From 16bba8f3173a7c1ebbba43d8271df5c481e1f02a Mon Sep 17 00:00:00 2001 From: sambit-giri Date: Tue, 17 Dec 2024 09:02:01 +0100 Subject: [PATCH] content diagram added --- docs/examples/tutorials.ipynb | 92 +++++++++---------- .../bayesian_inference-checkpoint.ipynb | 2 +- notebooks/bayesian_inference.ipynb | 2 +- setup.py | 2 +- 4 files changed, 49 insertions(+), 49 deletions(-) diff --git a/docs/examples/tutorials.ipynb b/docs/examples/tutorials.ipynb index 11f54e1..b3a0f9d 100644 --- a/docs/examples/tutorials.ipynb +++ b/docs/examples/tutorials.ipynb @@ -61,7 +61,9 @@ "id": "26cc9e31", "metadata": {}, "source": [ - "### Einsten-de Sitter universe" + "### Einsten-de Sitter universe\n", + "\n", + "In this model, the universe is assumed to be dominated by matter." ] }, { @@ -71,24 +73,21 @@ "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "Cosmological parameters\n", - "{'Om': 1.0, 'Or': 0, 'Ok': 0, 'Ode': 0, 'h': 0.68, 'Tcmb': 2.725}\n", - "Code parameters\n", - "{'zmin': 0.01, 'zmax': 11.0, 'Nz': 100, 'verbose': True}\n" - ] + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ "cosmo_dict = {'Om': 1.0, 'Or': 0, 'Ok': 0, 'Ode': 0, 'h': 0.68}\n", "param_EdS = AstronomyCalc.param(cosmo=cosmo_dict, code=code_param_dict)\n", "\n", - "print('Cosmological parameters')\n", - "print(param_EdS.cosmo.__dict__)\n", - "print('Code parameters')\n", - "print(param_EdS.code.__dict__)" + "AstronomyCalc.plot_universe_pie(cosmo_dict, title=\"Content of Einsten-de Sitter universe\")" ] }, { @@ -106,7 +105,9 @@ "id": "22d3aa44", "metadata": {}, "source": [ - "### de Sitter universe" + "### de Sitter universe\n", + "\n", + "In this model, the universe is assumed to be dominated by dark energy." ] }, { @@ -116,24 +117,21 @@ "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "Cosmological parameters\n", - "{'Om': 0.0, 'Or': 0, 'Ok': 0, 'Ode': 1.0, 'h': 0.68, 'Tcmb': 2.725}\n", - "Code parameters\n", - "{'zmin': 0.01, 'zmax': 11.0, 'Nz': 100, 'verbose': True}\n" - ] + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ "cosmo_dict = {'Om': 0.0, 'Or': 0, 'Ok': 0, 'Ode': 1.0, 'h': 0.68}\n", "param_dS = AstronomyCalc.param(cosmo=cosmo_dict, code=code_param_dict)\n", "\n", - "print('Cosmological parameters')\n", - "print(param_dS.cosmo.__dict__)\n", - "print('Code parameters')\n", - "print(param_dS.code.__dict__)" + "AstronomyCalc.plot_universe_pie(cosmo_dict, title=\"Content of de Sitter universe\")" ] }, { @@ -151,7 +149,9 @@ "id": "e2ea37b6", "metadata": {}, "source": [ - "### Benchmark model or Planck universe" + "### Benchmark model or flat $\\Lambda$-cold dark matter ($\\Lambda$CDM) universe\n", + "\n", + "In this model, the universe is flat ($\\Omega_m+\\Omega_r+\\Omega_{DE}=1$ or $\\Omega_\\kappa=0$) universe containing cold dark matter and constant dark energy. This model best explains the Cosmic Microwave Background (CMB) observations from WMAP and Planck. " ] }, { @@ -161,24 +161,21 @@ "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "Cosmological parameters\n", - "{'Om': 0.31, 'Or': 0.0, 'Ok': 0.0, 'Ode': 0.69, 'h': 0.68, 'Tcmb': 2.725}\n", - "Code parameters\n", - "{'zmin': 0.01, 'zmax': 11.0, 'Nz': 100, 'verbose': True}\n" - ] + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ "cosmo_dict = {'Om': 0.31, 'Or': 0.0, 'Ok': 0.0, 'Ode': 0.69, 'h': 0.68}\n", "param = AstronomyCalc.param(cosmo=cosmo_dict, code=code_param_dict)\n", "\n", - "print('Cosmological parameters')\n", - "print(param.cosmo.__dict__)\n", - "print('Code parameters')\n", - "print(param.code.__dict__)" + "AstronomyCalc.plot_universe_pie(cosmo_dict, title=\"Content of the Benchmark universe\")" ] }, { @@ -209,7 +206,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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KKEk+EaVX0s9XvvdCVD3yvRUVqTzztXQvF0IIUeX9fTKe5fuisDTX0a+RJ9Ud5ceZEEIIISoHKbqFEEJUeUOaenMwIpVeDWpIwS2EEEKISkVGLxdCCFHl5Bca+GLTBdJztVGIFUXhvaGNCKntYeLIhBBCCCGKkjvdQgghqpSY1Gwm/3CEo9FXOXs5g9CxzU0dkhBCCCHELUnRLYQQosrYfDaBGauOcTW7AEdrc4Y08zZ1SEIIIYQQtyVFtxBCiEqvUG9gzobzLNgaBkATHyfmjWmOr6utiSMTQgghhLg9KbqFEEJUapfTcnluxRH2R6QAMK6dP6/0r4eVuZmJIxNCCCGEuDMpuv8lNDSU0NBQ9Hq9qUMRQogH3s4LSUxdeYTkrHzsrcz5cHhj+jf2NHVYohKQfC2EEKKqkNHL/+XZZ5/l9OnTHDhwwNShCCHEA0tvUPlkw3keWbyP5Kx86nk68seUjlJwCyPJ10IIIaoKudMthBCiUrmSkce0H4+w62IyAP9p7cubAxtgbSHdyYUQQghR9UjRLYQQolJ5649T7LqYjI2FGe8Pa8jQZj6mDkkIIYQQotSk6BZCCFGpvDGgPqnZ+bw1qAHB1RxMHY4QQgghxD2RZ7pFhZk5cyaKorB161ZTh1KsrVu3oigKM2fONHUoQjxQUrPy+WFflPF9NUdrlk9sKwW3ECYkOVsIIcqOFN3inkRERKAoSpGXpaUlvr6+jBkzhuPHj5s6RCFEJZaZV8iAL3byyv9O8MexOFOHI8R9TXK2EEKYhnQvF2UiKCiIhx9+GIDMzEz27t3LihUr+PXXX9m8eTPt27c3cYRCiMrI3sqcQU29WHvyMkEe9qYOR4gHguRsIYSoWFJ0izIRHBx8Uxev1157jffee49XX32VLVu2mCYwIUSlk5ZTQE6+nhpO1gD8X8/aPNs1GHsrSUlCVATJ2UIIUbGke7koN1OmTAG44xyqixcvZvDgwdSsWRNra2tcXV3p3bt3sUn/xme4Dh8+TO/evXFwcMDJyYmhQ4cSERFR7DHCw8N5+umnCQgIwMrKimrVqtGlSxeWLl16x/O4evUqnTp1wszMjK+++uqO7YUQt3YiJo2BX+zkqe8Okl9oAMDcTCcFtxAmJjlbCCHKjxTdotwoilKids8++ywJCQn06NGD6dOnM2DAAPbs2UOPHj347bffit3m4MGDdOrUCXNzc5566ilatmzJ6tWr6dGjB7m5uUXa7tmzh2bNmvHVV19Rt25dZsyYwbBhw8jJyeGzzz67bWxxcXF06tSJAwcO8NNPP/Hkk0+W7OSFEEWoqsp3eyMZvmA3USnZJGflczkt984bCiEqhORsIYQoP3JrobyoKhRkmzqKO7OwhRIm2rv1+eefA9CqVavbtjt9+jQBAQFFlsXHx9OyZUteeOEFBg8efNM2f/31FytXrmTUqFHGZY8++ijfffcdq1evZvTo0QDk5eUxatQoMjIyWLNmDX369Cmyn5iYmFvGdf78eXr16kVqaipr166lS5cutz0PIUTxMvMKefnX6wOl9axfndkjmuBka2HiyIT4h+RsydlCCFGOpOguLwXZ8L6XqaO4s1fiwNLunndz8eJF4/Nh1wZl2bVrF9bW1rz//vu33fbfyRvA09OT4cOH88UXXxAZGYm/v3+R9Z07dy6SvAEee+wxvvvuOw4cOGBM4L///jvR0dE8+uijNyVvAB8fn2JjOnDgAP369cPMzIxt27bRtGnT256DEKJ4Z+LTeXb5YS4lZWGuU/hvn7pM7BRQ4rtqQlQIydmSs4UQohxJ0S3KRFhYGG+99RYAFhYWVK9enTFjxvDSSy/RqFGj22576dIlZs2axebNm4mNjSUvL6/I+ri4uJsSePPmzW/az7VkfPXqVeOy/fv3A9CrV68Sn8uOHTuYM2cO1atXZ926dQQFBZV4WyHEdasORvP66pPkFRrwdLJm3pjmtPB3MXVYQjzwJGcLIUTFkqK7vFjYalekKzsL2zLZTe/evVm7du1db3fx4kVat25Neno6Xbt2ZeDAgTg6OqLT6di6dSvbtm27KaEDODk53bTM3Fz766zX643LriVzb2/vEsd05MgRMjMz6du3LzVr1ry7ExJCkJ1fyOurT/HLYa0raEhtDz4Z1RRXO0sTRybELUjOLhHJ2UIIUTpSdJcXRSmTLmD3u08++YTU1FS+//57xo4dW2Td008/zbZt2+5p/87OzgDExsaWeJvJkycTGxvL4sWLMTc357vvvsPMzOye4hDiQXExMYNJyw9zPiETnQIzetZmUpdgdDrpTi4qMcnZJSI5WwghSkeKbmFSYWFhAAwaNKjIcoPBwK5du+55/61btwZg/fr1N/1AuBWdTseiRYuM/wUkiQtRAociU3jkm/1k5+vxcLDi89HNaBfkZuqwhBBlRHK2EEKUjkwZJkzq2nNfO3fuLLL8ww8/5OTJk/e8/0GDBuHj48P333/PunXrblp/q6vpiqLw1Vdf8cQTT7BixQrGjh1bpAucEOJm9T2d8HWxpX2QG2ue6yQFtxD3GcnZQghROnKnW5jU008/zZIlSxg2bBijRo3Czc2NvXv3cvjwYfr3789ff/11T/u3srJi1apV9OnTh759+9KnTx+aNGlCeno6R48eJTs7myNHjhS7raIoLFy40JjMVVVl+fLlxufQhBAQdzWHGo7W6HQKNpZmfDexNW52VphJd3Ih7juSs4UQonTK5E73hQsX2LNnD+fPny+L3YkHSLNmzVi/fj0tWrTg119/ZfHixTg7O7Nr1y5atmxZJsdo164dhw8f5rHHHuPEiRPMmTOHn3/+GUtLS2bMmHHbbRVF4csvv+Tpp59m1apVjBkzhsLCwjKJS4iqbu3Jy/T+ZDsLtoUZl1VzsJaCW4j7lORsIYQoHUVVVbU0G+bk5DBz5kwWLVpkHG1y3LhxLF68GIAlS5bwxRdfsHjx4io5X2J6ejpOTk6kpaXh6OhYbJvc3FzCw8MJCAjA2tq6giMUQpSWfHfLxqqD0bz483HaBLjywxNtpdi+hZLkE1F6Jf185XsvRNUj31tRkcozX5fqTndWVhYhISHMnj0bKysr+vfvz79r986dO3P06FF+/PHHMglUCCGE6RkM1/+tf6ilL/PGNOP7iW2k4BZCCCGEuIVSFd0ffvghBw8e5IknniA8PJzff//9pjZBQUHUrVuXjRs33nOQQgghTG/j6QT6f7GT1Kx847IBjb2wMJMxOYUQQgghbqVUv5R+/PFHatasSWhoKFZWVrds5+/vT0xMTKmDE0IIYXoFegOz1pxh4rcHOROfXuQZbiGEEEIIcXulKrqjoqJo0aLFHedAdHR0JDU1tVSBlZXs7Gz8/f15/vnnTRqHEEJURfFpOfznq70s3H4JgAkdavJ8rzomjkrcjyRfCyGEuF+Vah4FOzs7kpKS7tguPDwcNzfTztP63nvv0aZNG5PGIIQQVdH281eY9uNRUrLycbAy56MRjenbyNPUYYn7lORrIYQQ96tS3elu0aIF+/fvJzo6+pZtTp06xZEjR2jXrl2pg7tXFy5c4OzZs/Tr189kMQghRFWjN6jMXX+OcUv2k5KVT31PR/6Y0lEKblFuJF8LIYS4n5Wq6J48eTI5OTkMGzaMixcv3rQ+MjKSRx99FIPBwOTJk0sV2Pbt2xk4cCBeXl4oisLq1atvajN//nzjFAItWrRgx44dRdY///zzzJo1q1THF0KIB1FiRi4PL9rH55svoqrwn9Z+/DqpPTXd7UwdmqikJF8LIYQQt1eqonvgwIFMnz6dQ4cOUadOHRo2bIiiKKxfv56WLVtSq1Ytjhw5wosvvkiXLl1KFVhWVhZNmjRh3rx5xa7/8ccfmTZtGq+++ipHjhyhU6dO9O3bl6ioKAB+++03ateuTe3atUt1fCGEeNDsvZRM/893sudSMraWZnw2uimzhjXC2uL243eIB5vkayGEEOL2SvVMN8CcOXNo06YN77//PsePHwcgLi6OuLg46tSpw2uvvcbYsWNLHVjfvn3p27fvLdfPnTuXxx9/nIkTJwLw6aefsm7dOhYsWMCsWbPYu3cvK1eu5KeffiIzM5OCggIcHR154403it1fXl4eeXl5xvfp6emljl0IIaoSg0FlwbYw5qw/h0GF2tXtmT+2BcHV7E0dmqgCJF8LIYQQt3dPk6s+9NBDHD16lISEBPbv38+ePXuIjo7mzJkz91Rw30l+fj6HDh2iV69eRZb36tWL3bt3AzBr1iyio6OJiIhg9uzZPPHEE7dM4NfaOzk5GV++vr7lFr8QQlQ2ByNSMKgwvLkPvz3bUQpuUSYkXwshhBD3cKf7Rh4eHnh4eJTFrkokKSkJvV5P9erViyyvXr06ly9fLtU+X375ZWbMmGF8n56eLolcCHFfU1UVRVHQ6RTmPtSUrecTGdrMx9RhVW0GA1yNgIRTkHgGEk5C5ElTR2Uykq+FEEKIUhbd0dHRbNmyhbZt297yGaxz586xb98+unXrho9P+fyIUxSlyPtrPyD/bfz48Xfcl5WVFVZWVmUVmhBCVFqqqrJoRziXkrKYNawRAC52llJw3638LEg4DZePw+UTWoGdcBoKsoq2y1NNE18lIvlaCCHEg6xURffcuXP54osvOHfu3K13bG7OhAkTmDFjBh9//HGpAyyOu7s7ZmZmN10lT0xMvOlquhBCiKLOxGcw6+8zGFQY2MST9kHupg6p8stJhfjjEH8U4o9pf06+CBRTUJtZgUcdqN4QqtUDW3/4YEgFB1w5SL4WQgghSvlM9/r162ncuDFBQUG3bBMUFESTJk1Yu3ZtqYO7FUtLS1q0aMGGDRuKLN+wYQPt27cv8+OJslWzZk1q1qxp6jBKZenSpSiKwtKlS01y/JkzZ6IoClu3bjXJ8f9t/PjxKIpCRESEqUMRd6G+lyMv9qnLO0Ma0i7QzdThVD55GRC+A3Z9Dj9NgM+awoc14dtBsOENOPkLJF8AVLCvDsE9oON0GP4NTNoHr8TB0ztg6ALo8BwEdTXxCZmO5OuqTfJ16Um+FkLcqFRFd1RUFMHBwXdsFxwcTHR0dGkOQWZmJkePHuXo0aMAhIeHc/ToUeMUIzNmzGDRokUsXryYM2fOMH36dKKionj66adLdbxrQkNDqV+/Pq1atbqn/TwoIiIiUBTltq+mTZuaPL6SdFkUUFhYSGhoKO3atcPJyQlLS0s8PT1p06YN06dP58iRI3fcx9atW1EUhZkzZxa7XhJ/xVNVle/2RhJ2JdO47OmQIB5p619sF98Hir5Q6xp+cDH89iyEtoVZvrBsAGx4HU79CqnhWltnf6g3CLq9DmN/gecvwPPn4eFfoMdMaDQCqtUFszIZLqXKkHxdNUi+vr9IvhaiainVLwNFUSgoKLhju4KCAgoLC0tzCA4ePEjXrtfvDlwbNGXcuHEsXbqUUaNGkZyczNtvv018fDwNGzZkzZo1+Pv7l+p41zz77LM8++yzpKen4+TkdE/7epAEBQXx8MMPF7uuRo0aRd5v2rSpIkIqF0OHDqVt27Z4enqaOpQyp9fr6du3Lxs3bsTLy4uRI0fi4eFBXFwcZ8+e5fPPP8fOzo5mzZoZt5k1axYvvfQS3t7eJoxc3E5GbgEv/XqCv47HU7eGA6uf7fBgz7udnQLR+yFmv/bf2MM3P4MN4OgD3s3A65+XZ1Owda3wcKsCyddVi+Trqk/ytRBVT6mK7lq1arFz505ycnKwsbEptk1OTg47d+68bRf02+nSpQuqevvBZyZNmsSkSZNKtX9RtoKDg295pfTfSvt3ojK4NkXN/eiHH35g48aN9O7dmz/++AMLC4si6y9fvkxcXFyRZZ6envflD5r7xZn4dCYtP0x4UhbmOoWRLX2xMr+nmSKrFlWFq5EQuQei9kDUXkgqZiwSSwfwbg4+LcG7JXi3AIf783njvLw8UlJSsLKywtW1bC4iSL6uWiRfV32Sr4Woekr162vEiBEkJyfz5JNPkpOTc9P63NxcnnrqKVJSUhgxYsQ9BynuL8U9I3bjs0+rVq2iefPm2NjY4OnpyXPPPVfs37NffvmFkJAQqlWrhrW1Nb6+vvTp04fVq1cD2vNcAQEBACxbtqxIF7obn7FSVZXFixfToUMHHB0dsbW1pWXLlixevPimY97qGTFFUejSpQtXrlzhscceo1q1atjY2NC2bdtSPc8VHR3Nf/7zH1xdXbG3tyckJITt27ffdpvt27czcOBA3N3dsbKyolatWrz22mtkZ2eX6Jh79uwB4Omnn74pgYN2B6R58+ZFlv2769nMmTONd7zeeuutIp95REQENWvWZNmyZQAEBAQY13Xp0qXIfsPDw5k4cSJ+fn5YWVnh6enJ+PHjiYyMvCmua9vHxsYyfvx4atSogU6nqzTP0ZmCqqr8eCCKIaG7CE/KwsvJmlVPt+PxjgH3d3dyVYUr5+DAN/Dz4zC3PnzWBFY/DYeXXS+43YKh6VgY+Bk8swdeioRxv0P3N6Buv/uy4F6wYAFNmzbFzs4OHx8fnn/+eeO6VatWMWzYMC5cuGDCCEVlJPn6ziRfS74WoiRKdad76tSpfP/99/zwww9s3ryZsWPHEhQUhKIoXLx4keXLl3P58mVq167N9OnTyzpmcR8LDQ3l77//ZvDgwXTp0oW1a9fyxRdfkJyczPLly43tFixYwKRJk/D09GTo0KG4ubkRHx/P/v37Wb16NUOGDKFp06ZMnTqVzz77jCZNmjBkyBDj9td+RKiqysMPP8wPP/xA7dq1GTNmDJaWlmzYsIHHH3+c06dPM3v27BLFfvXqVeMPgbFjx5KYmMiPP/5I7969OXToEA0bNizRfuLj42nXrh2xsbH07t2b5s2bc+bMGXr27FmkC+eNvvzySyZNmoSLiwsDBw7Ew8ODAwcO8N5777Flyxa2bNmCpaXlbY977a7XxYsXSxRncbp06UJERATLli0jJCSkSHJ2dnZm2rRpLF26lGPHjjF16lScnZ0Bivyo27dvH7179yYrK4uBAwcSHBxMREQEy5cv5++//2bPnj0EBgYWOW5ycjLt2rXD1dWVUaNGkZ+fj6OjY6nPoyrLzi/ktdUn+fVwLABd63gw96GmuNjd/v9/laSqkBwG4dsgYgdE7ISsK0Xb6CzAqyn4tQW/9uDbBuwenMHjCgsLGTp0KGvWrMHS0pL69etz8mTRecPr1avH6tWrad68Oa+99pqJIhVVjeRrydeSr4W4C2opxcfHq927d1cVRVEVRVF1Op2q0+mM77t166bGxsaWdvcmM2/ePLVevXpq7dq1VUBNS0u7ZducnBz19OnTak5Ozi3bZOVn3fKVW5hb4rY5BTmlbptdkF1su7IQHh6uAmpQUJD65ptvFvv6+++/i2zj7++v+vv7F1n25ptvqoDq5OSknj179nrs2dlq7dq1VUVRivx9at68uWppaakmJibeFFNSUtJN8Y0bN67Y+L/66isVUB9//HG1oKDAuDwvL08dOHCgCqgHDx40Ll+yZIkKqEuWLCmyH7R5g9RJkyaper3euHzRokUqoD711FPFHr8448aNUwH13XffLbJ84cKFxuNs2bLFuPzUqVOqubm52qxZMzU5ObnINrNmzVIBdfbs2Xc87sGDB1UzMzPVyspKffbZZ9U1a9aoly9fLlGs4eHhxmVbtmxRAfXNN98s8TbX5OfnqzVr1lQdHBzUo0ePFlm3Y8cO1czMTB0wYECR5dc+kwkTJqiFhYV3PE9VLdl3tyo6fzld7TFnq+r/3z/VgJf+VEO3XFD1eoOpwypb6fGqenSlqv76tKrOqaeqbzoWfb1TTVWX9FfVLbNU9dI2Vc0rm3/r7kVaWtod80l5mT17tqooijpo0CA1ISFBVVVVVRRFnTBhQpF2gYGBavv27Ss8vntxN/laVSVnS77WSL4ONy6TfC1EUeWZr0s9xGqNGjXYuHEjBw4cYOPGjcZRyn19fenRo0eVHU20rAdmafNDm1uu6+Tdifk95hvfd1nVhZzCm7tlAbSs3pIlfZYY3/f5pQ+peanFtm3g1oCVA1Ya3w9ZPYS4rLib2p0Yd+KO8ZdUWFgYb731VrHrpk6dSp8+fUq0n6lTp1KnTh3jexsbG/7zn//w1ltvcejQIby8vIzrLCwsiu1W5eZW8rtY8+bNw87Ojnnz5mFufv3rYGlpyXvvvccff/zBihUraNGixR33ZWdnx4cffohOd/2pjXHjxvH0009z4MCBEsWTn5/Pjz/+SLVq1fi///u/IusmTpzInDlzOH/+fJHlCxcupLCwkM8///ymZzRffPFF5s6dy4oVK27a37+1aNGCJUuWMH36dEJDQwkNDQXAx8eHHj16MHny5BJ9Dvfizz//JCIignfeeYcmTZoUWdexY0cGDx7M6tWrSU9PL3Jl3NLSko8++ggzswd3gLD/HYnhlV9PklOgp5qDFZ//pxlt74fpwApyIHIXXNwMl7ZA4umi680swac1BHSCmp2057LNrUwTayX07bff4unpycqVK285BgtAYGAgZ86cqcDI7l15DKT2IORsydeSr8uC5Gsh7s49z2vSqlWrKltgi7LTu3fvMpmT/d/PIIGWREDrDnbNQw89xEsvvUTDhg0ZPXo0Xbp0oWPHjsbuTyWRnZ3NiRMn8PLy4oMPPrhp/bUR+s+ePVui/dWqVQt7e/siy8zNzalevXqR2Ldu3XrT80tNmzZlyJAhnDt3jtzcXLp164a1tXWRNjqdjvbt29+UxPfu3QvA2rVr2bhx401xWVhYlPgcHnnkEUaOHMmGDRvYuXMnhw4dYvfu3SxdupRvv/2W0NDQe57m53auncvZs2eLHejn8uXLGAwGzp8/T8uWLY3LAwICcHd3L7e4KrPcAj1v/XGKFfu1C58dg935ZFRTPByqaOGpqpB8ES5sgIsbtYK7MPeGBgp4NobArhAYAr5twdLWZOFWdhcuXKBPnz63LbgB3N3dSUpKqqCohClJvpZ8XRYkXwtxdx6syURNYN+YfbdcZ6YrepVv60Nbb9lWpxQd827t8FsnzH+3XT1k9R1Hlq0sirtbce2Ktl6vNy578cUXcXNz48svv2Tu3LnMmTMHc3Nz+vXrx6effmockOV2UlNTUVWV2NjYW171B8jKKmY6oRLGfi3+G2PfunXrTccbN24cQ4YMIS0tDYBq1aoVu6/q1W8e4CklJQWA9957r0Rx3om1tTUDBw5k4MCBgDYw4uzZs3n99deZOnUqQ4YMuWlambJy7VxufB6wOP/+f1Lc5/KgWLwrnBX7o1EUmNq9FlO61cJMV8UGSyvIhcidcH49XFgHqRFF1zt6Q1BXCOoOgV1k6q67YGVlRWZm5h3bRUVF3bcjPd8NydklJ/la8jVIvhaipO6p6A4PD2fHjh3Ex8eTl5dXbBtFUXj99dfv5TBVmq1Fye/AlFdbG/Pb3+GoihRFYeLEiUycOJHk5GR27NjBihUrWLVqFRcuXODEiRN37Lp0rbtTixYtOHjwYEWEDWgjht5qupZrPwQSExOLXZ+QkHDTsmvnkZ6ejoODQ9kEeQNra2tee+01NmzYwPbt29m1axfDhw8v8+PA9XP5448/GDBgQIm3u69H5L6DxzsGcDAilcc6BNCxVhW6e5CVBOfXwbk1ELal6FzZZpbg3x6Ce0BwT/CoAw/w/+N70ahRIw4cOEBycvItu/JGRUVx+PBhunXrVsHRVT6Ss8ue5OvrJF8/2PlaPNhKVXTn5+czceJE49Wt212RfdCLblH+3NzcGDJkCEOGDCEpKYnNmzdz8eJF6tSpY0zkN165vsbBwYF69epx5swZrl69eldd3cpLnTp1sLa25uDBg+Tm5hbpsmYwGNi9e/dN27Rp04bDhw+zd+9eevbsWW6x2dnZlajd7T7zO61v00Z7nnLPnj13lcQfJHmFepbvjeLRdv6Ym+mwMjdj8fgq8ohPyiU4+5f2itqLNqbOPxw8oVYvqN0bAkLAyv6WuxEl9/jjjzNhwgTjqM8uLi5F1mdmZjJx4kRjXheiPEm+lnwtxIOqVPN0v/HGG3z//fc4OzszefJkvvjiC5YsWVLsq7i5Eyuz0NBQ6tevL8+pV3Lr1q2jsLCwyLKCggJjd6drzy+6uLigKAoxMTHF7ue5554jOzubJ554othuaeHh4cY5LSuCpaUlDz30EImJicyZM6fIukWLFt30fBjApEmTMDc3Z8qUKcYBDW909epVjhw5csdjr1y5ks2bNxd7EW337t1s3boVc3Nz2rZte9v9XBsc5laf+e3WDx48GD8/P+bOnVvsPKcFBQXs3Lnzjudyv1JVlceWHuDtP08zZ8PNfxcqHVWFhFOw9QNY0AE+bwbrX4OoPYAKNRpDl5fhyW0w4wwM+hzq9peCuwyNGzeOESNGsG7dOgICAow/jnfv3s2IESPw9/dn48aN/Oc//2Ho0KEmjvbuSL6uGiRfXyf5WogHV6nudP/www84Oztz+PBh/P39yzomkyqP0VAfBBcvXrxlFyzgtutKY9SoUdja2tKxY0f8/f0pKChgw4YNnD59mlGjRuHn5weAvb09rVq1Yvv27UyYMIFatWqh0+kYM2YMfn5+PPXUU+zdu5dly5axa9cuevTogZeXFwkJCZw9e5Z9+/bxww8/FJmXsrx98MEHbNq0iddee42dO3fSrFkzzpw5w5o1a+jVqxfr168v0r5hw4bMnz+fZ555hjp16tCvXz+CgoJIT0/n0qVLbNu2jfHjx/Pll1/e9rh79+7ls88+w9vbm86dO+Pn50d+fj6nT59mw4YNGAwGPvjgA7y9vW+7n7p16+Ll5cXKlSuxtbXFx8cHRVF45plncHJyolu3bsyePZunnnqKkSNHYmdnh5+fH2PGjMHKyoqff/6Zvn37EhISQvfu3Y3zpUZFRbFjxw7c3NxKPNDM/UZRFP7T2o9Tcem09He58wamoKpw+QScXg2nf9MGRbtGZw7+HaDuAKjbD5x8TBbmg+THH3/k448/Zvbs2axZswaA8+fPc/78eZycnHjnnXd45ZVXTBzl3ZN8XTqSr8uO5GvJ10KUWGnmGbOyslIHDRpUVtOWVUolmadN5g68Pq/mnV43ut28nzfOZ3lNcXNtzp8/Xx00aJDq7++vWltbq25ubmqbNm3UhQsXFpm/U1VV9dy5c2q/fv1UZ2dnVVGUYo/z448/qj169FBdXFxUCwsL1dvbW+3SpYs6Z84c9cqVK7eNRVW1uSdDQkKK/YyKO987iYyMVEeNGqU6Ozurtra2aqdOndRt27bd9nPav3+/Onr0aNXLy0u1sLBQ3d3d1ebNm6svvfSSeubMmTseMyoqSv3888/VAQMGqMHBwaqdnZ1qaWmp+vn5qSNHjlQ3bdp00za3msNz7969akhIiOrg4GD8O3Bjm48++kitVauWamFhUexnFxMTo06dOlWtVauWamVlpTo6Oqr16tVTJ06ceFMct/vsb6UqfXfzC/XqxcSMIsuuZuWbKJrbuHxKVTe+raqfNSs6b/bbHqr6w2hVPbJcVbOS77yf+5Ap5+m+UWFhoXrgwAH1p59+UleuXKnu3LlTzcvLM2lMZaGkn29V+t6XB8nXGsnX4UWWS74W4rryzNeKqt79EJl16tTB19e32OkO7hfXrpynpaUVmV/wRrm5uYSHhxMQEHDTdBFCiMqrqnx349NymPzDESKTs1kztSPVHCpZrCnhcPIXOPEzXLlhjmdza6jVE+oP0Z7Rtir7AYOqkpLkE1F6Jf18q8r3XghxnXxvRUUqz3xdqu7ljz/+OO+++y7R0dH4+vqWaUBCCCFg2/krTFt5hNTsAhyszAlLzKocRXdWMpz6FY6vgpj915ebWWqjjTccLoX2DQoMBUSmRZrs+KmpqZw4cYLg4GC8vLyKbRMbG0tYWBiNGzeuFANUCSGEEPebUhXdzz//PEeOHKFv377MmzePkJAQmQJACCHKgN6g8unG88zbchFVhQZejswf2xx/t5KNRlsuCvPg/Fo4thIurAfDP4MiKToI6AwNR0C9gWDjbLoYTSwtL43wtHAszSyp71YfgISsBHr/0pv87HyTxTVnzhxmzZrF4cOHb1l0JyUl0bVrV15//fUyf55XCCGEEKUsuoODgwGIjIyke/fuWFhY4OnpWWzhrSgKYWFh9xalEEI8ABIzcpm64ih7LiUD8HBbP17rXx9ri9vPYVsuVBXijsDRH+DET5B79fq6Go2hyWjtrrZDjYqPzYQKDYUcTjjMxasXuZR2iUtplwi7GkZKrjYSc++avZkdMhsAD1sPzHXmd5yDuDz99ddf1K1blyZNmtyyTZMmTahbty5//PGHFN1CCCFEOShV0f3vKRny8/OJjDRd97myFBoaSmho6C3nLBRCiPKwOyyJ51YcJSkzD1tLM2YNa8TgprcfebZcZCXDiVVw+DtIPHV9uYMXNH5IK7ar1av4uCpYVkEWF1IvcOHqBazNrBkYNBAAFZWnNj5FoaHwpm1q2NXAyfL6KNo6Rcfa4WsxzzfH5UnTjDYfERFB165d79iuTp06xU77U5lJvhZCCFFVlKroNhgMZR1HpSFTkAghKpLBoBK65SKfbDyPQYU61R0IHduc4GoVOFe1wQDh2+DwMjjzJxgKtOVmVlBvADQdC4FdQGe6O7blbVPUJs6mnOV8ynnOpZ4jNjPWuK6+W31j0W2hs6C9V3t06Ah0DiTIOYggpyACnAKwtbC9ab/uNu6kF6RX2Hn8W0FBQYnutJubm5OdnV0BEZUdyddCCCGqilIV3UIIIe5dcmYe01cdY/v5KwCMbOHD24MbYmNZQcVtZiIc+V4rtlMjri/3bALNHoFGI8Cmks4HXgqFhkLC08I5k3KGjPwMxtYba1w35+AcojOii7T3sPGglkstGro3LLI8tHtohcRbFgICAtizZw96vf6Wxbder2f37t3G+ZKFEEIIUbak6BZCCBNISM9l8LxdXE7PxdpCx9uDG/JQywqYDUJVIXIXHPgGzvxx/a62lRM0HgnNH9WK7vvApbRLHL9ynFNJpzidcprzKefJ1ecC4GDhwJi6Y4xjkfTw70FKTgp1XOtQx6UOtVxq4WJd9S84DBgwgI8++ohXXnmFDz/8sNg2r776KvHx8fzf//1fBUcnhBBCPBjuuejOyMggLCyMjIwMbjXld+fOne/1MJVaKaY6F0KYUGX4zlZzsKK5vzNnL2ewYGwL6tQo5ym28jK00ccPLIIrZ68v924JLSdAg2FgeXP36KpAVVUuZ13mXOo5uvh2MS7/YN8H7InfU6StrbktdV3rUs+tHrn6XGzMbQCY0WJGRYZcYZ5//nm+++47Zs+ezYYNG5g4cSJBQUEoisLFixdZtGgRx44do0aNGrzwwgumDrdCVIbvvxCiZOT7Ku4XpS66T548ybRp09i6desdvxD36yAn17rqFRQUYGNjY+JohBAlVVCg3d2t6FGl07IL0OnAwdoCRVH4cHhjFEXB3qocOx0lXYT9X2mjkOdnaMssbLVB0Vo+Dp6Ny+/Y5SSnMIdTSac4duUYx68c53jScZJykgDYNmobrtauALSq0Yo8fR4N3RtS360+9d3q4+/oj07RmTL8CuXm5sb69esZPnw4R48eZcqUKUXWq6pK7dq1+eWXX/Dw8DBRlBVDcrYQVY+p8rUQZa1Uv/QuXLhAx44dSU9Pp0OHDsTHxxMeHs7o0aO5dOkShw8fprCwkEGDBuHs7FzGIVceFhYWWFlZkZaWhoODg8xVLkQVoKoqaWlpWFlZYWFhUWHHPR5zlWe+P0xTX2fmjWmGoig4WJfT8VUVwjbD3gVwccP15W7B0PpJbQRy66o58NRXx79iwdEFFKpFRw83V8yp5VKLlJwUY9H9ROMneKLxE6YIs1KpX78+J0+e5Ndff2Xjxo1ER2vPrvv6+tKjRw+GDRv2QPyglZwtRNViqnwtRHkoVdH97rvvkpGRwZIlSxg3bhwTJkwgPDyc5cuXA3Dx4kUef/xxTp8+zd69e8s04MrG3d2d2NhYYmJicHJywsLCQhK5EJWQqqoUFBSQlpZGZmYm3t4VOx2X3qCSmJHLidg0krPycbe3KvuDFORoXcj3fXlDF3IFavfWiu3ArqCr3Hd5VVUlMj2SQwmHOJx4mMMJh/k45GPjYGbVbKtRqBZSzaYaTao1obF7Yxp7NKa+W32sza1NHH3lZWZmxsiRIxk5cqSpQzEpydlCVH6mztdClIdSFd2bN2+mXr16jBs3rtj1wcHB/PbbbwQGBvL6668zb968ewqyIt3tvJ+Ojo4AJCUlERsbe4fWQghTs7Kywtvb2/jdLU8Gg4pOp/2gb+bnwsJHWtCypiuOZX2HO/OK9qz2gUWQrXWzxtJeG4G89RPgFlS2xytjSTlJbIzcyMGEgxxKOGTsKn7NkcQjxqK7m183WtdojaedpxRLD7jSzNMtOVuIqqMi87UQ5U1RSzFCgZWVFYMHD2bVqlUAPPnkk3zzzTdkZWVhbX39TsOwYcM4fPgwERERZRZwRbk272daWlqJv+wFBQX37fPrQtwPzMzMKqyL2um4dGasOsono5pSz7OcfjAkh8HuL7TntfV52jInP2j7NDR7uFJ2IVdVleiMaMx0Znjba3cvDlw+wGPrHjO2sdRZ0tC9IS2qt6BF9RY08WiCvWUFzltexkqTT8padnY2Bw8eJD4+nry8vFu2e/TRRyswqrJR2s9XcrYQlVdF5mshrinPfF2qO92urq7k5uYWeQ8QGRlJnTp1irRNTEy8h/CqFgsLC/kHQogHnKqqrDwQzZu/nyK/0MB7f53h+4ltyvYgMYdg16falF/8c93UuwW0mwz1BoFZ5ZoNMikniX3x+9gbv5d98fuIz4pnbL2xvNT6JQAaezSmvVd7mlVrRsvqLWnk0Qgrs3Lofv+AeuONN/jkk0/Izs6+ZRtVVVEUpUoW3aUlOVsIIURFKdUvs4CAAMLDw43vmzZtqv3QXLmSN998E9C6bm3duhU/P7+yiVQIISq5rLxCXlt9kv8d0bqtdqtbjTkjy2jOa1WFS1thxxyI2HF9ee0+0P458G8Plai7dZ4+j9AjoeyO28251HNF1pnrzMkuuF4AWplZsbDnwooO8YHw0Ucf8e6772Jubs6AAQOoXbs29vZVt9eAEEIIURWVquju1asX77zzDuHh4QQEBDBw4EDc3d15++23OX36ND4+Pvz666+kpaUxefLkso5ZCCEqnfMJGUxafpiLiZmY6RRe6F2HJzsFGp/pLjWDAc6t0YrtuMPaMp05NHoI2k+B6vXvPfgyEJkeSVR6FJ18OgFaF/E14WtIyE4AoK5rXdp6tqWtZ1uaVWuGrUXVnBO8qvn666+xsbFhx44dNG/e3NThCCGEEA+kUhXdjzzyCHl5eVy5coWAgADs7OxYuXIlDz30ED/99JOxXc+ePXn11VfLLFghhKiMfj0cw6v/O0lOgZ7qjlZ88Z/mtA5wvbedGvRw6n+wfTZcOaMtM7eBFuO0buTOvvce+D3I1+dz8PJBtsduZ0fMDqIyonCycmLbQ9sw05mhKArPNn0WKzMr2nq1NU7jJSpWdHQ03bp1k4JbCCGEMKFSFd1BQUHMmjWryLJu3boRGRnJjh07SE1NpXbt2rRo0aJMghRCiMoot0DPzN9PsfKANu9xx2B3Ph3d9N6mA9MXwslfYPvHkHxBW2blqI1C3uYZsPcog8hLb0vUFlZfXM2e+D3kFOYYl5vrzKnjUofUvFTcbdwBGFprqKnCFP+oUaOGqUMQQgghHnhlOtqOnZ0dffr0KctdCiFEpXTpSiaTlh/m7OUMFAWmda/N5G7BmJW2O7m+EE78pBXbKWHaMmtnaPesNse2jXNZhV5iqqoSnhaOl72XcQ7sE0kn2By9GQAPGw86+XSis3dn2nq1xc7CrsJjFLc3evRoFi1aRGpqKi4uLqYORwghhHgglaroDgwMZOTIkXz44Ye3bffyyy+zatUqwsLCShWcEEJURn8dj+e/vxwnM68Qd3tLPhvdjA7B7qXbmUEPJ3+FbR9A8kVtmY0rtJ8MrZ4A64qdYsqgGjiRdIJNUZvYErWFiPQIPuv6Gd38ugHQJ6APFjoLQnxDqOdaT+bKruRmzpzJ7t27GTZsGIsWLSIoqHLP2S6EEEKYSnLmrafUvFelKrojIiK4cuXKHdslJSVVyTm6hRDidk7GpZGZV0jrAFe++E8zqjta3/1ODAY48xts/QCunNWW2bhCh+e0Ytuq4kaY1hv0HE48zIbIDWyK3ERizvWpHi10FkRnRBvf13apTW2X2hUWm7g3/fr1w2AwsGvXLurWrUvNmjXx8fEp9mKJoihs2rTJBFEKIYQQZadQbyAlO5/kzHxSsvJJzsonJTOPlOwCUrPyScnO52p2PjYWZiwa18q43TPfHy63mMp1MtesrKwqNwdmaGgooaGh6PV6U4cihKhErs1jDPB/PWvj7WzD6Fa+mJvp7nZHcH4dbH4HEk5qy6ydtZHI2zwFVg5lG3gJRGZE8ti6x4zv7Szs6OTdie5+3eno3RF7S5liqqraunWr8c96vZ6wsLBb9j6rar0WJF8LIcSDaX94CtEp2XSq5U61f258/Hk8js82XiApM4/U7IIS7cfRumgp7GJXfnWroqqqercb6XQ6xo8fz+LFi4tdbzAYOHfuHN26dcPBwYHz58/fc6AVLT09HScnJ9LS0nB0rNjunUKIymX9qct8vy+KRY+2xNL8LovsG0XshE1vQ/Q+7b2Vo/bMdttnwNqpbIK9jWt3tNdFrENB4dW212eXmLB2At723vSq2Yu2nm2xNLMs93geFKbMJ5GRkXfV3t/fv5wiKT+Sr4UQomrTG1SuZOQRezWHy2m5xKf989/0XBLScrE01/HDE22N7ft/voNTcel8M64l3etVB+B/R2KY/uMxYxtFARdbS9zsLHGx0/7r+s/LxdYSFzsLXGwt6VKnmnGbtLQ0nJ2dyyWflPhOt5mZWZH3y5YtY9myZbfdRlVVnnzyydJFJoQQlUB6bgEv/nKcq9kFfLsngomdAu9+J3FHtGI7TBuADHNr7a52h2lgW75TaamqyqnkU6wJX8O68HXGruM25jZMbzHdOF/2kj5LyjUOYRpVsYgWQghx/zoVl8bak5eJTc0h5moOsak5JKTnUmi49X1gW0uzIj0OW/i74Gpnia3l9VK2Q5A73z/eBncHS9zsrHC1s7zrwW3Ls8dXiYtuX19fYyBRUVHY2tri7l78wEGWlpZ4eXkxaNAgnnvuubKJVAghTMDR2oI5I5uwOyyZce1r3t3GKZdg0ztw6lftvc4cmo+Dzi+Ao2eZx/pvP5//mSUnlxCVEWVc5mDpQHe/7vSp2UfuZgshhBCiTGTmFXI5LZfgatcfSXv51+PsuJDEe0MbEVJbm/L0YmImX2y+eNP2ZjqFGo7WeDpZU8Pp2n9tqOFoTQ2nolOxvj244U3bV3O0NnY1r4xKXHTfOCCaTqdj5MiRt+xeLoQQVdmWc4koYOxy1L1edWP3pRLJSoJtH8HBxWAoABRoNBK6vgyupbhTXkIpuSnYmtsap/dKy0sjKiMKazNruvp2pW9AXzp4d5Bi+wF29epVMjIyuNWTZX5+fhUckRBCiKqiUG8gOjWHsMRMwq5kEp6UxaWkLMKTsriSkYedpRkn3+ptvFGblJlPTGoOkclZgFZ01/d0ZGwbP7xdbPBxscXb2QYvZ2uqOViXftrVKqBUA6lt2bKFGjVqlHUsQghhUoV6A59sPE/oljCcbCz4e2onvJxtSr6D/CzYOx92fgb5GdqyoO7QYyZ4Ni6XmAv0BWyL2cbvYb+zI2YH73Z8l/6B/QEYEDiA6nbV6ebbzdiNXDx4Ll++zGuvvcZvv/1GSkrKLdspikJhYWEFRiaEEKKySsnKZ9fFJC4kZnIxMYMLCZlEJGdRoL91N3ArCzPScgpwttUu7j/XrRZPdQ6kVrXrg8TWqu7Ae0MblXv8lU2piu6QkJBbrktPT+f8+fP4+PhIYS6EqDIS03OZsuII+8K1omRwUy/c7Et4R9igh2MrtK7kmZe1ZZ5NoOfbENilXOI9m3KW1RdX89elv7iad9W4/NiVY8aiu7pddQYEDiiX44uqIT4+nlatWhEXF4e3tzceHh4kJibSrl07Ll26REJCAoqi0K5duyo324gQQoiycSgylb2Xkmnh70LbQDcALiRkMGXFkZva2liYEeBuR1A1ewLc7Qh0tyPA3Y6a7nY42RTNI418yn+Q2KqiVEX3+vXrWblyJVOmTKFZs2bG5QsWLGDGjBnk5+ejKArTpk1j9uzZZRasEEKUh90Xk3hu5RGSMvOxszTjg+GNGdjEq2Qbh2+Hda/A5RPae2c/6PYGNBwOunsY6fwWsguyGb92PGdSzhiXVbOpxoCgAQwMHEiwS3CZH1NUXe+++y5xcXG8/fbbvPbaa0yYMIFvv/2WXbt2AbB9+3aeeeYZFEXh77//NnG0Qgghykuh3kDYlSxOxqZxKi6dGb1qY2+llYJ/HItj6e4IJnYMMBbdtas70NzPmVrVHKhV3Z7gatrLy8kG3X3cDby8lKroXrRoEX/99RefffaZcdnp06eZMmUKOp2Otm3bcubMGT755BNCQkIYOHBgmQUshBBlRW9Qmbf5Ip9uOo+qQt0aDswf25xAjxLMS510ETa8DufWaO+tnCDkBWj9JJhb3X7bu2BQDYRdDaOWSy0AbC1ssbWwxUJnQTe/bgwJHkI7z3aY6czusCfxIFq7di0BAQG89tprxa7v3Lkz69evp06dOrzzzju89957FRyhEEKIsqY3qIRdyeR4TBonYq5yPDaNM/Hp5BYYjG36N65BC39tBpV2QW5czc6nqZ+zcb2LnSW/TupQ0aHft0pVdB8+fJhmzZrh4HC9f/6SJUtQVZWlS5cyZswYIiMjqVevHvPnz5eiWwhR6SRl5jH9x6PsuJAEwKiWvrw1uAHWFncoXrNTtEHSDnwNhkJQzKDlY9DlJbArfkaH0kjOSea3sN/4+fzPxGfFs3HERtxstKvPb7R7AzdrN5yspNuWuL3Y2Fj69+9vfH9t+s+8vDysrLSLQ97e3nTt2pVVq1ZJ0S2EEFVQYkYuhyOvcjT6KkejUzkRk0ZWvv6mdnaWZtT3cqSBlxNONtcfoevdoAa9G8hjweWpVEV3QkICLVu2LLJs48aNODs7M3r0aECbG7Rz586cOnXq3qMUQogytD88hSkrDpOQnoeNhRnvDmnI8BY+t99IXwiHlsDmdyH3qrasVi/o9S541CmTuFRV5WDCQVadW8XGqI0UGrRBrews7DiXeo72Nu0BCHQqvxHQxf3F0dGxyEjlzs7OgFaMBwZe/3tkbW1NbGxsRYcnhBDiLukNKlcy8qjhpM1UUqA30OnDLeQVGoq0s7U0o6GXE419nGjk40RDbycC3Oyka7iJlKroNjc3Jz8/3/g+MzOTkydP0r9/f3Q3PMPo4eHBlStX7j1KIYQoAwaDylc7LvHxunPoDSrB1eyZP7Y5tas73H7D8B3w938h8Z+LiNXqa8V2cPcyi+1U8ile3vEy4WnhxmUN3Royss5I+tTsI6OPi1Lx8/MrMuVnw4ba3KZr1qxh8uTJAGRnZ7Nr1y48Pct/7nghhBCltz88hceWHsDL2Zr107WBrS3MdDT1deZqdgHN/Jxp5udME1/tWez7eQquqqZURXfNmjU5dOiQ8f1ff/2FXq+nZ8+eRdolJyfj5uZ2bxEKIUQZ2X7hCh/8fRaAIU29eG9oI+ysbvPP4NUoWP86nF6tvbd2hm6vQYsJYFaqfz6LyC7INhbTnnaexGTEYGtuS//A/oysPZJ6bvXu+RjiwdatWzc+/fRTEhISqF69OoMGDcLOzo7nn3+e6OhofHx8+P7770lISOCZZ54xdbhCCPHAyy3QcyTqKnsuJbPvUjJd61bj6ZAgAAI97MjMKyQ+LZecfD02ltojQ8sntsHcrOwHbxVlp1S/GkePHs3LL7/M8OHDCQkJ4aOPPsLS0pIhQ4YY26iqyqFDh6hTp2y6XVaU0NBQQkND0etvfg5CCFG1hdT2YEwbPxp5OzG6lS+KcosrwAU5sOsz2PkJFOaCotOe2+76Kti63lMMhYZCtkRvYfmZ5aiqyrK+ywBwtXZlXvd5NHZvjL1lCQZyE6IExo4dS3R0NGfOnKF69eq4urqycOFCJkyYwMcff4yiKKiqSoMGDarc89ySr4UQ9wO9QeVkbBo7LyaxOyyJgxGpRbqKm+kUY9Htbm/FhumdCfSwL3IXWwruyk9Rb3zYq4Sys7Pp2bMne/bsAUCn0zF79mymTZtmbLNp0yZ69uzJ66+/zltvvVVmAVeU9PR0nJycSEtLw9HR0dThCCFKQVVVVuyPpm/DGrjYlWDObVWFM3/AulchLUpb5t8R+n4INRreUyxpeWn8cuEXVp5dSXxWPADmijlrhq3B01669d7PKmM+iYqKYs2aNaSmplK7dm0GDRpUZefproyfrxBC3E5Majbbzyex/fwVdoclkZ5bWGS9u70V7YLcaBfoRttA15LNqiLuWXnmk1Ld6ba1tWXHjh3s2LGDxMREmjZtSq1atYq0MTMz45NPPpGRy4UQJvP+mjN8vSOcDacv8824VrcfPCQ5DNa8AGGbtPeOPtDrHWgwFG51R7wEItMjWXpqKX+G/UmuPhcAFysXRtQewag6o6huV73U+xaitPz8/Hj66adNHYYQQjxQNpxOYNbfZ7h0JavIcgcrc9oFudEh2J0OwW4EedjfujeeqJJK/VCiTqcjJCTkluu7dOlCly5dSrt7IYS4Z0Ob+bByfzQhtT1uXTcX5MCOubDrU9Dng5kldJgGHaeD5b0PXnYy6SQ/n/8ZgLqudRlbbyx9A/piZVZ2c3kLcSvdunWjT58+vPjii7dtN3v2bNasWcPmzZsrKDIhhLi/XU7LZeOZBJr4ONPIR5vi087KjEtXsjDTKTTzdaZTLQ861XansbeTdBG/z937SEBCCFFJqKrK+YRM6tTQRiOv7+XIzv92w8n2Ft1mz62Fv1+Eq5Ha+6Du0O9jcAsq1fEL9AX8HfE35oo5/QL7AdCrZi/2xe9jUNAgWlRvIVeuRYXaunUrNWvWvGO7c+fOsW3btvIPSAgh7lPXnti9lufnbjjHqoMxTOhQ01h0t/R35cuHm9MuyB0nm6r5SI8onRIV3d9++y0AQ4cOxcHBwfi+pB599NG7j0wIIe5CVl4hr/zvBGtOxPPT0+1p6usMUHzBnRoJa1+Cc2u0947e0GcW1BtUqq7kmfmZ/HT+J74//T2JOYl42nnSq2YvzHXmWOgseLvD2/dwZkKUv9zcXMzN5Tq8EELcjUK9gf0RKaw/lcD6U5dZ8HALmvzz+6NX/RqEXcmizg3Tklqa6+jTUMZxeRCVKMOOHz8eRVFo27YtDg4Oxvd3oqoqiqJI0S2EKFfnLmcwafkhwv7psnU2Pt1YdBdRmAe7v4Dts6EwB3Tm0O5Z6PwiWN39ICVJOUl8f/p7Vp1bRUZBBgAeNh48VOchCg2FmOukiBGVX3p6Ort375Z5uoUQogTyCw3supjEmhPxbDyTQGp2gXHdhtMJxqK7R/3q9Kgv47YITYl+Eb7xxhsoioK7u3uR90IIYWo/H4rhtdUnyC0wUMPRmnljmtGyZjHTekXsgj+nQdJ57b1/R+g/B6rVLd1xz//MrH2zyDfkAxDgFMCEBhMYEDgACzPpMiZMJzAwsMj7n3/+ma1btxbbtrCwkISEBAoLC5k8eXIFRCeEEFVPXqGenReS+OtEPBtOJ5Bxw2jjLrYWdK9Xnd4NatCplrsJoxSVWYmK7pkzZ972vRBCVLScfD1v/n6SVQdjAOhUy51PRzXFzf5fA5Rlp8CGN+DId9p7u2rQ+z1oNPKuu5IbVAM6RRvopI5LHfIN+TTxaMJjDR+ji28X4zohTCkiIsL4Z0VRyMzMJDMzs9i2FhYWeHl5MWjQIGbNmlVBEQohROWnN6jsCUvm92Ox/H3ycpFC28PBir4Na9CnYQ1a13SVQdDEHUnfRyFElRN2JZNnlx/m7OUMdApM61GbZ7sGY3bjlGCqCid+grUvQ3aStqzFeOgxE2xc7up4x68c5+vjX+Pt4M1LrV8CoJFHI34a+BN1XOpIzx9RqRgMBuOfdTod48ePZ/HixSaMSAghqp7PNl3g800XjO+rOVjRr5En/Rp50sLfpehvDiHuQIpuIUSV8vuxOF7+5ThZ+Xrc7a34fHRT2gf/qztXyiX46/8g7J/pjzzqwoBPwb/dXR3r4OWDfHX8K/bE7wHAxtyGyU0nY2+pPf9d17V0XdOFqChLliwhODjY1GEIIUSlFpWcza9HYugY7G58RK13g+p8uyeCfo08GdTEi9Y1XdFJoS1KqURF92OPPVbqAyiKwjfffFPq7YUQAiC3QM+7f53m+71RALQJcOWL/zSjmqP19Ub6Am2gtG0fQmEumFlByAvQfiqYW5boOKqqsiduDwuPL+Rw4mEAzBQzBgQOYGKjicaCW4iqYNy4cbddn5SUhIuLC2ZmZhUUkRBCVD5f77jEd3sjiUjKMhbd9T0dOfBqDyyk67goAyUqupcuXVrs8mtdKq/NS1fccim6hRD3qkBvYNTCPRyLSQNgctdgpvWoVfQZqugD8MdUSDylvQ/orN3dvss5t789/S2zD84GwEJnwdDgoTzW6DG87b3L4lSEqFAHDx5kzZo1jBgxgvr16xuX//777zz11FMkJibi6OjIO++8IwOpCSHuewaDyu6wZH48GM349v608NcK7OEtfIhIzqJn/RrGtoqiYGEmd7ZF2ShR0b1ly5ablq1atYoFCxbQvn17Ro8ejZ+fHwBRUVGsWLGCPXv28Mwzz/DQQw+VbcRCiAeOhZmOnvWrE5WSzSejmtKlTrXrK3PTYdNbcOAbQAUbV+j9PjQZXaKB0lRVJbswGzsLOwD6B/Zn0YlFDAgcwPgG46luJ9N9iKrriy++YOXKlUyaNMm4LDIykoceeoj8/Hw8PT1JSEhg6tSpNGnShE6dOpkwWiGEKB9xV3P4+VAMqw5GE5OaA4C9lZmx6G7q68x3j7cxZYjiPleiojskJKTI+zVr1rBw4UIWLVpUbNfzyZMns2TJEp544gn69etXNpEKIR4o+YUGUrPzqf5P9/FJXYJ5qJUv1Rxu6E5+YQP8MQ3StRHMaTIGer0Ldm4lOsaByweYd2Qe1ubWLOy5EAB3G3c2jtyIlZnVHbYWovLbu3cvTZs2NU75CfDNN9+Qn5/PnDlzmD59OkeOHKFNmzZ88sknUnQLIe4b+YUGNp1JYOWBaLZfuMK1jrkO1uYMburF6FZ+pg1QPFAU9d99w0ugQ4cOqKrK7t27b9uuffv2AHdsVxmlp6fj5OREWloajo6Opg5HiAdKfFoOk5YfJidfz+pnO2Bt8a/nTbNTtFHJj6/U3rvUhIGfQ2DITfsqzqGEQ8w/Op/9l/cDYKmz5I+hf+Bl71WGZyGExpT5xNnZmZ49e/LTTz8Zl7Vt25bTp0+TlJSEpaU21kG3bt2IiIjg0qVLFRpfWZB8LYS4UdzVHFbsj2LF/miSMvOMy9sGujKqlS99GnhiYynjWIiblWc+KdXo5cePH2fQoEF3bBcQEMDvv/9emkMIIR5gZopCdEo2+YUGLiRk0sjH6frKU6thzfOQdQVQoO0k6PYqWNrdcb/Hrxxn3pF5xtHIzXXmDK81nImNJlLDrsYdthai6tHr9UXe5+XlcfToUbp27WosuAG8vLzYu3dvRYcnhBBlwmBQ2XExie/2RLL5bAKGf24pejhYMbKFDw+19KWm+51/JwhRXkpVdFtZWXH48OHbtlFVlcOHD2NlJV00hRB3ZjCoxqk4qjlas/CRllRzsMLX1VZrkJEAa/4PzvyhvXevA4NDwbdVifa/PWY7z256FgBzxZyhtYbyRKMn8LT3LPNzEaKy8Pf358SJE8b3GzduJD8/n+7duxdpd+3qvhBCVEURyVmMW7zf+L5doBuPtPOnZ/3qMvq4qBRK9bewZ8+enD9/nueee46cnJyb1ufk5DBt2jTOnz9Pz5497znIihQaGkr9+vVp1apkP+SFEPcuIT2X0V/v5c/jccZlLfxdtIJbVeHoCghtrRXcOnPo/AI8veOOBXehodD453ae7fB39GdI8BD+HPYnb7R7Qwpucd8bNGgQFy5cYPr06fz++++8+OKL6HQ6Bg8eXKTdkSNH8Pf3N1GUpSP5WogH19nL6fx4IMr4PtDDnj4NajChQ002zghhxZNt6dfIUwpuUWmU6pnuyMhIWrdubZzfs1+/fvj5+aEoCpGRkaxZs4bU1FQ8PDzYu3cvNWvWLIfQy5c8IyZExdh5IYmpK4+QnJVPDUdrtr3YBSvzf561uhoNf06Dixu1955NtLvbNRrddp+pual8feJr9sTtYdXAVVjoLADILczF2tz6ttsKUdZMmU9SUlJo06YNYWFhKIqCqqrMmDGD2bNnG9vs27ePdu3a8fzzz/PRRx9VaHxlQfK1EA+WsCuZdJ+zDQszhV3/7UY1R8nromxUume6/f39jVOCbdiwge+///6mNt27d2fBggVVsuAWQpQ/vUHli80X+GzTBVQV6tZwYP7Y5lrBbTDAocWw4U3IzwQzK+jyErR/Dsxu/c9WVkEW357+lmWnlpFVkAXA9ujtdPfXutJKwS0eNK6urhw9epSff/6ZxMREWrRoQbdu3Yq0uXz5MlOnTuXhhx82UZRCCHFrWXmFHIu5SvsgbRaGIA972gS44m5vRW6BwcTRCVEypbrTfaNLly6xa9cu4uLiUFUVLy8vOnToQFBQUFnFaBJy5VyI8pOUmce0lUfZeTEJgNGtfJk5qIE2SnlyGPw+BSJ3aY1928KgL8Cj9i33l6/P56fzP/HV8a9IyU0BoJ5rPaY1n0Y7r3YoJZivW4jyIvmkfMnnK8T9KSY1m2W7I1h5IJr8QgN7X+6Oi502AGSh3oB5Zeg6ri/Ubg7kZ0JeJuRngT5fexkKQF+gPSan6EBRtP/qzMHcGsyttP9a2YOVA1g63PbGgih/le5O940CAwMJDAwsi1iEEA+AfZeSmbLiCIkZedhYmPHukIYMb+Gj3d3euwA2vgWFOWBhBz3ehFZPgO7WiTUpJ4mH1zxMbGYsAH4OfkxpPoVe/r3QKZUgIQshhBCixM7Ep/PltjD+PB6P/p9hyAPd7YhJzTEW3eVacKsq5F6FtBhIi4W0aO3PWVcgKwmyk/75b7JWbJclCzuwdf3n5QZ21cChOtjXACdvcPQBJx+wr6YV8aLKkMspQogKYTCoLNx+idnrz6E3qARXs2f+2ObUru4AqRGw+lmI3Kk1DgjR7m673HlgJzdrN3wcfMjX5/N0k6cZWmuo8RluIR4027dvB6B169ZYW1sb35dU586dyyMsIYS4LVVVORCRyoKtF9ly7opxeYdgNx7vGECX2tWMM5yUmbxMSL6ovZIuQNJ5SL4AKeF3X0zrLLQ71pb2YGYJZhbaS2ehFceqCqpBexn0UJgLhXnaTYb8LO09QEEWpGVphf7tmNtov5FcAsAtCNyCwb0WeNQDO7fSfR6iXN1z9/L7lXRXE6LspGblM2PVUWMiHdbMm3eGNMTO0gwOLYF1r2mJxsIOer0NLR+/5RXc6Ixovjz2Jc+3fB4XaxcALmddxsnKCRtzmwo7JyFKqiLziU6nQ1EUzpw5Q+3atY3vS+rf83pXBZKvhai6DAaVTWcTWbD1IoejrgKgU6BfI0+eDgmioXcZTWWYmQjxx66/Lh/XLvjfjq2bdlfZyRccvbU7zrbuYOcOdh7aehsXsLTTuorfi8J8rdDPSdVe2cna3fSsRG3K1Ix4SI/T7rhnXtaK91vG7Q7V60P1htrLswl41NEuAojbqtTdy4UQ4nYOR6Uyeflh4tJysTLX8dagBoxq5YuSHgurpkDYZq2hfwdtZHLXgGL3k56fzlfHvuKHsz9QYCjA3sKel9u8DEANuxoVdTpCVGqPPvooiqIY59y+9l4IISqTAr2B347GsXBbGBcStbvKluY6RrTw4clOgdR0t7uHnedC7CGI2g3RB7QiO/Ny8W1t3bU7xNfuFLvXBtcgrdi2tC19DHfL3BLM/+lWfif6Au1OeEo4pFzSXkkXIOkcXI3Sur+Hb9de15hZaTO/eLfQXr6ttLvkkh8qjBTdQohyFZuaQ1xaLgHudoSOaU59Twc4+gOsfQny0rVBRLq/CW2eLvbZ7QJDAavOreLLY19yNe8qoM25Pbz28Ao+EyEqv6VLl972vRBCVAYbTifw/E/HAHCwMufhdv5M6FCTag6lmGUkNw2i9mlFduQeiDusDWRWhKIV1Z5NoEbjf/7bqGRFbmVjZgGugdqL7kXX5Wdp3eQTTmmv+OPaXf28dIg9qL2usXUHv7bg1w7822ufiwzkVm7kkxVClDlVVY131wY28SK3QE+fhjVwKEiGFU/C+b+1ht4tYeiXWiIsxrbobcw+OJuI9AgAgpyC+L+W/0dH745y904IIYSoIrLzCwlPyqKBl9YLp1f96rT0d6F7veqMbeuHo/VddH3WF0D0fri4AS5uhMsngX89LWtXDfzbaQWlV3Oo3kB75vp+Z2kHXs201zUGA6SGQ9wRrQdAzD93/7OT4Oyf2gu00dP920NAZwjsAtXq33YgW3F3pOgWQpSpk7FpzPz9FPMfbm68Yj2yhQ+c/AXWPK89q2RmCV1evuO82ztidxCRHoGrtSvPNn2WYbWGYa6Tf7aEEEKIquJUXBrjFu/HwkzH1he6YGVuhrmZjp+faV/ynaTHawX2xQ0QtkW7c3sjlwCtYLx219Y1ULpOX6PT/TPYWhA0GqEtK8zTCu+oPRD5Tw+BvDS4sE57gfbcemBXCO4OQd3B3sN053AfkF+vQogyo6oqr/zvBMdj0vhgzVnmjmqqDQTy1ww4/ZvWqEZjGLpQG+TjX5JykijQF+Bp7wnAM02ewcnKiQkNJmBv+QBcoRbiHr399tul3lZRFF5//fUyjEYIISDIwx5znQ5zM4XolGyCqznceSODAWL2w/l1WqF9+UTR9TauENwDavXU7sw6yNgud8XcCnxba68OU7UR1S+fgIgdcGkbRO7Spkg7sUp7gdZjoHZvqN1H654vFzXuioxefgsyGqoQpXMxMZPPNl3g3cENcYpcC39M07ow6cyh0/PQ+fmbRtAsMBSw4swK5h+bT1OPpizosUC6j4v7hilGL/93ar/x+3Rt3b+XKYoio5cLIe5JboGeH/ZFsf70ZZZPbIvZP9N8XUzMwN/NDovbza+tqlrX51P/g1OrISPuhpUKeDeH4J5aoe3VDHRm5XouD7TCfO2ix8VN/3ThP150vaM31OkHdftDzY73zcjolW708sDAwBK1s7S0xM3NjaZNmzJmzBg6dOhQmsMJISqxs5fTORp1ldGt/QAIrmbPF0NqwppJ16+OetTTnt32anrT9nvj9/LBvg8ISwsD4GreVTIKMnC0lB/PQtytJUuW3LRs9+7dfP311/j5+TFixAj8/LTvalRUFL/88guRkZE88cQTtG9/F109hRDiBrkFelbsj2LB1jASM/IAWHMinoFNvABufXdbVbVnjU/9qhXaN85PbeWkFdi1emldnO3cy/kshJG5pVZM1+wIPd6EjMtwYQOcX6vNOpMeCwe+1l7WzloBXn8wBHW99+nT7lOlutOtK8VD9Yqi8MwzzzBv3ry73tYU5Mq5EHe26mA0b/x2kvxCAyueaEubQDc4vx5+n6JNz6HotG5LXV6+6R/h+Mx4Pj74MRsiNwDgYuXC1OZTGVprKDpFBu4Q9w9T5pO9e/fSpUsX/vvf//LGG29gZlb0zpBer+edd97hgw8+YMuWLbRr165C4ysLkq+FMJ3cAj0r90exYFsYCelase3tbMPkbsEMb+6DpXkx+VxVIeEknPxVK7ZvnC/b0h7q9IUGw7RCWwq4yqcgV5uO7OyfcG6N1g39GisnqNsPGg7XBmOrYnfAyzOflLp7+bRp0/juu++YMmUKI0eOLHLl/KeffmLevHmMHTuWF198kZ07d/Liiy8SExPDsmXLePjhh8v0JMqDJHEhbi0nX8/rv53k50MxAITU9uCTocG47nwLDi3VGrkFw5Avtbkg/+Vo4lGeWP8EufpcdIqO0XVGM6npJJysnCrwLISoGKbMJ7169SIhIYFjx47dtl2TJk2oXr0669evr6DIyo7kayEqXqHewKqDMXy+6QKX03MBrdh+tmswI1rcothOj4ej38OxHyH5wvXlFrbas8INhml3ti1sKugsxD0z6CFqrzZuz5nfISP++jpbN6g/BBo/BL5tqsQz4JWue/kXX3zBwoULOXDgAA0bNiyyrkGDBjRo0IARI0bQqlUrAgMDmTp1KvXr16d58+Z88803VaLoFkIU72JiJs8uP8y5hAx0Cvxfrzo8E5SK7rvukHJJa9TmGej+BljaFruP+m71qW5XHXcbd15u/TJ1XOtU4BkI8eDYv38//fv3v2O7hg0b8tdff1VAREKIqkxVVdafTuCjtWcJu5IFgJeTNZO6BjOypQ9W5v96ztqg154LPrRU65qs/jNuhJmVVmA3HKYNzGVpV7EnIsqGzgxqdtBefT6A6L3/9GD4nzaez8FvtJdLTWg8CpqM/md+8QdPqe50N2jQgJo1a94xQffv35/w8HBOnz4NQLt27Th37hwpKSmli7YCyZVzIW7229FYXv71BNn5ejwcrPj8oUa0i10C2z7SEqmDFwxdoHUpukFkeiTfn/6eF1u/iIVO62p0JfsK7jbuMmCauO+ZMp84OzsTFBTEoUOHbtuuRYsWhIWFcfXq1YoJrAxJvhaiYhyMSGHW32c5FJkKgKudJVO6BTOmjd/NxXZaLBz5Hg5/C+kx15f7tYPmj0LdAWBt2u9roaGQrIIsMgsyyczPxMPWA1drVwASsxPZGbuTAn0BBYYCCg2FqKjoFB06RUfz6s1p4NYAgPT8dA5cPoCNmQ3W5tY4WDrgYOmAo6UjNuY2D+bvHH0hhG+FEz/DmT8gP/P6Or920HQMNBgKViUYyb4CVbo73eHh4Tfd4S6Ovb094eHhxvc1a9bkyJEjpTmkEMKEcgv0vPPnaZbviwKgXaAb8/o44bZuDMQe1Bo1HA7954CNi3G77IJsvj7xNctOLaPAUICfox+P1H8EAA9bme9RiPLWsWNH/v77bz7++GNeeOGFYtvMnj2bI0eO0K9fvwqOTghRVaRm5TN20T7yCg1YW+iY2DGQp0ICcbC+4ZldfaE2vdehpXBhPagGbbm1s1ZkNR8H1eqWe6yqqpKSm0J0RjSedp5Ut6sOaI+2zTsyj6ScJK7kXCE9v+hc36+3fZ2H6jwEQHhaOG/ufvOWx5jRYoax6I5Kj2LalmnFtjPXmfNkoyd5pukzAKTkprD01FJq2Naghp328rb3vv8erzMz16Z0C+6h/TY8uwaOrYBLW7S5waP2wN8vQcOh2t8Ln1ZVovv5vShV0e3u7s62bdvIysrCzq747iCZmZls3boVD4/rP6xTU1NxcXEptr0QonKKTM5i0vLDnIpLR1FgSpcgprntRffdK1CQpQ2a0X8ONB5p3EZVVdZFrGP2wdkkZCcA0MGrAx29O5rqNIR4IL3//vts3bqVl156iSVLlhhHL1cUhcjISH755RfOnj2Lra0t77//vqnDFUJUImnZBTjZakW1i50lT3QKJDkrj2k9alPd0fp6w6tRcPg77c72jdN8+XeEFuOg3iCwsKY8JGQlsDN2J1EZUURnRBOdEU1UehTZhdkAvNnuTUbUHgFAnj6PfZf33bQPKzMr7C3siwzi6mrtSohPCBY6Cyx0FpjrzLVpFVU9BtVAoNP1LtIWOguaeDQhtzCXnMIcMgsySc9Lp1AtpNBQiI359WfU4zLjWHLy5lkmHCwd8LH3YVSdUQyvPRzQ7sTn6fOws6jiXe8t7bTfiI1HQnocHFsJR5dD8kXt78yR77VZblqM07qf29yftWKpupc///zzzJ07lw4dOjB37lxatSo6UNKBAwf4v//7P3bt2sX06dOZPXs2qqri4+NDcHAw27ZtK7MTKC/SXU0IWHsynhd+Ok5GXiGudpbMG+xL+1NvaaNVgpZQh34Jzr7GbS6kXmDW/lkcuHwAAG97b15s9SJdfbs+mF2sxAPP1Plk3759jB8/nnPnzgHX5+e+lv5r167N0qVLadu2bYXHVhZM/fkKcb9RVZXPNl1g4bZLfD+xNS38XY3LjXlcVSFsE+z9UpvHmX/KCRvX63e1PWqXWTxxWXGcTTnLuZRztPVsS/PqzQHYF7+Piesn3rSNgkINuxpMajqJIcFDAO0u8+643bjbuONu7Y6rjSsOFg5YlMMI26qqklOYQ3p+OjbmNsY72dHp0Sw/u5zLWZdJyEogPiue5Nxk43b/bfVfHq6vjX11JvkMD/35EN723gQ5B1HHpQ61XWtT16Uufo5+VXumF1XVBmA7/K32/Hdhjrbc3FrrOdnycfBpUeFhVbru5W+99RY7duxg165dtG3bFh8fH3x9fVEUhaioKGJiYlBVlZYtWzJz5kwAjh8/jqOjI6NHjy7L+IUQ5ST2ag5TVhyhQK/S0t+Fr9om4bpugDY1hM4Cur8O7SZrg2jc4FrBbWVmxeONHmdCgwlYm5fPFW4hxJ21adOG06dPs3XrVnbu3ElcXByqquLl5UXHjh3p2lUuiAkhrlMUhfirueQU6PntaJyx6FYURetCfup/sOszSDhxfaOAztBivPas9j1O85VdkM2euD0cSjzEmeQznEs5R0ZBhnF9vj7fWHTXdKxJB+8O+Nr74ufoh5+DH74Ovng7eGNlVjQOV2tXBgQOuKfYSkpRFGwtbLG1KDqgrK+jLy+1fqnIspzCHOIy44jJiCHIOci4PDIjEoDYzFhiM2PZHrPduM7Owo6XW7/M4ODBABhUAwpK1fm3XFHAv5326vsBHF+lPZaQcFK7C350OXg1g1ZPaEV4OfWUqEilnjIsLy+Pjz/+mK+++oqYmJgi67y8vHjqqad44YUXsLaumh+SXDkXAhbvDCclNZXpfIvZoX+6Q3nUg+FfQ41GxnYG1WC84hp2NYz5R+czo+UMvO29TRG2EJWK5JPyJZ+vEPfGYFD560Q89TwdCa5mD8DltFyORl+ld4PqWiGXn6V1Id8TCmna+C5Y2GqDorV+EtyCbnOE20vISiBXn4u/oz8AEWkRDFw9sEgbc505wc7B1HGpQze/bnTz61bq41UlV3OvcvHqRS5cvcC5lHOcTz3P+dTz5OnzWNBjgfGxvc1Rm3lv73s0qdaEZtWa0bx6c+q61MXsXzdGKjVVhZiDcGCRNn+7Pl9bbuOq/T1rNbFIz8ryUCnn6b5RdHQ0cXHaMxyenp7GOburMkni4kG0+WwCnk421PP85+987CH45QlICdPet50E3d80XnFMykniw/0f4mHrwYutXjRR1EJUbpJPypd8vkKU3u6LScz6+ywnYtPoWb86Xz/asmiDrCTY/5X2ytFGLcfWHdo8Da0eB1vXuzqeqqrEZMRwMOEghxIOcSjhEDGZMfTy78WcLnOMbR5b9xhBzkE0dG9IPdd6BDoFlks38Kqo0FDIpbRL+Nj7GO+kf3roU745+U2RdvYW9jSr1ozWNVozIGgA7jbupgi3dLKS4Mh3cGDx9Ys8ihnUGwhtnym3eb8rfdFdGWVkZNCtWzcKCgrQ6/U899xzPPHEEyXeXpK4eND8ciiG//vpGAHudvw+qQ0OB76ArR/8MxWYJwxZAEFdAe3O9q8XfmXuoblk5GdgobNg3fB1MiK5EMWQfHJ7kq+FqHiXrmTyzp+n2XLuCgB2lmY8FRLE5K7B6HQKpITDnnnaIFeFudpGLgHQfor2zLaFzW32fjODamD2wdlsidpCTGbRHrI6RUcHrw7M7zG/TM7tQZRTmMPJpJMcTTzK4cTDHE08SmbB9Wm6fh/yOwFOAYDWk8Da3JoadjVMFW7JGfRw7m/Y9yVE7Li+3Ks5tHsW6g/RRkovI1J0l4JerycvLw9bW1uys7Np2LAhBw4cwM3NrUTbSxIXD5rUrHz6f76DUcGFTEn7GF2MNhAaDYZC/7nGq9mXrl7irT1vcTjxMAD13erzZrs3qe9W31ShC1GpST65PcnXQlScrLxCvth8kW92XqJAr2KuUxjbxo8p3Wvhbm8FcUdg1+dwevX1Kb88m0LHadoo5CXsrpyRn8GZ5DO09mxtXDbmrzGcSDqBuc6cRu6NaFG9BS2qt6CpR1PsLe3L/FwfZHqDnnOp5zhw+QBnU87yfsf3jc97P7/tedZFrCPIKYjOPp3p5NOJptWaYqGr5D0JEk7B3vlw/CfQ52nLnHy1O9/NHy2TOb8r3UBqAImJicyfP5/t27cTHx9PXl5ese0URSEsLKzUAZaWmZkZtrZal4vc3Fz0ej336fUFIUrt3OUM6tTQ/pFysbVgY9cobDe9+s9UYI7QbzY0fggUhTx9Hl8f/5pvTn5jnAJjSrMp/KfufzDXld1VRiHEg0XytRDlT1VVfj8Wx/trzpCQrv1m71LHgzcG1CfQ3U6bP/mXTyH8hhmGgrprxXbNTiXqyhuXGcfW6K1sjd7KgYQDoML20dtxsNR+ZzzV+CkKDYW082p30wBjomyZ6cyo71a/2BsiOYU56BQdYWlhhKWFseTUEhwsHejo1ZGufl3pU7NP5RyQrXoDGBwK3WfCwW9g/9eQFg3rXoGtH0Krx7THHhwq5x38Uv1SPnPmDCEhISQnJ5dbYty+fTsff/wxhw4dIj4+nv/9738MGTKkSJv58+fz8ccfEx8fT4MGDfj000/p1KmTcf3Vq1cJCQnhwoULfPzxx7i7V6FnGYQoR3qDNh3IF5sv8OHwxjxUzwb+mIrt2T+1Bv4d/pkK7Pr4DOl56Sw/s5xCQyEhPiG82uZVPO09TXQGQojKQvK1EJXb6bh0Zv5+iv0RKQD4udryxoD6dK/jinL6N63YvvzPSOSKmTZadIfnigyYeiuX0i6x5tIatkZv5VzquSLrApwCiMuMo45rHQBCfEPK8rREKYV2DyUtL409cXvYHrOdnbE7Sc1L5e+Iv4nKiKJvQF9j26yCrMo3T7i9B3R5CTpMheM/wu4vtDm/d36iDfTX5D/aunsY3K88lKrofuGFF0hKSmL48OG88sor1K5dGzu7sv0fkpWVRZMmTZgwYQLDhw+/af2PP/7ItGnTmD9/Ph06dGDhwoX07duX06dPGwdyc3Z25tixYyQkJDBs2DBGjBhB9erVyzROIaqaKxl5TPvxCLsuavNCFpxZC1s+gqxEbSqwbq9C++dAZ0Z2QbbxarSHrQevtHkFKzMrevr3rJxXQYUQFU7ytRCV09XsfOZuOM/3eyMxqGBtoWNy12AmdqyJ9bnfIPQ9SLmkNbaw1ebWbjepyAX3O9kfv5+FxxcC2rPZzao1o6tvV0J8QqjpVLMczkqUBScrJ/oE9KFPQB/0Bj0nkk6wJXoLfg7X/99n5mfSdVVXGnk0ord/b3r498DNpmSP/VQICxttmrpmj8L5v7Vp7KL3weFl2iBs9QdDxxng2djUkQKlfKbbyckJLy8vTp8+XSE/vBVFuenKeZs2bWjevDkLFiwwLqtXrx5Dhgxh1qxZN+3jmWeeoVu3bowcObLYY+Tl5RXpIp+eno6vr688IybuK3svJTNlxRGuZOThYlHIL0FrCIxYqa30qAvDvgLPJqiqyp+X/uTjAx/zXsf36OTT6fY7FkLckimfOZ4xYwYuLi68/vrrFXI8yddCVB77LiUz6qu9APRv7MmrfevilbwbNr4Fl49rjWzd/hmJfOJtRyLP0+exJWoLq8NW0y+gH4OCBgFwOesyHx34iC6+Xejs3Rlna+fyPi1RQbbHbOfZTc8a3+sUHa1rtKZfQD+6+3fH0bIS/nsbuUe7431h3fVltXpB5xfAt/Wtt/tHpXumW1VVGjVqZLI7Xfn5+Rw6dIiXXio6uXyvXr3YvXs3AAkJCdjY2ODo6Eh6ejrbt2/nmWeeueU+Z82axVtvvVWucQthKgaDyoJtYcxZfw6DCv3d4vnEYj6WEf+Mt9DmaegxEyxsiEqP4p2977A3XkvUK8+tlKJbiCpq3rx5DB482GTHl3wtRMW6kpGHh4MVAG0C3ZjcNZj2wW60t4qA3x66PgK0pYPWhbztJLAqfhAzVVU5lXyK1RdXsyZ8DRn5GQDkFOQYi+4adjWY22VuuZ+XqHidfTqzdvhaNkZuZG34Wk4mn2Rv/F72xu/lnb3v8HHnj+nu393UYRbl3057XT4JO+fCqf/BhfXaK6AzdH4RAkzzm7ZURXfLli25ePFiWcdSYklJSej1+pu6nlWvXp3Lly8DEBMTw+OPP46qqqiqyuTJk2nc+NbdC15++WVmzJhhfH/tyrkQVV1qVj7TVx1l67krKBiY57ud/smLUbIKwb4GDJkPwd0pMBSw7MQivjz2JXn6PCx1ljzd5GnGNxhv6lMQQpSSj48PBoPBZMeXfC1ExcjJ1/Pa6pP8fTKejTNC8HLWpvR6vrkCm6fBmT+0hmaW0OoJ6PR/YFd8V2FVVfn29Lesvriai1ev/96vYVeDQUGDGBxkugt5omJ523szrsE4xjUYR3R6NGsj1rImfA1hV8No4N7A2O5k0kkMqoFG7qa7KVtEjYYwYjF0fVW7831sBYRv115+7aHLfyEgpFzm+r6VUhXdM2fOpHv37qxatYqHHnqorGMqsX//T1VV1bisRYsWHD16tMT7srKywsrKqizDE8LkDkWmMuWHw8Sl5eJrfpWfqi+jxpV92sp6g2DgZ2DryokrJ3hj9xvG5NrGsw1vtH0DP8eSP9clhKh8hg4dyrJly8jIyMDB4d6nUyktyddClC9rCx3RKdlk5+vZeu4KY+qawdZZcHS5NvWXotMGmOryMjjffJFKb9Bj9s90YIqisCN2BxevXsTKzIruft0ZHDyYNjXaGNuIB4+voy9PNH6CiY0mEp0RXWSe73lH5rErbheBToEMCR7CwKCBuNtUggEx3YJg8DwIeVF75vvwtxC1G74dDL5ttQHZArtUSPFd6nl+pk6dytixY1mzZg09e/bEx8fnllc2OnfuXOoAi+Pu7o6ZmZnxKvk1iYmJMvCKEGg/aL/ZGc4Hf5+l0KDyH+fTvMN8zJNTtMFS+n4IzR4x/iNzJecKF69exMXKhRdavcCAwAGV40qlEOKezJw5ky1bttCvXz8+//xzmjVrVqHHl3wtRPnZeSGJxr5OOFpboCgK7w5tSF5GMo0ufQ1ffAWFuVrDOv2h++tQrd5N+zibcpbVF1ezNnwtPw38CQ9bDwAea/AYvfx70SegT+V8dleYjKIoRW7KGFQDbjZuWJlZcSntEnMPzeXzw58T4hvCsFrD6ODVwfQXa5z9oP8crYfHrs/g4BKI3gvfDQG/dtrFqMDyHV2/VAOp6XQ6FEUxThd2px/ner2+dNH941YDs7Ro0YL58+cbl9WvX5/BgwcXOzDL3TLlwDdC3KsXfz7GqoMxWJHPwhq/0eXq/7QV1RvBiMWo7rW4nHW5yJRfP5z5gb4BfXGxdjFR1ELcn0yZT7p160ZOTg779u1DURQ8PT3x8/PD2tr6praKorBp06Z7Op7kayHKX3RKNu/9dYa1py4zsWMArw2oD/lZsO9L2PkZ5KVpDf3aa+O1+LUpsr3eoGdj1EaWnlzKyeSTxuUvtnqRR+o/UoFnIu4nGfkZrI1Yy+oLqzmedNy4vKtvVz7v9rkJIytGejzs+lQrvvX/DMxZsxPpLafi1KhX5RlI7dFHHy33u2CZmZlFnhsPDw/n6NGjuLq64ufnx4wZM3jkkUdo2bIl7dq146uvviIqKoqnn376no4bGhpKaGjoPV8oEMKUejeowYmjB1juvBDXq+e1hW2egR4zSchP493Nz3E48TC/D/ndOP3DmHpjTBixEKI8bN261fhnVVWJi4sjLi6u2LalzeuSr4WoGLkFer7cFsaCrWHkFRow0ymYqYWoB75B2fYhZCZoDas3hO5vQq2eRbrN5unzWH1hNctOLyM6IxoAC50FXX27MiR4CO282pnitMR9wsHSgZG1RzKy9kgupl7klwu/8MelP+jq29XYJiM/g1PJp2hTo41pe1Q6emq9PjtMhR1ztWnGInbAue3ldshS3emuCFu3bqVr1643LR83bhxLly4FYP78+Xz00UfEx8fTsGFDPvnkkzLryi5XzkVVoqoqsVdz8HGxBVWFw8tQ/34JpTBHmw5kyALUWr3489KfzNo/i4z8DMx15nzU+SN6+vc0dfhC3NdMmU8iIyPvqr2/v/9dH0PytRDlS1VV1p1K4N2/ThOTmgNAuwBnZjcIx/vwnOtzbTv7QdfXoNFI0Olu2k9yTjK9f+lNnj4PJysnxtQdw+i6o3G1vvVUYULcizx9HgoKlmaWACw/s5wP9n9ATceajK47msFBg7G3LH70/AqVFgPbPyZ9z3c4zUotl3xSaYtuU5MkLqqKrLxC/vvLcXZeTGLNk43w2v5fOP2btjKwCwxdSJK5OW/veZst0VsAaOjWkHc6vEOwS7DpAhfiASH5pHzJ5yvuZ2FXMpn5+yl2XEgCwNPRik9apdLm0hco8ce0Rrbu2kBRLSaAuaVx2/jMeDZHb2ZsvbHGZQuPLcTe0p6hwUOxtbCt0HMR4psT3/D1ia/JKsgCwNbclkFBgxhTbwwBTgEmjg7SI47jFNBEiu6KJElcVBV5hXpGfrkHm/j9LHX8CpuceNCZQ7fXof1zrI1cz7v73iUtLw1znTmTmkxiQsMJmOtKPY6iEOIuSD4pX/L5ivtRgd7AV9sv8dnGC+TrDVia6XijeS7/Sf8Gs8hrc23bQ/vnoN0ksLo+O8H51PMsPbmUv8P/plAt5Id+P9DIo5GJzkSIorIKsvgj7A9WnF3BpbRLxuUhPiF81vUzkw66Vp75pES/ut9++20UReHZZ5/F1dWVt99+u8QHUBSF119/vdQBCiFups1nCzqdgpWi8l3QFhyT56LkGMAlAEZ8A94tADhw+QBpeWnUc63Hux3fpbZLbRNHL4SoaCdPnmTRokUcOHCApKQkBg8ezEcffQTArl27OHToEA8//DCurtLNVAhTOxGTxou/HOdMfDoAowJyecP2F+xO/KU1MLOEVhP/mWtbm5ZJVVUOJhxk8cnF7IzdadxXG0+Z5ktULnYWdoyuO5pRdUax7/I+lp9ZzrbobViaWRb5u1poKLyvbhCV6ExmzpyJoiiMGjUKV1dX4/uS3CSvakW3DMwiKrvs/EJeX32KGk5WvNDGDn59Eqeo3drKxqOh/2xyzSy4NjbxjJYz8HP0Y0y9MVjoLEwWtxDCND766CNee+01CgsLAS0vJyUlGddnZ2czffp0rKyseOqpp0wV5l2TfC3uRwciUhi1cA8GFfxs8ljqv5aAyJ9RVD2g/DPX9kvgcn38hfjMeGZsnWEciVyn6Ojp35MJDSfQwK2Bic5EiNtTFIW2nm1p69mW6PRo9Or1f8uj06MZt3YcD9V5iNF1RuNs7Wy6QMtIibqXL1u2DIBhw4bh4OBgfF9S48aNK110JiTd1URldDExg0nLD3M+IZP+Zvv5wn4Jurw0rYtZ/7lcrdOb9/e/T0pOCl/1+gqdcvNAKkKIimXKfPLbb78xdOhQgoKCmDNnDh06dMDDw4Px48ezePFiQLtDVqNGDZo3b87ff/9dofGVBcnX4n6iN6gMn7+Loea7eCT9K3TZ/1wgq90Xur8B1esD2vf22ujPBYYC+v3aj9TcVIYED2Fc/XH4Ovqa6hSEuGefHf6MRScWAWBtZs3QWkN5tP6j+Dj4lOtxTd69/N9Fc1UsooWo6lYfieWV/53AkJ/NXNsfGGbYAHmAV3MY8Q1bMiN567chJOcmo1N0nEg6QROPJqYOWwhhQp988gn29vZs2LCBmjVrFttGURTq1KnD+fPnKzY4IQTpuQV8te0Sk7sFY21hhlnyBX6xm4VZ5D9dxN1rQ/85EKCN9p+Wl8aqc6vYEr2FZX2XYaGzwEJnwcedP8bXwdc4DagQVdmkppOo5VyLpaeWciblDCvOrmDVuVX0qtmLxxs+Th3XOqYO8a7dPx3lhbhP5RboeeuP06zYH0VdJYpv7OfjXRilrewwjfQOz/Hh4bn8HvY7AAFOAbzX4T0ZNEUIwZEjR2jXrt0tC+5rvL29OXjwYMUEJYQAtLvV4xbv50jUVdTCbF6w/hN2fYaZoQDMrbURydtNAXNLLmdd5rvT3/Hz+Z/JLswGYFPkJvoE9AGgabWmJjwTIcqWhc6CfoH96BvQl32X97Hk5BJ2x+3m7/C/2Rmzk80Pbcba3PrOO6pESlV0d+rUiYcffpiRI0fKoCtClKOIpCwmLT/M6fg0xput5zXLFZgX5oN9dRi6kJ3WFrz510MkZieioDCuwTgmN5uMlZmVqUMXQlQChYWF2NreeVqgK1euYGlpecd2QoiyoygKz3YJZsNv3zLlzH8hM1pbUasX9PsYXGoSnhbOohOLWHNpDYWqNi5DLZdaTGgwge7+3U0YvRDl78bnvs8kn2HxycX4OfoZC25VVTl65ShNPZoaH7eorEpVdO/atYvdu3fz3HPP0adPH8aOHcugQYOwtq5aVxyEqMzWnIjnxZ+PY5GXwjLrRYRwEFSgVm8YMp9CG2fm/DGSxOxE/B39ebfDu3KlWwhRRFBQEIcOHUKv12NmVvwIxllZWRw9epT69etXcHRCPFhUVeW3o3EoCgxu6g1psfQ48RI98n7XHhdz9IY+H0C9gaAoXLp6iWG/DzMOMNWqRismNJhAR++Olb7AEKKs1XOrx8chHxcZyHtv/F6e3PAkDd0a8lSTpwjxCam0341SFd379u1j+fLl/PTTT/zxxx/8+eef2NnZMWzYMMaOHUv37t3R6armAE4yGqowtfxCA++vOcPS3RG0050i1HYBroYUbYqQnu+gtn4SRafDHHi3w7v8eelPnmv+HDbmNqYOXQhRyYwYMYKZM2fy+uuv8/777xfb5vXXXyc1NZVRo0ZVcHT3RvK1qErirubw6v9OsOXcFVysFbpd/QmH3R9DfiYoZtD2GejyEqqlvbFoCHAKoI1nGyx0FjzZ+EkaezQ28VkIYXo3FtXRGdFYm1lzMvkkUzZPoZ5rPZ5q8hTdfLtVuuK7RKOX34qqqmzevJnly5fzv//9j7S0NBRFoVq1aowePZoxY8bQqlWrsoy3wshoqMIUYlKzefaHI5yKTmK6+c9MMv8DBRXca5M9OJS5sevxtPPk8UaPmzpUIUQJmTKfZGVl0bp1a86ePUuHDh0YNGgQL774Ip07d2bEiBGsXr2azZs306RJE/bu3YuVVdV7NEXytajMDAaV5fsi+eDvs2Tl62ltfpH5Tt/jnvXPwIU+rWHAJ6jVG7ApahNfHf+KL3t+iau19vhmbmFulXt2VYiKlJyTzLLTy/jx7I/G8Q7quNTh6SZP082v213N5FOe+eSeiu4b5efn8+eff/LDDz+wZs0acnNzURSF4OBgzp07VxaHqFCSxIUpnI5LZ8r8X/nEfB6NuaAtbD6Og80f4vV97xGTGYOlzpJ1I9bhbuNu2mCFECVi6nySmJjI+PHjWbt2LYqiGLvmXftz9+7dWb58OdWqVavw2MqCqT9fIW4l7EomL/9ygv0RKTiRyccu/6NXzj/T8lk7Q8+3oNmjnEo9w8cHPuZQwiEAJjSYwIyWM0wXuBBV0NXcq3x7+lt+OPsDWQVZ1HSsyerBqzHTFf9oVXGqRNF9o4yMDP773//y5ZdfoihKlez6JUlcVJQb59rk+E8U/j4V88IssHYip99sPs8NZ/mZ5aioeNp58naHt2nr2da0QQshSqyy5JNjx46xYcMGIiIi0Ov1+Pj40KNHD9q0aWOymMpCZfl8hbimQG/g6x2X+HTjBfIL9fzHchdvWK3ApiBVa9B0LPR8mwT0fH7kc+PsI1ZmVoxvMJ7HGj6GrcX/t3ef4VGU+//H31vSy6ZDAoQekBpp0gWkqqCiwEFE9KjHwlGRgzRFiihNRRQs9Ca9qShNpQlIryoiSJUSagohbXf+D/jJXyBICElmQz6v6+JBZmdnP1nunW++szP33HwCRBG5XnxqPFN/mUr5kPI0K94MgDRnGptObqJeVL1/PO3c9Pt0Z9W+ffuYMWMGM2bM4MCBAwD58lQ1kbxyIv4S3WfvpPd9Rai6613YOePyh7JYbXY0fo03d47mcMJhAB4t+yg9avTA39Pf1Mwikj9VrVqVqlWrmh1D5I625894es7bxS8nEihjOcbHjunclboL0oHw8vDAB1CiHmN3jWXcrnGkOFMAeLDUg7xa7VUK+xU29xcQyeccXg5evvvlq5bN2zePIZuGUCW8Ci/f/bIpX17ddtN98uRJZs2axRdffMG2bduufGvXsGFDOnXqRLt27XIip8gd6cMVv5N0cDNhXzwFrhNgsULDnly45zn+s/B+LmVcIsI3goF1B1K/SH2z44rIHSAxMRGAgIAAk5OI3DlS0p2M+v53xq75Aw9XCv28v+Rpy2KsqRlg94FGvaB2V7BfvjXf6eTTpDhTqBZRjddrvk6lsEom/wYid64UZwreNm92nd7Fc8ufo1bhWrx898t5etefbJ1enpCQwPz585kxYwarVq3C5XJhGAZVqlShU6dOPP744xQpUiQ38uYZna4muc7lImXtKOwrB2MnAwKLwqPjoHhdACbtmcT+C/vpVasXgZ4agyL5lTvUk8WLFzNmzBjWr19PUlISAH5+ftSrV4+XXnqJ1q1bm5IrJ7jD+ysFm2EYdBj7E5sOnqOJdRvDfacTlnHy8oMxLaHVcDanxhHqHUqpoFIAnE85z+aTm2lWvJnbzbIscic6c+kM43ePZ85vc0h3pQNwb9F7efnulykXUg5ww2u6fX19SU1NxTAMihcvTseOHenUqRMVK1bM0XBm+PstSPbt26ciLjkqLjGFuVuO8VINfyyLXoQDPwCQVv4BPisVS+OSragcXhm45lpvEcm3zGwKDcPg2WefZfLkyVcmUAsKCsIwDOLj44HLE6p17tyZSZMm5at9juq1uJMfNm7DsrQ3jY2NlxcEFoVWwzgSVZkPto3k+yPfUyeyDp83+zxffc5E7jQnkk7w2a7P+HL/lzgNJ/WL1OfTpp8Cbth0h4aG0r59ezp16kT9+nfmKa86ci45bcOBs7wyazsVL27kU//x+KSdA7sPv977Gm+c28jvF36npKMk81vPx8PmYXZcEckhZtaTDz/8kO7duxMVFUW/fv14/PHHr5xWnpiYyIwZM3j77bc5ceIE77//Pt26dcvTfDlB9VrMsHJvHGlOFy3Kh8JPn2KsGool/eLle27X6Up8nRf5fO90Zu6dSYYrA6vFSruYdvSq2Us1XsQNHIo/xOgdo3mm0jPcFXoXAEfijlC8UHH3abozMjKw23N0Dja3oyIuOcXlMvh09QE+Xr6HHrZZPGu/fLuQ9IgKjK96P2MPLCDDyCDEO4Q3a795ZaZFEbkzmFlPKlSowJEjR9i9ezclS5bMdJ2DBw9SuXJloqOj+eWXX/I0X05QvZa8tnTPSV6YvpVGPn8wPvQL7Gd+vfxAsdqk3z+cORf28OnOT4lPvXw2Sb0i9ehRvQdlgsuYmFpEbqbf9/0Y3HSw+8xenlnDnZiYiMViwd9fMyuL/OXcxTRem72Do7/vZJ7HaCpZDwGwr1pH3uQMv+6fA0Cz4s144543CPUJNTGtiNxpDh48SPPmzW/YcAOULFmS++67j+XLl+dhMpH8q0m0nc8dk2mRuhzOAD7B0OxtiO3E1wcWMXTTUABKO0rTo2YPTYQqkg84XU72nd+Xa9u33s6Tly5dyv3334/D4SAoKAiHw0FgYCAPPPAAS5cuzamMIvnS1sPneGDUGiIOzGWx5xuXG26fEPa2+YAO8Rv59fxvOLwcDG84nPfvfV8Nt4jkuPDwcDw9PW+6nqenJ2FhYXmQSCT/ORF/iQFf/UxauhO2T8fz05qXG26Au58g9cX1UK0zWK20LtWauyPupl/tfsxrM08Nt0g+YbPa+LzZ57m2/WyfI969e3dGjRp1ZWIWh8MBQHx8PEuWLGHp0qW8+uqrfPDBBzmTVCSfMAyD8WsPMmbpNt62jaO1x0+XHyjRANqOpVxAJDXPbMTL5kX/uv0J89EfuiKSOx555BGmT5/O+fPnCQ4OznSdc+fO8cMPP/D444/ncToR9+ZyGczYdIShS/YSlXaQ0/tfokjCjssPht/FmWYDGH3mJ7b/8CLz2szDw+qBh82DKS2naLI0kXzIarmt76P/Ubau6Z49ezYdO3YkIiKCN998k86dO19puhMSEpg2bRqDBw8mLi6OmTNn0r59+xwPntt0jZhkR3xyOj3m7eTErxsY4/ERxa1xZFhszK3eltZN38ff+/LnJDk9GR+7j4qySAFgZj1JTEykSZMmZGRk8P7779OkSZOrHv/hhx94/fXXsVqt/PDDD/ny3t2q15Ib/jidRO8Fu9l98Div2hfyrP1b7DjBw5eUhj2YFujH+D2TSM5IBmDMfWNoWLShyalF5Ha43ezl9957L5s3b2bHjh3ExMRkus6+ffuIjY2lVq1arFq16nZz5jkVcblVO49eoOsXW2mS+CVv2r/A05LBoeBi9Ctelh3x+3ks5jH61+lvdkwRyWNm1pMmTZqQmprKhg0bsFgshISEULx4cQCOHDnC2bNnAahduzZeXl5XPddisfD999/nad7sUL2WnJThdDH+x4OMXLGPBq7NDPKYQpTlDABGzP0sqdKKD/dO58TFEwBUDqtMz5o9iY2INTG1iOSE3Kwn2Tq9fOfOnTRp0uSGDTdATEwMTZo04ccff8x2ODP8/b6fIlmVluGix7Q19L30Mfd7bMIA5pSpzQjOkhK/Hz8PPyqHVTY7pogUMH8/6G0YBmfPnr3SaP/dhg0brlvm7mfiqF5LTvv5eDy95u/i/J8HGO0xlWaeWy8/4ChGYrOBvHB4Abu2jgCgsF9hulXrRquSrXL1lFQRuTNkq+lOS0vDz8/vpuv5+fmRlpaWnZcwTdeuXenateuVIx0iWeEZt5OvPd/AO+0I8TZPBlaox4qkAwDUjqzNoLqDiPSPNDmliBQ0Bw8eNDtCrlG9lpyS7nTx8fe/8/mq33jK8i3dvBfgQyqG1Y6lzn/h3p74e/jid3wZPnYfnqn0DE9WfBIfu4/Z0UUkn8hW0126dGlWr15NcnIyvr6+ma6TnJzM6tWrKV269G0FFHFXvxxP4GR8Mk0SvoLlb+DtTOO30GheiQjleNIB7FY73ap1o3OFzjoKLiKm+OtUchHJ3NFzybwyazvWoxv5ymMC5azHAEiKrs2kmNo8UaMbwZ5+WIB+dfrhbfMm3Dfc3NAiku9kqxNo3749cXFxtG3blj/++OO6xw8cOEDbtm05ffo0HTp0uO2QIu5mx9ELPPnJcpyzOsOS18GZBuUfJLTTQlIwKOpflGmtptGlYhc13CIiIm5o59ELtBm1ksbHxzLHaxDlrMfI8A1lTv3neMDvEmMPLOCznZ9dWb9YQDE13CKSLdn6prtHjx58+eWXLF++nHLlylGrVi1KlCiBxWLh4MGDbNq0CafTSY0aNfjf//6X05lFTFeJA3zj9QaFnCdJsnni32wQ3PMCYRYLnzb9lOiAaPw9/c2OKSICwOnTp5k0aRJr167l+PHjWCwWIiMjadiwIV26dCEiIsLsiCJ5rrzXWWbYB3KX5TcA1ldsyQj7Jfb/uQyAEoElqBtV18yIInKHyNbs5QBJSUn06dOHiRMncunSpase8/Hx4d///jdDhgzB3z9/Nh6aDVWu9cfpJIoG+eC5bTwsewNc6fwYFs0boYH0rfMWLUq0MDuiiLghs+vJ/PnzeeaZZ0hMTOTakm+xWAgICGDixIm0bds2z7PlBLPfX8lf9sclUjLMH9vuOfDN/yAtkTM+DgaVq8XK+MvNt8PLwYtVX6R9ufZ4WD1MTiwiecXtbhn2d8nJyWzdupXjx48DEBUVRfXq1W94rXd+oSIuf7dw+zGGLNjI5NCpVLiwinTg4zLVmeQ8DUC1iGpMbjnZ7Wf7FZG8Z2Y92bJlC3Xr1sXlcvHwww/TuXNnSpQoAcDhw4eZNm0aCxcuxGazsW7dOmrUqJGn+XKC6rVk1bSfDjPy6y3MLDKXcnFLLi8sVpuBpasw7/BS7FY7Hct35Pkqz+Pw0uR8IgWN290y7O98fX1p0KBBTmQRcTsp6U4Gfv0zP29exTyPj4i+cJqjnt70Ll2ZXSmnAOhQrgM9avRQwy0ibmfIkCE4nU7mzp173TfZVatWpU2bNixatIi2bdsydOhQ5s2bZ1JSkdxXJHE3X9p6USzuNIbFhuXeXtDgf3TLuMjJjCReq/4aMcE3vh2uiEh23fY33XcqHTmXg2cu8tL0rdxzei597V/gaXGyNDyagQ4fkpyXCPAMYFDdQTQt3tTsqCLixsysJ4UKFSImJoa1a9f+43oNGjRg3759nDp1Ko+S5RzVa/knSakZ+HtYYO37GKuGYjGc7AqNZlnFZvRo/L4OmIvIFW75TXdqaiqzZs1i9erVnDhxgtTU1EzXs1gsfP/999kOKGKGb3adYPD8DfR3fUJLj80A/FauKa+n7QPnJWLDYxnWcBhR/lEmJxURubH4+Hiio6Nvul50dDSbN2/Og0QieSMtw8X7y39j046dzAmfiMefG3EC42Lq8HnGSZxHV3DXwW94sNSDZkcVkQIgW033kSNHaNq0KQcOHLhuUpZr5bcjiGPGjGHMmDE4nU6zo4gJUjOcDPl2L9s2fM8cj48oZjuNYfXA0uIdytX6D523jMDb5s1LsS9ht9721RkiIrmqcOHC7Nix46br7dixg8KFC+d+oBykei03cujMRV6ZtZ1ix5cxxWM8Hn8mc9QnkN6lKrIr+U8AWpVoRYMiujxSRPJGtk4vf+SRR/jyyy9p0qQJr776KqVLl8bPz++G6xcvXvy2QppBp6sVPEfPJfPfL7ZS7eRs+thn4GFxsiAimnotPqBw6WYAGIaR7w4kiYi5zKwnzz//POPHj6dv374MGjTouv2XYRj069ePIUOG8Nxzz/HZZ5/dYEvuS/Va/m7BtmMMWbSF110TaW9fjQEsLFaRoV7pXHKmEOARwBu13+CBUg+YHVVE3IzbzV4eGBhIZGQkP//8M3b7nfltn4p4wbLil1MMmPMjbzk/oYVtCwlWCwNLVmK5K55qEdWY0GKCvtkWkWwxs54cO3aMu+++m3PnzlGqVCnat29PiRIlsFgsHDx4kNmzZ3Pw4EFCQ0PZtm0bRYsWzdN8OUH1WuDytdv9Fu3hwI41jPIYTUnrKQwsDKnUmJkX9wNQo1AN3q3/LpH+kSanFRF35HbXdHt4eFC1atU7tuGWgmXSuoMsWvwVszw+ppjtNDt8/OhdrCR/psdjt9hpXKwxVovV7JgiIresaNGi/PDDD3Tq1Ik9e/YwZMiQK992/3XMvXLlynzxxRf5suEWAdh59ALdZm6hZfxchnvOxcPixAgsgqXtWJp5e7HguxfpGtuVJys8ic1qMzuuiBRA2eqa69Spw6+//prTWUTynmHQ+tKXPOE5CJvFyYRC0Yz2s5GRnkBR/6IMbzicyuGVzU4pIpJtlStXZteuXaxatYq1a9dy/PhxAKKiomjQoAGNGjUyN6BINrlcBuPW/sHUZRsYYRtDXY9fuGSxsDvmPqo9NB58Q6gJLH10KWE+YWbHFZECLFtN96BBg2jYsCEff/wxL7/8ck5nEsl1x84nU9Q7Fb78L2F7F3PBZqVnyYpscCWC4aRliZa8VectAjwDzI4qIpJtbdu2JTIykjFjxtCoUSM12HLHiEtM4X9zduJ7YAmLPcYRbEniZ98AekeX5pTzKHMzEilOCIAabhExXbaa7mrVqrF8+XKeeOIJFixYQLNmzShSpMgNJ5h68sknbyukSE5xuQxGfrePdauXMTPoM7wu/gk2T7ybDeL0qeV4J6bT554+PFLmEU2YJiL53rfffsvDDz9sdgyRHHX0XDL/Gv09XdMm8rjnD5dvBVY0hk8808lIPUeETwTnU85TPDD/TeQrInembF+UvWLFCuLi4jh06BBr1qzJdJ2/ZnpW0y3uwoJB6QNTedn+KZaLTpzBxbG1m4J31N28f6EFBgalg0qbHVNEJEeULFmSixcvmh1DJEcVTdnHXFtfouxHOGa38UapKmxLPwsGNCvejLdqv0WQd5DZMUVErshW0z1ixAgGDhyIl5cXbdu2pVSpUv94yzARs7lcBtbUC1gWdeXhU99wzMNGr+jyNKr0BM9F3Q1AqaBSJqcUEclZHTt25L333uPkyZP57j7cIn/3x+kkIgI88d8+Dst3A4hypvFVaBTvBvtxMf0sfh5+9L2nL61LtdaZaiLidrLVdH/66acEBgayceNGypUrl9OZRHKMy2UwZuV+Evb/RN/kYVjij7LMP4CBhQqR6Erm6L65dKz0NP6e/mZHFRHJcX369GHjxo3ce++9DB06lAcffBAPDw+zY4nckm92nWDYvNWMCxhPuYubLy8sdz+HSsVyce907o64m3frv0vRAM3ALyLuKVtN98mTJ2nWrJkabnFrZ5NSeW32Dsr+MZXe9pmkWl0Mj4pmrhfgSqNqeFWGNxyuhltE7ljlypXD5XJx9OhRHnvsMSwWCxEREXh7e1+3rsVi4cCBAyakFPlnZeLXscDyOmEXE0i1e+PV4l2o8W9eNDKICi7NI2Ue0a3ARMStZavpLl26NElJSTmdRSTHbDl0jr5frOH1lI9o5rGV/R4evF6sNPuNFCxYeLbys7wY+yIeVn3jIyJ3rkOHDl31s2EYnDx50pwwIrcgPjkdh0cGrHiLcpvGkmK1MLRIaXaERTOt2pN4WCx4WDx4LOYxs6OKiNxUtpruF154gZ49e7J3717Kly+f05lEss0wLt+zc+myb5hoH0VR2xkSbV50iY4mwZVCmE8Y79Z/lzpRdcyOKiKS61wul9kRRG6J02Xw2eoDfLd6JbNCxuN1bi+/eXrQOzqG/c5EiD/A2j/X0iS6idlRRUSyLFtNd9euXTlw4ADNmzdn8ODBNG3alKioqJzOZooxY8YwZswYnE6n2VHkFl1ITqPHnB0U/30ys+2z8LA4cQWVJKD9ZP6b8Curj67mnfrvEOoTanZUERG5TarXd55TCSm8Nms7ZQ7PZJZ9BvZz6UwKj+SjAG8ynImEeocyqN4gGhZtaHZUEZFbYjEMw7jVJ9lsl6+b+euWYP/4AhYLGRkZ2UtnooSEBBwOB/Hx8QQGBpodR25ix9EL9J6+mv8lj6KZbSu7vDyxlWxExYfHg7cDwzAwMLBarGZHFZECxox68u2337Jo0SKOHj2Kl5cXVapU4emnn6ZkyZJ58vp5SfX6zvDdL6d4d+4a+maMoaltOydsNt6ILsNmLgHQuFhjBtQdQIh3iMlJReROlZv1JFvfdBcrVky3YxC3YBgGU9Yf4pslXzHe9hFRtjNMCApmdLCDwh5JzLXa8OfywR8LGrMicufr1KkTs2bNAi7vIwG+/vpr3nvvPWbNmkWbNm3MjCdylZR0J0OX7OXAT18xy+MzImwXMKyeDLyrFpsvHsHH7kPvWr15pMwj+ttTRPKtbDXd107MImKGxJR0es3bSeSvE5lhn0W8zeCFqGg2eAC4qBhW0eyIIiJ5asKECcycORO73U7nzp25++67SUxMZPHixWzYsIEnn3ySw4cP43A4zI4qwv64RF77YhNtzo5ngOe3ALjCymF9bCJ9fQN5+6e36Ve7H9GB0SYnFRG5PdlqukXcQUbSOTr+0YsGHltY7+1N38gozpKBt82b3rV607ZsWx0VF5ECZcqUKVitVpYsWcJ99913ZXmfPn14+umnmTp1KgsWLODpp582MaUUdIZhMGvzUaZ+vZz3LB9R0X6YTd5e7Cldn38/NB08fYkGxjUfZ3ZUEZEckWNNd2JiIhaLBX9/3fNYcs+VeQSObiZ43tPUcR1lZEgIkxz+GGRQJqgMIxqOoExwGbOjiojkud27d1O7du2rGu6/9O3blylTprB7924TkolcFp+cTp8FO3H8OoMF9mnYLGm8F16Yqf5ekLyfqud/pXqh6mbHFBHJUbc1q9TSpUu5//77cTgcBAUF4XA4CAwM5IEHHmDp0qU5lVEEgIupGXSfvYMds9+GSS0h/ijWkJL8XroeBtA+pj0zH5iphltECqyEhARKly6d6WN/LU9ISMjLSCJXJKak869R39Dmt94M8ZjAMU+DjiXLMMXfEwODtmXbclfIXWbHFBHJcdn+prt79+6MGjXqyiQtf10fFh8fz5IlS1i6dCmvvvoqH3zwQc4klQJv8U97eODn14i1bccJ2Cq2xdp6FIPJYPup7dxX/PpvdkREChLDMK7cYeRaVuvl4+y6d7eYJeDEBma7euBvO81Uh4NRoSGkGWkEewUzsO5AGkc3NjuiiEiuyNY33bNnz+bDDz8kPDycjz76iPPnz1/5d+HCBT7++GMiIiIYNWoUc+bMyenMUhAd3UT7rZ2oZ9/BgLAw3optAY9NBO9AQrxD1HCLiIi4oeMXLnH8bAJ8NwCmtCEw/TTdixZnRIiDNMNJgyINWPDQAjXcInJHy9Z9uu+99142b97Mjh07iImJyXSdffv2ERsbS61atVi1atXt5sxzuu+n+VLSnXy68nf+67MUj5Vvs99m4fXISPbbwIKFOa3nUD6kvNkxRUT+UV7WE6vVmu0JJC0WCxkZGTmcKPepXruv9fvP8O70b/jQYzRl0vddXljtSb6MacDgLSN4vebrtItpp0lPRcQtuN19unfu3EmTJk1u2HADxMTE0KRJE3788cdsh5OC68DpJHpPW8Xz59/DbtvOvAA/hoWFk4KLUO9QhjQYooZbRCQT2TiWflvPE8mUYVDu5NfMMXrhzEjjV/8Q7rr/Q6jwEG0Mg3uKNaSwX2GzU4qI5IlsNd1paWn4+fnddD0/Pz/S0tKy8xJSgH298ziz5s/lQ8soAu3n6BEeznI/H8BFvah6DK4/mDCfMLNjioi4HV2vLWY7m5RKqO0SLO5G6M8L2ertRd/IEmT4BLGgdCMcXD6rQg23iBQk2Wq6S5cuzerVq0lOTsbX1zfTdZKTk1m9evUNZ1EVuVZqhpN3vv4Z7y2fMMU+G5vFRaei0ey2g91i55Vqr9ClYhesltuadF9ERERymGEYTP/pMEu/XcSEgM+xJR9nTHAwE4MCMHBSxO5NXHIcDi+H2VFFRPJctrqX9u3bExcXR9u2bfnjjz+ue/zAgQO0bduW06dP06FDh9sOKXe+I2eTeXrMMu7d9gp9PWZit7gwKral630fUNS/KFNaTeHpSk+r4RYREXEz5y+m8cLUTZz7ZiBTrQM4nh5Hp2LRTAgKwAAeLvMw89vMp2xwWbOjioiYIlsTqV26dIkGDRqwbds2bDYbtWrVokSJElgsFg4ePMimTZtwOp3UqFGD1atX4+PjkxvZc5UmZsk7y34+ybS5cxhujMTTdoH9Xr7Uvm8wVH8KLBbSnel42DzMjikiki2qJ7lL76+5fvrjLMNmLuPN1A+oZv2dWQH+vB8WRiouHF4OBtQZQNPiTc2OKSJyU243kZqPjw+rVq2iT58+TJw4kQ0bNrBhw4arHv/3v//NkCFD8mXDLXkj3eli2Le/YPtpNJPts9nk40nfQkVJ9fRhbrlmFP2/2UzVcIuIiLiXDKeLj77/ncOrpzDFPpFA6yWcHgFsL9uA1PN7qBdVj0H1BhHhG2F2VBER02Wr6Qbw9/fn448/ZtiwYWzdupXjx48DEBUVRfXq1W94rbcIwJ8XLtFn+kqeOjWMBh47GB3sYGKQAwMo41+ENJcm4BMREXFHR88l02fmOh45+SHdPX4kHXAWqYXtsfG86RdMzUPLeLTso7okTETk/2S76f6Lr68vDRo0yIksUoBMmjmToaffxvCK56mIwuzy8gSgfUx7Xq/5Ot52b5MTioiIyLW+2XWCLxbMZ4hrFGH207wVGkp8RDk+bPsV2D0IBNrFtDM7poiIW8ly0/3DDz9w7NgxatSoQYUKFf5x3V9++YUtW7ZQrFgxGjdufNsh89KYMWMYM2YMTqfT7Ch3JpcL1n/EG3GDWOHnSf/wIiRZIcAjgAF1B9C8RHOzE4qISD6gep23ktMyePur3YRs/4Sp9nns8bHzQqGiHLNZsFz6k58v/EalsEpmxxQRcUtZmkjt6NGjxMTEUKxYMbZu3UpAQMA/rp+YmEiNGjU4duwYv//+O1FRUTkWOK9oYpacdSohhQ179vHwH4Ng/woAhpWtyfSMU1QNr8qwhsMo4l/E5JQiIjlP9SR36f3NfU6XwTOjFvDi+eFUs+7l8yAH44IduIBIv0jerf8uNQrXMDumiMhtyc16kqWLbcaPH09aWhrDhw+/acMNEBAQwIgRI7h06RITJky47ZCSv51NSqXvqLHcs+whjP0rwO4NrUfxWodv6F2rN5NaTlLDLSIi4qZsv37J5xdfpZDnfjpHRfH5/zXcD5Z6kPlt5qvhFhG5iSx90123bl3++OMPTp48eUsbj4yMpGTJkqxfvz7bAc2iI+c5xOWC9aPI+O5tvvT3ZmlQGJ/ePw17VFWzk4mI5AnVk9yl9zd3nE1K5ez588RsGwzbp+EC2hYvyQGrkwDPAN6q/RYtS7Y0O6aISI4x/ZZhe/fupV69ere88Ro1auTLhltu39mkVIyLZwlb8QqJB75jYHgIy/z9AIPFyQd5GDXdIiIi7ujn4/EMmziLd5wjwTgBWLDWf41+FVvy+e4JDKo3iMJ+hc2OKSKSb2Sp6b548SIOh+OWN+5wOEhKSrrl50n+tvnQOcZPn8G7rpHs8kigZ9Eo/rTbsFvsvFLtFdqUbmN2RBEREcmMy0XpfeOZkPEu633sbPGN4pEHx0LJBlQHPi9cC4vFYnZKEZF8JUtNd3BwMKdOnbrljZ86dYrg4OBbfp7kTy6Xwbg1+4n/7j0+ts3hiyA/PgouTIYFivgXYXjD4VQJr2J2TBEREblGXEIK4ZzDsvAFXIfWMDw0iLmBAXjbvKgWGk3x/1tPDbeIyK3LUtNdoUIFfvrpJy5duoSPj0+WNpycnMyGDRuoVavWbQWU/OFCchoDZq3m4YNv08i+k6EhwXzhuDzpXosSLehfpz8BnjefhE9ERETy1pc7/uS7hZMY4TmO3y3J9CkSxWEPGwDty3XQqeQiIrcpS7OXt27dmosXLzJ48OAsb3jw4MFcunSJ1q1bZzuc5A87jl6g74dj6XX4PzSy7STD6kW76q8Q5BXEgDoDGNFwhBpuERERN3MxNYM+szeSOO9lRlpGMMnPReeowhz2sBHhG8G45uN4vebreNm8zI4qIpKvZWn28uTkZMqUKcOpU6cYOHAgffv2xWrNvF93uVy888479O/fn8KFC7N//358fX1zPHhu02yoN2cYBpPX/cHZZcPoap3Lbh8PqngXw7vjVChUkeT0ZHw98t//vYhITlI9yV16f7Nn97F4Rn2xgF4XR1DS+ifPREawzdsbuHyGWr/a/XB43fp8PiIi+ZXps5f7+vqyYMEC7rvvPvr378+4ceNo164d1apVIzw8HIDTp0+zbds25s6dy7Fjx/D29mb+/Pn5suGWm0tISeft2Wt4YP9Amnvt4bnwcPZ4ezHxvo+oVqgigBpuERERN+NyGUxY+wenvvuQMdYZeFkzSPMJp1bZh9h3ch197+nLg6Ue1LXbIiI5KEtNN0Dt2rXZsGEDTzzxBHv27GHkyJHXrfPXl+YVK1Zk+vTpVK2q20Ldifb8Gc/n06bxxqX32B2QwmPhkSRZrQR4BJBgpJsdT0RERDJxOjGVgbNW8diRd3jMYzdxViuFizfHs+2n/MfHwaOXzur6bRGRXJDlphugSpUq7Nq1i2XLlvHNN9+wfft2zp49i2EYhIWFERsbywMPPEDLli1zK6+YbO2+U2ya9hZDbXP4IMzBnMDLZzpUCavCsIbDKBpQ1OSEIiIicq3V+06zYNZE+jtH85t/Gm3DIgnzK8SMx74AuyceoIZbRCSX3FLT/ZcWLVrQokWLnM4i7u7iGepseIEo7zU8ERHBfk9PAJ6p9Axd7+6Kh9XD5IAiIiLyd2kZLj5YspNCG4cw1GM5I0ODmOmIACDQO5AzKWeJ9I80OaWIyJ0tW023FCzHzidTJH4blvnPYk88wWZHMPs9PQnxDmFI/SHULVLX7IgiIiKSibcnzufxYwMxfE/SIbwwBz0vHyDvdFcnulXrhrfd2+SEIiJ3PjXd8o8WbD3C4S8H86p1LhZcEBZDh8cmkxi3nkfKPkKYT5jZEUVERORahgGbx9Pv1BtMDfZidHBhnBYL4T7hDK43WAfMRUTykJpuubGk09Ra9x/Kem/l+ZBQ3o+4l8AHRmHx8ue5whXNTiciIiLXSExJ58Chw8Ru7we/fYsVWBVSHCcpNCvejLdqv0WQd5DZMUVEChQ13XIdl8vAemQdrnnPsMJ2kY+iCpFhsfBJ0bL09vI3O56IiIhk4tj5ZN7/bCy9Uz7EaTmPzeaJvelAhlR4kG2nt9OmdBvdCkxExARquuUqX+04RvyyobRKm8mbYcGs8w0GoHnx5rwU+5LJ6URERCRTGWlEbXqHAemfMCgimDB7Cfq0mQaRVSgGFHNEm51QRKTAUtMtAKSkOxm5aB31dvUl3G8f7aIKccZuw8vmRa9avXis7GM6Oi4iIuJm4hJTCEo+hOei/7Dx/F7eLFKYOLsdu9XKUwHhaF5yERHzqekWjpxN5pMpk3ktfhibA9PoGx6BYbFQJqgMwxsOp2xwWbMjioiIyDV++PUkP84ZyWuWyYwM8mZ6ZCEASgSWYGiDoboVmIiIm1DTXcAt3X2c3+cP4B1jDjaLwd32UoR7B9Cw+H30rNkTH7uP2RFFRETkb1IznHz49SYqb3uLDj7beTI8lP2engB0KNeB7tW74+vha3JKERH5i5ruAiotw8XHX6+n5rbeNPb5DVuaQXKFDhR5eCTzXema2VRERMQN7Y9LYtzUKbya+B4h9vM0LxzFeZuNEO8Q3q73Ng2LNjQ7ooiIXENNdwH054VLfDp5Mv+5MJSpERZmBxZmUNEHeOS+oQAEmRtPRERErmEYBnM3/cG5b95miGURVotBsl8JXq/yLCsSfmdA3QGEeIeYHVNERDJhNTtAbjl69CiNGjWiQoUKVKlShblz55odyS2s/OUEC0d1o0tSP7oV8WZ2YAAAJ0OLm5xMREQKItXrm4u/lM7AKYuJ+aYd0QHL+MnHi0sVO+L78joerP5fRjUepYZbRMSN3bHfdNvtdj788ENiY2OJi4ujWrVq3H///fj5+ZkdzRQZTheffbOBKptfJ8pxiMdDC5FitRLiFcyQBkOpW6Su2RFFRKQAUr3+Z1sPneXbLz7k+YxxfFjIl2/9wwiz+7Ow9VB8vPzRfUVERNzfHdt0R0ZGEhl5edbOiIgIQkJCOHfuXIEt4pZDa3loZxc+LmxliX8oAHUi6/Bug3cJ8wkzOZ2IiBRUqteZc7oMJny3g8Jr+9LSbytPFg7lpN2OzWKlXcXO+HkW7PdHRCQ/cdvTy9esWUPr1q2JiorCYrGwaNGi69b55JNPKFmyJN7e3lSvXp21a9dmuq0tW7bgcrkoVqxYLqd2P4YzA1YPxzb9YY57JLPE3w+bxUq3at34rNlnarhFROS2qF7njgkzZ9F03WPsD/uFZwpHcNJup1hAMaa0mspLsS/hYfUwO6KIiGSR2zbdFy9epGrVqowePTrTx2fPnk23bt1444032L59Ow0aNKBVq1YcOXLkqvXOnj3Lk08+ydixY/MitttwugzGfruBgx+2hJXvgOHinvLt6BH7MpNbTuGZys9gtbjtf7+IiOQTqtc5zJkBq4bS8UBXehaxMykoEMNi4dGyjzKv9Tyqhlc1O6GIiNwii2EYhtkhbsZisbBw4UIefvjhK8vuueceqlWrxqeffnpl2V133cXDDz/MkCFDAEhNTaVZs2Y899xzdO7c+ZZeMyEhAYfDQXx8PIGBgTnye+SlvRu+wbK8K+PCrLySkEJ0q/chtqPZsURECpz8Xk9uhep19qWkO9m+ayd1dvSBoz8B0LtMNdbbMxhQdyBNopuYnFBE5M6Wm/UkX17TnZaWxtatW+ndu/dVy5s3b8769euBy7fWeOqpp2jSpEmWCnhqaiqpqalXfk5ISMjZ0HnF5YQ17xG/cSR9igZz2m7nXHQtJqrhFhGRPKZ6nTWJKemM/mgYHVI+4RyXCPEMgAc/4I3yrUh1pupSMBGRfC5fnl985swZnE4nhQoVump5oUKFOHnyJADr1q1j9uzZLFq0iNjYWGJjY9m9e/cNtzlkyBAcDseVf/ntejKXy2D6d5tJmtSGj3aO4blCYZy22ykdWJI+9d82O56IiBRAqtdZkJpIwJJXqM5oOhcNom+RkhjPr4Eq7QnwDFDDLSJyB8iX33T/xWK5+kYZhmFcWVa/fn1cLleWt9WnTx+6d+9+5eeEhIR8U8jPX0xj3JRJtDozhJcKebA9yAHAo2UfpVetXvjYfUxOKCIiBZnq9fXik9OxHN+K9ZvnGWJL4KtC4QCcDylDgn8oDpPziYhIzsmXTXdYWBg2m+3KUfK/xMXFXXc0Pau8vLzw8vLKiXh5atuhM2yb1pcHrQt5tmgEiTYr/nYf+tcbRMsSLc2OJyIiBZjqdeY2HTjN1hn9qWFfQL/wYP708MeKhWcqP8uLsS9qZnIRkTtMvjy93NPTk+rVq7NixYqrlq9YsYK6deualCpvGYbBF99tImViG551zqZMehqR9gAqh1ZkbpsFarhFRMR0qtdXy3C6GLd4DWlTHiQ9cDHPRobxp4edIn6RTG41hVeqvaKGW0TkDuS233QnJSWxf//+Kz8fPHiQHTt2EBISQnR0NN27d6dz587UqFGDOnXqMHbsWI4cOcILL7xwW687ZswYxowZg9PpvN1fIdfEX0pnwtTJNIl7h0rW86RavHE98AGfV2yBw8uhgi0iInlG9Tpr/rxwiZmTP+bZ8x/iYUtmsF8ULouFh0o/RO9avfH39Dc7ooiI5BK3vWXYqlWraNy48XXLu3TpwuTJkwH45JNPGD58OCdOnKBSpUqMHDmShg0b5sjru+stSHYfOcemqb0I8v6WYaFBtLtkp0e7OVjCy5kdTUREMuGu9SSnqF7f3PLtB4j/sgeP8QMW4HxQJQ4/2Jc4uwfNSzQ3O56IiJC79cRtm26zuVsRNwyDeWu2EbLyvywLP8USfz8A6hWuzZhmn2Gz2kxOKCIimXG3enKncef391Kak/FzFlLnwJtMiMigYXIK98d0wdGqP9g9zY4nIiJ/o/t0F3BJqRlMmjaZ2Lh3eLeoF8c8/LBh4b/VXuHflf6N1ZIvL80XERG5Y/16/AKrpwwgxjqH7sWCOG/zYVdgKG1a9lXDLSJSwKjpdncuJ9unvo5/4jxeiXKQYbEQ5RPOsEYfEBsRa3Y6ERER+RvDMJi3egvBK7txIvw4YwJCASgfVIYhDUfg5+FnckIREclrarqv4VYTsySehPnPUvLUev5XJJIMi4VmxRozoP5gAj3d6xQ6ERGRvORW9fpvlsyfRKF9AxlazIejHv5YgKcr/puud3fF06ZvuEVECiJd030DZl4jdinNyeolc2ixrx+Wi6fBw48v6z5NalRV2sW0w2Kx5GkeERHJPne+5vhO4Dbvb/olWN6PM9sm0KJoEdKsFiK9w3jn3uHULFzTvFwiIpIluqa7AHFlZLBgZFfOei0hPCOF6hEVof0UHgora3Y0ERERuUaG08W69atpuKsPltO/Egb8OyCGo+Fl6FvnTZ2ZJiIiarrdSuJJTs5/iqVBf7DD28Gi4HAWt1+Mr0+I2clERETkGk6ni6kf9sbHmMn+1EuU9YuARz7lxdJNNMmpiIhcoabbDaSkOzm/Zzk/r32Vt/w9SPT2ws/qRc/6g9Vwi4iIuKOk01xY9B+2++xilV8QpVwRzG37FZ6OIqjdFhGRv1PTbbJDcQmsntidI37fM8fhD0DloLIMazKKYgHFTE4nIiIif5eclsHFPUv5Ze3/eCvAxjk/Xzyw0rbmy9gDI82OJyIibkhN9zXycjbUHzbthCUv8FXkOfZ5XW64n76rMy/XeA0Pq0euv76IiEh+Zcbs5b8cjWPHtFfZH7CBuUEBAJTxL8bQxiMpF1Iuz3KIiEj+otnLbyA3Z69Ly3Axe/YUWu57izBLAt0iCrE9MJghjT+gXpF6OfpaIiJiLreZXfsOlRfvr2EYLFz2PRGbXmNYZDqHPC8fGO9criOv1vwfXjavXHldERHJO5q9/A5y7GwCP0x8jYcuLsBhcXHKtyxvPTQWIySaMJ8ws+OJiIjI35xNTGHx5CG0P/MJnpY0Al1RhHsE8k6j96gTVcfseCIikg+o6c5Da7ft4sTSZ5kVkcBO32C6+Tel2OOjwMPH7GgiIiJyjZ927+PYV8/TIWM73haD46F1eO/h4fgGFcfh5TA7noiI5BNquvNAutPFvNlTOH/yHcZFeZNh8SDNJxSftu+q4RYREXEz6U4Xc+dMJ+3YID6N8mJfYjDPlOtKVLPuYNXc5CIicmvUdOeyk+eTWD7hFTb4reHH0MsN9n2FajOw8Xs6Si4iIuJmDsedZ/XkV9nmv47vI3wB+K14DUKavqqGW0REskVNdy46eugAq2b9i8nhSZy2++CJlV41e9LursexWCxmxxMREZG/WbF2HafXvcSk8HTO2H2xY+G/VV/kqSr/wWa1mR1PRETyKTXd18ixW5Ds/56IBf9hargnp+12inuG8kHLscQEx+RMUBERkQIsR28ZZhhs/PJD1h8ZzbxIX8BGca8whjcbQ4XQCre/fRERKdB0y7AbyO6U8WcSLhK08X3s6z4ADDYWLs83ZevS59538bHr+m0RkYJGtwzLXbf9/l46D1934+RvX9O2SCSJNisdS7ahe91+eNu9cz6wiIi4Jd0yLJ/Y/vOvbPn2SYpyjFYYUOMZ7mnxLvd4qGiLiIi4E5fLYM2KRdz78xtYEv6ksNXOwMj78Kn0GPWLNTQ7noiI3EHUdOeQ1H1LWLy6G3MiPPFxhVKmQX/K1n7B7FgiIiJyLWc6Mz95kRUeq7GlJ9AgpBQ8Op5mRaqbnUxERO5AarpvkysjnUPf9eH1I1+zz88TgEdLPUyJms+YnExERESuZZz9g8WLOjPa/wJJVm9OeDv4tsN32HyCzI4mIiJ3KDXdt2Hnz7+wZlkXpgUnc8nLkxCLB+/e+z71ijc2O5qIiIj8TWqGk8M/jmPcryNZ6usJWKnsU5Rhrcaq4RYRkVylpjsbDMNgyaLpfPfn26wI9QKs3BNQiiEtxxPuG252PBEREfmbg8eOs2z2U8wNOkqcryd2A164qzPP1OyO3ao/hUREJHep0tyi+KRLrBv/GvdfmMm+YAdWw4v/lH2cF+v2wmqxmh1PRERE/o9hGPzw3WI8N3VnTFFvwE4Rqz/vNf+MSoWqmh1PREQKCDXd1/in+37+vPdX4uc9xf0ZewFo5t+cZq26UrHQ3XkdU0REpEC72X26E5JTWDuhDy3OTMZucdE8qQjepRrxRtP38PXwzeO0IiJSkOk+3Tfw9/u0BQQE8OWX4/nmxPsk2Vx8ejyBhCbvEd3wCbNjioiIm9N9unNXZu/vrp93sXT50/w76Q/CnC72RbSgRJdP8fQLNTmtiIi4K92n20SJyZeYNu155nvv4LSvBx4G/NL+c+pWeMjsaCIiIvI3LpfB3DkjWHJhAltDPDngHU6vsj2Jue8ZsFjMjiciIgWUmu6b+GhKc5YUcmJY7BQxfBh1/3jKRVQxO5aIiIj8zemz5xg3qR3zA46R6OOJlwvq13iFkjXUcIuIiLnUdN/E1450bBYbTf2r8E6bcboOTERExA0Nn9+C9eGXbwVWBgcjH5pMiZAyZscSERFR030zPi7oU7Ebj9V4xuwoIiIicgNr/W14GAYdC7fgf82H4mH1MDuSiIgIoKb7pqbc/wWVSmh2chEREXcW4bQzotFoapZoaHYUERGRq6jpvonokNJmRxAREZGbmNlhKZFhUWbHEBERuY7V7AAiIiIit8vP09/sCCIiIpnSN9038NftyxMSEkxOIiIi+dlfdeSvuiI5S/VaRERyQm7WazXd1xgzZgxjxowhNTUVgGLFipmcSERE7gRnz57F4XCYHeOOoXotIiK5ITfqtcXQofdMXbhwgeDgYI4cOeK2fyTVrFmTzZs3u/X2s7ONW3lOVtb9p3Vu9bGEhASKFSvG0aNHCQwMzFJGMxT0sXG74+Jmj2ts5N723X2fcbPHM3ssPj6e6Ohozp8/T1BQUJZyStblh3oNufvZc/d9clbXLYj7ZXffJ2d3Gxobt09jI+//zs/Neq1vum/Aar18ubvD4XDbD6PNZsvVbDmx/exs41aek5V1/2md7D4WGBjotuMCNDZud1zc7HGNjdzbvrvvM272+D899lddkZyVH+o15O5nz933yVldtyDul919n5zdbWhs3D6NDfP+zs+Neq2/APKxrl27uv32s7ONW3lOVtb9p3Wy+5i7K+hj43bHxc0e19jIve27+z7jZo/n57EhuSs3x4a775Ozum5B/Oy5+z45u9vQ2Lh9Ght31t/5Or38BhISEnA4HMTHx7vtETDJexoXciMaG3IjGhu5S++v3IjGhtyIxoZkJjfHhb7pvgEvLy/69++Pl5eX2VHEjWhcyI1obMiNaGzkLr2/ciMaG3IjGhuSmdwcF/qmW0RERERERCSX6JtuERERERERkVyipltEREREREQkl6jpFhEREREREcklarpFREREREREcoma7tt09OhRGjVqRIUKFahSpQpz5841O5K4kUceeYTg4GAee+wxs6OIyRYvXky5cuUoW7Ys48ePNzuOuAntI/KWarbciD6L8hfVa7mR29lPaPby23TixAlOnTpFbGwscXFxVKtWjd9++w0/Pz+zo4kbWLlyJUlJSUyZMoV58+aZHUdMkpGRQYUKFVi5ciWBgYFUq1aNjRs3EhISYnY0MZn2EXlLNVtuRJ9FAdVr+We3s5/QN923KTIyktjYWAAiIiIICQnh3Llz5oYSt9G4cWMCAgLMjiEm27RpExUrVqRIkSIEBARw//33s2zZMrNjiRvQPiJvqWbLjeizKKB6Lf/sdvYTd3zTvWbNGlq3bk1UVBQWi4VFixZdt84nn3xCyZIl8fb2pnr16qxduzZbr7VlyxZcLhfFihW7zdSSF/JybEj+drtj5fjx4xQpUuTKz0WLFuXPP//Mi+iSi7QPyXmq2ZIZfdYkq1Sv5UbM3o/c8U33xYsXqVq1KqNHj8708dmzZ9OtWzfeeOMNtm/fToMGDWjVqhVHjhy5sk716tWpVKnSdf+OHz9+ZZ2zZ8/y5JNPMnbs2Fz/nSRn5NXYkPzvdsdKZlfxWCyWXM0suS8n9iFyNdVsyYzqtWSV6rXciOk12yhAAGPhwoVXLatVq5bxwgsvXLWsfPnyRu/evbO83ZSUFKNBgwbG1KlTcyKmmCC3xoZhGMbKlSuNRx999HYjipvIzlhZt26d8fDDD1957JVXXjG++OKLXM8qeed29iHaR2RONVsyo3otWaV6LTdiRs2+47/p/idpaWls3bqV5s2bX7W8efPmrF+/PkvbMAyDp556iiZNmtC5c+fciCkmyImxIQVDVsZKrVq12LNnD3/++SeJiYl8++23tGjRwoy4kke0D8l5qtmSGX3WJKtUr+VG8mI/Ys+RreRTZ86cwel0UqhQoauWFypUiJMnT2ZpG+vWrWP27NlUqVLlyrUB06ZNo3LlyjkdV/JQTowNgBYtWrBt2zYuXrxI0aJFWbhwITVr1szpuGKirIwVu93O+++/T+PGjXG5XPTs2ZPQ0FAz4koeyeo+RPuIrFPNlsyoXktWqV7LjeRFzS7QTfdfrr1WwzCMLF+/Ub9+fVwuV27EEjdwO2MD0IyXBcjNxkqbNm1o06ZNXscSk91sXGgfcetUsyUzqteSVarXciO5WbML9OnlYWFh2Gy2646ExsXFXXekQwoWjQ3JKo0VyYzGRc7TeyqZ0biQrNJYkRvJi7FRoJtuT09PqlevzooVK65avmLFCurWrWtSKnEHGhuSVRorkhmNi5yn91Qyo3EhWaWxIjeSF2Pjjj+9PCkpif3791/5+eDBg+zYsYOQkBCio6Pp3r07nTt3pkaNGtSpU4exY8dy5MgRXnjhBRNTS17Q2JCs0liRzGhc5Dy9p5IZjQvJKo0VuRHTx8Ytz3eez6xcudIArvvXpUuXK+uMGTPGKF68uOHp6WlUq1bNWL16tXmBJc9obEhWaaxIZjQucp7eU8mMxoVklcaK3IjZY8NiGJncBV5EREREREREbluBvqZbREREREREJDep6RYRERERERHJJWq6RURERERERHKJmm4RERERERGRXKKmW0RERERERCSXqOkWERERERERySVqukVERERERERyiZpuERERERERkVyipltEREREREQkl6jpFnFzFovlqn9WqxWHw0Ht2rUZOXIk6enpuZ5h8uTJWCwWBgwYkO1tlChRAovFckvPeeqpp7BYLKxateq6x1asWEH9+vUJCAi48t6IiIiYRfVa9VrkRuxmBxCRrOnSpQsATqeTQ4cOsX79ejZu3Mg333zD0qVLsdsLzsf5yJEjPPLII6SlpdG0aVMiIiKuPFaiRAkOHz6MYRgmJhQRkYJK9fr/U70WuazgfOpF8rnJkydf9fPGjRtp1KgR33//PbNmzeKJJ54wJ1guGjJkCL179yY6Ovqq5d999x0XL16kX79+DBo0yKR0IiIi11O9/v9Ur0Uu0+nlIvnUPffcw1NPPQXAsmXLzA2TSyIjIylfvjy+vr5XLT927BgApUqVMiOWiIhIlqleq16LqOkWyccqVqwIQFxc3HWPGYbBlClTaNiwIUFBQfj4+FClShXee++9G15XtmvXLh588EEcDgcOh4NmzZqxYcOGG77+xYsXGTZsGLGxsQQFBeHv70/p0qVp167dP/5hMX78eKpUqYKPjw+FCxfm+eef58KFC9etd+01YqtWrcJisdC/f38Ann766SvXhzVq1AiLxcLhw4eBq6+tK1GixA2ziIiI5DbVa9VrKdh0erlIPpaYmAhw1TVSAC6Xi3/961/MnTuXwMBAatasib+/Pxs3buT1119n5cqVfP3111it//+428aNG2nSpAnJycnExsZSvnx59uzZw7333nvlCP3fOZ1Omjdvzvr16ylatCiNGjXC09OTY8eOsXjxYvz8/GjRosV1z+vZsyejRo2iZs2atGzZkvXr1zN27Fh+/fVXVq9e/Y8TrBQuXJguXbqwY8cOdu7cSb169ShTpgwA5cuXp0SJEsybN4+LFy9euaYOICws7JbeVxERkZykeq16LQWcISJuDTBu9FFt2LChARjTp0+/avmwYcMMwGjWrJkRFxd3ZXlSUpLRunVrAzBGjx59ZbnT6TTKly9vAMaQIUOu2tabb755JUP//v2vLF+5cqUBGA899JDhdDqves6FCxeMLVu2XLWsePHiBmBERkYa27dvv7L89OnTRpkyZQzA+P777696TpcuXQzAWLly5VXL+/fvbwDGpEmTrntP/nodERGRvKR6rXotciM6vVwkn3G5XBw4cIAXX3yRNWvW0KZNGzp06HDl8YyMDEaMGEFAQAAzZswgPDz8ymN+fn6MGzcOLy8vPv/88yvLV61axd69e4mJiaFXr15XvV7//v2vmxgF/v8pco0aNbrqCDyAw+GgevXqmeZ/++23iY2NvfJzWFgYL774IgBr1qzJ4rsgIiLi3lSvReQvarpF8om/rney2WyUKVOGzz77jGeeeYaFCxdedfuR7du3c+bMGerXr5/paVqFChWibNmy7Nmzh0uXLgHw448/AtCuXbvrThez2+089thj120nNjYWq9XKiBEjmDVr1pVT526mefPm1y2LiYkB4MSJE1nahoiIiLtSvRaRa6npFsknunTpQpcuXejQoQPlypUDYMKECUyaNOmq9Q4dOgTAkiVLrpqc5O//9uzZg2EYnDt3DoDjx48DZHqE/EbLY2JiGDFiBKdPn6Zjx44EBwcTGxtLjx49+Pnnn2/4exQtWvS6Zf7+/gCkpqbe5F0QERFxb6rXInItTaQmkk9ce9/P4cOH06tXL15++WWaNm1K8eLFgcsTpgCULVuWunXr/uM2vby8gMszpwL/OClKZrp37067du1YtGgRK1asYO3atbz//vuMHDmSjz76iK5du173nFt9DRERkfxE9VpErqWmWySf6tmzJ99//z3Lly9n4MCBTJw4Efj/R6YrVap0XeG/kaioKIArt++41pEjR2743GLFivHyyy/z8ssvk5GRwaxZs3j66afp3r07nTp1IigoKOu/lIiIyB1G9VpEdHq5SD42bNgwLBYL06ZNu1KAa9asicPhYOXKlSQkJGRpO/Xr1wdg/vz5V46i/yUjI4P58+dnaTt2u50nnniCmjVrkpaWxr59+27ht8kZnp6ewOXcIiIi7kD1+nqq11KQqOkWycdiY2N56KGHyMjIYPjw4cDlU9B69OjBhQsXePTRRzM9Gr5r1y5mz5595efGjRsTExPD3r17ee+9965ad/DgwZluY+XKlXz33Xe4XK6rlh8+fJhff/0Vi8WS6fVgue2vbwF+++23PH9tERGRzKheX0/1WgoSNd0i+dyAAQOwWCxMnDiRkydPAtC3b186duzId999R7ly5ahbty7/+te/aNq0KaVKlaJq1arMnDnzyjasViuTJ0/Gx8eHnj17Uq1aNR5//HGqVKnCu+++y7PPPnvd6+7cuZNmzZpRuHBhWrVqxRNPPEGLFi0oX748Fy5c4NVXX71SUPNSmzZtALjvvvvo2LEjzz77LL17987zHCIiIn+nen011WspSNR0i+RzVatW5ZFHHiElJYUPPvgAuFyUZ8yYwbx582jcuDG///47CxYs4JdffqFQoUIMGDCAYcOGXbWdOnXqsH79elq1asX+/ftZvHgx4eHhrFy5knr16l33ug8++CBvvvkmMTEx7Ny5k7lz5/Lzzz/ToEEDFi5cyMiRI/Pk97/WK6+8wptvvom/vz/z589nwoQJzJo1y5QsIiIif1G9vprqtRQkFuPaC0JEREREREREJEfom24RERERERGRXKKmW0RERERERCSXqOkWERERERERySVqukVERERERERyiZpuERERERERkVyipltEREREREQkl6jpFhEREREREcklarpFREREREREcomabhEREREREZFcoqZbREREREREJJeo6RYRERERERHJJWq6RURERERERHKJmm4RERERERGRXPL/ALUPc5EghFKFAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -222,20 +219,23 @@ "zs = np.linspace(param.code.zmin,param.code.zmax,param.code.Nz)\n", "\n", "fig, axs = plt.subplots(1,2,figsize=(10,4))\n", - "axs[0].loglog(zs, D_EdS.comoving_dist(zs), ls='--', label='EdS')\n", - "axs[0].loglog(zs, D_dS.comoving_dist(zs), ls='-.', label='dS')\n", + "axs[0].loglog(zs, D_dS.comoving_dist(zs), ls='-.', label='de Sitter')\n", "axs[0].loglog(zs, D.comoving_dist(zs), ls='-', label='Planck')\n", + "axs[0].loglog(zs, D_EdS.comoving_dist(zs), ls='--', label='Einstein-de Sitter')\n", "axs[0].legend(loc=2, fontsize=14)\n", "axs[0].set_xlabel('Redshift', fontsize=15)\n", "axs[0].set_ylabel('Comoving distance', fontsize=15)\n", "axs[0].axis([0.01,10,40,5e4])\n", - "axs[1].loglog(zs, D_EdS.proper_dist(zs), ls='--', label='EdS')\n", - "axs[1].loglog(zs, D_dS.proper_dist(zs), ls='-.', label='dS')\n", + "\n", + "axs[1].loglog(zs, D_dS.proper_dist(zs), ls='-.', label='de Sitter')\n", "axs[1].loglog(zs, D.proper_dist(zs), ls='-', label='Planck')\n", + "axs[1].loglog(zs, D_EdS.proper_dist(zs), ls='--', label='Einstein-de Sitter')\n", "axs[1].legend(loc=2, fontsize=14)\n", "axs[1].set_xlabel('Redshift', fontsize=15)\n", "axs[1].set_ylabel('Proper distance', fontsize=15)\n", "axs[1].axis([0.01,10,40,5e4])\n", + "\n", + "plt.tight_layout()\n", "plt.show()" ] }, @@ -274,7 +274,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -2328,7 +2328,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.6" + "version": "3.10.9" } }, "nbformat": 4, diff --git a/notebooks/.ipynb_checkpoints/bayesian_inference-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/bayesian_inference-checkpoint.ipynb index 6937cb5..640bead 100644 --- a/notebooks/.ipynb_checkpoints/bayesian_inference-checkpoint.ipynb +++ b/notebooks/.ipynb_checkpoints/bayesian_inference-checkpoint.ipynb @@ -115,7 +115,7 @@ "outputs": [ { "data": { - "image/png": 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KMiIiIkEuISGB2NhYHA7HJR93OBzExcWRkJAQ4MqKT0FGREQkyIWGhjJ58mSAi8JM7v1JkyYRGhoa8NqKS0FGRESkBEhKSmLu3LnExMR4HI+NjWXu3LkkJSWZVFnxhJldgIiIiARGUlISiYmJREdHA7BgwQI6d+5sy5GYXBqRERERKUHODy3t27e3dYgBBRkRERGxMQUZERERsS0FGREREfFgpw7ZCjIiIiLiZrcO2QoyIiIiAtizQ7aCjIiIiNi2Q7aCjIiIiNi2Q7aCjIiIiNi2Q7aCjIiIiNi2Q7aCjIiIiBStQ7YF5ssoyIiIiEjhOmQbBvzzn1C/PmzaFOhSPSjIiIiIBInMzEwcDgcOh4PMzMxC/7xXHbJ/+QV69IBbb4Xdu+G553xVfpEoyIiIiIhbUlISO3bscN9fsGABKSkprhDz6qvQuDF88w2UKgVPPAEffWResSjIiIhICVPcUYuSIM8O2dWqwZkz0LUrbNsGEydC2bImVekSZuqri4iIiGU1BEIXL4ZbbnEduPNOiImBDh0gj0nBgaYRGREREfGUlsarwGYg/N57IS3NddzhgBtusEyIAQUZERERyeV0wsyZRDVvzkhcl22crVvDqVNmV5YnBRkREZELlMh5ND/+CAkJMGAAIYcPswvoCmR99hlUrWp2dXlSkBERESnpUlLgmmvg+++hTBnOPPMMTYBvza7LCwoyIiIiJV18PPTrB337ws8/c3bkSM6YXZOXTA0yEydO5JprrqFcuXJUrlyZnj17snPnTo9zTp8+zdChQ6lYsSJly5ald+/eHDp0yKSKRURE7K81sBxw7Nlz7uD778Onn0JsrElVFY2pQWb58uUMHTqUNWvWsGjRIs6ePUvnzp09rkc+/PDDzJ8/n88//5zly5ezf/9+16Y8IiIiUjiHDxM+ZAhrgfZA+DPPnHsszJ47spha9cKFCz3uf/TRR1SuXJkNGzbQvn170tLSeP/995k1axY33ngjAB9++CENGjRgzZo1XHvttWaULSIiYi/Z2fDWWzB2LKVyl1IPHEjYiy+aW5cPWCp+pf354VaoUAGADRs2cPbsWRITE93n1K9fnxo1arB69epLBpmsrCyysrLc99PT0/1ctYiIiIWtWAHDhsHWra77LVrA1KkQJIMBlpns63Q6GTFiBG3btqVx48YAHDx4kPDwcC677DKPc6tUqcLBgwcv+TwTJ04kOjrafYuLi/N36SIiIta1eLErxFSoAO+8A+vWBU2IAQuNyAwdOpRt27axatWqYj3P6NGjGTlypPt+enq6woyIiJQYpYAq5x8YNcrVH+nRR6FiRZOq8h9LBJlhw4bx9ddfs2LFCmLPmy1dtWpVzpw5w/Hjxz1GZQ4dOkTVPDbniYiIICIiwt8li4iIWE7ov//NFiATICfHdbB0aVdzxyBl6qUlwzAYNmwYX3zxBUuWLCE+Pt7j8ZYtW1KqVCkWL17sPrZz507+97//cd111wW6XBERkUIJ2A7Be/ZAr15E9uxJfaA64PjtN/+9noWYOiIzdOhQZs2axVdffUW5cuXc816io6OJiooiOjqawYMHM3LkSCpUqED58uV56KGHuO6667RiSURE5NQpeOUV14jL6dMYoaG8npPDBGB/3bpmVxcQpgaZt99+G4AbbrjB4/iHH37IwIEDAXj99dcJCQmhd+/eZGVl0aVLF956660AVyoiImIxe/dChw6u9gIAHTty6qWXeKR1a3PrCjBTg4xhGAWeExkZydSpU5k6dWoAKhIRsabMzEzKli0LQEZGBmXKlDG5IusJ9Gdk+n+T6tWhShXXRN7XXoPbbsM4eTKwNViAZZZfi4iISD4yMuDZZ13/CxAS4mop8PPPcPvt4HCYW59JLLFqSURERPJgGDBnDjzyCKSmQmYm5O7IW6uWqaVZgUZkRERErGrbNrjxRldX6tRUV5fqtm3NrgoI4IqsAmhERkRExGrS0mDCBHjjDdd+MJGRMHo0PPYYREX5/eXLlCnj1TxWK9CIjIiIlCg5uRvFAStWrPC4bxmjRsHrr7tCTK9e8NNPZD7yCI7SpfMdAbHFe/MxBRkRESkxkpOTadiwoft+9+7dqVWrFsnJySZW9Sen89yfx4xxNXdcuBCSk72aC2Pp9+ZHCjIiIlIiJCcn06dPH1JTUz2Op6am0qdPH/O+8I8ehSFDoH//c8diY+GHH6BLF6+ewrLvLQAUZEREJOjl5OQwfPjwS877yD02YsSIwF6KyclxdaO+6iqYNs21lHr79nOPe7mc2pLvLYAUZEREJOitXLmSffv25fm4YRjs3buXlStXBqag1auhdWt44AE4dgwaN4Zly6BRo0I/leXeW4ApyIiISNA7cOCAT88rsj/+gEGD4PrrYeNGKF8eJk+GH390tRsoAsu8N5No+bWIiAS9atWq+fS8IitVChYtcv150CBXs8cqVYr1lJZ5byZRkBERkaCXkJBAbGwsqampl5xL4nA4iI2NJSEhweevfQ3wQ+6dsmXhgw9cIzHXXuuT5zfzvVmBLi2JiIjfWGX319DQUCZPngy4vtjPl3t/0qRJhIaG+u5F9+0jYuBA1gH3nH+8c2efhRgw6b1ZiIKMiIiUCElJScydO5eYmBiP47GxscydO5ekpCTfvNCZM/DSS1C/PmFz55ID1PHNM+cpYO/NghRkRESkxEhKSmLHjh3u+wsWLCAlJeWiL/oi75D77bfQpAk88QRkZpJz7bW0Asb6ovgCePvego2CjIiIlCjnX2Jp3779RZdcirxD7pNPQteusGuXawLvjBmcXrSITb4svgAFvbdgpCAjIiLyp8LskHvRqE2PHq5VSQ8/DDt3wj33kHNe24Hi9j4qiX2UvKEgIyIiQuF2yE2eN4+G8fHux7t3706tvn1JfusteO01iI72ae+jktpHyRsKMiIi4sEqK40Czdsdcp9/+GHXqM2xYx6Pp6am0ue++0hOTvZp76OS3EfJGwoyIiIieL/z7eQpU7h4zObcqM3w4cN91vuopPdR8oaCjIiICN7vfHssn8cMw2Dfvn0+631U0vsoeUNBRkREhHM75F64qVwuB1DBy47U3vBmBKik91HyhoKMiIgIBeyQ++f/Dh8zxmev580IkJX7KFllFZWCjIiIyJ+SevZk7oMPUv2CIBMbF8fcefN4aty4/Edt/uxrVNA5cXFx7t5H+U2uLnCU6ILnChQrraJSkBERsQGr/PZrZcX+jDZuhHbtSJo6lT1Op3s33vN3yPWmr9HkyZN91vvIin2ULLeKyghyaWlpBmCkpaWZXYqISJHMmzfPqF69ugG4b7Gxsca8efP88noZGRnu18nIyLDMc+WnMJ/RRTUdOWIYDzxgGA6HYYBhlC1rZD33nFEqn7ov9XpxcXEer+fNOZesx8v3V9TnKo7s7GwjNjbWo47zbw6Hw4iLizOys7OL/Vrefn8ryIiIWNi8efMMh8NxyS8Mh8PhlzBjtyBT2M/o/JpOvf++YVSo4AowYBh33WUY+/Z5VXfu9wtgLFiw4JJf3t6c4+1n5MvnKqqlS5fmGWLOvy1durTYr+Xt97cuLYmIWJT2EClYcT8jh9MJx45B06awfDl88glUr+7Va3vT18iXvY+s0EfJiquoFGRERCxKe4gUrNCf0cGDhKxe7X48u29f+PRT2LAB2rf3d7m2Z8VVVAoyIiIWZcXffq3G689o716YNAnq1SOif3/K5T7gcEDfvhAW5q8Sg4oVV1EpyIiIWJQVf/u1Gq8/o7FjXV2p09MxYmK4ws91BSsrrqJSkBERsSgr/vZrNd7sxhsHJOzZAxUrwvTpnF62jN8CWWSQSUpKYu7cucTExHgcj42NZe7cuSQlJQW0HgUZERGLsuJvv1bjzW68kxwOQh98EHbtgnvvhRL8eflKUlISO3bscN8/f6+dQFOQERGxMKv99mtFeX5GpUszt359kjZuhKlToUIFkyoMTlZYRQUKMiIilmel336tKql5c35t3ZrKf95fsGABKQcOkLRjB1x9tZmliZ8pyIiI2EAgf/u1VTuEU6dg/Hho2JCIL75gyp+H27dvT2j58q5VSRLUFGRERIJEfs0HvWWlZoD5Mgz48kto2BAmTIDTp8np0IHxZtclAacgIyIigAWbAeZl1y7o3h169YI9eyAuDj7/nNNff81PXvx4mTJlMFwteihTpoy/qw2oYH5veVGQERERe7VD+PhjWLgQwsPhqafgp5+gT5+gv4xUEkOKNxRkRETE2u0QDAOOHj13/4knYNAg2L4dnnsO9KVeoinIiIiI39ohFHvi8Nat0LEjdO0KTqfrWJky8MEHcOWVhXsuCUoKMiIi4pd2CMWaOHz8OIwYAc2bu7pSb98OW7Z4/dpScijIiIiIz9shFHnisNMJH30E9erB5MmQkwO9e7vmwQTpfjC2Wu5uQQoyIiLi03YIRZ44/Pvv0Lata/7L4cNQvz589x3MnQs1axblbfmVLybf2ma5u4UpyIiICOC7dghFnjhcsaJrBKZsWXjlFdi8Gf7v/wr9PuzCNsvdLU5BRkRE3HzRDsHricOpqa5Ju7mb94WEwMyZsHMnPPqoa3m1zeU1amOr5e4WpyAjIiIeitsOweuJw+PHw+DB8MIL5w7Wrw8XjAgFI0svd7cZBRkREfGpAicOA3FAwu7dEB3t2pm3hPHXcveSSEFGRER8Kt+Jw3/+7yQgdPBgV7uBBx4IaH1W4I/l7iWVgoyIiPhcnhOHgbl16pC0Zg289x5UrmxOgSbz9XL3kkxBRkRE/OL8icMVgMWVK5Pyzjsk7doFbdqYW5zJfLncvaRTkBEREd/KyoIXX4T77nN/ER8D2uzaReh997lWJ4nPlruXdGFmFyAiIkFk4UL429/gl18ACLn77nOPhRX9KyczM5OyZcsCkJGR4ffuz7nLpv0tKSmJxMREoqOjAddy986dO9tiJCZQn1FBFItFRKT4UlKgZ0/o1s0VYqpWhY8/xtm8udmVWV5xl7uXdAoyIiJSdKdOwfjx0KABfPWVa9TlkUdcm9r17w95TGYV8RVdWhIRkaLLzobp013zYjp1gjfegPN6B4n4m6kjMitWrODmm28mJiYGh8PBl19+6fH4wIEDcTgcHreuXbuaU6yIiLj89purSzVAuXLw9tvw+eewaJFCjAScqUEmMzOTZs2aMXXq1DzP6dq1KwcOHHDfPv300wBWKCIibidOwKhRrjYC//jHueO33gp9+ugykpjC1EtL3bp1o1u3bvmeExERQdWqVQNUkYiINZm6QsQw4LPPXI0c9+93HVu+HO65x5x6RM5j+cm+y5Yto3LlytSrV48hQ4Zw9OjRfM/PysoiPT3d4yYiIkXj2LYNbrgB7rrLFWJq14b58+H9980u7SJ5dZqW4GbpINO1a1dmzpzJ4sWLeemll1i+fDndunXLt635xIkTiY6Odt/iSmAzMhERXxgORLVtCytWQFQUPPssbN8ON91kdmkibpZetdS3b1/3n5s0aULTpk2pU6cOy5Yto1OnTpf8mdGjRzNy5Ej3/fT0dIUZEZFCcF/G+s9/oF076N0bXn0VatY0uzSRi1g6yFyodu3aVKpUid27d+cZZCIiIoiIiAhwZSIiQeCHH2DbNhg40HW/bVvX/UaNTC1LJD+WvrR0oX379nH06FG1NRcR8aUjR+D++6F1axgyBPbsOfeYQoxYnKkjMhkZGezevdt9PyUlhU2bNlGhQgUqVKjAhAkT6N27N1WrVuXXX3/l8ccf58orr6RLly4mVi0iEiRyclyb2T31FPzxh+tY794QGWluXSKFYGqQ+eGHH+jYsaP7fu7clgEDBvD222+zZcsWZsyYwfHjx4mJiaFz5848++yzunQkIn4V6AaFpvjPf2DYMNi0yXW/aVN4801ISDC1LJHCMjXI3HDDDfnui/Dtt98GsBoRkRLi6FH4v/9z9Um67DLXaqQHHih0d+oSEfjE8mw12VdERIrI6YSQP6dFVqwITzwBe/fCCy/AFVeYW5tIMdhqsq+IiOTt/D22VqxYce7+kiXQrBmsXn3u5KefhnffVYgR21OQEREJAsnJyTQ8r2Fj9+7dqRUXR3Lbtq6u1Nu2wfjx537AQn2RMjMz3Y2BMzMzzS5HbEZBRkQ86EvFfpKTk+nTpw+pqakex1MPHKDP99+T7HC4JvZ+9plJFRZfnqNNUuIpyIiI2FhOTg7Dhw+/5MKJ3CMjKlcmZ9IkuPzygNbmK5ccbapVi+TkZBOr8h31iCoeBRkRERtbuXIl+/bty/NxA9h76BArV64E7DfiludoU2oqffr0CZowI0WnICMiYmMHzt+FN7/zDhzwbyF+kO9o05/HRowYoctMJZyCjIiIyYo0SmIYkJxMtVGjvDrdjq1dChxtMgz27t3rHm2SkklBRkTEbn7+Gbp0gd69STh8mNjQUBx5rEJyOBzExcWRYMMde70dRbLjaJP4joKMiAQNu83/KLQTJ+Dxx6FJE1i0CMLDCR0zhskzZwJcFGZy70+aNInQ0NCAl1tc3o4i2XG0SXxHO/uKiNjBsWOuALN/v+t+jx4waRJceSVJwNzISP72t795TIqNjY1l0qRJJCUlmVJycSUkJBAbG0tqauol58k4HA5iY2NtOdokvqMRGRERO6hQAdq3hzp1YP58+PpruPJK98NJSUns2LHDfX/BggWkpKSYHmKKs7Q4NDSUyZMnA8E32iS+oyAjImJFx4/DyJGufki5pk517dB7002X/JHzv9Dbt28fFF/wSUlJzJ07l5iYGI/jsbGxzJ071/SgJubTpSUREStxOuHDD2HUKPj9d0hNhdmzXY9VqGBubSZJSkoiMTGR6OhowDXa1Llz56AIalJ8CjIiIhbREojs1AnWr3cdqF8f7r3X1JqsIhhHm8Q3dGlJRMRsR44wDVgHhK5fD2XLwt//Dps3Q2Ki2dWJWJqCjIhIEXiz1Nvb5eClpk3jflz/IGf37Qu7dsEjj0B4uH+KFwkiCjIiImY4fdr9x7MjRvAvIAHIeu89sMm+KOpILVagICMicgG/fkEfOAD33AMdO7om9gKULctNwCrfvYrfBXtHarEPBRkRkfP47Qv67Fl47TWoVw8+/hjWroXvvy9mteZQR2qxEgUZEZE/+esL+kYg6tprXfNeTpyAa66BNWugXTsfVB1Y6kgtVqMgIyKCn76g09OZDSwGQnbuhEqV4L33XCGmdWvfFB5g6kgtVqMgIyKCn76gy5ShNpADnL3/ftdqpMGDIcS+//SqI7VYjX3/3yQi4kM++4L+9ls4edL159BQ/gq0AM68+ipcfnmxarQCdaQWq1GQERHBB1/Qv/4Kt9wCXbvCiy/Cn5ejNgNbfFSjLxR3RVZuR+oLmzjmcjgcxMXFqSO1BIyCjIgIRf+CjgJKPfssNGrk6kodFuZeVm21fVZ8sSJLHanFahRkREQowhe0YdAL+AkIf+klyMpytRPYsgWee47kL76w1D4rvlyR5euO1FYLfGIzRpBLS0szACMtLc3sUkRsIff/M4CxYMECIzs72+ySvJaRkeGuPSMjo0jPMW/ePKN69eru5wGMuLg4Y968eR7nZT39tGG4LiAZOXFxhjFvnmE4ne7ncDgcHs8BGA6Hw3A4HBc9ly/qzu95srOzjdjY2IvqOb+uuLi4Qv+39sXflUt93rGxsX77jMQ+vP3+VpARETdvv1Ssyldfdt58QWfu2GEcBeMZMDIOH3YfL0po8FV4zOv9L126NM96zr8tXbrUJ6/nrcIEPgWZksfb729dWhIRQLu1nu/8+R3t27cnNCQEPvkEHn3UfdyoUYMawFiA0qXdxwu7jDsQW/1bccm0NtYTX/E6yOzfv9+fdYiIifSlkreQrVuhQwfo3x9efRVWr3Y/dql+1oUJDYEKj1ZcMq2N9cRXvA4yjRo1YtasWf6sRURMoi+Vi10GvAFEtm0LK1dCVBQ8/zy0aJHvz3kbBipXrhyw8GjFJdNWHCUSe/I6yDz//PPcf//93HbbbRw7dsyfNYlIgPnrSyUzMxOHw4HD4SAz81LjFxbkdBI2Ywa7gIcAh9MJt90GP/8MTz4JERH5/ri3oQEIWHi04pLpwo4SlSlTBsM1r5MyZcr4szSxGa+DzIMPPsiWLVs4evQoDRs2ZP78+f6sS0QCyIqXHkyTmUmpZ57hCmAHcGr+fJgzB2rU8OrHvQ0Nhw8f9ur5fDUi4esl08VlxVEisadCTfaNj49nyZIljBkzhqSkJJo2bUqLFi08biJiPyX+S+XYMfdOvJQrx5mXXmIk0AxwduxY6KfzJjSYER6TkpLYsWOH+/6CBQtISUkJeIgBa44SiT0VetXSf//7X5KTk7n88su59dZbL7qJiP0U5UvFlpeNLpSTA2+9BVdeCefNAczp04fXgexiPHVBocGs8HjRiiwTg4LVRonEpgqzpnv69OlGuXLljF69ehmHz9s3wcq0j4yI97zdDM4wvNvXI9B7fxRqP5aVKw3j6qvdm9oZ3boVqm5fnJO7j8qFe6nktXFeQQL93ySQ+/ZIyePzfWS6du3KqFGjePPNN0lOTuaKK64oboYSEYux0qWHwvJ6P5YDB+DuuyEhATZtcnWkfustV5+kANOIhIuVRonEfsK8PTEnJ4ctW7YQGxvrz3pExGR2/FLJ3Y/FuGApc+5+LO5Q8Mkn8MADkJEBDgfce69rSXWlSiZV7goziYmJREdHA67w2LlzZ1t87iJW4PWIzKJFixRiRMRyCrWZX40arhDTujWsXQvvvFPkEOPLRod2DI8iVqEWBSJia4XazC8hAZYsce3Oe801RX7NQLQVEBHvKMiIiK0VejO/jh0hpOj/9KknlYi1KMiIiK0Vdj+W4iwbV08qEetRkBERWwvkfiyF7UkV6G31tY2/lEQKMiJia6GhoUyeOBEMgwujjK93iFWjQxHrUZAREdtL6t+fub17U/2Cho6+3o9FPak8aQRIrEBBRsQGgqIdgC/99BN06eJaQv2npM8+Y/uhQ+77/tjMr8T3pBKxIAUZEbGPEyfgscegaVP47jt49NFzj4WFERp2bo9Pf+zHokaHItajICMi1mcYrl1569WDv/8dsrPhlltgxgy/vFx+l0zUVkDEWrxuUSAiYootW2DYMPhzJRBXXgmTJ0P37qaVpLYCItahERkRsbb1610hpnRpV1+kbdtMDTG51FZAxBo0IiMi1uJ0wn//C/HxrvuDBsFvv7maPcbFmVubiFiORmRExDrWrYNrr4UOHSB3dVZIiGskRiHGJ7RkWoKNgoyImO/33+Gvf4U2bVyXko4fhx9/NLsqEbEBBRkR8Zvzew6tWLHi4h5E2dnw5ptw1VXw/vuuY/fcA7t2Qbt2AaxUROxKQUZE/CI5OZmGDRu673fv3p1atWqd6w594gS0agUPPeQagWnWDFatci2prlrV47m0IaCI5MXUILNixQpuvvlmYmJicDgcfPnllx6PG4bB2LFjqVatGlFRUSQmJvLLL7+YU6yIeC05OZk+ffqQmprqcTw1NZU+ffq4wky5clC3LsbllzMECN28mcyrrzalXhGxL1ODTGZmJs2aNWPq1KmXfPzll1/mjTfeYNq0aaxdu5YyZcrQpUsXTp8+HeBKRcRbOTk5DB8+HMMwLnos99iIESNcl5mmTOHkjz8yDXAGuE4RCQ6mLr/u1q0b3bp1u+RjhmEwadIkxowZw6233grAzJkzqVKlCl9++SV9+/YNZKki4qWVK1eyb9++PB83DIO9e/eycuVKbrjhhnOrk0qw3JVEIlJ4lp0jk5KSwsGDB0lMTHQfi46Opk2bNqxevTrPn8vKyiI9Pd3jJiKBc+DAAZ+eB15MGhaREsuyQebgwYMAVKlSxeN4lSpV3I9dysSJE4mOjnbf4rT3hEhAVatWzafnFThpWGxPe9tIcVg2yBTV6NGjSUtLc9/27t1rdkkitlLcL5WEhARiy5fHkcfjDoeDuLg4EhISCnwuryYNi0iJZtkgU/XP5ZeHDh3yOH7o0CH3Y5cSERFB+fLlPW4iEgBO13Td0NBQJr/1FsBFYcbhcB2ZNGlSgb2JCjVpWERKLMsGmfj4eKpWrcrixYvdx9LT01m7di3XXXediZWJyPlKA6UmTIDERHeYSerXj7lz5xJTvbrHubGxscydO5ekpKQCn7cwk4ZFpOQyNchkZGSwadMmNm3aBLgm+G7atIn//e9/OBwORowYwXPPPcc///lPtm7dyj333ENMTAw9e/Y0s2wRATAMegM/AeGvvAJLl8J337kfTurdmx07drjvL1iwgJSUFK9CDPhn0jBo4rBIsDE1yPzwww80b96c5s2bAzBy5EiaN2/O2LFjAXj88cd56KGHuO+++7jmmmvIyMhg4cKFREZGmlm2iOzYQeTNNzMXqAE4a9SAL76ALl08Tjv/8lH79u0LvJx0Pl9PGgZNHBYJRg4jyDcvSE9PJzo6mrS0NM2XEdvKzMykbNmygGsk07SVHadOwdNPw+TJkJ3NaeBl4JHDhylzxRUXne5N3Xmdk5OTQ61atUhNTb3kPBmHw0FsbCwpKSnugJTf6+VOHL7wuXLn7Xh7yasw701Eis7b72/LzpEREQsKD4fFiyE7m6wePYgHxgErfvjB55doQkNDmTx5MnAubOQqzKRh0MRhkWCmICMi+du82TUSAxAaCu+8Q/JTT1Fn0yZyd3Ty1yWapKQk16ThmBiP44WZNAyaOCwSzBRkROTS/vgDhg2DFi3g5Zfdh5P37aPPCy8EbG+XpKSkYk0aBv9NHBYR8ynIiIgnpxPeew+uugqmTnXdT0kBwzDtEk1xJg2DfyYOi4g1KMiIyDnr1sG118K998KRI9CwISxZAh99BA6HbS/RJCQkEBsbe9Fcm1yF2W04l7bVF7EGBRkRcXn7bWjTBtavh/Ll4fXXYdMm6NjRfYpdL9H4cuKwiFiLgoyIuHTtClFRMGAA7NwJI0ZAqVIep5h1icbb0Y/8zvPVxGERsRYFGREb8MtutCtXwrPPnrsfHw+//uq6jJRHPzN/XKIJJF9MHBYRa1GQEbE4n+9Gu38/9O8P7dvD2LGwevW5xwoYSQmGSzTFnTgsItaiICNiYbm70fpkqfOZM/D3v0O9evDJJ+BwwP33Q926hapJl2hExEoUZEQsqrBLnTMzM3E4HDgcDjIzMz1/YNEiaNYMHnsMMjJck3rXrYNp06BSpULXpks0ImIVCjIifpJvsPCCz5Y6nzzpupT0889QuTJ8+CF8/z20alXoms6nSzQiYgVhZhcgIpdWrKXOWVlQurTr8lHp0q5LShs2wPjxcNllPq1TRMRMGpERsaiiLnW+CYhq1Qpmzz538O67YdIkhRgRCToKMiIWVdilzo5ff2U+MB8ISUlxbWh3ifk1IiLBREFGxKK8Xup8+jSMGUPUNddwE3AGODNyJCxe7Lq0JCISxBRkRCyswKXOZctCgwbw/PM4zpzhW6AJcPaZZ6BsWVNqFhEJJAUZuUhxV9tY9bXsKt+lzuHhsHcv1KzJ6U8/pSuwy7xSRUQCTquWRGwgd2lzOeCGnJxzS51vuAHmzIGbbiLH6TStvrzk9j4SEfEXjciI2IFh0B/XaEvkHXfA+fvL3Habq9mjiEgJpCAjYnWbNhHZuTMfA1UBIyYGDh40uyoREUtQkBGxqmPHYNgwaNmS0NWryQRGA6fWri32rrxW4pfO3iJSYijISIlim8nFp05B06YwdSo4nWT37k094EWAiAiTi/Mdn3f2FpESR0FGxIqiouCee6BRI1iyhKwZM0gt+KdsxaedvUWkxFKQEbGCw4dh8GD44Ydzx8aOhR9/hI4dzavLTwrb2VtEJC8KMjZgm8shUnjZ2TBlClx1FXzwATz00Lm2ApGRUKqUT1/OKn+XfNbZW0RKPO0jI2KWlStdk3m3bHHdb9ECXnutRLQVKFZnbxGR82hERiTQ9u+Hfv2gfXvYsgWjQgXuB0I3biSzaVOzqwuIonb2FhG5kIKMSKB9/TXMmuUaeXngAU7++CPTAevty+s/he3sLSKSFwUZkUA4evTcnwcPhnvvdU3sffttqFjRvLpM4nVn79xWDCIieVCQkSKxyqRRq6sBzAWiEhLg5EnXwdBQmD7dNSemBCuws3dSkl9eN7f/k2EYlClTxi+vISKBoyAj4g+nT1PqxRf5GegNOFJTYflys6uynHw7e4uIeEGrlkR8yTBcc2BGjCD8t98AWAa0/v57SrdubWppVnX+5aP27dvrcpKIFIpGZOQi6n1TRKdPw003wS23wG+/4YyJ4Q6gI2A0amR2dSIiQUlBRjyo900xREa6+iCVKgVPPMGpjRuZE8CXVwAVkZJIQUbc1PumkAwDPv8czt+0bfJk2LYNJk6EsmUDVooCqIiUVAoyApSc3jc+G7XYsQMSE+H22+Hxx88dj4tztRsIIAVQESnJFGQEKBm9b3wyapGWBiNHQrNmsGSJ63JS3brn+iMFWEkJoCIieVGQESD4e98Ue9TC6YSZM6FePXj9dVezx549XSMzY8ea1h+pJARQEZH8KMgIENy9b3wyavHmmzBgABw65BqB+eYb+OILiI/3V9leCfYAKiJSEAUZAYKj901euw37ZNRi4EC48kp48UXYuhW6dvVh5UUXzAFURMQbCjICBHfvm0KPWuTkuFoI9Op1bu5L+fLw008wapRribVFBEMAFREpDgUZcTOr942/FWrUYs0aaNMG7r8fvvzSdfkoV1jhNsIOxL4uZgZQ9SwSEStQkBEPwdj7xqtRi5gYEj76CK67DjZscI3AvP463HxzkV4zkPu6FCaAatM8EQk2CjJykWDrfVPgqIVhMOn4cUJnzHAdHDgQdu2CESNcu/QWkhn7ungTQLVpnogEIwUZMVWgRgjyHLWoXp25NWuSdPIktGgB338PH34IVaoU6XXM3NclvwCqTfNEJFgpyIhpAj1CkDtqURFX2/cFCxaQsmcPSZ98Au+8A+vWuS4tFYO/9nUpznwUbZonIsFMQUZMYcoIwZkzRE6ZQgowivNGLdq2hfvuAx9cQrPivi7aNE9EgpmCjARcYUcI8tofplC++w6aNiV8zBjKATe4Xqxoz5WPouzr4u/La1YMVyIivqIgIwEX0BGCPXsgKQm6dIGdO3FWrsw9QGfwS1uBwu7rEojLa9o0T0SCmYKMFElxRhECNkIwZw40aODaCyY0FB5+mFM//sjHgL9aPBZmX5dAXV7TpnkiEswUZGzAant/FHcUIWAjBC1bupo9duwImzfDa69BdHTxnvNP+V3u8mZfl0BOwA3mXZtFRDCCXFpamgEYaWlpZpdSJPPmzTOqV69u4BpEMAAjNjbWmDdvnt9eMyMjw/1aGRkZF9XjcDg86gEMh8NhOBwOr+rKzs42YmNjL/k8uc8VFxdnZGdnF1jP+TI3bTKGXnjetm2G4XR69d4Kw5vnyf27BxgLFixwvx/DMIylS5de8r1feFu6dKnParrU36W4uDi//l3yhq/+m4hIcPH2+1sjMhZmtb0/fDVJ1+cjBBkZMHo0Ua1b8yZwzfmPNWrkl7kw3shvXxczJuAG467NIiIKMhZlxb0/fDlJ1yd9nQwDZs+G+vXhxRdxnDnDN8Cxgn/SdGZNwA22XZtFRBRkLMqKe3/4ehShWCME27bBjTdC376Qmgrx8ZyePZvuwK9evbq5NAFXRMQ3LB1kxo8f7740kXurX7++2WUFhBX3/vDHKEKRRgjOnIHOnWHZMoiMhAkTYPt2cnr08Pp1zaYJuCIivmHpIAPQqFEjDhw44L6tWrXK7JICwop7f1hmFCE8HJ59Fnr1gp9+grFjISrKv6/pBz65vCYiUsJZPsiEhYVRtWpV961SpUpmlxQQlgkN5zFrFCFk82ZWAX3OP/iXv0ByMtSq5dPXCjRNwBURKR7LB5lffvmFmJgYateuTb9+/fjf//6X7/lZWVmkp6d73OzIH6HBF1v9B3QU4ehRGDKEyHbtaAtMgHNtBUxaieQPmoArIlJ0lg4ybdq04aOPPmLhwoW8/fbbpKSkkJCQwIkTJ/L8mYkTJxIdHe2+xcXFBbBi3zLr0kNBnZb9PoqQk+PqRn3VVTBtGg7DYBbwfxBUAUZERIrP0kGmW7du3HbbbTRt2pQuXbqwYMECjh8/zpw5c/L8mdGjR5OWlua+7d27N4AV+55VLz34bRRhwwZo3RoeeACOHYPGjTn1zTf0A/YX8KPe7IBcUEgTERF7sXSQudBll13GVVddxe7du/M8JyIigvLly3vc7K5EXXo4fhw2boTy5WHyZPjxR5xezAMKRPNFERGxHlsFmYyMDH799deg6tLri3krtpadTYvz73fqBG+9Bbt2wd/+BmFhBT6F1XZAlsLRKJmIFIelg8yjjz7K8uXL2bNnD99//z29evUiNDSUO++80+zSLMeWgWjZMqKuv55lgMcsoCFDoEoVr57Cijsgi4hI4Fg6yOzbt48777yTevXqcfvtt1OxYkXWrFnDFVdcYXZpUhz79sGdd0LHjoTs2MEZoKjbHFpxB2QREQmcgsftTfTZZ5+ZXYL40pkz8Prrrs3sMjPB4eDs4MFc9d57+fZHunASb+fOnd3zhKy4A7KIiASOpUdkJIicPQstW8ITT7hCzHXXwQ8/cGbSpHxDTEGTeK24A7KIiASOgowERqlS0K2ba+7LjBmwahW0aJHvj3gzideKOyCLiEjgKMiIf5w6RakXXqD5+cfGjoWdO+GeeyAk/7963k7iBdR88U9a/SMiJZGCjPiWYcBXX0HDhoS/8AJvAu54UbYsREd79TSFmcSr5oveU9gRkWCjIFMEtlzqHAi7dkH37tCzJ+zZg7N6dV4HLh5TKVhhJ/FadQdkERHxLwUZKb6MDBg9Gho3hoULITwcnnySUxs3MreIT1mUSbwlagdkEREBFGTEB8LmzYMXX3StTOrWDbZtg+efh2JcutAkXhER8YaCjBTN6dPuP2b37w9JSfDPf8K//gV16xb76UNDQzWJV0RECqQgI4WTlgYPP0zUtdcSmXssNBTmzYObb4Y8RlCKwqxJvJoDJSJiH5be2VcsxOmEjz+Gxx+Hw4cJAW4FZvv5ZZOSkkhMTCT6z9VOCxYs8NjZV0RESjaNyEjBNm6Edu1g4EA4fBjq1eP0V18VGGIubC1Q1MaNmsQrIiJ5UZCRvJ096+pE3aoVrF7tmrz78suwZQs5nTrl+6MFtRawO1+FNBERKR4FGclbqVKwf79rk7u77nLtyvvYYxAenu/Gat60FrAzX4c0bVInIlJ0CjIms9xv9qtXw6FD5+5PmgTLlsEnn0D16gX+uLetBUx/n0UU7CFNRMRuFGRMZKnLL4cOwaBBcP31MGrUuePx8dChg9dPU5jWAnYT7CFNRMSOFGRMYpnf7LOzYfJkuOoq+Ogj17GwMNcqpSIobGsBOylsSNMlIxER/1OQMYFlfrNftgyaN4cRIyA9HVq2hDVr4L33CuxOnZfCthaw05d9MIc0ERG7UpAxgRUuv4TNmgUdO7raCVSsCNOnw9q10KZNsZ43mFsLFKX/k4iI+JeCjAms8Jt9dvfuUK0aPPigq2v1vfe6dugtpmBuLRDMIU1ExK4UZExgym/2335L+IMPnrt/2WWu5dRTp0KFCr57HcxrLeBvwRzSRETsSkHGBIX9zb5Y80hSUqBXL+jalZCZM8ldf7RixQpySpcuxrvIX1JSEjt27HDfX7BgASkpKbYNMbmCNaSJiNiVgowf5dV8MCC/2Z86BePHQ8OG8OWXJIeEULNsWZb/+XAglnoHa2uBYA1pIiJ2pCBjEn/+Zh86f74rwEyYAKdPk9y4MX0Mg9SMDI/ztInbpXmzSWGwhjQREbtRkDGRP36zDwXCn30W9uyBuDhyPvuM4cePm7/U2yYstUmhiIgUSEHGZD75zT4jA7KyAMgBsv7+d3jySfjpJ1ZWqWL6Uu9AKe6eNJbZpFBERLymIGNnhgGffQb161NqyhT3YWf79vD881CmjCWWetuBZTYpFBGRQlGQsatt21wb2t15J6Sm4pgzh9xpw+fP69Ambt6xwiaFIiJSeAoydnP8uKulwNVXw/LlEBlJct++xB8/Tu5YwvnzOrSJm3c0ciUiYk8KMkXgzaoWv1i0COrVczV5zMmBpCSSX3+dPrNnk7p/v8epufM6vvrqK9tv4haIfkwauRIRsScFmUIydVVLzZrwxx+uMPPtt+TMmcPw558vcF7Hrbfeqk3cCqCRKxERe1KQKYSAr2o5ehRmzTp3/6qr4N//hi1boHPnQs3r0CZu+VP7ARERe1KQ8VJAV7Xk5MC0aa7g0r8//PDDucfat4fwcKDw8zq0iVv+1H5ARMR+FGS8FLBVLatXwzXXwJAhcOwYNGmS56ma1+F7GrkSEbEXBRkv+XtVSxUg/P774frr4ccfIToapkyBDRugVatL/ozmdfiHRq5EROxDQcZL/hz9CAH+A5T65BPXgcGDYdcuGDYMwsLy/DnN6xARkZJOQcZL/hz9cAIvATktWsCaNfDee1C5slc/q3kdIiJSkinIeMmnox/79kHfvnDeKqf3gNNLl0KbNoWuTfM6RESkpFKQKYRij35kZcGLL7r2gZk9Gx57zLVCCVy78hbjEpDmdYiISEmkIFNIRR39CF20yLUCafRoOHkS2rVzjcgocIiIiBRZ3jNJJU+FGf2oBbwORPbq5TpQtSq88gr06wcOB2Rm+rVWERGRYKYRGT/KycmhInAKWBoSQs7DD8POna5N7v6cVxOIPkIiIiLBSkHG1wwDfvvN3ZNpA3AXcKPTSa3PPyf53/82u0IREZGgoSDjSzt3QteuJDdqFNieTCIiIiWUgowvnDgBo0ZBkybkfPcdw0+fDkxPJhERkRJOQaaYQj//HOrXh5dfhrNnWXntteTdkcmHPZlsQPN/RETE37RqqYgcwLdA5KBBrgO1a8PkyRw4ccK1O28BitqTSfwvN4CJiIj1aUSmiAxgM2BERcGzz8L27XDTTepILSIiEkAKMsXwDHBqwwYYMwYiIwF1pBYREQkkBZliOAEYNWp4HFNH6pJB839ERKxBQcYP1JFaREQkMDTZ10+SkpJITEwkOjoacPVk6ty5s0ZiREREfEgjMn6kjtQiIiL+pSAjIiIitqUgIyIiIralICMiIiK2pSAjIiIitmWLIDN16lRq1apFZGQkbdq0Yd26dWaXJCIiIhZg+SAze/ZsRo4cybhx49i4cSPNmjWjS5cuHD582OzSRERExGSWDzKvvfYa9957L4MGDaJhw4ZMmzaN0qVL88EHH5hdmu1oN1oREQk2lg4yZ86cYcOGDSQmJrqPhYSEkJiYyOrVqy/5M1lZWaSnp3vcREREJDhZOsgcOXKEnJwcqlSp4nG8SpUqHDx48JI/M3HiRKKjo923uLi4QJQqIiIiJrB0kCmK0aNHk5aW5r7t3bvX7JJERETETyzda6lSpUqEhoZy6NAhj+OHDh2iatWql/yZiIgIIiIi/FpX7lwTERERMZelR2TCw8Np2bIlixcvdh9zOp0sXryY6667zsTKRERExAosPSIDMHLkSAYMGECrVq1o3bo1kyZNIjMzk0GDBpldmoiIiJjM8kHmjjvu4Pfff2fs2LEcPHiQq6++moULF140Abik0+UuEREpiRxGkH/7paenEx0dTVpaGuXLlw/oa2dmZlK2bFkAMjIytHeLiIiIl7z9/rb0HBkRERGR/CjIiIiIiG1Zfo6MnWneioiIiH9pREZERERsS0FGREREbEtBRkRERGxLQUZERERsS0FGREREbEtBRkRERGxLQUZERERsS0FGREREbEtBRkRERGxLQUZERERsS0FGREREbEtBRkRERGxLQUZERERsS0FGREREbEtBRkRERGwrzOwC/M0wDADS09NNrkRERES8lfu9nfs9npegDzInTpwAIC4uzuRKREREpLBOnDhBdHR0no87jIKijs05nU72799PuXLlcDgcPnve9PR04uLi2Lt3L+XLl/fZ88rF9FkHhj7nwNDnHBj6nAPDn5+zYRicOHGCmJgYQkLyngkT9CMyISEhxMbG+u35y5cvr/+TBIg+68DQ5xwY+pwDQ59zYPjrc85vJCaXJvuKiIiIbSnIiIiIiG0pyBRRREQE48aNIyIiwuxSgp4+68DQ5xwY+pwDQ59zYFjhcw76yb4iIiISvDQiIyIiIralICMiIiK2pSAjIiIitqUgIyIiIralIFNEU6dOpVatWkRGRtKmTRvWrVtndklBZeLEiVxzzTWUK1eOypUr07NnT3bu3Gl2WUHvxRdfxOFwMGLECLNLCUqpqan079+fihUrEhUVRZMmTfjhhx/MLiuo5OTk8PTTTxMfH09UVBR16tTh2WefLbBfj+RvxYoV3HzzzcTExOBwOPjyyy89HjcMg7Fjx1KtWjWioqJITEzkl19+CUhtCjJFMHv2bEaOHMm4cePYuHEjzZo1o0uXLhw+fNjs0oLG8uXLGTp0KGvWrGHRokWcPXuWzp07k5mZaXZpQWv9+vW88847NG3a1OxSgtIff/xB27ZtKVWqFN988w07duzg1Vdf5fLLLze7tKDy0ksv8fbbb/Pmm2/y008/8dJLL/Hyyy8zZcoUs0uztczMTJo1a8bUqVMv+fjLL7/MG2+8wbRp01i7di1lypShS5cunD592v/FGVJorVu3NoYOHeq+n5OTY8TExBgTJ040sargdvjwYQMwli9fbnYpQenEiRNG3bp1jUWLFhkdOnQwhg8fbnZJQWfUqFFGu3btzC4j6PXo0cP4y1/+4nEsKSnJ6Nevn0kVBR/A+OKLL9z3nU6nUbVqVeOVV15xHzt+/LgRERFhfPrpp36vRyMyhXTmzBk2bNhAYmKi+1hISAiJiYmsXr3axMqCW1paGgAVKlQwuZLgNHToUHr06OHx91p865///CetWrXitttuo3LlyjRv3px3333X7LKCzvXXX8/ixYvZtWsXAJs3b2bVqlV069bN5MqCV0pKCgcPHvT49yM6Opo2bdoE5Hsx6JtG+tqRI0fIycmhSpUqHserVKnCzz//bFJVwc3pdDJixAjatm1L48aNzS4n6Hz22Wds3LiR9evXm11KUPvtt994++23GTlyJE8++STr16/nb3/7G+Hh4QwYMMDs8oLGE088QXp6OvXr1yc0NJScnByef/55+vXrZ3ZpQevgwYMAl/xezH3MnxRkxPKGDh3Ktm3bWLVqldmlBJ29e/cyfPhwFi1aRGRkpNnlBDWn00mrVq144YUXAGjevDnbtm1j2rRpCjI+NGfOHD755BNmzZpFo0aN2LRpEyNGjCAmJkafc5DSpaVCqlSpEqGhoRw6dMjj+KFDh6hatapJVQWvYcOG8fXXX7N06VJiY2PNLifobNiwgcOHD9OiRQvCwsIICwtj+fLlvPHGG4SFhZGTk2N2iUGjWrVqNGzY0ONYgwYN+N///mdSRcHpscce44knnqBv3740adKEu+++m4cffpiJEyeaXVrQyv3uM+t7UUGmkMLDw2nZsiWLFy92H3M6nSxevJjrrrvOxMqCi2EYDBs2jC+++IIlS5YQHx9vdklBqVOnTmzdupVNmza5b61ataJfv35s2rSJ0NBQs0sMGm3btr1oC4Fdu3ZRs2ZNkyoKTidPniQkxPOrLTQ0FKfTaVJFwS8+Pp6qVat6fC+mp6ezdu3agHwv6tJSEYwcOZIBAwbQqlUrWrduzaRJk8jMzGTQoEFmlxY0hg4dyqxZs/jqq68oV66c+zprdHQ0UVFRJlcXPMqVK3fRvKMyZcpQsWJFzUfysYcffpjrr7+eF154gdtvv51169Yxffp0pk+fbnZpQeXmm2/m+eefp0aNGjRq1Igff/yR1157jb/85S9ml2ZrGRkZ7N69230/JSWFTZs2UaFCBWrUqMGIESN47rnnqFu3LvHx8Tz99NPExMTQs2dP/xfn93VRQWrKlClGjRo1jPDwcKN169bGmjVrzC4pqACXvH344Ydmlxb0tPzaf+bPn280btzYiIiIMOrXr29Mnz7d7JKCTnp6ujF8+HCjRo0aRmRkpFG7dm3jqaeeMrKysswuzdaWLl16yX+TBwwYYBiGawn2008/bVSpUsWIiIgwOnXqZOzcuTMgtTkMQ9sdioiIiD1pjoyIiIjYloKMiIiI2JaCjIiIiNiWgoyIiIjYloKMiIiI2JaCjIiIiNiWgoyIiIjYloKMiIiI2JaCjIjYSk5ODtdffz1JSUkex9PS0oiLi+Opp54yqTIRMYN29hUR29m1axdXX3017777Lv369QPgnnvuYfPmzaxfv57w8HCTKxSRQFGQERFbeuONNxg/fjzbt29n3bp13Hbbbaxfv55mzZqZXZqIBJCCjIjYkmEY3HjjjYSGhrJ161YeeughxowZY3ZZIhJgCjIiYls///wzDRo0oEmTJmzcuJGwsDCzSxKRANNkXxGxrQ8++IDSpUuTkpLCvn37zC5HREygERkRsaXvv/+eDh068N133/Hcc88B8O9//xuHw2FyZSISSBqRERHbOXnyJAMHDmTIkCF07NiR999/n3Xr1jFt2jSzSxORANOIjIjYzvDhw1mwYAGbN2+mdOnSALzzzjs8+uijbN26lVq1aplboIgEjIKMiNjK8uXL6dSpE8uWLaNdu3Yej3Xp0oXs7GxdYhIpQRRkRERExLY0R0ZERERsS0FGREREbEtBRkRERGxLQUZERERsS0FGREREbEtBRkRERGxLQUZERERsS0FGREREbEtBRkRERGxLQUZERERsS0FGREREbEtBRkRERGzr/wF4thXqBvwgwQAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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" ] diff --git a/notebooks/bayesian_inference.ipynb b/notebooks/bayesian_inference.ipynb index 6937cb5..640bead 100644 --- a/notebooks/bayesian_inference.ipynb +++ b/notebooks/bayesian_inference.ipynb @@ -115,7 +115,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] diff --git a/setup.py b/setup.py index cf6b4ec..1085138 100644 --- a/setup.py +++ b/setup.py @@ -12,7 +12,7 @@ requirements = f.read().splitlines() setup(name='AstronomyCalc', - version='1.0.1', + version='1.0.2', author='Sambit Giri', author_email='sambit.giri@gmail.com', packages=find_packages("src"),