{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Grids and ticks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This section demonstrates options available for axes grids and ticks." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "%matplotlib inline\n", "import fivecentplots as fcp\n", "import pandas as pd\n", "import numpy as np\n", "import seaborn as sns\n", "import os, sys, pdb\n", "osjoin = os.path.join\n", "st = pdb.set_trace" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sample data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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SubstrateTarget WavelengthBoost LevelTemperature [C]DieVoltageI SetI [A]
0Si4500.225(1,1)0.00.00.0
1Si4500.225(1,1)0.10.00.0
2Si4500.225(1,1)0.20.00.0
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4Si4500.225(1,1)0.40.00.0
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" ], "text/plain": [ " Substrate Target Wavelength Boost Level Temperature [C] Die Voltage \\\n", "0 Si 450 0.2 25 (1,1) 0.0 \n", "1 Si 450 0.2 25 (1,1) 0.1 \n", "2 Si 450 0.2 25 (1,1) 0.2 \n", "3 Si 450 0.2 25 (1,1) 0.3 \n", "4 Si 450 0.2 25 (1,1) 0.4 \n", "\n", " I Set I [A] \n", "0 0.0 0.0 \n", "1 0.0 0.0 \n", "2 0.0 0.0 \n", "3 0.0 0.0 \n", "4 0.0 0.0 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(osjoin(os.path.dirname(fcp.__file__), 'tests', 'fake_data.csv'))\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Set theme" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Optionally set design theme" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#fcp.set_theme('gray')\n", "#fcp.set_theme('white')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Other" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "SHOW = False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Grids" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Grid properties apply to a specific axis: \n", "\n", "\n", "fivecentplots allows you to adjust all major and all minor grids together (using `grid_major_` as a keyword prefix) or to adjust only a specific axis (using `grid_major__` as a keyword prefix." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Major grid" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, only major gridlines for the primary axes are visible in a plot. Notice below that the secondary y-axis has tick marks only." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, show=SHOW, legend='Die', \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can disable both primary gridlines using the `grid_major` keyword:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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SEhLYsGEDXhfah95yyy107dqV9957j9/97nd1+rtpEmH73LlzfPjhh9x3333ExcXV6r5Lw3ZJSQmBgYH1VaaIiNSDMqudo/tTqajwZ9nHx53HTb5G2kQGkJJRrKDdzO0/keOcOtK3S8sar+nXpXJKSWZeCftP5DDo5ivPo66r1NRUBg0aVOVYeXnVKSxGo/G6FxNe6h//+AeTJk1i8ODBNS7IjIuLY8eOHXV+n+nTp3PnnXeye/duBgwYgN1uZ/Xq1UyZMgVfX18Ajh8/zg8//MDixYur3BsfH8/AgQNrPXrfs2dPvvjiCyoqKjh58iQnT57k22+/5ejRo86/y//+9784HA7uvffeKvdOnDjRGbbPnz/Prl27ePLJJ3E4HM57O3ToQJcuXfj888/rHLY9fs52SEgIJ0+e5L777rum+w4fPkxwcDCPP/44wcHBBAUFER8ff9mVtCIi0riUWe0sWXuEksxs8r2DiA4z0SM+jOhQExZrBSkZxYQF+zKmX/0GJ2ncis5Xdhu5ITrosiPJBoOBG6KDqlxfnwoLC6sN8Pn4+FR5Pf/88y55r1deeYV7772XW2+9lX/961+YTKZq1wQGBta6y8mV/PznP6dVq1asXr0agE2bNpGVlcWvf/1r5zX5+fkAtGrVqtr9rVq1oqCgoNbvt3TpUqKjo+nUqRPTp09n69atBAYGOheSXpxzfem0lJYtf/yhy2w2U1FRwYsvvljtv8Hhw4fJyMiodT2X4/Ej29f7k9+RI0coKiqioKCAlStXUlBQwKuvvsrEiROx2WxMmTKlHqoVERFXSdqWTkpGMaPLi7mhRyfueqgXBoOBfyansy75DD7eRsxFVpK2pTN5VHt3lytuEhxQOSXkTHYxDoejxsDtcDg4k11c5fr6FBkZWS1UXtod7WpdSq7G4XDw6KOP8tprrzFx4kSWL1/uHF2+lNlsJrIWrTOvxtvbmwcffJBly5bxyiuvsHLlSud0jIsuTompqSd3ZmZmretYs2YNTzzxBC+99BLTpk1z3nffffexZ88eAG644QYAsrKyqizOzM7Odv45JCQEg8HAY489xsSJE6u9T0BAQK3quRKPH9m+XjNnzuT1118nKSmJu+++m2nTpvHll1/SoUMHnnzySex2+9UfIiIiblFaZif5UBZGRwUh5SW0ubEtBoOB9TtOsy75DHff1pbfjqtcBJZ8KLtKqzdpXnp2isLfz4vM3BK+OppV4zV7j2aRmVeCv583PTtdvquNq7Rr165a542+fftWedU1bD/zzDO89tprPP7446xevfqyQRsqN8tp165dnd7vounTp5Odnc1nn33Ghg0beOihh6qcT0hIoFWrVnzwwQdVjqempvLll18yePDgGp97cS71RcnJyYSGhvLkk086g3ZxcTHJycnOjXNuvfVWvLy8+Pjjj6vc+49//MP55+DgYHr37s2xY8eq/P1369aN+fPn13pay5U027A9a9asanNw/P39mTJlCllZWbVqnB4WFkZUVNRlX674aUhERKo7klaAxVpB+4ByDA4HPlGR1RZD/jilxM6RtNr/alqalgCTDyP7VwbJpR/sY8+3PzinGTgcDvZ8+wNL1+wDYGT/2HpfHAkwevRodu7c6bLtx8+dO8euXbuc0yb279/Piy++SL9+/bj33nvZvXs3u3btcr7OnTvnvNfhcLBz505uv/12l9TSqVMnbr31VmbPno3BYOD++++vct5oNPLCCy+wadMmJk2axMaNG1m1ahWjRo0iPDzcuZDxUqGhoWRlZbFx40YyMzPp378/BQUFPPHEE2zdupU1a9Zw22238cMPP1BSUgJUzruePn06c+fOZcmSJXz22Wc8/PDDfPLJJ85aABYtWsSmTZuYPHkyn376KZ988gm33347W7ZsoXfv3nX+O2m2YftyLs7rKS4udnMlIiJyOSWWykVM7XwtAGxPt1XrOmIwGIiJ8K9yvTRPD/68Cwntwig6b+P5d3cz84UtPPe3Xcx8YQvPv7ub4lIbCe3CePDnDdOh7J577iE3N9c53aGu9u3bx8CBA/nXv/4FVI7cOhwO9u7dy8CBA6u99u3b57x379695ObmMmHCBJfUAvDQQw9x4sQJ7rvvPoKCgqqdT0xMJCkpiRMnTjBu3Dgef/xxBg0axN69e2ucyw0wbdo04uLiuOuuu1ixYgUPPvgg8+bN4+9//zs///nPmTdvHkOGDOGtt94iPz/fuSvma6+9xqxZs3j55Ze56667OH36tLMN4cXaRo8ezaZNmzh9+jQTJkxgypQpeHt7s3nz5lq1Z7wag8NVP1Y1EnFxccTFxV1x2P/s2bOMHj2aX/3qV8ybN6/Kud///ve89tprZGZmXvY/uNlsZvPmzYwcObJa+5yfKikp4fz589f1eYiIyOV9dTyPNz4+zm22VAal72BJh8ncNaRdla4jDoeDp9/6huwCC7+7O4G+CRFurLhSUVERX3/99VW/f4jr/biDZDqlP9m8xt/Pm5H9Yxt8B8k77riDqKgo3nvvPZc8b968eXTt2rXaSPLVPPTQQ+Tl5bFu3brLXrN161aGDx/uspH4hpKfn8/GjRu5/fbbiYj48d//k08+yXvvvVdl85v65PELJK9HmzZtKCgo4J133mH27NmEhIQAkJ6ezvLlyxk+fPhlg/ZPmc3maq16RESk/nWLC8Xka8Qr10yhV2C1oA1wIMVMdoEFk68X3eJC3VSpNBYmP29+M647U27vzP4TORSdtxEc4EPPTlENMnXkUosWLWLw4MEsWLCgyuK965GRkUFSUhL//ve/r+m+06dP89FHH/HFF1/U6f0bq4CAAH7/+9/Tq1cvZs+eTVBQEF9++SWvvfYac+fObbA6mkXYTk1NZefOnQwaNMjZ+PyNN97g7rvvZtCgQcyYMYOioiJef/11vL29eeONN9xcsYiIXIm/nxdtIgMI/b6YQt9gYlsGOjtNOBwODqSY+duGUwAM7h6Nv5/XVZ4ozUWAyafe+2jXRvfu3XnmmWeYM2dOtcWC1yo8PJyPPvromkP73LlzmTNnDt271/+ume5gMpnYsmULf/rTn0hMTKSkpIT4+HhefvnlOvfOvhbNImxv376dadOmsWzZMmfYHjduHOvWrWPRokXMmTMHf39/hg0bxgsvvEDnzp3dXLGIiFzJ+h2nSckoZlhFMWd9wvkg6RjRoSZiIvzJzCslu6ByLnd86yAmDK3bqKFIfZkzZ45LnmMyma5rR+z333+/VtcNGzbM46aQXNSzZ082bNjg1hqa3JzthnBxznafPn0IDg52dzkiIs3KT7uOdFm7lPQb+5NU3gGL9cf2fiZfLwZ3j2bC0Fj8fBvPqLbmbIs0P81iZFtERJqGnwbtX/YM59SyUvoNvJFBN/fiSFoBJZZyAk3edIsL1dQREWkUFLZFRMQjXNpH25L2PQC+UVGY/LwaRbcREZFLqc+2iIg0epcGbQBbbi4APi7YZlpEpL4obIuISKNWU9AGsObkYvT3xxio3XpFpPFS2BYRkUbrckEbwJaTi09UJAaDwU3ViYhcncK2iIg0SlcK2gC2nBx8ojSFREQaN4VtERFpdK4WtKFyzrbma4tIY6ewLSIijUptgrbDbseWl49vVFQDVyfiOn/+85954IEHan39mTNnCA0NZevWrVe9tqysjEWLFtG5c2cCAwNJSEjg+eefx2q1Oq+ZOnUqL7300lWftXXr1qtO11q+fDkGg4G0tLTLXpOYmIjBYMBgMNT4ed96660YDAY++uijauceeOAB572JiYlXrbkxUdgWEZFGozZBG8CWb4aKCk0jkWtmt1hIvuseku+6B7vF4rY6jh49yqJFi2oVdgFOnz7N6NGjKSwsrNX1jz76KAsXLiQxMZH169czffp0Fi9ezMMPP+y8ZvHixSxevJijR49e1+dwPVq1asWXX37Jc889V+X48ePH2blzJ927d+fNN9+sdt9zzz3Hl19+SatWrRqqVJdR2BYRkUahtkEb1PZPPN+cOXOYNGkSrVu3vuJ1FRUVLF++nF69epGVlVWrZ+fl5fH222+zYMECnn76aUaMGMGcOXOYP38+7733Hjk5OQC0bt2aSZMmuWzb+Nrw8/PjlltuIT4+vsrxZcuWERcXx9y5c9myZQunTp2qcj4+Pp5bbrkFPz+/BqvVVRS2RUTE7a4laEPl4kgMBnwiwhugOhHXOnz4MBs2bGDSpElXvfbgwYPMmjWLqVOnsmrVqlo9/9y5c8yaNYs777yzyvHOnTsDkJqa6jw2efJkNmzYwOHDh6/hM3Atu93OypUrGTt2LOPGjSMoKIi3337bbfW4msK2iIg0iNIyO18dz2PbgSy+Op5HaZkduPagDZVt/7zDwzB4ayNkuTq7xfKTV9lPjpdVOddQVq9eTUxMDLfccstVr42NjeXUqVMsXbqUgIDa9ZRv3749f/3rX0lISKhyfN26dfj4+NCpUyfnsYEDB9KmTRvWrFlzbZ+EC23cuJHMzEwefPBB/P39ue+++1i+fHmV+eWeTF+lRESkXpVZ7SRtSyf5UBYWa4XzuMnXSJvIAFIyiq8paENl2NbiSKmtL381ucbjex6cXuXjwf+svjCvPvznP/+hX79+teoRHx4eTnh43X+D8/HHH7NixQoeeeQRwsLCqpzr27cvW7ZsqfN7XK9ly5Zx00030bdvXwCmTZvGu+++S1JSUq1G/xs7jWyLiEi9KbPaWbL2CJu/zsRirSA6zESP+DCiQ01YrBWkZBQTFuzLmH5Xnrd6KbX9E0+WmppK+/btqxwrLy+v8qqoqLjM3dfuH//4BxMnTmTw4ME1LsiMi4vju+++c9n7XYvc3Fw++eQT7r33XgoKCigoKKBbt27ExcXx1ltvuaUmV9PItoiI1JukbemkZBQTaPJmxtiO3BwfhsFg4J/J6axLPoOPtxFzkZWkbelMHtX+6g+8wJqTS1CvnvVYuTQlAz9c7fyz3VLmHNHuv+I9vEwNv+CusLCQwMDAKsd8fHyqfDx//nwWLFhQ5/d65ZVX+MMf/sCwYcNYt24dJpOp2jWBgYG17nLiaqtWrcJmszF//nzmz59f5VxaWhpHjx6lS5cubqnNVRS2RUSkXpSW2Uk+VNk9YcbYjvToWPmr8PU7TrMu+Qx339aW2JaBvJp0jORD2YwfEou/n9dVn2s/f56KkhK1/ZNa86ohYFYe97vsufoUGRlJQUFBlWN79+6t8vHVupRcjcPh4NFHH+W1115j4sSJLF++HF9f3xqvNZvNRLrpN0XLli1j0KBBLFy4sMrx4uJi7rrrLt58801effVVt9TmKgrbIiJSL46kFTinjtwcXzlH9NLFkA6Hg+hQE9kFFo6kFdA3IeKqz1XbP/F07dq14/Tp01WOXZyv7CrPPPMMr732Go8//jgvv/zyFeeHnzlzhnbt2rn0/Wvjq6++4tChQ7z99tsMGzas2vmf/exnrFy5ksWLF+Pv79/g9bmK5myLiEi9KLGUAxAT7o/BYKix64jBYCAmwr/K9Vdjy7kQtrVAUjzU6NGj2blzJw6HwyXPO3fuHLt27XL2z96/fz8vvvgi/fr1495772X37t3s2rXL+Tp37pzzXofDwc6dO7n99ttdUsu1eO+99/Dx8eGee+6p8fzUqVMpKCjgww8/bODKXEthW0RE6kWgqfKXp5n5pfwzOb3G9n4Oh4PMvNIq11+NLScXo8mEV1Dg1S8WuYSXycTgf37E4H9+5JYpJAD33HMPubm57NmzxyXP27dvHwMHDuRf//oXULkg0uFwsHfvXgYOHFjttW/fPue9e/fuJTc3lwkTJrikltqyWCx88MEHjB49+rLdVsaPH09QUFCNO0p6Ek0jERGRetEtLhSTr5Fss8U5R/vS9n4HUsxkF1gw+XrRLS60Vs+15uTiExVZq7ZpIo3RzTffzNixY3nrrbcYMGBAre8bNmxYjaPhw4YN49lnn3Uufnz++ed5/vnna/XMt956i7vuuouuXbvWuo6aJCYmkpiYWOvrTSYTZrP5itcEBgYoQhC6AAAgAElEQVRSVFRUp7oaA41si4hIvfD386JNZOUmHD7eRmJbBjqDgsPhYP+pfP62oXJL5sHdo2u1OBLU9k+ahkWLFvHRRx+Rnp5e52dlZGSQlJTEoEGDrum+06dP89FHH/E///M/da6htsrKyti1axcpKSnXdF9KSgq7du2irKzs6hc3MhrZFhGRerF+x2lnH21zkZVXk44RHWoiJsKfzLxSsgsqd+yLbx3EhKGxtX6uLSeHoJ496qtskQbRvXt3nnnmGebMmcMHH3xQp2eFh4fz0UcfERtb+39HAHPnzmXOnDl07969Tu9/LX744QcGDhzI5MmTef/992t93/z581m9evXVL2yEDA5Xzc5vRsxmM5s3b6ZPnz4EBwe7uxwRkUbnp4shx/RrfWEHyWwsVrvzGpOvF4O7RzNhaCx+vrUb1XZUVHDi4UeIvv8+woYPq6fq609RURFff/01I0eOrLaLn4g0TRrZFhERl6qp68jkUe0ZPySWI2kFlFjKCTR50y0utNZTRy4qN5vBXqGt2kXEYyhsi4iIy9QUtC/y9/OqVR/tK3G2/dOcbRHxEFogKSIiLnGloO0q1pxcMBjwjqi5VZiISGOjsC0iInXWEEEbKhdHeoeFYvTxqbf38DQzZ86scfe9mnz33XeMHz+e8PBwwsPDmTp1qnMjFBGpH5pGIiIiddJQQRvU9u9S7777Lu+88w5Dhw696rV5eXkMHz4cq9XKnDlzKC8vZ8mSJRw8eJA9e/bg6+vbABWLND8K2yIict0aMmhD5Zxt39at6/19Gju73c7ChQtZsGBBre9ZunQpZ86c4dChQ3Tp0gWAAQMGMGrUKFasWMGMGTPqqVqR5k3TSERE5Lo0dNCGC2E7qnmPbFssFnr37s38+fOZMmUKbdq0qdV9a9euZdiwYc6gDTBy5EgSEhJYu3ZtfZUr0uwpbIuIyDVzR9C2l5ZiLy7GR2Gbc+fO8eGHH7JixQq8va/+S2qz2Uxqaip9+vSpdq537958/fXX9VGqiKBpJCIico3cEbQBbLl5gNr+hYSEcPLkyVqF7IvOnj0LUOMoeExMDIWFhRQWFtKiRQuX1SkilTSyLSIiteauoA2VnUiAZj+ybTQaryloQ+XOlQABAQHVzvn7+wNQUlJS9+JEpBqNbIuISBWlZfYad3p0Z9CGyvnaBj8/vIKDG/y9PZ3D4QDAYDBc9pornROR66ewLSIiAJRZ7SRtSyf5UBYWa4XzuMnXSJvIAFIyit0WtOHHtn+NORQGBAQQGBh42fPXOiLtKkFBQQCUlpZWO3fxWEhISIPWJNJcKGyLiAhlVjtL1h4hJaMYgOgwEzHh/mTmlZJdYCElo5iwYF/G9HNf2z11Irl+sbGxAGRmZlY7l5GRQWho6BV/SBCR66c52yIiQtK2dFIyigk0eTN7QmcWz+zF7Hu7MOimynDr423EXGQlaVu622q05uQ2+/na1ys0NJT27duzb9++aue++eYb+vbt64aqRJoHhW0RkWautMxO8qEsAGaM7UiPjuEYDAbW7zjNuuQz3H1bW347rhMAyYeyKS2zN3iNjooKyvPyGn3YPn/+PDk5OZd9mc1mt9V2zz33sHnzZo4dO+Y8tnnzZo4fP87999/vtrpEmjqFbRGRZu5IWgEWawXRYSZujg8Dqncd6REfRnSoCYu1cvFkQysvKMBRXt7s2/7VVmpqKu+//z6pqanOY0899RTh4eGMGDGCpUuXsmjRIiZMmECfPn144IEH3FitSNOmsC0i0syVWMoBiAn3d45oX9p1xGAwEBPhX+X6hmTLyQXAJyqqwd/bE23fvp0pU6awfft257GoqCi2b99Ojx49mDdvHn/5y18YN24cGzduxM/Pz43VijRtWiApItLMBZoqvxVk5pfyz+R059SRn3YdcTgcZOaVVrm+ITnDdmREg793Y5eWllbtWGJiIomJidWOJyQk8Omnn9Z/USLipJFtEZFmrltcKCZfI9lmS41BG+BAipnsAgsmXy+6xYU2eI223Fy8w0Ix+vg0+HuLiNSFwraISDPn7+dFm8jKnQV9vI3Etgx0boLicDjYfyqfv204BcDg7tH4+3k1eI3WnBzN1xYRj6RpJCIizdz6HaedfbTNRVZeTTpGdKiJmIgf+2wDxLcOYsLQWLfUaMvJxbdVS7e8t4hIXShsi4g0Yz9dDDmmX+sLO0hmk11gcYZsk68Xg7tHM2FoLH6+DT+qDZVhO7D7TW55bxGRulDYFhFppmrqOjJ5VHvGD4nlSFoBJZZyAk3edIsLdcvUkYsqLBbsRUWaRiIiHklhW0SkGaopaF/k7+dF34TG0/XDlpsHoK3aRcQjaYGkiEgzc6Wg3RhZc3IAGv3ukSIiNVHYFhFpRjwtaEPlfG2Drw9eISHuLkVE5JopbIuINBOeGLShsse2T2QUBoPB3aWIiFwzhW0RkWbAU4M2VI5sawqJiHgqhW0RkSbOk4M2XOixrbAtIh5KYVtEpAnz9KDtqKi4MI1EYVtEPJPCtohIE+XpQRugvLAQR3m5ppGIiMdS2BYRaYKaQtCGyikkoLZ/IuK5FLZFRJqYphK04SdhO0JhW0Q8k3aQFBHxQKVl9hq3VG9KQRsq2/55tWiB0c/X3aWIiFwXhW0REQ9SZrWTtC2d5ENZWKwVzuMmXyNtIgNIyShuMkEb1IlERDyfwraIiIcos9pZsvYIKRnFAESHmYgJ9yczr5TsAgspGcWEBfsypl9rN1fqOtacHHyjo9xdhojIddOcbRERD5G0LZ2UjGICTd7MntCZxTN7MfveLgy6qXLk18fbiLnIStK2dDdX6jpq+ycink5hW0TEA5SW2Uk+lAXAjLEd6dExHIPBwPodp1mXfIa7b2vLb8d1AiD5UDalZXZ3lusSFWVW7IXn8InSyLaIeC6FbRERD3AkrQCLtYLoMBM3x4cB1buO9IgPIzrUhMVauXjS09ly1fZPRDyfwraIiAcosZQDEBPu7xzRvrTriMFgICbCv8r1nuxi2z8tkBQRT6YFkiIiHiDQVPnlOjO/lH8mpzunjvy064jD4SAzr7TK9Z7MlpuDwccHr5AQd5ciInLdNLItIuIBusWFYvI1km221Bi0AQ6kmMkusGDy9aJbXKibKnUda04uPpERGIz6ViUinktfwUREPIC/nxdtIgOAyq4jsS0DcTgcQOWI9v5T+fxtwykABnePxt/Py221uootJ1eLI0XE43n+7xlFRJqB9TtOO/tom4usvJp0jOhQEzERP/bZBohvHcSEobFurtY1bLm5BHTu7O4yRETqRGFbRKSR++liyDH9Wl/YQTKb7AKLM2SbfL0Y3D2aCUNj8fP1/FFth8NRObJ9mxZHiohnU9gWEWnEauo6MnlUe8YPieVIWgEllnICTd50iwttElNHLrIXnsNhs6kTiYh4PIVtEZFGqqagfZG/nxd9EyLcVFn9s+bkAOqxLSKeTwskRUQaoSsF7ebAuaGNtmoXEQ+nsC0i0sg096ANlZ1IvEJCMPr5ubsUEZE6UdgWEWlEFLQrVbb906i2iHg+hW0RkUZCQftHttxcTSERkSZBYVtEpBFQ0K7KlpOjTiQi0iQobIuIuJmCdlUVVivlBYWaRiIiTYLCtoiIGyloV2fLzQPQVu0i0iQobIuIuImCds3U9k9EmhKFbRERN1DQvjxbTi4Gb2+8Q1u4uxQRkTrTDpIiIvWktMxe45bqCtpXZsvJwScyAoNR40Ei4vkUtkVEXKzMaidpWzrJh7KwWCucx02+RtpEBpCSUaygfQVq+yciTYnCtoiIC5VZ7SxZe4SUjGIAosNMxIT7k5lXSnaBhZSMYsKCfRnTr7WbK228rDm5BHS60d1liIi4hH5HJyLiQknb0knJKCbQ5M3sCZ1ZPLMXs+/twqCbKkdqfbyNmIusJG1Ld3OljZPD4biwe6Q6kYhI06CwLSLiIqVldpIPZQEwY2xHenQMx2AwsH7HadYln+Hu29ry23GdAEg+lE1pmd2d5TZK9nNFOKxW9dgWkSZDYVtExEWOpBVgsVYQHWbi5vgwoHrXkR7xYUSHmrBYKxdPSlVq+yciTY3CtoiIi5RYygGICfd3jmhf2nXEYDAQE+Ff5Xr50cWwra3aRaSpUNgWEXGRQFPlmvPM/FL+mZxeY3s/h8NBZl5plevlR7acXLyCgjCaTO4upVH77rvvGD9+POHh4YSHhzN16lRycnKuet/XX3/NqFGjCAwMJCQkhDvuuIPjx483QMUizZe+0ouIuEi3uFBMvkayzRbnHO1L2/sdSDGTXWDB5OtFt7hQN1XaeFlzcjVf+yry8vIYPnw4VquVOXPmUF5ezpIlSzh48CB79uzB19e3xvuOHz/OsGHDCAgIYN68eQD8+c9/ZvDgwRw4cIDWrdUhR6Q+KGyLiLiIv5+Xs4+2j7eR2JaBOBwODAYDDoeDAylm/rbhFACDu0fj7+fl5oobH1tOjsL2VSxdupQzZ85w6NAhunTpAsCAAQMYNWoUK1asYMaMGTXe95e//IXi4mK2b99Or169APjZz35G//79eeWVV1iyZEmDfQ4izYnCtoiIi6zfcdrZR9tcZOXVpGNEh5qIifixzzZAfOsgJgyNdXO1jZMtNxf/jvHuLqNRW7t2LcOGDXMGbYCRI0eSkJDA2rVrLxu2U1NTiYyMdAZtgH79+hEREcGhQ4fqvW6R5kpztkVEXOCniyFfmNGLkX1iMPl6kV1gqTJ1ZGSfGJ68vxt+vhrVvlSFzUa5uUA9tq/AbDaTmppKnz59qp3r3bs3X3/99WXvvfHGG8nPz68ytzs/P5+CggJiYmLqpV4R0ci2iEid1dR1ZPKo9owfEsuRtAJKLOUEmrzpFheqqSNXUJ6XDw6HOpFcwdmzZwFo06ZNtXMxMTEUFhZSWFhIixYtqp1/6qmn+OSTT5g4cSJLly7FYDDwhz/8AV9fX37/+9/Xe+0izZXCtohIHdQUtC/y9/Oib0KEmyrzPM4e2wrbl1VUVARAQEBAtXP+/hdaSpaU1Bi2Y2NjeeaZZ3jkkUfo0aMHAF5eXiQlJVWZWiIirqVpJCIi1+lKQVuunTUnB7yMeIeFubuURsvhcACV/dov53Lnnn32WWbNmsWtt97K6tWrWblyJf379+e+++7jk08+qZd6RUQj2yIi10VB2/VsObn4RERgMHruOFBAQACBgYGXPe/tXbdvu0FBQQCUlpZWO3fxWEhISLVzBQUFLFmyhL59+7Jlyxa8vCqnM91///3069ePGTNm8P333+Pn51en+kSkOs/9iiYi4iYK2vXDlpOrxZFXERtb2cUmMzOz2rmMjAxCQ0NrDPsnT56krKyMiRMnOoM2gI+PD5MnTyYrK4tjx47VX+EizZjCtojINVDQrj+23Fx8IjVf+0pCQ0Np3749+/btq3bum2++oW/fvjXed3HE2m63Vzt38VhFRYULKxWRixS2RURqSUG7/jgcDmw5uR7fieT8+fPk5ORc9mU2m+v8Hvfccw+bN2+uMhK9efNmjh8/zv3331/jPd26daN169YsX74ci8XiPG6xWFi5ciWRkZHcdNNNda5NRKrTnG0RkVpQ0K5f9uISKiwWdSKphaeeeoqVK1cyYsQInnjiCSwWCy+99BJ9+vThgQceACo3sNm5cyeDBg2iQ4cOeHl58frrrzNhwgT69+/PQw89hN1u57333uPYsWOsWrUKHx8fN39mIk1TkxvZnjlzJsOGDavVtd999x3jx48nPDyc8PBwpk6dWqXZv4gIKGg3BNuFr70K21cXFRXF9u3b6dGjB/PmzeMvf/kL48aNY+PGjc7pItu3b2fKlCls377ded/dd9/N559/Tnh4OM888wzPPvssYWFhfPrpp0yePNldn45Ik9ekRrbfffdd3nnnHYYOHXrVa/Py8hg+fDhWq5U5c+ZQXl7OkiVLOHjwIHv27MHX17cBKhaRxk5Bu2E4e2xHaoFkbSQkJPDpp59e9nxiYiKJiYnVjv/sZz/jZz/7WT1WJiKXahJh2263s3DhQhYsWFDre5YuXcqZM2c4dOgQXbp0AWDAgAGMGjWKFStWMGPGjHqqVkQ8hYJ2w7Hl5GIMDMQrwN/dpYiIuJTHTyOxWCz07t2b+fPnM2XKlBq3sK3J2rVrGTZsmDNoA4wcOZKEhATWrl1bX+WKSCNTWmbnq+N5bDuQxVfH8ygtq+zMoKDdsJrC4kgRkZp4/Mi2xWLh3LlzfPjhh9x3333ExcVd9R6z2UxqaioTJkyodq53795X/NWciDQNZVY7SdvSST6UhcX6Y8szk6+RNpEBpGQUK2g3ILX9E5GmyuPDdkhICCdPnrymXbnOnj0LUOMoeExMDIWFhRQWFtKiRQuX1SkijUeZ1c6StUdIySgGIDrMREy4P5l5pWQXWEjJKCYs2Jcx/Vq7udLmw5qTQ0j7OHeXISLich4/jcRoNF7z9rdFRUVA5ba6l/L3r5wvWFJSUvfiRKRRStqWTkpGMYEmb2ZP6Mzimb2YfW8XBt1UObLq423EXGQlaVu6myttHhzl5ZTnm9WJRESaJI8P29fD4XAAYDAYLnvNlc6JiOcqLbOTfCgLgBljO9KjYzgGg4H1O06zLvkMd9/Wlt+O6wRA8qFs5xxuqT+2vHxwOLRVu4g0SR4/jeR6BAUFAVBaWlrt3MVjISEhV31OWFgYYWFhlz1fUlLC+fPnr7NKEakPR9IKsFgriA4zcXN85b/fSxdDOhwOokNNZBdYOJJWQN+ECDdX3bT92PZPI9si0vQ0y5Ht2NhYADIzM6udy8jIIDQ0lMDAwIYuS0QaQImlHICYcH/niPalXUcMBgMxEf5Vrpf6Y8vJBaMRn/DLD16IiHiqZjmyHRoaSvv27dm3b1+1c9988w19+/Z1Q1Ui0hACTZVf9jLzS/lncrpz6shPu444HA4y80qrXC/1x5qTg09EOAYvL3eXIiLics32u8g999zDX/7yF44dO0bnzp0B2Lx5M8ePH+fJJ5+s1TPMZjPl5Rr1EvEk3eJCMfkayTZbagzaAAdSzGQXWDD5etEtLtRNlTYfavsnIk1Zs5hGkpqayvvvv09qaqrz2FNPPUV4eDgjRoxg6dKlLFq0iAkTJtCnTx8eeOABN1YrIvXJ38+LNpGVnYh8vI3Etgx0Lpp2OBzsP5XP3zacAmBw92j8/TTaWt9sOblaHCkiTVazGNnevn0706ZNY9myZXTo0AGAqKgotm/fzmOPPca8efMICAhg3LhxLFmyBD8/PzdXLCL1Zf2O084+2uYiK68mHSM61ERMxI99tgHiWwcxYWism6tt+hwOB7acHIL7afqeiDRNTS5sp6WlVTuWmJhIYmJiteMJCQnaLVKkGfnpYsgx/Vpf2EEym+wCizNkm3y9GNw9mglDY/Hz1ah2fasoOU9FqUVbtYtIk9XkwraISE1q6joyeVR7xg+J5UhaASWWcgJN3nSLC9XUkQaktn8i0tQpbItIk1dT0L7I389LfbTdyJqTA6DdI0WkyWoWCyRFpPm6UtAW97Pl5GIMCMBLexuISBOlsC0iTZaCduOntn8i0tQpbItIk6Sg7Rkq2/4pbItI06WwLSJNjoK257Dl5KoTiYg0aQrbItKkKGh7Dke5HVt+vka2RaRJc0k3ktKyclLOFmKz2QlvYaJdqxBXPFZE5JooaHsWmzkfKio0Z1tEmrQ6h+21nx/n//3nJDabvfKAwcD6JXfy/7ac4I7bOmDyVXdBEal/Ctqex5Zzoce2tmoXkSasTtNI/v1lGqs3HcNqs+MAHAAOBwBrPjvOvLe/xG6vqHORIiJXoqDtmWw5uWAw4BMe7u5SRETqTZ3C9ifJqRiAAV1b8dLvbnMeLy61YQCOpeWzPjm1jiWKiEBpmZ2vjuex7UAWXx3Po7Ss8rdpCtqey5aTi09EOAZv7dgpIk1XneZ4ZOSWAPDwPTcTGmxyHg/y9+GRe3vyytp9/Oer09w9tGPdqhSRZqvMaidpWzrJh7KwWH/8TZnJ10ibyABSMooVtD2ULTdH87VFpMmr08i2/4X52N5e1R8zsHsMAJkXArmIyLUqs9pZsvYIm7/OxGKtIDrMRI/4MKJDTVisFaRkFBMW7MuYfq3dXapcB6t6bItIM1CnsB3XurLryD+2nsJwybms/PNAzUFcRKQ2kralk5JRTKDJm9kTOrN4Zi9m39uFQTdVBjQfbyPmIitJ29LdXKlcj8oNbbQ4UkSatjol4TED2uEAPt56ij+9tdN5fMfBDF5e/TUGoEucFr6IyLUrLbOTfCgLgBljO9KjYzgGg4H1O06zLvkMd9/Wlt+O6wRA8qFs5xxu8Qz2khIqzp/XNBIRafLqFLaH9r6B23q0wQEcTsl1jm6/uHIv3/9wDqPRwH0jO9W9ShFpdo6kFTinjtwcHwZUXwz545QSO0fSCtxcsVwLW24egKaRiEiTV+c5Hn+Y3IdJYzrj7+ftbP/nAIIDfPnD5L4a2RaR61JiKQcgJtzfOaJ9adcRg8FATIR/levFM9hycgC0VbuINHl13nHGaDQwcVQC44d15ES6mYKiMloE+dK5XTi+PmrnJCLXJ9BU+eUpM7+UfyanO6eO/LTriMPhIDOvtMr14hmsObkY/U0YAwPdXYqISL2q03enl1Z9RafYMDrFhtLxhlC6x2uEQkRco1tcKCZfI9lmS41BG+BAipnsAgsmXy+6xYW6qVK5HrbcXHwiozAYLl1eLyLStNQpbH9x4CzJB84ClSPcsS1D6BQbeiGAh9GuVbC+kIrIdfH383L20fbxNhLbMhCHw4HBYMDhcHAgxczfNpwCYHD3aPz99Js0T2JT2z8RaSbqFLYjQkzknbMAYK9wkJZZSFpmIZ/t/h4AP19vOrcL4+aOkQzu0YaYSP26UERqZ/2O084+2uYiK68mHSM61ERMhD+ZeaVkF1R+7YlvHcSEobFurlaulS0nl6DePd1dhohIvavTAsnl88YwcVQCAAbAz9eryiJJi7WcAydzWLXxKL95cQvvfXKkzgWLSNP308WQL8zoxcg+MZh8vcgusFSZOjKyTwxP3t8NP1+NansSh92OLT9Pbf+aiXPHT1Bhtbq7DBG3qdPI9me7v2ft58cZ0LUVj97fi+AAX7LN59n4ZRr/+O8pDAYwGgzY7BXgcLBu2ynatQpmRD+NQolIzWrqOjJ5VHvGD4nlSFoBJZZyAk3edIsL1dQRD1VuNoO9Qp1ImomDT/8Rg9FIQGxbgm+8kaAb4wm+8UYCYttiMGrjO2n66hS2k/5zEoDfTehBcIAvANFhATz4i66EBvnx7vrD/PGhAfj7ebPskyOcOG1m0+7vFbZFpEY1Be2L/P286JsQ4abKxJWsObmAemw3Jw67nZLv0ij5Lg0++xwAo58fQR3aE3RjR4I7diS4U0dMrVq5t1CRelCnsG0uqpwzWVhiJSzEVOXcyH6x/G39YT7eeopFD9/K7Pt78dsl/+FsTnFd3lJEmqgrBW1pWmw5uWAw4BOhH56ag6ghgyk+cYrSH36ocryirIxzR49x7ugx5zHvoCCCb+xIUMd42k2e2NClitSLOoXt2JYhnDxt5pUP9jH3wX60ivhxAWTK2crd3I6nmwGIDL2w8USprS5vKSJNkIJ282LLzcU7LAyDt3qjNwcJjz0KQHlJCcUnT1F04VV88hTWgqo7v5YXF2P+Zj/mb/YrbEuTUaevdHfe1oGX13zNdxmFzHpxC70Soolv04JzJVa27jsDQFiwH3Z7BRu/TAPA5KsvriLyIwXt5kdt/5on78BAQnv2ILRnD+exsrx8ik+doujESYpPpVB8KoXy8+fB4XBjpSKuVafkO7T3DRxPN/NJcir2CgdfH83i66NZQGU3EgMwom8sJ04XsGzDEQxA+9Yt6l61iDQJCtrNS0VZGSd/VznKGTJwgJurkcbALyIcv4j+RAzo7zxWmpFB0YlTbqxKxLXqPMw8c1x3enWKYt32FI6k5mGvqPxp1NfHi3FD4rlvZCe2f3PGef0vb21f17cUkSZAQbt503xtuRz/1q3xb93a3WWIuIxL5nT069qKfl1bYSu3k1dowWg0EBXqX2X3yP5dWzG01w0M7qF/QCLNnYK2eKvHtog0Ey4J2+ZzFvx8vQgw+VRZJHnR8D5tGd5H31BFREG7uakoK6vxz94tQqp8bPTza9C6REQaSp3CdmFxGc+/t5uTFzqOtAwPpHNcGJ3bhdPxhhZEtPAnK/883Tro14UioqDdHF2co32ps6++XuXjhL+92RDlSANwOBxVfrMt0tzVKWwv/9e3nLgQtAF+yC8hK7+Ebft+nKONwcD6JXfW5W1EpAlQ0BZxne+++44nnniCrVu3AjB27Fj+/Oc/ExUVdcX7cnJyeOaZZ1i/fj2lpaX06tWLF154gUGDBrmstl0TpxAY34HgGzte6JndEVPLaJc9X8TT1Clsf30sGwPQKyGaFkF+/Pfr01zarMeg9j0izUZpmb3GLdUVtJuvG9941fnnirIyUh5/CoD4pS9p6sh1ysvLY/jw4VitVubMmUN5eTlLlizh4MGD7NmzB19f3xrvKyoqYsiQIWRkZPDYY48RFhbG66+/zogRI9izZw/du3d3SX32sjLOHfmWc0e+dR7zCQkmqGM8QR0vBPAbb8Q3VN3JpHmoU9g+V1I53+7JyX0w+Xmzbd8ZHp/UmzKrnZUbj1JmtTNtbFeXFCoijVeZ1U7StnSSD2VhsVY4j5t8jbSJDCAlo1hBu5m6XKA2+vkpbF+npUuXcubMGQ4dOkSXLl0AGDBgAKNGjWLFihXMmDGjxvtefPFFjh8/ztatWxkyZAgAv/rVr+jQoQMvvfQSq1atcmmdBqMRx4UBN1tRMeZ9+zHv2+887xcZ8ZPwXblrpHdAgEtrEGkM6hS2QwJ9KSgqw1peQVCAkbBgP0pKbfxiUHsiWphY8LddlNnsrtWmfVYAACAASURBVKpVRBqhMqudJWuPkJJRDEB0mImYcH8y80rJLrCQklFMWLAvY/qpE1Fz5yjX9wNXWLt2LcOGDXMGbYCRI0eSkJDA2rVrawzbDoeD5cuX88tf/tIZtAFatWrFyy+/jI+Pj8vrHPD+Cs5//z1Fp045N6wpzch0ni/Ly6csdzd5u3ZXHjAY8I9pRdCNHQnu2JHWd/zS5TWJuEOdwna7ViEUFOWwdM0+Fsy4hbAQE0fT8vnFoPZ0a1+5KHLTl99z99COLilWRBqfpG3ppGQUE2jyZsbYjtwcH4bBYOCfyemsSz6Dj7cRc5GVpG3pTB6lPvvNmTUn290leDyz2UxqaioTJkyodq537958+umnNd6XlpbG2bNneeqpymk8DoeDkpISgoKC+O1vf+vSGsP79aHo+Em8/HwJ6dKZkC6dnefspaUUp6RWbtd+IYBbsn/8/0Vp5g+UZmSSs+0LhW1pMuq2XfuQePafzOFgSi5eRgOtIgLZeSiTWw5mkJ5VBEBOYalLChWRxqe0zE7yocpdY2eM7UiPjuFA5WLIdclnuPu2tsS2DOTVpGMkH8pm/JBY/P283FmyuFF5bh4A8a8s0RSS63T27FkA2rRpU+1cTEwMhYWFFBYW0qJF1fnQJ0+eBCA6Oponn3ySt99+m3PnzhEfH88rr7zCHXfc4bIauz7z9GXPefn70+KmbrS4qZvzWHlxSeWW7adSKD51irzde7VduzQpxrrc3K9LS6aN7UZYsB8Gg4FenaKw2uy8uHIvH2w6hgGIbRnsolJFpLE5klaAxVpBdJiJm+PDgOpdR3rEhxEdasJirVw8Kc1X2dkMvIKD8Q7W94XrVVRUOZAVUMPcZn9/fwBKSkqqnfv/27vz8Cjre+/j78lMZsvCJCGBEIkJQUDDYtncUKBCqaeobLZalVNs8elyzmmtD9rlqVZbbRXLJeeqPa3auvYc2kNb9FiXmvZIDGqtrDEsmkAMZEICIQnZZoZM7uePIUNCwpJlcmcmn9d1cTneW75kvDMff/n9vnd9feje+8EPfsCf//xn1q9fz/PPP4/b7WbJkiUUFBRErObdDz9Cq9d7xv22xAQ8l05j7IplTLrn/0asDhGz9PuhNsvmjWfBrGwAPj1zLG/vqGTHx0cAcNptrFqcf7bTRSSKNfvaAMhMDT0xtqeuIxaLhcw0FzX1vvDxMjz5vVXYx2SaXUZU61hweLY+1j3t8598gFB9fT0fffQRKSmh/zm+/vrrycvL47vf/S4LFiyIQMVw7B8fULd1G5nXLSL75i9gS+z+8LtOxWO12wl2euCRSLTrV9i+5+dvMzE7hS/fMDl0MWscP/o/V7Kn/Bj1jX4mXZhCSrJzQAoVkaEnwRn6EVJ1rDU8R/v0riOGYVBV29rleBmeAl4v7kkTzS4jotxuNwkJZw6TNlv/7oHExEQAWlu7T9Hs2JacnNxtX0dNy5YtCwdtAI/Hww033MBzzz1HU1NT+PoDzQgG8b7yKjVvFTL2CysY80/XYbF2n1JmsVi4/D+fp7n8k4jUIWKGXk0jqW1o5f6n3uWF1/bw95LD7Ck/xkuFZbS3d51bdXFOKjMvHsWusqMcqdOcbZFYlZ/jwWmPo6bO12PQBthZVkdNvQ+n3Up+jsekSsVsRlsbgZoa7GPUlaY/srNDv0muqqrqts/r9eLxeHoM+x1zvDMyuj9cJiMjA8MwaGpqGuBqQyY/eD+J48aBxUJbczMHfv0s2/71W6G52T2wWK0k5o2LSC0iZuhV2E4b4eLC0cn8918/4qFn/h7e/sgLH/CnzaXsOXCMEydbOxmGwWO/3cq3128e2IpFZMhwOaxkjQzNHY23xZE9KiH8a27DMNhReoynXykFYM6UDC2OHMYC1dUQbMeRpbDdHx6Ph9zcXLZt29Zt3/bt25k5c2aP502ePBmHw0FJSUm3fQcOHMDpdJ7z6ZN95ZkymUvXPcqEf/tGeFtr1WH2/OQRin/wQ5r2H4jI1xUZKnr9+6ybF07gbx8cpKHZT8essHeLvbxbHFr8YLXGkZOZjD0+9KHa3HpiwIoVkaHl5S0Hw3206xoDrN+4lwyPk8y0U322AfLGJLJibrbJ1YqZ/JWhkVhHjM/ZbmlpoaWl5Yz7OxY49sfy5ct5/PHH2bt3L5MmhdrqFRQUsG/fPtasWdPjOQkJCdxwww1s2rSJkpIS8vND66kOHDjAyy+/zJIlS7D2MK1jIGXMn8dH//4EAPYUD4G6ehqKP2TH3feQMX8eObd/EXunKS4iscJiGL3vr3OwupEdHx3hyZeKw4G780U6L80YnZbAk9+NzKILs9TV1VFQUMCMGTNI0qp6GaY6L4ZcNGvMySdI1uALnHpwidNuZc6UDFbMzcZh16j2cHZ008vUFxYxft2jZpdiqsbGRrZu3cqCBQu6zJ3ujSNHjjB58mRsNht33303Pp+PRx99lPHjx7NlyxYcDgf79+/nnXfe4corr2TcuNCUjPLycmbPng3AN7/5Tex2O+vXr6e5uZmtW7eGj4ukoqU3gWEw+Uc/xF9TQ/kLv+VEw3EwDKxOJ1lLb+SCpTcSd4ZHzotEoz6t1Bg7Komxo5J4/rXd+ANBXvjhZyk91MDeT46x75M6Pj5YR1PrCeIsFr6wcMJA1ywiJuup68itC3NZdk02JeX1NPvaSHDayM/xaOqIAKFOJLE+qj1Y0tPTKSws5K677uK+++4Lt+9bu3YtjpP9ywsLC1m1ahXPPPNMOETn5OTw3nvvce+997J27VoMw+Dqq69m7dq1gxK0O7NYLIy69tOkXXEFFRt+R9WfXyPo91PxX7+j+i8FXHj7F8mYN3dQaxKJlF6NbH9y+DjZo5LCbYUMw+CTw43kZHZf+XzseGhBlNs58I+ANZtGtmU46yloi5zLgf93P+5LLmHUF79gdimmGoiR7WjWMbI95ccPdHmwTcuhQ+x/6jfU7yoObTAM5mzaaFKVIgOrVyPb//LY/+K028i7YAQTxqZw0VgPF43tubtAqlr+icQcBW3pi/YTJwjUHCFloUa2JaTlUCUnGhporTqMr6rq5D8Ph54ceZYe4iLRqNfTSHyBNnbvr2X3/trwtkS3nYvGekIBPDsUwFOSFLZFYomCtvRV4HA1tLer7d8w5f3za7RWVtJ6qDK8reyXT3Y/0GJR0JaY1KuwvXTueD4+WE/poXp8gVNPgmtsCbB9Xw3b99WEt6WNcIUCeHYKKz590cBVLCKDTkFb+iPgHR6dSKRn+5/+TWjEusNpgdpiteLKHI177AW4LrgA99ixuMdmDXKVIpHTq7B9x/Wh+VWGYXCwupGPKur5+GAdHx2sp7zqOG3B9vCxRxtaqW1o5b0PqxS2RaKYgrb0l9/rxeYZgfUsT1aUGHfyMeyurCxcY7NCgfqCLFwXXIBrTCaWuF499kMkqvSpG4nFYiF7dDLZo5NZMDvUO/dEWzsHvA18VFHHxwfr+ehgHZU1kXkalYgMDgVtGQgBr1dTSIaRj5/4D5ImTmD0gmsBuOT/fRf32Atw9vD0SpHhoE9huyfxtjgmZKcwIfvU6uoW3wlKDzUM1JcQkUGkoC0DxV/pJXHqFLPLkEFSXfA3qt/8K6Pmz8NitZI6Y7rZJYmYakDC9rvFVWzdV0Or7wQjPS4uyx/NJblpuJ3xTB0/ciC+hIgMIgVtGSjtgQAnjhzVyPYw1NbcQnyy2uOK9Ctst7cb/OT5f/D3D6u6bP/TW6XMuHgUd98ynUS3ngIlEk0UtGUgBQ6H2rk5shS2h5u///MdOEePIml8Hokdf8aNw+pynfW82r+/T9LECdg9PbcWFok2/Qrbr2zZz3unBe0OW/dUc99T7/LIN64m3qaFDyLRQEFbBpq/MvQZYc9UJ5Jh5WTHEd/hanxVhzny9pbwdnfWGBLHj+8UwHPDj2c32tvZ89O1eqiNxJR+he2/fnAQCzDz4tF8dekU3E4bpYca+ONbpWz/qIbSg/W8+s4Bbrwmb4DKFZH+avUHe3ykuoK2RELA68WWkoLVffbRTIkdl7/wLE2lpTSWltH0cSmNH5cSqKsL72+p9NJyqJKatzYDYImLwzX2ApLG55EwyI+NFxkM/QrbHd1GvrZsKukpoR+kl05I59IJ6az/3XYK/lHBW9sOKWyLDAH+QJCNmysoKq7GFzjVptNpjyNrpJsyb5OCtgw4v7cKu/prDyu2xAQ8l07Dc+m08LZAXR2NH5fS9HEpTaVlNJaW0dYUyhCGYdBScZCWTyrgr/+rB9tIzOlX2O5oUW+P7z5N5JaFEyn4RwWVR9T+T8Rs/kCQtRtKKPOG7seMFCeZqS6qalupqfdR5m0iJcnOolmaVysDK+D1knjppWaXISazp6SQNnsWabNnhbf5qmtCI+AdIXz/AYI+n4lVikRGv8L2qFQ3h6obee3dcm5eOLHLvri40P+ZGp2fGiUipti4uYIybxMJThurF49nal4KFouFl4oq2FR0iHhbHHWNATZuruDWhblmlysxot0f4MTRWhxZGtmW7pyjMnCOymDkVVeGt7UcPBQK36WlJlYmMrD6tXJx9sWjMID//Ms+frWpGO/R0KhZi+8ET24qBmBUqp4YJmKmVn+QouJqAFYvHs+08alYLBZe3nKQTUWHWHr1WL6+ZAIARcU1tPqDZpYrMSRQVQWGobZ/ct7cYy9g1KfnkXfnV8wuRWTA9Gpku+xQPXkXnGrFs3TeeP76wUEamvz8uWg/fy7aj8NuxX+iHQwDCzBnmn7IipippLweX6CdjBQnU/NCD506fTGkYRhkeJzU1PsoKa9n5sQ0k6uWWOD3hjqRODRnW0SGsV6NbN+1vpB1/7WNI3WtAIxIdPDDr1xOarITg9Acbl8giGEYGMD4sR6Wzx8/8FWLyHlr9rUBkJnqCo9on951xGKxkJnm6nK8SH8FvF5sqanEOZ1mlyIiYppejWwbhsFbWw+yZaeX6+fkctO1E8i7wMMvv3MtBe9XsLP0KMcafLidNqZPyuBzV+YSb7NGqnYROQ8JztBtXnWsNTxH+/SuI4ZhUFXb2uV4kf7ye6s0qi0iw16vPlWvuTSLt3dUEmgL8se3SvnL3yv4wsIJLL4ql8VzxrF4jvpjigw1+TkenPY4aup8PQZtgJ1lddTU+3DareTn6KltMjACXi+JM6abXYaIiKl6NY1kzW0zWffNuUzJG4kBNLYG+PXLH/J/Hvkrb++ojFCJItIfLoeVrJFuAOJtcWSPSgh3CTIMgx2lx3j6ldDK/zlTMnA59Nso6b92ny/UiUQj2yIyzPX698Xjx3p4+GtX8cGeap79824+OXyc6mMtrH3xAzZtLmPV9flMHqfFVSJDxctbDob7aNc1Bli/cS8ZHieZaaf6bAPkjUlkxdxsk6uVWOGvOgyAIyvL5EpERMzV58mZMy8exYxJGRT8o4L/fGMfRxta+fhgHd/7RRGzLxnNP3/uEsaOShrIWkWklzovhlw0a8zJJ0jWUFPvC4dsp93KnCkZrJibjcOuUW0ZGAGvFwB75miTKxERMVe/VkJZLBYWzr6QedMvYNPmMjb+byktvhO8v/swH+ytZuHsC/nioomkJGklushg66nryK0Lc1l2TTYl5fU0+9pIcNrIz/Fo6ogMOL+3iviRI4lzOMwuRUTEVAPSdiDeZuWmayfw2Sty2PDmPl59p5y2YDtvvFfO5u2H+P1DnxuILyMi56mnoN3B5bCqj7ZEXKDSi13ztUVE+h+229sNvEebqKhupOJwI3XH/SS57dQ3+kJ9t/3q2SsymM4WtEUGi9/rJXn2bLPLEBExXa/C9qGaxnCorjgceu090kRbsL3bscaAlSgi50tBW4aCYGsrbcfqsGdpZFtEpFdh+2uP/g3Ladt6CtUjEh3kZiaTk5lMzpjkvlcnIudNQVuGikD4Me1jTK5ERMR8vZ5G0jlcx1vjGDsqKRyqQwF7BJ4kLYgRGUwK2jKU+L1VYLFgH61OJCIivQrbMyeNImdMaMQ6NzOZrIwkrHGnj3WLyGBS0JahJuD1nuxEYje7FBER0/UqbN//lcsjVYeI9IGCtgxFfm8VDs3XFhEBevm4dhEZOhS0ZagKeL3YNV9bRARQ2BaJSgraMlQFW1poq6vHoR7bIiLAAD3URkQGXqs/2OOTHhW0ZSjr6ESikW0RkRCFbZEhxh8IsnFzBUXF1fgCp3rYO+1xZI10U+ZtUtCWIcvv9YY6kWSqE4mICChsiwwp/kCQtRtKKPM2AZCR4iQz1UVVbSs19T7KvE2kJNlZNEujhjI0BbxVxGekExcfb3YpIiJDgsK2yBCycXMFZd4mEpw2Vi8ez9S8FCwWCy8VVbCp6BDxtjjqGgNs3FzBrQtzzS5XpBt/pVfztUVEOtECSZEhotUfpKi4GoDVi8czbXwqFouFl7ccZFPRIZZePZavL5kAQFFxDa3+oJnlivTI763SfG0RkU4UtkWGiJLyenyBdjJSnEzNSwG6dx2ZlpdChseJLxBaPCkylASbmwk2NODIUtgWEemgsC0yRDT72gDITHWFR7RP7zpisVjITHN1OV5kqPCf7ETi0Mi2iEiY5myLDBEJztDtWHWsNTxH+/SuI4ZhUFXb2uV4kaEi4PVCXBzxozLMLkVEZMjQyLbIEJGf48Fpj6Omztdj0AbYWVZHTb0Pp91Kfo7HpEpFeuav9GLPyFAnEhGRThS2RYYIl8NK1kg3APG2OLJHJWAYBhAa0d5ReoynXykFYM6UDFwOq2m1ivQk4K3CnqVOJCIinen30CJDxMtbDob7aNc1Bli/cS8ZHieZaaf6bAPkjUlkxdxsk6sV6c5f6cUz7xqzyxARGVIUtkWGgM6LIRfNGnPyCZI11NT7wiHbabcyZ0oGK+Zm47BrVFuGlrbGJoKNjdjVY1tEpAuFbRGT9dR15NaFuSy7JpuS8nqafW0kOG3k53g0dUSGrIDXC6gTiYjI6RS2RUzUU9Du4HJYmTkxzaTKRHrH7/WCNQ67OpGIiHShBZIiJjlb0BaJNgFvFfZRo7DYNIYzGA4cOMCyZctITU0lNTWVlStXcuTIkV5dY9euXdjtdn74wx9GpkgRATSyLWIKBW2JNf5KLw7N1x4UtbW1zJ8/n0AgwL333ktbWxtr165l165dvP/++9jt9nNeo62tjS996UucOHFiECoWGd4UtkUGmYK2xKKAtwr3pIlmlzEsrFu3jkOHDlFcXMzFF18MwGWXXcbChQt57rnnWL169Tmv8ZOf/ISSkpJIlyoiaBqJyKBS0JZY1Hb8OMGmJo1sD5INGzYwb968cNAGWLBgARMnTmTDhg3nPL+4uJgf//jH/OAHP4hkmSJyksK2yCBR0JZYFfBWAWBXJ5KIq6urY//+/cyYMaPbvunTp7N169aznt/W1saqVatYuHAht912W6TKFJFONI1EZBAoaEssC3UisWLPUCeSSKusrAQgKyur277MzEwaGhpoaGhgxIgRPZ7/yCOP8PHHH7Np0yba2toiWquIhMTEyHZfV2XPnj0bi8XS7c+KFSsGoWoZLhS0Jdb5K6uwjx6FxaY+8JHW2NgIgNvt7rbP5XIB0Nzc3OO5JSUlPPjggzz22GNccMEFkStSRLqI+pHtvq7KNgyD3bt3s2TJEpYvX95l34UXXjgYpcswoKAtw0HA68WRpSkkg8EwDAAsFssZj+lpXzAY5Etf+hJz5sw5rwWUIjJwoj5s93VVdnl5Oc3Nzdx4442atyYRoaAtw4FhGPi9VSTkX2J2KUOC2+0mISHhjPtt/exDnpiYCEBra2u3fR3bkpOTu+3rGIQqKiri6NGjQGj+N0BLSwtHjx4lNTWVuLiY+IW3yJAS9XdVX1dld7Q86nyeSG+1+oN8sK+WzTur+WBfLa3+IKCgLcNH8Phx2pubsasTyaDIzs4GoKqqqts+r9eLx+PpMey//vrrBAIBZs+eTXp6Ounp6UyfPh0IBfH09HQqKioiW7zIMBXVI9sdq7J7mmM9ffp0Xn311TOee3rYbm5uPutohEhn/kCQjZsrKCquxhdoD2932uPIGummzNukoC3Dgv9kJxKHOpEMCo/HQ25uLtu2beu2b/v27cycObPH8372s5+FR7I7VFdXc9ttt3H77bezcuVKRo8eHZGaRYa7qA7b/VmV/eGHH5KUlMS3v/1tfve739HU1MS4ceN46KGHuPnmmyNeu0QvfyDI2g0llHmbAMhIcZKZ6qKqtpWaeh9l3iZSkuwsmqXwIbEvUFmJxWYjPiPd7FKGhJaWFlpaWs64v2OBY38sX76cxx9/nL179zJp0iQACgoK2LdvH2vWrOnxnJ5aBZaXlwMwbtw4FixY0O+6RKRnUT2NpL+rshsbG6mvr+f555/nN7/5DUlJSdxyyy288MILkStaot7GzRWUeZtIcNr41opJ/PTOT/Gtmy7myskjAYi3xVHXGGDjZv1KVmKf31uFPXM0Fs31HTT33HMPqampXHvttaxbt46HH36YFStWMGPGjPAapP379/Piiy+yf/9+k6sVkaj+6djXVdkAd955Jz//+c/ZuHEjS5cuZdWqVbz77ruMGzeONWvWEAwGI1KzRLdWf5Ci4moAVi8ez7TxqVgsFl7ecpBNRYdYevVYvr5kAgBFxTXhOdwiscpf6dV87UGWnp5OYWEh06ZN47777uPxxx9nyZIlvPbaazgcDgAKCwu5/fbbKSwsNLlaEYnqaSR9XZUN8NWvfrXbNpfLxe23384DDzzA7t27mTJlylm/fkpKCikpKWfc39zcfNZfJ0r0KSmvxxdoJyPFydS80Ht/+mJIwzDI8DipqfdRUl7PzIlpJlctEhmGYRDwVpE49ew/K2XgTZw48azrkr70pS/xpS996azXyMnJCQ9aiUjkRPXIdl9XZZ9NxsknoDU1NfW/QIk5zb7QE9cyU13hEe3Tu45YLBYy01xdjheJRW319bS3tmpkW0TkLKI6bPd1VXZlZSX5+fk8+OCD3fbt3bsXgNzc3IEtVmJCgjP0y6CqY628VFTRY3s/wzCoqm3tcrxILAqoE4mIyDlFddiG0KrsgoKCcEiGU6uyz9RVJCsri/r6ep566imOHz8e3l5RUcGzzz7L/Pnzz6sFUl1dHUeOHDnjH00hiT35OR6c9jhq6nzhOdqnt/fbWVZHTb0Pp91Kfo7HpEpFIs9f6cUSH098+kizSxERGbKiPmz3dVX2E088waFDh7jyyitZv349P/7xj5k9ezY2m40nnnjCrL+ODHEuh5WskaHuN/G2OLJHJYTnPBqGwY7SYzz9SikAc6Zk4HJYTatVJNIC6kQiInJOUf877o5V2XfddRf33XcfbrebJUuWsHbt2i6rsletWsUzzzzDuHHjAFiyZAmbNm3i4Ycf5t5778XlcjFv3jx+8pOfhPuWipzu5S0Hw3206xoDrN+4lwyPk8y0U322AfLGJLJibrbJ1YpElt/r1RQSEZFzsBhaitxrdXV1FBQUMGPGDJKSkswuRwZJ58WQi2aNOfkEyRp8gVPt/Zx2K3OmZLBibjYOu0a1JXYZhkHpv91F6nWfJe2fPmt2OVGjsbGRrVu3smDBgrN2sxKR2BH1I9sig6GnriO3Lsxl2TXZlJTX0+xrI8FpIz/Ho6kjMiy01dXR3urTyLaIyDkobIucQ09Bu4PLYVUfbRmWOjqR2LPU9k9E5Gy0qkXkLM4WtEWGM3+lF4vdTnya/mdTRORsFLZFzkBBW+TM/N4qHGMy1YlEROQc9FNSpAcK2iJnF/B69eRIEZHzoLAtchoFbZGzM9rbT45sa3GkiMi5KGyLdKKgLXJubceOYfj9GtkWETkPCtsiJyloi5wf/8lOJI4sjWyLiJyLwrYICtoiveGv9GJxOLClpppdiojIkKewLcOegrZI7wQ6OpFYLGaXIiIy5Clsy7CmoC3Se36vF7sWR4qInBc9QVJiXqs/2OMj1RW0RXrPaG8nUHWY5NmzzC5FRCQqKGxLzPIHgmzcXEFRcTW+QHt4u9MeR9ZIN2XeJgVtkV46UVuLEQhocaSIyHlS2JaY5A8EWbuhhDJvEwAZKU4yU11U1bZSU++jzNtESpKdRbMUGER6I1AZ6kSitn8iIudHYVti0sbNFZR5m0hw2li9eDxT81KwWCy8VFTBpqJDxNviqGsMsHFzBbcuzDW7XJGo4fd6iXM5saWkmF2KiEhU0AJJiTmt/iBFxdUArF48nmnjU7FYLLy85SCbig6x9OqxfH3JBACKimto9QfNLFckqgS8Vdgz1YlEROR8KWxLzCkpr8cXaCcjxcnUvNDo2+mLIaflpZDhceILhBZPisj58Xu9eky7iEgvKGxLzGn2tQGQmeoKj2if3nXEYrGQmebqcryInF1HJxLN1xYROX+asy0xJ8EZ+s+66lhreI726V1HDMOgqra1y/EicnYnjhzFOHFCnUhERHpBI9sSc/JzPDjtcdTU+XoM2gA7y+qoqffhtFvJz/GYVKlIdPF7vQAK2yIivaCwLTHH5bCSNdINQLwtjuxRCRiGAYRGtHeUHuPpV0oBmDMlA5fDalqtItEk4K0izu3GOmKE2aWIiEQN/f5cYs7LWw6G+2jXNQZYv3EvGR4nmWmn+mwD5I1JZMXcbJOrFYkeocWR6kQiItIbCtsSUzovhlw0a8zJJ0jWUFPvC4dsp93KnCkZrJibjcOuUW2R8xXwVuHMVV96EZHeUNiWmNFT15FbF+ay7JpsSsrrafa1keC0kZ/j0dQRkV4ygkECVYcZcdWVZpciIhJVFLYlJvQUtDu4HFZmTkwzqTKR2HDiyBGMtjbsWhwpItIrWiApUe9sQVtEBoa/sgoAh3psi4j0isK2RDUFbZHB4fd6iUtIwJqcbHYpIiJRRWFbopaCtsjgCXir1IlERKQPFLYlKiloiwwuv9eLfYzma4uI9JbCtkQdBW2RwWW0BQkcrsaRpfnaIiK9g9D+CgAAIABJREFUpbAtUUVBW2TwBWpqIBjEoZFtEZFeU9iWqKGgLWKOgNcLgF2dSEREek1hW6KCgraIefzeKqyJidjUiUREpNcUtmXIU9AWMVfA69WotohIH+kJkjIktPqDPT5SXUFbxHx+bxXuiRPMLkNEJCopbIup/IEgGzdXUFRcjS/QHt7utMeRNdJNmbdJQVvEREZbG4Hqajzz55pdiohIVFLYFtP4A0HWbiihzNsEQEaKk8xUF1W1rdTU+yjzNpGSZGfRLHVAEDFLoLoGgu04srLMLkVEJCopbItpNm6uoMzbRILTxurF45mal4LFYuGlogo2FR0i3hZHXWOAjZsruHVhrtnligxL/pOdSByasy0i0idaICmmaPUHKSquBmD14vFMG5+KxWLh5S0H2VR0iKVXj+XrS0JzRIuKa2j1B80sV2TYCnirsCYnY01MNLsUEZGopLAtpigpr8cXaCcjxcnUvBSge9eRaXkpZHic+AKhxZMiMvj8Xq9GtYegAwcOsGzZMlJTU0lNTWXlypUcOXLknOe98cYbXH311bjdbhITE1mwYAHvvffeIFQsMnxpGomYotnXBkBmqis8on161xGLxUJmmouael/4eBEZXIFKL+5LLjG7DOmktraW+fPnEwgEuPfee2lra2Pt2rXs2rWL999/H7vd3uN5mzdv5rrrriM/P5+HHnqItrY2fvGLXzB37lzefvttZs+ePch/E5HhQWFbTJHgDP2nV3WsNTxH+/SuI4ZhUFXb2uV4ERk87SdOEKg5QspCjWwPJevWrePQoUMUFxdz8cUXA3DZZZexcOFCnnvuOVavXt3jed/61rcYO3Ysf//733G73QCsXLmSiy++mO9///u8+eabg/Z3EBlONI1ETJGf48Fpj6Omztdj0AbYWVZHTb0Pp91Kfo7HpEpFhq/A4Wpob8c+Rh2BhpINGzYwb968cNAGWLBgARMnTmTDhg09nlNXV8fOnTv5/Oc/Hw7aAKNGjWLu3Lm88847Ea9bZLjScKGYwuWwhvtox9viyB6VgGEYWCwWDMNgZ1kdT79SCsCcKRm4HFaTKxYZfgLeKkCdSIaSuro69u/fz4oVK7rtmz59Oq+++mqP5yUnJ7Nv3z4SEhK67Tt69Cg2m+KASKTo7hJTvLzlYLiPdl1jgPUb95LhcZKZdqrPNkDemERWzM02uVqR4cnv9WIdMQJrDwFNzFFZWQlAVg99zzMzM2loaKChoYERI0Z02We1Wrnooou6nbNr1y62bNnCokWLIlOwiChsy+DrvBhy0awxJ58gWUNNvS8csp12K3OmZLBibjYOu0a1RcwQUCeSIaexsRGgy1SQDi6XC4Dm5uZuYbsnTU1NrFy5EoDvfOc7A1iliHSmsC2DqqeuI7cuzGXZNdmUlNfT7GsjwWkjP8ejqSMiJvN7q0icMtnsMqQTwzCAULemMznbvg4tLS3ccMMN7Ny5k+9+97vMnTt3wGoUka4UtmXQ9BS0O7gcVmZOTDOpMhE5XfuJE5yoOYJdI9u94na7e5wX3aG/c6MTTz5cqLW1tdu+jm3JyclnvUZ9fT2LFy9my5Yt3HHHHTz00EP9qklEzk5hWwbF2YK2iAw9garDYBg41IlkSMnODq1hqaqq6rbP6/Xi8XjOGvZrampYtGgRO3bs4M477+SXv/zleY2Ei0jfqfWfRJyCtkh0aff7+eTB0GinLS3V5GqkM4/HQ25uLtu2beu2b/v27cycOfOM5zY2NoaD9l133cWvfvUrBW2RQaCRbYkoBW2R6GbtYSGenFlLSwstLS1n3N+xwLE/li9fzuOPP87evXuZNGkSAAUFBezbt481a9ac8bxvfOMb7Nixg29+85usW7eu33WIyPlR2JaIUdAWERl499xzD88//zzXXnstd999Nz6fj0cffZQZM2Zw2223AbB//37eeecdrrzySsaNG8eePXt44YUX8Hg8XHrppbz44ovdrttxrogMLIVtiQgFbZHo0u73n/M1QJzDMWg1Sc/S09MpLCzkrrvu4r777sPtdrNkyRLWrl2L4+T7U1hYyKpVq3jmmWcYN24cmzdvBkKLI1etWtXjdRW2RSLDYnT0EZLzVldXR0FBATNmzCApKcnscoYcBW2R6LPvK189r+MmPv3LCFcS2xobG9m6dSsLFiwgJSXF7HJEZBBogaQMKAVtERERkVM0jUQGjIK2SPS66In1AJyoraX8gYcgGAQgb92jmjoiItIPCtvSK63+YI9PelTQFoluHYH62GtvEOd2036ya0acw6GwLSLSDwrbcl78gSAbN1dQVFyNL9Ae3u60x5E10k2Zt0lBWyTK+Q4e4vh775PxhZuo2fB7s8sREYkJmrMt5+QPBFm7oYSCrVX4Au1kpDiZlpdChseJL9BOmbeJlCQ7i2bpSXMi0ezoH/5EfEYGyVdcbnYpIiIxQyPbck4bN1dQ5m0iwWlj9eLxTM1LwWKx8FJRBZuKDhFvi6OuMcDGzRXcujDX7HJFpA+a9+yl+cMSxnztTqwJbnUdEREZIBrZlrNq9QcpKq4GYPXi8Uwbn4rFYuHlLQfZVHSIpVeP5etLJgBQVFxDqz9oZrki0gdGeztHNv4R57hcEqd/yuxyRERiisK2nFVJeX146sjUvFBP2NMXQ56aUhJaPCki0aVx6zb8n1SQvnwpFovF7HJERGKKwracVbOvDYDMVFd4RPv0riMWi4XMNFeX40UkOhhtbRz940skTJ2Ce+IEs8sREYk5CttyVgnO0LT+qmOtvFRU0WN7P8MwqKpt7XK8iESH+sIiThw9SvryJWaXIiISkxS25azyczw47XHU1PnCc7RPb++3s6yOmnofTruV/ByPSZWKSG+1+3zU/s+fSb7ichxZWWaXIyISkxS25axcDitZI90AxNviyB6VgGEYQGhEe0fpMZ5+pRSAOVMycDmsptUqIr1z7I03aW9tZeSN15tdiohIzNLv/OWsXt5yMNxHu64xwPqNe8nwOMlMc1FV20pNvQ+AvDGJrJibbXK1InK+2hqOc+wvBXiunU98WqrZ5YiIxCyFbTmjzoshF80ac/IJkjXU1PvCIdtptzJnSgYr5mbjsGtUWyRa1L7yZyxWK2nXfdbsUkREYprCtvSop64jty7MZdk12ZSU19PsayPBaSM/x6OpIyJRJlBdTX3h26QvXYI1McHsckREYprCtnTTU9Du4HJYmTkxzaTKRGQgHP3TS9iSR+D59DyzSxERiXlaICldnC1oi0j0a91/gMYPtjHyxuuJs9vNLkdEJOYpbEuYgrZIbDMMgyN/+BP2MWNIvvJys8sRERkWFLYFUNAWGQ6aPyyhdd9HpC9fgiVOP/5FRAaDftqKgrbIMGC0t3Nk459wXTSehKlTzC5HRGTYUNge5hS0RYaH4++9T6CykvQVy7BYLGaXIyIybChsD2MK2iLDQ/uJExzd9DKJ0z+FK2+c2eWIiAwrCtvDlIK2yPBR/7+baauvJ33ZjWaXIiIy7ChsD0MK2iLDR7Clhdo/v8aIq6/CPnq02eWIiAw7CtvDjIK2yPBy7LU3ME6cYOT1i80uRURkWNITJGNQqz/Y4yPVFbRFhpcTx+qoK/gbqYsWYvOMMLscEZFhSWE7hvgDQTZurqCouBpfoD283WmPI2ukmzJvk4K2yDBS+/IrxDkcpCxaaHYpIiLDlsJ2jPAHgqzdUEKZtwmAjBQnmakuqmpbqan3UeZtIiXJzqJZY0yuVEQGg9/rpWHLO2R84SasLpfZ5YiIDFsK2zFi4+YKyrxNJDhtrF48nql5KVgsFl4qqmBT0SHibXHUNQbYuLmCWxfmml2uiETY0T9uIj4tjRFzrza7FBGRYU0LJGNAqz9IUXE1AKsXj2fa+FQsFgsvbznIpqJDLL16LF9fMgGAouIaWv1BM8sVkQhr+biUph27GLn0BuLi480uR0RkWFPYjgEl5fX4Au1kpDiZmpcCdO86Mi0vhQyPE18gtHhSRGKTYRgc2fhHHNljSZo10+xyRESGPYXtGNDsawMgM9UVHtE+veuIxWIhM83V5XgRiT1NO3biK9tP+vKlWOL0I15ExGyasx0DEpyht7HqWGt4jvbpXUcMw6CqtrXL8SISW4xgkKN/2IT7kotJyL/E7HJERASNbMeE/BwPTnscNXW+HoM2wM6yOmrqfTjtVvJzPCZVKiKR1LDlHQKHD5O+fKnZpYiIyEkK2zHA5bCSNdINQLwtjuxRCRiGAYRGtHeUHuPpV0oBmDMlA5fDalqtIhIZ7f4AR196haTZs3BemG12OSIicpLmE8SAl7ccDPfRrmsMsH7jXjI8TjLTTvXZBsgbk8iKufoQFolFdQV/JdjUxMilN5hdioiIdKKwHeU6L4ZcNGvMySdI1lBT7wuHbKfdypwpGayYm43DrlFtkVjT1tjEsdffwDPvGuzp6WaXIyIinShsR7Geuo7cujCXZddkU1JeT7OvjQSnjfwcj6aOiMSYdr+fj7/xTQA8n54HBqQt/idTaxIRke4UtqNUT0G7g8thZebENJMqE5HBVr/5bUZe/zlsSUlmlyIiIqfRAskodLagLSLDT1yCm5SF15pdhoiI9EAj21FGQVtk+Gr3+3t8nfaZhV22xTkcg1uYiIickcJ2FFHQFhneOuZon+7Ixj9yZOMfw/8+8elfDlZJIiJyDppGEiUUtEWGt7bjx80uQURE+kAj21FAQVtkeAo2N9O4bQeN7/+Dlr37IM6Ce9IkEmdMxz1pIuXfvw+AvHWPauqIiMgQpbA9xCloiwwv7T4fTTt2cvz9D2gu2Q3t7bgnTmDUbV8kcfqnsCUlho7rNGc7zuFQ2BYRGaJiYhrJgQMHWLZsGampqaSmprJy5UqOHDkSsfMGi4K2SHRr9/vZ95Wvsu8rX+0SjrsdFwjQuHUblf/xJKV3raHq6WcINjeT8fkV5K39KWP/71145l4dDtoisfq5JxKLon5ku7a2lvnz5xMIBLj33ntpa2tj7dq17Nq1i/fffx+73T6g5w0WBW2R2Ga0tdG8ew+N739A4/YdGH4/juxsRt54PUmzZhCfpl750rNY/dwTiVVRH7bXrVvHoUOHKC4u5uKLLwbgsssuY+HChTz33HOsXr16QM8bDAraIrHJCAZp2fcRjf/4gMat22lvacGeOZrUz36G5FkzsY8edd7XinM41HVkmIrFzz2RWGYxDMMwu4j+yMvLIzc3l4KCgi7bJ02aRFZWFn/9618H9DyAuro6CgoKmDFjBkl9fGJbqz/Y4yPVFbRFBlfnx55f9MT6fs99Pr0Xdtm37wEg+aoraNpZTHtTE7aRaSRfNjsUsLPGYLFY+vU1JXo0NjaydetWFixYQEpKSp+uYcbnnoj0XVSPbNfV1bF//35WrFjRbd/06dN59dVXB/S8geAPBNm4uYL3dh7iX/b+liTgZ+Nuwep0kDXSTZm3qd9Be6DDw2BcOxprjtZrR2PNkb72QGj3+wlUV/PJgw/3uP/4lnfDr9uO1pK+9MbBKk1iSDR+7okMd1EdtisrKwHIysrqti8zM5OGhgYaGhoYMWLEgJzXX/5AkLUbSijzNhHf3h7enj7CibcxSJm3iZQkO4tmjRnQrysiA6etsZFA1eGTf6oIHK7GX1VFW+0xs0uTYSDaPvdEJMrDdmNjIwBut7vbPpfLBUBzc3O3Hx59Pa+/Nm6uoMzbRILTxurPjIN1oe2XXZLGn/5eQ7wtjrrGABs3V3DrwtwB/doicsqZHnve8dpob+fEsWO01R4LherDh8P/DDY1hw62WIjPSMeROTo0HSRzNPbRo7GlpmA9+bOl8zQS9cKWgRBtn3siEuVhu2O6+dnmO/a0r6/n9UerP8h7Ow8R397O6s+MI/8CN2Un972x5ROWzclhbEYCv9i0j6LiGpZdk43LYT3v658rPHToy4d9pK4djTVH67WjsebzvbbR3o7FZsM40YbRdgKjrQ2jLXjq9Ym2k9tO/fH+x5M9fr2OYNyZxW7HPno09sxRJEzOxz56FPbMTOIz0omLjz/vv4t6YctAiKbPPREJieqwnZgY6jnb2trabV/HtuTk5AE773QpKSlnXeDS3NxMS0sLACXl9fzL3t+GdqwjHLQB/q38v6E89PpuoMGWQPl3/4Q9/vzboJ/pV9inhwdbWup5XzPS147GmqP12tFYc2+uHSnjHnkYW4oHS1xMPJJABoHb7SYhIeGM+222/n3smv25JyK9F9VhOzs7G4Cqqqpu+7xeLx6Pp8cfen09rz+afW2cb9+SD5PGMW18Cumjzv8BFrWvnN/ilhFXXH7e14z0taOx5mi9djTW3Jtrj/7yKuLibVhsPfyJt2GxnvznyW1GMBh6bbWedaqHRqJlqImmzz0RCYnqsO3xeMjNzWXbtm3d9m3fvp2ZM2cO6Hn9keC08bNxt5DucfLgHdMwAoFuH/CGYXDfr3fibQwydd5ERk48/4dapF63KPx6oMNDpK4djTVH67WjseZIX7snAz3VQ72wZaBF0+eeiIREddgGWL58OY8//jh79+5l0qRJABQUFLBv3z7WrFkz4Od1VldXR1tb23kdm5/jwep04D0e5MNDLUwZe2oEoeMDfkfpMbyNQZx2K/k5nvO6budrnGl7f8NDpK4djTVH67WjseZIX1skElpaWsLTB3vSsVCxP8z83BOR3ov6iYj33HMPqampXHvttaxbt46HH36YFStWMGPGDG677TYA9u/fz4svvsj+/ft7dd5AcjmszJkSejrcU6+UsqusLrzPMAx2lB7j6VdKAZgzJaNXiyNFRGT4iJbPPREJifqwnZ6eTmFhIdOmTeO+++7j8ccfZ8mSJbz22ms4To58FRYWcvvtt1NYWNir8wbairnZ5I1JpNnXxi827Qtvv+/XO1m/cS/NvjbyxiSyYm52RL6+iHTXMdVj4tO/1Gi5RIVo+twTkRh4XLsZ+vO49o4nSBYV1+ALBMPbnXYrc6ZksGJuNg67RrVFRGLRQDyuXUSiS9TP2Y42DruVWxfmsuyabErK62n2tZHgtJGf49HUEREREZEYo7BtEpfDysxedBsRERERkegT9XO2RURERESGKo1sm8jtdodfn61VlAxteh+jn97D2KD3UUSGIoVtE3V+Wpc+GKKX3sfop/cwNuh9FJGhSNNIREREREQiRGFbRERERCRCFLZFRERERCJEYVtEREREJEIUtkVEREREIkRhW0REREQkQtT6rw+CwSDQ/9ZSNtupb39jY2O/riXm0fsY/fQexoZoeB87Pjc6PkdEJPYpbPdBc3MzAHv27DG5EhERiUbNzc2MHDnS7DJEZBBYDMMwzC4i2vh8Pqqrq0lISMBqtZpdjoiIRIlgMEhzczOjRo3C6XSaXY6IDAKFbRERERGRCNECSRERERGRCFHYFhERERGJEIVtEREREZEIUdgWEREREYkQhe0IOXDgAMuWLSM1NZXU1FRWrlzJkSNHInaeREZf34/Zs2djsVi6/VmxYsUgVC1nc+eddzJv3rzzOlb349DVm/dR96OImEl9tiOgtraW+fPnEwgEuPfee2lra2Pt2rXs2rWL999/H7vdPqDnSWT09f0wDIPdu3ezZMkSli9f3mXfhRdeOBilyxn8+te/5qmnnmLu3LnnPFb349DVm/dR96OImM6QAfe9733PsFqtxu7du8Pb3nzzTQMwnnzyyQE/TyKjr+/H/v37DcB45plnBqFKOR9tbW3GAw88YFgsFgMw5s6de85zdD8OPX15H3U/iojZNI0kAjZs2MC8efO4+OKLw9sWLFjAxIkT2bBhw4CfJ5HR1/ejpKQEoMt5Yh6fz8f06dO5//77uf3228nKyjqv83Q/Di19fR91P4qI2RS2B1hdXR379+9nxowZ3fZNnz6drVu3Duh5Ehn9eT9O/3Bvbm6OTJFyXnw+H8ePH+d3v/sdzz33HDbbuWfP6X4cevryPoLuRxExn8L2AKusrATocdQlMzOThoYGGhoaBuw8iYz+vB8ffvghSUlJfPvb3yYpKYnExETy8vI0GmqS5ORkPv74Yz7/+c+f9zm6H4eevryPoPtRRMynsD3AGhsbAXC73d32uVwuoOeRlb6eJ5HRn/ejpKSExsZG6uvref755/nNb35DUlISt9xyCy+88ELkipYexcXFnfcoaAfdj0NPX95H0P0oIuZTN5IBZhgGABaL5YzH9LSvr+dJZPTn/bjzzjsJBoN84xvfCG+7+eabmTx5MmvWrOGLX/wiVqt1YAuWAaX7MXbofhQRs2lke4AlJiYC0Nra2m1fx7bk5OQBO08ioz/vx1e/+tUuH+wQGg29/fbbqa6uZvfu3QNcrQw03Y+xQ/ejiJhNYXuAZWdnA1BVVdVtn9frxePxkJCQMGDnSWRE4v3IyMgAoKmpqf8FSkTpfox9uh9FZLAobA8wj8dDbm4u27Zt67Zv+/btzJw5c0DPk8jo6/tRWVlJfn4+Dz74YLd9e/fuBSA3N3dgi5UBp/sxNuh+FJGhQGE7ApYvX05BQUH4hzlAQUEB+/bt4+abbx7w8yQy+vJ+ZGVlUV9fz1NPPcXx48fD2ysqKnj22WeZP38+o0ePjnjt0n+6H6Of7kcRGQosRsdKIBkwR44cYfLkydhsNu6++258Ph+PPvoo48ePZ8uWLTgcDvbv388777zDlVdeybhx4877PBk8fX0fN23axNKlS8nPz2f16tU0Njby85//nEAgwJYtW/RwDZPl5OSQk5PDW2+9Fd6m+zH6nO/7qPtRRExn5uMrY9nevXuN6667zkhISDDS09ONf/7nfzZqamrC+5955pkeHyF8rvNkcPX1fdy0aZMxe/Zsw+FwGB6Px1iyZImxZ8+eQa5eenLhhRd2e8y37sfo05v3UfejiJhJI9siIiIiIhGiOdsiIiIiIhGisC0iIiIiEiEK2yIiIiIiEaKwLSIiIiISIQrbIiIiIiIRorAtIiIiIhIhCtsiIiIiIhGisC0iIiIiEiEK2yIiIiIiEaKwLSIiIiISIQrbIiIiIiIRorAtEmM+97nPYbFYsFgs7Nmz54zHffGLX8RisRAXF8fWrVt79TXWrFkT/hrFxcXd9ldWVva6bhERkViksC0SY6ZOnRp+vXv37h6P2bp1Kxs2bABCoXvGjBm9+hr/+Mc/AEhISOCSSy4Jbz9+/Dhr1qzhy1/+cm/LFhERiUkK2yIxpnPYLikp6fGYe+65B8MwcDgcPPTQQ726fnt7e3gkfPr06VitVgD27NnDRRddxGOPPcanPvWpPlYvIiISWxS2RWLMucL2a6+9xt/+9jcA/vVf/5ULL7ywV9ffs2cPTU1NAMyaNSu8vaCggJqaGgAuv/zyXtctIiISixS2RWLMxIkTcTgcQPdpJO3t7dx7770ApKSk8L3vfQ+AI0eO8J3vfIf8/HzcbjcJCQlMnz6d9evXEwwGu1zj/fffD7+eNWsW7e3tJCUl8W//9m/h7UuWLOGqq64K//urr77KZz7zGTIzM4mPj2fMmDHccccd4XDe2X/9139x2WWXkZiYyEUXXcRTTz0FwNixY7FYLHzhC1/odvynP/1p0tLScDgcTJ48mV/96le9/r6JiIhEhCEiMefSSy81AMNutxsnTpwIb//Nb35jAAZg/OxnPzMMwzC2bdtmjB49Orz99D833nij0d7eHr7G1772tfC+0tJSY9euXT2e961vfcswDMN47LHHznjt2bNnd6n7m9/8Zo/H3X///eHXjz32mGEYhtHW1mbcfPPNZ7z2Aw88EOlvs4iIyDkpbIvEoJUrV4ZD5+7duw3DMIzW1lbjggsuMAAjJyfH8Pv9RlNTU3ibxWIxfvjDHxrV1dVGeXm58bnPfS58jT/84Q/ha8+cOdMAjNTUVMMwDKO9vd2oqakxLBaLARjLli0zTpw4YbS3txtHjhwxxowZY1gsFmP+/PnGwYMHjaNHjxqf/exnw9eurKw0DMMwXnnllfC2qVOnGjt27DAqKyuN66+/vkuILiwsNAzDMB588MHwtrvvvtuoqqoyDh48GD7e6XQaDQ0Ng/ydFxER6UrTSERiUE8dSR5//HEOHToEwMMPP4zdbufZZ58Nb/v617/O/fffT0ZGBhdeeCE///nPw9d4/fXXAfD7/ezatQuAmTNnAmCxWNi6dSuGYQBwxRVXYLPZsFgsjBw5ksrKSk6cOMHrr7/OBRdcQHJyMunp6eFrJyQkALBu3ToArFYrf/jDH5g2bRpjxozhmWeewWKxhPfNmDGDlpYWHnvsMQDmzp3LT3/6U0aOHMno0aPD02R8Ph/bt28fsO+piIhIX9jMLkBEBt7piyTnzZvHT3/6UyAUkm+++WYgtKixQ+c51wDJycnh18ePHwdg586dBAIBAGbPnh3e/+6774Zfd14cGQgEeOGFF3jzzTcpLS3l8OHDHD58ODwPPDc3lxEjRuDz+SgsLARg0aJFjB8/PnyNtLQ03G43zc3N4Tnlb731VrimzZs3Ex8f3+P3wefznf0bJSIiEmEK2yIx6PSw/aMf/YiGhgYA1q5dGx4p9nq9ALjdbiZMmNDlGtu2bQu/Hjt2LNB9cWSH9957D4D4+Phwz27DMFi8eDFvvvkmTqeT5cuXs2rVKlJSUrj11luB0Ch4Rx1tbW0A3doGfvLJJzQ3NwOnAn51dfV5fR/GjBlzXseJiIhEisK2SAwaNWoUGRkZ1NTU8Pbbb1NbWwvA4sWLmTdvXvi4ESNGANDa2kp9fT0ejye8r2OaBsD1118PnHqYDXQN2x3bp0yZgsvlAkKj3W+++SYAzz33HJ///OcB+PWvfx0+ryNsd/TqBjh69GiXv0vnziIdYbvzNJTf//733HTTTeF/P3bsGB6Ph7g4zZITERHz6dNIJEZ1jG5XVVURCASwWq088sgjXY5ZtGgREBqFvuOOOzh48CDl5eV8+ctf5o033gDguuuu45qeb/IlAAACvElEQVRrrgFOjWxnZWWRmZkJhEal6+rqAHC5XLS2tuL3+7uMPnf05n799dfD7QaB8Cj42LFjwyH9t7/9LX/729+or69n/fr1PProo+HjO8L2FVdcQVpaGgA/+tGP2LVrF42NjbzwwgtkZWXhcrl4+OGH+/09FBER6S+L0bGqSURiyt133x1edAiwevVqnnzyyS7HtLa2cs011/DBBx/0eI0ZM2bwxhtvkJaWxvHjx/F4PBiGwZIlS/jTn/4EQENDA2lpaV36cf/2t79l/vz5TJgwIfwAnA4JCQnhaSGffPIJ2dnZAHz/+9/vMSBbrVaCwSAJCQk0NDSER8H/+7//m1tuuaVbH3AIhfG//OUvJCYmnvP7JCIiEkka2RaJUZ3nbSckJPDAAw90O8blclFYWMgDDzzA5MmTcbvdJCYmMmPGDB577DGKiorCI8idO450nkIyYsQInn76afLy8rDb7aSnp3PVVVeRmZnJSy+9xPTp03E6nYwfP55HH320y+h6eXl5+PUDDzzA/fffT05ODk6nk2uuuYb/+Z//wWYLzXa7/PLLu0w3uemmm9i8eTPXXXcdI0aMwOVyMWXKFB599FHeeustBW0RERkSNLItIqZ78cUXMQyDvLw8Zs6cid1uB6CwsJC5c+cC8NBDD3WZgiIiIhINNLItIqb7/e9/z8qVK7nqqqv493//dxobG9mzZw9r1qwBQr28Oy+CFBERiRYa2RYR023YsIFbbrnljPvvuuuuLvPPRUREooXCtogMCb///e954okn2LlzJ01NTXg8HiZOnMiXv/xl7rjjDrPLExER6ROFbRERERGRCNGcbRERERGRCFHYFhERERGJEIVtEREREZEIUdgWEREREYkQhW0RERERkQhR2BYRERERiRCFbRERERGRCFHYFhERERGJEIVtEREREZEI+f+xfNeCeTEWsQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, show=SHOW, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"',\n", " grid_major=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or just disable one gridline by specifying the axis of interest in our keyword:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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RI9m9e7fzh5KUlBSWL1/OK6+8wlNPPQXA2LFjycrKYtOmTc7nz507l4SEBDZs2IDXufahN998Mz179uT999/nt7/9bYP+27SIsF1cXMxHH33EpEmTiIuLq9d9F4ftsrIyAgMDG6tMERFpBJUWG0f3p1Jd7c+yVd84j5t8jXSIDCAlo1RBu5XbfyLHOXVkQI+6f/sxsIdjSklmXhn7T+Qw9MbLz6NuqNTUVIYOHVrjWFVVzSksRqPxmhcTXuwf//gHU6ZMYdiwYXUuyIyLi2PHjh0Nfp+ZM2dy9913s3v3bgYPHozNZmP16tVMmzYNX19fAI4fP86PP/7I4sWLa9wbHx/PkCFD6j16f9NNN/Hll19SXV3NyZMnOXnyJN999x1Hjx51/rf873//i91u57777qtx7+TJk51hu7y8nF27djF79mzsdrvz3i5dutCjRw+++OKLBodtj5+zHRISwsmTJ5k0adJV3Xf48GGCg4N56qmnCA4OJigoiPj4+EuupBURkeal0mJjydojlGVmk+8dRExEAAN7RBMdasJsqSYlo5SwYF/GDmzc4CTNW0m5o9vIddFBlxxJNhgMXBcdVOP6xlRUVFRrgM/Hx6fG68UXX3TJe7366qvcd9993HLLLfzrX//CZDLVuiYwMLDeXU4u5+c//znt2rVj9erVAGzatImsrCx+9atfOa/Jz88HoF27drXub9euHYWFhfV+v6VLlxIdHU23bt2YOXMmW7duJTAw0LmQ9Pyc64unpbS9YDF1QUEB1dXVvPTSS7U+B4cPHyYjI6Pe9VyKx49sX+tPfkeOHKGkpITCwkJWrlxJYWEhr732GpMnT8ZqtTJt2rRGqFZERFwlaVs6KRml3F5VynV9ujFj9kgMBgPL1u9nXfIZfLyNFJRYSNqWztQxnd1drrhJcIBjSsiZ7FLsdnudgdtut3Mmu7TG9Y0pMjKyVqi8uDvalbqUXIndbufxxx/n9ddfZ/LkySxfvtw5unyxgoICIiMjG/R+AN7e3jz44IMsW7aMV199lZUrVzqnY5x3fkpMXT25MzMz613HmjVrePrpp3n55ZeZMWOG875JkyaxZ88eAK677joAsrKyaizOzM7Odv45JCQEg8HAk08+yeTJk2u9T0BAQL3quRyPH9m+Vg8//DBvvPEGSUlJ3HPPPcyYMYOvvvqKLl26MHv2bGw225UfIiIiblFRaSP5UBZGezUhVWV0uL4jBoOBjzafYF3yGe65tSO/Ge9YBJZ8KLtGqzdpXW7qFoW/nxeZuWV8fTSrzmv2Hs0iM68Mfz9vbuoW1eg1derUqVbnjQEDBtR4NTRsP/fcc7z++us89dRTrF69+pJBGxyb5XTq1KlB73fezJkzyc7O5vPPP2fDhg089NBDNc4nJCTQrl07PvzwwxrHU1NT+eqrrxg2bFidzz0/l/q85ORkQkNDmT17tjNol5aWkpyc7Nw455ZbbsHLy4tPPvmkxr3/+Mc/nH8ODg6mX79+HDt2rMZ//169ejF//vx6T2u5nFYbth955JFac3D8/f2ZNm0aWVlZ9WqcHhYWRlRU1CVfrvhpSEREajuSVojZUk3ngCoMdjs+UZH8fctJ1nx+wjlHu0982LkpJTaOpNX/V9PSsgSYfBg9yBEkl364jz3f/eicZmC329nz3Y8sXbMPgNGDYht9cSTA7bffzs6dO122/XhxcTG7du1yTpvYv38/L730EgMHDuS+++5j9+7d7Nq1y/kqLi523mu329m5cyd33HGHS2rp1q0bt9xyC0888QQGg4H777+/xnmj0cif/vQnNm3axJQpU9i4cSOrVq1izJgxhIeHOxcyXiw0NJSsrCw2btxIZmYmgwYNorCwkKeffpqtW7eyZs0abr31Vn788UfKysoAx7zrmTNnMnfuXJYsWcLnn3/Oo48+yqeffuqsBWDRokVs2rSJqVOn8tlnn/Hpp59yxx13sGXLFvr169fg/yatNmxfyvl5PaWlpW6uRERELqXM7FjE1MnXDMD2dCurNx1n6tgE52JIg8FATIR/jeuldXrw5z1I6BRGSbmVF9/bzcN/2sILf9vFw3/awovv7aa0wkpCpzAe/HnTdCi79957yc3NdU53aKh9+/YxZMgQ/vWvfwGOkVu73c7evXsZMmRIrde+ffuc9+7du5fc3FwmTpzokloAHnroIU6cOMGkSZMICgqqdT4xMZGkpCROnDjB+PHjeeqppxg6dCh79+6tcy43wIwZM4iLi2PcuHGsWLGCBx98kHnz5vH3v/+dn//858ybN4/bbruNt99+m/z8fOeumK+//jqPPPIIr7zyCuPGjeP06dPONoTna7v99tvZtGkTp0+fZuLEiUybNg1vb282b95cr/aMV2Kwu+rHqmYiLi6OuLi4yw77nz17lttvv51f/vKXzJs3r8a53/3ud7z++utkZmZe8hNeUFDA5s2bGT16dK32ORcqKyujvLz8kufPz1s6v1hAPJM+j55Pn0PP8/XxPN785Di3WlMZmr6DJV2mMvmOHkwadb3z82i323n27W/JLjTz23sSGJAQ4eaqoaSkhG+++eaK3z/E9X7aQTKdigs2r/H382b0oNgm30HyrrvuIioqivfff98lz5s3bx49e/asNZJ8JQ899BB5eXmsW7fuktds3bqVkSNHumwkvqnk5+ezceNG7rjjDiIifvr3P3v2bN5///0am980Jo9fIHktOnToQGFhIe+++y5PPPEEISEhAKSnp7N8+XJGjhx5yaB9oYKCglqtekREpPH1igvF5GvEK7eAIq9Axt3WiUmjrq9xzYGUArILzZh8vegVF+qmSqW5MPl58+vxvZl2R3f2n8ihpNxKcIAPN3WLapKpIxdbtGgRw4YNY8GCBTUW712LjIwMkpKS+Pe//31V950+fZqPP/6YL7/8skHv31wFBATwu9/9jr59+/LEE08QFBTEV199xeuvv87cuXObrI5WEbZTU1PZuXMnQ4cOdTY+f/PNN7nnnnsYOnQos2bNoqSkhDfeeANvb2/efPNNN1csIiKX4+/nRYfIAEJ/KKXIN5jYtoHOThN2u50DKQX8bcMpAIb1jsbfz+sKT5TWIsDk0+h9tOujd+/ePPfcc8yZM6fWYsGrFR4ezscff3zVoX3u3LnMmTOH3r0bf9dMdzCZTGzZsoU//vGPJCYmUlZWRnx8PK+88kqDe2dfjVYRtrdv386MGTNYtmyZM2yPHz+edevWsWjRIubMmYO/vz8jRozgT3/6E927d3dzxSIicjnrd5wmJaOUEdWlnPUJ58OkY3z033Suiwoi/cdisgsdc7nj2wcxcXjDRg1FGsucOXNc8hyTyXRNO2J/8MEH9bpuxIgRHjeF5LybbrqJDRs2uLWGFhe209LSah1LTEwkMTGx1vFx48Yxbty4xi9KRERc5sIt2NuuLacy7gZMVV78mFfOj3mOdTImXy+G9Y5m4vBY/Hw1qi0i7tPiwraIiLRcFwbtX9wUzqllFQwccj1Db+xLem6VY/e/6kp6xYVq6oiINAsK2yIi4hEuDNp339IRc9oPAPhGRWHy82JIb8dmJOoqIyLNifpsi4hIs3dx0Aaw5uYC4OOCbaZFRBqLwraIiDRrdQVtAEtOLkZ/f4yB2q1XRJovhW0REWm2LhW0Aaw5ufhERWIwGNxUnYjIlSlsi4hIs3S5oA1gzcnBJ0pTSESkeVPYFhGRZudKQRscc7Y1X1tEmjuFbRERaVbqE7TtNhvWvHx8o6KauDoR1/nzn//MAw88UO/rz5w5Q2hoKFu3br3itZWVlSxatIju3bsTGBhIQkICL774IhaLxXnN9OnTefnll6/4rK1bt15xutby5csxGAx17ndyXmJiIgaDAYPBUOfHfcstt2AwGPj4449rnXvggQec99a1d0pzprAtIiLNRn2CNoA1vwCqqzWNRK6azWwmedy9JI+7F5vZ7LY6jh49yqJFi+oVdgFOnz7N7bffTlFRUb2uf/zxx1m4cCGJiYmsX7+emTNnsnjxYh599FHnNYsXL2bx4sUcPXr0mj6Ga9GuXTu++uorXnjhhRrHjx8/zs6dO+nduzdvvfVWrfteeOEFvvrqK9q1a9dUpbqMwraIiDQL9Q3aoLZ/4vnmzJnDlClTaN++/WWvq66uZvny5fTt25esrKx6PTsvL4933nmHBQsW8OyzzzJq1CjmzJnD/Pnzef/998nJyQGgffv2TJkyxWXbxteHn58fN998M/Hx8TWOL1u2jLi4OObOncuWLVs4depUjfPx8fHcfPPN+Pn5NVmtrqKwLSIibnc1QRsciyMxGPCJCG+C6kRc6/Dhw2zYsIEpU6Zc8dqDBw/yyCOPMH36dFatWlWv5xcXF/PII49w99131zjevXt3AFJTU53Hpk6dyoYNGzh8+PBVfASuZbPZWLlyJXfeeSfjx48nKCiId955x231uJrCtoiINImKShtfH89j24Esvj6eR0WlDbj6oA2Otn/e4WEYvLURslyZzWy+4FV5wfHKGueayurVq4mJieHmm2++4rWxsbGcOnWKpUuXEhBQv57ynTt35q9//SsJCQk1jq9btw4fHx+6devmPDZkyBA6dOjAmjVrru6DcKGNGzeSmZnJgw8+iL+/P5MmTWL58uU15pd7Mn2VEhGRRlVpsZG0LZ3kQ1mYLdXO4yZfIx0iA0jJKL2qoA2OsK3FkVJfX/1yap3H9zw4s8bfh/2z9sK8xvCf//yHgQMH1qtHfHh4OOHhDf8NzieffMKKFSt47LHHCAsLq3FuwIABbNmypcHvca2WLVvGDTfcwIABAwCYMWMG7733HklJSfUa/W/uNLItIiKNptJiY8naI2z+JhOzpZroMBN94sOIDjVhtlSTklFKWLAvYwdeft7qxdT2TzxZamoqnTt3rnGsqqqqxqu6uvoSd1+9f/zjH0yePJlhw4bVuSAzLi6O77//3mXvdzVyc3P59NNPue+++ygsLKSwsJBevXoRFxfH22+/7ZaaXE0j2yIi0miStqWTklFKoMmbWXd25cb4MAwGA/9MTmdd8hl8vI0UlFhI2pbO1DGdr/zAcyw5uQT1vakRK5eWZMhHq51/tpkrnSPag1a8j5ep6RfcFRUVERgYWOOYj49Pjb/Pnz+fBQsWNPi9Xn31VX7/+98zYsQI1q1bh8lkqnVNYGBgvbucuNqqVauwWq3Mnz+f+fPn1ziXlpbG0aNH6dGjh1tqcxWFbRERaRQVlTaSDzm6J8y6syt9ujp+Fb5+x2nWJZ/hnls7Ets2kNeSjpF8KJsJt8Xi7+d1xefaysupLitT2z+pN686AqbjuN8lzzWmyMhICgsLaxzbu3dvjb9fqUvJldjtdh5//HFef/11Jk+ezPLly/H19a3z2oKCAiLd9JuiZcuWMXToUBYuXFjjeGlpKePGjeOtt97itddec0ttrqKwLSIijeJIWqFz6siN8Y45ohcvhrTb7USHmsguNHMkrZABCRFXfK7a/omn69SpE6dPn65x7Px8ZVd57rnneP3113nqqad45ZVXLjs//MyZM3Tq1Mml718fX3/9NYcOHeKdd95hxIgRtc7/7Gc/Y+XKlSxevBh/f/8mr89VNGdbREQaRZm5CoCYcH8MBkOdXUcMBgMxEf41rr8Sa865sK0FkuKhbr/9dnbu3IndbnfJ84qLi9m1a5ezf/b+/ft56aWXGDhwIPfddx+7d+9m165dzldxcbHzXrvdzs6dO7njjjtcUsvVeP/99/Hx8eHee++t8/z06dMpLCzko48+auLKXEthW0REGkWgyfHL08z8Cv6ZnF5nez+73U5mXkWN66/EmpOL0WTCKyjwyheLXMTLZGLYPz9m2D8/dssUEoB7772X3Nxc9uzZ45Ln7du3jyFDhvCvf/0LcCyItNvt7N27lyFDhtR67du3z3nv3r17yc3NZeLEiS6ppb7MZjMffvght99++yW7rUyYMIGgoKA6d5T0JJpGIiIijaJXXCgmXyPZBWbnHO2L2/sdSCkgu9CMydeLXnGh9XquJSe0bUEUAAAgAElEQVQXn6jIerVNE2mObrzxRu68807efvttBg8eXO/7RowYUedo+IgRI3j++eedix9ffPFFXnzxxXo98+2332bcuHH07Nmz3nXUJTExkcTExHpfbzKZKCgouOw1gYGBlJSUNKiu5kAj2yIi0ij8/bzoEOnYhMPH20hs20BnULDb7ew/lc/fNji2ZB7WO7peiyNBbf+kZVi0aBEff/wx6enpDX5WRkYGSUlJDB069KruO336NB9//DH/5//8nwbXUF+VlZXs2rWLlJSUq7ovJSWFXbt2UVlZeeWLmxmNbIuISKNYv+O0s492QYmF15KOER1qIibCn8y8CrILHTv2xbcPYuLw2Ho/15qTQ9BNfRqrbJEm0bt3b5577jnmzJnDhx9+2KBnhYeH8/HHHxMbW/9/RwBz585lzpw59O7du0HvfzV+/PFHhgwZwtSpU/nggw/qfd/8+fNZvXr1lS9shgx2V83Ob0UKCgrYvHkz/fv3Jzg4+Jqfc36OUn5+vqtKEzfQ59Hz6XPoehcuhhw7sP25HSSzMVtszmtMvl4M6x3NxOGx+PnWb1TbXl3NiUcfI/r+SYSNHFHjnCd8HktKSvjmm28YPXp0rV38RKRl0si2iIi4VF1dR6aO6cyE22I5klZImbmKQJM3veJC6z115LyqggKwVWurdhHxGArbIiLiMnUF7fP8/bzq1Uf7cpxt/zRnW0Q8hBZIioiIS1wuaLuKJScXDAa8I+puFSYi0twobIuISIM1RdAGx+JI77BQjD4+jfYenubhhx+uc/e9unz//fdMmDCB8PBwwsPDmT59unMjFBFpHJpGIiIiDdJUQRvU9u9i7733Hu+++y7Dhw+/4rV5eXmMHDkSi8XCnDlzqKqqYsmSJRw8eJA9e/bg6+vbBBWLtD4K2yIics2aMmiDY862b/v2jf4+zZ3NZmPhwoUsWLCg3vcsXbqUM2fOcOjQIXr06AHA4MGDGTNmDCtWrGDWrFmNVK1I66ZpJCIick2aOmjDubAd1bpHts1mM/369WP+/PlMmzaNDh061Ou+tWvXMmLECGfQBhg9ejQJCQmsXbu2scoVafUUtkVE5Kq5I2jbKiqwlZbio7BNcXExH330EStWrMDb+8q/pC4oKCA1NZX+/fvXOtevXz+++eabxihVRNA0EhERuUruCNoA1tw8QG3/QkJCOHnyZL1C9nlnz54FqHMUPCYmhqKiIoqKimjTpo3L6hQRB41si4hIvbkraIOjEwnQ6ke2jUbjVQVtcOxcCRAQEFDrnL+/PwBlZWUNL05EatHItoiI1FBRaatzp0d3Bm1wzNc2+PnhFRzc5O/t6ex2OwAGg+GS11zunIhcO4VtEREBoNJiI2lbOsmHsjBbqp3HTb5GOkQGkJJR6ragDT+1/WvOoTAgIIDAwMBLnr/aEWlXCQoKAqCioqLWufPHQkJCmrQmkdZCYVtERKi02Fiy9ggpGaUARIeZiAn3JzOvguxCMykZpYQF+zJ2oPva7qkTybWLjY0FIDMzs9a5jIwMQkNDL/tDgohcO83ZFhERkralk5JRSqDJmycmdmfxw3154r4eDL3BEW59vI0UlFhI2pbuthotObmtfr72tQoNDaVz587s27ev1rlvv/2WAQMGuKEqkdZBYVtEpJWrqLSRfCgLgFl3dqVP13AMBgPrd5xmXfIZ7rm1I78Z3w2A5EPZVFTamrxGe3U1VXl5zT5sl5eXk5OTc8lXQUGB22q799572bx5M8eOHXMe27x5M8ePH+f+++93W10iLZ3CtohIK3ckrRCzpZroMBM3xocBtbuO9IkPIzrUhNniWDzZ1KoKC7FXVbX6tn/1lZqaygcffEBqaqrz2DPPPEN4eDijRo1i6dKlLFq0iIkTJ9K/f38eeOABN1Yr0rIpbIuItHJl5ioAYsL9nSPaF3cdMRgMxET417i+KVlzcgHwiYpq8vf2RNu3b2fatGls377deSwqKort27fTp08f5s2bx1/+8hfGjx/Pxo0b8fPzc2O1Ii2bFkiKiLRygSbHt4LM/Ar+mZzunDpyYdcRu91OZl5FjeubkjNsR0Y0+Xs3d2lpabWOJSYmkpiYWOt4QkICn332WeMXJSJOGtkWEWnlesWFYvI1kl1grjNoAxxIKSC70IzJ14tecaFNXqM1NxfvsFCMPj5N/t4iIg2hsC0i0sr5+3nRIdKxs6CPt5HYtoHOTVDsdjv7T+Xztw2nABjWOxp/P68mr9GSk6P52iLikTSNRESklVu/47Szj3ZBiYXXko4RHWoiJuKnPtsA8e2DmDg81i01WnNy8W3X1i3vLSLSEArbIiKt2IWLIccObH9uB8lssgvNzpBt8vViWO9oJg6Pxc+36Ue1wRG2A3vf4Jb3FhFpCIVtEZFWqq6uI1PHdGbCbbEcSSukzFxFoMmbXnGhbpk6cl612YytpETTSETEIylsi4i0QnUF7fP8/bwYkNB8un5Yc/MAtFW7iHgkLZAUEWllLhe0myNLTg5As989UkSkLgrbIiKtiKcFbXDM1zb4+uAVEuLuUkRErprCtohIK+GJQRscPbZ9IqMwGAzuLkVE5KopbIuItAKeGrTBMbKtKSQi4qkUtkVEWjhPDtpwrse2wraIeCiFbRGRFszTg7a9uvrcNBKFbRHxTArbIiItlKcHbYCqoiLsVVWaRiIiHkthW0SkBWoJQRscU0hAbf9ExHMpbIuItDAtJWjDBWE7QmFbRDyTdpAUEfFAFZW2OrdUb0lBGxxt/7zatMHo5+vuUkREronCtoiIB6m02Ejalk7yoSzMlmrncZOvkQ6RAaRklLaYoA3qRCIink9hW0TEQ1RabCxZe4SUjFIAosNMxIT7k5lXQXahmZSMUsKCfRk7sL2bK3UdS04OvtFR7i5DROSaac62iIiHSNqWTkpGKYEmb56Y2J3FD/flift6MPQGx8ivj7eRghILSdvS3Vyp66jtn4h4OoVtEREPUFFpI/lQFgCz7uxKn67hGAwG1u84zbrkM9xza0d+M74bAMmHsqmotLmzXJeorrRgKyrGJ0oj2yLiuRS2RUQ8wJG0QsyWaqLDTNwYHwbU7jrSJz6M6FATZotj8aSns+aq7Z+IeD6FbRERD1BmrgIgJtzfOaJ9cdcRg8FATIR/jes92fm2f1ogKSKeTAskRUQ8QKDJ8eU6M7+CfyanO6eOXNh1xG63k5lXUeN6T2bNzcHg44NXSIi7SxERuWYa2RYR8QC94kIx+RrJLjDXGbQBDqQUkF1oxuTrRa+4UDdV6jqWnFx8IiMwGPWtSkQ8l76CiYh4AH8/LzpEBgCOriOxbQOx2+2AY0R7/6l8/rbhFADDekfj7+fltlpdxZqTq8WRIuLxPP/3jCIircD6HaedfbQLSiy8lnSM6FATMRE/9dkGiG8fxMThsW6u1jWsubkEdO/u7jJERBpEYVtEpJm7cDHk2IHtz+0gmU12odkZsk2+XgzrHc3E4bH4+Xr+qLbdbneMbN+qxZEi4tkUtkVEmrG6uo5MHdOZCbfFciStkDJzFYEmb3rFhbaIqSPn2YqKsVut6kQiIh5PYVtEpJmqK2if5+/nxYCECDdV1vgsOTmAemyLiOfTAkkRkWbockG7NXBuaKOt2kXEwylsi4g0M609aIOjE4lXSAhGPz93lyIi0iAK2yIizYiCtoOj7Z9GtUXE8ylsi4g0EwraP7Hm5moKiYi0CArbIiLNgIJ2TdacHHUiEZEWQWFbRMTNFLRrqrZYqCos0jQSEWkRFLZFRNxIQbs2a24egLZqF5EWQWFbRMRNFLTrprZ/ItKSKGyLiLiBgvalWXNyMXh74x3axt2liIg0mHaQFBFpJBWVtjq3VFfQvjxrTg4+kREYjBoPEhHPp7AtIuJilRYbSdvSST6UhdlS7Txu8jXSITKAlIxSBe3LUNs/EWlJFLZFRFyo0mJjydojpGSUAhAdZiIm3J/MvAqyC82kZJQSFuzL2IHt3Vxp82XJySWg2/XuLkNExCX0OzoRERdK2pZOSkYpgSZvnpjYncUP9+WJ+3ow9AbHSK2Pt5GCEgtJ29LdXGnzZLfbz+0eqU4kItIyKGyLiLhIRaWN5ENZAMy6syt9uoZjMBhYv+M065LPcM+tHfnN+G4AJB/KpqLS5s5ymyVbcQl2i0U9tkWkxVDYFhFxkSNphZgt1USHmbgxPgyo3XWkT3wY0aEmzBbH4kmpSW3/RKSlUdgWEXGRMnMVADHh/s4R7Yu7jhgMBmIi/GtcLz85H7a1VbuItBQK2yIiLhJocqw5z8yv4J/J6XW297Pb7WTmVdS4Xn5izcnFKygIo8nk7lKate+//54JEyYQHh5OeHg406dPJycn54r3ffPNN4wZM4bAwEBCQkK46667OH78eBNULNJ66Su9iIiL9IoLxeRrJLvA7JyjfXF7vwMpBWQXmjH5etErLtRNlTZflpxczde+gry8PEaOHInFYmHOnDlUVVWxZMkSDh48yJ49e/D19a3zvuPHjzNixAgCAgKYN28eAH/+858ZNmwYBw4coH17dcgRaQwK2yIiLuLv5+Xso+3jbSS2bSB2ux2DwYDdbudASgF/23AKgGG9o/H383Jzxc2PNSdHYfsKli5dypkzZzh06BA9evQAYPDgwYwZM4YVK1Ywa9asOu/7y1/+QmlpKdu3b6dv374A/OxnP2PQoEG8+uqrLFmypMk+BpHWRGFbRMRF1u847eyjXVBi4bWkY0SHmoiJ+KnPNkB8+yAmDo91c7XNkzU3F/+u8e4uo1lbu3YtI0aMcAZtgNGjR5OQkMDatWsvGbZTU1OJjIx0Bm2AgQMHEhERwaFDhxq9bpHWSnO2RURc4MLFkH+a1ZfR/WMw+XqRXWiuMXVkdP8YZt/fCz9fjWpfrNpqpaqgUD22L6OgoIDU1FT69+9f61y/fv345ptvLnnv9ddfT35+fo253fn5+RQWFhITE9Mo9YqIRrZFRBqsrq4jU8d0ZsJtsRxJK6TMXEWgyZtecaGaOnIZVXn5YLerE8llnD17FoAOHTrUOhcTE0NRURFFRUW0adOm1vlnnnmGTz/9lMmTJ7N06VIMBgO///3v8fX15Xe/+12j1y7SWilsi4g0QF1B+zx/Py8GJES4qTLP4+yxrbB9SSUlJQAEBATUOufvf66lZFlZnWE7NjaW5557jscee4w+ffoA4OXlRVJSUo2pJSLiWppGIiJyjS4XtOXqWXJywMuId1iYu0tptux2O+Do134plzr3/PPP88gjj3DLLbewevVqVq5cyaBBg5g0aRKffvppo9QrIhrZFhG5JgrarmfNycUnIgKD0XPHgQICAggMDLzkeW/vhn3bDQoKAqCioqLWufPHQkJCap0rLCxkyZIlDBgwgC1btuDl5ZjOdP/99zNw4EBmzZrFDz/8gJ+fX4PqE5HaPPcrmoiImyhoNw5rTq4WR15BbKyji01mZmatcxkZGYSGhtYZ9k+ePEllZSWTJ092Bm0AHx8fpk6dSlZWFseOHWu8wkVaMYVtEZGroKDdeKy5ufhEar725YSGhtK5c2f27dtX69y3337LgAED6rzv/Ii1zWarde78serqahdWKiLnKWyLiNSTgnbjsdvtWHNyPb4TSXl5OTk5OZd8FRQUNPg97r33XjZv3lxjJHrz5s0cP36c+++/v857evXqRfv27Vm+fDlms9l53Gw2s3LlSiIjI7nhhhsaXJuI1KY52yIi9aCg3bhspWVUm83qRFIPzzzzDCtXrmTUqFE8/fTTmM1mXn75Zfr3788DDzwAODaw2blzJ0OHDqVLly54eXnxxhtvMHHiRAYNGsRDDz2EzWbj/fff59ixY6xatQofHx83f2QiLVOLG9l++OGHGTFiRL2u/f7775kwYQLh4eGEh4czffr0Gs3+RURAQbspWM997VXYvrKoqCi2b99Onz59mDdvHn/5y18YP348GzdudE4X2b59O9OmTWP79u3O++655x6++OILwsPDee6553j++ecJCwvjs88+Y+rUqe76cERavBY1sv3ee+/x7rvvMnz48Ctem5eXx8iRI7FYLMyZM4eqqiqWLFnCwYMH2bNnD76+vk1QsYg0dwraTcPZYztSCyTrIyEhgc8+++yS5xMTE0lMTKx1/Gc/+xk/+9nPGrEyEblYiwjbNpuNhQsXsmDBgnrfs3TpUs6cOcOhQ4fo0aMHAIMHD2bMmDGsWLGCWbNmNVK1IuIpFLSbjjUnF2NgIF4B/u4uRUTEpTx+GonZbKZfv37Mnz+fadOm1bmFbV3Wrl3LiBEjnEEbYPTo0SQkJLB27drGKldEmpmKShtfHcrk893pfH08j4pKR2cGBe2m1RIWR4qI1MXjR7bNZjPFxcV89NFHTJo0ibi4uCveU1BQQGpqKhMnTqx1rl+/fpf91ZyItAyVFhtJ29JJPpSF2fJTyzOTr5EOkQGkZJQqaDchtf0TkZbK48N2SEgIJ0+evKpduc6ePQtQ5yh4TEwMRUVFFBUV0aZNG5fVKSLNR6XFxpK1R0jJKAUgJiKA66KD+CGzmOxCMykZpYQF+zJ2YHs3V9p6WHJyCOkc5+4yRERczuOnkRiNxqve/rakpARwbKt7MX9/x3zBsrKyhhcnIs1S0rZ0UjJKCTR588TE7vzvMyP544xBDL3BMbLq422koMRC0rZ0N1faOtirqqjKL1AnEhFpkTw+bF8Lu90OgMFguOQ1lzsnIp6rotJG8qEsAGbd2ZU+XcMxGAz8fctJ1iWf4Z5bO/Kb8d0ASD6U7ZzDLY3HmpcPdru2aheRFsnjp5Fci6CgIAAqKipqnTt/LCQk5IrPCQsLIyws7JLny8rKKC8vv8YqRaQxHEkrxGypJjrMxI3xjn+/f99yktWbjjvnaNvtdqJDTWQXmjmSVsiAhAg3V92y/dT2TyPbItLytMqwHRsbC0BmZmatcxkZGYSGhhIYGNjUZYlIEygzVwEQE+6PwWBwdh2ZOjaB0X0dodpgMBAT4U92odl5vTQea04uGI34hF968EJExFO1ymkkoaGhdO7cmX379tU69+233zJgwAA3VCUiTSHQ5BhjyMyv4J/J6c6gPWnU9c5r7HY7mXkVNa6XxmPJycEnIhyDl5e7SxERcblW+13k3nvv5S9/+QvHjh2je/fuAGzevJnjx48ze/bsej2joKCAqiqNeol4kl5xoZh8jWQXmJ1ztC8M2gAHUgrILjRj8vWiV1yomyptPdT2T0RaslYxsp2amsoHH3xAamqq89gzzzxDeHg4o0aNYunSpSxatIiJEyfSv39/HnjgATdWKyKNyd/Piw6Rjk5EPt5GYtsGOhdN2+129p/K528bTgEwrHc0/n4abW1s1pxcLY4UkRarVYxsb9++nRkzZrBs2TK6dOkCQFRUFNu3b+fJJ59k3rx5BAQEMH78eJYsWYKfn5+bKxaRxrJ+x2lnH+2CEguvJR3jo/+mc11UEOk/OvpsA8S3D2Li8Fg3V9vy2e12rDk5BA/U9D0RaZlaXNhOS0urdSwxMZHExMRaxxMSErRbpEgrcuEW7GMHtj+3g2Q2P+aV82Oeo3OQydeLYb2jmTg8Fj9fjWo3tuqycqorzNqqXURarBYXtkVE6nJh0D6/BfvUMZ2ZcFss6blVlJRbobqSXnGhmjrShNT2T0RaOoVtEWnx6gra5/n7eTGkt2O+cH5+vjvKa9UsOTkA2j1SRFqsVrFAUkRar8sFbXE/a04uxoAAvLS3gYi0UArbItJiKWg3f2r7JyItncK2iLRICtqewdH2T2FbRFouhW0RaXEUtD2HNSdXnUhEpEVT2BaRFkVB23PYq2xY8/M1si0iLZpLupFUVFaRcrYIq9VGeBsTndqFuOKxIiJXRUHbs1gL8qG6WnO2RaRFa3DYXvvFcf7ff05itdocBwwG1i+5m/+35QR33doFk6+6C4pI41PQ9jzWnHM9trVVu4i0YA2aRvLvr9JYvekYFqsNO2AHsNsBWPP5cea98xU2W3WDixQRuRwFbc9kzckFgwGf8HB3lyIi0mgaFLY/TU7FAAzu2Y6Xf3ur83hphRUDcCwtn/XJqQ0sUUQEKiptfH08j20Hsvj6eB4VlY7fpiloey5rTi4+EeEYvLVjp4i0XA2a45GRWwbAo/feSGiwyXk8yN+Hx+67iVfX7uM/X5/mnuFdG1aliLRalRYbSdvSST6Uhdny02/KTL5GOkQGkJJRqqDtoay5OZqvLSItXoNGtv3Pzcf29qr9mCG9YwDIPBfIRUSuVqXFxpK1R9j8TSZmSzXRYSb6xIcRHWrCbKkmJaOUsGBfxg5s7+5S5RpY1GNbRFqBBoXtuPaOriP/2HoKw0XnsvLLgbqDuIhIfSRtSyclo5RAkzdPTOzO4of78sR9PRh6gyOg+XgbKSixkLQt3c2VyrVwbGijxZEi0rI1KAmPHdwJO/DJ1lP88e2dzuM7DmbwyupvMAA94rTwRUSuXkWljeRDWQDMurMrfbqGYzAYWL/jNOuSz3DPrR35zfhuACQfynbO4RbPYCsro7q8XNNIRKTFa1DYHt7vOm7t0wE7cDgl1zm6/dLKvfzwYzFGo4FJo7s1vEoRaXWOpBU6p47cGB8G1F4M+dOUEhtH0grdXLFcDWtuHoCmkYhIi9fgOR6/n9qfKWO74+/n7Wz/ZweCA3z5/dQBGtkWkWtSZq4CICbc3zmifXHXEYPBQEyEf43rxTNYc3IAtFW7iLR4Dd5xxmg0MHlMAhNGdOVEegGFJZW0CfKle6dwfH3UzklErk2gyfHlKTO/gn8mpzunjlzYdcRut5OZV1HjevEMlpxcjP4mjIGB7i5FRKRRNei708urvqZbbBjdYkPpel0oveM1QiEirtErLhSTr5HsAnOdQRvgQEoB2YVmTL5e9IoLdVOlci2subn4REZhMFy8vF5EpGVpUNj+8sBZkg+cBRwj3LFtQ+gWG3ougIfRqV2wvpCKyDXx9/Ny9tH28TYS2zYQu92OwWDAbrdzIKWAv204BcCw3tH4++k3aZ7EqrZ/ItJKNChsR4SYyCs2A2CrtpOWWURaZhGf7/4BAD9fb7p3CuPGrpEM69OBmEj9ulBE6mf9jtPOPtoFJRZeSzpGdKiJmAh/MvMqyC50fO2Jbx/ExOGxbq5WrpY1J5egfje5uwwRkUbXoAWSy+eNZfKYBAAMgJ+vV41FkmZLFQdO5rBq41F+/dIW3v/0SIMLFpGW78LFkH+a1ZfR/WMw+XqRXWiuMXVkdP8YZt/fCz9fjWp7ErvNhjU/T23/Woni4yeotljcXYaI2zRoZPvz3T+w9ovjDO7Zjsfv70twgC/ZBeVs/CqNf/z3FAYDGA0GrLZqsNtZt+0UndoFM2qgRqFEpG51dR2ZOqYzE26L5UhaIWXmKgJN3vSKC9XUEQ9VVVAAtmp1ImklDj77BwxGIwGxHQm+/nqCro8n+PrrCYjtiMGoje+k5WtQ2E76z0kAfjuxD8EBvgBEhwXw4P/0JDTIj/fWH+YPDw3G38+bZZ8e4cTpAjbt/kFhW0TqVFfQPs/fz4sBCRFuqkxcyZKTC6jHdmtit9ko+z6Nsu/T4PMvADD6+RHUpTNB13cluGtXgrt1xdSunXsLFWkEDQrbBSWOOZNFZRbCQkw1zo0eGMvf1h/mk62nWPToLTxxf19+s+Q/nM0pbchbikgLdbmgLS2LNScXDAZ8IvTDU2sQddswSk+couLHH2scr66spPjoMYqPHnMe8w4KIvj6rgR1jafT1MlNXapIo2hQ2I5tG8LJ0wW8+uE+5j44kHYRPy2ATDnr2M3teHoBAJGh5zaeqLA25C1FpAVS0G5drLm5eIeFYfBWb/TWIOHJxwGoKiuj9OQpSs69Sk+ewlJYc+fXqtJSCr7dT8G3+xW2pcVo0Fe6u2/twitrvuH7jCIeeWkLfROiie/QhuIyC1v3nQEgLNgPm62ajV+lAWDy1RdXEfmJgnbro7Z/rZN3YCChN/Uh9KY+zmOVefmUnjpFyYmTlJ5KofRUClXl5WC3u7FSEddqUPId3u86jqcX8GlyKrZqO98czeKbo1mAoxuJARg1IJYTpwtZtuEIBqBz+zYNr1pEWgQF7dalurKSk791jHKGDBns5mqkOfCLCMcvYhARgwc5j1VkZFBy4pQbqxJxrQYPMz88vjd9u0WxbnsKR1LzsFU7fhr19fFi/G3xTBrdje3fnnFe/4tbOjf0LUWkBVDQbt00X1suxb99e/zbt3d3GSIu45I5HQN7tmNgz3ZYq2zkFZkxGg1EhfrX2D1yUM92DO97HcP66B+QSGunoC3e6rEtIq2ES8J2QbEZP18vAkw+NRZJnjeyf0dG9tc3VBFR0G5tqisr6/yzd5uQGn83+vk1aV0iIk2lQWG7qLSSF9/fzclzHUfahgfSPS6M7p3C6XpdGyLa+JOVX06vLvp1oYgoaLdG5+doX+zsa2/U+HvC395qinKkCdjt9hq/2RZp7RoUtpf/6ztOnAvaAD/ml5GVX8a2fT/N0cZgYP2SuxvyNiLSAihoi7jO999/z9NPP83WrVsBuPPOO/nzn/9MVFTUZe/LycnhueeeY/369VRUVNC3b1/+9Kc/MXToUJfVtmvyNALjuxB8fddzPbO7Ymob7bLni3iaBoXtb45lYwD6JkTTJsiP/35zmoub9RjUvkek1aiotNW5pbqCdut1/ZuvOf9cXVlJylPPABC/9GVNHblGeXl5jBw5EovFwpw5c6iqqmLJkiUcPHiQPXv24OvrW+d9JSUl3HbbbWRkZPDkk08SFhbGG2+8wahRo9izZw+9e/d2SX22ykqKj3xH8ZHvnMd8QoIJ6hpPUNdzAfz66/ENVXcyaR0aFLaLyxzz7WZP7Y/Jz5tt+87w1JR+VFpsrNx4lEqLjRl39nRJoSLSfFVabCRtSyf5UBZmS7XzuMnXSIfIAFIyShW0W4XU+JEAACAASURBVKlLBWqjn5/C9jVaunQpZ86c4dChQ/To0QOAwYMHM2bMGFasWMGsWbPqvO+ll17i+PHjbN26ldtuuw2AX/7yl3Tp0oWXX36ZVatWubROg9GI/dyAm7WklIJ9+ynYt9953i8y4oLw7dg10jsgwKU1iDQHDQrbIYG+FJZUYqmqJijASFiwH2UVVv5naGci2phY8LddVFptrqpVRJqhSouNJWuPkJJRCkB0mImYcH8y8yrILjSTklFKWLAvYweqE1FrZ6/S9wNXWLt2LSNGjHAGbYDRo0eTkJDA2rVr6wzbdrud5cuX84tf/MIZtAHatWvHK6+8go+Pj8vrHPzBCsp/+IGSU6ecG9ZUZGQ6z1fm5VOZu5u8XbsdBwwG/GPaEXR9V4K7dqX9Xb9weU0i7tCgsN2pXQiFJTksXbOPBbNuJizExNG0fP5naGd6dXYsitz01Q/cM7yrS4oVkeYnaVs6KRmlBJq8mXVnV26MD8NgMPDP5HTWJZ/Bx9tIQYmFpG3pTB2jPvutmSUn290leLyCggJSU1OZOHFirXP9+vXjs88+q/O+tLQ0zp49yzPPOKbx2O12ysrKCAoK4je/+Y1Lawwf2J+S4yfx8vMlpEd3Qnp0d56zVVRQmpLq2K79XAA3Z//0/4uKzB+pyMgkZ9uXCtvSYjRsu/bb4tl/MoeDKbl4GQ20iwhk56FMbj6YQXpWCQA5RRUuKVREmp+KShvJhxy7xs66syt9uoYDjsWQ65LPcM+tHYltG8hrScdIPpTNhNti8ffzcmfJ4kZVuXkAxL+6RFNIrtHZs2cB6NChQ61zMTExFBUVUVRURJs2NedDnzx5EoDo6Ghmz57NO++8Q3FxMfHx8bz66qvcddddLqux53PPXvKcl78/bW7oRZsbejmPVZWWObZsP5VC6alT5O3+/+3deXiU9b338fdkktmyMElIIARiQhDQCFg2NxSoUOpTVLZarcoRW3y6nHNa64N2OdVqq61gueRctaettq49pR7aose61NgKBrUqawyLEsCQTEggG9lmJjO5nz+GjEACZJvcmcnndV1cjveWL7mdzMdffr/v/b4e1y4xJa4vJ8+4YAQrFhaQmmzHYrHwmfEZ+NuCPPzM+/zhtb1YgJwRyf1UqogMNiWH6vH628lMdTA5PxXo3HVkSn4qmW4HXn9o8aQMXb4KD9bkZOKT9bnQW42NoYEsVxdzm51OJwDNzc2d9tXXh957P/zhD/nrX//KunXreOaZZ3C5XCxatIjCwsKI1bz7oYdp9XjOuD8+KRH3xVMYs2wJE+/+fxGrQ8QsfX6ozZI545g3IweAz04fw1s7Ktjx8VEAHLZ4ViwsONvpIhLFmr0BALLSQk+M7arriMViISvdSXW9N3y8DE0+TyW2UVlmlxHVOhYcnq2PdVf7fCceIFRfX89HH31Eamrof46vvfZa8vPz+d73vse8efMiUDHUvv8BdVu3kXXNAnJu/BLxSZ0ffndS8VhtNoInPfBIJNr1KWzf/Yu3mJCTyleuuyh0MWscP/6/l7PnUC31jT4mnpdKaoqjXwoVkcEn0RH6EVJZ2xqeo3161xHDMKisaT3leBma/B4ProkTzC4jolwuF4mJZw6T8fF9ew8kJSUB0NraeYpmx7aUlJRO+zpqWrJkSThoA7jdbq677jqefvppmpqawtfvb0YwiOell6l+czNjvrSMUf/nGizWzlPKLBYLl/73MzQf+iQidYiYoUfTSGoaWrnv8Xd49pU9/LPkCHsO1fLC5lLa20+dW3VBbhrTLxjBrtJjHK3TnG2RWFWQ68Zhi6O6zttl0AbYWVpHdb0Xh81KQa7bpErFbEYggL+6GtsodaXpi5yc0G+SKysrO+3zeDy43e4uw37HHO/MzM4Pl8nMzMQwDJqamvq52pCLHriPpLFjwWIh0NzMwd8+xbZ/+3ZobnYXLFYrSfljI1KLiBl6FLbThzk5b2QK//PGRzz45D/D2x9+9gP+smk/ew7W0naitZNhGDzy+618Z92m/q1YRAYNp91K9vDQ3NGE+DhyRiSGf81tGAY79tfyxEv7AZg1KVOLI4cwf1UVBNuxZyts94Xb7SYvL49t27Z12rd9+3amT5/e5XkXXXQRdrudkpKSTvsOHjyIw+E459Mne8s96SIuXrua8f/+zfC21soj7PnpwxT/8Ec0HTgYka8rMlj0+PdZN84fz98/OExDs4+OWWHvFHt4pzi0+MFqjSM3KwVbQuhDtbm1rd+KFZHB5cUth8N9tOsa/azbsJdMt4Os9E/7bAPkj0pi2ewck6sVM/kqQiOx9hifs93S0kJLS8sZ93cscOyLpUuX8uijj7J3714mTgy11SssLGTfvn2sWrWqy3MSExO57rrr2LhxIyUlJRQUhNZTHTx4kBdffJFFixZh7WJaR3/KnDuHj/7zMQBsqW78dfU0FH/IjrvuJnPuHHJv/TK2k6a4iMSKHodtlyOBn37jCnZ8dJTfvFAcDtwdE0kCwXZKy0Orni3AcLezfyoVkUHl5MWQC2aMOvEEyWqq673hkO2wWZk1KZNls3Ow2zSqPZT5PR6sKSlYIzQneCi5++67eeaZZ7j66qu566678Hq9rF69mmnTpnHLLbcAcODAAd5++20uv/xyxo4NTclYvXo1b775JnPnzuVb3/oWNpuNdevW4XQ6eeihhwb07zD+zm/hq67m0LO/p63hONV//wc1b79D9uLrGb34euLO8Mh5kWjUq5UaY0YkM2ZEMs+8shufP8izP/o8+8sb2PtJLfs+qePjw3U0tbYRZ7Hwpfnj+7tmETFZV11Hbp6fx5Krcig5VE+zN0CiI56CXLemjggQ6kQS66PaAyUjI4PNmzdz5513cu+994bb961Zswb7if7lmzdvZsWKFTz55JPhsJ2bm8u7777LPffcw5o1azAMgyuvvJI1a9aEjxkoFouFEVd/lvTLLqNs/R+p/OsrBH0+yv7wR6r+Vsh5t36ZzDmzB7QmkUixGEb3O8d/cuQ4OSOSw22FDMPgkyON5GZ1Xvlcezy0IMrl6P9HwJqtrq6OwsJCpk2bRnIf+sWmpYUeAFJbW9tfpYkJhtp97CpoR7uhdg/NcPA/7sN14YWM+PKXIvY1ouE+NjY2snXrVubNm3dKV5ChomjxF8EwmPST+095sE1LeTkHHv8d9buKQxsMg1kbN5hUpUj/6tHI9r8+8g8ctnjyRw9j/JhUzh/j5vwxXXcXSFPLP5GYE4tBWyKvva0Nf/VRUudrZFtCWsoraGtooLXyCN7KyhP/PBJ6cuRZeoiLRKMeTyPx+gPsPlDD7gM14W1JLhvnj3GHAnhOKICnJitsi8QSBW3pLf+RKmhvV9u/Icrz11doraigtbwivK30V7/pfKDFoqAtMalHYXvx7HF8fLie/eX1eP2fPgmuscXP9n3VbN9XHd6WPswZCuA5qSz77Pn9V7GIDDgFbekLv2dodCKRrh144nehEesOpwVqi9WKM2skrjGjcY4ejWvMGFxjsge4SpHI6VHYvv3a0PwqwzA4XNXIR2X1fHy4jo8O13Oo8jiBYHv42GMNrdQ0tPLuh5UK2yJRTEFb+srn8RDvHob1LE9WlBh34jHszuxsnGOyQ4F6dDbO0aNxjsrCEtejx36IRJVedSOxWCzkjEwhZ2QK82aGeue2Bdo56Gngo7I6Pj5cz0eH66iojszTqERkYChoS3/wezyaQjKEfPzYf5E8YTwj510NwIX/8T1cY0bj6OLplSJDQa/CdlcS4uMYn5PK+JxPV1e3eNvYX97QX19CRAaQgrb0F1+Fh6TJk8wuQwZIVeHfqXr9DUbMnYPFaiVt2lSzSxIxVb+E7XeKK9m6r5pWbxvD3U4uKRjJhXnpuBwJTB43vD++hIgMIAVt6S/tfj9tR49pZHsICjS3kJDS+/a4IrGiT2G7vd3gp8+8zz8/rDxl+1/e3M+0C0Zw101TSXLpKVAi0URBW/qT/0ionZs9W2F7qPnnv9yOY+QIksflk9TxZ+xYrM6zP1m65p/vkTxhPDZ3162FRaJNn8L2S1sO8O5pQbvD1j1V3Pv4Ozz8zStJiNfCB5FooKAt/c1XEfqMsGWpE8mQcqLjiPdIFd7KIxx9a0t4uyt7FEnjxp0UwPPCj2c32tvZ87M1eqiNxJQ+he03PjiMBZh+wUi+tngSLkc8+8sb+POb+9n+UTX7D9fz8tsHuf6q/H4qV0T6qtUX7PKR6graEgl+j4f41FSsrrOPZkrsuPTZp2jav5/G/aU0fbyfxo/346+rC+9vqfDQUl5B9ZubALDExeEcM5rkcfkkDvBj40UGQp/Cdke3ka8vmUxGaugH6cXjM7h4fAbr/ridwvfLeHNbucK2yCDg8wfZsKmMouIqvP5P23Q6bHFkD3dR6mlS0JZ+5/NUYlN/7SElPikR98VTcF88JbzNX1dH48f7afp4P037S2ncX0qgKZQhDMOgpewwLZ+UwRv/0INtJOb0KWx3tKi3JXSeJnLT/AkUvl9GxVG1/xMxm88fZM36Eko9ofdjZqqDrDQnlTWtVNd7KfU0kZpsY8EMzauV/uX3eEi6+GKzyxCT2VJTSZ85g/SZM8LbvFXVoRHwjhB+4CBBr9fEKkUio09he0Sai/KqRl555xA3zp9wyr64uND/mRonPzVKREyxYVMZpZ4mEh3xrFw4jsn5qVgsFl4oKmNjUTkJ8XHUNfrZsKmMm+fnmV2uxIh2n5+2YzXYszWyLZ05RmTiGJHJ8CsuD29rOVweCt/795tYmUj/6tPKxZkXjMAA/vtv+/j1xmI8x0KjZi3eNn6zsRiAEWl6YpiImVp9QYqKqwBYuXAcU8alYbFYeHHLYTYWlbP4yjF8Y9F4AIqKq2n1Bc0sV2KIv7ISDENt/6TbXGNGM+Kzc8i/46tmlyLSb3o0sl1aXk/+6E9b8SyeM443PjhMQ5OPvxYd4K9FB7DbrPja2sEwsACzpuiHrIiZSg7V4/W3k5nqYHJ+6KFTpy+GNAyDTLeD6novJYfqmT4h3eSqJRb4PKFOJHbN2RaRIaxHI9t3rtvM2j9s42hdKwDDkuz86KuXkpbiwCA0h9vrD2IYBgYwboybpXPH9X/VItJtzd4AAFlpzvCI9uldRywWC1npzlOOF+krv8dDfFoacQ6H2aWIiJimRyPbhmHw5tbDbNnp4dpZeXzx6vHkj3bzq+9eTeF7Zezcf4zaBi8uRzxTJ2byhcvzSIi3Rqp2EemGREfobV5Z2xqeo3161xHDMKisaT3leJG+8nkqNaotIkNejz5Vr7o4m7d2VOAPBPnzm/v52z/L+NL88Sy8Io+Fs8aycJb6Y4oMNgW5bhy2OKrrvF0GbYCdpXVU13tx2KwU5OqpbdI//B4PSdOmml2GiIipejSNZNUt01n7rdlMyh+OATS2+vntix/yfx9+g7d2VESoRBHpC6fdSvZwFwAJ8XHkjEgMdwkyDIMd+2t54qXQyv9ZkzJx2vXbKOm7dq831IlEI9siMsT1+PfF48a4eejrV/DBniqe+utuPjlynKraFtY89wEbN5Wy4toCLhqrxVUig8WLWw6H+2jXNfpZt2EvmW4HWemf9tkGyB+VxLLZOSZXK7HCV3kEAHt2tsmViIiYq9eTM6dfMIJpEzMpfL+M/35tH8caWvn4cB3f/2URMy8cyb984ULGjEjuz1pFpIdOXgy5YMaoE0+QrKa63hsO2Q6blVmTMlk2Owe7TaPa0j/8Hg8AtqyRJlciImKuPq2EslgszJ95HnOmjmbjplI2/GM/Ld423tt9hA/2VjF/5nl8ecEEUpO1El1koHXVdeTm+XksuSqHkkP1NHsDJDriKch1a+qI9Dufp5KE4cOJs9vNLkVExFT90nYgId7KF68ez+cvy2X96/t4+e1DBILtvPbuITZtL+f5B7/QH19GRLqpq6DdwWm3qo+2RJy/woNN87VFRPoettvbDTzHmiiraqTsSCN1x30ku2zUN3pDfbd96tkrMpDOFrRFBorP4yFl5kyzyxARMV2PwnZ5dWM4VJcdCb32HG0iEGzvdKzRbyWKSHcpaMtgEGxtJVBbhy1bI9siIj0K219f/Xcsp23rKlQPS7KTl5VCblYKuaNSel+diHSbgrYMFv7wY9pHmVyJiIj5ejyN5ORwnWCNY8yI5HCoDgXsYbiTtSBGZCApaMtg4vNUgsWCbaQ6kYiI9ChsT584gtxRoRHrvKwUsjOTscadPtYtIgNJQVsGG7/Hc6ITic3sUkRETNejsH3fVy+NVB0i0gsK2jIY+TyV2DVfW0QE6OHj2kVk8FDQlsHK7/Fg03xtERFAYVskKiloy2AVbGkhUFePXT22RUSAfnqojYj0v1ZfsMsnPSpoy2DW0YlEI9siIiEK2yKDjM8fZMOmMoqKq/D6P+1h77DFkT3cRamnSUFbBi2fxxPqRJKlTiQiIqCwLTKo+PxB1qwvodTTBEBmqoOsNCeVNa1U13sp9TSRmmxjwQyNGsrg5PdUkpCZQVxCgtmliIgMCgrbIoPIhk1llHqaSHTEs3LhOCbnp2KxWHihqIyNReUkxMdR1+hnw6Yybp6fZ3a5Ip34Kjyary0ichItkBQZJFp9QYqKqwBYuXAcU8alYbFYeHHLYTYWlbP4yjF8Y9F4AIqKq2n1Bc0sV6RLPk+l5muLiJxEYVtkkCg5VI/X305mqoPJ+alA564jU/JTyXQ78PpDiydFBpNgczPBhgbs2QrbIiIdFLZFBolmbwCArDRneET79K4jFouFrHTnKceLDBa+E51I7BrZFhEJ05xtkUEi0RF6O1bWtobnaJ/edcQwDCprWk85XmSw8Hs8EBdHwohMs0sRERk0NLItMkgU5Lpx2OKorvN2GbQBdpbWUV3vxWGzUpDrNqlSka75KjzYMjPViURE5CQK2yKDhNNuJXu4C4CE+DhyRiRiGAYQGtHesb+WJ17aD8CsSZk47VbTahXpit9TiS1bnUhERE6m30OLDBIvbjkc7qNd1+hn3Ya9ZLodZKV/2mcbIH9UEstm55hcrUhnvgoP7jlXmV2GiMigorAtMgicvBhywYxRJ54gWU11vTccsh02K7MmZbJsdg52m0a1ZXAJNDYRbGzEph7bIiKnUNgWMVlXXUdunp/HkqtyKDlUT7M3QKIjnoJct6aOyKDl93gAdSIRETmdwraIiboK2h2cdivTJ6SbVJlIz/g8HrDGYVMnEhGRU2iBpIhJzha0RaKN31OJbcQILPEawxkIBw8eZMmSJaSlpZGWlsby5cs5evRoj66xa9cubDYbP/rRjyJTpIgAGtkWMYWCtsQaX4UHu+ZrD4iamhrmzp2L3+/nnnvuIRAIsGbNGnbt2sV7772HzWY75zUCgQC33XYbbW1tA1CxyNCmsC0ywBS0JRb5PZW4Jk4wu4whYe3atZSXl1NcXMwFF1wAwCWXXML8+fN5+umnWbly5Tmv8dOf/pSSkpJIlyoiaBqJyIBS0JZYFDh+nGBTk0a2B8j69euZM2dOOGgDzJs3jwkTJrB+/fpznl9cXMxPfvITfvjDH0ayTBE5QWFbZIAoaEus8nsqAbCpE0nE1dXVceDAAaZNm9Zp39SpU9m6detZzw8EAqxYsYL58+dzyy23RKpMETmJppGIDAAFbYlloU4kVmyZ6kQSaRUVFQBkZ2d32peVlUVDQwMNDQ0MGzasy/MffvhhPv74YzZu3EggEIhorSISEhMj271dlT1z5kwsFkunP8uWLRuAqmWoUNCWWOerqMQ2cgSWePWBj7TGxkYAXC5Xp31OpxOA5ubmLs8tKSnhgQce4JFHHmH06NGRK1JEThH1I9u9XZVtGAa7d+9m0aJFLF269JR955133kCULkOAgrYMBX6PB3u2ppAMBMMwALBYLGc8pqt9wWCQ2267jVmzZnVrAaWI9J+oD9u9XZV96NAhmpubuf766zVvTSJCQVuGAsMw8HkqSSy40OxSBgWXy0ViYuIZ98f3sQ95UlISAK2trZ32dWxLSUnptK9jEKqoqIhjx44BofnfAC0tLRw7doy0tDTi4mLiF94ig0rUv6t6uyq7o+XRyeeJ9FSrL8g7xZX87Z9lfLCvhlZfEFDQlqEjePw47c3N2NSJZEDk5OQAUFlZ2Wmfx+PB7XZ3GfZfffVV/H4/M2fOJCMjg4yMDKZOnQqEgnhGRgZlZWWRLV5kiIrqke2OVdldzbGeOnUqL7/88hnPPT1sNzc3n3U0QuRkPn+QDZvKKCquwutvD2932OLIHu6i1NOkoC1Dgu9EJxK7OpEMCLfbTV5eHtu2beu0b/v27UyfPr3L837+85+HR7I7VFVVccstt3DrrbeyfPlyRo4cGZGaRYa6qA7bfVmV/eGHH5KcnMx3vvMd/vjHP9LU1MTYsWN58MEHufHGGyNeu0Qvnz/ImvUllHqaAMhKdzE6M4lPKo9TXe+l1NNEarKNBTMUPiT2+SsqsMTHk5CZYXYpg0JLSwstLS1n3N+xwLEvli5dyqOPPsrevXuZOHEiAIWFhezbt49Vq1Z1eU5XrQIPHToEwNixY5k3b16f6xKRrkX1NJK+rspubGykvr6eZ555ht/97nckJydz00038eyzz0auaIl6GzaVUeppItERz7eXTeS/7p7Lf6yYyeUXDQcgIT6OukY/GzbpV7IS+3yeSmxZI7Foru+Aufvuu0lLS+Pqq69m7dq1PPTQQyxbtoxp06aF1yAdOHCA5557jgMHDphcrYhE9U/H3q7KBrjjjjv4xS9+wYYNG1i8eDErVqzgnXfeYezYsaxatYpgMBiRmiW6tfqCFBVXAbBy4TimjEvDYrHw/Bsfs7GonMVXjuEbi8YDUFRcHZ7DLRKrfBUezdceYBkZGWzevJkpU6Zw77338uijj7Jo0SJeeeUV7HY7AJs3b+bWW29l8+bNJlcrIlE9jaS3q7IBvva1r3Xa5nQ6ufXWW7n//vvZvXs3kyZNOuvXT01NJTU19Yz7m5ubz/rrRIk+JYfq8frbyUx1MDk/dO+ff+Njfv/avvAcbcMwyHQ7qK73UnKonukT0k2uWiQyDMPA76kkafLZf1ZK/5swYcJZ1yXddttt3HbbbWe9Rm5ubnjQSkQiJ6rDdm9XZZ9N5oknoDU1NfW9QIk5zd7QE9ey0pxYLJZw15GbF0xg3mdCodpisZCV7qS63hs+XiQWBerraW9t1ci2iMhZRPU0kt6uyq6oqKCgoIAHHnig0769e/cCkJeX17/FSkxIdIT+/7SytpUXisrCQfuGq88PH2MYBpU1raccLxKL/OpEIiJyTlEdtiG0KruwsDAckuHTVdln6iqSnZ1NfX09jz/+OMePHw9vLysr46mnnmLu3LndaoFUV1fH0aNHz/hHU0hiT0GuG4ctjuo6b3iO9slBG2BnaR3V9V4cNisFuW6TKhWJPF+FB0tCAgkZw80uRURk0Ir6sN3bVdmPPfYY5eXlXH755axbt46f/OQnzJw5k/j4eB577DGz/joyyDntVrKHh7rfJMTHkTMiMTzn0TAMduyv5YmX9gMwa1ImTrvVtFpFIs2vTiQiIucU9b/j7liVfeedd3LvvfficrlYtGgRa9asOWVV9ooVK3jyyScZO3YsAIsWLWLjxo089NBD3HPPPTidTubMmcNPf/rTcN9SkdO9uOVwuI92XaOfdRv28sd/lDE6I4myI6E+2wD5o5JYNjvH5GpFIsvn8WgKiYjIOUR92Iber8q+/vrruf766yNYmcSSkx/BvmDGqBNPkKzmSE0LR2pCU4YcNiuzJmWybHYOdptGtSV2GYaBv7KSpIunmF2KiMigFhNhWyTSTg7aHY9gv3l+HkuuyqHsWIDGljZo91GQ69bUERkSAnV1tLd6NbItInIOCtsi59BV0O7gtFu5bFLoMdW1tbVmlCdiio5OJLZstf0TETkbrWoROYuzBW2RocxX4cFis5GQroc2iYicjcK2yBkoaIucmc9TiX1UljqRiIicg35KinRBQVvk7Pwej54cKSLSDQrbIqdR0BY5O6O9/cTIthZHioici8K2yEkUtEXOLVBbi+HzaWRbRKQbFLZFTlDQFuke34lOJPZsjWyLiJyLwrYICtoiPeGr8GCx24lPSzO7FBGRQU9hW4Y8BW2RnvF3dCKxWMwuRURk0FPYliFNQVuk53weDzYtjhQR6RY9QVJiXqsvSMmhepq9ARId8eFHqitoi/Sc0d6Ov/IIKTNnmF2KiEhUUNiWmOXzB9mwqYyi4iq8/vbwdoctjuzhLko9TQraIj3UVlOD4fdrcaSISDcpbEtM8vmDrFlfQqmnCYDMVAdZaU4qa1qprvdS6mkiNdnGghkKDCI94a8IdSJR2z8Rke5R2JaYtGFTGaWeJhId8axcOI7J+alYLBZeKCpjY1E5CfFx1DX62bCpjJvn55ldrkjU8Hk8xDkdxKemml2KiEhU0AJJiTmtviBFxVUArFw4jinj0rBYLLy45TAbi8pZfOUYvrFoPABFxdW0+oJmlisSVfyeSmxZ6kQiItJdCtsSc0oO1eP1t5OZ6mByfmj07fTFkFPyU8l0O/D6Q4snRaR7fB6PHtMuItIDCtsSc5q9AQCy0pzhEe3Tu45YLBay0p2nHC8iZ9fRiUTztUVEuk9ztiXmJDpC/1lX1raG52if3nXEMAwqa1pPOV5Ezq7t6DGMtjZ1IhER6QGNbEvMKch147DFUV3n7TJoA+wsraO63ovDZqUg121SpSLRxefxAChsi4j0gMK2xByn3Ur2cBcACfFx5IxIxDAMIDSivWN/LU+8tB+AWZMycdqtptUqEk38nkriXC6sw4aZXYqISNTQ788l5ry45XC4j3Zdo591G/aS6XaQlf5pn22A/FFJLJudY3K1ItEjtDhSnUhERHpCYVtiysmLIRfMGHXiCZLVVNd7wyHbYbMya1Imy2bnYLdpX7FBXwAAIABJREFUVFuku/yeShx56ksvItITCtsSM7rqOnLz/DyWXJVDyaF6mr0BEh3xFOS6NXVEpIeMYBB/5RGGXXG52aWIiEQVhW2JCV0F7Q5Ou5XpE9JNqkwkNrQdPYoRCGDT4kgRkR7RAkmJemcL2iLSP3wVlQDY1WNbRKRHFLYlqiloiwwMn8dDXGIi1pQUs0sREYkqCtsStRS0RQaO31OpTiQiIr2gsC1RSUFbZGD5PB5sozRfW0SkpxS2JeooaIsMLCMQxH+kCnu25muLiPSUwrZEFQVtkYHnr66GYBC7RrZFRHpMYVuihoK2iDn8Hg8ANnUiERHpMYVtiQoK2iLm8XkqsSYlEa9OJCIiPaawLYOegraIufwej0a1RUR6SU+QlEGh1Rfs8pHqCtoi5vN5KnFNGG92GSIiUUlhW0zl8wfZsKmMouIqvP728HaHLY7s4S5KPU0K2iImMgIB/FVVuOfONrsUEZGopLAtpvH5g6xZX0KppwmAzFQHWWlOKmtaqa73UuppIjXZxoIZ6oAgYhZ/VTUE27FnZ5tdiohIVFLYFtNs2FRGqaeJREc8KxeOY3J+KhaLhReKythYVE5CfBx1jX42bCrj5vl5ZpcrMiT5TnQisWvOtohIr2iBpJii1RekqLgKgJULxzFlXBoWi4UXtxxmY1E5i68cwzcWheaIFhVX0+oLmlmuyJDl91RiTUnBmpRkdikiIlFJYVtMUXKoHq+/ncxUB5PzU4HOXUem5KeS6Xbg9YcWT4rIwPN5PBrVHoQOHjzIkiVLSEtLIy0tjeXLl3P06NFznvfaa69x5ZVX4nK5SEpKYt68ebz77rsDULHI0KVpJGKKZm8AgKw0Z3hE+/SuIxaLhax0J9X13vDxIjKw/BUeXBdeaHYZcpKamhrmzp2L3+/nnnvuIRAIsGbNGnbt2sV7772HzWbr8rxNmzZxzTXXUFBQwIMPPkggEOCXv/wls2fP5q233mLmzJkD/DcRGRoUtsUUiY7Qf3qVta3hOdqndx0xDIPKmtZTjheRgdPe1oa/+iip8zWyPZisXbuW8vJyiouLueCCCwC45JJLmD9/Pk8//TQrV67s8rxvf/vbjBkzhn/+85+4XC4Ali9fzgUXXMAPfvADXn/99QH7O4gMJZpGIqYoyHXjsMVRXeftMmgD7Cyto7rei8NmpSDXbVKlIkOX/0gVtLdjG6WOQIPJ+vXrmTNnTjhoA8ybN48JEyawfv36Ls+pq6tj586d3HDDDeGgDTBixAhmz57N22+/HfG6RYYqDReKKZx2a7iPdkJ8HDkjEjEMA4vFgmEY7Cyt44mX9gMwa1ImTrvV5IpFhh6/pxJQJ5LBpK6ujgMHDrBs2bJO+6ZOncrLL7/c5XkpKSns27ePxMTETvuOHTtGfLzigEik6N0lpnhxy+FwH+26Rj/rNuwl0+0gK/3TPtsA+aOSWDY7x+RqRYYmn8eDddgwrF0ENDFHRUUFANld9D3PysqioaGBhoYGhg0bdso+q9XK+eef3+mcXbt2sWXLFhYsWBCZgkVEYVsG3smLIRfMGHXiCZLVVNd7wyHbYbMya1Imy2bnYLdpVFvEDH51Ihl0GhsbAU6ZCtLB6XQC0Nzc3Clsd6WpqYnly5cD8N3vfrcfqxSRkylsy4DqquvIzfPzWHJVDiWH6mn2Bkh0xFOQ69bUERGT+TyVJE26yOwy5CSGYQChbk1ncrZ9HVpaWrjuuuvYuXMn3/ve95g9e3a/1Sgip1LYlgHTVdDu4LRbmT4h3aTKROR07W1ttFUfxaaR7R5xuVxdzovu0Ne50UknHi7U2traaV/HtpSUlLNeo76+noULF7JlyxZuv/12HnzwwT7VJCJnp7AtA+JsQVtEBh9/5REwDOzqRDKo5OSE1rBUVlZ22ufxeHC73WcN+9XV1SxYsIAdO3Zwxx138Ktf/apbI+Ei0ntq/ScRp6AtEl3afT4+eSA02hmfnmZyNXIyt9tNXl4e27Zt67Rv+/btTJ8+/YznNjY2hoP2nXfeya9//WsFbZEBoJFtiSgFbZHoZu1iIZ6cWUtLCy0tLWfc37HAsS+WLl3Ko48+yt69e5k4cSIAhYWF7Nu3j1WrVp3xvG9+85vs2LGDb33rW6xdu7bPdYhI9yhsS8QoaIuI9L+7776bZ555hquvvpq77roLr9fL6tWrmTZtGrfccgsABw4c4O233+byyy9n7Nix7Nmzh2effRa3283FF1/Mc8891+m6HeeKSP9S2JaIUNAWiS7tPt85XwPE2e0DVpN0LSMjg82bN3PnnXdy77334nK5WLRoEWvWrMF+4v5s3ryZFStW8OSTTzJ27Fg2bdoEhBZHrlixosvrKmyLRIbF6OgjJN1WV1dHYWEh06ZNIzk5udfXSUsLzYWsra3tr9IGhaEWtGP1Pg4luoew76tf69ZxE574VYQr6b1ouI+NjY1s3bqVefPmkZqaanY5IjIAtEBS+tVQC9oiIiIiZ6NpJNJvFLRFotf5j60DoK2mhkP3PwjBIAD5a1dr6oiISB8obEuPtPqCXT7pUUFbJLp1BOraV14jzuWi/UTXjDi7XWFbRKQPFLalW3z+IBs2lVFUXIXX3x7e7rDFkT3cRamnSUFbJMp5D5dz/N33yPzSF6le/7zZ5YiIxATN2ZZz8vmDrFlfQuHWSrz+djJTHUzJTyXT7cDrb6fU00Rqso0FM/SkOZFoduxPfyEhM5OUyy41uxQRkZihkW05pw2byij1NJHoiGflwnFMzk/FYrHwQlEZG4vKSYiPo67Rz4ZNZdw8P8/sckWkF5r37KX5wxJGff0OrImuQd11REQkmmhkW86q1RekqLgKgJULxzFlXBoWi4UXtxxmY1E5i68cwzcWjQegqLiaVl/QzHJFpBeM9naObvgzjrF5JE39jNnliIjEFIVtOauSQ/XhqSOT80M9YU9fDPnplJLQ4kkRiS6NW7fh+6SMjKWLsVgsZpcjIhJTFLblrJq9AQCy0pzhEe3Tu45YLBay0p2nHC8i0cEIBDj25xdInDwJ14TxZpcjIhJzFLblrBIdoWn9lbWtvFBU1mV7P8MwqKxpPeV4EYkO9ZuLaDt2jIyli8wuRUQkJilsy1kV5Lpx2OKorvOG52if3t5vZ2kd1fVeHDYrBblukyoVkZ5q93qp+d+/knLZpdizs80uR0QkJilsy1k57Vayh7sASIiPI2dEIoZhAKER7R37a3nipf0AzJqUidNuNa1WEemZ2tdep721leHXX2t2KSIiMUu/85ezenHL4XAf7bpGP+s27CXT7SAr3UllTSvV9V4A8kclsWx2jsnVikh3BRqOU/u3QtxXzyUhPc3sckREYpbCtpzRyYshF8wYdeIJktVU13vDIdthszJrUibLZudgt2lUWyRa1Lz0VyxWK+nXfN7sUkREYprCtnSpq64jN8/PY8lVOZQcqqfZGyDREU9BrltTR0SijL+qivrNb5GxeBHWpESzyxERiWkK29JJV0G7g9NuZfqEdJMqE5H+cOwvLxCfMgz3Z+eYXYqISMzTAkk5xdmCtohEv9YDB2n8YBvDr7+WOJvN7HJERGKewraEKWiLxDbDMDj6p79gGzWKlMsvNbscEZEhQWFbAAVtkaGg+cMSWvd9RMbSRVji9ONfRGQg6KetKGiLDAFGeztHN/wF5/njSJw8yexyRESGDIXtIU5BW2RoOP7ue/grKshYtgSLxWJ2OSIiQ4bC9hCmoC0yNLS3tXFs44skTf0MzvyxZpcjIjKkKGwPUQraIkNH/T82EaivJ2PJ9WaXIiIy5ChsD0EK2iJDR7ClhZq/vsKwK6/ANnKk2eWIiAw5CttDjIK2yNBS+8prGG1tDL92odmliIgMSXqCZAxq9QW7fKS6grbI0NJWW0dd4d9JWzCfePcws8sRERmSFLZjiM8fZMOmMoqKq/D628PbHbY4soe7KPU0KWiLDCE1L75EnN1O6oL5ZpciIjJkKWzHCJ8/yJr1JZR6mgDITHWQleaksqaV6novpZ4mUpNtLJgxyuRKRWQg+DweGra8TeaXvojV6TS7HBGRIUthO0Zs2FRGqaeJREc8KxeOY3J+KhaLhReKythYVE5CfBx1jX42bCrj5vl5ZpcrIhF27M8bSUhPZ9jsK80uRURkSNMCyRjQ6gtSVFwFwMqF45gyLg2LxcKLWw6zsaicxVeO4RuLxgNQVFxNqy9oZrkiEmEtH++naccuhi++jriEBLPLEREZ0hS2Y0DJoXq8/nYyUx1Mzk8FOncdmZKfSqbbgdcfWjwpIrHJMAyObvgz9pwxJM+YbnY5IiJDnsJ2DGj2BgDISnOGR7RP7zpisVjISneecryIxJ6mHTvxlh4gY+liLHH6ES8iYjbN2Y4BiY7QbaysbQ3P0T6964hhGFTWtJ5yvIjEFiMY5NifNuK68AISCy40uxwREUEj2zGhINeNwxZHdZ23y6ANsLO0jup6Lw6blYJct0mVikgkNWx5G/+RI2QsXWx2KSIicoLCdgxw2q1kD3cBkBAfR86IRAzDAEIj2jv21/LES/sBmDUpE6fdalqtIhIZ7T4/x154ieSZM3Ccl2N2OSIicoLmE8SAF7ccDvfRrmv0s27DXjLdDrLSP+2zDZA/Kolls/UhLBKL6grfINjUxPDF15ldioiInERhO8qdvBhywYxRJ54gWU11vTccsh02K7MmZbJsdg52m0a1RWJNoLGJ2ldfwz3nKmwZGWaXIyIiJ1HYjmJddR25eX4eS67KoeRQPc3eAImOeApy3Zo6IhJj2n0+Pv7mtwBwf3YOGJC+8P+YWpOIiHSmsB2lugraHZx2K9MnpJtUmYgMtPpNbzH82i8Qn5xsdikiInIaLZCMQmcL2iIy9MQlukidf7XZZYiISBc0sh1lFLRFhq52n6/L1+mfm3/Ktji7fWALExGRM1LYjiIK2iJDW8cc7dMd3fBnjm74c/jfJzzxq4EqSUREzkHTSKKEgrbI0BY4ftzsEkREpBc0sh0FFLRFhqZgczON23bQ+N77tOzdB3EWXBMnkjRtKq6JEzj0g3sByF+7WlNHREQGKYXtQU5BW2Roafd6adqxk+PvfUBzyW5ob8c1YTwjbvkySVM/Q3xyUui4k+Zsx9ntCtsiIoNUTEwjOXjwIEuWLCEtLY20tDSWL1/O0aNHI3beQFHQFolu7T4f+776NfZ99WunhONOx/n9NG7dRsV//Yb9d66i8oknCTY3k3nDMvLX/Iwx/+9O3LOvDAdtkVj93BOJRVE/sl1TU8PcuXPx+/3cc889BAIB1qxZw65du3jvvfew2Wz9et5AUdAWiW1GIEDz7j00vvcBjdt3YPh82HNyGH79tSTPmEZCunrlS9di9XNPJFZFfdheu3Yt5eXlFBcXc8EFFwBwySWXMH/+fJ5++mlWrlzZr+cNBAVtkdhkBIO07PuIxvc/oHHrdtpbWrBljSTt858jZcZ0bCNHdPtacXa7uo4MUbH4uScSyyyGYRhmF9EX+fn55OXlUVhYeMr2iRMnkp2dzRtvvNGv5wHU1dVRWFjItGnTSO7lE9tafUHKjgVobGmDdl/4keoK2tEnLS0NgNraWpMrkd44+bHn5z+2rs9zn0/vhV36nbsBSLniMpp2FtPe1ET88HRSLpkZCtjZo7BYLH36mhISDe/FxsZGtm7dyrx580hNTe3VNcz43BOR3ovqke26ujoOHDjAsmXLOu2bOnUqL7/8cr+e1x98/iAbNpXx7s5y/nXv70kGfj72JqwOO9nDXZR6mvoctPs7PAzEtaOx5o5rv7PkhohdW9/rgbl2f2j3+fBXVfHJAw91uf/4lnfCrwPHashYfP1AlSYxJBo/90SGuqgO2xUVFQBkZ2d32peVlUVDQwMNDQ0MGzasX87rK58/yJr1JZR6mkhobw9vzxjmwNMYpNTTRGqyjQUzRvXr1xWR/hNobMRfeeTEn0r8R6rwVVYSqBm8o6kSO6Ltc09EojxsNzY2AuByuTrtczqdADQ3N3f64dHb8/pqw6YySj1NJDriWfm5sbA2tP2SC9P5yz+rSYiPo67Rz4ZNZdw8P69fv7aIfOpMjz3veG20t9NWW0ugpjYUqo8cCf8z2NQcOthiISEzA3vWyNB0kKyR2EaOJD4tFeuJny0nTyNRL2zpD9H2uSciUR62O6abn22+Y1f7enteX7T6gry7s5yE9nZWfm4sBaNdlJ7Y99qWT1gyK5cxmYn8cuM+ioqrWXJVDk67tdvXP1d46NCbD/tIXTsaa47Wa0djzd29ttHejiU+HqMtgBFowwgEMALBT1+3BU5s+/SP579+0+XX6wjGJ7PYbNhGjsSWNYLEiwqwjRyBLSuLhMwM4hISuv13US9s6Q/R9LknIiFRHbaTkkI9Z1tbWzvt69iWkpLSb+edLjU19awLXJqbm2lpaQGg5FA9/7r396EdawkHbYB/P/Q/cCj0+i6gIT6RQ9/7C7aE7rdBP9OvsE8PD/Hpad2+ZqSvHY01R+u1o7Hmnlw7UsY+/BDxqW4scTHxSAIZAC6Xi8TExDPuj4/v28eu2Z97ItJzUR22c3JyAKisrOy0z+Px4Ha7u/yh19vz+qLZG6C7fUs+TB7LlHGpZIzo/gMsal7q3uKWYZdd2u1rRvra0VhztF47GmvuybVHfmUFcQnxWOK7+JMQj8V64p8nthnBYOi11XrWqR4aiZbBJpo+90QkJKrDttvtJi8vj23btnXat337dqZPn96v5/VFoiOen4+9iQy3gwdun4Lh93f6gDcMg3t/uxNPY5DJcyYwfEL3H2qRds2C8Ov+Dg+RunY01hyt147GmiN97a7091QP9cKW/hZNn3siEhLVYRtg6dKlPProo+zdu5eJEycCUFhYyL59+1i1alW/n3eyuro6AoFAt44tyHVjddjxHA/yYXkLk8Z8OoLQ8QG/Y38tnsYgDpuVglx3t6578jXOtL2v4SFS147GmqP12tFYc6SvLRIJLS0t4emDXelYqNgXZn7uiUjPRf1ExLvvvpu0tDSuvvpq1q5dy0MPPcSyZcuYNm0at9xyCwAHDhzgueee48CBAz06rz857VZmTQo9He7xl/azq7QuvM8wDHbsr+WJl/YDMGtSZo8WR4qIyNARLZ97IhIS9WE7IyODzZs3M2XKFO69914effRRFi1axCuvvIL9xMjX5s2bufXWW9m8eXOPzutvy2bnkD8qiWZvgF9u3Bfefu9vd7Juw16avQHyRyWxbHZORL6+iHQWZ7dz2Z+f57I/P6/RcokK0fS5JyIx8Lh2M/Tlce0dT5AsKq7G6w+GtztsVmZNymTZ7BzsNo1qR5NoeES0nJ3uYWyIhvvYH49rF5HoEvVztqON3Wbl5vl5LLkqh7JjARpb2qDdR0GuW1NHRERERGKMwrZJnHYrl03KAAb3KIyIiIiI9F7Uz9kWERERERmsFLZNZLFYsFgsuFwus0uRPtB9jH66h7FB91FEBiOFbRPFxcURFxenp3ZFOd3H6Kd7GBt0H0VkMFLYFhERERGJEIVtEREREZEIUdgWEREREYkQhW0RERERkQhR2BYRERERiRCFbRERERGRCNETJHshGAwC0NLS0qfrxMd/+u1vbGzs07XEPLqP0U/3MDZEw33s+Nzo+BwRkdinsN0Lzc3NAOzZs8fkSkREJBo1NzczfPhws8sQkQFgMQzDMLuIaOP1eqmqqiIxMRGr1Wp2OSIiEiWCwSDNzc2MGDECh8NhdjkiMgAUtkVEREREIkQLJEVEREREIkRhW0REREQkQhS2RUREREQiRGFbRERERCRCFLYj5ODBgyxZsoS0tDTS0tJYvnw5R48ejdh5Ehm9vR8zZ87EYrF0+rNs2bIBqFrO5o477mDOnDndOlbvx8GrJ/dR70cRMZP6bEdATU0Nc+fOxe/3c8899xAIBFizZg27du3ivffew2az9et5Ehm9vR+GYbB7924WLVrE0qVLT9l33nnnDUTpcga//e1vefzxx5k9e/Y5j9X7cfDqyX3U+1FETGdIv/v+979vWK1WY/fu3eFtr7/+ugEYv/nNb/r9PImM3t6PAwcOGIDx5JNPDkCV0h2BQMC4//77DYvFYgDG7Nmzz3mO3o+DT2/uo96PImI2TSOJgPXr1zNnzhwuuOCC8LZ58+YxYcIE1q9f3+/nSWT09n6UlJQAnHKemMfr9TJ16lTuu+8+br31VrKzs7t1nt6Pg0tv76PejyJiNoXtflZXV8eBAweYNm1ap31Tp05l69at/XqeREZf7sfpH+7Nzc2RKVK6xev1cvz4cf74xz/y9NNPEx9/7tlzej8OPr25j6D3o4iYT2G7n1VUVAB0OeqSlZVFQ0MDDQ0N/XaeREZf7seHH35IcnIy3/nOd0hOTiYpKYn8/HyNhpokJSWFjz/+mBtuuKHb5+j9OPj05j6C3o8iYj6F7X7W2NgIgMvl6rTP6XQCXY+s9PY8iYy+3I+SkhIaGxupr6/nmWee4Xe/+x3JycncdNNNPPvss5ErWroUFxfX7VHQDno/Dj69uY+g96OImE/dSPqZYRgAWCyWMx7T1b7enieR0Zf7cccddxAMBvnmN78Z3nbjjTdy0UUXsWrVKr785S9jtVr7t2DpV3o/xg69H0XEbBrZ7mdJSUkAtLa2dtrXsS0lJaXfzpPI6Mv9+NrXvnbKBzuERkNvvfVWqqqq2L17dz9XK/1N78fYofejiJhNYbuf5eTkAFBZWdlpn8fjwe12k5iY2G/nSWRE4n5kZmYC0NTU1PcCJaL0fox9ej+KyEBR2O5nbrebvLw8tm3b1mnf9u3bmT59er+eJ5HR2/tRUVFBQUEBDzzwQKd9e/fuBSAvL69/i5V+p/djbND7UUQGA4XtCFi6dCmFhYXhH+YAhYWF7Nu3jxtvvLHfz5PI6M39yM7Opr6+nscff5zjx4+Ht5eVlfHUU08xd+5cRo4cGfHape/0fox+ej+KyGBgMTpWAkm/OXr0KBdddBHx8fHcddddeL1eVq9ezbhx49iyZQt2u50DBw7w9ttvc/nllzN27NhunycDp7f3cePGjSxevJiCggJWrlxJY2Mjv/jFL/D7/WzZskUP1zBZbm4uubm5vPnmm+Ftej9Gn+7eR70fRcR0Zj6+Mpbt3bvXuOaaa4zExEQjIyPD+Jd/+Rejuro6vP/JJ5/s8hHC5zpPBlZv7+PGjRuNmTNnGna73XC73caiRYuMPXv2DHD10pXzzjuv02O+9X6MPj25j3o/ioiZNLItIiIiIhIhmrMtIiIiIhIhCtsiIiIiIhGisC0iIiIiEiEK2yIiIiIiEaKwLSIiIiISIQrbIiIiIiIRorAtIiIiIhIhCtsiIiIiIhGisC0iIiIiEiEK2yIiIiIiEaKwLSIiIiISIQrbIjHmC1/4AhaLBYvFwp49e8543Je//GUsFgtxcXFs3bq1R19j1apV4a9RXFzcaX9FRUWP6xYREYlFCtsiMWby5Mnh17t37+7ymK1bt7J+/XogFLqnTZvWo6/x/vvvA5CYmMiFF14Y3n78+HFWrVrFV77ylZ6WLSIiEpMUtkVizMlhu6SkpMtj7r77bgzDwG638+CDD/bo+u3t7eGR8KlTp2K1WgHYs2cP559/Po888gif+cxnelm9iIhIbFHYFokx5wrbr7zyCn//+98B+Ld/+zfOO++8Hl1/z549NDU1ATBjxozw9sLCQqqrqwG49NJLe1y3iIhILFLYFokxEyZMwG63A52nkbS3t3PPPfcAkJqayve//30Ajh49yne/+10KCgpwuVwkJiYydepU1q1bRzAYPOUa7733Xvj1jBkzaG9vJzk5mX//938Pb1+0aBFXXHFF+N9ffvllPve5z5GVlUVCQgKjRo3i9ttvD4fzk/3hD3/gkksuISkpifPPP5/HH38cgDFjxmCxWPjSl77U6fjPfvazpKenY7fbueiii/j1r3/d4++biIhIRBgiEnMuvvhiAzBsNpvR1tYW3v673/3OAAzA+PnPf24YhmFs27bNGDlyZHj76X+uv/56o729PXyNr3/96+F9+/fvN3bt2tXled/+9rcNwzCMRx555IzXnjlz5il1f+tb3+ryuPvuuy/8+pFHHjEMwzACgYBx4403nvHa999/f6S/zSIiIueksC0Sg5YvXx4Onbt37zYMwzBaW1uN0aNHG4CRm5tr+Hw+o6mpKbzNYrEYP/rRj4yqqirj0KFDxhe+8IXwNf70pz+Frz19+nQDMNLS0gzDMIz29najurrasFgsBmAsWbLEaGtrM9rb242jR48ao0aNMiwWizF37lzj8OHDxrFjx4zPf/7z4WtXVFQYhmEYL730Unjb5MmTjR07dhgVFRXGtddee0qI3rx5s2EYhvHAAw+Et911111GZWWlcfjw4fDxDofDaGhoGODvvIiIyKk0jUQkBnXVkeTRRx+lvLwcgIceegibzcZTTz0V3vaNb3yD++67j8zMTM477zx+8YtfhK/x6quvAuDz+di1axcA06dPB8BisbB161YMwwDgsssuIz4+HovFwvDhw6moqKCtrY1XX32V0aNHk5KSQkZGRvjaiYmJAKxduxYAq9XKn/70J6ZMmcKoUaN48sknsVgs4X3Tpk2jpaWFRx55BIDZs2fzs5/9jOHDhzNy5MjwNBmv18v27dv77XsqIiLSG/FmFyAi/e/0RZJz5szhZz/7GRAKyTfeeCMQWtTY4eQ51wApKSnh18ePHwdg586d+P1+AGbOnBne/84774Rfn7w40u/38+yzz/L666+zf/9+jhw5wpEjR8LzwPPy8hg2bBher5fNmzcDsGDBAsaNGxe+Rnp6Oi6Xi+bm5vCc8jfffDNc06ZNm0hISOjy++D1es/+jRIREYkwhW2RGHR62P7xj39MQ0MDAGvWrAmPFHs8HgBcLhfjx48/5Rrbtm0Lvx4zZgzQeXFkh3fffRe72pPhAAAD0ElEQVSAhISEcM9uwzBYuHAhr7/+Og6Hg6VLl7JixQpSU1O5+eabgdAoeEcdgUAAoFPbwE8++YTm5mbg04BfVVXVre/DqFGjunWciIhIpChsi8SgESNGkJmZSXV1NW+99RY1NTUALFy4kDlz5oSPGzZsGACtra3U19fjdrvD+zqmaQBce+21wKcPs4FTw3bH9kmTJuF0OoHQaPfrr78OwNNPP80NN9wAwG9/+9vweR1hu6NXN8CxY8dO+buc3FmkI2yfPA3l+eef54tf/GL432tra3G73cTFaZaciIiYT59GIjGqY3S7srISv9+P1Wrl4YcfPuWYBQsWAKFR6Ntvv53Dhw9z6NAhvvKVr/Daa68BcM0113DVVVcBn45sZ2dnk5WVBYRGpevq6gBwOp20trbi8/lOGX3u6M396quvhtsNAuFR8DFjxoRD+u9//3v+/ve/U19fz7p161i9enX4+I6wfdlll5Geng7Aj3/8Y3bt2kVjYyPPPvss2dnZOJ1OHnrooT5/D0VERPrKYnSsahKRmHLXXXeFFx0CrFy5kt/85jenHNPa2spVV13FBx980OU1pk2bxmuvvUZ6ejrHjx/H7XZjGAaLFi3iL3/5CwANDQ2kp6ef0o/797//PXPnzmX8+PHhB+B0SExMDE8L+eSTT8jJyQHgBz/4QZcB2Wq1EgwGSUxMpKGhITwK/j//8z/cdNNNnfqAQyiM/+1vfyMpKemc3ycREZFI0si2SIw6ed52YmIi999/f6djnE4nmzdv5v777+eiiy7C5XKRlJTEtGnTeOSRRygqKgqPIJ/cceTkKSTDhg3jiSeeID8/H5vNRkZGBldccQVZWVm88MILTJ06FYfDwbhx41i9evUpo+uHDh0Kv77//vu57777yM3NxeFwcNVVV/G///u/xMeHZrtdeumlp0w3+eIXv8imTZu45pprGDZsGE6nk0mTJrF69WrefPNNBW0RERkUNLItIqZ77rnnMAyD/Px8pk+fjs1mA2Dz5s3Mnj0bgAcffPCUKSgiIiLRQCPbImK6559/nuXLl3PFFVfwn//5nzQ2NrJnzx5WrVoFhHp5n7wIUkREJFpoZFtETLd+/XpuuummM+6/8847T5l/LiIiEi0UtkVkUHj++ed57LHH2LlzJ01NTbjdbiZMmMBXvvIVbr/9drPLExER6RWFbRERERGRCNGcbRERERGRCFHYFhERERGJEIVtEREREZEIUdgWEREREYkQhW0RERERkQhR2BYRERERiRCFbRERERGRCFHYFhERERGJEIVtEREREZEI+f/MAR0YF99VGgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, show=SHOW, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"',\n", " grid_major_y=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also turn on the secondary y-axis grid and give it a distinct look:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, show=SHOW, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"',\n", " grid_major_y2=True, grid_major_y2_style='--')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unfortunately when using the matplotlib engine, the secondary grid lies above the plot on the primary grid which is not ideal. This is why the secondary grid lines are disabled by default." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Minor grid" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Minor grids are off by default by can be enabled and styled using either the `grid_minor` family of keywords to batch address all primary axes or the `grid_minor_` family of keywords to change a single axis." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, show=SHOW, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"',\n", " grid_minor=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tick marks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visibility" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Tick marks are controlled by keywords with the prefix `ticks_major` or `ticks_minor` and, like gridlines, can be controlled as one for major and minor ticks or by specific axis. They enabled by default on the inside of the plot whenever a grid line is enabled. However, you can enable tick marks without enabling grid lines:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, show=SHOW, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"',\n", " ticks_minor=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Style" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All tick mark parameters can be changed via keywords at the time of plot execution or in the theme file. Consider the option below:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, show=SHOW, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"',\n", " ticks_major_direction='out', ticks_major_color='#aaaaaa', ticks_major_length=5, ticks_major_width=0.8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Increment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instead of specifying a number of tick marks to display, for major tick marks in fivecentplots we specify the tick increment." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, show=SHOW, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"',\n", " ticks_major_y_increment=0.2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For minor ticks however, it is easier to specify the number of minor ticks to use via the `ticks_minor__number` keyword. The interval between minor ticks will then be calculated automatically. Setting the number of ticks automatically turns on the tick marks without setting `ticks_minor_=True`. Note that this option only works for linearly scaled axis. Minor log axis will always have 8 minor ticks with log spacing. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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tlZUrV9KiRQvHKHtFRQWPP/44Y8eO5f3333dcN3ToULp3784LL7xQYx57XFwcUVFR+Pn5OX5B2bdvH+3atWPlypV07NgRgJEjR7Jr1y7HLyXJycmsWLGCF154gUceeQSAsWPHkpGRwWeffeZ4/nnz5hEfH8/GjRvxOt8+9IYbbqB79+68++67/P73v3fq/41HhO1z586xbt06Jk+eTGxsbJ3uuzhsFxUVERgY2FBliohIAyi12jiyL4WKCn+Wr/7Gcdzka6RtiwCS0woVtJu5fcezHFNH+ner/dOPAd0qp5Sk5xSx73gWQ66//DxqZ6WkpDBkyJBqx8rLq09hMRqN9TbH/x//+AdTp05l2LBhtS7IjI2NZfv27U6/zuzZs7n99tvZtWsXgwYNwmazsWbNGmbMmIGvry8Ax44d4+zZsyxZsqTavXFxcQwePLjOo/e9e/fmyy+/pKKighMnTnDixAm+++47jhw54vh/+d///he73c5dd91V7d4pU6Y4wnZxcTFfffUVjz32GHa73XFvx44d6datG59//rnTYdvt52yHhIRw4sQJJk+efFX3HTp0iODgYB555BGCg4MJCgoiLi7ukitpRUSkaSm12li69jBF6ZnkegfROjKAAd2iiQ4zYbFWkJxWSHiwL2MHNGxwkqatoLiy28h10UGXHEk2GAxcFx1U7fqGlJ+fX2OAz8fHp9rjmWeeqZfXeumll7jrrrsYOnQo//rXvzCZTDWuCQwMrHOXk8v5+c9/TqtWrVizZg0An332GRkZGfz61792XJObmwtAq1atatzfqlUr8vLy6vx6y5YtIzo6mi5dujB79my2bNlCYGCgYyFp1Zzri6eltLxgMbXZbKaiooLnnnuuxntw6NAh0tLS6lzPpbj9yPa1/uZ3+PBhCgoKyMvLY9WqVeTl5fHyyy8zZcoUysrKmDFjRgNUKyIi9SVxayrJaYXcUl7Idb26MOuxkRgMBpZv2Mf6pDP4eBsxF1hJ3JrKtDEdXF2uuEhwQOWUkDOZhdjt9loDt91u50xmYbXrG1KLFi1qhMqLu6NdqUvJldjtdh588EFeeeUVpkyZwooVKxyjyxczm820aNHCqdcD8Pb25p577mH58uW89NJLrFq1yjEdo0rVlJjaenKnp6fXuY7333+fRx99lOeff55Zs2Y57ps8eTK7d+8G4LrrrgMgIyOj2uLMzMxMx59DQkIwGAw8/PDDTJkypcbrBAQE1Kmey3H7ke1rdd999/Hqq6+SmJjIHXfcwaxZs9i5cycdO3bksccew2azXflJRETEJUpKbSQdzMBoryCkvIi2ndthMBhYt+k465POcMeN7fjdhMpFYEkHM6u1epPmpXeXKPz9vEjPLuLrIxm1XrPnSAbpOUX4+3nTu0tUg9fUvn37Gp03+vfvX+3hbNh+8skneeWVV3jkkUdYs2bNJYM2VG6W0759e6der8rs2bPJzMzkP//5Dxs3buTee++tdj4+Pp5WrVrxwQcfVDuekpLCzp07GTZsWK3PWzWXukpSUhJhYWE89thjjqBdWFhIUlKSoy3z0KFD8fLy4qOPPqp27z/+8Q/Hn4ODg+nbty9Hjx6t9v+/R48eLFiwoM7TWi7H7Ue2r9X9999f45i/vz8zZszg6aef5rvvvqNnz8uvSA4PD6+xyOBCFRUVl+2JWTUiXx8LH8R19D66P72H7mfnwXQs1gq6BNkw2O1EdOzA/31xkvf/c5xpY+OZPKozdruddf9N5WxOManZ5Qzu2fAh6krqsiBO6leAyYfRA9vz8ZcpLPtgLw9P6cuAC7qR7DmSwbL39wIwemBMgy+OBLjlllt4/fXXLznSfrXOnTvHd99951hIuG/fPp577jkGDBjAXXfdxa5du6pd3717d0JCQoDKEfAdO3bw//7f/3O6DoAuXbowdOhQHnroIQwGA3fffXe180ajkWeffZZZs2YxdepUZsyYQXZ2NgsXLiQiIsKxkPFiYWFhZGRk8Mknn9C7d28GDhzIX//6Vx599FFuu+020tLSWLp0KWfPnnVks44dOzJ79mzmzZuH1WqlV69efPTRR3z88ceOWgAWL17ML37xC6ZNm8a0adOw2Wy88MIL7Nq1i6eeesrp/yfNdmT7Uqrm9RQWFrq4EhERuZSqebUd/Cv/u+lkMe99epTpt3Zl8qjOwPl5uFGNNw9Xmq57ft6N+PbhFBSX8cw7u7jv2c08/bevuO/ZzTzzzi4KS8qIbx/OPT9vnA5ld955J9nZ2Y7pDs7au3cvgwcP5l//+hdQOXJrt9vZs2cPgwcPrvHYu3ev4949e/aQnZ3NpEmT6qUWgHvvvZfjx48zefJkgoKCapxPSEggMTGR48ePM2HCBB555BGGDBnCnj17ap3LDTBr1ixiY2MZP348K1eu5J577mH+/Pn8/e9/5+c//znz58/npptu4s033yQ3N9exK+Yrr7zC/fffzwsvvMD48eM5ffq0ow1hVW233HILn332GadPn2bSpEnMmDEDb29vNm3aVKf2jFdisNd1OyI3ERsbS2xs7GWH/X/88UduueUWfvWrXzF//vxq5/7whz/wyiuvkJ6efsk33Gw2s2nTJkaPHn3Zke2ioiKKi4sveb5qFK1qsYC4J72P7k/vofv5+lgOr310jBvLUhiSup2lHacx5dZuTB7V2fE+2u12nnjzWzLzLPz+jnj6x9fc0bGxFRQU8M0331zx3w+pfz/tIJlKyQWb1/j7eTN6YEyj7yB52223ERUVxbvvvlsvzzd//ny6d+9eYyT5Su69915ycnJYv379Ja/ZsmULI0eOrPMOlk1Fbm4un3zyCbfeemu1HV0fe+wx3n333Vp74TeEZjmNpG3btuTl5fH222/z0EMPOT5KSU1NZcWKFYwcOfKSQftCZrO5RqseERFpeD1iwzD5GvHKNpPvFcj4m9o7RrSr7E82k5lnweTrRY/YMBdVKk2Fyc+b30zoyYxbu7LveBYFxWUEB/jQu0tUo0wdudjixYsZNmwYCxcurLZ471qkpaWRmJjIp59+elX3nT59mg8//JAvv/zSqddvqgICAvjDH/5Anz59eOihhwgKCmLnzp288sorzJs3r9HqaBZhOyUlhR07djBkyBBH4/PXXnuNO+64gyFDhjBnzhwKCgp49dVX8fb25rXXXnNxxSIicjn+fl60bRFA2A+F5PsGE9My0DH/1W63sz/ZzN82ngRgWM9o/P28rvCM0lwEmHwavI92XfTs2ZMnn3ySuXPn1lgseLUiIiL48MMPrzq0z5s3j7lz515xjZq7MplMbN68mT//+c8kJCRQVFREXFwcL7zwgtO9s69Gswjb27ZtY9asWSxfvtwRtidMmMD69etZvHgxc+fOxd/fnxEjRvDss8/StWtXF1csIiKXs2H7aZLTChlRUciPPhF8kHiUdf9N5bqoIFLPniMzzwJAXJsgJg13btTwWl34sXWV+tqkRDzD3Llz6+V5TCbTNe2I/d5779XpuhEjRrjdFJIqvXv3ZuPGjS6twePC9qlTp2ocS0hIICEhocbx8ePHM378+IYvSkRE6s2FW7C3XFtMaezPMJV7cTanmLM5letkTL5eDOsZzaThMfj5alRbRFzH48K2iIh4rguD9i97R3ByeQkDBndmyPV9SM0ur+w6UlFKj9gwl08dqW3xVUFBgQsqERFXUtgWERG3cGHQvn1oOyynfgDANyoKk5+Xo4+2usqISFOiyWMiItLkXRy0AcqyswHwqYdtpkVEGopGtp0QGhpao09qY/VsFBFpLmoL2gDWrGyM/v4YAwNcWJ2IyOVpZFtERJqsSwVtgLKsbHyiWmgLdBFp0jSy7YT8/HwqKipcXYaIiEe6XNAGKMvKwidKU0hEpGnTyLaIiDQ5VwraUDlnW/O1RaSpU9gWEZEmpS5B226zUZaTi29UVCNXJ1J/XnzxRaZPn17n68+cOUNYWBhbtmy54rWlpaUsXryYrl27EhgYSHx8PM888wxWq9VxzcyZM3n++eev+Fxbtmy54nStFStWYDAYat3vpEpCQgIGgwGDwVDr1z106FAMBgMffvhhjXPTp0933Fvb3ilNmcK2iIg0GXUJ2gBluWaoqNA0ErlqNouFpPF3kjT+TmwWi8vqOHLkCIsXL65T2AU4ffo0t9xyC/n5+XW6/sEHH2TRokUkJCSwYcMGZs+ezZIlS/jtb3/ruGbJkiUsWbKEI0eOXNPXcC1atWrFzp07efrpp6sdP3bsGDt27KBnz5688cYbNe57+umn2blzJ61atWqsUuuNwraIiDQJdQ3aoLZ/4v7mzp3L1KlTadOmzWWvq6ioYMWKFfTp04eMjIw6PXdOTg5vvfUWCxcu5IknnmDUqFHMnTuXBQsW8O6775KVlQVAmzZtmDp1ar1tG18Xfn5+3HDDDcTFxVU7vnz5cmJjY5k3bx6bN2/m5MmT1c7HxcVxww034Ofn12i11heFbRERcbmrCdpQuTgSgwGfyIhGqO7aREZG1niEhoa6uixpAg4dOsTGjRuZOnXqFa89cOAA999/PzNnzmT16tV1ev5z585x//33c/vtt1c73rVrVwBSUlIcx6ZNm8bGjRs5dOjQVXwF9ctms7Fq1SrGjRvHhAkTCAoK4q233nJZPfVNYVtERBpFSamNr4/lsHV/Bl8fy6Gk1AZcfdCGyrZ/3hHhGLzVVEuuzGaxXPAoveB4abVzjWXNmjW0bt2aG2644YrXxsTEcPLkSZYtW0ZAQN16ynfo0IHXX3+d+Pj4asfXr1+Pj48PXbp0cRwbPHgwbdu25f3337+6L6IeffLJJ6Snp3PPPffg7+/P5MmTWbFiRbX55e5MP6VERKRBlVptJG5NJelgBhbrT+1STb5G2rYIIDmt8KqCNlSG7aa+OLK2Tc4KCgpcUIns/NW0Wo/vvmd2tb8P+2fNhXkN4YsvvmDAgAF16hEfERFBRITzn+B89NFHrFy5kgceeKDGhnz9+/dn8+bNTr/GtVq+fDk/+9nP6N+/PwCzZs3inXfeITExsU6j/02dRrZFRKTBlFptLF17mE3fpGOxVhAdbqJXXDjRYSYs1gqS0woJD/Zl7IDLz1u9mNr+iTtLSUmhQ4cO1Y6Vl5dXe9TnPh7/+Mc/mDJlCsOGDat1QWZsbCzff/99vb3e1cjOzubjjz/mrrvuIi8vj7y8PHr06EFsbCxvvvmmS2qqbxrZdoK2axcRubzErakkpxUSaPJmzrhOXB8XjsFg4J9JqaxPOoOPtxFzgZXEralMG9Phyk94njUrm6A+vRuwcvEkg9etcfzZZil1jGgPXPkuXqbGX3CXn59PYGBgtWM+Pj7V/r5gwQIWLlzo9Gu99NJL/PGPf2TEiBGsX78ek8lU45rAwMA6dzmpb6tXr6asrIwFCxawYMGCaudOnTrFkSNH6Natm0tqqy8K2yIi0iBKSm0kHazsnjBnXCd6dar8KHzD9tOsTzrDHTe2I6ZlIC8nHiXpYCYTb4rB38/ris9rKy6moqhIbf+kzrxqCZiVx/0uea4htWjRgry8vGrH9uzZU+3vV+pSciV2u50HH3yQV155hSlTprBixQp8fX1rvdZsNtPCRZ8ULV++nCFDhrBo0aJqxwsLCxk/fjxvvPEGL7/8sktqqy8K207Qdu0iIpd2+FSeY+rI9XGVnwJevBjSbrcTHWYiM8/C4VN59I+PvOLzqu2fuLv27dtz+vTpaseq5ivXlyeffJJXXnmFRx55hBdeeOGy88PPnDlD+/bt6/X16+Lrr7/m4MGDvPXWW4wYMaLG+ZtvvplVq1axZMkS/P39G72++qI52yIi0iCKLOUAtI7wx2Aw1Np1xGAw0DrSv9r1V1KWdT5sN/EFkiKXcsstt7Bjxw7sdnu9PN+5c+f46quvHP2z9+3bx3PPPceAAQO466672LVrF1999ZXjce7cOce9drudHTt2cOutt9ZLLVfj3XffxcfHhzvvvLPW8zNnziQvL49169Y1cmX1S2FbREQaRKCp8sPT9NwS/pmUWmt7P7tZRd3FAAAgAElEQVTdTnpOSbXrr6QsKxujyYRXUOCVLxa5iJfJxLB/fsiwf37okikkAHfeeSfZ2dns3r27Xp5v7969DB48mH/9619A5YJIu93Onj17GDx4cI3H3r17Hffu2bOH7OxsJk2aVC+11JXFYuGDDz7glltuuWS3lYkTJxIUFFTrjpLuRNNIRESkQfSIDcPkayTTbHHM0b64vd/+ZDOZeRZMvl70iA2r0/Nas7LxiWpRp7ZpIk3R9ddfz7hx43jzzTcZNGhQne8bMWJEraPhI0aM4KmnnnIsfnzmmWd45pln6vScb775JuPHj6d79+51rqM2CQkJJCQk1Pl6k8mE2Wy+7DWBgYEe0S5TI9siItIg/P28aNuichMOH28jMS0DHUHBbrez72Quf9tYuSXzsJ7RdVocCWr7J55h8eLFfPjhh6Smpjr9XGlpaSQmJjJkyJCruu/06dN8+OGH/M///I/TNdRVaWkpX331FcnJyVd1X3JyMl999RWlpaVXvriJ0ci2iIg0iA3bTzv6aJsLrLyceJToMBOtI/1JzykhM69yx764NkFMGh5T5+cty8oiqHevhipbpFH07NmTJ598krlz5/LBBx849VwRERF8+OGHxMTU/fsIYN68ecydO5eePXs69fpX4+zZswwePJhp06bx3nvv1fm+BQsWsGbNmitf2AQZ7PU1O78ZMZvNbNq0iX79+hEcHHzNz1M1Ryk3N7e+ShMX0Pvo/vQe1r8LF0OOHdDm/A6SmVisNsc1Jl8vhvWMZtLwGPx86zaqba+o4PhvHyD67smEjxxR7VxTex8jI2t2VjGbzXzxxReMHj26xj4NIuKZNLItIiL1qrauI9PGdGDiTTEcPpVHkaWcQJM3PWLD6jx1pEq52Qy2iia/VbuISBWFbSdoB0kRkepqC9pV/P286tRH+3Icbf/cYM52bf8eeMJiLxG5OlogKSIi9eJyQbu+WLOywWDAO7L2VmEiIk2NwrYT8vPzycnJqfYQEWmOGiNoQ+XiSO/wMIw+Pg32Gu7mvvvuq3X3vdp8//33TJw4kYiICCIiIpg5c6ZjIxQRaRiaRiIiIk5prKANavt3sXfeeYe3336b4cOHX/HanJwcRo4cidVqZe7cuZSXl7N06VIOHDjA7t278fX1bYSKRZofhW0REblmjRm0oXLOtm+bNg3+Ok2dzWZj0aJFLFy4sM73LFu2jDNnznDw4EG6desGwKBBgxgzZgwrV65kzpw5DVStSPOmaSQiInJNGjtow/mwHdW8R7YtFgt9+/ZlwYIFzJgxg7Zt29bpvrVr1zJixAhH0AYYPXo08fHxrF27tqHKFWn2FLZFROSquSJo20pKsBUW4qOwzblz51i3bh0rV67E2/vKH1KbzWZSUlLo169fjXN9+/blm2++aYhSRQRNIxERkavkiqANUJZduQi9uc/ZDgkJ4cSJE3UK2VV+/PFHgFpHwVu3bk1+fj75+fmEhobWW50iUkkj2yIiUmeuCtpQ2YkEaPYj20aj8aqCNvzU3zsgIKDGOX9/fwCKioqcL05EatDItoiIVFNSaqt1p0dXBm2onK9t8PPDKzi40V/b3dntdgAMBsMlr7ncORG5dgrbTtAOkiLiSUqtNhK3ppJ0MAOLtcJx3ORrpG2LAJLTCl0WtOGntn9NORQGBAQQGBh4yfNXOyJdX4KCggAoKSmpca7qWEhISKPWJNJcKGyLiAilVhtL1x4mOa0QgOhwE60j/EnPKSEzz0JyWiHhwb6MHeC6tnvqRHLtYmJiAEhPT69xLi0tjbCwsMv+kiAi105h2wn5+flUVFRc+UIRkSYucWsqyWmFBJq8mTOuE9fHhWMwGPhnUirrk87g423EXGAlcWsq08Z0cEmN1qxsgq7/mUte292FhYXRoUMH9u7dW+Pct99+S//+/V1QlUjzoAWSIiLNXEmpjaSDGQDMGdeJXp0iMBgMbNh+mvVJZ7jjxnb8bkIXAJIOZlJSamv0Gu0VFZTn5DT5xZHFxcVkZWVd8mE2m11W25133smmTZs4evSo49imTZs4duwYd999t8vqEvF0CtsiIs3c4VN5WKwVRIebuD6uch3KxYshe8WFEx1mwmKtXDzZ2Mrz8rCXlzf7tn91lZKSwnvvvUdKSorj2OOPP05ERASjRo1i2bJlLF68mEmTJtGvXz+mT5/uwmpFPJvCtohIM1dkKQegdYS/Y0T74q4jBoOB1pH+1a5vTGVZ2QD4REU1+mu7o23btjFjxgy2bdvmOBYVFcW2bdvo1asX8+fP5y9/+QsTJkzgk08+wc/Pz4XVing2zdkWEWnmAk2V/xSk55Y45mhf3HXEbreTnlNS7frG5AjbLSIb/bWbulOnTtU4lpCQQEJCQo3j8fHx/Pvf/274okTEQSPbIiLNXI/YMEy+RjLNllqDNsD+ZDOZeRZMvl70iA1r9BrLsrPxDg/D6OPT6K8tIuIMhW0RkWbO38+Lti0qdxb08TYS0zLQsQmK3W5n38lc/rbxJADDekbj7+fV6DVas7I0X1tE3JKmkYiINHMbtp929NE2F1h5OfEo0WEmWkf+1GcbIK5NEJOGx7ikxrKsbHxbtXTJa4uIOENhW0SkGbtwMeTYAW3O7yCZSWaexRGyTb5eDOsZzaThMfj5Nv6oNlSG7cCe6rEtIu5HYdsJ2q5dRNxZbV1Hpo3pwMSbYjh8Ko8iSzmBJm96xIa5ZOpIlQqLBVtBgaaRiIhbUtgWEWmGagvaVfz9vOgf33S6fpRlVw5iuNtW7ZGRNf8fGo1aKiXS3ChsO0HbtYuIO7pc0G6KrFlZAE1+90gRkdoobIuINCPuFrShcr62wdcHr5AQV5dyVWqbVlhQUOCCSkTElfR5lohIM+GOQRsqe2z7tIjCYDC4uhQRkaumsC0i0gy4a9CGypFtTSEREXelsC0i4uHcOWjD+R7bCtsi4qYUtkVEPJi7B217RcX5aSQK2yLinhS2RUQ8lLsHbYDy/Hzs5eWaRiIibkthW0TEA3lC0IbKKSSgtn8i4r7U+s8J2kFSRJoiTwnacEHYjlTYFhH3pLAtIuKGSkpttW6p7klBGyrb/nmFhmL083V1KSIi10Rh2wnaQVJEGlup1Ubi1lSSDmZgsf7088fka6RtiwCS0wo9JmiDOpGIiPtT2BYRcROlVhtL1x4mOa0QgOhwE60j/EnPKSEzz0JyWiHhwb6MHdDGxZXWH2tWFr7RUa4u45pERkbWOGY0aqmUSHOj73oRETeRuDWV5LRCAk3ePDSpK0vu68NDd3VjyM8qR359vI2YC6wkbk11caX1R23/RMTdKWyLiLiBklIbSQczAJgzrhO9OkVgMBjYsP0065POcMeN7fjdhC4AJB3MpKTU5spy60VFqRVb/jl8otxzZDsnJ6fGIz8/39VliUgjU9gWEXEDh0/lYbFWEB1u4vq4yi5IFy+G7BUXTnSYCYu1cvGkuyvLVts/EXF/CtsiIm6gyFIOQOsIf8eI9sVdRwwGA60j/atd786q2v5pgaSIuDMtkBQRcQOBpsof1+m5JfwzKdUxdeTCriN2u530nJJq17uzsuwsDD4+eIWEuLoUEZFrppFtERE30CM2DJOvkUyzpdagDbA/2UxmngWTrxc9YsNcVGn9sWZl49MiEoM6eIiIG3P/oQ8X0g6SItJY/P28HH20fbyNxLQMxG63YzAYsNvt7E8287eNJwEY1jMafz8vF1fsvLKsbLddHCkiUkVhW0TEDWzYftrRR9tcYOXlxKNEh5loHflTn22AuDZBTBoe4+Jq60dZdjYBXbu6ugwREacobDtBO0iKSGO4cDHk2AFtzu8gmUlmnsURsk2+XgzrGc2k4TH4+br/qLbdbq8c2b5RiyNFxL0pbIuINGG1dR2ZNqYDE2+K4fCpPIos5QSavOkRG+YRU0eq2PLPYS8rUycSEXF7CtsiIk1UbUG7ir+fF/3ja24H7imsWVmAemyLiPtT2BYRaYIuF7SbA8eGNm68VXtkZM1fhozqrCLS7Oi7XkSkiWnuQRsqO5F4hYRg9PNzdSkiIk7RyLaISBOioF2psu2f+45qQ+2tYAsKClxQiYi4kka2RUSaCAXtn5RlZ7v1FBIRkSoK2yIiTYCCdnVlWVnqRCIiHkFhW0TExRS0q6uwWinPy3f7aSQiIqA5207Rdu0i4iwF7ZrKsit/jmqrdhHxBBrZFhFxEQXt2nlC2z8RkSoa2XaCtmsXkWuloH1pZVnZGLy98Q4LdXUpIiJOU9gWEWkgJaW2WrdUV9C+vLKsLHxaRGLQBjAi4gEUtkVE6lmp1Ubi1lSSDmZgsf706ZfJ10jbFgEkpxUqaF+G2v6JiCdR2BYRqUelVhtL1x4mOa0QgOhwE60j/EnPKSEzz0JyWiHhwb6MHdDGxZU2XdasbAK6dHZ1GSIi9UJhW0SkHiVuTSU5rZBAkzdzxnXi+rhwDAYD/0xKZX3SGXy8jZgLrCRuTWXamA6uLrfJsdvtlbtHDh3i6lKcFhkZWeOYUVNjRJodfdeLiNSTklIbSQczAJgzrhO9OkVgMBjYsP0065POcMeN7fjdhC4AJB3MpKTU5spymyTbuQLsVqt6bIuIx9DItohIPTl8Kg+LtYLocBPXx1X24L94MaTdbic6zERmnoXDp/LoH19z9LM586S2f7Xtu1BQUOCCSkTElTSyLSJST4os5QC0jvB3jGhf3HXEYDDQOtK/2vXyk6qwra3aRcRTKGw7ITQ0lMjIyGoPEWm+Ak2VHxam55bwz6TUWtv72e120nNKql0vPynLysYrKAijyeTqUpq077//nokTJxIREUFERAQzZ84kKyvrivd98803jBkzhsDAQEJCQrjttts4duxYI1Qs0nzpJ72ISD3pERuGyddIptnimKN9cXu//clmMvMsmHy96BEb5qJKmy5rVrbma19BTk4OI0eOxGq1MnfuXMrLy1m6dCkHDhxg9+7d+Pr61nrfsWPHGDFiBAEBAcyfPx+AF198kWHDhrF//37atFGHHJGGoLDtBO0gKSIX8vfzcvTR9vE2EtMyELvdjsFgwG63sz/ZzN82ngRgWM9o/P28XFxx01OWlaWwfQXLli3jzJkzHDx4kG7dugEwaNAgxowZw8qVK5kzZ06t9/3lL3+hsLCQbdu20adPHwBuvvlmBg4cyEsvvcTSpUsb7WsQaU4UtkVE6smG7acdfbTNBVZeTjxKdJiJ1pE/9dkGiGsTxKThMS6utmkqy87Gv1Ocq8to0tauXcuIESMcQRtg9OjRxMfHs3bt2kuG7ZSUFFq0aOEI2gADBgwgMjKSgwcPNnjdIs2V5myLiNSDCxdDPjunD6P7tcbk60VmnqXa1JHR/Vrz2N098PPVqPbFKsrKKDfn4RMV5epSmiyz2UxKSgr9+vWrca5v37588803l7y3c+fO5ObmVpvbnZubS15eHq1bt26QekVEI9siIk6rrevItDEdmHhTDIdP5VFkKSfQ5E2P2DBNHbmM8pxcsNvVieQyfvzxRwDatm1b41zr1q3Jz88nPz+f0NDQGucff/xxPv74Y6ZMmcKyZcswGAz88Y9/xNfXlz/84Q8NXrtIc6WwLSLihNqCdhV/Py/10b4Kjh7bCtuXVNWnOyAgoMY5f//zLSWLimoN2zExMTz55JM88MAD9OrVCwAvLy8SExOrTS0RkfqlaSQiItfockFbrp41Kwu8jHiHh7u6lCbLbrcDlf3aL+VS55566inuv/9+hg4dypo1a1i1ahUDBw5k8uTJfPzxxw1Sr4hoZFtE5JooaNe/sqxsfCIjMRjddxwoICCAwMDAS5739nbun92goCAASkpKapyrOhYSElLjXF5eHkuXLqV///5s3rwZL6/K6Ux33303AwYMYM6cOfzwww/4+fk5VZ+I1OS+P9FERFxEQbthlGVla3HkFcTEVHaxSU9Pr3EuLS2NsLCwWsP+iRMnKC0tZcqUKY6gDeDj48O0adPIyMjg6NGjDVe4SDOmkW0nhIaGEn7Rx505OTkuqkZEGoOCdsMpy87G1LGjq8to0sLCwujQoQN79+6tce7bb7+lf//+td5XNWJts9lqnKs6pn0jRBqGRrZFROpIQbvh2O12yrKy3b4TSXFxMVlZWZd8mM1mp1/jzjvvZNOmTdVGojdt2sSxY8e4++67a72nR48etGnThhUrVmCxWBzHLRYLq1atokWLFvzsZz9zujYRqUkj207QDpIizYeCdsOyFRZRYbGoE0kdPP7446xatYpRo0bx6KOPYrFYeP755+nXrx/Tp08HKjew2bFjB0OGDKFjx454eXnx6quvMmnSJAYOHMi9996LzWbj3Xff5ejRo6xevRofHx8Xf2UinsnjRrbvu+8+RowYUadrv//+eyZOnEhERAQRERHMnDmzWrN/ERFQ0G4MZed/9ipsX1lUVBTbtm2jV69ezJ8/n7/85S9MmDCBTz75xDFdZNu2bcyYMYNt27Y57rvjjjv4/PPPiYiI4Mknn+Spp54iPDycf//730ybNs1VX46Ix/Ooke133nmHt99+m+HDh1/x2pycHEaOHInVamXu3LmUl5ezdOlSDhw4wO7du/H19W2EikWkqVPQbhyOHtsttECyLuLj4/n3v/99yfMJCQkkJCTUOH7zzTdz8803N2BlInIxjwjbNpuNRYsWsXDhwjrfs2zZMs6cOcPBgwfp1q0bAIMGDWLMmDGsXLmSOXPmNFC1IuIuFLQbT1lWNsbAQLwC/F1diohIvXL7aSQWi4W+ffuyYMECZsyYUesWtrVZu3YtI0aMcARtgNGjRxMfH8/atWsbqlwRaWJKSm3sPJjOf3al8vWxHEpKKzszKGg3Lk9YHCkiUhu3H9m2WCycO3eOdevWMXnyZGJjY694j9lsJiUlhUmTJtU417dv38t+NCcinqHUaiNxaypJBzOwWH9a6GzyNdK2RQDJaYUK2o2oLDsbnxYK2yLiedw+bIeEhHDixImr2pXrxx9/BKh1FLx169bk5+eTn59PaGhovdUpIk1HqdXG0rWHSU4rBKB1ZADXRQfxQ/o5MvMsJKcVEh7sy9gBbVxcafNhzcoipEOsq8sQEal3bj+NxGg0XvX2twUFBUDltroX8/evnC9YVFTkfHEi0iQlbk0lOa2QQJM3D03qyl8fH8mfZw1kyM8qR1Z9vI2YC6wkbk11caXNg728nPJcszqRiIhHcvuR7Wtht9sBMBgMl7zmcudExH2VlNpIOpgBwJxxnejVKQKDwcDfN59gfdIZ7rixHTEtA3k58ShJBzOZeFMM/n5eV3hWcUZZTi7Y7R63VXtkZGSNY0aj249xichVapZhOygoCICSkpIa56qOhYSEXPF5wsPDa2zXfqGKigpHsK9N1Q/diIiIK76WNF16H93LzoPpWKwVtI4MYMSAOAwGA//3xUnWfHaMaWPjmTyqM3a7nXX/TeVsTjGp2eUM7ulZIbCpyUs9DUBUp06YnPg+amrfi7UN2mggR6T5aZa/YsfExACQnp5e41xaWhphYWEEBgY2dlki0ggKissAuC46CIPBwLpNx3nv06NMv7Urk0d1BioD0XVRQdWul4ZjycgAoxG/FjVHgt1ZRUVFrQ8RaV6a5ch2WFgYHTp0YO/evTXOffvtt/Tv379eXqekpITi4uJLnq8afcnNza2X1xPX0PvoZipKAfjh7DmWb9jH+qQzTBsbz103d3K8h3a7ndSz5xzX671tWHmnfsAnMgJzfr5Tz+MO34tVa4ZEpPlolmEb4M477+Qvf/kLR48epWvXrgBs2rSJY8eO8dhjj9XpOcxmM+Xl5Q1ZpojUsx6xYZh8jWSaLY452lUj2lX2J5vJzLNg8vWiR2yYiyptPtT2T0Q8WbOYRpKSksJ7771HSkqK49jjjz9OREQEo0aNYtmyZSxevJhJkybRr18/pk+f7sJqRaQh+ft50bZFZSciH28jMS0DHWsr7HY7+07m8reNJwEY1jNaiyMbQVlWtsctjhQRqdIsRra3bdvGrFmzWL58OR07dgQgKiqKbdu28fDDDzN//nwCAgKYMGECS5cuxc/Pz8UVi0hD2bD9tKOPtrnAysuJR1n331Suiwoi9Wxln22AuDZBTBoe4+JqPZ/dbqcsK4vgAfUzfU9EpKnxuLB96tSpGscSEhJISEiocTw+Pl67RYo0IxduwT52QJvzO0hmcjanmLM5lesrTL5eDOsZzaThMfj5alS7oVUUFVNRYtFW7SLisTwubIuI1ObCoF21Bfu0MR2YeFMMqdnllV1HKkrpERumqSONqCw7G0BztkXEYylsi4jHqy1oV/H383L00W7KXSw8lTUrC0C7R4qIx2oWCyRFpPm6XNAW1yvLysYYEICX9jYQEQ+lkW0nhIaG1thBMicnx0XViMjFFLSbPrX9ExFPp7AtIh5JQds9VLb988ywHRlZc0fMqi3lRaT5UNh2Qn5+vrbeFWmCFLTdR1lWNsH9+7q6DBGRBqOwLSIeRUHbfdjLbZTl5nrsyHZt0wq1XbtI81MvYbuktJzkH/MpK7MREWqifauQ+nhaEZGroqDtXsrMuVBRoTnbIuLRnA7baz8/xv99cYKyMlvlAYOBDUtv5/82H+e2Gzti8tXguYg0PAVt91OWdb7HtrZqFxEP5tRKjU93nmLNZ0exltmwA3YAux2A9/9zjPlv7cRm05xmEWlYCtruqSwrGwwGfCIiXF2KiEiDcSpsf5yUggEY1L0Vz//+RsfxwpIyDMDRU7lsSEpxskQRESgptfH1sRy27s/g62M5lJRWfpqmoO2+yrKy8YmMwOCtHTtFxHM5NccjLbsIgN/eeT1hwSbH8SB/Hx64qzcvrd3LF1+f5o7hnZyrUkSarVKrjcStqSQdzMBi/emTMpOvkbYtAkhOK1TQdlNl2Vmary0iHs+pkW3/8/Oxvb1qPs3gnq0BSD8fyEVErlap1cbStYfZ9E06FmsF0eEmesWFEx1mwmKtIDmtkPBgX8YOaOPqUuUaWD24x7aISBWnwnZsm8quI//YchLDRecycouB2oO4pwgNDSUyMrLaQ0TqT+LWVJLTCgk0efPQpK4sua8PD93VjSE/qwxoPt5GzAVWEremurhSuRaVG9pocaSIeDankvDYQe2xAx9tOcmf39zhOL79QBovrPkGA9AtVgtfROTqlZTaSDqYAcCccZ3o1SkCg8HAhu2nWZ90hjtubMfvJnQBIOlgpmMOt7gHW1ERFcXFmkYiIh7PqTnbw/tex67DZ/ly/48cSs52jG4/t2oPdsDLaGDy6C7OV9lEaQdJkYZz+FSeY+rI9XHhQM3FkHa7negwE5l5Fg6fyqN/vD5dchdl2ZUbvmgaiYh4OqebYP9xWj/atQpm/ZaTFJeWO44HB/jyuzt7aWRbRK5JkaXy50nrCH/HiPbFXUcMBgOtI/3JzLM4rhf3UJaVBYCvB4ft2qYWGo2eO7VSRGrndNg2Gg1MGRPPxBGdOJ5qJq+glNAgX7q2j8DXR+2cROTaBJoqfzyl55bwz6RUx9SRC7uO2O120nNKql0v7sGalY3R34QxMNDVpYiINCin/nV6fvXXdIkJp0tMGJ2uC6NnnOeOUIhI4+oRG4bJ10im2VJr0AbYn2wmM8+CydeLHrFhLqpUrkVZdjY+LaIwGC5eXu85cnJyahwrKChwQSUi4kpOhe0v9/9I0v4fgcoR7piWIXSJCTsfwMNp3yrYo3+QikjD8ffzcvTR9vE2EtMyELvdjsFgwG63sz/ZzN82ngRgWM9o/P30SZo7KVPbPxFpJpwK25EhJnLOWQCwVdg5lZ7PqfR8/rPrBwD8fL3p2j6c6zu1YFivtrRuoY8LRaRuNmw/7eijbS6w8nLiUaLDTLSO9Cc9p4TMvMqfPXFtgpg0PMbF1crVKsvKJqhvb1eXISLS4JxaqbFi/limjIkHwAD4+XphB8fDYi1n/4ksVn9yhN88t5l3Pz7sdMEi4vkuXAz57Jw+jO7XGpOvF5l5lmpTR0b3a81jd/fAz1ej2u7EbrNRlpujtn/NxLljx6mwWl1dhojLODWy/Z9dP7D282MM6t6KB+/uQ3CAL5nmYj7ZeYp//PckBgMYDQbKbBVgt7N+60natwpm1ACNQolI7WrrOjJtTAcm3hTD4VN5FFnKCTR50yM2TFNH3FS52Qy2Co/uRCI/OfDEnzAYjQTEtCO4c2eCOscR3LkzATHtMKg7izQDToXtxC9OAPD7Sb0IDvAFIDo8gHt+0Z2wID/e2XCIP907CH8/b5Z/fJjjp818tusHhW0RqVVtQbuKv5+X+mh7CGtWNqAe282J3Waj6PtTFH1/Cv7zOQBGPz+COnYgqHMngjt1IrhLJ0ytWrm2UJEG4FTYNhdUzpnML7ISHmKqdm70gBj+tuEQH205yeLfDuWhu/vwu6Vf8GNWoTMv2aSEhoYSHh5e7Vhtq89F5MouF7TFs5RlZYPBgE8tfajF80TdNIzC4ycpOXu22vGK0lLOHTnKuSNHHce8g4II7tyJoE5xtJ82pbFLFWkQToXtmJYhnDht5qUP9jLvngG0ivxpAWTyj3kAHEs1A9AizB+AopIyZ15SRDyQgnbzUpadjXd4OAZv9UZvDuIffhCA8qIiCk+cpOD8o/DESax5edWuLS8sxPztPszf7lPYFo/h1E+622/syAvvf8P3afnc/9xm+sRHE9c2lHNFVrbsPQNAeLAfNlsFn+w8BYDJ13N+uGq7dhHnKWg3P2r71zx5BwYS1rsXYb17OY6V5uRSePIkBcdPUHgymcKTyZQXF4Pd7sJKReqXU8l3eN/rOJZq5uOkFGwVdr45ksE3RzKAym4kBmBU/xiOn85j+cbDGIAObUKdr1pEPIKCdvNSUVrKid9XjnKGDB7k4mqkKfCLjMAvciCRgwY6jpWkpVFw/KQLqxKpX04PM983oSd9ukSxflsyh1NysFVU/ty+S5cAACAASURBVDbq6+PFhJvimDy6C9u+PeO4/pdDOzj7kiLiARS0m7fmMF87spav0ajuG1fk36YN/m3auLoMkXpTL3M6BnRvxYDurSgrt5GTb8FoNBAV5l9t98iB3VsxvM91DOulbyCR5k5BW7zVY1tEmol6Cdvmcxb8fL0IMPlUWyRZZWS/dozsp39QRURBu7mpKC2t9c/eoSHV/m7082vUuhpDbd2pCgoKXFCJiLiSU2E7v7CUZ97dxYnzHUdaRgTSNTacru0j6HRdKJGh/mTkFtOjo+d/XCgiV6ag3fxUzdG+2I8vv1rt7/F/e6MxypFGYLfbq32yLdLcORW2V/zrO46fD9oAZ3OLyMgtYuven+ZoYzCwYentzryMiHgABW2R+vP999/z6KOPsmXLFgDGjRvHiy++SFRU1GXvy8rK4sknn2TDhg2UlJTQp08fnn32WYYMGVJvtX01ZQaBcR0J7tzpfM/sTphaRtfb84u4G6fC9jdHMzEAfeKjCQ3y47/fnObiZj0Gte8RaTZKSm21bqmuoN18dX7tZcefK0pLSX7kcQDilj3vkVNHGkNOTg4jR47EarUyd+5cysvLWbp0KQcOHGD37t34+vrWel9BQQE33XQTaWlpPPzww4SHh/Pqq68yatQodu/eTc+ePeulPltpKecOf8e5w985jvmEBBPUKY6gTucDeOfO+IapO5k0D06F7XNFlfPtHpvWD5OfN1v3nuGRqX0ptdpY9ckRSq02Zo3rXi+FNkXaQVKkUqnVRuLWVJIOZmCx/tR73uRrpG2LAJLTChW0m6lLBWqjn5/C9jVatmwZZ86c4eDBg3Tr1g2AQYMGMWbMGFauXMmcOXNqve+5557j2LFjbNmyhZtuugmAX/3qV3Ts2JHnn3+e1atX12udBqMR+/kBt7KCQsx792Heu89x3q9F5AXhu3LXSO+AgHqtQaQpcCpshwT6kldQirW8gqAAI+HBfhSVlPGLIR2IDDWx8G9fUVpmq69aRaQJKrXaWLr2MMlphQBEh5toHeFPek4JmXkWktMKCQ/2ZewAdSJq7uzl+vegPqxdu5YRI0Y4gjbA6NGjiY+PZ+3atbWGbbvdzooVK/jlL3/pCNoArVq14oUXXsDHx6fe6xz03kqKf/iBgpMnHRvWlKSlO86X5uRSmr2LnK92VR4wGPBv3Yqgzp0I7tSJNrf9st5rEnEFp8J2+1Yh5BVksez9vSyccwPhISaOnMrlF0M60KND5aLIz3b+wB3DO9VLsU2NdpAUgcStqSSnFRJo8mbOuE5cHxeOwWDgn0mprE86g4+3EXOBlcStqUwboz77/5+9O4+Lq773Bv45M8OsLAMThgABIWAWyWJDEqvGkNSkqU+jkoS6m2ts49Pae2utT2KX21httdXYXPO82t5Wrbu3saU2+rhWtAaJSzQrksUAQQIzYQjMkAFmYWbO88eECWQmBJgZziyf9+uVV8k5cw7fcDzMp7/5ne8vmbk7LVKXEPesViuam5tRVVUVtG/evHl44403Qh7X0tKC9vZ2bNzon8YjiiL6+vqQmpqKO++8M6I1Zi0oh/3IUchVSqTPnIH0mTMC+7wOB3qbmv3LtZ8O4E7Lmf8uHOYTcJjM6NzxAcM2JYzwlmtfXIJ9RztxoOkk5DIBkw06fFhvxlcPmNDa4W9v1NnjiEihRBR7HC4v6ur9q8auX1mKuaVZAPwPQ26va8OqKwpQmKPD1urDqKu3YPXiQmhUcilLJgl5Tvqn2ZX812ZOIRmn9vZ2AEB+fn7QvtzcXPT09KCnpwcZGcPnQx89ehQAYDQasWHDBjz++OM4deoUSkpK8F//9V+4+uqrI1bjRT/98Tn3yTUaZMwqQ8asssA2T2+ff8n2xib0Njai65NPuVw7JZSwlrJaMDMH61aWITNNBUEQ8JVp2XAPePHwc5/iL28fhgCgMCctQqUSUaxpaLHB6fbBmKnGnBL/8wtnPww5tyQTRr0aTrf/4UlKXq52E+RpaVCk8X1hvAb7dGtDzG3WaDQAgL6+vqB9Npv/3vv5z3+O119/HVu3bsVzzz0HrVaLyspK1NTURK3mgw89DIfJdM79ilQd9BfPRUHVaszY+H+iVgeRVMJe1Gb1klIsW1AIAPja/AJ8sK8d+452AgDUSgXWrSwb6XAiimN9Tg8AIDfLv2JsqK4jgiAg16CBxeYMvJ6Sk8tkhjIvV+oy4trgA4cj9bEOtc91egEhm82GL774IvBw/9VXX42SkhL85Cc/wbJly6JQMdD96Wew7t6D3KtWoPCG66FIDV78bkjxkCuV8A5Z8Igo3oUVtjf+7gNML8zEt6+Z5T+ZXIZf/u/LcKilGza7CzMuyERmujoihRJR7NGp/b9CzN2OwBzts7uOiKIIc5dj2OspOblNJmhnTJe6jKjSarXQ6c4dJhWK8O6B1NRUAIDDETxFc3Bbenp60L7BmlavXj2si5Zer8c111yDZ599Fr29vYHzR5ro9cL02huwvF+LguurkPe/roIgD55SJggCvvo/z6Gv5cuo1EEkhTFNI+nqceC+Jz7C828ewicNJ3CopRuv1DbB5xs+t2pmURbmz8zBgaaT6LRyzjZRoior0kOtlMFidYYM2gCwv8kKi80JtVKOsiK9RJWS1ESPB26LBco8dqUJR2Gh/5Nks9kctM9kMkGv14cM+4NzvI3G4MVljEYjRFFEb29vhKv1m/XAfUidOhUQBHj6+nDsz89gz3/80D83OwRBLkdqydSo1EIkhTGFbUOGBhdMTsff3v0CDz79SWD7w89/hn/saMShY90YON3aSRRFPPribvxo647IVkxEMUOjkiN/kn/uaIpChsIcXeBjblEUsa+xG0++1ggAWDTbyIcjk5i7owPw+qDKZ9gOh16vR3FxMfbs2RO0b+/evZg/f37I42bNmgWVSoWGhoagfceOHYNarT7v6pPjpZ89CxdveQTTfvD9wDaH+QQO/fph1P/8F+htPhaV70sUK8b8edYNy6fhvc+Oo6fPhcFZYR/Vm/BRvf/hB7lchqLcdChT/G+qfY6BiBVLRLHl1Z3HA320rXY3tlYfhlGvRq7hTJ9tACjJS0VVRaHE1ZKUXO3+kVhVgs/Z7u/vR39//zn3Dz7gGI41a9bgsccew+HDhzFjhr+tXk1NDY4cOYINGzaEPEan0+Gaa67B9u3b0dDQgLIy//NUx44dw6uvvorKykrIQ0zriCTj0iX44v/+HgCgzNTDbbWhp/5z7LtnI4xLl6Do1pugPGuhOKJEMOawrVWn4Nd3Xo59X3Ti8VfqA4F7cCKJx+tDU5v/qWcBwCS9JjKVxiCuIEnJbOjDkCsW5J1eQdICi80ZCNlqpRyLZhtRVVEIlZKj2snMbTJBnp4OeZTmBCeTjRs34rnnnsOVV16Je+65B06nE4888gjKy8txyy23AACam5vx4Ycf4rLLLsPUqf4pGY888gjef/99LF26FHfddReUSiW2bt0KjUaDhx56aEL/DdPuvgsuiwUtz7+IgZ5TsLz3L3R9+BHyV12LKauuhewcS84TxaNxPalRkJOGgpw0PPfmQbjcXjz/i2+gsa0Hh7/sxpEvrTh63IpexwBkgoDrl0+LdM1EJLFQXUduXl6M1YsL0dBiQ5/TA51agbIiPaeOEAB/J5JEH9WeKNnZ2aitrcXdd9+NTZs2Bdr3bd68GarT/ctra2uxbt06PP3004GwXVRUhI8//hj33nsvNm/eDFEUccUVV2Dz5s2B10wUQRCQc+XXYLj0UrRuewnm19+E1+VC619eQsc/a3DBrTfBuKRiQmsiihZBFEffOf7LE6dQmJMWaCskiiK+PGFHUW7wk8/dp/wPRGnVkV8CVmpWqxU1NTUoLy9HWhj9YrOy/AuAdHd3R6o0kkCyXcdQQTveJds1lMKx/7wP2osuQs5N10fte8TDdbTb7di9ezeWLVsW9MloMqhb9S1AFDH7V/cPW9imv60NzU88BduBev8GUcSi7dUSVUkUWWMa2f73R/8FtVKBkikZmFaQiQsL9LiwIHR3gSy2/CNKOIkYtCn6fAMDcFs6kbmcI9vk19/WjoGeHjjMJ+A0m0//7wn/ypEj9BAnikdjnkbidHtwsLkLB5vPzE1O1SpxYYHeH8AL/QE8M41hmyiRMGjTeLlPdAA+H9v+JSnT62/C0d4OR1t7YFvTHx8PfqEgMGhTQhpT2F5VUYqjx21obLPB6T6zEpy93429RyzYe8QS2GbI0PgDeGEmqr52YeQqJqIJx6BN4XCbkqMTCYXW/ORT/hHrQWcFakEuhyZ3MrQFU6CZMgXaggJoC/InuEqi6BlT2L79av/8KlEUcbzDji9abTh63IovjtvQYj4Fj9cXeO3JHge6ehz4+HMzwzZRHGPQpnC5TCYo9BmQj7CyIiW408uwa/LzoSnI9wfqKfnQTJkCTV4uBNmYlv0giivj6kYiCAIKJ6ejcHI6li30984d8PhwzNSDL1qtOHrchi+OW9Fuic5qVEQ0MRi0KRLcJhOnkCSRo7//b6RNn4bJy64EAFz0nz+BtmAK1CFWryRKBuMK26GkKGSYVpiJaYVnnq7udw6gsa0nUt+CiCYQgzZFiqvdhNQ5s6UuY8IZDIagbbIkGMHtqHkPHe+8i5ylSyDI5cgqnyd1SUSSikjY/qjejN1HLHA4BzBJr8ElZZNxUbEBWnUK5pROisS3IKIJxKBNkeJzuzHQeZIj20nI09ePlPTxt8clShRhhW2fT8Svn/sUn3xuHrb9H+83onxmDu65cR5StVwFiiieMGhTJLlP+Nu5qfKTL2yHWlE4Esu1x4tP/u12qCfnIK20BKmDf6ZOhVwz8srSXZ/sQtr0aVDqQ7cWJoo3YYXt13Y24+Ozgvag3Yc6sOmJj/Dw969AiiIxPzbjcu2UaBi0KdJc7f73CGUuO5EkldMdR5wnOuA0n0DnBzsD27X5eUgtLR0SwIsDy7OLPh8O/WYzF7WhhBJW2H73s+MQAMyfORnfXTUbWrUCjW09ePn9Ruz9woLG4za88eExXLu4JELlElG4HC5vyCXVGbQpGtwmExSZmZBrRx7NpMTx1eefQW9jI+yNTeg92gj70Ua4rdbA/v52E/rb2mF5fwcAQJDJoCmYgrTSEugmeNl4ookQVtge7DbyvdVzkJ3p/0V68bRsXDwtG1tf2ouaT1vx/p62hA3bPT098Pl8538hUQxwub2o3tGKuvoOON1n/rtVK2XIn6RFk6mXQZsizmUyQ8n+2klFkaqD/uK50F88N7DNbbXCfrQRvUcb0dvYBHtjEzy9/gwhiiL6W4+j/8tW4N1/cWEbSjhhhe3BFvXKlOBpIjcun46aT1vR3sn2f0RSc7m92LytAU0m//1ozFQjN0sDc5cDFpsTTaZeZKYpsWJB8s2rpehym0xIvfhiqcsgiSkzM2FYuACGhQsC25wdFv8I+GAIbz4Gr9MpYZVE0RFW2M7J0qKtw443P2rBDcunD9snk/n/n6k4dNUoIpJE9Y5WNJl6oVMrsH5lKeaUZEIQBLxS14rtdW1IUchgtbtRvaMVNy8vlrpcShA+lxsDJ7ugyufINgVT5xihzjFi0uWXBbb1H2/zh+/GRgkrI4qssJ5cXDgzByKA//nnEfxpez1MJ/2jZv3OATy+vR4AkJPFFcOIpORweVFX3wEAWL+yFHNLsyAIAl7deRzb69qw6ooC3Fk5DQBQV2+Bw+WVslxKIG6zGRBFtv2jUdMWTEHO15ag5I7vSF0KUcSMaWS7qc2GkilnWvGsWlKKdz87jp5eF16va8brdc1QKeVwDfgAUYQAYNFc/pIlklJDiw1Otw/GTDXmlPi755z9MKQoijDq1bDYnGhosWH+9ODFOIjGymXydyJRcc42ESWxMY1s3721Flv+sgedVgcAICNVhV9856vISldDhH8Ot9PthSiKEAGUFuixZmlp5KsmolHrc3oAALlZmsCI9tldRwRBQK5BM+z1ROFym0xQZGVBplZLXQoRkWTGNLItiiLe330cO/ebcPWiYnzrymkomaLHH398JWp2tWJ/40l09zihVSswb4YR37ysGCkKebRqJ6JR0Kn9t7m52xGYo3121xFRFGHucgx7PVG4XCYzR7WJKOmN6V118cX5+GBfO9weL15+vxH//KQV1y+fhpWXF2PloqlYuYj9MYliTVmRHmqlDBarM2TQBoD9TVZYbE6olXKUFXHVNooMt8mE1PJ5UpchGYMheDqWTJaYi7wR0bmN6a7fcMt8bLmrArNLJkEEYHe48edXP8f/fvhdfLCvPUolxq6MjAwYDIZhf4hijUYlR/4kLQAgRSFDYY4u0CVIFEXsa+zGk6/5n/xfNNsIjYqfRlH4fE6nvxMJR7aJKMmN+fPi0gI9Hvre5fjsUAeeef0gvjxxCh3d/dj8wmfYvqMJ664uw6ypDJ1EseLVnccDfbStdje2Vh+GUa9GruFMn20AKMlLRVVFocTVUqJwmU8AAFT5+RJXIp2urq6gbXa7XYJKiEhK456cOX9mDspnGFHzaSv+5+0jONnjwNHjVvz0D3VYeNFk/Ns3L0JBTloka405XEGSYt3QhyFXLMg7vYKkBRabMxCy1Uo5Fs02oqqiEColR7UpMtwmEwBAmTtZ4kqIiKQV1pNQgiBg+cILsGTeFGzf0YTqfzWi3zmAXQdP4LPDHVi+8ALctGI6MtP4JDrRRAvVdeTm5cVYvbgQDS029Dk90KkVKCvSc+oIRZzLZEbKpEmQqVRSl0JEJKmItB1IUcjxrSun4RuXFmHbO0fwxoct8Hh9ePvjFuzY24a/PvjNSHwbIhqlUEF7kEYlZx9tijp3uwlKztcmIgo/bPt8Ikwne9HaYUfrCTusp1xI0yphszv9fbdd7NlLNJFGCtpEE8VlMiF94UKpyyAiktyYwnabxR4I1a0n/F+bOnvh8QbPWxYjViIRjRaDNsUCr8MBT7cVynyObBMRjSlsf++R9yCctS1UqM5IVaE4Nx1Fuekoyksff3VENGoM2hQr3IFl2vMkroSISHpjnkYyNFynyGUoyEkLhGp/wM6APo0PxBBNJAZtiiUukxkQBCgnsxMJEdGYwvb8GTkoyvOPWBfnpiPfmAa57OyxbiKaSAzaFGvcJtPpTiRKqUshIpLcmML2fd/5arTqiEsZGRnIzMwcti3UIgZE0cKgTbHIZTJDxfnaREQAItT6j4gmHoM2xSq3yYT0Szk4YzAEt9iUyWQSVEJEUmLYDgNXkCSpMGhTrPL298NjtUHFHttERAAYtolilsPlDbnSI4M2xbLBTiRKdiIJOa3QbrdLUAkRSYlhmyjGuNxeVO9oRV19B5zuM5+cqJUy5E/SosnUy6BNMctlMvk7keSyEwkREcCwTRRTXG4vNm9rQJOpFwBgzFQjN0sDc5cDFpsTTaZeZKYpsWIBRw0pNrlNZqQYsyFLSZG6FCKimMCwTRRDqne0osnUC51agfUrSzGnJBOCIOCVulZsr2tDikIGq92N6h2tuHl5sdTlEgVxtZs4X5uIaAg+Fk0UIxwuL+rqOwAA61eWYm5pFgRBwKs7j2N7XRtWXVGAOyunAQDq6i1wuLxSlksUkstk5nxtIqIhGLaJYkRDiw1Otw/GTDXmlPj7t5/9MOTckkwY9Wo43f6HJ4liibevD96eHqjyGbaJiAYxbBPFiD6nBwCQm6UJjGif3XVEEATkGjTDXk8UK1ynO5GoOLJNRBTAOdtEMUKn9t+O5m5HYI722V1HRFGEucsx7PVEscJtMgEyGVJyjFKXQkQUM/huHQYu106RVFakh1opg8XqDBm0AWB/kxUWmxNqpRxlRXqJKiUKzdVugtJoZCcSIqIhOI2EKEZoVHLkT9ICAFIUMhTm6CCKIgD/iPa+xm48+VojAGDRbCM0KrlktRKF4jaZocxnJxIioqE4sh0GLtdOkfTqzuOBPtpWuxtbqw/DqFcj13CmzzYAlOSloqqiUOJqiYK52k3QL1ksdRkxw2AwBG2TyTjGRZRsGLaJYsDQhyFXLMg7vYKkBRabMxCy1Uo5Fs02oqqiEColR7UptnjsvfDa7VCyxzYR0TAM20QSC9V15OblxVi9uBANLTb0OT3QqRUoK9Jz6gjFLLfJBICdSIYK9QyP3W6XoBIikhLDNpGEQgXtQRqVHPOnB38MTRSLXCYTIJdByU4kRETDcPIYkURGCtpE8cZtMkOZkwNBwTGciXDs2DGsXr0aWVlZyMrKwtq1a9HZ2Tmmcxw4cABKpRK/+MUvolMkEQHgyDaRJBi0KdG42k1Qcb72hOjq6sLSpUvhdrtx7733wuPxYPPmzThw4AB27doFpVJ53nN4PB7cdtttGBgYmICKiZIbwzbRBGPQpkTkNpmhnTFd6jKSwpYtW9DW1ob6+nrMnDkTAHDJJZdg+fLlePbZZ7F+/frznuPXv/41Ghoaol0qEYHTSIgmFIM2JSLPqVPw9vZyZHuCbNu2DUuWLAkEbQBYtmwZpk+fjm3btp33+Pr6evzqV7/Cz3/+82iWSUSnMWyHISMjAwaDYdgfonNh0KZE5TaZAQBKdiKJOqvViubmZpSXlwftmzdvHnbv3j3i8R6PB+vWrcPy5ctxyy23RKtMIhqC00iIJgCDNiUyfycSOZRGdiKJtvb2dgBAfn5+0L7c3Fz09PSgp6cHGRkZIY9/+OGHcfToUWzfvh0ejyeqtRKRX0KMbI/3qeyFCxdCEISgP1VVVaP6vj09Pejq6hr2h+hsDNqU6FztZign50BQsA98tA326dZqtUH7NBoNAKCvry/ksQ0NDXjggQfw6KOPYsqUKdErkoiGifuR7fE+lS2KIg4ePIjKykqsWbNm2L4LLrhgIkqnJMCgTcnAbTJBlc8pJBNBFEUAgCAI53xNqH1erxe33XYbFi1aNKoHKIkocuI+bI/3qeyWlhb09fXh2muv5bw1igoGbUoGoijCZTJDV3aR1KXEBK1WC51Od879ijD7kKempgIAHA5H0L7Bbenp6UH7Bgeh6urqcPLkSQD++d8A0N/fj5MnTyIrKwsyWUJ84E0UU+L+rhrvU9mDLY+GHkc0Vg6XFx/Vm/HPT1rx2ZEuOFxeAAzalDy8p07B19cHJTuRTIjCwkIAgNlsDtpnMpmg1+tDhv233noLbrcbCxcuRHZ2NrKzszFv3jwA/iCenZ2N1tbW6BZPlKTiemR78KnsUHOs582bhzfeeOOcx54dtvv6+kYcjSAayuX2onpHK+rqO+B0+wLb1UoZ8idp0WTqZdCmpOA63YlExU4kE0Kv16O4uBh79uwJ2rd3717Mnz8/5HG//e1vAyPZgzo6OnDLLbfg1ltvxdq1azF58uSo1EyU7OI6bIfzVPbnn3+OtLQ0/OhHP8JLL72E3t5eTJ06FQ8++CBuuOGGqNdO8cvl9mLztgY0mXoBALkGLaYYU/Gl+RQsNieaTL3ITFNixQKGD0p87vZ2CAoFUozZUpcSE/r7+9Hf33/O/YMPOIZjzZo1eOyxx3D48GHMmDEDAFBTU4MjR45gw4YNIY8J1SqwpaUFADB16lQsW7Ys7LqIKLS4nkYS7lPZdrsdNpsNzz33HJ566imkpaXhxhtvxPPPPx+9oinuVe9oRZOpFzq1Aj+smoH/3rgU/7luIS6bNQkAkKKQwWp3o3oHP5KlxOcymaHMnQyBc30nzMaNG5GVlYUrr7wSW7ZswUMPPYSqqiqUl5cHnkFqbm7GCy+8gObmZomrJaK4/u043qeyAeCOO+7A7373O1RXV2PVqlVYt24dPvroI0ydOhUbNmyA1+uNSs0U3xwuL+rqOwAA61eWYm5pFgRBwF/fPYrtdW1YdUUB7qycBgCoq7cE5nATJSpXu4nztSdYdnY2amtrMXfuXGzatAmPPfYYKisr8eabb0KlUgEAamtrceutt6K2tlbiaokorqeRjPepbAD47ne/G7RNo9Hg1ltvxf3334+DBw9i9uzZI37/zMxMZGZmnnO/z+cL/B+CUAaf+s7Kyhrx+1Ds+KjeDKfbh1yDFksWlEAQBPztvUa8+PYR3LxiOq678kKIooiX/tWKE139aD3pwaWz+fF6rOO9OD6iKKLRfALZlyyMiZ9dPFzHkQaHxmL69OkjPpd022234bbbbhvxHEVFRSO+RxFRZMT1yPZ4n8oeifH0Cmi9vb3hF0gJx94/AACYYkwNjGi/8NZh3PKNGbjuygsB+N9Mp2SnDns9USJyd1vh7e+HtpAPAhMRnUtcj2yP96ns9vZ2fP3rX8f111+PTZs2Ddt3+PBhAEBxcXHY9TkcjhEflBkcfenu7g77e9EE8bkAAF+eOIWnX92H7XVtuHnFdHzra6WB6yiKIlpPnAq8ntc39vFeHJ++gwcBAO60tJj42cXDdYzEA5JEFF/iemQb8D+VXVNTEwjJwJmnss/VVSQ/Px82mw1PPPEETp06Fdje2tqKZ555BkuXLh1VCySr1YrOzs5z/hkpaFN8KivSQ62UwWJ1BuZoD45oD9rfZIXF5oRaKUdZkV6iSomiz9VugpCSgpTsSVKXQkQUs+I+bI/3qezf//73aGtrw2WXXYatW7fiV7/6FRYuXAiFQoHf//73Uv1zKMZpVHLkT/J3v0lRyFCYowvMeRRFEfsau/Hka40AgEWzjdCo5JLVShRtbnYiISI6r7ieRgKceSr77rvvxqZNm6DValFZWYnNmzcPeyp73bp1ePrppzF16lQAQGVlJbZv346HHnoI9957LzQaDZYsWYJf//rXgb6lRGd7defxQB9tq92NrdWH8dK/WjElOxWtJ/x9tgGgJC8VVRWFEldLFF0uk4mL2RARnUfch21g/E9lX3vttbj22mujWBklkqFLsK9YkHd6BUkLTnT140SXf8qQWinHotlGVFUUQqXkqDYlLlEU4TabkXrxXKlLiVkGgyFom4yfAhAlnYQIKte4XgAAIABJREFU20TRNjRoDy7BfvPyYqxeXIjWkx5/1xGfC2VFek4doaTgsVrhczg5sk1EdB4M20TnESpoD9Ko5IE+2rHcAYEo0twmf8tVZT4XtDmXrq6uoG3sRkKUfPh5FtEIRgraRMnM1W6CoFQiJcRUCSIiOoNhm+gcGLSJzs1lMkOVl8tOJERE58FpJGHIyMgIWq491MeGFH8YtIlG5jaZoMzjFBIiovPhkATRWRi0iUYm+nynR7b5cCQR0flwZDsMPT098Pl8UpdBEcSgTXR+nu5uiC4XR7aJiEaBI9tEpzFoE42O63QnElU+R7aJiM6HYZsIDNpEY+FqN0FQqaDIypK6FCKimMewTUmPQZtobNyDnUgEQepSiIhiHsM2JTUGbaKxc5lMUPLhSCKiUeEDkpTwHC4vGlps6HN6oFMrAkuqM2gTjZ3o88FtPoH0hQukLiXmGUIs+CNjX3KipMOwTQnL5faiekcr6uo74HSf6RqjVsqQP0mLJlMvgzbRGA10dUF0u/lwJBHRKDFsU0Jyub3YvK0BTaZeAIAxU43cLA3MXQ5YbE40mXqRmabEigUMDERj4W73dyJh27/zC7XImd1ul6ASIpISw3YYuIJk7Kre0YomUy90agXWryzFnJJMCIKAV+pasb2uDSkKGax2N6p3tOLm5cVSl0sUN1wmE2QaNRRn/e4jIqLQOHmMEo7D5UVdfQcAYP3KUswtzYIgCHh153Fsr2vDqisKcGflNABAXb0FDpdXynKJ4orbZIYyl51IiIhGiyPbYeAKkrGpocUGp9sHY6Yac0r8o29nPwwpiiKMejUsNicaWmyYPz34QSYiCuYymaAuLJS6DCKiuMGRbUo4fU4PACA3SxMY0T6764ggCMg1aIa9nohGNtiJhPO1iYhGjyPblHB0av9/1uZuR2CO9tldR0RRhLnLMez1RDSygc6TEAcG2ImEiGgMOLJNCaesSA+1UgaL1RkyaAPA/iYrLDYn1Eo5yor0ElVKFF9cJhMAMGwTEY0BwzYlHI1KjvxJWgBAikKGwhwdRFEE4B/R3tfYjSdfawQALJpthEYll6xWonjiNpkh02ohz8iQuhQiorjBz88p4by683igj7bV7sbW6sMw6tXINZzpsw0AJXmpqKrgg15Eo+UymaDKYycSIqKxYNimhDL0YcgVC/JOryBpgcXmDIRstVKORbONqKoohErJUW2i0XKbzFAXsy89EdFYMGxTwgjVdeTm5cVYvbgQDS029Dk90KkVKCvSc+oI0RiJXi/c5hPIuPwyqUuJGwZDcEtRmYyzN4mSDcN2GLiCZOwIFbQHaVRy9tEmCtNAZydEjwdKPhxJRDQmDNsU90YK2kQUGa52MwBAxR7boxZq8MVut0tQCRFJiWE7DFxBUnoM2kQTw2UyQabTQZ6eLnUpRERxhZPHKG4xaBNNHLfJzE4kRETjwLBNcYlBm2hiuUwmKPM4X5uIaKwYtinuMGgTTSzR44X7RAdU+ZyvTUQ0VgzbFFcYtIkmnttiAbxeqDiyTUQ0ZgzbFDcYtImk4TaZAABKdiIhIhozhm2KCwzaRNJxmcyQp6ZCwU4kRERjxrBNMY9Bm0habpOJo9pEROPEPtsUExwub8gl1Rm0iaTnMpmhnT5N6jKIiOISw3YYuFx7+FxuL6p3tKKuvgNO95kFgtRKGfInadFk6mXQJpKQ6PHA3dEB/dIKqUuJOwaDIWibTMYPlImSDcM2Scbl9mLztgY0mXoBAMZMNXKzNDB3OWCxOdFk6kVmmhIrFrADApFU3B0WwOuDKj9f6lKIiOISw3YYuFx7eKp3tKLJ1AudWoH1K0sxpyQTgiDglbpWbK9rQ4pCBqvdjeodrbh5ebHU5RIlJdfpTiQqztkes1CfdNrtdgkqISIp8fMskoTD5UVdfQcAYP3KUswtzYIgCHh153Fsr2vDqisKcGelf45oXb0FDpdXynKJkpbbZIY8PR3y1FSpSyEiiksM2ySJhhYbnG4fjJlqzCnxz3s/+2HIuSWZMOrVcLr9D08S0cRzmUwc1Y5Bx44dw+rVq5GVlYWsrCysXbsWnZ2d5z3u7bffxhVXXAGtVovU1FQsW7YMH3/88QRUTJS8OI2EJNHn9AAAcrM0gRHts7uOCIKAXIMGFpsz8HoimljudhO0F10kdRk0RFdXF5YuXQq32417770XHo8HmzdvxoEDB7Br1y4olcqQx+3YsQNXXXUVysrK8OCDD8Lj8eAPf/gDKioq8MEHH2DhwoUT/C8hSg4M2yQJndr/n5652xGYo3121xFRFGHucgx7PRFNHN/AANyWTmQu58h2LNmyZQva2tpQX1+PmTNnAgAuueQSLF++HM8++yzWr18f8rgf/vCHKCgowCeffAKtVgsAWLt2LWbOnImf/exneOeddybs30CUTDiNhCRRVqSHWimDxeoMGbQBYH+TFRabE2qlHGVFeokqJUpe7hMdgM8HZR47AsWSbdu2YcmSJYGgDQDLli3D9OnTsW3btpDHWK1W7N+/H9ddd10gaANATk4OKioq8OGHH0a9bqJkxeFCkoRGJQ/00U5RyFCYo4MoihAEAaIoYn+TFU++1ggAWDTbCI1KLnHFRMnHbTIDYCeSWGK1WtHc3IyqqqqgffPmzcMbb7wR8rj09HQcOXIEOp0uaN/JkyehUDAOEEUL7y6SxKs7jwf6aFvtbmytPgyjXo1cw5k+2wBQkpeKqopCiaslSk4ukwnyjAzIQwQ0kkZ7ezsAID9E3/Pc3Fz09PSgp6cHGRkZw/bJ5XJceOGFQcccOHAAO3fuxIoVK6JTMBExbIeDK0iOz9CHIVcsyDu9gqQFFpszELLVSjkWzTaiqqIQKiVHtYmk4GYnkpgz2Kd76FSQQRqNBgDQ19cXFLZD6e3txdq1awEAP/7xjyNYJRENxbBNEypU15Gblxdj9eJCNLTY0Of0QKdWoKxIz6kjRBJzmcxInT1L6jJoCFEUAfi7NZ3LSPsG9ff345prrsH+/fvxk5/8BBUVFRGrkYiGY9gOA1eQHJtQQXuQRiXH/OkGiSojorP5BgYwYOmEkiPbY6LVakPOix4U7tzo1NOLCzkcjqB9g9vS09NHPIfNZsPKlSuxc+dO3H777XjwwQfDqomIRsawTRNipKBNRLHHbT4BiCJU7EQSUwoL/c+wmM3moH0mkwl6vX7EsG+xWLBixQrs27cPd9xxB/74xz+OaiSciMaPrf8o6hi0ieKLz+XClw/4RzsVhiyJq6Gh9Ho9iouLsWfPnqB9e/fuxfz58895rN1uDwTtu+++G3/6058YtIkmAEe2KaoYtInimzzEg3h0bv39/ejv7z/n/sEHHMOxZs0aPPbYYzh8+DBmzJgBAKipqcGRI0ewYcOGcx73/e9/H/v27cNdd92FLVu2hF0HEY0OwzZFDYM2EVHkbdy4Ec899xyuvPJK3HPPPXA6nXjkkUdQXl6OW265BQDQ3NyMDz/8EJdddhmmTp2KQ4cO4fnnn4der8fFF1+MF154Iei8g8cSUWQxbFNUMGgTxRefy3XerwFAplJNWE0UWnZ2Nmpra3H33Xdj06ZN0Gq1qKysxObNm6E6fX1qa2uxbt06PP3005g6dSp27NgBwP9w5Lp160Kel2GbKDoEcbCPEI2a1WpFTU0NysvLkZaWNu7zZGX550J2d3dHqrSYkGxBO1GvYzLhNQSOfOe7o3rd9Cf/GOVKxi8erqPdbsfu3buxbNmyoHUaiCgx8QFJiqhkC9pEREREI+E0kjBwBcnhGLSJ4teFv98KABjo6kLL/Q8CXi8AoGTLI5w6QkQUBoZtGhOHyxtypUcGbaL4Nhiou998GzKtFr7TXTNkKhXDNhFRGBi2w5BMK0i63F5U72hFXX0HnO4z/2a1Uob8SVo0mXoZtIninPN4G059vAvG678Fy7a/Sl0OEVFC4JxtOi+X24vN2xpQs9sMp9sHY6Yac0syYdSr4XT70GTqRWaaEisWcKU5onh28u//QIrRiPRLvyp1KURECYMj23Re1Tta0WTqhU6twPqVpZhTkglBEPBKXSu217UhRSGD1e5G9Y5W3Ly8WOpyiWgc+g4dRt/nDcj73h2Q67Qx3XUkXhgMhqBtMhnHuIiSDe96GpHD5UVdfQcAYP3KUswtzYIgCHh153Fsr2vDqisKcGflNABAXb0FDpdXynKJaBxEnw+d1S9DPbUYqfO+InU5REQJhSPbNKKGFltg6sicEn/nlbMfhhRFEUa9GhabEw0tNsyfHjyaQ0Sxy757D1xftqJgw48gCILU5SSMUN2pIrFcOxHFF45s04j6nB4AQG6WJjCifXbXEUEQkGvQDHs9EcUH0ePByZdfgW7ObGinT5O6HCKihMOwTSPSqf0ffpi7HXilrjVkez9RFGHucgx7PRHFB1ttHQZOnkT2mkqpSyEiSkgM2zSisiI91EoZLFZnYI722e399jdZYbE5oVbKUVakl6hSIhorn9OJrv/3OtIv/SpU+flSl0NElJA4DBmGZFhBUqOSB/popyhkKMzRQRRFCIIAURSxv8mKJ19rBAAsmm2ERiWXuGIiGq3ut9+Bz+HApGuvlroUIqKExbBNI3p15/FAH22r3Y2t1Ydh1KuRa9DA3OWAxeYEAJTkpaKqolDiaolotDw9p9D9zxror1yKFEOW1OUQESUshu0wJPoKkkMfhlyxIO/0CpIWWGzOQMhWK+VYNNuIqopCqJQc1SaKF12vvQ5BLofhqm9IXQoRUUJj2KaQQnUduXl5MVYvLkRDiw19Tg90agXKivScOkIUZ9wdHbDVfoDsVZWQp+qkLoeIKKExbFOQUEF7kEYlZx9tojh38h+vQJGeAf3XlkhdChFRwmM3EhpmpKBNRPHP0XwM9s/2YNK1V0OmVEpdDhFRwuPINgUwaBMlNlEU0fn3f0CZl4f0y74qdTkJz2AI/hRQJuMYF1Gy4V1PABi0iZJB3+cNcBz5AtlrKiEw9BERTQiObBODNlESEH0+dFb/A5oLS6GbM1vqcpJCqHUX7Ha7BJUQkZQ4tJHkGLSJksOpj3fB3d6O7KrVEARB6nKIiJIGw3YSY9AmSg6+gQGc3P4qUud9BZqSqVKXQ0SUVDiNJAzxvFw7gzZR8rD9awc8NhuyV/9A6lKIiJIOR7aTEIM2UfLw9vej6/U3kXHF5VBOnix1OURESYcj22GIx+XaGbSJkkv3m29DHBjApKtXSl0KEVFSYthOQA6XN+SS6gzaRMlloNsKa817yFqxHAp9htTlEBElJYbtBOJye1G9oxV19R1wus+MuKuVMuRP0qLJ1MugTZREul59DTKVCpkrlktdChFR0mLYThAutxebtzWgydQLADBmqpGbpYG5ywGLzYkmUy8y05RYsSBP4kqJaCK4TCb07PwQxuu/BblGI3U5RERJi2E7QVTvaEWTqRc6tQLrV5ZiTkkmBEHAK3Wt2F7XhhSFDFa7G9U7WnHz8mKpyyWiKDv58nakGAzIqLhC6lKIiJIau5EkAIfLi7r6DgDA+pWlmFuaBUEQ8OrO49he14ZVVxTgzsppAIC6egscLq+U5RJRlPUfbUTvvgOYtOoayFJSpC4naRkMhqA/GRmcO0+UbBi2E0BDiw1Otw/GTDXmlPj7fp/9MOTckkwY9Wo43f6HJ4koMYmiiM7ql6EqLEDagvlSl0NElPQ4jSQB9Dk9AIDcLE1gRPvsriOCICDXoIHF5gy8nogST+++/XA2NWPK3T+AION4ipRCLXJmt9slqISIpMSwHYZYWUFSp/ZfRnO3IzBH++yuI6IowtzlGPZ6IkosoteLk3/fDu1FM6Eru0jqcoiICJxGkhDKivRQK2WwWJ0hgzYA7G+ywmJzQq2Uo6xIL1GlRBRNPTs/hPvECWSvWSV1KUREdBqHOMMQKytIalTyQB/tFIUMhTk6iKIIQRAgiiL2N1nx5GuNAIBFs43QqOQSV0xEkeZzuXHyldeQtnAB1BcUSl0OERGdxrCdAF7deTzQR9tqd2Nr9WEY9WrkGs702QaAkrxUVFXwTZgoEVlr3oW3txeTVl0jdSlERDQEw3acG/ow5IoFeadXkLTAYnMGQrZaKcei2UZUVRRCpeSoNlGi8dh70f3W29AvWQxldrbU5RAR0RAM23EsVNeRm5cXY/XiQjS02NDn9ECnVqCsSM+pI0QJxudy4ej37wIA6L+2BBABw8r/JWlNREQUjGE7ToUK2oM0KjnmTzdIVBkRTTTbjg8w6epvQpGWJnUpRER0FnYjiUMjBW0iSj4ynRaZy6+UugwiIgqBI9txhkGbKHn5XK6QXxu+vnzYNplKNbGFERHROTFsxxEGbaLkNjhH+2yd1S+js/rlwN+nP/nHiSqJRmAwBE/nk3FVT6Kkw7AdholcQZJBmyi5eU6dkroEIiIaB4btOMCgTZScvH19sO/ZB/uuT9F/+AggE6CdMQOp5fOgnTEdLT/bBAAo2fIIp47EoFCDL3a7XYJKiEhKDNthmIgVJBm0iZKLz+lE7779OLXrM/Q1HAR8PminT0POLTchdd5XoEhL9b9uyJxtmUrFsE1EFKMSYvLYsWPHsHr1amRlZSErKwtr165FZ2dn1I6bKAzaRPHN53LhyHe+iyPf+e6wcBz0Orcb9t170P7fj6Px7g0wP/k0vH19MF5XhZLNv0HB/7kb+oorAkGbKFHf94gSUdyPbHd1dWHp0qVwu92499574fF4sHnzZhw4cAC7du2CUqmM6HEThUGbKLGJHg/6Dh6CfddnsO/dB9HlgqqwEJOuvRppC8qREuLhOiIgcd/3iBJV3IftLVu2oK2tDfX19Zg5cyYA4JJLLsHy5cvx7LPPYv369RE9biIwaBMlJtHrRf+RL2D/9DPYd++Fr78fytzJyPrG15G+YD6Uk3NGfS6ZSsWuI0kqEd/3iBKZIIqiKHUR4SgpKUFxcTFqamqGbZ8xYwby8/Px7rvvRvQ4ALBaraipqUF5eTnSxrlim8PlRetJD+z9A4DPFVhSnUE7/mRlZQEAuru7Ja6ExmPosucX/n5r2HOfz+6F3fSjjQCA9MsvRe/+evh6e6GYZED6JQv9ATs/D4IghPU9yS8e7kW73Y7du3dj2bJlQd2sRkuK9z0iGr+4Htm2Wq1obm5GVVVV0L558+bhjTfeiOhxkeBye1G9oxUf72/Dvx9+EWkAfjv1RsjVKuRP0qLJ1Bt20I50eJiIc8djzYPn/mj1dVE7N3/WE3PuSPC5XHB3dODLBx4Kuf/Uzo8CX3tOdiF71bUTVRolkHh83yNKdnEdttvb2wEA+fn5Qftyc3PR09ODnp4eZGRkROS4cLncXmze1oAmUy9ShnQxyc5Qw2T3osnUi8w0JVYsyIvo9yWiyPHY7XCbT5z+Y4b7RAdcZjM8XbE7mkqJI97e94gozsP2YL9SrVYbtE+j0QAA+vr6gn55jPe4cFXvaEWTqRc6tQLrvz4V2OLffslFBvzjEwtSFDJY7W5U72jFzcuLI/q9ieiMcy17Pvi16PNhoLsbnq5uf6g+cSLwv97ePv+LBQEpxmyocif7p4PkToZy8mQosjIhP/27Zeg0EvbCpkiIt/c9IorzsD043Xyk+Y6h9o33uHA4XF58vL8NKT4f1n99KsqmaNF0et/bO7/E6kVFKDDq8IftR1BXb8HqxYXQqOSjPv/5wsOg8bzZR+vc8VhzvJ47Hmse7blFnw+CQgFxwAPRMwDR44Ho8Z75esBzetuZP6b/fjzk9xsMxkMJSiWUkydDmZsD3awyKCfnQJmbixRjNmQpKaP+t7AXNkVCPL3vEZFfXIft1FR/z1mHwxG0b3Bbenp6xI47W2Zm5ogPuPh8vsAvuI/qzfj3wy/6d2xBIGgDwA9a/ga0+L++B0CPQofWn70CVcrow7brHH1Szw4PquzsUZ8z2ueOx5rj9dzxWPNYzh0t8/70BygNWRBk41uSwOt0Br7OzMyEXK2OVGkUguz0dRp8UFIKgiAE6ghFoQjvbVfq9z0iGru4DtuFhYUAALPZHLTPZDJBr9dDp9NF7Lhw2PsHMNq+JZ+nTcX8GTnIzx/9L7726pdH9bpJFVeM+pzRPnc81hyv547Hmsdy7tK7/h2ylBQIihQICgVkKQr/31NSIFMoIKQoIFOc/nuKAj6PF7IUBQS5HD6nC5/d7m95Nv+pJyBTnxl9ZjimWBNP73tE5BfXYVuv16O4uBh79uwJ2rd3717Mnz8/oseNlcPhQH9/v/8vPhd+O/VGZOvVeOD2uRDd7qC5nKIoYtOf98Nk92LOoulInT76RS0uXFoR+HqkeaLj+Rg7WueOx5rj9dzxWPN4zy0C8J7+E0T0AW63/2uXN3DeQT2Ofsh8Q44cvH/DMNgLu6e/PyLno3OLhdZ/Wq02qqE11t/3iChYXIdtAFizZg0ee+wxHD58GDNmzAAA1NTU4MiRI9iwYUPEjxvKarXC4/GM6rVlRXrI1SqYTnnxeVs/Zhec+WU8OJdzX2M3THYv1Eo5yor0ozrv0HOca3u480Sjde54rDlezx2PNUf73ETR0N/ff2aQJYTBBxXDIeX7HhGN3fgmIsaQjRs3IisrC1deeSW2bNmChx56CFVVVSgvL8ctt9wCAGhubsYLL7yA5ubmMR0XSRqVHItm+1eHe+K1Rhxosgb2iaKIfY3dePK1RgDAotnGMT0cSUREySNe3veIyC/uw3Z2djZqa2sxd+5cbNq0CY899hgqKyvx5ptvQnV65Ku2tha33noramtrx3RcpFVVFKIkLxV9Tg/+sP1IYPumP+/H1urD6HN6UJKXiqqKwqh8fyIKJlOpcOnLf8WlL/+Vo+UUF+LpfY+IEmC5dimEs1z74AqSdfUWON1n5oaqlXIsmm1EVUUhVEqOaseTWJgnSuHhNUwM8XAdI7FcOxHFl7ifsx1vVEo5bl5ejNWLC9F60gN7/wDgc6GsSM+pI0REREQJhmFbIhqVHJfO9vcdjuVRGCIiIiIav7ifs01EREREFKs4sh2GjIyMoDl3XV1doz5+cGlcrVY7Yqsoim28jvGP1zAx8DoSUSziyLaEZDIZZDIZV+2Kc7yO8Y/XMDHwOhJRLOLIdhh6enrg8/mkLoOIiGKQwRC8CrBMxjEuomTDuz5BGAyGkL/Yea7onyuSYvXfmAznipRY/fclw7kiKZJ1CYIQmOJCRMmHI9tERERRMPgMz2Bo7+rqishy7UQUXziyTUREREQUJQzbRERERERRwrBNRERERBQlnLM9Dl6vFwDC7uOqUJz58Yc7j2/wCfdIzAfkucaG1zH+z8VrmBjniofrOPi+Mfg+QkSJj2F7HPr6+gAAhw4dkrgSIiKKR319fZg0aZLUZRDRBBBEURSlLiLeOJ1OdHR0QKfTQS6XS10OERHFCa/Xi76+PuTk5ECtVktdDhFNAIZtIiIiIqIo4QOSRERERERRwrBNRERERBQlDNtERERERFHCsE1EREREFCUM21Fy7NgxrF69GllZWcjKysLatWvR2dkZteMoOsZ7PRYuXAhBEIL+VFVVTUDVNJI77rgDS5YsGdVreT/GrrFcR96PRCQl9tmOgq6uLixduhRutxv33nsvPB4PNm/ejAMHDmDXrl1QKpURPY6iY7zXQxRFHDx4EJWVlVizZs2wfRdccMFElE7n8Oc//xlPPPEEKioqzvta3o+xayzXkfcjEUlOpIj76U9/KsrlcvHgwYOBbe+8844IQHz88ccjfhxFx3ivR3NzswhAfPrppyegShoNj8cj3n///aIgCCIAsaKi4rzH8H6MPeO5jrwfiUhqnEYSBdu2bcOSJUswc+bMwLZly5Zh+vTp2LZtW8SPo+gY7/VoaGgAgGHHkXScTifmzZuH++67D7feeivy8/NHdRzvx9gy3uvI+5GIpMawHWFWqxXNzc0oLy8P2jdv3jzs3r07osdRdIRzPc5+c+/r64tOkTQqTqcTp06dwksvvYRnn30WCsX5Z8/xfow947mOAO9HIpIew3aEtbe3A0DIUZfc3Fz09PSgp6cnYsdRdIRzPT7//HOkpaXhRz/6EdLS0pCamoqSkhKOhkokPT0dR48exXXXXTfqY3g/xp7xXEeA9yMRSY9hO8LsdjsAQKvVBu3TaDQAQo+sjPc4io5wrkdDQwPsdjtsNhuee+45PPXUU0hLS8ONN96I559/PnpFU0gymWzUo6CDeD/GnvFcR4D3IxFJj91IIkwURQCAIAjnfE2ofeM9jqIjnOtxxx13wOv14vvf/35g2w033IBZs2Zhw4YNuOmmmyCXyyNbMEUU78fEwfuRiKTGke0IS01NBQA4HI6gfYPb0tPTI3YcRUc41+O73/3usDd2wD8aeuutt6KjowMHDx6McLUUabwfEwfvRyKSGsN2hBUWFgIAzGZz0D6TyQS9Xg+dThex4yg6onE9jEYjAKC3tzf8AimqeD8mPt6PRDRRGLYjTK/Xo7i4GHv27Anat3fvXsyfPz+ix1F0jPd6tLe3o6ysDA888EDQvsOHDwMAiouLI1ssRRzvx8TA+5GIYgHDdhSsWbMGNTU1gV/mAFBTU4MjR47ghhtuiPhxFB3juR75+fmw2Wx44okncOrUqcD21tZWPPPMM1i6dCkmT54c9dopfLwf4x/vRyKKBYI4+CQQRUxnZydmzZoFhUKBe+65B06nE4888ghKS0uxc+dOqFQqNDc348MPP8Rll12GqVOnjvo4mjjjvY7bt2/HqlWrUFZWhvXr18Nut+N3v/sd3G43du7cycU1JFZUVISioiK8//77gW28H+PPaK8j70cikpyUy1cmssOHD4tXXXWVqNPpxOzsbPHf/u3fRIvFEtj/9NNPh1xC+HzH0cQa73Xcvn27uHDhQlGlUol6vV6srKwUDx06NMHVUygXXHBB0DLfvB/jz1iuI+9HIpISR7aJiIiIiKKEc7aJiIiIiKK0vq26AAAIvklEQVSEYZuIiIiIKEoYtomIiIiIooRhm4iIiIgoShi2iYiIiIiihGGbiIiIiChKGLaJiIiIiKKEYZuIiIiIKEoYtomIiIiIooRhm4iIiIgoShi2iYiIiIiihGGbKMF885vfhCAIEAQBhw4dOufrbrrpJgiCAJlMht27d4/pe2zYsCHwPerr64P2t7e3j7luIiKiRMSwTZRg5syZE/j64MGDIV+ze/dubNu2DYA/dJeXl4/pe3z66acAAJ1Oh4suuiiw/dSpU9iwYQO+/e1vj7VsIiKihMSwTZRghobthoaGkK/ZuHEjRFGESqXCgw8+OKbz+3y+wEj4vHnzIJfLAQCHDh3ChRdeiEcffRRf+cpXxlk9ERFRYmHYJkow5wvbb775Jt577z0AwH/8x3/gggsuGNP5Dx06hN7eXgDAggULAttrampgsVgAAF/96lfHXDcREVEiYtgmSjDTp0+HSqUCEDyNxOfz4d577wUAZGZm4qc//SkAoLOzEz/+8Y9RVlYGrVYLnU6HefPmYevWrfB6vcPOsWvXrsDXCxYsgM/nQ1paGn7wgx8EtldWVuLyyy8P/P2NN97A17/+deTm5iIlJQV5eXm4/fbbA+F8qL/85S+45JJLkJqaigsvvBBPPPEEAKCgoACCIOD6668Pev3XvvY1GAwGqFQqzJo1C3/605/G/HMjIiKKCpGIEs7FF18sAhCVSqU4MDAQ2P7UU0+JAEQA4m9/+1tRFEVxz5494uTJkwPbz/5z7bXXij6fL3CO733ve4F9jY2N4oEDB0Ie98Mf/lAURVF89NFHz3nuhQsXDqv7rrvuCvm6++67L/D1o48+KoqiKHo8HvGGG24457nvv//+aP+YiYiIzothmygBrV27NhA6Dx48KIqiKDocDnHKlCkiALGoqEh0uVxib29vYJsgCOIvfvELsaOjQ2xpaRG/+c1vBs7x97//PXDu+fPniwDErKwsURRF0efziRaLRRQEQQQgrl69WhwYGBB9Pp/Y2dkp5uXliYIgiEuXLhWPHz8unjx5UvzGN74ROHd7e7soiqL42muvBbbNmTNH3Ldvn9je3i5effXVw0J0bW2tKIqi+MADDwS23XPPPaLZbBaPHz8eeL1arRZ7enom+CdPREQ0HKeRECWgUB1JHnvsMbS1tQEAHnroISiVSjzzzDOBbXfeeSfuu+8+GI1GXHDBBfjd734XOMdbb70FAHC5XDhw4AAAYP78+QAAQRCwe/duiKIIALj00kuhUCggCAImTZqE9vZ2DAwM4K233sKUKVOQnp6O7OzswLl1Oh0AYMuWLQAAuVyOv//975g7dy7y8vLw9NNPQxCEwL7y8nL09/fj0UcfBQBUVFTgN7/5DSZNmoTJkycHpsk4nU7s3bs3Yj9TIiKi8VBIXQARRd7ZD0kuWbIEv/nNbwD4Q/INN9wAwP9Q46Chc64BID09PfD1qVOnAAD79++H2+0GACxcuDCw/6OPPgp8PfThSLfbjeeffx7vvPMOGhsbceLECZw4cSIwD7y4uBgZGRlwOp2ora0FAKxYsQKlpaWBcxgMBmi1WvT19QXmlL///vuBmnbs2IGUlJSQPwen0znyD4qIiCjKGLaJEtDZYfuXv/wlenp6AACbN28OjBSbTCYAgFarxbRp04adY8+ePYGvCwoKAAQ/HDno448/BgCkpKQEenaLooiVK1finXfegVqtxpo1a7Bu3TpkZmbi5ptvBuAfBR+sw+PxAEBQ28Avv/wSfX19AM4E/I6OjlH9HPLy8kb1OiIiomhh2CZKQDk5OTAajbBYLPjggw/Q1dUFAFi5ciWWLFkSeF1GRgYAwOFwwGazQa/XB/YNTtMAgKuvvhrAmcVsgOFhe3D77NmzodFoAPhHu9955x0AwLPPPovrrrsOAPDnP/85cNxg2B7s1Q0AJ0+eHPZvGdpZZDBsD52G8te//hXf+ta3An/v7u6GXq+HTMZZckREJD2+GxElqMHRbbPZDLfbDblcjocffnjYa1asWAHAPwp9++234/jx42hpacG3v/1tvP322wCAq666CosXLwZwZmQ7Pz8fubm5APyj0larFQCg0WjgcDjgcrmGjT4P9uZ+6623Au0GAQRGwQsKCgIh/cUXX8R7770Hm82GrVu34pFHHgm8fjBsX3rppTAYDACAX/7ylzhw4ADsdjuef/555OfnQ6PR4KGHHgr7Z0hERBQuQRx8qomIEso999wTeOgQANavX4/HH3982GscDgcWL16Mzz77LOQ5ysvL8fbbb8NgMODUqVPQ6/UQRRGVlZX4xz/+AQDo6emBwWAY1o/7xRdfxNKlSzFt2rTAAjiDdDpdYFrIl19+icLCQgDAz372s5ABWS6Xw+v1QqfToaenJzAK/re//Q033nhjUB9wwB/G//nPfyI1NfW8PyciIqJo4sg2UYIaOm9bp9Ph/vvvD3qNRqNBbW0t7r//fsyaNQtarRapqakoLy/Ho48+irq6usAI8tCOI0OnkGRkZODJJ59ESUkJlEolsrOzcfnllyM3NxevvPIK5s2bB7VajdLS0v/fzh2iqBaGcRz+h0E06RIEg8lmGBA0uwCDxaArMJjFMMU44A4McqobUHdgsroH7U4YuFzDLRcOzsDzpANfOfHHy/t9Wa/XT9P16/X653u1WmW5XKbZbKZarabf72e/3+ft7Xvb7f39/WndZDQa5Xg8Zjgcpl6vp1arpdPpZL1e53A4CG0AfgSTbeDlttttHo9HWq1Wut1uKpVKkuR0OmUwGCRJPj4+nlZQAOA3MNkGXq4oikwmk/R6vXx+fuZ2u+VyuWSxWCT5fsv770uQAPBbmGwDL7fb7TIej/95Pp/Pn/bPAeC3ENvAj1AURTabTc7nc+73exqNRtrtdmazWabT6at/DwD+i9gGAICS2NkGAICSiG0AACiJ2AYAgJKIbQAAKInYBgCAkohtAAAoidgGAICSiG0AACiJ2AYAgJJ8Ac3a0EhFhkEDAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, show=SHOW, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"',\n", " ticks_minor_x_number=5, ticks_minor_y_number=10, ticks_minor_y2_number=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or with a log scale on the y-axis (notice the number keywords for the y-axis are ignored):" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, show=SHOW, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"',\n", " ticks_minor_x_number=5, ticks_minor_y_number=10, ticks_minor_y2_number=4, ax_scale='logy', ax2_scale='linear')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tick labels" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### General comments" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In addition to tick markers, we can control the labels associated with those markers for both major and minor axes. Note the following:\n", "
    \n", "
  • Tick marks are automatically enabled if tick labels are enabled
  • \n", "
  • Tick labels are not automatically enbaled when tick marks are enabled, but they are automatically disabled if tick marks are disabled
  • \n", "
  • Major tick labels are always on by default unless shut off intentionally
  • \n", "
  • Minor tick labels are always off by default and must be turned on intentionally
  • \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Turn off all ticks
\n", "(Notice the labels are also turned off)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, show=SHOW, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"',\n", " ticks_major=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Turn on minor ticks
\n", "This is done using the `tick_labels_minor` family of keywords:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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XWjkE6SFyWQjyRg/Eh1+WoeDdI1gwLR1ZP1kFefB0JQreOQIAyBs9AHKZ93vABg4ciB9++KFNW2Zmpkdf4+mnn8bf//53/PGPf8SqVas6nG926dIlDBw4sNevyQSMiIgEq7q2EQ4H/HIIUqhm3ZGGb7+vQenFGjz3xgEkRF+pA1bVUgcMAFIHqjDrjt4XI+2KX/ziF1i3bh0cDkeXJuJ3pra2FqdOncI111yD2NhYHDt2DC+88AKysrJw//3348CBA23Ov+666xAVFQWgpafsq6++wuOPP97rODgHjIiIBEt7pQYYEzDPkYUFY8VvsnH3LSkIDwtGhb6hzbDj3bek9GkR1vvuuw86nQ7FxcUeeb4jR47gpptuwkcffQSgZdK9w+HAwYMHcdNNN7n8HDlyxHntwYMHodPpMHXq1F7HwR4wIiISrCqDBVIJoO7nfr4O9YwsLBi/mTwCM345FMe+1aLO1IR+8hCMuja2T4Ydf+r666/HxIkT8dprr2HMmDFdvm7cuHFuFxKMGzcOS5cudU6wf+6557o8if+1117DPffcg+uuu67LcbSHCRgREQmW1mBBdFQYgoM4oOMNclmI1+t8dcXzzz+PnJwcPPvssxgwYECvnqu8vBxbt27Fxx9/3K3rfvjhB/z73//Gl19+2avXb8VPLBERCZa/lqAgzxoxYgSefvppLFmypNfPpVar8e9//7vbidxTTz2FJUuWYMQIz2y/JOoEzGq1Yvjw4fjiiy86PXfv3r1ISUnxflBEROQxLUVYmYAFgiVLluDdd9/t9fPIZDKkpXV/AcGmTZvw1FNP9fr1W4k2AbNYLJg2bRpOnjzZ6bknTpzA1KlTPVpJl4iIvI9V8EmoRJmAnTp1CjfeeCPOnTvX6bmvvfYasrOzER/vfs8rIiLyTw0WG0zWZvaAkSCJMgHbs2cPcnNz8fXXX3d67s6dO1FYWIgFCxb0QWREROQpLEFBQibKVZC//e1vu3zutm3bAABvvvmml6IhIiJv+DEB4xAkCY8oe8CIiEj8qgwWhIcFIUImyr4EEjl+antBoVBApVK1adPr9T6KhogosLSWoPDE9jTeEB0d7dImlbLfg1rwk0BERIKkNVgQx+FHEij2gPWC0Whk6QoiIh/RGizITHXtZfIX7kZE6urqfBAJ+aOA6wG7fPkyzGazr8MgIqJeaLY7oDeyCj4JV8AlYAkJCdiyZYuvwyAiol6orrXC7mAJChIu0Q9B/nwndHc7owNAfn4+8vPz+yAiIiLqLZagIKELuB4wIiISPq3BCokEiI5iAkbCxASMiIgEp8pggbpfGIKD+GuMhImfXCIiEhxuwk1CxwSMiIgEpyUB4wR8Ei4mYEREJDhagxVxTMBIwJiAERGRoJgsNjRYbOwBI0FjAkZERILCEhQkBkzAiIhIULQGKwAWYSVhYwJGRESCojVaIAsNQmS46GuJk4jx09sLCoUCKpWqTZu7zVeJiMhzWktQSCQSX4fSoeho143CpVL2e1ALfhKIiEhQqgzchJuEjz1gvWA0GmG3230dBhFRQNEaLLhhiNrXYXTK3YhIXV2dDyIhf8QeMCIiEgy73QG90Yo4roAkgWMCRkREglFdZ0Wz3cEhSBI8JmBERCQYLEFBYsEEjIiIBENrsEACIDqKQ5AkbKJLwB599FGMGzeuS+eeP38eU6ZMgVqthlqtxsyZM6HVar0bIBER9ZjWYIEqKhQhwaL79UUBRlSrIN944w28/vrrGDt2bKfn6vV65ObmorGxEUuWLIHNZsPKlStRUlKC4uJihIaG9kHERETUHVqDFbEKDj+S8IkiAWtubsaKFSvw7LPPdvmagoICXLp0CSdOnEBaWhoAYMyYMZgwYQIKCwsxd+5cL0VLREQ9pTVYkBgj93UYRL0m+D5ci8WC9PR0/OlPf8KMGTOQlJTUpes2b96McePGOZMvAMjLy0Nqaio2b97srXCJiKgXqq5UwScSOlEkYLW1tdiyZQsKCwsRHNx5p15NTQ3KysqQkZHhciw9PR2HDx/2RqhERNQLZqsN9WYbV0CSKAh+CDIqKgpnz57tUuLVSqPRAIDb3rKEhAQYjUYYjUYoFAqPxUlERL3TWoIijgkYiYDge8CkUmm3ki/gx60g5HLXeQTh4eEAgIaGht4HR0REHqM1WACAQ5AkCoJPwHrC4XAAACQSSbvndHSMiIj6ntZgQViIFP3kIb4OhajXBD8E2RORkZEAALPZ7HKstS0qKqrT51GpVFCpVO0et9vtzmTPHam0Jf9Vq/1/U1lqH++j8PEeCkOtRYP+0RGIjo52e9wf7qNEInHG4U53R2xIvAKyB2zAgAEAgIqKCpdj5eXlUCqViIiI6OuwiIioA5XVJvSPZgkKEoeATMWVSiWSk5Nx5MgRl2NHjx5FZmamR17HbDbDZDK1e7z1W1p1dbVHXo98g/dR+HgPhaFcW4frr1G1e5/84T7K5XJ+gacuCcgEDADuu+8+rFmzBmfOnMHQoUMBALt27UJpaSkWLVrUpeeoqamBzWbzZphERATAbndAZ7T6fQkKk8nU4Rfv1kVgRAExBFlWVoZNmzahrKzM2bZ48WKo1WqMHz8eBQUFeP755zF16lRkZGRg+vTpPoyWiIh+rqa+EbZmh98nYERdFRAJWFFREWbMmIGioiJnW2xsLIqKijBy5EgsW7YMa9asweTJk7Fz506EhXGJMxGRP2ktQRHHEhQkEqIbgrxw4YJLW35+PvLz813aU1NTsWPHDu8HRUREvdKagMVwI24SiYDoASMiImHTGqxQ9QtFSDB/bZE48JNMRER+T2uwIJa9XyQiTMCIiMjvaQ0WbkFEosIEjIiI/J7W4P8lKIi6gwkYERH5NUtjM2pNTUzASFSYgBERkV9rXQHJIUgSEyZgRETk17QGKwAgjj1gJCJMwIiIyK9pDRaEBksRFRHi61CIPEZ0hVj7kkKhgEqlatOm1+t9FA0RkTi1roCUSCS+DqVboqOjXdqkUvZ7UAt+EoiIyK9pjRZOwCfRYQ9YLxiNRtjtdl+HQUQkalqDFcOTlb4Oo9vcjYjU1dX5IBLyR+wBIyIiv2V3OK4MQbIHjMSFCRgREfktY30jbM0OlqAg0WECRkREfqu1BAV7wEhsmIAREZHfqrpShDVGwR4wEhcmYERE5Le0BguUkSEICwnydShEHsUEjIiI/BY34SaxEmUCZrFYMGfOHCiVSiQkJGD16tXtnvvpp59i5MiRiIyMRF5eHkpLS/swUiIi6ojWYEGsggkYiY8oE7BFixbh0KFD+Pzzz7Fu3TosX74cW7dudTnv5MmTuOuuu3DPPffg8OHDSE9Px2233Yb6+nofRE1ERD/XWgWfSGxEl4A1NDRg/fr1ePnll5Geno57770Xixcvxtq1a13OfeWVV5CdnY3nnnsOqampeOGFF6BQKPD222/7IHIiIvopa1MzjA1NHIIkURJdAnb8+HE0NTUhOzvb2ZaTk4MDBw64VK0vKyvDmDFjnI8lEglGjBiBr7/+us/iJSIi93QsQUEiJroErKKiAjExMQgNDXW2xcfHw2KxuGwLER8fD41G06bthx9+gE6n65NYiYiofdorJSiYgJEYiS4BM5lMCAtrO1+g9bHVam3T/qtf/Qr/+te/sH37dthsNhQWFuLgwYNobGzss3iJiMi9KoMFIcFSKCJDfB0KkceJbjNumUzmkmi1PpbL5W3af/nLX+JPf/oT7rvvPthsNuTm5mLmzJkwGo1dei2FQgGVStWmzd3mq0RE1H1agxWxijBIJRJfh9Ij0dHRLm1Sqej6PaiHRPdJSEpKgk6ng81mc7ZdvnwZ4eHhUCqVLuc/88wzqK2tRUVFBXbt2oW6ujoMGjSoDyMmIiJ3uAk3iZnoErBRo0YhJCQE+/fvd7bt3bsXWVlZLt883n33XTzxxBMICwtDXFwczGYz/vvf/yI3N7dLr2U0GqHX69v8EBGRZ2iNwi5B8fPfD3q9vssjLCR+okvA5HI5Zs2ahXnz5uHgwYPYtm0bVq1ahfnz5wNo6Q0zm80AgGuvvRavvvoq3nvvPZw9exa//vWvcfXVV+OOO+7w5VsgIgp4DoeDVfBJ1ESXgAFAQUEBMjIykJubi8ceewzLly/HlClTAAAJCQnYsmULACAjIwOvvPIKFi5ciIyMDADARx99xDF6IiIfMzY0oclmZwJGoiW6SfhASy9YYWEhCgsLXY45HI42j2fPno3Zs2f3VWhERNQFP5agEO4QJFFH2NVDRER+x5mAcR9IEikmYERE5HeqDFZERYQgLDTI16EQeQUTMCIi8jssQUFixwSMiIj8TksCxvlfJF5MwIiIyO9oDVbEcf4XiRgTMCIi8iuNTc0w1DdyCJJEjQkYERH5FZ2xZf9eDkGSmDEBIyIiv/JjDTD2gJF4MQEjIiK/ojVYERwkgbJfqK9DIfIaUVbC7ysKhQIqlapNGzfkJiLqHa3BghiFDFKJxNeh9Ep0dLRLG7e6o1b8JBARkV+pYgkKCgDsAesFo9EIu93u6zCIiERFa7Qi9eooX4fRa+5GROrq6nwQCfkj9oAREZHfcDgc0BosiOMEfBI5JmBEROQ3ak1NaGyycwiSRI8JGBER+Q2tobUGGHvASNyYgBERkd9orQEWw22ISOREkYCdP38eU6ZMgVqthlqtxsyZM6HVaju97vDhw5gwYQIiIiIQFRWFu+++G6WlpX0QMRERuaM1WBAZHozwsCBfh0LkVYJfBanX65Gbm4vGxkYsWbIENpsNK1euRElJCYqLixEa6r6QX2lpKcaNGwe5XI5ly5YBAFavXo2cnBwcP34ciYmJffk2iIgIVzbh5vAjBQDBJ2AFBQW4dOkSTpw4gbS0NADAmDFjMGHCBBQWFmLu3Llur1uzZg3q6+tRVFSEG264AQBw2223YfTo0XjppZewcuXKPnsPRETUQmuwcP4XBQTBD0Fu3rwZ48aNcyZfAJCXl4fU1FRs3ry53evKysoQExPjTL4AICsrC9HR0Thx4oRXYyYiIve0RhZhpcAg6ASspqYGZWVlyMjIcDmWnp6Ow4cPt3vtkCFDUF1d3WauWHV1NQwGAxISErwSLxERta/JZkdNbSN7wCggCDoB02g0AICkpCSXYwkJCTAajTAajW6vXbx4Ma666ipMmzYNJSUlOHHiBKZNm4bQ0FD84Q9/8GrcRETkSl9rhQMsQUGBQdBzwFq3dJDL5S7HwsPDAQANDQ1QKBQuxwcMGICnn34av//97zFy5EgAQFBQELZu3dpmWJKIiPpGawkKDkFSIBB0D5jD4QAASCSSds9p79jSpUsxb9483HzzzXj77bexceNGjB49Gg888AA+/PBDr8RLRETt0xosCJJKoO7HBIzET9A9YJGRkQAAs9nscqy1LSrKdUNXg8GAlStXIjMzE7t370ZQUEu9mQcffBBZWVmYO3cuLl68iLCwjv8RUKlUUKlU7R632+3OJNEdqbQl/1Wr1R2+Dvk33kfh4z30D3WWy4hThSMmJrpH1/vDfZRIJM443AkOFvSvXfIgQfeADRgwAABQUVHhcqy8vBxKpRIREREux86ePQur1Ypp06Y5ky8ACAkJwUMPPYTKykqcOXPGe4ETEZGLy9UmxEe7/ptNJEaCTsWVSiWSk5Nx5MgRl2NHjx5FZmam2+tae7aam5tdjrW22e32XsdnNpthMpnaPd76La26urrXr0W+w/sofLyH/kFTVYvBSf16fB/84T7K5XK3X/yJfk7QCRgA3HfffVizZg3OnDmDoUOHAgB27dqF0tJSLFq0yO01w4YNQ2JiIt588008/vjjkMlaVtxYLBZs3LgRMTExGD58eKevXVNTA5vN5rk3Q0QUoBwOB7QGK24aFuvrUHrFZDJ1+MW7dfEYkeATsMWLF2Pjxo0YP348Fi5cCIvFghdffBEZGRmYPn06gJaiq1999RWys7ORkpKCoKAgrF27FlOnTsXo0aMxZ84cNDc345///CfOnDmDt956CyEhIT5+Z0REgaPebIOlsRlW/lImAAAgAElEQVSx3ISbAoSg54ABQGxsLIqKijBy5EgsW7YMa9asweTJk7Fz507nUGNRURFmzJiBoqIi53X33nsvPvvsM6jVajz99NNYunQpVCoVduzYgYceeshXb4eIKCCxBAUFGsH3gAFAamoqduzY0e7x/Px85Ofnu7TfdtttuO2227wYGRERdYXWYAXAIqwUOATfA0ZERMKnNVgQIQuGXCaKfgGiTjEBIyIin6sycBNuCixMwIiIyOe0BguHHymgMAEjIiKf0xqsTMAooDABIyIin7I121FdZ0UcEzAKIEzAiIjIp/S1VjgcLEFBgYUJGBER+RRLUFAgYgJGREQ+pTVYIJUA6ij2gFHgYMGVXlAoFFCpVG3a9Hq9j6IhIhImrcGCaEUYgqQSX4fiUdHR0S5tUin7PagFPwlERORTLEFBgYg9YL1gNBpht9t9HQYRkaBVGaxIToj0dRge525EpK6uzgeRkD9iDxgREfmMw+G40gPG+V8UWJiAERGRzzRYbDBbm1kDjAIOEzAiIvIZlqCgQMUEjIiIfEZrsABgAkaBhwkYERH5jNZggTwsCBEyrgmjwMIEjIiIfIabcFOgEmUCZrFYMGfOHCiVSiQkJGD16tVuzxs3bhwkEonLz8MPP9zHERMRBSbWAKNAJco+30WLFuHQoUP4/PPPcfHiRcyaNQsDBw7E1KlT25z33nvvobGx0fn4wIEDeOCBB/C73/2ur0MmIgpIWoMFmUNdK8YTiZ3oErCGhgasX78eO3fuRHp6OtLT03Hy5EmsXbvWJQFTq9XOPzc3N+Ppp5/G4sWLkZmZ2ddhExEFHFuzHfpaDkFSYBLdEOTx48fR1NSE7OxsZ1tOTg4OHDjQYdX6N998E9XV1ViyZElfhElEFPCq6xphd4A1wCggiS4Bq6ioQExMDEJDQ51t8fHxsFgs7W6U7XA48MILL+CJJ55AZKT4tsMgIvJHLEFBgUx0CZjJZEJYWNstLVofW61Wt9d88cUXuHTpEubOnev1+IiIqIXWYIFEAqijQjs/mUhkRDcHTCaTuSRarY/lcrnba7Zu3Yo77rijzZywrlAoFFCpVG3a2utlIyKitrQGK6KjwhAcJLq+AABAdLTr4gKpVJzvlbpPdJ+EpKQk6HQ62Gw2Z9vly5cRHh4OpVLp9pqPP/4YkydP7qsQiYgILEFBgU10PWCjRo1CSEgI9u/fj5ycHADA3r17kZWV5fabh06nQ1lZGW6++eZuv5bRaOxwYj8REbVPa7BgQHyEr8PwGncjInV1dT6IhPyR6HrA5HI5Zs2ahXnz5uHgwYPYtm0bVq1ahfnz5wNo6Q0zm83O87/55hvIZDIkJyf7KmQiooDEKvgUyESXgAFAQUEBMjIykJubi8ceewzLly/HlClTAAAJCQnYsmWL89zKykoolUpIJBJfhUtEFHAaLDY0WGxMwChgiW4IEmjpBSssLERhYaHLMYfD0ebxr371K/zqV7/qq9CIiAg/LUER1smZROIkyh4wIiLyb60JGIuwUqBiAkZERH1Oa7AiPCwIETJRDsQQdYoJGBER9TmtwYJYhYzzbylgMQEjIqI+11IDjPO/KHB1KQF7/PHHsXHjRpw+fdrb8RARUQBgCQoKdF0afP+///s/ZzdxZGQk0tPTkZWV5fwZNGiQN2MkIiIRabY7oK9lAkaBrVuzHx0OB+rq6lBUVISioiJnu1qtRmZmZpukrH///h4PloiIhK+m1opmu4NDkBTQupWA/f3vf8eRI0dw6NAhnDp1Cs3NzQBatlv49NNP8emnnzrPTUxMbJOQZWZmtrsXIxERBY4qgxUA2ANGAa1bCdhvf/tb536KFosFR48exaFDh5w/paWlzr0RNRoNysvL8Z///AcAIJFI2myQTUREgUlrtEACIEbBHjAKXF1KwCoqKrB///42m1nLZDLcdNNNuOmmm5xt9fX1zh6y1p9z5865VJ8XC4VCAZVK1abN3earRET0I63BAnVUKIKDxL0QPzo62qXtp79HKbB1KQGLj4/HPffc0+l5kZGRuPXWW3Hrrbc62/R6PWJjY3seIRERiYLZ2oyTFww4ed4AWWgQzNZmhIcF+TosIp/wegliMc/7MhqNziFXIiJyz9rYjK17vsfeE5WwNP74b+Yf/+8gckbEY+rYAQgLFV8i5m5EpK6uzgeRkD/ySl/oxYsXsXPnTgBAUFAQ1q9fjzlz5njjpYiIyI9ZG5uxcvNJ7DpcAUujHXEqGYKkEkTIgmFptGPX4Qqs3HwS1sZmX4dK1Kd63ANmt9tx9uxZnD59GqdPn8apU6dw+vRplJaWwmQytZl0//DDD+Phhx/2WNBERCQMW/d8j3Pl9YiQBWPuxMEYnNQPv3/5IB6aMAjysGC8vv07nCuvx9Y93+OhCcm+Dpeoz3QpASspKWmTZJ06dQrfffcdmpqa2pwn1sn2RETUfWZrM/aeqAQAzJ04GCMHq/F9ZQMAIE4VjmsS++GRiYPx8tYz2HuiClNuHcA5YRQwupSAjRo1qs2Gqe0lWhKJBLfddhuGDh2KoUOHeiZCIiISpJMXDM5hx+uvaVkxXlVjAfBjDbCR16gQp5ShymDByQsGZKa6rhwkEqNuV8JPSEjA4MGD2/xUV1fjt7/9LQDgs88+80qgHTl//jwWLlyIL774AgAwceJErF69utPVl1qtFk8//TQ++OADmM1m3HDDDfjLX/6C7OzsPoiaiEjcGiwt01AS1OHOL/HlehMiZMHoF97y60cikSAhOhxVBovzfKJA0K0ETCKRYNiwYfjb3/7Wpodrz549Hg+sq/R6PXJzc9HY2IglS5bAZrNh5cqVKCkpQXFxMUJDQ91eV1dXh1tvvRXl5eVYsGABVCoV1q5di/Hjx6O4uBgjRozo43dCRCQuEbKWXzEV1WY4HA5IJBJodCZcFSt3JmQOhwMVenOb84kCQZdWQW7cuBFJSUlwOBzYvXs3Ro4ciYULF/rFctqCggJcunQJu3fvxpIlS/DMM89g69atOH78OAoLC9u97oUXXkBpaSk+/PBDPPvss5g/fz6+/PJLSCQSvPjii334DoiIxGnYICVkoVJU1VhQcq4GAKDRmZEYE+485/i5GlQZLJCFBmHYIPGWLSL6uS4lYNOnT8e3336L5cuXIyIiAk1NTVizZg2uvfZavPnmmz6dfL9582aMGzcOaWlpzra8vDykpqZi8+bNbq9xOBx48803cdddd7UpGtu/f3+sWrWqTRsREfVMeFgQckbEAwBe3/4dDn+rR4XOhKQYORwOB459V431278DAOSMiOMEfAooXa4DJpPJsHTpUnz77bfIz8+HRCJBZWUl5syZg+nTp3szxnbV1NSgrKwMGRkZLsfS09Nx+PBht9dduHABGo0GEyZMANCSkNXX1wMAfve732Hu3LneC5qIKIBMHTsA1yRGosFiw9r3SmF3AF+f1OLJ147i5a1n0GCx4ZrESEwdO8DXoRL1qW4XYu3fvz/++c9/4tChQ8jNzW0Zv6+ocB5/6623PBpgRzQaDQAgKSnJ5VhCQgKMRiOMRqPLsbNnzwIA4uLisGjRIiiVSvTr1w+DBw/Ghx9+6N2giYgCSFhoEBY9OAx5GQkICW75lXOuvN457JiXkYBFDw4TZSV8oo70uBL+qFGjsHv3bmzbtg1Dhgxxtufn5yMzM9O5ItGbWuegyeVyl2Ph4S1zDBoaGlyOGQwGAMDSpUvx0Ucf4eWXX8bGjRshl8sxefJk7Nq1y4tRExEFlrDQIDw0IRkTMvpDFipF/h3X4LF7U1HwWCYempDM5IsCUpcSsCNHjqC52f02EZMmTcI333yDl156CSqVCg6HA0eOHEFeXp5HA3Wnde7ZT2uU/Zy7Y1arFUBLIrZv3z7k5+djxowZKCoqglKpxFNPPeWdgImIAliVwYpB/SMxdmQ8MlOjOeeLAlqX1vxmZmYiIiICtbW1bhOa4OBgzJ8/H7NmzcKzzz6LV155xbkNkTdFRkYCAMxms8ux1raoqCiXYxEREQCAKVOmQKVSOduVSiUmTZqEwsJC1NfXO5+/PSqVqs31P2e32ztcoCCVtuS/arW6w9ch/8b7KHy8h33jco0V1w+O9trfsz/cR4lE4ozDneBgltqgFl0egjSZTJ2udlQqlVizZg2++eYbTJo0qdfBdWbAgJZJmz+dg9aqvLwcSqXSmWz9VOucsbi4OJdjcXFxbSblExFR7zXZ7KjQNWBAfD9fh0LkF7qVit9///3IyspCZmYmMjMzoVS6r9kyZMgQvP/++x4JsCNKpRLJyck4cuSIy7GjR48iMzPT7XXDhw9HWFgYTp486XLs/PnzkMlknVbR7wqz2QyTydTu8dZvadXV1b1+LfId3kfh4z30vkvaBjTbHVCGO7z29+wP91Eul7v94k/0c11OwBwOB7Zt24Zt27Y525KTk53JWFZWFjIyMlyG7Zqbm5GUlIQbb7yxzbWect9992HNmjU4c+aMszr/rl27UFpaikWLFrm9JiIiApMmTcK2bdtw8uRJDBs2DEBL8vXBBx9g8uTJCArqfG5CTU1Nnwy1EhEJnUbXMi0kKdZ10ZSYmEymDr94+0MBc/IPEkcXqqj+7W9/w8GDB3Hw4EGcPXu2zVDkT+eESSQSDBkyxJmUZWZm4vrrr4dCoYBEIml3In9vaLVaDB8+HMHBwVi4cCEsFgtefPFFDB48GPv27UNYWBjKysrw1VdfITs7GykpKQBaaoGNHj0aADB//nyEhobi5ZdfRkNDAw4fPuw8z52amhrs2rULGRkZ6Nev593p/vBtjXqP91H4eA+97/2i7/HF8Uq8/HiW115DCPexrq4Ohw8fRl5eXodziEn8utQD9oc//MH559raWhw6dMiZkB08eBA//PADgJZestLSUnz77bd45513AKDDyYieEBsbi6KiIixYsADLli1zlpJYuXIlwsLCAABFRUWYPXs2NmzY4EysBg0ahP3792PJkiVYuXIlHA4HbrnlFqxcubLD5IuIiLpPc6UCPhG16PZyjKioKNx222247bbbnG1VVVUoLi52JmSHDh2CTqcDAK/0ev1camoqduzY0e7x/Px85Ofnu7SnpKTgX//6lxcjIyIioGUIcniywtdhEPkNj6yHjYuLw8SJEzFx4kRn24ULF5wJWXFxsduJ8kREJH5NNjuqasxIzErwdShEfsNrBUkGDRqEQYMG4f777wcAn27YTUREvnO52gy7AxyCJPoJ707Q+omOqtUTEZF4aXQtqwLFvgKSqDv6LAEjIqLApNGZoYwMRYSMVeCJWjEBIyIiryrXmpAUE+7rMIj8SpcSsLfffhtnz571dixERCRCl1iCgshFl/qDZ8yYAYlEAoVC4ax6P3r0aGRlZSExMdHbMRIRkUA1NjVDW2NBIud/EbXRra2IDAYDdu/ejd27dzvb+/fv70zGWv+rULDWCxERARV6MxzgCkiin+tSAvbMM884q9//fIuHiooKfPDBB/jggw+cbYMHD8bo0aPx1ltveTZaP6NQKFy2ktDr9T6KhojI/7TuAZkYHXhzwKKjo13avL07DAlHlxKw//3f/3X+uaysrE3V+yNHjrhsPHr27Fl89913ok/AiIioYxqdCap+oZBzBSRRG93+PyIlJQUpKSl48MEHAQB2ux0nT550JmXFxcX45ptv+mQLIl8zGo2w2+2+DoOIyG+VB/AEfHcjInV1dT6IhPxRr7+SSKVSjBgxAiNGjMCcOXMAABaLBceOHet1cEREJGwanQnpQ9S+DoPI73hlMFomk+HGG2/0xlMTEZFAWJuaoTNYkRigPWBEHeFsQCIi8grnCkiWoCBywQSMiIi8QqNtWaCVGM0EjOjnmIAREZFXaHQmREeFIjwsyNehEPkdJmBEROQV5Toz538RtUOUCZjFYsGcOXOgVCqRkJCA1atXt3vuPffcA4lE0uZn+/btfRgtEZE4aQK4BAVRZ0RZGW/RokU4dOgQPv/8c1y8eBGzZs3CwIEDMXXqVJdzT506hU2bNmH8+PHOtp9Xtyciou6xNDZDZ7QyASNqh+gSsIaGBqxfvx47d+5Eeno60tPTcfLkSaxdu9YlAbNarTh//jyysrLQv39/H0VMRCQ+5fqWCfhcAUnknuiGII8fP46mpiZkZ2c723JycnDgwAGXqvWlpaWQSCRISUnp6zCJiEStXBu4e0ASdYXoErCKigrExMQgNDTU2RYfHw+LxeKyLcTp06ehUCgwY8YMJCQkYPTo0di5c2dfh0xEJDoanQmxijCEhXIFJJE7okvATCYTwsLC2rS1PrZarW3az5w5A5PJhNtvvx0ff/wx7rzzTtx99904dOhQn8VLRCRGGp2JKyCJOiC6OWAymcwl0Wp9LJe3/cdg6dKl+MMf/uCcdD9y5EgcPnwY//jHP5CZmdnpaykUCpcJ++42XyUiCjQanQk3Xhfr6zB8Kjo62qVNKhVdvwf1kOg+CUlJSdDpdLDZbM62y5cvIzw8HEqlss25UqnUJYFKS0uDRqPpk1iJiMTIbLWhurYRSTGc/0XUHtH1gI0aNQohISHYv38/cnJyAAB79+5FVlaWyzeP/Px8SKVS/POf/3S2HTt2DCNGjOjSaxmNRpeJ/UREga5cd2UCfoAPQbobEamrq/NBJOSPRJeAyeVyzJo1C/PmzcOGDRug0WiwatUqbNiwAUBLb5hCoUB4eDgmTZqEBx98EOPGjUN2djbeeecd7N27F//4xz98/C6IiIRLozNBAiCBKyCJ2iW6IUgAKCgoQEZGBnJzc/HYY49h+fLlmDJlCgAgISEBW7ZsAQBMmTIF69atw5///GcMHz4c//nPf/Dxxx9j0KBBPoyeiEjYNDoTYpUyhIVwBSRRe0TXAwa09IIVFhaisLDQ5ZjD4Wjz+JFHHsEjjzzSV6EREYmeRmdGIud/EXVIlD1gRETkO+U6EyvgE3WCCRgREXmMyWJDTV0j94Ak6gQTMCIi8hiN7soekEzAiDrEBIyIiDymXGeGRMIVkESdYQJGREQeo9GZEKeUISSYv16IOsL/Q4iIyGM0OhOHH4m6gAkYERF5TLnOhESugCTqFBMwIiLyiAaLDYb6JlzFHjCiTjEBIyIij9BoW1ZAsggrUedEWQm/rygUCqhUqjZt7jZfJSIKBBqdCVIJ0F/NBAwAoqOjXdqkUvZ7UAt+EoiIyCM0WhPi1eFcAUnUBewB6wWj0Qi73e7rMIiI/ELLCkj2frVyNyJSV1fng0jIH/FrChEReUS5zoxETsAn6hImYERE1Gt1pibUmppYA4yoi5iAERFRr3EPSKLuYQJGRES9Vq4zIUgqQbxa5utQiARBFAnY+fPnMWXKFKjVaqjVasycORNarbZbz1FSUoLQ0FA8++yz3gmSiEjENDoz4tUyBAeJ4tcKkdcJfhWkXq9Hbm4uGhsbsWTJEthsNqxcuRIlJSUoLi5GaGhop89hs9mQn5+PpqamPoiYiEh8NFruAUnUHYJPwAoKCnDp0iWcOHECaWlpAIAxY8ZgwoQJKCwsxNy5czt9jr/85S84efKkt0MlIhItjc6EoQMTfB0GkWAIvq948+bNGDdunDP5AoC8vDykpqZi8+bNnV5/4sQJ/PnPf8bSpUu9GSYRkWjVNjSi3mxjDTCibhB0AlZTU4OysjJkZGS4HEtPT8fhw4c7vN5ms2H27NmYMGECpk+f7q0wiYhETaMzA+AKSKLuEPQQpEajAQAkJSW5HEtISIDRaITRaIRCoXB7/QsvvICzZ89i27ZtsNlsXo2ViEisNFdWQMapuAKSqKsE3QPWuqWDXO76rSs8vKUrvKGhwe21J0+exHPPPYdVq1bhqquu8l6QREQiV64zoX90OFdAEnWDoP9vcTgcAACJRNLuOe6ONTc3Iz8/Hzk5OV2apE9ERO3TaM24isOPRN0i6CHIyMhIAIDZbHY51toWFRXlcqy1TMXevXuh0+kAtMwnAwCTyQSdTge1Wg2ptOP8VKVSQaVStXvcbrc7k0R3Wp9frVZ3+Drk33gfhY/3sOccDgcqqs3IGpbg878/f7iPEomkw98dwcGC/rVLHiToHrABAwYAACoqKlyOlZeXQ6lUIiIiwuXYxx9/jMbGRowePRqxsbGIjY1Feno6gJbkLDY2Ft9//713gyciEgFDvRV1piZcHR/p61CIBEXQqbhSqURycjKOHDnicuzo0aPIzMx0e93q1audPV6tKisrMX36dMyYMQMzZ85E//79ex2f2WyGyWRq93jrt7Tq6upevxb5Du+j8PEe9typCwYAgEJm9/nfnz/cR7lc7vaLP9HPCToBA4D77rsPa9aswZkzZzB06FAAwK5du1BaWopFixa5vcZd2YoLFy4AAFJSUpCXl9el166pqeHqSSIKaJe0JgQHSRCn5ApIoGUaS0dfvFsXjxEJeggSABYvXgy1Wo3x48ejoKAAzz//PKZOnYqMjAxnba+ysjJs2rQJZWVlPo6WiEhcynVmJESHQyptfzEUEbkSfAIWGxuLoqIijBw5EsuWLcOaNWswefJk7Ny5E2FhYQCAoqIizJgxA0VFRT6OlohIXDQ67gFJ1BOCH4IEgNTUVOzYsaPd4/n5+cjPz+/wOQYNGtThikUiImrL4XBAozNh5DXtrwYnIvcE3wNGRES+YahvhNnajET2gBF1GxMwIiLqEecekLHchJuou5iAERFRj2i0JoQESxGr4ApIou5iAkZERD2i0Zm4ApKoh5iAERFRj5RzBSRRjzEBIyKibnM4HCjXm5EUw/lfRD3BBIyIiLqtuq5lBSR7wIh6hgkYERF1W7muZbudxFgmYEQ9IYpCrL6iUCigUrUtQKjX630UDRFR39FoTQgNkSJGEebrUPxWdHS0S5tUyn4PasFPAhERdZtGZ0ZidDikEq6AJOoJ9oD1gtFohN1u93UYRER9jisgO+duRKSurs4HkZA/Yg8YERF1i93hQLnehCTO/yLqMSZgRETULdVGKyyNdu4BSdQLTMCIiKhbNFdWQLIGGFHPMQEjIqJu0ejMkIVKER3FFZBEPcUEjIiIukWjMyExWg4JV0AS9RgTMCIi6pZynYnzv4h6SZQJmMViwZw5c6BUKpGQkIDVq1e3e+7bb7+Na6+9FuHh4cjOzkZxcXEfRkpEJCx27gFJ5BGirAO2aNEiHDp0CJ9//jkuXryIWbNmYeDAgZg6dWqb87788kvMmTMH69evR3Z2NtatW4c77rgDFy9eRGRkpI+iJyLyXzqjFY1NdpagIOol0fWANTQ0YP369Xj55ZeRnp6Oe++9F4sXL8batWtdzr18+TKWLl2K6dOnIyUlBcuWLUN1dTVOnTrlg8iJiPxfufbKHpAcgiTqFdH1gB0/fhxNTU3Izs52tuXk5GDFihWw2+1t9uG6//77nX82m8146aWXEBcXh+uuu65PYyYiEgqNzoTwsCCo+4X6OhQiQRNdAlZRUYGYmBiEhv74j0N8fDwsFgv0ej1iY2Ndrtm9ezd+8YtfwOFw4O233+bwIxFRO1r3gOQKSKLeEV0CZjKZEBbWtjZN62Or1er2muHDh+Pw4cPYvn078vPzkZycjBtvvNHrsRIRCY1GZ8LA+Ahfh0EkeKJLwGQymUui1fpYLnc/ZyE+Ph7x8fEYNWoU9u/fj1dffbVLCZhCoYBKpWrT5m7zVSIiMbDbHajQm5E9zHUkgVxFR0e7tP10GgwFNtF9EpKSkqDT6WCz2Zxtly9fRnh4OJRKZZtzDx48iCNHjrRpu+6666DT6fokViIiIdEaLWiycQUkkSeIrgds1KhRCAkJwf79+5GTkwMA2Lt3L7Kysly+ebzxxhs4f/48PvnkE2fb4cOHkZ6e3qXXMhqNsNvtngueiMiPabRmAEASV0B2ibsRkbq6Oh9EQv5IdAmYXC7HrFmzMG/ePGzYsAEajQarVq3Chg0bALT0hikUCoSHh+PRRx/FmDFj8PLLL+POO+/Epk2bUFxcjI0bN/r4XRAR+Z9ynQnysCAoI0N8HQqR4IluCBIACgoKkJGRgdzcXDz22GNYvnw5pkyZAgBISEjAli1bAADp6el4//338cYbb+D666/Hjh078MknnyApKcmX4RMR+SWNzoSkWO4BSeQJousBA1p6wQoLC1FYWOhyzOFwtHk8ceJETJw4sa9CIyISLI3OhJTEfr4Og0gURNkDRkREntV8ZQUk538ReQYTMCIi6lRVjQW2Zgc34SbyECZgRETUKY2uZQ9I9oAReQYTMCIi6lS5zoQIWTCiIrgCksgTmIAREVGnNDoTkmK4ApLIU5iAERFRpzQ6M5JiOf+LyFOYgBERUYdszXZc1puRyPlfRB7DBIyIiDpUVWNBs93BCfhEHsQEjIiIOvTjCkgOQRJ5iigr4fcVhUIBlUrVps3d5qtEREKm0ZkRGR6MqIhQX4ciKNHR0S5tUin7PagFPwlERNSh8isrIInIc9gD1gtGoxF2u93XYRAReZVGZ8LQAQpfhyE47kZE6urqfBAJ+SP2gBERUbtszXZUVls4/4vIw5iAERFRuyqruQKSyBuYgBERUbucKyBjmYAReRITMCIiapdGZ0JURAgiw7kHJJEniSIBO3/+PKZMmQK1Wg21Wo2ZM2dCq9V2et0nn3yCW265BXK5HJGRkcjLy8P+/fv7IGIiImHgCkgi7xD8Kki9Xo/c3Fw0NjZiyZIlsNlsWLlyJUpKSlBcXIzQUPd1a/bs2YM77rgDw4YNw4oVK2Cz2bBu3TqMHTsWX375JUaPHt3H74SIyP9c0poxPJkrIIk8TfAJWEFBAS5duoQTJ04gLS0NADBmzBhMmDABhYWFmDt3rtvrnnjiCVx99dU4cOAA5PKWb3czZ85EWloannnmGXz22Wd99h6IiPxRk82OqhozErMSfB0KkegIfghy8+bNGDdunDP5AoC8vDykpqZi8+bNbq+pqXa/NKEAACAASURBVKnB8ePH8cADDziTLwCIj4/H2LFj8dVXX3k9biIif3e52gy7AxyCJPICQfeA1dTUoKysDFOnTnU5lp6ejh07dri9LioqCqWlpYiIiHA5ptPpEBws6L8WIiKP4ApIIu8RdA+YRqMBACQlJbkcS0hIgNFohNFodDkWFBSEIUOGIDExsU17SUkJ9u3bh+zsbO8ETEQkIBqdGcrIEETI+KWUyNMEnYC1bunw02HEVuHhLVWbGxoauvRc9fX1mDlzJgDgySef9FCERETCVa41IZHDj0ReIegEzOFwAAAkEkm753R0rJXJZMKkSZNw/PhxPPnkkxg7dqzHYiQiEioNS1AQeY2g+5UjIyMBAGaz2eVYa1tUVFSHz2EwGDBx4kTs27cPDz/8MFasWNHl11epVFCpVO0et9vtziTRHam0Jf9Vq9Vdfk3yP7yPwsd76KqxqRlagwXXDowRzN+LP9xHiUTijMMdzjGmVoLuARswYAAAoKKiwuVYeXk5lEql24n2raqqqpCbm4t9+/bh0Ucfxfr167vUY0ZEJGYmiw07vr4AuwMw1jfCZLH5OiQi0RF0Kq5UKpGcnIwjR464HDt69CgyMzPbvbaurg633347jh07hgULFqCgoMDj8ZnNZphMpnaPt35Lq66u9vhrU9/hfRQ+3sMW1sZmbN3zPfaeqISl0Q4A2PRJKbb+9yxyRsRj6tgBCAsN8nGU7fOH+yiXyzv84k/UStAJGADcd999WLNmDc6cOYOhQ4cCAHbt2oXS0lIsWrSo3esee+wxHDt2DPPnz+9x8lVTUwObjd8MiUj4rI3NWLn5JM6V1wMA5LIgNDXZoeoXhiqDBbsOV+B8RR0WPTjMr5MwXzOZTB1+8W5dPEYk+ARs8eLF2LhxI8aPH4+FCxfCYrHgxRdfREZGBqZPnw4AKCsrw1dffYXs7GykpKTg9OnTeOutt6BUKjFq1Chs2rTJ5XlbryUiCgRb93yPc+X1iJAFY+7Ewfjv0cuw2YGFD6Sh5FwNXt/+Hc6V12Prnu/x0IRkX4dLJHiCT8BiY2NRVFSEBQsWYNmyZZDL5Zg8eTJWrlyJsLAwAEBRURFmz56NDRs2ICUlBXv27AHQMgF/9uzZbp+XCRgRBQqztRl7T1QCAOZOHIyRg9V4Z9cFjBqigkQiwcjBajwycTBe3noGe09UYcqtAxAexl4wot4QfAIGAKmpqe1WvQeA/Px85OfnOx/PmzcP8+bN64PIiIj838kLBlga7YhTyXD9NSrUmZqgNVjalKAYeY0KcUoZqgwWnLxgQGZqtA8jJhI+Qa+CJCKi3mu4ssoxQR0OiUSC7V9fQlioFKOG/FjOQSKRICE6vM35RNRzTMCIiAJc61ZDFdVmaGvM+PzIZdwx5v+3d+/RTVV538C/J70laWnTlrak5VIoUu7FclNgpPUO4iuXyiAuQOHBV4dxvDDILJbzIuOjo9x8mNF3lqNOZdQZZNAX77pAbBEUEBCKUBBaKNCm9zZt01yaZr9/1BwbmtpbmuSk389aXas55+zdX87uTn7ZZ2efJERqQ+RjhBAwVJldjiei7mMCRkTUx41J1kEdqkJ5jQX/+KwAWnUw7pjseq/ckwU1KK+1QB0ahDHJOh9FShQ4mIAREfVxmrAgzBiXAAA4e7kOk0bEIDSk5e1BCIETF6rx+scXAAAzxsVzAj6RB3AcmYiIkDVzMA7+UA6ztRn7vi/DDxeN0MdqYKgyo7zWAgBISYxA1szBPo6UKDAwASMiIhSUNMBsbcb4YTr8eLUe5bUWOfFShwZhxrh4v18Jn0hJmIAREfVxDiHwn5xLGJYYgcfvHQWLzYHTl2phstgRrg7GmGQdLzsSeRgTMCKiPu7o2SpcKjVh7eIxkCQJmrAgrvNF1MuYgPVAVFQUoqOjXbZVVVX5KBoioq6zNzvwXu5lpKVEY+TgKF+HE1BiY9smsSoVv/tGLfifQETUh+WeKENFrQVZGZxcT+RNHAHrAaPRCIfD4eswiIi6xWxtxgcHr2D6uDgMjAv3dTgBx90Vkfr6eh9EQv6II2BERH3UF0eKYbY2Y+4Mjn4ReRsTMCKiPshosuHzIyW4bZIesVFhvg6HqM9hAkZE1Ad9ePAqglQSZt+Q5OtQiPokJmBERH1MabUZuSfKMGfaQERoQjouQEQexwSMiKiPeX//ZUSGh+CW9AG+DoWoz2ICRkTUhxSW1OO7s1WY96tBCA3h6vZEvhKQCZjFYsGKFSug0+mg1+uxZcuWDsscOHAAw4YN80J0RES+IYTAf3KKkNRfg+lj430dDlGfFpDrgK1ZswZHjx7Fvn37UFRUhGXLlmHIkCHIyspye/ypU6eQlZUFtVrt5UiJiLznVGEtzl6uw2NZI6FSSb4Oh6hPC7gRMJPJhNdffx3btm1Deno65s2bh6eeegovv/yy2+NfffVVTJs2DQkJCV6OlIjIexyOltGvEQMjkZYS3XEBIupVAZeAnTx5Ek1NTZg2bZq8bcaMGTh8+LDbVes/++wzbN++HU888YQ3wyQi8qpvT1fgakUjFmYOgSRx9IvI1wIuATMYDOjfvz9CQ0PlbQkJCbBYLG5vC7F7927Mnz/fmyESEXlVk92B//f1ZUwcEYOUpH6+DoeIEIAJWGNjI8LCXFd1dj62Wq2+CImIyKf2HS9FTb0NC2YO8XUoRPSTgJuEr1ar2yRazsdardajfysqKgrR0a5zKdyNshER+UqjxY6PvrmKm9ISoI/V+DqcPiU2NrbNNpUq4MY9qJsC7j8hKSkJlZWVsNvt8rbS0lJoNBrodDofRkZE5H2fHCpGU7MD98wY5OtQiKiVgBsBmzBhAkJCQnDo0CHMmDEDQMsaX5MnT/b4Jw+j0eh2Yj8RkT+orrNiz1ED7pySCF1EaMcFyKPcXRGpr6/3QSTkjwIuAdNqtVi2bBkefvhhZGdno7i4GJs3b0Z2djaAltGwqKgoaDQciieiwLb7wBWEhagwa2qir0MhomsE3CVIANi6dSsmTpyIzMxMrFq1Chs2bJC/6ajX6/Huu+/6OEIiot5VXNmIA6fK8b+mD4ImLOA+axMpXkD2Sq1Wi+3bt2P79u1t9gkh3JZ54IEH8MADD/RyZERE3rErpwj9I8OQMYGLTBP5o4AcASMi6st+vFKHExdqMO+mwQgJ5ss8kT9izyQiCiBCCOzMKcLghHBMHd3f1+EQUTuYgBERBZDvz1ejoLgeCzOGQMVbDhH5LSZgREQBotkhsCv3MsYkR2HMUK57SOTPmIAREQWIA3nlMFSZkZXBWw4R+TsmYEREAcDa1IzdBy5j6uj+SB4Q4etwiKgDTMCIiALAnu8MqG+0Y/5Ng30dChF1QkCuA0ZEFOjM1macvlQLk8WOIAn45NBVZF4/APE6ta9DI6JOYAJGRKQgVlszduVexoFTZbDYXO9Fa7M3w2prRlhokI+iI6LOYgLWA1FRUYiOjnbZ5u7mq0REnmC1NWPTjtMoKGkAAMRHqxEbGYr8ojoAwP6T5SiuaMSaRWOYhPmB2NjYNttUKs78oRb8TyAiUohduZdRUNKAcHUwHs8aiRceuh66iDBEaoOxau4IhKuDUVDSgF25l30dKhF1gCNgPWA0GuFwODo+kIioh8zWZhw4VQYAWDlnONKGx+BymQmHTldgyR3DMGlkfwQHq7Bt11kcOFWO+TcNhiaMo2C+5O6KSH19vQ8iIX/EETAiIgU4fakWFpsD8dFqDIzT4osjJXhl9zkkxKjxq/HxAIC0lGjE69Sw2Fom6BOR/+IIGBGRAlQZLQAAk9mO3//tOIKDJIxPicY90wchOKjls7QkSdDHalBea4HJYvdluETUASZgRER+ymSx49i5KhzOr8SZS0YAQJPdgRWzU5A+IhZatetLuBAChiozACBczZd3In/GHkpE1Etar9UVrg7GmGRdh/OyzNZmnLhQjcNnKvHDxVo4HAKpgyOx+NZkvJd7GdYmB/ppQ9okXwBwsqAG5bUWqEODMCaZ94Ik8mcBkYBdvHgRq1evRk5ODgBgzpw52LJlC+Li4nqlHBHRL2lvrS51qAozxiUga+Zgl2UibE3NyCuoxeH8SpwsqEGT3YHhSf2w6OZkTBoZC11EKACgvMaKvccMeO3jC/ivOcORlhINSZIghMDJghq8/vEFAMCMcfGcgE/k5xSfgFVVVSEzMxM2mw1r166F3W7Hpk2bkJeXhyNHjiA0NNSj5YiIfom7tbr0MRoYqswor7Vg7zEDLhrq8cS9o3ChuB6H86vw/fkqWGwODEkIx7xfDcLkkbHoH9V2RfusmYNx0VCPgpIGbNt1FvE6NfSxP9cNACmJEciaydsREfk7xSdgW7duxdWrV3Hq1CmMGjUKADB16lTcdttt2L59O1auXOnRckQUWMzWZnx7yoD6xibAYe3UZcJf0nqtrpVzhmN8q1GqExdq8PePzqOgpAGPv3wU9maBxFgNZk1NwpRR/TEgRvOLdYeFBmHNojE/ja6Vo7zWIide6tAgzBgX32Z0jYj8kySEEL4OoidSUlIwdOhQ7N2712X7yJEjkZSUhC+//NKj5QCgpqYGe/fuxcSJE9GvX79uxW22NuNypd1jL/rX1t3VeSe+rluJMTvrVlo7Kvlce7Lurl4m7GyMT77yHSw2Bx7PGom04TFodggUltTj0JlKHD1bhbrGJgBAcJCEtYvHICWxHyRJ6nL8vXmulSomJgYAUF1d7eNI2ldfX49jx47h1ltvbXMnFepbFD0CVlNTg8LCQmRlZbXZl56ejk8//dSj5TyhN170lVy3EmNWat1KjLm36r72MqE+VouB8REoMtS5XCbsyi19rLZm5JwohcXmQLg6GF/nleM/uZdRVm2GvVkgul8obhwbhykjY/Hqhz+ivNaK2oambiVfAKAJC8Kk1La3uiEiZVB0AlZcXAwASEpKarNPr9fDaDTCaDQiKirKI+V6qjde9Nuru715J/5UtxJjdle3EtoxUM61p+q+9jJhxuQUSJKEqqoq5BXU4LWPL8i39Ln/tqEuZesam2CobISh2gxDpRmGajNKKs2oqrP+HHdTM0wWO1IHRSIjLQFDBoQjJakfVD8lW/pYLcprrVyri6gPU3QC5rylg1arbbNPo2mZS2EymdokUt0t11M9edHvat2t5534a91KjNld3Upox0A5156o290tfZyjUJIkIW14DFbMHo6/vH8W+0+WIVIbjMo6KwxVZhiqzGgw2386FvIk+CmjYpEYq4XRZMOu3MuIiQzDU/eNcTu6xbW6iAhQ+K2InNPXfmkIv70XwO6U64nOvOj/15zhAIADp8phtjYHdN1KjFmpdSsx5u7UXV1nRZ3Jhqo6K8prLCiubERRaQMKiutx9rIRpy/W4sSFanx48AosNgcitSGoqrNiz1ED3s8pwDtfnMPfPjiH//OPE/i/H5wDANjsDnz4zVUUlZoQGxmG2ybp8Zu5I/DfKybg1dU34IX/nY7HskZhYWYyZoyPx83peqhDVSivsSCvoMbt8+JaXUQEKHwSfl5eHtLS0vDXv/4Vv/3tb132rV69Glu3bkVDQwPCw8M9Us7JOQm/o0mUDodDTva+PWXAC28dgz5Wi789lQlJkvDB/kJ8fPCifLwQAtV1VjQ7BCLDQ6Hu5CUVi60ZdSYbglQSYiLD2k06/aluJcas1LqVGHN7dQsB2JsdsDc70GR3wNbUDEcPXsFUEhAcrEJIcBDCQoLky8kD4yOw/0Qxzl8x4jfzx+GOG4Z0us7XPvgBHx+8hH7aEDy2cAImjYqXR+2O5pfjf949gQZzE+ZMT8bKe8Z2P3hqQ6VqGVNwOBwdHNl7JEmS43Cns+8fFPgUPf49eHDLWjcGg6HNvpKSEuh0OrdJVHfL9UT9T998GhgfIb9JDU2MQubEQWidA399ohiGqkaMGKTDsKTOXQItLDbi6NlyxMdo8au0xHaP86e6lRhze3U729Nf2zGQzjUABKkkhASr5J/Pvi1CUWk97pg6GBNHxiMkWIXgIJXLMa0fnzhXgf/ZedLlw9C1b9xCCHzyzSUAQGR419YEXDJrJM5fqcW5y7X47ze/w4BYLQbGReBqRQNKqxoBAKmDdVgya2SX6iWiwKLoBEyn02Ho0KE4fvx4m33ff/89Jk2a5NFyXWU2m9HY2PKCC0fLBN2i0jpUVVVBkiSMHx6L8cNj5a9MCyGQc+wKAGDqqOhOf8PpaKQKR8+Wo7m5GXdO6t/uKIQ/1a3EmNur+9qvvvtb3IF0rt3V/f5XLR9uhidqcJ3+2mTJ8dMPAAGIJmBEkhrqUBUMVY3I+a4AacNj2rThiQvVKK1qhDo0CIP7B3d5WYMnslLltbpKqxrlxKv1Wl2NDXVo7FKt1BF/WIZCq9V6/AM8BSZFzwEDgAULFmDv3r04e/asvG3v3r04d+4cFi1a5PFyrdXU1KCioqLdHzn5AjAmWddrc0OUWLcSY1Zq3UqMuTfr1oQFYca4BADAax9fwIkL1fLoZctiqdU9vqVPWGgQ7r9tKLaumoRV81LxwKwUrJqXiq2rJuH+24ZyodQA1tjY+IvvCzU17v+Xqe8JeuaZZ57xdRA9cf311yM7Oxtvv/02JEnCV199hcceewxjx47Ftm3bEBwcjMLCQnzyySeIiIiQr7l3plx7LBYLCgsLkZiYiLCwsE7FGRKsgrGhCYWGBpwqrEVifw2SE1u+0dXY2Cjfx63J7kDGhAFIHxHT6XPgru6EaHWbe8T5U91KjLm9uv29HQPpXHuq7tRBkcgvMqKsxoLDZyqR830xTvxYgfdyi7DveCma7A6kJEZg5ZzrEBzU/c+pIcEqJPbXInlABBL7axESrPjPvH7N+S12s9ns40jaZ7PZYDAYMGzYMDle6psUPQnf6dy5c3jiiSewf/9+aLVazJ49G5s2bZJvqv3mm2/iwQcfRHZ2Nh544IFOl2tPd1fCv3ZNI+fckMuldS73cfPIeknt3CPOn+pWYszu6lZCOwbKufZ03c7LhBbbz9/O5C19lMsfLkF2hCvhk1NAJGDe1pNbEfXmi74S61ZizEqtW4kx93bdQO/eToq8iwkYKQkTsG7gvSB5f8LWdSutHZV8rnurbiW8cVPHlNCOTMDIiQlYN3giAQOU8WJBHWM7Kh/bMDAooR2ZgJETZ4QSEREReRkTMB+SJAmSJLm9JyUpB9tR+diGgYHtSErCBMyHVCoVVCoVF+1TOLaj8rENAwPbkZSECRgRERGRlzEB62NiY2MRG9u5W8Hw7/knXzxHtqPn9YVzynYkah8TMCIiIiIvU/TNuH0tKiqqzdeIq6qqfBQNERH5E3cjYyoVxz2oBf8TiIiIiLyMI2A9YDQa4XA4fB0GERH5IXdXROrr630QCfkjJmDd0Nzccj+6xsbGHtUTHPzz6fdWp3QOf/PveY6329EXzzHQ25F9MTD+phLa0fm+4Xwfob6LCVg3mEwmAEB+fr6PIyEiIiUymUzo37+/r8MgH+K9ILvBYrGgrKwM4eHhCAryzM2AiYgo8DU3N8NkMiEhIQFqtdrX4ZAPMQEjIiIi8jJ+C5KIiIjIy5iAEREREXkZEzAiIiIiL2MCRkRERORlTMB6ycWLFzF//nzExMQgJiYGS5cuRUVFRa+V8yaLxYIVK1ZAp9NBr9djy5Yt7R77ySefYMKECYiIiMD48ePx4YcfuuzX6XSQJMnlp6GhobefQqd1tz2mTJnS5nlJkoSsrCwvRN05nW3HjIwMt89l+fLl8jH+3o6tPfTQQ8jIyOjUsUrojwBgtVoxduxY5OTktHuM0vvitbrSjkroj9T3cB2wXlBVVYXMzEzYbDasXbsWdrsdmzZtQl5eHo4cOYLQ0FCPlvO2NWvW4OjRo9i3bx+KioqwbNkyDBkypM2LWV5eHubPn49NmzZh9uzZ+OKLL5CVlYXvvvsOaWlpKC4uhtFoREFBAbRarVwuPDzc20/Jre62hxACZ86cwdy5c7FgwQKXfUOGDPFG6J3S2XZ8//33YbPZ5MeHDx/GwoUL8Zvf/AYA/L4dW3vjjTfw2muvYebMmR0eq5T+aLFYsHjxYpw+fbrdY5TeF6/VlXZUSn+kPkiQx61bt04EBQWJM2fOyNv27NkjAIi///3vHi/nTQ0NDUKtVouvvvpK3vbss8+KmTNntjl27dq14s4773TZdvvtt4t169YJIVqem16v781we6S77VFYWCgAiOzsbC9E2T1dacfW7Ha7GD16tHj66aflbf7ejkK0xL1hwwYhSZIA0OHzFEIZ/fH06dMiLS1NjB8/XgBwac/WlN4XnbrTjkroj9Q38RJkL9ixYwcyMjIwatQoedutt96K1NRU7Nixw+PlvOnkyZNoamrCtGnT5G0zZszA4cOH29wXc9myZXjhhRfa1GE0GgEAZ86cwYgRI3o34B7obns4RyJal/M3XWnH1t58801UV1dj7dq18jZ/b0eLxYL09HSsX78eS5YsQVJSUqfKKaE/5ubmIjMzE99+++0vHqf0vgh0vx2V0B+pb2IC5mE1NTUoLCzExIkT2+xLT0/HsWPHPFrO2wwGA/r37+9y+SUhIQEWi6XNjWdHjRqFtLQ0+fHp06fx5Zdf4pZbbgHQciunxsZGZGRkQK/XY/bs2fjxxx+980Q60JP2uPYF33nrKn/SlXZ0EkLgxRdfxOOPP46IiAh5uz+3I9Dyxl1XV4d3330X27dvd7lfYHuU0h8feeQRvPTSSy6XDd1Rcl906k47Asroj9Q3MQHzsOLiYgBw++lMr9fDaDTKnzo9Uc7bGhsbERYW5rLN+dhqtbZbrrKyEgsWLMD06dNxzz33AADOnj2L6upqPP300/jggw+g0Whwyy23ePVmwe3pSXv88MMP6NevH5588kn069cPERERSElJ8ZtRE6B77ZiTk4OrV69i5cqVLtv9uR0BIDIyEufPn8fChQs7XUYp/bE7lNYXnbrTjoAy+iP1TZyE72HOFyx3n0g1Gg2Alk9gUVFRHinnbWq1us0btPNxe5/Cy8rKcNttt8HhcGDXrl1QqVry/s8//xxNTU3yaMo777yDQYMG4aOPPsLixYt78Vl0rCftcfr0adTX16O2thb//Oc/UVtbi23btuG+++5DU1MTlixZ0rvBd0J32nHXrl2YNWsWYmJiXLb7czsCgEqlkv/nOksp/bGrlNgXnbrTjoAy+iP1TUzAPEz8dGtNSZLaPcbdvu6W87akpCRUVlbCbrfLlwBKS0uh0Wig0+naHF9cXIybb74ZQMsISlxcnLwvLCzMZRRGrVZj6NCh8uiDL/WkPR566CE0Nzdj1apV8rZFixZh7NixWLNmDRYvXuzzm7h3tR2BljfpZ555ps12f27H7lJKf+wKpfbFnlJCf6S+iZcgPcz5CdJsNrfZ59wWGRnpsXLeNmHCBISEhODQoUPytgMHDmDy5MltPp2aTCbceeedUKlUyM3NRWJiorxPCIGUlBS8+eabLsefP38eI0eO7PXn0ZGetMfDDz/s8mIPtIyaLFmyBGVlZThz5oyHo+26rrQj0HLZqrCwENOnT3fZ7u/t2F1K6Y+dpeS+2FNK6I/UN3EEzMMGDx4MoGWS87VKSkqg0+ncrq3T3XLeptVqsWzZMjz88MPIzs5GcXExNm/ejOzsbAAtoyhRUVHQaDR4/vnnUVBQIC8OWVpaCqDlxS8qKgp33XUX1q9fj+TkZMTFxeGPf/wjBg4ciNmzZ/vq6cl6oz3i4+MBwC8Wt+xKOwIt82icoyKtSZLk1+3YXUrpj78kUPpib/Gn/kh9lO9WwAhcQ4cObbPmjhBCpKamiltvvdXj5bzNZDKJpUuXivDwcJGYmCheeukleR9arbeTmpoqALT5WbZsmRBCCLPZLJ588kmh1+uFVqsVc+bMEZcvX/bBM3KvO+1x9epVMXr0aLFhw4Y2+x599FEBQBgMBo/H2h2dbUchhNixY4cYMGCA23r8vR2vNWTIkE6tH6WU/uiEa9YBC6S+6E5n2lFJ/ZH6HiZgveD3v/+9CA4OFvn5+fI25wKOr7/+usfLUe/obnskJiaKgQMHCqPRKG8rKioS/fr1E5mZmb0aM3WsswkY+6N/62w7sj+Sv5KE+Gm2KXlMRUUFxo4di+DgYKxevRoWiwUbN27E8OHDcfDgQYSFhaGwsBDffPMNpk2bhmHDhnW6HHlPd9tx9+7dmDdvHsaMGYOVK1eivr4eL7/8Mmw2Gw4ePMgFIX0sOTkZycnJLvdNZH9Uns62I/sj+S1fZ4CB6uzZs2LWrFkiPDxcxMXFiWXLlony8nJ5f3Z2ttvbY3RUjryru+24e/duMWXKFBEWFiZ0Op2YO3euy0gK+Y67kRP2R+XpSjuyP5I/4ggYERERkZdxGQoiIiIiL2MCRkRERORlTMCIiIiIvIwJGBEREZGXMQEjIiIi8jImYERERERexgSMiIiIyMuYgBERERF5GRMwIiIiIi9jAkZERETkZUzAiIiIiLyMCRhRgLnrrrsgSRIkSUJ+fn67xy1evBiSJEGlUuHYsWNd+htr1qyR/8apU6fa7C8uLu5y3EREfQkTMKIAM378ePn3M2fOuD3m2LFj2LFjB4CWRGzixIld+hvfffcdACA8PByjR4+Wt9fV1WHNmjVYsWJFV8MmIupTmIARBZjWCdjp06fdHvPUU09BCIGwsDA899xzXarf4XDII2bp6ekICgoCAOTn5+O6667D5s2bcf3113czeiKivoEJGFGA6SgB++yzz7Bv3z4AwKOPPoohQ4Z0qf78/Hw0NDQAACZPnixv37t3L8rLywEAN9xwQ5fjJiLqS5iAEQWY1NRUhIWFAWh7CdLhcGDt2rUAgOjoaKxbtw4AUFFRgT/84Q8YM2YMtFotwsPDkZ6ejm3btqG5udmljiNHjsi/T548GQ6HA/369cPvfvc7efvcuXMxffp0+fGnn36K22+/nYEu8AAABqJJREFUHXq9HiEhIUhMTMTy5cvlhK21f//735g6dSoiIiJw3XXX4bXXXgMADBo0CJIk4de//nWb42+++WbExsYiLCwMY8eOxauvvtrl80ZE5FWCiALOhAkTBAARGhoqmpqa5O3/+Mc/BAABQGzZskUIIcTx48fFgAED5O3X/txzzz3C4XDIdTzyyCPyvgsXLoi8vDy35R5//HEhhBCbN29ut+4pU6a4xP3YY4+5PW79+vXy75s3bxZCCGG328WiRYvarXvDhg29fZqJiLqNCRhRAFq6dKmciJw5c0YIIYTZbBYDBw4UAERycrKwWq2ioaFB3iZJknjmmWdEWVmZuHTpkrjrrrvkOt577z257kmTJgkAIiYmRgghhMPhEOXl5UKSJAFAzJ8/XzQ1NQmHwyEqKipEYmKikCRJZGZmiitXrojKykpx5513ynUXFxcLIYT4+OOP5W3jx48XJ06cEMXFxeLuu+92Saz2798vhBDiT3/6k7xt9erVwmAwiCtXrsjHq9VqYTQavXzmiYg6hwkYUQBqPeq0a9cuIYQQf/7zn+Vt//rXv4QQQrz88svytlWrVrnUcfHiRXnfypUrhRBCWCwWERoaKgCI22+/XT72s88+k4/dtGlTm3jsdruwWq1CCCFsNptYsmSJfHxtba0QQoibb75ZABBBQUHi/PnzctnKyko5uQsKChImk0mYTCYRGRkpAIiZM2eKpqYm+efAgQNy3Tk5OR48q0REnhPcg6uXROSnrp2In5GRgRdeeAEAMGnSJCxatAhAy8R5p9ZzuAAgMjJS/r2urg4AcPLkSdhsNgDAlClT5P3ffvut/HvrCfg2mw1vvfUW9uzZgwsXLqC0tBSlpaXyvLKhQ4ciKioKFosF+/fvBwDccccdGD58uFxHbGwstFotTCaTPEctJydHjik3NxchISFuz4PFYvnlE0VE5CNMwIgC0LUJ2LPPPguj0QgA2LRpEyRJAgCUlJQAALRaLUaMGOFSx/Hjx+XfBw0aBKDtBHynQ4cOAQBCQkLkNcWEEJgzZw727NkDtVqNBQsW4MEHH0R0dDTuv/9+AMCNN94ox2G32wGgzRIWRUVFMJlMAH5O+srKyjp1HhITEzt1HBGRtzEBIwpACQkJiI+PR3l5Ob7++mtUVVUBAObMmYOMjAz5uKioKACA2WxGbW0tdDqdvG/z5s3y73fffTeAnxdgBVwTMOf2cePGQaPRAGgZFduzZw8AYPv27Vi4cCEA4I033pDLORMw51piAFBZWenyXFp/o9GZgMXFxcnbdu7ciXvvvVd+XF1dDZ1OB5WKX/ImIv/FVyiiAOUcBTMYDLDZbAgKCsKLL77ocswdd9wBoGW0avny5bhy5QouXbqEFStW4IsvvgAAzJo1CzfddBOAn0fAkpKSoNfrAbSMXtXU1AAANBoNzGYzrFaryyiVc+2wzz//XF76AoA8WjZo0CA5cXvnnXewb98+1NbWYtu2bdi4caN8vDMBu/HGGxEbGwsAePbZZ5GXl4f6+nq89dZbSEpKgkajwfPPP9/jc0hE1Gt8PQmNiHrHk08+6fLtQedE+tYaGxvlbzW6+5k4caKorKwUQghhNBrlyfBz586V66itrRVBQUEu5d555x1RUlIiIiIi2tQZHh4u/15UVCTXs27dOrcxOOsODw8XdrtdPn7nzp1t/q7z58YbbxT19fW9eHaJiHqGI2BEAar1PLDw8HBs2LChzTEajQb79+/Hhg0bMHbsWGi1WkRERGDixInYvHkzDhw4II80HTt2DEIIAK6XH6OiovD6668jJSUFoaGhiIuLw/Tp06HX6/HBBx8gPT0darUaw4cPx8aNG11G4S5duiT/vmHDBqxfvx7JyclQq9W46aab8NFHHyE4uGWmxA033OByqfLee+9Fbm4uZs2ahaioKGg0GowbNw4bN25ETk4OIiIiPHMiiYh6gSScr6hERD7y9ttvQwiBlJQUTJo0CaGhoQCA/fv3Y+bMmQCA5557zuXyJRGRknEEjIh8bufOnVi6dCmmT5+Ov/zlL6ivr0d+fj7WrFkDAJAkyWWiPRGR0nEEjIh8bseOHbjvvvva3f/EE09g69atXoyIiKh3MQEjIr+wc+dOvPLKKzh58iQaGhqg0+mQmpqKFStWYPny5b4Oj4jIo5iAEREREXkZ54AREREReRkTMCIiIiIvYwJGRERE5GVMwIiIiIi8jAkYERERkZcxASMiIiLyMiZgRERERF7GBIyIiIjIy5iAEREREXnZ/weddfzZ3jwIwQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', show=SHOW, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"',\n", " tick_labels_minor=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Tick cleanup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One issue with tick labels is the potential for overlap depeding on the number of ticks displayed and the size of the plot. fivecentplots employs an algorithm that looks for tick label collision problems within a plot and between subplots and throws out certain labels while leaving the actual tick mark intact. Consider the following example:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, show=SHOW, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"',\n", " tick_labels_minor=True, ax_scale='logy', ax2_scale='lin', ticks_minor_x_number=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that not all ticks have labels, but not all ticks have labels. For instance, the x-axis has 5 ticks as specified by `ticks_major_x_number=5`, but only the 2nd and 4th tick labels are displayed. This is the result of tick cleanup. We can disable the cleanup algorithm by setting the keyword `tick_cleanup=False`. This may produce an undesirable result:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, show=SHOW, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"',\n", " tick_labels_minor=True, ax_scale='logy', ax2_scale='lin', ticks_minor_x_number=5, tick_cleanup=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To fit more tick labels in, try increasing the axes size and rotating the tick labels (if applicable):" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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77joWLVpU+3NqKq1pFREREfkFFTY7m/fWbDczc0I0g6KDqKx2sDelgL99beHT/6ZTbq2ZLpmZV8GAXgE8dHM/Xn34Yv58Zxw3/iqcPj39LkjCCmC1pGEK74m3lwej4sK4amQ4w/sGK2GVZlFurWL9NgsAj9w+lBH9u9bOEDAYDIzo35U/3D4UgPXb0lpkjeuKFSsICwvjkksuOWff8PBwjhw5wuLFi/H29m7Q9Xv16sXrr79O375967SvWbMGDw+POknlqFGj6N69Ox9++GHjnsTP3Hnnnbi7u7NixYo67Xv27GH37t3cfffdtW3vv/8+V111FT179mTlypW8+OKLfPfdd4waNYqcnJx6154zZw6//vWv6dq1K9999x3jx4+nvLycMWPGcODAAV577TW++OILHnroIVauXMmf//zn2nN/+9vf8tJLL/Hggw+yZs0aunTpwsyZM+tc/7///S/jxo3D29ubv/3tb7z00kts2LCBsWPHUlFR0aSfyykaaRURERH5BUmphVgrHQT7eZKZV8EXO5L4Mb2YaruTAF9PYiP9uWpEGKs3pZNXbCO2VwCDLwpqtnhsljR8hwxutuu3JqdGe053vmv65Pzs+vEEFTY7YZ19GB7T5Yx9RsR0ISzYh8y8Mnb9eIJLB/7ylN2m+uqrrxgxYkSDptcHBQURFNT038fVq1ezfPlyHnjgAQIDA+scGz58OF9++WWTrt+lSxcmTJjAhx9+yLx582rbly9fTufOnWtHfR0OB4899hhXX311nUR59OjR9O/fn0WLFtUrDhUVFUVISAgmk6k20d+1axc9e/Zk+fLl9O7dG4CxY8eydevW2kJVycnJLFu2jEWLFvHII48AcPXVV5Odnc3nn39ee/3HH3+cvn37snbtWtzcaj48u+SSS+jfvz/vvvsu999/f5N+NqCRVhEREZEzslba+f7HfP6zIwOAvOJKPt2UjpvRwK1jI1kwczCL7x/G3RMuYnRcKD1CakZxyqzVzRaTvbSMqtxczJEqtCQto6S8ZuS0R6jvWZNEg8FAj1DfOv2bU0pKCr169arTVl1dXeeroVV2G+LTTz/l9ttvJz4+/ozVgiMjIzl69GiT7zNjxgyOHDnC1q1bAbDb7axYsYI777wTT09PAA4dOkRWVha33357nXOjoqIYNWpUgyojAwwePJhNmzYRGRnJ4cOH+fe//82iRYs4cOAANpsNgK+//hqn08ktt9xS59zT711eXs6WLVsYP348Tqez9uffu3dvYmJi+M9//nO+P446NNIqIiIiQs22MRm5FexJKWBvSiE/phdjdzjx8/EAIMDXg2fvGYLJs/7bJ6fTSWZezTQ4H3Pzvb2ypqUBYI7oGElrXl5evbaSkhIXRNJxdfKuef0fyyk96z6fTqeTYzmldfo3p6KiInx8fOq0eXjUve/TTz/N3Llzm3yvF198kUcffZQxY8awZs0azGZzvT4+Pj4Nrkr8S6699lq6du3KihUrGDlyJJ9//jnZ2dl1pgbn5+cD0LVr13rnd+3ale+//77B91u8eDELFiwgLy+PLl26MHz4cHx8fCgsLATgxIkTAISGhtY5r0uXn0bcCwoKcDgcLFy4kIULF9a7h5eXV4Pj+SVKWkVERKTDqrDZOWApZE9KIftSCsgrrsTD3Ui/cD8mXh5JXFQAft6ePPLadgpLqziYVsyg6PpTDXcnF5BTaMXs6UZsZECzxWu1pGE0m/H42ZtIkeYyuE8IXiY3MnPL2HEgmxH96ydL2w9kk5lXhpfJncF9LkzhnV/SuXPn2sSqNobt2+s8PldV4XNxOp089NBDvPLKK9x+++0sW7asdrTz5woKCujcuXOT7gfg7u7O1KlTWbp0KS+++CLvvfde7TTbU05NdT7Tnq6ZmZkNjuPDDz/kj3/8I8899xzTp0+vPe/WW29l27ZtAPTo0QOA7OzsOkWgTl836+fnh8Fg4A9/+EO90V+gweuIz0VJq4iIiLR6FTY7SamFlFmr8TG7n3el3NNHU/ckF3D4WAl2h5MugWaGXBTMwKgA+vb0w9Oj7rXj47qwfmcmb609wt0Tohl0WvXg3ckFvL32yMl+oc1aEMlmsWAK74lB6zqlhXibPbji4gj+uSmFxSu/5w+3D2XEadWDtx/IZvGHNaN7V1wcjre5+UdaIyIiSE9Pr9M2fPjwC3qPJ554gldeeYVHHnmERYsW/eL62WPHjhEREXFB7jtjxgwWLlzIF198wdq1a3nppZfqHO/bty9du3Zl5cqVTJ06tbY9JSWF77777oxb5gC1a01P2bx5MwEBAbVb+gCUlpayefNm3N1rUsTRo0fj5ubG6tWreeihh2r7ffrpp7Xfd+rUiaFDh3Lw4ME6/w8qKipITExk/PjxdZLu86WkVURERFotW6WdVRvT2Lw3G2vlT2vUzJ5G4uO6NGhP0gqbnf2phexNKWTv0QLyiyvxdDfSL8KPieMiGdg7kNDA+lP+TpeYEM7RzBKSM0p5edVBQgPMhAX/tE8rQFQ3XxITmnfartWShu/gQc16D5Gfm3ptDD+mFXDIUsD8d7YSFnxyn9acmn1aAfpGBDL12pgWieeqq67i9ddfP+t05cYqLi5m//79tQWLdu3axcKFCxkxYgS33HJL7RrTU/r374+fnx9Q80HYt99+y4MPPtjkOAD69OnD6NGjefjhhzEYDEycOLHOcaPRyF/+8hemT5/OpEmTuPPOO8nNzWXu3LkEBQXVFkz6uYCAALKzs1m3bh2DBw/m4osv5o033uCPf/wj1113HRkZGTz//PNkZWXVFprq3bs3M2bM4PHHH6eyspJBgwaxevVq/vnPf9bGArBgwQJ+/etfM3nyZCZPnozdbmfRokVs3bqVOXPmXJCfi5JWERERaZVslXae/yiJ5IyatXKhgWbCgn5KFNfvzORoZgmzJsbWSVydTifHTpTXJKkpP42mdg0yM6xPMHG9A+gX7o+He8NHK02ebsyaGHsygc4hp9Bam6yaPd2IjwttUALdFPayMqpO5HaY9azSephN7jzz20tZvu4A67elkZlXVpusepncueLicKZeG4PZ1DKpxc0338z8+fPZtm0bI0eObPL1vv/+e8aOHVu7f+mnn35aM4q8fTujRo2q1//rr79mzJgxQM205NzcXBITE5scxyl33XUXM2bMYMaMGfj6+tY7Pm3aNDp16sRf/vIXfvOb3+Dn58c111zDggULzrjWFWD69On8+9//5oYbbmD+/PnMnj2bo0eP8u677/L666/TvXt3xo8fz3333cc999zDgQMHiImJ4ZVXXsHX15dFixZRXFzMuHHjePLJJ5k/f35tbFdddRWff/458+bNIzExEU9PT4YNG8b69esbtC1RQxicTqfzglxJ6ikoKGD9+vUMGzaMTp06Neu9Ts1vP7U4W6S10mtV2gK9TluHFf85yvqdmfiY3Zk5IZqBp03J3ZNcwFtrj1BmreaKYWHcdFlPklKL2HuyiFJBSc1oakyEP3G9A4iLCiQ04JdHUxvqQk1VbqyyAwc59sJLRP6/uZjCat6YdsTXaklJCTt37uSKK66ot/WINL9yaxW7fjxBSXkVnbw9GNwnpEWmBP/cddddR0hICO++++4Fud5TTz1F//79641snstdd91FXl4ea9asOWufU3uWtrW0Kz8/n3Xr1nHNNdfU2X5q1qxZvPvuu2cslNZcNNIqIiIirU6Fzc7mvdkAzJwQXaf4kcFgYGBUIL+J78mK9Uf56vtMvvo+E4cTugZ5MaJvMHFRgfTt6deo0dSG8jK5Mbxv/f1Dm5s11YLBZMKzi4owiet4mz2afR/WhliwYAHx8fHMnTu3TpGg85GRkcGqVav47LPPGnVeeno6n3zyCZs2bWrS/Vsrb29vfv/73zNkyBAefvhhfH19+e6773jllVd4/PHHWzQWJa0iIiLS6iSlFmKtdBAaaGZgVM1o2qkRzj3JBew7WjOaCuBwQsKgUMaP6kHIBRpNbY1sljTMKsIkAkBcXBxPPPEEs2fPZuXKlU26VlBQEJ988kmjk9/HH3+c2bNnExcX16T7t1Zms5kvv/ySJ598kmnTplFWVkZUVBSLFi3i/vvvb9FYlLSKiIhIq1NmrQags7+JDbuy+eFwPgcsRVTbnYQFezGiXzADewfy+fYM9qYU0qtbp3adsMLJIkyD2uebY1ew2WwMGzaMV199tXZ94tls3ryZKVOmkJKS0jLBSYPMnj37glzHbDYTE9P4IlIffPBBg/qNGTOmzU0NPmXw4MGsXbvW1WEoaRUREZHWw+l0cjy3nAOWIgD2pxZxILWIvuF+3DImgsEXBdWuTXU6nbz3eU0S4WNu329p7OXlVJ04gekCbavR0VmtViZNmkRSUtI5++7du5fExETM5vb9oYhIa9a+/8KLiIhIq2d3ODmcXswPh/P54Ug+JwptmDwMGA01U3/vuf4iLukfUu+83ckF5BRaMXu6ERsZ4ILIW47VkgagysEXwP79+5k0aVKDRr6WLFnCo48+Su/evSkqKmqB6ETkTJS0ioiISIursNlJOlrID4fz2Z1cQJm1mgBfT4ZcFMjg6CBiIvz529cW1u/M5IMvjmL2dGPQadWDdycX8PbaIwDEx4W2SPVeV7JZ0mqKMHXt4upQ2ryNGzcyduxYnnnmGXx8fH6x77p161i+fDnFxcXMnTu3ZQIUkXqUtIqIiEiLKCipZNeR/DrrU7uHeDN2aFeGXBRIZFdfjAZDbf/EhHCOZpaQnFHKy6sOEhpgJiz4p31aAaK6+ZKY0P5HH60qwnTB/O53v2tw31PbmCxbtqyZohGRhlDSKiIiImfVlD1JT61P/eFwAbsO55OSWYrRAH161l+feiYmTzdmTYxl1cY0Nu/NIafQWpusmj3diI8LJTEhHJNn+x5lBbBaLPgOVBEmEemYlLSKiIhIPbZK+8lkMRtrpaO23expJD6uy1mTRbvDyeFjJ9enHj61PtVIXO8Axg2LZmBUIL5eHg2Ow+TpxuQre3HTZeHnnTy3dfbyCqpyTmDqgOtZg4Pr74dr1GizSIejpFVERETqsFXaef6jJJIzSgEIDTQTFvTTtNz1OzM5mlnCrImxmDzdsFba2Zfy8/WpHgyODmLIRTXrUz3cm5ZoeJncGN63fgLTEdjSVIRJRDo2fVQlIiIidazamEZyRik+ZnceTuzHs/cM4eFbYnj2t0N4OLEfPmZ3kjNKeWnVAV78+34efHkbr605hCWnjLFDuzJnShwv3D+cqddEMTAqsMkJa0dntVhOFmHq6upQWlxeXl69L1XxlVNeeOEF7rjjjgb3P3bsGAEBAWzYsOGcfW02GwsWLKBfv374+PjQt29f5s+fT2VlZW2fKVOm8Nxzz53zWhs2bMBw2nr9M1m2bBkGg4HU1NSz9pk2bRoGgwGDwXDG5z169GgMBgOffPJJvWN33HFH7bnTpk07Z8ytjUZaRUREpFaFzc7mvdkAzJwQzaDoIKBmfWpGbgXpOeX4erlTZq3mYFoxF3XvRGJCBEMuCiI0UPtYNgerJR1zzx4qwtQCsrKy8Pf3x8vLy9WhtFp2q5XvbpsMwKiPV+Dmov1rDxw4wIIFC9i7d2+D+qenp3P11Vc3+EOPhx56iPfff585c+YwYsQIduzYwbx587BYLLzzzjsAPPvsswwYMIDrrruOmJiY834ujdG1a1dWr15NSEjdbcAOHTrEt99+S1xcHH/961+5+eab6xyfN28eDzzwADfeeGOLxHmhKWkVERGRWkmphVgrHYQGmonrHUBqVinbDuSy81A+OYVWTB5GBvTyp8Jmp7i8iqsu7tZhp+22FKslDZ8B/V0dRocQFhbG0qVL2+RIVEcze/ZsJk2aRLdu3X6xn8Ph4L333uPRRx9t0N68UDPC/+abb7Jw4UJmzZoFwLhx4wD405/+xLPPPktISAjdunVj0qRJzJ49m3/84x9Ne0INZDKZuOSSS+q1L126lMjISB5//HEmT57MkSNHiI6Orj0eFRVFVFQUJpOpReK80JRcmZLCAAAgAElEQVS0ioiISK2yiqqab5zwpzd/4EShDV8vd4b1CWbSlb3of3J96kt/P1C7flWaj72igqrsbMzjr3V1KO3Sz5OYsyU106ZNUyLbiuzbt4+1a9fyzTffnLPvnj17uPfee7nvvvu44oorGD9+/DnPKS4u5t577+X666+v096vXz8AUlJSakc6J0+ezOjRo9m3bx8DBgw4j2fTdHa7nffee4+bb76Z3/zmN/j6+vLmm282aOpyW6GkVUREpINzOp2kZZex7WAem/fUTA0+UWTlV3GhTL2mM/3C/XEzGur0z8yrAMDHrLcSzcmWlg6oCJO4lt1qPe172xm/B1psqvCKFSsICws744jjz4WHh3PkyBF69OjRoLWsAL169eL111+v175mzRo8PDzo06dPbduoUaPo3r07H374IQsWLGjwc7iQ1q1bR2ZmJlOnTsXLy4tbb72VZcuW8T//8z94enq6JKYLTf/SiIiIdEBOp5P0nHK2Hcxl+8E8cgqs+JjdGRQdwPaD+VRVOxjaJ4jYyIB65+5OLiCn0IrZ0+2Mx+XCsVrSMHh64hnW8YowSetxag3rz22bOqPO4/j/q18AqDl89dVXjBgx4pzFjQCCgoIICgpq8j1Xr17N8uXLeeCBBwgMDKxzbPjw4Xz55ZdNvsf5Wrp0KQMGDGD48OEATJ8+nXfeeYdVq1YxadIkl8V1ISlpFRER6SBOJarbTyaq2ScT1aF9grjjyl7ERPjj7mbE23SU9TszeWvtEe6eEM2gqEAMBgNOp5PdyQW8vfYIAPFxoR1mr1RXsVosmFSESaSOlJQULr300jpt1dV1lyoYjcYLtqfvp59+yqRJk4iPjz/jlNvIyMgGTVVuDrm5ufzzn//kySefpLCwEIDY2FgiIyNZsmSJklYRERFp/ZxOJ8dOlLPtYB47DuaSlf9Tojr5tET1dIkJ4RzNLCE5o5SXVx0kNMBMWPBP+7QCRHXzJTFBU1abm82Shnd/FWES1xr18Yra7+1WW+0I68XL38XN3PKFfYqKivDx8anT5uHhUefx008/zdy5c5t8rxdffJFHH32UMWPGsGbNGsxnmALt4+Pjsq2Y3n//faqqqnj66ad5+umn6xxLTU3lwIEDLVbZuDkpaRUREWmFKmx2klILKbNW42N2JzYyoMGjmqcS1e0H89h+MI+s/Aq8TW4M7RPM7eN60T+yfqJ6OpOnG7MmxrJqYxqb9+aQU2itTVbNnm7Ex4WSmBCOyVOjrM3JYbVSmZ1D0LXXuDoU6eDOtlbVzWxyyZY3nTt3rh1VPGX79u11Hp+rqvC5OJ1OHnroIV555RVuv/12li1bdtb1oQUFBXTu3LlJ9ztfS5cu5dJLL+WZZ56p015aWsoNN9zAX//6V15++WWXxHYhKWkVERFpRWyV9pPJYjbWSkdtu9nTSHxcl19MFo+f+GmNamZeBV4mN4ZeFMTEcZHEniNR/TmTpxuTr+zFTZeFn3fyLE1jTUsHpxNzpEa0RU4XERFBenp6nbZT6zkvlCeeeIJXXnmFRx55hEWLFv3i+tljx44RERFxQe/fEDt27GDv3r28+eabjBkzpt7xyy+/nPfee49nn322ze89rKRVRESklbBV2nn+oySSM0oBCA00Exb007Tc9TszOZpZwqyJsbWJ6/ETP61RzTiZqA65KIjbxkbQPzIAD/emrenyMrlpH1YXsaZaMHh64NlVRZhETnfVVVfx+uuv43Q6G1SM6VyKi4vZv38/UVFRhISEsGvXLhYuXMiIESO45ZZb2Lp1a53+/fv3x8/PD6gZkf3222958MEHmxxHY7377rt4eHhw8803n/H4lClTWL9+PR9//HGb37JJSauIiEgrsWpjGskZpfiY3Zk5IZqBpxVA2pNcwFtrj5CcUcryz5MJDfRi+8FcMnJPJqrRQdwyNoLYC5CoSutgtaRh6tkTg5tGtqX1cDObW6xK8NncfPPNzJ8/n23btjFy5MgmX+/7779n7NixLF26lGnTpvHpp5/idDrZvn07o0aNqtf/66+/rh3Z3L59O7m5uSQmJjY5jsawWq2sXLmSq6666qzVkW+66Sbuu+8+/vrXvyppFRERkaarsNnZvLdmj9SZE6IZFP3TmxCDwUBIgJm43gFs2Z/Ld0m5mDyMDO0TzC0JEcT2UqLaHtUUYern6jBEWp2BAwcyYcIElixZ0qikdcyYMTidzjO2z5kzp7bI0vz585k/f36DrrlkyRJuuOEG+jexYNq0adMalViazWYKCgp+sY+Pjw8lJSVNiqu1UNIqIiLSCiSlFmKtdBAaaGZgVM0egDkFVrbsP8G2g3kcP1GOycOAydOIrdLB9GujGdnfNYU/pPnVFGHKJujaq1wdiksFB9efmn6htjGRtm3BggXEx8czd+5cwsObtu47IyODVatW8dlnnzXqvPT0dD755BM2bdrUpPs3hs1mY8uWLYSEhBAVFdXg85KTkzlx4gQ2m60Zo2s++q0XERFpBcqsNXsMhgaY2bArm2fe38vsJd+zbutxeoZ48+BN/XjloZH06+kPgLXK7spwpZnVFmFyQXEXkbYgLi6OJ554gtmzZzf5WkFBQXzyySeNTn4ff/xxZs+eTVxcXJNjaKisrCxGjRpVb3ubc3n66acZNWoUWVlZzRRZ89JIq4iIiItV2x3kFNRsKbPvaCH7jhYS1zuA315/EUMuCsLkUbOm0el0kplXAYCPWf+Et2dWS1pNEaawjl2EKS8vr15be5nuKE13IRJWqJlqez57mX7wwQcN6ne2acmNtWzZMpYtW3Ze537wwQcNjrc10r94IiIiLuB0OknNKuPbfTls2Z9LaUU1BgM4nXD3hGhGDwitd87u5AJyCq2YPd2IjQxwQdTSUmyWNEw9eqgIk4gISlpFRERaVF6xjS1JJ/h23wky8irw9/FgdFwol8aGsGlPDut3ZrJyfSo+ZncGnVY9eHdyAW+vPQJAfFyo9kpt56wWC979+ro6DBGRVkFJ63m45557+PHHH9mwYYOrQxERkTbAWmln56E8vt13ggOWIjzcjQztE8TEcZH0jwzAzVizz2BiQjhHM0tIzijl5VUHCQ0wExb80z6tAFHdfElMaFrREWndHFYrlVnZBF19patDERFpFZS0NtI777zDW2+9RUJCgqtDERGRVszhcHLAUsQ3+06w88c8Kqsc9Av3Y/qvoxjeNxgvU/1/gk2ebsyaGMuqjWls3ptDTqG1Nlk1e7oRHxdKYkI4Jk+NsrZn1vRj4HRiUhEmERFASWuD2e12nnnmGebOnevqUEREpBU7fqKcb/bl8F1SLoWllXQNMjNhVA9GxXams7/5nOebPN2YfGUvbrosnKTUQsqs1fiY3YmNDNCU4A7CZrFgcHfHFBbm6lA6DM2iE2ndlLQ2gNVqZeTIkezZs4cpU6bw5ZdfujokERFpJhU2O9/tzaSkvAoctgYli8VllWzZn8u3+05gyS7Dx+zOyP6duXRACL3DfDEYDI2Ow8vkxvC+9feolPbPaknD1LMHBnd9SNESNItOpPVT0toAVquV4uJiPv74Y2699VYiIyNdHZKIiFxgtkr7yWm52VgrHbXtZk8j8XFd6k3Lrap28MPhfL7dd4K9KQUYDAYGRQdy/egeDIwKxN1NW6HL+bFa0vDuc5Grw2j3NItOpO1Q0toAfn5+HD58GHd3/bhERNojW6Wd5z9KIjmjFICwYG96hPpiySwmp9DK+p2ZHM0s4dHb+pOWU863+06w7WAuFTY7Ud18mXxlLy6O6Yyvl4eLn4m0dQ6bjcrMLAKvvMLVobRrmkUn0rYoC2sAo9GI0ahPzEVE2qtVG9NIzijFx+zOzAnRjBkRhcFgIC8vjz3JBbz5z8MkZ5TyyGs7qai0E+xn4ophYVw6IISuQV6uDl/aEWtaOjidmCNUIbo5aRadSNuipFVERDq0CpudzXuzAZg5IZpB0UEYDAZKyyvZsCubb/edoNxmB6Cy2sHDt/QjrncgxvNYpypyLjZLWk0Rpm7dXB1Ku6ZZdCJti35TW0BgYCCBgYFnPe5wOHA6nU26x6mR4KCgoCZdR6S56bUqrc13ezOxVjoIC/YmYXhv9h8tYOlnP/Dt3kwcDgeD+4TwyMQoVnzxI9n55ZjNPnQOVoEkaR75WVl4R0YQHBrSoP4d8W/q+RQ2+znNohNpW5S0iohIh1ZSXgWAu7uRBxf/l2M5pXQP8eHOa/tx2eBuBPnVbFPz310ZZOeX1/YXaQ6lyUfx69/P1WGIiLQqSlpbgYqKCsrLy5t0jVOfsObn51+IkESajV6r0lo4nU5SMkr5cpsFgPTsUob3DWLSuFguHRyJwWAgPz+f/PxynE4naVnFNSc6bHr9SrNw2GxUHDuG39iEBr/G2uPfVG9vb3x8fM563M1NWwGJdDRKWltAQUEB1dXVrg5DRESACls13yXlsmFXFuk55QT5eeLuZqDa7iQ+LpSYCP960w93JxeQU2jF7OlGbGSAiyKX9s6WfqymCFOkijCJiJxOSauIiHQIqVmlbNiVzZakE1RWOxgcHcQtYyKI7RXAyvWprN+ZyVtrj3D3hGjGjgjEYDDgdDrZnVzA22uPABAfF4qXSaM80jysKsIkInJGSlpFRKTdslXa2Xoglw27sjmaWUpgJ0+uGdmdywaGEuRnqu2XmBDO0cwSkjNKeXnVQT7+Oo0eIb6kZdXs0woQ1c2XxASNgEnzsVosmHp0x9DBK9qWl5f/4rKpkpKSFoxGRFqDjv1X8Tylpqa6OgQREfkFx0+Us2FXFt/sO4HVZmdA7wAevKkfg6IDcTPWrzxq8nRj1sRYVm1MY/PeHLLyysnKq3nTbPZ0Iz4ulMSEcEyeGmWV5mO1pOEVHeXqMEREWh0lrSIi0i5UVTvYcSiPr3/I4vCxEvy8Pbh8aFcSBnUhJMB8zvNNnm5MvrIXN10WTlpudU2VYIeN2MgATQmWZuewVVKZkUnguLGuDkVEpNVR0ioiIm1aVn4FG3Zl883eHEorqomJ8Od3N/RhaJ8g3N0avw+jl8mNUXE1e2S2p4qs0rrZjp0swhQR4epQOiTNohNp3ZS0iohIq1Bhs5OUWkiZtRofs/svjnBW2x38cDifDT9ks99ShI/Znfi4EBIGdyUs2KuFIxdpOqvFUlOEqbuKMImI/JySVhERcSlbpf3kWtJsrJWO2nazp5H4uC511pLmFlrZuDub/+7Jobisiot6dGLmhIsY0S8YD/fGj6qKtBbW1DQ8u3fr8EWYRETORH8ZRUTEZWyVdp7/KInkjFIAQgPNhAV5kZlXQU6hlfU7M0nJLOHqEd34Zl8Oe5MLMZvcGBUbwpjBXegZ6uPiZyByYVgtaXhF9XZ1GCIirZKSVhERcZlVG9NIzijFx+zOzAnRDIz6aX/Ub/edYPnnKaRklPLG//1IZFcfpl0bxciYzqriK+2Ko7KSysxMAi8f4+pQRERaJSWtIiLiEhU2O5v3ZgMwc0I0g6KDcDid7EspYMOubHYdzsd4cnsaTw8jj90+QFV8pV2ypR8DhwNzhPYBFhE5EyWtLcDf35/AwMA6bXl5eS6KRkSkdUhKLcRa6SA00Ey/cD++/iGLL7ZnkJVvpUeIN5Ov7MXImM7MX76XnEIrSamFDO8b7OqwRS44qyUN3NzwVBEmEZEzUtIqIiIuUWatBsAAPPrG95RZqxnWJ4gZv44munsnDIaaUdawYC9yCq21/UXaG6slDVP37hg9PFwdiohIq6SktQUUFRXhcDjO3VFEpIPIyq9gx8FcALILrFw+pAtXX9yd0EBznX5Op5PMvAoAfMz6J0vaJ5vFgrl3L1eHISLSaukdgIiItAin08mR4yV8tjWDHw7n4+vtjrubgWq7k4FRgfUSVoDdyQXkFFoxe7oRGxnggqhFmpejshJbRiYBYxNcHUqrFBxcf0mA0ajtrUQ6GiWtIiLSrBwOJ9//mM9n246TnFFKWLAX066NYlRsCH/72sL6nZm8tfYId0+IZtBp1YN3Jxfw9tojAMTHhaoIk7RLtmPHTxZhinB1KCIirZaSVhERaRa2Sjub9+bw+fYMThTa6Bfux8OJ/YiLCsR4cr1qYkI4RzNLSM4o5eVVBwkNMBMW/NM+rQBR3XxJTFBVVWmfrBaLijD9gjMVriwpKXFBJCLiSkpaRUTkgioqq+TLnVl89X0WFbZqRvTrzO9u6EuvMN96fU2ebsyaGMuqjWls3ptDTqG1Nlk1e7oRHxdKYkK49mWVdstmScPUvZuKMImI/AIlrSIickFk5Jbz+fYMvt13AjejgYRBXbhyeBidA+qvVT2dydONyVf24qbLwklKLaTMWo2P2Z3YyABNCZZ2z2pJwxypqcEiIr9ESauIiJw3p9PJofRiPtuawe7kAgJ8PfjNr3oyZnDXRlf79TK5aR9W6VAcVVXYMjIISLjM1aGIiLRqHbr8mtVq5a677iIgIICwsDBeeOGFs/ZdvXo1MTEx+Pr6Eh8fz/fff9+CkYqItC52h5OtB3KZv3wPCz9MIrfYxl3jo3n+d8MYf0kPbU8j0gC29GNgd2CK0JptEZFf0qHfVcyaNYsdO3bw1VdfYbFYmDp1KhERESQmJtbpl5SUxKRJk1iyZAmjR4/mxRdfZPz48SQnJ+Pt7e2i6EVELowKm73B03KtlXb+uzubL7Znkldso3+kP4/cGsOAXgEYThZXEpGGsVrSwM2IqUd3V4ciItKqddiktaysjLfffpt169YxdOhQhg4dSlJSEq+++mq9pPWLL74gNjaWKVOmAPCXv/yF1157jf379zN8+HBXhC8i0mS2SvvJAkjZWCsdte1mTyPxcV3qFEAqKKlk/c5MNvyQha3KwcUxnbnm4m6Ed/FxVfgibZ7NkoapW3cVYRIROYcOOz149+7dVFVVcemll9a2xcfHs3XrVhwOR52+wcHBJCUl8c033+BwOFi6dCl+fn5ERUW1dNgiIheErdLO8x8lsX5nJtZKB6GBZgZFBRIaYMZa6WD9zkye/yiJlIxi3vnXYWa9sZOvvs/iskFdWHjvUO657iIlrCJNZLWkYdbUYJdozBKxL774gkGDBuHr68sVV1zBoUOHWjBSEYEOPNKamZlJ586d8fT0rG3r0qULVquVvLw8QkJCattvu+02/vGPfxAfH4+bmxtGo5F//etfBAYGuiJ0EZEmW7UxjeSMUnzM7sycEM3AqEAMBgNOp5PdyQUs+cdhkjNK+X/v7SOwkyeJCeFcNqgL3lqrKnJB1BRhOo7/ZfGuDqVDaswSsfHjx/P4448zefJk3nnnHS6//HIOHTqEr2/9bbxEpHl02JHW8vJyTCZTnbZTj202W532vLw8srKyePXVV9m6dStTpkxh+vTp5OTktFi8IiIXSoXNzua92QDMnBDNoOggDAYD1XYHW/bnsvq/6Vgr7QB4uBuZP2MQ14zsroRV5AKyHTsOdodGWl3g1BKxl19+maFDh3LjjTfy2GOP8eqrr9br+8Ybb3DppZcyf/58+vbty8KFC/H392fFihUuiFyk4+qwSavZbK6XnJ56/PPiSrNnzyYuLo7777+fYcOG8eabb+Lj48PSpUsbdC9/f3+Cg4PrfImIuEpSamHtlOCBUYFUVTv4YnsGs5d8z5v/PIy/rweP3hZDaICJqmoHB9OKXR2ySLtjO1WEqWcPV4fS4TRmiVhKSgojR46sfWwwGIiLi+O7775rsXhFpANPD+7evTu5ublUV1fj7l7zY8jKysLLy4uAgIA6fXfu3Mnvf//72sdGo5FBgwZhsVhaNGYRkQuhzFoNQNcgM1//kM3a745RVFrJJbEhXHNxN3qG1qxVDQv2JqfQVttfRC4cq8WCqVs3FWFygcYsEevSpQvHjx+vc356ejpBQUEtFq+IdOCR1sGDB+Ph4cGWLVtq2zZv3syIESMwGuv+WLp168b+/fvrtB06dIhevXo16F5FRUXk5eXV+RIRcZVT29nsO1rE+1+k0C/cnwX3DGHmhItqE1an00lmXgWA9lwVaQYqwuQ6jVkidtttt/H3v/+dtWvXUl1dzfLly9m+fTuVlZUtFq+IdOCRVm9vb6ZOncq9997L0qVLOX78OIsWLaqd8puVlYW/vz9eXl7MnDmTadOmMWLECEaNGsXbb79du2hfRKStcDicbD2Qy+pNabWP77yqF5cPDavXd3dyATmFVsyebsRGBtQ7LiLnz1FVhe14Bv6/Gu3qUFq9My2p+vngQmM1ZonYNddcw9NPP83NN99MdXU1Y8eOZcqUKRQVFTUpBhFpnA470gqwePFihg0bxtixY7n//vuZN28eN910EwBhYWF8/PHHQM2nbK+++ioLFixgyJAhfPPNN3z11VeEhoa6MnwRkQZxOJ3sOJjHnHd38eY/D9O9szcjYzoD8Ol/09l1JB+n0wnUjLDuOpLP22uPABAfF1o7MisiF0bl8Qyw2zFHRLg6lA7p9CVip5xtiRjAn//8Z4qLi8nMzGT9+vWUlJQQGRnZghGLSIcdaYWaT9OWL1/O8uXL6x079QbulLvuuou77rqrpUITEWkyp9PJ7iMFrN6UTlpOGbG9Arjr19H07tYJW6Wd3CIryRmlvLzqIKEBZsKCvcjMqyCn0ApAVDdfEhM0fVHkQrNaLGA0YurR3dWhtHpnWlJVUlLSpGuevkQsPr5my6GzLRFbuXIlW7du5aWXXiI0NJSKigq+/vprli1b1qQYRKRxOnTSKiLSHjmdTpJSi1j93zRSMkvp29OPxycPoE9Pv9o+Jk83Zk2MZdXGNDbvzSGn0FqbrJo93YiPCyUxIRyTp0ZZRS40qyUNU7cwjKcVApKW05glYn369GH69OlcdtllxMXF8dhjj9GzZ0+uvfZaFz8LkY5FSauISDtyKK2IT/+bzo/Hionq5susif2JifDHYDDU62vydGPylb246bJwklILKbNW42N2JzYyQFOCRZqRNTUNk6YGu9TixYv53e9+x9ixY/H396+3RGzp0qVMmzaNYcOG8cYbb/DHP/6RvLw8xo0bx7/+9a8mr6sVkcZR0ioi0g4kHy/h001p7E8tIqKLDw/fEsPA3gFnTFZ/zsvkxvC+2j9apCXUFGE6jn/8pefuLM2mMUvEpk+fzvTp01sqNBE5AyWtIiJtWGpWKWs2pbM7uYDuId48cGNfhvYJalCyKiIt76ciTFovLiLSUEpaRUTaoGMnylizKZ2dP+bTNcjMvdf3YURMMEYlqyKtmtWSVlOEqWcPV4ciItJmKGkVEWlDsvIrWLM5nW37c+nsb+Ku8dGMig3BzahkVaQtsFrS8AxTESYRkcbo0KvIrVYrd911FwEBAYSFhfHCCy+csd+YMWMwGAz1vmbMmNHCEYtIR3Wi0Mo7/zrME2/9wI/pxUy5pjcL7hlCfFyoElaRNsRqsWhqsIhII3XokdZZs2axY8cOvvrqKywWC1OnTiUiIoLExMQ6/T799FMqKytrH2/dupVbb72V++67r6VDFpF2pMJmP2fV3vxiG//89hib9uTg4+XOpHG9SBjcBQ/3Dv2Zo0ib5KyupvJ4Bv6jR7k6FBGRNqXDJq1lZWW8/fbbrFu3jqFDhzJ06FCSkpJ49dVX6yWtQUFBtd/b7XaeeOIJHnvsMYYPH97SYYtIO2CrtJ/cHzUba6Wjtt3saSQ+rguJCeFYK+2s/e44G3ZlYfZ04+aEcC4f2hWTh7aiEWmrbMczcFZXY9Z2NyIijdJhk9bdu3dTVVXFpZf+VHI+Pj6eZ555BofDcdb9t5YtW0Z+fj6zZ89uqVBFpB2xVdp5/qMkkjNKAQgNNBMW5EVmXgU5hVbW78xkx6Fcyiqq8XA3cv3onlwxLEz7poq0A1aLBQwGTD1UhElEpDE6bNKamZlJ586d8TytEEKXLl2wWq3k5eUREhJS7xyn08nChQt5+OGH8fX1bclwRaSdWLUxjeSMUnzM7sycEM3AqEAMBgNlFVW893kK2w7mUVhaRa8wXx69rT/e5g77Z1qk3bFa0vDsFobRpCJMIiKN0WHfDZWXl2Mymeq0nXpss9nOeM6GDRs4duwYM2fObPb4RKT9qbDZ2bw3G4CZE6IZFB1Ehc3Of3Zk8Pm2DKrtTob1CWLnj/lk5lVor1WRdsZmSVMRJhGR89Bhk1az2VwvOT312Nvb+4znrFq1imuvvbbOGteG8Pf3JzAwsE5bXl5eo64hIm1fUmoh1koHoYFmBvQOYPPeHP6+wUK5tZoxg7syYVR3/Hw8+NOSH8gptJKUWsjwvsGuDltELgBndTW2Y8fxG3WJq0NpU4KD6/8NPNsSLhFpvzps0tq9e3dyc3Oprq7G3b3mx5CVlYWXlxcBAQFnPOezzz5j7ty5LRiliLQnZdZqAAJ8PPjLiiSSj5cwMqYzt4yNINjvp5kfYcFe5BRaa/uLSNtnyzhVhEkjrSIijdVhk9bBgwfj4eHBli1biI+PB2Dz5s2MGDHijJ/g5ebmkpKSwujRoxt9r6KiIhwOx7k7iki75nbyT8uPx0ro1tmL2bfH0i/Cv04fp9NJZl4FAD5azyrSblhT02qKMPXs6epQ2pQzzUwrKSlxQSQi4kod9h2Rt7c3U6dO5d5772Xp0qUcP36cRYsWsXTpUqBm1NXf3x8vLy8A9u3bh9lsplevXq4MW0TaIIfDycbd2azaYKltS0yIqJewAuxOLiCn0IrZ043YyDPP+hCRtsdqScMzTEWYRETOR4deFLB48WKGDRvG2LFjuf/++5k3bx433XQTAGFhYXz88ce1fbOzswkICFBhFBFplMPHipm3fA/vfZ7C0D7BXDYoFIB3/nWEXUfycTqdQM0I664j+by99ggA8XGh2uZGpB2xWSyaGiwicp467Egr1Iy2Ll++nOXLl9c7duqN5Cm33XYbt912W0uFJiJtXFFpJX/fYOGbfSeI7OrDk3fGEdW9E7ZKO8dPlJOcUf4b5nsAACAASURBVMrLqw4SGmAmLPinfVoBorr5kpigN7ci7YWz2l5ThOmSka4ORUSkTerQSauIyIVWbXfw5c4s/u+bdNyMBqZdE8Wv/j97dx4edXnv//85k21msi8khEASIBB2MAhYSAVUtFjcEK1WLbQuxXJObevRnnp+Wvme2tNWpNqv5fSrWMStYqlaRRErCJpWdlkMZCcLWclKklmSzMzvj0AgBpSQ5ZPl9biuXE3u+STzilczfN5z3/f7nhKN2dy6SiPA34eHbpvIxh2FpB2uoKLW2VasWvx9SJ0czZK58QT4a5ZVZKA43YQpQDOtIiIXRUWriEg3OZJfx6sf5VFa5WD+JUO56ZsjCLL6dbguwN+HOxaMZPHl8aTn19LobCHQ4svExDAtCRYZgJwFrU2YLPFqwtRX3XfffWRlZbF9+3ajo4jIOahoFRHpoqqTLjZsy2dPRhVjhgfz+LKpxMcEfu33WQN8dA6ryCDgKijAP3Yo5oCAr79Yet0LL7zA888/z9y5c42OIiLnoaJVROQiNbd42LK7hHc/O47V34d7F43hGxOj1LBNRNpxFhSqCVMf5Ha7eeKJJ3j88ceNjiIiX0NFq4jIRTiYW8NrHx2jqs7FVZfGcsOc4VgD9JIqIu15W9y4io4TMmuG0VHkLE6nk1mzZnHo0CG+973vsXXrVqMjichX0B2WiEgnVNQ4+cvWYxzIqWFCQig/vnkccVE2o2OJSB/lKi091YQpwegochan08nJkyfZsGEDt956K4mJiUZHEpGvoKJVROQCuJrdvP9ZMe/vKiYk0I8f3TiWS5MjtRRYRL6Sq6CgtQnTiOFGR5GzhISEkJ2dja+vboVF+gP9pYqIfAWv18u+zGpe33aMusZmFs6K49uXxelIGhG5IM6CQvyHxmC2WIyOImcxm82YzWajY4jIBRrUf61Op5O7776bsLAwYmNjeeqpp8577eHDh0lNTcVqtTJ58mQ+/vjjXkwqIkYoqbSzasMR/vh2JsOHBPKre6ax+HKdoSoiF661CZOWBouIdMWgnml96KGH2Lt3L9u2baOgoIClS5eSkJDAkiVL2l1XV1fHggULuP7663nxxRd5+eWXuemmm8jKyiI6Otqg9CJysRwu91eej+pwtfDOP4/zj72lRIYE8MCScUxLijAwsYj0R153axOm4BmXGh2lX7HZbAQGnv/YMC3pFRl8Bu1ffWNjI2vXrmXz5s2kpKSQkpJCeno6zz77bIeidf369QQFBfG///u/+Pj4sHLlSt5//3327t3Ltddea9BvICKd5Wpys3FHIWmHy3E2edrGLf5mUifHcPPlI9ifXcMbH+fjcLm5MXUE18wchp/voF6UIiIXyVVSire5WcfdiIh00aAtWg8ePEhzczOzZ89uG0tNTeWJJ57A4/G02+ewfft2brjhBnx8zszE7Nmzp1fzikjXuJrcPPl6OrklDQBEh1uIjbBSWuWgotbJR/tK24rZGeMi+c78RCJDA4wNLSL9mqugsLUJU/wIo6OIiPRrg7ZoLS0tJSoqCn9//7axmJgYnE4nVVVVDBkypG08Ly+PmTNnct999/HOO++QmJjIU089xZw5c4yILiIXYeOOQnJLGgi0+HLvoiSmjA7HZDJRb29i7Xs5HMqtxdnkIWVsBD+6MdnouCIyADgLCvCPUROmzrLb7djt9vM+Xl9f34tpRKQvGLRr3ux2OwEB7WdRTn/tcrnajTc0NPCb3/yG2NhYNm/ezNy5c7n66qspKirqtbwicvEcLjdph8sBuHdRElOTIvB6YceBch55/gBZRfV8c0rr/vQj+XU4XG4j44rIAOEsKCQgQbOsIiJdNWhnWi0WS4fi9PTXNput3bivry+XXHIJK1euBOCSSy7hww8/5OWXX+aRRx752ucKDQ0lPDy83VhVVVVX4otIJ6Tnt86iRodbmDI6nLJqB89vyiavpIHZk4Zw67wEQgL9yCw8SUWtk/T8Wi5NjjQ6toj0Y163G9fx4wRfOt3oKCIi/d6gLVrj4uKorKykpaWlrQtdWVkZVquVsLCwdtfGxsYybty4dmNjx47VTKtIP9HobAEgNsLK9gPlvL4tn/Agf35xxyTGjghpuy420kpFrbPtehGRi9VUWoa3SU2Y+ov8/HyjI4jIVxi0Reu0adPw8/Nj586dpKamApCWlsaMGTM6HDZ92WWXsWPHjnZjGRkZfPe7372g56qrq8Pj8Xz9hSLSIwItrS91RwvrOJhbw7xpMdx2RWK781a9Xi+lVY5214uIXCxnQQEAAWrCJCLSZYN2T6vNZmPp0qUsX76cPXv28Pbbb7Nq1SoeeOABoHXW1eFovYFdvnw5hw4d4vHHHycnJ4fHHnuMvLw87rzzTiN/BRG5QG5365tGTc0erp89nKXfGt2uYAU4mFtDRa0Ti78PExPDzvVjREQumLOgEL+YGHysVqOjiIj0e4O2aAVYvXo106dPZ/78+axYsYKVK1eyePFioHVJ8IYNGwBISEhgy5YtvPvuu0yaNIl3332X9957j7i4OCPji8jXcDa5eXFzLn96J5uoU8fXbN1fxoGcarxeL9A6w3ogp5q1m3IASJ0cjTXA57w/U0TkQjgLCrU0WESkmwzqNXA2m43169ezfv36Do+dvqE9bc6cOezbt6+3oolIF+WW1PPcu9nUNjSx9FujuGx8FKs2HCG3pIFnNmYQHWYhNvLMOa0Ao4cFsWSubjJFpGu8bjeuoiKCUy4xOoqIyIAwqItWERl43B4v7/7rOO/+s4jEoUH89JbxDI1oXZ730G0T2bijkLTDFVTUOtuKVYu/D6mTo1kyN77DsmERkc5qKlMTJhGR7qSiVUQGjPIaB8+9m82x0gaumz2c62YPx9fnzC6IAH8f7lgwksWXx5OeX0ujs4VAiy8TE8O0JFhEuo0zvxCAgHgVrSIi3UFFq4j0e16vl08OVfCXj44RGujPI3dOJiku+LzXWwN8dA6riPSY1iZM0fjY1IRJRKQ7qGgVkX7tpL2Zde/ncCCnhsunRnP7lSOxaImviBjIWVCgpcEiIt1IRauI9FsHc2v48/s5eDxe/n1xMiljNXsqIsbyejy4io4TnDLN6CgDQmRkx9d1s3lQH34hMiipaBWRfsfV7GbDtnw+/rycyaPCuPvaJEKD/I2OJSJCU2kZ3qYmLAkJRkcRERkwVLSKSL9yrLSB597NovpkE3ddPZL5lwzFZDIZHUtEBGjdzwpqwtRdqqqqOozV19cbkEREjKSiVUT6BbfHy/s7i/l7WhEjom08/v2pxEaqyYmI9C3OggL8ooeoCZOISDdS0SoifV5FrZPn380mt6Seb39jODfMaX+UjYhIX+EqKNTSYBGRbqaiVUT6LK/XS9rhCl776BjBVj9+ccckxgwPMTqWiMg5eT0enIVFRE2banQUEZEBRUWriPRJ9fZm1n+Qy76salInR/PdqxKxBuglS0T6rqay1iZMATruRkSkW+kOUET6nMN5NbzwXg4tbi8rbkrm0mQdZSMifd/pJkw6o1VEpHsN6k1hTqeTu+++m7CwMGJjY3nqqafOe+0NN9yAyWRq97Fp06ZeTCsy8DU1u3nlwzxWv3GUEdGB/Pfd01Swiki/4SooxG/IEHxsNqOjiIgMKIO6aH3ooYfYu3cv27ZtY82aNaxcuZKNGzee89ojR47wyiuvUFpa2vaxYMGCXk4s0r85XG4+O1zKh7sK2ZtZhcPlbnssv6yBlS8e4pNDFdyxYCQ/u3U84cE6e1VE+g9nQaFmWfuJC524mDdvXodJC5PJxA9+8INeTiwyuA3a5cGNjY2sXbuWzZs3k5KSQkpKCunp6Tz77LMsWbKk3bUul4tjx44xY8YMhg4dalBikf7L1eRm445C0g6X42zytI1b/M3MmRxNsNWXd/9VTFyUjV8um0JclGYpRKR/Od2EKXLRZKOjyAU4e+KioKCApUuXkpCQ0OEe8M0336Spqant6127dnHrrbfyox/9qLcjiwxqg7ZoPXjwIM3NzcyePbttLDU1lSeeeAKPx4PZfGYSOjMzE5PJxKhRo4yIKtKvuZrcPPl6OrklDQDERtoYHh1EQelJKmqdbN1XBsDVM2K5ZV6CjrIRkX6pqawcr8uFJVHH3fR1nZm4iIiIaPvc7XbzyCOP8PDDD3PppZf2dmyRQa1b7g4drha+yKvi88wKCspOdseP7HGlpaVERUXh739m+WFMTAxOp5Oqqqp21x49epTQ0FDuuusuYmNjmTlzJps3b+7tyCL90sYdheSWNBBo8eUnS8bxvw/P57+WzeD6OXH4+ZoxmVqv83hQwSoi/VZbE6b4EQYnka9zvomLXbt24fF4zvt9L774ItXV1fz85z/vjZgicpYu3yG+/o9M7nz8Ax5Zk8Yvn/+Mf39qOwB/3ZqFs6mlqz++x9jtdgICAtqNnf7a5XK1G8/IyMBut3PNNdfwwQcfcO2113Ldddexd+/eXssr0h85XG7SDpcDcO+iJKYmRdDgaObJV/ez9r1cZiRH8sPrxgCQdrii3R5XEZH+xFVQgN+QKHwCA42OIl+jMxMXp3m9Xn7729/yk5/8hKCgoN6KKiKndGl58Aef5fPqlox2YyavF4DXPsxkz9Fy/uf+Ofj0wdkTi8XSoTg9/bXtS13/Hn30UX784x8THh4OwNSpU9m3bx/PPffcBS0PCQ0Nbfve0873oigykKTn1+Js8hAdbmHK6HAKyxv5w5v7cTW5uf+GscwcH4XX6+XNT4qoqHWSnl+rbsEi0i+pCVP/0ZmJi9O2b9/O8ePHuffee3s8n4h01KVq8t20PEzArAlD+d2Kb7aNNziaMQEZ+dW8k5bXxYg9Iy4ujsrKSlpazswGl5WVYbVaCQsLa3et2WzuUHSOHz+e4uLiXskq0l81Olv/vmIjrBzKq+V/Xj1MWFAAz/z0cmaOjwLAZDIRG2ltd72ISH9yuglTQIL2s3a3yMjIDh+hoaFd+pmdmbg4bePGjSxcuLDdHlcR6T1dKlpLKhsBuP/mKYxNOFPUBVn9+LdbpuEFtu0t6lLAnjJt2jT8/PzYuXNn21haWhozZsxo14QJYNmyZR1amx84cIBx48Zd0HPV1dVRVVXV7kNkMAi0tC7myCut5+m/HmV8Qhi/vv8bRIVZ267xer2UVjnaXS8i0p80lVe0NmHSTGu/0JmJi9M++OADbrzxxt6KKCJf0qU7RKu/Lw2OpnM2T/nG5Fh+/zqUnips+xqbzcbSpUtZvnw569ato7i4mFWrVrFu3Tqg9cUrNDQUq9XK9ddfz2233ca8efOYPXs2r732GmlpaTz33HMG/xYifdv4+FB8zCbq7S1cMiacf7spGYt/+5edg7k1VNQ6sfj7MDHx3DcLIiJ9maugAABLvIrW7nauN/rr6+u79DPPnrhITU0Fzj9xAVBZWUleXh5z5szp0vOKyMXr0kxr4rAQAN7cnoPpS4+VV9uBvt0NdPXq1UyfPp358+ezYsUKVq5cyeLFiwGIjY1lw4YNACxevJg1a9bwq1/9ikmTJvH3v/+dDz74gMTERAPTi/RtriY3a9/Lxu1p3eeeVVTPobwavKf2vXu9Xg7kVLN2Uw4AqZOjsQb4GJZXRORiOQsK8YuKwidITZj6g7MnLvbs2cPbb7/NqlWreOCBB4DWiQuHw9F2/RdffIHFYmHkyJFGRRYZ9Lo003rNrAQO51by1vYcsotq28b/eaiEv3yYiQkYn9h31/7bbDbWr1/P+vXrOzx2+sb6tHvuuYd77rmnt6KJ9Gs19U08s/Eo5TUOVtyUzAe7isktaeCZjRls+LiQ4UOCKCxrPacVYPSwIJbM1QyFiPRPzoJCArQ0uF9ZvXo1999/P/Pnzyc0NLTDxMW6detYtmwZAOXl5YSFhWEyfXmKRkR6S5eK1rkpw9mVXsanB4v5Ireybbb1ty/twQv4mE3cetXYrqcUkX6jqKKRpzcexeuFX9wxmfiYQCaPDGPjjkLSDldQVmWnrKp1JYbF34fUydEsmRtPgL9mWUWk//F6PLgKi4i49ltGR5FO6MzExXe+8x2+853v9FY0ETmHLnc9+Y87pjNiaDBvb8/B7jqzoT3Y5s+Pbp7ap2daRaR7Hc6rYc3bWUSHW/jJknGEB7ceIRDg78MdC0ay+PJ4CitbqLc3g8fFxMQwLQkWkX6tuaICj9OpJkwiIj2oy0Wr2Wzi9gXJLJ6XRFZhDbX1LkKD/BmXEIG/n25GRQaLbfvLePUfeUweFc7yG8ZiOcfMqTXAh29MHgJAdXV1b0cUEel2zoJCABWtIiI9qEtF6+9e3svY+HDGxoeRNDyMyaOjuiuXiPQTHo+XNz7OZ8ueUq6aHsvtVyZiNmvfj4gMDq1NmCLxCQoyOoqIyIDVpaL104PFpB0sBlpnXONjQhgbH3aqkA0nYWiwNq2LDGCuJjfPvZvN5znVfPeqkSy4NNboSCIivUpNmEREel6XitbIEAtVJ1u7f7o9XvJL68gvrePDXa3nlQX4+zIuIZwpSVGkTo0jNkqt4EUGirqGJp7eeJTSKgc/vnkc05K0f11EBpfWJkyFRCxUEyYRkZ7UpUNUX3zsGm5fkAyAidZmK15o+3A2tXAw+wQvbz7KD3+7lT+/m97lwCJivOMnGvnvlw5R29DML+6YpIJVRAal5hMn8DjUhEl63snMLDxNTUbHEDFMl2ZaP9xVwOv/yGTWhKE8cNslBNv8qaixs/mzfN78OAeTCcwmE81uD3i9vL0jh4ShwVw5Qy/uIv3VF8dqWfN2JlGhAfxkyXgiQgKMjiQiYgg1YZLecug//wuT2YwtfgTBY8YQNGY0wWPGYIsfgcncpTkokX6hS0Xrxm3ZAKxYMpVgmz8A0eE2ll47gbCgAF545wv+6+5ZWAN8WfduOllFNWzZVaCiVaSf2n6gjJe35DFpVBjLr0/WcTUiMqg5CwrxjYxQEybpFV63m8Zj+TQey4cP/wGAOSCAoFEjCRqTRHBSEsFjk7AMHWpsUJEe0KWitaa+dT9rXWMT4SGWdo9dNSOete98wVvbc/j1/XP4yW2X8KMnt1F8oqErTykiBvB4vWzcXsDmXSVckTKU7141Eh91CBaRQc5VUIglIcHoGDIIDLk8lYasHBxlZe3GPS4XJ49mcPJoRtuYb1AQwWOSCEoaTcIdt/d2VJEe0aWiNT4mhOyiGn7/l/38YukMhkaeabSUW1wLQGZhDQBRYVYAGh3NXXlKEellrmY3azdlsy+zmtuvTGTBpbHqCi4ig57X68VZUEjEt642OsqAFhkZ2WHMPAiXwyb/9AEAWhobacjOof7UR0N2Dk21te2ubWlooObzA9R8fkBFqwwYXSpar//mKFa9to9jJXUs/+1WLkmOZnRcKCcbm9i+/zgA4cEBuN0eNn+WD4DFv0tPKSK9qK6xiT9szOB4pZ1/WzyOlLFquCQiAtBccQKPw6H9rNKrfAMDCZs2lbBpU9vGXFXVNOTkUJ+VTUNOLg05ubTY7eD1GphUpHt1qYKcmzKczMIa3k3Lw+3xsu9oOfuOlgOt3YNNwJWXxpNVVMu6TemYgJHDQrueWkR6XPEJO7//61HcHg+/uGMSiUO1Z0tEBFqXZB77r8cA8NP+wR5VVVXVYay+vt6AJH1XQGQEAZEziZw1s23MUVJCfVaOgalEuleXpz3vu3Eyl4wdwtuf5JKeV4Xb0/qujr+fDzdePppbrxrLJ58fb7v+23NGdvUpRaSHpefX8se3MokMCeAnt0wiUh2CRUTOyTdYb+hJ32MdNgzrsGFGxxDpNt2yVnfGhKHMmDCU5hY3VXVOzGYTQ8Ks7fa9zZwwlLmXDCd1qv6ARPqyHQfLeXlLHhMSQ7n/hrFYA7SkX0RERESM0y13ozUnnQT4+2Cz+LVrxnTa/OkjmD99RHc8lYj0EI/Xy992FPL+zmLmXxLDHQtGqUOwiMgpHper7XO303nOcWg9gkRERLpXl4rWugYX/+fPu8g+1SE4JiKQcYnhjEuIIGl4KJGhVsqr7Uwc1bHzm4j0HU3Nbta+l8PejCpuuyKRq2eoQ7CIyNmyVzxwzvHcnz3c7uvktX/qjTgywHm9Xv07LHKWLhWtL753hKxTBStAWXUj5dWN7Nh/Zg8rJhPvPHl9V56mxzidTlasWMHf/vY3rFYr//Ef/8GDDz74ld+Tn5/PpEmT2LRpE/PmzeudoCI96GRjE3/4WwZFFXZW3JTM9GS9ySQiIoPLfffdR1ZWFtu3bzc6CgA7b7+LwNGjCB6TdOrM1SQsMdFGxxIxTJeK1n0ZFZiAS5KjCQ0K4ON9RXy5ubapD7fbfuihh9i7dy/btm2joKCApUuXkpCQwJIlS877Pffffz+NjY29mFKk6xwuN+n5tTQ6Wwi0+DIxMQxrgA/FlXae/utRmls8/PyOiYyKDTY6qohInzTmj8+0fV7ywos07v8cgNGrf6clwf3cCy+8wPPPP8/cuXONjtLG7XJxMv0IJ9OPtI35hQQTlDSaoKRTheyYMfiH6VQOGRy6VLSebGzdx/HQHdOxBPiyY/9xfvbdFFxNbl7afBRXk5vvL5rQLUG7W2NjI2vXrmXz5s2kpKSQkpJCeno6zz777HmL1ldffVVt1qVfcTW52bijkLTD5TibPG3jFn8zExLDOJJfS2SohZ9/dyJRoRYDk4qI9G2nC1Ov14szN7fduIrW/sntdvPEE0/w+OOPGx3lvExmM95TE0DN9Q3U7D9Azf4DbY8HREWeVcQmEZQ0Gl+bzai4Ij2mS0VrSKA/tfUumlo8BNnMhAcH0Oho5trZI4kMtfD42p24mt3dlbVbHTx4kObmZmbPnt02lpqayhNPPIHH48FsNre7vqqqiocffpgPP/yQSZMm9XZckU5zNbl58vV0cksaAIgOtxAbYaW0ykFFrZP9WdVYA3x48NbxhAfrhktE5EI0l1fgrjtpdAzpIqfTyaxZszh06BDf+9732Lp1q9GRzmnWK+uxFxRQn5NDQ04uDTm5OEpK2x53VVXjqtxF1c5drQMmE9bYoQSNSSI4KYlh133boOQi3atLRWvC0BBq60+w+rX9PH7vZYSHWDiaX821s0cycWTrvrgtnxVw09ykbgnbnUpLS4mKisLf379tLCYmBqfTSVVVFUOGDGl3/c9+9jOWLl3KxIkTezuqyEXZuKOQ3JIGAi2+3LsoiSmjw/ECb+4o4L2dJfj6mHC43Ly/s4Q7Fuj8ZBGRC2HPzAKTCfrw9if5ek6nk5MnT7JhwwZuvfVWEhMTjY7UTsSM6dRnZuMT4E/I+HGEjB/X9pjb4aAhN4/67DOFrLOiou1xR2kZjpJSTuz4VEWrDBhdKlqvv3w0B7JPcCi3Eh+ziaGRgfzrcCmXHSqhsLx1Ge2JOke3BO1udrudgC8t5zn9tetL7es/+ugj0tLS+OKLL3otn0hXOFxu0g6XA3DvoiSmJkXQ1Ozmhfdz2H20ilvnJzA0wsof/pZB2uEKFl8ejzXAx+DUIiJ9nz0zE8vIRBIe+bnRUaQLQkJCyM7Oxte3b55FPuGR/zzvYz5WK6GTJhI66cxESktDIw05OdTn5NKQk0PVrj16Y0UGFPPXX3J+M8bH8P1FEwkPDsBkMnHJ2CE0Nbv57Ut7+MuWDExAfEzfbOxisVg6FKenv7adtRfA4XDwwx/+kDVr1mC1Wi/quUJDQ4mMjGz3IdKT0vNrcTZ5iA63MGV0OA6XmydfP8Ln2TWsuDGZhbPimJYUTnSYBWdTa5MmERH5al6vF3tmFraxY42OIl1kNpv7bMF6Lkd+/VscJSXnfdw3KJCwaVMZsWQx4x7+j15MJtI7ulS0Aiyel8T/fXA+AFdcOoJpY4bgBbxAgL8v31/UN5fTxsXFUVlZSUtLS9tYWVkZVquVsLCwtrHdu3eTl5fHzTffTFBQEEFBQQAsXLiQ5cuX93pukQvR6Gz9/3VshBW3x8uzb2VQXGnn59+dyKXjWt80MZlMxEZa210vIiLn11RWjrvuJLZxKlqld1Xv2cv+f/8peWv/TEvD15xiYTLhc9b2N5GBoEtvMT387Kckx4dz9/WtjYl8fcz89w9nczS/mtp6F+MSwgkP6ZsdSadNm4afnx87d+4kNTUVgLS0NGbMmNGuCdPMmTPJzs5u971jxoxh7dq1LFiw4IKeq66uDo/H8/UXinSTQEvrn3ZptYPn380mq+gkD946gdHDzqx88Hq9lFY52l0vIiLnZ8/IBB8z1qTRRkcZ0Gw2G4GBged9vD/NkHYnr9tNyab3qdj+CSO+s4Rh1y7E5NNxa4/JZOKy116iMb/AgJQiPaNTf/VVdQ7+8MYBkoaHMTY+nKP51WTkV/P9RRMxm01t141PjKC5xcO/DpcwITGSIeEXt6y2J9lsNpYuXcry5ctZt24dxcXFrFq1inXr1gGts66hoaFYrVaSkjo2koqLiyM6Woc8S980MTGMAH8zFTVOKmqcrLgxmXEJ7c9yO5hbQ0WtE4u/DxMTw87zk0RE5DRHZhaWxETMlr75hrwMXJP+zy/JX/cSDceO0dLYyLEXXqRs8xYSl36PyFkzOlxv8vEhaPQoA5KK9IxOLQ+ODLWSMDSEv27N4ol1u9rGf/vyXt7akcPRY9U0t7QeceP1eln16j5+9syO7k3cjVavXs306dOZP38+K1asYOXKlSxevBiA2NhYNmzYYHBCkYtjDfBhxJDWvdn+fmZ8fU1t57x5vV4O5FSzdlMOAKmTo9WESUTka7TtZ03W0mDpfWGTJzFt9e8Y++MVbWOO0jKO/s9vOfzo4zTkHTMwnUjP6/T6itsWjGXb3iLqGl2cnlv97HAJnx1u3Rzu42MmMTYEf7/Wm+BGR3O3he1uNpuN9evXs379+g6Peb+i49pXPSbSF6QdqiCnuIHwIH9qGpp4ZmMG0WEWYiPPnNMKMHpYEEvmxhucVkSk72sqLcVdK9HFpAAAIABJREFUX6+itRfY7Xbsdvt5H6+vr+/FNH1L9Px5ZP3hjwD4h4fRVFNL3eEvOPDgw0TPn0fiXd/FPzzc4JQi3a/TRavN4sf//GgOB7JO8NzfD7cVrqfLuBa3h9zjrZ1ITUBUWN9bGiwykB3MqWbd5hzmTo3htisS+NsnRaQdrqCi1tlWrFr8fUidHM2SufEE+GuWVUTk69gzssDHR/tZpc8Y+9MHcFVUkP/yqzTXnaRi28dU/esz4m66geE33YBZzZhkALmonewjYoIZERPMS5uP4Gpy8/Lj3yLneB0ZBdVkFtSQXVRDg6MZs8nEdxboHUmR3pJbXM+at7OYmhTBXdeMwsds4o4FI1l8eTzp+bU0OlsItPgyMTFMS4JFRDrBnpmFdWQi5i+d8S5iFJPJRMyVVxD5jW9Q+PoGSt/bjNvlovAvGyj/8CMS7vou0fPmGh1TpFt0qmgtKDtJfEwwJlPr/OobT3ybgrJ6QoMCmD4umunjzjQmqj7Z2uDFZvHr3sQick6lVXZ+/9ejJAwNZPn1Y/A5qzmaNcCHS5N1PrCIyMXwejw4MrMIm3e50VGkh+Tn5xsd4aL52qyM+sEyhl59FXnP/5naQ4dxVVeT9fT/VdEqA0anitZ/W/UxFn9fRg8PZeyIcMaMCGPMiHN3HY3oo0fdiAxENfUuntpwhLAgPx5YMr5tT7mIiHRdU0kp7oYGrNrPKn2I/XgxzXV1OErLcJaWnvrfMvB6wWT6+h8g0o90enmws6mFI3lVHMmrahsLsvkzZkRYayEb31rIhgeraBXpDY3OFp564yhe4Ge3TtCZqyIi3cyemYXJ1xerjhARg5S8txlHcTGO48VtY7l/eq7jhSaTClYZkDp1d3vT3CSyi2rJOV6Ls6mlbbze3sTnmRV8nlnRNhYZam0tZOPDWXLFmO5LLCJtmprd/GFjBrX1TTxy5yQiQrTXSkSku9kzMrGMGqnGNmKYvLV/bp1BPe1LhanJxwdr7FBsI4ZjHT4c24gR2EbE9XJKkZ7TqaL1B9dNBFqPfCkqryersJbsohqyimrJLz1Ji9vTdm1lnYOqOgc7vyhV0SrSAzweL//vnWzyyxp46PaJDIuyGR1JRGTA8Xo82LOyCb9intFRZLAzmfDx98caF4d1RFxrYTo8Duvw4ViHxWIym41OKNJjLmodoclkIn5oCPFDQ7hqZusZj80tHo6V1JFVWEN2US1ZRTUUVzR0a1gRaeX1ennpwzwO5FTz45vHkRQXbHQkEZEByVVcgqexUeezSq/K/uP/Epw8lqFXXQnAhP/vF9hGDMcSHf013ykyMHXb5jc/XzNj48MZG3/mQGO7s5mc43Xd9RQicsrf04rYcaCcH1w7mqlJEUbHEREZsOwZmZh8fbFoP6v0ovKPtlH+j63EzJ+HyceHiOkpRkcSMVS3FK2fHS5lX2YFDmczUWFWZk0cyoSRkdgsfkxJiuqOpxCRUz7+vIy///M4S+bG880pMUbHEREZ0ByZWVhGj8LspyP8pPe1NNrxC9FqKpEuFa0ej5f/eWkPu74obTf+1vYcpo+P4cHbUwiyqWmBSHfZm1nFyx/mcdX0WK69TA0WRER6Utt+1quuMDqKDFK7lv4Ay9AYgpNGE3T6Y9QofKzWr/y+ql27CU4ei3/YuY+mFOlvulS0bvpnHju/VLCetu9oOY89/xm/XfFN/Hy1MVykqzIK6/h/72QxY1wkt1+ViEkt7UVEepTr+HE8dju2cclGRxm0IiMjO4yZB0vDoVP/zjvLynGWlnHi03+2jdvihhGUlHRWIXumu7XX4+Hob54Er5fUtzcalV6kW3WpaN26twgTcOn4oSy/aTI2iy85x+t4c3sOn2dVkFNUy/v/OsYNl4/uprgig1NRRSN/+FsGY4eHcM+3x2BWwSoi0uPsGVmY/PywjEw0OooMMpe9/CINOTnU5+TSkJ1DfXYOTTU1bY/bi0uwHy+mYvsOAExmM9YRwwlOGk3gKO2/loGnS0Xr6e7A9y+ewpDw1mUK08YOYdrYITyz4XM+2lPI9v3HVbSKdEFlrZPVbxxhSJiFf1ucrJULIiK9xJ6ZhVX7WQ1VVVXVYay+vt6AJL3LNyiQsGlTCZs2tW2sqaaG+uwcGrJzaMjJpT4nl5aG1ntxr9eLvbAIe0EhbP24wzmuIv1dl4rW00cc+/t1vIm+fUEyH+0ppPiEjr0RuVj19maeeuMIfr5mfnbreKwB3dbwW0REvoLX48GRlU3ENQuMjiICgH94OJEzZxA5c0bbmLO8onVG9nQxm3cMt9NpYEqRntGlO+CYCBvHy+vZ/Fk+ty1ov9/DbG59h8fr9Z7jO0Xk67ia3Dz916PYnW4euWsSoYFqaiYi0ltchUV4HA6sOp9V+jBLTDSWmGii5sxuG7MXHW8tYnNyDEwm0r26VLTOHB9DUXk9r32YSV1jE9eljmRYVBB2ZzPPvX0YgJiIwG4JKjKYtLg9/PHtTEqq7Pz8u5OICf/qLoEiItK97JmZmPz9sY5MNDqKSKfYRgzHNmI4MVfMMzqKSLfpVNGae7yW0cPPtM6+aV4SW/cWUdfg4r20PN5LyyPA3wdXswe8XkxA6tRh3Z1ZZEDzer2s25zLkfw6fnrreBKHBhkdSURk0LFnZGFNGo3JV9syRESM1qmOLj995hNW/2U/J2ocAIQGBfD4PZcREWLBS+seV2eTG6/XixdIGhHGzfOTuj+1yAD21+0F/OuLE9y7aAwTE3W+mohIb/O63Tiyc7BpabCISJ/QqbcPvV4v2/cV8c+DJVyXOpJbrhzL6OFh/Ok/r+Sj3YUczKmkus6JzeJLyrhovj17JH6+Pj2VXWTA+XBPCZt3lXD7lYnMmhBldBwRkUHJWVCIx+nU+awiIn1Ep2ZaL58WB0BTi5s3t+dw768/4u+f5OLnY2ZR6ij+a9lMnnrgcv77h7O5aW4S/n4qWEUu1M4jJ/jL1nyuvSyOq2doWb2IiFHsmVmYAgKwJCQYHUV6iNPp5O677yYsLIzY2Fieeuqp8157ww03YDKZ2n1s2rSpF9OKSKdmWh+681JumpvEnzelczi3knpHEy+88wXvpuWx9NoJfPNUUSsinZN+rJa1m3KYM2kIS+bGGx1HRGRQc2Se3s+qN98Hqoceeoi9e/eybds2CgoKWLp0KQkJCSxZsqTDtUeOHOGVV17hyiuvbBsLDw/vzbgig16nuwskjQjj1/fPYe/Rcl587wgFZScpr7bz5Ct7eXtHLt+/biKTRkX2RFaRASm/rIFn38pg4shQli0cjUkHgouIGMbb4saenUPktxcaHUV6SGNjI2vXrmXz5s2kpKSQkpJCeno6zz77bIei1eVycezYMWbMmMHQoUMNSiwinVoefLZLx8fwfx+cx49vnUZUqBUvkF1UwyNr0vjVn3dRVF7fjTFFBqayager3zjCsCgbP7ohGV+fi/6TFBGRbuAsKMDrcmk/6wB28OBBmpubmT37zNmmqamp7Nq1C4/H0+7azMxMTCYTo0aN6u2YInKWLt0hm0wmFsxM4LlfXMn3Fo7HavHDC+w+Usa/P/Uxf9x4kJp6ZzdFFRlY6hqaWL3hCEFWP356y3gC/LUMTUTEaGf2s2qrxkBVWlpKVFQU/v7+bWMxMTE4nU6qqqraXXv06FFCQ0O56667iI2NZebMmWzevLm3I4sMet0yrePn68MtV45l7SNXcf03R+HjY8bt8bJlZz4//M3W7ngKkQHF4Wph9RtHaXZ7efDWCQRZ/YyOJCIitBattjFJmHz0RuJAZbfbCQgIaDd2+muXy9VuPCMjA7vdzjXXXMMHH3zAtddey3XXXcfevXt7La+IdEPR6vF4OV5Rz78Ol/DeP49Rc9JFsM0fE6fObXW1dD1lD+lM57hXX32VsWPHYrVamT17Nrt37+7FpDKQNLd4+L9vZnKizsnPbh1PZGjA13+TiIj0OG9LS+v5rFoa3GdERkZ2+AgNDe3Sz7RYLB2K09Nf22y2duOPPvooxcXFLFu2jKlTp/L444+zcOFCnnvuuS5lEJHO6VQjpuMV9RSW11NYduqjvJ6SEw20uD0drvV2W8Sec6Gd4z799FPuvvtu1q5dy+zZs1mzZg0LFy6koKCAoKAgg9JLf+BwuUnPr6XR2UKgxZfxCaGs/yCX7OMneei2iYyIDjQ6ooiInOI4lo+3qQlr8lijo0gPiouLo7KykpaWFnx9W2+Fy8rKsFqthIWFtbvWbDZ36BQ8fvx40tPTey2viHSyaL3/d9v4cl/TcxWnoUEBjIwNITE2hMRhIRefrgd1pnNcWVkZjz76KHfeeScAjz32GE899RRHjhxh5syZRsSXPs7V5GbjjkLSDpfjbDrzpo6P2YTb42X59WMYO6Jv/m2IiAxWjswszFYLlvgRRkeRU768xxSgvr5rzT6nTZuGn58fO3fuJDU1FYC0tDRmzJiB2dx+EeKyZcswm838+c9/bhs7cOAAkydP7lIGEemcTh95c3aR6udjZkRMcFtx2lqohhIW3PeXO56vc9wTTzyBx+Np96J1yy23tH3ucDj4/e9/T3R0NBMmTOjVzNI/uJrcPPl6OrklDQBEh1uIjbCSU1xPo7N1ufw/9pYyLSlCzZdERPoQe2YW1jFjtJ91gLPZbCxdupTly5ezbt06iouLWbVqFevWrQNaJytCQ0OxWq1cf/313HbbbcybN4/Zs2fz2muvkZaWpuXBIr2sU0XrpeNiSBzWOoM6MjaEuOhgfMz980zJr+scN2TIkA7fs3XrVq6++mq8Xi+vvvqqlgbLOW3cUUhuSQOBFl/uXZTElNHhpB2u4GBuDZdNiOJwXi25JQ1s3FHIHQtGGh1XREQAT3Mzjtxcom643ugo0gtWr17N/fffz/z58wkNDWXlypUsXrwYgNjYWNatW8eyZctYvHgxa9as4Ve/+hWFhYVMnDiRDz74gMTERGN/AZFBplNF6y/vuayncvS6znSOO23SpEns27ePTZs2sWzZMkaOHMlllw2c/ybSdQ6Xm7TD5QDcuyiJqUkRHMip5sXNucy/JIa7rh7FwdwantmYQdrhChZfHo81QO/oi4gYzXksH29Ts5owDRI2m43169ezfv36Do95ve03v91zzz3cc889vRVNRM6h08uDB4rOdI47LSYmhpiYGKZNm8bOnTv505/+dEFFa2hoaIdN/OfaoyH9X3p+Lc4mD9HhFqaMDqek0s7/vp3FJWMiuHPBKEwmE1NHhxMdZqGi1kl6fi2XJkcaHVtEZNCzZ2ZhttkIGDHc6CgiIvIl3XJOa390due4087XOW7Pnj3s37+/3diECROorKzslazSf5zesxobYcULrNucS0RIAPddNwbzqaX0JpOJ2Ehru+tFRMRYjswsbGOTMJkH7a2RiEifNWhfmc/uHHfa+TrHvfDCC/ziF79oN7Zv3z7Gjx9/Qc9VV1dHVVVVuw8ZmAItrYsXSqsdfLy/lJzier6/cDT+fmeWAHu9XkqrHO2uFxER43iam3Hk5GJN1tJgEZG+aNDeMXemc9x9993HrFmzeOaZZ7j22mt55ZVX2L17Ny+99JLBv4X0NRMTw7D4m6mocbLh4wLmXxLT4Wibg7k1VNQ6sfj7MDEx7Dw/SUREeosz7xjelhZsOp9VRKRPGrQzrdDaOW769OnMnz+fFStWdOgct2HDBgBSUlJ46623eOGFF5gyZQrvv/8+W7ZsIS4uzsj40gdZA3xInRwNQEuLl+QRIW0NHbxeLwdyqlm7KQeA1MnRasIkItIH2DMyW/ezDte/6yIifdGgnWmFznWOW7RoEYsWLeqtaNKPJQxtPQrJC/zpnWze/KSI2EgrpVUOKmqdAIweFsSSufEGphQRkdPsmVnYksdoP6uISB81qItWke7W4GjmjY/zuWRMBJEhAaQdrqCi1tlWrFr8W2dil8yNJ8Bfs6wiIkbzNDXhzDvGkCWLjY4iIiLnoaJVpBtt2JaP2+1l6TWjCA3yZ/Hl8aTn19LobCHQ4svExDAtCRYR6UMcuXl4W1qwaj+riEifpaJVpJuk59eSdvgE3184mtAgf6B1j6vOYRUR6bscmVn4BAUSEDfM6CgiInIeKlpFuoGr2c36zbmMiw/hm1OijY4jIiIXyJ6ZhTV5rPaz9lGRkR3f+P3y0YQiMvDpr16kG7z9aRG1jc0sWzgak8lkdBwREbkAHlcTjrxjOupGRKSP00yrSBfllzWwZU8JS+YmEBNuNTqOiIhcIEduLrjd2JKTjY4i51FVVdVhrL6+3oAkImIkzbSKdEGL28Of389hRHQg18zUfigRkf7EnpGJT3Aw/sNijY4iIiJfQUWrSBds2V1C8Qk73184Gh+zlgWLiPQnbeezaluHiEifpqJV5CKVVTt4O62Ia2YOI3FokNFxRESkEzxOJ878fKxaGiwi0uepaBW5CB6vlxc35xIe7M8NqSOMjiMiIp3kyM0Dt0dNmERE+gEVrSIX4dNDFWQWnWTZt0YT4OdjdBwREekke0YmPiEh+McONTqKGOTYsWMsXryYiIgIIiIi+N73vseJEyeMjiUi56DuwSKdVNvQxIZt+aROjmZCYpjRcURE5CK07mcdq/2sg1RVVRXz58+nqamJn//857S0tPDkk09y6NAhdu/ejb+/v9ERReQsKlpFOunVf+Th52PmO1ckGB1FREQuQut+1gJC53zD6ChikNWrV3P8+HEOHz7M+PHjAZg1axYLFixg/fr13HvvvQYnFJGzaXmwSCfsy6xib2Y1dywYSZDVz+g4IiJyEezZOeDRftbB7PXXX2fevHltBSvAVVddRXJyMq+//rqByUTkXFS0ilwgu7OFV/6Rx7SkcGaMizQ6joiIXCRHZhY+oaH4xcQYHUUMUFNTQ15eHtOnT+/wWEpKCvv27TMglYh8FRWtIhfor9sLcDZ5uOvqUdoDJSLSj9kzMrGN037Wwaq4uBiAuLi4Do/FxsZSV1dHXV1db8cSka+golXkAmQU1rH9QDm3zEsgIiTA6DgiInKR3A4HzoJCLQ0exOrr6wGw2WwdHrNarQA0Njb2aiYR+WoqWkW+RnOLhxc35zJmeDDzLtFSMhGR/syRnQNeL7bkZKOjiEG8Xi/AV860axZepG9R92CRr/HOP4uoOunixzePw6x/xERE+jV7Ria+4WH4RQ8xOoqch81mIzAw8LyP+/p27fY1KCgIAIfD0eGx02MhISFdeg4R6V6aaRX5CoXljWzeVcJ1s4czLKrjMiIREelfWs9nTdZM2iAWHx8PQGlpaYfHSkpKCAsL+8qiWUR6n4pWkfPweLys25zD0AgL117WsVmDiIj0L267HVdhEbZx2s86mIWFhTFy5Ej279/f4bHPP/+cSy+91IBUIvJVtDxY5Dz+sbeUgrJG/uuuyfj66P0dEZH+zpHVup/VqiZMfZrdbsdut5/38dONlLri5ptv5umnnyYjI4Nx48YB8NFHH5GZmclDDz3U5Z8vIt1LRavIOZyodfLmp4VcOT2W0XHBRscREZFuYM/MxDciAr+oKKOjiMEefvhhXnrpJa688koefPBBnE4nv/vd75g+fTp33nmn0fFE5Es0fSTyJV6vl/Vb8gi2+rL48nij44iISDdp3c+q81kFhgwZwieffMLUqVN57LHHePrpp7nxxhvZvHkzAQE62k6kr9FMq8iXfJZ+gvRjtfz0lvFYA3yMjiMiIt3A3dCIq+g44VfONzqK9BHJycm8//77RscQkQugmVaRs5xsbOK1j/K5bGIUU0aHGx1HRES6iT07+9T5rNrPKiLS36hoFTnLa1vzMZng9itHGh1FRES6kSMzC7+oSO1nFRHph1S0ipxyMKeaXUcquf3KkYTY/IyOIyIi3ciekYk1OdnoGCIichFUtIoADpeblz7MY9LIML4xUe/Ci4gMJO6GBlzHi7U0WESkn1LRKgK8+UkBDY4Wll4zSl0lRUQGGHtmNoCKVhGRfkpFqwx6OcX1bN1Xxs2XxxMVZjE6joiIdDN7ZiZ+Q6Lwi4wwOoqIiFwEFa0yqLW4PazbnENibBBXTY81Oo6IiPSA1vNZtZ9VRKS/UtEqg9p7nxVTXu3k+wtHYzZrWbCIyEDTUl9PU3EJtnFaGiwi0l/5Gh1AxCjFlXbe/ddxFl4Wx4joQKPjiIhID3BkZgFg1X7WfikyMrLDmNmsOReRwUZ/9TIoebxeXtycy5AwC9fPHm50HBER6SH2zCz8YqLxCw83OoqIiFwkzbTKoPTx/jJyiuv5xR2T8PPVezciIgNV635WzbL2V1VVVR3G6uvrDUgiIkbS3boMOlUnXWzcUcD8S2IYOyLE6DgiItJDWupO0lRSqiZMIiL9nIpWGVS8Xi8vb8nD4u/LkrkJRscREZEeZD+1n1UzrSIi/ZuKVhlUdmdUcTC3hruuHoXNotXxIiIDmT0zC/+hMfiGhRodRUREukBFqwwaDY5mXv1HHpcmR5IyVgfMi4gMdI7MTKxaGiwi0u+paJVBY8O2fNxuL3cuGGl0FBER6WEttXU0lZVrabCIyAAwqItWp9PJ3XffTVhYGLGxsTz11FPnvfa9995j2rRpBAUFMWXKFN55551eTCpdlZ5fS9rhE3znikRCg/yNjiMiIj1M+1lFRAaOQV20PvTQQ+zdu5dt27axZs0aVq5cycaNGztcd+jQIRYvXswPfvADDhw4wA9/+EOWLFnCwYMHDUgtX8fhcrM3s4odB8vZm1lFXWMT6zfnMi4+hG9OiTY6noiI9AJ7Zib+sUPxDVWXeOmoMxMXr776KmPHjsVqtTJ79mx2797di0lFBAbxOa2NjY2sXbuWzZs3k5KSQkpKCunp6Tz77LMsWbKk3bWvvfYaV1xxBT/+8Y8BSEpK4p133uGNN95g6tSpRsSXc3A1udm4o5C0w+U4mzxt4z5mE16vl3+/ORmTyWRgQhER6S32zCwCJ4w3Oob0UWdPXBQUFLB06VISEhI63AN++umn3H333axdu5bZs2ezZs0aFi5cSEFBAUFBQQalFxl8Bu1M68GDB2lubmb27NltY6mpqezatQuPx9Pu2qVLl/Kb3/ymw8+oq6vr8ZxyYVxNbp58PZ2P9pXibPIQHW5h6uhwwoP9cXu8eLyw/oM8XE1uo6OKiEgPa66pobm8QkuD5ZxOT1w888wzpKSkcNNNN/Hwww/z7LPPdri2rKyMRx99lDvvvJNRo0bx2GOPUV1dzZEjRwxILjJ4DdqZ1tLSUqKiovD3P7O/MSYmBqfTSVVVFUOGDGkbHz++/Tu16enpbN26leXLl/daXvlqG3cUklvSQKDFl3sXJTFldDhuj5eVLx7E1ycAu9NNbkkDG3cUcocaMYmIDGiOU/tZrSpa5RzON3HxxBNP4PF4MJvPzOnccsstbZ87HA5+//vfEx0dzYQJE3o1s8hgN2hnWu12OwEBAe3GTn/tcrnO+32VlZXcfPPNzJkzhxtuuKFHM8qFcbjcpB0uB+DeRUlMTYrAZDKxZXcJJZUOfnRjMvcsSgIg7XAFDpdmW0VEBjJ7Rhb+ccPwDQ42Oor0QV83cXEuW7duJSgoiJUrV/L0009rabBILxu0M60Wi6VDcXr6a5vNds7vKS8vZ8GCBXg8HjZu3NjunbivEhoaSnh4eLux870oSuel59e2LQmeMrr1v3NlrZO304q4ZuYwEocG4fV6iQ6zUFHrJD2/lkuTIw1OLSIiPcWemUXg5IlGx5A+6mImLiZNmsS+ffvYtGkTy5YtY+TIkVx22WU9nlVEWg3aojUuLo7KykpaWlrw9W39z1BWVobVaiUsLKzD9cXFxVxxxRUAbN++vd3yYTFWo7MFgNgIa1ujpU8OVeDna+aGOSMAMJlMxEZaqah1tl0vIiIDT3N1Nc0nTmBLTjY6inSDyMiObzJf6KTB+VzMxEVMTAwxMTFMmzaNnTt38qc//UlFq0gvGrTLg6dNm4afnx87d+5sG0tLS2PGjBkdXgwbGxv51re+hdlsZseOHQwbNqxTz1VXV0dVVVW7D+k+gZbWNx1Kqx14vV48Xi///KKCmeOjCPD3AcDr9VJa5Wh3vYiIDDz2jFP7WceOMTiJ9FVnT1ycdr6Jiz179rB///52YxMmTKCysrJXsopIq0F7926z2Vi6dCnLly9n3bp1FBcXs2rVKtatWwe0vniFhoZitVr59a9/TW5uLtu3b297DMBqtRIaGmrUryCnTEwMw+JvpqLGyaHcGvx8zVSfbCJ18pkzWQ/m1lBR68Ti78PExI4z6SIiMjDYM7MIGB6Hb7D2HA4E53qjv76+vks/8+yJi9TUVOD8ExcvvPACx44dY8uWLW1j+/btIyUlpUsZRKRzBu1MK8Dq1auZPn068+fPZ8WKFaxcuZLFixcDEBsby4YNGwD429/+hsPhYNasWcTGxrZ9PPDAA0bGl1OsAT6kTo4B4PlNObz7r+PEhAcweljrXtYDOdWs3ZQDQOrkaKwBPkbGFRGRHuTIzMQ2TkuD5fzOnrjYs2cPb7/9NqtWrWq7rysrK8PhaF2ddd9997Ft2zaeeeYZsrOz+eUvf8nu3bv5yU9+YuSvIDLoDNqZVmh90Vq/fj3r16/v8JjX6237PCMjozdjyUVYMjeeY6X15JY0kFF4kkCLL89szKC0ykFFrROA0cOCWDI33uCkIiLSU5orK2murNJRN/K1Vq9ezf3338/8+fMJDQ3tMHGxbt06li1bRkpKCm+99RaPPPII//mf/8mkSZPYsmULcXFxBv8GIoPLoC5aZeAI8Pfhodsm8szfMjhaUEejs4WDuTUAWPx9SJ0czZK58W17XEVEZOCxZ2aByYRtjPazyle70IkLgEWLFrFo0aLeiiYi56CiVQaMAH8fWtwexiWEcmXKUBqdLQRafJmYGKYlwSIig4A9I4uA4cPxCQo0OoqIiHQjFa0yYJTXOMg+Xs8Prx+jc1gWIldWAAAgAElEQVRFRAYZr9eLPTOL4OmXGB1FRES62aBuxCQDyz8Pn8Aa4EPKmAijo4iISC9rrqykpbpa57OKiAxAKlplQDj7bFZ/Py0FFhEZbByn9rNaxyYZHUVERLqZilYZEDIK6jqczSoiIoOHPSOLgPgR+NhsRkcREZFupqJVBoS0wycYGmFh9DAdJi8iMtic3s9q01E3IiIDkopW6fccrhb2ZVYxZ3I0JpPJ6DgiItLLmitO0FJTg22c9rOKiAxEKlql39uTUcX/396dx8d0r38A/8xknySyEkmISBBLUWItF9GiVK1pXa1aL9etLm5tXe5FF60W+dHbhaqqorVd6lYp1SJV+xq1k1AikUUkkckiM8/vjzTTRCKynNk/79crL5k5Z87zzNfXcZ7vWb53C/V4pEVtc6dCRERmoD1/vuh+1sa8n5WIyBaxaCWrt/dUCpo39IZvLRdzp0JERGagPX8Brg1C4ODmZu5UiIjICDhPK1m1knOzEhGR/RERaM9dgFfnjuZOhYzAz6/svOtqNc+5ENkb/qsnq8a5WYmI7NvdmynQZWbCjQ9hIiKyWTzTSlaLc7MSEZH2/HlArYaG97PapPT09DLvZWdnmyETIjInnmklq8W5WYmISHvuAlxDG0Dt6mruVIiIyEhYtJLV4tysRET2jfOzEhHZBxatZJU4NysRERUkJUOXlcX5WYmIbByLVrJKnJuViIi05y8ADmq4hYeZOxUiIjIiFq1klTg3KxER5Z4/D9fQUN7PStWSkJCAIUOGwNfXF76+vhg5ciRSU1PNnRYRlYNPDyarw7lZiYio6H7Wi/D6Sxdzp0JWKD09HVFRUSgoKMCMGTNQWFiIefPmIS4uDocOHYKzs7O5UySiEli0ktXh3KxERFRwIwm67Gzez0rVEhMTg+vXr+PUqVNo1qwZAKBjx47o1asXVqxYgfHjx5s5QyIqiZcHk1Xh3KxERAT8MT+rgwPcwsPNnQpZoTVr1qBHjx6GghUAHnvsMURERGDNmjVmzIyIysOilawK52YlIiKg6CFMbmENoXbhZZxUNRkZGYiPj0dkZGSZZW3btsXRo0fNkBURVYRFK1kVzs1KRESi1yOX87NSNSUmJgIAgoODyywLDAxEZmYmMjMzTZ0WEVWARStZDc7NSkREwB/3s97JgRuLVqqG7OxsAIBGoymzzM3NDQCQk5Nj0pyIqGIsWslqcG5WIiICAO2581A5OnJ+VqoWEQGACgfAOThOZFn49GCyGpyblYiIgKKHMLmGNYSa05LYJI1GA3d39/sud3Ss2eGrh0fRLUa5ublllhW/V6tWrRrFICJl8UwrWYXiuVm7tuRZViIieyZ6PbTnL/J+Vqq2kJAQAEBSUlKZZTdu3IC3t3eFRTMRmR7PtJJV4NysRET2TZ+fj4uTXja85vysVF3e3t5o2LAhjh07VmbZ8ePH0a5dOzNkRUQVYdFKFo9zsxIRUSkODnANa2juLMhItFottFrtfZcXP0ipJoYOHYqFCxfi3LlzaNq0KQBg586dOH/+PKZNm1bj7RORsli0ksXj3KxERFSSW3gY1E5O5k6DrNj06dPx1Vdf4dFHH8WUKVOQl5eHDz74AJGRkRgxYoS50yOie7BoJYvHuVmJiOyTPj+/3N9dwxqWeq124QP6qGpq166N2NhY/POf/8TMmTOh0WgwaNAgzJs3Dy7sT0QWh0UrWbTiuVmf7FKPj58nIrIzJe9hLSnjhx3I+GGH4XXE54tNlRLZkIiICGzdutXcaRBRJfDpwWTRODcrEREREZF945lWsmicm5WIyH41/ngRAECfX4Br8/8PBTduAADCYz7gJcFERHaEZ1rJYnFuViIi+6Z2cYHK2Rkp36xFQWpqqfdL/hARkW1j0UoWi3OzEhHRrW3bkX34COqO4hNdiYjsFYtWskicm5WIiO7EnULaps3w698Pnm0eNnc6RERkJrynlSwS52YlIrJvBcnJSFq6DO6tWsJvQH+o1Go+JZiIyE7xTCtZJM7NSkRkv3TaXCR+9Ckcvb0R+LcxUKl5uEJEZM/4vwBZnOK5Wbu0rMO5WYmI7Izo9Uj6/AsUZmUj+IV/wMHNzdwpERGRmfHyYLI4nJuViMh+pX37P+Sc+g31Xn4BzgEB5k6HzMzPz6/Me2qeeSeyO/xXTxaHc7MSEdmnrENHcGvrD6g9dDDcH2ph7nSIiMhC8EwrWZTiuVn/PqCxuVMhIiITyvv9GpK/XAHPju3h06eXudMhC5Genl7mvezsbDNkQkTmxDOtZFE4NysRkf0pzM5G4sefwrluIOqOeo7PMyAiolJYtJLF4NysRET2Rwp1uPHpZ5CCuwh+YSLUzs7mTomIiCwMi1ayGJyblYjI/qSsXYfcy/EIev7vcPLlVTZERFQWi1ayGJyblYjIvtyO3Yvbu/Yg4Jlh0DRuZO50iIjIQrFoJYvAuVmJiOxL7qXLuLn6G3h17wbv7t3MnQ4REVkwFq1kETg3KxGR/bh7KwOJnyyBW1hDBAx/2tzpEBGRhWPRShaBc7MSEdkHfUEBbnyyGCpHBwT9YwJUjpx9j0wvLy8P48aNg7e3NwIDA7FgwYIHfmbv3r0ICwszQXZEdC/+T0Fmx7lZiYjsg4jg5srVyE+8gZBXp8GxVi1zp0R2atq0aThy5Ah+/vlnXL16FaNGjUKDBg0QHR1d7vqnTp1CdHQ0XF1dTZwpEQE800oWgHOzEhHZh4wff0LW/oOoO3okXBuEmDsdslM5OTn4/PPPsWjRIrRt2xaDBw/G9OnT8dFHH5W7/pIlS/DII48gICDAxJkSUTEWrWRWnJuViMg+5Jw+g9T1/4Xv471Rq2N7c6dDduzkyZO4e/cuHnnkEcN7Xbt2xcGDB6HX68usv23bNqxYsQL//Oc/TZkmEZXAopXMinOzEhHZvoKUVNxY8jncWzSH/5BB5k6H7FxSUhL8/f3h7OxseC8gIAB5eXlIT08vs/63336LIUOGmDJFIroHi1YyK87NSkRk2/R5eUj86FM4eHogcMI4qNQ89CDz0mq1cHEp/eDH4tf5+fnmSImIHoAPYiKzKZ6b9cku9Tg3KxGRDRK9HknLlqPw1i2EvD4DDhqNuVMiK+Pn51fmPXUNBz5cXV3LFKfFrzXso0QWicOdZDacm5WIyLalb9mKOyfiEPi3sXAJCjR3OkQAgODgYKSlpaGwsNDwXnJyMtzc3ODt7W3GzIjofnimlczm11OpnJuViMhGZR87jvT/bYH/oAHweLiVudMhK1XePabZ2dk12ubDDz8MJycnHDhwAF27dgVQNAdr+/bta3wWl4iMg/8yySxuZuTiwvUsdG3Js6xERLYmPzERScu+hGe7tvB9oq+50yEqRaPRYNSoUZg4cSIOHz6Mb7/9FvPnz8fLL78MoOisa25urpmzJKKSWLSSWezj3KxERDZJdycHiR99Cufa/qg7ZhSfWUAWKSYmBpGRkYiKisKkSZPw5ptvGp4QHBgYiLVr15o5QyIqiZcHk8lxblYiItskOh1uLFkKfW4u6r0yGWoX3v5Blkmj0WDFihVYsWJFmWUiUu5nRo8ejdGjRxs5MyIqD8+0ksmdu5qFdM7NSkRkc1I3bIL2/AUETZwA59r+5k6HiIhsBItWMrlfT6VwblYiIhuTue8AMn7ciTrDnoKmaYS50yEiIhvCopVMKje/EEfOp6NLyzq8z4mIyEbkJlzBza9WoVaXR+Dds4e50yEiIhvDopVMinOzEhHZlsLbmbjx8adwCamPgBHDOSBJRESKY9FKJsW5WYmIbIf+7l0kfroEABD8/ESonZzMnBEREdkiFq1kMpyblYjIdogIUlavQf7V3xH0/EQ4enuZOyUiIrJRLFrJZDg3KxGR7bi9aw8y9/6KgOeehVtYQ3OnQ0RENoxFK5kE52YlIrId2nPnkbJ2HXwe6wmvLp3NnQ4REdk4R3MnQPaBc7MSEVknfX4+Lk56GQDQ+ONF0GVn48bipdA0bozaTw01c3ZERGQPWLSSSXBuViIi66fPz0fix4uhdnVF0MTxUDnwyhkyLj8/vzLvqdW8UJDI3vBfPRkd52YlIrINN1d+jYKUVAS/8A84eHAQkoiITINnWsnoODcrEZF10efnl/v7neMnUPdvY+BU2x/6/HyoXTh9GRlXenp6mfeys7PNkAkRmROLVjI6zs1KRGRdiu9hLU/y58uR/MfvEZ8vNk1CRERk11i0klEVz8369wGNzZ0KERFV4O6tDORevozcS5fNnQoREVEpLFrJqDg3KxGR5RGdDvmJici9dBm5l+KRe+kyCm/dAgA41faHZ4d2cAsLg2tYQzj6+iJ+6gwAQHjMB7wkmIiITI5FKxkN52YlIrIMOm0u8hIS/ihSLyM3PgGSnw84OMC1QQg8I9vCrVE43BqFwdHLq9RnS97TqnZxYdFKREQmZ1dFa0JCAqZMmYLdu3cDAPr3748FCxagdu3KPyBowoQJuHDhgmEbdH+cm5WIqPrunR+1ssWiiOBuWjpyL11G3h+X++Yn3gBE4ODhDtfwcPj17we3RuFwbRACtbOzMb8GkcVS4riQiEzDborW9PR0REVFoaCgADNmzEBhYSHmzZuHuLg4HDp0CM6V+E972bJlWLp0Kbp3726CjK0f52YlIjI+KSxE3u/Xis6gXi663FeXmQkAcK5bF26NwuHzWE+4NQqHU0AApx4jgjLHhURkOnZTtMbExOD69es4deoUmjVrBgDo2LEjevXqhRUrVmD8+PH3/axOp8OcOXMwe/ZsE2Vr/YrnZn2ySz0eIBERKUh3J8fwwKTcy/HIS7gCuXsXKicnuIY2gNcjnYou9Q0PU2QuVbWLC58STDanJseFRGR6dlO0rlmzBj169DDsmADgscceQ0REBNasWXPfnVNeXh46duyIuLg4jBw5Ej/99JOpUrY6ufk6nL5yGzl5hbiafAcFnJuViKyQPj8f+4c8DaBql+UqFbu832/H7kX+79eQezked1NSAAAOXrXg1igc/oMHFl3qG1IfKke7+W+dqEaqe1xIROZhF/+7ZWRkID4+HtHR0WWWtW3bFlu3br3vZ/Py8pCVlYW1a9fi6aefRmhoqBEzrR5zHmABQH6BDhv2/I4DJ6/jhXOr4QlgddhwqB2csO3gDUR3D4GLs+kexFTd+8BsORdLysOcfbVkHpbSHszD8vIwFV1uLgozbqPw9m3Dn2mbNpe7bura9aVeN3zvHTj5+/FKFqJqqMlxIRGZh10UrYmJiQCA4ODgMssCAwORmZmJzMxMeN3zxEQAqFWrFi5evAhHjl6XK79Ah3lrTuPyjTtw0utLLdMLsPNoEhKSsjHtry1MWrgSEZmL6PXQZWXhbsZtFGZklCpKi/+8m3G76Om9JTh4uFc6hnNtf6XTJrIbNTkuJCLzsItKLDs7GwCg0WjKLHNzcwMA5OTklLtzUqvVUKvVxk3Qim3Y8zsu37gDd1dHjO8dBsQUve/irMbfn2yC5dvicfnGHWzY8zue7dXQvMkSEd3H/S7L1d9TWELEUHSWV4wW3r6NwswsoOQgnoMDHL294OTjA0dvb7jUrwdHb284+niX+lPt5FQm9uVXpgPg/KhESqrJcSERmYddFK0iAgAVXkZlbZdYVfYAy5gHObn5Ohw4eR1Oej3G9w5Di3oaXP5jWcdGXmgT6gmH3iH45Nvz2HsqBUO6hcDNxThnWy2hPSwtF+bBPGwxD9HrITod8MefotMDOh1Eryt6X1f8fsl1yr4u+oze8JnkL78qN7/iovF+1BqNoeh0CQ6Ce4vmZYpRBw8PqCo5+Hm/9ub8qETKscXjQiJbZxdFq8cfT0/Mzc0ts6z4vVq1ahktvo+PD3x8fO67XK/XG3aglVV8X+C97j3AcjHiXGP5d3V44fatohcxMBSsANB+yye4uAVwAzAFQKajO35/YzNcnIxTtOanppb7vinbw9JyYR7Mw5byUDk6FhWYVdxXKq3R5Jfg7OcLZ19fOPv6wMGIhaQuL8/wu4+PDxxcXY0Wi6xX8dVgvr6+Zs5EOSqVqsKr3Gp6y5a5jwuJqOrsomgNCQkBACQlJZVZduPGDXh7e8PdvfL3ElkT/+5/Mdq24xOz4LJ/Z6XW/c0zDO2aBiA42Dj/CSRu2Fip9YzZHsUsJRfmwTxsKY/QMaOgcnD488fRASr1PX86VOHnns/r7xYYYunz8nFkbNGTQ9t9sRRq1z8LUxaORNbPno8LiayVXRSt3t7eaNiwIY4dO1Zm2fHjx9GuXTszZPWn3NxcaLXaKn2m8ceLDL9XdN+TMS8nKzifjo9u1kZtb1e8NbY1pKDAkEfw3Peg8dRARDBz2UncyNahVdcIeET4GSWXxlHdDb+bqz0sLRfmwTzsJQ/546dyBNAVFv3cR8lLkzNztVDrdX8urOK+uqaK50fN1GpNHpusQ/EZ1lu3bpk5E+VoNBqjFo2WflxIRGXZRdEKAEOHDsXChQtx7tw5NG3aFACwc+dOnD9/HtOmTTNq7IyMDBQW3v8AqTos4b6nFqHecHB1wY0sHX67rkXL+n/+B6NydobaxQUnLt3CjWwdXJ0d0CLU22i5WEJ7WFouzIN5MA8iskZarbbCwfziBynVhDmPC4mo6uzmsbjTp0+Hr68vHn30UcTExODdd99FdHQ0IiMjMWLECABAfHw8Vq1ahfj4eDNnax3cXBzQtWUAAGDplkuIu5xhWCYiOHHpFj7fcgkA0LVlHaM9hImIiIioKipzXEhElsNuitbatWsjNjYWrVu3xsyZM7Fw4UIMGjQI27Ztg8sfo/mxsbF47rnnEBsba+ZsrUd09xCEB3kgJ68Qn3x73vD+uyt/w6IN55CTV4jwIA9Edw8xY5ZERJWndnFB543r0HnjOp7tJbJRlTkuJCLLoZKqPraWKi0jIwM7d+5EZGQkPD09jRrLnPe05BfosGHP79h7KgV5BX/e++Xq7ICuLesgunsIXJx5lpWK2OL9V2R72E/JWthjX83OzsbRo0fx2GOPVTg7AxHZDru5p5WMx8XZAc/2aogh3UKwee/v2H44CeP7N0Kbxn68JJiIiIiIiGrEbi4PJuNzc3FAWFDRGeU2jX1ZsBIRERERUY2xaCUiIiIiIiKLxaLVRqhUKqhUKmg0GnOn8geVuRMgC2V5fZWoLPZTshbsq0RkD1i02gi1Wg21Wm3UybiJlMC+StaA/ZSsBfsqEdkDFq1ERERERERksVi0UrX5+fnBz8/PZuOZI6atxzMH9hvrj2eumKZm63+P9tBv2E+tPx4RWSZOeWMCXl5eZeYRS09PN1M2RERERERE1oNFKxERERFZJJWq6MGOJc+2qtW8UJDI3rBoNYHMzEzo9Xpzp0FERERERGR1WLQSERERkUUSEQClb6vKzs42VzpEZCYsWo1Ip9MBALRardFjOTr++Vdpqp158eU5JePp7+bCV6NHzp07KCxQ9vKd8uIZm6lj2no8wPR9lf3G+uOZI6al7FMZz7picp9qmnjFx1XFx1lEZPtYtBpRTk4OAODs2bNmzsS0nmwF/HbquLnTICIiIhuWk5MDf39/c6dBRCagkuLrLkhxeXl5uHnzJtzd3eHg4GDudIiIiIisnk6nQ05ODgICAuDq6mrudIjIBFi0EhERERERkcXiM8OJiIiIiIjIYrFoJSIiIiIiIovFopWIiIiIiIgsFotWIiIiIiIislgsWq1EQkIChgwZAl9fX/j6+mLkyJFITU012ueIqqO6/a1Dhw5QqVRlfqKjo02QNdm7CRMmoEePHpVal/tUMpeq9FPuU4nI1nCeViuQnp6OqKgoFBQUYMaMGSgsLMS8efMQFxeHQ4cOwdnZWdHPEVVHdfubiODMmTMYNGgQhg4dWmpZgwYNTJE62bFly5Zh6dKl6N69+wPX5T6VzKUq/ZT7VCKyRSxarUBMTAyuX7+OU6dOoVmzZgCAjh07olevXlixYgXGjx+v6Ocq4/fff0daWhqaNGkCDw+Pam+nPNevX0e9evUU3WZFtFotNBpNqfdycnLw3XffITExEU2bNkW/fv2gUqmMnoux2tUUbVrd/nblyhXk5ORg4MCBGDFihOJ5WXOb3stS+qottKlOp8OcOXMwe/bsSn/GmPtUovJUp58ae59KRGQWQhYvLCxMHn300TLvR0RESM+ePRX/XEk6nU7ee+89eeKJJ2T+/Pmi1WplwIABolKpRKVSiZOTk0yZMkXu3r1b+S/0AGq1WoYOHSq3bt1SbJsPinfz5k3D6wsXLkj9+vWldu3a0qFDB/Hx8ZHWrVvL9evXFYtp6nY1RZtWt7999913AkAOHDhQo/i22KblxTRlX7XVNs3NzZVWrVoJABk5cqQEBwdL9+7dH/g5JfapFbl69aocPXpUsrOza7yte127dk3xbVYkJyenzHt37tyRb775RubPny9btmwRvV5v9DysuU2r20+V2qdWxFjtaup+SkTWg/e0WriMjAzEx8cjMjKyzLK2bdvi6NGjin7uXq+//jo+/fRTREREYPHixejevTsSEhJw+PBh5OTk4KeffsKWLVvw2muvVe2LVUBEkJqaikaNGuH//u//kJ+fr9i27xevpMmTJ6NDhw64du0aDh48iGvXriEsLAyTJk1SLKap29XYbVqT/nb69GkAMJy5ysnJqVYOttam94tZkrH7qq22aV5eHrKysrB27VqsWLECjo4PvuhIqX0qAOj1esydOxf9+/fHggULkJubi4EDByI0NBTt2rWDr68vpk6disLCwip9r4o0aNAA0dHRyMjIUGybFfH09ERKSorh9cWLF9GsWTO89NJLWLduHZ577jm0adMGiYmJisSzxTatTj8FlNunAqZvV1P3UyKyIuasmOnBTp06JQBk0aJFZZa98sorAkBu376t2OfuFRgYKHv37hURkd9++01UKpXs2bOn1DqxsbFSu3btyn6lByo+m/T1119LeHi4+Pv7y2uvvSanT59WLEZJKpWq1NmrwMBAOXz4cKl1fvvtN/Hw8FAspqnb1dhtWpP+NmLECPH09JRx48aJh4eHAJCwsDD55ptvqpSDrbVpeUzdV221TXU6Xamzww0aNHjgGSyl9qkiIjNmzJCQkBB55ZVXpFGjRtK+fXtp2bKlHDlyRLRarcTGxkpERIRMnTq1St+rIiqVSrp16ya+vr4SExMjeXl5im37fvFK9tV+/frJ0KFDDXHv3LkjgwcPloEDByoSzxbbtDr9VES5faqI6dvV1P2UiKwHi1YLt2/fPgEgS5cuLbPsjTfeEACSmJio2Ofu5eXlJefOnTO87t69u8TFxZVa5/jx44oWrSUPdu7evSurVq2S7t27i1qtlkaNGsmoUaPk/fffl88++0yReGq1Wq5cuWJ43aNHD/n5559LrbN7924JDg5WJJ6I6dvV2G1ak/7Wpk0bASBDhw6VjRs3yhdffCGtW7cWAPLVV19VOgdba9PymLqv2kObilSuGFBqnyrCwcBi1jzAImL6Nq1s0arUPlXEdgeuiMj68PJgCyd/XA5Y0YNVyltW3c/dq1evXnj55ZcRHx8PANi9ezdatmxpWH7w4EGMHz8eAwYMeOC2KqtkXo6Ojnj22Wexe/duJCcnY9asWfD09MS2bduwcOFCReJ5enoiLCwM9erVQ8+ePaHVavH3v/8dWq0WAPDVV19h9OjRGD58uCLxANO3q7HbtCb9bcKECfjoo4+wYcMGDB48GGPGjMH+/fsRFhaGadOmQafTVSoHW2vT8pi6r9pDm1aWUvtUoOiBWv7+/gCAFi1aoFu3bvDx8Sm1jqenZzUzLV9x/sOHD8e5c+ewcOFC7Nu3Dy1btkTjxo0xevRofPDBB1i6dKki8VQqFXJzcw2vIyIikJ2dXWqdtLQ0eHl5KRLPHtq0spTapwKmb1dLbVMisgBmLJipEk6ePCkA5D//+U+ZZcWXpN25c0exz90rJSVFevXqJc8991yZZWvXrhWVSiXR0dGSlZVVyW/0YPeO0JtCYmKi7Ny5Uz788EP5xz/+IVFRUVJQUCAiIuHh4fLSSy8pepmSqdvV2G2qVH8radasWQKgzJm9+7G1Nr2fyvTV/Px8RWLZS5tW5gyWkn08Ojpa+vTpI5cvXy53+YEDB6Rdu3Yybty4Sm2vMu59iFexlJQUWblypbzwwgvSo0cPad68uSLxvLy8RK1WS3BwsERFRUmHDh2kcePGhgc0rVixQkJDQxW7rNQe2rSyZ1rvp6r7VBHTt6up25SIrAeLVguXkZEhAOT1118vs+yvf/2reHt7K/q5+ynvIDgrK0uSk5OrtJ3K2L17t6JPI7ZkpmpXY7ep0v1NROTjjz8WALJv374qfc5W2tSS2HqbVqYYULKPczBQ+cFAe2jTmhat1dmn2svAFRFZPs7TauG8vb3RsGFDHDt2rMyy48ePo127dop+7n6cnZ1LvT58+DCuXr2KsLAwBAQEVGlbD1I8efqtW7fg6+treP/AgQO4du0aQkND0b59e0Vjnjp1CuvWrUNmZiYee+yxMpc7ZmVlYfLkyfjiiy8UjVuyXe/cuYONGzciLS0NzZs3x+OPP65YnMpMSF8T1e1viYmJ6N27N4YNG4aZM2eWWnbu3DkAQMOGDauUi6n6qjn66d/+9jdMmjQJbdq0UXS7D2Ir/bQmlNyn1q5dGzt27EBBQUGZZX379kVSUpLi+9Vdu3aV6qemEBQUhKCgIDz66KNlll26dEnRWPbSpg+i9D7V1O1qiW1KRBbC3FUzPdjUqVPF0dFRzp49a3jvxx9/FADy+eefK/65klJTU2XgwIHi6ekp3bt3l8TEROndu7eo1WqpU6eOODg4yF/+8hdJS0ur/he8x9WrV6Vz587SsGFDESkarW/Tpo04OjpKQECAODg4SPv27Sv90JMH+d///ifOzs7Sp08f6dOnjzg6OkpUVFSp75ScnCxqtVqReIYSrhwAABtASURBVCIiN2/elN69e4u7u7v0799fzp07J/Xr1xd/f3/p0KGDeHt7S4cOHSQpKUmxmMZW3f4WFBQk9erVk8zMTMN7V69eFU9PT4mKiqp0fFP3VVP3U5GisxCurq4ya9ascufBVJot9tPyVPYMlhL71IocOnRI1q9fL0ePHq3xtu4nPT291Ov9+/fLunXr5NChQ4rHiouLk3/961/y4osvyubNm8ssz8zMlDFjxiget1h2drasWLFCFixYINu2bTNaHFOpbD9Vap9aEWP3VVP2UyKyDixarUBKSorUqVNHgoKCZMGCBTJnzhzx8vKSyMhIw6VVly9flpUrV5a676Qyn3uQYcOGyV/+8hf57rvvZPjw4RISEiKPPPKIYQLw1NRUefzxx+WZZ55R7Pv27t1bnnzySUlISBARkYEDB8rjjz9u+E8sNTVV+vfvL/3791ckXuvWreXjjz82vP7tt98kIiJCmjZtarj8Uemi9emnn5bHHntM/ve//8mAAQPEz89Phg0bZvh7ycrKkgEDBsiQIUMUiTd69GgZM2ZMpX6qq7r9dNOmTQJAWrRoIQsXLpS3335bAgICxMfHR86cOVPp+Kbuq6bupyJFRevmzZulRYsWEhQUJPPmzZOMjAzFtn8vW+yn5SmvGDDWPlWEg4HFlNyv2sMAS2X7qVL7VBH7GAwkIuvAotVKnDt3Tvr27Svu7u5Su3ZtGTVqlKSkpBiWL1++XADI8uXLq/S5B/Hx8TE8al6r1Yqjo2OZ+2FOnTol/v7+1f9y93B3d5cLFy4YXtetW1eOHDlSap0zZ86Iu7u7IvE8PDzKPGQiNTVVWrZsKc2aNZOUlBTFi9ZatWoZztbcvHlTVCpVmRHr3377TbHv+M4774ijo6M0bdpURo8eXeFPTVS3n3777bfSoUMHcXFxEW9vbxk0aFCps1mVYeq+aup+KvLn/V46nU4+//xzadKkibi7u0t0dLSsWrXKUEArxVb76b3KKwaMtU8V4WCgMQYDTT3AImL6QZaq9FMl9qki9jEYSETWgUUrVahevXryyy+/iEjRiKdKpZKtW7eWWic2Nlbq16+vWMwmTZqUmguxT58+snr16lLrrF+/XkJDQxWJ9/DDD8tHH31U5v3k5GRp0qSJtGjRQg4fPqxo0Vq3bl3D3HciRU91vLdw3rp1qzRo0ECxmF9//bVoNBo5deqUYtu0JKbuq6bupyLlP6Tk559/lkmTJkl4eLioVCrRaDQSFBSkSDz2U+PgYKDyg4GmHmARMd8giynZw2AgEVkHFq1UoVmzZklISIhMmzZNmjdvLi1btpROnTrJ+vXr5fz587Jp0yYJDw+XadOmKRZz/fr14uTkJOPGjZMtW7bIpk2bJCQkRN5++21Zt26dvPHGG+Lp6anIPWQiIlu2bBEXFxfp169fmakArl+/Lg899JC4u7srWrTOmDFDGjZsKN9++22ZZTdu3JC5c+eKn5+fvP/++4rFFBGZOHGidO3aVdFtWgpT91VT91ORBz9ZMy0tTXbv3i1r165VJB77qXFwMFD5wUBzDLCI2P4giz0MBhKRdWDRSg+0ePFiGThwoIwdO1auXLkiu3btkpCQEMNDYf7xj38oNi9ksV9//VWGDBkivr6+olKpDD/Ozs7SuXNn2bBhg6LxTp48Ka+++qqcO3euzLKcnBx5/fXXpWnTporF0+l08s4778hbb71VZtmWLVukadOm8p///Ef0er1iMUVECgsL5fbt24pu05KYuq+aup/26NHDqPew3ov91Dg4GKj8YKC5BlhEbHuQxR4GA4nIOqhERMz15GKybqmpqfD19YWDg4NR42RmZuLOnTtwdHSEv7+/0eOR7TFFX2U/papYsmQJtm3bBj8/P8ycORMJCQkYNWoUrl27BhcXF4wZMwYLFy4sM4VTTezbtw8LFizA7t27kZGRYXjfyckJkZGRmDJlCoYOHapYvLi4OHzzzTcYPXo0IiIiSi3TarWYM2cONm7ciLNnz9Y4ll6vx3vvvQe9Xo9///vfpZZ9//33mDp1KiZNmoRJkyZBpVLVOF5JOp0Od+7cgZeXl6LbtRSm7qum7qdEZB1YtNID5ebmYv369di/fz+uX7+O/Px8aDQaBAYGonPnznjqqafg5uZm7jSNKi8vD+vWrcPIkSMV26ZWq8WZM2fQvHlzaDQaHDp0CIsXLzbMfzl58mTUrVtXsXj38/zzz+Ott96Cv7+/0WMZ09atW9GrVy84OTkZ3jt27Bg+++wzJCYmolmzZnjxxRdRv359xWKmpaXhyJEjhrlKExMTsXLlSly7dg0NGzbEs88+i8DAQMXiVYbSfTUvLw9nzpxBeHg4vLy8kJaWhuXLlxvmvh05cqSifUer1WL16tXYv38/0tLSUFBQgFq1aiE0NBRRUVHo27evYrEsEQcDyVpwMJCITIlFK1Xo2LFjeOKJJ+Dp6YkuXbogICAALi4uyM/PR3JyMn799VdotVps27YNrVq1Mne6RnPz5k0EBgZCr9crsr3Dhw+jb9++uHXrFgICArBw4UKMGjUKvXr1QvPmzXH06FEcPnwYO3bsQMeOHWscLzY29r7L+vbti2XLliEoKAgA0K1btxrHMwcHBwckJSWhTp06AIAffvgBTz75JPr27YtmzZrhxIkT+PXXX7F9+3Z06dKlxvF2796NwYMHo0mTJjh48CD27duH3r17o0mTJmjSpAnOnTuHhIQEbN26VZF4laVkXz1+/DieeOIJJCcnw8vLCxs2bMDo0aPh7u6O1q1b4/z58/j999+xa9cutG7dusbxLly4gJ49e8LLywstW7bEtWvXcPjwYYwaNQpZWVnYtWsXGjRogC1btiAgIKDG8cyJg4HKD7BYykAgwMHAmrDEwUAiMj8WrVShjh07onPnzli4cOF913n55Zdx6NAh7N+/X5GY4eHhqGy3jI+PVyRmSenp6YYDSG9vb8W3DwBdu3ZF586dMXPmTMTExODtt9/GW2+9hddff92wzqxZs/DDDz/g4MGDNY7n6ekJrVYLABW2rUqlgk6nq3E8c1Cr1UhOTjYUrR07dkS/fv0wa9YswzpvvfUWvvvuOxw+fLjG8Vq3bo3Bgwdj9uzZAIBHHnkE3bp1w9y5cw3rzJw5E99//z2OHj1a43jlMXZf7datG1q3bo333nsPX3zxBaZPn46RI0diyZIlhkssX331Vezfvx979uypcbzevXujTZs2eP/99w3vrVixAqtXr8aOHTuQm5uLZ555Bg4ODtiwYUON45kLBwOLKDnAYuqBQICDgfY0GEhEFsBcN9OSddBoNOU+nKikM2fOiEajUSzmL7/8InXr1pWHH35Yvvzyywp/lPLf//5XoqKiRKPRiFqtNvy4u7tLjx49yn24R024ubkZ5qHLzc0VBwcHOXnyZKl1Ll68qFi7JiQkyOOPPy5du3YtM7l8eVNTWCO1Wl3qybqBgYFlHgBz6dIlcXNzUySem5tbqXarW7eunDhxwmjxipmyr3p4eEh8fLyIiOj1enF0dJRjx46VWufSpUtSq1YtxeKVnO5CpOihTI6OjpKamioiIhcuXBAvLy9F4plLhw4d5OWXX65wnZdeekk6deqkWMywsDBp2LBhpX6sUZcuXWTq1KmSlZUls2fPFgcHB5kzZ06pdWbOnCkdOnRQLKaHh4fh31/JB7Hd+6Pkk+dN7d4nlnfo0EFmz55dap0333xT2rVrp0i8Vq1ayaxZswyvO3fuLDNmzCi1zr///W9p27atIvGIyHqwaKUKdezYUaZPn17hOpMnT1b8P5C4uDjx9PRUvFgsz4IFC6RWrVryzjvvyO7du+Xs2bMSHx8vZ8+elV27dslbb70lXl5e8uGHHyoWs0mTJvL1118bXv/000+SkpJSap0PP/xQWrVqpVhMEZFVq1ZJvXr15F//+pfhKbq2UrSqVCr55ptv5OLFi6LT6WT48OHy1VdflVrnq6++kiZNmigSr2vXrjJx4kTD6wkTJpR7MBcZGalIPBHT99VmzZrJqlWrRKToSckqlUo+/fTTUuusXLlSmjVrpki81q1bl2nD4qfQFhQUiIjIxo0brbawKmYvg4GmZOqBQBEOBhazhcFAIrJ8LFqpQseOHZPAwEAJDw+XUaNGyWuvvSazZ8+W1157TcaMGSMRERESEBAghw8fVjz24sWLZfDgwYpv915BQUEPLI43bdok9erVUyzmqlWrxNXVVd59990yy44dOyZ9+vQRZ2dn+f777xWLWSwtLU1GjhwpjRo1kh07doinp6dNHFwNGDBAGjduLI6OjuLs7Cz+/v7i7u5umDpl7Nix4uLiIsuWLVMkXlxcnNStW1caN24sU6dOlblz54qPj4/07NlTnn/+eenSpYt4enrKvn37FIknYvq+unHjRnFzc5P27duLRqOR6Oho6dq1qzz//POyZMkSefnll0Wj0cgXX3yhSLzt27eLk5OT9OjRQ2bMmCEjRowQFxcXw7+TyZMni5ubm9UWVsXsYTBwz549lf5RgrkGAkU4GGjtg4FEZB14Tys9kFarxZo1a3Dw4EEkJSVBq9XC1dUVwcHB6NSpE6Kjo+Hp6WnuNKvNx8cHu3fvrvBBMkeOHEHPnj2RlZWlWNy9e/ciOTkZ0dHRZWItW7YMEyZMQJs2bRSLd6+dO3di4sSJSEhIwMWLFxEWFma0WKZUUFCA8+fP4+zZszh37hxmzpwJABgzZgwGDBiAwYMHKxYrKysLX375Jfbs2YP4+HjDUy4DAwPRqVMnTJw4ESEhIYrFM0dfPXPmDHbs2AE/Pz8MGzYM6enpmDFjBo4ePYqgoCCMHz8eTz/9tCKxAOD06dNYvHgx4uPjERAQgGHDhqFPnz4AgDVr1qBJkyZo27atYvHMofgBVxqNBl27dkVQUFCpe1r37duH27dvY8uWLWjXrp2isZcsWYLt27dj48aNim73Xi1btsSZM2cAmOY++tWrV+Nvf/sbZs6ciddee63UsuPHj+O1117Drl27sGnTJvTr16/G8e6Vnp6OV155Bfv27cMnn3yCoUOH4sSJE1a/Xx04cCDOnj2LhIQEqNVq1KpVC7m5uUhMTISXlxfGjRuH1atX45NPPsHYsWNrHO/UqVPo3bs3PD09MXDgQPj7++P9999HmzZt0LRpU5w8eRJxcXHYvn07OnfurMA3JCJrwaKV7N64ceNw7NgxfPjhh+jcuTMcHR0Ny/R6PQ4cOICJEyciMjISy5cvN2OmysvLy8OhQ4fQsWNHuLi4mDsdegB77qu2xtYHA/Pz8zF8+HAkJCRg//79cHV1NXpMcw8EAhwMVIKpBwOJyDqwaKUaM8YcpqaMmZ+fj6lTp2LZsmUoLCyEv7+/4axHWloanJycMHLkSMTExJh0CgpTt6s5/h5Nzdrb1BL7qrW3KRlPfn4+OnXqhEcffRTz5883dzomw8FAIiLlsWilGlN6DlNzxdRqtTh58mSZsx4PP/ywWeZLNHW7muPv0dRspU0tqa/aSptaGmsfDCx29uxZ7NmzBxMnTlRsm9VlK21qaThwRUSmwKKVqsQUc5haQkxTM/V3ZJtafzxzYJuajq0MBloStqlxcOCKiExBbe4EyPJt3LgRPXv2hLu7O+rUqYP69evDz88PHh4eiIqKwubNm20ipqmZ+juyTdmm1cE2NY+AgACTH5SbI6YpsU2Nw9Tf0R7alIjKYtFKFYqJicGYMWPw6KOPYuvWrTh9+jQuXbqE06dPY8uWLejZsydGjRqF//znP1Yd09RM/R3ZpmzT6mCbEhERkSXg5cFUoeDgYHzyyScYOHDgfdf59ttv8eKLL+LatWtWG9PUTP0d2aZF2KZVwzY1jtjY2Eqv261bN6uNaUpsU+Mw9Xe0hzYloupxfPAqZM+0Wi1CQ0MrXKdevXrIzMy06pimZurvyDYtwjatGrapcUyaNMmkc5iaK6YpsU2Nw9Tf0R7alIiqh5cHU4WGDBmC0aNH45dffkFhYWGpZXq9Hvv27cPYsWMxdOhQq45paqb+jmxTtml1sE2N48iRIxg4cCBatWoFrVYLvV5f7o+SB+XmiGlKbFPjMPV3tIc2JaJqEqIK5OXlyQsvvCBubm7i5OQkgYGBEhoaKoGBgeLk5CQajUYmTpwoWq3WqmOamqm/I9uUbVodbFPjycvLk4cfflimTJli0zFNiW1qHKb+jvbQpkRUdbynlSrFHPNCWtJclMZi6u/INmWbVgfb1DjMMYepJc2bagxsU+Mw9Xe0hzYloqph0UpEREREREQWi/e0EhERERERkcVi0UpEREREREQWi0UrERERERERWSwWrURERERERGSxWLQSERERERGRxWLRSkRkAZ544gmoVCqoVCqcPXv2vus988wzUKlUUKvVOHr0aJViTJs2zRDj1KlTZZYnJiZWOW8iIiIiY2PRSkRkAVq1amX4/cyZM+Wuc/ToUaxZswZAUfEaGRlZpRiHDx8GALi7u6N58+aG97OysjBt2jSMGzeuqmkTERERGR2LViIiC1CyaD19+nS560yfPh0iAhcXF8yZM6dK29fr9YYzs23btoWDgwMA4OzZs2jcuDHmz5+PNm3aVDN7IiIiIuNh0UpEZAEeVLRu27YNP//8MwDgxRdfRIMGDaq0/bNnz+LOnTsAgPbt2xve37lzJ1JSUgAAnTp1qnLeRERERMbGopWIyAJERETAxcUFQNnLg/V6PWbMmAEA8PHxweuvvw4ASE1NxauvvooWLVpAo9HA3d0dbdu2xaJFi6DT6Upt49ChQ4bf27dvD71eD09PT7z00kuG9wcNGoQuXboYXm/duhW9e/dGYGAgnJycEBQUhLFjxxqK3JK++eYbdOzYER4eHmjcuDGWLl0KAKhfvz5UKhWGDRtWZv2ePXvCz88PLi4ueOihh7BkyZIqtxsRERHZPkdzJ0BERICjoyOaNWuGEydO4MKFCygsLISjY9EuesWKFYYHJ/3rX/+Cj48Pjh8/jn79+iE5ObnUdo4fP47jx49j165d2LRpE1QqFYA/72cFiorW06dPG868ltShQwcAwIIFCzB16tRSy5KSkrB8+XKcPn0aBw8eNLw/efJkLFq0yPD60qVLmDBhAhITE3H9+vVS29XpdBgxYoTh3txip0+fxsSJE3Hz5k3MnDmzCi1HREREto5nWomILETxJcIFBQW4ePEiACAvL89QxIWGhuKFF15ATk4OBgwYgOTkZKhUKsyePRs3b97ElStX8MQTTwAANm/ejE2bNhm2XVy0+vr6Ijw8HA899BBSUlIMRe2QIUNw9+5dxMTEIC0tDTExMVCpVIiKisK1a9eQlpaGxx9/HEDRWdsbN24AAL7//ntDwdqqVSucOHECiYmJePLJJ/Hmm28a4hcXre+++66hYJ0yZQqSkpJw7do1PPnkkwCA9957D1lZWUo3LREREVkxFq1ERBaivCcIL1y40HC28t1334WzszO+/PJLw3vPP/88Zs2ahTp16qBBgwb46KOPDNv44YcfAAD5+fmIi4sDALRr1w4AoFKpcPToUYgIAKBz585wdHSESqWCv78/EhMTcffuXfzwww+oV68eatWqhdq1axu27e7uDgCIiYkBADg4OOC///0vWrdujaCgICxfvtxQEDs4OCAyMhJarRbz588HAHTv3h1z586Fv78/6tata7j8OS8vD8ePH1esTYmIiMj68fJgIiILce/DmHr06IG5c+cCKCo2//rXvwIoenhSsZL3pAJArVq1DL8Xn7E8efIkCgoKAPx5xhMA9u/fb/i95EOYCgoKsHLlSvz444+4dOkSkpOTkZycbLhPtmHDhvDy8kJeXh5iY2MBAH369EGjRo0M2/Dz84NGo0FOTo7hntvdu3cbctqzZw+cnJzKbYe8vLyKG4qIiIjsCotWIiILcW/R+vbbbyMzMxMAMG/ePMOZy+JLczUaDZo0aVJqG8eOHTP8Xr9+fQBlH8JU7MCBAwAAJycnw5yvIoL+/fvjxx9/hKurK4YOHYoxY8bAx8cHzz77LICis7LFeRQWFgJAmelyrl69ipycHAB/Fso3b96sVDsEBQVVaj0iIiKyDyxaiYgsREBAAOrUqYOUlBT88ssvSE9PBwD0798fPXr0MKzn5eUFAMjNzcXt27fh7e1tWFZ8+S0Aw32i9z6EqVjx+y1btoSbmxuAorOvP/74I4CiB0A9/fTTAIBly5YZPldctBbP9QoAaWlppb5LyScBFxetJS8vXrduHZ566inD61u3bsHb2xtqNe9aISIiotJ4dEBEZEGKz7YmJSWhoKAADg4OeP/990ut06dPHwBFZ0XHjh2La9eu4cqVKxg3bhy2b98OAOjbty+6desG4M8zrcHBwQgMDARQdJY0IyMDAODm5obc3Fzk5+eXOhtaPLfrDz/8YJhmB4DhrGz9+vUNxe7q1avx888/4/bt21i0aBE++OADw/rFRWvnzp3h5+cHAHj77bcRFxeH7OxsrFy5EsHBwXBzc8O7775b4zYkIiIi26KS4qdwEBGR2U2ZMsXwcCMAGD9+PD777LNS6+Tm5qJbt244cuRIuduIjIzE9u3b4efnh6ysLHh7e0NEMGjQIMMThTMzM+Hn51dqPtfVq1cjKioKTZo0KTMdjru7u+Fy36tXryIkJAQA8MYbb5RbaDo4OECn08Hd3R2ZmZmGs7Lr16/H8OHDy8wjCxQVtTt27ICHh8cD24mIiIjsB8+0EhFZkJL3tbq7u5eaNqaYm5sbYmNj8eabb+Khhx6CRqOBh4cHIiMjMX/+fOzdu9dwRrPkE4JLXhrs5eWFzz//HOHh4XB2dkbt2rXRpUsXBAYGYvPmzWjbti1cXV3RqFEjfPDBB6XO9l65csXw+5tvvolZs2YhNDQUrq6u6NatG7777jvDHLOdOnUqdRnxU089hT179qBv377w8vKCm5sbWrZsiQ8++AC7d+9mwUpERERl8EwrERFVy6pVqyAiCA8PR7t27eDs7AwAiI2NRffu3QEAc+bMKXVpMREREVFV8UwrERFVy7p16zBy5Eh06dIFH374IbKzs3H27FlMmzYNQNFcsCUftkRERERUHTzTSkRE1bJmzRoMHz78vsv/+c9/lro/l4iIiKg6WLQSEVG1rVu3Dh9//DFOnjyJO3fuwNvbGxERERg3bhzGjh1r7vSIiIjIBrBoJSIiIiIiIovFe1qJiIiIiIjIYrFoJSIiIiIiIovFopWIiIiIiIgsFotWIiIiIiIislgsWomIiIiIiMhisWglIiIiIiIii8WilYiIiIiIiCwWi1YiIiIiIiKyWCxaiYiIiIiIyGL9PyUEoCnD7vDHAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, show=SHOW, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"',\n", " tick_labels_minor=True, ax_scale='logy', ax2_scale='lin', ticks_minor_x_number=5,\n", " ax_size=[600,400], tick_labels_minor_x_rotation=90)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scientific notation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Linear scale axis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, fivecentplots will attempt to make an intelligent decision about how to display tick labels when the range of data and/or the discrete tick values are very small/large. Consider the following example with very small `y` values. Notice that the values on the y axis default to exponential notation rather than explictly writing out 18 zeros after the decimal place." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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SJUuYNGkSRUVFBAcHA3DfffcxYcIEHnjgAXbv3n3R/Vit1i7XR0dHM2bMGDZv3kxjYyMRERHudW+88QYADofjUp+miIhXFRTZKT3eQKQthNzsZG5MG4XFYuHFjXvYUHyU0JAgauudFBTZycnUxcO+yjRn7o8++ihLlixhypQpvPLKK7z00ktMmjSJefPm8de//pXdu3dTVlbGnDlzqK2tpaqqiqqqKpqampg9ezZ79uzh2LFjHpnl4Ycf5ujRo3z3u9/lww8/5OOPP+buu++mtLQUgJAQ07xmEhFxa2p2UVxyEoDc7GSuSY7FYrGwftunbCg+ym3TLufeOVcCUFxSSVOzy5vjShdMUaG6ujpWr17Nddddx5tvvuk+K//+979PWloaubm5rFmzBmi7kj0vL6/Tx7Hb7cTGxnL69Ol2y6OiooiKiur2PHfddRcVFRWsWLGCtLQ0AG644QaefPJJcnNziY2NvehjxMTEEBMTc8H1ra2tGIbR7Zl8UVBQ22vH7hwP6UjHr/d0DHtmZ8mXb8WfP2N/7f99xp+2fkpO1hjmzRyNYRisf8tORXUj9qoWJqfGeXtsn9fdf4cWi8W9bWd6cuJoijP3w4cP09zczB133OEOO0BoaCg5OTmcPHmSgwcPApCfn09hYWGnf8aOHcv69etJSEho9+epp57q8UwPPfQQFRUVbN++nUOHDrFjxw53jEeOHOmZJy4i0o/qG9tu/x0eH+U+Y//j3w+y4NtjmTdzNNAWoOFxUe22F99jijP3sLAwAFyujm8BnV82a9YsVq5cSVRUFBkZGe22+eCDD6ipqSE8PJysrCwKCwvbre9pjDdt2gRAdnY2U6dOdS9/5513GDJkCMnJyT16vM40NTXR2NjY68fxpvOvUmtqarw8iTnp+PWejmEPtTYDcKTijPsz9pysMXzvpmT3MTQMA3vFGff2OrYX191/hxEREe6LtnvLFHFPSUlh6NCh/P73v+f+++/HZrMBbReuvfTSSwwePJjrrruOhIQE1q5dy+LFi91vs585c4Z58+bR3NyM3W53n633xksvvcRbb71FWVkZAwYMAOCjjz7itdde45FHHrnglfZfVVtbS0tLS6/mEBHxpJSkaGzWICprHe7P2M+fsZ+3t7SWyjoHNmswKUn6Pg9Pamxs7PKkrrO7tC7EFHEPDg7mmWeeYe7cuUyaNIm7774bl8vF7373Ow4ePMjLL79MaGgoa9euZf78+UycOJHFixdjs9lYt24dR44c4ZVXXvHYhW4PPvggr7/+OhkZGSxatIjq6mqefvppxo0bx7JlyzyyDxGR/hYeFuy+jz00JIjEIZEYhoHFYsEwDPaW1vLCps8AmJoaT3hY8EUeUbzFFHEHuO222ygsLOSxxx7jkUceAWDixIls3ryZb3/72wDMnTuXrVu3smrVKvLz8wkKCmL8+PFs3LiR7Oxsj81y/fXXs3nzZpYvX05eXh4xMTHk5OSwcuVK95m8iIjZbNzxhfs+9tp6J2sKDrL+LTvD46KwV5yhsq7tNt9RQ6OYm57o5WmlKxbD7Jdkm0xtbS3btm3j2muv9fsXAvq8s3d0/HpPx7D7vvqVsllpQ//5DXWVOJxfXutkswYzNTWeuemJhFl11t5dnvp3WF9fz65du8jIyOjybisw0Zm7iIj0jc6+Kz4ncwS3T0/EXtXS4bvlxfcp7iIiAayrH4EJDwt238eudz/MxRT3uYuIiOfp1938l+IuIhKAFHb/priLiAQYhd3/Ke4iIgFEYQ8MiruISIBQ2AOH4i4iEgAU9sCiuIuI+DmFPfAo7iIifkxhD0yKu4iIn1LYA5fiLiLihxT2wKa4i4j4GYVdFHcRET+isAso7iIifkNhl/MUdxERP6Cwy1cp7iIiJqewy9cp7iIiJqawS2cUdxERk1LY5UIUdxERE1LYpSuKu4iIySjscjGKu4iIiSjs0h2Ku4iISSjs0l2Ku4iICSjs0hOKu4iIj1PYpacUdxERH6awy6VQ3EVEfJTCLpdKcRcR8UEKu/RGiLcHEBEJVE3NLg6U13HW0UKkLYSUpGjCw4IVduk1xV1EpJ81O10UFNkpLjmJw9nqXm6zBjFscASlxxsUdukVxV1EpB81O12sfvUApccbAIiPsZEQG86J6iYq6xyUHm8gZoCVrLShXp5UzExxFxHpRwVFdkqPNxBpCyE3O5mrR8VgsVh4o9jOhuKjhIYEUVvvpKDITk7mCG+PKyalC+pERPpJU7OL4pKTAORmJ3NNciwWi4WNO75gQ/FRbpt2OffOuRKA4pJKmppd3hxXTExxFxHpJwfK63A4W4mPsXH1qBig41Xx14yKIT7ahsPZdrGdyKVQ3EVE+slZRwsACbHh7jP2r18Vb7FYSBgU3m57kZ7SZ+4iIv0k0tb2n9wTNU3uz9i/flW8YRicqG5qt71IT+nMXUSkn6QkRWOzBlFZ6+g07AB7S2uprHNgswaTkhTtpUnF7BR3EZF+Eh4WzLDBEQCEhgSROCQSwzCAtjP2PZ/V8MKmzwCYmhpPeFiw12YVc9N7PiIi/WTjji/c97HX1jtZU3CQ+GgbCYO+vM8dYNTQKOamJ3p5WjEzxV1EpB989eK5rLSh//yGukoq6xzuqNuswUxNjWdueiJhVp21y6VT3EVE+lhnV8XnZI7g9umJnX63vEhvKe4iIn2oqx+BCQ8L5roxg7w0mfgzXVAnItJH9Otu4i2Ku4hIH1DYxZsUdxERD1PYxdsUdxERD1LYxRco7iIiHqKwi69Q3EVEPEBhF1+iuIuI9JLCLr5GcRcR6QWFXXyR4i4icokUdvFViruIyCVQ2MWXKe4iIj2ksIuvU9xFRHpAYRczUNxFRLpJYRezUNxFRLpBYRczUdxFRC5CYRezUdxFRLqgsIsZKe4iIhegsItZKe4iIp1Q2MXMFHcRka9R2MXsFHcRka9Q2MUfKO4iIv+ksIu/UNxFRFDYxb8o7iIS8BR28TeKu4gENIVd/JGp4n7q1Clyc3MZMmQIAwcOJD09nXfffbfP9vfEE0+QlJTU6br9+/dz8803ExUVRXx8PAsWLKC8vLzPZhERz1PYxV+FeHuA7qqvr2f69OkcP36cZcuWERMTwzPPPMPMmTN5//33SU1N9ej+tmzZwsqVKxk6dGiHdQcPHmTKlCm4XC6WLl1KbGwszz33HJMnT+bdd99lxIgRHp1FRDxPYRd/Zpq4/+IXv+DQoUO8/fbbTJ8+HYD58+czcuRInnzySV5++WWP7ev555/n/vvv59y5c52uz8vLo76+nu3btzNlyhQAFi5cyNixY8nLy6OgoMBjs4iI5yns4u9MEXfDMPj973/PLbfc4g47wDe+8Q2eeuopQkNDPbavWbNmUVhYSFZWFqdOnaK6urrdeqfTydatW8nMzHSHHSAuLo5FixaxZs0a6urqiI6O9thMItJzTc0udpacoL7xHLQ2k5IUTXhYsMIuAcEUcS8vL+fYsWP8+Mc/Btpif/bsWaKiorj33nvbbbtz506WL1/Oe++9B8DkyZN5/PHHmTRpUrf39eyzz7JkyRJmzJjRIe6nTp3C6XR2+jFAcnIyLpeLkpISpk2bdilPVUR6qdnpoqDITnHJSRzOVvdymzWIYYMjKD3eoLCL3zPFBXWHDx8GID4+nry8PKKjoxkwYADJycn89a9/dW9XWFhIeno6p0+fJj8/n5/97GfY7XamT5/O9u3bu7Wv/fv38y//8i9YLJZO10dGRgJt1wB83fkXAhUVFT16fiLiGc1OF6tfPcC2XSdwOFtJGBRB2rh44qNtOJytlB5vIGaAlay0jtfSiPgTU5y519XVAfDoo48SGhrKmjVrCA4OZvXq1cyZM4ctW7Zw0003sWTJEiZNmkRRURHBwcEA3HfffUyYMIEHHniA3bt3X3RfVqu1y/XR0dGMGTOGzZs309jYSEREhHvdG2+8AYDD4bjUpyoivVBQZKf0eAORthBys5O5MW0UFouFFzfuYUPxUUJDgqitd1JQZCcnUxe+iv8yxZl7c3Mz0Bb5HTt2sGjRIu68807eeecdoqOjefjhh9m9ezdlZWXMmTOH2tpaqqqqqKqqoqmpidmzZ7Nnzx6OHTvmkXkefvhhjh49yne/+10+/PBDPv74Y+6++25KS0sBCAkxxWsmEb/S1OyiuOQkALnZyVyTHIvFYmH9tk/ZUHyU26Zdzr1zrgSguKSSpmaXN8cV6VOmqND5t8Jvv/12YmJi3Mujo6O59dZb+cMf/sCBAweAtivZ8/LyOn0cu91ObGwsp0+fbrc8KiqKqKiobs9z1113UVFRwYoVK0hLSwPghhtu4MknnyQ3N5fY2NiLPkZMTEy75/J1ra2tGIbR7Zl8UVBQ22vH7hwP6UjHr2d2lnz5Vvz5M/bX/t9n/Gnrp+RkjWHezNEYhsH6t+xUVDdir2phcmqct8f2efp32HvdPYYWi8W9bWd6cuJoirgPGzYMaPvM/evi4+MxDMN9xXx+fj7XX399p48zduxY1q9fzw9+8IN2y1esWMHKlSt7NNNDDz3Ej370I/bv3098fDxXXnkl69atA2DkyJE9eiwR6b36xrZbV4fHR2GxWPifNw/zypZDLPj2WL53UzLQ9h/P4XFRVFQ3urcX8UemiPv48eMJCwtzn51/1eeff47NZiMxMRFoOwvPyMhot80HH3xATU0N4eHhZGVlUVhY2G59T2O8adMmALKzs5k6dap7+TvvvMOQIUNITk7u0eN1pqmpicbGxl4/jjedf5VaU1Pj5UnMScevh1rbPr47UnHG/Rl7TtYYvndTsvsYGoaBveKMe3sd24vTv8Pe6+4xjIiIcL9T3VumiHtkZCS33norGzZs4MCBA6SkpABtYd+4cSNz5sxh0qRJJCQksHbtWhYvXux+m/3MmTPMmzeP5uZm7HY7CQkJJCQk9Gqel156ibfeeouysjIGDBgAwEcffcRrr73GI488csEr7b+qtraWlpaWXs0hIl9KSYrGZg2istbh/ox93szR7bbZW1pLZZ0DmzWYlCR9F4X4lsbGxi5P6jq7S+tCTBF3gCeffJK3336bGTNmsHTpUqxWK2vWrCE8PJwnnniC0NBQ1q5dy/z585k4cSKLFy/GZrOxbt06jhw5wiuvvOKxC90efPBBXn/9dTIyMli0aBHV1dU8/fTTjBs3jmXLlnlkHyLSM+Fhwe772ENDgkgcEolhGFgsFgzDYG9pLS9s+gyAqanxhIcFe3likb5jmrgnJSXx3nvv8dBDD7F69WoMw2DatGmsXr3a/bb63Llz2bp1K6tWrSI/P5+goCDGjx/Pxo0byc7O9tgs119/PZs3b2b58uXk5eURExNDTk4OK1eudJ/Ji0j/2rjjC/d97LX1TtYUHGT9W3aGx0VhrzhDZV3bLaqjhkYxNz3Ry9OK9C2LYfZLsk2mtraWbdu2ce211/r9CwF9Vtc7On7d99WvlM1KG/rPb6irxOH88nY3mzWYqanxzE1PJMyqs/bu0r/D3vPUMayvr2fXrl1kZGR0ebcVmOjMXUSkM519V3xO5ghun56Ivaqlw3fLiwQCxV1ETKurH4EJDwt238eus04JNKb4hjoRka/Tr7uJXJjiLiKmo7CLdE1xFxFTUdhFLk5xFxHTUNhFukdxFxFTUNhFuk9xFxGfp7CL9Mwlxf3aa69l+/btnp5FRKQDhV2k5y4p7rt37+bGG29k3rx5lJeXe3gkEZE2CrvIpbmkuNtsNgzD4M9//jNXXXUVP/3pTzl79qynZxORAKawi1y6S4r7Z599xg9/+EOCgoJwOBz853/+J6NHj+b3v/+9h8cTkUCksIv0ziXFfejQobzwwgvs3buX7OxsDMOgoqKCu+++m7S0NHbs2OHpOUUkQCjsIr3Xq6vlr7rqKjZu3Mj27duZMWMGhmGwa9cupk+fzvz58zly5Iin5hSRAKCwi3iGR26FmzJlCn/605945plnGDZsGIZhUFBQwLhx41i5ciXNzc2e2I2I+DGFXcRzLulX4X79619TVlZ0DOmHAAAgAElEQVRGaWkpZWVllJWV0dTU5F5vsVgwDAOHw0F+fj5/+ctfKCoquujvz4pIYFLYRTzrkuJ+//33Y7FYADAMo906i8XCFVdcQWpqKh9//DGlpaUcOHCAJUuWsH79+t5PLCJ+RWEX8bxL/j13wzCIjo4mNTWVq6++mtTUVFJTUxk/fjwDBgwA4Ny5c9xxxx385S9/YfPmzR4bWkT8g8Iu0jcuKe6bN28mNTWVYcOGdbldaGgoK1eu5C9/+Yv7TF9EBBR2kb50SXH/9re/3e1tbTYbN910E7GxsZeyKxHxQwq7SN+65Lfluys5OZlt27b19W5ExCQUdpG+p1+FE5F+o7CL9A/FXUT6hcIu0n8UdxHpcwq7SP9S3EWkTynsIv1PcReRPqOwi3iH4i4ifUJhF/EexV1EPE5hF/GuPr/PXUT8U1OziwPldZx1tBBpCyElKZrwsGCFXcQHKO4i0iPNThcFRXaKS07icLa6l9usQQwbHEHp8QaFXcTLFHcR6bZmp4vVrx6g9HgDAPExNhJiwzlR3URlnYPS4w3EDLCSlTbUy5OKBDbFXUS6raDITunxBiJtIeRmJ3P1qBgsFgtvFNvZUHyU0JAgauudFBTZyckc4e1xRQKWLqgTkW5panZRXHISgNzsZK5JjsVisbBxxxdsKD7KbdMu5945VwJQXFJJU7PLm+OKBDTFXUS65UB5HQ5nK/ExNq4eFQN0vCr+mlExxEfbcDjbLrYTEe9Q3EWkW846WgBIiA13n7F//ap4i8VCwqDwdtuLSP/TZ+4i0i2Rtrb/XJyoaXJ/xv71q+INw+BEdVO77UWk/+nMXUS6JSUpGps1iMpaR6dhB9hbWktlnQObNZiUpGgvTSoiiruIdEt4WDDDBkcAEBoSROKQSAzDANrO2Pd8VsMLmz4DYGpqPOFhwV6bVSTQ6X0zEemWjTu+cN/HXlvvZE3BQeKjbSQM+vI+d4BRQ6OYm57o5WlFApviLiIX9dWL57LShv7zG+oqqaxzuKNuswYzNTWeuemJhFl11i7iTYq7iHSps6viczJHcPv0xE6/W15EvE9xF5EL6upHYMLDgrluzCAvTSYiXdEFdSLSKf26m4h5Ke4i0oHCLmJuiruItKOwi5if4i4ibgq7iH9Q3EUEUNhF/IniLiIKu4ifUdxFApzCLuJ/FHeRAKawi/gnxV0kQCnsIv5LcRcJQAq7iH9T3EUCjMIu4v8Ud5EAorCLBAbFXSRAKOwigUNxFwkACrtIYFHcRfycwi4SeBR3ET+msIsEJsVdxE8p7CKBS3EX8UMKu0hgU9xF/IzCLiKKu4gfUdhFBBR3Eb+hsIvIeYq7iB9Q2EXkqxR3EZNT2EXk6xR3ERNT2EWkM6aM+759+7BaraxcubLP9vHEE0+QlJTU6br9+/dz8803ExUVRXx8PAsWLKC8vLzPZhHpjMIuIhcS4u0BeqqlpYVFixZx7ty5PtvHli1bWLlyJUOHDu2w7uDBg0yZMgWXy8XSpUuJjY3lueeeY/Lkybz77ruMGDGiz+YSOU9hF5GumC7u//Ef/8GBAwf67PGff/557r///gu+eMjLy6O+vp7t27czZcoUABYuXMjYsWPJy8ujoKCgz2YTAYVdRC7OVG/Ll5SU8Pjjj/Poo4/2yePPmjWLH/3oR8yYMYOJEyd2WO90Otm6dSuZmZnusAPExcWxaNEiNmzYQF1dXZ/MJoGlqdnFzpITbP2HnQ8PVdPU7AIUdhHpHtPEvaWlhR/84AdkZmayYMGCTrfZuXMnmZmZDBgwgAEDBjBr1izef//9bu+jvLycZ599lr/97W8MGDCgw/pTp07hdDpJTU3tsC45ORmXy0VJSUn3n5TI1zQ7XbxS+DkP/voD/vPlXfz6z/v49euHePDXH/D4S/sUdhHpFtO8Lf+LX/yCw4cPs2HDBlpaWjqsLyws5JZbbmHChAnk5+fT3NzMiy++yPTp0yksLGTatGkX3cf+/fuxWq0XXB8ZGQlAfX19h3XV1dUAVFRUdPcpibTT7HSx+tUDlB5vACBhUATD46M4cuIMlXUOSo83EDPASlZax2tBRES+yhRxP3DgAI899hjPPPMMw4cP73BlemtrK0uWLGHSpEkUFRURHBwMwH333ceECRN44IEH2L1790X301XYAaKjoxkzZgybN2+msbGRiIgI97o33ngDAIfD0cNnJ9KmoMhO6fEGIm0h5GYnc2PaKCwWCy9u3MOG4qOEhgRRW++koMhOTqYu3BSRC/P5t+VdLheLFi1i6tSp5ObmdrrN7t27KSsrY86cOdTW1lJVVUVVVRVNTU3Mnj2bPXv2cOzYMY/M8/DDD3P06FG++93v8uGHH/Lxxx9z9913U1paCkBIiCleL4mPaWp2UVxyEoDc7GSuSY7FYrGwftunbCg+ym3TLufeOVcCUFxS6f4MXkSkMz5fotWrV7Nv3z6Ki4upqqoCoLa2FoDGxkaqqqrcYc3LyyMvL6/Tx7Hb7cTGxnL69Ol2y6OiooiKiur2PHfddRcVFRWsWLGCtLQ0AG644QaefPJJcnNziY2N7dbjxMTEEBMTc8H1ra2tGIbR7bl8UVBQ22vH7h6TQLaz5AQOZysJgyLcZ+z/8+Zh/rT1U3KyxjBv5mgMw2D9W3YqqhuxV7UwOTXO22P7PP0b7D0dw97r7jG0WCzubTvTk5NHnz9z//vf/47T6WTSpEnExcURFxfnvpJ99erVxMXFueOen59PYWFhp3/Gjh3L+vXrSUhIaPfnqaee6vFMDz30EBUVFWzfvp1Dhw6xY8cOd4hHjhzpuScvAaO+se3Wy+HxUe4z9le2HGLBt8cyb+ZooO3/+MPjotptLyLSGZ8/c//lL3/pPlM/7+TJkyxYsIA777yThQsXui90i4qKIiMjo922H3zwATU1NYSHh5OVlUVhYWG79T2N8aZNmwDIzs5m6tSp7uXvvPMOQ4YMITk5uUePdyFNTU00NjZ65LG85fyr1JqaGi9PYgKtzQAcqTjj/ow9J2sM37sp2X38DMPAXnHGvb2O68Xp32Dv6Rj2XnePYUREhLtnveXzcb/22ms7LDt/Qd3IkSPJyMjg3LlzJCQksHbtWhYvXux+m/3MmTPMmzeP5uZm7Ha7+2y9N1566SXeeustysrK3LfLffTRR7z22ms88sgjWCyWbj1ObW1tp1f9S2BKSYrGZg2istbh/oz9/Bn7eXtLa6msc2CzBpOSFO2lSUWkrzQ2NnZ5UtfZnVoX4vNx747Q0FDWrl3L/PnzmThxIosXL8Zms7Fu3TqOHDnCK6+84rEL3R588EFef/11MjIyWLRoEdXV1Tz99NOMGzeOZcuWeWQfEnjCw4IZNjiC0uMNhIYEkTgkEsMwsFgsGIbB3tJaXtj0GQBTU+MJDwv28sQi4sv8Iu4Ac+fOZevWraxatYr8/HyCgoIYP348GzduJDs722P7uf7669m8eTPLly8nLy+PmJgYcnJyWLlyZadffCPSHRt3fOG+j7223smagoOsf8vO8Lgo7BVt97kDjBoaxdz0RC9PKyK+zpRxT0pK6vRK8pkzZzJz5kyP7OPtt9++4LrMzEwyMzM9sh+Rr36lbFbaUAqK7BSXVFJR3UhFddtbdDZrMFNT45mbnkiYVWftItI1U8ZdxF909l3xOZkjuH16Ivaqlrar4lubSUmK1lvxItJtiruIl3T1IzDhYcHu+9h1lbKI9JTP3+cu4o/0624i0pcUd5F+prCLSF9T3EX6kcIuIv1BcRfpJwq7iPQXxV2kHyjsItKfFHeRPqawi0h/U9xF+pDCLiLeoLiL9BGFXUS8RXEX6QMKu4h4k+Iu4mEKu4h4m+Iu4kEKu4j4AsVdxEMUdhHxFYq7iAco7CLiSxR3kV5S2EXE1yjuIr2gsIuIL1LcRS6Rwi4ivkpxF7kECruI+DLFXaSHFHYR8XWKu0gPKOwiYgaKu0g3KewiYhaKu0g3KOwiYiaKu8hFKOwiYjaKu0gXFHYRMSPFXeQCFHYRMSvFXaQTCruImJniLvI1CruImF2ItwcQ8YamZhcHyus462gh0hZCSlI04WHBCruI+AXFXQJKs9NFQZGd4pKTOJyt7uU2axDDBkdQerxBYRcR01PcJWA0O12sfvUApccbAIiPsZEQG86J6iYq6xyUHm8gZoCVrLShXp5URKR3FHcJGAVFdkqPNxBpCyE3O5mrR8VgsVh4o9jOhuKjhIYEUVvvpKDITk7mCG+PKyJyyXRBnQSEpmYXxSUnAcjNTuaa5FgsFgsbd3zBhuKj3Dbtcu6dcyUAxSWVNDW7vDmuiEivKO4SEA6U1+FwthIfY+PqUTFAx6virxkVQ3y0DYez7WI7ERGzUtwlIJx1tACQEBvuPmP/+lXxFouFhEHh7bYXETEjfeYuASHS1vZP/URNk/sz9q9fFW8YBieqm9ptLyJiRjpzl4CQkhSNzRpEZa2j07AD7C2tpbLOgc0aTEpStJcmFRHpPcVdAkJ4WDDDBkcAEBoSROKQSAzDANrO2Pd8VsMLmz4DYGpqPOFhwV6bVUSkt/TeowSEjTu+cN/HXlvvZE3BQeKjbSQM+vI+d4BRQ6OYm57o5WlFRHpHcRe/99WL57LShv7zG+oqqaxzuKNuswYzNTWeuemJhFl11i4i5qa4i1/r7Kr4nMwR3D49sdPvlhcR8QeKu/itrn4EJjwsmOvGDPLSZCIifUsX1Ilf0q+7iUggU9zF7yjsIhLoFHfxKwq7iIjiLn5EYRcRaaO4i19Q2EVEvqS4i+kp7CIi7SnuYmoKu4hIR4q7mJbCLiLSOcVdTElhFxG5MMVdTEdhFxHpmuIupqKwi4hcnOIupqGwi4h0j+IupqCwi4h0n+IuPk9hFxHpGcVdfJrCLiLSc4q7+CyFXUTk0iju4pMUdhGRS6e4i89R2EVEekdxF5+isIuI9J7iLj5DYRcR8QzFXXyCwi4i4jmKu3idwi4i4lmKu3iVwi4i4nmmifuWLVuYNm0aERERREVFkZGRwXvvvddn+3viiSdISkrqdN3+/fu5+eabiYqKIj4+ngULFlBeXt5ns/grhV1EpG+YIu5FRUV85zvfoa6ujlWrVrFixQpKS0tJT0/n/fff9/j+tmzZwsqVKztdd/DgQaZMmcI777zD0qVLeeihh3jvvfeYPHkyn3/+ucdn8VcKu4hI3wnx9gDd8W//9m9cfvnl/OMf/yAiIgKAhQsXMm7cOH76059SWFjosX09//zz3H///Zw7d67T9Xl5edTX17N9+3amTJninmXs2LHk5eVRUFDgsVn8lcIuItK3fP7Mvba2lr179zJv3jx32AGGDBlCeno67777rsf2NWvWLH70ox8xY8YMJk6c2GG90+lk69atZGZmusMOEBcXx6JFi9iwYQN1dXUem8fMmppd7Cw5wdZ/2PnwUDVNzS5AYRcR6Q8+f+Y+cOBADh06RGRkZId1VVVVhIR8+RR27tzJ8uXL3Z/FT548mccff5xJkyZ1a1/l5eU8++yzLFmyhBkzZlBdXd1u/alTp3A6naSmpnb4u8nJybhcLkpKSpg2bVpPnqJfaXa6KCiyU1xyEoez1b3cZg1i2OAISo83KOwiIn3M5+MeHBzM6NGjOyzft28fO3bsICsrC4DCwkJuueUWJkyYQH5+Ps3Nzbz44otMnz6dwsLCbgV3//79WK3WC64//wKjvr6+w7rzLwQqKiq69bz8UbPTxepXD1B6vAGAhEERDI+P4siJM1TWOSg93kDMACtZaUO9PKmIiH/z+bh3pqGhgYULFwLwk5/8hNbWVpYsWcKkSZMoKioiODgYgPvuu48JEybwwAMPsHv37os+bldhB4iOjmbMmDFs3ryZxsbGdh8TvPHGGwA4HI5LfVqmV1Bkp/R4A5G2EHKzk7kxbRQWi4UXN+5hQ/FRQkOCqK13UlBkJydzhLfHFRHxWz7/mfvXNTY2cuutt7J3715+8pOfkJ6ezu7duykrK2POnDnU1tZSVVVFVVUVTU1NzJ49mz179nDs2DGP7P/hhx/m6NGjfPe73+XDDz/k448/5u6776a0tBSg3ccEgaSp2UVxyUkAcrOTuSY5FovFwvptn7Kh+Ci3Tbuce+dcCUBxSaX7M3gREfE8U5Worq6O7OxsduzYwQ9/+ENWrVoF4A5rXl4eeXl5nf5du91ObGwsp0+fbrc8KiqKqKiobs9w1113UVFRwYoVK0hLSwPghhtu4MknnyQ3N5fY2NhuPU5MTAwxMTEXXN/a2ophGN2ey9t2lpzA4WwlYVCE+4z9f948zJ+2fkpO1hjmzRyNYRisf8tORXUj9qoWJqfGeXtsnxYU1Pbau7v/pqQjHcPe0zHsve4eQ4vF4t62Mz05eTRN3CsrK8nKymLPnj3cc889/OY3v8FisQDgcrWdBebn53P99dd3+vfHjh3L+vXr+cEPftBu+YoVKy54T/uFPPTQQ/zoRz9i//79xMfHc+WVV7Ju3ToARo4c2cNn5h/qG9tuHRweH+U+Y//T1k9Z8O2xfO+mZKDtH+7wuCgqqhvd24uIiOeZIu719fXusC9btoynn3663frz3yR3/pvrvuqDDz6gpqaG8PBwsrKyOtwT39MYb9q0CYDs7GymTp3qXv7OO+8wZMgQkpOTe/R4F9LU1ERjY6NHHqtftDYDcKTijPsz9v8z60q+d1MyNTU1ABiGgb3ijHv788ulc+df5es4XTodw97TMey97h7DiIiITu8MuxSmiPu//uu/smfPHpYuXdoh7ADXXXcdCQkJrF27lsWLF7vfZj9z5gzz5s2jubkZu91OQkICCQkJvZrlpZde4q233qKsrIwBAwYA8NFHH/Haa6/xyCOPuN9NuJja2lpaWlp6NYsvSUmKxmYNorLW4f6MfX7Gle222VtaS2WdA5s1mJSkaC9NKiLimxobG7s8qevsTq0L8fm4f/LJJ7z88stER0czYcIE/vjHP3bYZsGCBaxdu5b58+czceJEFi9ejM1mY926dRw5coRXXnnFYxe6Pfjgg7z++utkZGSwaNEiqqurefrppxk3bhzLli3zyD7MKDws2H0fe2hIEIlDIjEMA4vFgmEY7C2t5YVNnwEwNTWe8LBgL08sIuK/fD7uRUVFQNvFdF//vPy8BQsWMHfuXLZu3cqqVavIz88nKCiI8ePHs3HjRrKzsz02z/XXX8/mzZtZvnw5eXl5xMTEkJOTw8qVK91n8oFo444v3Pex19Y7WVNwkPVv2RkeF4W9ou0+d4BRQ6OYm57o5WlFRPybxTDTJdl+oLa2lm3btnHttdf6zYuBr36lbFba0H9+Q10lDueXt7vZrMFMTY1nbnoiYVadtXeHPuvsPR3D3tMx7D1PHcP6+np27dpFRkZGl3dbgQnO3MW3dfZd8TmZI7h9eiL2qpa2q+Jbm0lJitZb8SIi/URxl0vW1Y/AhIcFu+9j1yt+EZH+ZbpvqBPfoF93ExHxXYq79JjCLiLi2xR36RGFXUTE9ynu0m0Ku4iIOSju0i0Ku4iIeSjuclEKu4iIuSju0iWFXUTEfBR3uSCFXUTEnBR36ZTCLiJiXoq7dKCwi4iYm+Iu7SjsIiLmp7iLm8IuIuIfFHcBFHYREX+iuIvCLiLiZxT3AKewi4j4H8U9gCnsIiL+SXEPUAq7iIj/UtwDkMIuIuLfFPcAo7CLiPg/xT2AKOwiIoFBcQ8QCruISOBQ3AOAwi4iElgUdz+nsIuIBB7F3Y8p7CIigUlx91MKu4hI4FLc/ZDCLiIS2BR3P6Owi4hIiLcHkJ5ranZxoLyOs44WIm0hpCRFEx4WrLCLiAiguJtKs9NFQZGd4pKTOJyt7uU2axDDBkdQerxBYRcREcXdLJqdLla/eoDS4w0AxMfYSIgN50R1E5V1DkqPNxAzwEpW2lAvTyoiIt6muJtEQZGd0uMNRNpCyM1O5upRMVgsFt4otrOh+CihIUHU1jspKLKTkznC2+OKiIgX6YI6E2hqdlFcchKA3OxkrkmOxWKxsHHHF2woPspt0y7n3jlXAlBcUklTs8ub44qIiJcp7iZwoLwOh7OV+BgbV4+KAeBv/zjW7uK5a0bFEB9tw+Fsu9hOREQCl+JuAmcdLQAkxIZjsVgAuOqKy5g34wr3xXMWi4WEQeHtthcRkcCkz9xNINLW9j/TiZomDMPAYrFwxTeiuOIbUe5tDMPgRHVTu+1FRCQw6czdBFKSorFZg6isdbCvtLbTbfaW1lJZ58BmDSYlKbqfJxQREV+iuJtAeFgwU1OHALBu02fs+awGwzCAtjP2PZ/V8MKmzwCYmhpPeFiw12YVERHv0/u3JjE3PZHPT9RTeryBNQUHiY+2kTDoy/vcAUYNjWJueqKXJxUREW9T3E0izBpM3vdT/vkNdZVU1jncUbdZg5maGs/c9ETCrDprFxEJdIq7iYRZg8nJHMHt0xM7/W55ERERUNxNKTwsmOvGDPL2GCIi4qN0QZ2IiIifUdylz1gsFiwWCxEREd4exZR0/HpPx7D3dAx7zxvHUHGXPhMUFERQUBCRkZHeHsWUdPx6T8ew93QMe88bx1BxFxER8TOKu4iIiJ9R3EVERPyM4i4iIuJnFHcRERE/o7iLiIj4GX1DXT9zuVwANDY2enmSvhcS8uU/r/r6ei9OYk46fr2nY9h7Ooa956ljeL4b5zvS5T4veS9ySc6ePQvAJ5984uVJRETEjM6ePcvgwYO73MZinP9hcOkXDoeDkydPEhkZSXCwfuxFRES6x+VycfbsWYYMGYLNZutyW8VdRETEz+iCOhERET+juIuIiPgZxV1ERMTPKO4iIiJ+RnEXj9uyZQvTpk0jIiKCqKgoMjIyeO+997w9lmnt27cPq9XKypUrvT2KqZw6dYrc3FyGDBnCwIEDSU9P59133/X2WKaya9cuMjMziYyMZODAgcyePZtDhw55eyxTuOeee7jxxhs7LP/888+5/fbbiY2NJTY2loULF3Lq1CmP71/3uYtHFRUV8Z3vfIeUlBRWrVpFS0sLzz77LOnp6Wzfvp1JkyZ5e0RTaWlpYdGiRZw7d87bo5hKfX0906dP5/jx4yxbtoyYmBieeeYZZs6cyfvvv09qaqq3R/R5hw4d4sYbbyQiIoLly5cD8Mtf/pKpU6eyd+9ehg4d6uUJfddvf/tb1q1bR3p6ervl1dXVzJgxA6fTyUMPPURLSwurV69m3759vP/++1itVs8NYYh40IQJE4zExETj7Nmz7mUVFRVGTEyMkZGR4cXJzOmxxx4zrFarARgrVqzw9jim8dOf/tSwWCxGUVGRe9mJEyeM8PBwY8GCBV6czDyWLFliAMZHH33kXvb+++8bgPHv//7vXpzMd7W0tBg///nPDYvFYgBGenp6u/WPPPKIERwcbHz88cfuZYWFhQZgPP/88x6dRW/Li8fU1tayd+9e5s2bR0REhHv5kCFD9JboJSgpKeHxxx/n0Ucf9fYopmIYBr///e+55ZZbmD59unv5N77xDZ566ql2y+TCysrKGDx4MN/85jfdy9LS0hg0aBAlJSVenMw3ORwOJk6cyIoVK7jzzjsZNmxYh21effVVbrzxRsaNG+delpGRwZgxY3j11Vc9Oo/iLh4zcOBADh06xLJlyzqsq6qqavf9ytK1lpYWfvCDH5CZmcmCBQu8PY6plJeXc+zYMTIzM4G22Dc0NABw7733kpub683xTGP06NHU1NS0+zy4pqaGuro6EhISvDiZb3I4HJw5c4b169fzhz/8ocN/72praykrK+Paa6/t8HcnTpzIrl27PDqP4i4eExwczOjRozt8Frdv3z527NjBDTfc4KXJzOcXv/gFhw8f5je/+Y23RzGdw4cPAxAfH09eXh7R0dEMGDCA5ORk/vrXv3p5OvP48Y9/zPDhw7njjjvYt28fJSUl3HHHHVitVh544AFvj+dzBg4cyOHDh5k3b16n648dOwbQ6Rl9QkICp0+f5vTp0x6bR6dS0qcaGhpYuHAhAD/5yU+8PI05HDhwgMcee4xnnnmG4cOHU15e7u2RTKWurg6ARx99lNDQUNasWUNwcDCrV69mzpw5bNmyhYyMDC9P6fsSExN55JFHuO+++7jmmmuAthfwBQUF7d6qlzZBQUEEBV34fPn8r8F99SPL88LDw4G2H4S57LLLPDKP4i59prGxkVtvvZW9e/fy8MMPd7hyVDpyuVwsWrSIqVOn6u3jS9Tc3Ay0Rf7TTz8lJiYGgNmzZzNq1Cgefvhhxb0bHn30UR5//HHS09O55557cLlcPPfcc8ybN48///nPzJ4929sjmorxz59xsVgsF9ymq3U9pbhLn6irqyM7O5sdO3bwwx/+kFWrVnl7JFM4f1tMcXExVVVVQNtnddD2YqmqqorY2NguzxACXWRkJAC33367O+wA0dHR3HrrrfzhD3+goaGBqKgob43o8+rq6li9ejXXXXcdb775pvsXLL///e+TlpZGbm4uR44cISwszMuTmsf5f29NTU0d1p1fNnDgQI/tT/+FEI+rrKxkxowZ7Nixg3vuuYcXXnjBo69I/dnf//53nE4nkyZNIi4ujri4OCZOnAi0hT8uLg673e7lKX3b+c804+PjO6yLj49vd4GddO7w4cM0Nzdzxx13tPtp6tDQUHJycjh58iQHDx704oTmk5iYCMCJEyc6rDt+/DjR0dHuF6aeoDN38aj6+nqysrLYs2cPy5Yt4+mnn/b2SKbyy1/+0n2mft7JkydZsGABd955JwsXLuQb3/iGl6Yzh/HjxxMWFsaBAwc6rPv888+x2WzExcV5YTLzOH9G7nK5Oqw7v6y1tbVfZzK76OhoRowYwUcffdRh3e7du7nuuus8u0OP3jUvAe/OO+80AGPp0qXeHsVvfP755/oSmx763ve+Z4SGhhr79+93LysrKzPCwsKM+fPne3Eyc2hpaTGGDh1qXDqlOkwAAAN5SURBVHXVVUZTU5N7eVNTkzFu3Dhj8ODBhtPp9OKEvu+KK67o8CU2//7v/26EhIQYn3zyiXvZ+S+xeeGFFzy6f4th/PNTfpFe+uSTT7jqqquIjo7mV7/6Vaf3teue7Z4rLy9nxIgRrFixQt8v303l5eXurzpeunQpVquVNWvWcPbsWXbt2sXIkSO9PKHve/3115k7dy4pKSncfffduFwufve73/Hxxx/z8ssvk5OT4+0RfVpSUhJJSUm8/fbb7mWnTp1i/PjxhISE8H//7//F4XDw5JNPkpyczI4dOzx7DYNHXypIQHvuuecMoMs/0nM6c780paWlxty5c43LLrvMGDhwoHHLLbe0+9pPubg333zTSE9PNyIiIoyIiAhj6tSpxt/+9jdvj2UKnZ25G4ZhHDx40PjOd75jREZGGnFxccZdd/3/du3YldY4juP457kKnUFsspFsyqhksCgWBhn5A+QvYDBIGa0WK4P5bMpoMRlRFp2OiIE6Jedut+52u916nN99vbbnWZ7P9u57Opvddrv9z7/vcgeAwvi3PAAURtwBoDDiDgCFEXcAKIy4A0BhxB0ACiPuAFAYcQeAwog7ABRG3AGgMOIOAIURdwAojLgDQGHEHQAKI+4AUBhxB2r1+PiYRqORqqoyPT2dr6+vJMnHx0dmZ2dTVVWqqsr+/n7NS6F3iDtQq7GxsWxvbydJbm5ucnp6ms/Pz6yvr+fq6ipJsrW1ld3d3TpnQk+put1ut+4RwP/t5eUlExMTeXt7y+TkZObn53NycpIkWVtby9nZWX78cIvAnxJ34Fs4ODjIzs7Ob+8WFhbSbDYzMDBQ0yroTeIOfAvv7+8ZHx/P09NTkmRmZiaXl5cZGhqqeRn0Hr9zAd9Cs9nM8/Pzr+fNzU1hh7/kcgdqd3FxkeXl5XQ6nV/vRkdHc3d3l0ajUeMy6E0ud6BW19fXWV1dTafTyeDgYDY2NpIkrVYrR0dHNa+D3uRyB2pze3ububm5tNvt9PX15fz8PEtLS5mamsrDw0OGh4dzf3+fkZGRuqdCT3G5A7VotVpZXFxMu91OkhwfH2dlZSX9/f3Z29tLkry+vubw8LDGldCbXO4AUBiXOwAURtwBoDDiDgCFEXcAKIy4A0BhxB0ACiPuAFAYcQeAwog7ABRG3AGgMOIOAIURdwAojLgDQGF+AvMuyUPlYutiAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(1, 10, 10)\n", "y = np.linspace(1E-19, 1E-18, 10)\n", "fcp.plot(pd.DataFrame({'x': x, 'y': y}), x='x', y='y')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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YSVSEhUmjOnftk7SPR8Y9Pj6exx9/nAcffJBhw4YBYDabyczM5Mc//jH19fUsXryY5ORksrOzMZvNADz44IMkJSXx0EMPkZubC0BJSYnreauqqppsCw0NJTQ0FOCKYb9o/vz57Nq1iwULFri2jR49mldffbUd/2oREffLzLaRX1hJmDWQRZMTuWXUAEwmE6/tOMD2nK8JCgzAXlFDZraNORP6u3tcuQSPvOf+xBNPsHjxYm6++Wa2bt3K5s2bSU5OJi0tjXfffZfc3FwKCgqYNm0adrudkpISSkpKqK6uZsqUKRw4cIDTp08D0LNnT9efiwvxvr9tzZo1rZrt9OnT3HDDDeTm5rJixQrefvttli9fzueff87tt99+yRX2IiKertpZR07eWQAWTU5kWGI0JpOJbbu+YHvO10wfcxX3T/sRADl5xa578OJ5PO7Kvby8nIyMDEaOHMlHH33kuiqfPXs2o0aNYtGiRaxduxaAZcuWsWzZsmafx2azERcXR1ZWlmvb5s2b2bJlS6NtV199davme+GFFygqKuKdd95h6tSpAEybNo2hQ4eSlpbG+vXrWbp06RWfJyoq6rKr6uvr673+ffMBAQ2/O0ZHR7t5Eu+k89d+OoetszfvDI6aemK7h7qu2P/n/33JH3d+wZxJ15B260AMw2DbxzaKSquwldRy05Ce7h7b47X059BkMrn2bU5gYMuT7XFxP378OE6nkzvvvNMVdoCgoCDmzJnDY4895nqb2qpVq7jxxhubfZ5rr70WgNTUVNe2nJycJttaKy8vj4iICFfYL5o5cyZhYWHs3r27RXEXEfE0FVUXAOgbE+66Yv/jzi+Y+5Nr+dn4RKAhQH17hlNUWuXaXzyPx8U9ODgYgLq6pi/3XNw2ceJE0tPTCQ8PbxLqzz77jLKyMkJCQjp9vu//8mEYBoZhUF9ff6m/2irV1dWuNQLe6uJvqWVlZW6exDvp/LWfzmEr1TsBOFV0znWPfc6ka/jZ+ETXOTQMA1vROdf+OrdX1tKfw9DQUMLCwjrkmB53z33QoEH06dOH119/vdH9a4fDwebNm+nRowcjR44kNjaWdevWUVlZ6drn3LlzpKWlcc8997Tq5YvWmDhxIhUVFWzdurXR9i1btlBVVcW4ceNa9Dx2u51vvvnmkn+8Pewi4n0GJURitQRQbHe47rGn3Tqw0T4H8+0UlzuwWswMSoh006S+qaqq6rJdsNvtLX4uj7tyN5vNvPjii8ycOZPk5GQWLFhAXV0dr776KkePHmXLli0EBQWxbt06Zs2axfDhw1m4cCFWq5UNGzZw6tQptm7d2mzc09PTSU9Pb9d88+fPZ9OmTSxYsIB9+/YxbNgwcnNzefnll0lKSuK+++5r1/OLiLhLSLDZ9T72oMAA4nuFYRgGJpMJwzA4mG9n43tfAjB6SAwhweYrPKO4i8fFHWD69OlkZWWxcuVKHn/8cQCGDx/O+++/z09+8hOg4R73zp07Wb16NatWrSIgIIDBgwezY8cOJk+e3GmzWSwWsrKySE9P580332T9+vX07t2bBx54gJUrV3ba7QARkc62Y89Xrvex2ytqWJt5lG0f2+jbMxxbUcP73AEG9AlnZkq8m6eVyzEZ3r4k28vY7XZ27drFiBEjiIiIcPc4nUr3O9tH56/9dA5b7vsfKTtpVJ9vP6GuGEfNd+ufrBYzo4fEMDMlnmCLrtpbqqN+DisqKti/fz+pqalX/A4Tj7xyFxGRrtPcZ8XPmdCfGWPjsZXUNqyKr3cyKCFSL8V7CcVdRMSPXe5LYEKCza73sevVD+/icavlRUSka+jb3XyX4i4i4ocUdt+muIuI+BmF3fcp7iIifkRh9w+Ku4iIn1DY/YfiLiLiBxR2/6K4i4j4OIXd/yjuIiI+TGH3T4q7iIiPUtj9l+IuIuKDFHb/priLiPgYhV0UdxERH6KwCyjuIiI+Q2GXixR3EREfoLDL9ynuIiJeTmGXH1LcRUS8mMIuzVHcRUS8lMIul6K4i4h4IYVdLkdxFxHxMgq7XIniLiLiRRR2aQnFXUTESyjs0lKKu4iIF1DYpTUUdxERD6ewS2sp7iIiHkxhl7ZQ3EVEPJTCLm2luIuIeCCFXdoj0N0DiIj4q2pnHYdPlnPeUUuYNZBBCZGEBJsVdmk3xV1EpIs5a+rIzLaRk3cWR029a7vVEkBcj1DyCysVdmkXxV1EpAs5a+rIeOMw+YWVAMREWYmNDuFMaTXF5Q7yCyuJirAwaVQfN08q3kxxFxHpQpnZNvILKwmzBrJociJDB0RhMpl4J8fG9pyvCQoMwF5RQ2a2jTkT+rt7XPFSWlAnItJFqp115OSdBWDR5ESGJUZjMpnYsecrtud8zfQxV3H/tB8BkJNXTLWzzp3jihdT3EVEusjhk+U4auqJibIydEAU0HRV/LABUcREWnHUNCy2E2kLxV1EpIucd9QCEBsd4rpi/+GqeJPJRGz3kEb7i7SW7rmLiHSRMGvDf3LPlFW77rH/cFW8YRicKa1utL9Ia+nKXUSkiwxKiMRqCaDY7mg27AAH8+0UlzuwWswMSoh006Ti7RR3EZEuEhJsJq5HKABBgQHE9wrDMAyg4Yr9wJdlbHzvSwBGD4khJNjstlnFu+k1HxGRLrJjz1eu97HbK2pYm3mUmEgrsd2/e587wIA+4cxMiXfztOLNFHcRkS7w/cVzk0b1+fYT6oopLne4om61mBk9JIaZKfEEW3TVLm2nuIuIdLLmVsXPmdCfGWPjm/1seZH2UtxFRDrR5b4EJiTYzMhrurtpMvFlWlAnItJJ9O1u4i6Ku4hIJ1DYxZ0UdxGRDqawi7sp7iIiHUhhF0+guIuIdBCFXTyF4i4i0gEUdvEkiruISDsp7OJpFHcRkXZQ2MUTKe4iIm2ksIunUtxFRNpAYRdPpriLiLSSwi6eTnEXEWkFhV28geIuItJCCrt4C8VdRKQFFHbxJoq7iMgVKOzibRR3EZHLUNjFGynuIiKXoLCLt1LcRUSaobCLN1PcRUR+QGEXb6e4i4h8j8IuvkBxFxH5lsIuvkJxFxFBYRfforiLiN9T2MXXKO4i4tcUdvFFHhv3b775hkWLFtGrVy+6detGSkoKf/3rX7vs+Pn5+YSEhLB79+4mj9XW1pKenk5CQgIWi4XExESef/55DMPosvlEpP0UdvFVge4eoDkVFRWMHTuWwsJCHn74YaKionjxxRe59dZb2bdvH0OGDOnU45eXlzN9+nQcDkezjy9ZsoSNGzfy05/+lFtvvZWsrCweeeQRSktLWb16dafOJiIdQ2EXX+aRV+7PPvssx44d49133yU9PZ2lS5fyySefYDKZWLNmTace+8iRI9x0003k5eU1+3hRURGvvPIKU6dOJTMzkyVLlvDWW29x++23k5GRgd1u79T5RKT9FHbxdR4Xd8MweP3117njjjsYO3asa3vv3r35zW9+02hba6Wnp2MymS75+KZNm0hKSqK0tJSFCxc2u8+JEycwDIOJEyc22n7bbbdx4cIFjh071ub5RKTjVDvr2Jt3hp1/s/H5sVKqnXWAwi7+weNelj958iSnT5/mscceAxpif/78ecLDw7n//vsb7bt3716efPJJPv30UwBuuukmnn76aZKTk9t07EOHDjF79mzWrFnDBx98wMaNG5vs079/f8xmc5OIFxQUABAbG9umY4tIx3DW1JGZbSMn7yyOmnrXdqslgLgeoeQXVirs4vM87sr9+PHjAMTExLBs2TIiIyOJiIggMTGRd99917VfVlYWKSkp/POf/2TVqlUsX74cm83G2LFj+eSTT9p07GeeeYZNmzbRq1evS+7Tu3dvli9fzoYNG3j11Vc5efIkmzZt4qWXXmL27Nn069evTccWkfZz1tSR8cZhdu0/g6OmntjuoYy6LoaYSCuOmnryCyuJirAwaVQfd48q0qk87sq9vLwcgCeeeIKgoCDWrl2L2WwmIyODadOm8eGHHzJ+/HgWL15McnIy2dnZmM1mAB588EGSkpJ46KGHyM3NBaCkpMT13FVVVU22hYaGEhoaCoDFYmnRjPPnz2fXrl0sWLDAtW306NG8+uqr7fiXi0h7ZWbbyC+sJMwayKLJidwyagAmk4nXdhxge87XBAUGYK+oITPbxpwJ/d09rkin8bi4O51OoCHyX3zxBVFRUQBMmTKFAQMG8Mtf/pI//OEPFBQUsGTJkiYL2KZMmcJvf/tbTp8+TVxcHD179mxyjO9ve+qpp0hPT2/xfKdPn+aGG27g3LlzrFixgqFDh7J//35+85vfcPvtt/PBBx9gtVrb8C8XkfaodtaRk3cWgEWTExmWGI3JZGLbri/YnvM108dcRXyvMNZmHiUnr5gZY+MJCTa7eWqRzuFxcQ8LCwNgxowZrrADREZGMnXqVDZt2sThw4cBWLZsGcuWLWv2eWw2G3FxcWRlZbm2bd68mS1btjTadvXVV7dqvhdeeIGioiLeeecdpk6dCsC0adMYOnQoaWlprF+/nqVLl17xeaKiohr9+36ovr7e6983HxDQcNcnOjrazZN4J52/1tmb991L8Rev2P/n/33JH3d+wZxJ15B260AMw2DbxzaKSquwldRy05Cmv/xLY/o5bL+WnkOTyeTatzmBgS1PtsfFPS4uDmi45/5DMTExGIZBUFAQAKtWreLGG29s9nmuvfZaAFJTU13bcnJymmxrrby8PCIiIlxhv2jmzJmEhYWxe/fuFsVdRDpWRdUFAPrGhGMymXjzo+Ns/fAYc39yLT8bnwg0/Mezb89wikqrXPuL+CKPi/vgwYMJDg52XZ1/34kTJ7BarcTHxwMQHh7eJNSfffYZZWVlhISEdMp8wcHBANTV1bnu9UPDqn7DMKivr7/UX22V6upq1xoBb3Xxt9SysjI3T+KddP5aqb7hlt6ponOue+xzJl3Dz8Ynus6hYRjYis659te5vTL9HLZfS89haGio69Xr9vK4uIeFhTF16lS2b9/O4cOHGTRoENAQ9h07djBt2jSSk5OJjY1l3bp1LFy4kPDwcADOnTtHWloaTqcTm83WKfNNnDiRt99+m61btzJv3jzX9i1btlBVVcW4ceNa9Dx2u53a2tpOmVHEHw1KiMRqCaDY7nDdY0+7dWCjfQ7m2ykud2C1mBmUEOmmSUWaV1VVddmLuoqKihY/l8fFHWDNmjXs3r2bcePGsXTpUiwWC2vXriUkJIRf//rXBAUFsW7dOmbNmsXw4cNZuHAhVquVDRs2cOrUKbZu3drsvYn09PRWLZ5rzvz589m0aRMLFixg3759DBs2jNzcXF5++WWSkpK477772vX8ItI2IcFm1/vYgwIDiO8VhmEYmEwmDMPgYL6dje99CcDoITFaTCc+zSPjnpCQwKeffsrPf/5zMjIyMAyDMWPGkJGR4VoAN3PmTHbu3Mnq1atZtWoVAQEBDB48mB07djB58uROm81isZCVlUV6ejpvvvkm69evp3fv3jzwwAOsXLmy024HiMjl7djzlet97PaKGtZmHmXbxzb69gzHVnSO4vKG74oY0CecmSnxbp5WpHOZDG9fku1l7HY7u3btYsSIEURERLh7nE6le3Xto/PXct//SNlJo/p8+wl1xThq6lz7WC1mRg+JYWZKPMEWXbW3lH4O26+jzmFFRQX79+8nNTX1su+2Ag+9chcRaanmPit+zoT+zBgbj62ktmFVfL2TQQmReile/IbiLiJe63JfAhMSbHa9j11XneJvPO6z5UVEWkLf7iZyaYq7iHgdhV3k8hR3EfEqCrvIlSnuIuI1FHaRllHcRcQrKOwiLae4i4jHU9hFWqdNcR8xYgSffPJJR88iItKEwi7Sem2Ke25uLrfccgtpaWmcPHmyg0cSEWmgsIu0TZvibrVaMQyDP/3pT1x//fX86le/4vz58x09m4j4MYVdpO3aFPcvv/yS+fPnExAQgMPh4D//8z8ZOHAgr7/+egePJyL+SGEXaZ82xb1Pnz5s3LiRgwcPMnnyZAzDoKioiAULFjBq1Cj27NllNVCiAAAgAElEQVTT0XOKiJ9Q2EXar12r5a+//np27NjBJ598wrhx4zAMg/379zN27FhmzZrFqVOnOmpOEfEDCrtIx+iQt8LdfPPN/PGPf+TFF18kLi4OwzDIzMzkuuuuIz09HafT2RGHEREfprCLdJw2fSvc7373OwoKCsjPz6egoICCggKqq6tdj5tMJgzDwOFwsGrVKt566y2ys7Ov+P2zIuKfFHaRjtWmuP/bv/0bJpMJAMMwGj1mMpno168fQ4YM4R//+Af5+fkcPnyYxYsXs23btvZPLCI+RWEX6Xht/j53wzCIjIxkyJAhDB06lCFDhjBkyBAGDx5MREQEABcuXODOO+/krbfe4v333++woUXENyjsIp2jTXF///33GTJkCHFxcZfdLygoiPT0dN566y3Xlb6ICCjsIp2pTXH/yU9+0uJ9rVYr48ePJzo6ui2HEhEfpLCLdK42vyzfUomJiezatauzDyMiXkJhF+l8+lY4EekyCrtI11DcRaRLKOwiXUdxF5FOp7CLdC3FXUQ6lcIu0vUUdxHpNAq7iHso7iLSKRR2EfdR3EWkwynsIu7V6e9zFxHfVO2s4/DJcs47agmzBjIoIZKQYLPCLuIBFHcRaRVnTR2Z2TZy8s7iqKl3bbdaAojrEUp+YaXCLuJmiruItJizpo6MNw6TX1gJQEyUldjoEM6UVlNc7iC/sJKoCAuTRvVx86Qi/k1xF5EWy8y2kV9YSZg1kEWTExk6IAqTycQ7OTa253xNUGAA9ooaMrNtzJnQ393jivgtLagTkRapdtaRk3cWgEWTExmWGI3JZGLHnq/YnvM108dcxf3TfgRATl4x1c46d44r4tcUdxFpkcMny3HU1BMTZWXogCig6ar4YQOiiIm04qhpWGwnIu6huItIi5x31AIQGx3iumL/4ap4k8lEbPeQRvuLSNfTPXcRaZEwa8N/Ls6UVbvusf9wVbxhGJwprW60v4h0PV25i0iLDEqIxGoJoNjuaDbsAAfz7RSXO7BazAxKiHTTpCKiuItIi4QEm4nrEQpAUGAA8b3CMAwDaLhiP/BlGRvf+xKA0UNiCAk2u21WEX+n181EpEV27PnK9T52e0UNazOPEhNpJbb7d+9zBxjQJ5yZKfFunlbEvynuInJF3188N2lUn28/oa6Y4nKHK+pWi5nRQ2KYmRJPsEVX7SLupLiLyGU1typ+zoT+zBgb3+xny4uI+ynuInJJl/sSmJBgMyOv6e6myUTkcrSgTkSapW93E/FeiruINKGwi3g3xV1EGlHYRbyf4i4iLgq7iG9Q3EUEUNhFfIniLiIKu4iPUdxF/JzCLuJ7FHcRP6awi/gmxV3ETynsIr5LcRfxQwq7iG9T3EX8jMIu4vsUdxE/orCL+AfFXcRPKOwi/kNxF/EDCruIf1HcRXycwi7ifxR3ER+msIv4J8VdxEcp7CL+S3EX8UEKu4h/U9xFfIzCLiKKu4gPUdhFBBR3EZ+hsIvIRYq7iA9Q2EXk+xR3ES+nsIvIDynuIl5MYReR5nhF3A8dOoTFYiE9Pb3Ljpmfn09ISAi7d+9u8lhtbS3p6ekkJCRgsVhITEzk+eefxzCMLptPRGEXkUvx+LjX1tZy9913c+HChS47Znl5OdOnT8fhcDT7+JIlS1ixYgUjR45k7dq1DB06lEceeYTly5d32Yzi3xR2Ebkcj4/7M888w+HDh7vseEeOHOGmm24iLy+v2ceLiop45ZVXmDp1KpmZmSxZsoS33nqL22+/nYyMDOx2e5fNKv5JYReRK/HouOfl5fH000/zxBNPdMjzpaenYzKZLvn4pk2bSEpKorS0lIULFza7z4kTJzAMg4kTJzbaftttt3HhwgWOHTvWIbOKf6t21rE37ww7/2bj82OlVDvrAIVdRFrGY+NeW1vLPffcw4QJE5g7d26z++zdu5cJEyYQERFBREQEEydOZN++fW0+5qFDh5g9ezZ5eXncfPPNze7Tv39/zGZzk4gXFBQAEBsb2+bjizhr6tiadYL/+N1n/OeW/fzuT4f43dvH+I/ffcbTmw8p7CLSIoHuHuBSnn32WY4fP8727dupra1t8nhWVhZ33HEHSUlJrFq1CqfTyWuvvcbYsWPJyspizJgxrT7mM888g8Viuew+vXv3Zvny5Tz77LMkJSUxfvx4srOzeemll5g9ezb9+vVr9XFFoCHsGW8cJr+wEoDY7qH0jQnn1JlzFJc7yC+sJCrCwqRRfdw8qYh4Oo+M++HDh1m5ciUvvvgiffv25eTJk40er6+vZ/HixSQnJ5OdnY3ZbAbgwQcfJCkpiYceeojc3FwASkpKXH+vqqqqybbQ0FBCQ0MBrhj2i+bPn8+uXbtYsGCBa9vo0aN59dVXW/+PFflWZraN/MJKwqyBLJqcyC2jBmAymXhtxwG253xNUGAA9ooaMrNtzJnQ393jiogH87iX5evq6rj77rsZPXo0ixYtanaf3NxcCgoKmDZtGna7nZKSEkpKSqiurmbKlCkcOHCA06dPA9CzZ0/Xn4yMjCbb1qxZ06r5Tp8+zQ033EBubi4rVqzg7bffZvny5Xz++efcfvvtl1xhL3I51c46cvLOArBociLDEqMxmUxs2/UF23O+ZvqYq7h/2o8AyMkrdt2DFxFpjsdduWdkZHDo0CFycnJcV9gXV6BXVVVRUlJCfn4+AMuWLWPZsmXNPo/NZiMuLo6srCzXts2bN7Nly5ZG266++upWzffCCy9QVFTEO++8w9SpUwGYNm0aQ4cOJS0tjfXr17N06dIrPk9UVBRRUVGXfLy+vt7r3zcfENDwu2N0dLSbJ/F8e/PO4KipJ7Z7qOuK/c2PjvPHnV8wZ9I1pN06EMMw2PaxjaLSKmwltdw0pKe7x/Z4+hlsP53D9mvpOTSZTK59mxMY2PJke1zc//KXv1BTU0NycnKTxzIyMsjIyODXv/41AKtWreLGG29s9nmuvfZaAFJTU13bcnJymmxrrby8PCIiIlxhv2jmzJmEhYWxe/fuFsVd5Psqqho+x6FvTLjriv2PO79g7k+u5WfjE4GG/+P37RlOUWmVa38RkeZ4XNyfe+65Ju8VP3v2LHPnzuWuu+5i3rx5hIWFARAeHt4k1J999hllZWWEhIR0ynzBwcFAw+2Di/f6AQzDwDAM6uvrO+Q41dXVrjUC3urib6llZWVunsQL1DsBOFV0znWPfc6ka/jZ+ETX+TMMA1vROdf+Oq9Xpp/B9tM5bL+WnsPQ0FBX39rL4+I+YsSIJtsuLqi7+uqrSU1N5cKFC8TGxrJu3ToWLlxIeHg4AOfOnSMtLQ2n04nNZuuU+SZOnMjbb7/N1q1bmTdvnmv7li1bqKqqYty4cS16Hrvd3uy7AMQ/DUqIxGoJoNjucN1jT7t1YKN9DubbKS53YLWYGZQQ6aZJRaSzVFVVXfairqKiosXP5XFxb4mgoCDWrVvHrFmzGD58OAsXLsRqtbJhwwZOnTrF1q1bm703kZ6e3u7Pp58/fz6bNm1iwYIF7Nu3j2HDhpGbm8vLL79MUlIS9913X7ueX/xTSLCZuB6h5BdWEhQYQHyvMAzDwGQyYRgGB/PtbHzvSwBGD4khJNh8hWcUEX/mlXGHhnvcO3fuZPXq1axatYqAgAAGDx7Mjh07mDx5cqcd12KxkJWVRXp6Om+++Sbr16+nd+/ePPDAA6xcubLTbgeIb9ux5yvX+9jtFTWszTzKto9t9O0Zjq2o4X3uAAP6hDMzJd7N04qIpzMZ3r4k28vY7XZ27drFiBEjiIiIcPc4nUr36lrm+x8pO2lUHzKzbeTkFeOo+e7tblaLmdFDYpiZEk+wRVftLaWfwfbTOWy/jjqHFRUV7N+/n9TU1Mu+2wq8+MpdxBc091nxcyb0Z8bYeGwltQ2r4uudDEqI1EvxItJiiruIm1zuS2BCgs2u97HriklEWsvjPqFOxB/o291EpDMp7iJdTGEXkc6muIt0IYVdRLqC4i7SRRR2EekqirtIF1DYRaQrKe4inUxhF5GupriLdCKFXUTcQXEX6SQKu4i4i+Iu0gkUdhFxJ8VdpIMp7CLiboq7SAdS2EXEEyjuIh1EYRcRT6G4i3QAhV1EPIniLtJOCruIeBrFXaQdFHYR8USKu0gbKewi4qkUd5E2UNhFxJMp7iKtpLCLiKdT3EVaQWEXEW+guIu0kMIuIt5CcRdpAYVdRLyJ4i5yBQq7iHgbxV3kMhR2EfFGirvIJSjsIuKtFHeRZijsIuLNFHeRH1DYRcTbBbp7ABF3qHbWcfhkOecdtYRZAxmUEElIsFlhFxGfoLiLX3HW1JGZbSMn7yyOmnrXdqslgLgeoeQXVirsIuL1FHfxG86aOjLeOEx+YSUAMVFWYqNDOFNaTXG5g/zCSqIiLEwa1cfNk4qItI/iLn4jM9tGfmElYdZAFk1OZOiAKEwmE+/k2Nie8zVBgQHYK2rIzLYxZ0J/d48rItJmWlAnfqHaWUdO3lkAFk1OZFhiNCaTiR17vmJ7ztdMH3MV90/7EQA5ecVUO+vcOa6ISLso7uIXDp8sx1FTT0yUlaEDooCmq+KHDYgiJtKKo6ZhsZ2IiLdS3MUvnHfUAhAbHeK6Yv/hqniTyURs95BG+4uIeCPdcxe/EGZt+FE/U1btusf+w1XxhmFwprS60f4iIt5IV+7iFwYlRGK1BFBsdzQbdoCD+XaKyx1YLWYGJUS6aVIRkfZT3MUvhASbiesRCkBQYADxvcIwDANouGI/8GUZG9/7EoDRQ2IICTa7bVYRkfbSa4/iF3bs+cr1PnZ7RQ1rM48SE2kltvt373MHGNAnnJkp8W6eVkSkfRR38XnfXzw3aVSfbz+hrpjicocr6laLmdFDYpiZEk+wRVftIuLdFHfxac2tip8zoT8zxsY3+9nyIiK+QHEXn3W5L4EJCTYz8prubppMRKRzaUGd+CR9u5uI+DPFXXyOwi4i/k5xF5+isIuIKO7iQxR2EZEGirv4BIVdROQ7irt4PYVdRKQxxV28msIuItKU4i5eS2EXEWme4i5eSWEXEbk0xV28jsIuInJ5irt4FYVdROTKFHfxGgq7iEjLKO7iFRR2EZGWU9zF4ynsIiKto7iLR1PYRURaT3EXj6Wwi4i0jeIuHklhFxFpO8VdPI7CLiLSPoq7eBSFXUSk/RR38RgKu4hIx1DcxSMo7CIiHUdxF7dT2EVEOpbiLm6lsIuIdDyPjfuHH37ImDFjCA0NJTw8nNTUVD799NMuO35+fj4hISHs3r27yWO1tbWkp6eTkJCAxWIhMTGR559/HsMwumw+X6Cwi4h0Do+Me3Z2Nrfddhvl5eWsXr2ap556ivz8fFJSUti3b1+nH7+8vJzp06fjcDiafXzJkiWsWLGCkSNHsnbtWoYOHcojjzzC8uXLO302X6Gwi4h0nkB3D9Ccf//3f+eqq67ib3/7G6GhoQDMmzeP6667jl/96ldkZWV12rGPHDnCjBkzOHr0aLOPFxUV8corrzB16lQyMzOBhtjfcccdZGRk8OijjxIVFdVp8/kChV1EpHN53JW73W7n4MGDpKWlucIO0KtXL1JSUvjrX//a5udOT0/HZDJd8vFNmzaRlJREaWkpCxcubHafEydOYBgGEydObLT9tttu48KFCxw7dqzN8/mSamcde/POsPNvNj4/Vkq1sw5Q2EVEuoLHXbl369aNY8eOERYW1uSxkpISAgO/G3nv3r08+eSTrnvxN910E08//TTJycltOvahQ4eYPXs2a9as4YMPPmDjxo1N9unfvz9ms7lJxAsKCgCIjY1t07F9hbOmjsxsGzl5Z3HU1Lu2Wy0BxPUIJb+wUmEXEelkHhd3s9nMwIEDm2w/dOgQe/bsYdKkSQBkZWVxxx13kJSUxKpVq3A6nbz22muMHTuWrKwsxowZ0+pjP/PMM1gslsvu07t3b5YvX86zzz5LUlIS48ePJzs7m5deeonZs2fTr1+/Vh/XVzhr6sh44zD5hZUAxHYPpW9MOKfOnKO43EF+YSVRERYmjerj5klFRHybx8W9OZWVlcybNw+AX/ziF9TX17N48WKSk5PJzs7GbDYD8OCDD5KUlMRDDz1Ebm4u0HC1f1FVVVWTbaGhoa6X/68U9ovmz5/Prl27WLBggWvb6NGjefXVV9vxr/R+mdk28gsrCbMGsmhyIreMGoDJZOK1HQfYnvM1QYEB2CtqyMy2MWdCf3ePKyLiszzunvsPVVVVMXXqVA4ePMgvfvELUlJSyM3NpaCggGnTpmG32ykpKaGkpITq6mqmTJnCgQMHOH36NAA9e/Z0/cnIyGiybc2aNa2a5/Tp09xwww3k5uayYsUK3n77bZYvX87nn3/O7bfffskV9r6u2llHTt5ZABZNTmRYYjQmk4ltu75ge87XTB9zFfdP+xEAOXnFrnvwIiLS8Tz6yr28vJzJkyezZ88e5s+fz+rVq4GG96ADLFu2jGXLljX7d202G3FxcY1W1m/evJktW7Y02nb11Ve3aqYXXniBoqIi3nnnHaZOnQrAtGnTGDp0KGlpaaxfv56lS5de8XmioqIuu6q+vr7eq943vzfvDI6aemK7h7qu2N/86Dh/3PkFcyZdQ9qtAzEMg20f2ygqrcJWUstNQ3q6e2yPFhDQ8Lt3dHS0myfxXjqH7adz2H4tPYcmk8m1b3O+v+bsSjw27sXFxUyaNIkDBw5w77338oc//MG10r2uruGqb9WqVdx4443N/v1rr70WgNTUVNe2nJycJttaKy8vj4iICFfYL5o5cyZhYWHs3r27RXH3NRVVFwDoGxPuumL/484vmPuTa/nZ+ESg4Qe3b89wikqrXPuLiEjH88i4V1RUuML+8MMP8/zzzzd6PCEhAcD1yXXf99lnn1FWVkZISEinzBYcHAw0/IJx8V4/gGEYGIZBfX39pf5qq1RXV7vWCHiFeicAp4rOue6x/38Tf8TPxidSVlYGNJwjW9E51/4Xt0vzLv6Wr/PUdjqH7adz2H4tPYehoaHNvlOsLTwy7g888AAHDhxg6dKlTcIOMHLkSGJjY1m3bh0LFy4kPDwcgHPnzpGWlobT6cRms3XKbBMnTuTtt99m69atrkV+AFu2bKGqqopx48a16Hnsdju1tbWdMqM7DEqIxGoJoNjucN1jn5X6o0b7HMy3U1zuwGoxMygh0k2Tioh4pqqqqste1FVUVLT4uTwu7keOHGHLli1ERkaSlJTEf//3fzfZZ+7cuaxbt45Zs2YxfPhwFi5ciNVqZcOGDZw6dYqtW7c2e28iPT2d9PT0ds03f/58Nm3axIIFC9i3bx/Dhg0jNzeXl19+maSkJO677752Pb+3Cgk2u97HHhQYQHyvMAzDwGQyYRgGB/PtbHzvSwBGD4khJNh8hWcUEZG28ri4Z2dnAw2L6e65555m95k7dy4zZ85k586drF69mlWrVhEQEMDgwYPZsWMHkydP7rT5LBYLWVlZpKen8+abb7J+/Xp69+7NAw88wMqVKzvtdoCn27HnK9f72O0VNazNPMq2j2307RmOrajhfe4AA/qEMzMl3s3Tioj4NpPhTUuyfYDdbmfXrl2MGDGCiIgId4/TIb7/kbKTRvX59hPqinHUfPd2N6vFzOghMcxMiSfYoqv2ltC9zvbTOWw/ncP266hzWFFRwf79+0lNTb3id5h43JW7eJfmPit+zoT+zBgbj62ktmFVfL2TQQmReileRKSLKO7SZpf7EpiQYLPrfez6jV9EpGt5/CfUiWfSt7uJiHguxV1aTWEXEfFsiru0isIuIuL5FHdpMYVdRMQ7KO7SIgq7iIj3UNzlihR2ERHvorjLZSnsIiLeR3GXS1LYRUS8k+IuzVLYRUS8l+IuTSjsIiLeTXGXRhR2ERHvp7iLi8IuIuIbFHcBFHYREV+iuIvCLiLiYxR3P6ewi4j4HsXdjynsIiK+SXH3Uwq7iIjvUtz9kMIuIuLbFHc/o7CLiPg+xd2PKOwiIv5BcfcTCruIiP9Q3P2Awi4i4l8Udx+nsIuI+B/F3Ycp7CIi/klx91EKu4iI/1LcfZDCLiLi3xR3H6Owi4hIoLsHkNardtZx+GQ55x21hFkDGZQQSUiwWWEXERFAcfcqzpo6MrNt5OSdxVFT79putQQQ1yOU/MJKhV1ERBR3b+GsqSPjjcPkF1YCEBNlJTY6hDOl1RSXO8gvrCQqwsKkUX3cPKmIiLib4u4lMrNt5BdWEmYNZNHkRIYOiMJkMvFOjo3tOV8TFBiAvaKGzGwbcyb0d/e4IiLiRlpQ5wWqnXXk5J0FYNHkRIYlRmMymdix5yu253zN9DFXcf+0HwGQk1dMtbPOneOKiIibKe5e4PDJchw19cREWRk6IAqAD/52utHiuWEDooiJtOKoaVhsJyIi/ktx9wLnHbUAxEaHYDKZALi+37+QNq6fa/GcyWQitntIo/1FRMQ/6Z67FwizNvzPdKasGsMwMJlM9OsdTr/e4a59DMPgTGl1o/1FRMQ/6crdCwxKiMRqCaDY7uBQvr3ZfQ7m2ykud2C1mBmUENnFE4qIiCdR3L1ASLCZ0UN6AbDhvS858GUZhmEADVfsB74sY+N7XwIwekgMIcFmt80qIiLup9dvvcTMlHhOnKkgv7CStZlHiYm0Etv9u/e5AwzoE87MlHg3TyoiIu6muHuJYIuZZbMHffsJdcUUlztcUbdazIweEsPMlHiCLbpqFxHxd4q7Fwm2mJkzoT8zxsY3+9nyIiIioLh7pZBgMyOv6e7uMURExENpQZ2IiIiPUdyl05hMJkwmE6Ghoe4exSvp/LWfzmH76Ry2nzvOoeIunSYgIICAgADCwsLcPYpX0vlrP53D9tM5bD93nEPFXURExMco7iIiIj5GcRcREfExiruIiIiPUdxFRER8jOIuIiLiY/QJdV2srq4OgKqqKjdP0vkCA7/78aqoqHDjJN5J56/9dA7bT+ew/TrqHF7sxsWOXPaYbT6KtMn58+cBOHLkiJsnERERb3T+/Hl69Ohx2X1MxsUvBpcu4XA4OHv2LGFhYZjN+rIXERFpmbq6Os6fP0+vXr2wWq2X3VdxFxER8TFaUCciIuJjFHcREREfo7iLiIj4GMVdRETExyju0uE+/PBDxowZQ2hoKOHh4aSmpvLpp5+6eyyvdejQISwWC+np6e4exat88803LFq0iF69etGtWzdSUlL461//6u6xvMr+/fuZMGECYWFhdOvWjSlTpnDs2DF3j+UV7r33Xm655ZYm20+cOMGMGTOIjo4mOjqaefPm8c0333T48fU+d+lQ2dnZ3HbbbQwaNIjVq1dTW1vL73//e1JSUvjkk09ITk5294hepba2lrvvvpsLFy64exSvUlFRwdixYyksLOThhx8mKiqKF198kVtvvZV9+/YxZMgQd4/o8Y4dO8Ytt9xCaGgoTz75JADPPfcco0eP5uDBg/Tp08fNE3quV155hQ0bNpCSktJoe2lpKePGjaOmpoaf//zn1NbWkpGRwaFDh9i3bx8Wi6XjhjBEOlBSUpIRHx9vnD9/3rWtqKjIiIqKMlJTU904mXdauXKlYbFYDMB46qmn3D2O1/jVr35lmEwmIzs727XtzJkzRkhIiDF37lw3TuY9Fi9ebADG3//+d9e2ffv2GYDx6KOPunEyz1VbW2usWLHCMJlMBmCkpKQ0evzxxx83zGaz8Y9//MO1LSsrywCMl19+uUNn0cvy0mHsdjsHDx4kLS2N0NBQ1/ZevXrpJdE2yMvL4+mnn+aJJ55w9yhexTAMXn/9de644w7Gjh3r2t67d29+85vfNNoml1ZQUECPHj348Y9/7No2atQounfvTl5enhsn80wOh4Phw4fz1FNPcddddxEXF9dknzfeeINbbrmF6667zrUtNTWVa665hjfeeKND51HcpcN069aNY8eO8fDDDzd5rKSkpNHnK8vl1dbWcs899zBhwgTmzp3r7nG8ysmTJzl9+jQTJkwAGmJfWVkJwP3338+iRYvcOZ7XGDhwIGVlZY3uB5eVlVFeXk5sbKwbJ/NMDoeDc+fOsW3bNjZt2tTkv3d2u52CggJGjBjR5O8OHz6c/fv3d+g8irt0GLPZzMCBA5vcizt06BB79uzhX//1X900mfd59tlnOX78OH/4wx/cPYrXOX78OAAxMTEsW7aMyMhIIiIiSExM5N1333XzdN7jscceo2/fvtx5550cOnSIvLw87rzzTiwWCw899JC7x/M43bp14/jx46SlpTX7+OnTpwGavaKPjY3ln//8J//85z87bB5dSkmnqqysZN68eQD84he/cPM03uHw4cOsXLmSF198kb59+3Ly5El3j+RVysvLAXjiiScICgpi7dq1mM1mMjIymDZtGh9++CGpqaluntLzxcfH8/jjj/Pggw8ybNgwoOEX+MzMzEYv1UuDgIAAAgIufb188dvgvn/L8qKQkBCg4Qth/uVf/qVD5lHcpdNUVVUxdepUDh48yC9/+csmK0elqbq6Ou6++25Gjx6tl4/byOl0Ag2R/+KLL4iKigJgypQpDBgwgF/+8peKews88cQTPP3006SkpHDvvfdSV1fHSy+9RFpaGn/605+YMmWKu0f0Ksa3X+NiMpkuuc/lHmstxV06RXl5OZMnT2bPnj3Mnz+f1atXu3skr3DxbTE5OTmUlJQADffqoOGXpZKSEqKjoy97heDvwsLCAJgxY4Yr7ACRkZFMnTqVTZs2UVlZSXh4uLtG9Hjl5eVkZGQwcuRIPvroI9c3WM6ePZtRo0axaNEiTp06RXBwsJsn9R4Xf96qq6ubPHZxW7du3TrsePovhHS44uJixo0bx549e7j33nvZuHFjh/5G6sv+8pe/UFNTQ3JyMj179qRnz54MHz4caAh/z549sdlsbp7Ss128pxkTE9PksZiYmEYL7KR5x48fx+l0cueddzb6auqgoCDmzJnD2bNnOcLdVT0AAARfSURBVHr0qBsn9D7x8fEAnDlzpsljhYWFREZGun4x7Qi6cpcOVVFRwaRJkzhw4AAPP/wwzz//vLtH8irPPfec60r9orNnzzJ37lzuuusu5s2bR+/evd00nXcYPHgwwcHBHD58uMljJ06cwGq10rNnTzdM5j0uXpHX1dU1eezitvr6+i6dydtFRkbSv39//v73vzd5LDc3l5EjR3bsATv0XfPi9+666y4DMJYuXeruUXzGiRMn9CE2rfSzn/3MCAoKMv7v//7Pta2goMAIDg42Zs2a5cbJvENtba3Rp08f4/rrrzeqq6td26urq43rrrvO6NGjh1FTU+PGCT1fv379mnyIzaOPPmoEBgYaR44ccW27+CE2Gzdu7NDjmwzj27v8Iu105MgRrr/+eiIjI/ntb3/7/7dz/6Dwx3Ecx19fdPRVh0HJdHddFpRRIVnUMTB8syg3GCWDkWKQYrtJGRgsDDJ+J2IwGJgkg9NZdH0vYji5wue3qV/9+v2R+t7383s+6ob7LPfent/39f1+f/lcO89s/7tCoaBkMqmlpSXeL/+XCoXC56uO5+bmFIvFlMvlVC6XdX5+rlQqFfKE1e/g4ECe56mzs1PT09N6f3/X1taWrq6utLOzo8nJybBHrGqJREKJRELHx8efZ6VSSV1dXaqrq9P8/LxeX1+1vr6udDqt09PT772H4VsvFfBf29jYMJJ++8G/Y3P/mnw+bzzPM01NTSYej5vR0dGfXvuJPzs8PDSDg4PGdV3juq7p7+83vu+HPVYk/GpzN8aY6+trk8lkTGNjo2ltbTXZbNYEQfDtv8/mDgCAZbhbHgAAyxB3AAAsQ9wBALAMcQcAwDLEHQAAyxB3AAAsQ9wBALAMcQcAwDLEHQAAyxB3AAAsQ9wBALAMcQcAwDLEHQAAyxB3AAAsQ9wBALAMcQcQqvv7e7muK8dx1N3drY+PD0nSy8uLent75TiOHMfRyspKyJMC0UHcAYSqvb1ds7OzkqTLy0vt7u7q7e1NExMTOjs7kyTNzMxocXExzDGBSHGMMSbsIQD83x4fH5VKpfT8/Kx0Oq2BgQFtb29LkjzP097enmpq2EWAv0XcAVSF1dVVLSws/HQ2NDQk3/dVX18f0lRANBF3AFWhXC4rmUyqVCpJknp6enRycqJ4PB7yZED08D8XgKrg+74eHh4+v2ezWcIOfBGbO4DQHR0daWRkRJVK5fOsra1N+XxeruuGOBkQTWzuAEJ1cXGh8fFxVSoVNTQ0aGpqSpJULBaVy+VCng6IJjZ3AKG5ublRX1+fgiBQbW2t9vf3lclk1NHRobu7OzU3N+v29lYtLS1hjwpECps7gFAUi0UNDw8rCAJJ0ubmpsbGxhSLxbS8vCxJenp60traWohTAtHE5g4AgGXY3AEAsAxxBwDAMsQdAADLEHcAACxD3AEAsAxxBwDAMsQdAADLEHcAACxD3AEAsAxxBwDAMsQdAADLEHcAACxD3AEAsMwPezlmXs+GcWwAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(1, 10, 10)\n", "y = np.linspace(1E18, 1E19, 10)\n", "fcp.plot(pd.DataFrame({'x': x, 'y': y}), x='x', y='y')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can disable the auto-formatting of ticks by setting the keywords `sci_x` and/or `sci_y` to `False`. In this particular example, this would be a really poor choice." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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LiySpoaFh0NfX19fL5XIpISFBmZmZzDEX9nMAYDWtHR9KkmakJgZOFv/vG4e14aZZWnvjTEl9UTMjJXHAPMKLpU8Y4+LiJEk9PYOPr/tfS0pKUnZ2tvbt2zdoZv/+/Zo/f74kyeVyMcdc2M+FqrOzUx0dHePyZ5mFR5qEhv0LHXs4Sr1dkqQPTl8IXLO4fsVV+vvP5Qb20O/3q+70hcA8e3txI/0+dDqd43LgYOkTxry8PKWnp+uFF16Q1+sNvO71evXiiy9q+vTpmjNnjm6//XaVlpbq8OHDgZnS0lLV1NRo3bp1gdeYY84Kc8F4PB41NTUN+4/VYxGA9eRlueSwx6jR4w1cs9h/stjvYK1HjS1eOew25WW5TFppZOro6Aj6c8Hj8Yzoz7H8g7tfe+01rVmzRnl5efrSl76knp4e/eQnP9G7776rl156SevXr1dTU5PmzJmj2NhYbdmyRV6vV1u3blVubq4qKioCJ5XMMWeFuaHw4G6MFPsXOvZw9J54sUq19W2aEhuj+1ZdqWUfXcvY3Nysg7UePf/6UbV7u7W8II27pEdosh/cbflglKTf/va3evzxx/XOO+9I6nvQ8cMPP6ybbropMFNTU6PNmzdrz549cjqduvnmm1VcXKyUlIEX1jLHnBXmPo1gxEixf6FjD0en/xNc3FPt8rT6JEmXTXNqRkqi6k5fUGNL328Ic9IT9cC6PMXZbcH+OHyEYAQwagQjRor9Cx17OHKf/Li/FQvSVVJWp/LqRnl9H9974LDbtCg/VWuWZhKLozDZwWjpm14AAEB4GuqzodcXZmv1kswhP0sa4Y1gBAAA42qoWOwXH2cLPGeRU1rrsPRd0gAAILwEi0VYF8EIAADGBbEYuQhGAAAQMmIxshGMAAAgJMRi5CMYAQDAmBGL0YFgBAAAY0IsRg+CEQAAjBqxGF0IRgAAMCrEYvQhGAEAwIgRi9GJYAQAACNCLEYvghEAAFwUsRjdCEYAABAUsQiCEQAADItYhEQwAgCAYRCL6EcwAgCAQYhFfBLBCAAABiAW8WkEIwAACCAWMRSCEQAASCIWMTyCEQAAEIsIimAEACDKEYu4GIIRAIAoRixiJAhGAACiFLGIkSIYAQCIQsQiRoNgBAAgyhCLGC2CEQCAKEIsYiwIRgAAogSxiLGKNXsBAABg/HR29ejQiRa1e7uV4IhVXpZL8XE2YhEhIRgBAIgAXb4elZTVqbz6jLy+3sDrDnuMMqY7VVvfRixizAhGAAAsrsvXo+JXDqm2vk2SlOp2KC05Xg3NnWps8aq2vk3uqXatWJBu8kphVQQjAAAWV1JWp9r6NiU4YlW0MlfX5LhlGIZ+UV6nneUnNSU2Rp5Wn0rK6rS+MNvs5cKCuOkFAAAL6+zqUXn1GUlS0cpczc1NlmEY2lXxF+0sP6nbFl+u+1ZdKUkqr25UZ1ePmcuFRRGMAABY2KETLfL6epXqduiaHLekwXdDz81xK9XlkNfXd0MMMFoEIwAAFtbu7ZYkpSXHB04WP303tGEYSpsWP2AeGA2uYQQAwMISHH0/yhvOdQauWfz03dB+v18NzZ0D5oHR4IQRAAALy8tyyWGPUaPHO2QsStLBWo8aW7xy2G3Ky3KZtFJYGcEIAICFxcfZlDHdKUmaEhujzEsT5Pf7JfWdLB44ek7Pv35UkrQoP1XxcTbT1grr4lwaAAAL21Xxl8BzFj2tPj1bclipLofSpn38HEZJyklP1JqlmSavFlZFMAIAYFGfvMFlxYL0jz7ppVGNLd5AKDrsNi3KT9WapZmKs3O6iLEhGAEAsKCh7oZeX5it1Usyh/wsaSAUBCMAABYzVCz2i4+zaf5V00xaGSIVN70AAGAhwWIRmCgEIwAAFkEswiwEIwAAFkAswkwEIwAAYY5YhNkIRgAAwhixiHBAMAIAEKaIRYQLghEAgDBELCKcEIwAAIQZYhHhhmAEACCMEIsIRwQjAABhglhEuCIYAQAIA8QiwhnBCACAyYhFhDuCEQAAExGLsAKCEQAAkxCLsAqCEQAAExCLsBKCEQCASUYswmoIRgAAJhGxCCsiGAEAmCTEIqyKYAQAYBIQi7AyghEAgAlGLMLqCEYAACYQsYhIQDACADBBiEVECoIRAIAJQCwikhCMAACMM2IRkSYigrGpqUlFRUW69NJLlZSUpKVLl+oPf/jDgJnjx49r9erVSk5OVnJysjZu3KimpqZBfxZzzFlhDkD4IhYRiQy/3+83exGhaG1t1cKFC1VfX6/NmzfL7Xbrueee08mTJ7V3717l5+erublZBQUF8vl82rRpk7q7u1VcXKysrCzt3btXdrtdkphjzhJzQ/F4PCotLVVBQYGmTp061n+dLCE5OVmSdO7cOZNXYk3sX+iC7SGxODJ8H4ZuvPawtbVVlZWVWr58udxu97BzsSH9LWHgqaeeUk1NjX7/+99ryZIlkqQvfvGLuuKKK7R161a99NJLeuaZZ3Ty5ElVV1dr9uzZkqTrrrtOhYWF2r59u4qKiiSJOeYsMQcgPBGLiGSWPmH0+/26/PLLde211+qXv/zlgPd+8IMfaMqUKSoqKlJOTo6ys7NVWlo6YGbWrFnKyMjQ7t27JYk55iwxNxROGDFS7F9oOrt6VHe2W60dH0q9XcrLcik+zkYsjhLfh6Gb7BNGS1/DeOLECZ06dUqFhYWS+gKyra1NknTfffepqKhIHo9Hx44dU0FBwaCvnzdvniorKyWJOeYsMQfAHF2+Hr381nHdv+0dfeelSm17tUrbXqvR/dve0RMvVhGLiHiWDsYjR45IklJTU/XAAw/I5XJp6tSpys3NDZw4njp1SpKUkZEx6OvT0tJ0/vx5nT9/njnmLDEHYPJ1+XpU/MohlVY2yOvrVdo0pxbMTlWqyyGvr1e19W1yT7VrxYJ0s5cKTBhLX8PY0tIiSXrkkUc0ZcoUPfvss7LZbCouLtaqVav05ptvKiEhQZLkdDoHfX18fLwkqb29Xa2trcwxF/Zzl1xyyaD3AUyskrI61da3KcERq6KVubphQY4Mw9BPdx3QzvKTmhIbI0+rTyVldVpfmG32coEJYekTxq6uLkl94VhRUaG77rpLd955p/bs2SOXy6Vvfetb6r9E0zCMYf8cwzCYY84ScwAmV2dXj8qrz0iSilbmam5usgzD0I7S97Wz/KRuW3y57lt1pSSpvLpRnV09Zi4XmDCWPmHsPz1cvXr1gAs1XS6Xbr31Vm3fvl2JiYmSpM7OzkFf3/9aUlISc8xZYu5i3G530IuWe3t7ZeH73CRJMTF9/53bf8E3Rof9G50/Vn/8a+j+k8X/99uj+tlv3tf6FVdp7Y0z5ff7teN3dTrd3KG6s9366/wUs5cd9vg+DN1I99AwjMDsUGJjR5aClj5h7L/eKzU1ddB7qamp8vv9gfcaGhoGzdTX18vlcikhIUGZmZnMMRf2cwAmV2vHh5KkGamJMgxD/7P7iP7vG4e14aZZWnvjTEl9P5BnpCQOmAcijaVPGOfMmaO4uDgdOnRo0HvHjx+Xw+FQSkqKsrOztW/fvkEz+/fv1/z58yX1nUoyx1y4z4Wqs7NTHR0d4/JnmYXHcYSG/Rul3r5Lnz44fSFwzeL6FVfp7z+XG9hDv9+vutMXAvPs7cXxfRi6ke6h0+kclwMHS58wJiQk6NZbb9Xrr78+IBqPHz+uXbt26Qtf+IJsNptuv/12lZaW6vDhw4GZ0tJS1dTUaN26dYHXmGPOCnPBeDweNTU1DfuP1WMRmGx5WS457DFq9HgD1yz2nyz2O1jrUWOLVw67TXlZLpNWCgyto6Mj6M8Fj8czoj/H0g/ulvqexbhw4UJJ0qZNm2S32/Xss8+qvb1dlZWVuuKKK9TU1KQ5c+YoNjZWW7Zskdfr1datW5Wbm6uKigrFxcVJEnPMWWJuKDy4GyPF/o3eEy9Wqba+TVNiY3Tfqiu17KNrGZubm3Ww1qPnXz+qdm+3lhekcZf0CPF9GLrJfnC35YNRko4dO6YHH3xQb731lvx+vxYvXqzi4uLAx6tJUk1NjTZv3qw9e/bI6XTq5ptvVnFxsVJSBl6czBxzVpj7NIIRI8X+jU7/J7i4p9rlafVJki6b5tSMlETVnb6gxhavJCknPVEPrMtTnN1m5nItg+/D0BGMAEaNYMRIsX8j98mP+1uxIF0lZXUqr26U1/fxo3McdpsW5adqzdJMYnEU+D4M3WQHo6VvegEAYCIM9dnQ6wuztXpJ5pCfJQ1EOoIRAIBPGCoW+8XH2QLPWeR0DNHE0ndJAwAwnoLFIhDNCEYAAEQsAsEQjACAqEcsAsERjACAqEYsAhdHMAIAohaxCIwMwQgAiErEIjByYwrGgoICvf322+O9FgAAJgWxCIzOmIJx//79uuGGG7R27VqdOHFinJcEAMDEIRaB0RtTMDocDvn9fr366qu6+uqr9fDDD6u9vX281wYAwLgiFoGxGVMwHj16VPfcc49iYmLk9Xr1ne98RzNnztQLL7wwzssDAGB8EIvA2I0pGNPT0/X888/r4MGDWrlypfx+v06fPq0vfelLWrBggSoqKsZ7nQAAjBmxCIQmpLukr776au3atUtvv/22li1bJr/fr8rKSi1ZskRf/OIX9cEHH4zXOgEAGBNiEQjduDxW5/rrr9fPfvYzPffcc8rIyJDf71dJSYlmz56txx57TF1dXePx1wAAMCrEIjA+YsfyRdu2bdOxY8dUW1urY8eO6dixY+rs7Ay8bxiG/H6/vF6v/v3f/10///nPVVZWJrfbPW4LBwAgGGIRGD9jCsavfe1rMgxDkuT3+we8ZxiGPvOZzyg/P1/vvvuuamtrdejQIX35y1/Wjh07Ql8xAAAXQSwC42tMwSj1haLL5VJ+fr6uueYa5efnKz8/X3PmzNHUqVMlSR9++KHuuOMO/fznP9evfvWrcVs0AADDIRaB8TemYPzVr36l/Px8ZWRkBJ2bMmWKHnvsMf385z8PnEgCADBRiEVgYowpGG+66aYRzzocDn3uc59TcnLyWP4qAABGhFgEJs6YfyU9Urm5uSotLZ3ovwYAEMWIRWBijctjdQAAMAuxCEw8ghEAYFnEIjA5CEYAgCURi8DkIRgBAJZDLAKTi2AEAFgKsQhMPoIRAGAZxCJgDoIRAGAJxCJgngl/DiMAACPV2dWjQyda1O7tVoIjVnlZLsXH2YhFwGQEIwDAdF2+HpWU1am8+oy8vt7A6w57jDKmO1Vb30YsAiYiGAEApury9aj4lUOqrW+TJKW6HUpLjldDc6caW7yqrW+Te6pdKxakm7xSIHoRjAAAU5WU1am2vk0JjlgVrczVNTluGYahX5TXaWf5SU2JjZGn1aeSsjqtL8w2e7lAVOKmFwCAaTq7elRefUaSVLQyV3Nzk2UYhnZV/EU7y0/qtsWX675VV0qSyqsb1dnVY+ZygahFMAIATHPoRIu8vl6luh26JsctafDd0HNz3Ep1OeT19d0QA2DyEYwAANO0e7slSWnJ8YGTxU/fDW0YhtKmxQ+YBzC5uIYRAGCaBEffj6GGc52BaxY/fTe03+9XQ3PngHkAk4sTRgCAafKyXHLYY9To8Q4Zi5J0sNajxhavHHab8rJcJq0UiG4EIwDANPFxNmVMd0qSpsTGKPPSBPn9fkl9J4sHjp7T868flSQtyk9VfJzNtLUC0YyzfQCAaXZV/CXwnEVPq0/PlhxWqsuhtGkfP4dRknLSE7VmaabJqwWiF8EIADDFJ29wWbEg/aNPemlUY4s3EIoOu02L8lO1Zmmm4uycLgJmIRgBAJNuqLuh1xdma/WSzCE/SxqAuQhGAMCkGioW+8XH2TT/qmkmrQzAcLjpBQAwaYLFIoDwRTACACYFsQhYF8EIAJhwxCJgbQQjAGBCEYuA9RGMAIAJQywCkYFgBABMCGIRiBwEIwBg3BGLQGQhGAEA44pYBCIPwQgAGDfEIhCZCEYAwLggFoHIRTACAEJGLAKRjWAEAISEWAQiH8EIABgzYhGIDgQjAGBMiEUgehCMAIAmaWqWAAAd7ElEQVRRIxaB6EIwAgBGhVgEog/BCAAYMWIRiE4EIwBgRIhFIHoRjACAiyIWgehGMAIAgiIWARCMAIBhEYsAJIIRADAMYhFAP4IRADAIsQjgkwhGAMAAxCKAT4uoYKyqqpLdbtdjjz024PXjx49r9erVSk5OVnJysjZu3KimpqZBX88cc1aYAyYSsQhgKLFmL2C8dHd366677tKHH3444PXm5mYtW7ZMPp9PDz74oLq7u1VcXKyqqirt3btXdrudOeYsMwdMJGIRwHAiJhj/8z//U4cOHRr0+jPPPKOTJ0+qurpas2fPliRdd911Kiws1Pbt21VUVMQcc5aZAyYKsQggGMPv9/vNXkSoqqurNX/+fD3yyCN65JFH9OijjwZ+LZ2Tk6Ps7GyVlpYO+JpZs2YpIyNDu3fvZo45y8wNx+PxqLS0VAUFBZo6dWrQWatLTk6WJJ07d87klVhPZ1eP6s52q7XjQ6m3S3lZLsXH2YjFUeJ7MHTsYejGaw9bW1tVWVmp5cuXy+12Dztn+WsYu7u7dffdd6uwsFAbNmwY8J7H49GxY8dUUFAw6OvmzZunyspK5pizzBwwVl2+Hr381nHdv+0dfeelSm17tUrbXqvR/dve0RMvVhGLAC7K8r+Sfuqpp3TkyBHt3LlT3d3dA947deqUJCkjI2PQ16Wlpen8+fM6f/48c8xZYu6SSy4Z9D5wMV2+HhW/cki19W2SpLRpTs1ITdQHDRfU2OJVbX2b3FPtWrEg3eSVAghnlj5hPHTokB5//HF997vf1YwZMwa939raKklyOp2D3ouPj5cktbe3M8ecJeaAsSgpq1NtfZsSHLH65zWz9F/fWKZ/vXuh/mbOdEnSlNgYeVp9KimrM3mlAMKZZYOxp6dHd911lxYtWjTsDQH9l2cahjHsn2MYBnPMWWIOGK3Orh6VV5+RJBWtzNXc3GQZhqEdpe9rZ/lJ3bb4ct236kpJUnl1ozq7esxcLoAwZtlfSfc/cqS8vFxnz56V1HctmCR1dHTo7NmzSkxMlCR1dnYO+vr+15KSkphjzhJzI+F2u4NetNzb2yur3+cWE9P337n9F3xjeH+sbpDX16u0aU7dsCBHhmHof3Yf0c9+877Wr7hKa2+cKb/frx2/q9Pp5g7Vne3WX+enmL3ssMf3YOjYw9CNdA8NwwjMDiU2dmQpaNkTxjfeeEM+n08LFy5USkqKUlJSNG/ePEl9MZmSkqLe3l5JUkNDw6Cvr6+vl8vlUkJCgjIzM5ljLuzngNFq7eh7Lu2M1MTAyeLLb9Zow02ztPbGmZL6fpjMSEkcMA8An2bZE8ann346cKLY78yZM9qwYYPuvPNObdy4UbNmzVJ2drb27ds36Ov379+v+fPnS5JcLhdzzIX93Hjo7OxUR0fHuP15ZuBxHKPQ2yVJ+uD0Bf101wHtLD+p9Suu0t9/Ljewf36/X3WnLwTm2deL43swdOxh6Ea6h06nc1wOHSx7wlhQUKDly5cP+Of666+XJF1xxRVavny5HA6Hbr/9dpWWlurw4cOBry0tLVVNTY3WrVsXeI055qwwdzEej0dNTU3D/mP1WMTo5GW55LDHqNHjDVyz2H+y2O9grUeNLV457DblZblMWimAidLR0RH058KnD9+GExEP7u534sQJZWdnD3hwd1NTk+bMmaPY2Fht2bJFXq9XW7duVW5urioqKhQXF8ccc5aZGw4P7sZwnnixSrX1bZoSG6P7Vl2pZR9dy9jc3KyDtR49//pRtXu7tbwgTesLs81eriXwPRg69jB0k/3g7ogPRkmqqanR5s2btWfPHjmdTt18882B6xw/iTnmrDA3FIIRQ+n/BBf3VLs8rT5J0mXTnJqRkqi6033PYZSknPREPbAuT3F2m5nLtQy+B0PHHoaOYAQwagQjPu2TH/e3YkG6SsrqVF7dKK/v40fnOOw2LcpP1ZqlmcTiKPA9GDr2MHSTHYyWvekFADC0oT4ben1htlYvyRzys6QB4GIIRgCIIEPFYr/4OFvgOYuc7AAYDcveJQ0AGChYLAJAKAhGAIgAxCKAiUQwAoDFEYsAJhrBCAAWRiwCmAwEIwBYFLEIYLIQjABgQcQigMlEMAKAxRCLACYbwQgAFkIsAjADwQgAFkEsAjALwQgAFkAsAjATwQgAYY5YBGA2ghEAwhixCCAcEIwAEKaIRQDhgmAEgDBELAIIJwQjAIQZYhFAuCEYASCMEIsAwhHBCABhglgEEK4IRgAIA8QigHBGMAKAyYhFAOGOYAQAExGLAKyAYAQAkxCLAKyCYAQAExCLAKyEYASASUYsArAaghEAJhGxCMCKCEYAmCTEIgCrIhgBYBIQiwCsLNbsBQBApOjs6tGhEy1q93YrwRGrvCyX4uNsxCIAyyMYASBEXb4elZTVqbz6jLy+3sDrDnuMMqY7VVvfRiwCsDSCEQBC0OXrUfErh1Rb3yZJSnU7lJYcr4bmTjW2eFVb3yb3VLtWLEg3eaUAMHYEIwCEoKSsTrX1bUpwxKpoZa6uyXHLMAz9orxOO8tPakpsjDytPpWU1Wl9YbbZywWAMeGmFwAYo86uHpVXn5EkFa3M1dzcZBmGoV0Vf9HO8pO6bfHlum/VlZKk8upGdXb1mLlcABgzghEAxujQiRZ5fb1KdTt0TY5b0uC7oefmuJXqcsjr67shBgCsiGAEgDFq93ZLktKS4wMni5++G9owDKVNix8wDwBWwzWMADBGCY6+/wltONcZuGbx03dD+/1+NTR3DpgHAKvhhBEAxigvyyWHPUaNHu+QsShJB2s9amzxymG3KS/LZdJKASA0BCMAjFF8nE0Z052SpCmxMcq8NEF+v19S38nigaPn9PzrRyVJi/JTFR9nM22tABAKfj8CAGO0q+Ivgecselp9erbksFJdDqVN+/g5jJKUk56oNUszTV4tAIwdwQgAY/DJG1xWLEj/6JNeGtXY4g2EosNu06L8VK1Zmqk4O6eLAKyLYASAURrqbuj1hdlavSRzyM+SBgCrIxgBYBSGisV+8XE2zb9qmkkrA4CJw00vADBCwWIRACIZwQgAI0AsAohmBCMAXASxCCDaEYwAEASxCAAEIwAMi1gEgD4EIwAMgVgEgI8RjADwKcQiAAxEMALAJxCLADAYwQgAHyEWAWBoBCMAiFgEgGAIRgBRj1gEgOAIRgBRjVgEgIsjGAFELWIRAEaGYAQQlYhFABg5ghFA1CEWAWB0CEYAUYVYBIDRIxgBRA1iEQDGhmAEEBWIRQAYO4IRQMQjFgEgNAQjgIhGLAJA6AhGABGLWASA8UEwAohIxCIAjB+CEUDEIRYBYHxFRDC++eabWrx4sZxOpxITE7V8+XL96U9/GjBz/PhxrV69WsnJyUpOTtbGjRvV1NQ06M9ijjkrzGF4xCIAjD/D7/f7zV5EKMrKyrRs2TLl5eXpnnvuUXd3t37wgx+ovr5eb7/9thYuXKjm5mYVFBTI5/Np06ZN6u7uVnFxsbKysrR3717Z7XZJYo45S8wNxePxqLS0VAUFBZo6depY/3WyhOTkZEnSuXPnBr1HLF5csP3DyLCHoWMPQzdee9ja2qrKykotX75cbrd72LnYkP6WMPDP//zPuvzyy/XnP/9ZTqdTkrRx40bNnj1bDz/8sN566y0988wzOnnypKqrqzV79mxJ0nXXXafCwkJt375dRUVFksQcc5aYw9CIRQCYOJY+YfR4PJo2bZq2bNmi4uLiAe/ddttt+s1vfqP29nbl5OQoOztbpaWlA2ZmzZqljIwM7d69W5KYY84Sc0OJlhPGzq4e1Z3tVmvHh1Jvl/KyXIqPsxGLo8DJTujYw9Cxh6Gb7BNGS1/DmJSUpJqaGm3evHnQe2fPnlVsbKw8Ho+OHTumgoKCQTPz5s1TZWWlJDHHnCXmolWXr0cvv3Vc9297R995qVLbXq3SttdqdP+2d/TEi1XEIgBMMEv/Stpms2nmzJmDXq+qqlJFRYVWrFihU6dOSZIyMjIGzaWlpen8+fM6f/48c8xZYu6SSy4Z9H6k6/L1qPiVQ6qtb5MkpU1zakZqoj5ouKDGFq9q69vknmrXigXpJq8UACKXpU8Yh9LW1qaNGzdKkr75zW+qtbVVkgLXN35SfHy8JKm9vZ055iwxF41KyupUW9+mBEes/nnNLP3XN5bpX+9eqL+ZM12SNCU2Rp5Wn0rK6kxeKQBErogKxo6ODt166606ePCgvvnNb2rp0qXqv0TTMIxhv84wDOaYs8RctOns6lF59RlJUtHKXM3NTZZhGNpR+r52lp/UbYsv132rrpQklVc3qrOrx8zlAkDEsvSvpD+ppaVFK1euVEVFhe655x49+eSTkqTExERJUmdn56Cv6X8tKSmJOeYsMXcxbrc76EXLvb29stJ9bn+sbpDX16u0aU7dsCBHhmHof3Yf0c9+877Wr7hKa2+cKb/frx2/q9Pp5g7Vne3WX+enmL3ssBYT03dO0H/BPEaPPQwdexi6ke6hYRiB2aHExo4sBSPihLGxsVHLli1TRUWF7r33Xj3//POB05jMzExJUkNDw6Cvq6+vl8vlUkJCAnPMWWIu2rR2fChJmpGaGDhZfPnNGm24aZbW3th3/bJhGJqRkjhgHgAwvix/wtja2qoVK1bowIED2rx5s5555pkB77tcLmVnZ2vfvn2Dvnb//v2aP38+c8xZZi5UnZ2d6ujoGJc/a1L0dkmSPjh9QT/ddUA7y0/q//ztlfr7z+UGHiXh9/tVd/pCYJ7HdATH40xCxx6Gjj0M3Uj30Ol0jsuBg+VPGL/yla/owIED2rRp06BY7Hf77bertLRUhw8fDrxWWlqqmpoarVu3jjnmLDUXjMfjUVNT07D/WCoWJeVlueSwx6jR4w1cs/jF5VcOmDlY61Fji1cOu015WS6TVgoA4amjoyPozwWPxzOiP8fSD+5+7733dPXVV8vlcul73/vekL+H37Bhg5qamjRnzhzFxsZqy5Yt8nq92rp1q3Jzc1VRUaG4uDhJYo45S8wNJZIf3P3Ei1WqrW/TlNgY3bfqSi376FrG5uZmHaz16PnXj6rd263lBWlaX5ht9nLDHic7oWMPQ8cehm6yH9xt6WD84Q9/qH/6p38KOtP//17/A7737Nkjp9Opm2++WcXFxUpJGXiBPHPMWWHu0yI1GPs/wcU91S5Pq0+SdNk0p2akJKrudN9zGCUpJz1RD6zLU5zdZuZyLYEf1KFjD0PHHoaOYAQwapEYjJ/8uL8VC9JVUlan8upGeX0fPzrHYbdpUX6q1izNJBZHiB/UoWMPQ8cehm6yg9HyN70AiDxDfTb0+sJsrV6SOeRnSQMAJhbBCCCsDBWL/eLjbIHnLHIyAQCTx/J3SQOIHMFiEQBgHoIRQFggFgEgfBGMAExHLAJAeCMYAZiKWASA8EcwAjANsQgA1kAwAjAFsQgA1kEwAph0xCIAWAvBCGBSEYsAYD0EI4BJQywCgDURjAAmBbEIANZFMAKYcMQiAFgbwQhgQhGLAGB9BCOACUMsAkBkIBgBTAhiEQAiB8EIYNwRiwAQWQhGAOOKWASAyEMwAhg3xCIARCaCEcC4IBYBIHIRjABCRiwCQGQjGAGEhFgEgMhHMAIYM2IRAKIDwQhgTIhFAIgeBCOAUSMWASC6EIwARoVYBIDoQzACGDFiEQCiE8EIYESIRQCIXgQjgIsiFgEgusWavQAA4aGzq0eHTrSo3dutBEes8rJcio+zEYsAAIIRiHZdvh6VlNWpvPqMvL7ewOsOe4wypjtVW99GLAJAlCMYgSjW5etR8SuHVFvfJklKdTuUlhyvhuZONbZ4VVvfJvdUu1YsSDd5pQAAMxGMQBQrKatTbX2bEhyxKlqZq2ty3DIMQ78or9PO8pOaEhsjT6tPJWV1Wl+YbfZyAQAm4aYXIEp1dvWovPqMJKloZa7m5ibLMAztqviLdpaf1G2LL9d9q66UJJVXN6qzq8fM5QIATEQwAlHq0IkWeX29SnU7dE2OW5L06z+fGnCDy9wct1JdDnl9fTfEAACiE8EIRKl2b7ckKS05XoZhSJKu/swlWrvsM4EbXAzDUNq0+AHzAIDowzWMQJRKcPT9699wrlN+v1+GYegzlyXqM5clBmb8fr8amjsHzAMAog8njECUystyyWGPUaPHq6paz5AzB2s9amzxymG3KS/LNckrBACEC4IRiFLxcTYtyr9UkvTfrx/VgaPn5Pf7JfWdLB44ek7Pv35UkrQoP1XxcTbT1goAMBe/YwKi2JqlmTre0Kra+jY9W3JYqS6H0qZ9/BxGScpJT9SapZkmrxQAYCaCEYhicXabHliX99EnvTSqscUbCEWH3aZF+alaszRTcXZOFwEgmhGMQJSLs9u0vjBbq5dkDvlZ0gAAEIwAJPVd0zj/qmlmLwMAEIa46QUAAABBEYwALMUwDBmGIafTafZSLIn9Cx17GDr2MHSTvYcEIwBLiYmJUUxMjBISEsxeiiWxf6FjD0PHHoZusveQYAQAAEBQBCMAAACCIhgBAAAQFMEIAACAoAhGAAAABEUwAgAAICg+6QWIAD09PZKkjo4Ok1cy8WJjP/6frdbWVhNXYk3sX+jYw9Cxh6Ebrz3s/7nR/3Nk2L9vzH8DgLDR3t4uSXrvvfdMXgkAwIra29s1ffr0Yd83/H6/fxLXA2ACeL1enTlzRgkJCbLZbGYvBwBgET09PWpvb9ell14qh8Mx7BzBCAAAgKC46QUAAABBEYwAAAAIimAEAABAUAQjAAAAgiIYAVjCm2++qcWLF8vpdCoxMVHLly/Xn/70J7OXZVlVVVWy2+167LHHzF6KpTQ1NamoqEiXXnqpkpKStHTpUv3hD38we1mWUllZqcLCQiUkJCgpKUm33HKLampqzF6WJdx777264YYbBr1+/PhxrV69WsnJyUpOTtbGjRvV1NQ0rn83z2EEEPbKysr0+c9/Xnl5eXryySfV3d2tH/zgB1q6dKnefvttLVy40OwlWkp3d7fuuusuffjhh2YvxVJaW1u1ZMkS1dfXa/PmzXK73Xruued04403au/evcrPzzd7iWGvpqZGN9xwg5xOp7797W9Lkp5++mktWrRIBw8eVHp6uskrDF8//vGP9d///d9aunTpgNebm5u1bNky+Xw+Pfjgg+ru7lZxcbGqqqq0d+9e2e328VmAHwDC3Gc/+1l/Zmamv729PfDa6dOn/W632798+XITV2ZNjz/+uN9ut/sl+R999FGzl2MZDz/8sN8wDH9ZWVngtYaGBn98fLx/w4YNJq7MOr785S/7Jfn37dsXeG3v3r1+Sf5/+Zd/MXFl4au7u9v/b//2b37DMPyS/EuXLh3w/kMPPeS32Wz+d999N/DaW2+95Zfk/9GPfjRu6+BX0gDCmsfj0cGDB7V27Vo5nc7A65deeim/DhyD6upqPfHEE3rkkUfMXoql+P1+vfDCC/q7v/s7LVmyJPD6ZZddpu9+97sDXsPwjh07punTp+vaa68NvLZgwQJNmzZN1dXVJq4sPHm9Xs2bN0+PPvqo7rzzTmVkZAyaeeWVV3TDDTdo9uzZgdeWL1+uq666Sq+88sq4rYVgBBDWkpKSVFNTo82bNw967+zZswM+TxXBdXd36+6771ZhYaE2bNhg9nIs5cSJEzp16pQKCwsl9QVkW1ubJOm+++5TUVGRmcuzjJkzZ+rcuXMDrq87d+6cWlpalJaWZuLKwpPX69WFCxe0Y8cObd++fdD/3nk8Hh07dkwFBQWDvnbevHmqrKwct7UQjADCms1m08yZMwdd21RVVaWKigr9zd/8jUkrs56nnnpKR44c0Q9/+EOzl2I5R44ckSSlpqbqgQcekMvl0tSpU5Wbm6tf/vKXJq/OOr7xjW9oxowZuuOOO1RVVaXq6mrdcccdstvt+vrXv2728sJOUlKSjhw5orVr1w75/qlTpyRpyJPHtLQ0nT9/XufPnx+XtfCf5gAsp62tTRs3bpQkffOb3zR5NdZw6NAhPf7443ruuec0Y8YMnThxwuwlWUpLS4sk6ZFHHtGUKVP07LPPymazqbi4WKtWrdKbb76p5cuXm7zK8JeZmamHHnpIX/3qVzV37lxJff9RWFJSMuDX1OgTExOjmJjhz/ZaW1slacDlOv3i4+MlSe3t7brkkktCXgvBCMBSOjo6dOutt+rgwYP61re+NeiOQQzW09Oju+66S4sWLeJXp2PU1dUlqS8c33//fbndbknSLbfcopycHH3rW98iGEfgkUce0RNPPKGlS5fq3nvvVU9Pj/7rv/5La9eu1auvvqpbbrnF7CVait/vlyQZhjHsTLD3RoNgBGAZLS0tWrlypSoqKnTPPffoySefNHtJltD/iI3y8nKdPXtWUt+1T1JfgJ89e1bJyclBTzKiXUJCgiRp9erVgViUJJfLpVtvvVXbt29XW1ubEhMTzVpi2GtpaVFxcbHmz5+v3bt3y2azSZLWrVunBQsWqKioSB988IHi4uJMXql19H+/dXZ2Dnqv/7WkpKRx+bv4XwcAltDY2Khly5apoqJC9957r55//vlx+y/nSPfGG2/I5/Np4cKFSklJUUpKiubNmyepLyZTUlJUV1dn8irDW/81YqmpqYPeS01NHXATDIZ25MgRdXV16Y477gjEoiRNmTJF69ev15kzZ3T48GETV2g9mZmZkqSGhoZB79XX18vlcgX+YydUnDACCHutra1asWKFDhw4oM2bN+uZZ54xe0mW8vTTTwdOFPudOXNGGzZs0J133qmNGzfqsssuM2l11jBnzhzFxcXp0KFDg947fvy4HA6HUlJSTFiZdfSfHPb09Ax6r/+13t7eSV2T1blcLmVnZ2vfvn2D3tu/f7/mz58/bn8XwQgg7H3lK1/RgQMHtGnTJmJxDIZ65Eb/TS9XXHEF196NQEJCgm699Vbt3LlThw4dUl5enqS+WNy1a5dWrVo14NQMg+Xl5Sk9PV0vvPCCvva1r8nhcEjqe3TMiy++qOnTp2vOnDkmr9J6br/9dn3/+9/X4cOHNWvWLElSaWmpampq9MADD4zb32P4+6+YBIAw9N577+nqq6+Wy+XS9773vSGfu8gzBUfvxIkTys7O1qOPPsrnSY/QiRMnAh9DuWnTJtntdj377LNqb29XZWWlrrjiCpNXGP5ee+01rVmzRnl5efrSl76knp4e/eQnP9G7776rl156SevXrzd7iWEtKytLWVlZ+v3vfx94rampSXPmzFFsbKy2bNkir9errVu3Kjc3VxUVFeN2TSgnjADCWllZmaS+C+bvvvvuIWcIRkyGrKws/elPf9KDDz6o4uJi+f1+LV68WMXFxcTiCN12221666239Pjjj+uhhx6S1PeA6V/96le66aabTF6dNaWkpGjPnj3avHmzvv3tb8vpdGrVqlUqLi4e1xuIOGEEAABAUNwlDQAAgKAIRgAAAARFMAIAACAoghEAAABBEYwAAAAIimAEAABAUAQjAAAAgiIYAQAAEBTBCAAAgKAIRgAAAARFMAIAACAoghEAAABBEYwAAAAIimAEAABAUAQjAAAAgiIYAQARp76+Xk6nU4ZhKD8/X729vZKkjo4O/dVf/ZUMw5BhGHriiSdMXilgDQQjACDipKen62tf+5ok6X//93/1yiuvqLu7W2vXrtWf//xnSdJXvvIV/eu//quZywQsw/D7/X6zFwEAwHg7d+6crrjiCp0/f165ublavHixfvrTn0qS1qxZox07digmhnMTYCQIRgBAxPqP//gPPfzwwwNeW7ZsmX79618rLi7OpFUB1kMwAgAiVnt7u7Kzs9XU1CRJ+uxnP6uysjIlJSWZvDLAWjiLBwBErF//+tdqbm4O/N//8A//QCwCY8AJIwAgIv32t7/VzTffrK6ursBrl112mWpra+V0Ok1cGWA9nDACACLOvn37tGrVKnV1dcnhcGjjxo2SpNOnT+vZZ581eXWA9XDCCACIKEePHtX111+vxsZG2Ww2vfrqq/r85z+vK6+8Uh988IFcLpeOHTsmt9tt9lIBy+CEEQAQMU6fPq2//du/VWNjoyTpRz/6kb7whS/IbrfrsccekyS1tLToqaeeMnGVgPVwwggAAICgOGEEAABAUAQjAAAAgiIYAQAAEBTBCAAAgKAIRgAAAARFMAIAACAoghEAAABBEYwAAAAIimAEAABAUAQjAAAAgiIYAQAAEBTBCAAAgKAIRgAAAAT1/wHgx2ql5Bqs8AAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(1, 10, 10)\n", "y = np.linspace(1E18, 1E19, 10)\n", "fcp.plot(pd.DataFrame({'x': x, 'y': y}), x='x', y='y', sci_y=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Log scale axis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now consider the following log-scaled plot. By default, the major tick labels for a log axis are powers of 10 if the values are large." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='Voltage', show=SHOW, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"',\n", " ax_scale='logy', ymin=0.00001, ymax=100000000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can force the tick values to regular numerals as we did above by setting the keywords `sci_x` and/or `sci_y` to `False`. " ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='Voltage', show=SHOW, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"',\n", " ax_scale='logy', ymin=0.00001, ymax=100000000, sci_y=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lastly we can force tick marks of a log-scaled axis to exponential notation by setting the keywords `sci_x` and/or `sci_y` to `True`." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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