{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Fitting OCP hysteresis\n", "\n", "In this example, we show how to fit the lithiation and delithiation OCPs at the same time in a way that is consistent with the MSMR model. In particular, we want the total capacity to be the same during lithiation and delithiation. To ensure this, we fit a single capacity for each species, but allow the reaction parameters $X_j$, $U0_j$ and $\\omega_j$ to be different for lithiation and delithiation." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "import ionworkspipeline as iwp\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from scipy.signal import savgol_filter" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use data from half-cells constructed from an LGM50 cell, as reported in https://github.com/paramm-team/pybamm-param." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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Pnz4n/cymTZuw2WysWrWqyt97uiL1PRJ7AtXLw00vTwoclx+rpRaJiIiIRJeS7lNwanq51AMTJ04kLy/Pf37nnXdyzTXXVPt7brrpJgoLC6v1mZSUFGbNmnXG3yN1Q5z9JA8qHfGAScq1rltERETOFqpefgrxcb6pkkq6zz75WWB3hK+wvHCabyukurG/cMOGDWnYsOEZf09SUhJJSUmnvrGWvkdij7XNYtg+02Yzo92uEo10i4iIyFlDI92nYI10l2l6+dnH7oD8qSbBDrZwmrlud9TYjz569CijR4+mYcOGtG3blhkzZoS8X1paysSJE2nfvj0NGjRgwIABLFiwoNLvC55e/sc//pGXX36Zf/3rX9hsNmw2W8hnN2zYwNChQ0lOTuaCCy6goKDA/96J08LXr1/P1VdfTevWrWnYsCEXXXQRH374of/9yy67jM2bNzNhwgT/zwr3PQDPPvssXbt2JT4+nh49evDqq6+GvG+z2XjhhRe49tprSU5Opnv37rzzzjtV+G1KbXL413RX0mfGWRXMlXSLSOzx/TMlIhJRSrpPQdPL6xGvF8qOVv1P2i9h8G9Mgv3Rn8y1j/5kzgf/xrxf1e+qZqXm3/zmNyxcuJB//etf/O9//2PBggWsXLnS//64ceMoKCjg9ddf58svv+SGG27giiuuoKio6JTfPXHiRG688UauuOIKduzYwY4dO0hPT/e/P2XKFCZOnMiqVatITU3llltuoby8POx3HTlyhCuvvJK8vDw+//xzrrjiCkaOHMmWLVsAmD9/Pueeey4PP/yw/2eF89Zbb/GrX/2K+++/n6+++oq7776bMWPGkJ+fH3LfQw89xI033siXX37JlVdeyW233cb+/ftP+XeW2mP1mZUm3da6biXdIiIicpbQ9PJwgqYVV9inu45NK5YgrhJ4tN3pfXbRE+ZPZeen8n/fQXyDKt165MgRXnzxRf76178ybNgwAF5++WXOPfdcALZs2cJLL73Eli1baNfO/H0mTpzI+++/z0svvcSjjz560u9v2LAhSUlJlJaW0qZNmwrvT5w4kR/96EeASXLPP/981q1bx3nnnVfh3gsuuIALLrjAf/7II4/w1ltv8c477zBu3DiaN2+Ow+GgUaNGYX+WZfr06dx5553ce++9AGRmZrJs2TKmT5/O0KFD/ffdeeed3HLLLQA8+uij5OTk8Omnn3LFFVec9O8stSd4n26v1+uf3eBnJd3lWtMtInWA4j4RiQCNdIcTNK3YWp/ocntqZVqxyPr16ykrK2PAgAH+a82bN6dHjx4ArF69GrfbTWpqqn+tdsOGDVm4cCHr168/45/fu3dv/3Hbtm0B2L17d9h7jxw5wsSJE+nZsydNmzalYcOGrFmzxj/SXVVr1qzhkksuCbl2ySWXsGbNmkrb1qBBAxo3blxp2yQ6rEJqUMlod5xGukWkjlDcJyIRopHucKzCWflTubzdbl5hKP23vADb/gJDp4QvrCWxz5lsRpyra/FMM6rtiAd3mZlafumE6v/sCDly5AgOh4MVK1bgcIQGApEoluZ0Ov3H1iilJ9yey5hR8dzcXKZPn063bt1ISkpi1KhRlJWVnXE7TtU2q32VtU2iw9oyDKDc7cV5Yqzq9K3p1ki3iMSgHxX/A7g8kHAr7hORCFDSXZkhk8B1jMsWZ7Mh4QXs27zqeOs6m63KU7z9Fk4zCbf13976R9gRX2P/W+jatStOp5NPPvmEjh07AnDgwAEKCwsZMmQIffv2xe12s3v3bgYNGnRaPyM+Ph63233GbV2yZAl33nkn1157LWAeCGzatKnaP6tnz54sWbKEO+64I+S7e/XqdcZtlNoVnHS7PB6SOCHrViE1EYlhVxf/HR56A7wexX0iEjFKuk9mUCYszsZu81JucxKnjvfsEu4pd9AsiJDzCGrYsCF33XUXv/nNb2jRogWtWrViypQp2H3TdlNTU7ntttsYPXo0M2bMoG/fvuzZs4e8vDx69+7tX499MikpKXzwwQesXbuWFi1a0KRJk9Nqa/fu3Zk/fz4jR47EZrPx+9//vsLIc0pKCosWLeLmm28mISGBli1bVvie3/zmN9x444307duX4cOH8+677zJ//vyQSuhSNwRPL3eH2/VBa7pFJNZ5PTX6cF1Ezj5a030yBc/4D+O8ropbR0n95nGHf8o9ZJK57jnzkeLKPPHEEwwaNIiRI0cyfPhwLr30Uvr16+d//6WXXmL06NHcf//99OjRg2uuuYbly5f7R8ZPZezYsfTo0YP+/ftzzjnnsGTJktNqZ3Z2Ns2aNSM9PZ2RI0cyYsQILrzwwpB7Hn74YTZt2kTXrl0555xzwn7PNddcw5NPPsn06dM5//zzee6553jppZe47LLLTqtdEj0Ou82/5Y4r3NR/jXSLSF3gLlPcJyIRY/N6q7mXUR1XXFxMkyZNOHToEI0bN678Rt8oZ6mjAQnuoxQ0HUnawXc11agOOX78OBs3bqRz584kJiZGuzlSy07237/K/UA9F8nfw8zcQhx2G+OHdSd1yn8pc3tY+sDltGuaRE5eERdteo60bq1g33r48nXIeAQuGW8+rOrAIlGj/tDw/x4eaETjBslmtqPWdIucVWqyP9RIdzhB04oPJ3cA4MuG6abj9VU1FxGRAIfdRnZuITl5Rf513W6Pl5y8IrJzCwO7Quxdaz5gTS9XdWARiTVeT2BWm+I+EYkArekOJ2hacemX+QAkuQ7AkCmB90VExG/8sO4AZOcWEh9nnufOWbyRl5ZuIjMjlbRhP4KFLQL1EFzHVB1YRGKUbxKo1S8p7hORM6SkO5ygKY5lCc0BSCo7aC4oMBQRCSs48Qb8Cbd1nSGTYP1HsKUAlsxSdWARiU3eoHoU6p9EJAI0vfwUXIkm6W7gPhjdhoiI1AH+BBuI863xDtFlqHlVdWARiVVnV7kjEakFMZF0P/3006SkpJCYmMiAAQP49NNPK7137ty52Gy2kD81WSSr3Eq6yw/U2M8QEakvcvKK/MflvjXdIbYuM682u6oDi0ilohobesPsvCAicgaiPr38jTfeIDMzk9mzZzNgwABmzZrFiBEjWLt2La1atQr7mcaNG7N27Vr/uc3anyaS8rPA7sCd2AKAhu5DgfdUabdOOcsK9IuP/rvXPqtoWrNkJwdKXNzQ/1z/VPPxw7qbvnP9R+bmniOh9fdqdM97Eamboh8bBv37oZhPRCIg6iPd2dnZjB07ljFjxtCrVy9mz55NcnIyc+bMqfQzNpuNNm3a+P+0bt068g3zVdptufcTABpZ08tVabfOcDjMf6OysrIot0SioaSkBACn0xnllpwdrIQ7MyOV1o3NCNPI3u3IzEglO7eQgpd+a/rOHj8yH3AdV3VgEQkrJmJDr1cxn4hETFRHusvKylixYgWTJweeHtrtdoYPH05BQUGlnzty5AidOnXC4/Fw4YUX8uijj3L++edHtnG+UZe2vlGYxp5DqrRbx8TFxZGcnMyePXtwOp3Y7VF/xiS1wOv1UlJSwu7du2natKn/4YvULLfH6y+alrdmFwAutyewpntTvuk7m3eBtf+G8mPmuqoDi0iQmIkNFz4OC7IU84lIREQ16d67dy9ut7vC08jWrVvz7bffhv1Mjx49mDNnDr179+bQoUNMnz6d9PR0vv76a84999wK95eWllJaWuo/Ly4urnoDh0ziu++2027tXFp7dinhrmNsNhtt27Zl48aNbN68OdrNkVrWtGlT2rRpE+1mnDUmZKT6j60tw8rKzbpIk3hPN2+uec+8uo4HPqw+VUR8aiM2hCrEh0q4RSSCor6mu7rS0tJIS0vzn6enp9OzZ0+ee+45HnnkkQr3Z2Vl8dBDD532z9t54QTarZ2LDVRptw6Kj4+ne/fummJ+lnE6nRrhjiJ/0u0OU4zI6StuZI10i4icoerGhlCF+FAxn4hEUFST7pYtW+JwONi1a1fI9V27dlV5hMrpdNK3b1/WrVsX9v3JkyeTmZnpPy8uLqZDhw6n/N6ZuYU47DZuOPr3wEVfpd2c8mtxe7whIzsSu+x2e41WuBeRUPEOk3SXlodJuuOSzGvwSLeIiE9txIZQhfjQXUbBS79l2bl3Kd4TkTMW1UWu8fHx9OvXj7y8PP81j8dDXl5eyBPLk3G73axevZq2bduGfT8hIYHGjRuH/KkKh92G66PHaLsymyNeX8LW/6eQPxXXR4/hsNdAxXQRkXrgxOnlIZxW0q2RbhGpqDZiQzh1fPhJh5+Rtnk2A7e9eHp/ERGRIFGfXp6Zmckdd9xB//79ufjii5k1axZHjx5lzJgxAIwePZr27duTlZUFwMMPP8zAgQPp1q0bBw8e5IknnmDz5s387Gc/i2i7xse9Bc55zHCN4krHp/S0beHt431Z7xrF/c55ENcD0LQjEZETxcf5dg44WdKt6eUiUolYiA3vLEpnTo840jbPhoUtNNVcRM5I1JPum266iT179vDggw+yc+dO+vTpw/vvv+8voLFly5aQqtMHDhxg7Nix7Ny5k2bNmtGvXz+WLl1Kr169ItswjxuGTuFo8Y/Y9+lYABasXEOXYQ+YhFuVdkVEwrKml4dd0x3nmzmk6eUiUolYiA3HD+1K2ojrTcKtmE9EzpDN6/V6o92I2lRcXEyTJk04dOhQlaaabztQwsrs67jKUcCj7tv5v0f+XAutFJGaVN1+oL6qqd/D5Plf8tqnW/1biIU4vBNm9ACbHR7cDzYt1RGJJvWHhv/38EAjGifY4IEtkNgk2s0SkVpUk/2hNi4+hVcKNrPPa37pTbyHyMkrinKLRERim3+kO2whNd9It9cDblcttkpEpOpmL1wf7SaISD0S9enlseyTORNJWH+A/TQCYEh7Gz/OLQR8a749bhg6OZpNFBGJOVYhNVfYLcOSAsflxyAuvpZaJSJSdc/mF1EW10jxnohEhEa6K5GTV8Ti9Qe43zmPC+wbAOjZxEVmRiqujx6D/Klg1z7AIiInspLusFuGOeLN1HLQum4RiVm/vKyL4j0RiRiNdFfC7fHivPwBXLbuDF9kqmNydI+/qvnSjneTrkqWIiIVxDt81cvDjXTbbGavbtdRcJXUcstERKrm5473FO+JSMQo6a7EhIxUAFzuSbzx0VJuiluIffty2L4chk5RBywiUomT7tMN4Ew0SXe5RrpFJEYtmaV4T0QiRtPLTyHObuMv7h8DYAMzNVIdsIhIpU6ZdMf51nW7tFe3iMQW/5Y+DqfiPRGJGCXdp2Cz2bjB8XHggrsMFk6LXoNERGJclUa6QSPdIhJz/JsYul2K90QkYpR0n8rCadwT9w4e69Fn+nhTVEMdsYhIWAnWlmHh1nSDRrpFJGa5rdA47T7FeyISMVrTfTILp0H+VP7MjdzM+7SkGHrfCAmNTEcMmnokInICZ5wZK6p8pNuXdGukW0RijEm63TDwHkhsrHhPRCJCSffJeNwwdApzFvXlB64ltLQVw9G9gY7X445u+0REYpC/evmpppdrpFtEYo5vgrnXo3hPRCJGSffJDJ0MQNziD9lPY2A7lOwz7+mJp4hIWP59uoOnl+dnmb1uh0yqOL184TTfQ87JtdxSEZFQnuCkGxTviUhEaE13FTgddvZ5G5mTo3uj2xgRkRhnJd2u4JFuuyOwPjK4kJpvGQ92RxRaKiJyIivp9p78NhGRatBI96nkZ/FT92b2exub85KgpFujMyIiFcSHK6RmjRblT4XW3zPHa/8D6z+CoVM0miQiMcFjjUdZI92K9UQkAjTSfSp2B3e5XqObbbs5t0a6NTojIhJWpVuGDZlkEuxdX5lzJdwiEmO8wSPdivVEJEKUdJ/KkEm8kngbaY415rxkb6ATVrAoIlJBwsn26R4yCWy+f3psDvWhIhJT4nCZg+XPK9YTkYhR0l0F/2xwK++VDzAna95TJywichL+ke5w+3QvnBaYtul1aw9cEYkpCVbS/clsxXoiEjFKuqsgzmHjb57hvjMvOOLVCYuIVMK/pvvEkW5rllCXoea8zfcDxdVERGKAv3ya3alYT0QiRkl3FTjtdn5gXx644C5TkCgiUglnuOnlwctyev7YXGvW2Zwr8RaRGGGzDjwu9UsiEjGqXl4FN5T8nRvi/he4MOS3JkgEPQUVEfGZmVuIw27jlos7AmZ6udfrxWaz8cn63bg73k36kEnwxevmA2VHAn2oxx2lVouIBBwjgcaUwUU/U6wnIhGjke5TWTiNG4pfYYZrFB6b7xlF39s1OiMiNeLpp58mJSWFxMREBgwYwKefflqlz73++uvYbDauueaamm3gSTjsNrJzC3lpyUb/tTK3h5y8Im4qHMpnncaai/ENfW8eNa9DJmk7HhGJCcdsyebgwjsU64lIxGik+1Q8bt5ueidP7fwBv0hYRPLx3XB0t0ZnRCTi3njjDTIzM5k9ezYDBgxg1qxZjBgxgrVr19KqVatKP7dp0yYmTpzIoEGDarG1FY0f1h2A7NxC/7Wn8tbx5/x1ZGak+t8nvoF5LT1S200UETkFa4K5V7GeiESMRrpPZehk3m8xGoBj8S3NtSO7zatGZ0QkgrKzsxk7dixjxoyhV69ezJ49m+TkZObMmVPpZ9xuN7fddhsPPfQQXbp0qcXWhjd+WHcmDO/uP6+QcEPQSLeSbhGJLYF9un01KRTriUgEKOmugjiH6YBLnM3NBSvpFhGJkLKyMlasWMHw4cP91+x2O8OHD6egoKDSzz388MO0atWKu+66qzaaWSW/Gp7qP3Y6bKEJN0DCCdPLRURiRIWkW0QkAjS9vApG7n+Zzo4jHI1vYS4cDUq6F04z0470FFREzsDevXtxu920bt065Hrr1q359ttvw35m8eLFvPjii6xatapKP6O0tJTS0lL/eXFx8Wm392Ry8or8xy63l5y8ohNGun3TyzXSLSIxJpB0+y4ozhORCNBId1XYHdzvnEejo1vMuTXSbW2BY3dEr20iclY6fPgwt99+O88//zwtW7as0meysrJo0qSJ/0+HDh0i3q6cvCKycwtpkGD6xdsGdCQ7tzAkEfdPLy8/Du7yiLdBROR0eYJHuhXniUiEaKS7Cha2HcNX2w9xf/E8c+HI7tA9Z7WVhIicoZYtW+JwONi1a1fI9V27dtGmTZsK969fv55NmzYxcuRI/zWPx0yHjIuLY+3atXTt2jXkM5MnTyYzM9N/XlxcHNHE20q4MzNSmb9yG0dLS7i2b3taN070F1cbP6x7IOkGM9qd1DRibRARORPJXt+yl89fhZUvK84TkYhQ0l0FTruNp9zX8eM2B+ixLw+++Rd887Y6YhGJmPj4ePr160deXp5/2y+Px0NeXh7jxo2rcP95553H6tWrQ6797ne/4/Dhwzz55JNhk+mEhAQSEhJqpP0Abo/XXzTtP6t3AFBS5vZPLXd7fPM14+LB7gSPy6zrVtItIjGiEUcBmxJuEYkoJd1VEOcws/A/a3WdSbrxgiNeHbGIRFRmZiZ33HEH/fv35+KLL2bWrFkcPXqUMWPGADB69Gjat29PVlYWiYmJfO973wv5fNOmTQEqXK8tEzICBdSS4810zGMus9VO2GJqxw5oXbeIxBRrKTf2OMV5IhIxSrqrwOlLurvtXRC46C4zU8zVIYtIhNx0003s2bOHBx98kJ07d9KnTx/ef/99f3G1LVu2YLfXjVIcSVbSXVbJ/rbxSrpFJPZYu3TjKVecJyIRo6S7CpwOG/c55jNgz7zAxcG/NWu6QR2yiETMuHHjwk4nB1iwYMFJPzt37tzIN+g0JTnNPy/WSDcA+VmmINGQSUEVzH3rJ1UhWERiwEEa0Zgj0Oc2xXkiEjFKuqsgfdsc0pzzyG19Fxl7XzWj3Bf+BBxx6pBFRMKwRrpLgke67Y5An2kVUys9ElqYUkQkiortTYAj0PsmaJaiOE9EIkJJdxU4bB5muEax65w7yDj2ARRvgyN7Ah2wp5LpkyIiZ6lkp0m6jwePdFt9Zv5UaJpijr94Hdb8SwWLRCQm+Pfpxqs4T0Qipm4sDoyyVV3vwWHzcNnOudDwHHPxiG9bnyGTfKM3WVFrn4hIrAmMdJ+wD/eQSSbBPrjJnCvhFpEYErJPt4hIhCjprgKnw47ba+fKvXOg9LC5eHS3ebWmRdod0WugiEiMCRRSCxO4DpkENt8/PzaHEm4RiRne4KRbMZ6IRIiS7iqIc9h5yn0d7zQbA/vWmYtHdoeuQ1TQKCLil+S0tgwrr/jmwmmBUSSv25yLiMSApp5D5uDLfyrGE5GIUdJdBU67eer5TtPboFO6ubggS52xiEglkivbMsx6WNktw5yfc545V+ItIjGgOQfNwZevK8YTkYhR0l0Fcb59ul1uL/S6xlz0esARr85YRCSMRGeY6uXBs4P6/sR3Y1NzrsRbRGKA1zqwxynGE5GIUdJdBU6HGel2uT2wucB31Wa2DlOQKCJSgX+kO7h6uccdGDlq1MZcO7IzUFxNFYJFJMqs2uV4yhXjiUjEaMuwKnD6RrqvPvRX2P6Wudi8C1xws/ZvFBEJw7+mO3ike+jkwLGVdB/eCV6v+lARiQkHaExjDkOfWxXjiUjEKOmugji7jfsc87npyDwYcA98MtsUUgvecxbUKYuI+CSFG+kGs72i3QHp4815+XE4fhCSmplRJY87NDkXEalFR2wNgcNwwa3QrLNiPBGJCCXdVeB02HHYPPw16Sf85LLJJukuOwyuY4FOWNMiRUT8wo50g0m4rSA2salJuA/vgk+fD6z3FhGJEju+nRXsDsV4IhIxSrpPYmZuIQ67jb4dmzKrfBTnJTTiJ4lNwJEA7lJefP8T7hp5mZ5+ioj4WP3m0B6tgNCR7py8Ityea5gwFJNgJ7c0byyZBV+8pkrBIhJ1dms7Q5sj0GdlpEa3USJS56mQ2kk47Daycwt5Z9V3ANxS8jdY9ATFcc0AaFS+P3Dzwmlm2qSIyFnM6jffXLkVCFQvz8krItuXkPsLp5XsNR9Swi0iMcLuq1/+xorvyM4tZOC2FxXficgZU9J9EuOHdSczI5V/rtgGQLnXBvlTOXqsFIAbeyaYG61tcOyOaDVVRCQmWP3m3KWbATPSbSXcmRmpjB/W3dw4ZBLYfP8E2RxKuEUkJtgxDwpf/XQbr/VYRNrm2YrvROSMKek+hfHDunPrxR0BeOTwSGa4RtHWfsC8eWRX6L6zChpFRBg/rDu/GNIVgLJyT8WEG0zfaU3j9Lq1NY+IxIQk71EAHk1ZZRJuxXciEgFKuqtgdHon//FzjIK2fczJvycq4RYRCSN4DaTTYauYcOdPhS6XmfM2vc25Em8RibKGNjObsfeOeYrvRCRilHRXwRvLt/qPy9wePo3rZ068bnDEq0MWETnB7IXr/ccut5ecvCJzEjw76HujzLVGbcy5Em8RiTKvWdKN2xan+E5EIkZJ9ynk5BXx0pJNAMQ77GRmpHJ40wrzps0O7jIFiSIiQaw13A0TzAYZtw7oSHZuoUm8Pe7A6FEDX/Xyo3sCxdW0NY+IRJHNZl4d3nIKXvptdBsjIvWGku6TsAJH/9pEt4dxjvkMc6wC4LtG39fojIhIkOCiaec2SwLgivPbkJmRahJvz6jA6FGDc8zr0X3mdcgkGDo5Cq0WETGOYorkftl2FGmbZyvxFpGI0D7dJ+H2eMnMSOWuSzvz7ML13OeYj33BPOh7O3z+Kkll+wPBY/5U86qpSCJyFrP6zfHDurN4ndkS7NAxl39Nt9vjNdvv2B3Q+0bzoaN7zJxOm808wPS4lXyLSFQcIxkoo/dVv6Lg/ZammNrCForvROSMKOk+CasQULnbVNh12Dwcu/QBkvreCJ+/SjOPr4q51RFrWqSInOWCC6g1SXICJukGAsXUFjrMg0p3mTkvPwZlR2HZM4H13iIiUeDBN7/c6yFtzOMm4VZ8JyJnSEl3FcQ57MTZbcwqH8XNFw0jKcEXKJYdMYFifAM9ARUROUHTE5Juv+AZQnYneFzmeNkzqhYsIlEVnHQD6o9EJCK0pruKEuLMr6q03A0JjSAu0bxxZHcUWyUiEruske7iE5NuCCqc5ntPCbeIxACPFRpbZcxFRCJASXcVJTod/DpuHg2WZZt1hw1bmTeO7jGvC6eZdYoiIgIEku6DJWGSbvAl2L5RJbu25xGR6POn2tZIt+I7EYkAJd1VlBBnx+2103L5dNMBN/Al3Ud2B/adtTui20gRkRjSJLmS6eWWhdPwh7iecu0CISJR5/EfeRXfiUjEaE13FSU4HTzlvo6bLu7AuflToYWvWNDnr0Lh+5oWKSLiMzO3EIfdRqcWyUBo0p2TV4Tb42VC/NsmmG3eFfavh/N+rF0gRCTqGlFiDj5/FVa+ovhORCJCSXcVWWu6N/b6Jec2TQ4Eh0q4RURCOOw2snMLubZveyCQdFt7eL/WYxFsnm36zl1fmaS7y2XQ9gIl3iISVU05CtiUcItIRCnprqIEp5laVOrymA54wWPgdYPNrg5ZRCSItTVYdm4hYJJuK+HOzEglzf4ldPEFs2/9wnyo7Ki2XxSRqPPXT1OdCRGJICXdVZTor17uMWt8vL6g0Os7V8csIuI3flh3Dhwt46Wlm9h+8Jg/4TYJ+eTAjc4k8+o6Zl7Vl4pIFNl8tR39dSbUJ4lIBKiQWhVZI90pX//ZTH/8/g3mjUZtzbkKAImIhPj5kC7+43iH3T8CHiLerPvGdbSWWiUiUrl93kbmoM+tiu9EJGKUdFdRQpyd+xzzOX/tn80an4H3Bt4cOkUds4jICV5Zutl/XOb2kJNXVPEmp5V0H6ulVomIVG4fTczB929UfCciEaPp5VWU6HTgsHlY0eVe+g2ZBMU7zBtHdsOg+82x1iGKiACmaNqzC9f7z++7vJt/jXfIiLeVdJeV1GbzRETC8nh988u9HtWZEJGI0Uh3FSXE2ZlVPgqP27fGp8E5gM2s7T6613TMdgfkZ0W7qSIiUWUVTftVUHL9s0u7kJmRSnZuYeiIt3+kW0m3iESfGyvp9p78RhGRalDSXUXWlmEur81MNVqcDQ1bmTeP7DSJeP5Uk3iLiJzF3B4vmRmp/Hp4d+y++LW03M34Yd3JzEjF7QkKZuOVdItI7PASNNKt2E5EIkTTy6so0VdIbVHbn5LetaXphBu2Nm8u/TOs/of2cxQRASZkpPqPE+IcHHO5zc4PULGY2onVy0VEoqglh8zB6n8qthORiFHSXUUJ/i3D3IHON3+qeVWnLCISVoLT7ku6K1kT6WxgXstUvVxEoq+N/SBgU2wnIhGl6eVVlBBnRrqt0RqGTAKb79dnc6hTFhEJI95hPbD0hL9BI90iEkP8hdTscYrtRCRilHRXUaLT/KqOu3yjNQunmfU+YIqpaTsJEZEKEpynSLrjfSPd2qdbRGKA3earOeEpV2wnIhGjpLuKAtPLgwprpF5h3mzRXfs4ioiE4Z8l5NJIt4jEvu2e5ubg/OsU24lIxGhN9ynMzC3EYbfRqlECABm7X4bCuTB0Cu/uas5I3oeERmbdj7XGW9ORRESAwPTyMndlSbf26RaR2LGDlvTkAPS6moIjrUhTbCciEaCk+xQcdhvZuYX88HttAPB4ymHoFHLKr+XDz//LyATg8M5AZ+yppFiQiMhZyD+93FVZIbWgLcO8XrDZaqllIiIVWWu6/7v6O36xdjCv9YA0xXYicoaUdJ+Ctb1Ndm4hAK8n/4Rt5S3Jzi3k94P7wafAkV3g8egpqIjICUKW5oRj7dONF8qPB6abi4hEgce3T/d/vtxOZkYGacN+FOUWiUh9EBNrup9++mlSUlJITExkwIABfPrpp1X63Ouvv47NZuOaa66p0faNH9ada/q2A2D5pv148h/ltR6LuGvEAMBmCqmV7DU3L5wG+Vk12h4Rkboi3remu6zS6uXJgWOt6xYRn2jFhlbS/aPvtzEDL4rrRCQCop50v/HGG2RmZvKHP/yBlStXcsEFFzBixAh279590s9t2rSJiRMnMmjQoFpp5439OgDgBbA5SNs8GxZnQ4NzzA2HdwYKrNkdtdImEZFYV+lId36W6TPtDnCYmhn+vboV5Iqc1aIZG3p9SfcVvVoprhORiIl60p2dnc3YsWMZM2YMvXr1Yvbs2SQnJzNnzpxKP+N2u7ntttt46KGH6NKlS620850vv/Mfz3JdS0Gne0xHbC0/XPpncz50iqaZi4j4BJLuE9ZE2h2BysDBFcwV5Iqc9aIZG7a37QFg3aLXFNeJSMRENekuKytjxYoVDB8+3H/NbrczfPhwCgoKKv3cww8/TKtWrbjrrrtqo5nk5BXx+qdbAWjZMJ7MjFRuWTvYJN5HfE9dV7+hjllE5AT+LcNOHOkeMimw64PXl5B/8qyCXJGzXLRjwxS7Sbq77cs3cZ76IhGJgKgWUtu7dy9ut5vWrVuHXG/dujXffvtt2M8sXryYF198kVWrVlXpZ5SWllJaWuo/Ly4urlYbc/KKyM4t5KeXpDBnySZKytz+4mq35MKGxL9gxwM2hzpmEZETxPtGusOu6bb6TGtLns/mKOEWOcvVRmwIlceHVvVyj83BLWsHk5lX5I/7REROV9Snl1fH4cOHuf3223n++edp2bJllT6TlZVFkyZN/H86dOhQrZ/p9njJzEjlnsu6AnDM5cbr9TJ+WHde67HIJNxgRmoWTqvWd4uI1HeVTi+3DJmEf52OPU4Jt4hUy+nEhlB5fGi3ec2r181rPRbh9nhrpN0icnaJ6kh3y5YtcTgc7Nq1K+T6rl27aNOmTYX7169fz6ZNmxg5cqT/msdjkt64uDjWrl1L165dQz4zefJkMjMz/efFxcXVSrwnZKQCcPi4CzDbyJaWe0hcOsMUU0u9AgrfhxapgdEaBY0iIkDwPt2VVC9fOA1fiUrwlJtz9aEiZ63aiA2h8vhws+ccvs9e6HkVaWtmk9alBaA+SUTOTFST7vj4ePr160deXp5/awePx0NeXh7jxo2rcP95553H6tWrQ6797ne/4/Dhwzz55JNhk+mEhAQSEhLOuK1JzkBRH++CabDkMTMNsvX5JulObBRYnwgKGkVEgASHb3q5O0zSbRVNa9YZDmyEnlepDxU5y9VGbAiVx4ffeVv4k27afF99kohERFSTboDMzEzuuOMO+vfvz8UXX8ysWbM4evQoY8aMAWD06NG0b9+erKwsEhMT+d73vhfy+aZNmwJUuB5pcQ478Q47ZW4P5eWuwLrDbSvMDYd3BjpkTyXTKEVEzjIJvgeWFUa6rYR76BTY8YVJursOVZArIlGNDW3+A5viOhGJmKgn3TfddBN79uzhwQcfZOfOnfTp04f333/fX0Bjy5Yt2O2xsfQ8Kd5B2TEPu/pl0ujrp0zQ2Oc28+aRXeDxmA7a2mN26OToNlhEJMoqXdPtcQceXr451lwrK1GQKyJRjQ3t1nIXm+3kN4qIVEPUk26AcePGhZ0yBLBgwYKTfnbu3LmRb1AlkpwODh1zcdzlDuwx63EDNrMWsWQfrHgpMHojInKWs5LuCtPLgx9K+vfpLjGvGuEWOetFKza0CqmBLXRGjojIGYiJpLuuSI430yRLytyhW904k02wuPAxWP6CtrwREfGxtgyrtJAamD4UAkm3iEiUtGGfOVjzLnw9XzGdiESEku5qSPStTTzm8k17PHGPWSXcIiIhEuJ8a7rD7dNtifcl3WVKukUkus617wNsSrhFJKJiY7F0HZHkG+k+VlYeuKg9ZkVEKpiZW0hOXlFgenlQ0p2TV8TM3MLAzSdOLxcRiRKPVzGdiESeku5qsKaX+0e6IfwesyIiZzmH3UZ2biEffL0TCBRSy8krIju3EIc9qEiRs4F5VdItIlHmX9OtmE5EIkjTy6vBml5eUuZLuq0CG50ugc1LoH0/bXUjIgKMH9YdgGzfiHZpucefcGdmpPrfB4JGuo/VdjNFREJs87SgF/vh/GsV04lIxCjprgb/SHeZO7SiZVIzk3Q3amvO1UmLiDB+WHe2HzzGG8u38u3Ow3y783DFhBsg3jfSXXa09hspIhJkJ76ku+dV0KqXYjoRiQgl3dWQ5AxKuu1Be8yuec/ccHgn3Pw3c6w9ZkVEuG1AR95YvhWAeIe9YsINGukWkZjhX9ONN5BoK6YTkTOkpLsakoLXdF8RtMdsozbm9bBZu6inoSIixrwV2/zHZW4zxbxC4q0tw0QkRnj9B74jxXQiEgFKuqsh6cQ13flZYHdAn1vN+ZFd4PGA3W6mn3vcMHRyJd8mIlK/5eQV8UrBZsAsz7lnSFf/Gu/QNd1KukUkNnitHWmspFvxnIhEgKqXV4G19Y21pvu4Vb3c7oD8qRTMm2XOPS44tj+w3tvuiE6DRUSizCqadvfgLoDpN++7vBuZGalk+/pUP+3TLSIxwht0VPDSbxXPiUhEaKS7Cqytb4aktgQCW4bllF+Ly7WW+7c+b0ZqXCWwIAuWvxBY7y0ichZye7xkZqRyR3oKzy3agMdrppdbI9xuTyC0DYx0a023iERXO9s+AIoWvkbavo8o6HQPaYrnROQMKemughO3vikpcwdtffMAxPUIVLdUwi0iwoSMVADKyj3+a8ddHhLiHCdZ063q5SISXZ3sewAb3a2Ee8zj0W6SiNQDml5eReOHdeeH3zMF0z78ZlfoXrNDJoG1Bsgep4RbRMTH6bBh93WPpa4TKgDnZ5nlOFb1ck85uF3meOE0876ISC2yqpd7bA4l3CISMUq6q+Gavu0Bs94nZOubhdPwrwLylPvORUTEZrOR6Aza+SGYry4Gn8wOXCs7qroYIhI1dpuJ5+xet+I5EYkYJd3VkPvNLsCMaVtb3/iDw06XmJva9zPn6qhFRIDAzg/HXZ7QN4ZMMstxFj6Of7bQxzNMH6plOiISBRs9rQBY1/wyxXMiEjFa011FOXlF/v1m2zVN4qaLOuD66DFwzjPBYVIz2LwEGrU159YabwWNInKWS3SesPNDMKuPtPrMpTlKuEUkajZ723ABe3huVyrXdTuPNMVzIhIBGumuAqto2h1pnQA4WlbO+GHdubRrM2a4RpFTfi00Muu9ObIrMHrjCRNgioicZRKc5p+asEk3hAazdqeCWxGJGmtfhSt6teKWtYMp6HSP4jkROWNKuqvA2vrm7iFdAThaWg7AgJ9O59Kuzei/+Xlo6Eu6D+80r0Mm+dYrqhCQiJzdEuMqWdNtCZ6+6XFpOqeIRI3Xt9Rl2HnnkJmRitfrPcUnREROTUl3FUzwVSlvkGBm47vcXkrLTfA4oGsr0rc8B9+8bW4+vBO8XhUCEhHxSYqvZE03BPrKFr7ClKk/1DpKEYkiX30Jr5fxcW+ZGE+xnIicIa3proYG8YFOt6TUTUKco+J6RI8LPnwIlszUukQRESDRN73celjpZyXcQ6fAoa2wrwjaX2j+aB2liERBJ5tvxmLhB1D4X8VyIhIRGumuhjiHnYQ48ys74ptiDgTWcFuUcIvIaXr66adJSUkhMTGRAQMG8Omnn1Z67/z58+nfvz9NmzalQYMG9OnTh1dffbUWW1s1/unlZSck3R53oK9scI65dnSP6mKISNR0tVtJtxJuEYkcjXRXU8OEOErLyzhaVh76xpBJkP8o4AV7nDppkXqquLi42p9p3Lhxle574403yMzMZPbs2QwYMIBZs2YxYsQI1q5dS6tWrSrc37x5c6ZMmcJ5551HfHw87733HmPGjKFVq1aMGDGi2u2sKZVWLx86OXAcnHSD+lARiQqP1ze93O5QPyQiEaOR7mqy1nUfLT0h6V44DX/NS0+51iOK1FNNmzalWbNmVf7TvHlzNmzYUKXvzs7OZuzYsYwZM4ZevXoxe/ZskpOTmTNnTtj7L7vsMq699lp69uxJ165d+dWvfkXv3r1ZvHhxJP/KZ8yfdJeHWdOdn2X6S3/SvTfw3sJpKkYpIrXKbrNiObdiORGJGI10V1Oyb1330dKgERtrXWKb3rDzS+g8ROsRReqxefPm0bx581Pe5/V6ufLKK6v0nWVlZaxYsYLJkwOjv3a7neHDh1NQUFCln/XRRx+xdu1aHn/88Sr9zNqSeLItw+wO01/2udWcWyPdweu9RURqyTpPWy5kJ3QfoVhORCJGSXc1NTxxpDs4MCw/bpLuc3pAyqXqrEXqoU6dOjF48GBatGhRpfu7dOmC0+k85X179+7F7XbTunXrkOutW7fm22+/rfRzhw4don379pSWluJwOHjmmWfIyMgIe29paSmlpaX+89OZKn86rJHusFuGnViM8uie0H5V/aeI1KIN3na+pDsDzu2vWE5EIkJJdzVZ08v9hdSCCwF98hdz7fAOuPKJwPsiUm9s3LixWvd/9dVXNdQSo1GjRqxatYojR46Ql5dHZmYmXbp04bLLLqtwb1ZWFg899FCNtiecJF/SXRpuyzAw/WfZEVjyJJTsU8ItIlHj35Xb6w30QYrlROQMKemupgoj3cGFgBq1Ma+Hd5lXBYwiUkUtW7bE4XCwa9eukOu7du2iTZs2lX7ObrfTrVs3APr06cOaNWvIysoKm3RPnjyZzMxM/3lxcTEdOnSIzF/gJE46vdxy+YMm6QZwxKv/FJGo8Fr7dFvUF4lIBCjprqKZuYU47LbAmu6grW8+mTMRN3bSM0aZC4d3Bj64cJpvNHwyIlL/5OXlkZeXx+7du/F4QkdyKyuAFk58fDz9+vUjLy+Pa665BgCPx0NeXh7jxo2r8vd4PJ6QKeTBEhISSEhIqPJ3RcpJp5dbFmcHjt1lpu9UsCsiUeMlJ6+I/pufJ71zM8VxInJGlHRXkcNuIzu3kL4dmgKBke6cvCJc6w9wv3MefOP7dR7ZaaYlLXpChYBE6rGHHnqIhx9+mP79+9O2bVtsNtupP3QSmZmZ3HHHHfTv35+LL76YWbNmcfToUcaMGQPA6NGjad++PVlZpqJ3VlYW/fv3p2vXrpSWlvKf//yHV199lWefffaM/26RYD2sbNYgHggd6c7JK8Lt8TIhIzWwhju+oZlm3v+nWkcpIlFi+vGFa3fjWvsY6c550FVxnIicGSXdVTR+WHcAsnMLAZN05+QVkZ1bSGbGAxDXIxAkussg7yFYPFPrEkXqsdmzZzN37lxuv/32iHzfTTfdxJ49e3jwwQfZuXMnffr04f333/cXV9uyZQt2e2Cnx6NHj3Lvvfeybds2kpKSOO+88/jrX//KTTfdFJH2nCnrYeWI8830+OO+Nd2BvjM1tGja6n/C3kI4/zpo1FaJt4jUui627QC4iz7kfucqxXEiEhE2r9frPfVt9UdxcTFNmjTh0KFDNG7cuNqf/8kLn7B43V7sNvB4ITMj1Z+Q+4NHizpqkZh0pv2ApUWLFnz66ad07do1gq2rPZH6PZyMlWADDOjcnEu6tfQn3OOHdTf7cNsdpq98/nLYvgJufg3Ou1LLc0RqQW30A3WB//fwQCMaJ/hmLSmOEzmr1GR/WKWR7qrsRxvMZrOxcuVKOnXqdFqNimUjzm/N4nV78Xgh3mEPJNxgOub8RwEv2OPUUYvUcz/72c/4+9//zu9///toNyVmjR/WnfV7jvCvVd/x6cb9fLJxf+jDyuCEOqGReS09bF7Vh4rEtPoYH7q9voTb5lAfJCIRU6Wk++DBg8yaNYsmTZqc8l6v18u9996L210/t1dYun4fYFb8lLk95OQVhY50W5tNeMpVCEikHgqu/u3xePjLX/7Chx9+SO/evSvsx52dnX3ix886M3MLaZRofi9eQh9WhqzrBkjwPVUurZ39w0XkzNTH+NBh8wI28LoVx4lIxFR5TffNN99Mq1atqnTvfffdd9oNimU5eUX89ytTmfz75zZheM/W/mmT4+PeMlPL23wfdq6GLpdpPaJIPfT555+HnPfp0weouB/3mRZVqy8cdht/XbbZf249rAQC67otSrpF6pz6Fh+u9bTnIr5jgbs3lymOE5EIqVLSfeI2OKdy+PDh02pMLLPWJd7YvwP/+Gwrh4+X+0drXB89Bs55Zu2P65hJulv2gE6XKPEWqWfy8/Oj3YQ6bWiPc/wPK0OmmUPF6eUiEtPqY3xY5D2Xi/gOR7fLmVGYyv2K40QkAuynvsV47733qt251iduj5fMjFTGXJICwOHjLsCsV7y0azOWdrzbdMiNTJVeDu8w50OnmEJAIiJnmeAq5Zd0bQHAwsI9lX8g0Rrpjv3AXESM+hYfWtWFB3U/B+flD5j4TnGciJyhKifd11xzDR06dGDKlCmsW7euJtsUkyb4RmQaJZrJAcXHy/3vDfjpdNI7NzNrf6yk+8gu8zpkkqnMm59V200WkSh55plnePjhh6PdjKizHlaOH9adWwZ0BPAXoczMSMXtOWHzDGuk+7iml4vUFfU3PvQyflh30ru2jHZDRKQeqHLSvXHjRu6++25ef/11evTowZAhQ3j11Vc5duxYTbYv5lgFgcrKPZSWBz35tDvMVPJ1H5rzwzvMq7WNmN1Ryy0VkWh58803mTt3brSbEXUTgqaP535jHkRaRSit90NoerlInVPf4kMvQfU4FMOJSIRUOenu0KEDDz74IOvXr+fDDz8kJSWFX/ziF7Rt25Z77rmH5cuX12Q7Y0bDhMAy+MNBo93+qeQrX/G9uQsWPG46a+3zKHJWycvLY8OGDdFuRszIySviX6u+A6BHm0ZkZqSSnVvoL6jmp6RbpM6pb/Fhqm2bOVj/kWI4EYmYKifdwYYOHcrLL7/Mjh07eOKJJ1i9ejUDBw7kggsuiHT7Yo7DbvMn3iFJN5hOefBvzbG7FBY8qs5a5Cy0Zs0aJk6cGO1mxARrXfdNF3UA4LjLzfhh3UMT7/wsM6KU4Nt2qPRQ4AsWTtPyHJE6oj7Eh+fZg5JuxXAiEiGnlXRbGjVqxLBhwxg6dChNmzblm2++iVS7Ypq1rtsqphbi8v8LHNud6qxFzhJHjx7lxRdfJD09nfPPP5/3338/2k2KCda67tsHdgLguMtMLbcSb7fHG1ies+Zf5kPWSLemdorUSXU5PnR7fdPLbQ7FcCISMaeVdB87doxXXnmFyy67jO7du/P666+TmZnJpk2bIty82BRIussrvrlwWuDY4wo9F5F6Z8mSJfz0pz+ldevW/PznPyc9PZ1vvvmmwr7dZytrXXei0/xzczyoFsb4Yd3Nuu4Tl+eUHg4k3BppEqkz6kN86LD5Cjx63YrhRCRiqrRPt2XZsmXMmTOHf/zjH5SVlXHdddfx4YcfMnTo0JpqX0yyiqlVGOm2gsRmneHARjhvpPbpFqmHdu/ezdy5c5kzZw6HDh3illtuYcGCBaSlpfHTn/6U8847L9pNjDkJcWa0+rirkq13hkyC44eg4M9Qsk8Jt0gdUp/iw6/dHUljK3S5TDGciERMlZPuXr16sXbtWvr27UtWVha33norTZo0qcm2xZyZuYU47Law24YVvPRb0jbPNkHi/g0m6W5/IbTtrU5bpJ7p1KkTo0aN4sknnyQjIwO7/YxW6pwVEqyRbpcHr9eLzWareNOg+03SDeCIV58pUgfUt/hwjdeXdKdcCp0ugfypLF2/l/SfatRbRE5flZPu4cOH89prr9WpYhiR5rDbyM4tpEcbU2HXml6ek1eEZ/1u6HoPaUMmwYd/NB84sgt++Lg59lQyuiMidU6nTp1YvHgxHTt2pFOnThrZroJEZ2Bddmm5J+Tcr+DpwLG7zMweUuItEtPqW3zosbYM80JO+bW4XGu5FE90GyUidV6Vh2dycnLqTYd6uqzCP2t3miI/h4+7/JV57UP/j7SUpiZIbNjGfMDaq3vIJF+hIFXgFakPvv32W/7617+yY8cOLrroIvr168fMmTMBwo/gColxQUm3K0wAu3AafDw9cD7ofjNLSGsqRWJa/YsPTR++bP0esnMLSe/WkgGdW0S5TSJS11Up6b7wwgs5cOBAlb/00ksvZfv27afdqFg2flh3+qc0AwJb4WT6CgX5K/Bu/cTcfHiXeVUFXpF655JLLmHOnDns2LGDe+65h3/+85+43W7uvfdenn/+efbs2RPtJsYUp8OG3fc8orT8hJk/Vh95WdDuDwPvNct1lHiLxKz6GB96fUl3wfq9vNZjkVk6qPhNRM5QlaaXr1q1ii+++ILmzZtX6UtXrVpFaWnpGTUsll1+Xis+23QAjxfiHXaTcENgGqS1hvvwDlXgFannGjZsyNixYxk7dixr1qzhxRdf5He/+x333nsvLleYbQXPUjabjUSng5Iyt3/bMD+PO9BHLnrC7PzgLgv0mVqeIxKT6mN82NO2GYA0xxoGbn5T8ZuIRESV13QPGzYMr9dbpXvr+/TKzzebp7o2G5S5PeTkFYUm3scOwLJn4OBmJdwi9dBHH33EkCFDcDhCRz969uzJ9OnTeeyxx3jnnXei1LrY5U+6TxzpHjo5cOyIN0l3uS8wV98pEtPqW3zY27EJsDHQ/g0FnXy1ekREzlCVku6NGzdW+4vPPffcan+mLsjJKyJ3zW4A+nZoymU9WpGdWwgQSLyH/cEk3aAKvCL10M9+9jMOHjzIFVdcwdVXX80Pf/hDGjdu7H8/Li6O6667LootjE2JcVYF85OMXDuc4ALcmiUgEuvqY3zo9poHAx7s3LJ2MJnBAysiIqepSkl3p06daroddYK1hvvG/h34x2dbOVDi8nfEIYn30pzAh1SBV6Te2bBhA19++SXvvPMOM2bM4M477+TSSy/lqquu4uqrr6Zjx47RbmJMsiqWV5heHswRb17dZbXQIhE5E/UxPnTYvIANOx5e67GIW3LNdSXeInImtLlsNbg9XjIzUhk7qDMA+4+aoNCqau72eANruJNbmg9dcIsKAYnUQ7179+Z3v/sdn376KevXr+f666/nv//9Lz169KBPnz48+OCDfPbZZ9FuZkyJr8pId1yCeVXSLSJRsNTd0xy07U3a5tm81mORie9ERM6Aku5qmOCrUt6sgRmJKT7uotxtRmzGD+vOhPi3A2u423zPfKjLZarAK1LPtWvXjnvuuYf//Oc/7N27l9///vds2rSJK664gkcffTTazYsZgZHuU0wvB00vF5GoWOjxbX/WvBsMnULa5tkmvhMROQNVLqQmAU2TTFDo9cKhYy5aNPSNzHjckDLIHAfv1W1NLd+4yFeldzIiUnf9+c9/5ic/+QlNmzat8F6DBg24/vrruf7663G73ezfv7/2GxijEp2+ke7yqkwvj+0KxyJSPx3DF9O5jil+E5GI0Uj3aYhz2GmcaJ5XHCgJGo0ZOhk6Dzaj2gfNlhP+vboBNn2svR5F6oEpU6bQrl07br31Vj766KNK73M4HJxzzjm12LLYVr2Rbk0vF5Had4ntK3PgOhq4qPhNRM7QaSXdBw8e5IUXXmDy5Mn+UZyVK1eyffv2iDYuljX3TTE/UHJCYDhkkplOvqXAnGuvbpF6Z+fOncyePZsdO3aQkZFB586deeSRR9i6dWu0mxbTEuNM0FpapZFuTS8XqWvqQ3w4Im6FOXAdU/wmIhFT7aT7yy+/JDU1lccff5zp06dz8OBBAObPn8/kyfV72s3M3EJy8ooA/Ou6rWJqOXlFzPRVMGfIJDj/WnP8zb/UYYvUM0lJSYwePZr8/HyKioq4/fbbefHFF+ncuTNXXHEF//znP3G5lDSeyJpeXnrSkW4VUhOpi+pLfPh2eZo52PYZ5E+loNM9zCy7JqptEpG6r9pJd2ZmJnfeeSdFRUUkJib6r1955ZUsWrQooo2LNQ67jWxf4t0s2STdB0vK/FuJOey2wM0D7vEdeLVXt0g91qVLFx5++GE2btzIf//7X1q0aMGdd95J+/bto920mFOt6eXlSrpF6pL6Eh/Ocw/xHXlx25zcsnZwaHwnInIaql1Ibfny5Tz33HMVrrdv356dO3dGpFGxKnhP7l5tGwPw7hc7WLxuL5m+yuZ+374XONZe3SL1ns1mIy4uDpvNhtfr1Uh3GNqnW6T+qi/x4UjHUgC8gMPr4rUei0gb9qPoNkpE6rxqj3QnJCRQXFxc4XphYeFZUTDI2pP7mx3mdxA24V44DZY+BTZf0Y2B92rLMJF6auvWrTz88MN06dKFjIwMvvvuO55//nl27NgR7abFDGtpToKz4j7dIUtzQEm3SB1VX+LDm+LMqPxOb3MKOt1D2ubZit9E5IxVO+m+6qqrePjhh/2jODabjS1btvDb3/6W66+/PuINjEXjh3XHYTNTjew2Kibc1hru5l3MtdQrtFe3SD1SVlbG66+/zg9+8AM6d+7M888/z6233kphYSEfffQRt912W8j0yrOdtTTni60HAThebpLusEtztE+3SJ1UX+LDv5cPBSAON2ljHlf8JiIRUe2ke8aMGRw5coRWrVpx7NgxhgwZQrdu3WjUqBFTp06tiTbGnJy8ItxeLwAeL/7iauZC0F7dzTqZ1wObAlXNNy6C/KzabbCIRFSbNm248847ady4Me+++y6bN2/mT3/6E126dIl202KSNUNo2QZTzfi4y+NPuCvMFIpTITWRuqi+xIevuS8HTNKdk1dk4rfOg2HDgug2TETqtGqv6W7SpAm5ubksXryYL7/8kiNHjnDhhRcyfPjwmmhfzLECxZG92/Lulzto1ySRbN/UyPHDupu9uq3R7nYXmg9Ze3aD2eux8+AotFxEIuV3v/sdt99+e52aMhlt44d1Z+XmAywo3MP8ldvweKmYcEPQSHdp7TdSRE5bfYkPb3AsBCA5zkt2biEXbXmBtM2LzMCJiMhpqnbSbbn00ku59NJLI9mWmBc8MjOgc3Pe/XIHiU4HmRmpoYm3VTAt3/dk98Bm7fUoUo9kZmZGuwl1Usb5rVlQuAePF+Id9ooJN2ifbpE6rq7Hh6PjPgRsxNu9poja5tlmbbdiNxE5A9VOunNycsJet9lsJCYm0q1bNwYPHozD4TjjxsUat8frH5kp3HUYgP0lZf7A0e3xBm4eMgl2r4Gv58NXbwJeJdwi9UDz5s0pLCykZcuWVbq/Y8eOfPzxx3Tq1KmGWxb7Fq7dA4DNBmVuM8W84ki3CqmJ1EX1JT58yTWCXyX8D1wl/oR72bl3kRbtholInVbtpHvmzJns2bOHkpISmjVrBsCBAwdITk6mYcOG7N69my5dupCfn0+HDh0i3uBompCR6j+29uk+dMyF2+MNP2Jzya9M0q29ukXqjYMHD/Lf//6XJk2aVOn+ffv24XafZF/qs0ROXhH/+2YXAAM7tyCta4vQGUIWJd0idVJ9iQ9fdQ/nV/wPG4AjnrQxjyvhFpEzVu2k+9FHH+Uvf/kLL7zwAl27dgVg3bp13H333fz85z/nkksu4eabb2bChAnMmzcv4g2OFU2TzbpDr9ck3s0bxFe86Zt/BY61V7dIvXHHHXdEuwl1SqAWRjve/fI7ytwef6JdIfHW9HKROqm+xIdmernZp9um2E1EIqTaSffvfvc73nzzTX+HCtCtWzemT5/O9ddfz4YNG5g2bVqd2h6iOmb6trcZP6w7jRLjOHy8nAMlZTRvEG+qmnu8ZkR84TRYnG0q8ZaXwsU/D6zxVuctUmd5PJ5oN6HOsZbmfL99E5N0l5vfYdilOVbSXa5CaiJ1SX2JD++M+wCwgT0ehvwG8qeydP1e0n+qLcNE5PRVO+nesWMH5eXlFa6Xl5ezc+dOANq1a8fhw4fPvHUxyNpvFqB5g3iTdB8tI+fLQJE1f9G0zoPh2EHY+SV0vRwanGOub/oYOqabSuciIvWctTRn6bq9AJSWB6bbV169XCPdInVJfYkP/+q9gnv5AK/NxlPl1+JyreX+Lc/B3G/gzvei3TwRqaOqvU/30KFDufvuu/n888/91z7//HN+8YtfcPnlZm/D1atX07lz58i1MoZY+81m5xZS6jKjNa8UbA7db9bjNgn3xkWB0ZoDmwN7PW5cBPbYLiQiIhJp8XHmnxxrpDssrekWqZPqS3zo9ZqZN26P2TIsvVvVimaKiJxMtZPuF198kebNm9OvXz8SEhJISEigf//+NG/enBdffBGAhg0bMmPGjIg3NlZYiffO4uMAvPPFd6H7zQ6dDHe8a6qV711rrh30bRu2cZGqmIvIWclKuktPlnTHJZhXJd0idUp9iQ9vt38AmKTb2jKMoVM0yi0iZ6Ta08vbtGlDbm4u3377LYWFZpp1jx496NGjh/+eoUOHRq6FMWr8sO7M+rAQjxccNlv46uVDJsG2z6DoA/hkNng9SrhF5KyVEGdm+Jx8pNuaXq6kW6QuqS/x4UuuH/CrhFwScAUSbsVtInKGqj3SbTnvvPO46qqruOqqq0I61NPx9NNPk5KSQmJiIgMGDODTTz+t9N758+fTv39/mjZtSoMGDejTpw+vvvrqGf3805GTV4RV+8ft9ZKTVxT+xovHmlevR9uGichZTdPLReq/SMWH0YoNX3VnAGCzgdvmVNwmIhFR7ZFugG3btvHOO++wZcsWyspCA6Ps7Oxqfdcbb7xBZmYms2fPZsCAAcyaNYsRI0awdu1aWrVqVeH+5s2bM2XKFM477zzi4+N57733GDNmDK1atWLEiBGn89epNmv7m8vPO4ePvt1Dt3MahN9vFmDdh4FjbT0hUq9s376dN998k8LCQuLj4+nRowc33nijf49aCVWl6eVKukXqrEjFh9GMDX+WuMB/7PC6KHjpt6SNebxa3yEicqJqJ915eXlcddVVdOnShW+//Zbvfe97bNq0Ca/Xy4UXXljtBmRnZzN27FjGjBkDwOzZs/n3v//NnDlzeOCBByrcf9lll4Wc/+pXv+Lll19m8eLFtZJ0Wwl3ZkYqPdo04qNv99Aw0ekvrgZBiffCaWZaueWSCdo2TKSeeOaZZ8jMzKSsrIzGjRsDUFxcTGZmJi+88AK33HILXq+XVatW0bdv3yi3NjYkWCPdbg9erxebzVbxJu3TLVInRTI+jGZseCv/BkzftKzjWNI2z6bgJZR4i8gZqfb08smTJzNx4kRWr15NYmIib775Jlu3bmXIkCHccMMN1fqusrIyVqxYwfDhwwMNstsZPnw4BQUFp/y81+slLy+PtWvXMnjw4Or+VU6Ltd/s+GHdad04EYBdxcf9xdX8+80GbxvWqK251nOkWRuUPxVeHgn5WbXSZhGJrH//+9+MHz+ecePGsX37dg4ePMjBgwfZvn07d999N3fccQeLFy/mtttu49133412c2OGNdINJvEOSyPdInVSpOLDaMeG/2oYaOvA2/5AQad7zNruuT+u9neJiFiqPdK9Zs0aXnvtNfPhuDiOHTtGw4YNefjhh7n66qv5xS9+UeXv2rt3L263m9atW4dcb926Nd9++22lnzt06BDt27entLQUh8PBM888Q0ZGRth7S0tLKS0t9Z8XFxdXuX3hWPvNArTxJd27D5fi8XhDp5YHbxvW+Fxz7eAmM8K96WNzPWXQGbVFRKLjiSee4IEHHuBPf/pTyPW2bduSnZ1NcnIyGRkZtGnThqwsPVyzJAQl3aXlHn9htRBWIbVyJd0idUmk4sPaiA2h8vjQYQ8Kjd0u0rq0gM1VarqISKWqPdLdoEED/zqdtm3bsn79ev97e/fujVzLTqJRo0asWrWK5cuXM3XqVDIzM1mwYEHYe7OysmjSpIn/T4cOHc7458/MLSQnr4iWDeOx28zo996jpuPOyStiZm5h6LZhxdvMBw9o2zCR+mDlypXcfvvtlb5/++23U1paysKFC+nUqVMttiy2xTuCRrpPXNedn2X6x3Aj3QunaWaQSIyLdnxYndgQKo8Pf1z8Gm6vb+nL4pmQP5WlHe/WlmEickaqPdI9cOBAFi9eTM+ePbnyyiu5//77Wb16NfPnz2fgwIHV+q6WLVvicDjYtWtXyPVdu3bRpk2bSj9nt9vp1q0bAH369GHNmjVkZWVVWNMDZrpTZmam/7y4uPiME2+H3eZfv92yYQK7D5ey61Apr3+61b/e22/IJNi4EDYtho8e0bZhIvWA2+3G6XRW+r7T6SQpKYmOHTvWYqtin81mI95hp8ztqZh02x1m6c2Fo825lXRbS3WGTqndxopItUQqPqyN2BAqjw9zW/yE64/8zVxcmsMM1yicncaSXuW/gYhIRdUe6c7OzmbAgAEAPPTQQwwbNow33niDlJQUXnzxxWp9V3x8PP369SMvL89/zePxkJeXR1paWpW/x+PxhEwRCpaQkEDjxo1D/pwpa/22lXgDvLB4gz/hrlDB/IJbzau2DROpF84//3z+9a9/Vfr+22+/zfnnn1+LLao7EiqrYD5kkkmsV75izt2u0IRb/aZITItUfFgbsSFUHh8+770ar688T5nXgfPyByrGdSIi1VTtke4uXbr4jxs0aMDs2bNPcvepZWZmcscdd9C/f38uvvhiZs2axdGjR/0VK0ePHk379u396yKzsrLo378/Xbt2pbS0lP/85z+8+uqrPPvss2fUjuqyOmAr8f7Xqu/CJ9wAW5YGjrVtmEid98tf/pJf/OIXJCQk8POf/5y4ONOVlpeX89xzz/G73/2OZ555JsqtjE3xcXYorWSv7iGT4MhuWP68WZajhFukzohkfBjN2HDQrr9ia2iO421uxse9BagPEpEzc1pJ9/Lly2nRokXI9YMHD3LhhReyYcOGan3fTTfdxJ49e3jwwQfZuXMnffr04f333/cX0NiyZQt2e2BA/ujRo9x7771s27aNpKQkzjvvPP76179y0003VfevcsbGD+vOrA8L8XjBbguzRzeYBPvzv5pjexwM/o22DROp4+644w5Wr17NuHHjmDx5Ml27dsXr9bJhwwaOHDnC+PHjufPOO6PdzJgU2KvbHf6GAfeYpBs0M0ikDolkfBjN2PA+578o9ibT2HYM+o1RzCYiEWHzeq1JNFVjt9vZuXMnrVq1Crm+a9cuOnbseNKpPLGguLiYJk2acOjQoTOeam7t2W2pMNJtTY1MGQRbloHHBb9eDV+8HthOrGO6KbomIrUmUv3AsmXLeO211ygqKgKge/fu3HLLLdWubxEtkewPq+qyJ/LZtK+Eefek0T+lecUbPpgCBX8OnGukW6RGRaofqC/x4Z/u/wm3Jn9CZ/su/nHBi9zYfEMgllMxNZF6rSbjoiqPdL/zzjv+4w8++IAmTZr4z91uN3l5eaSkpES0cbHMSrh/0Ks1//tmF51aJPsTcH/iHbxtWFIzOHbAVDDXtmEi9cLAgQPrTIIdK6yR7rDTyxdOC024L/s/jTKJxLj6Fh92bJ6M67gJj99avoEO3fdR9ZXkIiLhVTnpvuaaawBTffaOO+4Iec/pdJKSksKMGTMi2rhYZSXcmRmpXNChKf/7ZhdJTkdIcbXxw7oHRrCtEW+Ag5thYYG2DROpo7788ssq39u7d+8abEndZO3NXaGQmtVPDpoIH0831y75FdhsSrxFYlh9iw+vPvwax5zNAHjw3FX03PxvCjrdQ9qdj0e5ZSJSl1U56fZ4TIDUuXNnli9fTsuWLWusUbHO7fEysIuZFtmmcSIAO4uP+0e4l67fi9vjZYK1ddiQSbD2P/Dd5/DOePC6lXCL1FF9+vTBZrPh9Xqx2Wz+69ZKneBrbncl65bPYvGVVS/3+PrFSycEku7y44F+0qPfpUgsqm/x4Tddf87AbaauRM/dJuF+0nUNy3ILA3GdiEg1VXvLsI0bN9b5DvVMTchIJb1rS7JzC/nXqu0AHCxxcdxlgsJlG/bjsNtCP3T+debV61ZxIJE6bOPGjWzYsIGNGzfy5ptv0rlzZ5555hlWrVrFqlWreOaZZ+jatStvvvlmtJsak+Idvunl7hOS7qGTTb9ojwOb75+m8uPmdcgk1b4QiXH1JT58wTsSj9cXw9njWN7xZ+HjOhGRaqjSSHdOTk6Vv3D8+PGn3Zi6JHjLMIfdhtvj5Yn31/Liko3htw7budp3YNO2YSJ1WKdOnfzHN9xwAzk5OVx55ZX+a71796ZDhw78/ve/90+7lIAEp2+k21XJyLXNBnGJ4CoJJN0iEpPqY3zYee0L2Bv6agx7ynF99BiZGdqrW0TOTJWS7pkzZ1bpy2w2W53pVCPhxL26wybc+Vlmn+6Ni8x5XKKZPpk/1RRTU/VykTpr9erVdO7cucL1zp07880330ShRbGv0pHuYHEJvqQ7tqsdi5zt6mN8eJ/zX6z3tKOrfQcfuPtzv3MexPWAhfiWwShmE5Hqq1LSvXHjxppuR501flh3ZuYW4gUcdlvFJ6FWwm1tG1Z+DPrcApsXBxJxEamTevbsSVZWFi+88ALx8fEAlJWVkZWVRc+ePaPcuth00urlljhTK0Mj3SKxrb7Ghx7f6sslXMCIoSMCxRyHToliq0SkLqtyIbVwwhUOOtvk5BVhbXTu9njJySsKTbw7ppvXjYsguQWU7IOPpppza59uEamTZs+ezciRIzn33HP9lcq//PJLbDYb7777bpRbF5sqrV4ezJ90a6RbpC6qy/FhfqvRXH3oVQAcnjIKNvi2DEsZpGWBInLaql1IDeCVV17h+9//PklJSSQlJdG7d29effXVSLct5llbh13StQUAvdo2Jju3kJy8osBNQyfDHe+ap6Ml+8y1L18353e8q2lKInXYxRdfzIYNG/jTn/5E79696d27N1OnTmXDhg1cfPHF0W5eTJnp6xvDjXTn5BUx07dMBwgk3a5jtdlEETlD9SE+vG/LEL72mNodv3f+jbTNsynodA/c+V6UWyYidVm1R7qzs7P5/e9/z7hx47jkkksAWLx4Mffccw979+5lwoQJEW9kLLIS7vSuLbjxog4sWb+Phglx/r26l23Yx0UpzUO3DVvwmKlebrPraalIHfbggw9y9dVX069fPxo0aMDPf/7zaDcp5jnsNrJzC+nboSkApeWmkJrVl2YGb8UTl2BeNdItUmfUl/jwjvROfPFFF863b8aOB7fNyS1rBzPwLwW8/vO0aDdPROqoaifdTz31FM8++yyjR4/2X7vqqqs4//zz+eMf/1hnOtUz5fZ4Se/agqXr99GpRQMAtuwvYfyw7izbsI+l6/cxsEuLwAcWTjMJN4DXo+rlInXYtm3b+OEPf0h8fDwjR47kqquuYtiwYf513VLRiYUny8o9IQl3yLIcrekWqXPqS3zotNvpadsCgNfmwOF1cZ9jPsv5WZRbJiJ1WbWT7h07dpCeXnEdcnp6Ojt27IhIo+oCawTbChoBdhYfJ/t/a1m6fl9oEDn3x6ZS+YV3wsq5EN8oUJQDVA1TpI6ZM2cOHo+HJUuW8O677/LrX/+aHTt2kJGRwdVXX82Pf/xjmjdvHu1mxpzxw7qzZN1ePtm4nxcXb8TjJfwWixrpFqlz6kt8OPCTX9A3eT0An7a5lcVbjpkK5gm7IV87zojI6an2mu5u3brxj3/8o8L1N954g+7dz749DMcP686E4YG/d85H60KDyIXTTMINkOwLwssOw6CJJvHOnwp2Ry23WkTOlN1uZ9CgQUybNo21a9fyySefMGDAAJ577jnatWvH4MGDmT59Otu3b492U2PK4NRzAPB4zfZhYfe+dSaZV410i9QZ9SU+HOhYy1aPman41da9OC9/wBS+3bjI7EgjInIaqj3S/dBDD3HTTTexaNEi/5qdJUuWkJeXF7azPRv8angqsz40VczjTtw2zOMObDGRPxWcyWb/2WP7zTVVwxSpF3r27EnPnj2ZNGkSe/bs4Z133uGdd94BYOLEiVFuXez4dKMpKGm3mb26K+z4AEEj3Uq6ReqKehMfdkqnw84CABJtLu6Ke0s7zojIGaty0v3VV1/xve99j+uvv55PPvmEmTNn8vbbbwMm2Pz000/p27dvTbUzpgVvG1Z+4rZhJ05DsqaVfzbHJONKuEXqnXPOOYe77rqLu+66K9pNiSk5eUUsLNwLQEav1pzfrol/eY7WdIvUTfUtPpzdLou07b9kkONrbrbnQf6HitdE5IxVOenu3bs3F110ET/72c+4+eab+etf/1qT7aozrDXd/Ts147PNB+jbsWn4IBJ8FcyzTCE1m0MduEgd1bdv37D7zzZp0oTU1FR+/etf07Nnzyi0LHZZfeUPerXmf9/sorTcU6G4mr/P1Ei3SJ1R3+LDP+evw9GkH4P4GofNS6k3jufKr2V8tBsmInValdd0L1y4kPPPP5/777+ftm3bcuedd/Lxxx/XZNtiXvC2Ydf0bQ9Aiwbx/m3Dbn1+WejeswunmYQbTCXzhdOi0GoROVPXXHMNV199dYU/ffr04dtvv6VPnz4sWbIk2s2MKW6Pl8yMVEZe0A6A4y6zm8P4Yd3JzEjF7fEGbvaPdKuQmkisq2/x4bih3RgU9w0AXuwk2MpxffQYN/+lIMotE5G6rMoj3YMGDWLQoEE89dRT/OMf/2Du3LkMGTKEbt26cdddd3HHHXfQpk2bmmxrzAneNqxNExMkbt5Xwgt3XFRx2zCrgvn3b4TV/4AGrVTBXKSO+sMf/nDS96dMmcKDDz5IXl5eLbUo9lk7PuR+swuA4y6P/z2t6Rapu+pbfPijrydwfvnnAOxuN5QNzu7cv3k2X+0tgvwfKlYTkdNS7erlDRo0YMyYMSxcuJDCwkJuuOEGnn76aTp27MhVV11VE22MWRMyUvn72IFkZqQyf6WpULxlfwlPflgYum1YSAVzXxJeWgyX/Z8qmIvUQ7feeiurV6+OdjNiUqLT/LNjjXSHFeerXu5S0i1SV9SX+LBD8Uo22c4FYM/Bw9yydjBbmlzE98q+UPVyETlt1a5eHqxbt2783//9H506dWLy5Mn8+9//jlS76pTxw7rj9nh5Mq+I0nIPMz8sCt027MQK5jaHGcE5fshcUwVzkXrF4XDg8XhOfeNZKCHOPGAsLT/J70cj3SJ1Wl2OD7c2vpDzS81I96HDR3mtxyI6bl6u6uUickZOO+letGgRc+bM4c0338Rut3PjjTee1ZV6J2Sk8mReERBm27DKKpgve1oVMUXqofnz59OrV69oNyMmVW2kW2u6Reqquh4fdvjlO7z7xI2MdBSQZv8G++avFauJyBmrVtL93XffMXfuXObOncu6detIT08nJyeHG2+8kQYNGtRUG+uEHF/CDWG2DQumCuYidV5OTk7Y64cOHWLFihX8+9//5r///W8tt6puSHSake6TJ90a6RapS+pTfDh7wXq+dg9mpKMAu82L2+bEoVhNRM5QlZPuH/7wh3z44Ye0bNmS0aNH89Of/pQePXrUZNvqjJv/UsCyDfvpn9KMzzYdoE+HwN6zYAquTchIhfwssx7oxArmQyaZVxVTE6kTZs6cGfZ648aN6dGjB4sWLSItLe20vvvpp5/miSeeYOfOnVxwwQU89dRTXHzxxWHvff7553nllVf46quvAOjXrx+PPvpopffHgsQqTS/XSLdIXVHf4kPXomx+0rIUjoMXcHhdFLz0W/Omx03aXdOj2j4RqZuqnHQ7nU7mzZvHj3/8YxwOFf2y5OQVsWzDfgBaNDCjM0nOOP+2YQCZvqq9bFkKGxdBq16w+xto2MZMNd/0sblurfsWkZi2cePGGvneN954g8zMTGbPns2AAQOYNWsWI0aMYO3atbRq1arC/QsWLOCWW24hPT2dxMREHn/8cX7wgx/w9ddf0759+xpp45kKnl7u9XpD9zvPzzJFJZt3MeflxwLv6cGkSEyqb/Hhfc5/0fi46ZdK4pryZfubSds8G4CCTvdEs2kiUodVuXr5O++8w9VXX10vOtRIsvaezcxI5YOvdwKwbs8R//sDuzQPVDDfuMgU4tht9n/k2AFTRM26rulLIme17Oxsxo4dy5gxY+jVqxezZ88mOTmZOXPmhL3/b3/7G/feey99+vThvPPO44UXXsDj8cT0VmUJvunlHi+43N7QN+0O8yBy7X/MuTXSvXCadnkQiVH1OT5McB8Bb6CfSrO2gRURqaYzql4ugb1nAcrKPfw5fx17DpeSnVsYvoL5kEmw4HFY8Ci4S80otypiitQZmZmZVb43Ozu7yveWlZWxYsUKJk8OjOTa7XaGDx9OQUFBlb6jpKQEl8tF8+bNw75fWlpKaWlgynZxcXGV2xcpCXGBZ73Hy93EB537HzxaxSbLjwcSbhUyEpHaMGgi73z7HVcVv0act5y0Lc9R0Okek3B7TlKLQkTkJJR0R9DEET34c/464BQVzC/7rSmmhhfscXDHu7XbUBE5bZ9//nnI+cqVKykvL/evYSwsLMThcNCvX79qfe/evXtxu920bt065Hrr1q359ttvq/Qdv/3tb2nXrh3Dhw8P+35WVhYPPfRQtdoVaQlxdmw2M3h03OWmcaIz9IYhk+DAJlj1N9jxJez4Qgm3iNSeS3/N0Rb74b+vAVDmjSNtzONRbpSI1HVVnl4upxaugnkF+Vnw8khMeQ7AU25GcsA3opNV8w0VkdOWn5/v/zNy5EiGDBnCtm3bWLlyJStXrmTr1q0MHTqUH/3oR7Xarscee4zXX3+dt956i8TExLD3TJ48mUOHDvn/bN26tVbbCGCz2fyj3aWuSoqpXTzWd+AFR7wSbhGpPYtn0WDZLP9pvK3cFFJTjCYiZ0Aj3RFiVTC/sGNTVm45SL+OTcNXMLeKqTXvCvvXQ8tUFVMTqaNmzJjB//73P5o1a+a/1qxZM/70pz/xgx/8gPvvv7/K39WyZUscDge7du0Kub5r1y7atGlz0s9Onz6dxx57jA8//JDevXtXel9CQgIJCQlVblNNSXQ6OO7yUFpeyVTN1fMCx+6ywC4PIiI17ePpXJVg47A3iUa2Y3zZ5npTSG0zLO14N+lDo91AEamLNNIdAcEVzJs3iAegYaLTX8E8O7cQh90WWkxt/3rzYbfLnKuYmkidU1xczJ49eypc37NnD4cPH67Wd8XHx9OvX7+QImhWUbSTbT82bdo0HnnkEd5//3369+9frZ8ZLda2YcfDjXQvnAYFfw6cD7rfPJi0ZgSJiNSCUq8Zl+rdJjBzaPuBY5XdLiJyUkq6IyC4gvmHa3YDsG53mArmVjG1O96FS35t3jywMZBwq5iaSJ1y7bXXMmbMGObPn8+2bdvYtm0bb775JnfddRfXXXddtb8vMzOT559/npdffpk1a9bwi1/8gqNHjzJmzBgARo8eHVJo7fHHH+f3v/89c+bMISUlhZ07d7Jz506OHDlS2Y+ICcHbhoUILprmbGCu9bnNnCvxFpFa8FbDW5jhGkVLu+/B6aq/McM1in82Gs25TaM/U0hE6iZNL4+A4Armx8rcPLtwPdsPHqtYwTy4mFrGQ7Bkljm2O1VMTaQOmj17NhMnTuTWW2/F5XIBEBcXx1133cUTTzxR7e+76aab2LNnDw8++CA7d+6kT58+vP/++/7ialu2bMFuDzwrffbZZykrK2PUqFEh3/OHP/yBP/7xj6f/F6thCZWNdAfv8rDyVTh0FEr2B2YAqXKwiNSwa+97gkc+2Ijnqzex27yUe+04L3+AG4KL44qIVJOS7gj77Q/P49mFZup4hQrmlvwss7bb4nEF1iwunOYLPCdX/JyIxJTk5GSeeeYZnnjiCdavN/+/79q1Kw0aNDjt7xw3bhzjxo0L+96CBQtCzjdt2nTaPyeaKh3pDu73GrSAQ1ugZK8519IbEakNi2bwxwOfYreZgrdxNg/j494CFKOJyOnT9PIImplbyK3PL/OfB1cwz8krYqZVWM0qptakozlv09tMnXx5pHm1O2q76SJyBho0aEDv3r3p3bv3GSXcZ4sEp2+ku7JCagDJLc3r0b210CIREWPr6oU0+G4puzxNAVjsPh/yp7Jl5nDFaCJy2jTSHUHLN+1n6fp9tG6cwK7iUi5OaUZ2biHLNuxj6fp9ZGakhhZT27jIfNDrUTE1ETlrJPqS7rBbhuVnmaC2gS/pLglKujXKJCI1rEPxSpbEnc8ljm8AiDv3QpZs83LJoeVsaXIRHRWjichp0Eh3hOTkFbF0/T7Su7ZgV3EpAE2S40nv2sJ/vUIxtTTfFNJdX6mYmojUazNzC/0zfxJ9+3RbI90hM4HsDjOatH+DObdGuq0iaxplEpEa9JTram5z/Y4CTy8ALt7xNy5xfMMSdy92NOkT3caJSJ2lke4IsSqYjx/WnYn//IJ5K7aR+43Zbze9awsuSmlubgweofnBnwJb46iYmojUYw67jWxfYm2NdB93ecjJK/IXnQQCM33yp5rXkn2hVc01yiQiNcg5OJPMBg358KMLSbN/gx0PbpuTFZe9gtvjZUC0GygidZKS7ggJrmD+wA/PY96KbQA4HTb+PnZgxQ+omJqInEWsopLZuYWc364xAB99u4sl6/aF7vIAph/8bhWs/Td8+Tp4vUq4RaRW3GN/m8ZxDfjA/i0AHq8NBy5fMTUgX/GZiFSfppdH2MzcQsa/9rn/3OWuYjG1theomJqI1Gvjh3UnMyOVr78rBgifcFv63mZevV5wxCvhFpFa8cnmg5A/lRGOzwD4zJtKQad7TGyWP5WlGw9Et4EiUicp6Y4wq5ha8+R4AAZ3b0m2r6p5dm4hDrsttJjaoS3mgyqmJiJngfHDumO3mWO7jfAJN8Aaa7mNDdxlpt8UEalh3x08HnLeOr6MpesCBR1tNlttN0lE6gEl3REUXExtf0kZUJViar80H965WsXURKTey8krwmO2v8XjxT8TKMTCafDFa+a4eWfTX+ZPVeItIjVux8Ej/LPRaP5efjkAHcs3cr9zHjNco/hno9GkpTSNbgNFpE5S0h1BVjG1v48dyPUXtgfg3S++8yfcIcXUhkwy67oTmgS+wCqmNnSyr3BQVhT+FiIiNcMqmja4u9kO7Lw2jcgOqmoOBIqm9b/LnLuOmf5SibeI1AL7oInccGE7GjRrjdcLNqDMG8eKlLFs632fb4cFxWciUj0qpBZBVjG1mbmFtG6c6L8eXEwtJ68It8dr7rW2xrFYxdQgUKlXRKQeCK5S3qJhPIuK9tKxeTJXfr+tv6p5yEyg86+Fz14EV4n5AmvJjccdpb+BiJwN3B4vBZsOcvXh10zGDcTbyvl76iIKNuyDzbMVn4lItSnprgEOu40n89b7z4OLqYVsjXOilqmBJFyVekWkHgneVvGtz83uDiVlbv+abrc159yqCnzI3IMraH2l+kQRqWEOu42l6/aS5gxc+9Ldmd75U0kDCjrdQ5r6IhGpJiXdteCSbi38Izn+Sr3WFMqUQVB6GHasgr2FoR/U1mEiUk8Eb6uY5DT/9JSUlQOVFFOLSzKv7lLTD2pHBxGpBffEvUtj5zyWunvSlKP0cmzh+46N/vfTurRQfCYi1aY13REWPIXSWre4dP2+ijdaUyg7DzYJt8XuNNc3LtLWYSJSLzVIMP1aSdlJpoo7kwLHrmM13CIREeOzjXuY4RrF2qS+9HJs8a/rdhHHDNcotq58X/GZiFSbRrojLHgK5bIN+1hUtBevF+IddsZd3q3iFEqATR+bJBvMuu5NH5s/mmIuIvVQcnwVku64QF0Myo9DQsPT+2H5WbB5SfitGK3tGztdohErEQHgk/ZjaHBeI9q3acSS11dxieMbAJyUc0PLzXQ4tELxmYhUm5LuCAsuprZsQ2CEu8zt8b8fUkzNCvqSW0CJ7/7gvbo1hUlE6pnA9PKTJN12u0m8y48HiqmdDrsj8CATAoGytcQHTH8rIhKk+39vobPjG7Z5WnCufR9ebHQ8tJwtTfrTEcwDPcVmIlJFSrpryPJN+/lk436SnA6Oudxc27c92b5EfOn6faaYmhX0dR4cGOkGsNnN+csjzauqZIpIPWJNLz/mW9NdKWeSL+k+g+nlVpKdPzV0twgVrRSRMBx2G66PHqOzcyUAKzypnGsvwIaXcq+djoc+g/zPFJuJSLVoTXcNyMkr8u/NfcxlRnI6tUgmvWsL//WQrXHueDd0pMXrgaadAgm3AkIRqUeSrOnlLjder7fyG53J5vVMRrohsM83hCbf6l9FJAyHzcMM1yiesd3E1XEFAHi9EGczsxZJGaS+Q0SqRUl3DbDWdV+U0pzOLUzQ+GRQIn5RSnNy8oqYWX59YAr5xkWQ2MT3DTY4uDl0inl+VvT+QiIiEdQg3kyy8nrhuMtT+Y1WMbXgbcNOV9ovQ8/tTgXNIlKB2+NlWcefsyJlLMeClsDYbIF7lnp6mQPFZyJSRUq6a8AEXyE1h93Gxn1mhMbrBafDxt/HDsRht5GdW4jDbgudYn78kO8bvGBzBKaYq0qmiNQjSc5Af3b0ZFPMrW3DTnekOz/L9LEAH5wwFdTjgrk/Pr3vFZF665eXdyO9a0v6bXqe+53zWOLu5X/Pg50ZrlGkb3lO8ZmIVIuS7ho0flh30ro095+73F5ufX6Zf0uxClPMm3QMfNjrDp1iDnqaKiL1gt1uI9Fp/vk5VpVtw053TbfdYYLil0fCipcqvr/pY5OUa7RKRIKMH9adlOaJzHCNYpknkHTb8XBZSmKgFo/iMxGpIiXdNSgnr4iCDfv92+PYIGRNd4Up5oe2hH6BNcUc9DRVROoVa4p5lfbqLj/N6eVDJlUsVGlJbmlerTXe6l9FxCcnr4j791xJ46S4CqPd/bb/FTYuYmnHu80F9R8iUgVKumtITl4R2bmFpHdt4Q8qvYDDZmPp+n3+Ee+QKeZDp0D7foEvsaqYW++BnqaKSL1gFVM76fRy5xlOLwfomA5NO1a8ntw88FBTRZFExGf2gvVk5xbyxDnvM7b8dWa4RnGb63f8vfzykPt67XovEJ8F9x+aOSMiYSjpriFWMbW/jx1I/07NAte9Xjo0S/JvGxYyxXzIJDi6J/Al3qAqmWA6981LavFvISJSM6wZQDU6vRzMPrq/Xh04t/n+2dtbGJgeeud7p//9IlKvWPHbDRe245+NRvOU+zoAdnibh9zXtHQ7tLswTMLti9WsehInUlIuclbSPt01ZEJGKgA3/6WAzzYfIDneQUmZG7sNth44RnrXFgDMzC1kQsZk86GF0+DglopfZrMFtrix2Uzxn06XmGBSRKSOmOmb3TN+WHeST5henpNXhNvj9fedQOS2DFvwWODYG1QtXRXMReQEv7y8G40bNyYnbxTZewpp3zSR6w7/nfud85jhGsWvnfNx4OtHvlsJT14AV84wifbi7NDtCSF8Up4yyByH638WTjODMWCmrZ/sHsWBInWGRrprUE5eEcs27AegV7vGAHi8gSnm/unlEDrFvGmn0C+y1iNaaxM3fQxblprkW09LRaSOsHZuyMkr8o90l5SV+5fj+PtDSyS2DFs4DRb4+kmbPTBzCEwF88pGo0TkrBW8RDA44bYBDjyUB49ZHdgEf7veJNzxDUycdngHdMswcd0H/wceT2ic13mwOT6x/7HusTsChSBPdk/wDg3Bx/77sioei0hUaKS7BllTlJau3+tPvsFMMQcY6KtsPjO3kAlx7sDT0YOboWEbOLIz6NtsFZNv0Mi3iNQZ44d1ByA7t5AuLRsA8O4X3/Hhmt2B5TZggkO7A+ISzXnwSHd1Rnis4LTfGFO93JlsHlomNYNjB6BF9/CjUSJyVrPit/HDuvPmjFeZsX8UAJnOebwQdwt/OjKS13osIm3zbLyYQrkAlB01fcymjwNfVvC0+QPQ+FzY/Q00agtdLzf9z4FNkH4frPo7LM2puEY8uI8KHimHQGK+6WNzzTr2es1r58EmRtz0cSDGFJGoUNJdg6xpkss27Av7vt1m828fxtDJoU9BIdDRAqYMG+BIUPItInVWcOINVEy4IRBIdrrUnFtruk/sI0/FqpfR+nyTdJcdMf1myx6w/HlIbgG9bwwEqh3T1X+KiD9+y8krInvPlUxp+C5jy19jhmsUTx0fSXrXFqSNeZwtM1fQ8dByPNix4zEP+DoONDUj9hbC3iLY823gi4u3wdfbQn/Yqr+ZP5YFj8HyFyGpKZQehqTmpo9akGWWx3QZCo54c+2cntDm+yYWdB0zfVi4GPHERF5Eap2ml9ewnLwilq7fx7nNkvzXbEB61xb+7cPAjHb7A0Q4IeEO4i41r4lNKp92rilEIhLDxg/rjjWT3GGzhSbcYILDoVNg82JzXn4sNOGuSvBojZYPmQTF35lrSS1MX7kuz5w3bhe6rZi2/RERH2uKeWZGKmMv6US2a5S/qNrS9fv454z76HhoOVuaXIR9yCQKOt1jHu4d3GLqRbTpDd+73nyZw2lez78Wmnc1x63OD13uYvG6zUzHPd9C8XY45pspadWj2JAPRR+Y4z1rYKevUOS25SYGtCjhFokpSrprmDVFqWPzZP81L4H9uj1eb2AtozXCYiXc1nY24Rw/FLjnxORbibeIxLCcvCI8vsk7bq+XnLyiijcNmWTWRIKZdlmdhBtC10Me3mGufe9a008e2GDOD24271tVzBWYiohP8BTzHM8ocnwJN8B9jvnccPgVtjbpR8cLf0COZxS3rB1sEu/8qb44bGqg3/r9XvP69Vuwf73ph3Z/bWYpAth8D/w6DIS7cuH6F2H4H6H/XWY5zOlyxKtfE4kRSrprmDVF6cTRbsuyDfvN9HJ8o93hpgWdLPk+8X6N2IhIDLNGjwZ0NjUt+nRo4i+uVkHPH5tXr6f6waM1Wp4/FYr+Z67tW2f6x3YXmvPtK6qfzIvIWWGClXAHjXivetA8CHTYPMxwjSK5x1DIn4rro8f8U84ZOgUObPZ/T8H6vTz376Vm1NpSdtRMG7diOK+vWvnWZfBiBrx5F3z4R/jsRVN/4nTYneAuU7FIkRihpLuGBXfWwaPdQMj08uzcQpZv2s+8vR3Z0qR/+OQ7sUnlPyg44fZPUddot4jEjuD+cHDqOQB0b9WIzIzU8In3uo98B7bTCx6txNuafrlhgTn/yZuBezQSJCKVCO6zxg/rzisFm/l13DzcXjtPua+j36ILmeEaxf3OefTb9DwFcyZB4ftmFk3jczmU0Ja0Lc9x9/Ifwoq5gS/eviIwbTwcRwIkmF1vaHwudBtudl8A/GXbelwJ519f+Xd0Sgs8eFTiLRJ1KqRWw6zpSWCS7A7Nkth64Jj//S37S/zJ99L1+1jKj5hxjg1bYy8dWjQIn3zHJUB5acUfFpJwT/VtSZGlwkAiEhOCp2vOXbIRgBKX27+m223NOQcTJK75lznuMAC6DTu9SuNDJkH+o4AX7HHmfMHjQY0qq3y/XBE5q4VMMc8rwpP/KNe12ErHQ8sBeMp9HU+5r6Ol7RD3O+fBlqAPF28jeKjE64XChF70SO0Fh7ZByV7Ytw6X14HT5mZF+9vpN/oxU+ncWr9td5BTfi39Nz9PuvdD85DQXWbiu9LDsPY/5r5wsyOD13RrlwaRqFPSXcMmZKSGPCmFQNVegG0HjtE4MY6l602F8/SuLbh//ZWkd72d6/a8woDG/aqRfPuefloJ98ZF4Yt0iIhEgbXcBiA53vzzU1JaDhBaTM0qmtb7ZvjydbNlmBUsVjd4XDgN/+4PnnJ4eaTpG5NbQMk+6HOrAlIRCSukinluIa/1aEXHzfPZ0uQi7j80j5a2YtrZ9pHhWOH/jNcLn3u7sdrTmTa2A4xwfIaLOJy2ct472ot7N9/Of/oUkPDxY8xwjWJFyljui3uLtM2zKfh7AzNFHbPkcPmm/fTb9BjpznkUdLrHvGf1jwApg9hy4DgdrXjPZgsdgLGuD51iivWKSNQo6a4FwaPdVvI9M7fQCgMpPm6Czg7NkiqMeqd3HX3y5LtpJzONCQBvaMIdPM1co90iEkOS4k3diZKyMIGgtZNDp0t8SbdvdpCVFFc1eAwOTgE6pgWW4tjjYP1H5mc066zEW0Qq5fZ4eSM1nwFdWlHAPaRtns3Ohr2448j/Qu7z2OKwU05+eR8A7ojLNduMua/jPsd87nfOY+DBb0j4+BtmuEbxTpOf0DPJydQDP+bW5CPcunk2BS9B2pjHfQn389zvS7hvWTuYzLwi4Fr6u+eT7lhDgfd8Ptm3mwFd+5F2p28Gz8Jppo+8493AsWJAkahT0l0Lwo12e8PctzXMqHdw8n1f+TzSUryBJ5lWct1xIGxZFviiE6eZV3VPWxGRWtIgwSTdx1xhEmgrQNy+0ryWHw+8V50R7vypkH4fLH3KVAdOGWyKGW1cBG37mPsObYfLfmuONy5SgCoiFUzISIWFrSB/Kktdo0jsdDN9v3s95J4l7l483XGmP1EGeL3h7Rzodjezu53Da5+2ZMZ6uN85jyXuXmb7sf0lbN5fAsD/cSU7HMdxrN/NrQ/8Gy9wcZwp2Las9GoGdXf4Z0r+atgr2La9yCfrd2Mf+n+kBc8UCu4j9RBRJGYo6a4lJ452Wwn1iaxR7+D3/cddR7GsY3MmxPmKAFnJtTX6HWzTx4HEXFOKRCTGJDnNPz9HfdPLw3L6dnxwlZz0u2bmFvLJxn2kd20ZmKbuGy1/7cB53AIciWtGw8v/DxxxJhkv8RUxOrQ18EWbPj75bhEicnbKzwK7g6Ud7+b+Lc+B+3sVbvmuaX+Wrt+Hp8vP2Hp0Ix0OrWD7gWP8ddkWWjVK5OWfDqD3Hw+Cy1Q/B4hz2Ch3e3E6bLjcXv8+4JZZ5aPMwabQCuZ//mgdT3oH+9ebi0jsU/XyWjKhkoTbql5+ohMTbuv1k437zChMx/TACPamjyt+gbYPE5EY5h/pDje93OJPuo9Vfg/gsNtYtmF/aAX0oZPJKb+WDz79EoCSeF9fa1U0P+SreHRoW2BUXFuHiUg4dgfkTyW9a0u4NBN2fRXy9i5HG244/Aqv9VhEeteWDNp1PwWd7uHSrmaP7ezcQnr/8QOKj5czm+v9yXS524vdBi53uPmPlXN7vcQ77Eq4ReoQJd21yO3xhh3BrizxBkISbgC7zWb287amP1pruMPR9mEiEqOSfWu6j5406fZts+gqMdWJwpjpm24ZPJPoo2d/zdI5k8jOLeQc2yHAJN0zcwsDaxz73Gq+YMMCJdwiUjkrfrKqgK94KeTtQwntaO3eyRJ3L9I2z2Z83FtkZqRyy9rB3L/nSsCsCrRmMp6YYFubNjgdNv81uw36dmgKQJeWDQCIswfej3fYKXN7Km6zKCIxS0l3LZqQkcpFKc0Z2KV5hRFsMIXUwjkxSXdYHa/HHRjNrizx3vSx+UdCo90iEkOSfNXLTzrSHZcYOA63TSJmlNta53hhx6YAfL7tMOlbnuM+x3z6tXABsHxPHAO3vRjoDwdN9H2DV3t1i0jlfKPcgKkLcSx0qvdXJU0p6HQPlzi+YYm7F5+s301JmUmwt/m2iA33zNCK5Vo3TqBdk0R/Mh7vsOPxwtDzWpHetQUb9h4lvWuLkFHtcZd3IzMjNXR2j4jEtJhIup9++mlSUlJITExkwIABfPrpp5Xe+/zzzzNo0CCaNWtGs2bNGD58+EnvjzUTMlJ5/edpXJTSvMKot7V/d+PEikvtrXut0Rz/aLc1zbyyrcGs0W4FlCISQxr4RrrL3B5cbk/4m5xBDyIrWdc9flh3f/Bp7fP9lPs6ZrhGcb9zHkO8Zj/d9ObFpG2eHegPvwgqgmTt1S0iMSNmYkNrSUr+VNhbGPpe58Fc4viGpev2UtDpHrY26sNNhUOZvXBD2K+yxkzSu7Zg/aNXkpmRyq7iUuy+NzIzUimc+kN/n2YNzni8Xn8xXus9634l3iJ1Q9ST7jfeeIPMzEz+8Ic/sHLlSi644AJGjBjB7t27w96/YMECbrnlFvLz8ykoKKBDhw784Ac/YPv27bXc8jMTbtQbTEdcfLy8QuIdnHBn5xYGRruDp5k37Vj5D1w4TVPMRSRmWFuGQSXbhgE4nGB3muMw67pn+oLN8cO6c9/l3fhi2yH/e1bi3fawWXvZvnhVIOFeOA0WTQtMX+9/l+lDlXiLxISYig2t2KnzYDiys+L7KYO43zmPpev28sD+H1d42wrXOjRLwuMNDKJYfVd61xZsO3AsZDR7/LDuDOzSHICBXVowoHMLf9E060Gj2+MNORaR2GbzeitZKFdLBgwYwEUXXcSf//xnADweDx06dOC+++7jgQceOOXn3W43zZo1489//jOjR48+5f3FxcU0adKEQ4cO0bhx4zNufyRYlXftNluFKefBOjRLYuuBY/7k2+3xmgJt+VmwZWlQFXMb/k3JOg8285o2fawRbxGfWOwHoiGavwev10u3Kf/F7fGybPIw2jRJDH9jVgcoLYb7VkKLrv7LM3MLWb5pv/+B5BdbD5L3bcWAfEPCbdhtXrMv94P7Qoumfftv2LEKbn7NFEbS2m45C8Vif1jbsSGc5Pdg9RlNOvoLMLptcSwrT+USxzd81+xi/rG3E3jd/gJpdptZq23FbcFLCv8+dmDINrJuj5flm/ZzUUpzf9FdS05eUSDWE5EaV5P9YVS3DCsrK2PFihVMnhzYE9VutzN8+HAKCgqq9B0lJSW4XC6aN28e9v3S0lJKSwNrAYuLi8+s0TVgQvCUcQhZ421NOQf8HTcEqqDPzC1kQrwjMI3881fh4JbAl1uJeHBBNe1BKyJRZrPZSI53cPh4uX/9Y1jOJJN0nzC93GEPPKS0plqe6D7HfJNwA3jKWTpnEumdmwWW4zQ51yTdxdsDibb26haJqtqIDaGK8aFvqzB//RzMOIaDci5xfMMWT0s6HvgUt6cjT7lH+T8WPKJ9YqJtjXADp0yoVZ1cpP6I6vTyvXv34na7ad26dcj11q1bs3NnmCk8Yfz2t7+lXbt2DB8+POz7WVlZNGnSxP+nQ4cOZ9zumjIhIxWPb+KBtcb7xOJqX20/FLLtmMNu8+9HC4Qm3JamncyrCqqJSJTNDFp/aFUwt6aX5+QV+R8++lWybZg1rXLp+n0kOSv+U3afYz73O+dRSjwAL5X/gPQtzwUC6PypcGSXufnEvbrVT4pETW3EhlDF+NAqonZgs/+Sh0AV8a3eVsxwjfLvu53etUXItHCrj7IS7eCp4OOHddcItshZJOprus/EY489xuuvv85bb71FYmL4qYmTJ0/m0KFD/j9bt24Ne1+sGNC5RUjRtBv6h/4jUHy8nA7NkkKLqpVfb960pkZaCbjl4GZNmxSRmGBVG8/JKyLZV8G8pMztHwVyBG2LA4RuG3aC8cO6k9alOcdcoYXYrIT7Sde1JFAGwKzyURR0uidQhXjoFNhmiqxxaLv26hapJ6oSG0IV48Mhk8xDuoObOeZoBIDDN3tmibsXlzi+AUz/0jgxjr+PHcjrP0+rUOxMibaIRHV6ecuWLXE4HOzatSvk+q5du2jTps1JPzt9+nQee+wxPvzwQ3r37l3pfQkJCSQkJESkvbVhQkYqM3MLGdgldBp58Brv4HXd1pog/2j3kEkwt2IhD1IGBQoIaeqkiESJNV0yO7eQcxqZvvm1T7fw1ufb/YWCQljbhrmO+y/N9CXn44d1p1urhhRs2B/ykXi7lxmuUbzpHsyvnG/htsVx1/C+PLmhI1sbHaXDut2kdWkB5/SEPWvgqzcBb2ihNfWTIlFRG7EhVDE+zM8y88lTBpO0aVGFt5e6e/pHuYuPl/tHtKs6fVxEzh5RHemOj4+nX79+5OXl+a95PB7y8vJIS0ur9HPTpk3jkUce4f3336d///610dRaNeGEhNpKwIMt27AvkHDjG+22gsVNH1f80s6DAyM5mjopIlFkTbPcc9isp6w04YawI93Bo+WL1+2t8JEZrut5yn0d59gOmvsbtQabjWUb9jNpzw95yjOKpRsPmIQbCNmrW/1k9eRnVV71XbtmyGmIqdjQ7oBNH7Nt30H/pTJvnH+U24uNWeWjOLdZUoXtuzSqLSLBoj69PDMzk+eff56XX36ZNWvW8Itf/IKjR48yZswYAEaPHh1STOPxxx/n97//PXPmzCElJYWdO3eyc+dOjhw5Eq2/Qo1we7who9knru0Ou4VY8PTIE7cPy58aeA8UCIlIVI0f1h2bbya5NWodVpg13cF7c2/ca5Jxq8jkr+PmMTHxbQBa2swWYkUlyWTnFnKfYz4zzvkPS9fv47NOY83DSIu7DF4eqSnm1WWteT0x8dbDCzkDMRMbetzQtBPnHv4SMPvCxNtMEbXNnnO4xPEN9znms81X9Fbbd4lIZaKedN90001Mnz6dBx98kD59+rBq1Sref/99fwGNLVu2sGPHDv/9zz77LGVlZYwaNYq2bdv6/0yfPj1af4UaETzabRVVa980dG3SPz/bGjLaXbButwqqiUidkJNXhLVhpdvj9Y8OVeD09XvlFffpDmY9iGzfrCHj+AcTE9/mHF/SvaW0oX+d96b9x82oetxbphpxQ6tYk82cdx6shLsq8rMCS5lSBpl/Vz58CA7vDDy8sKrE6yGvVFPMxIZ2h6mL4xO8yW4n+x6WuHvRLMnEU9Yabo1ui0g4UV3TbRk3bhzjxo0L+96CBQtCzjdt2lTzDYoRbo83pKjasg372H4wsK7xxC3EMjPuJo23ThjR9hUNwqaCaiISE6yiaee1acS3Ow8zJLWlP2CtMOLtn14emnS7PV7uHtyF5xZtMLc5zLD5b/ZcAefAuMOvsMR+PgCtOMD9znnMcI3CefkDJuHOn8rWxv3o0L49rHkH8ILNt/2iNWqrdd2V8027ZdPHgRkDi7PNH4vNFvrvkUg1xGJsaLdBuddOnG8d9zJPL546crU/Vlu6fq+2+RKRsGIi6ZbwTiyqtnT9Pto1TeS7oMR7y/6SkKnmBet2kxa2oJrv8awKqolIFFkJd2ZGKjsOHePbnYfp36k5/To1D028rf1xw20ZtnAaE+LcPFD8I/8ll9vL0vV7za4Pw35EwUvJXLJ5NgDfd2xihmsUT7mvY9Ow7nwyZzeLXaNIb9aSDmtmB77X6w7sx7vpYyWLJ2M9uM2fan5fcYlQHvi3yf971ENeqcs2LGBLk/4ku/bz/+ydeXgUVdq376ruzkZIQsK+JGFJWBWVNUFFBFzHESHujojouIIsM844m/O98zooyiLoOziO4jLuEddRxxhWScIqIoskBLKxkx2ydXfV98fpql7SCQkkZOHc19VXd1WdqjpV3X3q/M7znOfpXHEAXQerorHROQQFhXGWXSx3TmVsvyjG9ouSruUSiaROWty9XFI/vkHVYqM6eG0v8LF2b4l9SAZUk0gkrRYjXsXsiXEEWkUbVOVw1spha84VPiZS8piB1FztV3pOCe9vESl+RsdGuryBRBTzZalZ3LnvSjRdWL8duspy51QArnhuNbdnTsB29e9FBHNPht3qLbilWKyf8U+6ByY8BTdIwS1pH/S7iujSrXSuEB41isvSPc6yh0TLbjY6h5HYP0q6lkskkjMiLd1tAM+gamnZhVwWHcH2vBJzu6e1e/bEOO+AajkbROfHwDNHrewMSSSS84xnpzQ4QIjuyhrhqunllulpSQWRMswQ3DEPc+e+K7l8QGe+33+S3p2CvVKRgcjVrbry6VoVjVmWVSx3TiW/uJI+nYJNF/O06IdIdGyGwz/A7o+b89LbJ+Of9JjGJJG0bwxLtyfSyi2RSBqCtHS3AXyt3QFW76/NsHbPnhjHstQs74BqB9dDaFfvA0bEeKTGkQFuJBJJyxBsc4luu9N/gfFPQt/x4vPmV0yR/KJ9CvMmxxMTJeZ79/LI7tArIog/hn7OfFsyp3QRhO1tx0Tm25KZZVkFiHgYH2/NZZE9SUQxHzlT7KxrInXYhD+K6TeSM+M1jckHf1HNJZK2xIG1lAT29LspV+vC1QF7pZVbIpE0CCm62wie1m7DhdITTdfNuZJbYh8SK9c8I9zJTx13F1RUEVDNiC4rXcwlEkkLEWQTj6CqukQ3QNxk8e4SxFtjHjTbwEMlYp53r4hgs/17odu3POh4n/Q+D9JBEXnAN/b+NYvsSabw7tMpmPknbhBB1SbGQf4m9/mcNeJdxrs4M3VNYwLoKoLYeXlaSSRtDdVCRPVh0pxD0BHu5TW6hTTnUGLUE1Q4dPp0CpZWbolEckak6G4j+Fq7e/ukD8s4UOQ/fdj0L7xzduuasHQb8+1AWrslEkmLYFi66xXdB12iTlHBWcNs6ydmju6dBSIl2JacYhanZPJB/BoSlN0w4Y8kTH0cBR2HEsA3OQ66hgWS5hyMRdHMzA+zJ8YJS+0Pb7vPMf73bgut9AaqG2MakycT/gidXda+47vFoG/OBmntlrRdohMpDexBomUPimtVgOJ0zeceQpBNZVr521hUpd7DSCQSiRTdbQhPa3dBSVWt7b1dLpa1Aqr55uwuyXWneJHWbolE0kIEncm9fN1CyPqv+Nx/ohB1a55htvUT5k6Ko+i0sEp/vL2AeZPjGdO/q9vyWnoIgAJnJxZ2+YZfVb5DujaUpY4kVEXEx0hf+Tt3edUmBiUvSjLPI9tH/yxJyWRT9nHyw0bwc5frxMrQ7jD+SXYEXApAWUB30h0Dpau+pG0z4SlKg3rXuXmEtotenUKlpVsikZwRKbrbEL7W7lGxncxtqiLmdntau9Nef9IdUC3mcveBFEVYur3yeUtrjkQiOb+4A6n5EWWGJXXIFLHsqHJHy17zDA8p7qBnNosirNYe29n0CgCdgi3cVv62mTIMQNMhsX8UhwrLWWRPIj3mYdDs4mCF2e46GCkWJV4k5v+T77OL+V3Hv/Pm4V5iZUAH0lf+jtJ8EW1+dWU/9+CvapHPGEnbZN1Coku3kKd1NldpusJG5xDGWfaw0TkEHZ25VhmEUSKR1I8U3W0Mz3Q7Nov76zMGWcf2iwSEMLeguaOUqx5fte6RsxukNUcikbQIQWbKMK32Rs0p2q+LbxPLRp5ul7DOyHLHqrA7RUwLz+3s/QyA8OrDpMc8bApugB7hQaRlF/KbkzeK1GEznoMug8TG9+9yD0je92XTXnA7YElKJppiYb4tmRE5r3JZpJg3n1WmkJC7gvGWnwAYGFzmnU1DPmMkbRHNyYcdf0W+7g5Iqyo64yx72KpehILObeVvy9+3RCI5I1J0tzHmugT3stQs0rIL6dox0Gu7qiimtXtTzEMsqZkiOj0H10OYj4uUokhrt0QiaTEMS3eVP0v3hKeEgLa64lc4qs1Nyxy3cF/OJAD6d+lgzvH2Et6KeLxpqNy570rG9otkREwEAEdKvafnLEvNYnPAGLGgO0UEc2nh9otFVbhz35V81PFe5tuSiS9JA+BEtc2rXE+lyDt9pbyfkrbIhKfo3SmEcZY95GpdvDZV250kWvaSFz5STqGQSCRnRIruNogRpXfe5HgGdA312paWXUhi/yhAWLvHFrzm7vRE9fM+0MH1cm63RCJpMc44pxvA5koH5hCWbqP9u35YdwC6dgxi9sQ4b+G9bqGYnw2oaLw3cD2J/TuzLbfEPKxFVZg3OZ607JMsTskkqjLHtUUREcxl8C+/GPf6tyeu470O9zDccgCARMteFtmT+Kf9BkB4GEjBLWnzrFtIYt4rbHQOIUY94bXJEOLRpVtl/0kikZwRKbrbIJ4B1dKyCxnQxVt45xVVmKI8ITbCJ2d3d++DFedKa7dEImkRGpQyzLB024V12mj/Lo2OAKBrmPD2McTgyNxXRZsWFC72u/RXJOSuYLb1EzPYpHGcj7bmk3GgiPcGrqd/0ToAjlm68WHHX8kc0/Vg3OunCm9A00XUZruustw5lSXOJHdB6TEgaetoTtKiHyLY6r+7HKOekJZuiUTSIKToboP4BlSL7ODt1lfgkQ5nmZZEWvZJt7DuEu99MBnJXCKRtBDBjbR0L0nJxKKKoGnHy4S7uTHFZllqFlN+fIjEvFdE2q/qcrHf1X8yg6stPPUHr0PnF1fyYdD/kpC7ghX2XwDQ2XGMP56YzEcd7xVt4hu/aMIrbl/MsqxCVUSMEJuiMcuyitnB/3UXcNaIgJ4SSVtlwlMoisJl+i4AjmthgDs0DkB06VbSDha3RO0kEkkbQoruNoqntXtzTu3GXtN10w3TDKgGwtod0tm7sLR2SySSFsCc091AS7dFVUwX8uPlhugOMts6xUiVW1Uq3MttIRDajfQDhQD0iQzhiYlxXod3OEXv+TRBVOiBWBSdX0bXkFdU0XQX2s5YlpqFffWzzLclU6QJT6sPHOOZb0vmEf0DqhQxEPKmY7IYBJEeA5K2jObkX9Y7ydM601UtA0RIHKfLyyNP64yiKLLvJJFI6kWK7jaKp7V7bL9IeoQHeW3POFDE4pRMEvtHkdbn12KlIay7DvY+mLR2SySSFsCwdNudOg6nnwjm4GXpnn31AHPu9vY8Mdj4Q16x6fXTZ+5q0cZt+ofYJ7IfrH+ehNwVpMc8TJ+5q7Goitfh77L/mUX2JObbkjmti3Z03OGVzLclywjmddB9x4vMtyWz2JFEtRIAgB2rub1KF+sOdrvWncJNCm9JG2VL7EOUVtqJVk96rbcoupjTrZ4kIXeF7DtJJJJ6kaK7DWNYu1VF4UhpFcGu+ZFGlzIsyEpadqHoZBrpdwByNkBwpPfBDGt33yvl3CSJRHJeMAKpQR1pw8Bt6dY1cNrN+cQFxSKw2le7jpppFAExhzjuGvH5+B5zsDFhxnOmRfyBK/p6nWK5cyqL7El0UUsBmGrdKAOA1cGy1CwOF5/mw46/YpljKiGIufZdwkJYZE9ikT2JKl0I8L9O7uVO4SafK5I2ilPT6RRsYaNziPd6XTGDq+WHjxArpbVbIpHUgRTdbZi5HsHUencKptIuOq06QniXVTnMSOZLHNPEToawrizyPlhJLkTECPdzOVorkUjOA4EewYkq/aUNA7foBjOC+SNX9TdX2SyKW3AbGN48umYG8/LM+hAW5B0HA4Twduqu+iiqFNx14NR01Al/IGvQowAEI9z8r33oWZY7p7LcOZV9eh9RuEoMYgjh/VRLVFciOWcsqkJxpbNW2jCL4p7YraNIT0GJRFIvUnS3cQxr920j+3it14E+nYLRdF3M6/a0dsde4f9gJblyXrdEIjlvKIpiupjXOa/bGojhv/OvNXsA+H9f7DY32506d72awZKUTPc+2WtcJ7CY6b8842As9izrYpZlFRbFZW3XNekOXQdzXV4FUy/rjRUHAYr43l5JP2aWKdNDxIeqkhaooUTStDg1ndjIIDNt2FEtwmu7mTZMegpKJJJ6kKK7jTPX063Sh/ziSjIOFJkdzVrWbn/kbBDb89Kk8JZIJM3CEiOfNrXThi1LzfIW0IpiWrvfWP8zd72awb8z8gAYNyBKxK3ILmRLjst7Z91COLpTfL5pqTmneG7Ap0Btwd27UzCzLKuYb0vmY8flAJzUwmDNM6Sv/J13XS5wPL+3k6eqCXFZuQFeWFtAaKBwK4+I7ApAxp4D57+SEkkTM3dyPD06dWCcZQ8bnUPorpZ4bY9RT1AS2FN4Csq+k0QiqQMputsBhttkH48ctJ5kHChsuLX74HohyKWbuUQiaSY8o5B7pg0zMy74BDvDJkR3Qp8Q0rILzdzcNQ6NtOxCU3inr/ydGDTs2EPs16GLe07xmmcYmfsqY/tFmq/E/lHcUvYO823JpDmHstx5i9hNrWaRPYmE3BVM2/Wo7ES78PzehOgW87ntugU7Vrq5vpfIKOGCu+dAninSJZK2zJHi0yyyJ7FdGeZ3e0T1Ydl3kkgk9SJFdzvAqekk9o8iv7iS3j7Cu0+nYNKyCxtn7T64XrqZSySSZsMIhrY4JdPM0f3vjFxzznUt7x2raNcu6RFEYv8oM0f3lpxi5k2O590Hx4o2zhhUVF1zto30iC7hndi3E+//OsF8jYqN5PL+ncgLH0WiZTdT1I3oKARTzbvOiewKGE506RbZiXbh+b19sv0QIYr4HioJZN7keEbGiACdJS738rE9rTg1vc7jSSRthQ9D7yHQpjJL/ZBF9iRKdT9GDtl3kkgk9SBFdzvAoiqmsI6ODPHall9caQZT87J2GyOy/oS3YQWXbuYSiaSZMARccYUdgA+3FvgX3GBauu++rCvvPjjWvdojiNrsiXEkzHxBCOwKV2qfDp3dx/ATzGvu5HjG3P8C0XO/4+3gu5ljW8UpV9qwN2O/ZVjNjzKKuQ/G97Y+66QZRE0NDGX2xDhuKn6TWZZVFDmFIBnSSTcDfrJuoXyWSNosFlXB4XCwXL8NgHCl0tymG+NKETHiXfadJBKJH6Tobgd4BggyIpl7kldUYVqQANIOFrtHZP25mSuK2xIuXaUkEkkzMXtinJni0Kr6iUJuYHXn6l74zc/martTr+2+XHMa7BXic4cuNJTSUXNZZE+io6szPezoJ1Jw18HsiXGoCuac7tCOYQAEBdiYb0umV/EWUdAIpLZuoYzsLGnTjIqN5HXrHdQ4NObbkr3ShymKCF5LSa7sO0kkkjqRorsdMNcjIq8/a3eBr7UbzcMFyo+buee8bukqJZGcN15++WViY2MJCgpizJgxbN68uc6yu3fvZtq0acTGxqIoCkuXLj1/FW0ilqVmYRiJHJofAW3gsnR/se0A/7c2G4DOoQGmq/Oy1CzRRq1bCKdF3lysQRDQQXxugJX1p0NlrrRhYhhAQ6YNq4tlqVloOnRQxJzug2Xiu8sZ9jiL7ElcVu6KHl9V6p5nLwcwJG0Yi6pQVuXAomhsdA5hnGUPeZrbk8aMQmGkXpWRzCUSiQ9SdLcTGmPt3hTzEGnZJ71HZP0Jb09hLl2lJJJm5YMPPmDevHk8/fTTbN++neHDh3Pttddy/Phxv+UrKiro168fzz77LN27dz/PtT13jKBpA7oIYXz1oK5uAe1DfrmQ5v/dkcNNF4sgab07hTB7YhyJ/aNYnJJJek6JaKu+Xyp26tBFmKAaYGVdlprFf3cfdaUNE+dS0YRglHhhfG9dQgNN9/IT1VYWp2Ty/f4TLHdO5avA6wHQj+0iIXcF6TEPS8EtadM4NZ3enYJx6qoZxTxaFdNYdM+wBSW57n5V7saWqaxEImmVSNHdTjgra7enNdufm7mRPswoJ4W3RNJsLF68mAcffJAZM2YwZMgQVqxYQUhICK+//rrf8qNGjeL555/njjvuIDAw8DzX9twwhNu8yfFc3DsCgLH9Ir0t12Bar50WYeke1jXALP+A9hGbXv+NGb08o/dM0ZZtWyn2DYlyC+56rKxGXdZ0foH5tmT+o48D4FRAFyEYV/5Ozkd24fm9KR7u5d2iRAC1T384DMBb+o2AsP45FRsJM55rkfpKJE2FRVUoKK70snQbLuaKT7IFDq7H3CDbDYlE4kKK7nZEY63d6Y6BDXczl3OUJJJmo6amhm3btjFp0iRznaqqTJo0ifT09CY7T3V1NWVlZV6vlsBoq2ZPjCM4QLQpp6udZpAuM+K1aoE1zxBrERalghNF/Oenw8yyrOIXhSv5PtsdvXzu5HghrAcKwceRHxvk1rxx/0me7/INfU9tB+C4U1jeQ6nio46/IiF3hZyP7ML43h6fMIDC0zUEu6KXx3TvwrzJ8VzaJwKAq05/A4h5rhbdLgYtJJI2jGHpXupIYos+iEX2JDK0IXXvIPtMEonEBym62xGNtXZviX1IbPC0Zhsi3EDO75ZImp2TJ0/idDrp1q2b1/pu3bpx9OjRJjvPggULCA8PN199+vRpsmM3hrkeUcpDAtx5ukEE6TIjXhs5tk9mAnBtfDhXHF7JfFsyi+xJ2K7+fe3ga9FGdHMdLAFndGseN6Azh4pPkR7zMC9xGzOs36KjQE05hUXFolDsFdI9Gvf3VlJpx6npZp5uAjowe2Icb84czSzLKh62fQm45rle+aR4xkjhLWnDGJZugH8H3QXAfFuy17xuL+S8bolE4oMU3e2MWtbuiCCv7b6RzNP3H69bcBvI+d0SSbvgqaeeorS01Hzl5+e3dJUIDrACUFHj8F9g/JPQYzgAV+QsNwX3P/Rp/qOdZ/5XvCsqOGvOKPZmT4xDnfAH7tx3JSstt7HInoTiCu/2sO1L0fbd9+XZXVx7ZM0CtLXCXTzKJtK9YRMDvCX/uI75tmQW26e5y4/+tbiHUnhL2jBOTWdsv0j6dArm5Kka083cmNftFzmvWyKReCBFdzujlrU7qoPXdl9r93It6cxu5gZyfrdE0ix07twZi8XCsWPHvNYfO3asSYOkBQYGEhYW5vVqaQxLd0VNPRahPmPEu+6kWrey3DnVf7TzdQsh93vxedycBos9w639V9XvAqC5IpijWNwWbjmvmyWugHWdt7zALMsqOgW4BkoCQvho0SyiS7eSrg1lmXMa1aqY3vTG2l1ujwVp9ZO0UeZOjqeguJL84krCgqymm3mJHnLmnSUSiQQputslvtbuPnXM7U7sH0VadqF/N3Nf4e27TQpviaTJCAgIYMSIEaSmpprrNE0jNTWVhISEFqxZ82O6l9cnuo/sBMCpqwQqDmZZVnH/uFjvoGtG0LTuF4nloDC32Gug8NZQmW9LRnVFMEd3iv1knmlAuNjeue9KvoicwXxbMpfpewDYvXUdt5a/xUcd7+Wpjs8AoLjStb2/8WfxHY1/EiY81WJ1l0jOFSNOTlmVGGxy6ioRSkVLVkkikbQhrC1dAUnTM3dyvFeUWRBWbYOC4kr6dAomLbvQy808wVdUX/UHWPt394H9BVbzF/VcIpE0mnnz5jF9+nRGjhzJ6NGjWbp0KadPn2bGjBkA3HvvvfTq1YsFC8RAV01NDXv27DE/Hzp0iB07dhAaGsqAAQNa7DoaS4jpXl6H6F63EPIzAPipx1RS88VcyqrgAURMTjLbttmqUwjsIz/C0Z8g0GXFNyzVZ7CyLkvN8k79A8Jteo0QkTLPNKY7/6wUyLSUM59kAIbW7OSjjvdy6/zl/PvljVBYgcPagQBOMnNUZwo03xsrkbR9EtTdZy5Ul+egRCK54JCiu53iae1enJJJQr9I0g8Umdvziyu9ts+b/BAJquhAnXF+t7/AatKCIZGcE7fffjsnTpzgL3/5C0ePHuWSSy7hm2++MYOr5eXloapu56TDhw9z6aWXmssvvPACL7zwAuPHj2ft2rXnu/pnjdu93M+cbpeFOTd8NDGlmxkYZWVKzi9RFJj3/bPMnmCBybeIaOcTXW3QG78Q70Hh7uOcQSwvS83CvvpZc754eJDKA84PwS6tWL7MnhjHhqwTLM+Zylzrx6iKjqZYuHX+cgDCg20AVKvBhAC3XtwJBsS3YI0lkuZhsz4Y3akwzrKn7kI5G8SAn+wjSSQXPFJ0t1P8Wbs9RTdAxoFCL2v3Esc05kbjtl57upR74htYre+VUnhLJE3A448/zuOPP+53m6+Qjo2NRa9lmm17BNc3p1sT1uuYwI7wzWbs1UIE/zvwDuZdORA0Z+1gatWuNGiBDZuvbrSTi7oEcSx+PpZNB7HrFnQUFHScWNgU/QCJmsvV/ELuQK9ZAKqFrh0nMcuyynTDV3UnvHkTRCcSHnwdAFWuOd1Un2qp2kokzcpSRxJzrMn01k4Qo56oXSAixt1/kn0kieSCR87pbsf4Wrt953Z7Cu7FKZlYVMX9UKhvfreBZxkZoVMikZwFIbZ65nRPeEpYqa2BADiqRMqeiBBb3XOEq1yiO6hhotup6ST2j2L+iRt403YbTl3lEe0DM4K5BSeKopg5wy/oed2uezB9/yzm25Kx6+JeHO54kRnnI8Jl6a7C9bypOd1StZVImh2nrvoX3AAluW7hrVpkMEaJ5AJHiu52jGck88T+UeQXV9K1Y6BXmY+25ntZw5ekZApLju/c7YgY74P7WsEVRT5MJBJJoznjnG4AqxBwzhph6e4UElB32UZauudOjufdB8cyb3I8/7c2G6tF8dpeaQ0nIXeFaPM8p9RcYCxJyWSZ4xbywkcyWt/FPmcvbIr4znqW/8SugOFwcD3XFr4FwGlc6SprpKVb0j5I7F87J/cZ53WX5Hp7BkoDhURywSJFdzvHsOIYVu0BXUO9tuf7pBDbklPEEsc0iE70Ft4luRDW2/vghuCW0cwlEslZEhJYz5xuhNj76ucSAHS7sHR3ChHW1GWpWWKg0JPqcvEe2LFR9Zg9MY73Bq7nCfUjNjqHmOuDHaXuQjkbRMf5AmzrLKqCtubvFBSd5oDWnYGWQ+a2RfYk/ns6jvzwEQS7HAFO6VJ0S9oXadn15OQGltinofmuNAb/jICMhuegtHpLJBccUnS3c+ZOjmdUbKRXCrEe4UFeZXxTiJlu5p7Ce8IfYcT02icwXKek8JZIJGeBmTLM7t/SbVEVkneKzq7uqAKEpduYi21RPSzT9ipw1ojPDXQvN1iSkomqO1nsSOJu+5/Y6BxqbtNQyQsf6d3WXWBu5rMnxtGzUwcSLXvprLgHIjQdEgd0Zr4tmXRtCNlDZwFQprm8qqpP+R8ckUjaGGP6RtWapmewyJ6EhlK7U11dVjsDgpGCUPaXJJILCim6LwDmekUpjycmKsRru2cKscT+USISMLiFt2/QNE9Kcv3n737jF/JhIpFIzkiITbiX2506NY5adiJmT4zjF5f1A6C6QswPPnjytNmezZ4YJ9qadQvdruUoEOCydDfQomRRFW7PnMAyx1QAMrTB5jYVjejSrbUzN1xg7dxt81/i804zCFMqzXWqAgm5K0iPeZgnT1zP9/vFAEmpU0wB2HHgUO3BEYmkDWJRFfJd/SWDzfpgFtmTAJHK0Ogjafj83m0hoOtuwR0RXfdcb2kFl0jaJVJ0XyB4BlXL8IliDm4387TsQuFiblgl/AVW88WY8+0pvHM2SPEtkUjqZElKJstSs8zo5eAOpuZrGZ06WuQdN9zLt+YWuwU3uIOcbVgklgM7gqq6O7iNtErPsqxivi3Zy80cqJ25wWjn2nkbZ3xXAKFB/pOeJPSLYt7keD7/8TAAxQ5h6c7KO+L9XUkkbRRjup5nfJylDrfgNrxhFtmT+Ljjr7x3tlfA2r+LdiNmHJTkifXGlJUf3xXtlW+btW6h7EdJJO0EKbovEHyt3f5cpAxLt+libuAZWA38RzMvyRV5cX3neV8gnVKJRNI4LKrC4pRMVqzLxupqbyrsDv9u4zYxJSZIqTH39RJx458UYnjTCrEcGObuvBounfXgmV7x3fh1Zr7uDG1I7cJGJxkumGk1xneVvvJ3XH3kVYo0d2yQGt1KeszDsOYZZls/4fWY75hlWUX+adG9uKS7zf1dSQuepA1jURUzPs49Y93BZS2KxkbnEKJLt7LInkR0ZAi3lr/l2urHwyN3I/QeDV2Huo0WJXmiXfFss4w2TPajJJJ2gRTdFxCe1u784koCfKL0BlpV77zdntZuIx9wfWnEqlzz/DxzU0qXc4lE4ofZE+OYNzmexSmZqC6B/cq6A95u4wau6OVBCNHt1HTT8moy/kkYfqf4XHaowYLbON68yfE4NR0LGou9rFejvAv7tm0XgPA2vqtN2cdZZE+igyLm1tfoFgIUVwC8CX8EzcnIfmJ+d6IiojrHhbsOcpZeBxJJa8E3DavBUkcSW/RBtQR3eszDLBm3uXb2F4CCzXDcFfm8JNd72/5U9/8FvNOOGVNpQLqlSyRtDCm6LyB8U4jVOHWv7dUOzbSAm5HMjQdLzLjancy68ncbDxDD8u1r9V56May8oVmuUSKRtB0MMWfM5X4jLcevK/LKzUcBCMIOwF1jolns4fJsMvB61wcdLAENEtwg2sbZE+PMed26juleHl26hW297jbHHU1828ILILjaUkcSVpwEuoT2yoQU0mMeFnO6DxTChKd4VUlikT2J661bADh84mSjvA4kktbKXB/BPW9yPL+4qAcg/hvLnVPpVSJ+9+kxD3PnvivpvXO5O193LRRQ/HTD8zO8BbcRO2f8k+6pNG/eVNsN3dNN3Zc3fiH6Xv5EuRTrEsl5QYruCwzPFGJGqjBP8osrvSKZm8LbN5r5mYQ3CMu3YqltGSrJhdIC8RCQ1m+J5ILGU2Bbfd3GEa7fL20oACBQsaOgMftqt5XcS3j/+IF4VxQRxdxf57MBGO6i4yx7WGRPYm1ONYq/OGCebWE7z+E9KucV/hO+kCdsnwDCyv3QtZeRMOM58sJHCeG98ncsX72fl7Wp7NGiAehe+mNtwS07+ZI2ipE2zBgcjO/unZpwsz7YFNzPd/mGW8vfYlfAJW7hHHuFR2kdohPEx7oG7EpyIaSzaGP+nQRdB0PPy8Ry7JXebuh9r3S7qXu2fesWCqNHSa4wfBisWVBbvBsY/TN/1LdN/rclkjrxHxFF0m6ZOznetF57zuH2pLdHJHNj25KUTOZOfsrdmHp2NqHuIGu6RxogY7slUDT+hkX8yE7I+Ac4qsTcze4X1z5OSR6E94YZX531tUskktaHp2h2uNzGPYW3U9N5YMIQSBfLQYqdzqEBZhkz28K6hbDvP+Lz0GnQZaDbWtQA66rnvO4ax+/ZsuFZMuxiTvd8W7Io5K+d8w2uZnxuZyQM6Ar5O/jR2Y/hlgMUEs5Hq/cz2/oJ0aVbyAsfxabs48ybHM9b6Tlsr4pjiJqHqkC1buUVxy3MBm+rt0TSxhjTN4rE/p2ZPTHObDMS+kWS7gpQu9SRBPsgsX8Uh3JPsSvkEobV7BBxDzQR6Z8JfxQi+OB6Mb+775Uw/QshgP31oypc+cH3p4iXQc56+Ktr/kZ4HxEhvdswOLZL/McKtkKnWNj8iihjtF/rFoo2MS/N3ZfzbCMNkW58bsy21vbfXrNADCj4ewasWyhiFhkBg1uChtQPapdZs0D8dhTFlWXoKe/9Dq4XHqrNdW2+9fZc9r2vreE+txKk6L4AMYKBGKLasBgZFHhEMj+j8AbvjmhQuHtud104q72Xq0u9txkNui/lR2FBtHvZlbOXjt1F+g1PSvLEPPRL7pJ/dImklWJ0WnuEB3GktIpfDu9ptkWGqJ47OR6cDlN09wwBq0X1KmN29mKvEO1HYEePzkDDhLfnvO4Aq8oSRxKPu6KYA+SFjyT64HrxXrq19gHaufv0Msct2O37zPthCe2CffWzYEuGCX/k45opZoC7z3YcoqIy0Nw3UHEwMvdVWNe53d8nSfvGcDE32i6jj3T7qD58sCXfLJeWXUhep19B+duU9x8LuFPrJYx/kvQDhSTgkfmlLsENENlfTJ3J+D/QjbSKCuAx56U0X7w8yfqv+7MlQPSLwnqJ/+DaBeJYYb1dVvRpMORm2L8a9nwCl90r9lnzDNRUwFW/h40vigjsnoOM4G1tb23/bcMdH5pmgKCpRXxD6+dbRrX47yt7xgKozxP1XPGtt7FsDCYZ9a7rPjfXYEh9xzW8M+77smnP2Qik6L4A8XQxN4KC+OIpuOsU3rouRtl8xbcxB6nJK15dW7CDt9Xcl4x/iJcnwRG1RbpBc44MSiQSE0/LcsaBQo6UVjFxcFcGdA01hbdT000hpylWVN1Bjw7u/Z2aLjrBmlM81CtLxEM/KEwUMh68mrN2BXzw7UyDcDNPcw6md2Qo0aVbhMu5Z75ug9bY2WxCjHvSN+oehpXlcK1lK11PZzLfto9F9iRsjluYO9ntnfCA9hF32ry9khLzXoE82vV9klw4NKQfVVBcyVKSSHREMTr3Fej/MBm9Z7L81QxG5x6H/g+TMOM5L8FtDurFXiHamTXPQFE27P1CiGRLgJg6E3u5aOtUG2h2GDoV+k8QRo+qUpE+0RToiH2Kc9zLxrYyMXWH/d+Jl8H2t9yfNy4RLxDn27RCWNWDI10R1/8O6ELQ7/9OBIJTFMw568bcnFrrFPGuqO7P/vapc3td+/t87nmZqGfmN+Lz4R/g0FboPQoqi+G/f2x4/XLTxH3P2SDc+xXE9oPr4cBa6DcBNi7z3n9/qigTN7l2/Q5th6gBon6Hd4jBlcxv4OcvYdBNwoNBUWDwL0WZY7th8E3i3eDgevhohjje7o/FumFJ0G0o7DUEpmuAxis4iU+gEn/bzHU+y5H9YMgUUaeju0SdOg8Sdek8CMY+Uv9ATHMMhhiWf+PZrDnd0yZ+eNudps+YemH0CwyPj/PgoaHoeq3wMO2asrIywsPDKS0tJSwsrKWr02Is8UjJ4zla64uv8E7sH4Wm64zpGyU6qb4/dM/OaHOJ7+YkIsZbkEsR3i6R7YCgJe+D0QbNnhjHzDe2kPrzcZ6bdhG3j4o2BbWRqmre5HgeSR+PzXGa3/R4g+gBw/xHOf/sMfjh33D1n+HK35xVvTxFN0CP8CBuP/1vRik/M86yx93GDblFWIQMDBfRdojxXaX+fJwxh9/mD7b3xAZLAMsS09yDH2B2mhbZk5gT8BkW3e59MM90SNLlsFUg20NBY+9DQ/tRAKP7duLDhxK569UMsy/17oPCAp7+2m8IO7aJkkoH4yx7SIt+iK0xDzJ7YhzpK3/HJQXvEOwsh75Xsqz3YqbsfFgIc6PN8RU3ntZOgzEPw9BbYPOrsCtZxNvRndBnDHQZJESJrgEKdOgihLxqg5pTIse4RHKBUFatE/5sebO0h1J0X8D4ukfV9cDo0ymYfA+Xc8C/+DZGi8BbfFsDweHHQt0W6HulGNmT4rtdIdsBQWu5D4+9u53/7DzCX28awn3j+nptM9qpH0MeJVwr4dGwl/jqeKTfKOd88CvY+znc8AKMfrDR9fC0vpdU1PD6xhxz2xxrMlOj8oku3SLaha5DYZOPF03fK2vPr2tHXLlwDc+X/44xln3CcqNrta0Yaxbw1e7jPFowiZ9DHybIUeZ9EE8LnrR6twpaSzvQ0pj34fcdCQv0FzlRIpG0d5pTdEv38gsY30jmdQlvI6e3p+A2PquKwh3/TGdM32nMjaa2y3lbtHYbeA4cKIqYDyLFt0TS5ATbhAtYpV2rtc0Q1uXrrYQrcOhEEfMmj60tuAGqXQIv8OwelMa87tkT49B13RTdVlVBnfAHDuW8QnRksGgXDq53u3qOehC2vOqKKHxF/Sdpw9x2+l0huAGu/C2o1toughOeYnP5bijIoUYNJggP0X3JXbDjXeGaKQW3RCKRSC4gpOi+gKkrkrk/4W3k9K5LfBcUV7Kp01VCfFs/hqIcIVQ9BXddEc5bI0aOcagtvtcskMJbImlCgmwiMFqV3f/c69kT49i/LgAUCFHt/gU3QJVL4AWdneie6zE3c/nq/eZnhytCesLMF9yRYQFCu4ngRaeOndX52gKGC+2j6ioeVz7kZ60Pg9R8CApnWcU1jIw+SaKP8A4LtjHLsoqwGp/7YqR0k0gkEonkAkOK7gucxghv8C++QYjuguJKYfnWr4IOV5FU9jaDA8IJC7LRJ6pD2xHc4I7AXldaNCm8JZImw7B01yW6l6VmMREbAAF6Ta20YibnaOn2PN/ilEwGdu/IvqPlXBnX2R1VXXXWjii793P3ugYEbWtLGPPqL+13jM32JEZashhEPikHq1m8M5N5kx8ksX9n0JymQL/q8L+oUneTGxhPTLV7fjy6U8wljUlsd/dJ0o54qgAa6VbqO7/7g/g1jOnflWWOW1ickknvTsEUFFeaubt3B1zMjWW/x6oqODSdhV2+5rbyt1lsT2KZcyoAs1zZExbZk1junMoTlmTm2lbxmuM6gqjhbutq9na6mveO9+HBqJ/oU7adCmsEIY4SdESMr7aMDhwKvwwnVjTVRt+uEWj7vkJFR0Mhs/NkFEVB12FQ9478fOwUuq4zuEcY5tUf3yNSqHUbJl4Gx3fD0Z+g+0XQ7SKxTvG8Y4rfj6DA0Z1w5EfocQn0uJhj+zbT7fTPHAsdTLeBY7zK/nSolKNl1XQNC2K4ehAOb2/COyRpEKHd4dRR95QoENH5L7kHdvxbBA3scQkc2SHiGFDTbFWRolvSaOENbvHtia8Qz+BG4EbCaqw8XPYhIxE5bzXXb14Vxi16c5Jw5TQ2vQYdCMQn8E5L4iu4pfCWSJoct3t5bSFmCOArAkUKqmviw/ijT1oxk+py8X6Wlm7P882bHE+V3cm+o+XERHVgXmykEN6Tk5hNsoiKqlpBcwCK21V63cJ21TYY9/hXrvTAX9ieBuCjXWUe8+rFtVtc9y62Rw2/tOxlvz7Q61g6oOhO0bltJ/dHIgGEh59qYUnNFOZNjmeMdTeseQa7fR/vDexMQmwEy7QkeuWug3IYWrOT1yLfZuLN97H/2xUMKFzDroDhhDtOszhgBR3103QPrOZETRjzbcnMsyabmnCm9RvzvIOLV/M/NjBmcYQ4SgC3TjTEt67DAb0HNVgJDAyiuBq6depI76hwMU3GYhPv1kCw2Nh5pBJ7wQ5GWLLMoGvpzsEofa9kbP8u4j+sWlyRvlVRxvisqnWsNz4rtdfvWgU/feh1TxXgg5P92Bb7IGnZhbwXtp4EdKp1K4GKg5+qu/PbE9cxb3I83wKLt4p2e7Dnc2HNApEKralSU61bKILOeUyP+SA1C/vqZ5l/Kpn0k+NFRHpcz5Ic8ax6r8t6yP24drA7I8bFeczT7RnE1BevrCD1ca55uuuKbH4uqed806XFXiGWTx2tPdU1vA9Ej4HoMeRl7yH6iEdgwq/+B559unHnbiBSdEuAuoU3UK/49sSfEAcoq3KwkKnA1DMeY441mdHKXnPZahGPDk2DXsoJwpXTWFxPHpsuRqNqlABC9dNnPPY54Sm4pfCWSJqUoACX6K7xFt2bXv8N9uxiZk98kor1NrDAzUOjKOwTj331s2zK7cSY+19w72C4lwd2POu6ODWdsf0iAegTGQJAfnEFf5sirCRp2ScZaS0WKbBMdFj7nGv6yVmkO2nlzJ4YR15RBcnbCgjRToEK144YxDSfTpvRiZudAlmWcuaT7LVdAXf7uW6hnNMtadt4Cg1XCqS5E3AJD8gPG8H8smTIBaxXM7viazjyIxV6ACFKDRMrvob3vmaA63DDan5kmPVH9/EdgMs44WmELdeDKaUDZXoHBil5qIqOU1dY7ryFYcpBJll+wK5bsClOFDBF6qeOcSx3ToUa6NoxkJ4BwdgqFGwWFatFJcCiYFVVrBaFG+1vc70li0X2JF7WpvKYKqzu65yXs+D0L0ARMX1U17vi8VlVcC17bvcor3qXH5a1gouy3IL7eOcxdD25CUBY+nPg2vAAEnLf5d8h9/CnohuEF0D5W/QeGMIW4v1ns4D6+2dn0/4Y6Sk99p09MY5l/J5Fq8GSfZwtqVkApnfUewPXk5C7wns/U6w+U3c+7Xrqt8QxDUufJP/C2XELzl5TmDvBv3A2vJfSsk+S2L+zeQzPAeczim/f++qxvKRmihD1fq5jWWoWG/efZJ7tOM7oh9jquMVdzlX3kdEnsWQfJ60m88ziH7j9lXSSTr3LreWuNHeeUf0NSnLd2YmMQJ4uoku3stE5BKtzIGMALp8DSNEtaWZ8hTd4C+6wICtlVY5mrcNSR5L3igYYvQ2hbgh0i6Ka2/ooJ+ignzKXA7CbYt2LhkRYl8JbImkWgqwu93KHdyC1nKIq5tuSKXH0ZRsBAHRQa5ht/QRsyXxQ9CtMZz6nHRyV4vM5uJfPdXU4FqdkMu2y3gDkF7lT5mQcKOKJgZ6uhy6XtbV/F8um63n7ahcmDOxK8rYCwhQxwDlt3FC/5WZPjONQSSXLt0xlqmU9fdXj7o2d+nqnOAIpvCWtjuLTNTgtZ3YxDT2wAVv+RiprnFQlzieoxknwmmdw/PQJ1pN76K3a3IWzV5sfQxRxbNMKjcJ/nGMIDO1EaERnqq1h/PdAFV06dyW68HuSrBuwY8WGgyX2abzonAYI9/Mhtlwcig0rdh6IPkro4R/IvXgODqdO/90vAvCSYwogBCzAcudUjpdXc7zcf59nlmUV13u4tRv7AMw/9Cpbc4rN5XNllmUVd9rcg3OL7EksL5hqutab9a52bSu6wbs+uStI238SizKNl9bs5+U1+02BryDEv4K40dV2J4qiEBxgMbepro0VNaJv2zHIioIYJFCA8ioHKBARYnOtH4sClKz9liqHkyCbhagOASiKQlHQHRSdrgGPlJP9u3TgZFkFn3eawdf5E1He2YaCOLjCJK6LOoJlZwHfHPkBVzVRFIW9R8pQFBjSI9ysi3hX2H2klONlVRwvryFl7zEu7hXOzoISjpdVoyhwtKyaS/tEUFppR1Hgx/wSjpRU0T08iBExnVAUGBnTiYwDRWQcKGJD1gkAtuQUMyq2ExuyTpifa5zez2Tjybf5YBGqAiNjI2t9p5/tOMShkiq+33+CUR7bt+QUsflgMb0igri9ZAK9I4IpyMxk4/6TjIqNZEtOEZsOFtE74joKSioZYy/khf/u8/b698Oh4koOnTrFNtswqnqPY1OPmfDtPiI27afYnkRYsI1rQzI5FHop6T1/DTUKY6JPou4XzyYt+iGWO24hI7OIsf9M5+KugfWf8ByQolvihSG8NV1HVfwHTWttmEK9AQJ9UZevGFS902tdx+AAkfMSRAA1Yz63PyHuT3i342jFEsn5ILgOS/exS59g0epK5m96nt5KLwCUn7+ErG9ZZE/CdukTbmvTyJnuHQ3RfZa5oI2Rf8NSUVBcyYvfZbLkuyy31cL4/+venRJyNoj17czaveqHAkAnDDEA8fq2Eu6/0X/ZWVcP4IMt+XypJfCY8jmq4vKCCusp3g2hLed1S1ohVyxcgxoYcsZysyw9mG+D4I3P8vraPZQTwhyrlaCTewBQNNEpMZK6OHSVufZHydZ7cp26mdm2T00r9D6tN8uLp0Kxx/FPriLJtsEUv4YQ1VzSx3O+9zu2/2Xc4TQ2OoeQsa3A3OZZbpE9yUt414VF0bwEt4GxbFFqZ5k4WyyKRppzMADp2tBaIj9B3U0f5QT5epd66+PUdZyOhmRA1ql21F3/ihr/bVJ5HQanKrtGSUXdnc/sE6eZxXVi4cjRWtu/ZJL4cOiw3/33Himv89gAPxWU8lNBaa31P+SX8EN+ide6I2VVtdaBENt1ffZc9sfmerZvPljM5oO1tx8qqQKgoEQMkm86KMS2QV3r62MpSSx1AFlAlhEE9WbxdgqeOQUcB/Yb28b7HEGcJ+NAEWl7my8vvRTdkloY7hz+xLcnFlXBqbWdNO8BFoX5J24AbvBavyjwK8oDaqh06Iys+kmsNDrU/lKe+Qpv2XGUSM6JugKpebrtGZ1FU3Bf/XshjtcJt04qXQ9nWwewWL3nhp0FsyfG4dR0XkzNotqhseS7LOZNjidB3Qn9fOblAaCIAThDcLcjC+6y1CxS9x4niBoCFdH5XLzhKKeC/Ae0+3hbAQA1uk24vioWLLoTig66C7Wj+yO58JhjTcapq6aQfcz2ea0ydl1lpeN6fm37jymuY5WjxCpHmW37tJaYBreQ9A2i5rnNKOu5bYs+CJwwzrIHBb2WaLYommmgOJNoruVx6EFTWbgbeq4zna+p6yORNCdSdEvqxFN85xVVUFBcaW5rzZbvuvA35zwsyGoK8TnWZGoUB2HBgQw7uJ5dAcMZVvLjmYU3tDtXUonkfBJUTyC12RPjuPvggzjzP8ai6Dh01S24wXtuHIggaucSjMWDuZPjedE1P89qBp6p63+uQ077FNyLUzIZGdOJvNwDYqWi8utJw90R3T2E9x3/TCfjQBFPBn/Go3oyX3e5n3cPdeXtgGeh/DBprz9J4v0L/Z1KImnVGEJ7uXMqTl01RfF7jqu407rWq6xDV7EpGr+2/cevuK5PTC93Tq3X2pyg7vbaD9zidZa2CouieW2r67NEIjm/SNEtOSOG+N50UIjsuizfgVa1Xred1ojnHPWljiQS+0cxOvcVSpUaxtX8yK6ASxhWsoNKS0eCnT5uPtLFXCJpEs6Up3t6zYdYXC7KVkUTc7rxELbjn4TiHNjxDpQfbRLBDUJwGjg03TtVmSHs+14JOd/XdjM/S9f21oZT0/kgfg2lVRrPK65o5EHhzJ4UD4rCyNxXYU0nmPAUy1KzyDhQxCzLKh7VhSDpfOkT3NxjE+yEIi1UBKBb17ldDUycF3yjBXvSTn5rrYWvn7iCjh1rx4UI2/wDEZueZ+blfSkbvZySzX2Zv+l57KE9wR06BntYNKcH307EpucBmHl5X24dPQGYQNWqwwQdSvNYZzCBks19mak7SRpzFXAVAEnAyo0H+TG/hEujOzE9MRa4ijfTcmBjDpdFR6DpOpf0iWDGuL7MeT+cH/JLuX9cLNMTY1m58SCqojA9MZY303LQdJ0Z4/oCeC2/mZbD6xtzuH9cLNvzitmR73ZZvn9cLPcmxPJWuijTPSyQo2XV5npPjDKXRUewPa+EAV1C2X/iFGfCcx626prE7NT0Wt6UbbGf2dLYLAqKTwo0494aae4877NFVbC61iteu3lPrja2ebrkd3BNFVMUhRqH5jUnPMCiEmhVzYnh1Q6NGj/fZaBVlFMU/+dzXYLPNoWySjuOVu59K0W3pEF4RhA03M49qUuItzXSsgtJI4k51mTCAwIYVrODjc4hjGOPCFaie8zdsQZ6z92U1m6J5KyoL2UY6xZyzfHX+N45lMstu9np7MvF/oJwDbxeiG50kfqmCQT34pRMhvQIY8+RMsb1j3Jbdq2fuAW34e1isOaZdjWve+7keFjXFdY8Q6HlKrEyKAJw3Ye8V6C/uE6npot0SbmdWJQtrHT3nTzNYFUEwXPaQuDKJ+SUnLPBFR2bnA0iGJ2B5+CPfAY1CX0iQwgL85nTvWYBhATAhD8SseYZIkIC4Oo58OOr2E55z8e1leURcSzD/P+b5cc/CQ9+DesWEqE5Wbm9wDt10/V/EuXxTt0U2SGQH/JL+SG/lIiQAGZPjOMvNw3l56PlZr/r6kHd+GzHYX7IL/WK4v3XX7pzU//lJu/gh57Lf7lpKBEhASxOyfQSNArw+kYhpAEiOwRwtKyavlEhZB0/xVOrfsKp6Tg0DYem43DqRHUIYHteCUCDBDeIee9Os19Zt3BqC4LbZlH4du54VAXeSstle14xl0RH8OAV/WoFeXNHeheiVnFpUiPi+4q12SxbvR+bRcHu1JkzKY7ZV8ehKLB89X6vqO3GM8uXWVfHeXkjeUYpB2p9dmo6T0yM8zt1yBfjWAEWlRqnxkPj+3vVxbduj189wGvZN0Wx8f7YhAENOr/BXa9mmPu/++DYWssNuQajrmVlZYQvbfCpG4UU3ZJG4y+Ev68Qzy+qQFEUencKpqC4ktJKt1itdnWsA10dbQWaPSp6Y9kc8xAYFm/LHiG8LXu8Czmqhes5tMs0QRLJ+cIIpFblG8TGJSgW2ZMoowOXW3YT1G0Ai46MYL6v8N7xnnhXFHDWnFNKKs8Owei+kew5UkbvTiHMmyyEd68uufSIfojE2M7eotsSCM7q9jeve/yTfLg1jzvL3xbLQeF+Xfjdz4YXePXNLbD3OG+m5zCQo9weCF2CaD/35Hwz/kn3YM6bN3lHgZceV82PMegx4Y/iteYZr7RDgMhkcNVT7sERj/zL6fuPs8Xh8pQZ753XPuNAIaNiI83/j68o8gzsuDglE03TKa92eBk6ln6XiabDkB5hHDhxisff3Y7DqePQdJwegtip6dg1TQhlP8vgLXl95W/RaRF5/WBhBQcLmy/gVENQFdB0GBEdwaXRnQBRX0+bkO66AmPdj64AY5f0CWd47wh+LChhR34pw3uHc1HvcLPcT4dK2VlQap4D4KJeYQztGc6uw6XsOlRG146BfiPA2506X/x4mNkT4/jzTUPO+vqWpWaxbPX+WsJVdZl860yThpgCOrZflPmbAffvyBgcresYadkn/U4d8lc/f8I640AhadmFXsf1/A0b2w2B7bt/oucAdwOEtz+B7Sm873o1o17hbdyPxoj8s0WKbkmT0JBcenWxJCWTTQcLvYS6gSHYDaEeZLOcF4FuWLwXdfmKjSXULbxLcr0Ft7Q0SCSNxgyk5mHFWJKSSfTOXHJc8xqnqULcxkfobAt8kEU5cHn2ccaMR4iPff8RO150G0QNOKeUVE5NNzsEYUEi7U9+cQXPJV1MxoFC5mffwHuR693/fc0J654Vgrud8rrlNkIdP3ODdQsc+RGO7Kh3YOG+xL58t/c4ug6aRVi6z5iWUVI/078Qgvvgevh/ncSUBkNwt6dBntaI5nTn902YVXu7K3VgWvZJlJiHRYaDg+vFdzL+SbY4sszcyO//OgEQgsIQIACaprMoZR8vr8nmnrExjO4bScqeY5RV2ukYZCWhXxTpBwpZ6jHtxayeSxjuOVLGniNlzXYbLKrC/04ZhkVVsFkULKqK1eWObHUtf/HjYZK3FZiC1Xi/e0w0d4+JwaK683WrioJFUVBVYd21qMLCazHyfLvK/nP9AZav3u9VlzmT3MJx/MCuZxRNy1Kz+CG/pJbAMsTexMHdTPH3zqY8L2EKMHlId3M/Q9B54hnrqDGisa66+gpiT+E6tl+k1zZPK3di/yhGxUbWGqwxjuEZr8n3Xsx2WbgNT4uzrV9i/6ha124sb9x/knmT43FqOmP7RdXa31jf0EDNxvPaV1gbwvtMxzkX/dJYpOiWtDiN+cEbAh2oJdINgV6X5fxs5gLNP3EDi7pgCu9crQsx6gnvQoZ1QVq7JZKzwgyk5mHptqgi28DFvcOhoBSCOoIGh48fJ+14IfR/ELVPJGMMa19MIuSmCddn3+BqjRQjvhYnEO3LstQsc2TeK4o5wLrnAB1UK4z/XbtzoS6ttPODHscNbKEhLvz/3eNOj3PKaQUb4Khq/oq2d27+P1g6zB1DQAru84NqccdxSV9ee/tVYrA90eWZw4CHUTUnaSmZXn2cjANF/O7jnYyKjSR5Wz4ZB4roGGQlLbuQfn/4yiz374xc/p2RW+s0vsREhpBbVIFFUXDqOlfEdWZ8fBesqoLFUlsQ+y7bVCF0P/nhEO9vyefuMdH8KiGG9zfn80Zajrh0l2i2KCJjzYny6jrF5LLULJK3Ffh1G35nUx7dwoIaLUSXpWZ5CW7jmIbomzc5vkEity6LpqfY8xWThjAFbyHtO8XSn4v3uQjvhtTVc5sQqpEk9u9cS0SDsF77is/6+t5nqnND6lfXces79tncqw8eSqhz25lcy883UnRL2hQNEeiewtzA35zzsCBrg6zmOUVVTLO5Ld21LN4leU0WuEkiuZBYkpKJRVW4c3Q0IOZ067puBlAZ2y+SjAMiFVhoWCcogbKSYu+H/Rqn+O+VHxGiO1i4GTZFLujZE+Mor7Lz6oaD5BVV+Izsuzxa1iyAvDRMR0zN1aZMeKpdBbgqrbRzjbpVLChqvS78y1KzeDtdCAZFgemXD4QtCE8AI2mx5OxY/b/ey4oqnzvnA9+BPB/SDxSSMOM5AOaveYZF+4WHzjitiOtfXM/eI+XmwP8HW/L5YEu+ua9vDugAq0pYkI2wYKvr3UZYkJXcoopaOZlziypqCT5PK2dDWJaaxftb8r3a1cgOAeZ2TcdLPNclJn3n6Z6r27DnMQEvUWms9xTe52LRNOrja/313cc4x5i+UeY6T6HrKXI9yzeWxgriM5VvatfpcxHsFzJSdEvaHfXNOTes49GRIV4ivD4BblE0U2gvsidxXYdMqPEoUJLrnrvVjjrZEklzY1EVFqdkekUwrXZo/HP9AbMzZVEUNmYX8uNxJwRAz2C790Pd+K99NEO8B0e4tzWBGPn99YN5dYPIL22zKLU7FHlpwgLWOR5OZkJ4dLsJpmYMijw0vh8znR8xyuYK0jPp/5GeeYgEP54ERmd4zqQ4XkzNQtdh2pgBQnQDL3+3m8cmD0NyFqxbCDvfdy+7XJrNOd6S5sMcXPNmo3MI4cEBJOSu4PvXdE5e9gSHlf1YFBHHZuN+dz+j2qGhKO75xaoC868ZyJ7DZfznpyNmsKzH/QSRWpaaxZc7jwDCqurplm7g6d7ruXwmfK2WvuJ5bL9I3n1w7BnFs3GcpnIbdu9zZgtuU7kIN1RMnm+RK2kfSNEtuSDwbSA9A795WsHd8zjdInypQ0Qzz7APIToyhKHlOwFh1zLtNbruHVhIIpGckdkT40jLPslLa9yug8tSs/i/tdmmS58RuKdMF9NIwpRK/werKhHvrsjaTcXLHnWzO/2kDfNMHQhQWQSxV7rXt2ErpDEocsmBfzLflmxOr/lvns5D+67kvYHUEt6eHfi303MpPF1DYbVOZ9cxFTmvu/EYgu/geujYQ3h1RCfC/V/D0ou9g6tJmgfDvdwDDVV4vdXATwHD2XrwBEuzdgA3e5WzKArL7ryUfl068PVPR1i2er8Z7Xnj/pN+rcJALREMbjdmQ7gabtZG+TO59/rDnzX3bMRzc1g/pbiVtCek6JZckPhLgWaIb9+5SCCE9yzLKm4tf4v0mIcZcvRzwqs90oTkbBAvGVBNImkUif07my7kAP+3NtvlVi4sOR0DxWOqUhEpfLSqcl78dh9zrxnofaDKYvHuaek+R4zOrjFv8poh3bw7xJrTHUhN10UbUHMKclyCOzqxTXu/GB3a7WuS2aIncbNtEwBv/lQl5rVPvBHWRXm58Hu2rVGhARSeruFkBRjf1qOX9z5v9W83GIIvIkZ4VgFceo/4bZXkivUH159TxH7JGfBNDQiouD10yitrWOpIMpcv7h3OzoJSU1xnnzhF9olTXtGoPaMu+wtGZSz7s/Z6xp3wna97rkJUug5LJM2DFN2SCx7PSI6Al+Du0ymY/GJhWbMoGovsSSSCt+A2kOnDJJJG49vJtLgi2vr+//7166vhDdHR3XnwCG4Z56KyRLwbc7rPEU9XypioDuRuzmNQjzCG9Qr3SPMzzZXHeqEQ3AaKxTulUxtuD2aryXzbsxO/zpvI/dZvQIEbxg7nnolxZxxQiOoQCJzi5OkasAaJQGrtOMJ7s+E5n9gSIObT52+C7W+6Y4kY34XkvODl6eaHnQWlfq3Xnm7co2IjAdHn8PSg8bVWS2uvRNI+UFu6AhJJa2Hu5HhGxUZ6WbrziysJCxJjU8YodkLuChbZk8gPH+F9AH/pwyQSSaNwanotwQ3w9c+lOHXRzd11sIBlvmlzmti93DNtWH7RaQAKiiqYPTHOXG9RXd3u8U8Ky7aB7hTuvu0hwKJq4ZrjrzHHkkwn5RQA90wa7R5QUC21dlmSksmy1CyiQkUwppOnasAaCMBbG/aZA5ySRjD+SbjySSG4wVtwG9vboDdFm8Hz/40Q3JpHF1pHYY412e+usyfGMbZfZK31cyfH8+6DY/0GAfNM7SSRSNoHUnRLJB74E96eAdYMa/enYXej+/v7eKYPy0uTwlsiOQOGFejh8f281vfqFMxFvcLN5ZfWZmO3hQIwa1w30Ulds8Bl4dM8LN0R4n3dwnP6/3l2iL93BUPKL67wShtWa25371HuA7SDOd0AjH+Sj8PvZY5tFQA1uoX095+td0DBmAt+yDVoUniqWli6gffSstyDFZLGcend7s9nSNkmaWI0J3nho7xWqYggq0agVQ2VhV2+Zo412Qw2ZgwOvv/rhDojbEuBLZFcGEjRLZH44Cu8502ON3OBL3WINCBTyt4hunQLJYG9vHdWFNEZNQIr+bECSSQSgWdO1JAA79lOGQeK6NMpmDnWZGZZVhFgUQnqEAHAvZdGik5qXpr4v63+G2bKrqCIeq2wjWX2xDgzpdmWnGKftGF4u5A/8J17R0V1z7NtwyxLzWL+set4x3E1ADbFSULeK6THPFyn6Js9MY55k+P5Ib8EgMJTNZTaxXdx3+ge0h32bNmwxP3ZSNkmOT9MeIqC8Mu8Vmk6jLPsYZxlD4vtSeg63Fb+NmP6dzUH7X3nWktxLZFcuEjRLZH4wRDeRgTlAg8311mWVcy3JfOq9U72dr/Je0cj2I1nqiBp7ZZI/GJEyU3LPsnilEz6d+kAwISBXQD4fv9JnLrKfFsyD5HMSbsrd2x1mXfk8O8Xi/XWYEhb1uRu3fOvcXeUa6UN8wym9qZHe6Brom6a85yt7i2FMSgS3y2U1dqlgHCrdSo27tx3ZW0Xfw9mT4xj0uCuAHy4LZ8Trib09ku7NHe12yfrFsL2N8TnnpeJ39yaZ6TwPl+sW0hi3itsdA4xV3k6bEyzrGO+LZlF9iS2RD/APFcfYm7Ap23yvy+RSJqeFhfdL7/8MrGxsQQFBTFmzBg2b95cZ9ndu3czbdo0YmNjURSFpUuXnr+KSi44jBFpIwCKYe02XMzLKu0k5K6o5XJGSa6H4JZu5hJJXRj/MSN6eVQHIap7RgSbUzuWO6eSHHYv823JVJ8qETtuf9strKd/ASNcObodlc0yj/qdjFzzs5E2zGTCU+JcRkqncGEVp8clYtmwxrcxr5clKZmkZZ9k3uR4woNt3G5ZKzYoChbdzsIuX58xLVHSCBGpXNehRnENmDiqmq/S7RXDmyL+erEc2tU1h7t9C+9W1T/UnOSFj2ScZQ+L7Ek4dY/53DrEqCc4rnYjcUBns88gBLfrv99GB94kEknT0aKi+4MPPmDevHk8/fTTbN++neHDh3Pttddy/Phxv+UrKiro168fzz77LN27dz/PtZVciKRlnwRExNHoSJGyyAioZli7D0WMqL1jzgZvN3MpvCUSvxjW7nmT49mcI9J+ff7jYTNdH0CHyX+ACX+kl+pat/tjb2E98Hr3AZt4ruuy1CyWfJdlDghMvayX11xNwNvqXprnqofN/f9vg3O7LapiDoZcc/ItrrFsA2BXtykssidxW/nbQlTUQ+rP7md5le6aPiDzdDcew5uil8u9uYPLW8AQ3u0wanmr6x+qFqJLt7LILp7/FkXD4RLeisvi3VU7RkLuCj4akMLI3FfdA4BGf6CNDbxJJJKmpUVF9+LFi3nwwQeZMWMGQ4YMYcWKFYSEhPD666/7LT9q1Cief/557rjjDgIDA89zbSUXImP6Rpku5mnZhbWs3YB/a7fR0fZ8l8JbIqnFXNf86NkT47h7jLASl7uCFwZaxSMqtnMHljluMaOXa6jeInbbm64PSpPOdfVMG3ZJnwgARsR0Yt7keBanZHLXqxkiErchiqZ/AaN/LXYu2OL+/0cnNkl9zifGvGz76md50PEePzj7A5BaALarf39GK+uy1Cw+2loAQGSHALp2EkHxvt6Rc17q364wvClOuQRnaDf3tnYatbzV9Q81J2nRDxFoU0038hcdU/3XpWAliXmvwJiHheA22gGQfQCJ5AKmxUR3TU0N27ZtY9KkSe7KqCqTJk0iPT29yc5TXV1NWVmZ10siaSieLub+rN0POt5jV8AlRJdu4SX7zXg5W/oT3j++BytvOM9XIZG0DZ68bpDXcrVDA+Crn45gX/0sFkX8w1Q0t9hbtxD2/Ud8vuSuJnW59UwbVnRapGrKL6qsnTbMEEVrFkBwlPsAqk0I8QlPtUn30tkT4xgTG84iexJHESmPLh7oCiJXj5XVGKz49ZUiIn1JRQ29Oov86d/tzKt3LrjEByNCP8BpQ3SLufKev6klvt4XHixLzWpTadpaZf9wwlMcKq7kcT7kReetAKb4fonb/O+zaYX7+R97Reu3dq+8wTsuhSdv3iT7LhLJOdJiovvkyZM4nU66devmtb5bt24cPXq0yc6zYMECwsPDzVefPn2a7NiSCwPD/RUw8weDsHZvdA5hWM0OFtmT6BYZjgK1hXdguHgPChfzvUsL4I1feL/aWGdcImkO3th40P+GdQuZb0uGuGvEcueBogNr5MI2UnU18VxXz7RhRiTuOtOGgWvupsd/WbOLOhhzcvPS2tz/Pfz6p1nunEpXpQSACSOGuTfWYWX1nDIAIsqzQxXu+TcO6XTGueASD1SL+7dsWLo7dKkVod9I0+YrvI0BkLaUpq219g97RwTyErfh0HS34HZO5YWqKbzEbeRpnWvvpFjcgruJY000Cs/BG1+MwRvVIvoqvsL7zZtaRzaWhlyDpH7kPWxRrGcu0rZ56qmnmDdvnrlcVlYmhbekUcydHO+V2giE5XupI4k51mQy7EMID7Zxa/lb5IWPIrp0Czoiyi8A1aXivapUPIBLcsXLk5I8yN3ovS5mnHjIac526T4okXhizJ3uGGilvNrBJX3C2ZFfamYLYMIfoetgyPoWAju6hXXfKyGks3Dn7uCyABod2yaa6zp7Yhz7j5/i8x8P89XOI/yHI7UFtz9CokQdwe3tYnxuC6xZQO6uY8BkulACwIf7arhtCK786P7bJs+0SL8J+Jhqp0INNmzA1QMiuHqsa3s9x5C4MH7La56BYOEtQHYq/PBvU8QtcYlqY9pDaaWd2VfH8WZ6DotTMhnbL1KmafNDY/uHW2IfYnFWJvNsH7PILtKHAoQFWam2a0TbTnIobDg9y350P/91p/juOvWFgq3w/t2gWkXMB9Xq8dnmZ53vNot3OWObagWL1WObzbVsdX+uOQXpL0FNBVw+x13u+yWw9u/u6TGGwH7zJu/lvleK5XNlzQLR1/EX58KIjREzzn+bYAxAgfe+nmkbWzPGwIa/gZfz1Ra29XvYxmkx0d25c2csFgvHjh3zWn/s2LEmDYIRGBgo539LzhlPa7cxxzMtu5CljiRmWVbxgOM9U3BvdA5hnGWP/wPpfkSANdC/EM/fDM5qsASKB6M1yL3NiADsuS44AiKihYDXdegU495W10NMImkFeA5qfbf3GDsLSikoFr9xI36CzXELs8Nc7p9lh72Fdc734rPhdgtNalFakpJJpxAbIDxZPNOGLUvNwqnp7kjFE/4I+76Cwz9AhTsYnCm4W9La1UjSc0r4ReFK9lnK6W4pAx2WbS6nT8nvSMhd0aAOWoDNxuPq+1QUulItGW2X7OQ1HE/hDV6CG9xWbsO7YHFKJq997/YaSezvxwLbimmt/UNjusni7Gle66fbP2S+LZkPO/6KXsXb6GUBfP3eig+KV0uzcYl4+bLmGffvC0R79VcRh4Gel8E1z8CRne7tiq/nhB9PilplEG1izgbxOnUcRt4vym19HTb/U5TpOhiO/1x73yE3w+mTop6nT8KombDlNdj8Cox+CIZMgROZZ183f/iWy1ghhKsRu8Oz3KZXRKrIsY/4P29NOaS/DFUlYr6/UWbTCjEgkvA4lOTXUbeGXkM95dKWg6JC4mxxD6tPQcJjok5pL0KfMTDiPrdHTVOc05Pvl4LqOr9vuY3LRP/48nm192uu+1FXuZoKP9ubhhYT3QEBAYwYMYLU1FSmTJkCgKZppKam8vjjj7dUtSQSv/izdhvRlQ0383Eegjs/fCR9Src27OB1RfN1Vvt/91cGhEXdU7gbUZRBPCy/dz1oPYW6WQc/It7fOgMFIex9G7TgCBh+p9tNzRMp/CV1YAxqzZ4Yxw6XG/fJU+K3vb3vw/yy+E1yVz/Lv2oe4AGAU0dh9TNu689x1yCX51zXJrQaWFSFN9P9pw0z2wQjmNr4J+GK+fA/kbUP1IYE97LULBbvu5JnIk8xv+Lfpn5YNGAXY3L/RXrMwyQ04FpWdbyb8hMO5hclixWOam/B3UbuR4sz8n63KHJF6F+Sksmmg4Uk9u/sDu7nCkZo0Bat3K21f2hRFdKyC81Bd3O9a2BwbMk2MeDuOYfbk4E3QtwkcDrE1BOnXbxrTvdnr20O8fLdZq5zNP4Yutb4Cz+8HV654hzvnh+2vCpevmz+p1uA18XmV8SrruXmJuP/6t62aUX9+6a/LF611r8kXueLtBfFyyB/E7xwHtqK7/0M+hhsfLHubeeL6uab/tSi7uXz5s1j+vTpjBw5ktGjR7N06VJOnz7NjBki5+q9995Lr169WLBAzDGoqalhz5495udDhw6xY8cOQkNDGTBgQItdh+TCwNfa3adTMPnFlaabOU4YZ9ljWryPWbrTzdl088/OCcPFHfyL9/q21Vfe33m+X+J/nyM7IeMf7mXDMu8PKdAvKAx35CUpmfx0qNRr2z1jY7jmZCyseYbF3+s4AyxYdKfIyb3eNTfNGBjq0PW8WFBHxnYyc/EabcISxzS3W/WGRbV38kxl1srdqg0xN29yPCl5XajOPsn91m8AGJP/Lz7s+CsO9Z5JQgOO1SkkgOXOqczomkVk8Y+w7jlh0ZCCu3F897T7sytCv0W9hYwDRWQcKPKycnuiNtSi18po0f7hT8kQGlJrdfzRozzZ4xRZB0/xm24dyD5xGoBcrRuT1a2Ms+yhMLgvxWUWBqx5hq8co4jvFsqAwjUAFOXtZrM2muuGtWDKW12Dzx47O/EtkUjOiRYV3bfffjsnTpzgL3/5C0ePHuWSSy7hm2++MYNn5OXloaruWG+HDx/m0ksvNZdfeOEFXnjhBcaPH8/atWvPd/UlFxie1m5jpLt3RDAFJW7hHahaGOkhuFuV8D5f1CXSq0trL/u61BsoCiy92O0mL0V4u2dJSiZbcoo4Ue79++nbuQN3pV3JCPs+5tuSqVI7YHGehupydyHDK2Pn+2LQpwkFne9/HmCrK584QMaBQtP6tSQl0+1mHhHj/fv2TGXWit2qje8h40ARif07k19UQap2KfcjRHe1buXoJU8w9wzWU2OecYTLLb8gYrQQ3boTp2JjWc0U5jb71bRxjDmgIFzKAQZMEm6ga55hdux6mLyExSmZLE7JZGRMJ6/djd/sstSsNmftbtH+4ZdzILD2YMV1xocAoNT17kNU5UGiKoUb+Q3WLeAxwySyMofrsp4GGbxfIrkgafFAao8//nid7kK+DWVsbCy6LqOeSloOzxRCnlZvMNKIJdPDdoxeF6rgbgoiYrxd00vzhAh/4xdSfLdjDNfN2KgQcgrFnCpFgT9/touMA0XQ/0GIH0iQ4bK57Q0hXKtK3K56TSy4wdv1/fZX0tl0sAgAq6owum+kl7vpLWXvQPlb3kHTPDHq3kqtvIbgNq7JiHr9B4sQ3JquEKg4mG39BKi//sY844t6hQHQsXi3OAYKFt3O2ILXgOea83LaPp5Bj3qPhoLNInK/Qc4GZvf9BCbfwuKUTLbmFnvtPrZfFGP7RZnPqLYmvGX/UCKRtCdaLGWYRNIWmTs5nlGxkV6Ce+4kd0dmqSOJfGckeVoXv4K7UrOdt7q2WXyt34aAydnQJlMuSRrG7IlxzJscbwpuEI4OwuIaxbsPjhVCVXE9thRXFNj+V7sP4unC3UTM9YhSPm6AOyCVQ9O9BHdi/ygOFZ8iL3yUW3DHXgGR/fwfuBWmZ/Gcszo69xWeDvuSR5WPmWj5AYD3bTe7o8a/8Yt6j2V8nz8dKmOWZRV9S9IA2OgcKuaD565oklzq7ZrxT4rfEIjAUSCCcRmeEq486b5i2uoRyRzEFAiZpk0ikUhaFim6JZJGMtdDcM+bHI/iM2fujpq/sEq7gjTnYK/XRucQglV7rePZNfk3rJOgcO80S57iu5UJFsm5M3tiHNMu6+21zqIoQnCDEGnGXETdKZaNOAGKKly437ypWX4bhpv5jHGxXus9hbc64Q9EXzJRCKUJfxS/2aID7sJGzt6D671yLLcWDKGcll1I17AQZtS8y3xbMgc14dJ71/UeAxw5G84ommdPjOOFrt8w35bMKsflAAwKqyFhxnNNlku93XPfl+JeFbt+R/u+cntKuPKk3/VqhtcuDpfA9hTenmncJBKJRHL+aXH3comkLVJXCjED4WruzRxrMorT29qgozDOsodKzeZXkF/wVIl54LsChjPMJb6Nz3lFFUSDdDdvZ8yZFMfH2wvMZacuIoXPzp8rhF6XQXDClU7GMzpwdAKUFvh36z5HfDMX+GJMNxEWR5/fY84Gd510p/CZP7i+1bqYG1bTP6RArG0biZa9dELMn9+9+TuGHvvcPR+9AXnQh3QPZVFhEmu1S5hq/Z4uFhF8qqlzqbdrEh6rFbncYFlqltez5+4x0byzKc8rhZi0cjeOYVWvoeq1A6k1hlmWVcy3JbPROYS77X8y179j+1/GWfaQq3XhE+0KnLrKfFsyi+xJKOjMs33MW47JfKON4k51NTdZM/jeOZSf9WgS1D0MVXPRdAVV0SnUOlKpBBJEDcFUE0wNqtK6vusa3YINJ4oiPJeqsWJBw46VSgLRUNBR0YEQqrFhpwYbpXooOqChusq4X5rrhcdnvdY61dx/lLIPVdFx6sJAYnF9fsc5CR28jq17HK/2NhihZDLW8jPpzsFs0gej62LbaHUvl1t2s8E5lHRtmNcxjLpcqe6kj3KCfupRHLqKVdH4znkpa7VLuEr9EdD5ThvhcS3i/JruXQfjfnnX1b39BnUTU6xp2HULNkW0r56fkx1X8Jk2DtW1xy/VjUy1buRTRyKA175fOMbyX22U6+hwrbqZG62bqdGtBCgOr3z1Z8L4T/juU9f6lkKrrgBua5ZjS9EtkZwF/oKq+QpvX+oS4hn2IYyz7KKndpICvYu5rbdyAgXoqFQQRA3VuF3TAxEC3XOdritEqM2XX7ChlGghTV6PYTU/AoiUbDU/ulK0beXD7YNZlZVulhvTN0padNo4v/tY5IJVFdB0EQzKvvpZsG0QBapcubp98+Ae/gHsFe6YAOsWNpmoPdMgG9QxX3bdQlGXwDCoLhN1PrheWMDHP9lqo5g/rnyE3ZLNXfY/M1f7iCdsnwAw9NjnIjtDI+r8L+vtrHIeordyAgDHqZNYdV0MPrTCQYdWybdu0WYG5Bv/pPkM8uS31w6kW1iQGVxt3uR42Sa2AMudUxmr7mGcZQ/v8L/cbf8TsyyrGGfZwwktjBj1BLOVVagKHNMiuMf6HVGItu1eawr3kmIe63LLbi5nt7lsCOsotRwoxx8OXaWSQEKpNAXvz3of7FipwYZdt1KD+2XHSo1uw46VwUoul1n2m+LeqStYFJ13HVfzrvNqHFixY8GJKj7rFhzUfjlRmWX5hPm2ZKp1K4GKg5ftU86rsJplWcUY28/m+QHz8wk9vNF1mWNNZqN9WO39nDBLW4VF0fg/581+9w2hmvG2n0xxaYjNH7X+PGD/zVldny+zLKuYYk1jkV30N+fbRKrGZY5bSFB3k2jZS67ejQ3axeY+a7VLOKj3MLf71i/T3ttcvtG6udZ2oEH30Uit51vWWLYo7T+ivhTdEslZ4hlUraHC2xdDiDfFQ2iONZnR+l6/23orJ+iqlADeQt3An4j3t85A1xUUPyPqzSn8dV2kZDNyoS+yJ7H8xPVwosgsU1BcCUhXyrbKXa9mmP+jdx8ca4qKaV2CWFSUxK2dc4ku3eIqrXuIWdyCe85Ot5htIjwH2Xp3CiYtu5Bgm0ql3d1JuOK51dw6sg9p2WLu7WzrJyTmveITVE0XLuYH1ws3eEOAr1nQeoT3mgVs2/Af5tt2AbBJHwwI0a2hEF26hfScEQ1KF7YsNYtV2w8BoIZEghOsWjX/l/ITj15z8Rn2vsDxjFy+9XXxHp0I/ScIq/fB9Wys/iO9OwUzaXA33kjLoUOAhfBgG7MnxpFxoJC8wgpp5W5B7rb/iXcQlu0D6l2orploXVTRZhnL3dQSr/2MMSlNV/hOu4xivSPFhDJUyeEKyy7TCvmBYzzvOCdRRQCVBFClB1BFIJUE4MBqiiJDZH7lGHPGvsYsyyrutqaaz1nP97usqzmiR561ZbOxIu1c8Tw/uAXoS44pXsuNqYs/44lBfcfxZ8013pvqnvi7Xt/P6drQOs/nKbh962cMIJ1L/c/23rUnpOiWSM6SuZPjWeKyMvgK7saK76agvgbtfHEm4R+unDaX/Qn0+qzkxmi9b8PvSUFxJVtyikTqJim82xSGm6wZNA239Xh+ivhPqbGRzD083y1iDcENgCIENzSLBdVzkA3wEty9IoLIL670sjrOjdfcLuQLot0p83Sn2xpvCPJWFHX5o+2HuVXfxUbnEObbkjlt6wR24VOgonPM0p2MBuToNgYpHrqyH8FpC9GqVfTAABRnDe+s3o7DEiy+31Zq7W9xPCOXx4yD3I3QxaNNy9nAnJhPubP4SsqqxABpr07BKIpi/pfmeQQBlLQMd9v/5CW4AU5rgXRQq00X41WOcbzmvIETegR3WlKZa1tlCuWftL6mYL3CuquWgC3Qu/h9Fp6N4PV0ifd8zs7S3OsbKrDOh8hs6PmNc/p+XmRPOm+DAOfDyut5jjnW2u7aFkUz+4m+5ztT/cZZdl3wVuqmQIpuieQc8BXe0DKCu7no0ymYfJf1uCE0RvjPsSYzjfXoQIHexZzfDpCrdSFGFe6onvPdjdH/uh6QnvdeCu+2hWdqLk+MZaemu77PL+CvEXi5loNYbkKXcl/8/dcNrB75gkEEsBoz8UaxsG5h7Rz1JbneqfH6XtksdW4sy1KzWHziOirCHUyvfpcTame62IXlXgEzDeLcgE85U8ow4/t8XPmIdOVnxln2oKmhKM4aHh8byVFNd1v7W2nO8hZl/JPuwJFG5PLSAneqPCBBczIv2h0srXenEK/4A1JwtzyzLKu8BLemK3RQq2uJ4YN6DwDm2lbV2tZYK+PZCl5DeFkUjQz7kFr7GusbIrBa2pX4XARoc3A+rLye5/A9n+c5/J3vTPWrr44XipW6KVD0CyyxYVlZGeHh4ZSWlhIWFtbS1ZG0E5akZLLpYCGqorQbwX2+mWNNZrSy10t8GyPuniIchCgfX/Oi1/6+Lv71dTplOyBok/dh3ULvAGoGhtW4mQOULXHlrgZqzacFGNsvkvd/neBd1wl/hL1fwtEfax/QMyhZC1t7jWvrGGQl/pu7zP8hiGBAL47bJAS3cU0Nuc+ue2D8lwGY/D+Q9R3kuKz9079ongtqD/j+3v3c99teSWPzwWIzDkJjBXebbAeaAeM+/PaddAJDQs/5eFcdXcnEo//iYIdL6Ht6BzoKCjpFAT1ZMuQjfswvQVHgtor3uLvi3wCkdn+AZY5b+LGglGCbhQe0j/wGZDOYZVnlJSBBPEudulqnBdy3fHtkeJ9wnptW/xSWdzbl8XZ6LjaLgt2p86uEGO4eE93gcxj7D+8Tzo/5pea7cRxje2OOW9c+Z3Osc8X3nOdSh8Ze15nO7XvvQaRKNDI3DOzekfmT4/ly5xE+//Gwue3mS3ryy+E9zfMYyYcUzA+cLi/nplEDmqU9lJZuiaQJMCyqS1IyyS08jaIo9O4U7FWmoLiS42VVAATa3KmCqu3OWusMFFyep95Zyai2Owm0ifl7pZX2WtvOdA4FKKty1DqfRQFnCw3DGZ0AI8q7Ib49Xd0AZlq+IkY9wTu2//XqhKRlFzK2b6R0q2zPGAIkKNyMbA94u2sbAqUZLd4GS7/LxHPKrKpgCu5lqVmMyjlOgiGScjbUPpiRg9kQsS2AIbSdmk5i/j8Z078rC0pvwq7HMg4hkoVrucbcQ/NECito0Jx5cexbiAjK4d6qd7DbOmKzl0PKXwDICx9JtBTctTHmc49/EsY+4hG53Obe7jFA07tTCJsPFqPpEGBRZdt3jvzpF0POvbO9biHs+Bf0vZK+rsFARXPCj+8RWZLL30qfglnGb/9y8pfsJb+ogq+j7mVsaAD7j5/idI2T5XhbhqM6BGBRFWwWFYuq8B/1V1gtCoNVFauqYLUobFQfxKIqXOEqY1UVrKqKxaKQpz6OVVW5XVWwWNzbrBZFHFdVsLiWrapCWvZJ1mWeNNuIyYO7MnlodyyKKK8oYFEVLIqCar6D6tpurlcVPtqaz94jZfx0qMwUQfcmxHBvQgzvZOShozPz8n5ex3Gfx328f6zbz7LU/QRYVGqcta3UfToF82N+Kf/zxR53ukkflqVm8XZ6rtlXMDxEuoQGNuj/47m/U9OZOKhbreP87eZhdAkNxKnpDOresN9TZEiA3/7L2RzrXPC9P551aMx9MmjMdTXk3JEhAV6ejb7f476j5byRluPVHzS29e8SWm/dy8qCGnWvGoMU3RJJEzK3jUSKNSzzniT272w2TB9syeNEeTUghHpYkJU+kSKFytkMHtS1rcahUe3wfmh6im+ctedwL3dONdOuzNJWeY3mZxwskoK7vWII7ogYt3v2nJ1uF2VP4X0e0lAtS83CN0aVpov1gMvF9yESxsd5RDEP93Y1L8nzFtwtEFDNoiosTsmkT6dgtLJixuS9ysVRR4hThFVeA0zneSM3dwMHNIxjx0Tdygl7NfNJNrdpusKnF69gdtNeTttnzQLIS3NPPSjJdW9z2v0O0GzNKQbE/a5xaiLFnmwDWxbN6d/7ZsJT7jbL47/UZ+5qPknNItmP94znM25g9451CsmmZllqFusyT9YSLRf1jjir31d6diEfbi2odbzOoYE8/cuhDa7TstT9XtkkAMKCrDxwRT8Wp2SSX1xJH1fAy7tezah1v/xNwTDejeOd6foaMh2qIcfxpb7+4/n8Tzf0+hpKY66roVPN7vinyFxT1/foa4Bp7HfcHEjRLZFcgJypATxfjdHtr6RzqKSyllcAwOuH78CifeA1t8zgbvufzPQcvsjOZjvFsxPr6ZI8/QvvSODRic0uXP2lajIw1psPe2OwwCuKuQtj8ABazNptRLpOyy7k0053QxnML3wdjMDZzoGMtuwTC430JPDs5CxnKnNtH7syzIq0R7ML5gF+LN0XcnA11VLbawMgJAoqak9dWpaaRV6RCD751v2j2ZZb3KKdSomLCU+JAZTYK2r/V6Z/4TfDwuyJcbyYmoVT083AoQbzJseb/1N/QrKpaQph2tTH8zyG535hQVbTc2/e5Hgv4e1PHDaFoGwt4ri5aMnra+i5x/SNMo1FvmXMLCJNNGjQVEjRLZFIWowPHqo/BvKSlL5sOViI0b0oKK4004J9GnY3+cWVXg9cEKmbNvzu6uaqsqSlaGgn9jwL7nmT49E0naUuC3ctPAcLACKihYXboCS3xazdhmv5uw+ONdO14eOoMtqyz6NuzzTak2D2xDg2ZJ1gzqH5qLhz/qLaxD1ZerE76jy03lRq5wPDrXzCH2vHLagoFAM0l95jblvmuIXFKZmmm223sKBWYc2RuKjvt+tn0GqZS3BbFAWnS3En9o9ibL8oL7F5PoR3U1s6m+J4nsdYkpLJ2H6RXh567mCbkJZ9kjF9o/wKuPYumC8U6vsezbgqfmjJ71iKbolE0mrxbVR9A9Z5Bk0D+NeGA+QXV54XS4CkBWhkJ7Y5cGo6Y/tFAniNsr+YmoURfmFMv0h3J3LCU/DGL1yf/yhctD1FN5x3a7chtg33b4A37x9N3B+/xqJo/J/9Jh61uSzQlgDve3sWAxtLq5+mlys+w+f6eJ6z/gM0O1gDxaCDIbx9pwoYc94vFIw0YRP+KK7dNw7Apfe4vwvNiVPTeXzCAF5asx+A7uFiLmJLW3MkjccYzDOeacZg8th+UV4DKcazrrm/26YWpk1xPM9j+B7P8xjn01tPImkMUnRLJJI2g2fAOsDvnB3DYifnNUqaA38DQVtyiswEZjrUtr7EjHOnBfPMz22g642LCH6OGGJ73uR4Pohfg3Pt39iTbmWWZSBLHUkstK4wq6U4a4QoHn7n2Vmd1y2kV/FmNjqHcI/9T4xXd4j1AR2g5rRbeP81XKw35uyfp3vRqjCud80zMG6O/+B7rnLGwMkvL+nJS2v2ExpoJTRQdOl8rX6S1o2n27QY1IvymvMM3gMpckBZImmbSNEtkUjaHEbOZE8rgMG7D441O50SSXOzJaeItOxCAq0q1Q6N2KgQFqdkmvMvE/tHcYd+FbOtn5CY94oQk75zu0vzhBAf/2SzuckbIs2wAn2wJQ9tzd/pEpFLP8tecMBw209mTmBwp1OhJFcE9zoLNmUf53tXIMT+XTpw7YCL4Qc4RQdC+47wP8/9QhTcBp7C24O88JFEr3mGD7fmcfSSJ8yBE2M+t0PTzMBCGQeKTIuopPXTXEG5JBJJ60KKbolE0iaR87IkLc2y1CzSsgvp0ymYfFesgePl1aaLqBFBF2BuvOZ2HTctmAoYNnJd987r3QQY0zES+3c2RdqHW/O5bWQfVEXBqav0O7XNK4f2OMseqjUrgao7TsJG5xDG+URbbgjLUrNYnDmB+xJjmLN5EdZyK3de9Vf4AQKqC1nR/X94+OBV3jspFvc5LrCAaumv/QZUCwmqOz+6SB32e6LXPEOe1pnbyt9m0epKtsU+aAaNAqiya2QcKAJErnjZBrYd5LNMIrkwUM9cRCKRSCQSiS+GhWrD765mTF8xz7uixkladiG9IoJMIT5vcjxj7n9B7GSI6r5XYgpuEELc18V8zQIhPP2xbqHYXg8WVSHjQJEpzBL7R1FQXGlG913unMoiexLjXPOtDTwF9yJ7Ei9HLyEt+qFGp2Iz7s/cSQNx6iqP8yH2LSsBCFCc3LLzodo76U7hzm4MQKgekd0acM1tlfTXfkPHY1tIyF3hbf3XnBxb/xoA0epJNjqHYFE00rIL+WBLnt9jJfbvfD6qLJFIJJJGIC3dEolEIpGcBZ4Wqg8eSiD29/8xlw+ViFz2Rjq8ZalZ9Pwhh57RD5EIcHA9ewKGMaRml/uAETHelmQjsBZ4rz+DRdzTwm1YQxenZDLtst6EBlo5Ve0W1UY6vvm25NoHsgRgu+L3jNJ0EifXIf7rwbg/uq7zCklgh/nfPw+WQHBW0+30Pj/nDPSO6O5p9Taip6+8Afpd5d/q3kjruOe98rUqCk+GuqMgnwue7v6sWUCvsh1E1+zglNKBUP00AHpgGKdrNLo5j3LM0p1uV87Esv84S7MmAO7fmCf+3JQlEolE0vJIS7dEIpFIJOfIMj8pw1QF07K8OCWT35y8kUPFlbDmGdKcg/n69CB0FPcOJblCNK5bSP7iCaQfKBQpxtY8446A7hKfeWEjxLKP5dcI7OZp4Tas8B9vL+BUtYM51mTetf2NWZZVgBDefkMgOGuYbf3krAXnkpRMlqVmoSgKXToGstw5lfLuY8FZ7V2wy2CIcglFz20//Fu8v3mTd65zYzDC1wvAn3Xcox7+8LxXnmWMIFYZB4qwqIrffc8Fw91/WWoWqBaiS7dQEtiLUP001ZrLHlJVRqh+ilNKKN2cR0k/UMinEfc2eV0kEolE0vxIS7dEIpFIJOeAb7ofA03Ha753M52ZuwAAJpxJREFU707BHCo+xSI9CfBvXS5JW0lE9WECLN1JKFvh3pCzAf2vESiGS7qiwppnSI95mAxX4LZDJZVER4Z4pdPT1vydcaqVTUwxD+XUVRKte0m07CVB3Y2CGCDwiz9LewPxTEnWuWMgh0oqORY1ho5HMwDMFGsMvB5yvnfvqFggvHftqOYH17ut34bA1jQY/1vYsKjOCPCe9fC0Ahtz8o17tTglk5zC04QGWnkrPRc4N8uxlzXbkzULuGVnChPD7JSutZPebzx69EMk5r2CXVNN935FEVP9H+iZzMTjb3I6+zibwgv9nAksisITk+Jkfm6JRCJppUjRLZFIJBLJWeJPcA/u0ZG9R8oBTMENwuq9FCG43xu4HnLdx3EoFqy6k4jqw5ToIXRzHjW3Hbd0o6vzmCm4S7UQoku3kB7zMHfuu5JERxGTTrzJdTUp5J/qQl6nv5OWXcizkV/Sp/xnxql7mBKwmgK9C3fZ/8xy51RmWr4iQq0g0bLX/4UZqbvgrIX37IlxpGWfZHFKJv06dwBg16FSBri2mzp/7+dQuN+9o+6EoVNh4xL3Ot+o5poT+oyFdQtg/XOga+7thlfAfV+a9QCR5/ji7FdI6BvBK+rt5vdmZDxYnJLJqu2HzFOea0AyL7GvJkPuRuh7Jek5JSSUbnMVAnL3kqd1pohQItVTXsdQFBiV+y+ecU4VAziFFX7P5dR1Mg4UegVXk8JbIpFIWg9SdEskEolEcpY4Nd1LcM+bHM+vr+zHoD9/U+c+sy2rSMhNhgl/ZM/GzxhSswur7g5SFqG4hdVW9SJGOn/y2j9crWCjcwh377uSxP5RPJY3V0QfV6EPJ7ml7B0+i7yHQ6U13GHbQ5VuJVo9STQnSVMex46FCLWCGs1CgFo7ONpG5xDGlewR7ty6y7LeyCBqBon9O5NxoIgDJ0/zru1vJJbsJScigdiSdHchQ3BbA8Hhci/3FNwAKN7zu3M3Qr6wmKNrwvJvWMCN6PBv3gSxV4DmxKlN4++RX3HV4X+zMX8Imp5NYv+HSMsu5K5XMxjSM8xv3eujPkv27vSv6B44nLH97mZxSiajBpaQkLsBcjYwWAthd9DFDK3Zae4SrZ70e46NziHMtyUTaFN5oXiKuV5VantSeP4GZcpEiUQiaV1I0S2RSCQSyVli5IzXdN0MxlXX/GEDVdFYZE9iW+aVpJUN5UDgXXW6d1fbncIa6sM4yx5WKX9hSEEOQRZ3YLQyQphvS+by8p/oZDlFpWYjWLWb23uqIq1UvhZFV6Wk1nHzwkfxcuj/UlD6b26P7nXO6boMQWpf/axpVa+0Rfgv7Kj2vx4AHd68iXRtCAm5K0iLfojEiHwoyXFt1kTU85Jc0qIfonfpdqIProeD6ykL6M79yluEVx8206Nl2Iew61Apfwz9gqF5O7Dkw9U2SNeGmsHlTNYtFK7tMePc92PNAsYWlHDnvivJOFDIuwPWgGphSc0UJm/5hmE1Oxlas5PSSgezbTvQD8BGxLkj1AoC7Zkc1LrRVz1W5xUbdd3oHMLjlg+psWosc4i6GYJ7w++uNgO+FRRXkpZdyNh+TR/4TSKRSCTnhqLr+gU1HFpWVkZ4eDilpaWEhdUe2ZZIJO0f2Q4I5H1oegw3ZfC2QtbFn0K/4AHHe+i6cCVuadKiHyLx/sZHKq+PO/6Zzti8f+LURexWz7nsxrzu45ZulEYMI64w9YzH2+gcgtrvSpFeyxdLIOm9Z5C2/6R5Ht97u8guXPwT1N3mQIBnrvI052Cz7NCQUsKrD4sFw/J/ZKeodFUpxy3deLvqCq7rkMnQmp04ULGiUUYHwjjdwDvkTbVu5SXHFObbkr2E9xZ9EEsdou4KcPDZG2vtuyw1C6emN0p0y3ZAIO+DRCJpznZARi+XSCSSVsTLL79MbGwsQUFBjBkzhs2bN9db/qOPPmLQoEEEBQVx0UUX8dVXX52nmkp88RTcif2jzii4Z1lW8YDjPTY6hzSr4P5BHXLmQq4Z1ol5r9SdG/wsWJaaRcaBIpY6knjJOZXlzqleOcEVhAt9V+cxThw/0qBjjrPs8S+4AZzVJOSu8BL2RkAygwes/2G+LdkU3GnOwWRoQ8x6JVr2mi9DcFdZQoW1O2cDVJdCVSkAXZ3HmG9LpleVcJG3ogEQxmmqCWjQ9fgSqAjPBc8c6p6CG8RgxV2vZrDE9XszmD0xTlq5JRKJpBUiRbdEIpG0Ej744APmzZvH008/zfbt2xk+fDjXXnstx48f91s+LS2NO++8k5kzZ/LDDz8wZcoUpkyZwq5du/yWlzQvTk1nbL9Ic4732H6RXNTL/0j5LMsqL0umQa7Wpc7j52n1zzGui0s1cfy6/NqcqPDXEmHJBf/puM4CYxBi3uR4EvtHoSOue5xlj5mizIGVpIqn2BVwCYmW+utpYE4zb4SfnqfwDlfcgyFVuhUdhfm2ZK/vwZcg56k6twFEqGIefqVmM9cFUtPwCvow35ZMeLCNRfakWoL7gcv7mr+xLTlFZ30OiUQikZw/pOiWSCSSVsLixYt58MEHmTFjBkOGDGHFihWEhITw+uuv+y3/4osvct111/Hb3/6WwYMH87e//Y3LLruMl1566TzXXAJifvf7v05gVGwk81yfJw/pDtROyWVRNC/Bnad1ZpE9ifE1L/oV3k5dIVo9WUtoNmaCWF3WdAuaENnTv3AL74PrG37gOnBqOvNcVte07EL6dAo2r1tVoEa3YsXB812+oazSPZ+7RO9gfnbotbsphoBubPpsf9cfpDjqFdt14U/w6zpe8+cbQ67WxXR7N3jA8R6Al+AGkW/dM9XZmWIISCQSiaTlkYHUJBKJpBVQU1PDtm3beOopd+AqVVWZNGkS6enpfvdJT09n3rx5XuuuvfZaPv300+asquQMGO69npZewHQ9ByGk5liTUZy6V/CuWZZVxKgnah3Toui1gqKVBPYiovpQ4+aDe6YCAwgKF67SRlqw6V8IAX6W0co9mTs5vlZKNadFZZx1D4vsSSx3ThUW//K3wCLcqceqe7xEsFXR/B67Me74mi7c2JvShd+f4K/v+JrHIIHxfZXoIZTpIUSrJ4lRTzBWF/clUd2D7koPZ3Fdv1VVcLiUfnGFnT6dgs1UZzJSuUQikbR+LjjRbcSNKysra+GaSCSSlsL4/7emOJInT57E6XTSrVs3r/XdunXj559/9rvP0aNH/ZY/evSo3/LV1dVUV7stiqWlYl6qbA+bnhVrs3lpzX4enzCA+0Z14+XV+4nrpLLvqNtNeXH1DcANrqUKHrJ8zoPKZ+yujKKPKtI/vWlJYmDNT4y17ANqqNBVtmsDsFmtXFa9h2OalWDVUev8dXIsR7zHJAr1l5cO4X2gNB+++V84XQWXzxFlmuB3cbq8nEcTe/LwVf15c+EcpjuTeebUzbzivI6OQdW8WHEdF9t+ZIwlkyp7DXc65/GfgN97DTzka+774YtWh8X7XAPTabqCgt5kQr1EDybCw629RAsmQj3N2/ZJAEyxfM9F6m42OOO43S4G0joGWSivcjIqNpBld15KwoLV5v65RytY+PkPPHxVf+Dc/sOtsT1sCWT/UCKRNGt7qF9g5Ofn64gYJPIlX/J1gb/y8/NbukkyOXTokA7oaWlpXut/+9vf6qNHj/a7j81m0999912vdS+//LLetWtXv+WffvrpFr/n8iVf8tU6X62pPWwJsrOzW/w7kC/5kq/W8crOzm7yNuaCs3T37NmT/Px8OnbsiOJnCLusrIw+ffqQn5/fZlNGtIdrgPZxHfIaWge+16DrOuXl5fTs2bOlq2bSuXNnLBYLx4555+09duwY3bt397tP9+7dG1X+qaee8nJH1zSNoqIioqKiZHvYymkP1yGvoXXQFtrDliAyMhKAvLw8wsPDW7g2LUN7+H2fC/L6L+zrB+EBGB0dbbYHTckFJ7pVVaV3795nLBcWFtbmf3Dt4RqgfVyHvIbWgec1tLZOVUBAACNGjCA1NZUpU6YAQhSnpqby+OOP+90nISGB1NRU5syZY65LSUkhISHBb/nAwEACAwO91kVERJyxbu3tu2/LtIfrkNfQOmjN7WFLoKoiaF94eHib/27Plfbw+z4X5PVf2NcP7vagKbngRLdEIpG0VubNm8f06dMZOXIko0ePZunSpZw+fZoZM2YAcO+999KrVy8WLFgAwBNPPMH48eNZtGgRN954I++//z5bt27ln//8Z0tehkQikUgkEonEAym6JRKJpJVw++23c+LECf7yl79w9OhRLrnkEr755hszWFpeXp7X6GtiYiLvvvsuf/rTn/jDH/5AXFwcn376KcOGDWupS5BIJBKJRCKR+CBFtw+BgYE8/fTTtVww2xLt4RqgfVyHvIbWQVu6hscff7xOd/K1a9fWWnfrrbdy6623Nktd2tJ9q4v2cA3QPq5DXkProD1cQ3Mg74u8B/L6L+zrh+a9B4quX+A5IiQSiUQikUgkEolEImkmmn6WuEQikUgkEolEIpFIJBJAim6JRCKRSCQSiUQikUiaDSm6JRKJRCKRSCQSiUQiaSak6Pbh5ZdfJjY2lqCgIMaMGcPmzZtbukqNYv369dx000307NkTRVH49NNPW7pKjWLBggWMGjWKjh070rVrV6ZMmcK+fftaulqN5h//+AcXX3yxmeswISGBr7/+uqWrddY8++yzKIrilQ+6LfDXv/4VRVG8XoMGDWrparUZZHvYssj2sHUi28P2SVtv7xrKmX4HVVVVPPbYY0RFRREaGsq0adM4duxYC9b43DjTc0DXdf7yl7/Qo0cPgoODmTRpEllZWV5lioqKuPvuuwkLCyMiIoKZM2dy6tSp83gV58aZ7sF9991X6zdx3XXXeZVpy/egIc/Shvzu8/LyuPHGGwkJCaFr16789re/xeFwNLgeUnR78MEHHzBv3jyefvpptm/fzvDhw7n22ms5fvx4S1etwZw+fZrhw4fz8ssvt3RVzop169bx2GOPkZGRQUpKCna7nWuuuYbTp0+3dNUaRe/evXn22WfZtm0bW7du5eqrr+bmm29m9+7dLV21RrNlyxZeeeUVLr744pauylkxdOhQjhw5Yr6+//77lq5Sm0C2hy2PbA9bH7I9bJ+0h/auMdT3O5g7dy5ffPEFH330EevWrePw4cNMnTq1BWt7bpzpObBw4UKWLVvGihUr2LRpEx06dODaa6+lqqrKLHP33Xeze/duUlJS+PLLL1m/fj2//vWvz9clnDMNeRZed911Xr+J9957z2t7W74HDXmWnul373Q6ufHGG6mpqSEtLY0333yTN954g7/85S8Nr4guMRk9erT+2GOPmctOp1Pv2bOnvmDBghas1dkD6J988klLV+OcOH78uA7o69ata+mqnDOdOnXS//Wvf7V0NRpFeXm5HhcXp6ekpOjjx4/Xn3jiiZauUqN4+umn9eHDh7d0Ndoksj1sfcj2sGWR7WH7pb21d/VR3++gpKREt9ls+kcffWSu27t3rw7o6enp56mGzYfvc0DTNL179+76888/b64rKSnRAwMD9ffee0/XdV3fs2ePDuhbtmwxy3z99de6oij6oUOHzlvdmwp/z8Lp06frN998c537tLd74Pssbcjv/quvvtJVVdWPHj1qlvnHP/6hh4WF6dXV1Q06r7R0u6ipqWHbtm1MmjTJXKeqKpMmTSI9Pb0Fa3ZhU1paCkBkZGQL1+TscTqdvP/++5w+fZqEhISWrk6jeOyxx7jxxhu9/hdtjaysLHr27Em/fv24++67ycvLa+kqtXpke9g6ke1hyyLbw/bJhdje1fU72LZtG3a73eteDBo0iOjo6HZ5Lw4ePMjRo0e9rjc8PJwxY8aY15uenk5ERAQjR440y0yaNAlVVdm0adN5r3NzsXbtWrp27crAgQN55JFHKCwsNLe1t3vg+yxtyO8+PT2diy66iG7dupllrr32WsrKyhrstWVtqgto65w8eRKn0+l1MwG6devGzz//3EK1urDRNI05c+Ywbtw4hg0b1tLVaTQ//fQTCQkJVFVVERoayieffMKQIUNauloN5v3332f79u1s2bKlpaty1owZM4Y33niDgQMHcuTIEf7f//t/XHHFFezatYuOHTu2dPVaLbI9bH3I9rBlke1h++VCa+/q+x0cPXqUgIAAIiIivPbp1q0bR48ebZkKNyPGNfn77o1tR48epWvXrl7brVYrkZGR7eaeXHfddUydOpW+ffuSnZ3NH/7wB66//nrS09OxWCzt6h74e5Y25Hd/9OhRv78TY1tDkKJb0mp57LHH2LVrV5udczZw4EB27NhBaWkpycnJTJ8+nXXr1rWJjmZ+fj5PPPEEKSkpBAUFtXR1zprrr7/e/HzxxRczZswYYmJi+PDDD5k5c2YL1kwiaRyyPWw5ZHsoaU/U9zsIDg5uwZpJWoo77rjD/HzRRRdx8cUX079/f9auXcvEiRNbsGZNT0s+S6V7uYvOnTtjsVhqRao7duwY3bt3b6FaXbg8/vjjfPnll6xZs4bevXu3dHXOioCAAAYMGMCIESNYsGABw4cP58UXX2zpajWIbdu2cfz4cS677DKsVitWq5V169axbNkyrFYrTqezpat4VkRERBAfH8/+/ftbuiqtGtketi5ke9iyyPawfXOht3eev4Pu3btTU1NDSUmJV5n2ei+Ma6rvu+/evXutgHoOh4OioqJ2eU8A+vXrR+fOnc22ob3cg7qepQ353Xfv3t3v78TY1hCk6HYREBDAiBEjSE1NNddpmkZqamqbm3fWltF1nccff5xPPvmE1atX07dv35auUpOhaRrV1dUtXY0GMXHiRH766Sd27NhhvkaOHMndd9/Njh07sFgsLV3Fs+LUqVNkZ2fTo0ePlq5Kq0a2h60D2R62DmR72L650Ns7z9/BiBEjsNlsXvdi37595OXltct70bdvX7p37+51vWVlZWzatMm83oSEBEpKSti2bZtZZvXq1WiaxpgxY857nc8HBQUFFBYWmm1DW78HZ3qWNuR3n5CQwE8//eQ1+JCSkkJYWFjDPbaaKhJce+D999/XAwMD9TfeeEPfs2eP/utf/1qPiIjwilTX2ikvL9d/+OEH/YcfftABffHixfoPP/yg5+bmtnTVGsQjjzyih4eH62vXrtWPHDlivioqKlq6ao3i97//vb5u3Tr94MGD+s6dO/Xf//73uqIo+rffftvSVTtr2mK03vnz5+tr167VDx48qG/cuFGfNGmS3rlzZ/348eMtXbVWj2wPWx7ZHrZeZHvYvmgP7V1DOdPv4OGHH9ajo6P11atX61u3btUTEhL0hISEFq712XOm58Czzz6rR0RE6J999pm+c+dO/eabb9b79u2rV1ZWmse47rrr9EsvvVTftGmT/v333+txcXH6nXfe2VKX1Gjquwfl5eX6b37zGz09PV0/ePCg/t133+mXXXaZHhcXp1dVVZnHaMv3oCHP0jP97h0Ohz5s2DD9mmuu0Xfs2KF/8803epcuXfSnnnqqwfWQotuH5cuX69HR0XpAQIA+evRoPSMjo6Wr1CjWrFmjA7Ve06dPb+mqNQh/dQf0lStXtnTVGsX999+vx8TE6AEBAXqXLl30iRMntukOpq63zU7m7bffrvfo0UMPCAjQe/Xqpd9+++36/v37W7pabQbZHrYssj1svcj2sP3R1tu7hnKm30FlZaX+6KOP6p06ddJDQkL0W265RT9y5EgL1vjcONNzQNM0/c9//rPerVs3PTAwUJ84caK+b98+r2MUFhbqd955px4aGqqHhYXpM2bM0MvLy1vgas6O+u5BRUWFfs011+hdunTRbTabHhMToz/44IO1Bpza8j1oyLO0Ib/7nJwc/frrr9eDg4P1zp076/Pnz9ftdnuD66G4KiORSCQSiUQikUgkEomkiZFzuiUSiUQikUgkEolEImkmpOiWSCQSiUQikUgkEomkmZCiWyKRSCQSiUQikUgkkmZCim6JRCKRSCQSiUQikUiaCSm6JRKJRCKRSCQSiUQiaSak6JZIJBKJRCKRSCQSiaSZkKJbIpFIJBKJRCKRSCSSZkKKbolEIpFIJBKJRCKRSJoJKbol7Z61a9eiKAolJSXNclxFUZgyZco5HSsnJwdFUdixY8d5OZ9EIrkwke2hRCJpCa666irmzJnTbMd/4403iIiIaJJjGW1LUxwvNjaWpUuXnvNx6jq2UdembtMlTY8U3ZKz5ujRo8yaNYt+/foRGBhInz59uOmmm0hNTW3pqnmRmJjIkSNHCA8PB5q2YQbYt28fb7zxRq316enpWCwWbrzxxiY5j3Edt912W5McTyKRNB2yPRTI9lAikTSU3bt3c9ttt9GlSxcCAwOJj4/nL3/5CxUVFX7L9+3bl++++65Bx/7rX//KJZdcUmt9Qwb1AFauXElmZmat9ZWVlURGRtK5c2eqq6sbVJeGUFlZSYcOHXjuuefo1KkTVVVVtcpUVFQQFhbGsmXLANiyZQsff/xxk9VB0rxI0S05K3JychgxYgSrV6/m+eef56effuKbb75hwoQJPPbYYy1dPS8CAgLo3r07iqI0y/G7du3qt9P62muvMWvWLNavX8/hw4fP+TzGdQQHB5/zsSQSSdMh20M3sj2USCQNISMjgzFjxlBTU8N//vMfMjMzeeaZZ3jjjTeYPHkyNTU1XuV37txJcXEx48ePPy/1i4iIoGvXrrXWf/zxxwwdOpRBgwbx6aefNtn5UlJSiImJYcaMGZw+fZpVq1bVKpOcnExNTQ333HMPAF26dCEyMrLJ6iBpXqTolpwVjz76KIqisHnzZqZNm0Z8fDxDhw5l3rx5ZGRkmOUWL17MRRddRIcOHejTpw+PPvoop06dMrcbVpZPP/2UuLg4goKCuPbaa8nPzzfLZGdnc/PNN9OtWzdCQ0MZNWpUrZHO6upqfve739GnTx8CAwMZMGAAr732GuDtTrl27VpmzJhBaWmp6ZLz17/+lf/5n/9h2LBhta7zkksu4c9//nOj78+pU6f44IMPeOSRR7jxxhv9Wn78ceDAASZMmEBISAjDhw8nPT290eeWSCTnF9ke1o9sDyWSC4vTp09z7733EhoaSo8ePVi0aJHXdl3XmTlzJoMHD2bVqlWMHj2amJgYbr31Vr744gvS09NZsmSJ1z6fffYZ1113HTabDRDtZXR0NCEhIdxyyy0UFhael2t77bXXuOeee7jnnnvMdvVMVFRUcP/999OxY0eio6P55z//WavMZ599xi9/+Uu6du3KTTfdxOuvv16rzOuvv86UKVOk0G6r6BJJIyksLNQVRdH//ve/n7HskiVL9NWrV+sHDx7UU1NT9YEDB+qPPPKIuX3lypW6zWbTR44cqaelpelbt27VR48erScmJpplduzYoa9YsUL/6aef9MzMTP1Pf/qTHhQUpOfm5pplbrvtNr1Pnz76qlWr9OzsbP27777T33//fV3XdX3NmjU6oBcXF+vV1dX60qVL9bCwMP3IkSP6kSNH9PLycj0/P19XVVXfvHmzeczt27friqLo2dnZfq/N87i+vPbaa/rIkSN1Xdf1L774Qu/fv7+uaVqd9+ngwYM6oA8aNEj/8ssv9X379ulJSUl6TEyMbrfbvcpOnz5dv/nmm+u+6RKJ5Lwh20O91nF9ke2hRHJh8cgjj+jR0dH6d999p+/cuVP/xS9+oXfs2FF/4okndF0X7Qmgv/vuu373nzx5sj58+HCvdSNHjjTLZ2Rk6Kqq6s8995y+b98+/cUXX9QjIiL08PBws/zTTz9d6xi67m5ffvjhhzrrD+iffPJJrfX79+/XAwMD9aKiIr2wsFAPCgrSc3Jy6rsVekxMjB4ZGam//PLLelZWlr5gwQJdVVX9559/Nss4nU69a9euelpamq7ruv6f//xHVxTF69jZ2dm6oij6t99+63X8+tpeSetCim5Jo9m0aZMO6KtWrWr0vh999JEeFRVlLq9cuVIH9IyMDHPd3r17dUDftGlTnccZOnSovnz5cl3XdX3fvn06oKekpPgt69sgrVy50qthNrj++uu9OsCzZs3Sr7rqqjrrUF9Dl5iYqC9dulTXdV232+16586d9TVr1tR5LOMh8K9//ctct3v3bh3Q9+7d61VWdjIlktaDbA/9H9cT2R5KJBcO5eXlekBAgP7hhx+a6woLC/Xg4GBTdL///vv1Ct/Zs2frwcHB5nJBQYEeEBBgti933nmnfsMNN3jtc/vttze76P7DH/6gT5kyxVy++eab9aeffrrO4+i6EN333HOPuaxpmt61a1f9H//4h7lu48aNeteuXXWn06nruq47HA69V69eXsf+85//rEdHR5tlDKTobjtI93JJo9F1vcFlv/vuOyZOnEivXr3o2LEjv/rVrygsLPQKkmG1Whk1apS5PGjQICIiIti7dy8gXBN/85vfMHjwYCIiIggNDWXv3r3k5eUBsGPHDiwWyznP83nwwQd57733qKqqoqamhnfffZf777+/0cfZt28fmzdv5s477zSv7/bbb2+QG9LFF19sfu7RowcAx48fb3QdJBLJ+UG2h/Uj20OJ5MIiOzubmpoaxowZY66LjIxk4MCBtcrW134GBASYnz///HMuv/xyM17E3r17vY4PkJCQcI41rx+n08mbb75pzqcGuOeee3jjjTfQNK3efT3bMkVR6N69u1db9tlnn/GLX/wCVRWyzGKxMH36dN544w10XUfTNN58801mzJhhlpG0PawtXQFJ2yMuLg5FUfj555/rLZeTk8MvfvELHnnkEZ555hkiIyP5/vvvmTlzJjU1NYSEhDTofL/5zW9ISUnhhRdeYMCAAQQHB5OUlGQG2WiqQDo33XQTgYGBfPLJJwQEBGC320lKSmr0cV577TUcDgc9e/Y01+m6TmBgIC+99JIZNdgfxlwlwAx0dKbGXCKRtByyPawf2R5KJBJf4uLiACGeL7300lrb9+7dS3x8vLn8+eef88tf/rJR5wgLC6O0tLTWeiO1Vn1tjz/++9//cujQIW6//Xav9U6nk9TUVCZPnlznvp5tGYj2zLMt+/zzz3n22We9ytx///0sWLCA1atXo2ka+fn5zJgxo1F1lrQu5HCJpNFERkZy7bXX8vLLL3P69Ola240Gbdu2bWiaxqJFixg7dizx8fF+o9Y6HA62bt1qLu/bt4+SkhIGDx4MwMaNG7nvvvu45ZZbuOiii+jevTs5OTlm+YsuughN01i3bl2D6h8QEIDT6ay13mq1Mn36dFauXMnKlSu54447Gt2BdTgcvPXWWyxatIgdO3aYrx9//JGePXvy3nvvNep4EomkdSPbw7qR7aFEcuHRv39/bDYbmzZtMtcVFxd7pd+69NJLGTRoEEuWLKk1kPbjjz/y3Xffcd999wHCu2fNmjXcfPPNZpnBgwd7HR/wCloJMHDgQAoKCjh27JjX+u3btxMUFER0dHSjruu1117jjjvu8GrLduzYwR133NHggGr+yMrKIjc3t5Zo79+/P+PHj+f1119n5cqVTJo0iZiYmLM+j6TlkaJbcla8/PLLOJ1ORo8ezccff0xWVhZ79+5l2bJlpovPgAEDsNvtLF++nAMHDvD222+zYsWKWsey2WzMmjWLTZs2sW3bNu677z7Gjh3L6NGjATEiumrVKrOzdtddd3k10rGxsUyfPp3777+fTz/9lIMHD7J27Vo+/PBDv3WPjY3l1KlTpKamcvLkSS/XzgceeIDVq1fzzTffnJUr5ZdffklxcTEzZ85k2LBhXq9p06aZDfPmzZsZNGgQhw4davQ5JBJJ60K2h/6R7aFEcuERGhrKzJkz+e1vf8vq1avZtWsX9913n5dbtKIo/Otf/2LPnj1MmzaNzZs3k5eXx0cffcRNN93Etddey0MPPQTAN998Q3x8PLGxseb+s2fP5ptvvuGFF14gKyuLl156iW+++carHtdeey0DBw7kzjvvJC0tjQMHDpCcnMyf/vQnnnjiCSwWS4Ov6cSJE3zxxRdMnz69Vlt277338umnn1JUVASIKUGffPJJg4/92WefMWnSJL/eTjNnzmTVqlV88sknzJw5s8HHlLROpOiWnBX9+vVj+/btTJgwgfnz5zNs2DAmT55Mamoq//jHPwAYPnw4ixcv5rnnnmPYsGG88847LFiwoNaxQkJC+N3vfsddd93FuHHjCA0N5YMPPjC3L168mE6dOpGYmGg2xpdddpnXMf7xj3+QlJTEo48+yqBBg3jwwQf9Wp0AEhMTefjhh7n99tvp0qULCxcuNLfFxcWRmJjIoEGDas0XagivvfYakyZN8uu2NG3aNLZu3crOnTupqKhg37592O32Rp9DIpG0LmR76B/ZHkokFybPP/88V1xxBTfddBOTJk3i8ssvZ8SIEV5lxo0bR0ZGBhaLheuvv56YmBhuu+02br75Zr744gtTFBuptDwZO3Ysr776Ki+++CLDhw/n22+/5U9/+pNXGavVyrfffkt0dDR33nknw4YN4+mnn+aJJ57gb3/7W6Ou56233qJDhw5MnDix1raJEycSHBzMv//9b0B4J/lza68Lf9dnMG3aNAIDAwkJCWHKlCmNqrOk9aHojYkCI5E0MW+88QZz5swxXTBbGl3XiYuL49FHH2XevHn1ll27di0TJkyguLjYDO5xPrjvvvsoKSnh008/PW/nlEgkzY9sDxuPbA8lkvaBpmnMnDmT//73v6xbt464uDgcDgfdunXj66+/Nr19zgeKovDJJ580u9A9efIkPXr0oKCggG7dup3VMVqq7ZU0HmnplkhcnDhxgpdeeomjR482KlhF7969zci8zcmGDRsIDQ3lnXfeafZzSSSSCxvZHkokkvOJ+v/bu2MTh4EgCqCDChAIhCLFSpQaXINKUBVCkbtwAQa14QbcgHP3oBouuDuDucDYeJTce9nCwmy08GFmtyhiWZY4HA5xuVwiImJd15jn+eFHh62M4xht26bWWNc1jsfj24G77/sYhuHDpyKL18vhR9M0Udd1nE6nqKrq6f79fh+32y0ivmeYsu12u7her5vVA/4v9yGwtaIoYpqm+7ppmj9t41v4vctemft+R9d1D6+0v+p8Pt/Hcsqy/NSxSKK9HAAAAJJoLwcAAIAkQjcAAAAkEboBAAAgidANAAAASYRuAAAASCJ0AwAAQBKhGwAAAJII3QAAAJBE6AYAAIAkX2Rbv7SHvytkAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = {}\n", "Q_max_data = 0\n", "fig, ax = plt.subplots(1, 3, figsize=(10, 5))\n", "for direction in [\"lithiation\", \"delithiation\"]:\n", " # Smooth\n", " raw_ocp_data = pd.read_csv(f\"anode_ocp_{direction}.csv\", comment=\"#\")\n", " q_smoothed = savgol_filter(\n", " raw_ocp_data[\"Capacity [A.h]\"].values, window_length=11, polyorder=1\n", " )\n", " U_smoothed = savgol_filter(\n", " raw_ocp_data[\"Voltage [V]\"].values, window_length=11, polyorder=1\n", " )\n", "\n", " # Store in a dataframe\n", " ocp_data = pd.DataFrame({\"Capacity [A.h]\": q_smoothed, \"Voltage [V]\": U_smoothed})\n", " # Preprocess\n", " ocp_data = iwp.data_fits.preprocess.sort_capacity_and_ocp(ocp_data)\n", " ocp_data = iwp.data_fits.preprocess.remove_ocp_extremes(ocp_data)\n", " q = ocp_data[\"Capacity [A.h]\"].values\n", " U = ocp_data[\"Voltage [V]\"].values\n", " data[direction] = ocp_data\n", " # Maximum capacity, will be used later as an initial guess for the electrode capacity\n", " Q_max_data = max(Q_max_data, ocp_data[\"Capacity [A.h]\"].max())\n", "\n", " # Plot\n", " dUdQ = -np.gradient(U, q)\n", " dQdU = -np.gradient(q, U)\n", " ax[0].plot(q, U, \"-x\", label=direction)\n", " ax[0].set_xlabel(\"Capacity [A.h]\")\n", " ax[0].set_ylabel(\"Voltage [V]\")\n", " ax[1].plot(q, dUdQ, \"-x\")\n", " ax[1].set_xlabel(\"Capacity [A.h]\")\n", " ax[1].set_ylabel(\"dU/dQ [V/A.h]\")\n", " ax[1].set_ylim(0, 0.5)\n", " ax[2].plot(dQdU, U, \"-x\")\n", " ax[2].set_xlabel(\"dQ/dU [A.h/V]\")\n", " ax[2].set_ylabel(\"Voltage [V]\")\n", " ax[2].set_xlim(0, 200)\n", "ax[0].legend()\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we set up the `Parameter` objects for the fit. For the reaction parameters, we use the values from [Verbrugge et al 2017 J. Electrochem. Soc. 164 E3243](https://iopscience.iop.org/article/10.1149/2.0341708jes) as an initial guess. We can access the values from the `Material` object, which is part of our library of parameter values.\n", "\n", "We set up a bounds function that returns the bounds for the reaction parameters. Here we use the same bounds for lithiation and delithiation, and for each reaction index $j$. We could construct a more complex bounds function that allows the bounds to be different for lithiation and delithiation, and/or different for each reaction index $j$." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Initial guess of Graphite from Verbrugge et al 2017 J. Electrochem. Soc. 164 E3243\n", "msmr_param_init = iwp.Material(\"GRAPHITE_VERBRUGGE2017\").parameter_values\n", "\n", "# Define bounds for the MSMR parameters\n", "def bounds_function(var, initial_value, Q_total):\n", " if var.startswith(\"X\"):\n", " return 0, 1\n", " elif var.startswith(\"U\"):\n", " return max(0, initial_value - 0.2), initial_value + 0.2\n", " elif var.startswith(\"w\"):\n", " return 1e-2, 100\n", " else:\n", " raise ValueError(f\"Unknown parameter {var}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we create a dictionary of parameters to fit. We fit a single capacity for each species, but allow the lower excess capacity to be different for lithiation and delithiation, since the data in both directions may not span the same range of capacities. For the reaction parameters, we use the the helper function `get_msmr_params_for_fit` to create the `Parameter` objects." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "params_to_fit = {\n", " \"Negative electrode capacity [A.h]\": iwp.Parameter(\"Q_n\", initial_value=Q_max_data, bounds=(Q_max_data*0.8, Q_max_data*1.2)),\n", " \"Negative electrode lower excess capacity (delithiation) [A.h]\": iwp.Parameter(\"Q_n_d_lowex\", initial_value=0.01*Q_max_data, bounds=(0, 0.1*Q_max_data)),\n", " \"Negative electrode lower excess capacity (lithiation) [A.h]\": iwp.Parameter(\"Q_n_l_lowex\", initial_value=0.01*Q_max_data, bounds=(0, 0.1*Q_max_data)),\n", "}\n", "params_to_fit.update({\n", " **iwp.objectives.get_msmr_params_for_fit(\n", " msmr_param_init, \"negative\", Q_max_data, bounds_function=bounds_function, species_format=\"Xj\", hysteresis=True,\n", " )\n", "})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we create the objectives. For this fit, we use the `OpenCircuitHalfCellHysteresisCallback` that shows both the fit results on a single plot. We create a single instance of the callback and pass it to each objective." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "objectives = {}\n", "callback = iwp.objectives.OpenCircuitHalfCellHysteresisCallback()\n", "for direction in [\"lithiation\", \"delithiation\"]:\n", " objectives[direction] = iwp.objectives.MSMRHalfCell(\n", " \"negative\",\n", " data[direction],\n", " options={\n", " \"species format\": \"Xj\",\n", " \"direction\": direction,\n", " \"dUdQ cutoff\": 0.2,\n", " \"voltage limits\": (0, 1),\n", " },\n", " callbacks=callback,\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we create the `DataFit` object, run the fit," ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/robertwtimms/Documents/Ionworks/battery-parameter-pipeline/env/lib/python3.11/site-packages/pybamm/expression_tree/functions.py:152: RuntimeWarning: overflow encountered in exp\n", " return self.function(*evaluated_children)\n" ] } ], "source": [ "data_fit = iwp.DataFit(objectives, parameters=params_to_fit)\n", "\n", "params_fit = data_fit.run({\"Ambient temperature [K]\": 298.15})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and plot the results." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = callback.plot_fit_results()\n", "_ = axes[2].set_xlim(0, 200)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "bppenv", "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": "3.11.6" }, "vscode": { "interpreter": { "hash": "938a56cf8cc78a970178b6cd91dbc2084cfe03b4ddf365fda3eb6d44738b4092" } } }, "nbformat": 4, "nbformat_minor": 2 }