{ "cells": [ { "cell_type": "markdown", "id": "616dc2e6", "metadata": {}, "source": [ "{download}`Download this notebook <4_network_reconstruction.ipynb>`" ] }, { "cell_type": "markdown", "id": "b7b25f5e", "metadata": { "vscode": { "languageId": "plaintext" } }, "source": [ "## Learning the network structure from the dynamics \n", "\n", "> **`gradnet` concepts demonstrated below**\n", "> - **ODE integration** via `gradnet.integrate_ode`\n", "> - Defining a **loss function** for reconstructing the underlying network based on the dynamical system\n", "> - Optimizer selection\n", "> - Learning rate scheduler\n", "> - Logging with TensorBoard\n", "> - Integrating an ODE with events\n", "\n", "\n", "### Problem setup\n", "Simulate Kuramoto model on a network, measure the phases and use these phases to reconstruct the network structure." ] }, { "cell_type": "markdown", "id": "ec3f2fec", "metadata": {}, "source": [ "### Install\n", "install the required dependencies silently" ] }, { "cell_type": "code", "execution_count": 1, "id": "45c6bad1", "metadata": {}, "outputs": [], "source": [ "%%capture\n", "!pip install 'gradnet[examples]'" ] }, { "cell_type": "markdown", "id": "536794ec", "metadata": {}, "source": [ "### Generate ground-truth ER graph and simulate Kuramoto data" ] }, { "cell_type": "code", "execution_count": 2, "id": "20e67163", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjkAAAGwCAYAAABLvHTgAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOyddXQc9d6Hn3Xf7MZdmiZ1d0NKWygUinux4nov7u4O9+JOcSlWqKJ196ZNGvfNStZ95v1j0rSpQAu08HL3OWfOb3Z2ZnZ2spn5zFdloiiKJEiQIEGCBAkS/MOQ/9UHkCBBggQJEiRIcDBIiJwECRIkSJAgwT+ShMhJkCBBggQJEvwjSYicBAkSJEiQIME/koTISZAgQYIECRL8I0mInAQJEiRIkCDBP5KEyEmQIEGCBAkS/CNR/tUH8FciCAJNTU2YTCZkMtlffTgJEiRIkCBBgv1AFEW8Xi/Z2dnI5fu21/xPi5ympiby8vL+6sNIkCBBggQJEvwO6uvryc3N3ef7/9Mix2QyAdJJMpvNh/SzY04ncoMBuUYDgNO5DKt1ODLZr3sQP3/kHozWZI6+/LoD/1AhDnLF7zncg8KHb72J2WJh/DGT0el0f/XhHHJicYEft9qobPNT2eajyu6nyu4nGhMAMGoUFKUaKU4z0C3NQHG6keJUI9kWHXL5P8vy6HeHaSp30VTppqXSjbstCEBSup6s4iSyi5PI6WFFa1DSfMed+BYtQgwEUBcXYxo/HuNRR6HpXnzAFtm6Ghe2bQ5yN7UT90SQG1RoeyWj65OCpjAJ2T7Os8cZJOSPckZzE3FR5PK8dE7JtKL5lSfK34Moimz0Bulv1nd9w1UH1vw/9bMSJPhT8fshO1uab2oCg+FP3b3H4yEvL6/zPr4vZP/LbR08Hg9JSUm43e6DInIeK6+hPgb/7V24x3tNd9xBuGwrRTM/x+/fzrLlx5CePpnevZ5AodBKK/34CGT1h57HdW736pUX0HvoKMZedNmBHcwvT0LDKjj9XVCq/8C3+nMQ4nFeeOAeHIIclVrN2HHjGDlyJJoO0fe/SlwQqXcG2G7zUWHzUWHzUtkxH4jEAdCq5BSnGSlJN9I93Uj3dBMlGUYKkvUoFf+MMDt/e5im7e00lbfTtL0dZ5MfZJCebyK/Twp5JSYMDevxzZ+H74cfEXw+1MXFWE4+iaQTTkCZlrZfn3PF5hp+cHp5t28RA70CwY12ghvtxNvDKJLU6Aemox+cjiqj6wV6wdtbqFzbRvfzS/lME+ZLWzuZGhVX56dzTlYK2n38HeKxKD6ng6T0zP06vs9anFxbVscTPfI4JztFWuiqhReGw4jL4Kh74U8WVgkS/Cn4/WA0SvM+30EROftz/06InIMkckRRZPQPCxntK+OpqV0FiRiLUTF2HJbTTiP9husBaK76hq11t2Iy9qJ//1dQywzwWCEceRuMkaw28ViMBYePJddgptdXXyE/EOtHxQL46CwomQSnvQ0K1Z/0TX8/0UiYb55/irK6euIpmWh1OsaOHcuwYcNQqf764/s7IQgizZ6QJH5avWy3+TqFkDsYBUClkFGUaqAk3URx+k4RVJRqQKv6+1jwfg9+d5j6LU5qNzuo3+IkHIihMSgpGpBGt/5WrI4y/N/OwrtgAWI8jvHww7GccjLGww5D9iu/JU8szgUbq1nj8fNqn0ImpSYhiiKROi+BtTYC69sQgzFUOUb0g9LRD0pHYVARDcdZ8NYWqta3MeaU7uhHpvF8nY2ZrS5S1Uquyc/gvJwUNHI5Tb4msgxZyGQy5r78PI1bNzPt8edRqX9b0MdFkdvLG3inycHt3bK4Jj9dslYtfQHm3gF9T4YTXwLl//bDQYK/IQmR89dzMEXOFo+f8asreD/8M7JmLXm9+1EyYjQA/qVLqbvwIgo/+wxd3z5E2wK0PrsG1ckxtgVuRqkwMCjpEnSfXgFXLIGMPgC4bS18Mn0aY+vaMB15JDlPP4XsQJ7iyufCR+dAj8lw6pt/WOjEHA7C2ysxjBj+u7aPhIJEAgFWf/cVK2bPwjRoJK3+IAaDgZEjRzJ06FC0Wu0fOsZ/OqIo0uYL7xQ9rTvFj90XBkAug4IUg2T9ydgpforTjBg0//881kJcwFbrpWaDncq1bbS3BtDolRQNTKNbDwOmikV4v5hJaPNmFKmpWE8/DcsZZ6DKyNjr/kJxgSu31DLX4eaZnvmcnpnc+Z4YEwhtdeJfYyO0zQky0PdNxTAyC1WeieVfV7Fmbh29x2Vz2Jml1IajPFfbyqctTrK1KqZnqnlt0VncN/oeji8+HkdjPTNuuZZBxxzP4edetF/fVxRFnqpp5cmaFi7JTeW+7jnIZTLY/CXMvBRyh8GZ74HO+mec3gQJ/hwSIueP8dJLL/HSSy9RU1MDQJ8+fbj77ruZPHnyfu/jYIqcx9et5vW2AJtKlHw14xvisRhn3vc4AM2334R/+VqKF8zvjCFwzNhCuNZD0pUZbCi/nNzNZeQ4lbRevojbFt/O3SPvRtng49MHbuesk6fhvudeUq+6irRrrj6wA9v6HXxynuQCO+UNUPz+m1zzvffinT2HbnNmo7Qe2AVWFEXevfkaMoq6c8yV/2LtnG/48e3XSO/ZB33fwWzaUoZKpWLYsGGMGDHiN/2uCfakPRDZ6fZq9bG9zcf2Vi9N7lDnOjkWHd07rD4lGTtdX2bt/w9LmiiKOBr9bF/dSuUaSfDoTCp6jMyiOCsEC2bi/vIrhHAY08SJJJ9/HvpBg/bYT1wUuWVbA+81O7ipMJPrCzP2iO+J+yIEVrfiW9FC3BFCma7HMCKT+qjAz59sJ6PIzKSL+2K0aqjwh3i0uplv29xYaEfj/IDvJt1DjimHFV99xqIP3+XM+x8nu7Tnfn/Xtxrt3F7ewEkZVp7tmYdaLofapZKF1pgB53wKlkScToK/CeEwXNbhxXjlFfiTQxH+8SLnm2++QaFQ0L17dwDeeecdnnjiCdauXUufPn32ax8HU+Qc8cPP9HWs47+nXM225UuZ9eyjnP/Ef0lp/ZGKSx4l6dSzybjzns71454wLU+vRtcnFdOJGcSe74PLECM29SWm/fIsxxYdy3H+wcx9+TmumzGT9rfepu2ZZ8h+6kmSjjvuV45kL5TNgk/P30Xo/L4bWszhoHLysZgmTST7wQf3vaLfAfPugNHXdFqlAFZ+/TmLPprBJS+8idGaTP3mDcx67nFkMhlHXHoNdY52Vq1aRTweZ+DAgQwfPpyMfTyNJ9h/fOFYZ5yPZAHyUmHzUecMsONqkGnWUpJhpDTDROn/E/EjCR4fW5e0sG15CyF/lMxuZnoMSSGtfim+j98jUl2NfuhQUi67FMPYsV2EjCiKPFvbymPVLRyfZuHZXnkYFHu6+URBJFzZjn9FC8HNDmRKOZRYWLTZiT8uMnF6H/J6StagNW4/922vZ7knhEVo5O3B4xhuNvDh3TcRCQSY9tjzKNX7HyP3lc3F1VvqGGs18nrfQun47BXw3skQi8DZH0P2wD98LhMk+Lvzjxc5eyM5OZknnniC6dOn7/X9cDhMOBzufL0jOvvPFjmV/hBjVmzlrcA8Jh93M/FYlFevvJDSkWMY1b07tZdeS8GdZ6A/994u2/lXtOCaWUHqmclovxxN/cjxlKs3skRxFLObNvKQ/FK2/fgDl7/8LqIo0nzrrXhmz6FgxrvoBgzY7+MT4gLyitnwyflQMlGK0TkAn34gUEtr69cUFl5N+0cf0XLf/RR8+AG6AQMB9sxIiUfh6V7Q91SY/Gjn4pDfx6tXXsjgyccz9szzpHPQ7uLb5x6noWwzo049i35HT2HN2rUsX74cv99PQUEBw4YNo2fPniiV//9cLX9nQtE4lW2S1ae81dthAfJSu4v4yUrSUpJhoiTdSGmGsXPe9DcTP/GoQPUGO2WLm6grc6LWKOg1Ootu6lrC779GaONGNL17kXrJJZgmTUK2i5j5rq2dq8vq6KbT8Ha/InK1+xYhcU8E37Im/MuaEYIxXGoFmx1huk8uZMjkQmRyGaIo8mrlah6obCSmLuCYVDPXGmT8cte/GXzciRx29gUH9N1+cXq5cFM1PQxa3uvfjWSVEnw2+OB0aNsmxej0OfF3nrkECf5/8D8lcuLxOJ9++innn38+a9eupXfv3ntd79577+W+++7bY/mfLXI+Kt/MHbVuNuW50fWU3GeLPprB2jlfc8qAUfjefZOSS8zIrlgMuz1J2l/biMr+JUnRZ+Cm7Wyrf571te/zYLOO00NjKW4wcPYDTwIgRCLUnX8Bkfp6ij79BFVW1q8elyiKfPn0WnJ7Whl2XBFUzJdidIrGwRnvgWr/ApmdziWsXTeNoUNnYjb0peaMMwmKGlaWXsH483qR1yt5z43m3w1r3oXrt4JqZ5zNT+++xuafvufSF99G1RF/I8TjLP38Q5Z/8QlpBUVMvvLfWLJz2bp1KytXrqS2thaDwcDgwYMZNGgQycl7+bwEfxqhaLwz5qe81Ut5q5T1VbcX8VOaLll/unfE/vwdxI/XGWLTz41sXthIJBijaGAaPTLdKL56k8CSpagLCki+eDpJU6ci77CqbPEFOW9jFYG4wCu9CxmX/OvuUiESJ7DWhm9RI7G2IM6YgCvdwPAr+qMzqWltbeX1ua8zQ1ePJutyXDEZU4IO8j54kQvveZjM7qUH9J3WeQKcs6GKZJWC9/t3I1+ngUgAvr4aNn0Oh98Kh9+SyLxK8NchihAISPN6fZd73Z/B/4TI2bhxI6NGjSIUCmE0Gvnggw849thj97n+obLksO4DPHPvxXz9+k7h4Gmz8do10xmq0NNNKZJXNBcu/gFyh3TZNGoPEn3+ZNQmL8qbFiGKIpWVT3Db6rfxB/Vc5TmD4669qXP9mMNB9WmnoTAnUfDeDBQ7Ar32wQ8zyqgvczLtwdFSrZWqn+CDMyFvGJz1Eah/OzhMFOMsWjyWjPRjKS29i+DGjVSffgarjn6G7AF5TLhwLyLTvh3+O0Ryj/U7tXOxp83G69dezJHnX8KgY47vsknL9nLmvPQsruYmRp16FsNOOBmFUoXNZmPlypWsX7+eSCRCfn4+AwYMoHfv3v+T9Xb+KnaInwpbh/DZi/jJ7mL5MVGaaaJHhgmd+tBne0XDcbYta2b9Dw20twZILzTTtycYF7yL7/sFKLMySb38ciwnnYRMpcIRiXHllloWurzc2i2Lq/PTpYDfX0EURELlLuzfVSGzBfEA1okFBAqizHhvBtt7bMejDzOm3zO8VO9AHfBzdNlynrr6KtQH4LYCqAyEOHt9Ff64wDv9ihiSZJBuLAufgh8egF7Hw4kvg+bXrwkJEhwUEoHHf5xIJEJdXR3t7e18/vnnvP766/z888/7tOTszkGtkxP2gqbr09/H995KaNUqppx8Ninup6HbETD1v123i4URHynEEz4F7cUPoSlMAuCjVTfx0OY53GDszwWnvN9lk9C2cmrPOQdt377kvfpK59Po3mipdvP5Y6uZcs0ACvp01N2oXQLvnwaZ/eDsT0D72+eivOJBWlu/YeyYJchkCprvvZf1qwPUFh3LhY+PRa3diyvprWOlYoTnf9O5KC7EeeHFm5BVOrjqqTeR71asMBaJsPSzD1j59UwsWdmMP/8SCgdKwjASibB161bWr19PVVUVcrmcHj160K9fP7p3755IQ/+LCEY63F6d4qdrzI9MBkWpBnplmemdZaZXloleWWYyzdpD0l5FFERqNztYN7+OxvJ2rJl6+g3SYfnpXXyzv0OVl0fqlVeSdPwUBIWCJ6tbeKa2laNTzTzfM58k1W+7SUVRpH19G02fVZAUE4gYlHyuXEhurzye9D7J6T1O55z+/+aODRXM9UcpiQR4cfRA+pn0v7nvXXFEYly4qZoN3gDP9cpnanpHAsDWb6XMK2shnPVhIiA5waEnIXL+fCZMmEBxcTGvvPLKfq1/sIsB7s6qt17j59lfcv6/bic1vgx+ehSuWQOWXVpLbF8A752CI/ktIqE8Mq4bjFyjIBIJM+G9YRQYozw+7mGysk7qsu/AypXUTb8Y4/jx5Dz1ZJcYg10RRZGPH1xBUrqeyZf12/lG/Up47xRILYFzPwed5Ve/i8ezgZWrTmLQwHdJTh5DvL2dTSeczaLeNzLhgl70GLkX19n6j+CLy+DatZDcDQBXyMURHx/B8E0Wbj71kc40+91pq6vhx7deoX7LRoqHjuDwadOxZmbvcjweNm3axPr162ltbUWlUlFSUkLv3r0pKSn5ny8y+HcgGIlTYfNS1uyhrNnLlmYPZc0evKEYABa9il6ZZnrtInxKMoxolAfP6tNS5Wb1nFpqNtgxWjX06a8lZdG7hL6fh7qwkNRrrsY8eTILnF6uLqvDqlLwRt8i+hj3z2IYjwmsfmcLii0OqnXbqVTZ6D2ymNubH+DVSa8yKnsUr331Fc/FtDiTM7goN5VbirIwHcB3DsUFrt9Wz8xWF7cVZXFtQUctndbN8OFZ0gPXya9ByYTfe5oSJDhwEiLnz+eoo44iLy+Pt99+e7/WP9Qip+nFF/n4x28Zd950hk6aBM8NkGrW7GrN+fYGKJ9H7NzltD6/Fv3gdKwnleC2tXDjE6ezvK+Lu7IjHDn4FVJTjuiyf++CBTRcex3WM88g46679vlUvOHHehZ/up3zHhmNIWmXm3/TWphxkvTUN+1L0O871kUURZYuOwqLZRi9ez0GQPvML/j2k1Z0vXpy8j1H7LlRJABP9YThF8NRd3cuvnTepTRVlXNO4zDOeuCJX/3M8mWL+XnGG/hcDvoeMYGRp5yJOTW9y3p2u52ysjK2bNlCc3MzCoWC4uJiunfvTklJCdYDTHdPcPAQRZHG9iBlzTvEjzTVOCRfvlIuo2eWif65FgbmWuifl0RJugnFn9zWwtHoY828WipW2tDolfTuoyZt2QyiP3+Ptk8f0m+8AfvAwVy8qYaKQIg7i7O5KCf1N91XO9i+2sbiD5dTbVzNMZGBxMxR3s2YxRNnP49JaeSD+29nnjWXhYMOw6xUcH9JDiekWfbbsrVrLZ0zMpN5okeulGIecEoWne0L4LAb4Yjb/latXRL8g0mInD/G7bffzuTJk8nLy8Pr9fLRRx/x6KOPMmfOHCZOnLhf+zjUIqf+sstZ7G0jmp/LtEefk6qWzrsLrl4JKcWSP/2ZvtDzWDj2CXzLmmj/spLUC/tgizbw4UO38vXxbkZa9EzRNzN40HskJQ3s8hmuTz+l5a67Sb3matKuumqvxxHyR3nntsUMmpjP8OO7dX2zZRO8ewJYi+C8r37Vn19V9Sx19W8xbuwKFAoNoiCw6ML72aAdx7T7hmHO3Ms5nXW9ZEr/9+bOGj2fl3/O/Uvv47QFOVxw+xPk9ur7q+cxGgmzYf5sln/5KZGAn35HHcOw40/GnJa+x7oul4uysjK2bdtGfX09giCQkpLSKXgKCgoSbq2/Ib5wjG0tHrY0edjQ4GZ9QzsVNh+iCDqVgn45SfTPTWJAnoWBeRZyrbo/xdXlsQdZO7+OsiXNyOUyepTKyVj4FuK6pRjGjMF8w/U8qTLzeoOdw60mnu2VR5Zm/2JpXC1+Xnz5BYwREyfoB6DyxanMaGH0tCkE8THjlmvR9R/CL+NPZo7dw5HJJh4uyaVIv/9WyM9bnPx7az0DTHpe71tIhkYFggCLn4EfHoSCMVJcnClRiiHBQSYhcv4Y06dP5/vvv6e5uZmkpCT69+/PLbfcst8CBw6tyBHjccpHjsJ3/DH8tHkNFzz9EinpafCfwZDWU3IRtW6Cl8fCtC+geLyUbfXmJqKtAVxDPMx58znUN09ixtb3eLw4B0WsheHDvkSj6XrBsr/8Cm3PPkvmvfdgPfPMvR7Pwo/L2baihfMfHoNKs9uTXdNaePt4KSj67E/2mV7u91eybPkk+vV7kfS0owHwbizj/eeq6ZEX5Mh7Ttlzo6Z18OrhUpBzDynzzBVyceQnR3JkYzfGCH049Y4H9uucRkJB1s7+hlXfzCQcDNBj1DiGHn8yGUXFe10/FApRVVXF9u3b2b59Ox6PB6VSSWFhIYWFhRQUFJCdnY1iH66+BH8tvnCMTY1uNjS0s75eEj4NLqmRZ4ZZw7DCZIYXJTOsMJkeGaY/1MQ04Imw/vt6Nv3cQCwm0C03TtaiN1BVrsd8/BS2TL+CG+1+woLIo6W5TE3fP6vL99//wJJFS7C2jKCkSEaax0+aYMU0Ng9Hso0vn3mAI867BMeII7i9ooG2SIxr8zO4uiB9v5t/rnH7uWhTDSIir/ctYlhSx82leiF83lFe45Q3pKzKBAkOFgmR89dzKEVOuKKCquNPIPv115nxxvMMOmYKY86Y1hmDw7FPgt8Oy16Emyo7m2jG3GFan12DX+Phh5r3Oe2ZZ5j02SQu6XsefQOfoNVkMXjw+8jlO4WIKIq0PvwIrvfeI+epJzHvJePMYw/y3t3LGHNqdwaMz9vjfWoWwYyToXQSnPr2Pisjr1h5AjptPv367XS5zbnpQ+qces67dyjavJw9N3p5HJhz4OyPOhddOu9SvO0Ohn4e5uyHniKre4/9PLOS2Nn04wJWf/slnrZWcnr2of9RR1Mycsw++wOJoojNZmP79u1UVVVRV1dHNBpFpVKRn59PQUEBhYWFZGdnJ+rx/I1x+MKsrWtnZa2TldVONja6icZFzFolQztEz9juqfTOMv8u0RMOxtj0cwPrv68n5IuSlxoia+lbGFu3ITvvfJ6YcDyz2gMcnWrm0dLc37TqtLe38+yzzzKsz+HU/yIjbHChSNnKie5xyLVKms31/LLsfc68/zGSikp4tqaFF+ttFOo0PF6ax2jr/mVK2cJRLtlcwxpPgIdKcpiWnSKJMJ9NEjo1i2Ds9XDErX+LPnYJ/oEkRM5fz6EUOe1ffEnzbbdRumolC957k/rN65n+/OvShefbG2HtDDBlQd5wOPnVLtsGN9txzChju3wDRzx8FfcuuZefG37mk4lPsHHdNHJzz6G05M4u24iCQPNtt+Ge9S25zz+H6aij9jim+W9upml7O+fePwqFci9PidtmS3V0Bp0Dxz+/1zoHtXWvU1X1FOPGrkCplLLJ2rbb+OTJTQxRrGTkC7fsud+Vb8B3N8J1GzqDrj8v/5z7l93P9I1DyEst4KRb7tlzu99AiMepWLGE9fNnU795AxqDgV5jj6T/UUeTVlD0q9vG43Gam5upqamhpqaGuro6IpEISqWSrKwscnNzOyez2XxIsoASHDjBSJx19e2sqnGyosbJ6loXgUicVKOasd1TGVeSxriSVNLNB9YTLRaJs3VpM2vn1+Gxh8g0+shZOQOLv4Z1N97Gw7mlBAWBe7rncE5W8q/+Pt59912i0ShTjz6d717ZgNPpwTdoM1cYphBc34YXFxv9i5jy4O3okyxs9Qe5eVsDK9x+zsxM5u7u2VIBwN8gIgjcs72JtxrtnJOVzMOluZI1SIjDwqfhp0cga4AUlJza/YDOR4IEv0koBNOmSfMzZsCf3IcwIXL2g0MpcloefAj/okUUz5FuwJ/cfztn3v8EOT16SQG5rx4O9nKY8iwMvXCP7Vfc8S6Z8QIyrxlCg9HG1C+nct/o+xim9VBe8QD9+79KWmpXISPGYjTecCO+H34g98UXMI7rap52NPn4+IEVjDmtZO/WHIB1H8CXV8Dkx2HEZXu8HQo1s3jJOHr1epTsrJ31bz67YwGhqmpOvKIHxsMO67pR2CdVQB52MUyQxIw77Gb8J+M53TIZ5XvrOPO+x8npuX+lAPaGq6WJTT/MY9NPCwi428no1p3SkWPpMWosSemZv7l9PB6npaWFuro6GhoaaGhowO12A2AymcjJyekUPdnZ2Qdc4yTBoSESE1hd62JhRRsLK+xsbJT+hj0zTRxWmsbE3hkMzrfudyCzEBfYvtrGmrm1OBr9JKs85Kz7GGN6jDevu5XP4grGWIw81TOPQt3erYibNm3is88+46qrriLJaOXjVxfiKRNRDfQybcLhuL6pQGgNYZM30PfGqaiT9QiiyAfNTh6obEIhg3u753BahnW/xPZHzQ5uKW+gh0HLK70Ld8b4NKyGmZeAtxmOfhiGXPCnF2xLkOBgkRA5+8GhFDk1Z52NKjubnKeeRBQEXr36IooHD2fCxVdKK8y/GxY/L1k2zvuqM8V6B29cfTFHpJ2JQZ9E+rWD+PfiGyh3lfPViV9Rtvka2ttXMXLEbDSarsG3YiRCw7XX4V+6lLxXX92jY/iPM8qoWmfn3AdGotHvw2w99w5Y9pJ0XHvx469Zcw4AgwfvrN9TudbGnFc2MbzxPYZ89hLy3VO4Z98CGz+Ff2/prIB8yy+3UOYo49RlhajUGs68//E/bDGJx2JUrVlB2aKfqF67mlgkTEa3EkpHjqF05FgsGb8teHbg9XppbGzsFD2NjY1Eo1EAUlJSyMrKIisri8zMTLKystDrD6zmSYKDj8MXZtF2Owsr7Py0rQ27L0yqUc2EXhlM6pPB6OJUtKrfjskSRZHaTQ7WzK2lebsbfdxNbuVsXJN68cTYCdjjArd2y+Li3DQUu/2GY7EYTz31FAMHDuToo49GFEWee2cG8uWZWHK1nHjZMDxLyggtbEOl0pA8uTvG0dnIFHLaIlHu2d7EzFYXYyxGHu+RS7H+t5+QN3gDXLa5hrZIjCd65HFSRkeGYdgHc2+HNe9Aj2Ph+OfAuGcAf4IEfzcSImc/OFQiR4zF2DZsOGnXXEPKRZKV5uf33mTTTwu4/OV3UChV8NIYSMqTrDkht1TAK08SJEI8zrPnnsSks67CutqEtmcy9qNlnPrNqdw76l5OKBrP0mVHY0kaTL9+L+0hDIRwmIYrriSwbh35b7zepQuz3x3mvbuW0u/wXEafsg+TdTwmNQBs3QSX/rRHYbHm5i/YUnYjo0b+gF5fIH1nQeSDuxahrFjL+MMUpF29W6aXvQL+OxROegUGSMHRy5qXccm8S3ii9C42P/suJ9x4ByXDRv3e074HkVCQ6rWrKF+6iKq1q4hFwiRn51I0aAiFA4eS26svygPItBIEAZvNRnNzc+fU0tLSKXzMZnMX0ZOZmUlSUlLC1fU3QRBE1ta3M29LC/M2t1Jt96NXKziiRxqTemcyoXcGRs1vu4Vaqz2snV9L1RobyliQFNcKFp57GB9bUhlk1vN0zzx6GrrW1Zk3bx5r1qzh+uuvR61WExWiXPfhrRStGItVmczEi/rSXrMc56xyuicNRpVhwDq1GE03CwA/OT3csq2B5nCU6wr2LzDZG4tzS3kDM1tdnJWVzIMlOTsbkG79Fr6+BkQBjnkU+p+RsOok+FuTEDn7waESOaHycqpPmEr+O+90WlLa6mp496arOfHmuyguSJFaHpzxHuSPho/OhsZVcOQdMOY63HY7r18znVNuv590WR7OD7aSdFw37o0/zUb7RmadNIt2xw9s3HQVffo8S2bG8XscgxAMUn/JpYS2biX/7bfR9d2lG/i31az6tobTbh9Kau4+evQEnJJLTZsEF80D9U4rRTweZOGikeTlnkdx8Q2dy7cubeb7d8oYse4x+n/yGur83aquvnsihD1wyQ/SMYoCx848lhFZI+j7Qxyfw875T76A/CBkO0VDIWrWr6F63Sqq163G53Sg1GjI79Of/L4Dye3Vh7TCoj0qMP8WgiDgdDo7Bc+OMdDRw0Wj0ZCenk5GRgbp6emdU8Lq89ciiiLbbT7mbWll3uYW1je40SjlHNkjnSkDshjfMx29+tcFj8ceZN2cSsoWNxOPCwTNzXx67AAa5XKuzk/n2oIMdApJiLhcLp5//nmmTJnCkCFSBe9WfyvnfnE+R1VMw2TLYsgxBbibv6Vp2UYm9rsQ2uLoB6aRdGw3FGY1wbjAs7WtvFDXut+ByaIo8lGLk9vLG8nVqni1TyG9dhQ29Nthzq2ShbX7BJjyTKJScoLfTyLw+K/nUImcXYOOd+0t9e5NV2PNyeP4wQopEPDmSqnXVSwiBQUuegYKRlPf+3o+efpZLnzmFZKzc2j/rhrfogY8Zxo5c+353DHiDs7oeQYbN12Dy7WUkSPmoFan7nEccZ+fuukXEa2pJX/Gu2hLpaaA8ZjAJw+vRK6QceqtQ1Eo9vFE2LIJXp8AA86QzNq7sHXbXdjtPzBm9C/IZJIwiMcF3rtzCcbatQwzbiTvlVe6WjG2fgcfnSWJnBzpQv/y+pd5c9ObfDD0Vb66+04mXno1/Y865o+c/t9EFEXsdTVUr1tNzbrVNFVsJR6NotbpyenZm9xefcnr3Y/0omIUvyPTShRFPB4PLS0t2Gw2Wltbsdls2O12BEEApDifHYJnhwBKS0tL1PD5i2hwBfhuYzOzNjSzocGNTqXgqF7pHD8gm8NL037VpRUORFn/+Vo2/tKCT2VkbX853/ewkKNV81iPPA7vaPb54Ycf4nK5uOKKKzr/L5Y2LeWyeZdzWfx2ZKvSyCgyEPbOxNVYy6ln3k18uRsxJmKeWIBxVDYyhYyt/iA3bW1gpWf/A5PL/SEu21xDVTDMrUVZXJq3i1tt2xyY9W/JojzhXil2LtHoM8GBkhA5fz2HSuTsGnS8Kyu//pwln7zP5SPb0GQUw2lvd92wZjF8cRmbGhXMrc/junc+RanVIQoi9rc2EW308ezoz1ntWst3J3+HLO5l2fLJWK0j6df3P3s9lrjbTe0FFxJra6Pg3XfRdJOyjmy1Hj57dBVDjyti+JRfyURa/TZ8cx2cPgN6n9C5eEebhwH9Xyc19cjO5VsWN/HjjK0MXf0YvR6+EfOudYyEODw3EArHwkkvAeAIOpj42USuHnQ1GT84qN+ykenPvYpK8+dG5v8asUiElspyGrZsomHrZhq3bSEWDqPSaMko7k5mcWnHVII5Lf13u59isRhOp7NT9OyYXC4XADKZDIvFQlpaGqmpqV1G7Z+cqZBg39Q6/MzaIAmesmYPJo2Syf0yOXFQDiOLUvaZmh6LRNnw7GdsXhekKqcbc0cYqEpRMTUliQd65OJrrOfdd99l2rRpFBfvrO306oZX+c/a//Bw8bO4vtMR9HmRxWYik0U5487HiC9341/ejCpDj2VqdzRFSb8rMDkUF3i0uplX6tsYkWTguV75FOwIlg55YME9sOpNyB0Gxz0lZWIlSLC/JETOX8+hEjm7Bh3vitdh59WrLmRS5jb6XfI49Dlxz42D7Sx58io2bLVx+eExmPI0ZA8i7o9i++9amgx2LjLfxk1Db+Lc3ufS0voNmzf/i359XyQ9/ei9Hk/M6aT2vPMQvD4K3n8PdW4uACu+qWLVdzUcf91A8nruo6WDKMIn06TCYlcsgaScjsUiK1dNRa1OY+CANzpXF+ICHz24EkVzFYO2vUb3b2ch39U1s+gZ+PERuL4MDFLD0LsW38XSpqV8NPZtZtxwNSNOOo3Rp52zn2f7zycei2GrrqShbBPN27fRUlmB194GgM6cRGZxCZnFpaQXFZNeUIQpNe0Pxd2Ew2Ha2tqw2Wy0tbVht9tpa2ujvb29cx2j0bhX8WM0GhMxPweR7TYfX69v4qt1jdQ6AmQlaZk6MIeTB+dQmrF3V2+ovJyyO59he6yI74eNYt4gA6jk3JSdhvjzNxh0Os4///zO9UVR5Mafb2Rh40LeHv8uzXMFypZUEA99jCU9hbMeeAycAu1fbidS70U/KJ2kY4tQmNS/KzB5icvHdVvrcERj3Nc9m3OzUnb+hmoWS61m7Nski86Rd/xmX7sECYCEyPk7cChEjhiPs23osC5Bx7vy6Q3TEF21nP7ybFDv/Ucw58VncNZs4+yijVLTvcHnwWE3EQlYaXtpPc+WfsRK9Ua+O/k7dEodGzZehte7mZEj5qFU7n2fUZuN2mnTIBan4P33UGVmIggi3zy/Dkejj9NvH4bRuo+LY8ApBUqnFEsZVx1xK01Nn1G29VZGjVyAXl/YuXr1+ja+e2kjA8peo/SEoaTfsDNuB78Dnukt9dU57CYAtjm3ceo3p/L4YY9jWNrK2u++5oKnX9yv1O9Dhb/dRUtlBS2V5R1jBSGvBwCNwUBaQVHnlF7QjZTcfJR/MM08EongcDg6Rc+O0eFwdLq9NBrNXsWPxWJBnnA5/GmIosiauna+WNvArA3NtAei9M4yc9KgHKYOzN6jDo8YjdL24os0vfkRlaPO5s2RI1hdoKbIF2b4loXcePYZ5OXtLOMQiAaYNnsa/qifj477CPvmCN+/sxC/7QNS84s46/4HUao1BFa34p5djRgXMU8qwDhScmEdaGCyLxbnnu2NvN/sZHyyicd75JGr7fi9xqOw/BXJha7SwcQHpGSBhJhO8GskRM5fz6EQOTsqHe8adLwrm+6dwNwyLZe88Bbm1LS97uPj+27FaE3huKv+DStehV+ekDoLDz6PQPKllM3eyqUl93N+3wu4dvC1BIP1LFs+iby86XQvvnGfxxZtbqb2nHORqdUUzHgXZVoaAU+ETx9Zidao4qQbBqPW7sO3X70Q3jkejroLxkmiJR4PsWjxGLKzTqGk5PbOVUVR5Ovn1uGqamXoT7fT/dMP0fbYpaLxN9dJhQf/tbGzhcQl8y7BEXLwwcQZvHPDVWQUdefEm7oWPPw7IYoiPqcDW00VbbXVHVMVrpZmEEVkcjnJ2bmk5OSRnJtPSk4uyTl5WLNz9lmVeX+Jx+O4XK5O0bNDANntdiKRCAAKhYLk5GRSUlJITU0lNTW1c16n27+O2gn2TiQm8HN5G1+sbWBBmY1YXGBM91ROHJjDMX0zMeySoeVfsYKmm28hGoyw/MoHeTo1CYcWRtU2cFf3wfQdmYVSLT00NPoaOWvWWZRaS3lp4ktEPAKz/juHho1vY0ot4NxHH0Zv0iMEorjn1Xa4sAxYTixGU5hEMC7wzAFWTJ5vd3PTtgY88Ti3FGUyPScN5Q53nKcZ5t0Bmz6HvJFwzMOdsXQJEuxBQuT89RwKkdMZdLxyBQrTbuZsVy3hpwfxctU4Rp0+jeFTT93rPl67+iJ6jjmccWd1mLTDPlj5mlRXJ+yl3XQ/LwjVzEz7nq9P/oYcYw5VVc9RU/sSI0fMRq/fd4xNpL6e2nPORZFkJv/dd1FarTgafXz+xGqyu1uYfEW/fQciL7gPljwvBQ53+Ou3b3+MxqYPGTN6cRcrUntrgA/vX06RaymlwVUUffIxsh1BtTvSyae+AIPOBWCdbR3TZk/j8cMep1uLiVnPPsrUG++k+7CR+3HW/z5EQkHsdbW01VbRVluDs7EeR2M9AXe7tIJMRlJ6hiR+cvJIzsntnNca9q+E/77YEfC8Q/DssALZ7XY8Hk/nenq9fg/hk5KSgtVqTfTxOkDcwShzNjUzc00jy6ud6FQKJvXJ4KRBOYztnopSISfudtN89z14585FfdppPD7mWL5RqUn2xjh5Y5TJ/TLpd3gORquWlS0ruXT+pRxbdCwPjnkQRPjlo59Y9fXzqLTZHP/vOykakAVApMGL66tKovVe9IPTSZosubDKfFLF5JUeP2dkJnNXcTapv5Ip5o3FeaSqmbca7fQz6niiZx4DTLu4mKt+hjm3gW0z9DsNjrqns3J5ggSdJETOX8+hEDn7CjoGYMl/4PsHmGW4DkdzM+c/8d89VtlRI2fC9CvpP2G3LKOwD9a8g7j6PRqaT+Lcoq8YolTzdOExxLN6s6ztMQzGEgYMePNX4zTCVVXUTjsPZUY6BW+/jcJspm6Lg29f2EC3gWlMvKg38r0JnVgEXh8vmbMv/RlUWkKhJpYsPZLu3W8lP6+re27511WsmVPD0JUPU3j+SV1r53x4Fjir4MplnWbwq76/ijpPHTNPmMmsJx+mtbqSC5568Q/f/P8OhHw+HI31naLH2TG522xS3BNgsFg7hE/eTstPVg6m5BRkf9D1tMP1tavw2TG/o86PXC7fp/UnkfL+2zS2B/lybSNfrG1ku81HqlHDCQOyOXlwDr2zTHi++IKWBx9CkZHBO8dPZU5xfxrVeoZXhzlifYDe/dMYMD6P1eJibl10C9P7TudfQ/4FwNYlq/nuPw8hk2fQ+8hLOezMPuiMakRBxL+qBc+cGkRBJGlSIYYRWYhyOgOTRURuLMzkwpw0VL9S6XmNx89N2+op84W4ODeNm4syMSo7RK8Qh7XvSZ3NQ24YdRWM/TdoD25R1QT/jwiF4JSOJs2ff55o6/BXcChEzr6CjgEpHduQTlWPf/PFY/cx7bHnSS/sWunYbWvh9Wsu5pTb76dwwOC9f4goItRu4P2Zs3g85SPesIsM99bTlqJmQx8z/RutpGl6S1WUk7uBtUgaTVmdqaGhbeXUnXceqvx88t94HYXZTNXaNua8tonuQ9I56oJee7fotG6R6ucMvxSOfgiAzVtuxOVayuhRPyKX74xDiUXjfPLQSmi3M2DBHRR/+hHaXr2kN2uXwlvHwJkfQk+poWiZo4zTZ53OnSPu5Ni0o3j7hispGTGaY67414H9Ef4fEQ2HcDU37RQ+DZIIcjU3IcRjACjVGiyZWVgzs7FmZWPNysGSlU1yVg468x8rNiiKIl6vd6/Wnx1tLQB0Ot1erT/JyckJ689uiKLI5iYPX6xt5Kt1Tdh9YXpmmjh1SC6TrXEid99KeSDA4pEj0J94Jq+4wxgEGcdtCJJX5iejwIS7tIb/eB7ilpE3c3avswGo37KRzx++F0jBkHYqh53Zn9LhGchkMuL+KJ65NfhXtqDKNGA5sTuaAjP2SIzHq5uZ0eSgu17DAyU5HJG872tfTBB5taGNJ6pbMCnl3FWczam7Zm2FvbD4OVjyXymm8LAbYciFnVXMEyQ4WCREzn5wsEXOrwYduxvgmT5w0qvE+5zCa1dfRPehI3e2eeigdsM6PnvoTqY/9xqWzKxf/byII8DZn59JXCXw6ZTnUbRtZn3rM/jjNkY2FaBw1IG7Huj4kyu1YC2UBE9qKaFINnX3v4kqr0PoJCWxfbWN+W9uJq9XMkdf0heVZi83sCX/gXl3wQWzoHAsPl85y1dMpnevx8nKOqXLqi3VbmY+vpoS9xKK/aso+vQTZDsCct86DiI+qapyx0X07sV3s6BuAV+f+DVNS1Yz/9X/cML1t1MyYvR+/hX+GQjxOG5bC66WJlxNTdLY3IiruRGvw95p/VHr9FizcjrET3aHEJJE0B+1gEWj0X1af3bE/shksj2sPzsCoBOxPxCLCyzcbuez1Q3M39yKIIocUZrKhIY1NLeVodHpOeaqq7nHFWa+w8NYlZbj1gcJbHQhaqOsSfmBk088kin9JKtuS2UFnz98NyJ6UEwlr3ce404vJTlbcg1E6r24vtpOtMGHfkgGSZMLURjVbPIGuLOikWVuP5NSzNzXPWdnT6u90BCKcN/2Jr5pa2eY2cBDpTn039WF5W6EHx+G9R+AKRsOvxkGnp3ocJ7goJEQOfvBwRY5vxp0vOwlSRjcXAnaJBZ/8j6rv/2Sy19+B7Vu58Vj/fzv+OGtV7huxsz9qvy7csMSLlp7GTeqLuO8s64iGKxh2fJjKSy4nG7droNYGNrrJNeQswqc1dLYugm8zYRcSup+SkeVYiD/rvNR9DqSekcm3726GWuGnmMu64s5ZbeblRCXgpDb6+GKxaA1s37DZQQCVYwYPhu5vKv/f+kX21k3v47Ba56k6MxJpP/rX9IbVT/Bu1Ph7E+hdBIArpCL4788nsNyDuOhsQ/xzdOPUL95A9Me/88+A7X/14hGwrhbmjuEzw7xI42dsT9I6e6dFqDMbCydIii7y2/uQBFFEZ/Pt1frz65p7waDoVPw7Cp+/le7urcHInyzvolPVzewocFNqdrDaPk2um+t5YRLz2Nhv0HcWdGIOxbnquRkBm7wsmVJPcRlJPWUMfG4oWQWJ+FsbOCzh+9CiIPOchoBr57+R+Qy7PgiNDql5MJa2YJnbg2iAElHF2AYkQUy+Lqtnfu3N9EWiXFpXhrXFWRgUu77OrPI5eWOikbK/SGmZadwS1EWKbvG99grJLGzeab08HTkHdDnpM4MzAQJ/iwSImc/ONgip/3LL2m+dR9Bx29OBo0JzvkEkGrmvHb1RRx10eUMmHhs52o/v/cm21csZfrzr+3359769Q38bF/I+/mv0W3CALZXPkl9/RuMHDEXnW4fZdpFETyNUL+C0PIF1P3nZ1S6MPlH2FEkJdGWMoXZ244nKmg4+pJ+5PbaraKyqxZeGg29T4QTX8Dj3cTKlVPp1fMxsrO7BlTHYwIzn1hNoNnB4B9up9vrL2EYOUI6hjcmgRCTgpk7bnxfVHzB3Uvu5oWjXmCYZRDv3nwNpuQUTr/n0QPqNfW/SDgQoL2lCWdzI+3NkgWovbkJV2tzZ8o7gD7JgjUrG0uGJHosmTvGLNTa32+BiUQiOJ3OLhlfO9Le4/E4ACqVqovo2TFvtVpR/o4K0/8f2dbi5fM1DdStmIdR9LOuNZnj0+CEa87kDbePNxvs9DbquD8/ne+//gDF5hSSQumk5hnpf2QuGUVyvnzsHoJeDz3GXkjlOg0qtZyRJxbTa1QWMvkuLqwVLaiyDVIhwQIzgbjAi3U2XqhrRaeQc31hJudlp6DeR9xXVBB5u9HO49XNAFydn8HFeak7+2ABNG+AHx+C8jmQWgpjr4d+pyYsO/9L+P2Q3tHs1WZLBB7/FRxskdPy4EP4Fy6keO6crm94W+Cpnh3ZRDuL3H315IO0t7Zw3uP/6Xyy/erJB4lFIpxy+/37/bnusJvjP5lC7/ZCnjnyGdS99CxdNhGTqQ8D+r+6X/sIbd1K3QUXokwxUXDlGBT2VYRqypjruJLGSD9GFy5lwCg9ssIxkDNYSv1eMwO+vhrO/AB6HsfGTdfgca9j5MgFKBRdTeHttgCfPLSSVH8lfcvfodtXX6K0WqXMjXdPgFPfgr4nA5Kl4Krvr2KzYzMzT5hJpNHOx/feSs8xh3P05dft3QogilK8QMDRdQp5JJdYNAARvzQf2THvh6hfCqQWYrtMcWncsVwUQCaXnk5lCpArO+Y7lsmVIFdJNUW6TPqdo1IrxTBozaBJ6hjNXUe16aCW0w/6vLTvED0dVqD2Fmk+7Pd3rmewJmPJyOoifqyZkgD6vZWoBUGgvb19D/Fjt9sJhUKAFPhstVr3EECpqan/2IrPrW12Xn7pRdplaXzjzQZkHFmUxNDR3fgsEmCTL8h52cmEm19h+/pKTo1cgr9ShtagomR4Ck1bPqO5YjVjzphOu72YipWtpBeYGHlScWeBz3Cdh/avKok2Si4s86QClEkamkIRnqxp4aNmJ7laNbd1y2JqugX5Pqxs9kiMZ2tbeKfRgVWl4MbCTM7KSukazNywCn55EspnS32wxv4bBp7TWSoiwT+YRHbVX8/BFjnVZ5yBOi+fnCef6PrGitekRng3VoB+Z2Xh2o3r+OzBOzn1jgcp6D8QgHduvIqcXn2ZMP2KA/rsudVzufGXG7mz+VJOmnYhLtVCNm26mgH9XyM1dfx+7SO0bZskdDIyyH/9NZQWM0LjWpZ9Vc3aLekUaNcx3vQsek0YMvtBWi+psainEc77Gr/ZwPKVx9G9+Fby8y/aY/+Va2zMeXUT3Zvm0jvbQ+5LL0qC5YMzwFYGV6+ULoaiiN1TzynfnU0/czee73EeW5evZvbXCxk7LI/umXL87S78Hg8Bn59wMEQ0HCYmQFSQExUUxMWOC++uokSuRKFUoFQqUKpUKFQqlCo1CpUSpVKJRqNEo1Gj0ap3jjotGo0alVKGTIxLgmeHCBLjHfNxEKIQDe6cYjvmAzuXRXyS6BLj+/gLyCRrn8YMeivoU0CXLI365F3md3tPbfhDhdpEUSTk83YRPZ3zzU1EgoHOdY3JKZ0usF0FUFJm1u+q/yOKIn6/v4vo2TG/a9q7yWQiNTW1s9dXRkYGaWlpqP9gwcW/Az/++CMLFy7kpCMmMPeNb5it70ZlUjbJRjXFQzNZpRMwKRX0jP7EtrrXuaf3g6RX9aBsSRPRcByDxYuzbg59j+xPzzGnsfzrGlqrPeT2tDLyxGIyCs2SC2tFC575NQhhAdOYbEyH5yLXq9jmD/FwVRNz7R76G3XcWZzNYcn7aNwL1AbDPF7dwsxWF910Gm7rlsVxabsFwLdshIVPweYvwZQJo6+BIRfsswBqgn8ACZHz13MwRY4QiVA+ZCjpN91E8nnTur759hRQqGHazC6LRVHk/dv/jUav57S7HkYURZ4/71TGnjmNIcedeGCfH41z3bdXs965gVeq78asS6Ku9BGiulaKNz6JymxElWFAlWNEW2pFmbz3J+NQeTn10y9GrteT/+YbqHKkNg41G+388E4ZiDGOGlVHgXyJVI3ZJi0DQKZga+80WqwCo9r6otGkSxYKhVoSGgoVyzbmsrosj34bX6Hv6BDJI9PB2wo1v4AhDWRy4v52HEElCwUrs+TJDGwHs1+FK6JDpOvNXKmQodWqUKpUqNRqlFodKq0ehUaHTKHuYhkRRZF4LEY8GiEWkaZ4NEosGiEWDhMOBhA7KgnvjkKlQmdOQmcyo991NCd1vtaZzeiTrBiTk/ft8hFFSfiEPFJH9pAHwu6ur0NuCLp2WqM6550QD+/l4DRgSJXOnzEdDOlgTOsY03dZlg5aywFZi0RRJOj1dBE9rl2sQdFQsHNdU0oa1uwckrNzsGblkpydQ3J2LqaU1N+VAh8Oh3E4HF2qPdtsNpxOZ+c6ycnJnaJnhwCyWq3/r6o9x2IxXn31VeRyOdOnTcPx1FOsnvUTP409mQVJJTgFAd2gVNqTVGTTSqjxMe4YMp3Tis6gfHkLG35swNUSQIjbMZibOOFfp+NxqFj2VRWuZj/dBqUx4oRuJGcZEEIxvL804FvYCEo55iPzpMafKjnL2308UNnEKk+AI6wmbumWxSDzvmO3NnkDPFTVzI9OL4NMem7rlsU4625tRuwVUiuXDR+DNgmGXQLDpku/xQT/LBIi56/nYIqc4MaN1Jx2OoUff4RuwC6N7Xxt8FQpTHkWhpy/x3blyxfzzdOPcPZDT2FKTuWVK87nxJvvonjIiP363Lg/iveXBgKrWrCHHVxafD+jfAO4yTMd5ag4m5hOZvwMMp1nE23xE20NgCCiTNOh7ZGMrl8q6nxTlwtTpL6euoumI0Yi5L/5BpqOZoJ+d5gf3i2jbrOTfkfkMurkYlQKAVa9BbNvgv5nEDVaWCr/mpSwmT6tydINOx6VLB3xGKJMwZzm6dS4ezJow3/oPyWELNtCQ20TDbYIjbJutDmDCIIIMsCkplHjZmjpGEq7DWLLLz/gbm1hyr9uJadnL1Ra3Z8WxCqKItFwiHDATyQQIBzwEw4ECPl9BD0egl43QY+boMdDwNsxetyEvF5Esas4Uml1GK3JGKxWjNYUDBar9Do5BaPFisGagtFqPbAAYFGUXGxB507RE+iY97eB3yb93nYdY6Gu+5ArJTG0uyAyZnRM6TtHreVXLUSiKBJwt+8UPc2NOJukDLD2libisY4UeJW6M+Xdmi2JH2uHANLoD/xCGIlEaGtro7W1tXOy2WwEApLFSaVSkZaWRkZGBpmZmWRnZ5ORkfG3tvo0NTXx2muvMWbMGCZMmID3++9pvv0OYlod26+7l298BuY73IR7JoFajrbtJ/5VouPawZcD0LDNxcpZW2neHkQUIxT2MzD29KG0VLpZ8U01PleIkuEZDJ1ciDXTQNwbwfN9Hf4VzShMGswTC9APTgcZzLG7ebiqmYpAmIkpZm4syuxaHHA3Frm8PFTZzFpvgGFmAzcUZXC4tes1hfY6KStz7XuSFbTf6TDqSsjoc7BPbYJDRULk/PUcTJHjfO99bI89RunqVch3vZiufgdm/UtyVRlS99hOEOK8ff2VJOfkMvS4k/j4vlu54KkXScndR8BwB2JcxLuwAe8P9QAYhmdiGJrBLO887l5yN3c2X8qEnKNwjZpNXf3rHZWQCxFCMcLb2wludRLa5kLwRlCm6tAPSUc/KAOlRXI5RG026qdfTKytjbzXXkPXr6/0uYLIhp8aWPpFJUarhqPO701WcRJ8eaVkmr70R5qiGyjbeiuDBr5LcvKYPY49Gonx+SOzsVWuQeNfhU8p/STNqgi5+elkHnYG6YXFpBUUotBouHzB5WxxbGHGsTPIVqbz8T23EPL7OOv+JzCn/fVPhIIQJ+SThFDA7cLX7sLvdEijy4nf5cTncuJvdxIJBrtsK4khSQgZU1IxpaRiSknDlJKCKSUNY3IKOtPvzEbaEafkbwOfrUP82HZ53TH6WqX5aKDr9gp1V+FjSNtNCO0yr+56ExSEOJ62NlxNDR3Cp6FTAPmcjs71pABoyfqTkptPSl4BafmF6JMsB/Sdd2R87RA8u4ofQRCQyWSkpaWRnZ1NdnY2WVlZZGZmovobBbIvXryY+fPnc/bZZ1NaWkq0tZWmW24lsGwZ1nPPRX751Xy6xc7LzXbaUtXIAmF6uGt5ecLR9My0ANBW5+C7F7/D60xBJtdQ0DeFvofl4nEEWTO3joA73EXsRNsCeObVEtxoR5mhJ2lyEdoeVgTgy1YXT9e0UhkMc3SqmRsLM+m3D7EjiiLfO708XdPCGk+AwWY9NxRmMj55N7ETdEnXxBWvSm7uosOlwoLdJx7UeLQEh4CEyPnrOZgip/Hmm4nU1FL0ycdd3/jwbOlJe/rcfW5btvBHvvvvUwyfeiorvv6c6979/FebO0bbAjg/3ka00YdxdDam8fkoDNLFWhRFbvj5BpY2LOE/5bfQbVgpZSlXYNAX71EJWRREwlXtBFbbCG6yI8YEtL1SMI7JRtMtCcHtpv6yywlXVJD74otSRlQHrhY/379Thq3Gw8CJ+Qw/Og3lWxNBJkO8eAFrN19OIFjLiOHfoVKZEUURW3UlZYt+YtvShficDmRyDUp5Lj2jNoY//TiW6k+kdNSrVkjNQDvwRDycP/t8grEgMybPQBdW8NHdNyGTyzntzof+FkJnf4mEgjtFT8focznxOR34nHa8Djs+pwMhvjNuR6lSY+wQPabkFEypaRiTdwiiVMxp6X+8KrQoSjFDPttO4dM5tnYVQ75W6Wl8V9Smna6xXa1BhvQ9YooiMi2u1laczY07RVBTI86mBmIRyR2nNZlJzcsnNa+A1LwCUvIKSM0tQGs8sO8Zi8Ww2Ww0NTXR1NREc3Mzra2tncInPT2dnJwc8vLyyMvLIyUl5S9LbxcEgY8++oi6ujouvvhiUlNTEQUB13vvYXvqaVRZWWQ/9ija/v35sqqNWyqq8Wg0yFsC9PPEOX9gAVMGZGHSKFn59VcsnbkCjXE48bgZS4aePuOyEUVY/329JHaGZTD46AJScoxE6r20f1dNpNqNusCM+ah8NCUW4iJ8YXPxdE0L1cEIk1OTuLEokz7GvbtjRVHkZ5eXp6pbWenx09+k4+r8DI5LS0Kx63mNR2HLV7DsRWhcDSklUtfzAWeAznqIzniCP5WEyPnrOZgip/LoYzCMG0fmnXfsXBgLw2NFcNgNnU0t94YoCLx/xw34XA6Qybj8pXf2uW6wzIHzo20oTGqsp5eiyd/ze3giHk7/5nSSYkYeXXsVisk2KuK307fvf8hIP3YvewUhFCOwrg3fkiZitgDKDD2mcTloexhp/Ne/CKxYQdajj5B03HE7t4kLrJ1fx4pvqrFk6Jk0VUnKrOOh1xRCk+9h+crjsJjHEqo5nM0/f4+rqQF9koXSkWMpGT4aa3Z3vnhsJbHWVsalbKL7I7cie3EEJBfDtC+6uEqafc2cO/tcDCoDb0x6A7UvzqcP3IEQFzj1zgdIzs79tT/P/ysEIU7A7cbraJNEj8OOp2P0dkw+l6NL/JBapycpLR1TWjrm1HTMnWMa5tT0A7aM/MYBQqh9TwHka5XcZLsuCzjoLEa5K9qkPYKqBW0y7pgOu0fA0R7C7vBjt7tx2ds7u64bLRZSc/NIycsnLa+AzG7dsWbnIFeopGw36HCNRnfJkNvxOg5inFg0QqvdRbPNQVObi/pWJ23tPgB0GhW56VbystLIy8okOzsTjd4MOsshyRAKBoO88cYbxONxpk+fjrHjphGuqqLpllsJbd5MyqWXkHbllYgqFY+UreaFhhCCQo+yxo++zs/kXhmcNiSPItHOt889TihgJKPbCTiaFShVcoqHpKMzqti2vIWAO0JeLysDjsonr5eV8PZ2PAvqiNZ7UeeZMB2Vj7aHlbgIn7e6eKa2hZpghEkpZq4pyGBY0t5vZKIostDl4z91rSx0+SjQqrk8P50zMpPR71pJXRShfgUsfwnKvpHcqX1Pkaoo5w5NdD7//0QwCJMnS/OzZ8OfXAw0IXL2g4MlciqbbUSOPBzdQw9TeMpJO9/Y/j28dzJcvhgy+/7qPhq2bOLj+24lOTuXC595ea/r+JY20f51JdpeKSSfXop8Xx3DgY1tGzlv9nmcpjue81ZPpG3KW3jFTYwaOReVat9PSqIoEq5041vcSKjMicKiwTg2E89XL+D55mvS/vUvUi67tMsN09HoY8HbW3A2+pk0Ygvdqm6nefBdbHBXoMpdQMOiHNKSp9J77BHk9xvYpcihxx7ki4cXE3W2c9RgL0XH5MAHp8Epb0h1Nnah1lPLRXMvQq/U88rEVzBF1Hz+0N0EPG5OveOBPVpk/JMRhDj+dhdeexueNhueztEmjW02ouGd8ThKlbpDAKXtIoB2vjYmpyA/GAXchDgE2zsCqHeNJdr1tWuX104p7ii2060XF2W4wjrsYQP2sL5jMuCOShdRlSxOutZHhtZHhs5LhtaHVR3kV9o07UEINQ1kUk82DWTRQBZhNMgQyKSNAhooVLRRoA+i0xsla4POIok0SwEkF3W0TymSBNwfoL29nddffx2z2cwFF1zQGUskxmI4XnuNthdeRFNcTNYD96Pr359t7XWcvewLmlSj0SDHWhfGuc1FrkXH1H7p5FT/QsvC78jrM4qsnlOpWuvG5wqTmmckNc9IW50PR4MPa6aeAUflUTo8g3itF8/3dURqPahyjZjH56PtlUxMhJmtLv5b10pFIMyIJANX56czIWXfLtX13gAv1tn4xtaORaVgek4aF+amkqza7frlbYV178Hqt6UYnox+MPQCKX4n0SPrf56EyNkPDpbImfv1bPJvvp5z7nuGvr1KebpnvtT1d/Yt0tPJvzfv1xPJfy86k1gkzCX/fRODpasQ8fxYh2duLcYx2SQd1w3ZflzB39n8Dk+uepJHlLfSd3sSNYfdSVrGUfTp/dR+fa9oix/PD3UEN9qRG1WI7h/xfP0uSaecTNa99+7sKo5U8G/5N9tY9c089PEfcIfiJKVYKZ0qEFOvZsiQj0kyD9jr5/hcYWbe8wNhb4gJ4wSKjF9Jva2uWt4l5R6gzlPHpfMvJRgL8vz45ynRFDLzkXtob2lm6o13kNen/359t386O9LCdwqftp0CyC6Jol2LA8rk8k7XVxdLUIc1yJSafmgLMQrxnbWMOusb7ahtFABRIBwMYWtx0NJsp7XZTmuzg3aXZJFRqZSkZ6WSlZdFTmEu2UV56E3mjpICO+odyXd7rZAsC/EwQiRMm9NBQ4uDuhYHNa1u3EHJRZepj1OoC1CocpAv1KJ3V0oZcjvQJUsF8dJ6SFNGH8gefEA36ubmZt566y0KCgo488wzu/QHC23ZQvOddxEqK8N67rmkXXcdQbXIDYsfY44/m7BhFN3UKkodMVatbsEXjjEgTUVuzSK6+So44tSzsOaMpGxJC7Ub7ShUcnJKrUTDcZoq2tEYlPQek02fcdlo3GE8C+qI1HhQZRkwjc9H1ycFUQbz7B7+U9fKak+AXgYtV+WnMzXdus8moLXBMC/Xt/FRsxSTdUZWChfmpNLDsFumpyBA5Q+w+i3YNluqMdXnJKltRMHohHXnf5SEyNkPDpbI8S1ejO3td1hx38M8UNWCSibjrb6FDHp7DHQ7Ao5/9jf3IYoiz59/GjIgv99Apt54R+eTkfeXBtzfVWOekI/pqPz9djsIosB1P17HqpZVPBe6G2NwPc29XqNfvxdJTzt6v79f1BbA+2M9gfU2YrZVBJe+iW7QQHKfeRplWhrOpkbWz/+OzT8tIBwMoDV0Y7RpFX1SW1BcOY81VTcTDjUzdOhnaLXZe/0MvzvMF3fMIxAUOWpMmGLbjdB9Apz6xh7rOkNO/vXjv9hs38yDYx9kfMbhfP3UQ9Rv2cgR06YzaPIJ/5NtAw6USCi4iyVIEkDujnlvmw1fu6uzRxZIXdL3EEFp0pSUloHqb1CwL+T3YauupLVqOy2VFTRVbMXnsAOQnJ1LTs/eZPfoTU7P3lgysg7od+JyuaipqemcdjQwzczMpDAnk8JkFQVaHzpfHdjLoW2rNMZCgEwSPLlDoWAMFI4DS96vft727dv54IMP6NevH1OnTu2SFi/GYjhnvEfb88+jSEoi8+67MB55JO+Xvc8jG74imnYRHnkWh1uMjI0rWbq2hSWVDjQygW6eckYZ3Uy/6CyS0ruxdWkTmxc14XOGMaVoMVg0OBt9RMNxCvun0u+IXNLUcrw/1BGudKNM1WE8LAfDoAxQyljm9vPfWhvfOz3kalVcnJPGWVnJJO1uqenAEYnxZmMb7zQ6sEdjjLEYuSAnlWNSk/YUSJ4mqejouvehvVbqvTfwHBhwplRsMMH/DAmRsx8cii7kLeEo0zdVIzi2M3vJWXDWR9Bj8m8fm72N1666kOEnns6KLz9h/EWXM+joKfiWN9P+xXZMR+aRdHThAR+PP+pn2uxp+CN+nnPcgdvyAqGMCkaOmo1Gk3FA+4o5grjn1eL9YSmB1a/SZtXSMrQ/DTWV6Exm+o6fxIAJkzFYU1n96Up6lZ0rFba79CM2br8UuVzN0CEf79NdFvSG+fKWWbhiJkaX1jLQdyOc9rb0FLcb4XiYe5bcw7dV33JJv0u4rN+lLP3ofVbP+oJe445k4iVX/e7qvAkk4rEoXru9qwVoh0XIbsNrt3d2SgcpUyopPYOk9MyOKaNzNKWk7lcvtoOBx26jcesWadq2BXt9LYgi+iQLOT17k9e7H/l9B5Cck/e7RE9tbS01NTW0t7cjk8nIycmhuLiY4uJicrIyUbRXQ8NKqRpww0qpbxxIN+yiw6DwMCgaJxXN242NGzcyc+ZMBgwYwAknnLBH/Z9IQyMtD9yP/+dfME2cSMadd7JF3swNP9+IXdET0i6kNSrn5Awr06wWlm1u5eNl1TT7YiRF3RyeLnDVWZMoyU2jsdzFtqUtVK61EYsIWDL0RMMx/O0RrJl6+h2RS7dcA6FlzQQ3O5AbVRjH5GAcmYVcq2SLL8iLdTa+srWjkss4PTOZ6TmplOxuqdlx7ILAt21u3m60s9ztJ1Ot4tzsFM7NTiFTs5vVUBCgbqkkdjZ/KVUqLzoMBp4LPY8DzR8MvE/wx/H7obBQmq+pSQQe/xUcCpED4IrGeP3Lx/j3lqfw3lCJ1fjb2QI169fw+cN3M/2511g75xvWzp3FlHNvRL9IhmFkFpYTin+3daLZ18xZ355FriGHBxumU1twEwZrKUNGvIdMdmA3Ho/dxrovvmHTz/MJRn1YAiH6DhnD4NtuR6XpGpjZsGgJ6fNPwSb0IXbm49Q5L0OrzWLQwHf2KXRigTCzr3+POoroZVzL4SkvoLj8R7AW7LGuKIq8sekN/rv2v/RJ6cMj4x4hsLGauS8/jzUzi8lX30BaQdEBfb8E+8+OuCCPzYa7rRV3awtuWytumzR6nTu7pcsVCkypaSSlZZCUkblz7BBCvztN/ncQ8vtoLt9K47YtNJRtprliG0I8hsFiJa9Pf/L7DiC/7wCS0g/sIcDlclFVVUVlZSVVVVWEQiE0Gg2FhYWdoic5ORlZ0AU1i6BmIVQvhLYyaQcpJZLYKToMisd3xvZs2LCBL774gt69e3PSSSft0d9LFEW8c+bQ8tDDiKEQaf/6F7ITj+aOZXfzS+MSBpbcwnqxL+1RgWnZKVyZl0Zdo5tXZ61gcVOMqFxFT4uMcw7rxZQBORgUcqrWtrF1WQuN5S4UCjk6swqfK4xCKaP74Ax69raib/ASWGNDppCjH5KOcXQ2qjQ9reEo7zbZebfJQVskxhFWE9NzUzkqxbzPlhGbfUHeabTzWauLiCAwOdXCBTkpjLYY9/xdhH1Q9jWsfR9qF0ltU0qPkQKWu08AVeLh5i8hkV3113OoRA6A/8Nz2dZSwxtHv88Lvfe8Qe/Omu++4pcP3ubadz8DEWY+cA9N28qYOGI6Pa+dvF8xOL/GhrYNXDT3Io7KGc/FVX2oK3yAvOQLKR10x29uG4/FqFm/mg0L5lC9djUqrYaeY46gNGcIsdc/IrJlLtq+Q8n5zxOos7o+jQbWzkH71VlsCRxN9JjL8apuQq1OZdDAd6SKyHv7vGCQxf9+gU3CANLlVRzd91tMl3+6z+yW9W3ruW3hbdiDdm4bfhtjVAOY/d+ncDY1Mvq0sxl2wil/mRXhf5lYNIrXbpPET1sr7a0teGytnYIo5Pd1rqvS6rpYfnaMloxMzGnpB9UqFw2HaNy6hbrNG6jbuB5bdSWiKJCUnkFenwHk95WEz+5xcr+GIAg0NzdTWVlJZWUl9fX1CIKAxWLpFDzdunWTenL52iTBs0P0OCqkLKP8UdLNu/QYttgifP755+Tn53Paaaeh1+9ZrybudmN76mnaP/0UdXE30m+5mZnJ1Ty35jlyTMX073E3n9shEBc4MyuZawoy0Ho8vPj2TH5oiFGvl1zhR/bM4KRBORzVK52oN8q25S1sW9ZCe2sAtVaBTC4jHIhhTNbQe3A6+UoZ8U12BF8UTakV4+hstKVWIoh8Y2vntYY21nuDFOnUnJ+dyulZyXsGHXfgicX5pMXJO412KgJhuus1nJGZzGmZyXtadwBcNbBppjS1bpQsx72Ol/rgFR2eaBB6KEmInL+eQyZyBAGeKGZL73MYbzyVt/sWcUzar2dczH/tvzSXb+W8J/6LEI7R+Nwyfiz/gPaIjak33UlBv4F/+LDm1Mzh5p9v5szuZ3BCXYTWjPfomfI4OQNO2WNdURRpKt/K1sU/sW3pIoIeNxndutN/wjH0HHN4Z9sCIRjD9vzntH/4LIhR0m+6Fes5p3R5+hJWvoX823+x2ncS7QPPRF14PzKZjAH9X8Vk2nvFUzEaZcMtT7LSWYqgUXPkoE2UXHbrPoMO/VE/j654lC+3f8ng9MHcMPh63N+vZeXXM8ko7s6kS69JWHX+ZoT8Pty2Vjy2VtptXa1AHltLZ8Vk6HCFdViALBmZmNMzOpqI5mCwWP9UK1DI56OhbBN1m9ZTt2k9joY6AFJy8ykcMIiCfoPI7dX3gGKQwuEwNTU1naLH4XAgl8spKCigtLSUkpISUlM7ioW6G6B8rjRV/yzF9CQXU5M5mY+369DoDJxx5plkZWXt9bOCmzdje+RRAqtWYThsHKErzuTOhpepcFVwfr8rEC1TeK3RgScW57TMZK7Nz0BRtY1v3nmb5e1q6jKHUhPVYdIomdwvkxMH5TCiMJm2Oi/blrVQsbKVcCCG1qgiGooRj4lkF5vpm2fCZPMTa/KjTNFiGJWNYWgGMo2C1Z4AbzS0MavNjVwGx6dZmJadwvAkw17/dqIosrjdxwfNTr5rayciiByZbObMrGQmpZrR7K1wYNu2DsHzGTi2S5lvvU+UBE/+KCmwPMHBIyFy/noOmchpXg+vHIZ4/izO8+aw3htg8YhemJT7/if76J5bMCancNy1N+H8aBuhMifWy3ox+51nqN24jtGnncPwE0/9w2m+n5Z/yv1L7+fCXhcwrmUdXt1K+qS8SMbg8UTDIeo2baB67Uoq16zE57BjTE6h55jD6TnmcDKKive538CmBppvuZtI5VK0/YaT9fBdaEu671xh6Ysw9zZWBc6gJv0Ucsa8QChcRWnpXWRnnb73C50gUP/g4yxfp8CWPoTSQgeHXXsiGv2+n86WNi3l8ZWPU9leydTuUzk9aTKr3ngXV3MT/cZPYtRpZyMqVfj9fgKBAH6/v3M+HA4TiUT2OgmC0GUSRbFzXi6X/+akUqlQq9WoVKq9Tmq1Gq1Wi0aj6Rx3nf87VeY9FIiCgK/dKQmf3dxgblsLPpez0xWm0uqkRqFZOVL15I55S1b2Hy+SCPjbXZ2Cp2bDWnwOOwqlkpyevcnvN4jC/oNIL+x2QP25XC4XFRUVlJeXU11dTTweJzk5mZKSEkpLSykoKJDcUpEAVP8C5XOgfC4ur49PZCfQRgrHDcxm0IRT91pJXRRFvPPnY3v8CaLNzSSdfhpfH6HjldoPyTPncdPwu9gUK+DFehuOSIyTM6xck59KePlCFn/8Hq1RFe39JrM6kkJ9e4hMs5bJ/TKZ0j+L/plJ1G9xsm15C7Wb7MRjIhq9knAghkIpo0/vZAoVMmS1HmRKGfrBGRhHZaHKMGCPxPi4xcmMJjs1wQg9DFrOyUrmpAwraeq9/8bd0Rhf2dr5qMXJGk8Ai1LBlDQLJ2dYGWkx7OkCE0Vo2QCbPpdEj7se9KlSbGTPKdDtcFD9uTVcEpAQOX8HDpnIWfy8VLn31lqaYjLGLC/j4tw07ijee2YRwIsXn82gY46nX+4RtH+5neSze6Lvn4YQj7P0sw9Y9sUnZBQVc/i5F/3hNOkZW2bw+MrHubzvpfQqn4e9xYnQNJSW5nri0QhJGZl0GzyMkmGjyO3Vd78v3kIkTusTH+D+/FXEoJOkk08h/frrUKakSCssegYW3Mua2Pmsj55Av5Pm4A58QVraJHr1fHivcTqiKGJ/+VU2fryEipLTURnUjDq9Lz1HZu7ThReJRfho9Ud8tf4rVCEVvfW9Mbs1eJ1u4krlzqJxHSiVSvR6PRqNBrVa3WXaITD2JV5kMtkeomf3KR6PE41Gu0yRSKTLfCQSIRaL7fX7ACgUCrRaLXq9Hp1Ot89px/t6vR6DwbBH/MY/hVgkgtvW2tExvXGXqQm/a2cDT505qUP8ZHcIIGn+j3RNdzY1ULthLbUb1lK/eSPRcAidyUx+v4EU9h9EQf9BmFL2FB77IhKJUF1dTXl5OeXl5Xi9XtRqNd26deu08phMpo6b90aiZXOYvaqSNYEsBrKZydkeND0nSq6tjD5drJ1CJIJrxgzsL70Mooh49lQe71bGSs9GTig+gasHXc+3LoEX6my0hKMcn27hqowkvAtmsWb214iAcdyJVFt6M2+bA5s3TFaSlmP7ZXFc/yx6pxqp2WCnYqWN+jIHogBKtZxYRCDJoKR/joFkbwSCMdT5JgxDM9ENSAW1gkUuH+822Zlr9yAiMj7ZzOmZyUzcl6UG2OYPMbPVxcxWF/WhCFkaFVPTJcHTz7iXPnaCIFVU3vYtlM2SXIEqA3QfLwmekkl7lKlI8DtJiJy/nkMmct47BURBqtoLPF7dzAt1NhYO70m+bs8La8Dj5qVLzuGEC25Bt0iGYXgm1qndu6zTuK2Mn959jZbt5WR2L6Xf+El0Gzwco3X//kFFUcTvcmKrraKtppplq+fhq2lEG1Ugk4kYMiIUJ49n4LlnktKt8A+Z/4NbWml5+GVCG75GJhexnHIyydPORV1YCD89Cj89QpnmQn6sP4Fhp7YQVD2NXKamR88HSE0Zv9fP9v74E1U330Fl0fE0Jw8ns5uZcWeUkpyjp7m5mfr6+s5+RW1tbcQ72iLIVDLa5e34lX6yU7LJ9KnwbNyGRqWk/+FHMeyY4zCYk/ZhMo8TiTiJRNoIR2xEIy5icR/xmF8a4z5iMR/xuJ94PIgoRBHEGGLnFEeGHGRyZDIFMpkcGYpdXiuQyZQoFDoUCj0ymY54TIcgaIjHNcRiamIxJfG4gkhUQSwqJxyWEYmIhEIxgsFgl2lv/9oajaZT8BgMhi7zOyaj0dj53v+n7t37IhIMSN3SO0TPrgIoHPBLK8lkmFPTJItPZnan9cealYM5PX2/LabxWJSm8q2doqelajuIIsk5eZ2CJ7d33313pd8NURRpbW2lvLyciooK6uul3nRZWVmdgic7Oxu5XM7aZb/w3fwfMcojnCJ+S26sGsy5UDoJSo6WApg7eorFXC4cL7+C64MPkCclUX/aKO5LWYSglHPDkBuY3O0EPm5x8Z+6VhpCUSanJnFRih7xp9msmzMLmVzGwGNOgH5HMn97O7M3tdDmDZNj0XFsv0yO659NqUVH9To75StbaSpvB0CulCHGRPJMKkotagy+CDKVHF2/NAzDMlAXmHHF4nzZ6uKTFhfrvAGsSgVTM6ycnmllkEm/T3fWKk+Ama0uvra144jG6K7XcFK6lZMyrHTT70PAtpXD1lmw9VtoXCXVRyocIwmeHsf+Zlp/gl8hIXL+eg6JyInH4LECqY3DuOsB8MfjjF5WxkiLkVf6FO6xSUPZJj677y5O638zSrOW9MsHIFPuebMRRZHK1StYP/87atavAVHEmpVDan4B5tR0dCaz1DsqHkcQ4oT9fjz2NryONtxtts7ibxq9gfSiYpotQb6NLmLSyBMYFfuZaNBJfvkt5Jw4ea/tIg7oNPij2N9ehW/e58QaFyH43BgOPwzrqadiYBXyxY/SlHwaX2w5k55jtST3eQOn6xes1lGUdL9tr7E6kcoK6i44jXJzTyr6HYlX7ieu9iEioFQqycjIICMjg/T09M7RYDDgjXj5oOwDZpTNwBP2MCZjFP0bUwh+vxmdRU3fCYPJG5CHILMTCNYSDNYSCjUTjToQxXiXY5DJ1CiVBhQKY9dRrkcmVyKTKZHLVJ0CRkSQ9iFKo0hcGsU4oiggilHi8SDxeBAhHpDmhQDxjvm9tkSQjgSl0oRKaUGpSkKpSELEgiiaiceMRGN6olEt0aiGSFhJOCwjFIoTCAQ7XXTRaHS37ybbQwTtEEC7zxsMhv93LjRRFAl63DibGzu7pneKoJYm4h3nQ6FUYsnMlqw/2blduqfrTL/+fxH0eqjbtIHaDWuo2bAWr70NuUJJdo+eFPYfTEH/QaQXddtvEeX3+9m+fTsVFRVs376dUCiEwWCgpKSEkpISkpOTmTVrFk1NTRzeP59x6q0ots8FV7VURK9wnGStKJ0E1kIiDY3Y//M87q+/QZGfy08T0nkhdR0DM4dw96i7yTd349NWJ/+ttVEVDNPfqOOcFAPZS+azZe4s5AoFQ46byoCjT2CjPcK3G5qZvakZuy9CjkXHcf2zOKZvJqVmPXWbHFSta6O+zIkQF5ErZKgFkW5GJYVaBaqogDJNh2FYJvrB6SiMarb5Q3za4uSzFhctkSgleg2nZyZzSoaVbO3e+/lFBZGFLi8zW13MtrvxxwUGmvScnGFhSppln9vhaYZt30mCp/oXqf1HRj8omSA1DM0bnghcPhCCQTjsMGn+l18SbR3+Cg6JyOmIx+HC2VJ1zg7ea3Jw47Z6fhzWg167NbfbsGAOjpnbKEkZSuZ1g1Gm/vaPI+BxU7txHc0VW3HU1+J1Ogl2iBi5XI5cqUSt0WJOS8eUmoY5JY2U/ALSC7phTkvvfDp6b8t7PLbyMU4unsJkxSaC/iqy1l9OZsmxmCcV/GrriN9CFESpkOHsCsTgRmJ1PxPeWoZMr8fYLw+TYjlCnzF8Wn0ZyXkWRp7lor7pKQKBSjIzp1JYcAUGQ3cikQjl5eVs3ryZqspKwpEI6nAYS0xNTFWK6DXSa1AxQycXkZy176cHt7+OL7bN4LPKudQGXKSrZAzSRRisj5GhEhGjegzGbiRZe6LVZqPWpKFRp6PRpKNWp6JSpSCXqRA8HuLt7cTb24m5XMTb3QgeN3G/H8HvRwgEIBYHRKm/lCBKrgZRcmvt+hpkyDQaZGo1Mo0auUaDTKXuWKYClRxRBaJKhqgWEXQigjZOXBslrg4T1YSICR5iUTfRmLtzjEbbicd9e5wDpTIJtToVtToVuTwFQUghHksiGjUSjeqIRFSEwzKCQQG/f6cgCu7WPR0kK5HRaOycTCZTl9c7lul0ur+9hUgUBDz2tk6rz46O6c6mBrz2ts71tEYT1uwckrNyO8YcrNk5WDKy9miqK4oiruYmajesoXbjOuo2bSAaCqI1mnZxbQ3EnLp/DWbj8Tj19fWdsTxtbW3I5XLy8/ORy+VUV1eTmprKlClTKDBEpMDlirlQu0Tq45Xao9PKEwpYaXv+v/h+/hkhK40vRoh8Verh1L5nc/mAyzGpzfzg9PJmQxs/OL0kqxScnmyg79pFNM7+EplCQf+jjmbIcSeit6awvNrBtxuambOpBYc/QppJw8TeGUzqncGQnCRat7mpWt9GzXo70XAcmRxS5DKKdAoylTJkgKbEinFIOtpeKYgqOQtdXj5pcTG7rZ2QIDLOamRqupVjUpNIUe/9uhSIC8x3uPmi1cX3Di9RUWSQSc+xaUkcl2bZt4Un5IaK+VAxT2rHE7BLmVrdDpcET/cJkJSzX3+nBAeHhMjZDw6JyFnxGsy5DW6r7xLcFhVERi8vY4BJx+t9u2b5LHvxfXLr8rEc3w3jmEP/j/Tl9i+5Z8k9TMgfz1lJXtyuH0mpPZ60ptOxHl+Crl/qH3JfhavdOD4oA5kM02F6wpuW4J03j9CWLQCorCqazUPwWHswYPoRUFpOdf1LRCI2opEeVFQU4XCkkp2dQ48ePSjOTcf8+oW0znURk5nxnH0nW2wpBNwR8vskM2B8Hnm9kwlHWnE5l+JqX067aznBkJQlo1Ak0SgvYIVPYJmzkUAsTL4ig+xaJelVcXprcunZrSfZ1lQULheRunoiDfXEmluIu92Sn383ZDodcoMBuUGPXG9AplSCXIYMmdQ+QC4HGchkcilmouM1IoiRCGI4jBgJI0QiiOEdryMIkQjsZnHZ47P1ehRGI3KTqXOUm4zIjXrQKRF0MkSdQFwbJ66JENOEiGoCRHQ+Iho3EcFBNOpid6uRQmFArU5BrU5FqUxFFFKJxa3EY2ZiMQORiIZQSE4gEMPn83VOoVCoy37kcnmnJWhvQmjHZDAY0GgOfhPMAyUaDtHe0tzRLb1BEj/NUuf0TvcXYLAmk5SWIVWATs/AnJYhvU6XeoSBjOaKrdRuXEft+rW0VFYgigLW7NxO11Zen3777draW/CyQqEgHo9TXFzM1KlTpetcyANVP0mCp2K+1DhVbYTCsYSUfXH8VIfnx8VEkvTMHBpj8TADl468jpNLTkYpV1IVCPNWYxsfNTvxxwUmJukZVb2R6LefEAuF6TX2CIadcDIpufnEBZE1dS7mbW5h7uZW6pwBjBolR/RIY2LvDA7rnoqv3k/VujYqV9sI+qKo5ZCjlJOrkZOskCEqZKh7JpM0IgtNsQWfKPCNrZ3PWl0sa/chk8Foi5Hj0yxMTkv61YDl+Q4P37W5+dHpISiI9DRoOTYtiWNTk+iztxgekP6/m9dKYqdivuTWEgVI7y2JnZKJkDcSlPuwECU4KCREzn5wSETOZ9Ol8uMXL9jjrQ+aHFy/mzVHCMeouvd7osoIPe+b8ofr4fxevq/9npt/uZk+Kb25oftg7A0voYsUkb56GiZzH0xH5KHrk/K7jy/uieD4oIxIvRfLlG4YRmYRs9kIfPcega9eJtCqJOzquO/LFXjSLLiGiShG+VBYfWiUueTknU5m5onodDkQbCf+zlm0fr0Vd5UWZY/eBE7/N1sq4zib4miTnJgKviepYBmW1Cws1hFYLMMxm/qj1WYjk8kQRRFfeRkbFn1J49pFKLbXkdcSx9RxjxZkENXrUGRlYerZC2NxMQprMgqLRZqs1o7Rglx98C54oiAghsMIfj9xrxfB50Pweol7fQg+b8cyv7TM50XoXN6xXsf6Yji81/3LzWYUycnILSZkFj0kaRBNCgQTxA0xYoYIUb2fiNZHWOMkInTtLC6TqdCo01BrMtBo0lEq04nHUonHJQtROLxDDEU6hZDX68Xv93d2F9+BSqXqFDy7ip+9LfurBVGn+6upgfaWZqklRltrR3uMVnwOB6LY8f1kMvTmJPRJls5Ro9cTDgbxOew4GhsIetqRyRVkl/agaOBQCgcM3u+srR3By9u2bWPz5s2EO/7WaWlpDBs2jF69eknBy4IALeul3lCVP0LdMhCihIVsHFVZuNe2EtYo+G5AjE1HFHDOuKs5pvAYFHIF/licT1tdvNHQRkUgTA+dmgntTVhmfUikrZVug4cxaPIJFPQb2Pn/Vd7qY97mFuZtaWVjoxuVQsbIbimM75nOEaVpGAICVWvb2L7ahrstiF4OuSo5uWo5JoWMuFKOstRCyqhsNMUW7LEYs9vczGprZ3G7D1GEkRYjUzosNRl7q6WDZOH5ySkJnnkON56YQL5WzeS0JCammBmRZNxnzy0CTul8bf8eti8Av00SiQWjpbinosMkN9ff3Fr5/52EyNkPDonIeaYv9J4KRz+0x1tRQWTM8jL6mXS80WHNcc6swLOsjrZBLoaddeoe2xxK1tnWcd2P16FX6nls5LUEG/6Dz1+B1T0e6/qj0ZnyMY7LQd8/7Xe5scS4gPvbanxLmtAPSsdyUnfkagW4agl+eD5Lmk1scxVgdrrI9kfJjgUQ62oJF0UIjBIIDRIQ1aBzpmKJ9yPVMg5zzXyEDXNorMgnVhckMECg7Yi+eAIn4qjKRhRlZPcxYRkgQ54Totm2lcbyNbQ319De3oKfMFElCDotglFHWKvAo4jiIURYFkeGDKUgQy7IUKLEoDJg0BgxqE1o5Ro0cg1ahQaNQotWoUGr1KKSa5DL1IAaBCWioAFBg0ymQ64yoFTqUKJDIdMhF1UIIgiiSFwQUchlqBRyVAo5SoUMdceoUsjRqhToVAr0agXajlGnUqBTK9Ao5b9pbRMjkU7BE3e7iTkcxJ0u4i4nMYeTuNNJzNkxupzEHc69CiO52YTckoTcagCzGtGkIG4UiZtiRA1hIgYfYa2LiMGLqENSroBcrkOjSUejyZRcgKo0RDFdEkMxE5GwhkhEid8fwu/34/P5uoy7X7p2F0R7E0Z/pSCKx6J4HQ48ba24ba34XU4CHjd+dzsBt4uA203A3U7I593nPuQKBfokK9bMLNIKu2HJzEJvtqBPSpJGiwWt3tBFCImiSE1NDd9//z0NDQ2dy3cEL5eWlpKVlSW5ECN+yZ1V+SNU/Ui0eivOciPOaiPxOPzUV8b6o/I5bdL1TCiYgFwmRxRFFrl8vNHYxjy7B4NCzrh4gKKl89GtX05KTh6DJx9P73Hju9QSamwPsmBLKwvKWlle5SQSFyhKNXBEjzSO7JFO7yQ9reXtVG+w07DVhVEQyFHJyVHL0ctlxBQyZEVJpIzNwVBqxRmLM9fu5pu2dha6vMRFGJ5kYEqahePSkvYZixMRBBa7fMy2u5ltd9MWiWFSyDk82cRRKWaOSjaTvg+xJInEDVD5vRTHU7dMqmOks0LhWKkAYdFhUoPW/7X+eYEA9O4tzW/ZAnspWPlHSIic/eCgixx3IzzTG06fAb1P2OsqHzQ7uH5rPT8M60G35hD2Nzaxyj6X/ldNpdugYX/+MR0gjb5Grv7+alr9rTx5+OPkChXU1LxELOom2TeRpDUTUMXS0PVORj84A213y16DpH+NwFobrpkVKFN1mM4oZnXFBhYvXkQ8HGSEuIrSjEJmbzyB1MJUJlzQE13QQbiyimB1GQ7/ItpNWwlku0EFChtotsox1AsoW9TYvWoaDRHqBmRS1tfCdtGBW3Dt/HARTCEVSYIGs9KMUW1BLdMjj8tRRGUoYnLkMVCKChQ7JuQoRSlQNCyLEpFHCMsihOVRIrIoYXmUsCxCpGMMyyOdyyOyKKJs3/9yclGOWtCgietQC3pUcT1yQQcxHWJcRzyuJx7XE4nrCMf1BOM6AnEDQlwP7DzvKoUMs1aFWdcxaZUdowqzTklS57z0nkWvJlmvxmpQYdQo95nBIgYCUtyRw9EhgFzEnB3iyOkg5nTtFEcOB2Ik0nUnahWKZDNY9ZCkRkiSEzfFiRkjRPR+wno3MWMIwQyiBpBJcUMaTToadQaaDuuQSp0OYgrRmJloREs4rOyMGdphHfotQbQ/1qEdguhQNniNx6IEPZ4O8SNNPpeDtppqHA31eOw2IsHAPreXKxTozEm7WYqS0JktiGoNW+qbqGtuQa1WI4oi0Wi0M3i5tLSU4uLinSLQ2wJVPxHfNI/2OYtp3SQiCypY1V3GurFJTDn6Yo7ofz4yhfSQUxcM82Gzk09anDSGoxQoYHDdVjJ/+IYUYvQbfzSDjp6COa1r3JE/HGNJpYMft9n4cauNZncInUrBmO4pHNEjncO7pyJ3RKjd7KBqjQ2ZK0yOSkZ2h+AJyyCSYcA8NIOMEZn4EJlr9zCrrZ2fnV4ioshQs56jU5OYlJpEqX7vf1NBFNnoC/K9w8MCh4e1ngAi0N+k46hkMxNTzAw06/fZjoJYWOpHVv2LNDWslOKfjJk7rTxFh+21Lc0/jkR21V/PQRc5m2bCZxfCDeVg2nvfm6ggMnZ5GX0MWh6a6yAiC/HZyse47OV39zsd/GDjjXi58ecbWd68nDtH3slJxcdS3zCD2tpXicU8WBiBqXoMuu09kavUaIotaHskoy2xoEjW7tcNItLsZ/07v/BzaAMBeZihQ4cybtw4TFs+hHl3EjUV8l3btbQF8xl/Xi+6DUwDIBhspL7hLZoaPyXu8SEIFkRVEIVOsjjI2kBbLUdVJ0NVLyNukxOR6RCNaagtJZgN3dEYs5Eb0pDJlcTVChTJGnQZBhQmNXKjCoVBhVcQqPUEqXIFqXIFqPW4qQtWE9ZUI9dUEdU1IShjyEU5pqCaVL+BVDGbbG0JeekDSM8oxKzVolPJUSpjIAsTjgXwhz0EQn4CYR/+sA9/1I8/6scb8+KJ+/DFfXjw4cWPV+7Hq/DjV+wZ9CsTZRgFPWbRhEk0YcCETjSjwohSNCIKRiJxA76YDldYR0tIgyMkIy7s+e+vUsiw6tUkG9TSaNwhgNQk61XS2PFeilFNikGDeh/Zf4LXS8zuIGZvk4RRm52Yo+O13UHM3vHa4dgz1kijRp5sQEzSIFoUxE0QN0aIGgOE9T7iphiCWZQEkVqGWp3aKYbUu1mIBMHS4SqT4/cH9iqG9iWIZDLZr9Yi2nXatXDjjrpKByPIOuBxS8UI16+hZt1q/O0u5AoFyTl5WDKyMFgsIJMRdLs7rUVBd3tn64y4Vk84PZe4wYw6FsYYCSKEwwTicVBrSMvNp7hXH3oNGEBmluTORRQRG9fj/uA1Gr9ZiLwtSmUmbOkHowcWMKbHZGRFYyFzAIJcwWKXj49anHzbUaG4f8hNtxU/UFi+kdKBg+g3fhJFA4fu0WJlh1vrh602ftxmY3Wti7ggUpph5PDSNMZ0T6WP1UBbhZvK1a0EKt1kyiBbLUcnlxESRDw6JdoeyaSPyUKVbWCBw8OsNjc/Ob0EBYECrZqJqWYmpSQx0mJAvY+/kT0S4yenJHh+cnppj8VJUSk5MtnE+BQz46zGfcYAAVJfrfplO0VP83opnsdSIHWfzx8publSuv/zLD0JkfPXc9BFzuxbpMqk163/1dU+bHbw7631fLAsgCG7ljWLv+WKV9/7849nPxBFkcb2IDX2AE3tQdqDEUJRAUEUWNL8MxucSzmq2xBuHH0euWZotc2iuelTPN4NqBRWLPEx6Bv7ot5WhDymQW5Uoc4zoc43o843oc41Idd0vagFg0Hmzp3LunXryNGmMdrdnbyjemIany/F/LRugc8vRnRsp0x3CT9tP4K+ExWk9JxNq+1r2kUj22S9WOxyUOttwKgyMjazHyN1KrLrFiIIIuHkMKJKSv9WOrUom2Uom+PS1CpDYVMgKNLxqlLxa9IImTPwZeZSmZzGUpmWrdEYggySdCp6Z5kpTjdQlGqkKFVPUaqRHIuWlkAjaxpXsmL7IjY7t1AvtBKVx0GEJL+KnFgyRcZCemb2oX/xcPp2H4p6H/239vq3iQkIoRgRfwiPrx2Xz4kz4KQ94MIZdNIeaccVceGKttMec+MWPbSLHtxyL2H5nsHKGkGNWTRiEo2YZCYMMiMGWRJaLKjEJBBNxGJmfFEjrWEt9aEYbYEIkdiegdZmrZJUk4ZUo4Y0o4ZUo5pUo6ZzWedrowades90aVEUEdxuSfR0iJ+4w97ldcxhJ95mJ+Z0QrxrKj86NTKrDjFJiWCEmCFKTB8iqgsiGEQEk4hgANGkRGlNQZOUiVqbuYeFSK1ORxDMBIN0ZpKFQqE9ahDtPsV3P55dUCqVXUTPrvN7G5VKJSqVCqVS+avzCoWiswilq6mBmvVrqd2whvotm4hFwhgsVgr6DaRgwGAK+g3EYLESj0XxOZ14HW147G1U19Swpa4RfzSGVoiicbQQt7fu8ChKkVYqDdqkJKwZWWQVFpGeV4AlIwtVVSUt772Kal0VQQ1s6SlSWORhjFmOPH+E1DohbwSejAF83R7lo2YHqzwBjKJAv/ptdF/5I91iIfodMYG+R0zEkrn3thTuYJRFFXZ+3GZjYUUbrZ4wKoWMwflWxnZPZXRxCtmiguZtLtrW2NDYg2QoZFIMjyjiECCcosU6LJPUgamsI8Z8u5v5Dg9N4ShGhZwjkk1MSk1ifLKZ1H1kasUEkTUePws6rDxb/FKwXi+DlsOsJsYlmxiVZMDwK5XsCbokd2D1L1IX9ZaNkujRp0jna8eU1f//f7p6QuT89Rx0kfP6RLDkw6lv/OpqgRYf41aX00er4aRVnyEIAqfcdt+ffzz7oD0QYf6WVn7YamNljRO7b6eLwaRRou24KYUicbzhnVV4UwwqhhYmM6TAyuBsP2ZhFnbH9wSDNchlGpLUwzAFhqJv7A3VOsRwHGSgSNaiyjCgytDTomznm9XzicZjTJo0iUEDB+H7sR7P93VoeySTfEYP5DolREPw/X2Iy17CZ7KyubvIBlkyi4Vs1rhr0Sl1TMifwHHdjmN4xnBCSypxz16PGE1GptRCpBJZ1mZiI7Pxy2rwNK4kJLcRt4o7vTxhNXG7GkWLgMEWQekQUTpkyFxyYoFk4qZM1Dk5GIoLsPQtxtC9AHVuLorUvWebxYQYlc7tLN/+C2vqV1Hu3U4rTiKKjsKEAqTEjWQr0ykw5lOUWkL37F6UZPZCp9IhIiKIksAURRGBnW0jVHIVKrkKtULdOf9rFjN/yIfD2YbTbcfhseP0O2j3u2gPteOOuCVRFPfQLrpxyNrxKvxdtpeLMpLiJiyCGassCYvcgklhQSdP+j/2/jtekrO688ffT+Wqzt03h8kzkmaUM5KIsgkGjMkYkw3YYGPwetdhHRZH1rtrYxzANsFgwMY2OdggohJIQnkkzYwmz9x8O4fKVc/3j+q5c0czI0SQ2d/+dF6v556nuqurq7vrVn3qc875HAxRBIpEaZ5BnGM1tJhzYXkQ0HRDHnmGcQyVkbxJbQ34ZL6WMxgpmNRyJqOFjCEq2TrKIxJAZZpm5fr1OskJJmh1CILq9Syc1myRtFrErRbSPT20IzUFCippHpJcQuJEpAVIc5DkJRQN1HIFrTqCMTKJMTKNlZ/KgJA5niVWG6NoWm4t5HMC8PRdn6OrHZZbfRrdAc2eS3fg4Xo+SRSRJhEkESoJOgm6SDM/nP8gJoQ4RXkbKZFJQhKFpHEMUqLpGqZlYzoOppNbA0kAvu/TbrcJggDLNCnlHBxS/CEDFPW7pL6HEgUo8UnArOg6Rq6YfZ7eADsG3xHoEwY78m0c2UdDopan0Ua3MT9+EV8u7OA/Ap3VJGU8dNm671627buXS8ZHuOCp13PO1dehnyVnSkrJwdUBtx6oc8uBOrcdbNALYgqmxtVba1y3bYQnba5ScFMW7lph8GCdwiCipgoUIegkkroiEBuKTF09Tndjjhv7A26od7mn5yKAiwoOT6sWeGq1wGVF56wsz0oQcUu7z03NHje3eswHEZqAy4o5nlwp8JRKnkuKubMnMENW6Tb33SyX59h3YO5OiD3QbJi5PAM8G58EM1eAWfiBjo0fmz0Bcn789riCnCSGd83AM34brnnbWVeTqWT17+/n02bMOzep/OKX/5HrL76IJ//sa3+0+/PI95WS2w41+YdbD/ONfSskqeTi2TLXbh3hkg1lto3lmSrb6Oqp/+BRknLDgTt4541/R+JtYFZ/Cg8vRnhRwoaqw7PPn+Dp21Imze/QaHyDTudOpEyw7Y2UrSvJ+xfiNHYil1XuWdjDd+I9jMsST4/PpzRSQRux0UZtZJQyuHMZJadRe/VO1DHJkSPvpfPg31M6MOC9do6v5hxq3jgvmvxZ3vDsV+AIi/63j9G9YT+kNqm7jDGrUX3FkzHkAfjC26H+MFzzy/CUX2ffsTb3fexfKDz074xrc/gTgt7WAmLGQi8FpLLJKVVDfQPREmjNFK2VoHYEahuUvoGmjmGXNpCb3YoxMwOTo7RKGouFmONKh3bUoRf26AQdVgYrLHcWaAct3MQnIkYK1hJyf1DTFG0N+FiqRU7P4WgOjp6NvJ6nZJYoGsXTfNEsZstGCV3VCeKARneVlfYyq51lVjrL1Ad1Gm6DZtigFbVpyjYtOgyU08Nn+cSmnBapyjJlpUxRlMirZUxRRhUFkrSEl+ZohQ7zgeR4P6Q+CAmT9BGfSVDNGaeBotqQFarlDUaH/mxhszQIMh2jVmttxM2T86Sd5RVFzTpJq0Xa7kJ0OjOTmpDmZcYM5bO5LGj0i6Pc7VzIw+pm9scTHPaKpDL7MQ0VpisWs5UckyWHkqNTMDUKloauKWsA8MRRFsUJbhDh+SFeGOIFEZ4f0HV9um5A3w0ZBAGKTFGQ2RCSsq1RtTXKjkbZ0ihaKkVTo2Cq6GmwluzcaawShyFC1ciVK+QqVZxyBc20SNOUfr9Po9HA8zxUVV3LTVIUhSiK8H2fwHOJ+j1E4CHCADUKUaMAEfgQBSdZIKGQGuZwWEj95DzRDeYrYxwYnebwyCShblAZdNmyusC21Tmqbj9jrYbM1Yl+bo9kwnTdoBVIjrVDDjQCDjR8/FSh4NhcuGGEy7aMcvmmUcxGQv32JdIjXSpxijEMay1Hko6tYW4tUrh4hL1VlW+7Lje1ejSjhJyqcG05z1OrBZ5WLbDFPnMuj5SSw17ITa0M8NzS6tOJs9c/qZznmnKeq0s5Lig4jw56kigLaR37zkng4zay1jPj52fAZ+YKmL48C3H931zB9QTI+fHb4wpylh+C9z0JXvelLMv+LDa4Y4nWp/dTeuP5XL88j7XnXt6/axPnPOnsr/lBLU5Sbnx4lX/57jFu3t/Ae8SJvGhpjBZMxgoWG6oOW0ZzbB7JsWU0x2zVwVxHwy4Nlnj7N9/OofYhfueqd1KRV/LlB5e44cFl6v2AHeN5fu6qjTzv/AJJcCfN5rdptb6N6x5CSsHC/E9w6NAEF50/zU9e/FyoC6LlAXHdI657JO1g7cwvRUxQWCDMLXLbaJO/S76KIwX/ZXWJn/B0bmv8LEbpOWyMImQsSFbux7mkzMibX4qyvjN0HDL41rsxb/0/9HD4i/AFfEF/Js/YNcuzyzE7D99DdNONuHffDWmKecF5GNdfgnrRDOmMTRAt4QdLuP1F3N48UbwC2qmMB75A7YDaBrWdgSC6Ai9SGUgDV8/h5oqEo1XkxAhMjGGMT2CaDkFvwEpznsX2cepunVbYppcOcPWIwEiR686NNgZFtUDFqlBxapRzVQpGAUd3sDWbVKa4sYsbZWMQD+iHfbphl27QpRN2CJIzl5Dbmn1WMPRIUFQxK+T1PEQp7W6LemeFenclA0Reg2bQpBE3aSZtWrJDRzm9ciifOFTiIhWKVESZklKmIDKWSBMlJAWCNE83clgOFI74IQuDgK5/em+vtbBZzmSkkOUOnUiyLg2TsEuPSMAuWDrquguPlJJ04JK0W6cBo6ixTNhYoNHq8q1ohBvNjdyf34AUgg29FXa0jnFO6zhbOguMu03KQR/0FGmDdBSEY0DOzPST8nnUXBEtX0IrVNDyVfTCCHphBLVQRHGctSEsKxOGtCykbtDxY+r9gJVuwHzbZa7lDYfL8abHcs9fA1CaItb+n7eM5hkVHlbjCMnh+2nvu48kisjXRta0eTZecDF9P+COO+7g3nvvJUkSdu7cyZVXXsns7OxaOXi9XufgwYMcOnSII0eOEIYhtmkyM1rDCHt077kV69gqoWbQd0zCdRdkVRXkLcipLoaRcHDmXO7ccg3frZ2LpxqMdJtsP7qP81tLbB+pUZ6cRujGWtPcIAjWxonlR+v1lp1HVHTDwDFMJpIy44MiE0GBEhaplNTxWEo96mpEXDNQNpVYrFk8IAR3BSl9TWfCsXhatcRTqwWuq+Sp6GcObSVScn/P4+Yh6LmzM8BLJbaicEXJ4apSnqvLOS4t5rDVRwEqUmYd1I9+G+buyJie1X2ABKuUgZ014HPZ/119t54AOT9+ezxBjrzn44jPvRV+8zhYZ952MohY/rM7sc6tUn3ZOfzl7XfzJ67C5zZXuWrThh/ZvqSp5ON3HOOvvr6flV52YavmDK4/d4yrNlcxdZUgTqn3A1Z7AUtdn2MNl8P1Af1heEoRsGkkx87JIrumSuyaKrJ13OBv7v9TvnDoC7x252t5x2XvQKBy6/4VPn77Mb6+dxVNETz3/FFec9Us28byxPEqX/nK53nooSbbt+9lYvK7CGFQKl1CtXIN1eo1FAoXIhKF/uJRjt33YcKVBmp9Jx8s3sU3nDv4ifbV/OLySymmPWzjZrzoWhI5Cv2H6Ac+029+AbldG1CG3cmllHznUIOP336MrzywxKxS513VL3FV9wYozSCe9htw4cvXYuBJu03/5pvpfeMbDG79Nmm3i7BtjEsuorlrmgc2Cb5tz/NAey9+3KUoJNNKkfO0WSbJU0xTzLSLJppodgcl10do6xiKFJQeqB2B0gWlK9AiG0OUMfQRDGcCuziDVd2CMTJDks/RDl0Oto5yeGU/x1tHWXQXqSdt+nZM344Z2DHpunNlDptRo8qkPclMaZaNI1uYKc0ynZ9mKj9F0Sjix/4poOesfrhON+zSCbLlVJ4eVikYBWpWjapVpWYP/XC5alepWlVKRgmBwB8MWD0BiPp16m6dht+gGbVoJi0ask1PnK7QbCcmpSRPJSlRlSUqlCmJDBSZoohCnjTN4ScO7dhiJUxZiSIWg5ilIOLMsC4Ly66vRCutzU+Ao+yxthtx84FVbt3fIE5Trtxc5fkXTvGT541RkwFxq0XaHxB3W4TtRcL2ElFnlbjbIO62SLqdTAW774IbIP0I4UtEAEoAInqMdJ6pr4EexbJRTOsUIBRZNnWzxJKeY07Nc1zkOIrN0dRkMdWRQ76lqKRMqwGVuIM9WMLuzlOLmmyp5tmweRvjm7axKgX3Hj5Mq99nojbC5RdeyPk7z0O3HYShI3SdJEmYn59fAz3z8/NIKckX8qhJC3Pfbi7cvYAWhfR3bsW86HKCUpH26jLthaN0my2khFjVODq7lYPbd7J3wy4C3WKsvsiOQw9whd/m+suv4Lxrn0qufHrz3iRJTgNAja7LQ3MN9i+0OLLaodVz0Ugom4KJnErZEtQSldGeSc11GI+LmGj4RCwoTeaVJnNqg4HIjhypKAS6SV/TCXQDw7Kp5XPMlIpsrZSo5XOnNMU90eg3Bnb3PG7rDLit3eeOzoBOnKALwSVFh6tKOa4u57milKP4aDk9kKkxz9+dAZ6572bihG4je666NQM9U5fC9KUZ+2P8aEu3H7O5LlwxrBD+7nefKCH/cdjjBXJuO9Sg8W/v4Bnabqz/cs9ZcyVan9mPe+8qE//1ctSCwU3/9nHebE5z7eaNfPCCzWd8zfdrix2Pt//zPdxxpIWmCIq2zh++4Hx+6oKJ762jIiWr/YDDqwMO1QfsXezy0GKXfQst9KhPUQRM2hFR5S725W9hPJrkmsaTEEPxPFfq7E9G2BuP4WEwo7TZpS4xofSwLJNyuUSlGlIuL2JZh0nTPUjpoqp5LGsa1z2EphUZ2fib/N63P8oR7yi/Fr2JFz//NaRuSPeGo4RHexCtUDH/npxxG0G6k278swTpxQhbp28pPOAF7PFDooLORReM8/SrZimPOYjVffDNP4I9X8gaGT7pl+DS14CZX/v8++p7uOfWz9C65UYqD81x7nGJFUGsK7ibxtF2nUPl4iuZvPw6rI2bEFEPgh6EAxK3T2e1T2vFp9ls0R3UceM2vuyC3sbUV9H1Npo5QLE8cELQHlHZE7IGhNS+QAtM9NjGEEUMrYailEhFGU/mWCLgUNrlWLTKatyipfTXgaCERD25bUsajKgVxq1RpvPTzFY3sml0G5OFKUbtUUbsEQz1zLoiqUwZRAM6QYdO0KHhNzLWxm+eMtY/ljyi55emaCdBkJ35mlWjZtcYsUcYsUcomSUUFKI4otldpdGp0+hn+UQNv0E9bNCImzSSFm2yztWPtHziUIrzFJMcxSRPMc1TpICj5DCFjSlsdBxUaaFgIVObODGJEoN+rNJJUpphQiuM8FJJDIRkPgIiJCgC09KwLZ2co1HOGVQLJtXcidCasTafLNlUnFPzp5LEJQwbhGGDwFsh6i4RdpYIe6tEvTpxv0ky6BB5HVJ3gIgkIiIboUDECmpsoiYmSqyjxhoiVlEiBZEoiASIgVhCnBJGkjmtwHGjxHGrwpxd5XhhjOP5MXzdQgGsJKAWtqhFbUbDBhu7y0ynA9zRGivjo5hByJYjx9l6dI68F4Kuo+gGQjfA0ElMm2a5TLNYppHP0TNMEAIjDCm3Wow22pQ7HfLFItbMLKI2gktEPwnp+226/QbNaMDdo9Pcs2knhzacQ2SYFHptth17mF0Lh7gs9di66xLGd1xIeWKKXLmC0BSEJjIZC0Wcdo5ruyF3HG5y++Emdxxu8tBilySVFEyNSzZWuHymzJMck/EFj/hAG70bIYBeGrOSBizjsiz6eLmIIC8Z6BFBHKCEAVYUoqenhzlPVOetBz+mbdN0Chw28+xTdB5MFVpplh54rmNyTaXAkyp5rirlz5oIvWZSZr3J5u48CXyWH4AkzBqOjp0HUxfD1CXZGD8fvo+Ch/9b7QmQ8xjs8QI5dx1tkfvos9kbVPnUpnfyP198IdPlU6XZw/k+K399D6XnbqFwXda64d/+8Le5Y3obH918yRl7Wn2/drg+4JV/fxutYYXUyy+f5befdx5F6/vL2m82mxw+fJi5uTkWFhZYWVk5WWarm/iKwyFlmYdHv4pIDEZXXsTW4hY2jhbZNl5kQzXPHXMDPn7nIouewrSd8LztNruKIf1uh2azSavVIkkiyuUltm27C9tpI6WgncB7Vx0SYfDOra9g67d3ojRKCF0gPR/vro9in1tg4vffiVa/k/irf4S2eh+N6Bwejl7Mfi5jc85iVlHRBifpbKEraDULtWajWQO0xo1oi19CNXusnHsJnyzl+UJzN8vuMrZmc/Xk1Vw3cSVXKjVGHzyA9+DddJcOMvCa+GZIUpOkRQllicynSAekDqkGqSpI1R8g4SYG4WcXM5Kh+rMG0uAUUT0AIlC7oLQFahdUV6D5oIUqWqyiJRpRatBWVBYNOG4lHLUT5q2EpgUdKyV6xLk0Jy0qWomaWWUsN85EcYqp0jSTpWnG7DFGnQwMacqjn4RTmdILe2cEQ+uX614W4nLjUxOFNaGdZIeGgGjUHmXUGWXUHmXMGaNqVVEVFS/yaAdt2l6bVr9Bq9+k7bVoea3s8ShLsh4kAwbSJeTsLTJUqZBLbJzUwkltnMQ6OU+tdc9lw0h1DKmjSw1FagipokgNNdVQh49pMpsbQkcTGpqioqoKqirQNAVNVTJ/Inwmsz9rZ2mZ9T/LutqnyDSBteauSdYbTcp1PdGya2CabYUESZodTqSkJAISUhKZkgpJIlISEhKRkiYRMnaRSZDNZYRMInwilk1B3dJIFEHBD6gNBlT6PdQ4Ork/ZAnzkjTr0zZc5sSylMO9SkkF2fsrIEWWoCYVkTUYlgq+onFwcgt7Zs7h4dlzaBeraHHIxrmDbD26jy3H9lFw+yiaitC1jGEyDLAMNMtB0x0U3UBXTAzVwFB0DNVE0wziVMeNVTqhwqqnEMQKiVQp5HJsqpTYblqMBBKx6qG42Tmkn0jqccpqLKnHEt9S6U9bHJvReLCSUA89rChkqwo7NNgoJKPEEAS4rovnebiui+u6+L6PBDp2jsXSCIulGoulGj07C++MRgFbZcQ5Glxo6+wqOJTXtUM5o45THMLKQ7Bwz8mx8lCm2aPoML5rCHouhsmLshYV/z8GfJ4AOY/BHrdwVRIj3zXDw7vezuv3XknPj/mTF13A8y+aAoYMyd/dT+rGjL/9EoSqkMQxf/2Gl3PlS17J20fPO0UF+QexYw2X5//1LQyCGFNXeO7TNyMnHVbDCFUIarrGjpzFRQWHSwrOyZMqEMcxhw8fZs+ePRw6dIh2u40QgvHxcaamppiammJycpJarYa1Lufl/qVD/MbNv8aSd5yN8jUcP3YejUFWqXV5acBO/yG6YxdxlDHuOd5mumzzxidv5uVXzGJpCgsLt3Dg4K+TJC7dzgt56IjgS6UvIpSEX6gaTOUalOeeyvjeVxMqR+kdez+Tz3w9Y696A0Jkmi+fvXuOb3/lE7zB/xd2qftpx5PMlX+WyZe8hep0jbjpE9d94qZH3PCJG0Pf8jmp0RehimVCvUlYamPmDxPp+/DMJXwnxLcEwboyeCEVzNBG9XSUvkA2ImTdR/gpIhJodhG9NokxNoM5No0xNoMxuQG9UENRzOFFKSJNQ9I0JAx8Bh2XQaeP13Px+i6+6xF4HoHnk8Qhihqimj00q4th9jDoo+IiCEGJkXpKakl4BBkjPFA7QzA0DJepPighKFGKTLObfs8StB1B3YIFS+FQTuGwpdA2FJJ1YTEhIYdFSRSo6mVGzCqjzhjjxUkmy9NMVzcwXphk1B49KzP0SHMjl4bXYNVbzYCP31gDRA1vyOJ4dVbdVcL0VLFBR3Oy8JhVpWJV1uZr4bOhL5tlymYZgEE0oB/16Yd9+lGmVdQLe9x5dIEv3H8YTfG5cNaklk+z3Kbh+oN4kI3EJZThGT7JYzApUFAQMhsKIgNHZI8rImMjBJmMihACZZikvv7EnbU9k6RIEpmQyBgtSjG9GDNIyAXg+BIngJxP5gOJc2LugxOc+rz56CkuxKrK8dlZjmzexMrYGGqSMDl/nOnjR6g0VjKAIkAqZOGxIYCRIvOpgJQMiAkJigQlBUXKbI7IvASRSsTwOVLJ3Og0t19wKd+54BIe3HoOqaKwceEY5x18kC1H91FpLRPqJ/9H9TghF0Q4QYSZhGhJhJpGoEREmiTQBYHO2vANcA1wLUGgK8SGTmLo2GqVWWUHm9KtbIo3MZJkYbO62mZRb7CitWkKFykVNMUh1R3aTo4Vy8HXbIq5EhvKJbbV8uwaybOx7CBMBT86FfwMBgOO9Abc68fsSQSHFIMl0yYVCmqSMNpvM9ZtMdZrMu31mdRVCmfpAXeiR1zOUFDre0+Cnvm7ob4vK2FXNBg9Lytdn7gwAz4T5/9fXdH1/zzIede73sWnP/1p9u7di23bXHPNNfzpn/4p55xzzmPexuMGctYlHXcnruJ3PvMAn79vgV986lb+27POIbh/leYn9jHyxvOxtmX/JEsHHubjv/1f+Nk//N/cUhznV/Yc4/OXbOPKcv77fvu2G3L9n91IYxBSHLFZ2VlEdTR25mzGDJ0UyUoYsX8QEEpJSVO5vlrgaSJC3/8Q+/bswfd9qtUq27ZtY8uWLWzatOkUQHM282KPP7rtj/j8wc/z0h0v5ZVb38ade+fZ+83P0DJG+Pf+BqIEDE1QsnTqg5CcofHC83tcVvgTZka3cv6u96Aao7z5hjdzsHWQ/7H9f+AtehR3e2zpTtDRv8nKzo+TjscgBY6yHS93BZ+4b5xvHZ7i+p0b+LVnnsNW70H6//Hn5BZvIJIWS7lnkrv+TYxcniV1J2nCTXM38fGH/pE7l+5mezzJ85MqF6RtRN6nV2kROlknd5EYmP1pdHcCMxnHMmax7Q04xU3Y1Wn0moNWtU7mAYUhweHDBHv34u97OPP7HyZZra99V+rICMamjRibNmFs3IgxO4s+PYMxO4NSKp01nBh6Mb2mT6/hr/nuiXnTx+ueuOBKVLNLfrxBfqSOXWqhGyuoSgNBG6n0SFWfVA/hEWkASm8IhNqgtgRqe5g/FICIJSKRJCYEjmTgQNtWWHQEc7bCwZzCIUsQPyKh0ko0itKhpBSoaqWMkXFGGS9MMlmaZmZkI1O1jRTM4mMSkJRS0g27rLgrrLqr1P06Lb9F02+u+fWMkZ/4p23jRJJ1yShRNsvDhOoyD+3fzB17qpy/IeVNz8gxWymvPV8yS+jKqWxomIQESUCYhERpdHI5DYmSCD90GfgDvGCAH7p4gUsYBURRQBSHhKFP3/fpez5u4BP4AbLvorghmhuieRFWGOMECXaUkItSnDjBiSR2mGCFKWaUZn44V85yZk8EhJpCqIlTfKQqRJpCbEBqQWqDzEmEnaI4KaqToOVTtFyMWojxA4ujizMca82y5M5gODnGrIiCEtKXBoeSKs1UxYk71KIGFbdNedCmGPVOKySUQiGxcyR2nsTJk9g5UDWQEtV30XwXIw4wkwhdEaiqiqaoaJpGZOXYOzLN7uokD41vwDdt8oMuO4/s4aKjD3D+/P0YcYiHjissXHSidXtgInAAO05wogg7CMm5Po7ro4UZWDzrMWiXkePnoIyeg1ndgWFnSs6DcIWV6ADz6UEOKwc5bi4xsKBvCzxLIdEtpGFjCydjCKVNQeQpKQXKWominh1nJbtExa5QylWw82WOaCZ3JwF3+h73+yFLSfYjl2TKxthjyu0x2mlQqi8T97qn7a/jOKeAn6KtMyZXqIXzFAaHsdsPozUfRiQhIKC2FSYuyEJcJ3xx6rEJFz6Rk/PD2bOf/Wxe8YpXcMUVVxDHMb/927/N7t27eeihh8g9xizuxwvkzH3id5jZ+1fE//UwWr6KlJIP3HyYd/3HHn565wS/fizG3Fig9qqda6+560uf5ZZ//kd++cP/glA1nn3nw2iK4EuXbv++JOXnWi7P+6tbaLsR6dYC1fOq/OrmCX56rHxaJUCUSu5pdfnnvQe5oefTMB1Koc/1Wsov7NjIhTNTP5CcvZSST+3/FO+6/V1sK27jmuPXoKLy5je/mVSoPLjQ4a6jLe443OKOQ6uM2w9zrDdLnGqcM1HiNU/azP7k43x6/7/ygWd9gEtHL6X92QMM7lgiOPB5gvqdHH31qznozqFqD1MuL1EpL6ObLqBRLl1GtXYt1co1FAoXIJtztL70XpxDn8QRDdrKVh6a3ca71aPslQOeTsjzVJ9SSaOfyz5vzpilUruOsjpL7th+zPvvIGmlJNpW4tJVxMZ24rBM3Ioy/Z+hCUtDq1loVQu1mvkTQy2bpJ5LeOQo4ZEjp420fzLRVsnn0Wdm0Gem0aemsjGdzY3p6UcFQXGY0G8F9Bo+/bbPoB3QbwX028Ha3O+vD9NIrGJAftQlX+thFXvouRaatoCUS6SsEosOqXoqSMhYIYHaGAKhlkBtZeBI6YGIAQOSnCTKSYKcpGcL2qZC3YBFU+G4JVgwBX1L4BvZHb6WCHKxQV7alJQ8RZGnpOYpagWKWoHSsKqrZJWp2SPk7QKaYaJbJrpholvWcNlC042s2zsCN/YywOM3aLlNWl422n6bdtCmE3Ro+T12772SdnsjubGvI6pfP+P53MLAliaONLATHSvWsGIVI1QxAsj1U5x+jNVLsAYxtptihxIjkWhJgp6kaEmKPhxaeupcS85+YU1UlUjXCTUdX9NxFQ1X1fFUA183CE0LxcmhF3IYpQK5aolSrUxlvIpdLiEsE1XVEIqCoqqZV4ZeVRCKiqKue0xREENNHSGUjKFJE+KkQxjXiaI6QbBM4/gxVg8vcuQ4rEQjqE4ORRG0E5396SgHkjECdEw1ZKbQYmOxz8ZSyKaSZEtRp2LlSGKHh1aPccfx+/Dm68z0q+So4TkFQju7SFoypWjbFHIWOUVgIpFRSByFBGHEw2aO+/Ij7B3fQL08iprETC8eZdPcATbNHWCsvoQ4Q/7WmUzVDUzbxnIccnaOvO3gmA5uZNLqBPRbPfxmD/o9CpHLiKoxWZikWJjCLMyiFqYQQiEN+qTNgySNA8TN/aTtY5DGhJqCbyq4pmBgCXo2dHKSVi6h40B3bQg6DgxsBVvkKSQOhSSHJfJERgHXyNM0CywbOXw1j1RyTKslthsVztELbNVUpglIg8EpCt+9Xo9+v0+0Tm1cIWFc6bDJbDOtNBhLl6mE8+hJFkZOjCJR7VzE5AXoM5eiTF4Ao+eeHu56orrqR2urq6uMjY1x44038pSnPOWM65zIuD9h3W6X2dnZHznIWd17Jzf9r1/h8ne8l40XXrz2+JcfWOKejz/IKzCovf0SihMnWZrP/Z8/xh/0ePn/+J8A3Nrq8eJ7D/LenRt50fjplQSPNCkln757nv/+md34QhJdVON1F07zO1uncM5QohgEAd/5zne47bbbCIKAHeecQ+6iy/iWMPncShsvSXnmSJHXTo3w1Grh7L1aHsX2NPbwnn9+D6ONUa54wRX89MWn9u9KEpcHHvhV6o1vsCDfxsd2X8zDyz0U6zDOpr/D6b2Q58y+jBfWE2r7uwQPfQLFrjP7t39LWijxt986wEe+9SDX6QMupEvXOkiuMke1ukKpvIyiBChKjmr1aqqVa8lHNe694d3o7Qe5QASsjFksjduElkBTHGojz2Bk5Hqq1WswjJFHfsEZxbvvPzIV66X7QajIDdcgN/8U8cjTiNNR4qZP0vSzsFjTJ2n7WUIEZEKIZXMIeuwhCDLRqjZKxYRoQDS/QDR3nGhujnBuLlteWCCan0f6J0GG4jjo01PoU9OZHwKgE16t1R4VoMZRwqAdMmj7JwHQ0PdbGRhyO8EpQn6amVAYG5Af6WGXuhj5NqrVROgNpFwiTpdJOPXuUUQKak+gdEBtSNRVUBsZM6S2sjJ74WUgRAqJtCCxJLEFgQmuKeiagpYFdVPQNKFvCgYWDCyBa0KkCtREQYtV9FhBT1TUREFPFLREQYsVjFjFiBSMWMEMwQwFZiTQ1sIjkkRq3FK9hp5a4Nrm7Uz7S4g0BZGAiFGQqApoUqLKDIhoSYoepRhhijFkUqxHiVylgG8p+JaO75iEjk2UyxHl8shCHvJF1GIRrVjGKNUoVEcoV8bIVcrkyyUKpRKGeXrYbxDEHGkMOFJ3OVzvc3jojzRcmoOTOzRaMDNZiJEcm0YyiYjNIzmmyyZCiQmTED/x15iotREPfbpuPhynvSYOCGKfdLmPeQyMXh5FycIekR+ykiocUIssayN4SQ0pM1ZMqH1UcwnVWkIxlhDWMoq5jFCy/bdii1pQo+bXqAYVymEFVaqkpPSMHm2rTcfs0LE7uKaLqqpIbYK+tpO+vgPX2oZULNS4R8HbTy08xHh0mGK4hBp6aIGP7gcYvobhGeiBgx6YaL6GGiioIWshbYkkFaz1oYuFSk+psGKOsZDfyJw1SV/Y2MCVAp6swgVoTCQWqlSQpPhhl0GvzqC1hN+ZRw3aaNEAI+qihz302EU9QyJzpAp8U2FgK/QdhW5OoZWHRj5lNR/TdiRdR6wBpEgXpMJBqgV0ihRkkTFZYEaW2a5VmTKrFK0Sjp7H0C00xcCXIYPIpz/IwFC/10PpzVNwjzHOChOsMk6dGu3hca3QNScY5DcTVHYgx3ahV3aw4cqnZTv9BMj54e3AgQNs376d3bt3c/75559xnXe+8538/u+friT8owY5Ukr+/i2v5ZxrnsLTXvPGtceTbsD8n36XfyPkpimTf3jdFVRzWZO89735VVx4/bO57hWvXlv/jQ8c5jvtATdeee6jZtivdH1+73MP8uUHl0irJvFFVd578WZ+5gzgKIoi7rzzTm6++WaCIOCKK67g6quvplwur63TjxM+tdziI/N1Hhr4bLINXj01wismqtS+V6b/Opufn+f9738/7haX/5D/wSvPfSW/etmvYmkWUdTm3vvewGBwgPN3vYeRkacD0PEGPPfTL6I7MOgeejMzQuMt0mTn/Z9kuXuIW9/yTkYnqnzu3kUO1/u86clb+JXrt+MoCp2bj3PoWw+yoDZZKnXpyYcolhYYqS6Ry68gFImXgCoEhiIRiUppWWNzfYViRxJNPAXrypcgznnO99ab6MxnYOfhr8DhG7POw8UZ2HRt1otmQ9aPRkpB0gmyHKBHAqCmT+quS4Y21TMzQCdYoF6HaH4+Az7z82vg54RPB4N12zLRJyfRJibQxkbRx8bQxsbRxsbQxsbQx8fQRkez5MyzWJqkuN3wJAAagp8TjNCgE+B2QqJ1TBZKjFXoZkCo0sUqdNBzbRSzidDqpKJOktY5RWRR6mixieILlIFEdJNstFKUhkSrg9IC1VUQHijh9w+4UwGJkuV8qD/AGS9VBbFtkNgGiWMibQvpWJCzwXEQOQccG+nYtK0ci5rFomYyr1ssaDlWrDyrZoGumUf+kAJuigwwpIuFh4mPTYAtfGwRkMMnh0dODDCkS5xGuJFPN/Dphx5uGODFPmEaEqdhltWuxAhx9rYUp5kUmIlFXhTJySK2zOHIPFaaw04dzNTGSGyM1ERPTNTUQEkgDfqEcY9YyY5TLbQxvCJ6WEOQR6IhssQdhqk6a0ElISSCEwNOeXZNSVMOF7OE5mFiT/aDq5BokmMVhUNVncMjNitlGykEOS9gst1hqtdhfNDC8ltE0iUUPr7wcBWfQA2JFB81CTCCEDOIsYKEnA85T6Hgahjxyd81MFI8GwYW9EyFlmFSN3J09AJTcpKLwhEuisrsSquUyQpMesmAjoxpJxrNSKUVKyhJhBH1SNM+gdYjlW30sEUlaDEa9qh4PazBAMXzkEGQdUV/hMUKeJZGJ2/QKOqsFlVWi5K2E9N2fDr5lFY+A0SJKhBSUErylOMCZVmkrJSoqmXKZoWqWaFolnCMPJZqY6QJevcAWudhnO5Biu4xqvESBhGEEt411MXq9U6yOj8i+/8rkCOl5AUveAGtVoubb775rOv9ZzE5AF/52/ew8PBeXv/n71t7rPWp/XgP1mm+6hxe+/G7qOQMPvbzV6F1l/nIf/0lXvxbv8+miy9bW381jHjqHXu5tlzg/edvOu09VnsBH/3OEd5/82FMXaG/IcdgxuFD52/iOROnA5wDBw7wxS9+kU6nwyWXXMJTn/pUSqXSWT+DlJI7uy4fma/z+ZU2QsDzR8u8dnqEy4vOozIFaZrygQ98gCRJePOb38wnHv4E777r3Uznp/mDq38T/9gfEwRLXHzxhykWToLS9977Xj6w+wP8y/P+jYe+FfL+24/yAAmjYY8NG8Y41ItpDTJqtZYzuGbbCFdurnLlpirbx/LIQUT3hqMMvrtEanZZEJ/hi06X0ZrP9qlDmKZHklgoSoIQ2XZsf4LSYcFoo85YuohEIRq9BH3XsxA7ngkTFz26smg4yHrRHLkFjt56sgmfWYLpSzKRrhOjMHHq9+TFp4CeuOkRt4Js3vJhGHNHgFo0TwVANQu1ks1FTkP2eqeDn5UV4pVV4uVl4pWV07qCq5UK2vg42thoBn7WASFtfAx9bAy1WkWoZ9fuCP0YtxPidgMGnRC3E64BoEEnwO1mPjhR3SZiNLuDkWvjVHs45S5GoY1mt1CMBqh1UhqcpMBAUQw0rYKm5VBSBRGkCC9A9ocjCEnCKKsoSoFEINIsf0iNycquY5CKSqKqJJqehXx0E1czube5lXpYYsPGFdRSSl/V6CvgKgk9PcEVIUEansJeBElAKBUicweheR6xuZXY2IxUsouWSLqo0SJqvIyStFHSHkraQyR9lLSPSD2EDBAyABlnP7JQAQUpVEBDKiZSWEjFGnqbVMmTqkWkUiRVS6RKgVTN5oh1uUIyRI1baGkLM+1gyS4OA4rCpaIE1PQUS+bAyyEHOaK+Q9gzCXsG4UDBiHWsRMOROkWhk0fFTBWUSPJo0R5VUzBsFd1U0S0NTVfQdAVVU1B1hVSJ6YSLrA6O0fFXkEiMWEftJmj9FF0KnNoYsjxOaJfpKTYNL2Gl568JQAokut7H0juMan0mtQGjSgtL6xMoefw4T+DnCYMccWQBAlWRWKbEMjRMwyAxLPYbJvtsk4Nli8WyjVQERS9mcyNmcyNl42pCoRmtK0o4m3kIpUtKg5QuieySJj3SuA9hHyU6ed1JFBjYkp6T0HECVMdhQpthRsyyNdrIFn8GHY2ImHlthWXZox3BILKIohJWnDEiqZDUC5KVkspKSSd1UmqWx06lz/mxx5ZBD7PbQ7Q7pI0mSb2eKX/3eqSui4yi03Kj2jmbVsGmm1NxbYFnQz8naedjVvIRcwWfVkHiGazl5RTiHJWkSFWWqKoVamqZqqow4nV4xS/+bbbhJ5icH85+6Zd+iS996UvccsstzMzMPObXPZ5igHffdDMf+Id/YeJ5r+dQN2FudcBK08NXsnNwztQYBDGKgHPzMer8Xp794hcyO5K1U5gqW4zkTD6/2uYXHzrK/9wxw89NVDnacLn7WItv7l3ha3uWUYTgFVdv4PNmzKJM+OPpcX5+1/Qp+zIYDPjKV77C/fffz6ZNm3juc5/L6Ojo9/V5GmHMJ5aa/ON8naN+yK68xWumRnjxeIX8GcSr7rzzTr74xS/yhje8gQ0bMmHDg+2D/MZN/5UDrQP8VFXn15/6UcrFXWuvWXVXee5nnsvPnvuzvKX8euof3E28cAd7erv57E+9mRv2t5DAjvE8L7lshkY/5I4jTXbPdYhTSdnRefHEKq8K/5WplcM8qL4Bs+yzvP3fkGaHauUnSXkmx48JDh48QBzPUyo1mZj0KORXQSxgBAG1ZkRlRWGk56KnMbFZQmx7GuqWZ8DG67JkvEcL3/ndTKBr/m6YvyvTrhisZM8VpzORrhOgZ+qSs1YwyFSSdAPixukMUNz0SQfr8mo0Ba1iroGetXnFQq2YKLns4pd2OkTLK8QrJ8byaUAortdPvSNUVbTR0SH4GT0jENLGxlCKj54wnEQpg24GetxOiNs5AYoCBt2T4MjrhkgSNKuLZrfQ7RZGoY1V7GDkh2DIbCLURhZKGprAQNdHMYwqulFEFSZKmqIkMUQ+MvZI4j5JMiBOXSICYiUhPht+k6ClCho6urDR1ByaViLUqhwUVR6Oi+yPbHoyh6YV2ejk2Wg7bMnl2Ow4FHQLhI4UOqAhhVzrQ5bIBEUoCCFQhYoiFBShnDI/sfzIdTShoSond1pKiRu7tNwWRxptDja6LLV9Wp2YwUASugLpq2i+ihEoOKHEDiROmGKdpYI+0Dwi3Sc2QiItItBiPBHTkyntJMFDEKASY1DI5RmrlJmp1dg0VmLTeI7NIwWmy/apbTakzBhPvwtBF/wuvtvj4aOLPHR0hQMLbeJUUjNiJtIGpc4hrMESmkixcw75ShWjPEJolxkoJs1BxHynT8uNiRMtw11CUlAiRpKAUr9OMW6RM3yUah7XKdGVNj3PIEgMYlQULURzXHRnQJxPOFzcyIPaeTygnMsxYxNSKFSSPhdrIddUa1xXnmZGGMRBShQkhAOPqLlE2FgmbDUJux3CvkvohYSJRShtQpnHkzm8MCJJesi0jUw7yKQ9nHdZY6FQQCuQt2co25PUjBHGtSpVkZ0jPBFw2FjiuFpnBZ9erKB4VWruFEaSFYZ4mkc936aeH9Cx+3haG5I6E1HE5kRh0iozWhynmhshrxtYcYLZ7qI0W3QaLZqtFl67ixz0MQcDyt0OdniqjGasKASGQmSoeHmDblGnVVSpF2GxEDNX9GmZPl/9tT3ZC54AOT+4ve1tb+Ozn/0sN910E5s3f38l148XyPnUXXP8t0/eRyphxIQLN48xuuxR8VMmrt+Iqgq6fsxcy+ML9y3gBSFlJcJVnVNaLRiaQsHU8KRkEMYoSaaXIQRcNFPmuRdMctF5I/zCvmMsDQJeHJn89fNODdXt27ePz33uc6RpmjXAvOSSHyiZ+ISlUnJjs8dHFurcUO/iqAovmajy2qnamq5PGIb85V/+JVu2bOFFL3rR2muDYJnb7/pZPr/a4WudmM2lLbzzmndy0ehFAPzhd/6QLx/5Ml/8ic/ive8AceMQwb0fYO/vvZvfvHGJas7gaeeM8fU9yyx0fC7bWOGVV27gqeeMMP/Q7RS+87/Y0rqFO5VJ/nK2zDMm68waErV1BRsefDGmuoHCtVPkr5xA2Br1ep1Dhw5x+PBhjh07huf1yOU6TE+nlAo9NLlA1T/EaGdApR1R6McIILJyxFPnwabr0Lf/NNr4JY/O9EgJ3fkM8MzflYGfhXsg7AMCKhthZEc2Rs+BkXNgZPv3DJmlQUzcDEhaQ/DT8jMWaLh8SkK0oZwCerQhGMoeMxG2tnZcyCTJml4urxCvZmAoOgGA1oGhpN0+ZX+EZa0DQlk4TK3W0EZqqNUqWq2WLdeqKPbZNaDSVOL1QrxelPn++nmE1w3x+xFuzyeKmqSsojlNdLuF5rQyYOS00YdzoayrhZYGIh1DFeNo6jiH63numdN46o6NnFs10ZMANa4j42WIVkiTOkncxk89jmoOK2aBUFfIyz5l2cYUAeJ73+YDAkUxUVUbRTERQh0O7RQPGkgFmapIqSBTBZkI0jQlTeSal2lKmqQkSeZPjOGHHCZbZ15RQVHF0EukIkkVSSpSYlJikRCTaeRIJIgUISQqKSoxCgmKTBAkiBM+uxyjMCxtR56etydPlocLTvhHPiZP7C5JrFFvz7DS2shqZ4Yk1bGNHqOlecaKc1Ryi2jEKMmw1ByBKslK7aXI9IPiFJIUJRXDIVFS0NIEI00wZJwtJxI1kVleVZyt88izYlfNcVvpAm6tXMJt5YvYndtBKlRGowaXunu4NDrCZXKJ8zQfwxlBc8bRcjNouUmEUYTIzZSIe4vQPIys7ydeOUzgJfhpAZ8SgbMV19xIhyrdUKfnRbjuAH/QJBg0SKIWyAhdMakYE1TNDVStaarGKDktS8QOZUJLJLTVhLoMWYkDenGKHpnYUS7LdyOlY67SyC3QyC3QdBZo2ssESh8ngLwHdqBiBSoFaVHWitTMKlVnFK2ygbY9SjeGXt9l0O5Br0u106bWbTPdajDWalDsdjB972SIMU05d//D2cITIOf7Nyklb3vb2/jMZz7Dt771LbZv3/59b+PxAjlHGwO+c7BB84sfYDKv8ZwX/wr19++m+spzcS48lUE5vljnhf/7SwS5ET76pmvYNJJjvu0x3/JYaHsMwoQgTrih1eMBP+AnNlR5665pio7Ovy62+If5OsKNmNrf56u/eB32sGN4kiR885vf5JZbbmHHjh08//nPp1D40WoezPshH1to8PHFBithzFWlHC+bqDJx8CFu/eY3+eVf/mWq1exCHUVd7r77FURxh0sv+SeOei7v/M472dPYw8vPeTk/s/1n+Lkv/RzvuOTtPOemS4iOr9D76jv5zKt+jb9ftnjRpdP8wQvOJ29qxEnK1/Ys84/fOcq3DzbIqzHP50ZeVj3I0qU7uW/wBa5wPDrpLHesvpEv7x+j4ia8DINno4MiWN6YJ3/tFDvOHcXQlLVePEePHuXYsWMcPXqUTqcDSMZHVUp5DztdYDw8yHiyQM3rUOzHKBJiTcWt1ojGtsH05eibfwJn5DI07VFi0GmSNQudvwtW98Lqw5lmResoa7GA3OhJwDN6zkkQVJz+niWcUkqkF58EPWtAKCBuZYBIhifZGmGqGQA6AwukVS0U6/RcrDQIiFdX17FCJ8DQEAg1GiSNxmlgCEA4DtoJ4FPLgM8JAHQaMCqXHzVclsTpEPSE+L0I340I3JjAjfDdkMBvEEZLxMkyKctIZRWhraKYDXQna72x3mK/QORWid0akVsl8qp4Xg3fr5IENfS0iKMKNBGjEKGoA1S1g4KHUFwgAOFnCbNqjBgOlBg5zA9JhUAqDPVusqu+FClCpFl+jJLNEQlCSTMgsFb9JFCUrOu4UMTJCqihpg4ntHVOiOrJLHoq0xPzLO9FIiBVTvEBCq4i8EQKDFBFHyPtYyY9nMQjn7jkY5dCnLGcJ8ALQIJCKCw8RccXAl8IXAU8IfGExFdSAjUlEoJQCEJlqJUjyPRfFANNNTB1C0u1oDtC2KoxqJeJfANFTanUPKqVDpXcMmraIvL7pDJEqCmqJtAsFVUXpEqMJEKQ8Gj9ME/+vwjSVEdIA0XqEEMaSmSYIhKBmgpiabJf38IeYzt7re3sM7cTKTp24nHRYA+Xdh/isu4eLuvsYSJsnLp9oSDNXNZvyiwiFCMDA0mQhbu9dsZunbDcOIzuQI7uZJDbSCOqUu/rLC62WJqfp9dYRhkMGFFLQ/AzQdWcxNGyc3yQRnQij3aS0k01OolBXw6T+4caRACJSHENn57VpWut0rSPsZjfy2puLkOSQ9MSgRUoa0BITxxSfZakuBW/uJFefopVp0okBeVel9lOi0vri/zWH/0uKhJrfh7lCZDz/dlb3/pW/umf/onPfe5zp2jjlEol7Ee5S1xvj2uDTrKy8Jv/6cO8+Ipfx9Adxt560Wksyp6bv8mn3/tX3PGkt3Ow4fPB117OVVtqp20rTiUfmFvlz48u0Y2zgy+vKlycaNz19SN88k1Xc9nGDFD0+30++clPcvToUa6//nquvfbaH4q9+V4WpZIv1zt8dKHO7astfvb2rxLObuIpz34OzxwpYRJx732vp9/fw2WX/gv5/A4g06n5573/zF/e85ckaYKu6nwm/0GSbzcYfOtdfOTSZ/DZkQv44xeezwsveUQYMongO3/DsW99mE/G1/Jv4pksehrjuUWePH0HL3/Sk7j83NchhCBNJYfqfe493uHhg01q+ztc20spIribhPtqOmJ7mQs3VrhotszGqpOVvrbba6Bnbm5uTelZVTRyhkNedtggDjCtHmFMLFHxWxhxxp54poJbcAiqE6SjWxETF2OMX4rtbMG2N6KqZ1EXjfysIV99H9T3Z8346g9n8xMNNfXcOuCzHSqbs1HdDHblMWlYSClJ3Xgt9+eRLFDcCiBeB4JsLQuDlU+GxE4AILVsoZhnByEyiohbLZJmMwM+J3yjuQaE4mYz841GlkC53oTIcofWA6HaCFq1glqpoJYrqOXycF5GLRYQlvWox/zxpstPvedmrtlc5c9feB6uu4A7mMf35vGDRdrePMveHKTLFLUGurJun6SOSEcR6Rgko8h4FKIRSEaHYwQhLZAJxEEWookDSAJU6aEmHmo6QMQDlKiHEnVR4y5a3EVngClcDMXFENlQlZAUnTDN4SV5/LSIJ4sZG5AWsuW0iJ8W8WWBSCkhdQdVU1HX5cJoujJkdMRQVDAmny5QlEfIJcfJJQvk0nnseAE7XVn7uAkmA3WKgTJKS62wYtRYMCoct6ocdGrsz9c4Zo8wUG0QgpKXUhukjPRTqv2Eajeh3Eko9xOUNCVUAwLNJdBcfG2wbu7iaQM8zcXXs8ci3SVUXYxUZdwbZcKdoBbUUFBoG22WnWUCw6UYSkb6FqWOwGqEKMNQrupYqFNF+tWUo9Yyh4wFEht2lS9ma7oZqw7dbodW7OOaCtKSWFqArXpUzICKHeMYAaZw0cQABR9Vzdi7CI3DbGUf57KfcznIdtoiy4WsygZbOcx2eYDtycNsD/dSivtoscyq8SKBFStYocAMEiwvxPCD09ik00zRwS5DfhxKMwS5WVbFJAf7eQ6veHSWXfI9yUhiMqaVqRjj5PUyALGM6SRd+iLAVVK6kaARmgSxg8KpNzGSLOcn0iSxEZM6AWlxQFSo01GXqbPIilhkWV0iGTKlEkjVGlLdCMpGEn2W0JpFKiZHn/307/XJvm/7fx7knO0E9g//8A+87nWve0zbeLxATr+/j2PH/4GZsV/l/W99I1eMPJsrf/XnsLaVT1v3i3/xp7SXl3jhO/83b/7ondx5pMXfvuoynn7u2Bm33Ypi9vSzUuKo7fOmD3yX11+3id96znlAVkr/0Y9+lCRJeOlLX8qmTZt+ZJ/rsdiXb7yJ2278Fvc846e5PQJHUbhS28+F4Rd5zYW/xEzt8tNes7e5l5d/8eWMB1U+dPAP2Lf8b9zRirnhupfxt6+6jHMmHsFALT8In30LLD0AV76JxlVv5ON3vhnZdrhp6XruXz4XKeHJ20d4/kVT/OTOcQqPaGXhuSGHb5kjuXeVSjOkJyRfkRHfIOKwITh3qsDOySLnTRbZOVVkx3gBRSYsLi6ysLDA/Pw88/PztFotADRFx0gLVPweG82DzFhHGdOWKIarGMOkw1gV9HMq/ZyGXxkhqW2BiQuwi9tx7E04zmYsawblTG0S0gTax4aA5+Eh+Nmfzb3myfXMYhb+qmw6OcqbssdKM6A/thsAKSVpPzoJgJonGaETbNBaUjSg5LR17M+QDSqZa/MzMUFne1/puqeAnpPAqHkaIEo6HUjOUBmkaai5HEqhgJLPo+RyKLadhcksi28c6dJKVV70pG3YxXz2nGOzqmh8ruvzTTeiYJv8zNQoPzlexdBDQtEkFE2CZJUgXiGIl/GjZYJomTA6tWJM1yro2gSKHEPGI8RujaBXwWuXGDRK9FYtAvf0ShjLjCnmXIqOS9EakDMGOHofW+li0kVPO+hJGy1uo4YtlKCFOIPIIaoJTi0LedoVUI2MzomDrLeaW0f2VxDDnmJSz5OaEyRqlViWiGWRJM4ThQ5xoCK9gNT311XwDFtHyOw3a5kWx4sVjldGOF6pcrxY4VihxPFcAV/NfntVpkwFARuigNk4ZlZKZiRMoTEidGJh0gxUGoFKy03p9kMGboTvxQR+RCIDpOqB2kU1OmjaAENJUMhaU/Q1j6beYcVewaVJ3ouo9FRqHYORjoETZPsRaintQkI7H9POJ3hlDXt8lK25Kaa6BbyjHq3jAfWezqo5zmJxkmWzNGw3ASN5nU1lmLRdKqKJHa2geAuYygDfMll2qizaI8xZU8xZG/CVLFdmimW2igNsSfeyhf1s4EhWhXTy4AeG6s+pRJMqeqpjJhpmpGAFCaYbYrs+5sDDCEK00w8hUA2kWcDTR5hPRlnwR+kNJsGvkZdVqkqFkl5BFdmNySDq0EnbuLpPYKZ0U8FyoBJEeYiL6KmxVpG4vuLthCmmgl1SUAspiR0S6AN6okFLLNOQSwy0AR99w4fOsKM/nP0/D3J+FPZ4gZxm81buve/nGR9/Hvf+hQ+Kys/97XtOWy/0XP72F1/LlT/9Yq5+8Svwo4S3/fM9fHPvCn/2sot4wcXTZ9h6Zosdj+f/1a1srDn805uuwtRU5ubm+PjHP06hUOBVr3rV48JOPZrFccx73vMetm3bxgte8AKOeAEfeOgzfK1jcERswVQET6kUeM5oiWfVSmvl6H99z1/zjw/9I/9w9A9Y7c/zKzveg80M//3aX+H5256JIob5LkkEt/wF3PinUNsGP/Ne9hmCm+56NZt0D3vi1Vy78/foeDGfv2+BL9y3wHePtDA0haftGOX5F01x/XljOI8og49WXAZ3LjG4dxXZDfFMhQcLKl+OfW5oD0jJurBvHc2zc2oIfCaLnDtZIKdkwGd+fj4DP3Pz9AeZqJ9AQUtyFIKESdlgY26JKfs4FXkcJ1hFyKylpG+puLaCa6u4jkFSnkDWtqPXdmI7G7HtWWxrFsuaOTMD5HegdeTU0Tyc+c7xrF/NCcuPQ3nDyVGazcJfxakMBD1WJiiVpL0wC4OtqwZbY4Q6wSkgKAuHmajlrBxeLZtry1rZRCkYiMcSVzhtP1LSfp+k1SJpt7Mu4L0+ab9H0uuT9rN5OhiQej6p57Gw2GSl3mFLQcWMQ6TnkZ4owf0BTaqSpAxJVZJUJEmVoZcklexxuV4wPM40gtS2gtpW0NoqakdD66poHQ21p6HEaia+pygIJfMMw1KoKkJVQAwbUZICKYIEEh8RexB72TyNQEjEsBWETARpDGmokIQKaSSyENYJU0CoWRhMaCpoKsqwF5TQDdB00AyEpmfLQsn2R1Gy3llJgkwSSBLSOKZh2hwrljhcHuFIscqxYpWF0gjLpRqJUCCVaEFEtd2i0m5R7Xao9HuM+j6jaURZEVmow7IJdBNPNegrBm10mqmCF4do6YCSOqCmDFCEJEgNPMokSglUB1WP0JImmreE6q2gum2MgYsVZCG3FEkvl1AvBrSKIc3h8M0URSrYfg6jP4bijiKjMWLGcRmlG+dJZPbd2bpguqAxYiTYURfda2DEPWROp1kosporslqsUi9WSBQVDcm5tuACJ+I8s8852grj6SGiYJEwWCWKmkRxhzjuk6YB66sNT5pAkQqaVDFigRGkWH6E6fpYXogZSowoxYhADzNACJCmGu14C43kAtxkC0JO4ygTWGoWYo/TiG5Upx2u0JVdfDuhq0NLWvhxARkXMKMidnKyyjZWQCoCFVCSkxV4pq3xxnefWbvuh7EnQM5jsMczXLW0/AUefPAdKHuu5O6b+/zC+z5CvnJqIun9X/syX/vAe3njX3+Q4kiWqxMlKb/xyfv59D3zvOZJG/nvP3Ueln5qKOB40+WNH7mTnh/xuV++jtGCycGDB/nEJz7BxMQEr3zlKx9zyO5Haffeey+f/exneetb38rY2BiLi5/ioT2/zo4d7yStvYwv1zv8+2qHOzoDBHB1Oc8zqzYf/fbL+Ql5LW+455ms3PgnfPbXXstK+WZuW7qNbeVtvHbXa3lO9ULMT/9ClsNy3Tvgqb/Bdxe+xsG9v0pRhe3n/h+2T//0afu00Pb4992LfOH+Re473sbWVZ5x3hjP2jXBU3eMUrJPMjwylYTHe3j3r+LurpN2Q0TBwJ3Nc7CoclsSsnulz57FLm6Y3QGXHZ3tY3m2jeXZNlZg+1iemaICboeVlRWWl5dZmF+iXl8lGYINVRoYoc542mdSNpiwWozZS5SYwwpXUYZ314mq4FoKrjMEQLZKVBpDVjZjlLZgW7MZALI3YNkzmMZYdlFcb0mcJT13jmdM0CnjaKb3s75DuGZlgKc4fRL8nABAJx53at87JyiVpP0wAzztgKTtE7cDkuFy3PaR/rr3VQVqyczCYSdAUDkLiWVzE6GfPST2WO3gap/n/MXNvPaajfz2c3cipeTf6x1+d/887SDkVyfKvL6aw4hCZBQhowjiGBlFBD2P1nyP9kKX9lKf7qqL1w2HAEPiFHQKJQO7oOHkdey8hpVTsR0NRZXEckBIm1BpEiptQtEmVNtEaptQ7RKpPdbXKquJhR4V0MMCepTHCPLoQS4bnoPmGzBoQ38F2VtF9uswaEKaZE05E43EF8S+IA0FSaohDBvFNIeARSUTMD7ZNFOQIJM4+8xxhIwTZJwik6yvWZoISCEUOit2mbZVoGPk6BkO3aE/03Jft0mVH/73+16mkTCu9JlUOkwpXaqKB0ArtVlIiyykRZbTAjECIVI0BUyRYhFjJD566GKEbtY+QkZZ0rWeNdtNjBjPCHCdPpHZJjIb+EYdmeZJgzGScJQ0GINwjDQcIU1OtjHIaSEVJaAoPXLSQxZ1/JJDp5CnUazQzGXXHwfJBXmLyypFLi3muKToMGXqw7B7gOfN0R88jDs4hOcfx/cXCMNVoqg1BEM+j1bfr6QMxSsTjGDYAiRW0VMNESroroUxGCXxNhEkW4nlJhQxjRhKE7hxl3a4SjtcoROu0k0aBEZMaJboKzViqmhpkUJQxEhNXvSFX0MKGD14J+oTOjn/+fZ4ghyZSh74xO+yMv4J9n9uK5c/8xe5/HkvPGWdj/3WO8iVK7zwN/7Hqa+Vko/dfow//OJDjOQM3vK0rVy3fRTHUPnG3hX+9Mt7KVgaH3ztFewYL7Bv3z7+5V/+hS1btvCyl70M41EE3h4vk1Lyvve9j1KpxM/93M/R7e7mrrtfxsT4z3DuuX9ySnhxNYzWAM/tc18lV/8bPnDgnRwarBBeMM5rXvdChBDcu3Iv79/9fm6au4lKKnmJDy//yT9nfNsz+eb+f6B/9I+JhMWTL/8Eo6UzC0Cut2MNly/uXuBL9y/y4EIXTRFcsanK9eeNcf1542weOZkYJ1NJeLSL92ADf0+DuOGDpmBtK2OeU6E+YrLXCziwOmD/Sp8DK30OrvYJTuRLmRrbxvJsH8uzfTzPpqrDiBGiBj2a9VUWF5ZYWlqi2zuZ9KpKAzUyqCY+o7LLuN5h3GpR0+fJJXOYUXtt3VjTMgbIlHiWgm+r+LaJLM0gqluwcpux7Jl1LNA0mnaGEu80gf4KdBegOzf08xn46S5ko7dwKhukmuuA0BSU1gOi6ZNA6HuI3qV+nAGelj8EPkNANFxOeuEp52slr68BnjVGqGSilgy0komSNxCP0u1dSsmrP3gHx5ouN/zqU2inKb++7zg3NLr8ZK3IH22fZqOdMWVRkLB6vMfKkS4rRzPfWc0umIalMrqxyOiGArXpHNXJHJXJHLrxw13E0zQiCFbwgwUCfwHfX8APht5fwPfmSNKTHdpFKjHDFCtIMTwFtQliSSKXddRkE/b4BThbdmKdcw7mjh1o4+NnDPNHacTSYIn5/jwr7gor7grL/VWONnscawQMmgZqr4AWltCiInqcR0tsDCkwJOhSYACGTLBI0aVEIUElQZMJGgmqTNaUpU8MISWKjFHSGCUJUNMINQ5RkwhlONQ4QktCjCjEiAOUJESNfdTYQ009lDhASbM+S4Gm4Bo6A0PF1xU8XaHvWPSrFcJiBZkroWqZ+GpXhjRkzKIKK0IjUE1iYSBTE6SBTExITUgNZGogpQGc+XjWSLCIMGSIngaoaghaQKKFhEpMJCSRUIhTkzQuIsMKkIEGhYQCLnktRC3pJGUbr+jQLhZwrexGtSgTdpoql5TyXDla5cJSfg34PNKklERRC8+fx3OPMHAP4XtH8f0FgnCFKGwSJ31OA0JniEOpcZY7pEYWWm8Dem8WvT+J4U6iBVOoMrtpT2WMF6/QCes0gibtsE4nqhMGDX7lU1/JNt/rIZ4AOf/59niCHHd3ncY/7Wbup95Fv9Pj2Fd38YZ3/31GOwPLhw7wsd96Bz/z67/L1suuOuM2Dq72+cuv7+fz9y2syesrAn7ivHH+10supOwYHD58mI997GNs376dl7zkJWjaY1ck/lHakSNH+PCHP8xrXvMaZmZK3PHdF2Aao1x66SfOnmQLvPKLb8Cfa/Krc2/h1U+p4us6m22DZ42UeHa1yBX3/Q1zt/4f/nn2PD6rhXiJzzXVCZ5rHcAVZZ573ZfJmd+f5g9kDM839q7w9T3L3HqwQRinbBnJcf15YzxlxyhXbKquMWhSSuJVD39vE29Pg/BoF1JQSwbmljLmlhLmlhKUTebbHvuX+2vA58BKj/0r/TXmRxEwVbbZPJJjUy3HbElnzIjI44Hfo7FaZ2V5lXa3RZKcED4TqKmNFSqMpD1q9KkqXUatLhVjlTzzmNFJBgggNHU8U2TDUghMhdDJQXEKUd6EUdiMZU9jWSeHoZ+lFUSawGA1Az/dhSEAmj8JiLrz0F2EdF1+gWqcCoSKU5ki9HpmyBl5VCAk45SkG66BoDVA1MkYobh9anI0AtSCkQGf4tAPQZBaNPnyYou3f+FBPvTay1kt6/zegXlMRfAnW6e5MlDXwMzK0S7NhQFSgqorjM7mGdtYZGxTkbGNBcpjzg8UWnvMFodZxd3yA7BwbyY3sLQbYo9YFQwK4/RTg27PwyUlzOuk0w5JRRLpA9aHNTStgGVOYZgTREqBTqrRiCRzns/DvTYPd1fpNm0Kve3kB7MUghrFsEQxtiilCsVUoJ0hHTYhJVGycnSUFKFKhCpBlVmpuiKGHdRBIQM9YliKrop0WJaeZvk9SUYmykSQJlnoLE1VUqmTSJ1EGshHdpA9xVJSJSEVMUlWFoWSBqiJjxW72JGLHfSw3A4i7dLPQ7OaozFSITIMtCii1mgwsrpKtV6n0G2QigRfB8+AvqXQtVXqOYNGzqCRt2jkLNq2TU938FSHmBwycZCxA0kO4mw5TWwkp990CiSqEqOIBKQklYJEqkg0TqANxUgxSgpKSSMuW3hFh0jPwJEZB4xEXWZUn205wWWjZS4dHWMyN07ReHS9KikTgmCFIFgcAulFPG8B3zuK588TBMskSe/U/ZWAlENx6eH+RTnM3gxmdxN6dxajP4PlTqClWVw2DdtseHfGrqfdLsqPuLr3CZDzGOzxAjkylSy/527UgoH2Yo+77/lZjn1rkqf+zLvZcmnWlfU//ubPOfbAfbzprz+E8ijlsQArPZ/9y33absSTttao5rJ/mqWlJT70oQ8xMzPDK1/5yh8bwAH41Kc+xfz8PL/0S2/hvvteR3+wnyuv+CyWNXXW13xl7x7+620v5x2Lr+TJN9/P1Cf+jm+HKV+pd7ih3mU1iqmGbZ5pDHj2rmu4tKDy0Tv/G+cGX2MuVPinTpVnbPopfnrrT3PR6EUnc3e+T3PDmFv21/n6nhW+sW+F1V6AoSpctrHCtdtqXLNthAunS2jDHmCpHxMc6RIcbBMc6hAt9DMV+YKBuaGAsbGIsaGAMV1A6Fl5+kov4HB9wJH6gCMNd+iz4Q+7HKuKYLpss2kkx8aKzVROUlYC7NQFv0en1aS+WqfXP1lqqgodLXVQAp1i4lORAyp0qKodalaLkr5IjiXMuHVKU8JYUwlMBc+AwFTxTYXQNkkLY4jiLGp5M2ZhyzoQNIVpjg+1XM5gaXoqEDqFGVqAznC+HggpOhQn14XGJqEwmeUNFSYgPwGF8bOLJZ6oEOsEJN0w86fMQ5JugPQTXCSvpM8WRSW5dIRbayrPXEl4/b6ApBXhJSm+FNijFsXZArUtJca2lKhO5VDP0PvtR2ZuMwMwyw9kfumBDOCc+J5q25Bj5+P3HHr3r9C6eR+pl2DuPI/C055G/ilPwdq1CzG8+MVJyKHm3Rxu3M1880GavcMk0TK26FFWU6qqgq2eBMNSCmK3kpXKu1UCr8LAK+H6BfzAIQx1NM1FszpoZh/d8jEsH9OMMIwYTY/QVR9N8VAVHyEiFCVGiHhY/p6ASDlrS/THaDJVSWMNQgsZWBA6pL6NDB3SyCINHZLIIY4c3LiKm5QI4zxJ7EBsoMYqWnLqhV8iCY0Osdkg0TtE2oBUkQgJhSChNvCotduMrSzjdOqogy6cpSN5rICvK7imQt9S6A87jndy0MjpLOVzrOZsWo5Fz7DwVYc0HQKjxIE4B0kB0hxpbJOmBo+kViQpWCpp3oCiBkWdtKiT2Nn1QEkS8m6LfLBMPl6mLFtMOgEz5RJTlUkmCuOMOWOMOWOM2qM4+tm7gidJkIGgYHHIKmZzf3AU3z2KH62SPiJpWkklIgU1qKK5s9itMS5+6/uzp7tdxBMg5z/fHi+Q496/SvOf9jL6loswNxa5f/dbWTx6C737ns9LfvuPWTrwMB//7f/C9W94Cxc/67k/0Hv0ej3e//73k8vleN3rXodpnp0tebzNdV3+7M/+jKc//emMj9/E8bkPc8nFH6VSOTNDBfC5e+d559fejVr7Jh++4afY8msvwLl8WHkV9En/9TXcXV/ly0/6A74iJtjvBlzAA/xq+kfUlWl27XoP357/Jl84+AUWB4uM2WM8fcPTuX7D9Vw+cTm6op/1vR/NpJQ8vNzn1gN1vn2wzm2HmvSDmIKpcdWWGldtrnLZpgrnT5XW1FxTLyY43CE81iU42iOa6yGjFFSBPpnD3FDE2FjAmC2iVsxT7rLSVLLc84cAyOVIY8Dh+oDjTZfjTZdBePKClDc1Zio2s2WTaTtmRAuxUxctdoncHu1Wi37/5B2YIlRM1UFNbZRAI+f7lOSAEn2KokNBqVOyVinqyzg0MdOTva8gqwYLjIwFCgyF0NRIchVkfgxRnEYpbUQrbcXMbcCyJjHNSXS9cva7yDTNxNHWg59TQmPz0F/ORNTWm5FfB3yG/gQIyo9mekK5sSxEpp4E+v4gorXk0prr8de3H+YrrS7J1WNYusov3O/yjC7kdAUjlSiPvHgJUBw9C5EVDNS8jpI3UAsnvLH2nOJoWRLw2Q+q7PM1Dpw6lh/KvgvIcqHGd8H4+TBxAXJ0F/39Lbpf/jq9b34L6XnYF11E8bnPpfDMn0SfyNqDLA9WufHondw2fw97mg+y5O8nJguricih0LyU2dbFTLuTjIcOOakgNBc3X4fCKk55hXJlmXJpFdNqIkQfyRmqtU75PBlm0eIsv0OPYvRYDkX1JGrKUIQvE9lThIGqmCiqhVBMhGKAqiFUAxQDqWiZMrSikQqFRKhD3geSNCVJEmKZEMuYWMYk63ySyRkiiZEiyRSwlRShDoGVmiLUBLSUODWoB7M0gg20g2l6/hh+UCP2i8ggh+ULcmEPM2mjijaJ3iFVszYoapRDjwrkYo1KElJKuthpGztuY8YdjLCDGXRRvR7qoE/qC+JAJQkFxOI0LkwCgabgGxkw6loajZxBPWfSKCi0cynNnEYrr9G1TAZqnjQtION8NqISMi6SJjlSkSMtWMiijizopHkdmddhGLpV/Qir38d265jBEmpykJR9YLWpGRVGzBFGnTEm8uNMVSaYLE4wao8y7owz4oyc9Vwax701JijwF/H7h/C7+/G943jxKpHb4+nPP5Kt/IQY4I/HHi+QEzd9vAfrFJ48M3yf+/nunS/k8FenecFb/pGvvv+viXyfV//P93xPFueM249jPvShD9Hr9XjTm970n15F9Ui77bbbuOGGG3jVq3Zx+Mivs33777Bh9vVnXFdKyV994wB//tV9bNn2bi7szfLrjS1M/dHvZSv0V+GfXgr1A/CKj8OWpwLwiQc/Rm7pj5gTW3kXv0ckTK4o5XhmrcAGDrFn+Wa+cewbLAwWKBpFnjrzVJ4882SunryainX2Lu5xFNFrrDJoNum3GgzaLfxBn8AdELoe7mDAwYHCvjDPwbTMcVkiFiqaTJhMmsymDWbTFhtFh5yaIlQVRVERKRCBEgnUSEWNVDTFQNctrFIeu1bGGSuTm6qRmxnBqZax8nkM+2S1gpSSthtxvOVyvOkx13I53nKZa3kcb2Y+WBeuKTs6MyWDGUcyZkaUlBAr9SDoE7o9+t0Oybpya9t0sPQchuKgphZaKHCCHqbbxYm75EWLvL5KXl+ioNVxlDZ22kd9RJVHrApCQxDoCqGhk1h5EisDQ0phGr26Gb28FaN8DmZ+M5pWODsQkjIrce4vZ0qxvWXoL0FvafhYNpf9JURwKqUuEURKEZ8yg6hIPyzhpSVuM7byJ8nVRNuL/ORUyu9UNTZsnsGojIOeUesyTkn6IWkvIumFpP3MJ/2T87QfkfTDUxOmAUhQzT661UDTG2jqChrLqOkSSryEEiwi0gx4SKEh8xuQ5c1QOxcmLoDJCxBj2xGaTrS6TPuTn6LzyX8jXlnB3LGD4nOfi/WsZ3FId7jp6D3cs3w/h3oP0YoPkKiZhIESOxSDUcruDOXm+ZTcGUbDHCOpSoqkawaI0iq18YfZPHsHVm6OSITrv7wsCTVI0MMUPU4zVWIJUlVJdJPY1Al1QaAlROtVpBGYShFLH8E0xrHMKSxnFsvZmOWGOTNoWulx1epa+yWSBM/zcF33lDEYDPC8Dp7XxPfbBEGbMOwQRT0UxUfVA0JDo20VaJslWnqZtqwSDcpYbUGl16fiNrESd/h1GahJDiPIY3oV9LiAkCfO5Smm3sfUu5hKC1M2saMGubhFLumg+D2k2yd2A0JPJQ4UZCgw4hQ9TjCTBDU99bIsgchUGNg63ZxJK69TdzRWHEHdiWnnoJHXads5+mqJOC0Ra9MkxhSJPUrqFElzNtjDm4BEIgYRaj/E6LtYbhc9WCFljshcRehthNZF0XoUdY1RY4RRawiEypPMVKaYyE2sMUNnYoXSXgelWM4WngA5Px57PHNykjhGXRc+uuvun2Pp8APUb7uO+rGjvPR3/5gN51/0A237S1/6EnfffTc///M/z9TU2cNB/1n2vve9j2JRZ2r63YyNPpudO//PGU9oQZzwW5/ezafvnueXr1D5SP+/8Xu3X8oL//gv0CqVjLr/8HNhUIdXfRIms+/n1mP/zuLeX0HVCjznum/SI8dXG12+Uu9wU7OHl0q2OyY/WSuyXVtkpfkdbpz7Jvtb+xEIdtZ28qTxq7lQbKXa0WkeP0ZzYY7W0gLdlRWkXJfDYJpY+QKm7WA6OQzHwbQddMtC1TSkqnM8sjgUWOwb6Dzc1+gMuw+P6xEbzZANhs8G3WNaddFjj9DzCAcuQd8ldF1C3yWMzlwFIYSCaTlY+QJWsYBVKGDl8lj5/NAXsAtFnFIZu1jG121WQp2FbsDxpst822ex47HU8Vloe2sNDbNtS2Zygg1OwpiZUNJCbBmgxh6JP8Af9Fh/OrAtm3yugG3kMVQHQ9ho0sKMAmyvh+q10IIVjHQeSyziaI0MCIkeduphpOFpd7CJApGmEqo6oWoTihyhUiYSZSJlhECOESZjBMkIkcwT4RBKmyC2CfysGWjgxaSxRCPAVjvZe6odKrk+BbtP0eqRN3pYos2nizv5vaVnI/yEvyn/Fc9pffvUHdJzWdm8VTo5jHymJ6RmjANCyRKvIw/CAdLvId0OuC2E34SgNaywyixVcqTqJDFjJOkYUTxGHE8Qp9PEchz43mHlRCYcN1fY6xxmr3WEh+0jHDUXSEWKkeps82fY4c2y3Z0lDifZE5sMvAKzvklRKvhKTFiepzJzJ5s23YJuDtD9MoY7iu5V0YP1YxQ9riLQhyXp6kmvKCcr9tYzkFpA7LSI7AaR2SA26kRGg1BbJVJWCcUqUpwMZyjCxlQnMI2JjPWzJ7Fz01j2FKY1gWVOPrpC+ONkUkqCIGAwGDAYDOj3+2vzE8v9fp+G12NJhvR1lURoKLHE9mMKAw89TUgR9KwCA6OAqhjYUqUQQiEA01dRPQvp50GevKkVIkY3Gph6K9NBkn20cEDsdQn9DpHXJvITlAiMOMaKEgoywEkirDhGj1JECMSPDGtBbKt4jkbHUVi1VeqOwnIBjtRqHJ3YTKM8i5ubJrHGSewKqEO2JkoQ/RilF2W+H6H0Q4zERVEHCK2DNJqkRhNF6yK0LkLvktNiamaBcXuc8dwY0+UpZo0yL7r0Ndl2nwA5Px57vEDOwbvu4MaPfoCnvfZNbLkky8F5+OjXOH7wFzjw+Q20ck8jftJLKdo6G2sOu6ZKbB3NPaY7nd27d/OpT32K5z3veVx+IrzzY7SVlRXe+973ctHFu5maCrn8sn9FVU8vX2+7IW/+6F3ce6zN/37JBez7zl/xafPrfL74G4y99KWZ1stHfjrL3Xj9v2dqvsDexoPc+t0XMa6rPO1JXyHvzJ6yXTdJuanZ48v1Dl9vdlkNY2xF4TpL5ZLVfWgHbmdw6BDaipv1t0ESFjXs8REmZjazfcuFjE5uIF+tka/UMGz7+7rjlFJyvOlx59Em98912D3f4cGFDn6UIgRsHslx4XSJC2bKXDBd4pyJAiVbR6Ypfq9P/1gdd65Of6GBt9zCbbTxB32i1CeQPrEWESkhoQwII5fAHxA9olkeQmAXiuRKZZzhyJXLOKUKaq6Arzp0hUUrtViONZa6EQsdj8WOz+KwdQhkyZB5ETKTh3EzoaLHFESAkfookUvsD0jXMUGGYVAulymVSpTLZQr5Ijm7gGPmMPUcWqKSdFdJO/PIwUEIjqFEi6jRKlrUQEu66PEAPfGGIY8U9cwpDwAkikaiWqRaDqnaCD2HYuRQLAfVtBCalYV9FJV+nHBnd8By10fUQ67aWmNjUcv6hQW9zIduFhqLfUjCoSpxmInm/SCmaKAMdWQULcs5UnVQVKTQkcLOcksSjSTRiCOF1JOICJqKwgNOxINOyB7bZ6/p0VczNmVTaHFu4LBdGmxRFEbMhN1yhBv7O1hcuphdgwIbEpVYiWDsANs23cNMxcOWk5jMYLIRU92Iohez/Vo7eB95MK97UD5ilUdOEomM0myECenQZ48lpGFMTJtQWSHS60RWg9hqEFlNYqtJZDVJzFPbaSiJg5GMoDOKqYxh6hOY5iSWM4VdmMYuTWOUyj8SKYEfxE4Aon6/T6/Xo9/v0+12mV9Z4VijRbvfJ3Vd9NBHAKGqsVIos1ysslyssporUU4DNrptJt0uI65LyYtwPAXNtZBuidgvgzwZ+lS1AZbRQtc6qPSRSZ/Q6+G5A1x/gJQuShqTj0KqiUcl9SjIgLyMMNPsfyr21Gz4WTuPtc+DJDYVOo7OgYkJHty4iYNTsyyMTVKvTjPIjWZAFxChi+L1EYMQpZdCV0F0FUS8TguLGE11UbUe6C0MFvnW//w7QFJdbjwBcn4c9niBnMbccb7ygfeyuGc3cWWKJaVMrjPHk150D/2Gw513P4W7t7+AlhvRHGSU8Uje4BnnjvHcC6d48rYRlDNUb3Q6Hd773veyfft2XvziF/+n0L/fy77+9a9x2203cs21X+bqqz6DbZ/eBf7Qap83fuROWm7I+19zOee1Ql5+x2vY0lF4z3/7D0TkwkdfBKt74HVfyih8YGmwxIe+9Rwut7pceNE/MjFy7aPuS3t5iVu/fQsP33k7ycF9CJnSdwrUZ7ZQ3LqD2pQN5RaHew9wz+o9dIIOmtDYWdvJZeOXcdHYReyq7WLcOXOp7WO1OEk5uDpg93yH3XNt7p/v8NBCdy20NFmy2DFe4JyJAucM/bax/Fo1V+pGREsu0fKAaGlAtOQSr7qkbsbKxDIizsVE+ZjIigh0nwAPPx7g+T3cbhu33cbtZIDpkWYNAVGuUiVXrqAXSsRGAVez6QqHZmqwmlgse5LlXshKL6AxCJBSYhGTFwFFNWTMTKjqMQURYsoMCJGcZI4UVaVYLFEplyiVShSLxdOGPQSVaRoTRnXC/jGi7mEid55ksEA8WCL16ki/ifTbEPTQErmW86GmAhUdDQ1VaiipQivNsZzYqEKi9mJ0RbBjbNgUU3MyMKTboJmg2VnISrOyBOf1jI5VzryeA8POQmnREBiFLkSDk0ApHGRsTxIhkwjX9+m5Pr2BR9/zcD0f1w/pBgmDQQ8ZzNHV2jxcUnigalAfCgUWhc42LccmTWNSxIwpA3KOj2KEHOps4o6lS7h76VJmehWujlTKsYo9nnLZT1Q594pzMK0f7YXkR2EykaR+jPRjUj8h9bJ57HoE/hJ+sEQYLREkywTpMiGrREqDSK+TGN1TtqVEDnpQQ09qGOkohjKGoY5jmROY9hR2fhq9UEDJ6VkeVU5/9Hypx8F83+fo0aMcPnyY43NzrKysrt2YRIZFO1dgMV/iWGmUhcrImn6QnkTUwi5TbosJt82o26PmhxR8gembpH6ZyK2Shut/4xTN6KDrLRSlQ5r2iKIBcTgg8lxSv4cTdCkmIcXEoywDCoSZUrQiEBLUWCKCFAJIPGUNDEWqyvHxKQ5PzbB/ZgMHpzdwdHKaemUEOdxnw++ieysQtkmDPgxClJ4EPw9xmSTOo4qYg3/y4h/59/wEyHkM9niBnM/cdow//OxuKoNDXJgcZ0J2qU3NcOEzInrBJ9j94S287Hf+nKkd59HxIu473ubWg3W+8sASRxouG6oOr3nSRl562SwlJ6MRpZR87GMfY2Vlhbe+9a0/FrG/R5qUkj//8z/Acfbz8pe/hWr1dBBy64E6b/nYXYwWTD742ivYWLK5/U8+wZs2vYs/O/c3eeZlL4WPvyQT+XvN52AmY6d6YY/f/+pP8xz7GFOb3sF5W952xn3w+j323XoTD974NZYO7kfVNGbPv4itl13F+K4LecgscGOrz82tHnsHPhKYNHWuKtps1xtowV7mW7u5a+UuVtysX0/NqrFrZBc7azvZVdvFrtouRp3vv0x9vcVJyoHVPvuWejy83GPfUo99yz2ON7NcDUXAxlqOc8YL7JjIRAU3j+TYPJIjZ2Z338kgIq57xKsu0apHvJrN4+a6FguKyJSEazZazUKUNEIzJNR8AunhDjq47TaDdotBq8mg02LQatFvN4kfofirGWbGCJUrQ1aoRGLlCfQ8fdWmjU0zNVgMdFYGIcsdn4HrYcmAnAjIi5C8CMiJiJIW4RBiyFP78whVw7Rz5PIFCsUi5XKJkUqZ0Wp5DRjZ69i1NTAUrGRlsOEKYbBKGDW5x9X5m+7lHEzHeLbyLTbN3cM/7H4Fv3nFu9leOXzyc2klNK2IphXWjTyaOvRaAVUroChG1jlcMQGDINXo+QptT9ByBU03oTUIaA4CWm5Iyw1oD0JaXkCaJphqiK4GWE4LI1dHkUfpJEss6hGJEOjARstkg5kwq7lsNBIqaqZMHEUmUlZYCS/krsbl3D4/znJPcLVqco2vo7oJmy8a4ZJnbmRya+mHOjYfq8k0JfQ9AndA4LoEgz6B6xKeWHYHJ8cgYxyTKFobcRQOfUQaRyRJQprEpHHmkyRZa22QHRwCRZUYhRQjH6Pnosw7EXouQs+FaE6IZsen7Gfia8SuQdw3SVwL6TlIP4+Ii6hJGVWpolsFjLyDUXAwSzn0vINhWehmNjTTRDdNdMtCN4betH6gHEopJe12m7m5Oebn55mbm2NxcZEkSVAUBbtUJi0U6Vo5lqwcR6w8y6pBUzNI10ks5AKPYtClEjQZ9zpMBR4TUUglkFiBRuzlCd0SsVtFpieThYUSopkthNoB0SVNu8i4j/R76O0OTrdF3vVwgoh8FFBQQryCQZAzEGqKKSKsKEYPY9RQEsQ6h4uzHKrNcmximiOTMxyZmmF+dGJtf/P9LtX2Mvn+ErrX4N/f/ruoP8B392j2BMh5DPZ4gZxjNx5H+Y8jkNPIXThK+XlbEaogCOvceuu1tB86B29+K6/8oz9b082B7J/h7mNt/vE7R/j33YtoisLLr5jlrU/bytyBh/j85z/Pq171KrZt2/Yj29cfxnbv/iSf+tQDPOtZVa6++m30Gj79lk+/HTBohdx1oM5ND9eZKdtZ/6i8QXq4ya3LN/GN2i185Oc+SOXm/4544F/h1Z+BTdcBEKcxv/G113K9cjuV2lO4+uIPnsKsSClZ2LeHu//j8xy88zbSNGXzJZez88lPZ9NFl2E6Zy6NbEcxd3QG3NYecFunz/09l1hCWVO5uOCw4/9j77zj5Kjr//+csr1f7yWXS++hhBZ6lQ4KiHxBUUT0p4LYG2IXRcVGUUApUqQoTSECBhJaSO/J3eV629vepv/+2MsVUgghMSTu8/H4PD4zuzM7n53dnX3N+/MujixBsx0t28K22AbWhdcRVfKOnWWuMqaVTGNyaDLNoWaag83U+euQd1Zn6j2QVnQ29+eFz8YxAiicGnUKLfc7mFDipbHUw4Rh4dNY4qG2yI1NErEMa7Sw5lAWfWi4j+QwIrl8pNcwkt+OVOxELnLli2sOVx2XQ050WSeTiI2InkwsSioWzffR0fVsYvw0A4KA2x/AMyyG7P4AgtuP7vCh2jykJTcJwUXEcjCUM4knU6STSbRcGkvN4ELFI6i4BS3fo46rHG0iYEgOsDkRbC5EuwvZ4cLmcuNweVA8Xl5y2lmNSb0kc4XPT4Moc9NT66gO2vjscR4EK45gRjGMKIYexTRSmEYKy0yBlQIrg2CmEEgjCxlkIYMovPdLY8qAdlWkXZVoV0TaVZHc8BRBuWxSL5k02p3UuYOETBeZlEA6bUdR3Hg8dVRWTCNUMYsVUQ9PrOhlfW+CEq+d8yqLqd6WIzuYo2FWCQvOm0Bx9e59WAzLok/R6MipdGRVIppO0jBI6Wa+VzSURAwtHkNMJ7CnEjjSSRzpBO5MCmc2jU3NIeeyiEoWQcmNFyFjECUZhzvvx+bweHC43cgOJ7LNjmSzIdtsSDYbkjyml2UEUUSSZURJQpRkRFlCQMA0zXz+GNPEMo18TTPTzJfxGO63P2ZaCiZxTCGGSQzLimGJcSwxgSUnEexJBNt4AW/kZLS0HS1lQ03JKCkRLW1DS8moaRtaWsYydrQA2ZyuvG+cx4Nj2E/O4Rn2l/N4Rx4beXzMNmN9NHVdp7+/n+7ubnp7e+nt7WVgYADTNBEEgeLiYioqK3EVl5Bxe+m3OdimGmzLKnRqGmFk0vJoRK1kGviyGXy5NCEtTpWRplZXqDJNAqqKlLHQMnbUjActE0DP+Rmb3FC0pZDsw0KIBKIRR1bj2JNx3IMRvOEYblXFQiDtsBH1uVB8Eg67ht9S8BoqkgV9/irag3W0B6vpCFXSVVyBYnew8sOnvdtP5z1TEDl7wP4SOcmXXyP+5H/wnvYRUq/24JxaRPFlUxBkkdVrriMe3cibv3Nx+meuZ8YJp+z0NQaSOR54vYN7lrRh6QoXOdcyedIkLvvIxftsnO+HRGItD939R5K9M2muns9ge5JcetTR0JQEkqaB12kj5LGBIKBmdJS0Ns4VQEIhEJIonlhNaZ2P0jofj4TvpjR5O9XeShYueA5ZzptnTcNg8xtLePuZJ+nbuplQVQ2zTzmDKcccjye46wiqXZE2DJbHM7wZT7MymWFlMsOgmr8rrHLYmO11MdGewqFtI5vdSmdsI1tiWwhnwwDYRTsTghOYGJxIc6iZCYEJNPgbqPZV73UI+3ZiGZW2cHqktYbTtA3ml7Na3i9GEgXqityjoifkorbITV2Rm5qQG5ddGi2vEM6hR94hgKI5zPTYTMbCcIFNx2ihze1lFkIOJJ8DQRIwdH1kSiwVjZCORYYtQ9F8H4uQjsVIxyIYmjbufY21DnkCIdyBIKLHDy4fptOHaveQk10kdYF4OkMqmSSbSaFkMxhKBrQckqFgMxUUm8Tq2mbWVzXg0FSOaF1PXX8vOcvGJr2UTWYZU6V+QCBrySjIKNZwQ0aQJByyjEMWscsiHoeM3ynjd9nwO20EXAIBp4XPYeF3mvgcJiEXBN0mAQe4bAbdmUFWR1pYM7SF1ZGtdKX7AQjZfExUvFS0pCgZclAUnE6utIGBVAbTNLHZbFRXV1NbW0ttbS1llVW82ZHiseVdvLhxAMuCk6eWceGMKmzr4mx4tZfKiQGOvnAiFRN2brnpzKm8EU2yYiDMxr4BesNh7OkE3kwKTyZJIJfGn0niyaRwZpLYs+NTBliCgOX2Ynj9aF4/OZeHnN1J1uYgZXeQkh0kZDspuxNlXHOgyzYckkiZ3UaF3UaZQ6bcbqPCYaPMPnbZRkgS85ZH3cQyh2scWVZeP1lWPpfhmHVBFPL1uYb70WVGHxOE3SZoNIzccPK7XhSlj1y2l1yqm1ymh5zai6IPYDB+akxQPIhZP0LWh5XxYmXcmJobXXVhKA5URUI1NFQ9h6JlUHJ5a5Zp6Dsdg83h3KkIcvsDuP0BHP4AKiJJRSWWShGOROnv70cb/g0Fg0EqKyupqKigsrKSYFk5UZuDjYkor/VuY2M8RrdiEMNJRvZjSKNJCJ2agi+bwZ9L48+lKTfT1KNSaWmETB1RldBToKZsaFkvWrYIUx8zWyAYSI440vC0mEwMuxbBkY7hjMSQ+xMYukrGaSfptJN0OTCBC195ExGLitaOQlmHA8F+q0K+ZAmdV3+SCU/9A1MvYuiBDXgOqyB0/kTC4ZdYtfqT5LZcTMfb3XziV3fu0vIAEM9q/Pbeh0j3beNZczaXHzuJaxY2jau59N9ksCPJhtda2fhmC1o6iGizqJlUTHlDPiOs4JX5zgsbeXVbhO+dO52PLagf2Td8z3IG1rRx5bSfcX31ZRy1+BkStR8mFjqecGeKcFcSXc1bHWzefmonNVA3tY7KJj89m9/kjccfItbfS92M2cw/+3waZ88fZwl7v1iWRbeisTKRFzwrEhnWpDIkhn1pfJLIVK+LRrtCsdWLpHWRzGyjM76VrbGtZPR8eKksyNT4amgINNDob6Qx0EhDoIEGf8Nuw9n3dIz9CYXWwVRe+Ay3beE0XdEsqjFqtSnxOqgrGhU+tSE3NUUu6orcVAZcSKKAqRjjq4tHciPrelTByo65YAsg+UdFz2idqVExNLbauGVZKOk06XjeGpQXQDEy8Xyfjucfy8SiZOLxcVFuAHaXC6fXj8vnx+XLR5U5fT4Up4fXNFiiWJguDyeUFnGa34llWiQzWcKxFD9cIdDkynKCu5t0OjXOYXo7kiThcrlGmsPhwGazYbfbsdls45ZFUUS3dLqULrZmt7I1u5Ut2S0kjSQCAuViOTVCDWXZYjz9ApbiwBrO2SOKIiUlJZSXl4+KmrJ8nbEVnVGeWNHN06t7iWU0plb6+fD8Gs6bU0WmM82L920gl9Y54uwa6qY5yCUTeYEZj5OKRWntH6A7PEgyGkVKJfBkU8jv+JOV7A48oRC+UFFeWAZDeIIhPKHhPpDvXf7AOGvDDt89zcRIq+QSCpmkSi6joWR0lKyWX85q6BkdS9GRciaCZiLqJrJhYTfBaVrYDbDvr38cUUCwifkmi6PLNmnHxxwSolPO9w4JwSlj2VQ0eQhVHERlENUcGMkBoyh9KHofBuN93CQ1gC1bhJwrQs6F8r0VQiCIIAaw8KLbTDRJRRNUNHIoWg4lk0JJp8ilUmSScTLxOFouu8Nbcnh92INF4Atg2F3kBIm0pqOb+d+Ky+mkrLSU6upqqmtrqaysJBQKkVSTvD64iTfD7axNhGlNZYhqTgypFN1WgmoL5CPoAMEy8So5/Nk0vlwafy5DkZahVtaoE3UCmgppDT1joefs6KoPXQ2g5UJgjX5fBCmH7IgiyTFsQhRXboAP3/YbAIx4HGkfRzAXRM4esL9EjpnLsfmIIyn70g0UXXklySXdxJ9upeyzc5CrHLzy6lGUhM5l0c9WM/eMs1l4+c5zygD09vZyxx13cMIpp/Fmqoi7l7ThkCWuPb6Jq45uwPU+6+XsCZZl0bE+wvJ/ttOzJYbszOCu2EhHQuIjV51N86RmAF5vHeL6h1eSUQ3+cPk8jp5YMvIaameSgd+t5D/pO/nJYSv5Z0SjOtiU98MZ/jPYEN7Aj/7xRc6nFKd5PumBegY7k2CBZaZw+3NMOXoS046dRKD0vUVBvZ/33qNorE9l2ZjOsT6VZUM6x9ZMju2BBUFZosllp9aWJmgNYNN7UZVuIulOOpPt9KR6sIbtVwFHgHp/PdXe6pFW5a2ixltDpacSm7T34tU085mVO4YTCXZEhvPqRLJ0RDL0J3Mjsw2yKFARcFIVcFEVdFIVdFEVdFE93FcFnfictrwIir2jttRwgU0jls8qzJicHoJTyhfWHFtoc2z18V1UGzdNg1wyOSyE8i2bTJBNJvKPJ+P0RKIMxWKYmRTuXAbR3DEKSnY40GUXYV1m+oRKgqEQTq8Pm9MJkowlipiCgImAboFuWmimiaLr6IaJbprohoGqG2T1LD300CP2MGgbJGwPY4gGkiVRpBZRppZRbVVTI9XgNW2I/f0I3d24dZ2SGTOoOP54SurqCAaDiAIYmkYmneHNtiEWbYrwn/YU4axJiROOKzU5yp+lzEqQjiUY6Cgmk6pFoBcl+S9MPTL+jQoCGbeXpMuL7vETLCqitrSU5ooySotKRgVMMITduXv/PUs3MeLDn+/2TNHDmaPNlIqR1jBTGpayo1BEAMEpIzqHRYNTRnTl1wW7hCCLmLJAWoCkYJHAYnhSiSHTJGIYRA2dqGYSNQ0swBRAFASKHTJldpkKm40Ku0yZPNq8Yr5QKKaVtwaZVr6IqPaOppsjEV8j66qJpRiYip7vc8a47/AOiCA6ZUS3DcutYfji6O4ouiuCZo+gSoOo1kDeYdoaxBDGWMgsAVkNjgggW64IWSnCLpbhcAyH0QcqsQXdmB4BTVbIWRmyqVExm03E8jcHiTjZeIx0Ik46k0V3ODGdbgynG9PhxrINZz62LJwieJ0OAh4PJUUhysrL8YQChIU4XeYAm3OdrE4OsDmdIGV5MeRSZFsNoq2KnBRCEUetQDbTIJDL4M2k8iIom8GvZKgWDWr0FH4lBTkVUxUxTSe65cfQgwhpF5/8w2X501CoXXVg2J95cto//nFEu4PaO27HMiwGfrMCbCJln5nNxs3fIhJ5FaHn07zx+CNc9YvfEaqs3unr3HfffcRiMa677jokSWIgkeM3L27lr292UOSx8/mTm7nk8Fps+ymCYNuaMG/8o5VwZ4qyeh8l017E8t2Pqn6LFSta+fKXv4wliPx60RZ+9/JWjmgo4leXzqEyMHphtSyL/l+8jtLSxh3H/Is1xlqe6o/Bta/mU/kDsVyMjz39YT4R7KYmMIUq3828/Oc/0d/aTvW0kyipX0B8QGBgWwLTtPCXOKmZWkTd1CKqJ4dwenYtDrbXQDISCmZGH4nuMHNGPupDNbCM7RfKMf12q4gkIkhCvvijJCLIApoksM0G7TaLVptFm2jSahm0mTrJMT+pMptMjcOiVIjgMfoQtB5UtY9Uro9wppeBTD/msAVDQKDMXTYqgHzVVHmqqPHVUO2tpsxd9r58gHKaQXcsn0iwM5qlJ5ZvvbEc3bEsfYkcxpiLvc8pjxNBlQEnZX4nFX4n5cO9zyHlk+QNVxrP15caK4YUrDG5ehCFfC2p7XWl/O+sNZXPJixIIppp8VosxbPhOE8PxAhrOvP9bi6vKua80iCyqgyLoLwYyqaSDA4OcdeitcwqkZkakkeez6XTaLksai67U6vOzjCxMEULUwJJkpFFGZtkQxZtoxZETcNMZ7CUHJYkgcuFJYmYhomha1imiYFIp6uGFs8EWt0N5CQXXj1JU7qNpkwrVblebHYHdpcLm7Mc3TwWQ/dRWjNIVbOJJxjA7Q9i9/l5Omvyx2iOuN3BhRXFfKyqmLk+924Fv2VY+SrwQ2N8tiLDNcBiCmZ6/JSi6JbzFruAHdE7nNnZM5z92WtH9OSjlkTXsJDZRzcbOcOkS8n7D7XnVDqyCh05lc7h9bg++rl5JJE6p506lz3vvO2yU+e0Uzv8mOc9OLlalgW6NU70WEr++mCp+WuEmTUws1r++pHRR5ezOmZGgzGh1IaURR8Oldf9MQxvDM0dRbcPoclDaFIYUxyTVdoSkZXgGBEUwk4ZDrkCp6sSp68aZ7ASW8g9bEF1gpQPusgm4mTieQEUGRxkYHCAoViCZDZLWjNQEUbyGwmaiqjk/askJYvbJuP3enD4PagugYRdYUCM02n102ZFSHiCpN1lBHyTcLoasaRyUpaXsCmjjwkf8Ooa/lwGTyYxMiXmy2WoTsa46Tvfzr/Fgsg5MOxPkRO+8y7Ct9/O5NdfQ7DbUdriDN6xmqKPTiFXu5UVKz7GnFl/5fGbbidYXsnF3/rBDheLlpYW7rvvPi655BKmTp067rmOoQy/XLSZJ1d2U1fk5vpTJnH2rMqR+krvl2QkxysPb6ZtVZjqyUHmn9FARvo9XV33MmPGbTz+WDtlZWVMPOJkvv33tazrSXDDqZO49vgmpHfcqadXDBB9eBNK64Ncd/5qTgx387XT/wCTzwTAtEw+9+/PUZt7hSM9OrlNF7LhpVWUNTZx4lXXUDNl+shrqTmd7s0xOjdE6FwfIdafQRCgtNZHda2XiqCdoCBgDmXzf7QJdYeLOACykL87c8oIdjEvXsTtQmZ4fn/7udx+l6jnhc92AWTpFqZiYCn5iyHk3QuG7AIdHpEel0C3S6THI9LjkehxCgzYhJFUFZIFFZiUWXF8DOEkgkAY3QiTVvqIZnqJ5MJjhixT7ikfEUHlnnJKXaUjtWhK3aUUOYv2WggZpsVAMp9EsDuWz6GzfbknlqU/kWMorY7bx2kTKfc7Kfc5KQ84qfA78utjhFCxTcKe0cdYgnLjrAVGXMHSTEyg1SuyMiSxvMzGayGRpCRQZQqcJjr4iMfLtCJPXgz57AiOHf9gv/3kWv6+sptXvnLSSGTiDu9T18imU2wZ2Mj6vjVs6l9P68AWhlKDSKZAib2IRk89tZ4aalyVBGT/yJ2+ZVn5abiWFjJvLUMb6EcuLsY5dw6uyZOR7A4QJdpzNtYnRNbGBNbFLLI6VHlETqh3c/LEILNrg9hdbuwuF3anC1GS2LKsnxfv24gnYOf0T86gtG601s/yRJobN3ayKZPj/6pK+EJ9ORWO0fdn6eaOjudDOYyhLHpUGbVUbPe7KhqeYtwuNoOjwlP8L1iH94a4puedqHMq7Vl12KFaoXP4MWWMQC+xySPCp97loN5pp8HlYILbQbld3udWYEszxome7WLIyOStYGMtYnpKRVdi6PbISN4g3RFBc0XyFiJHBM0xhCWOuW6ZErISxJYrRs6FsJkl+eSKjnKcnmrcgRocwQpsRS6kkHPkM9R1nUgkQk93N73dXfT39ROOREhlRkun2AWw6RpkU5jxGEIujagq+Vp3ooDlsZN1GkTlDAl7jrTTxPD6cZQ0YS9phuJmFGcFUctJV06nf9hn0J3N0vqho/PnpyByDgz7U+Rk165j28UXU3//fSM1mQbvXI2lm5R+ZiavLjmW8rKzsGfO4rEff5dTr/l/zDr59JH9LcvirrvuQhRFrr766l3+KDf2Jfj5vzaxaMMANSEXnzy2kY8cXovbvnd/dKZpsWpRJ28+3YrdJXPsh5uZOL+MtrbbaNt2G5Mn3YzbfSa33XYbWt2RPLjFZEqFnx9dMIO5dTv6m5iKTu+PX0NteZv0BTYuS97O79wzWPjhv45sc/fau3lm9S+4riJHz+vVpLbVcexl/8eM40/Zqc+NEVdQu5KoXSmiLTF6OlL0pzUGdQvNAlmAsoCdygo31Q1+QlWe/BRKYPgu1CkjyPvW8mWZw8nRFANTNfKWooyOmdbyF7rh5VxGpUvT6TR0uiyTbsmk3yYw6BQYdIgMOARy8pjP2lIJqEMUGUN4zCFkK4xlDKIag+T0CBk1ijmm+rgoiBQ7iyl1l1LmKqPEXUKZqyy//g4xtDcFTRXdYDCp0J/I0RfP99tbXyJHf0KhL54bcY7ejtsuUeJ1UOy1U+xxEPDYkBwSiiwQEy36TYNWUychg2wTmY7MMTmRk6ImEwc1zGEr3DhkEWl7/SivjW4bXLRmG5+fWsUn59aOqTNlY8iIsjGykdXh1awaWMXq8GrSWhpJkJhcNJnZpbOZVzaPOWVzqPBU7PL9p5cuZeBXvya3ejXuww/H/vFP0ts0k62DKdZ155NBru9NkNNMnDaRwxuKWDChmJOnljG5fOflLCzLYsXzHbz2RAvNh5dzwuWTsQ/7NmUMkx+39vDHrjBHOBz8uKSUhpw1Ejk3ImbiykiePsEm5kXMcBqBsb0UdOzfCuoHCNOyGFD1EevPiAjKKXRkVXqU0YAHlyjQ4HLQ6HLke7d9ZLnKYUP8b0yDmxZWTsdI5YWPkd5eNkTLXzNSCmomiqLn8wdpQnjYOjSE5owOC6MoljQqhARTHp0W00qwC6U4bFW43Pn8Qa5QPY7iEuSQA00wCIfD9Pf3MzAwMNJSqbzPkSiK+D1uvA4HDsFC1hSsVIJ0ZIB0dAgjM76+mSaZZBwGhkdC9vuwhcpxe0q54bPby/UUMh4fEPanyLEMgy1HH0Po8ssp/Xw+x0t2/RBDf1lP6XWzac/9mv6BZzj2mCX86/bfsOWNpVz1i9/jK877sWzZsoUHHniAK664gqampnc93truOHcubuWZNb14HTIfOayGC+bWMK1qz99XJqHywt3r6NoUZdYJNRx57gRsTomW1p/T3n47TRO+TFHF1dz56D+JtyznKQ7n+tOmcfmRdbu0IMX/2UbipW1orfew9NwebjX6ePXiRbi9+T+S5f3L+f691/HJSQmMrETAup4FF1w64oxtWRb6QAalNZ6v+t2exEzmrQmi14a9xoet2out3I1Y7CKe0+ncHKNzfYS+1jimYeENOaieHKJmSoiayUV4QweumOnOyDt05u/29LhCPKXQm1Tozar0KRr9ukG/ZTAgWsRkiNoFonaBhC2fwVkwE0hGDNGIIusxPGYMuxFHtKJgxDD0KJoehzGlBwRBxOcoJugoxu8IEnSGCDpCFDlDFDtDlDiLKHaFKHUGCDmC+B1+HNKO5003LXKmSdY0yZkWimmS0g160yrt0Qzd8Rz9ybwFaCCZzyOTymoYOQNBNUE18nW+xiCJAiG3nZDbRtBtI+CyEXDZCTgkfIKIHwGvBV4dXJqJPWfgVAx+1TvEejXO9+1ZovYBWh3dtDq7aHV2EZXzkTN+y8sMYTIzHFOY6Z3B9NA0PD5f3o9kuJl2iYwISUUnntVI5nR6NrbQ8swiegdiRCvqiddNpFuTGEgqw+czn916ZnWAmdUB5tQGmVUTHCniuitM0+LVR7aw5uUu5p1Uw7wFFZhJFSOhEotkeX3bEP6ExkRFwD6mZpbglPLiZZyYyS+Lu/B72leYpophZDGMNIaRGdPGO85aloWm65iGgWGamIaBaVpYloxlyZimhGlJWKaMKDoQBDui6MonbRSEkSaK4rgmSdLIst1uH3EO3511RjFNOrIqbVmFbVmF1qzKtoxC27AlaPtX0CEK1DnzoqfR5aDB7aDRlV+vdtiRD5BAtPTha0RCzddUS6joSQU1NUgu00tO7UXV+9DE8Jis0kPojiiIoz8wUXMhK0XYlGLsRhl2sQynqwqXrwZ3qA7LU0JMzzIYHxonfpThHFp2u53S0lJKS0sIeDx47DZEQ2FgqIO+/m1Ew/1kYzHMZA5PUuNLj76QH3/BknNg2J8iB6Dri9ej9fbQ+PDDQF699/1iGfYaH/JZOZa9fRFz596P2z6Te790HWUNE7jgq99FEATuvvtuDMPgk5/85HsyrXZFM9y7ZBuPr+gmklaZUuHjvDnVLJxUwtQK/04zKQP0bInx/B/XYpoWp149ndopRZimyqZN36Wn9xFcJdfzTMvx/GNlD8dY6ygLuPj8pz9BiXfXgkEPZ+m7dRnK+qcoPTfI15S7UStm8McLngRg66YV3HPbN5hSHaXyyDBTJ9xNdeNCjLhCdlMEZWsMpTWOmdJAFLDX+nA0+vPCptaH5Lfv9tyoOZ2eLTG6NkXp2hhlqCt/lxIsdw8LntC7+vN8kLAsCyur5y9ySRUtoTKUVBhMK4SzKkOKzpCmE9ENEiKkZIGUDdKyQNJmkZKSZIQYOWIYRhTRiOWbmUI0EwhGEtFMIpjpvKn6nccX7JiiB0v0jPT5ZS+W6M4/JriwRAeW4MASnUiiA7/NQ8DuodLppMbpos7los7lpsHlYqLHiWhYDKVUhtIK4ZRKOKUQTipEMgqx4SR78axGLKOSyOkksyb6jj7H78BAlDRsIthECTsSdkHGZkmIVr46NqaFZlroWGiADqhY7BjjksdlmZTJEmVuJ2UOmSqnnQk+JxN8Tur9LjxOOT/daQ6HP293ih0Oi7YMEyu33cdDR8vovN6SoCelMdst0jBmmsgSBQbtMOCRmFQToKTMO2qNKXLmK5/vY4uDYeTIZjvIZtvJZNvJ5bpRlH4UZQBVGUDXkxhGBoudh0jvu3FIGIaMYdiGS2DYMAwZTXega47h3j6yrut2dM0JpgdJ8GCT7dhlGzabHYfdjt1mx+6wY3c6cLgcONzO/LLDgd1uR7TbidkcDCDRa4l0qDrbsirbsgrtOWXE3UYWoM7poGFY9DS6hy1BLjt1Tge2D4CFzDKsvCUooWAkVfREFiXZRzY9HC6v96KxvdRGXgwZ9jGFbi0BSfVjyxVj00uwW6XY5QoERyk5m4+42T0N1AABAABJREFU5mAorTEYiTA4ODhS8NftdlNWVjYsgEopKSnBY4OSydOxLAs5XCjrcEDY3yIn9tjj9H7rWzQveRW5qAggH2n1TCsVXzuCN9aeTlHRMUyd8kNa3n6DJ3/2fc647nq8DRO55557uPTSS5kyZcpeHVszTBZvHuTxFd0sWt+PopsUeewcNaGYmTWBkdwqNSEXm1/pZeljW6lsCnDSVVNR7AJt/R1Eur6CbGzgsZbL+WfrfCr8Ti6aXU727cc544wzOOKII3Y7hvCf15Fd24G26U6qFm7guFI71837IhdXn8uSh+5j7X/+jVqe48jzu6kKfISq8MfJbYyg9aZBIC9qJgRxNAWw1/vft69ANqnSvTlG18YIXRujxAezsN2fZ3KI6klBKiYEDhrRsyssy8JSjBFn63yv5u8Ch9dzSZV4ViUtgCoKqCIoEmgeG6pXIunKkXRmSNuzpOUsqpRFFdIoQhrFSpHTU+S0JDktiaLn+4yWGDd1tidIgoQsykiChCRI6JaOZmjo1q7/SPP5U2wE5EqK7JUE7KVs7pbQVD8XzpyO31aCU/RjWXZyWt56YFgWppW3nBjD65YFdknEZlnIFsgmyKaFBwGPYWDbuBl542a8soOqyVMJlNfkazbp1mjUjp5vbF83rNH8LcI7c7qICE4J0SWjSSKvbIkRS+ssXFBB/ZQQoj/vdN1hs7hw0zaK7TYemdNEqX3ffh8NI0cqtZ54YjWp+EYy6W1kcx2oRv/oOTbtGEoALecmpzjJqg4UPV9zyzDzvaQ7kA0XkuFCNl3Iggu7aMch23GINmyyDYdkQ5bkfMI/UUSSBCSbhSgbCOJwE3QsS8Ugi4mCKWQwyeWbkMUkhyGkMcQUppDEFNOYUgrEHX3tLEvA0pyYmgtTd2BoTnTdgaY5UFUXiuYgqzrIqnYUzYmmORibFA9AEkRcNidOhxO704Xq85P0+ol5PEQcTgYlG32I9BgW6qirEzUO+w7WnwaXg3qXHcc+THWxL7DM7WJIRY3FycQ6ycY6yaW7UfQ+VGEATQ6P1BuzpFFfvPy0WBGyWgx6CN30kzU8JDQH0YzMQMRAHy5a7HQ6KS8v56qrrtrnonxP/7/fX7rWArvFu/A4sCzSr7xC4LzzAHDPKSP+bBvZ1WHKK8+mu/uvNE24kfIpRUw8cg4v3vsHQscdRVlZiEmTJu31sW2SyMlTyzl5ajk5zWB5R5SlW4dY2hLmP5sHSSk6WLAwJ3OkYmOZU+e1SD/Kz3uYV7aSK6Y+gmlJ/Kvna9TXLOCRU8uZXx9i44b1PPqWSXNz826Pn9sUIbchQu7tByg/q4wV5lvkCOFZH+fuWz6NIcHr04e4Zn4RsuLB8/gxpB29OCeF8B1fg3NSCHEXjqN7i8tnZ+L8MibOLwPyztVdG6N0bYqw+c0+Vr7QAUBRlYfKpgCVTQEqmoL4S5wfiDphe4ogCMNhvTK2sl3nYLJMCzOTv9AZyWERFFeGzeFOjEF3PiItpY0v5igJSD57PiLKb0fyOxBL8n/Qpk9AcRuoboOsoJAzcmT0DFk9OyJedHO0GZaBZmropo5pmdhEW75Jtnw00/C6XbLjs/vw2Xz47D6KnEUj4fYvbuznE28s409XHsbJU8vf9/lLvvgS/T/4AdrAAEWXX07JdVcjBfZd6YT4YJYXfrsKxYILbpxPeePoBXpQ1bhk2WaCtn0jcCzDRB2KEul7nUhsKXF1GVmhFQQTTAkjXUI24yeVqyCRm0A26yOb9SPqPvx2Hz6nB5/HR/VwrTFfwE8gGMBfHMThcebzIsnCAfl9GEYWTYsNt/yUrKZF0dQomhob7bUomhZB1VswrHfUcrNEJNOHYPhB9WEqbvScBy3rRs26yGacZKNOLM2GDRM/GtXCaJBByuEi4fKQdvtJewL0e3xscroI2x1o2/PQABWySL3TTpPHRZPXRaMr7wjd4HLg+i/X1oK8CJd8+d+svdqLl2pgwbhtLMvCyhnosRy5SD+ZoQ4ysU5y2W5Us3+4+OoAlnMDsiNGkWBRBDQBguoFJYCu+tG1IJZ15QG7hhZEzn5ELi3FOWMGqf/8Z0TkSB4bjkkB4m9uJnnSenQ9xiuv5h2TnVNErHUTSK16hknndPHWW//C65uGzzuNQGAuPt90xDH5C/YUp03i6KYSjm4qASbnQ7rjOf7zwCbCayJ4jizhlGkBTlZbKTbvwG68hdN3ErOm/4gL31GzafPmzZSVlREK7TqpnakaRP/egqX1ITrCeLL/5h8Vc3CrfXT962WqG2Zza+PTXCpMRHK9TZ3+bcqvWYC91vdfdYr0FTmZenQlU4+uxLIsEuEsvS1xerfG6dkaZ90rPQC4A/Zh0ROkvNFPSY0X+QMagfJeEEQByWtH8u7+O2UZ+azJ77QMbV/XWmKYSXUHx2CnTcQTcFDqcyD5fSOCaEQchfL9+6kqrRsmP3p2I0dNKOakKWV7/ToAejhM3w9/SPK5f+I57jhq//RHHI2N7+s130n/tgTP/G4VdqfMhV+eT3CMCFVNk0+t3YZqWTw1e8IeCxxTMdCHssOOyPnM1tl4N1FrCQnvG2RCG0E0MHM+0vEawokFRJNBMukgHoefitJyysrKmFpRRkl5CcXFxbjduw9L/yAgSS4kyYXTWbnH+xhGDlUND7dBVDWMMrIeRlUHUJQWFGUAh6UyGt8mYBOLsAvFyFYxghrAzPnQMwJqWiCXMkgPpsnkIItGRlAJOwQGXHZibi8Jl4cBl4ctTg8JtxdNGv3rDRk6lZjUOmQmeJxM8nuYGgrQHPDhkQ/cdUYQBASXjN3lxV7pxc/OfUNNxUCLp0j3tZMZ3EY22YWi9qJY/WjSIJYjjngALVkFkbOf8R5/PJH77sPSdbJqN52d95BwtlA5cA3mkInNHsTtbmJi01eQJBfp8D9oe2YJSst5VB9vJ5XawMDAs5imgig68PvnEAweRjBwGIHAXGTZ9+6DeAembvH2g1uIrIty8lVTKJvURmfX7winF+Fy1dE88Q+UlJy6w0XONE22bNnC3Llzd/v6iefbMeI5Ui//hvTCYl7ePIMlwX4mZso4pepKvjHxTmqclRxe24fHewwNcw6cyt+OIAgESt0ESt1MWZC/aObSGn0t8bzwaYnx2hMtGLqJKAoUVXsoq/NR1uCnrN5PUbUH6QDckf03ECRhJLwYdv19szRjxCqUDw1XMZLKyFSZ1p0aCRcf9/oueVT4+MbkzfHZ81M4AQeSd+fVpB9Z1sXWgRS/umTOXn+HLMsi8dRT9P/wRyCKVN1yC/6zP7TPv5NblvXz7z9voKTGy4eum4XLN15cfr+lh7cTGR6fO5Eq5+hzlmXlQ4/H5rgZLs2hR3J5SxtgSjmSNW8SrVmMUrcVyxJJJ6vpb51HNFqJzVZDVVU1zVMqqazMN5/vvV8/DmYkyYnLVYPLVbPb7SzLQtOiKOoAitKHqgyQU/pRlf68n5LaiaL0o3qHAAsZCABFkgeHvRKHVI6dcmx6CVZWRk/JKHGBzIBOOj1Ar6nRZYMet0y/y86g28HbLjcv5gy0uAqd+Zp5PiVHiaZSYRrUSiKNLgfNQS9Ty0NUhIIfCDEqOiQcZQEcZbMoYtboE7kcXDRcffxDOXA6D8j4CiJnP+M94Xj67/8ta1/7DAPay9hsQWrmfQxhg8hE/SYiE56iveOP+Hwz0HWBTd1Qd9jRbHzpNaYfdTNTD5uLaWokU+uJx5YRiy+ju/uvbNv2O0DE651CMDifgH8ubncjLlcDNtuu5ycN3eC5O5fRuSHFjHNWETa+RffKPtzuJqZO+QkVFeciijt3Ju7u7iaTyex2Gk3tTJJa0s1Q/A1eq/eS7tEIhfxE/X18YcLH+LtnDX1dYW6fczaJ/oeYO+neA/4j3RVOj42GWSU0zMpHvBm6yVB3ioH2JAPtCfq3JdnwWh+WaSHJIiW1XsrqfJTU+iiu9lJU7cF2CFh89hTBNhzxU7zrDLvv5i+kh7MorXGMpDpaWR1AANFjG2cNyrklfvHaFs6pL2Zi2kTtSiK6bYgeeY+T1BmxGL3fvYnkv/6F/+yzKf/G10f85/YVlmnx1jNtvPXMNpoPL+ekK6aMswRapsW/uyLc1RXm2+4AU1ZFicX68nmFInkxY6ljImR8tnyB1WIXzkkhlEAf25QHSCj/xiJHNFLNQOcxWOYM6uqmsGBBA/X19QT24ZTboY4gCNjtRdjtRfi8u/aLNE0tbw1S+sgpveRyPeRyPShKL5ncZnLGy2hCJH9v4AMQ8NhLmeGsYr6jIp/rxirDppciKS6yUYOuQYOtSpZWU6NTtOixy2xz2Xnb4UIVZUjokBjErXQQzKYpVhQqNJ0aLOptNpq8bipKggTKigmWBPF4PPu8AvgeYRjw7LOjyweIgsjZDyzrW8YDGx5gXtkcZtrDRG7SETNLaJ72DaqrLkOSnERnbSGzcoCyYz9Ea9uvGBp6mc7OUlRV5axP/z/+rWZ57re/4P9+9hs8wRAB/2wC/tnUcTWWZZHNbiM2LHqGhl6hq+u+kePbbCFstqK8OVd0IYg2TCOLokZpW3wK8fb51BzzB+RQiqKi06koPwe//93vhDdv3ozL5aKmZud3QcmBMAN3rCCrJPh3+GVq7BbnNbWy5JyvI2y6BfvkII8s+RvfmX8dyYHfUFd3NR7PhH167vcnkixSVp+33EA+Q7WmGoQ7Uwy0JxhoT9C1Kcraxd1YVt7vNFDmpqTGS3G1N9/XePGGHB9YYbe/2Tf+Qipqd4o7B6MkVZ0r2xXCd68d/wKSgOiWEV22fO8e7sfUK1K2riLyx59iqTnKvv5DfCediqVL6JHcaFJIWcxbkKSdF4C0rO0FJhl2RjbyZQOGey2j8fLT29i2JcbcOSVMq3GTfLZt9L3FFIayKl84ys2CpMk5b3eRsEsjJTHsDQHc88rHR1bZJQzDYOOmF+nsvB05sRJVdREOT8HtOo3m5iM57bTGgqj5LyCKNpzOSpzOSgLs3MJtGNm8CBoWQLlcz3BNrB4i6U3kcj2Y5nCVdBuIZQ4mOyqZ7azC6azC6ajCYa/AZpQRz4RojdnZlFBpVQXaRTc9Xg9bHDZyY+qOuWNZAr2bCWTTBLIpShWVKt2iTpQo83jwBwIESoIEyooIloXw+/3Iu6lbdjBTiK7aD9FVr/W8xl9W38Y8620a7Aba1gANj7mZ+s/FI8ntcltjhP+4hrLPzmFl3+W4nHW8/vps3G43l19+OelYlPu++nkC5ZV8+Ns/RLbtfn5e0xJks9vIZNvJZtrR9DimkcUwspiWiii62fqf2XStKufoSySmHTMDh71kt6/5Tv7whz9QVlbGRdtNkMP0btjEW399BFu/xPTgMWzoeYySlmXMOXUT0uk38RWtk9Z4K/2ZfuaUzeGTxTmSqfUcteAFJGnXf3QHK5pqEO1NE+5KEe5KMdSVYqg7hTLss+Jwy4Qq3IQqPPlWmV/2FzsPyURt+4OeWJaTf/Efrjq6ni+f1IyZHpttdjT5Yj7zrIYx3FuKgZnJkV32KOqm55FKp+Cc93FE1x4UTh370ezBVTNrWryR1kkZMM8tUeWWkdxyPiGlW85PzQWdfM2d40VTZVFTPdUlHgTnzq1QpmnS3t7OunX/IZt7gFCoFU3zIUvn0NT0MerrJx6YO/YC74v81FhkWPz0oOR6R4TQdlGkqgPj9rHZivLiylGFw1mFw1FFVq6mVy+jK+OjNQEtmRzbdJ1uATJjpnpdqkogu70OVZpANo0/l6Jc0SlBwu/y4vf5CAQCBEuKCJYXEaooxu/3v7fvVzoN23PjHMBkgIemdDvATHEJXObZiiCUEA6cx/MrnuXzHQM8+cRPOe/CryIKIo7GAKLXRmbNIOXTz6al9Zf09QW46KLLAfAEQ5z7pW/wyM3f4IU7f8MZ112/27t/m82PzTYLv3/WTp9/4x+tdK3axolXTGHaMVXv+T3F43H6+/s59thjAcilUqx/+UVWP/ssQ0NdVLgaWVhxMfYpXuqf+w8lJzcgefow5l3Ja09+CI/Ng0208aUpp9Gy8YvMmPHbQ1LgANjs0hiLTx7LskhFFcJdKSI9KaK9GYa6U2x5ewB9uPChZBMJlrspqnATqhwWQBVugmVuJNuh6e+zt9z81Hp8TpnrTpyI6JARHXt2Kctt3kzPl3+A1tpK2Ve/QvCyj4FuDRdszJfnsPThUHB9uJyHYeVDxLdPn23/GQr5emPb10cqXttFujpTvPJMG6LXzvlXTaWsKbjTFAivRpM8sbKFWyfXUlu1c8vLwMAAK1euZM2atykqeoOa2vU4XT6qq77KpElXIu0kSWOBg4f81FgxdnsxfmbudBvTVFCUfnIjAmh4WizXQzS6lFyuB8PIFwatBmoEO6c5K3E5a3A4qlHt9QxIdfRbZfToQTqzJbSmcrSpGpExit1pGISyWQKZNJ50Em+4F//KvBDyKlm8ogufw4Pf7cPv9xMsChIqKyZUWUywtAin84MXiVoQOfsBSfYSCMxj6pQfYbcXc9qkz7LpseNpe/w+rg/18aPjfoTH5sE1o4Ts6jClJ57F1pafUlnVP87fpWrSVE7/zBd59rZb8BYVc9xlV+7VeDa/2ceyZ7dx1AVNeyVwID9VJQgCTi3HM7/+GVveWIppGFR5JnLqwk9Rmq5CdEgI8SUgSYS8b8IRX2RDqoOYEiOmxLjj5N/Ss+0mikLHUFZ6xl6NY28xTRPDMMY1y7J2mlF1bNtXCIKAr8iJr8hJ46xRC5plWqRiCtHeNNG+DJG+NNHeNJ0bo+SGHUoFAXzFTgKlLgJl7nG9v8SJ/D6ikw5GXtzYzz/X9fGby+bic+5ZBJJlmkTvv5+Bn/8Ce30dDY8+gnNsDqp9lIzV0Exee7KFVf/upG56ESdfOQ23f+fRa4pp8pVNXSwIeLi0crwfUC6XY926daxYsYKuri4qKgaZPecNRDFFXd01NDZcd8jeJBTYEVF04HLV4XLV7fR5y7LQ9eSw+OnOt2wXuVwPqfQGckOLkLQIVUAVcLgg56ugB6oxHQ0MyRMYFKrpNUvoMUroUMppz6osV0fLYdgsixJFzYugdAp3NomrdSPe9Sl8uQySZWFDxmdz43d6Ccl2zhve1zRNDtRtWkHk7Af8vhnMnnXHyLrH4aX6vI9w+pOP8ame17n8mcu5/dTbCc4sIf16L/R5SCYqqa/v2WFedOoxx5OORvjPfX/CZnew4KJL39NY+tsSvPiXjUxeUMHc03b+A9kdlmUxsK2V1176NzYlwz9++j18jmKmB45l2nEnUv6hGSQXdZBZOUDRpVNp//B1BI+egGTvgsOv5vHVvwfgqulXUamtpk3pZfbsP74vta9pGvF4nGQySSKRGOnT6TS5XG5cUxQFXd+7DK2yLI9LG799eWxzuVy43W5cLtdIG7v+buZdQRwVP3XTi8c9l02qRPvy4ic+kCU+mKV3a4yNS3vRt0coCeANOQhuFz+lbgJlLvwlLvzFTuyuQ+snnlUNvvP3dRzXXMLZs/YsdFjrH6D3G98gvWQJof+7grIvfQnRse+tH+GuJP/+8wYivWmO/XAzs06s2e3045+7w2zLKtw9swFRELAsi/b2dlasWMG6deswDIOmpjpOP32ITPafFBctZNKk7+J2N+zzsRc4uBEEYdia79+lo7RhZMiOET+5XBfZXBe57EbcuUVUqmEqgXmAIEg47OVI/npitkkMig0MCBX0mCF69FLalTI6cxrasLeLBJQYJqWKQjCdwZ9OERzqHxE5hRDy/wH8HzqLyL338peSm7kudRdXPncld55yBzavjb5XW+hJNTJ58mvkcj04neOtLYedfQG6orDkkftRshkWfvSqnRaufCepqMKzt6+mtM7LCZdPfk/CItLTxebXXmXDqy8z1NtDatIcavByWOXlVE2fTuj8idhK3WRWDZJ+q4/QRc2kFz+HkUpRVLIGZl9K2u7i7y1/x2fzcc3UC1n21oeoq/0EHs+71+KCvJjp6+tjYGCAcDhMOBxmcHCQWCw2bjun04nP58Pr9eJyuQgEAjidTpxOJw6HA0mSRtr22jfbl03TxDTNfJju8PJ2q4+maaiqukPTNI1kMjkipDKZDKqq7vQ9bBdCHo8Hr9eL1+sdtzx23eEY75Ds8tlx+exUNY/3F7Esi0xcJT6YITaQHRZAGfq3Jdj8Zj+aMhrJ4HDL+Iqd+Itd+Iqdw8tOfMUHpwj6zYtbGEgq3H/1kXv0fU48+yx937sZ7DZq77oL73HH7vMx5VIabz3bxpqXughWeLj4K4eNqyC+03HpBr9q7+eyyiIqNIXFi99ixYoVRKNRQqEQCxcuZMqUUra1f5V0eiuTJ91MdfVHP3BTAQUOHiTJjdfTjNez80SuhpEbL36Gl+Xsary5f1Kl9jNnZGsRm72StHMaQ9LE4amwUnoMP52aj+W5Uigv49bhrS3L4kB9cwuOx/uxrMNYLMui7fwLsFVXY7vl23zq+U+R0TL8WbwVZXWU5ytXMmXqH2lo+AyNDZ/d6Wssf/bvvPSXPzLpiKM57drP43Dv2pFL1wye+PlyMgmVi792GJ7A7u9ct1tstr65lC1vvsZQVwc2h5OJRxyFzVPDkvYNXGpbSN05M3HNLEEQBPRIjv5fL8c5OUToI820nnkWrtoA1XXPw3Vv8OUNf+Kf2/7J5+Z8jgXCcpLJtSw48nlkeefjTiaTtLW10dHRQVdXFwMDA5imiSAIBINBSkpKRuqihEL5iACfz4fd/t4TJO5rDMMgm82OtEwmM249nU6TSqVGWjqdHqn7sh1ZlncQQz6fb1zz+/243e5d3hlZlkUmoZIcypEcypEYyo5ZzvfGmMJPO4igIieeoANvyIE35MQdsO+y3tl/my39Sc667RU+d2IzXzhl9xm3jViMvpu/T+LZZ/GdcQYV3/0O8m4SWO4NuZTG6pe7WLWoA9OCw89qYPbJtUh7UOH+5k0d/KlniBs61xJtbUGWZaZPn87cuXOpq6sjFnuNteu+gCR5mTXz9/h80/bp2AsUeK8YhoKi9Axbgzrzfa6LbLaLXK4LVR0c3ViQydknE7FPQbHVcfXszxbKOhzqCIJA6PKP0vfdm2iKfoN7zriHK569gl8m7uR69VLmV8/HU9ZJb+/jNNRft9MvxLyzzsNXXMo///Ar/vKVz3Pap/8f9TPn7PR4Sx9rYag7zUVfmb9LgZNNJelat4aOdatoXb6MxGA/To+XpsOO5NjLrqRuykzSz3fz7PIXCbn9TLphYT6NO/msxkP3r0d0y4QuaCb17xfROjupPkGDmoU8ldzCP7f9E4CjAj4GWxcxY8Zvxgkc0zTp7Oxkw4YNtLa2MjCQjyAoKSmhpqaG+fPnU11dTWlpKbZ3iS470EiSNCJO9gTLssjlciOC550CKJVK0dvby5YtW0ilUoy9FxFFEa/Xu4MAGtsClX7KG/07fI8s0yKTHC+Ctouf9rVDpCK50akw8tNpnoB9WPg4h8WPA0/QMSKIPAE74n5OhGiYFl97fA01ITfXnrD7tAOpxYvp/ea3MBWFqp//HP+HztpnF1jLtOhtibPp9V42v9WPZcH046qYf0bDLn1vtqPrOlu3buW1NWu5M9TAzO5WQoLF8eefz9SpU3E4HFiWRUfnn9i69acUFR3DjOm/wmYL7pOxFyjwfpAkB253I273zrOA5y1B44VPNteFaa4+oBbIgsj5LxI45xwGfv4Lon99kPIvf5k7T72TG/96I2kUqnKleCo/Ql/fk0Sjr1FUdPROX6P5yKMpa5zAc7+7lb/94FvUz5rL3DPOoWH2PKRhf57WlYOsebmLhZdOGjGbW5ZFOhphYFsrXRvW0rF2Ff1tLWBZBMsraZwzn+YjjqZm2gwkWUbrTzN01wa0SJYud5R5h88fETiWaRF9ZBN6OEvptbMRXTKRe+7BPWcaLm0RnTN+yQ9e/wF1vjoELGKdv6K09DTKSs/Esiy6urpYvXo1GzZsIJVK4fP5mDhxIscddxyNjY17LBQOZgRBGPHbKS0t3e22hmGQTqdJJpM7bR0dHSSTSTKZzLj9ZFnerRAKNfqom1WJY4x/imVZKBmdVFQhFc2RiiqkY6PLQ90pUtEc+pjkdIIAbr8dT8iJJ2DH7R9uAcfo8nDb23IYdy5uZXlHlEc/fRSOXaS6N+JxBn7+C2KPPorn2GOp/OEPsJW//1pWhm7Svy1B5/p8jbNEOIevyMnc0+qZeXz1DpmLx6JpGq2trWzYsIFNmzaRzWbZMP0wREniD2efSkPxqHXJsgw2b/k+XV33UV9/LU0TbkAQ/recygscvEiSE4+naY/dEf5bFETOfxHR5SJ40UXE/vYYJZ+5jlp/Lac4T2GTvZOJ63RKzj8Bj2cSXV1/2aXIAQiUVXDJTT9l61uv8dqjD/Lkz27G4fZQ3tSMv7SRtrX1BMs04n0v8cKdcRLhAQa2tZKJx4B8eHrdjNnMOe1D1M2Yjb90tOaPZVmkl/UT+/tWpJAT7cJSsn/PjauGnvh3B9m1QxRfMRV7lZfMihVkV66k5hPz0cRyvtr7AiFHCNVUme2RsSyDhvpvsGzZMpYtW0Z/fz9+v58ZM2Ywbdo0ampqDqhj2gcdSZLwDxdI3B26ru9SCCWTSfr7+0kmkyiKMm4/h8OxazFU76VyegCvt3pEDFmWhZrdLoSGBVAsv5xNqAy0J8nEFTJJDcscPxtud0o7iB+X347La8PpseHw5Pt8k5HtEht6E9z6wiauWTiBwxp2zEZsWRbxJ55k4Oc/x1IUKm76LsFLLtmru0fTtIgPZIj0pBnqTtHflqBnawxdNXG4ZSbMLeWk/6ugamJwl8kBh4aGaGtro6WlhZaWFjRNo7i4mPnz59M0fTpnbg1zZUVonMAxDIX167/EwOC/mDz5+9RUf/Q9j71AgQ8UuRxccUV++b77DlhZh4JPzn7yyTF0DUnecYpF6+uj5bTTKb7mGrxXf4JbbrmFw6fMZObyEh4/6jUuPKyWTZu+w9FHvfSu9VUgf1ENd2yjZdkb9LZsoW/bJEzDBeYT2Gzg8vvxFZdQWtdAWUMTZY1N+EvLdp5sTDGIPbmVzIoB3IeVEzy3iUUv/5tVq1bxpS99CVEUyaweJPLgRvyn1+M/MR+t1fWFL6Js3MCEhev49dSj+XNqCz857ifcuPhGPlWSY7rjKt5+VcNUFCZOaGLWzBnU19QgWBaCJCE4HAgOB6LdDjZbwblyP6Moym7F0PZotXf6DNlsthEH75217c+53W4kScIyLXJpjUxCJRNXySQU0gl1zPr2puQTJe7kSiTZRJKWiSbBlPogLrcNm0MaacSHyC1+EbO9Bc+s6QTP/RD2UF6AiJKAKAqYhoVpWvneMDF0CzWno2Z1lIxONqmOE2umnh+Iy2ejtM5H9eQQNZNDlNT6dvBP0jSN3t5euru76erqorOzk0QigSiKVFdX09zczNSpU0esdXd0DvCDll5eXzCV6uH6VLqeZNXqa0gkVjFj+q8pLT11P3zqBQr8lykkAzx02bh0MYsfuIeP3/oHbI7x6tVWUUHoYx8jcvfdtM+ehWmaHH36SUQ2rkTcmOOZ+kGmyF66uu+neeLX3vVYgiBQWt9IaX0jy55to7etjQtunEdV87nvacxqT4rIgxsxEgqhSybjmZu37mzatIlJkyYhiiJKW5zoo5txzS7Fd0Jtfr+uLpIvvEDRmUewYut6slvW8WtpEss3/QxpksW0rQIVt9/POWP+wAygdddvCMHlQvL5kPx+RL8fyedD9PuQfP6RXgoGkYpCyMXFyEVFSEVFiK5d10wqMIrD4cDhcFBSsuuM1/nSIaMO08lkcpzfUCqVIhwOk0qldpgmA3ZwoHa73flW5Kaoxk2N24PbXToSbi8IImpWJ5fSyGW0fJ/WePjVdtp6klw0oxKHCUpWJ5tSURMZcgMRNMXAsM/BmHwkKMCjXUDXu54D2SZid8s4XDJOrw1vyEl5ox9vyElRpZuiKu+Ij41pmqTTaXp6ukci/La3WCyGZVnIskxlZSXTp0+nsbGR+vr6cdOAAIZl8ceuMOeVBUcEjmFkWLnqatLpLcydex/BwPw9/yALFCjwrhREzn6gomkSqaEh1r70AnPPOGeH54s/9UlijzzCin+/SENDA4FAAGtuDWcsP5YLV36RW2YcRXf3X2mov3aPnQ4jvWneenYbc0+vp6p5z/aB4empN/qIPd2CrdRN2f+bi600n2RscHCQoaEhTjvtNNTOJOF712Gr8eJsyhC5+24yy1eQXroUTJPIM69jF7ycGLLhqxBYcswAE2wWrsHTKP7aEbhLSxDsdpAkBEkCUUKQRCzTxFJULFXBUhRMRcHMZDATSYxkEjORwEgm0Xt6UZKbMRIJzHgccyd/rILbjRwKIRUXj/bFRUihIuSSYuSSEuTSUuTSUsRAoGAx2g2CIIwIkz3xGXqnANrekskksViMnp6ekYiznRmPnU7nyPFcLhdOp5PXhxw8Gha49nAn5U0ZHA4H9vYOxKefwXzlFcSKCjyf+ASes45HttsREBEFCcskb7ExTCwTRElAEPK9hYlh6hhmPkXA9jQB+bFFiGQydLdlyazLEI/HSSQSJBIJTHPUBykQCFBaWsqUKVMoLS2loqKC8vLyd82JtGgoQWdO5a7pDUA+i+3q1Z8hldrA3Dn3EQjMec+fU4ECBXZPQeTsB4LlFUw++jjeeupxZp1y5ohD8HbkUAj3NdfQ09XFqcNF9FyzSnEu6eGa0P/xw00P8N1qnfaOPzKx6cZ3PZ5lWrx8/0b8xS4O/1DDHo/TzOlEH9tCdk0Yz4JKgh+agDCmfMCmTZuQZZmKmMHAn9/GUoaI3PkzhtIJBJcL57RpWJqG57gF3NbwKitqQlwifxItvYitksWVdWdxzEdv2ePxvBdMVcWIRjEiEfShCEZkCD0SwRiKoEfzvdrSQuattzAiEcx0etz+gt0+Inqk0lHxs0MrKkI4RAvX7SskSSIQCOxRQUjTNEdyC+2qZbNZVvfl+Fung7nuGPK2Dta9sIXmTZsoHoqQ8HjYOH8erRMmYLVshd/8Zp+8D1EUR5I5ut1uAoEAtbW1BAIB/H4/gUCAoqKiHSw0e8qfugaZ73czx+/GNHXWrv0CsfibzJ59d0HgFCiwnyhcvfcTR5z/Yf7y5c+xccl/mH78yTs83zNzBnR3EfzjnzDPOAN7rQ8p4OAy61yWFa/l1eQKhM57qKv9OHZ78U6OMMq6V7rpbYlz/g1z9zjFv9qZZOivGzHTGkWXT8E9c/Ru3bIslC1bWPvyy1QOxYn/tQ1LiSOoiym97tO4jzgC55TJRP78Z3KrV/P4MRH+jYOTB47E8G5Br1uNHrZxwazPvbeT9h4Q7XbE8vI9jp4xs1n0cBh9cBB9YDDfb2/hMNkVK9EHBzEiERhraRBFpKKiYdEzRgyVjBFCZaXIJSWIB8ix7mBCFMUREbErtg6k+OkflrKgFH4a2UD26RcwEwlcRx6J55sfofSww6g1TXRdR9d1DMMYWdZ1fcRSNNZSt31ZlmVkWcZms400u92O2+3GbrfvN+ve5nSOxdEUv5tah2WZbNjwVcJDLzFr5h8oCh21X45ZoECBgsjZb5TWNTBh3uEse+pxpi08aYeL59r165lQU4P4xJP0/+hHVNx8M66ZJWRWDvDL63/JJ5+/jMONFja1/IKZU3+0y+OkogpLn2hh2rFVVE9692RnlmGSfKmTxIud2Ko8lF49A7k478uiR6PEn3iS2OOPkejsou/88zjOPRvZ6aP008dgKxuN+LBUlch99xNbOIs/Cau4IuyieeIcikvu4JFoKXU+P/X++r08e/se0eXCXluLvbZ2t9tZmoYeiYwKofBYQRRG2bKV9NLX0MNh0LTxx/B6hwVQCXJpCVJJSV4MjUyTlSCXlCCFQvkpuwLj0AcHaXt5KVcs0wlkklz/t9tQK0oIXf5RAmefjaPpgxWa+l54oHeIYpvMh0oDbNp8E339f2fG9F9RUnLSgR5agQKHNAWRsx+Zd+Z5/O2H36J7wzpqps0YeTwWi9HZ2ckFF1xAxU030fuNb2BvasJ36sWkXu3G2W7yi5Nu5/cvn89pPQ9TXXkxRcF5O7y+ZVksfmgTNrvE0Re++x+A2pMi+uhmtP40vhNq8Z9UByKkX3+d2COPkHxhEQC+U0+l57yPInRtZkLZRMqvnofkHZ8LJPGvf6H39/OjsyOcm0xx9vRrSBY9gaY52ajInFq/8H2evQODYLNh2wMLkWVZGLFY3voTDo9aiQaHl8Nhcps3YwyGMeLx8TuLIlJx0agAKirKO1KHQsMtiBQM5v2KQiGkQADhA54M8b1iJJMoW7eSW7OW7Jo1ZFevYrA3wteOvRbd5eOu2gQT77sb5+zZB73vlGqaPNoX4cPlRXS1/Zzu7geYOuXHlJeffaCHVqDAIU9B5OxH6mbOJlRVw8rnnxknctauXYssy0yZMgXH7NmorS0M/PRnyMXF2GpqSL3eS8MnZnDxEbezYdUVpFdcw9kLX0OSxv/Rta8dom1VmNM/NQOHe9d/gmZOJ/lyJ8nF3cilLsqum4PoVBi650/EHv0bWkcH9gkTKL3hBgLnn4fWb/HMg/dT5Syl/tOHjSQB3I5lWfTceTtrGiSsgMRX4iJbSl8hl+7GP+En9G+9kYU1B6fI2VMEQUAOhfKlAsZUjt8ZpqqOCqFweFgIDY4II7WrC2PNmryPUTwOY5xctyP6fCMCSA6GdhRFgSCi14Pk8SB6vYjbe7f7v241siwLK5NBD4fRevvQ+/vQevvQ+nrRurpRtm5F7+sD8qLSMW0q+rEn8R1rBmnBxkOfPpqJZYdOQsgXhhJENIPjredp77yT5uZvUVX1kQM9rAIF9i9udz50fPvyAaIgcvYjgiAw59Qz+c/9d5OKRvCG8onM1q5dy6RJk0YcGEtvuAE9PETPV75K8ed/hrIlgD6U5YjKBfRHvoCz75f87Y0ruOToh0Ze2zBMlvxtK9WTQzTN23n0i5FSSb/RR2pJN5Zm4j2+GsnZycDPvkXyxRcRJAn/GacT/PGPcM2bhyAIpF7voecfG+i1R/nQyWftIHAAWv75JGxp5YWLvdyVjNA6t3w4QuQvPND2Gl6bl8PKD9v3J/QgRbTbEauqsFVVveu2lmliJhLo0ShGNIYRi+XFTyyatxwNP652do4Ko1hsvB/ROxDcbkSPG8mTFz+C04lgtyHY7Yh2O4LNjmAf02w2EIVRC4ogAAKWrmOp6mjTVMzhZTOZwojH8y2R2GEqTwoEkCsrsVVXEzj3XBzNE3FMnIijqYmejMEn//QG8azGXz+14JASOAAP9kSY4Uhjdf2AxsYvUlf78QM9pAIF9j+CsM9z4+wNBZGzn5l2/Mm88tBfWPvSCyy48BLC4TB9fX0sXJi3dBgpFaU1juvoq1E6sgz99pt4z7qVvtvexlbiYYFjIYtKX6VMeIt7nv4sH6n6DlLAwYb1EeIDGU7/1IyRPyNLM9AGs6gdSXIbI+S2RBFEAUezjDn0NuGffRetuxtHczPlX/0qgXPPQRqOiLEMk+hTLaRf76W3WYEumDpjx6KA/bF+1vzqJlxlIl88+1N09/6ApBRj1qw/EQjMZVHH9zm+9nhs0qE1vfLfQhDFvJUmGISdl4jZAcswMFMpzHQaI5XCTKUx02nMdGrHx1MpLFUZFicaZk7BSiSxNG2MeNFGrEkWVj5Jn2UhyPI4IZRfzvf2+nqkgB8xEEAKBJACQeTiIuSKCmwVFbvMYbShN8En7n0LSRR49NqjaSw58BfFfUmvovJSJM7Hrfuoq/sUjQ37zxm/QIECO1IQOfsZp8dL8xFHs+HVlznygo+wZs0a7HY7NVoRg3evRdkSBQukIifeU67GVlWHum0xtvpjoSiB6JvAydFv8qr0OUrd/+TO11XOa/8YbyUM6mwCyp/W0CMKWLqJpQxnqBXBVuXEVrwNZd1iBh9fimC34z/zTEIf+fAOfg5GWiPywAaU9gTBCyfSuu6fNDU14XmHCo+lY3z7t5dwfbtK6ttXkEr+npzHxty59xEIzqc90c6W6BY+O3vnVdQL7B8ESRoWFgEOJmn5/Lo+vvjwShqKPdzz8cMp9x960Wl/3LwY2fJxUVUdE5u+etD7FxUosMcoCnz60/nlO+6AvUy98H4piJz/AlOOWciGV15iYFsra1aspsEqI/HXLdjr/QTPn4hrahGSf/sXYCbp11cQeTxK6qVFOJtepOj/ruCcaU/xwmtnMaH5Rf6uzcOVnsKRFzfjMC0wLQRJwCKLtm01ufVvE/vzvzGTSVxz5lDx7W/h/9CHkHy+HcambIsT+esmLN2g9OqZ5Iqh/dl2zjvvvHHbxXIxLnvsMj722iDpY4Jk655ASiaYbz8XbzCfpfWF9hdwyS6Ort513a0CBXKawU+e28i9S7dxxvQKbr1kNm77oXcp6u39O38btHOiu5e5k79eEDgF/rfQdfjzn/PLv/tdQeQcytTPnIvT62PJPY8TEdMcHZpK6eWzcDTsPHmaZ8FctMGtpOSzyC7/BdsuuRRbdTUzjz+W9TOW4Nhcj17yOmYihh7LoLa2kF27jtyaNWBZOJon5sNuzzsPR+PO5zws0yL5cieJRe3Y6/wUXToFOejgjcWLsdlsTJs2OlXVnerm4//4OL6eASbOUImfNkhInMSM5Vuwf/KTI9stal/EsdXH4pIL5RUK7JyNfQm+8NeVtA2luemcaVx5dMMh+effP/Asj224m37he1wzecIh+R4LFDgYOKhFzuLFi7nlllt4++236e3t5YknnuD8888/0MPakaxJrW8KG2OdOMsrmfPZk5DfJYuu78Q60m/2U3zdrdhCfaRefpnMm2+SW3kiQoXJpCMepONpBferNlwNE3BMmkzoko/gOeYYbBUVu31tPZoj+tgWlJYYvhNr8Z9cn7cEWRYrV65k6tSpI07Rb/S+wQ0v3kC9leWTk1RSPpMJjTfQsHIlQnASlE8HoDPZybqhdVw5/cp9c84KHFLkNIM/vtLKbS9upbHYwz8+dwxTKvZtUdwPCgOD/2Lduut5w/UjGgU7Rwd3tKAWKFDgv8NBLXLS6TSzZ8/m4x//OBdddNGBHs5OMVIqg3esptY1mRXiKqbU17yrwAGQvHb8p9YTf66N0mtmUfHtY8kkVJ7/5lLmHFeCvexEYh9+hhXngFk6lyvnfv1dLSiWaZF+o5f4c9sQXRIlV8/AOXE0gWBnZyeRSIRzzjmHrJ7ltyt+y4tb7uX//AITPVlsLQJN5hepqv0EPDQRjvnCcOQNPN36NG7ZzQm1J7yv81Xg0MKyLP61rp8fPrue3liOq49t5PpTJ+Hcw8zcBxs9PY+yYeM38JScyyvRiVxfX1yw4hQocAA5qEXOmWeeyZlnnnmgh7FLTNVg6M/rMXM6vktnYz2xEbea3eP9vcdWk103ROTRzZR/YS4rF3UgSgJzPzQZp+c2Boc+jLrmi8iJB7j9haeY2HgdZ036BJK44x+I1p8m+vhW1PYEniMrCJzZuEN4+IoVKwgEAmy01vHzZy5nhm2IGyt0crkAFW/PwPZ0LxUvfBo2PwtqCqZfCOT/yJ5ueZpT6k8pTFUVAPLfiddbI9z27y281jrE8ZNKuffjR9BUemiFh4+lvf0Otrb8jOrqj/Km9/OoQ918pPLds5AXKFBg/3FQi5z3iqIoKIoysp5IJPbr8WKPb0HrT1N6zSyee/tFHKJAdNO6Pd5fEAWKPjyJ/t+soOdPa1mzMcask2pxevIxNKXFx3H6wqWsafktkzv/iKPnJ/yl/Tb8xSdxXPO1lAWmoscVEi+0k3m7H7nISek1M3FMCO5wrL5IC51d/8Bbvxm1pYcLfWCK9WxYW8cpUy7DuucGSr7xDUS7HdY+BpWzoWQiAKsGV9GR7OA7R31nn5y3Agcvpmnx4sYBfv/yVpZ3xJha6edPVx7GSVPKDlmLhmWZbN36Ezo6/0Rjw/+jsfELXP/2Fk4s8lPpsL/7CxQoUGC/8T8lcn784x/zve99779yrMzqQTIrBym6ZDKUOVi3bh3NDfV0PPMWqcgQ3qLdF93cjlziouSq6bz6m5VYusmso8f724iig9nNX2Jm0+dY3nIn7q4H8cWfZs3bT2NoPnyxJuy5CuRTKvFPrMewdaJ1ZUnlBokkN5NMb8VQevAIWaZOhZTpobj0XMoCl3LXA68Rqqxn6dNvE511Os6Kw0g+tYrkmjKS5R8iec+bZFSDbul+JCnEdx7Oohkvo+ommmFimCCJIApCvg0vS4KALAm4bBIuu4TbLud7m4TbLuFxyITcdgJuGyG3nZDbRtBtJ+i2EXTZkCVxF2erwIGiL57jb2938siyLjoiGQ6rD3HPVYdzwuTSQ1bcAGhagnXrr2do6D9Mav4OtbVXsiGVZUUywx+nNxzo4RUo8D/P/5TI+frXv84NN9wwsp5IJKh9l4KNe4ORVIk9uRXXjGJcc0pZvXo1qqpy7Ekn8+Czj9G26m1mnnjaHr+eVO1lmyVQ55SI37kGzmrENaME0T46LSWKDubVX8d09TLCyzeQHHybdGgT3aG1qMHVeCwTZ8voayomRDQ7g4qXlD4JXzhIb6qZxdoRhFMKmhEGmiEJOGcjN1r4lrbjExV8RiM+qQKfJFLmN9msLmOC/RRmFZdil0VskoBNEpEEgXyEuzXSDDM/laEaJlnVIDPc4hmNXjVLRjVIKTqxjEZK0Xc4F6IAxV4H5X4HZT7nSF/md1Duc1Luzy8Xe+wFMbSfGUopLNrQz3Nr+1i8eRCHLHHWzEpu/chsDmsoOtDD2++kUptYveZaNC3OnNl/orj4eAAe6otQZJM4reTQdKwuUGCPcLthYGB0+QDxPyVyHA7HSNTQ/kTZGgNJJHj+RARBYOXKldTX11NZU0vlxEm0rVj2nkTOpjf6yOV0Fnx5HuYr3UQf2UzsyRZs1R4knx1LMzHiClpfGkywV3qoPeLDeA4rZ75DpDXaydK2DtZ0x+gYVGkftNEfk9heCGCSK83R1nrM+iO4uLoGScuw6vXFnHrs4TTefy/+xBBTH3sYUZbhgQ+DkoRP5DO3Prr5Uf7zWpbfnHMd1d7qfXoeVd0kllWJZTSiaZVYVmMopTKQzNGfUBhI5FjbnaA/MUA4pWCOqWwgClDqc1DhzwufisBw8w+34fVDMT/L/kI3TNb2JFjaEublTYMs2xYB4PCGIr5//gzOnV2Fz3kwpSPcOyzLoq/vSTZu+jZudz1z5/wZl6sOGF+M0y4WRHaB/2EEAUp3XnLov0nhCr8fcM8twzmtCNEhEw6HaWtrGwltb5x7GMueehxD15H2IMrKMi1WLupkwuxSiiYEYUIQPZwls3oQrT+DmVQR7BK2Ki+eIytxTAhghhys6IixdHELS1uGWNkZQzct7JLM1MoQp04JMrMmQHOZl8YSD0899jDpdAWfvuokLMvirrvuYkGNk7PUIXrfeoW6e+7OC5xMBFpehDN+kh+bZfHQxoc4vvb4fS5wAOyymLfS+N49E65hWgyllLz4SeboS+SFUH88R28ixxutEfoSOeLZ8TWVfE55VPQM9+V+J5WBUXFU5LYjiofulMvOsCyLvmERuaY7zpquGMu2RUkqOh67xJETivnxhTM5ZWo5xd4Dk+TrQKAog2zc9C3C4UVUVJzPlMnfR5JG71K3F+O8tPLQt2QVKHAwcFCLnFQqxdatW0fW29raWLlyJUVFRdTV1R3AkYHoyJ/at956C7fbzfTp+Xwy9TPnsPSRBxhoa6GyefK7vk7Hhgix/gwnXjFl5DG5xIX/pPHvr2Uwxb839PPKPzp4a1uEnGYSdNs4akIx3z57GnNqg0yp9OGQx0de9fT00NLSwkUXXYQgCKxZs4be3l4+ftlHGfz0p/Gdegqeo47Kb7z+72CZMO18AFYMrGBzdDNfmv+lvT1N+wxJFCjzOynzO4GdJ1kEyKoGfYkcffEc/YncyHJfPMeWgRSvbAkzmFIwxpiF7JJImX/YKjQshoo8doo99nzvtVPkcVDktuN3yQeVD4pumHRFs2wbStM+lGHbUJrWwTTreuKEUyoAxR47M6oDfPr4CRzVVMKsmgC2/7GpQMuy6O9/ik2bv4cgSMyc+XvKSk/fYbsHeyLM9bmZ6i1EGRb4H0dRYLt7yK23FjIe7w3Lli3jxBNPHFnf7m9z5ZVXcu+99x6gUY2iqiorV67k8MMPx2bLm/HLJzQjOxx0rl+zRyJn7ctdFNd4qWwa/8etGSbLtkX594Z+/r1xgLZwGocssmBCMTecOomjm0qYVul/VwvEq6++SlFREdOnT0fXdV588UUmT56M66l/kI1EKPvKV8YM5jFoPB68eRPkfevvo8HfwIKqBe/xzBw4XHaJxhLPbgtBGqZFOKXQF8/RO0YM9Q+vb+hNEEnnp9HeiSwKhIYFUGjYWdrnlPE6bHidMj6HnF93yniHl502CYcs4ZBFHDYRhyzhtInYJfFdBZNlWeimhaqb+Wbk+5Sik8zpJLIaSUUjkdWJpFUGkgqDyRyDSWV4WUEfFnR2SaS2yEVDsYfLjqhjRnWAmdUBKgPOg0q47WuSyfVs3vIDYrE3KC87m0mTvovdvqOlJl+MM8FPJtUcgFEWKPABQ9fh97/PL//sZwWRszeccMIJWJb17hseILY7HB922GEjj0myTNWkqXRvXAfnXbzb/RPhLNvWDnHCRyeP/Mls6U/y8FudPL6im0hapczn4OSpZXzjrKkcO7EEl33Pk6wNDg6yfv16zjnnHERRZNmyZcRiMT5y+OEM/eCHlP6//4d9u2N2ohe2vQrn/gaArdGtLOpYxM1H34woHFp39ZIoUD7syzN7N37pumESzWhEMypDKZVIWiWSVhhKq0TTKkNplXhWoy+RI5XLi46Uou/UoXpXiMJodBpCfl1AQBRAMy00w2RPfgJ2SSTksVHmc1LqczC10s/CSQ7K/U4aij3UF7upCrqQ/sem5XaHooZpbb2Vnp5HcLsnMGf23SPOxTvjr70RHKLA+eWF3DgFCnxQOKhFzgcZ0zRZunQpkydPJhgMjnuuduoM3nrqcUzTQNxJ4r7trF3cjd0pM/Gwcv65tpc7F7eyvCNGyG3jwnk1nDu7ipnVgb32F3nppZfw+/3Mnj0bTdNYvHgxs2fMQPnlr3BMmEDxJz4+uvH6J0GUYeo5ANy15i4qPZWcPeHsvTr2oYAsiZT6HJT6HFC+5/uZpkVaHRU9Oc1A0U0UzUTRDXLDvaKbGKaFRd5iYw1HqlkWWOStRnY5b/GxDfcOWcQmiXgcEn6XDb/TNmItKrBnKGqYjvY76ep+AFF0MKn5W1RXX44o7tqpWjct7u8Z4oLyEH65cK4LFPig8L5Fzq9//Wu+8IUvsGnTJpqbmxELEQUArF27lkgkwsUX72itqZk2gyWP3M/gtjbKJ0zc6f6GbrJhaS+haUEuvOs11vUkWDChiN99dB6nTCvbwbfmvdLd3c369es577zzkGWZN998k3Q6zfxt7aTXr6fhrw8i2MckMlvzKDSfCq4g2+Lb+Oe2f/L1I76OTTr0o2n2NaIo4HPa/icikQ4mstluurr+TFf3AwiCTF3dJ6mr/Tg2W/Bd9100lKBH0biyumT/D7RAgQJ7zPsWOTNmzADg+uuvZ+vWrXi9XqZPn86MGTOYMWMGH/rQh973IA82TNPklVdeobm5maqqqh2er2iahGSz0bVh7S5FzsblA+RSGn/Y3EVNQ4CHr1nAkRP2LIHgu2FZFosWLaK0tJTZs2djGAZLlixhfiBA+q4/Uvzpa3DNnj26Q3gLdL8NH74XgF8v/zWlrlIuaL5gn4ynQIEDhWVZRKNL6ez6C+Hwi8iyh/q6T1Fb+3Fstl07sL+TP/eEmeNzM9t34PKBFChQYEfet8g5+eSTAXj22WeBfIK9tWvXsnbtWl544YX/SZGzYcMGBgcHOffcc3f6vGy3U9k8mc71a5n/ofN3eH51V4yHHlqPTTa54eIZXHp47T4NYd60aRNtbW1cdtlliKLIihUrSIfDNL/xJvapUym97rrxO6z6KzgDMOlMlvUtY1HHIn583I9xSId26PB2f6//ZafbQ5Vcrofevifo63uCTKYNj2cSkyd/j8qK88eFhO8J27IKL0WS/HLKvk8sWqBAgffH+xI5y5cv55VXXsFut3Pssccyc+ZM/H4/Rx99NEcfffS+GuNBR2VlJaeddtpusylXT57Omhf/hWVZ4/5En1ndy7ceWsknMg5mnTOB44/ct6Hwqqry3HPP0dzczKRJk7Asi6VLlnDy+g0Qi1H9pz8i2MZMo5gmrHoYpl+IKdv5+bKfM6N4Bmc1nrVPx7UvsSwDRelHUQZQ1fBwG0RVh9D0OIaRRtdTGEYKXU9hGjlMS8OyjOG2fXm7g7CIIMiIoowgSAiCDUGQEAUbouRGklxIY3txzLrsxSYHkGU/NlsAWQ4M935k2b9bP48C+xZFGWAwvIiBgWeJRl9HFJ2UlZ3OlMk/IBg8cq/F7F+6hwjIEueVFRyOCxT4oLHXIudXv/oVN9xwA8FgEFnOJ72bPn069957L/Pnz9+XYzzoKCoqeleRVzFxEm888TDJ8CD+0jIA/rx0G9/9xzquLCrClshx5An7/s7wlVdeIZVKceWVVyIIAlu3bqXo1VcJbthA5W9uw15fP36Hba9AogvmfJS/bvwr64bW8Zcz//KBiKjStCjJ5AZS6U1ks+1ksx3DrRvLUsdsKWCzFeGwlyDbgsiyF4ejHFluQpa8iJILUdguYOQxTQJBGBE8I72ZF0KmqWKYWQwjg2Hke12Loxi9I4/regpdj2NZxk7fgyS58wJIDiDbAsN9EJstiE0e7kdaaHibENIhbkXbF1iWQTK5jkhkCeGhF4nHVyAIIsHgkUyd+hPKSs9Alt9fVfScYfJQ3xCXVBTh/h/LHVSgwG5xuaCtbXT5APGeRM7dd9/NnDlzmD59Oj/60Y/4yU9+wpe//GUEQaCzs5M77riDE044geeee45jjz12f435kKBy4iQAerduxl9aNiJwPnVsA43LkhTPKR2pNr6v6O3tZcmSJRx33HEUFeXzfKz/85+ZvXIVRZ/6JP5TT91xp1V/haImuoNV/Hrx57hk8iXMLZu7T8e1J+h6klj8bRLxlSRTG0gm16EovUC+bpfLVYfLVUdx8Qn5ZWctDkcFdnsJNlsIUTxwgYSWZQ0LnjiankDX4vllLTH8WBxdS6DrCTQ9Rjq9BU2LomkxdD0B7BgjLooubLYANlsImzzc24KjAmmcSAoNW4+CB/Q87G8MI0MisZZEYiXxxAqi0dfR9QSS5CEUOoppU39KScnJe+RIvKc8NRgjohn8X/W+8ZcrUOCQQRShoeFAj+K9iZxbbrllJMOwaZq89dZb/PKXv2TevHnMmTOHH/zgB1RXV3PjjTfy+uuv75cBHyp4giF8JaX0tWxms3tCXuAc18jVU6t47OnlHPvh5n16PF3XefLJJykpKeG4444DoOeVV2h44kmsI46g7Prrd9xJScH6f2Ac8wW++9pNBBwBrp+/k+32A6apEI29xdDQf4jF3iCZ3ACY2GxF+HzTqSg/B69vGj7vNNzuhrzV5QOKIAjIsgdZ9uBkR0f03WFZRl78aLHxTY8NC6E4mhZF1+Jkcx3Dz8cxjNROX0+SvCOCyLYTQSSPsRptF0+y7EP4AFjuYDj5oZ4gm20nnW4hk2khnWkhnW4lm23DsgwkyY3PN5Pa2o9TFDoav3/2fpsWvLc7zLFBLxPd7156pECBAv993pPI2bBhA7lcjjVr1nDcccchiiKPPPII3/72t8nlctTU1NDU1MSKFSt46qmnmDFjBo2Njftr7Ac9lU2TWLa5hzs3ruL8OVV846yp/OfBTXhDDmqm7tvaN4sXL2ZgYIBPfepTyLKM0tJC5IvXkwqFOOx3v0XYWej/hqdAS3OXC95sf5M7T7sTj23XmYLfL7qeZGDwXwwOvkA0uhTDyOBwVBAKHUVN9ccIBg/H5Wr4n3IEFgRpWJS8N38P01TzAkjPiyJ9RCBF0fT4iEBSlAHSqc0jj5mmspNXE4etRkHk7dYhOYAoOfN+R6ILSXIhSi4k0TncuxBF2/CUn4SAODwdKI0IJnOHaUAVXU+jGykMPT3iM6Wog6jqAIqS78eO0eGowOOeSFHR0Xg9H8cfmIPHPfG/YrF6K57m7USGe2cUrnEFCuyAqsI3v5lf/uEPYWxKkv8i7/lK4HQ6OfzwwznmmGOYPXs2Dz/8MKZpsmHDBlatWsXixYt5+eWXueqqq4hGo3i9XhKJxP4Y+0GPv3Ey9y7RmFzv4ycXzcLQTLYsG2Dm8dX7NJqqra2NxYsXc+KJJ1JVVYXa3k7HJz5B2mYjc8P12H2+ne+46kHeaDiMP2x6kGtnX8uCyn1fvsE0VcLhF+nr/ztDQy9jmhqBwDwa6j9LScmJeDyT/qdEzb5CFO04HKU4HO+tCrBhZN9hLYqNWIpGBVKMXK4bw8xhmrlhf6Ts8HKGnU2vvRcEwYYse5EkD7LsxW4rweWqJxg4HLujFIe9DJerDre78X371Lwfft8xwES3g9NK/AdsDAUKfGDRNPj5z/PLN9108Iic7fziF7/ghBNOoLW1lWuvvZbZs2dTV1fH8uXLqaqqoquri66uLtauXbsvx3tI8bdIMTkxwvdPKMVpk9jyVj9qVmfKUZX77BipVIrHHnuMxsZGjjvuOJTWVjquvArNbuelBQu4ele+U7FOWrte44b6Ro4oO4JPz/r0PhsTQC7XS3fPQ/T0PIyqDuLzzaRpwo2UlZ2F07nv3n+B90Y+Qsy1159BPjOzimHkME1l2EpjAsaY6LW8E/b2KLXRyDUbsuxBFD/4TtUtmRz/DMf5+eTafMmNAgUKfCDZa5EzZ84c3n77ba699loWLFgwklNElmXuvvtuAGpqaqipKRSr2xmLNw/y1JYUJ0ZeRxhwA5PZsqyfsgY/wfJ9k1DMMAweffRRLMviwgsvJLdyFV2f/SxySTFvnXkWpQ47paU7v9MPL7uL6yrKKPNW8osTfoG0m/IT74VUegvbtv2OgYFnEUUnFRUXUFP9Ubzedy9WWuCDjyAICILjoBAq74ffdwxQYpe5qFCnqkCBDzTva+K6qamJF154gf7+fl5//XVUVWXBggW7zQ9TIF/Y8aan1rFgQhEnGGn6WjYz+eiTaV83xFHnN+2z4zz//PN0dnZy5ZVXYi5eTPfXv4Fz1kz8P/whm++5Z5fJCsOpXq5ufxzN5ubuU27Hb3//5vhUahNt237LwMBzOB2VNDd/i8qKCw/odEOBAntDe1bh4b4I35xQhbMQNl6gwAeafeKdV15eznnnnbcvXup/gkff7qJ1MM1tl86l5+lJ9G3ZRNuqQUzdomle2T45xhtvvMEbb7zBWWedhefZZ+n59W34zz2Hyh/8gMVLl2K325k+ffoO+/Wl+7jmmctJY/CnY35Mlfe9RQO9E1UN09LyC3p6H8XprGbKlB9SWXEBonhg5mcLFHi//Lq9n6AsF+pUFShwEHDoJs34gJJVDX75wmbOm1PFjOoA5sRJrH1pEZvf7KWyKYCv6P2Hoq5du5bnnnuOo+bPp+q++xh8YREl/+9zlFx3HZZlsWLFCqZPn47DMX5KYWNkI59d9FlsuSh3U0l9007y5uwhpqnR1X0/bW2/BkQmTfoO1VWXFTL8Fjio2W7F+faEqkLyvwIFDgIKIue/zINvdhBJq3zp1LwPSkXTJCzsdG2M7ZPcOC0tLTz++ONMr6mh8dZfks5kqPntb/CdcgoAra2txONx5s2bN26/p1uf5ubXbqbRXcnvNi2n5Nyv7fUYUqlNrFt/I6nURqqrL6NpwvXvOQS6QIEPIj9u7aXEJvN/BStOgQIHBQWR819EN0zuWdLGObOrqCvOOxeX1NZjc03BMt//VFVPTw8PP/wwNZLEtF/+CvucOVTf8jNsYyqhr1ixgpKSkhGH8IyW4ZZlt/C3zX/j7Aln8+1IHLe7HKa/9wrjlmXQ0Xk3LS234nbXc/jhT+D3zXhf76lAgQ8Ky+NpnhyIceuU2oIVp0CBd8Plgu3R1QdLWYcCe0gmAr0roemkcQ8/v76frmiW2z82mjxMlCScvlmIUhJPYO8jUoaGhrj/3nvxRSIc9vwLlH36Gkquuw5BHv2IM5kMGzZs4KSTTkIQBF7reY3vv/59wtkw3znqO1xcuRDhVzPhhK+B/N58ZhRlgLXrvkgs9iZ1tZ9gwoQvFeorFThksCyLm1p6mOZxcknFvk3UWaDAIYkowk78Pv/b7LXIyWazWJaF2523SLS3t/PEE08wbdo0TjvttH02wIOSTc/B3z8LX+sA52hk0p9ebePIxiJmVAdGHssmVTS1GEl8Ezh/rw4X6+ri3rvuQkomObV/gIZHH8U5edIO261ZswbLsiibWMb1L13Poo5FzC+fz+2n3E6dvw5e+hGIMhz28fd0/HhiFWtWfwYLi3lz7ycU2vdJAwsUOJA81h/lzXiaR2Y3IRXy4hQocNCw1yLnvPPO48ILL+Taa68lFotx5JFHYrPZCIfD3HrrrXzmM5/Zl+M8uKieB1h5a07jQgDWdsd5uz3KHVeMr9DesmIQQRBIR5aTjkXxBPfcd8WyLAYee5yHli5Bt9u5dN486j760Z2WaLAsi9eWv0bvhF4ue+EyAvYAPz3up5zZeGY+o7CShDfvhLkfA9eej6Gn929s2vRtfN7pzJz5exyOfRMdVqDAB4WopvPdrT2cVxZkYdEusoMXKFBgPKoKP/pRfvkb3zhgGY/3emJ5+fLlI4Ue//a3v1FeXk57ezt/+ctfuO222/bZAA9KSiaBzQPdy0ceenRZJ2U+BydPGS8Ctr7dT8UED1hZ+lo27/EhlNZW2q68isf+vYi0z8cVV11F/cc+tlOBk9bS3Lr0Vv7i+Atvmm9y+dTLeeqCpzhrwlmjJRPevCtfkPOYz+/R8S3LYuvWn7Jhw1epKD+fefMeKAicAock32/pQTVNbp5YfaCHUqDAwYOmwfe+l2+adsCGsdeWnEwmg2+45tHzzz/PhRdeiCiKLFiwgPb29n02wIMSUYKqOdCTFzmKbvD3VT1ccngt8hiHxVxKo2dzjIWXTaZvc4C+lq00zT9yty9tKgpDd9zJ4F138foJxzNUWsr/XXklVfX1O2yb0TI8tOkh7ll7D0klSbPSzG0fvo1K3ztS9ispeO23MO8KCLx7hmrLMti46Tv09DxEc/O3qK25qlBfqsAhyQvhOA/2RvjZpBrKHYX0BwUKHGzstciZOHEiTz75JBdccAH/+te/uP766wEYGBjA7y8UrKNqLqz/BwCL1g8Qy2h8eP74TNDb1oaxLGicXcLmJRPpfxdLTm7DBrq//GWU9g42fPQyOlWVj3z4w9S/Q+BohsYjmx/hztV3klATXNB0AeorKifMP2FHgQPw1h8hl4Bjr3/Xt2WaGuvX30j/wLNMnfpTqiovftd9ChQ4GBlUNa7f2MnJRX6uqCo+0MMpUKDAXrDX01Xf+c53uPHGG2loaOCII47gqKOOAvJWnblz5+6zAR60VM+DeAekBnn07U7m1QWZWDa+hEHbqjDljX48AQflTZPoa9kyUgPsnUQfepi2j1yCYLPT972bWKMonH322UydOnVkG9Myeab1Gc558hx+9tbPWFizkGcueIbzvecjZ+Wdfy6ZCLx6a96KE6zb7VsyTYU1a65jYPBfzJzxm4LAKXDIYlgWX9jQgYnFL6fUFiyVBQocpOy1Jefiiy/m2GOPpbe3lzlz5ow8fvLJJ3PBBe89x8ohR3XewTjS+javbDG56dzxoXS6ZtCxPsJhZ+atMBVNzbyeTJAMD+IvHfVtsQyD/h//hOj99xO6/HK6Tj+Nxc8+y4knnsj8+aNOzC2xFr6z9DusHlzNibUn8tuTfsvE0EQAXljxAvX19RQX7+Ru9NVbwdDhhK/v9u1YlsG69TcyFHmV2bPuoLj4+L06LQUKHAz8vK2PlyJJHpg1gbLCNFWBAgct7yuj1ZYtW/jFL37BMcccQ3d3NwCbNm0iHA7vk8Ed1ATrwVXEC6u2YVkWZ0yvGPd018YoumLQOCtfBbyiKZ/teKzzsWWa9H7r20QffJCKm75L8tJLeOa55zjssMNYuDAftWVZFg9seICLn7qYhJLg3jPu5baTbhsROJFIhLa2tp1bcWId8MYdcMwXwLtrp2HLsti0+WYGBv7JjOm/KgicAoc0Tw/E+GV7P19rrOSk4sLUe4ECBzN7LXIee+wxTj/9dFwuF8uXL0dRFACSySQ/2h429j+KNjBA8sUXoXoez7QLHNFYRKlvfGK8tlVhAqUuQpX5PEOeYAhvcQl9LVtGtum7+WbiTz5J1U9/QnbhQh555BGam5s588x82LdmaHxrybf4yZs/4dLJl/K3c//G/PLxIeorV67E4XAwbdq0HQf6z6+DuxiO+uxu30/btt/Q3X0/UyZ/n7Ky0/fyrBQo8MHn9ViKz25o5/yyIJ+vL0QLFihwsLPXIucHP/gBt99+O3fddRc226g59+ijj2b58uW72fPQJ710KV2f/RyR0HyWpio56x1WHMu02LY6TOPsknFz/RUTmulvzYuc2BNPEnvoYSpu/h7Wccfx4IMPUlpaysUXX4wkSWiGxo3/uZHn2p7jx8f9mK8e8VUc78gwbJomK1euZMaMGdjfmaNg8/Ow8Wk4/YfgGO8rNJbu7r/S1vZrmibcSHX1pe/zzBQo8MFlVTLDlWvaOMzv4ddT6wp+OAUKvB+cTnjzzXxzvv/C03vLXvvkbNq0aWTKZCx+v59YLPZ+xnTQ45ycL7753GADBgJnVMTHPd/fniCTUGmcXTru8YqmZt78+9/IbdlC3803E7jwQpxnn83dd9+NLMt89KMfxW63Y1omX33lq7zS/Qq/OvFXLKzZ8XOAfLHORCKxQzFO1Aw892WYcAJMv3CX7yMae4tNm2+iuvpj1Ndf+95PRIECBwkrEhkuXdVCk9vBPTMbcewk31SBAgXeA5IEhx9+oEex95acyspKtm7dusPjr776KhMmTHhfgzrYsTc1kfV6ebbLxeHiFsqG3hr3fNuqME6PjYoJ4+f7y5uaUTNpur7xDWyVlZR87as8/PDDJJNJLr/8crzevMXl3nX38kL7C9yy8JZdChzIF+MsKyujakyBTgBe/D4k++Csn8Mu7lZzuR7WrPksgcB8JjV/q3BXW+CQ5aWhBBev3Eqz28HDs5vwy9KBHlKBAgX2EXstcj796U/zhS98gTfeeANBEOjp6eGBBx7gxhtv5LrrrtuXYzzoWLl2Lc+ceQYrUnBWcS+0Lxn3fNuqMA0zixHfUcm4YkIz5Yk02pq1lH3j6zy9aBGdnZ1ceumllJbmrT5v97/Nbctv4+oZV3Ny/cm7HEM6nWbjxo3MnTt3vEDZtgRe/wOc9G0oad7pvoaRY/WazyCJDmbO+A2iWIguKXDoYVkW93SH+diaVo4Kenl4dhO+gsApUGDfoKpwyy35pqoHbBh7PV31la98hXg8zoknnkgul2PhwoU4HA5uvPFGPve5z+3LMR50TJo0iX+IEhOkIc6YFIBN/wDLAkEgNpAh2ptmwbk7WrscDgfTBuIojfW8paqsXr2aiy66iIaGBgA0U+OmpTcxq3QWn5u7+3O8evVqAGbNmjX6YC4OT34Gao+EBTuvLWZZFhs3fZN0eiuHzX8Eu72QBK3AoUdKN/jK5i4e749ydXUJ35tYjSwWrJUFCuwzNA2+8pX88nXXHbDaVXstcgB++MMf8s1vfpP169djmibTpk0bmVL5X8br9ZIQQ8wSeyhpOgzevgUirVDcRPuaISRZpHZa0Q77xf/xD5yZHEunT6Fr8WJOOeUUZs6cOfL8QxsfoiPZwc+P/zmyuOuPzrIsli9fzpQpU/B4PNsfhH/8P8jG4Mp/5EtP7ITe3r/R1/ck06fdis83fafbFChwMPNqNMkXN3YQ1Qxun1b//9k77/AoqrYP31tTNr333iEFCCV0EAVUBCkioqivYq+v/bNh74rltSsooqKIAoJIr4FQQyC99957tpzvj4WFSA8JBJz7uuba3ZlzZs6ZbHZ/+5ynMMX17AvSSkhIXFqcl8gBsLS0JDY2tjvGctnQ0KZla4cn16pqOVgoGIAM8uPBMZCClGrcg2xRmXUWGUIIahYvJn/IYIo0tgyMjWXYsGGm47VttXx28DOmBU8j1CH0tNcvLi6msrKS8eOPC/fe8zWkLIcbvgd7v5P2a2nJJSPzZdzdp+PmNrnL85eQ6I2UtHXwSnYJv1fUMdTOit9ivPG1MDtzRwkJiUuWLvvktLa20tLSYnqdn5/P/Pnz+fvvv7tlYJcyG1LLqdJb4FheyY7Ew+jcYiB7IzqtnpKMOnwiTlwCak1MJK+mlj1+figbahjYN6KTL80PqT+gM+jOuEwFRodjGxubYw7gudtgzdMw+B6IOLl4MRg6OJz8KGq1MyHBL3Rp3hISvZH81naeTC8kLiGV7XVNzA/zZmlMoCRwJCT+BXRZ5EyePJnvv/8egLq6OgYNGsR7773HlClT+Oyzz7ptgJcicQFOvDcjmkHZWdS2trLLchxkrac0rQqd1oBPnxOXqtJ+XsKOEcMJCAzEojSf8pxjkWttujZ+Tf+V64Oux8H8xL7H097ezqFDh+jXrx9yudy4TPbLHPAbDle9dsp+Obkf0tSUSt8+81EqNV2f/GWKQQia9XqadMat8cjWcNzWqjdgOEXtMYkLixCCffXNPJCSz9CEVFZV1vOYnxvxg8O50d0RuRQtKCHxr6DLy1X79+/ngw8+AGDp0qW4ublx4MABfvvtN1544QXuvffkjq3/BtxszZk2wIsCL08iWlvZUmBFpM5AQUIyGls1Dh6dRUTO4cP8pZDjZmnJzBtvZHHiTsqyM4gcexUAq3NXU9dex+zw2We8dlJSElqt1pgbp6kCFk0FC3uYvgAUJ/9z19buIj//CwIDHsPGJuqkbS4n2g0Gitu0FLV1UNTWQVmHllqtjlqtnhqtjhqtnnqdjla9oNVgoM1goN1w9uJFLZNhJpdhJpdjJpdhfuTRTC7HWinHWqnASqHARinHSqHAWqnARqnASiE3PbdWyrFTKrFRKrCQy6QQ/rNACEFWSzt/VNTyW3ktea0deJqpeCnIk5vcHbFUSLlvJCT+bXRZ5LS0tGBtbQ0YK49PnToVuVzOkCFDyM/P77YBXsqYBQfTd/sOCsaO4afm6VinNeIdGWz6whJCcPDgQVYuX45jbS033X8/KpUKt8AQkyVHCMGilEWM8h6Fj83pq4QLIdizZw+hoaHYqgV8Px20rXDHWrA8uQVIr28hJfUp7OwG4ut7V/fegItMvVZHanMbac1tpDa1ktbcRm5rOxUdOlMbGeCoUuKgUuKgUmCvUhJhpcJOqcRSIcdcLsNcIcfyiFBRHCc2jj6VIUMg0BkE7QZhEkUdxz1vNxhoNRho0hto1Okpb9fSqDfQdMQK1KQ3cCoZpZbJsFEqsFUqsFUZH02vO+1Xmo7ZHdfmco0aEkJQ3K5lb30zW2sb2VLTSHG7FiuFnGuc7Xg31J44O6tOfzMJCYl/F10WOUFBQfzxxx9cf/31/P333zz66KMAVFRUYGMjFbUDUPv7ww+LmT1zJj988x36Jmu87NtpamqivLycHTt2kJOTQ3BbG0Pq6tF4egLgGhhE6vbN6LRakutSyKrL4omBT5zxeoWFhVRUVDBhdBz8MBVq8+G2P8He95R9snPep6Ojin4x3yGTXbo5QgxCkN7cxq76ZnbXNbG7vpnidi0AShkEWZoTpjFnmL0VXuZqvM3UeFuocTdT9YrstsblMKMAatDradQZqNfpqdfqjI9HtoYjj9UdOnJa2jvtP5VI0ijkJwiifwqhowLpeBFlp1SgUci7bEUyGAx0dEN+DL0Q1Gh1FLV1UNzWQWGblqwWo3it1+kB8DM34wYHDbG2GvrbaLA4YrXRtrejPe8RSEhIdIktW449b2s7p64qlQqF4vy/k7oscl544QVuuukmHn30UcaOHUtcXBxgtOqctOL1vxC1nz/o9dh3dDAyZAB7SgWb965i036jJcHe3p4bp02DW+Zg9+Axh2K3wGAMeh2V+TmsqVmDk4UTg90Gn/F6e/bswd3WDP/tj0FNNsxZDm6Rp2xfX7+fwsKFBAU9jaWl33nP90KT19rO+uoGNtc0sqe+mXqdHqUMoqwtmeRiR7S1JWEacwItzVD3AiFzOuQyGdZK49KVx5mbn4BBCBqPEzx1xz9qO4ukOp2e/NYODmqPiiYdradYjlPIMIme44XR0aU0jUKOWi5DLZehkslQy42vLfR6XGorOFUaSWF6FAgBhiP7hBAYMAobgwA9xsej7W0BB5mMWJkMlY0ctUyB+qiFTbRCXStldVVduIMSEhLdzpEkthQUdKm7nZ0dbm5u57Vc32WRM336dIYPH05paSnR0dGm/VdccQXXX399lwd0OaEO8AegIzeX2iYPXMz2cUOfKsr73ImrqyuOjo40bdhAcVsb1lccy17s7BuAXKGkJCudtY1rucr3KhSnyGtzlObmZoqSdzHX4i9kda1GgeMRc8r2BkM7KanPYGMdibfXbd0x3R5HCMHBxlZWVNSxtrqerJZ2VDIZg2013O3tzKAjv+L/jb4XcpkMW5USW1XX/qXbDQaTlahB+w+RdNSSZBJLOgrbOqjX6WnRG9AaBB3CuDynFQIZgoctBI42Fpg5u56ydMhRZDLjsqEcGfIjc1HJZCjkoJDJUALKIwJKJZdJTsMSEpc5QghaWlqoqKgAjGWkusp55clxc3OjpqaGtWvXdjJLl5WVERYWdj6nvixQOjsj12hozc6hMF1F3yA1zpk/4zzpBZOPTNP69ZgFB6E+ktUYQKlS4eTjS0JePBUWFUzwn3DGa+Vs+I47DYswVzrBnLXgGHja9rl5n9Lams+ggcuRnyaxYG8gs7mNX8pqWFFRR35bB44qJeOdbPi/AHdG2ltjJaXiP2/M5HKc1XKc1edXwkMIQWtHB7nZ2bh7eGBtY33cURlH5clRnSIHyalaQuJyxGCAqiNWVScnOEdruoWFBWB0gXFxceny0lWXv91ycnK4/vrrOXToEDKZDHEkdPboB5Zer+/qqS8bZDIZ6oAAKrOqaW/W4TN6OPxhgP3fw/BHEELQtHUbdjNmnNDXLTCYvxtW4OroSrRz9EnOfgQhMOz8H332P0+VVSiau/4EjdNpx9XUlEF+/uf4+d6LldXpEwteLJp1epZX1vFTSQ17GpqxUyq4xtmWd1zsGWpnddk6017qyGQy5EIgl8mwMFOj6uXLhBISEj2EEMeWqRy7Vh7I0tISAK1W22WR0+VPoIcffhh/f3/Ky8uxtLQkOTmZrVu3Ehsby+bNm7t62ssOtb8fJeVyVOYKXCO8IXI67P4KtG105OSgr63FcvCgE/q5BgSTYVXBOK+xyGWn+DO11sFvdyJf+yw76UfHDT+fUeAIIUjPmIe5uRd+fr0vzL+4rYOXs0rotzOZx9IK0SjkfB7hS+LQPrwX5sNIB2tJ4FwiSBYaCQmJ86E7PkO6bMnZuXMnGzduxNnZGblcjlwuZ/jw4bzxxhs89NBDHDhw4LwHdymj1WpRqVSY+ftTUWKGV6g9CoUchj0MSb/A1rdpqQwFhQLLmJgT+re6qWkt0hMh8zv5BVJXwqrHoaOZTU63kmUWyVDvU0dRHaW84k/q6hKIif4Wubz3ZHw90NDCF4UVrKysQ6OQc4uHE7d5OuFtfnGKuklISEhIXPp02ZKj1+tNxTidnJwoKSkBwNfXl/T09O4Z3SXKoUOH+Pjjj2lvb0fmHUC9pTeevubGg86hMOpJ2D6flu3rMY+IQK45McNwqiEfhV6GU+U/dGhDKSy52bh59KN02h9sqXJg2LBhZ1S9Ol0TmZmv4+w8HkfHUd013S4jhGBbTSNT9mcycV8GBxpaeCnIkwNxfXg+0EMSOBISEhIS50WXRU7fvn1JSkoCYPDgwbz99tvs2LGDl19++VjNpH8p3t7eNDc3s3PnTmpV7gi5Amd13bEGwx8Fl3Badm3Hsm/wSc+xq2wXPu2O1GTnGnc0VcK6F+CjflCwy5jBeNZPbE3MxsHB4awcvXNzP0KnayAk+LlumOX5sauuiamJWcw4mE2rwcC3ff2IHxLOnV7OaCRHYgmJXs3mzZuRyWTU1dVd7KH8a5g3bx4xJ7H6X8pciDl1WeQ899xzGAwGAF599VXy8/MZMWIEq1ev5qOPPuq2AV6KFBQUIJfLiY+Pp6hGoG6vx6L2uDwBChXake+hawLL6mVQuLtT/3Z9O/vK9xFtGU5pWhL8cT980Ad2fw1DH4QH90HfqVRWVZGamsrQoUONdapOQ1NTBoVF3+Hvdz/m5l3JxNI97KtvZmZiNlMOZNGoM/B9pD9rBoRwtbOdlJlW4qJy2223IZPJTtgmTDhzdGN30lMf/H5+fsyfP/+c+40ePZpHHnmk076hQ4dSWlqKra1t9wyulyGTyfjjjz/OuV9X73FPkJeXh0wmIzExsVvPe6mJrS775IwfP970PCAggJSUFGpqarC3t7+gDoeffvop77zzDqWlpfTp04f58+czYsSIC3b9k+Hvb8yPo9frOZSViEdHA9r89k5tWrKN8f8W/g7wzZXgPQR8hoCVKwfqMmjTtzEibyeHaj1pSj+M1ZhnoP+tncozbN68GRsbmzO+4YQQZGa+irm5Fz4+d3TvZM+S/NZ2Xsku4c/KekI15nzdx4+rnW2lnCcSvYoJEyawYMGCTvvMzHqP71pvQa1W4+bmdrGHYfJ9lJA4Fd0a3+ng4HBBBc6SJUt45JFHePbZZzlw4AAjRoxg4sSJFHQxu2J3YW1tzdixY9HrDNRoC3CwaKCjoLBTm5Z9+1EHBaJ8eCvMXAzmNpD8O2x4mZ15a3EUcoZEjgOgdPRnxiWu4wROWVkZycnJjBo1CqXy9Fq1unozNbU7CA565oI7Gzfq9LyaXcKIhDT2NbTwcbgPGweGcq2LnSRw/m00N596+2fK99O1bW09u7ZdwMzMDDc3t06bvb09ALNmzeLGG2/s1F6r1eLk5GQSRkII3n77bQICArCwsCA6OpqlS5ea2h9d5tmwYQOxsbFYWloydOhQkx/jwoULeemllzh48KDJkrRw4cKzHv+8efPw8fHBzMwMDw8PHnroIcBojcnPz+fRRx81nRegurqaWbNm4eXlhaWlJZGRkfz000+m8912221s2bKFDz/80NQvLy/vpMtVv/32G3369MHMzAw/Pz/ee++9TmPz8/Pj9ddf5z//+Q/W1tb4+Pjw5Zdfdmrz1FNPERISgqWlJQEBATz//PNotccKcxy1Inz77bcEBARgZmbGd999h6OjI+3tnX9ITps2jTlz5pz0PnV0dPDAAw/g7u6Oubk5fn5+vPHGG6ZxAlx//fXIZDLT6+zsbCZPnoyrqytWVlYMHDiQ9evXm855qnsMEB8fz8iRI7GwsMDb25uHHnqI5jO8R998801cXV2xtrbmjjvuoO0kZREWLFhAeHg45ubmhIWF8emnn5qOHf2x3a9fP2QyGaNHjz6rfgBFRUXceOONODg4oNFoiI2NJSEh4bTvz/r6eu666y5cXFywsbFh7JVXcrC1FYKCTDlyzmZO3Y44D9avXy+eeeYZcccdd4jbb7+903YhGDRokLjnnns67QsLCxNPP/30WfWvr68XgKivr+/2sel0OvHha1+JF198Ufz17Ksi+/rrOx3PmT5DFD918nHevOpm8fjmx4UQQnx+zxyxZfGCE9r8+OOPYv78+UKn0512HHq9VsTvvErs3TdLGAyGrk2mC+gMBvFDcZXos+2Q8NucKN7OKRFNZxirxOVBa2urSElJEa2trZ0PGDNnnHy7+urObS0tT9121KjObZ2cTt7uHLn11lvF5MmTT3l85cqVwsLCQjQ2NnbaZ25ubvoM+b//+z8RFhYm1qxZI7Kzs8WCBQuEmZmZ2Lx5sxBCiE2bNglADB48WGzevFkkJyeLESNGiKFDhwohhGhpaRGPPfaY6NOnjygtLRWlpaWipaXFNL5R/5z7cfz666/CxsZGrF69WuTn54uEhATx5ZdfCiGEqK6uFl5eXuLll182nVcIIYqKisQ777wjDhw4ILKzs8VHH30kFAqF2LVrlxBCiLq6OhEXFyfmzp1r6qfT6UzzqK2tFUIIsXfvXiGXy8XLL78s0tPTxYIFC4SFhYVYsGCBaXy+vr7CwcFB/O9//xOZmZnijTfeEHK5XKSmppravPLKK2LHjh0iNzdXrFixQri6uoq33nrLdPzFF18UGo1GjB8/Xuzfv18cPHhQtLS0CFtbW/HLL7+Y2lVWVgq1Wi02btx40nv1zjvvCG9vb7F161aRl5cntm3bJn788UchhBAVFRUCEAsWLBClpaWioqJCCCFEYmKi+Pzzz0VSUpLIyMgQzz77rDA3Nxf5+fmnvcdJSUnCyspKfPDBByIjI0Ps2LFD9OvXT9x2222n/FsuWbJEqNVq8dVXX4m0tDTx7LPPCmtraxEdHW1q8+WXXwp3d3fx22+/iZycHPHbb78JBwcHsXDhQiGEELt37xaAWL9+vSgtLRXV1dVn1a+xsVEEBASIESNGiG3btonMzEyxZMkSER8ff8r3p8FgEMOGDROTJk0Se/bsERkZGeKxxx4Tjo6OpuuezZz+ySk/S8TZf393WeTMmzdPyOVyMWjQIDF58mQxZcqUTltP097eLhQKhVi2bFmn/Q899JAYOXLkSfu0tbWJ+vp601ZYWNhjIkcIIdYs2C9eeeZd8d7LL4u0AbEmkWHQakVqVLSoPvKmOp52Xbvo930/8UPKD0IIIZa/+5r4ed5TndpkZ2eLF198URw8ePCMYygs/EGs3xAo6hsOdcOMzo7EhmZx5Z404brxgLgvOU8UtbZfsGtLXHwuZZGjUCiERqPptL388stCCCE6OjqEk5OT+P777019Zs2aJWbMmCGEEKKpqUmYm5uL+Pj4Tue94447xKxZs4QQx0TO+vXrTcdXrVolANP9evHFF0/6wf/000+LW2655ZTjf++990RISIjo6Og46XFfX1/xwQcfnPE+XH311eKxxx4zvR41apR4+OGHO7X5p8i56aabxJVXXtmpzRNPPCEiIiI6Xf/mm282vTYYDMLFxUV89tlnpxzL22+/LQYMGGB6/eKLLwqVSmUSHke59957xcSJE02v58+fLwICAk75w+7BBx8UY8eOPeVxQPz++++nHNdRIiIixMcff2x6fbJ7fMstt4i77rqr075t27YJuVx+0i9vIYSIi4s74Qf84MGDO70vvL29TcLsKK+88oqIi4sTQgiRm5srAHHgwIFObc7U74svvhDW1tYmcfJPTvb+3LBhg7CxsRFtbW2d9gcGBoovvvjirOf0T7pD5HTZJ+fzzz9n4cKF3HLLLedpS+oaVVVV6PV6XF1dO+13dXWlrKzspH3eeOMNXnrppQsxPADqS3TYW7pTqcug0NqaoPp6FHZ2dOTmItrbMQsLP6FPSnUKWoOWGJcYANyDQ4lf+iMGvR65QoFer2f16tX4+PgQGXnq4psAOl0jObnzcXe7Hhvrvj0xxU406vS8lVvKt0VVhGnMWdk/mIG2J4bHS/xLaWo69bF/ZjM9UrPmpPzTyT4vr8tD+idjxozhs88+67TPwcG4TKxSqZgxYwaLFy/mlltuobm5meXLl/Pjjz8CkJKSQltbG1deeWWn/h0dHScULY6KijI9P1qXp6KiAh8fn1OO7ehyyqmYMWMG8+fPJyAggAkTJnD11VczadKk0y5n6/V63nzzTZYsWUJxcTHt7e20t7ejOUlai9ORmprK5MmTO+0bNmwY8+fPR6/Xm7LVHj9vmUyGm5ubqT4RwNKlS5k/fz5ZWVk0NTWh0+mwsbHpdF5fX1+cjxZ+PMLcuXMZOHAgxcXFeHp6smDBApMj+cm47bbbuPLKKwkNDWXChAlce+21XHXVVaedY3NzMy+99BJ//vknJSUl6HQ6Wltbz+gesW/fPrKysli8eLFpnxACg8FAbm4u4eEnfg+kpqZyzz33dNoXFxfHpk2bAKisrKSwsJA77riDuXPnmtrodLrTOoOfTb/ExET69etnet+fDfv27aOpqQnHf2Q2bm1tJfvwYTAYzjinnqLLIqejo4OhQ4d251i6xD/fxEKIU76xn3nmGf773/+aXjc0NODt7d0j42pv0VJV2MiwG+JYviWD3UMGMyA7G/sBA2hLTQXAPPzEsO/EikQslBaE2IcARpGja2+nqjAfF78AEhISqK6uZtq0aWf0f8rL/xy9voWAwMe6f4LHIYRgZWU9z2cW0ag38HygB3O9nKXMxBKdOZcvzp5qe8ZTaQgKCjrl8dmzZzNq1CgqKipYt24d5ubmTJw4EcAUbbpq1So8PT079fun8/LxzrJH/4+P9u8q3t7epKens27dOtavX899993HO++8w5YtW07pnPvee+/xwQcfMH/+fCIjI9FoNDzyyCOdahGeDSf73BXixMr2/xyHTCYzzXvXrl3ceOONvPTSS4wfPx5bW1t+/vnnE3x7TibA+vXrR3R0NN9//z3jx4/n0KFDrFy58pTj7d+/P7m5ufz111+sX7+eG264gXHjxnXyn/onTzzxBH///TfvvvsuQUFBWFhYMH369DPeK4PBwN13323yjzqe04naM50T4KuvvmLw4MGdjp2u/MHZ9DtaM+pcx+Pu7t652oFeDykp2FlbG22rF4kui5w777yTH3/8keeff747x3PWODk5oVAoTrDaVFRUnGDdOYqZmdkFi5QoyaxDCAiIdCMg34+cnBxWbtvGzf360ZaahsrTE8U/fqEAJFYm0tepLyq58cPANSAImVxOaWY6WFqxceNGBg0adMaqrG1tJRQWfouPz12Ym/VcFERJWwdPpBexoaaBiU62vBLsiZeUxE/iMmXo0KF4e3uzZMkS/vrrL2bMmIFabXy/R0REYGZmRkFBAaNGdT3Zplqt7nLtPwsLC6677jquu+467r//fsLCwjh06BD9+/c/6Xm3bdvG5MmTufnmmwHjl1VmZmYn68LZjCciIoLt27d32hcfH09ISMhZ1xzasWMHvr6+PPvss6Z9+fn5Z9UXjN9JH3zwAcXFxYwbN+6MP2BtbGyYOXMmM2fOZPr06UyYMIGamhocHBxQqVQnvVe33XYb119/PQBNTU3k/cOKeLJ71b9/f5KTk08rnv9JeHg4u3bt6uQ4vWvXLtNzV1dXPD09ycnJYfbs2Sc9x9H35fHjOZt+UVFRfP3116Z7cbLznmyOZWVlKJVKk6M2ej00Np71nHqKcxI5x1tBDAYDX375JevXrycqKuoEhf7+++93zwhPgVqtZsCAAaxbt870pgNYt27dCWbTi0Fxeh3WDubYOFkQGRNDdl4eOXV1rF+/ntDUVMwjTjRRCiFIrEhkavBU0z6VmTnOvv4UZ6SyMzsfOzs7xo0bd8br5+Z+jEJhha/P3DO27QpCCH4srWFeVjEahYKFff2Z4Hx55syQ+PfQ3t5+wg8npVKJk5OxJpxMJuOmm27i888/JyMjo5Op3dramscff5xHH30Ug8HA8OHDaWhoID4+HisrK2699dazGoOfnx+5ubkkJibi5eWFtbU1ZmZmPPPMMxQXF/P999+ftN/ChQvR6/UMHjwYS0tLFi1ahIWFBb6+vqbzbt26lRtvvBEzMzOcnJwICgrit99+Iz4+Hnt7e95//33Kyso6iRw/Pz8SEhLIy8vDysrqpF98jz32GAMHDuSVV15h5syZ7Ny5k08++eSEqJ3TERQUREFBAT///DMDBw5k1apV/P7772fdf/bs2Tz++ON89dVXp7xHR/nggw9wd3cnJiYGuVzOr7/+ipubG3Z2dqY5b9iwgWHDhmFmZoa9vT1BQUEsW7aMSZMmIZPJeP7550+wvp3sHj/11FMMGTKE+++/n7lz56LRaEhNTWXdunV8/PHHJx3fww8/zK233kpsbCzDhw9n8eLFJCcnd0q0O2/ePB566CFsbGyYOHEi7e3t7N27l9raWv773//i4uKChYUFa9aswcvLC3Nzc2xtbc/Yb9asWbz++utMmTKFN954A3d3dw4cOICHhwdxcXEnfX+OGzeOuLg4pkyZwltvvUVoaCglhYWsXriQKaNGEduv31nNqUc4rcfOPxg9evRZbWPGjDmX03aZn3/+WahUKvHNN9+IlJQU8cgjjwiNRiPy8vLOqn9PRlf99EqCWL8gWQhhdEh88YUXxPfPPy9efOEFcbj/AFHxyScn9CloKBB9F/YVWwq3dNq/7uv/iQ/vnC1eeuklUVxcfMZrNzfniA0bg0V+/jfdM5l/jrO1XdxwIEu4bjwgHk7JF3Ud2h65jsSlyemcBXszt956qwBO2EJDQzu1S05OFoDw9fU9wXHVYDCIDz/8UISGhgqVSiWcnZ3F+PHjxZYtxv/pfzrsCiHEgQMHBCByc3OFEMYAiWnTpgk7OztTlM/R8Z0uuur3338XgwcPFjY2NkKj0YghQ4Z0cnDeuXOniIqKEmZmZuLoR391dbWYPHmysLKyEi4uLuK5554Tc+bM6RRllp6eLoYMGSIsLCxM4zzZPJYuXSoiIiKESqUSPj4+4p133uk0vpM55UZHR4sXX3zR9PqJJ54Qjo6OwsrKSsycOVN88MEHwtbW1nT8VE7ZR7nllluEg4PDCQ6w/+TLL78UMTExQqPRCBsbG3HFFVeI/fv3m46vWLFCBAUFCaVSKXx9fYUQRkfeMWPGCAsLC+Ht7S0++eSTE5yyT3aPhTBGOl155ZXCyspKaDQaERUVJV577bXTjvG1114TTk5OwsrKStx6663iySefPGHuixcvFjExMUKtVgt7e3sxcuTITsE4X331lfD29hZyubzTe+dM/fLy8sS0adOEjY2NsLS0FLGxsSIhIUEIcer3Z0NDg3jwwQeFh4eHUKlUwtvbW8yeMEEUrFwpxJHI2rOZ0/F0h+OxTIiLuFjWDXz66ae8/fbblJaW0rdvXz744ANGjhx5Vn0bGhqwtbWlvr7+BOe286GtScs3j2/jilvDCYszLit9+txzmLe34z94MG7PPU/9/fcx+IEHOq1j/5nzJ89se4ZtM7dhZ25n2r/sy0/J3bCakY88y8C4uDNe//Dhh6mr30vckI0oFN23PGcQgkUl1bycXYKtUsG7od6Mdey++yZxedDW1kZubi7+/v6Ym5tf7OFI/Iu48sorCQ8P/9dn3e8V6PVwtFB3v34nBhecBaf7LDnb7+8u++Qcz1GddCETAR7lvvvu47777rvg1z0dJZl1AHiG2pv2BVhq2COTMcXWlnJgS0EhlX/+yfjx401rp8lVyXhbe5sEjsFgYP369RzKLcAKcLY4s69LY2Mq5RV/Ehb6WrcKnPzWdh5LK2R7XRM3uzvyQpAHNlKNKQkJiV5ATU0Na9euZePGjXzyyScXezgSvYjzynj8zTff0LdvX8zNzTE3N6dv3758/fXX3TW2SxYbZ3Nir/HD2uGY8gzy8kSvUJCbnIzcyopxM2/g4MGDfP7556Snp2MwGEipTiHCMQKAkpISFi1axM6dO7nqusmYaawoyTxzdfecnPexsPDF3X1at8xFCMGPpdWM3ZNOXls7v0QH8m6YtyRwJCQkeg39+/fn7rvvNvmDSEgcpcuWnOeff54PPviABx98kLgjSyg7d+7k0UcfJS8vj1dffbXbBnmp4eRljZOXdad9bkFBWBw+TF5rK/39/RkQG4uvnx/Lly/np59+wsbWhsMOhxllNorPP/+csrIyHB0dmT17NkFBQZRuXkNZ1jGR09Gmo6W+AyEEti6WyOUy6ur3UVW9kT4RHyCXn389l+oOHU+kF7K6qp4b3Rx4NdgTK0ncSEhI9DL+GeUk0QuQy+GoU/EZCkj3JF0WOZ999hlfffUVs2bNMu277rrriIqK4sEHH/xXi5yTofbxwbW8nCJXV+ICjDVFnJyc+M9//kNxcTHr96+no7YDqyYr3NzcGDp0KH369DGFX7oHh7F/9XJaGtrZv7aA5K3F6DqMnv0WNmqC+jlj5v0VVppQXF2vPe/xbqpu4OG0AnRC8E1fP65xtjvvc0pISEhI/EuQyeAcEgr2FF0WOXq9ntjY2BP2DxgwAJ1Od16DuhxRubnhWl5Bnr8/uuOydcpkMry8vHDqcIJt8Ngtj2FrdmIotntwKG3NTfzy+jq07TZEX+GNV5gDQi8oSK0hNb6Qjh3XEXmFAoQMuuge1ao38Ep2Cd8WVzHGwZr5YT64mklVfiXOnUs8pkFCQuIic74JMuE8RM7NN9/MZ599dkI+nC+//PKUSYb+zciUSjyPJFAqs7Xjn3kuU6pT8LLyOqnAAXDwNJr92hoLmTXvVmydLU3HvCMcMPeZT3a8N0l/D6ShJIkrbovAXHNu4uRQYwv3peRT2NbBa8Ge/MfT6aI4k0tc2qhUKmQyGZWVlTg7O0vvIQmJfyNCQH298bmtrdGyc9ZdBR0dHVRWViKXy03BOV3hvKKrvvnmG9auXcuQIUMAY/bCwsJC5syZ0ylxYE8nBrxUsNJosK2ro8igZ9A/jh3vdHwyDqwtR650xCu0o5PAAWhqSqeu8S+G3/AWHVVRrF+QwrJ39jHpoZhOzs+nQgjBguIq5mWVEKoxZ21sKCEaKfRXomsoFAq8vLwoKiqSfCUkJP6tGAxQWGh87u3dJb8cS0tLfHx8kJ+HT0+XRc7hw4fp378/ANnZ2QA4Ozvj7OzM4cOHTe2kX3HHkJub41peTl5VVadaLwZhILU6lbui7jppv+riJpK3FeMaEExtcc4Jx/PyPsXc3BM318nI3VVMfyqWFR8lsuydfVz7YDSOHlanHFODTs9jaYWsrKzjTi8nng/0wOwiOolJXB5YWVkRHByMVqu92EORkJC4GLS0wDXXGJ/v3w+Wlqdv/w8UCgVKpfK8NUSXRU5PVw69XHEtryCjoYHq6mpTqviChgJadC0nteQIIdixNBMbZwvCh/Vn08LP0ba3oTIzWlpaWnIpr1hNaMg8U0SVnasl054YwMqPD/L7u/u55v5o3ANPXAY73NjC3OQ8qjp0fN3Hj2td7Hpu4hL/OhQKxVnXLZKQkLjM0OvhaO0xMzO4SIlBpZ/sFxBDWxvOFRXI5XJyco5ZZNJq0wAIczixKnlFXiOFqbUMvT4Iz9AwhMFAeU6W6Xhe/heo1U64u0/v1E9jZ8b1j/XD0dOKFfMPUJBSbTomhGBRSRXX7M/ESqFg3cBQSeBISEhISFx2SCLnAqKvq0Ol0+Hp5NRJ5KTXpONi6YK9uf0JfVJ2lGDlYIZftBNO3r6ozMyNFcmBtvYyysp+x8fnjpNmNzazVDHpoWg8Q+1Z9WkSeUlVaA2CpzKKeCK9iBvdHFjZPxg/iwtTmV1CQkJCQuJC0i1lHSTOjOjoQFdRAYC3lRX7cnMxGAzI5XLSatJOasXpaNORuaecmCt9kMtlgAK3wGBKMoyWn6KiH5DLzfH0mHnK6ypVCibeHcnfXx/mry8OkXSFIysdDLwf6s1NHo49MlcJCQkJCYnegGTJuUB0FBcbvc1lMrz0Btrb2ykpKQEgoyaDUPsTU5Fn7atA26EnfKi7aZ97cCilmWnodK2UlPyMh8cMlErrE/oej0IlJ+TmYHK9zYhYV8UX2EsCR0JCQkLiskey5FwgtEXFACicnbCpqUGtVpOTk4OFowUVrRWEOpwoctLiS/EJd+gUBu4Z1ofdy5eSlbIYrbYOb685Z7x2SlMrNxzMxn6UHUOT9eQvySbNTG2qkC4hISEhIdGtqNWwYMGx5xeJ87LkbNu2jZtvvpm4uDiKi41f4osWLWL79u3dMrjLCW1RISgUqL190JeU4O/vT3Z2Num1Rv+afy5XtTZ2UJpTT1Csa6f9HiHhAGTs+w0npyuwsPhnWsHOHGhoYeqBLNzNVPwxIITr/tOX8KHubPg+leRtxd04QwkJCQkJiSOoVHDbbcZNdfGy5ndZ5Pz222+MHz8eCwsLDhw4QHt7OwCNjY28/vrr3TbAy4WOoiJU7u6ovbzQFhcTFBREQUEBqWWpWCgt8Lb27tS+IKUGBPj06Vz7w9zKCjt3J2ryGvD2vu2010yoa2JGYhZBlmYsjQnEUa1ELpcxenYYkSM92bw4naRNhd09VQkJCQkJiV5Bl0XOq6++yueff85XX32F6jiVNnToUPbv398tg7uc0BYVo/L2QuXpibakhJCQEIQQZOdkE2ofilzW+U+Rf7gaJ28rNLYnRj5p3FporbTD3m7IKa+3p76ZGw/mEGNtyZLoQGxVx1YmZXIZI24MIXqcN9uWZHJgbUH3TVRCQkJCQkKng1WrjNtFrGfZZZ+c9PR0Ro4cecJ+Gxsb6urqzmdMlyXaoiLMI8JReXqiq6jA2sICV1dXUotTCR3c2R/HYBAUptTQZ4THCedpaclDYZdFywEP2poasbC2OaFNalMrNyflEG1twaKoACwUJ2pZmUzGsGlBKJVy4pdlodPqib3aT8pQLSEhISFx/rS3w7XXGp83NYHy4rgAd9mS4+7uTlZW1gn7t2/fTkBAwHkN6nJEW1SEytNoyQHQlZQQGBSIpl5DqF1nkVOR30BbsxbfvidGQBUVLcLO22g5K8lIPeF4ebuWm5Jy8DJX8f0pBM5RZDIZQ6YEMvi6AHavzGXrzxkYDFLlaAkJCQmJy4Mui5y7776bhx9+mISEBGQyGSUlJSxevJjHH3+c++67rzvHeMmjb2xEX1+PyssLlZdR5HQUF6N2U2NmMMNF69KpfcHhaswslbj6d7bS6PXtlJb9jm/IFDT2DhSndxY5bXoDtx/OxSAEP0QFYKM8u5T6sVf7MebmMJK3lbDmi0PoOvTnMVsJCQkJCYneQZftR08++ST19fWMGTOGtrY2Ro4ciZmZGY8//jgPPPBAd47xkkdbVASA2ssTlasryOVoi4spdxC0y9tpLWmFyGPtSzLr8Ai2Q/4PK0xl5d/odPV4ed6IZ+gSitNSOh1/NrOI5KZWfu8XhLvZuYXsRQz3wNJGzd9fHWb5/ESuvi8SC6uLF/YnISEhISFxvpxXCPlrr71GVVUVu3fvZteuXVRWVvLKK69019guGzqOiByVlxcylQqlmyva4hIy6jJodGgkNSUVg8EAgEFvoDyvAbeTFNQsKf0FO7tBWFr64xkWQXl2BrqODgB+L69lcWkNb4R40d9G06Vx+kU5Mfm//aivbGHpm3upLm7q4owlJCQkJCQuPued8djS0pLY2FgGDRqElZVVd4zpskNbVIzMwgKFo9HHRuXhgba4mLSaNGx9bKmvr6ew0BjKXV3cjK7DgHtAZ5HT0pJPbe1OPNxvAMAzNAK9Tkd5ThZ5re08kV7IVFd7Zrl1Djk/V9z8bZn+VCwqMyW/vb2PnMTK8zqfhISEhITExeKclqv++9//nnXb999//5wHc7miLSpC7eVpilxSe3rSWlBARm0WV8ZcSU1WDYcOHcLX15eynHrkChnOvp1LNZSW/opSaY2LywQAnH39UZmZU5SWzJutKuxVSt4O8eqW6CgbJwumPtGfjd+l8tfnhxg0yZ/YiX7I5FLklYSEhITEpcM5iZwDBw50er1v3z70ej2hocbooIyMDBQKBQMGDOi+EV4GHI2sOorK05O01B206duIcIygPrKe/fv3M2HCBEqz63H2sUapOuY0bDDoKCn9DVfXySgUFgDIFQrcg0PZnXSQnbbB/BodiNVZOhqfDWpzJePn9mXP6jx2/5lLWU4DV94egbnVxctcKSEhISFxiaBWwyefHHt+kTgnkbNp0ybT8/fffx9ra2u+++477O3tAaitreX2229nxIgR3TvKS5yO4iI0Q+JMr1WenmSpagAFoQ6htEa2smPHDjIyMijPrcc/yrlT/+qaLXR0VODpcUOn/bZBYWT8tYJbZtgzwuH0RTq7gkwuY9C1/rj527BuQQpLXtvN+Ll9cQs40V9IQkJCQkLChEoF999/sUfRdZ+c9957jzfeeMMkcADs7e159dVXee+997plcJcDQgi0JaWoPI4l9lN5epLnIsPD3AVbM1vc3Nzw9vYmfsdOGqraTnA6Lin5BWvrPlhb9+m0f62VM+btrdxvYejROfj0cWTmswOxdjDn93f3s29NnpRPR0JCQkKi19NlkdPQ0EB5efkJ+ysqKmhsbDyvQV1OGBoaEC0tqDyOVfxWeXqS5wrBimPCJy4ujqLiQrTKRtwCjuXHaW+vpLp6k8nh+Cj76ptZorYHuZz6zBOTAnY3VvbmTP5vP2Ku8iFheQ5/vLef+srWHr+uhISEhMQliF4PmzcbN/3Fy73WZZFz/fXXc/vtt7N06VKKioooKipi6dKl3HHHHUydOrU7x3hJoy0tBUDl5mbap3RxIddNRmDHMYtNWFgYFmorOuxKsbI3N+0vr/gTkOPqOsm0TwjB81nFhDnY4R4YQsHhpJ6fCKBQyImbEsiUx/rTXN/Okld3k7K9BCEkq46EhISExHG0tcGYMcatre2iDaPLIufzzz/nmmuu4eabb8bX1xcfHx9mz57NxIkT+fTTT7tzjJc0R0WO0v2Y1aZcW0OThQz/2mPOWHK5HGd1AC3Kcqqqqo61LVuBo+MoVKpjgmhddQP7G1p4IdADn77RFKYcQhh6dsnqeDyC7Jj57CACB7iw6Yc0ln9wgLrylgt2fQkJCQkJibOhyyLH0tKSTz/9lOrqag4cOMCBAweoqanh008/RaPpWjK6yxFtaSkolSidjtWhSqtJA8CvWNuprazGCXOVJevWrQOgpSWXhsYk3Nwmm9oYhODt3DLi7DQMt7fCu08krQ31VBVd2EriagslV8wJ57qHYmisaePnV3azd3Ueet2FE1sSEhISEhKn47zKgtbV1fHNN9+QmpqKTCYjIiKC//znP9jaStE3R9GVlqFydUWmOBbenVaTho1OhW1etWlfW7OWlhodAwbHsePAenJzcxGsRKGwwslxrKnd6sp6Dje18ke/IGQyGR6h4SiUSgqTk3D28buQUwPAO8KBG18YzN5VxlDzzL3ljJ4dhvtJMjZLSEhISEhcSLpsydm7dy+BgYF88MEH1NTUUFVVxfvvv09gYCD79+/vzjFe0mhLS1G6u3Xal1qTSrBwQVdcYtpXVWQsodB/YAxeXl6sXr2akpKVuDhfhUJh9NERQvBRfjkj7K0YYmfMLq1Sm+EREn7B/HJOhkqtIO76QG74v1iUagXL3tnHugXJNNVevHVYCQkJCQmJLoucRx99lOuuu468vDyWLVvG77//Tm5uLtdeey2PPPJINw7x0kZbVorqOH8cMFpyQix90VVUYDhSe6qqsBGlSo69m4ZJkyZRU1NNSooDrq7XmfrF1zWR1NTKfd6dq5Z794miKOUQBsPFrR7u5GXNtCcHMHp2KIUpNSx+YRcJK3PQtktVzSUkJCQkLjznZcl56qmnUCqPrXgplUqefPJJ9u7d2y2DuxzQlZR2iqyqa6ujtLmUMKcIEALdEcfkqqImHDytkMtluLq6Eh0DJcXhVFUdSwz4RWEloRpzRv8j8Z9PZAztLc2UZWVckDmdDrlcRp8Rntz8chxRY73Y/3c+i1/YSdrOUoSUW0dCQkJC4gLSZZFjY2NDQcGJzq6FhYVYW3d/9t1LDZ1Bh9Dr0VZUdMqRk16bDkAfn1gAtMXFAFQVNuHkbVyCEkKPnd1qPDxg2bLfqaioIKuljbXVDdzt7XxCfSr34BDMNVbkJu67EFM7K9QWSuKuD+KmF4fgFmjLhu9SWfLabnISK6WQcwkJCYnLHZUK3n7buKkuXjmgLoucmTNncscdd7BkyRIKCwspKiri559/5s4772TWrFndOcZLjjV5a7j292tpLisGnQ7lcZac5OpkLJQWBPr1B5mMjuJi9DoDtWXNOHsZRU5t7S602kqmXH8ttra2LF68mO+zCnFQKZjman/C9eRyBb7R/ck90HtEzlFsnS2YcFckU58YgLmVmr8+P8TSN/eSn1wtiR0JCQmJyxW1Gp54wrhdxNpVXRY57777LlOnTmXOnDn4+fnh6+vLbbfdxvTp03nrrbe6c4yXHBEOEZQ2l7Jp368AnUo6HKo8RB/HPijNLVC6uqItLqauvAWDXuDgaRQ5ZeUrsLDwxdlpALNnz8ZgMNC4ZgU32JpjJj/5n8w/ZgDlOZm01Nf1+Py6gnugLVMe7cfkR/shV8j58+OD/P7ufgpTaySxIyEhISHRI3RZ5KjVaj788ENqa2s75cn54IMPMDMz684xXnL42PgwzmccO/evADpnO06qSiLSOdK439MTbUkJNaXNADi4a9Dr26moWIOb63XIZDJsbW3xvPZ6lDottlvW0tzcfNJr+kX3ByDvYO+ObPMKtWfqE/259sFo9DoDKz5MZOmbe8k+UCH57EhISEhcLuj1sGePcbsUyzocxdLSkqioKKKiorC0tOyOMV0W3N73dkRFFQYLM+Q2xlpUZc1lVLRUEOUUBYDK0wNtcQm1pc1Y2Kgx16ioqt6IXt/UKarqt1YDBcPGoWtt4fvvv6el5cTswho7e1wDgsg50PudvmUyGb59HJn+dCyTHopGqVaw5ovD/PRyAqnxpej1UkJBCQkJiUuatjYYNMi4XUplHeRyOQqF4rTb8RFX/1b6OvWlj86FKmsQGC0Uh6oOARDlfFTkeKItLqa2rAUHN6NALC9fgbV1XzSaAAAKWtvZVtvEtNAAbr31VhobG08pdAL6DyQvcR96nfaEY70RmUyGT4Qj1z/Wn2lPDsDWxZKN36fyw3M72bcmj7amS2MeEhISEhK9k3NWI7///vspj8XHx/Pxxx9LPhZHiBHeHNKU82fOn1wXeB2HKg/haumKi6Uxz43a0xNdeTk1JU14BNuj1dZTVbWZoMAnTOdYUVGHhVzGNU62aJQKbr31Vr777jsWLVrEnDlzsLCwMLUNHjyMnUt/ouDQQfz7xV7w+Z4PbgG2XHNfFNXFTRzcUMieP/PYuyqPkCFuRI3xwtHD6mIPUUJCQkLiEuOcRc7kyZNP2JeWlsYzzzzDypUrmT17Nq+88kq3DO5SR1PTgrmHFx/u/5BxPuNIqkoyWXHAaMkxIKOuooU+I72oqFyDEFpcXa8xtVleUcc4R6PAAXB1dWXOnDkmoXPLLbeYhI6Tty/27p5kJOy45ETOURw9rRg7J5y46wNJ3lbMoc3FpGwrwTvcnqix3vj2cUQml535RBISEhIS/3rOyyenpKSEuXPnEhUVhU6nIzExke+++w4fH5/uGt8ljbasjKi+Y6htq+XTg5+SUp1CpFOk6bjK05M2cycMerB3t6Ss7A8c7IdhZuYKQFZLG4eaWpniatfpvG5ubsyZM4eamhp++OEH2o6sd8pkMoIHDyVrzy70Ot0Fm2dPYGGtJvZqf+a8PpRxt0fQ3qJj1f+SWPziLvavzae1seNiD1FCQkJCopfTJZFTX1/PU089RVBQEMnJyWzYsIGVK1fSt2/f7h7fJUlBcjXL39+HrroGR98w7o+5n++Sv6NV19rZkuPmRrPGGHlladdAXd1u3NymmI4vL69Do5Az1sHmhGu4u7szZ84cqqurOwmdkMHDaGtqpCjlcM9O8gKhUMoJHezG9KdjmfrEAFz9bdi9IpeFz+xg7deHKU6vlZZHJSQkJCROyjmLnLfffpuAgAD+/PNPfvrpJ+Lj4xkxYkRPjO2SxUyjoiijniqnSFQe7tze93YCbQMBsFQei0CTqdW0uQShkuupb/kTudwCZ+erKGsuY0/ZHn7LT2CcvQoLxcn/TB4eHsyZM4fKykp++OEH2tvbcfEPxNbVjbT4LRdkrhcKmUyGe6AtV/6nD7e9OYy4KYFUFjbxxwcH+HFeAonrCyRHZQkJCQmJTsjEOf4MlsvlWFhYMG7cOBQKxSnbLVu27LwH19M0NDRga2tLfX09NjYnWkvOh19f2ExHehoz3pqA2s+PBzY8QEJpAgq5gjeGv8Fo79HIZDL+uONLWswcsL7xf+xvt2V/syCnPsd0HnOlFbdGzObOyDsxV5qf9FrFxcV89913eHh4MHv2bPb88St7//yde774HrW5xUn7XA4IISjJrCN5WwnZByoA8I9yIizOHZ8IB+SnEIcSEhISEj1MRwe8/rrx+f/9X7dnPT7b7+9zdjyeM2fOCbWTJE4kxL2J7RUh1BuscRKCpMokZoXNIrc+l4c2PUSgbSADXAeQFp5FmSaXitxaLBSNXOk3nvtj7udguyP/yy9mpm0qC5MXcqjqEB+N/QgzxYmJFj09PZk9ezY//PADS5Ys4epxV7Dzt5/I2LWDvqPHXYTZXxhkMhmeIfZ4htjT2hhMxu5yUuNLWfW/JCxt1IQMdiMszk2KzJKQkJC40KjVMG/exR7FuVtyLid60pJT/r9PWbnPnYDRYfhdZ8bk5ZP54sovGOI+hB3FO1iZs5LculxqClvw1HbQL6yOu8ZuQqM2fiHPOpiNXgh+iQlid+lu7ttwH3HucXw49kPkspNbKHJycli8eDHBwcHIMw9j0Gm58aV/X4mNysJG0uJLydhdTluzFhdfa8Li3Ake6Iq55uIVipOQkJCQ6B7O9vv7krXnv/baawwdOhRLS0vs7Owu9nBOwFBWhq82lcw95ewqTEAhUxDjHINcJmeE1wjeHvk23w5fxNRDjzHdSsPVnlebBE6zTs+O2ibGORr/cIPcB/HB6A/YXLSZn9N+PuU1AwICmDlzJhkZGTQ5eVCUlkxNSfEFmW9vwtnbmhEzQ7jtrWFMvDsSS1sztv2SyYKntrPmi0PkHKhEr5WyKktISEj0GAYDJCcbN8PF+7y9ZEVOR0cHM2bM4N57773YQzkp2tJS/Gxq0OsFW9LiiXCMwFLVuexF7ZGaVSqXUhzaYkz7t9U20SEEVzramvaN8BrBDSE38OH+DyltKj3ldUNCQpg+fTqFFZXofILZ/9eK7p3YJYRCKSegnzPX3Bdlclaur2rlry8OseCp7WxalGqMzpJqZklISEh0L62t0LevcWttvWjDuGRFzksvvcSjjz5KZGTkmRtfBLRlpVh7OOAb6cChxkT6u/Q/oU1NaTNypQ6LmhpUhcf2b6hpINDCDH/Lzv43jwx4BCu1Fa8nvH7aa0dERDBlyhTaNLbsTkmjuZdWJr+QWNqoiRnnw8xnBzHrhcH0HelJYVotf3xwgO+fjSd+WRZVRU0Xe5gSEhISEt3Iv6rIVHt7O+3t7abXDQ0NPXIdIQS6klJUbm5YR2ppTK0jQhl9Qruq4mpUVqVYp9rQ4ZZv2r+9tpHRJ8mNY6225vHYx3ly65McqDhAP5d+pxxDdHQ02vY2/ly1mu+++Zq5Dz6MSiX5owA4eGgYMiWQwZMDKMuuNzos7yjlwNoCHDw0hAxyJWSQG9YOJ49mk5CQkJC4NLhkLTld4Y033sDW1ta0eXt798h1DI2NGFpaUHm4k6dJQWFQokh2OaFdRWERZjbl2FeH01FgFDklbR3ktnYwzO7kEUHj/cYTah/Kh/s/PGMSvNhBg4lwsqWivoEfflhkShgoYUQmk+EeZMeom0K57a1hXHNfFI4eGvauyuP7/4tn2bv7OLy1mLZmKf+OhISExKVIrxI58+bNQyaTnXbbu3dvl8//zDPPUF9fb9oKCwvP3KkLaEuNPjNKNzd2lu4kVN2H/D11dLQdK7Wg17fTUCHDydMBC49AOvKNImdHnXHJJO4UIkcuk/NQ/4fYV76P+JL4M47lqhtuQlOYTXFhEQsXLuwx69WljkIpxy/Kiavu7Mvt7wxn3G3hqNQKtv6UzoInt7Pq0yQy95aj7dBf7KFKSEhISJwlvWq56oEHHuDGG288bRs/P78un9/MzAwzsxPzzHQ3R0WOcHNib/Je7gi5C+12PVl7K4gY7gFAYd5a9B0afIJjUetkNPz5J0IIdtQ2EaExx1F96j/NCM8RRDtH82nipwz1GHravEV2rm7EjhxF4o6tNGs0fPnll9x44414eXl176QvI9TmSkKHuBM6xJ2Whg6y9pWTsbuctV8nozJTEBDjTPAgV7zD7KWEgxISEhK9mF4lcpycnHBycrrYwzhv2qrqwNKKJF0hbfo2xgSNJCOijeTtJUQM90AIA1mH/wRm4u4fjKqlCkNLC/qqKnbUNTHB6fQ5e2QyGfdG38s96+8hviSeYZ7DTtt+yLQbSd6ygQBrM4plZnz77bdcddVVDB48WErseAYsbdREjfEmaow39ZUtZO4xCp70hDIsrFUEDXAlZJArrv420r2UkJCQ6GX0KpFzLhQUFFBTU0NBQQF6vZ7ExEQAgoKCsLK6uBluC5zbKHvOghW/L8POwZ4Am0BUw2v564tDVBU1oVNtoq5ci0wOti4W6Jp8AcjJzaewTckwO+szXmOox1CinKL47OBnZ7TmWFjbEDd9FpsXfcP0514jtaiENWvWkJaWxjXXXIOzs3O3zf1yxtbZktir/Rkw0Y+qwiYydpeRuaecQ5uLsHEyJ3igKyED3XDw0FzsoUpISEhcXFQqePzxY88vEpdsxuPbbruN77777oT9mzZtYvTo0Wd1jp7KeFxXv499+27gu1JvmksCuK72DqKv8Gb/mnwC+zuj8rufsv3Taavsx03zhmDo6CA9ph+73niP/7NxI3V4X+xUZ9af24q2cd+G+/jiyi8Y6jH0tG0NBj1L5j1DS10tc97+mILiYlatWkVdXR3Dhw9nxIgRUvRVFzAYBKWZdWTsLiP7QCXtLTocvawIGeRKcKyrFKElISEh0QOc7ff3JStyuoOeEjkGg44t22JZXdPKEN93sEkMJHNvBXKFDOggcNLDNCR9haW1LRPvNub5yZ4wkfm33kNSYChbBoWd1XWEENy06iZUChXfTfjujMsltaXFfP/kQ4TGjWD8vQ+j0+nYvn0727dvR6PRMHz4cPr16yeJnS6i1xrIT64mY3c5eYeq0OsMeATZETLIlcD+LlJJCQkJCYluoscKdEqcGblcSbPKlwiLFMb3HYtVfysGXxfArtWbyYw3o2zvHFpKdYTGHfvSMwsO4qDaklgby9OcuTMymYx7ou/hgY0PsLtsN4PdB5+2vb27J+PuvI81n36Ai38A/Sdex5gxY4iMjGTLli389ddfbN26lbi4OPr164el5dmPRQIUKjkBMc4ExDjT0aojJ7GSjD3lbPkxna0/Z+DTx5GQQa74RTmhUisu9nAlJCQkeg6DAQoKjM99fEB+cYI0JJHTQxxq1jNQZUBNBwBqqzqsgt/FOvcWDI0j0Gk7SN5agl5rYPB1geiCg8myc+Rum3Pz5xjpNZIIxwg+O/gZg9wGndGa02fUFVQW5LH5+6+xdXEjcMAgnJycmDZtGqNHj2b79u1s2LCBDRs2EBISQmRkJCEhIZJ15xxRWygJi3MnLM4YoZW5t5zMPVKEloSExL+E1lbw9zc+b2oCzcXxVZSWq3pguaq89iAzVt3Mix4thIW+ilJlR3r6C8jlauz4gi2LKgDod5UPaTtLMegF5v20PO7lyIYIL/q4nluE2ebCzTy48UE+H/f5GSOtwOifs/L9N8lN3MuUJ57HL7pzyYmmpiYOHz5MUlISJSUlqFQq/Pz8CAwMJDAwECcnJymSqIvUV7aQsdsYoVVX3oKFtYrgga6ED3XHyevMDucSEhISlwTNzXA0CKgHRI7kk3MW9JTI+TXpLV4+8APverWgPKIFHOyH06fP+yhk9nzz+Da07Xru/ngUunYDmxansai1kfgwJYdcVFj3P3W5hpMhhODWNbfSom3hl0m/IJed2TKg12lZ/u5rFB5O4uoHHyd48Mkdl6uqqkhLSyM7O9sUyWZubo6HhwceHh64u7vj5OSEg4ODZO05B4QQVBU2kb67jIyEMlobtTj7WBMW507IIFfJf0dCQuLSRhI5F5+eEjlZtVlsKljPEEUK1dVbiB3wGxpNoMn68cvru6kqbOLuj0ajUMkRQjBl7WEqatr4sKyUQY9ed87XTKxI5Ja/buH14a8zKXDSWfXRdXTw16cfkLFrO8Nn3sKgydORnWbdtKOjg4KCAoqLiykuLqakpISmpmNFLe3s7HBycsLR0dFUOsPGxgZbW1usrKyQX6Q12d6OXm8g/1A1aTtLyT9UDXIIiHYmbKg73uEOyOWS1UxCQuISo5eIHMknpwcIsg8iyD6I2toEKipWYTC0dlreUaoUCAE5BysJjnUFINdKxsDDhezJtMU3rwFXv3MTXTEuMVzhcwUfHfiIK3yuwFJ1ZqdhpVrNtQ89wQ43D7b//D0Fhw8y/t5HsHE6ed4ctVpNUFAQQUFBgNEa0dLSQlVVFVVVVVRXV1NVVUVWVhYNDQ1otcdqPsnlcqytrU2i5/jHo88tLS3/lUJIoTjmsNzS0EHG7jJS40v58+ODaOzMCBviRlicO3aukiO4hISExLkgWXJ6wJJzFINBy9Ztsfj63oW/3/2m/d89swMB2DpZcP1j/Slq6yB2Zwrvbl+LKApA7ePDjKdjz9khtbChkCnLp3Bb39t4sN+D59Q3PymRNZ++T1tzM7GTpjLoummozLue40UIQWtrKw0NDdTX15/0saGhAb3+WC0ohUJhEj0nE0H29vaYn8eYLiWEEFTkN5IWX0rm3nLaW3S4B9nSd6Qngf1cUKj+fWJQQkLiEqKXWHIkkdODIgcg6dC9dHRUEzvgFwA6WnV89ehWosZ4kbSpiKmP9+egrYzbDuey7vAO2lfFk+B/B8OnBxN9xblXSf/kwCd8e/hb/pj8Bz42PufUt72lhYQ/fmH/qj+wsLZh2I1zCB8+GoWyZwx+BoOBlpaWE4TP8c8bGhowGAymPhqNBnt7exwcHE7YLCwsLkuHaJ1WT25iFcnbSyhOr8XcSkV4nDt9Rnpg6yxZdyQkJHohksi5+FwIkVNc/BNp6S8wcsReVCpbynMbWPrWXmY8E8uG71Kxsjcj/Vo3FhRXsaM2l9InnqT0qSXkpdRz6+vDzvkXe6uulSl/TMHHxocvr/yyS1/69RVlbP3xOzJ2bsPKwZGYq64hatwELKx75h6dDoPBQHNzM/X19dTU1FBbW0tNTY1pa25uNrU1NzfH2dkZFxeXTo9WVlaXjfipLWsmeVsJaTtLaW/R4R3hQN8RnvhFOUqh6BISEr2H9nb473+Nz99/H7q5OLYkcs6CCyFy2tpK2BE/gr59P8HVZSKp8aVsXJTKXR+OIvdgJeu+SSFlujtVTmq+txLkXDsJmw8X8MfvLVx1Rx+CB7qe8zV3FO/gnvX38GLci0wPmd7lsVcW5HHgrxWkbtsMQPDgoYQNG4VvVAwKZe+I/mlvbzcJnqqqKiorK6msrKSqqsq0FGZhYYGzszPOzs64urri7u6Oq6srarX6Io++6+g69GTtq+Dw1mLKcxvQ2JkROdqTPiM8pcgsCQmJyx5J5JwFF0LkAOxKmICNTQwR4W8S/1sW2QcquOXVoRgMgp9eSiBZrsP8Jn+eD3AjfUAszg8/zNaaKGQymPLf/me+wEl4Mf5F/s77m9+v+x13K/fzGn9LQz2HNq4lddsmqosKMNdYETQojsABg/GNjDkv352eQq/XU1tbS2VlJRUVFabHqqoqDAYDMpkMR0dH3NzccHd3x93dHTc3t0syy3NlQSNJm4vI2F2GXC4jbIg7UWO9sHeTCoVKSEhcnkgi5yy4UCInM/N1ysv/ZNiwHaz6NAmAa++PBuDw/nK2fJmM/U0B3DTSj9yZM1H7+tI847+s+yaFm+YN7tKXVWNHI9cvv54A2wC+uPKLbluuqSrIIy1+Gxm7tlNbWoxCpcI7IhK/6P54RUTi4ut/2jD0i41Op6OiooKysjJKS0spLS2lvLzcFAlma2uLh4cHnp6eeHl54e7ujlk3m1l7ipaGDg5vLebwliJaG7X4RjoSfYU3XqH2l81ynYSExCWCEFBVZXzu5ATd/BkkhZD3IhwdR1FQ+A1NzenUljYT2M/FdKzOz4JcFyWW60rRD/PBPCKC1r17CYxxYZtVJqnxpQydGnTO17RWW/PS0Je4Z/09LMtcxrSQad0yFycfP4b7+DH8xluoLS0mZ/9ecg7sYftP36PTdmCuscIzvC8+fSLxDO+Ls48fckXvqdOkVCpNiQyPYjAYqK6uNgmf4uJitmzZglarRSaT4ezsbBI9np6eODs7o+hFczqKpY2aQdf603+8D5l7Kji4oZAV8xNx9LRiwARfAge4SDl3JCQkLgwtLeBy5LvuIpZ1kETOBcDOLha53ILK8s00VIdg737sj53c3MbW/hoC/q4ncV0BAeHh1C35BZmuHb++jhQkV3dJ5AAM8xzG1OCpvLP3HYZ4DMHTyrO7pgQYC34OuMaTAddMRtfRQVlWBgXJSRSlHGLrjwvRa7WozMxxCwzGPSQMj5Aw3IPDsLSx7dZxnC9yudzksxMZaawKbzAYqKyspLi4mKKiIoqLi0lMTEQIgUqlwt3dHS8vL7y9vfH29sbqaBRBL0CpUhA+1J2wODeK02s5sK6Atd8kY7sih/4TfAkd7IZC2XutbRISEhLdhbRcdQGWqwAOHpxLa0sD+767m+lPxeLqb7zeg6n5ZDW383y+nKRNRUyeYUfd3bPwW/IzhR2urPsmhdveHIbGrmtLJo0djUxfMR03jRvfjv8WhfzCWCB0HR2U5WRSmpFGSUYapZlpNNfVAmDn6m4UPcFhuAeH4uTj12Nh6t1JR0eHydJTVFREUVERDQ0NADg4OODj44O3tzc+Pj69rr5XRX4D+9fkk51YiZWdGTHjfOgzwgOlVA1dQkKiJ+glIeS9/5vlMsHBcSQZ1a8gV7Zh737MuTW5sZUBthoGTfIgN6mKHTu1hCvVtKWm4n1tOMigIKWa8KEepzn7qbFWW/P6iNe5fc3tLEhewJ2Rd3bXlE6LUq3GK6wPXmF9AGNyu8aqSkoyUinJTKM0I430+K0Y9HqUajNcAwJxDw7DPSgE9+AwrB3PrUjphUCtVuPr64uvr69pX11dHYWFhRQUFFBYWMjBgwcRQmBhYWGy8vj4+ODh4XFRa3u5+Now4e5Iakqa2b82nx2/ZXFgbT6x1/gTPswdhRR+LiEhcRkiWXIukCWntbWA+J1jqEp8mJn/fQgAnUEQsDWJF4M8uMPLmdLsen5/bz/+DbuJ8W/G/ZWX+fWNPdg4WzD+zr7ndf0P93/IwsMLWXzNYiIcI7pjSueNtqOditwcSjPTKM3KoDQzjcaqSgCs7B1wCwrFPdi4uQUE98oorn/S1tZGcXGxSfQUFRXR0dGBXC7Hw8MDX19f/Pz88Pb2vqjZm+sqWti9MpfMveXYOJozaFIAwQNdJZ8dCQmJ7qGXWHIkkdMDImdd/jre3/s+f17/Z6floXVrhqNvimTC9M8AyGxuY8TuNJbGBDLc3hqAfWvy2PVHDrF1Kxn88wckrMjh0JYi/vPOiPP6AtLqtcxePZs2fRtLrl2ChdLi/CbZQzTV1lCalU5ZZjqlmemUZWeibW9DJpfj5O1rFD1BobgHh+Hg4dmrI7nAGMpeUVFBQUEBBQUF5Ofn09TUhEwmw83NDT8/P5N1yMLiwv9NqoubSFiRQ+7BKhw8NMRdH4hvX8detdQmISFxCdJLRI60XNUDmCvMKWoqorylHA+rY8tMrRWRaNyNzqsymYyMljYAQjXHftH3v8qX/K2pbFdcSXNaCepgK1rW6KjMbzT58XQFlULFmyPfZObKmby/932eHfJs1yfYg1jZOxA8MI7ggXEAGAx6qgsLKM0yip7itBSSNvwNQmBmqcEtKMS0xOUWFNLrnJoVCoUpD8/gwYMRQlBdXU1+fj75+fkkJyezc+dOAFxdXTuJHs0FiEZw9LTi6nujKMutZ9cf2az6XxI+fRwYNj0YB3cpz46EhMSljSRyeoCO8g4A8uvzTSJHp9VTmxuGxmstLS3ZaDRBpDe34aBS4KQy/hmEEKyuruejCR6k6QWUVgAgn2bP5txC7rPx5goH6y7/yg6wDeCx2Md4LeE1RniNYKTXyG6Ybc8ilytw9vXH2defqCsmANDe0kxZdialmemUZqVzcP0adi1bAhidmt2OiB7P0HCcff17VQi7TCbDyckJJycnBgwYgBCCuro68vLyyM/PJz09nYSEBACcnZ1Ny1v+/v49Knrc/G2Z/Eg/cg9WsWNpJj+/spvIUZ4MvNZfyqAsISFx7iiVcOutx55frGFctCtfxrhauCITMjKrMonzNFokaktbaK4IRSYzo7p6q0nkhFiaI5PJ6DAYeCStkGXltYyw0zD1sy+od7oapZcN+RYyDrjruDkph8G2Gl4J9iTKumuZeWeGzmRL0RZe2PECyyYvw8HcoTunfkEws9TgGxmDb2QMYBSHDZXllGQeW+bKTNiBXqdDbWFhFDxhEXiF9cEtKASVWe/x7ZHJZNjb22Nvb0+/fv0AqK+vJz8/n7y8PHJzc9m7dy9gtPT4+/vj7++Pr69vt/v0yGQyAmKc8e3jyMGNhexdnUfG7nIGTw6gz3APZJK/joSExNliZgYLF17sUUg+OT3hk1NSUsLU1VOZEDSBeaPnAZAaX8LGRWnEzf0OmQz69fuOMbvTGGir4eUgT+YcymFXXTMfhfswxdWegjvupF7lzC7zCajMFKjMFXg93JcXs4rJbGnjcT83HvJ1RdEFq05VaxVTl08lxiWGD8d8eFn6XxwNYS9OS6E4LZmS9FTaW5qRK5S4BgTiGdbHuIWGX5TCo+dCY2Mjubm55OTkkJubS319PTKZDE9PTwICAvD398fb2xtlN/9aaq5vZ9fyHNLiS3EPtGX07DAcPKQlLAkJiYuP5Hh8FvSUyGlqamLKoil4e3izYPICALb9kkH+4WpGzk0jK+tthg7bTUh8Di8GeZDV0s6PpdX8GBXAsCMOyJWf/I/aRYuw+uEvls9PxKAX/Ofd4SgtVbyfV8aH+eWMsLfmq75+2CjPfTlmQ8EGHtn0CPPi5nVbNuTejDAYqCrMpzgthaK0ZIrTkmmqqQbA0csHz9AIPMONIe82zi5nONvFQwhBTU1NJ9HT2tqKUqnEx8cHf39/AgICcHd3R95NTtnFGbVsXpxOQ1Ur/Sf4EjvRT0omKCEhcXqEMGY9BrC0vGhlHSSR0wMix2AwMO1/02hxauHvWX8D8Pt7+7GwVjPqFnvid47EMegtJmQH8bifK+/mlfNGiBe3ex7LDdO0YweFd9xJwOrVZBWr2bw4HY9gOyY/EoNcIWdbTSN3JufhqlaxKMofX4tzTxY4L34eq3NXs+y6ZXhZe3Xb/C8FjEtcFRSnJZuET01xIQA2zi54R0Ti3ScK74jIXi16DAYD5eXlJtGTn5+PVqvF3NwcPz8/AgMDCQoKwt7e/ryuo9Pq2fdXPvv/zsfeXcOVt0fg6Nl7sjxLSEj0MnpJdJUkcnooT87cz+ay13Iv++bsQ4aMbx7bRsw4H2Kv9mPvvhnUGDTMaXoEO6WCYfZWfN3Hr9Oykb6piYyBg3B/9VVspkzhi4e3YNALQge5ccWt4cjkMjKb27g5KYcmvYHvIv2JtT23N1Gztpkpy6cQYBvA5+M+vyyXrc6FloZ6itNTKEo5TGFyEpX5uQDYurjiFRGJT58ovCIisXFyvsgjPTU6nY7i4mKT6CksLEQIgaOjI0FBQQQFBeHr64tare7S+SsLG1m/IIW6ihaGXBdI9DhvKbeOhITEifQSkSM5HvcAze067BUu6NBR3lyOpt2O9hYdTt7GP7iry7XUZr6Otfx+2gwyXgv2OkFgKKysMAsLo2XPHuymTcXV1wYhBBm7y1Co5Yy+KZRgjTmrB4Rw++Fcpidm8U1ff65wPHuxplFpeH7I89y/4X7+zPmTSYGTuvU+XGpY2th2Cl9vbWygKPUwhSmHKEw+RPLm9YAxgssoeiLx6hOJtUPvyc6sVCpNIeijR4+mra2NnJwcsrKySEtLIyEhAYVCga+vr0n0ODs7n7XAdfa2ZsYzsSQszyH+9yzyD1dx5R190NheGpXaJSQk/l1IIqcH+DOphPwyc/CF/MZ8XCuMt9nJyyhyXFyuJj7zM1qEnId8XHAzO3mIrmbwYBrWrEEIgbOvNfmHqhk7J5wN36WiVMoZfkMwjmolv0QHcndKHrcdyuWLPr5c7Wx31mMd6TWSq/2v5q09bzHUYyiOFo7nPf/LBQtrG4IHDSV40FDAaOkpSj1MYfIhCpOTOLxpLQD27h54R0Th1ScS74hIrOx7T8Saubk5ERERREREIISgqqqKrKwssrKy2LhxI2vXrsXGxoagoCBCQ0Px9/c/o5VHqVIwbHowvpFOrPsmmSWv7WH8HX3wDD2/JTEJCQmJ7kYSOT2At4Mlug57ZEJGQUMBiiJXzDUqU5FNMzNnFsnmYkEb9/uc2t9DMzSOmoUL6cjNw8XHmqSNRfjHODNKa2DLj+ko1XKGTAnEXCHn6z7+3JeSz9zkPP4X7ssU17P/wnlq0FNM/mMyb+95m7dGvnXe879csbSxJWTwMEIGDwOgpb6OwhSjpaco5RBJG9YARkdmn8hofCP74R3RF7VF18L9uxuZTGaqth4XF4dWqyU/P5+srCwyMjLYv38/SqWSgIAAQkJCCAkJOa0Z2CvUnpnPDWLtN8ksn3+AQdcFMGC8rxRqLiEh0WuQRE4P4ONgSauwQKPTkN+Qj3VROI5eVqYlgap2LfuJYZpYglLnD8qTF9+0HDAAVCqad+3EYbhxKam2rJm+Iz3Raw1s/zUThUrBoGv9UcllfBbhy6PpMu5NyafNYOBG97OzyjiYO/DkwCf5v+3/xzUB11wSSQJ7A5a2doTGDSc0bjgAzXW1FCYnUXD4INl7Ezjw10rkCgVuQaH4RkbjExmDe1Bor6m4rlKpTEtW48ePp6qqioyMDNLT01m1ahV//vknHh4ehISEEBoaipub2wnLWpY2aq57OIY9f+aSsDyHqsImrrgtHJVU3VxCQqIX0Ds+bS8z3G0taMMMjVZDXl0eboWN+Ecfc1b9qqgSg5AzRraN0lJv/P0fPOl55BoNFtFRtOzciev0mSCD2tJm3Pxtib7CG51Wz64/cjDXKIka441SLuPDMB/M5XIeTSvEANx0lkLn2oBrWZm9kjd3v8kQ9yGoFV1zTP03o7GzJ2zYKMKGjTJmMi4vpeBQIvmHEjnw10p2Lv0JlbkF3hF98Y2MwScyBkcvn17h8H28lWfYsGG0tLSQmZlJeno68fHxbN68GVtbW9PSl6enpylEXS6XMfi6AJy9rVm3IJk/3tvP1fdFSX46EhISFx1J5PQACrkMjbUVcp2G/LoCIqracPE15r/RGQQ/lNaATIa741BKS5fh5/fAKb/oNHFx1Cz8DqUCrB3MqS1tMR0bMMGPtiYt23/JxNrBHP9oZ+QyGW+FeCED/ptWiBAw2+PMQkcmk/H0oKeZtmIa36d8z52Rd3bLvfi3IpPJsHfzwN7Ng+grr8Zg0FORm0P+oUQKDh1g6+IF6HU6NHb2+BzJ3uwTGd1rnJgtLS2Jjo4mOjoanU5Hfn4+qampJCUlsXPnTmxsbAgPDyciIgJvb2/kcjkB/ZyZ6jiAVf87yNI393LN/VE4eVlf7KlISEhcDBQKmD792POLhCRyeghHOzs6WjRktGYiELj4Gn0b/qqqp1qrQwYEes3gUOIf1NXtwd5+0EnPo4kbStXHn9B2+DAO7hpqypo7HR86NYjG6jbWfpPMtCcH4ORlbRI6cpmMx9ILMSC4xePMX54BdgHMCp/Fl0lfMilgEq4a1/O+DxJG5HIFboHBuAUGM3jKDLTtbRSnp5osPanbN4MQOHh64x/TH7/oAXiF90XZxVDv7kSpVBIYGEhgYCBXX301BQUFpKSkkJycTEJCAlZWVvTp04eoqCg8vD2Y/vRAVn+WxO/v7ufaB6JxD7K72FOQkJC40Jibw6+/XuxRSCKnp3B3tqcyW0O7aENYt2PrYgHAN0WVuJupUMtkONtHY2HhQ0nJz6cUORZRkchtbWnasgV7j4nkJFZ2Oi6Ty7ji9giWvbOP1Z8d4oZnBmJupUImk/FGsCdy4In0IgwCbvU8s9C5N/pe/sz+k88Ofsa8ofPO9zZInAKVmTl+Uf3wizLWq2ppqKcw+RB5B/eTvnM7+1YtR6k2w7tPJH7RA/DvNwB7t5P7bl1I5HI5fn5++Pn5MWHCBIqKikhOTubw4cMkJCTg6OhIVFQUo/8TQfyPhaz4KJGr74nCO6L3RJxJSEj8e5BETg/h7aihNt1ovVH4tCKTyTjU2MKu+mairS1wUCmP1B+aTXb2uwQF/x9m6hNFiEypxGrkSBo3bsL+iek0bChE16FHeZxjp0qtYOLdkfz6xl7WfpvMpAeikcllyGQyXgv2RCGDpzKKMECnrMonw1ptzV1Rd/HO3neYEzGHALuAbr0vEifH0sbW5MQshKC6MJ/cxH3kHdzHlkXfsGnhF9i5uuMX0x//mFi8IyJRdXOBznNFLpfj4+ODj48PV111Fbm5uSQlJbF9+3Y2bdqEt5c3Km9HVny2j4l3xBAQ03uTKEpISFyeSCKnh/BxsCSxwxjGbXAz+tF8U1SFp5mKZp2egUeyE3u4zyAnZz75hYvY2GTBqpxVaA1aXC1dmRI0hYn+E7EeO4aGlSuxUbaAgNryFpy9O/s62DhZcNUdfVjxcSIH1hXQf7wvYPQNeTnIExkynskowiAEd3id/svmhtAb+CH1Bz7c/yEfjv2wu2+NxBmQyWQ4+fjh5OPHwOum0dHWSsHhJPIS95Gzfy+Jf69CoVLhFd4Xv+j++McMwMHT+6I6MCsUClOkVnt7O2lpaSQlJZHTchCZk5xffspiTPVwBo3t2yscrSUkJHqYHs54fLZIIqeH8La3pEOvQalX0WZTR1WHjt8ravmvrxvv5pURcKTWlEpli7XjOFJyP+PrUg3XBF6Ho7kjydXJvBj/Il8f+ppXop/BQqVCmbobcKO2tPkEkQPgHeFA/6t8SFieg2eIPa7+RkuSTCbjpSAP5DJ4NrMYg4C53qcWOmqFmgf6PcAz257hUOUhIp0je+QeSZwdanMLgmIHExQ7GCEEtaXF5CXuI/fgfnb8vIgti77BxtmFgP4DCRwwGK+ISJSqkyeYvBCYmZmZnJYbGho4sP8AO7Yl8Ne230g4tIUhQwcRFRWF+UW2RElISFz+SLWreqh2VW1zB3e/8TXFPj8xLnQcDr738EF+Gcv7BTF+Xya/RAcy0sGapo4mHvl7OrM0mbgHvkiE7xzTOXLqc3hxx4scrDzI56s88LTyZKPz7UQM82DwdSdfRtLrDSx7ex8dbXpmPjcQperYspYQgleyS/m0sIKXgjy42/vUiQj1Bj1Tlk/B18aXT674pPtujES3ou1opyjlMDn795CzfzcNlRWozC3wj+5PYOxg/PvFYmHdve/tro1Tx5KPNlBYk0mHWTUqlYr+/fszZMgQ7OzsLvbwJCQkuhupdtXlS3t2NvqNm2iXmWOps6RcW8GKkiqmudpTpdUDEGBptOS8EP8CyY31mLtG0Vq1Go4TOQG2ASycsJDPkz5n2d5PuW1jAba33U1tafNJrwugUMi54tYIlry+mz1/5hJ3fZDpmEwm4/lAd+QyeDGrBCHgnlNkXFbIFdwVdRf/t/3/SK5Opo9jn+64NRLdjEpthn/MAPxjBjD29rupKsgje99usvcl8Nf/3kcmk+MRGk7ggEEExg7GwePiVJtXqZXMfHAcKz50oqqiBo/hOhITE0lISCAiIoKhQ4fi6el5UcYmISFx+SKJnB6gPSubyvfew/7qh5DpLEhqtaFUoeUOL2d21DZhLpfhYaYioTSBdfnreHvk2wRp4PDhB2hsTMXaOtx0LoVcwf0x97Nmjj2yda9QWLoNx+a4017fwUPDwGv82b0ih8D+LqbwdTAKnWcD3JED87JL0MMpS0tM9J/IF0lf8MXBL/ho7Eenn7QQ0FoLbXXQ3gTtjaBvB2Qgkx17lCtBbQXmNmB2ZFNIb8PuQCaT4ezrj7OvP0OmzqSptoac/XvI3pdA/K8/snXxAuzdPQgaGEfIkOG4BgRdUP8YlZmCa+6P4o/3D1CToOWexx4gPTuZXbt28dVXX5mKivr7+1+wMUlISFzeSMtVPbBcpW9qImNIHCvCJ3AwroTtEdcT6xrNsn7BPJVeyO76ZjYODOWmVTchk8lYfPVihNATv3MUjg4jCQ9/46TnTZ41jX0GD+ocr2XyG2H42vqeegx6A7++vgelWsG0JwacUE9ICMHbuWV8kF/Ow76uPO1/Ysp+gN8zf+eF+BdYMWUF/rb+oG2F8hQoSzJuVZnQUAwNJaBr69oNU2lA4wTWbmDleuzR1hvs/YyblcsRsSTRFbTtbaZyE1l7dtHa2ICNswvBR2pxuQeFIDuSwbinaapt45c39mLnYsHkR/ohk0NaWhrbtm2jtLRUEjsSEpcDvWS5ShI5PeSTk3XTraTm17FgdjTx4VP5JNSJ6R5ezEjMwkapYKZVJo9teYxvx3/LQLeBAOTm/Y+8vE8ZNnQbavWJeUVqf/2VQx8u5VDfu1kx9D3enfjmaZ2CSzJr+f29A4ydE0b40JPnWPm0oIKXs0u4yd2Bt0OMpSGOp0PXzp0/juJmlQtXdQjI3wkGLcgU4BQCLmFg4wm2XmDtDhb2YGYFamtQHknrLwyAMFp7DHroaIS2BqO1p70B2uqhuRIay4xbU7nxsbXm2EBUlscEj70fOAaBcxi4hIOllIPlXDDo9RSlHiZj1w4yd8fTUl+HlaMTIYOGEjxkGJ4h4T0ueEqz6/njg/2Exbkz+qZQZDIZQggyMjLYtGkTZWVlBAQEcNVVV+Hm5tajY5GQkOgBJJFz8elJkXP4+Y8QS7/kllffpNLKwOp+vkS7RDMgPpmprvYcTHkEe3N7vrjyC1Ofjo4adsSPwNfnLgICHj7hnPr6eg5cOZ2E/s9weNgq9sm38e6od09bUHPtN8kUpdVw88txqC1Oviz0S1kNj6YVMM7Rhs8j/LBQyI0C5MBi2LcQKlNpk8mQ+49CHXo1eA00iguVxXnfp9PS3gR1+VCbBzW5xsfaPKjNNb4WRv8mNC5GseUcDs6hxrE5h0ni5ywwGPSUpKWSkbCDzIQdNNXWoLF3IGzoCMKHj8HFP7DHlrRSdpSwaVEaI28MIXL0MV8hIQRpaWmsW7eO2tpaYmJiGDt2LNbWUokICYlLhrY2mDbN+Py334wZkLsRyfH4IlNuG0Gjty9lDl5YV31CafN0gvWRFLdrUerKSK1J5fNxn3fqo1Y74OFxA4VF3+PrOxeFwrLTcYWtLU4DwkDAPX4P8Y1Wy0MbH+KJgU9wU9hNJ/0yGjo1iB9e2MmBdQWnjMi6wc0BR5WSOw/ncWNiBt81rsZu14fQ0QRh19A06gkm7H+d2dETuDf67u67SWfCzApc+xi3f6LrgOosqEyFijSoTIOcTbDn62Pix8YL3KPAPRrcjjzaeEjLXschlyvwiuiLV0Rfxtw6l5LMdDJ2biN1+xb2rVqOg6c34cNHEz58NLYu3VvmI2KYB9VFTWz/JRMnb2vcA20Bo29ReHg4wcHB7N27ly1btpCcnMzYsWMZNGiQqTCohIREL8bcHFatutijkCw5PWXJWfjMDn7zKyDPyQVV49PcP+Ae4vxvYuyedK5iDbV1O1g+ZTlyWecP7NbWYnbuGkNQ0DP4eN9uXMrJ2mD8Qm+poa20jq17nbDqP57B/xnKe/veY1HKIq4NuJYX4l7AQnmidWXn71kkbSri5lfiTl0ZWgj2Ja7i5ipbXNqr+VGRiOfQuWBrjHh5aedLbC3ayt/T/kYp78XaWNduvFcVqUafodIkKD14bOnL0rGz6HGPBnt/kL44O2HQ6yk4lEjK9s1k7o5H196OZ1gE4cPHEDZsJGaW3WN6NugN/P7eAZrr27nxuUEntTa2trayceNG9uzZg7u7O5MmTcLD4+KXuJCQkLh4SMtVZ0FPiZzGmjae+2QPS0ZY88y3n7B0ZAZX9b2SmMAHmZuch0vxAzwTez+zwmadtH9y8mPU1e4krrIv8sN/GKOULB3B0hHRXImstRadMEM5+FYY+SSrKnYzL34efrZ+zB8zH0+rzqG4bc1afnh+J8Gxroy6KfTEC7bWwar/wuHfyOh7Kze53UG7TMGCvv7EHsnMnFqdyg1/3sCHYz5krM/YbrtXFwQhjM7RRwVP2ZHHhmLjcTMb8OgHngOObTbuF3fMvYiOtlay9+wiZftm8g8eQKFSETJkGJFXjMczNOK8l7PqK1tZ8tpuAmKcGXdbxCnbFRUVsXLlSioqKhg6dChjxoxBqezFgltCQqLHkETOWdBTIufgrhJurCwl3NLAq/fP4fVb3NEMCiYi+GU+yCvAveQhNszYgKXK8sTOQtC063USWr8lIleGe+gDEDnd6Nh7hM1PfYx963ai3OORCQETXifddxAPb36EhvYGnhj4BFOCpnT68tm3Jo/dK3O55dU4rOyPWxutyYXFM6C5Aq55HyKnU9mh5c7DeRxoaOGdUG9muht9W25adRM2ahs+v7LzMtslS3OVUfAU74eSA1C0F5rKjMesPcCz/zHR49HPGPb+L6eppprkLRs4tGkt9eVlOHh4ETn2KvqMHndeSQfTd5WyfmEqV93Zh+DYUy+L6fV64uPj2bRpEy4uLkybNg1nZ6kmloREr6O5GVyOpCepqJAcjy8GPSVy5q1J40tlK9/oLfB5dBorhzuzbbwG37CPWVV0kPsdMnly4JMndtR1wOrHYP/3JA7rQ5u1NYMHrznhl3LCzwdJXFfAjePrsDVLgAOLoO906ie8ztuJH7EiewXDPYfzYtyLuGmMkSkdrTq+fzae0CFujLghxHiiskOw6Hows4bZS8Ex0HSNDoOBpzOK+LG0hnu9nXku0IMVWX/wQvwLrJ66Gm9r7267X72KhhIo3mfcivZCSaIxGgyZMZrMc8Ax8ePaF5Tqiz3ii4IwGChITuLQxrVk7Y5HJpMTNnw0/SdOwtn33EO/hRCs/SaZwpQaZj43CGuH0zsplpSUsGzZMurq6rjqqqsYOHCgVBNLQqI3IUVXXXx6SuR06PR8vyKD9rWl9Et5jzJNDa/d1IHK/xPKavexbdRkvG3+IRIMBvjtDkhdCZM+pNYvmP0HZhEd9TVOTmM6Nc3cW87ar5O5svJrgpcuRnb4N1jxILhFwqyf2VJ9iJd3vkyrrpW7o+/mxrAbMVOYsXtlDgfWFnDLa0Ox1BbCtxOMOWlu+d2Yp+YfCCH4uqiKF7OKGeNgw/uhLkxZdiU3R9zM/TH3d9v96tUY9MZcQEeFT/E+KD8MBh0ozMAjxhht5j0IvAb9K5e5WhrqObThbxLXrqKpphrviEj6XX0dgQMGIZcrznyCI7Q1a1ny6m7sXC257uGYM4qWjo4O1q1bx549e4iKimLSpEmoLmLNLgkJieOQRE7XycvL45VXXmHjxo2UlZXh4eHBzTffzLPPPotaffa/rHvS8RggeVsx+a+/i1vJem57VFDv/jbByhLWX3Fn54ZCwF9PwZ6vYMZ3EHEdQgj27ZuBAGIH/NrpA78iv4Ff39hL7L636PvJK2gGDzJaHRbPMIqWW/+kXqnko/0f8Vvmb7hYuvBAvwe4wuUqFj+XQL8RGgYW3W78kv7PmpMKnOPZVN3A3Sl5OKlU9NP9RXb5WlZPXX2C0/S/Bm2b0QpWtAeKdkPhHmgoMh6z9QHvgUbB4z0QXCP/NdYevU5H5u54Dvy1kpKMVOxc3Rk4eTp9Ro1FoTw78VGQXM3Kjw8y7vYIQgefXX6cpKQkVqxYgYuLCzNnzsTW1vZ8piEhIdEdSCKn66xZs4YlS5Ywa9YsgoKCOHz4MHPnzuWWW27h3XffPevz9LTIATi4ZC3qFx/mif8oCKv7Lz52QfTzdUOvF+g69Og6DLSXF9JaXoJe4wXmtphrVFjZm2HtmUyr+f/RN/xrXN2PWXPamrV889g2YmpW4ePYivdnnxoPVGbAwquNQmfOCrB0ILc+l48PfMy6/HUE2AZwfflcrix8Bw+bImR3bQa7s1t2ym1pZ25yHunNLZhVL+DnYbcS6zagB+7YJUpDCRTuNgqfwt1Qmgj6DlCaG/15jrf2WHdvKHZvpCwrg90rlpKZEI+1ozMDr5tK37FXoVKfIrrvOP7+6jDFGbXcNG8I5pqzE0clJSX8/PPP6PV6brzxRry9L9PlVAmJSwVJ5HQv77zzDp999hk5OTln3edCiJyWphayBw/ix1GCg33mcnPHCGSNOhRKOUq1HCXtmJVsxtzRCWXYWBCCtiYtDdVt1JQ24Tr4ZUAO5W8TOsSdgH7OKBRyvn5sK2FujTh+8zgBq1djFnDED6I8BRZeY0yKN2e5KetwUmUS3xz6hn771zCnsYLl3g8w+MZ78bA6+1DcNr2BF7OK+a6kmiB5IWuGXY2V8uyXI/5V6NqN0VxFu4+Jn6PRXHY+Ryw9g4zixy0SFJfnMkt1UQEJf/xK2vYtWNjYEDtpKjHjrzmt2Gmua2fxvF2EDHJj9MmiAU9BU1MTv/zyC6WlpcycOZOgoKAzd5KQkOgZJJHTvTz33HOsWbOGvXv3nrJNe3s77e3tptcNDQ14e3v3qMgBWDPqSiqtS3nxzhs4POk5LBVHlnkMBlgwAZoq4J5tRgfg4xBCUJC9lqyC+2jOeI7CRF+sHc3pd6UPqTtKcPSwxGfB/Wji4vB4681jHQt3w8Jroc8UuP6LY8nvivchvh7HTvl1bKwdz5KoN4h1i+W6wOsY5zsOa/XZZZS9J+Fnljf54a+x4eu+/kRY9XDm48uF+uJjy1tFu41h7PoOUFoYrT2mZa5BxlpdlxF1ZaXsXrGU5M3rsbS1Y+gNs+kz8grkipOL5KRNhWz7JZNpTw7Azf/sl5+0Wi2//vorWVlZTJ06lb59+3bXFCQkJM4FSeR0H9nZ2fTv35/33nuPO++885Tt5s2bx0svvXTC/p4UOa26Vr6+6Q7i0hO584VxJE47rpp34k/wxz1w22rwG3bS/kII9u6dikyuwtflaw78XUDWvgrkCjlW9mZMCMqi8u23CFy9CrXvcQU7D/8GS/8DY56DUU+AXgtfjgaZnKJRy1j+4SGcb2hlne4PEkoTUMgVxLrGMtp7NKO8RuFl7XXS8QDk1OdwzZ93Y+33BmVaFc8EuHO3tzNyKbrl3NC1G4VO4e5j4qexxHjMztcodrwHg88QcImAc3Di7a3UlpWwY8kPpMdvxdHLh1E3/wf/frEntDMYBEvf3IsQghlPxyJXnL3/l16vZ/ny5SQlJXHNNdcwcODA7pyChITE2dDaChMnGp//9RdYdO+P4UtS5JxKhBzPnj17iI099qFYUlLCqFGjGDVqFF9//fVp+15oS44Qgud2PEfV0jIeWRPPC/eF8utDfxwZTBN8PAB842DGwtOep6pqEweT7qRfzPc4OAyjrqKFv788TFVRE44elgRs/wivAX54vPF6545b3oFNr8K0b6C+CDa8DHM3Ityj+emlBJy8rLjqzr6UN5ezoWADW4q2sLtsNzqDjiC7IEZ6jWSw+2BinGM65fQxCME1K27D0XYAOrur2VzbhIeZioE2lijkcrQGgVYYEIC5XI6ZXIa5XI65XI6FQo6DSoGjSmnc1EqcVEpc1KoTioP+Kzne2lOYYBRBBq0xYaFXLHgPAZ/B4BlrLHtxiVKek8WWH76lMDmJwNghjLn1TmxdOjsaV+Q38Oubexk1K5S+Iz1PcaaTYzAY+Pvvv0lISGDSpEkMGCD5j0lIXE5ckiKnqqqKqqqq07bx8/PD/Eihr5KSEsaMGcPgwYNZuHDhOde06UmfHK1By9eHvubTxE+Zafssk//vJX660obXP0wwNtj4GsR/BA/sMfponAYhBHv2Xo9cbsaA/j8jk8lIjS9l4/epOPtYU1nQiFt5AuNenY5tn+DjO8Lv98DhZcYIn+hZcI3RMfvAugJ2Lc/m9jeHY251zB+kWdtMfEk8mws3s6N4B1Vt1ciUrrg6jUVlFUMNbpTpFLQbjr1tLOUy2oVACPC3UONppkatkCMEdAgD7QZBm8FAm17QYtBTo9XTojd0mqNSBh5marzNj20+FsbHQEsznFTKf2ceFG2rMVlh4S4oSDAKn7Y6YxV4t0ijleeotcfm0ip1IIQgY9cONi/6mraGBgZNmcGgKdM7RWKtW5BMUWotN78Sh8rs3CxZQghWr17Nnj17mD59urR0JSFxGXFJFuh0cnLCyen04cxHKS4uZsyYMQwYMIAFCxb0qqJ9iRWJzIufR059DnMj53K11zVkO79HUH4TBmFA3tYACZ/DoLlnFDhgLFgY4P8wB5PupKZmG46OI7F1Npr+xt4aRllGDTt+bGXpxxmMe8AB376ORzvCpA8heyM0V8KQe03nDB3sxq7fs0nfXUb02GORKBqVhnE+4/ByHI6NRx2/lVVS0G6gElC3lCJv24JKW4yXUkdt4yFuCrySG0Kn4qzx48XsUn4pqyVEY8FbIV64mJ3ambZFb6Baq6O6Q0eVVkdxWweFbR0UtHWQ3tzG+uoGqrQ6U3s7pYJgS3OCNGYEW5oTbGlGsMYcH3P15b1MprIwLmUeXc40GKAq44jo2QUZfxvfS2AMX/c5Ini8hxirsffiJS6ZTEZo3HD8+w0gYdkSdi37mYyEHUy49xFcA4xOw4MnBZC1bxcHNxQSe7XfOZ9/4sSJtLe3s2zZMtRqNSEhIT0wEwkJid5Kr7LknC1Hl6h8fHz4/vvvURznvOjmdna5NaDnLDn7y/fz4f4PeXrQ04Q7hpPb0sa6W6cSmZ2L/9ZNuO1bBFvfgUeSjOHeZ4EQgn37Z6LXtzJo4HJa6rUsfHoHV98biX+0M6W/rmLzr7nUOEQQMcKDYdOCUJsrjaUL5vcFvc7oiDz1K5Mj8povDlFX0cLM5wYhk8lo0Rv4tayGb4urSG9uw0YpZ6KTHROdbBlkp8FeqSC3PpeDlQdJqkxiefZytAYtAJZKS/o69UVlM5oNHREgU/JikCez3R27bIFp1uspbOsgu6WdzOY2MlvayWxpI6ul3WQJ0ijkhGvMibCyoM+RLVxjjubfFPXVWG608BQmGIVPaaIxWaGZjTF666i1xysW1N3r/NedVOTlsOaz+VQV5DF4ygwGT70RpUrF9l8ySYkv4ZZX4rCwPvecQ3q93uSMfMstt+B7vO+ahIREz9DcDH5+xud5eZLj8bmwcOFCbr/99pMeO5fp9ORylRDC9OW+obqBv198mtvXb6Jtwav02/o49J0K17x3Tuesq9vLvv0z6dNnPq4u1/LlQ1sYPDmAmHE+CIOB3Bk3UGDeh3THMVjaqLni1gg8ij6F+E9g/Ovw58Mw6SMYcCsAeYeqWPW/JCY/PYDVinY+zK+gVqtjorMtM90cGOVgjdlpLGTz981naeZS3hv1HoerDpNUmURqTSrFrY002d1Eu9UIHAyFTNbkMdTZj3CHcPxs/c67irlBCEratWQ0t5Ha3EZyUyvJTa1ktbShFyAD/CzUnYRPHysLPM1U/44lr44WKNlvFDxHxU9bvXGJyz3qmF+P77BeF8Wl1+nYvfxXdv22BGdfP659+CnMrBxZ9NxOwoe6HytJco5otVoWL15MRUUFc+fOxd7evptHLiEh0QkpuuricyHy5AB8WVjB6u9/47UfPqLyhr6Mlm+AhxPPaqnqnxxMuovm5kyGDP6bJa8ewDPYjpGzjLlEWvYfIP+mm9A8+RJ7qwMpz6niDs97UcZcj/za92Dlw3DwZ5i7EVz7oNPpefr9BNb111ClFNzg5sAjvq74Wpw5YRsYl+Vu+esWFk1cRIxLjGl/bVstqTWprCwt4tcGd5qFOZZ1v2HRuAYLhYpQh1DCHcKJcIwg3DGcQNtAVN2QJ6ZNbyCjxSh6UppaSW5qI6WplTqdHgAHlYJoa0uirS2JsrYg2toSj3+D8DEYoCodCnYe8evZBbV5xmOOwcalMN/hxsde4tdTnpPFn/PfoqWhjqvufojGWm/2rMpl9ktDsHHqWpRGS0sLX375JWZmZtxxxx3nlB1dQkLiHJFEzsXnQomcJ9MLObT1IA8sfgpzOzlXzIqBmYu6dK6mpnQSdl9DaMg8klZGodcamPRQjOl4yXPP0fj3WvxXraJk7S/4Zf0fq5XfMOSOiTg4yeGrsSCTU33bOp7OrmBlZR3BVTq+mdiHkHPMd6M36Bn9y2hmhMzgof4PnbRNs17Pu7llfFFYiadaMMEyB23THlKrU8mtz0UgUMlVBNkFEeEYQZhDGOGO4YTYh2ChPP+QQ3HE6nO4qZWDjS0cbGglqamFyg6jv4+jSkn0EcFzVPi4/xuET0Mp5O8wbnk7jCIIwN6/s+jpghDvLtpbWlj35cek79xG5NiJFGX1xTvCiStv79Plc5aXl/P1118THBzMjBkzLv+/s4TExUISORefCyVyph/IQlVay5DFdzM0vZXYJZ8hCxzd5fMlpzxOTc02KPua/INN3PxKnOmYrraWnIlXoxk6BM+wA3TIbPi16P9oqmlj6LQg+oZUseuXR7gr+i10SkuesnWg6dN0pj7WD4/gczfhP73tabJqs1h63dLTtjvc2MKzmcUk1DdzrbMt84I8cVDoyKjNILk6mbSaNFKrU8muy0YndMhlcvxt/AlzDCPcIZxwh3DCHMOwUZ//30kIQVmHloMNRuGT1Gh8POro7KRSdhI90TYWuKkvc+HTVHlM9OTHG4uQgtGZ2W+YcWnLb5hRBF3A+yCEIGn9GjYu+AJbV39aW8Yx+5Ux2LlYnrnzKUhJSeGXX35h7NixjBw5shtHKyEhYaKXiJxeFV11uZLd2s5kfzeK3DRY7WtFaxbE+RjKA/wfobx8FZaOK2isHopBbzAlS1Pa2+P63HNUv/ow2FSinvUzN/gPJH5pFlt/zmDBSAd+iXqfQXVJfB7bD2dPD753yCNjd3mXRM4or1GsyllFWXMZbppTO1H3tbbkj35BLCuv5eXsEkYkpPKgryv3eUd1Wurq0HeQWZdJWnUaqTWppNaksiF/A236NgA8rTyPWXwcwgl3DMfJ4uwi8o4ik8lwN1Pj7qxmgrMxm64QgtL/b++845so/zj+TtIkbVb33qWl7LL3FhEUBAUFxL23/nCgOMCFW9x7IQKCgICCKHtvKKVQCm3p3jt73u+PtIXKsIyyvPfrlVfay91zT55ec598p9XeIHj26U3MKqxghr0EgCCFBx21KjrqVA3PfvIr6N9HE+gOTG872v27qdItdnI2Q/Ymt5sTAbRhEDcA4ga5n5sYOH+2SCQSkq4ejn9kFEvfewOb+Re2LNRw7UMDznrMNm3aMGDAANasWUNUVBQx9cGRIiIiVxxX0Kf0pYnR4aTIaqeTp5lVQTJcgGnXLhQRjSsKF6SnkbZxLQWHDuByOlH7+BLTsQut+gxAFxDYaF8vrwgiI28nL+9npMpEDFXWRnEKuuuuRbrxdRzWSvDthFwho/+ElvwR68Eci54+Rx28XbaBoOJv4L61JHQNJm1LEf3HtzyjyrIAvcN6I5PI2JC/gZsTbz7tvhKJhDEhflwT4M0H2SXMyC5hdmEFk+NCGRPsi0wiQSFT0Na/LW39j7kknC4n2bXZbtFTkcahykP8mPojersegECvQFr5taKVX6sGARSuCT8jy4tEIiHMU0GYZ2PhU2i1k6I3sU9vZm+tia/zyhpifKI9FY1ETweN15WT1aXyg9Yj3A8Ac7U7gPnoBshaD/vmurcHtYG4gW7RE9272QoURrRqyy1vfMDcl18kbf3HtOikJrHniZWSm8qAAQPIzs5m0aJFPPTQQ3id52qsIiIilwaiu6qZ3VUpehNDdx1mJ+uZtecXOi+upl3f0US8+SYAgsvF5vk/s/23+WgDAonr1BUPhZKq4kJyU/chOJ20G3wNvcdOQOXt0zCuw6Fny5YhVGTF0LX7F0S28Tt2UqcD4f1EqtME9B5DCP/yC57LKGRWYQUvRgQT81cpOakVtFOtoPdwfyriH2Th27sZPakT4S3P3Jpzx5934KP04aPBH53RcZkmC9OzilhWVkMbtScvtghjkJ+2SeJEEAQKDAUNwqf+ucJSAYBWoW3k5mrj14ZoXTSyc6wbIwgC2WYbyXoTybUm9upN7NebMLsEpECC2pOOWhWd6sRPG40nikuohtN5w1AGR9dD1lrIXAe1+SCVu1tR1IuesE4gO7/fo/SVNXz/5BSc9gJGPT2FFl26n/VY1dXVfPHFFyQkJDB27NjzOEsRERHMZqh3B2/YILZ1uBhcCJGzuKSKBw/mUJD+OD+5fKjanMHQwiDarV0HwF9ffkzq2r/pf+vddB1xQ6MbvM1sYu9fy9i1dCFIJAy8/V7a9B/csE9BwUIOpT+Lr/QjOg8cceykR1bB7DGYun1I9lPv8O1bHzHXO4gPW0UxLtQPQRBIXV/A5l8PoZMUMuTejiyfW0uLLkFnlaL7xb4vmHVgFhvHbzwrEbG7xshrmYVsqzHSx0fDiy3C6KQ7u5iLMlNZI4tPWmUaBQZ3928vDy9a+rZsZPGJ94lHITu3LBuHS+CwyUJyralB/Bw0mnEIoJBIaKPxqrP4uJ8TVJ7IrqT4HkGAiky34Mla57b2WGvB0wfih0DLa9zPKr9/G6lJbFtymG0Lv0BwZDH80ado1fvs42r279/PwoULufHGG+nQocN5mZ+IiEjzI4qcJnAhRM57R4vZlL6DxdtuY9OA6cz863MmLXYRv349+UV5LHpzKkMfeJz2g4eecgxTbQ3rZn5D2qZ1tOzVj6H3P4pSpUYQXKxYfC1KtYOBQ1Ygra8/s+AeKN6P8PA2npu3lJkhMbyhdHJP78b9eyrzq1j53u9UWkMJjPHFWGPl9jd6n3GAbX0q+Zxr59A+sP0ZrxG4LSQrK2p5PbOIwyYLV/npeCommM7e5x6sVmOtIb0yvSHGJ60ijezabFyCCw+pB/E+8W6LT11mV6JvYqNeXWeDxenioMHMnjrRs09vIsNkRcBdwLCD1qtRjE+Up+LKCWx2OqBwL2SsdFdkLkoGidTdYb3lUGg5zO3mOsv3azHamTllE17K9ZTl7mbo/Y+d9v/n31i4cCGHDx/mwQcfFOvniIhcJogipwlcCJHz0IFsrt7zHjcWLsP4eDLX/NCHbz52EvLO2/y25g80fgHc9NIbTbrBpW/dxN9ffYzax4cbJk/FNzScP75eiGeLySS2fInIyDvAboF34qDv/3g78lZm5JQwadtaRv+xkNgFvyIPDW00pjPtb7Z/u5S9xhsACdc90oGY9mcWyGt32en3Sz/uaXcP93W474yO/SdOQWBJaTUzsos5YrIy0FfLpJhguvuc31gPk93E4arDDdaetIo0jlQfweFyIEFCtC6a1v6tG4KbW/u1xlvpfU7n1Duc7KsTPcl6E3trTRRY3RWj62v41Lu6OulUBCrOvXbQJUFt0THBk7kW7EZ3anrr66HNaAjvAmfo0tv6WwYpa/OJbr2fA+v+YuiDj9N+0NkJHYvFwhdffIG/vz+33XbblSM2RUSuYESR0wQuhMi5Zmca89dcj3e7UXDde3T5oQczvrLi0zqJVZYqbn/nEwIim15mvqq4kMVvv4qptobrn5pCVrICPe+ijdhNzx5/o8zZA3NuZsnYFTxQ5sULcaE8pJWTPfYmpN7eRP80E5lW23jQOePIzXLwe8EjSKUSBk5sRateIWf0Yf/Y6scwOUx8d813TT7mdDgFgT/KqpmRXcIho4U+PhoejgpikJ+22XpV2Z12MmsyG2J8DlUe4lDlIcwOMwBh6rAGa0+9+An0Cjynm2KZzX6cm8tMst5ERV0qe7hSfiywWasiSadCd7kHNjus7mytQ8sg7XcwloIuvE7wjHK3n2iC4DHV2vhpyha6XhdNVf4yUlb/xbWPPU3rPmeXdXXkyBFmz57NDTfcQFJS0lmNISIichwmE7Rp4/754EFQnZt1/J+IIqcJNLfIEQSBCUtn8cvex+DuvyGqBwN/Gskdi0ton+uk7K6JDH9k0hmPazEY+H3GdPLTDpLYdwIFWSoSR72Kr29P2mdJMGVtICHpB+4ID2R6S3cWlyX9MDm33YZnYiKR336DVHlcVePKLPisByskn5FfGYLV5CCmQwADJyai9m5a9ePZabN5f9f7bJ6w+bwU8avHJQj8WV7Dxzkl7NObSVApuT8ykLHBfnidYSbY2eB0OcnV5zbE+BysPMihykPUWGsA8PP0axA8rfzcAc4R2oizFj6CIJBvtbO39pjFJ0VvwlDXqytepWzk5mqr8bog69AsuJzuKswHl8DBpWAoBk2IO409aTyEdjytS2vNrDRyUyu49bWerPzmY9I2rWPkpOdJ6NbrlMecjgULFpCZmcmjjz6K+jzX9BAR+c9xidTJEUVOM4qcYqudFTPvYZx+F17/SwWplNt/f4zg1Tu5e0UNqu+/Jrp3v7Ma2+lwsPq7z9m/5m88PHszamoimdnP0i4DfvcYyuouTzOrfRwe0mM3CdOePeTefQ/qPn2I+OhDJB7HZb6sfo30VXtYVfUYg25rxbbFmbhcAgMmJJLQNfhf55NZncnoJaP5ashX9A7vfVbv6XQIgsCOGiNf5ZXxZ3kNvnIZt4cFcHuYP2GeF7Y8vyAIFBmLGgc4V6RRai4FQCPXNAQ31z+iddFIJWcnRlyCQIbJ2uDiSq41ccBgxiYIeEiglfpYfE8nnYpElWejv/tlgcsF+Tvcgid1IRhKILA1dJwAHcadtB5PRYGBX17bwZC72pDQNZBln7xH5s6tjH72ZWKSOp/xFAwGA59++ilt27Zl5MiR5+NdiYj8dxFFzsWnuUXOpooqWn3ZEWnHifhdNx2Ad3Z8wOqNc/jwGyPhH3+EbujZB0wKgsDambPY++d8WvYeSnj3dZiq9zBbmMpbV9+G90mK1RnWryfvkUfxvv56Qt94/ZjFwWbE/NFAvs98i0G3tSY2KYD1cw6TuaeU+C5B9J/QEi/NqcWEIAgMnD+QMQljTtni4XyRbbbybX4Zc4sqMTtdXOWv47Ywfwb76S7qzb3cXN7g4jpYcZCDFQcbMrvUcvUJwidGF3PWwsfmcpFmbJzRlW604AK8pBLaaVR01B0TP7FeymZz8513nA7IXAP75sCh5eCyu7Ozut4DCVfDcRl8Sz9OxmKwc9PzXXE5nSx9/w3yDqYybuqbBMfFn/Gpt23bxooVK7j//vsJC7s0+niJiFyWiCLn4tPcImfl9sVc/ecd2O9dizzC/c1yXtovvLH9Db77REHwyOuJmjb1nM7hsDn57IGPcZjW0HKQEk2LPSiCb6JPh7dPeUzN779T+MyzeI8dQ+grryCR1d009sxiwQ8GNPHtGfZEXwCO7Cph/dx0pDIpgyYmEpsUeMpxJ62bRIW5gpnDZ57Te2oqeoeTxaVVzCqsIEVvJkQhZ0KoH+ND/ZrcZLS5qbHWNAie+ke+IR8AlYeqkfBp69/2nGr5GJ1O9uvNx4SP3kS22QaAzkPaENtT7+q6LHp0mavgwG+we6Y7S8snGrrdA51uA5UfOQcq+OOTfdxQ15bEbrEw/7Up6MvLmPDae3gH/bsV8nicTidffvklnp6e3H333Zf++oiIXKqIIufi09wiZ8+suwgs2kHkM6kNsQW/rf+Rl7Pf5/V5wbRwetDurxXnfJ4fJ28is42e8aUvUBXogTWqgs6d5uDr2wOnw07+wQMYqirwUCiIbNMelbcP1YsXU/TCi2gHDybs/feQKhTgdLBz2hSSKwdx98fXIKuL9TDWWFn38yGy91fQqlcIfW9uidLrRCtRfVzOlglb8PTwPOf3dSak6E38XFjBopIqDE4X3XRqxoT4MjLQB3/FpVXY+3TCx8vDq6FD+/EWn7MVPlV2R0NG196655K65qTHt6rorFPRSas6qfXvkiF/N+z4Gg4scqektxuL0Oth5n5pwCfIi2sfcte5MdVUM/elZ5DIZEx47V28NNp/GbgxmZmZzJo1i5tvvpk29YGTIiIiZ4Yoci4+zSpyHDYMb8exOm4coya837B50cwPmMoPTFjfitFbUkncuePEbKcz5PPP9vBDXBU7t9/InyVtkQx1oA3WEOL5Out/mklVUUGj/SPbtKfryBsJqKql8H+T8OrSmYhPPkWmUVO6+jd+/dWb0bd6Et73WGyNIAgc2lrEpvlHUHh5MOi2VkS18W80bnplOmN/H8v313xPt5Bu5/Sezhaj08lf5bUsKK5kfZUeCTDIT8cNwb4M8dddstlJNdYa0irTGgmfPH0e4BY+jVxdfm2I9Y49a+FTZLXVWXuOWX1q6lpVJKiUdNap6VInfFqpvS69+B5jOez5CXZ+B7X51AYMYuXhoVz14p0NjTuriguZ++LT+IZFcNOLr+OhOLO4rVmzZlFdXc3DDz+MTHZpXjMiIpc0osi5+DSryElfAXPH8c2IJdzXdWDD5lnPP8GMxA1EZXXhzfmb0b3zNuHXX3/WpzE6nfRfncrw4j95PetNCkf/wR8/vEvciIOUpvghNw2h3y13ERAZjcVoICdlL/v+Xk5RRjphLVvTs1sfbK++gTwqkshPP8UjKJjvn1hOu5D99Hhpygnn01daWPNTGvmHqmjbP5zeN7ZA4en+9u90Oek3rx+3t7mdB5MePOv3dL4os9lZWlrNopIqdteakEsk9PXVMDzAm2sCvAlWXtp1aGpttaRVNBY+ufpcwC18En0TaePfhtb+bstPnHccHtIzt8QIgkCW2cruWhN7ak3sqTFywGjGKYCXVEpHnRdddGo661R00akvnXVz2mH/rwgbZyCpOEy1qgs+E95yt5YACg8fYv6rz5PYsy/DHpl0Rq6noqIivvrqK0aMGEHXrmffI0tE5D+LyQTd6r7s7twpppBfDJpT5NgW3ENW1m4O3rGWG4PdVVRtZhOf3jWeNddbMZhb8P6n27D16kmvzz8/q3MIgsBjabn8XlzFsvVTaRdWBQ9s4MD6Nezd9jwhXcpp13ImIVF9TzguN3Uf6376loq8XDr3HUTYoj/AbCZ8xgw2bq7FmH2YMf9r5+40/c/zugRSNxSwZVEGKp2Cq+5o3dDB/NHVj2J1Wvlm6Ddn9Z6ai3yLjRXlNawoq2FrjQGXAF10KobVCZ54lfKyiL/Q2/SNhU/lQXJqcwDwlHnS0q8lbfza0D6wPe382xHjfXbBzSanixS9W/TsrjWyu8ZEsc1duDBcKW+w9nTxVtNe44XnxUxjd7k4/PMP+B/+GH+PbGg5HAa/CCHtSNu0juWfvEe/W+6k+6gz60+1cOFCjh49yhNPPIFcfokIOxEREUAUOU2i2USO3YzznRa8Gz6ekWPfoK3GXTcmO2UvC994iZw7ozhSW82d35qIsFTQddUqlMozD5SdVVjOM+n5vKzUceefA1H0vhPJ1S/x/ZMP4KlRE9BjPYJLQs/ev+MXGnXC8S6nk51LF7Ll19kERcXSpbgSYeceam+fxp6j3tzTaQaK+5edslZJdamJNT+lUZRZQ9LgSHqOimPW4Z/4Yt8XbJ6wGbn00rwxVNodrKqo5c+yGtZV1mJ2CUR4yhnkp2OAr5Z+vppLOzblH+ht+kYZXQcrDpJdmw2409nb+relXUA72ge0p11AO4LVZxaMW0+hxdYgevbUtaqwuATkEgltNJ500anp7q2mh4+aUOWFTes31lj5acomhvc9QkzZV1B5FNqPhYHPs2nlFrYvns+op18kvmuPJo9ZXl7OZ599xrBhw+jRo+nHiYiIND+iyGkCzSZyDi6B+bfTt/tsVl1zbcO33M3zf2bf38txPtyLBYd/o/Nv3bg35XeMX39F935nVi8nRW9i5J4jjAvx43lTPr5LhlE5dB4FVil/f/kxd7z3GTYhi4NH7qU8JZqrb/oR/4gThQ5AUUY6S9+fjiAI9A+JwbxkPdt6TGWE72tE3zfV3VX6FLhcAilr8ti2OAutvydRozx4eP9d/HLdL7QNaHtG7+liYHK62FylZ32VnnWVejJMVmQS6KxVM8BPywA/LUlar8uuk3itrZYD5Qc4UHGA/WX72V++nzJzGQBBXkFu0RPoFj1t/duiVZx5XJjdJZBmNLO71sTuGiO7a40crcvmivRU0KNO8PTw1pBwASxlq344SOGRam6d1gVpyhxY/zYYyxB6PMjyFBmZ+w8y4bV3CYyObfKYixYtIisrS7TmiIhcYogipwk0m8gpO8yKLb/weshNbOrRumHz/FeeR6lWI70hiSmbppCU8TQv/PoW24YP55a33myyNafG7mDorsN4e8hY2jkBj82fwurXyBi6g83zpxMYFcv1T7njaQ6kvkhR0TyylrVn1OPvnLJ2iKGqkiXvvU5lQR5DrxrBxrU6Wqo30DshGY/H1/7rnCqLjKz+8SBluXr2hK9k0Oj2TGx3S5Pez6VEnsXG+ko9aytr2Vilp9bhwksqpau3ip7eGnr6qOmsU1+WVYZLjCWklqeyv3w/qRWpHCg/gMFuACBGF9Ng6Wkf0J5Ev8Sz6s5earWzo8bIjhoj22oMpOrNuHD35ururaa7t4Ye3mraN4NwLM2p5dc3dzHsgXa06BQEdjNs+RQ2vo/gqWNTZQJpNYHcOv1DVN4+TRpTtOaIiJwlYkzOxac5Y3LG7s3AWy7ju3bub41Oh51P7xxHn3G3ougZz8TlE7nO721ufPFl8hNi8H3kEQYNGvSv4wqCwN2p2WypNvB315buejC/TKT4QA47Ax7n8JafuPXNDxvEjNNpYuvWa6gttpG1LJobnnuF8MTWJx3bZjGz5N3XKDycTlTbRzDnFHNL8EOUOSfi9/SbyLxP36DS5XSx568ctv6egcPbxKgHBqAMVWFyujC73G0JpIBEIkEukaD1kKKTyVDJpJdkPIzDJZBiMLG92sjWagPba4zUOJwoJBI66VT09NHQ01tNV2812ks0a+t0uAQX2bXZbuFTtp/U8lTSq9Kxu+x4SD1o5duKtgFtSQpMomNgx7NqV2FwONlda2J7jYEd1UZ215owu1x4SSV00qnp7aOhn6+Gzjo18vOQxbXovd0A3Ph0l2Mbq/Pg7xfg4BKKrL7skw9myEtf4dFEy8zChQvJzc3l8ccfFzOtRESaiphddfFpTpHTfnMqt4f580ysu+t3aXYWsyY/zvhX3kETG07fX/ryaNtpCJN/pYukkr8HDeCxxx7713l8kVvKK5mFzGwfyzUB3iAI8G4L0h3XsjZPjl+oFze/PL3RMRUVG0nedyf6w13J3eJk9LMvEdXu5E0IHTYbv894k9yDFjy8ruausMew59RQciiG4OeeQzfiuoYbndXlIt1oId1o4bDRwhGThUKrHfvB+QzcF4+vOZgNbb3Y3MoT4TQ3MCmg8ZCi85ARrJATopQTUvccrJQT5akg1ktJkMLjooohlyBwyGhha7WBbXXCp9zuQAK0VHvSuS7tuotOTaLaE9klKNz+DZvTxuGqw25rT53V52jNUcDdp6tjYEc6BnWkU1AnWvu3Rik7s1gyu0tgf51w3F5jYGu1WziqZFJ6eqvp76uln5+W1mrPs6rQnLmnlBVfp3LzlG4ERv3DBZe1DvuSJ5FVHyVX1ZPoJxciUf57d/vi4mK+/PJLbrzxRjp06HDGcxIR+U9yiYicyye68jKiwuagzOYgUX2sUWVFgbvmiX9kFJ5KDX6efrg8ysiKaku/bXPRCLB06VImTpx4yhv59moDr2cV8nBkkFvgAJQfAVMFxuAOGFP+oPv1951wnL9/P0JDbsTDYxWu2qEsemsa10+aQlznE2vZeCgUXP/UC/w+4xMKMuGI/1104E1MujbkTZ7MkS07ODR2PDulCvbUGrG43Bo5XCmnpdqTDhoVxsQWLHK+zROy7xi0tYbrKiUkjGmBLlKNSwAXAjaXgMHpQu9wuh9OF9V2B6U2ByVWO5tNBkqsdqrq6rcAqGRSYjwVxKqUxHgpifVSkqBSkqj2xOcCBApLJRLaaLxoo/HinohABEEg02xlV407EHdPrYl5RZW46uaapPU6ruaMmpBLJfX6NChkCtoFtKNdQLuGbTXWGlLKUkguSya5NJkv9n2B2WFGLpXTxr9Ng/DpGNSRAK+A044vl0rorHO7/B4iCKcgkKI3s6lKz8YqPW8dLWJaZiF+chl964LAB/vpCG9if7LYpAC0fp7sW5PHkDv/UcgvbiDyx3dSMncS4Yd/xvp+Ep7jvzttzBlASEgI8fHxbN68mfbt21+SVkcREZGTI4qcZiDdaAGglfpY1d+KvFw0vn54qt3KNloXTa4+h7Ah1yLdOoerQ0OZn5HB7t27T1qXo9zm4IEDOXTTqXk+LvTYC7lbQSKlUqIFwXVS4QIQHz+Z0rK/aT1SjkzalSXvvc61jz1DYq++J+wr8/Dg+qce5+snVrBpr4w2MUrSe6h46PpZVCFFV1hBV4uB5zq0pltIIIlqTzTHuWsKDAMYduhNWgwy0Kp/V9bOOkTKp6kkXRVJ95GxyBVNN/mbnC7yLDayzVaOmqwcNVvJNtv4o7SaPIsNV91+oUo5iSpPEjWetFJ70krtRUu1EnUzuhckEgnxKk/iVZ6MD3UXRjQ6naTozeyuMbJXb2JhcRWf5bobd4Yp5XTQetFBq6K9xoskrYqgy0D4eCu96RfRj34R7uB4h8vB4arDJJcmk1yWzMqclcw86G7lEaGJoGNQR7oGd6VbSDcitZGnFQWyOtdfJ52Kx6KDsThd7Ko1sqnKwMYqPc8dzscpQBu1J0P8dQzx19HFW31KK5lUJqX9wAi2Lcmk1w0tUHv/w9IkkxN86yfsnBlFyIFPiPxpFHS+Ha5+Dbx8TjnPPn36MHPmTDIzM4mPP/OeWCIiIhcHUeQ0A3kWG55SCbHH9U+qyM/F77jspmhdNIerDnPHVUnkfBiE396DdB7an7/++ouoqCiCgoIa9nUJAo+n5WAXBL5sG9M4diF3K4S0p6osG4nUHw+F70nnpFAEEBf3JEeOTGfgfYuQ/6Rk2UfvYLdaaDdwyAn7650CjjYhVGap+DpkJHccmc+dSQ9zjY8/oYuXUbvwDyQKLZqrrkHo1gO91ANcAhIPKd5yKdeZB1KccpReSZ258ZH27N9WzM4/c8jaW8qAWxJPqJZ8KlQyKYlqTxLVJ7aJsLpcZJmspBstHDJaOGQ081d5DV/nlVHvg43yVNBe60U7jfvRXqsiuBndXmqZjF4+Gnr5HHOD1Kde79WbSNGb+DqvjOo6C1WIQk57rVeD+Omg9SJEcWn3lPKQejRUX76ltTu4vMRYwr6yfSSXJbOnZA/Ljy7HJbgI8gqiS0gXuoV0o2twV2J0Mad9b54yKX19tfT11fIcodTYHayr0rOqopafiyr4OLcUXw8Zg+sEzxB/3QnxUK37hLJj2VFSNxTQY2TcSc/T9banWPyOkYyCvxi4fyGSw3/DiA+g1XUn3T8mJoaQkBC2b98uihwRkcsIMSanmWJyLE5XowJp3//vQWKSOjH4zgcAmHlgJp/u/ZRtt2zj23FP0DE3maT1q/j+++9xOBzcf//9eHq6b+xf5ZUyNaOQ2R3iuMr/H/P8sANCy2v4fEE+dmdrxk55jIjEkwsdl8vO9h0jUMh96dRxNqu/+4KU1SsY+uDjtB/k7oZearXzUU4Jc4sr6XHYzPh9JnS6fNq6qnAo2uCynhiDIbicSGQSJHIPBJcAjpNfUhKNnFqrk0qDA68wNbF9w9DEeuMR6IXkPGYrmZwujpgsHDJYOGg0c0BvZr/B3NC6IEDucUz4aL3ooFER7aW4YF26BUEg12IjRW9mv95Eit5MisFEpd09v0CFR4Olp32d+Am/HJppHofBZmBP6R52lexiV/EuDlYcxCk4CfAKaLDy9A7rTYQ2osljOgWB5FoTKytqWVVRS6rBjEIiYaCflpFBPlwT4N3QtmPD3HQy9pRy+/TeeMhPbs2zmozMeeEp1BIjYzoakWWthrY3wLXvg/pEEb53716WLFnCY489hr9/00S6iMh/FjEm58rmeIHjsNupLi4k4LrRDdsSfBOwOC3kG/IJGNQP3cerMWTmMm7cOL7++msWLFjAhAkTOGCy8npmEQ9EBp4ocGoLoTqHSnkMFmMaCl0c1SWmU4ocqVROy5YvkZx8B6Xlyxly3yNIpFL+/uoTHIKEzZHt2L2nkH6ldv6sEVAbHKD2wKlsgdm0C5VjGZ5jnkbhr0aqUSDTyHFUllDx9TdUL1qETKvF/9578Bk3nlmH5zEv5Rd+u+pXBKMTl96Go8qCZ4UFVU4trnIzxiWZGAFkEuTBKuShGuShahRhauShGqQnaQLaFNzxMCqStMdSFgVBIM9iI9VgZr/eTKrBzIKSKj6pcyVpZNIG0dNe47aoJKg8m6Vvk0QiIdpLSbSXkpFBPg3zK7Daj4kevZmfiyooy3E30/STy+igOSZ6Omi9iPJUXLLCR6PQ0D+iP/0j+gNgtBvZW7qXXcW72Fmyk+nbp+MUnERpo+gV1oveYb3pHtIdjeLUgcAyiYQu3mq6eKt5Li6UfIuNZWXV/F5azWNpuSgkEgb4abkx2JdeA8PZv76AIztLad079KTjKVVqRj3zEnNemMTSoiRG3zAOyYrJ8EUvGP05xDe2cLZr146VK1eyY8cOhg8ffv4WS0TkSkQigejoYz9frGmIlpzm60JeT1luNj898yjjXnmbiFbuAnnl5nIGzR/EBwM/IMmrG0UD+1E49k6Gv/oUGRkZzJkzhxZt2/FZeCs0Mhm/d0lA+c+6IqkLYcHd7G33ARt/X4Fv5JPEdgyi79iE084nZf9D1Nam0LPH30hdSv6c8TP++S6CNC1QCFIkwSrUCb4oY735Y8ERAuK86RCfiv9f97In4C46P/rhCWPaCwoo/+rrBrGTe+sA/qf5g4XXL6Slb8sT9rea7OxenEXe1kICtQriY7QorU7sJcYGS5DMzxNFpBZFlNb9HKZB4nF+a6uU2eyk1ome/QYzqXozWWYrAJ5Sd6Dx8VaVRLXnBSsMKAgCJTYHKQ3Cx/1c317B20NGe80x0dNBqyLmAlqkzgW9Tc+O4h1sLdzKlsIt5OnzkElkJAUm0Te8LwMjBxLvE99kEVdgsbG8rIalpdXsrDWilUnpVO6iU56dyY91QXqav1nW3p389var9LzhZvoMHwKLH4KstdDjQRjyCsiPuUpXr17N9u3beeqpp86qSrmIiMj5QUwhbwIXSuQc2rKBZR+9w8PfzcVLcyytdcC8AYxLHMfDHR/mz5G3YNMbGLlmCVKphNTUVB5JySQ7JJKV3VrRUnuSQkrLnobM1Sx13IRZX4vafwISCVz3yMnTw+sxm/PYum0ogZbxKLcNQWV1USyrpbhsN/Fj+tPqmoEN+2745TA5qeXc9lovzO92oKDEiG3Ut7TpP/ikY9sLCqj44UeKly7k9ofsPF7cnltHv4Rn65PX5qksMrLp1yPkHawkso0fPUfF4espw15kxJandz8KDOAUQCZBEaY5Jnoitcj8PM+7NUPvcNZZfI5ZVTJMFlyAQiKhlcazkVWltdrzgvZuKrXaSamb3369mX16EwVWt/DRyqQNLrgOWncMUguV8pJPZ8+rzWNr0VY2F2xma9FWzA4zEZoIBkUNYlDkIDoFdWpy89GjJivziyuZm1dOsctJlMyD26IDuSXUH3/FycfYvvhXNs2dychJz9OyWy/Y/iWsmgZ+cTDmWwhxZ5tVV1fz4YcfMnLkSLp06XLSsURERJofUeQ0gQslcjbP/5n9q//iwa9mNdp+71/3olVomTFoBimf/4D0k/conbmYwd0TWFVRy60pWQxM38toHy/GjBlzYln5L/pCaBJfrzSR2KsfMs9+ZO8r59bXep10HoIgYM2sxrCxgFzhc6oj1rM/50Na9GnHtYlB/P3VJxzcuIbRz7zUkKWVsbuUv75J5Y43+6DO+BmWPcUPOX0Y+cpnBEbFnPI9O2trGbtoNNEZeh5YYEDVvTu+E8ajueoqpIrG6cCCIJCdUs7mhRnUlJqJ7xJE95Gx+Ia4fbiCw+UWPbm1WOuEj7PCncEmVcvdgidaiyJKhyJCi1R5/jOqjE4nBw0WUuqERYreRLrJUq+9SFR50v44i0objWezZnb9k3Kbg1RDY4tPrsXdYkFV54o73urTXK6484HVaWV70XbW5q1lXd46ys3l+Ch96B/Rn6uirqJveN8mVWN2uly8/skukqMV7PWVIACjg3y5OyKgkSsT3Nfgso/eIWvPTia8/p772i45AAvvhYoMuGoq9HwYpFJmz56N0Wjk/vvvb5b3LyIi8u+IIqcJXCiRs/SD6ViNBm56qXGRvrd3vM3Ggo38ccMf2EtKyBgwkCXX3c8jbz/OgB2HSFR7MlVpZ8GCBYSHhzNhwoSGYGTM1fB2DNar3+bTj39nxJOTcbpasPbnQzzw0QA8jkvTFpwuTCnlGDbkYy8yUuWn4IsIAyNDniQ49GY6t34JcDfs/H3Gm2Qn72HMC68S0bodplobPzy7iaH3tCWhgwrh/UT2G+PYZWzDrW9+iMLr1KW6X9v6GrtLdvGT58NUzpqFefduZD4+6K4fic+YsXgmNnZjuZwuDm0rZucfRzFWW2nVK5Su18Wg8/c6YWynwYYt34AttxZbrlv4CFYnSEAeonZbe6J0KKJ1ePiff2sPuIPL04zHCR+DiUMGCzZBQArEqzzrrCnuOJ/2Wq8LWhm52u6om5e5YY7/dMV10KrooPGio051SRYwdAkuDpQfYG3eWtbmrSWjOgOdQsfV0VczIm4EnYM7n7bL+oGNBaybk851L3fnD5uRHwvLybfY6aJTcW9EICMDfRrEnt1iYe7Lz2Azm5g4fQZeWh3YLbD6Fdj2ubuezg1fcaigml9++YUHHniA0NCTx/uIiPznMZuhvzsmjw0bwOvEz/FzQRQ5TeBCiZwfJj1EVLskrrr7wUbbfzvyG1O3TGXbLdtQyVXsvXYU261e7Hr3DdYajKzr3opITwU5OTnMnTsXb29vxo8fj6+vLxxZCbPHkjv4R3797Dvu/eRbzAYvFr6zm5tf6EZgpBaXxYFxezGGLQU4a2x4JPjwVaSMLz2sPN8ijBHOeWTnfEHvXmvw9HR/WDtsNn57exrFmRmMm/YWQTFxzJ66jYhEXwbckgh/TMJ1cAmfpybRss9Ahj7w+Cnf95KMJby4+UU2T9iMTqHDmpVF9YKF1CxejLOyEs8OHfAePQrdsGF4+Pk1HOewOzmwsZDdf2ZjNTto1TOUTldH4RN8akEluAQcpSasubXYcvTYcmtxlJkBkKo83IKnXvhENo+1B8BWVwX6eHFx0GBuKJoY56U8FjxcF+jsewE7ntc6nKTWWXv2180vw2RFANQyKZ20Kndwb10Bw4BTuHcuFhlVGSw7uozlWcspNBYSolbm0lAAADlwSURBVA7hutjrGJMwhkhd5An7O2xOZj6/hZY9gul3c0ucgsDK8lq+KyhjY5WBaE8Fj0UHc1OIL0qplJrSEmZP+R+B0bGMmfIq0nprXOYa+O1BEFw4R3/FjCV7adWqFSNGjLjAKyAicplwiWRXiSKnmUWOo9pKxpINaLS++EZFoozR4RHgVrSp5alMWDaBudfNpV1AO0o++ZQ/12ziucefY3pCOHdHBDaMU1JSwty5c7FarYwZM4b47Nmw92e2RE9l79/Lefib2dgsTr793wauHhtPoNGGaXcpgtOFqmMQzp4h3FFazCGjha/bxjDEX4fDoWfzlgGEhIwiseXUhnPZzCbmv/oC+ooybnn9PfasrKY4s4YJL/dwm/C/6E1OqydZ8NtuRj3zEvFdT964MLsmm5GLR/LV1V/RO6x3w3bBZkO/bh3VCxdi3LQZAHXPnuiuvRbt1UOQ1f0tbBYHqesLSF6dh1lvI65jIJ2HRhMc27S/lctkx5anx5qrb7D4NFh7gtXHXFxRWjwCvJotU8nhEjhisrhTxg1ui8p+gxmT013KsL6Wz/FxPhdSXBgdTvbpzeyudXcS31VjotzuzuqK8VLQVaems05FV281rdVe56XH1LniElwklyaz/Ohylh9djt6mp09YH25KvIkBEQMaxe9sX5pF8uo8bn+jF16aY26u/XoTH+WUsKyshhClnIcjg5gY5k/FoVR+ff1FOg8fycDbj6sgbiiFRfdD1jpWRU5iV5mCp59+Gg+PS0sIiohcEogi5+LTnCLHXmaiemkm1iPVIAFkUnC4b2oeAV54JvoibalhwNZreLnPVG5IuIHq9MMMTs7C6FLyS5+OdIpqnApuMplYtGgRGRkZ/M/7L3Rh8fx2tAWCIHDDUy9jSavkyNxD+ANSjRx19xA0vcIo8BCYsC+LaoeT2R3i6Kg7ZhE5evSTOmvOOpTKYwUITbU1zH3xaaQeHnQbPZn1c7K4+72+7pvEd9cgyOQsLulGceYR7vzgi0YB1fUIgkDfX/pya5tbeSjpoZOuk6OyEv3fK6ldtgzTrl1IPDxQ9+mD5qrBaAcOxCMwEIfdSfq2YvauzKWm1Ex4Sx+ShkQR3c4f6RnccOutPbZcvdvik1uLo/Q4a09kvYtLW2ftab6bl1MQyDJZG6wp9TVz9HXCJ0wpP0H4XKi2EPV1fPbUmthV426qmWow4RBo6Mje20dDbx8NHXWqE7P+LjAWh4UV2Sv4Nf1XUspTCFIFMTZhLDcn3oy/lz9mg42fpmyh45Aoelx/YnHAw0YLH+eU8FtpFT4eHjwZHUyH1G1s+vErhj38P9oOuOrYzi4XbHqf0jVf8jm3Me76a2jd+eQxcCIi/2lEkXPxaS6RY9pXRuX8dGTeSryHRuPZ0hepSo7L6sSaUY0lvRLLoUqctTZMMgslobV06d+fr2VWPigs4omZs9g3+FZ+urv7CWO7XC42rl1Jn40TSPYZR05GMO0ieqIxahHsLgxyKRU6Jb3/1xmJh5Q0g5lx+zJRyaTM7dCCWFXjtFe7vZYtW/sTGnoTLRNeaPRaZWE+c198Gv/INlSU9GX4g+2J6xgIKfNh0X0Yb1vFD6+/R3z3Xgx76MmTrsWDqx5EipTPh3z+r+tmLylFv+JPaleuxLxnL7hceCZ1QDtoEJpBg5DHJ5C9r5w9f+dSml2Lxk9J277htOkbhkrXtN5GJ6ynyY4t34A1xy16bHl6BMtx1p6oY8KnOa094K5snWuxsa8ufqY+wLm+f1eQwqOhhs+FLhJodrrYrzexs9bk7shebUDvdOEpldBVp6aXj4bevhq66FQXLMX+ZKRVpDH/8HyWZS1zi/+EG7ij7R1krzBxcFMht0/vjVJ1crGYY7byYU4J84oqifBUcG1mMt4rfmX8tLcIjU9svHP2Jr76aT4+EgPjJt4BcQMuwLsTEbmMEEXOxae5RI6j2opxZzG6gRFITlFtVRAE7IVG/lgxj4hCP8KM7saGNUonqvx0lvvH0qtbJIkxvkjkUgSHgMvqwFVrw5FXgP1oHg7BXS3WonYQ1C8eVYdAtq3OIzvFnWGVZjAzNjmTEKUHvyS1IFBx8g/3zKwPyM39nr59NiGX+zR6Le9ACgveeBlVwIO07RdH35tauoMx328JXe8mRdKTlV9/ytgXXie6Q8cTxv48+XPmHprLhnEbzuhm7KiqwrB+PYa16zBu3IjLZEIWGIC6Zy/UvXphjEri0EErGTtLcLkE4joF0rZfOOEJPkjOwZ0iuAQcZXXWnhy3i8tRagL+Ye2J0CCP0CJTN691RRAE8uuKBNani6fozQ3uJD+57Djh436OvgBFAp2CQKrBzNYqA1uqDWyrMVDrcKGWSenrq2GQn45BflqivS5OLZkaaw1zDs1hTtoc9DY9I0NuIGxpf7pdG0vXa2NOe+who5k3s4r4q7yWiNoKrtqzlpf/9xRqn8aW1a3rVrJq3Uae5mu8rnkZej50UYueiYhcUogi5+JzoQKPT8fstNl8sOsD+ifMRcgx8JxDivnvjehDEvGUeKLiuA9NDwkynRIPSSly/WaE4Q+w9tAWUnLSadOmDcOHDycvRc/anw8xYHoPxh04SojSg187xuN3muBWm62czVv6ERvzGDExD5/w+oH1q1n940G0gYnc9Y67/QPLnoa03xH+l8r811/CWFXJ7e9+hsc/0tw35m/k4dUPs/yG5ScNDG0KLpsN086dmLZtw7hlK5aDB0EQUMTEIO/Zl6Kg7mQUqqgut6LxU5LYPYTEniENKejnisvscNfrya2ti+/RI1jcIkPm54kiXIMiQos8QoMiXIPUs3ljNP5ZJLA+zqewrlaOzkPakM1VnzIe56Vs1iKB9aJnfaWeNRW17Ko14hAg1kvBUH9vhgd60+00jTWbC5PdxMIjC/lu/3e0SRtM66oejJmWRJhvyL8eu63awLT0XJJNNtqUF/D1NQOJ1x27pvR6PR988AEj4hx0yfwYkibAiBkgP79ZJCIilyWiyLn4NJvIObAYVr4Mj+8F6emzePaV7WPcqleoDnmZj1tHcXOIH0dvuhmrtx8jgq7nkYEteGJgvLs3VH3Budk3gcsBt/0GQGpqKsuXL8fpdNItqTcb1wv8eq0foSrFvwqcetIOvUB5+Sr69N6AVHrit+8l7/9K3mFfrrnXj4RunaEwGb4eABPmUe7Vip8mP06fcbfRY/RNjY6rslTRf15/3u73NtfGXduk5fs3nNXVGLfvwLh1C6at27Dl5CAAxoRelMYOoMAVjt0hJTBKS2LPEOI7B6H2OX8WBUEQcFZYsOXr3Wns+XrshQYEW13MVaCXW/SEa1BEapGHqpGeQef1s6XMZj/m5qqrmZNXVytHXVcrp97i017TvLVy9A4nm6sMrKms5a/yGkpsDgLkHlwToOPaQB/6+mouaCyPyW5izs75mGeFszv6T3oMT+Cutnfh6XFi49fjEQSBWSlpvJ5Tilmt47HYUB6LDsar7n9x1qxZOBwO7uqihqWPQVBrGDcbvMMvxNsSEbl0MRohJsb9c3a2KHIuBs0mco5uhJkj4KGtENzmtLtaHBZarlpMgDqGXX17IJVIqJw9m5Lpb7Lm5a+Ysa+G3x7uQ/sIb/cBLie8HQu9H4UBzzaMYzKZWLVqFXv27KFc7UNWYid+Ht6nSQIHwGjMYtv2obRuNZ2wsJtPeL2yWM/caTvB8Se3Tn8a78Ag+LIf+EbD+Nms++kb9q1awd0zvkLrH9Do2GsXXcuAiAFM7j65SXM5U+zFxZj37MG0N9n9nJ5BuU9rSiJ6U+7dCkEiI9BPoEWXIOIHtMA74NSp6GdLg5urXvTkG7AVGdwtKqQgD1K7LT0RWrerK0R93ltUnIwqu4PUOjfX/rq+XfW1crzq21bUFzHUeJHYDNlTLkFgT62J5WU1LC+vJttsw8dDxuhgX8aF+NFR27yxTsfz148pHNlXxI9JLxKg9efZbs8yKHLQv55/59qVvLHnALs6DSDMS8m7iZEM8NOSnJzM4sWLefLJJ/ExZcMvE8FphZtnQbQYkCwi0lyIIqcJNJvIsRrgrUgY+TF0vu20u66rrGX8viyuti5llk8g2M04/TuSceszeN9+O/fKOmO2OfnjsX54KWRQnApf9oE7/oDYfo3GSjOYeWDddrqk7sHbUkvbtm256qqr8DuuBs3p2JdyPxZLAd27/XHCh74gCPzw7CZsxmTU2gzGv/YO8r0/wl9TYNIhrFIV3z/5ADFJnRn+yKRGx07eMJl8Qz6zr53dpHmcKy6jEfP+VMx791CdfID8AijxjKfSrzUuqRxvoYLwADvR7QOI6NsGeXh4s9xkBYcLe4nJLXoKDNjy9NhLTOByl0l2NyPVIA/TIA9TowhVnzKG63xSXytn/3EVkutr5SgkElprPBt1QG+l9jxvVhdBEEgzWlhUUsWC4iqKbXYSVErGhfgxNsSv2TPIqktNzJm2ncThvvzq9SWbCzbTL7wfL/d6mRD16V1Ya374irU7trN34hPssgtMCPVjSoQ/X304gwEDBtCvXz8wlMGvd0D+Thj1GXQ48QuDiIjIuSOKnCbQrDE5n/eCyB4w8sNT7iIIAsO2JlNSk0lU/ossLakCqRxseopTwqgtUMOvfzLy610MbxfCjHEdkez8FlY8D8/lguKYRSJVb+LmfZmEKuXcu8uMxZBLpTQDo9FIt27d6N+/P+p/MRdWVGwked+ddOk8Dx+frie8/tc3qVQV11By+ANa9ujNsLvuRPJBK7jqZej9GPtWLmfVd19w65sfEhzbouG4+rijbbdsQy67MGnQxyMIAo7SUvTJBzi6I4/cfIFSVyAOmRdym54AwxFC1HoiYlVoW8Xi2bIlyoQEpOfZvAog2J3YioxuS0+BAXuh4ZjwkYJHoKqx8Ak7+27sZ4LR4eSAwV3AsD6767DR3a9LLpHQSu3ZKMantdqrwWVztjgFgQ2VeuYVV7KivAa7IDAy0If7IwLp7H3+176etbMPkbmnlFtf68WW8o28se0NzA4zz3R7htHxo08peJ0OBwunv0xZXg7KZ9/g7aJaVDIp92XvR1JdycMPP+w+1mGDP56E5NkwcIrb4ioGJIuInFdEkdMEmkvk7K01sWjLQqKq02k1dDJdvdUnvSGsOZLMLfnwRMEM5jr3snn8JrRyNRQmY138Nlmf7idsZBDbx37M/b/lM3lYKx4qfwOqc+HeVQ3j7Kk1MmFfFjFeCn5JasHhP3M5sKmQW1/vzvbt29m4cSMSiYQ+ffrQvXv3Y60h/oEguNi2fSgaTRvat/v4hNf3r8tn069H6HcT/PXF+wy68wE6GxZCaRo8vA2Xy8XMpx9B4+fH2BffaLhZpJSlMHH5xIaih5cCTqeLgt05HN1ylLxsCzUWTxBceNdm41t1CN/qw/jr7KgSWqBsmeAWPomJKKKikJzn4m+Cw4W92Ii90IitsE74FBkR7O4Yn/rg5nrRIw/TINOeXcr8mWByukgzHHN1pehNpBstOJqhX1eN3cGvJVV8m19GttlGF52KR6OCGBbgfd6tbMZqKz+/tJWkIZH0HNWCGmsN7+x8h6WZS+kX3o9X+7xKgFfASY811dYwa/LjeAcF0/fZV3gus4jDhw9zbeo2br/vPuLC62JxBAE2vAdrX3cHJI/8GDya/28mInLJYDbD8OHun//8U2zrcDFoLpGzoqyGNw6mkeuQYpUqUEolDPbTMTHMn8F+WneWi6GUUWvXYJN58mm3loxePu6EysC5t96E/fB+4sa4mB3/Ni/tknPAexKqzuNg6GsAbK82MDEli9ZqL2YnxaHzkJGxNZs97y2kV0IVVFdgN5mocDrJdjioiIyg9XXX0b1nT7xOctHl5v1ARsZb9Om9sVFxQICKAgO/vLaDUf/rxJFtC0j+6w9uuvtGIjY9DveuhoiuZOzazpJ3X2Psi68T3b4j4G642HNOT57t9iwTWk04b+t8PjFUWcg9UEl2SimF6VVYrQJSXPi6SvEuO4hPYTK62hykHhKUMdEo4lqgbBHnfo5vgSImBukpxOPZIDgFHOUmbIVG7HUWH1uhwV3DB5DqFHWCp074hGuQ+SibPbalvl/XsQ7tJtKMFuz/6NfVQetV5/JSoToDi49TEFhVUcsXuaVsqzHSTuPF0zEhXBOgO6/vbetvmaSszWPiKz3R+Lr/buvy1jFtyzQA3u7/Nj1CT17JuyA9jfmvPEfna0fRf+Jd/JRfStrMbymKjmfS6JGNm3+m/ApLHobY/nDzT6BoPguViMglhZhddfFpVndV0T5cXw0gfeJfrFfG8mtJJQcMFtppvHg2NgTNhje50Xc8P8XpuDoqlgHzBnBT4k081umxhiEs6Yc5esMNBA/Q4huZx7ygJxmf/zqbun5C3xG382dZNQ8fzKWTTsWs9rGopBKqFyyg9P0ZuGqqkYRHo06IReLpiaO0FEv6IQSjCb1WS0a7doROvIUevXujUh37UHY49Gzc1JPYmEeJiWlcpVhwCXz39EY6DI6ky7BIFrzxIpUF+dwal4K27SAY+RGCIDB7yiQ8FArGTXur4cY04Y8JxHrHMr1f4yallyKCS6Ci0EBBejX56VUUHqnGZnYgk4G/2oqvqxRtxRHUR3ciK851HySRII+IQNmiBYoWcSjrRVCLFsi0J1aDPqt5CQLOSkudtcfY4O5yGdyp4xIvDxRhauRhmgYB5BGoOqe6QU3B5nJxqK5fV72r66DRjNUlIJNAa7UXnXUqOtX1w0pQNS2dfUuVgfezi9lcbaCDxotXE8Lp6aM5L3O2mh3MfnkrEa38GHpP24bt5eZyntv4HDuKdvBQ0kPc3+F+ZCfJkNz1+yLW//x9Q1uTWQsXkZp1lDldr2JqQjj3hAccE2VZ62DuLRDSDm6ZB16+J4wnInLFIYqci0+zihynHd6MhKtegl6PIAgC22uMvH20CGPeHgJsVWQHJLGpfw+kUimT1k2i3FzOT8N/ajRM0ctTqV2xghb3hiAr2ohEcNLR8hUtOyewIUDKdUE+fNI6GsnBAxS/+hqW/fvRjR7N2qoutBrVtVHhM8Fux7R7D6U//ohl3TqqfX3Z27sXLYcPp1evXg0xOwcOPEVNbTK9eq464dvzss9TsFudjP5fJ0w11cx67gm0civjgjYjezYdFCoyd+9g8TuvctNLbxDVLgmA6duns7VwK7/f8Pv5XecLgMslUJFvID+9iuKsGoqzajDVuFOzdf5KAv0E/GRVeNdm45mfij0zE3tBQcPxHkFBbuHTIv6Y9adFHDJ//3O2TgiCgEtva7D41Lu7nFXuDCqJXIo8VN0oxkcerEYib97MLrtL4JDRzJ5aE3trTeypNXHEZEEANDIpHbUqOteJnk46FcGnCTjeXKXn9cwi9upN3BDkw0stwgjzPHfXT9qWQtb8dIgbnu5MWLxPw3any8k3+7/hi31f0COkB+8NfA+dovHngyAILH3/DfIO7ue2tz6itEbP7NmzcV57I98YXYwK8uH9xEg09V3n83fD7DGgDYPbFoH23+v0iIhc1ogi5+LT7MUAv7sGdGFw0w8NmwRBYNfs+xgZ/igSwUVnbw2TYkIoLV3GO7veYfP4zajkx1lWysvJGnk9iuhoorsmg6GIeyM/ZNWRQKIitMy+rgXy77+iesEClImJhLz8EqrOnVn8wR481XKGPdD+pFMz70+l4IUp2DIy2d+pExmtW9G1Wzd69+6N3b6fvcm3nTQAee/KXHYszeLeGf2ReUgpPHyIedMm016Xx5AHn4GOE+qsOf/DQ6FssOb8nvk7UzZNYdP4TXgrvc//Wl9ABEFAX2mpEzy1lGTVUJ5nwOUSkCtlBERqCAxT4etpQmcpQlmSgT0rC2tWFracHHC4CwlKvb1RxsWdYPmRh4UhOcdsJpfJ7g5wrrf6FBrclZsF6lLaVXXCR9Ng/WnuIoa1Dicperfg2VNrZE+tiVKbey3ClXI669T08FHT3VtNG7VXoxo+LkFgfnElb2QVYXC4mBwbwv2RgedU4FBwCSx4exdOh4ubpnRD9g+32vai7UxaNwl/L38+u+ozIrWNi1lajAZ+fu4JPDVabnr5TT748EN69uyJvm0n/ncol1ClnO/axZKornNjlh6CWTe4Y3NuWwx+sWc9dxGRSx5R5Fx8ml3k/PUCpC2FJ/cf25a3k2c3LOfP8Ot4v20CH+eWsKvWRFt5BaWZTzJj0BcMierbaBjTvn1k33kX0cNKMCrkKBRO/u7yFekz1zHswGqUMgmBTzxOyK23NATFblpwhKPJZdz2em9OhWC3U/rhh1R+9z3mrl1Z2SoRO9C5c0e0urcJ8O9L69ZvNjqmJLuWBW/tYsyzXQiJc4uVfSv/ZNW3nzGsvUDbF5cBkLl7O4vfeY2bXppOVLsODR3JvxzyJX3C+5yHxb20sNuclOXUUpxVS1muntJcPbVl7uafHkoZgZEaAiO1BISr8JXr8azOw3E0C2tmFrbMTKxHjyKY3ftLPD1RxMaeKICio5Eozt6CIdid2ItNbmtPvdWn2NTQOFbm59kgeOpdXrKz7AnWpPkIAoVWe4O1Z1etkeRaEzZBQCOT0lWnpruPmh7eajrp1KhkUvQOJ+8cLeLb/HJ6eKv5qHXUObWOKMvV8+tbu+g+4uTtHrJrsnlk9SPobXo+HvwxHYM6Nnq9JCuDuS89TbtBQ9H7h1JYWMgjjzxChsnCPanZFFhsfNU2hqv86z5fqnJg1miwmdzFPP+ljpaIyGWLKHIuPs0lcgTBhd5wEF1eJsy/HSYdAl0oAJWLn6SLdgKPxUUxKTYUQRDYWGXgk5xiDqbeiUUzkOjw24hXe6KWSam0OzhksNBi1zrmVDxP/jZfzOVqHAYnyOUc6TaE1/x6YdV4M6pjONd3DKNjpA9Zu0pZ9cNB7v2g3ykbEjasw59/Ujj5OZQdO5I38Ra2JicTFLydyMhDdExaRUBAGDaHC6PVgd5sZ/mrO0kcHEHiwHCkEgkSBHZ9PJmMA0cY/9xzBHccgCAI/Pz8kyg8vRg37a2GjuS3tbmNB5MePG9rfSljMdopz3MLnrJcPWU5emrqhY9CSkCEBv/wukeYCm+ZAaEwB2tmJrbMOstPZibO6mr3gDIZishIFC1aHBNALVqgiI1Dpjm7DxDBWVfEsM7i4w5wNja0rZBq5I1ifBRhGmR+ns0W52NxutinN7Gjxsi2aiM7a909seQSCR20XvT00dDPV4MgwLOH86mwO3glPoxbQ8/e9bf1twySV+cx7oXu+IWeuI5VliqeXPskqeWpvDvgXQZHDW70+r6Vy1n17ed0uuUeNuzdx8MPP0xQUBAGh5OHDuawuqKWV+LDuTeiLk7HUAo/3wjVeTBxAUR2O6t5i4hc0ogi59y4/vrrSU5OprS0FF9fX4YMGcLbb79NWFhYk8doLpGTnz+bw0dep3vb79F8PgxumgltR4PVwKdzpvBuzB3s7pNEgKKxe+DRNZM4UltI21bvkGu2YXK58PGQEadSclPVFpKW30dN4rtYs0uQ58xHE6NA/sRqim2ezNyazW97CiiutaBWyGgVqMGZZaBzj1DCI3ToPD1QymU4nC4cTgGb04XJ5sBgdWK0OlCnpTD453co9w9n5vWP4e06xA0dPyLtUB92FHcn2R5KreA2u481KHABizS2hrmrXCYmF39OhUvL3Lh7kXupUQp27CU5tGyVQFR4MNtNb6H0kPNgq+kEapWE+3gRqFUia+bA2EsJq8lOWZ6Bshw95fl6KgoMVBWZcLnc/4ZaP0/8IzTHCSA1ag9Lg9XHmpWJLeso1qxMHIVFDeN6hITUCZ/6rC+3AJL5+Z3xzV8QBJxV1oaMrnp3l6vW/feWKGUnFDKUB6uOtR05j7gEgXSjhW01RrZXu5uBltocKCQSOulUWFwu9unNjAr04YNWkag9zjyF3WFzMu+NnciVMsY80wXZSeKVbE4bz218jrW5a3mr/1tcE3NNw2uCIPD7jDfJTd1PbYt29OnblwED3F3JnYLAG5lFfJ5Xym1h/ryZEOF2w5mrYe54KNoH4+dAi0FnvUYiIpckRiME1WXolpaKIudMmTFjBr169SI0NJSCggKefvppALZs2dLkMZpL5DidFnbsvB4PmZoumzOQthoJw6bj2juH3kU6uobF8WnHE83U8w7N460db7Fx/EY0in9kkZRnQPpy6PO4+/eKTPhmMIQmwa0LQSbH6RJILahhU0Y5Bwpq2JlSitNTilkQMNudjYaTSkCt9ECj9EBd92hZmcvEBe9SERrDpnteoIPPq0gcVvYnD8JptRAQFU/Ljj3QH7RSuqOM1g+3AYn7RmRzuIjYMIX1m4qxh7XFefW91Foc7NmyDbOHCllABCWyJTjUmzEceRHqGo96SCWEeHsS7uNFuI8XYT5eRPh6Ee2vJjZATbCu+dOiLzZOh4uqYhMVBQYq8g1UFBgoLzA0BDfL5FL8w9THrD4RbvGjlNixHs3GlpXpdnvVP+fmNsT9yLy9jxM+7mdlfDweoaFnvK5Og61xLZ9CI45yt2UKmQR5iLrB4iMP0zRLzy5BEDhssrKxSs+GSj1bqg0YnG53m0Ym5ZGoIG4N8ydQcWZFJ8ty9Sx4exftB0TQ9+aEk+7jcDl4YdMLrMhewfS+07ku7rqG18z6WmY+8yjm0Bg8g0J56KHGmYlziyp4Jj2PgX46vm4b406rt5lg/m3uNjDjZkHLa/55ShERkVNwxYucf7J06VJGjx6N1WpFLj/5B5zVasVqtTb8XltbS2RkZLPE5NTUJLNr903EmWOILXTCfWtY/8sTjAu+iyWd4ulxklTYPH0e1y66lhkDZzAkesi/n+ToRncgY6eJMOLDE6qqLvlwLx4KGdc93AGbw4XN6UIukyCXSpGewnpi2rOH3HvuRdO3D9LnBpCWPplu3VZxKK2MDRs2YDKZaBvTjeItSm56vitB0cetW95Osj8ay6L8DvS4cRx9br6VtM3rWf7xu9z+ziekyfJ4ZPUjzBm2GA9XIEU1ZgqqzBRUWyisNjc8imot1F+VXnIZ0f4qYgPUxASoifV3P8cHafBTX9nF1cx6m1vw1AmfigIjlYVGnHUxNF46xXHix/3sG6rGAye2vDy32yvr5HE/Uo0GZUKC+1FX4VnZMgEP3zNLb3ZZHdiL6jO76gKdS03gFEACHgFejdxd8jANMvX5q3rtcAkk6038VlLF7KIKLHUWsa46FUMDvLnaX0crtWeTBN2+1Xls+vUI1z7cgdgOJy8G6HQ5mbplKkszl/Jan9cYFT+q4bXsfXv45ZMPsETE8+ijjxIQ0HiMdZW13J2aTWu1Jz+1j8Nf4QEOKyy4Gw6vgDHfuS2+IiIi/8p/SuRUVlby0EMPUVBQwKZNm06537Rp03jllVdO2H7eY3IcLhxVFrKyPyC/9kc6p+jxvXU996xdwZHgXqzv3/2UH7rXL76ejoEdebXPq0072d6fYckjMPQNd9PO49i+NIvUDQXc/W7fM/rWrl+zlvxHH8XnjvGk91xAVOTdxMU9gc1mY8eOHWzauBlNbmcC20q4/p4+x4oKCgJ81p3t1S3YtN/AqGdeIrZjF757/D6i2nWg1z130/eXvrzR9w2ub3H9Kc9vdTjJqzRxtNxEdrmRoxVGssvdj8IaS8N+/moFCcEaEoK0tAzWEF/37K85fx3HLzVcThc1ZWYqCox1wsdARaGR2nKzO3NKAt6BXnVxPsesP7pALyQIOIqKsBw5gvXIEayH3c+2zEwEu7vWjiwwAM+EBJQJLVG2rBNB8fFIVU1valrfs+t4d5e96FiXdpm3skHwuAsZqpF5n7vFzuh08ujBXP4sryFRpSTXYsPsEojyVDAswJtRQT501qlOeR5BEFj+xX6KMqsZ/2L3hiKB/8QluHh166v8lvEbHwz4gKuir2p4beX3X7I5u4Ce3bszbMTIE45NrjUxMSULX7mMuUktiPRUuMtN/PYgHFgEo7+EpHHntA4iIv8F/hMiZ/LkyXz66aeYTCZ69uzJH3/8gb+//yn3v1CWHOOOYqoWHUGQOMnr8g52VRGhwisMVkUyLTaQe2MiTnnsezvfY9nRZay5aU3TP/RXTYNNH8L42dDqmAk950AFf3yyj4mv9MQn+Mw6b1fOnk3Ja69jndERo3cRvXutbZiP2Wxm3ttbqK6uwRJymIEDB9KtWzdkMhlsmoGw9i2WKh8i9+ABxr/yDjkpe9k49yfu+/Q7bt1wD52COzG119Qzmk89FruTnAoTmWUGDpfoOVJq4EiJnqPlRuxO96Xsr1YQH6ShZbC2kQi6ksWP3eqkstBIReHxVh8DZr1bvHjIpfiGqhssPv5hGvzC1ah0CnA4sOXm1gmfw1iPHMFy+DD23DzqTWryyMgGa49nq9Z4tmmNPCKiyanugkvAUWH+h7vLgMtYF+Cs8nCLnkit+xGlRaY5c0udIAi8l13M+9kljAvx5bpAH9ZU6vmzrJoSm4MITznXB/oyKtiHDpoTu59bDHbmvbEDrb8no/7X6YS08nqcLieTN05mbe5avrz6S7qFuIOH7TYrM16ZikPmweSXpyE7SQuQoyYr4/dlYnG5mJvUgjYaL3A54ffHYe9sd7+7Lnee8XsXEbmksFhgzBj3zwsXwnmsCA+Xqcg5laXleHbu3EnXru7aLeXl5VRWVpKTk8Mrr7yCt7c3f/xxYgftU9FsMTk1VuzlZjx8lJjL89iTdSNWSwuSPV7l/qvb4ON5anP9jqId3PP3PcwbMY82/k1ML3W53J2PM1bB3SvccTq4s3u+e2ojV93ZmlY9Q8/4fRS99DKlBxZS/qiFrl0W4O3dqeG1vX/nsv33LEIH17J33x78/f255pprSAjWIPmwLbar32HeklRM+hrGvvAac16YRMdrRrA6+ij7yvbx26jfzng+p8PudJFTYeRwiYEjJQYOl+pPED8BGiWJIRoSg3W0CtHSMsQtflSK5m+AebEw1bpdXpWFxyw/lUVGHHVWFU+1HP9wNX7HWX78wtQoPD1wmc1YMzLd4qdOAFkOp+MsKwfqXF6tEvFs3QbP1m7ho2zRAskp3MX/RBAEnLW2Y20r6jq111dwlvkq60SPDkWUFkWYpslFDOcXV/LUoTx6+qj5vl0sKpmUbdUGlpRW80dZNZV2J3FeSm4O8eWmED/CjysuWJhRzZIP9tK2Xxj9JySe8hw2p42HVz/MgfID/DjsRxL93PtuXrOalRs20r9lHINvuf2kx5Za7UxMySLHYuXHdnH09tW4/4//fBZ2fgPD3oKeD530WBGRywIxu+pEysvLKS8vP+0+MTExJ20wmZ+fT2RkJFu2bKFXr15NOl+z18mpo2bTC+yxLkJdmkSc5GX8x7U+pRCzu+z0+6Ufd7a988xSrW0m+PFa0JfAfavdRQiBOa9sJyzem4ETW53xvF02G9m330ru+GRC4m+iVbs3Gl4ry9Uzf/pORk/qhExnZcWKFWRnZ9OiRQuG2lYQLJRguHEes198CpXWm7DE1qRtWkvoM2OZtuNVNk/YfEIV2eagXvykFxtIL9FzuFhPeome7AojguAOY4r0VZEYoiUxWEtiiJZWIVpiAtTImyFb6FJAcAnUlJupLGhs+akpNTXEQukCPPEL0zSy/HgHeyGTSXGUl2NJS8NyMM39nHYQe467vYVELndbfNq0brD4eLZujbSJzfkEQcBZbcWWp8eWq3c/FxjctXykEndWV6QWZYwORaw3Ht6nts5trtJzV+pRYjyVzE6KawhGdrgENlXrWVhSxR+lNVhcLgb4ahkf6sewAG88ZVJSNxSwfk46A25JpF3/8FOew2g3cvdfd1NqKuXna38mXBOO1Wrl7bfeQlGSx93PTiEoJu6kxxocTu5OPcr2GiOftY5mRJCP23K28mXY8jFc9TL0e6pJ6yYicskhipzzS15eHlFRUaxdu5aBAwc26ZgLJXIASsv+Yv/+R/DO7098yIv4DD3xg8+alYUlLY2PqxeTrjPy88g5Z3YSfbE740odAHf9CQo1a2elUZJdy/iXTt5s8N+wFxSw55uhmHsI9L8mBanUbfUQXALfPbOR9gMi6HF9HIIgkJ6ezt9//01VZSVd2Megu1/B6NLwy9TJhMa3JPdACm0mjuHZyvf5/KrP6RfR76zmdD4w25xklBo4VFzL4RI9h4r1pBfrKdW73ZkKmZS4QLVb/NQJn5bBWsJ9TnRxXCk4bM5jWV51sT6VBQaMdVleUg8JvsHHXF5+dZYfja8Sl9GENf3QccInDWtGBtjtIJOhbNkSrw4d3I+kDiji4pru6nK6sBcZ3YKnTvzUZ3XJ/DxRxuhQxnq7RY9/4yDjAwYzE/ZlopHJ+CUpjqh/FA7UO5z8XlrNL8WV7Kgx4u0h4+YQX24PC6BoaQ6pGwoY/tCpA5EBKswVTFw+Ea1Cy0/Df8LLw4vZP/9MbnoaETYDt7zx/kndVuDu+/VEWi6LS6t5LzGSiWH+bqGz/m1Y9yb0fwYGvXBCUoGIyCWPKHLOnh07drBjxw769u2Lr68vWVlZvPzyyxQVFXHgwAGUyqbFXlxIkQNQVLSQg2mT8c7vR5tu76Jq7f7gtOXnk//QQ1iPZDTsK4QFE/XKa2j6naEQKN4P3w+DuIFw8yzSthWzZtYh7vugPwqvs3PLFC77nDSv90kwP0TUdU83bF/x1X6MNTbGPNulYZvD4WDHti2sX/UnyBQMHDKMQKUHS999DV1AEC5czO6byZiEMTze+fGzmk9zUmW0uS0+xwmfw8V69FZ37IhG6UHLYA2JIboG4dMqRIvvFZzpZTHY6yw+bstPZZ0Astd1RFeqPNyCp87yU+/6UngIWDMyMKfsx5ySgjllH7bMLBAEpBoNXh3a49mhA14dklB17oTMx6fJc3IabFiP1mLLrsF6tAZ7kREEd/FCZay3+xHvg0egF7kWG+P2ZWJxCsxNiqO15uRWpSyTlblFFcwpqqTC7qCvj4akgyb8t1dyw+MdCT2uv9U/Sa9M57Y/b2NQ5CDe6vcWycnJLFmyBE1GCn1G30SvsRNOeaxLEJhypIAfC8p5NT6M+yPraots+hBWTYVej8LQ10WhI3J5IYqcs2f//v088cQT7Nu3D6PRSGhoKMOGDePFF18kPPzUpuV/cqFFDkBh4ULS0ibjUzKApBGf4aHzRLDbKX71VTQDB+LVsSPWw4cp//prTFu34XvLBIJfeAGJ7AzqjaSvgF8mQK9HMfZ4kdIcPZGtffGQn13NEkEQ2Ph7EvKDDrrethJ53Rpn7y+nptRM0lWRJxxjXPw0aw+WsNsej5+fH63DQ9g3byaeag0Hb/bBLLHx/TXfn9V8LjSCIFBYY+Fwcb3wqSW9xEBmqQFbXY2WQK2yQfTUW34SgrR4nec6MZcKgiCgr7BQURfrUy98qouPFTbU+Cob0tv9wjQERWvRejmxHjyAeV9KnfBJwVleDhIJypYtUXXrVvfoioefX5Pn47I4sObUYjta4xY/+XpwCsi8lSgTfNDH67jLWk2hzc6sDnF08z71B67V5WJZWQ0/FpS7rTt2gS4ZVl4Y0pK2LU89pxXZK3hm/TM83fVpxsaM5b333iMxyJ+ijSuZOH3GKd1W9ev5elYRn+WWMjk2hCejg90Wqe1fw5/PQNd74Nr34Bx7momIXDBEkXPxuRgiB6Dg6HwOZU3BzzCEpJGfIZWeeCMUBIHqefMpfu01tIMHE/beu0ibaKECYOvn8NfzcPMsaHPqdO2mUlO8m+I7nkIZGEH0zJn/Lrr0xSBTUFxr46+//uLo0aMEemsx79tB5APDSROymdZ72jnP62JSH+9Tb/FJr4v3ya00NcT7RPupGqw9iSE6EkM0xPir8bhC432cDhfVJaaGOJ/6mB9DpdsNKPeUERipJShGR1C0lpA4HUpTBaaduzDt3Ilp507seXkAKOJboOrWDXWvXqh79kR2Bv+jLpsT69EarIersBypxlFqwiCHp3poOKCS8HN8FH2j/l1EHTSY+T63jHlFFQgCXO+t44k24ceabv6DD3Z/wMwDM/nq6q/I35xPeFgYFTs30eOGmwmMijntuQRB4KOcEt46WsxTMcE8E1uXLLDnJ1j6OHS8Ba7/BE7yeSEicskhipyLT01NDT4+PuTl5V1QkQOQt+8XzJYcEro/e9oYD/36DRRNmULo9DfQ1pWKbxKCACnz3QJH3rSgz3/DtHs3eQ88SPC0qfiMGHEGUxE4fPgwa9asoaamhvvvvx+/M/iWfrlhsjnILDW409tLDWSUGDhSqqfc4I5t8fHyYOPkwVdsbM/JsJrslOXrKc81UJarpzzPgL7KQpfh0XS5JqbRvvaSEkx79mDesxfTrl3Yc3NBLid+1UpkmhOLaDYFR40Va2Y1NZnVfOIy8mT3WIJjm174sMxg5Z01GWwKkFDpdLCpe2sClSdmkTldTiatm0SZuYyfr/0ZqeTMxezMgnLaqj3penzB0NTfoHAPXP2q6LYSuTwwGqG+zVJhYbOInMjISKqrq/H29j7lfv9pkVOfkSUiIiIiIiJy+ZGXl0dExKlrz/2nRY7L5aKwsBCtVntev1XXK8yLYSH6LyCub/Mhrm3zIq5v8yGubfNyqa2vIAjo9XrCwsKQniZW7cqtgtYEpFLpaRXguaLT6S6Ji+FKRVzf5kNc2+ZFXN/mQ1zb5uVSWt/TuanquTKjH0VERERERET+84giR0REREREROSKRBQ5zYBSqWTq1KlNLkoocmaI69t8iGvbvIjr23yIa9u8XK7r+58OPBYRERERERG5chEtOSIiIiIiIiJXJKLIEREREREREbkiEUWOiIiIiIiIyBWJKHJERERERERErkhEkdMMfP7558TGxuLp6UmXLl3YuHHjxZ7SZc+0adOQSCSNHiEhIRd7WpctGzZsYOTIkYSFhSGRSFi8eHGj1wVBYNq0aYSFheHl5cXAgQM5cODAxZnsZci/re+dd955wvXcs2fPizPZy4g333yTbt26odVqCQoKYvTo0aSnpzfaR7x2z56mrO/ldu2KIuc8M2/ePJ588kleeOEF9u7dS79+/Rg+fDi5ubkXe2qXPW3btqWoqKjhsX///os9pcsWo9FIUlISn3766Ulff+edd/jggw/49NNP2blzJyEhIVx99dXo9foLPNPLk39bX4Bhw4Y1up6XL19+AWd4ebJ+/XoeeeQRtm3bxsqVK3E4HAwdOhSj0diwj3jtnj1NWV+4zK5dQeS80r17d+HBBx9stK1Vq1bCc889d5FmdGUwdepUISkp6WJP44oEEH777beG310ulxASEiK89dZbDdssFovg7e0tfPnllxdhhpc3/1xfQRCEO+64Qxg1atRFmc+VRGlpqQAI69evFwRBvHbPN/9cX0G4/K5d0ZJzHrHZbOzevZuhQ4c22j506FC2bNlykWZ15XDkyBHCwsKIjY1l/PjxZGVlXewpXZEcPXqU4uLiRtexUqlkwIAB4nV8Hlm3bh1BQUG0bNmS++67j9LS0os9pcuOmpoaAPz8/ADx2j3f/HN967mcrl1R5JxHysvLcTqdBAcHN9oeHBxMcXHxRZrVlUGPHj346aef+Ouvv/jmm28oLi6md+/eVFRUXOypXXHUX6viddx8DB8+nNmzZ7NmzRref/99du7cyeDBg7FarRd7apcNgiAwadIk+vbtS7t27QDx2j2fnGx94fK7dv/TXcibC4lE0uh3QRBO2CZyZgwfPrzh5/bt29OrVy9atGjBzJkzmTRp0kWc2ZWLeB03H+PGjWv4uV27dnTt2pXo6GiWLVvGjTfeeBFndvnw6KOPkpKSwqZNm054Tbx2z51Tre/ldu2KlpzzSEBAADKZ7IRvDKWlpSd8sxA5N9RqNe3bt+fIkSMXeypXHPVZa+J1fOEIDQ0lOjpavJ6byGOPPcbSpUtZu3YtERERDdvFa/f8cKr1PRmX+rUripzziEKhoEuXLqxcubLR9pUrV9K7d++LNKsrE6vVSlpaGqGhoRd7KlccsbGxhISENLqObTYb69evF6/jZqKiooK8vDzxev4XBEHg0UcfZdGiRaxZs4bY2NhGr4vX7rnxb+t7Mi71a1d0V51nJk2axG233UbXrl3p1asXX3/9Nbm5uTz44IMXe2qXNU8//TQjR44kKiqK0tJSXn/9dWpra7njjjsu9tQuSwwGAxkZGQ2/Hz16lOTkZPz8/IiKiuLJJ59k+vTpJCQkkJCQwPTp01GpVNxyyy0XcdaXD6dbXz8/P6ZNm8aYMWMIDQ0lOzubKVOmEBAQwA033HARZ33p88gjjzBnzhyWLFmCVqttsNh4e3vj5eWFRCIRr91z4N/W12AwXH7X7kXM7Lpi+eyzz4To6GhBoVAInTt3bpR+J3J2jBs3TggNDRXkcrkQFhYm3HjjjcKBAwcu9rQuW9auXSsAJzzuuOMOQRDcqbhTp04VQkJCBKVSKfTv31/Yv3//xZ30ZcTp1tdkMglDhw4VAgMDBblcLkRFRQl33HGHkJube7GnfclzsjUFhB9++KFhH/HaPXv+bX0vx2tXIgiCcCFFlYiIiIiIiIjIhUCMyRERERERERG5IhFFjoiIiIiIiMgViShyRERERERERK5IRJEjIiIiIiIickUiihwRERERERGRKxJR5IiIiIiIiIhckYgiR0REREREROSKRBQ5IiIiIiIiIlckosgRERG5bJk2bRodO3a82NMQERG5RBErHouIiFySSCSS075+xx138Omnn2K1WvH3979AsxIREbmcEEWOiIjIJUl9c0CAefPm8fLLL5Oent6wzcvLC29v74sxNRERkcsE0V0lIiJySRISEtLw8Pb2RiKRnLDtn+6qO++8k9GjRzN9+nSCg4Px8fHhlVdeweFw8Mwzz+Dn50dERATff/99o3MVFBQwbtw4fH198ff3Z9SoUWRnZ1/YNywiInLeEUWOiIjIFcWaNWsoLCxkw4YNfPDBB0ybNo0RI0bg6+vL9u3befDBB3nwwQfJy8sDwGQyMWjQIDQaDRs2bGDTpk1oNBqGDRuGzWa7yO9GRETkXBBFjoiIyBWFn58fH3/8MYmJidx9990kJiZiMpmYMmUKCQkJPP/88ygUCjZv3gzAL7/8glQq5dtvv6V9+/a0bt2aH374gdzcXNatW3dx34yIiMg54XGxJyAiIiJyPmnbti1S6bHvb8HBwbRr167hd5lMhr+/P6WlpQDs3r2bjIwMtFpto3EsFguZmZkXZtIiIiLNgihyRERErijkcnmj3yUSyUm3uVwuAFwuF126dGH27NknjBUYGNh8ExUREWl2RJEjIiLyn6Zz587MmzePoKAgdDrdxZ6OiIjIeUSMyREREflPM3HiRAICAhg1ahQbN27k6NGjrF+/nieeeIL8/PyLPT0REZFzQBQ5IiIi/2lUKhUbNmwgKiqKG2+8kdatW3P33XdjNptFy46IyGWOWAxQRERERERE5IpEtOSIiIiIiIiIXJGIIkdERERERETkikQUOSIiIiIiIiJXJKLIEREREREREbkiEUWOiIiIiIiIyBWJKHJERERERERErkhEkSMiIiIiIiJyRSKKHBEREREREZErElHkiIiIiIiIiFyRiCJHRERERERE5IpEFDkiIiIiIiIiVyT/BzEz8XJ74e+nAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import math\n", "import torch\n", "from gradnet import GradNet, integrate_ode, fit\n", "from gradnet.utils import plot_adjacency_heatmap, random_seed\n", "import matplotlib.pyplot as plt\n", "import networkx as nx\n", "import numpy as np\n", "from matplotlib.lines import Line2D\n", "\n", "# random_seed(42)\n", "\n", "N = 50\n", "degree = 3\n", "\n", "net_true = nx.random_regular_graph(degree, N)\n", "A_true = torch.tensor(nx.to_numpy_array(net_true))\n", "\n", "omega = torch.rand(N)-0.5\n", "theta0 = 2 * math.pi * torch.rand(N)\n", "\n", "T_final = 100 # arbitrary large final time. Integration will stop much earlier once system synchronizes \n", "tt = torch.linspace(0.0, T_final, T_final*10)\n", "\n", "\n", "def kuramoto_rhs(t, theta, A, omega):\n", " sinx = torch.sin(theta)\n", " cosx = torch.cos(theta)\n", " return omega + cosx * (A @ sinx) - sinx * (A @ cosx)\n", "\n", "\"Event function to stop integration when the system has fully phase-locked.\"\n", "def stationary_state_event(t, y, A, omega):\n", " dtheta_dt = kuramoto_rhs(t, y, A, omega)\n", " return torch.norm(dtheta_dt-dtheta_dt.mean()) - 0.05 # dtheta_dt.mean() removes the common drift\n", "\n", "# simulate kuramoto model\n", "tt, theta_obs, t_synched, theta_synched = integrate_ode(A_true,\n", " f=kuramoto_rhs,\n", " x0=theta0,\n", " tt=tt,\n", " f_kwargs={\"omega\": omega},\n", " track_gradients=False,\n", " event_fn=stationary_state_event)\n", "time_steps = len(tt)\n", "\n", "# Plot measured phases \n", "wrap_pi = lambda x: (x + np.pi) % (2*np.pi) - np.pi\n", "for y in map(wrap_pi, theta_obs.T):\n", " y[np.abs(np.diff(y, prepend=y[0])) > np.pi] = np.nan # remove artefact jumps\n", " plt.plot(tt, y, lw=1)\n", "plt.ylim(-np.pi, np.pi); \n", "plt.xlabel('Time'); \n", "plt.ylabel(r'Node phases $\\phi_i$')\n", "plt.axvline(t_synched.item(), color='red', linestyle='--', label='Event: stationary state detected')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "2c7cab72", "metadata": {}, "source": [ "### Fit GradNet to the observed trajectories" ] }, { "cell_type": "code", "execution_count": 3, "id": "3017eb91", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "GPU available: True (mps), used: False\n", "TPU available: False, using: 0 TPU cores\n", "HPU available: False, using: 0 HPUs\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "80a8454e9ee24a5f940f89248a4cbf22", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Updates: 0%| | 0/300 [00:00 0.5) != (A_true > 0)).float().sum().item() / 2\n", " return mean_loss, {\"missclass\": missclass_num}\n", "\n", "\n", "num_updates = 300\n", "base_lr = 0.5\n", "\n", "def lr_scheduler(epoch: int) -> float:\n", " '''This is the multiplicative factor for the base learning rate. Can be changing and depends on epochs.'''\n", " if epoch < num_updates * 0.2:\n", " return 1 # first 20% of epochs at base_lr\n", " if epoch < num_updates * 0.8:\n", " return 0.2 # next 60% of epochs at 0.2*base_lr\n", " return 0.02 # last 20% of epochs at 0.02*base_lr\n", "\n", "\n", "fit(\n", " gn=gn_recon,\n", " loss_fn=reconstruction_loss,\n", " num_updates=num_updates,\n", " optim_cls=torch.optim.Adam,\n", " optim_kwargs={\"lr\": base_lr},\n", " sched_cls=torch.optim.lr_scheduler.LambdaLR,\n", " sched_kwargs={\"lr_lambda\": lr_scheduler},\n", " accelerator=\"cpu\",\n", " logger=True,\n", ");" ] }, { "cell_type": "markdown", "id": "30dea85b", "metadata": {}, "source": [ "To track live plots of loss and other scalars (like the number of missclassified edges in this case), you first need to ensure that tensorboard is installed: type `pip install tensorboard` in terminal.\n", "Then you should navigate your a terminal to your python project directory and type: `tensorboard --logdir .`" ] }, { "cell_type": "markdown", "id": "92434eaa", "metadata": {}, "source": [ "### Visualization of Adjacency matrices" ] }, { "cell_type": "code", "execution_count": 4, "id": "9fe231f4", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "A_pred = gn_recon().detach()\n", "from matplotlib.colors import TwoSlopeNorm\n", "\n", "norm = TwoSlopeNorm(vmin=-1.0, vcenter=0.0, vmax=1.0)\n", "imshow_kwargs = {\"cmap\": \"RdBu\", \"norm\": norm}\n", "fig, axs = plt.subplots(1, 3, figsize=(6, 2), dpi=300, constrained_layout=True)\n", "plot_adjacency_heatmap(A_true, ax=axs[0], title=\"Ground truth\", imshow_kwargs=imshow_kwargs, add_colorbar=False)\n", "plot_adjacency_heatmap(A_pred, ax=axs[1], title=\"Reconstruction\", imshow_kwargs=imshow_kwargs, add_colorbar=False)\n", "im = plot_adjacency_heatmap(A_pred - A_true, ax=axs[2], title=\"Error\", imshow_kwargs=imshow_kwargs, add_colorbar=False)\n", "cbar = fig.colorbar(im, ax=axs, location=\"right\")\n", "cbar.set_ticks([-1.0, 0.0, 1.0])\n", "cbar.set_label(\"$A_{ij}$\")\n", "\n", "for ax in axs[1:]:\n", " ax.set_ylabel(None)\n", " ax.set_yticks([])\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "4cf9e7c0", "metadata": {}, "source": [ "### Evaluate reconstruction against the ground truth" ] }, { "cell_type": "code", "execution_count": 5, "id": "43f5d918", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "precision: 1.000\n", "recall: 1.000\n", "F1: 1.000\n" ] } ], "source": [ "def edge_confusion(A_true, A_pred, thr=0.5):\n", " '''compute true positives, false positives, false negatives'''\n", " i, j = torch.triu_indices(A_true.size(0), A_true.size(0), 1)\n", " T, P = A_true[i,j] > 0, A_pred[i,j] > thr\n", " tp, fp, fn = (P&T), (P&~T), (~P&T)\n", " get = lambda m: list(zip(i[m].tolist(), j[m].tolist()))\n", " return get(tp), get(fp), get(fn)\n", "\n", "tp_edges, fp_edges, fn_edges = edge_confusion(A_true, A_pred, thr=0.5)\n", "tp, fp, fn = len(tp_edges), len(fp_edges), len(fn_edges)\n", "\n", "precision = tp / (tp + fp + 1e-8)\n", "recall = tp / (tp + fn + 1e-8)\n", "f1 = 2.0 * precision * recall / (precision + recall + 1e-8)\n", "\n", "print(f\"precision: {precision:.3f}\")\n", "print(f\"recall: {recall:.3f}\")\n", "print(f\"F1: {f1:.3f}\")\n" ] }, { "cell_type": "markdown", "id": "61e9deea", "metadata": {}, "source": [ "### Network-level visualization of reconstruction quality" ] }, { "cell_type": "code", "execution_count": 6, "id": "88b391aa", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "graph = nx.Graph()\n", "graph.add_nodes_from(range(N))\n", "graph.add_edges_from(tp_edges + fp_edges + fn_edges)\n", "\n", "pos = nx.spring_layout(graph, seed=0)\n", "\n", "fig_graph, ax_graph = plt.subplots(figsize=(6, 6))\n", "nx.draw_networkx_nodes(graph, pos, ax=ax_graph, node_size=80,\n", " node_color=\"lightgray\", edgecolors=\"black\", \n", " linewidths=0.5)\n", "\n", "nx.draw_networkx_edges(graph, pos, ax=ax_graph, edgelist=tp_edges, width=2, edge_color=\"black\")\n", "nx.draw_networkx_edges(graph, pos, ax=ax_graph, edgelist=fp_edges, width=2, edge_color=\"red\")\n", "nx.draw_networkx_edges(graph, pos, ax=ax_graph, edgelist=fn_edges, width=2, edge_color=\"blue\")\n", "\n", "ax_graph.set_title(\"Edge reconstruction overview\")\n", "ax_graph.set_axis_off()\n", "legend_handles = [\n", " Line2D([0], [0], color=\"black\", lw=2, linestyle=\"-\", label=\"True positive\"),\n", " Line2D([0], [0], color=\"red\", lw=2, linestyle=\"-\", label=\"False positive\"),\n", " Line2D([0], [0], color=\"blue\", lw=2, linestyle=\"-\", label=\"False negative\"),\n", "]\n", "ax_graph.legend(handles=legend_handles, loc=\"upper right\")" ] } ], "metadata": { "kernelspec": { "display_name": "torch", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 5 }