J3tF5SgXrvOzEbbM0ST04im7aWCy/dLp6q+dCF6r0r+quParhqvs6JBULOUpatBSPtgo+2gZniHbWZrPJff3zZSuGE4R+QtlDdcRERElF7CGOEKE85SJCIiInKMES4iIiIyxgiXWlrdcNk40TbHB0mPI3ncBdvV/L0EVS1bOobHxngX6fgunbaDugZ0xmB5VUiXvq+2x5eoKrZL2pOOzZK2YXucpc44Mh2m14JtOp9l223bYPN60Ckzk67levZWTCkSEREROZZWES4iIiIKJ6YU1VJ2w2VaNd5GdWPpdjrTz22nK03TMTqVmKVtq6RiWrfL16Mj7As1e5VocPke2/jsmK4uEYZq4raHOEi+q2xXWHe5T9h/udr8rtFpK+znhxIxwkVERETGGOFS4xguIiIiIsdSFuFKp/BpOt9RV9BJx9qYgWMznRbmNKafPqQipaBTSV2ahtZJUdmuxO1SGK4nL7rvi+k+0v1Tkaq3/TmyMUNXeqx0xwiXGiNcRERERI5xDBcREREZY4RLLRQ3XC5nrNiekWcartYNT5suZOoyLVIdF1P1KvopPfeqxZltzsK1cX4lx9UtJinZTqfgo7TtIGfk6rBZ0NRGe6aLTUvbltL5TrRxXEl/pG2zOClVCMUNFxEREaU3RrjUOIaLiIiIyDFGuIiIiMgYI1xqobjhslGmwOu5oCpDq57TmZIvzfvbXkzXi3T6ucvznUx67vzuL91Hup10HJJ0sWjbdK6t+L7Gj1fTKYGh+1ol74XO+Dnpc7rV8nX64HJMXxgWU7c5Hs/2yh6m5153/3S+saCqheKGi4iIiNIbI1xqHMNFRERE5Fi1j3AFmQqz2bbthbFNw+zSVFGQ1eBNUyG2F/GNZ/oe6ZZhMJWKCvKp+h+r7SrhOmntVKQAVd+JpkMhpNdtqr6XvdjoTzpHXmziefDGCBcRERGRY9U+wkVERETucQyXWrW54ZJWyJY8F1TVYhttBzUr0GU1eZfpM+lM0mSmVfpNFwFWPRfUgsDSa8trxmIy27OHJWkf3fdLkmbTfQ2m1fd1tvOaDZv8XJCrUHj1QSqoGdq2ZzPaxJmN6aXa3HARERFR6jDCpcYxXERERESOMcJFRERExhjhUgv9DZdpjjzIHLekr7rlGVI9DV9niriNtr2Ok7yf6XR23e1s7qPiclyb6XFU173LFRJMx21J2zZl+3zb/g6z+ZmQlleQ9kcqyHI0ruiMN03nm4+9EVOKITV79mzcf//9vvb55z//ic2bNyMajeLQQw/FrFmzfLehQ6evREREe5O0v+EaMWIEFi1ahIKCAhQUFOCzzz7DKaeckrDNpZdeil9++QV//PEHPv/8c3Tt2jVFvXXnlFNOwbBhwzBgwAA0bdoU33//Pc444wyMHz8+1V0jIqK9QEVK0fWfdBX6lOKerF69Gtdddx1+/vlnRCIRDB06FG+99RYOP/xwLF26FEOGDMG9996LESNG4IsvvsDo0aPx3nvv4aCDDsLGjRtFx6h4g+vVq4ddu3Zhx44de9xHZzHtqqq5VxX2rqqN1q1bY926dZg/f37ssa1bt1a5j8vFdKPRKPLz87FhwwaUlpYaT4GXTlkPQ2kKaYorFWkN0zIDqSoXoNrH69pQnV+bZU+k76u05ITkmKrjqNgeemDans5QD9vleoIqTWKjbaoe0j7CNX36dMycORM///wzfvrpJ9x4440oKipCt27dAABjxozBE088gWeffRY//PADRowYgT/++APDhw8XtZ+ZmYl+/frh1Vdfxbp169C6devYc7/++itGjRqVsP3ChQsxYcKE2L9nzZqFyZMn46677sLmzZuxbt26hOcBYJ999sFzzz2HwsJCrFmzBmPGjEl4PhKJ4LrrrsPy5cuxY8cOfPvttzjjjDNizz/zzDN4+OGH0bx5c0SjUfz666+xY8en+mbPnh3ry6ZNm7B27dqEvlQcpyIa+M033yQcp6Kvzz77LLZv3461a9dW6isA/O1vf8Pq1atxzz33oGPHjns8x0RElP4Y4VJL+xuueBkZGTj77LNRt25dzJ8/HzVr1sQRRxyBDz/8MLZNNBrFhx9+iO7duyvb6tixIyZNmoRVq1bh+eefx8aNG3HiiSdi8eLFvvs1dOhQ7NixA0cffTT+8Y9/4KabbkKfPn1iz99zzz3o2bMnBg0ahL59+6Jnz57o0qVL7Pnrr78eF1xwAUaOHImOHTvi/vvvx5QpU3D88ccDAEaNGoXx48dj1apVaNq0qTJlWtGXbt264dprr8X48eNjfbn++utx4YUXYsSIETjkkEPwwAMP4IUXXogdJ76vp59+Ok4++WSccMIJCX0FgLvuugujRo3CwQcfjAULFuDrr7/GFVdcgYYNG/o+d0RERNVB6FOKkpB7x44d8dlnnyErKwtFRUUYPHgwfvjhB+Tn56NGjRr4/fffE/bbsGED2rdvX6m9+vXr4/zzz8eFF16IQw45BO+88w4uu+wyvP3229i1a5dnP/aU9lu8eDFuueUWAMDPP/+Myy+/HL1798aHH36I7OxsXHTRRbjgggswa9YsAMCwYcOwatUqAECtWrVw/fXX46STTsLnn38OoDyydtxxx+Hvf/87PvnkE2zfvh1FRUUoLS1NeK1VWbx4MW6++WYAwE8//YTLLrsMvXv3xty5c3HDDTckHGfFihU49thjcckll2Du3LmoW7cuhg8fntDXoUOHYvXq1Qnno6SkBK+99hpee+01NGzYEOeeey6GDh2Ke+65B++88w6ef/55/Otf/0JpaannOZXQSceYzgqzUWnedDarThojqNUTko8TX9XcZTV402rpNma5uZw16XUcnX2k6XPbM/9UqVSdGXlhnmWYqgr0qT4nQUSg0jnCFfobLolly5bhsMMOQ15eHs4880w899xz6NmzJ7Zt2+arnSuuuAITJkzA3Llz0bZt29iNhOkbnBwVW7duHRo3bgygfOxV7dq18cUXX8Se37p1K5YtWwYAaNOmDerWrYv3338/oY1atWrhm2++sdYXyXH21NeqbNy4EZMnT8bkyZNx6qmn4plnnsGgQYNw2GGHYdGiRb77T0RElI6qxQ3Xrl27sHz5cgDlY6i6du2KUaNG4YorrsDu3bvRpEmThO0bN26M9evXV2rn8ccfx+7du3HBBRfg+++/x7Rp0zBlyhTMnj27ypuusrKySv+jqFmzZpX9ixeNRpVrzsXLzs4GAAwYMABr1qxJeG7nzp2iNiR9sX2cCtnZ2TjzzDNxwQUX4Pjjj8fHH3+Mf/zjH1i6dKl2m0REFD6McKml7Rgu1SC6jIwM1K5dG7t27cKCBQvQu3fv2HORSAS9e/eOpc3i21u7di1uvfVWHHTQQTjllFNQUlKCadOm4bfffsMdd9yBDh06JOyzceNGNG3aNNaH7OxstGzZ0tesu+XLl6OkpARHH310rJ28vDy0a9cO0WgUS5YsQXFxMZo1a4bly5cn/IlP5cW3GZ/mlH4Ali5diuLiYhx44IH4+eefE/6sWrUK0WgUP//8M0pKSnDUUUfF9qtXrx7atWuXcMyMjAyccsopmDJlCn7//Xdcd911mDVrFlq3bo2TTjoJL7zwAnbv3q1Mx7oaOOm1f/x585otGolErA/c9Dqmzj7Jr8Gr38l/VPv57Zuqbek+puchKDauTdNzbGM7yf7SNnTPiU5fgxpEbfoe6X6WdFSHgeXVWdpHuG6//XbMnDkTK1euRE5ODs4991yccMIJ6Nu3LwDgvvvuw3PPPYevv/4aX375Ja666irUrVsXzzzzjLLd+fPnY/78+Rg1ahQGDRqEYcOGYezYsTj88MPx/fffAyifBThs2DC8/fbb2LZtG2655RbPcUleduzYgaeffhp33303Nm3ahA0bNuC2226LjX0pKirCpEmTcN999yEjIwOffvop8vLy0KNHDxQWFuL555/XOGuVVRzn/vvv9zzOjh078NRTT+Gee+7B5s2bK/W1wg033IAxY8bg1VdfxUknnZRQqoKIiKonRrjU0v6Gq3Hjxnj++eeRn5+PgoICLF68GH379o3NTHz11VfRqFEj3HLLLWjatCm+/fZbnHrqqdiwYYOo/Z07d2Lq1KmYOnUq8vPzUVRUFHvujjvuQMuWLTF9+nQUFBRg/PjxaNmype/XcM0116Bu3bp4++23sX37dtx7773Iy8uLPT9+/Hhs2rQJ1113HVq1aoVt27Zh4cKFuOOOO3wfS2X8+PHYuHEjrr/++oTj3H777Ql9zc7O9uwrALzwwgu45557jFKRRERE1UkkmoLbxcLCwkq/pIOSqtkjVR0/me4sM532bLJddNSUjZl7XlzOPguq7WSpSMmFrT9SOteqdHalzmw/G7NZpcVgdYrGVgemvzN0irzaUFBQgNzc3ECOVfE7PT8/Xzw+WVdZWRnWrVsX6OuzJe0jXHuSqovdi43je7WhW1Vbsp1Otew99c/vPjrTwlM5vifVfUiFVE3dl34mbLat4vJ12/7Pl+kNnPQzqnMcHbZLqpj2x8Z3fqoDBWRHtb/hIiIiIvc4hkut2t1wffXVV2jatGmqu0Fx1q9fXy0XDCciIpKqdjdcTZs2xQEHHJDqblAVJCmJ5O3i2UiluBy3ZZpGNK1Or+qP9DimXFZ5t02aMo9nIw3l8vWm4j3XEWSUIp0jIhXS5TUwwqVW7W64qipoSqnF94SIiPZ21e6Gy0XqyuaARd1ojunMJtUxdWYf6R6LiIiqJ0a41KrdDZcfQc1SkbZle7FY6XF1Zh/pTDk3nc2os79uKiVsM9N0ZoXGM02F6qZmpWlkv/2pqk82eV23Nj57Omk/0/c8VeUMUvHL0TTlblvYZspT6uzVN1xERERkByNcamm7liIRERFRumCEi4iIiIwxwqWWVjdctqvtpvMbV8FGRXObY490Shu4HM+jGntke+yZlM6YOa++SY+jetxlqQxJ26laQkb6ur22s7H6QlCCWioqVeOVXE7iMR1bF+R3C4UbU4pEREREjqVVhIuIiIjCiSlFtZTdcNmsnB1kH7z2t9GGaXpQ9/yk6rg2mZb4sH0NBnV9u6xo7jLta6N0h83PTjKdSvOmZU9UbblMmZlWpw9bFXvbXC6mTXsXRriIiIjIGCNcahzDRURERORYyiJcYbhLNe2DjdlVpikuyfFt0E2fSs6JdCahlMuK/Tqpy6DStNLloGwvwG2aPrW93JV0H9XjNocbSFdpkArq2pKeE9vp3LCxPSvYpVSff0a41BjhIiIiInKMY7iIiIjIinSOQLkWihsul8XypGkIl7PPdAps6pyTIGc2SdOnpov92pxpl9yeKs0mSQ/YKKrqRedc2UgVmc78s3Hd6vDqd1lZmed2qsdtprJtp8V1njMtILyn5yTbpKKYsG4fUvG7IRlvXKqfUNxwERERUXoL4iYxnW9EOYaLiIiIyDFGuIiIiMgYI1xqobjhsj2GQ7qd7creNtvTmaauM21e9ZyNMTxeMjL+E1xVjbMxrSAv7Y90rE+YP+xhrAweVEkM0/dfpw+6Y/hM++NyHKntcZ9BjYWKJx0zaWNsnc3rzvZ1QuETihsuIiIiSm+McKmlZAxXOp8wIiKisOPv2fBJSYRr+/bt1tus7heX6ZRs21X1TUn7mqp+2043m7adynZdt22jD2HrX9jei1SdO5efo1S0F/ZrMN727duRl5cX6DEZ4VJLyQ3Xfvvth1WrViEnJyflSxEQERFVF9FoFNu3b8d+++2X6q5QkpTccGVkZOCAAw5IxaGJiIiqtaAjWxUY4VJjHS4iIiIixzhLkYiIiIwxwqXGCBcRERGRY4xwERERkTFGuNQY4SIipYkTJ+Kwww5LybFPOOEEjB492ukxhg0bhkGDBjk9BhERb7iIBLx+8T/77LOoV69e4P0Jk0WLFuGcc87BgQceiDp16uDggw/G5MmTU90tscmTJ+PZZ59NdTeIqJpjSpGIjCxYsACNGzfGlClTcOCBB+Kzzz7DJZdcgszMTFx++eWp7t4epWoKPVF1w5SiGiNcRBZVpKcmTZqE/Px8NGjQAJdddhl27doV26ZFixa4/fbbMXz4cOTk5KBZs2Z4/PHHE9q59tpr0a5dO+yzzz5o1aoVxo8fn9BGRZrv6aefRrNmzZCdnY1LL70UpaWluPvuu9G0aVM0btwYt912W0K727Ztw8UXX4xGjRohNzcXvXr1wqJFixK2ufPOO9GkSRPk5OTgoosuQnFxsfI1Dx8+HJMnT0bPnj3RqlUrnH/++fjrX/+KN954o1J/X3jhBbRo0QJ5eXn4r//6r4RVJ3bs2IELL7wQ2dnZyM/Px7333rvH8718+XKcfvrpaNKkCbKzs9G1a1d8+OGHsed//PFH7LPPPnjppZdij7366quoU6cOli5dCqBySvH1119Hp06dUKdOHTRo0AB9+vTBjh079tgXIiIV3nARWTZ79mwsX74cs2fPxnPPPYdnn322Usrq3nvvxZFHHolvvvkGl156KUaOHIlly5bFns/JycGzzz6LpUuXYvLkyXjiiSdw//33J7SxfPlyzJw5E++++y5efvllPPXUU+jfvz9Wr16Njz/+GHfddRduvPFGfPHFF7F9hgwZgg0bNmDmzJlYsGABunTpgt69e2PLli0Aym9GJk6ciNtvvx1ff/018vPz8eijj/o+BwUFBahfv36l/r755puYPn06pk+fjo8//hh33nln7PlrrrkGH3/8Md566y28//77mDNnDhYuXKg8TlFREfr164ePPvoI33zzDU455RQMHDgQK1euBAC0b98ekyZNwqWXXoqVK1di9erVGDFiBO666y506NChUnvr1q3DOeecg+HDh+OHH37AnDlz8Je//CWt/1dNFJRoNBrIn7QVJaI96tmzZ3TUqFGVHn/mmWeieXl5sX8PHTo02rx58+ju3btjjw0ZMiR69tlnx/7dvHnz6Pnnnx/7d1lZWbRx48bRxx57zPP499xzT/SII46I/XvChAnRffbZJ1pYWBh7rG/fvtEWLVpES0tLY48ddNBB0TvuuCMajUajn3zySTQ3NzdaXFyc0Hbr1q2j//znP6PRaDTavXv36KWXXprw/NFHHx099NBDPfuWbN68edEaNWpE33vvPWV/r7nmmujRRx8djUaj0e3bt0dr1aoVffXVV2PPb968OVqnTp0qz7vKIYccEn3ooYcSHuvfv3/0uOOOi/bu3Tt68sknR8vKymLPDR06NHr66adHo9FodMGCBVEA0RUrVvg6JtHerKCgIAogmpWVFa1Tp47TP1lZWVEA0YKCglS/bN84hovIskMOOQSZmZmxf+fn5+O7775L2KZz586xnyORCJo2bYoNGzbEHps6dSoefPBBLF++HEVFRdi9ezdyc3MT2mjRogVycnJi/27SpAkyMzORkZGR8FhFu4sWLUJRUREaNGiQ0M6ff/6J5cuXAwB++OEHjBgxIuH57t27Y/bs2aLX/v333+P000/HhAkTcPLJJyv7m5+fH+vb8uXLUVJSgqOPPjr2fP369XHQQQcpj1dUVISJEydixowZWLduHXbv3o0///wzFuGq8PTTT6Ndu3bIyMjAkiVLPNdwPfTQQ9G7d2906tQJffv2xcknn4wzzzwT++67r+j1E+3NohzDpcQbLiKB3NxcFBQUVHp827ZtlQZd16xZM+HfkUgEZWVl4m3mz5+P8847DzfffDP69u2LvLw8vPLKK5XGNFXVhqrdoqIi5OfnY86cOZVeh42ZlkuXLkXv3r1xySWX4MYbb6z0vOS8+DV27Fh88MEHmDRpEtq0aYM6dergzDPPRElJScJ2ixYtwo4dO5CRkYF169YhPz+/yvYyMzPxwQcf4LPPPsP777+Phx56COPGjcMXX3yBli1bGvWViPZuHMNFJHDQQQdVOZ5o4cKFaNeundVjffbZZ2jevDnGjRuHI488Em3btsVvv/1m3G6XLl2wfv161KhRA23atEn407BhQwDAwQcfnDDmCwA+//zzPba9ZMkSnHjiiRg6dGilgfoSrVu3Rs2aNROOvXXrVvz73/9W7jdv3jwMGzYMgwcPRqdOndC0aVOsWLEiYZstW7Zg2LBhGDduHIYNG4bzzjsPf/75p2ebkUgEPXr0wM0334xvvvkGtWrVwv/+7//6fk1Ee5sox3ApMcJFJDBy5Eg8/PDDuPLKK3HxxRejdu3amDFjBl5++WW8/fbbVo/Vtm1brFy5Eq+88gq6du2KGTNmWPmF36dPH3Tv3h2DBg3C3XffjXbt2mHt2rWYMWMGBg8ejCOPPBKjRo3CsGHDcOSRR6JHjx548cUXsWTJErRq1cqz3e+//x69evVC3759MWbMGKxfvx5AebSoUaNGor5lZ2fjoosuwjXXXIMGDRqgcePGGDduXEJ6tCpt27bFG2+8gYEDByISiWD8+PGVomYjRozAgQceiBtvvBE7d+7E4YcfjrFjx+KRRx6p1N4XX3yBjz76CCeffDIaN26ML774Ahs3bsTBBx8seh1ERF54w0Uk0KpVK8ydOxfjxo1Dnz59UFJSgvbt2+O1117DKaecYvVYp512Gq666ipcfvnl2LlzJ/r374/x48dj4sSJRu1GIhG88847GDduHP76179i48aNaNq0KY4//ng0adIEAHD22Wdj+fLl+Mc//oHi4mKcccYZGDlyJN577z3Pdl9//XVs3LgRU6ZMwZQpU2KPN2/evFK0SeWee+5BUVERBg4ciJycHFx99dVVpnHj3XfffRg+fDiOOeYYNGzYENdeey0KCwtjzz///PN455138M0336BGjRqoUaMGpkyZgmOPPRYDBgzAqaeemtBebm4u5s6diwceeACFhYVo3rw57r333krbEVFlHMOlFommc++JiIgopQoLC5GXl4eaNWt6TkixJRqNYteuXSgoKKg0kSjsGOEiIiIiY4xwqXHQPBEREZFjjHARERGRMUa41BjhIiIiInKMES4iIiIyxgiXGiNcRERERI4xwkVERETGGOFSY4SLiIiIyDFGuIiIiMgYI1xqjHARERFRtXbWWWehRo0aiEQiyM7OxjPPPBN4H3jDRURERFZEo1Gnf3SMGjUKr732Gi688EK89dZbOPDAA3HRRRdhyZIlll+9GtdSJCIiIm0VaykGyc9aitnZ2WjVqhUWL14MANi9ezdq166Nk046Ce+++67LbibgGC4iIiJKK2vWrEFhYWHs37m5uVXegBUVFWHHjh3o379/7LEaNWqgRYsWWLRoUSB9jR030KMRERFRtVKrVi00bdoU69evD+R4NWvWRIcOHRIe69mzJ+bMmVNp23//+98AgJYtWyY83qBBA/z+++/O+lgV3nARERGRtqysLPz6668oKSkJ5HjFxcWVjiVNL6YSb7iIiIjISFZWFrKysgI5lp+bq3bt2gEAfv3114THN2/ejJycHKv92hPOUiQiIqJqKTs7G3Xr1sWMGTNij+3evRsrVqzAoYceGmhfeMNFRERE1dZFF12E7777Dn/7298wffp0dOrUCdFoFJMmTQq0HywLQURERNXakCFD8L//+78oLS1F3bp1MXnyZFx00UWB9oE3XERERESOMaVIRERE5BhvuIiIiIgc4w0XERERkWO84SIiIiJyjDdcRERERI7xhouIiIjIMd5wERERETnGGy4iIiIix3jDRUREROQYb7iIiIiIHOMNFxEREZFj/wfwPWSiAo5qjAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x581.818 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NBVAL_IGNORE_OUTPUT\n",
    "libertem_4d.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "109f9672",
   "metadata": {},
   "source": [
    "## From LiberTEM to HyperSpy: UDF computation result\n",
    "\n",
    "Starting with version 0.9.0, it is possible to obtain Dask arrays as output from LiberTEM UDF computations. This remains experimental and requires use of a dedicated LiberTEM `Context`. The computation is carried out relying on [Dask.delayed](https://docs.dask.org/en/stable/delayed.html), which allows us to run normal Python code, such as a UDF, within a Dask task graph.\n",
    "\n",
    "As an example, this uses the LiberTEM blobfinder https://libertem.github.io/LiberTEM-blobfinder/ for diffraction disk finding and pattern matching."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3f7e83e",
   "metadata": {},
   "source": [
    "### Setup the pattern analysis\n",
    "\n",
    "To begin, we use the HyperSpy signal we created above and LiberTEM blobfinder to create a pattern analysis.\n",
    "\n",
    "First a reference frame on which we make initial guesses of the peak positions and lattice vectors:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "adc42bd5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:24.561645Z",
     "iopub.status.busy": "2023-06-29T12:44:24.561371Z",
     "iopub.status.idle": "2023-06-29T12:44:24.565818Z",
     "shell.execute_reply": "2023-06-29T12:44:24.565382Z"
    }
   },
   "outputs": [],
   "source": [
    "reference_frame = lazy_4d.data[50, 60].compute()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c037b788",
   "metadata": {},
   "source": [
    "Note we must `.compute()` the frame because the HyperSpy signal is lazily evaluated.\n",
    "\n",
    "We create a search pattern based on a disk radius measured in pixels:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "e2989254",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:24.568031Z",
     "iopub.status.busy": "2023-06-29T12:44:24.567901Z",
     "iopub.status.idle": "2023-06-29T12:44:24.570253Z",
     "shell.execute_reply": "2023-06-29T12:44:24.569831Z"
    }
   },
   "outputs": [],
   "source": [
    "r = 1.5\n",
    "pattern = patterns.BackgroundSubtraction(radius=r)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "58be3f52",
   "metadata": {},
   "source": [
    "We evaluate the initial peak positions in the reference frame using correlation with our search pattern:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "fb194643",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:24.572059Z",
     "iopub.status.busy": "2023-06-29T12:44:24.571745Z",
     "iopub.status.idle": "2023-06-29T12:44:24.577913Z",
     "shell.execute_reply": "2023-06-29T12:44:24.577439Z"
    }
   },
   "outputs": [],
   "source": [
    "peaks = correlation.get_peaks(sum_result=reference_frame, match_pattern=pattern, num_peaks=50)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ddf457cc",
   "metadata": {},
   "source": [
    "We interpret the detected disks as a diffraction pattern (with principal vectors etc). using the `.full_match` method, this requires us to identify the transmitted beam position in pixels (the zero position):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "fa0c260f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:24.579806Z",
     "iopub.status.busy": "2023-06-29T12:44:24.579466Z",
     "iopub.status.idle": "2023-06-29T12:44:24.622218Z",
     "shell.execute_reply": "2023-06-29T12:44:24.621563Z"
    }
   },
   "outputs": [],
   "source": [
    "zero = (71, 71)\n",
    "matcher = fm.FullMatcher()\n",
    "all_match = matcher.full_match(peaks, zero=zero)\n",
    "match = all_match[0][0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77a6d53c",
   "metadata": {},
   "source": [
    "And finally we display the results on the reference frame:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "f2e178b6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:24.625143Z",
     "iopub.status.busy": "2023-06-29T12:44:24.624685Z",
     "iopub.status.idle": "2023-06-29T12:44:24.886741Z",
     "shell.execute_reply": "2023-06-29T12:44:24.886210Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.patches.FancyArrow at 0x7faa22622230>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(figsize=(10, 8))\n",
    "axes.imshow(reference_frame)\n",
    "plt.title(\"Points of significance and match in the reference frame\")\n",
    "\n",
    "for p in np.flip(match.refineds, axis=1):\n",
    "    axes.add_artist(plt.Circle(p, r, color=\"r\", fill=False))\n",
    "for p in np.flip(match.calculated_refineds, axis=1):\n",
    "    axes.add_artist(plt.Circle(p, r, color=\"g\", fill=False))\n",
    "plt.arrow(*np.flip(match.zero), *(np.flip(match.a)), color='g')\n",
    "plt.arrow(*np.flip(match.zero), *(np.flip(match.b)), color='w')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57f847af",
   "metadata": {},
   "source": [
    "### Per-frame refinement of the parameters we found above\n",
    "\n",
    "All of the above was setup for the analysis of the whole dataset based on the detected pattern. For this we will use the special Delayed context, though the same analysis would run with any of the LiberTEM executors."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "3d5c236b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:24.888629Z",
     "iopub.status.busy": "2023-06-29T12:44:24.888262Z",
     "iopub.status.idle": "2023-06-29T12:44:24.890806Z",
     "shell.execute_reply": "2023-06-29T12:44:24.890387Z"
    }
   },
   "outputs": [],
   "source": [
    "delayed_ctx = Context.make_with('delayed')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "3b3d5a6d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:24.892470Z",
     "iopub.status.busy": "2023-06-29T12:44:24.892153Z",
     "iopub.status.idle": "2023-06-29T12:44:24.904521Z",
     "shell.execute_reply": "2023-06-29T12:44:24.904078Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 9.19 ms, sys: 0 ns, total: 9.19 ms\n",
      "Wall time: 9.09 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "refined, indices = refinement.run_refine(ctx=delayed_ctx,\n",
    "                                         dataset=native_ds,\n",
    "                                         zero=match.zero,\n",
    "                                         a=match.a,\n",
    "                                         b=match.b,\n",
    "                                         matcher=matcher,\n",
    "                                         match_pattern=pattern,\n",
    "                                         indices=np.mgrid[-4:5, -4:5])\n",
    "# NBVAL_IGNORE_OUTPUT"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c114af94",
   "metadata": {},
   "source": [
    "Note that the 'analysis' only takes a few milliseconds. As stated previously, the computation is specified lazily using a Dask task graph, so the actual work is only done when the result is requested; we have only told the system what we want to do in the future.\n",
    "\n",
    "The same applies to any computation after the refinement step, such as computing the lattice vector lengths or ratio:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "49ad0b25",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:24.906307Z",
     "iopub.status.busy": "2023-06-29T12:44:24.905954Z",
     "iopub.status.idle": "2023-06-29T12:44:24.912893Z",
     "shell.execute_reply": "2023-06-29T12:44:24.912450Z"
    }
   },
   "outputs": [],
   "source": [
    "abs_a = np.sqrt(np.sum(refined['a'].delayed_data**2, axis=-1))\n",
    "abs_b = np.sqrt(np.sum(refined['b'].delayed_data**2, axis=-1))\n",
    "ratio = abs_a / abs_b"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70d2e4b2",
   "metadata": {},
   "source": [
    "We can then wrap the result in a HyperSpy signal to benefit from the many methods and interfaces the library provides:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "640ff35c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:24.914654Z",
     "iopub.status.busy": "2023-06-29T12:44:24.914298Z",
     "iopub.status.idle": "2023-06-29T12:44:24.920439Z",
     "shell.execute_reply": "2023-06-29T12:44:24.919999Z"
    }
   },
   "outputs": [],
   "source": [
    "ratio_hs = hs.signals.Signal2D(ratio).as_lazy()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf6d56bf",
   "metadata": {},
   "source": [
    "For demonstration, we can visualize the dask task graph, showing the computation that will be performed when requested:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "d0a43bbc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:24.922176Z",
     "iopub.status.busy": "2023-06-29T12:44:24.921848Z",
     "iopub.status.idle": "2023-06-29T12:44:25.096713Z",
     "shell.execute_reply": "2023-06-29T12:44:25.096170Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# NBVAL_SKIP\n",
    "ratio_hs.data.visualize(filename=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa136082",
   "metadata": {},
   "source": [
    "Finally, we plot the result, which automatically triggers the computation behind-the-scenes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "e310378b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:25.098889Z",
     "iopub.status.busy": "2023-06-29T12:44:25.098472Z",
     "iopub.status.idle": "2023-06-29T12:44:36.983082Z",
     "shell.execute_reply": "2023-06-29T12:44:36.982524Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 12.2 s, sys: 1.5 s, total: 13.7 s\n",
      "Wall time: 11.7 s\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x432.757 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%time ratio_hs.plot(vmin=0.71, vmax=0.73)\n",
    "# NBVAL_IGNORE_OUTPUT"
   ]
  }
 ],
 "metadata": {
  "@webio": {
   "lastCommId": null,
   "lastKernelId": null
  },
  "kernelspec": {
   "display_name": "Python (libertem39)",
   "language": "python",
   "name": "libertem39"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.8"
  },
  "vscode": {
   "interpreter": {
    "hash": "916dbcbb3f70747c44a77c7bcd40155683ae19c65e1c03b4aa3499c5328201f1"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}