diff --git a/code/Portfolio.ipynb b/code/Portfolio.ipynb index 3ea281a..38a915e 100644 --- a/code/Portfolio.ipynb +++ b/code/Portfolio.ipynb @@ -39,7 +39,8 @@ "metadata": {}, "outputs": [], "source": [ - "portfolio_agent = PortfolioLifeCycleConsumerType(**parameters.init_consumer_objects)\n", + "portfolio_agent = PortfolioLifeCycleConsumerType(\n", + " **parameters.init_consumer_objects)\n", "\n", "\n", "portfolio_agent.CRRA = CRRA\n", @@ -179,7 +180,8 @@ "plt.xlabel(\"Age\")\n", "plt.ylabel(\"Thousands of USD\")\n", "plt.title(\"Variable Medians Conditional on Survival\")\n", - "plt.grid()" + "plt.grid()\n", + "plt.savefig(\"../content/figures/IndShockPortfolio_MedianVariables.png\")" ] }, { @@ -189,7 +191,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -200,12 +202,13 @@ ], "source": [ "plt.figure()\n", - "plt.plot(AgeMeans.Age, AgeMeans.Share, label=\"Permanent Income\")\n", + "plt.plot(AgeMeans.Age, AgeMeans.Share, label=\"Portfolio Share\")\n", "plt.legend()\n", "plt.xlabel(\"Age\")\n", - "plt.ylabel(\"Thousands of USD\")\n", - "plt.title(\"Variable Medians Conditional on Survival\")\n", - "plt.grid()" + "plt.ylabel(\"Fraction of Savings\")\n", + "plt.title(\"Portfolio Share Median Conditional on Survival\")\n", + "plt.grid()\n", + "plt.savefig(\"../content/figures/IndShockPortfolio_MedianShare.png\")" ] } ], diff --git a/code/WealthPortfolio.ipynb b/code/WealthPortfolio.ipynb index 0e9dbb8..cde5be4 100644 --- a/code/WealthPortfolio.ipynb +++ b/code/WealthPortfolio.ipynb @@ -198,7 +198,8 @@ "plt.xlabel(\"Age\")\n", "plt.ylabel(\"Thousands of USD\")\n", "plt.title(\"Variable Medians Conditional on Survival\")\n", - "plt.grid()" + "plt.grid()\n", + "plt.savefig(\"../content/figures/TRPPortfolio_MedianVariables.png\")" ] }, { @@ -208,7 +209,7 @@ "outputs": [ { "data": { - "image/png": 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Y29vjlVde0e+zYcMGdOjQAStXrjR4bWFjQoq6ZsqGDRswdOhQfPzxxwbbk5KS4OTkVGD/uLg4o9uM/fLO5+LiAgD46aefitSi8jR9+/bFW2+9hYULF2L06NGFzkpxcXGBRCLBoUOH9EXGf+Vvy4+9sGt72tpCxc1hUdSvXx8//vgjhBA4d+4c1q1bh3nz5kGlUmHatGlGXxMSEoIqVapgx44dWLBgwVPfA1WrVsXx48chhDDYNyEhARqNRv99KypnZ2dIJJJC81ia8r9nsbGxBWaH3bt3r9ixA3nfR39/f2zevNkgH4+P1SlOjBqNBomJiQZFkBACcXFx+kHfZaVdu3bo1q0btm/fjoSEBLi5uUGpVBq9nsL+CCnsPTRw4EBMnjwZ69atw0cffYTvv/8eL730UoHWImOGDx+OcePG4dKlS7hx4wZiY2MNxg2lpKRg586dmDNnjsF7PX+MFpkGW4CozIwcORJarRaLFy/G7t278eqrr8LGxkb/vEQiKfAhfu7cORw9erRE5zV23F27duHu3btG99+0aROEEPrHt27dQkREhMFigY/r3r07ZDIZrl+/jpCQEKNfxaFSqTB79my88MILePPNNwvd7/nnn4cQAnfv3jV6zvr16wMAWrZsCaVSiY0bNxq8PiIiokjdD8XNYXFIJBI0bNgQn332GZycnHD69OlC97W2tsbUqVNx+fJlfPjhh0b3SUhIwJEjRwAAnTt3Rnp6OrZv326wT/6A386dOxcrVltbWzRv3hzbtm0zaDFJS0vDr7/++tTXP94S9iSdOnUCAINBzABw8uRJXLp0qdixA3m5lsvlBh/6cXFxzzwLLD+Gx2PcunUrMjIynilGY+Lj441OdddqtYiKioKNjY2+EPfz80NCQoLBBIDc3Fzs2bOnWOd0dnbGSy+9hPXr12Pnzp2Ii4t7avdXvoEDB0KpVGLdunVYt24dvLy80K1bN/3zEokEQogCP1Nr1qzRTxSg8scWICozISEhaNCgAZYtWwYhRIG1f55//nl8+OGHmDNnDtq3b48rV65g3rx58Pf3h0ajeebzPv/881i3bh2Cg4PRoEEDREZGYvHixYWuuZKQkIA+ffpg9OjRSElJwZw5c6BUKjF9+vRCz+Hn54d58+ZhxowZuHHjBnr06AFnZ2fEx8fjxIkTsLW1xdy5c4sV9+TJk/XTbQvTunVrvPHGGxg+fDhOnTqFdu3awdbWFrGxsTh8+DDq16+PN998E87Oznj33Xcxf/58jBo1Cq+88gpu376NsLCwInXdFDeHT7Nz506sWLECL730EgICAiCEwLZt25CcnIyuXbs+8bXvvfceLl26hDlz5uDEiRMYNGiQfiHEv/76C6tXr8bcuXPRunVrDB06FF9++SWGDRuGmzdvon79+jh8+DA+/vhj9OrVC126dCl27B9++CF69OiBrl27YsqUKdBqtfjkk09ga2v71L/eAwMDoVKpsHHjRtSuXRt2dnaoVq0aqlWrVmDfWrVq4Y033sAXX3wBKysr9OzZEzdv3sSsWbPg7e2NSZMmFTv2559/Htu2bcO4cePQr18/3L59Gx9++CE8PT0RFRVV7ON17doV3bt3x9SpU5GamorWrVvj3LlzmDNnDho3bmx0Kvmz+P777/HVV19h0KBBaNasGRwdHXHnzh2sWbMGFy5cwOzZsyGXywHkraU1e/ZsvPrqq3jvvfeQnZ2N//u//3umwmLEiBHYvHkz3n77bVSvXr3I7xcnJyf06dMH69atQ3JyMt59912DqfoODg5o164dFi9eDBcXF/j5+eHgwYP45ptvnrlFlUqByYZfk0X4/PPPBQBRp06dAs/l5OSId999V3h5eQmlUimaNGkitm/fXmBWR/7Mi8WLFxc4hrFZGQ8fPhQjR44Ubm5uwsbGRrRp00YcOnRItG/f3mD2U/5si++//1688847wtXVVSgUCtG2bVtx6tQpg/MYm1EihBDbt28XHTt2FA4ODkKhUAhfX1/Rr18/sW/fvifm5b+zwJ7k8Vlg+b799lvRokULYWtrK1QqlQgMDBRDhw41iFun04kFCxYIb29vIZfLRYMGDcSvv/5aIA+lkcPHr+PxY16+fFkMHDhQBAYGCpVKJRwdHUXz5s3FunXrnnj9/7Vjxw7x3HPPCVdXVyGTyYSzs7Po2LGjWLVqlcjJydHvd//+fTF27Fjh6ekpZDKZ8PX1FdOnTxfZ2dkGxwMg3nrrrQLnMTYb6pdffhENGjQQcrlc+Pj4iIULFxp9Txh77aZNm0RwcLCwtrYWAMScOXOEEMbfU1qtVnzyySeiZs2awtraWri4uIjBgweL27dvG+zXvn17Ubdu3QKxG5sRtXDhQuHn5ycUCoWoXbu2+Prrr4scuzFZWVli6tSpwtfXV1hbWwtPT0/x5ptviocPHxY43nPPPVfg9Y+/h4y5ePGimDJliggJCTH4frdv3158//33BfbfvXu3aNSokVCpVCIgIEAsX7680Flgxr7n+bRarfD29hYAxIwZMwo8/6QZk3v37tXPWDM20/XOnTvi5ZdfFs7OzsLe3l706NFD/PPPPwXyzllg5UcixH/a/omIiIgsAMcAERERkcVhAUREREQWhwUQERERWRwWQERERGRxWAARERGRxWEBRERERBaHCyEaodPpcO/ePdjb2xf59gtERERkWkIIpKWloVq1agaLURrDAsiIe/fuwdvb29RhEBER0TO4ffv2U1euZwFkhL29PYC8BDo4OJg4mrKjVquxd+9edOvWDdbW1qYOx6wwN8YxL8YxL4VjboxjXgpXktykpqbC29tb/zn+JCyAjMjv9nJwcKj0BZCNjQ0cHBz4A/gY5sY45sU45qVwzI1xzEvhSiM3RRm+wkHQREREZHFYABEREZHFYQFEREREFodjgIiILIRWq4VarS7Xc6rVashkMmRnZ0Or1Zbruc0Z81K4p+VGLpc/dYp7UbAAIiKq5IQQiIuLQ3JysknO7eHhgdu3b3Ndtf9gXgr3tNxYWVnB398fcrm8ROdhAUREVMnlFz9ubm6wsbEp1w9cnU6H9PR02NnZlcpf7ZUF81K4J+Umf6Hi2NhY+Pj4lOi9zAKIiKgS02q1+uKnatWq5X5+nU6H3NxcKJVKftD/B/NSuKflxtXVFffu3YNGoynREgLMOhFRJZY/5sfGxsbEkRCVjvyur5KOnWIBRERkATjOhCqL0novswAiIiIii8MCiIiIiCwOCyAiIjJLr7/+OiQSCSQSCaytrREQEIB3330XGRkZpg7NpF5//XW89NJLpbafpeIssHIkhMD9jFwkZ6oR5GZn6nCIiMxejx49sHbtWqjVahw6dAijRo1CRkYGVq5cWexjCSGg1Wohk/Gjj9gCVK4OXElEyPx9GL/pjKlDISKqEBQKBTw8PODt7Y1Bgwbhtddew/bt2wHkFTSLFi1CQEAAVCoVGjZsiJ9++kn/2gMHDkAikWDPnj0ICQmBQqHAoUOH0KFDB4wfPx4TJ06Es7Mz3N3dsXr1amRkZGD48OGwt7dHYGAgfvvtN/2xtFotRo4cCX9/f6hUKtSqVQuff/65Qaz5LS5LliyBp6cnqlatirfeestg9e3c3Fy8//778Pb2hpeXF0JDQ3HgwAH98+vWrYOTkxP27NmD2rVrw87ODj169EBsbCwAICwsDN999x127Nihbx377+ufpEOHDnjnnXfw/vvvo0qVKvDw8EBYWJjBPsnJyXjjjTfg7u4OpVKJevXqYefOnfrnt27dirp160KhUMDPzw+ffvqpwev9/Pwwf/58DB06FHZ2dvD19cWOHTuQmJiI3r17w87ODvXr18epU6cMXhcREYF27dpBpVLB19cXU6dOLfOWPhZA5cjfxRYAcCMxHTqdMHE0RGSphBDIzNWU21dWrlb/fyFK9rtPpVLpC4qZM2di7dq1WLlyJS5cuIBJkyZh8ODBOHjwoMFr3n//fSxYsACXLl1CgwYNAADfffcdXFxccOLECYwfPx5vvvkmXnnlFbRq1QqnT59G9+7dMWTIEGRmZgLIW5umevXq2LJlCy5evIjZs2fjgw8+wJYtWwzOtX//fly/fh379+/Hd999h3Xr1mHdunX654cPH44jR47ghx9+wOHDh9GvXz/06NEDUVFR+n0yMzOxZMkSfP/99/jrr78QExODd999FwDw7rvvon///vqiKDY2Fq1atSpy/r777jvY2tri+PHjWLRoEebNm4fw8HD9Nfbs2RMRERHYsGEDLl68iIULF0IqlQIAIiMj0b9/f7z66qs4f/48wsLCMGvWLIPrA4DPPvsMrVu3xpkzZ/Dcc89hyJAhGDp0KAYPHozTp08jKCgIQ4cO1b8Xzp8/j+7du6Nv3744d+4cNm3ahGPHjmH8+PFFvq5nwXbAclTdWQW51Ao5Gh3uJmfBuwrX5SCi8pel1qLO7D0mOffFed1hI3+2j54TJ07ghx9+QOfOnZGRkYGlS5fizz//RGhoKAAgICAAhw8fxldffYX27dvrXzdv3jx07drV4FgNGzbEzJkzAQDTp0/HwoUL4eLigtGjRwMAZs+ejZUrV+LcuXNo2bIlrK2tMXfuXP3r/f39ERERgS1btqB///767c7Ozli+fDmkUimCg4Px3HPP4Y8//sDo0aNx/fp1bNq0CXfu3IGHhwdSU1MxZcoU7NmzB2vXrsXHH38MIG/tplWrViEwMBAA8Pbbb2PevHkAADs7O6hUKuTk5MDDw6PYOWzQoAHmzJkDAKhRowaWL1+OP/74A127dsW+fftw4sQJXLp0CTVr1tTnNN/SpUvRuXNnzJo1CwBQs2ZNXLx4EYsXL8brr7+u369Xr14YM2aMQR6bNWuGV155BQAwdepUhIaGIj4+Hh4eHli8eDEGDRqEiRMnAgACAwOxcOFCPP/881i1ahWUSmWxr7MoWACVI5nUCn4uNrgan47rieksgIiInmLnzp2ws7ODRqOBWq1G79698cUXX+DixYvIzs4uUNjk5uaicePGBttCQkIKHDe/JQgApFIpqlativr16+u3ubu7AwASEhL021atWoU1a9bg1q1byMrKQm5uLho1amRw3Lp16+pbTADA09MT58+fBwCcPn0aQgh9cZEvJyfHYJVuGxsbffGTf4z/xlES/73ux4999uxZVK9evUB8+S5duoTevXsbbGvdujWWLVsGrVarv+7/niM/j4Xl1sPDA5GRkbh27Ro2btyo30cIAZ1Oh+joaNSuXftZL/eJWACVs0BXO1yNT8e1hHR0qOVm6nCIyAKprKW4OK97uZxLp9MhLTUN9g72sLKygspa+vQX/UfHjh2xcuVKWFtbo1q1avpbH0RHRwMAdu3aBS8vL4PXKBQKg8e2trYFjvv4LRTyZ5r993F+/ACwZcsWTJo0CZ9++ilCQ0Nhb2+PxYsX4/jx4089bv4xdDodpFIpIiMjIZFIDO53ZWdn98RjlLTrsCjxqVSqJ75WCFFgEUJjcRnL45Nyq9PpMGbMGLzzzjv6x/m58fPzK8plPRMWQOUsf/bX9UTLnsZJRKYjkUieuRuquHQ6HTRyKWzksme655WtrS2CgoIKbK9Tpw4UCgViYmIMurvKyqFDh9CqVSuMGzdOv+369evFOkbjxo2h1WqRkJCA1q1bIzU1FQ4ODsXOi1wuL/FtIIxp0KAB7ty5g6tXrxptBapTpw4OHz5ssC0iIgI1a9Y0aPUqriZNmuDChQv677NOp3vm3BQHC6ByFuiaXwClmzgSIqKKy97eHu+++y4mTZoEnU6HNm3aIDU1FREREbCzs8OwYcNK9XxBQUFYv3499uzZA39/f3z//fc4efIk/P39i3yMmjVr4rXXXsPQoUOxePFi1KhRA9nZ2Thw4ADq16+PXr16Fek4fn5+2LNnD65cuYKqVavC0dGxRDcFzde+fXu0a9cOL7/8MpYuXYqgoCBcvnwZEokEPXr0wJQpU9CsWTN8+OGHGDBgAI4ePYrly5djxYoVJTrv1KlT0bJlS7z11lsYPXo0VCoVIiMjERERgeXLl5f4ugrDWWDlTF8AJbAAIiIqiQ8//BCzZ8/GggULULt2bXTv3h2//vprsYqSoho7diz69u2LAQMGoEWLFrh//75Ba1BRrV27FkOHDsV7772HZs2a4aWXXsLx48fh7e1d5GOMHj0atWrVQkhICFxdXXHkyJFix1GYrVu3olmzZhg4cCDq1KmD999/X9/a1KRJE2zZsgU//vgj6tWrh9mzZ2PevHkGA6CfRYMGDXDw4EFERUWhbdu2aNq0KT7++GN4enqWwhUVTiJKq2OxEklNTYWjoyNSUlLg4OBQqsfOyNGg7py82RdnZnWFs628VI9fHGq1Grt370avXr1K5a+HyoS5MY55Mc6c85KdnY3o6Gj4+/uX2WyaJymv7oyKhnkp3NNy86T3dHE+v5n1cmarkKGaY9437EYSW4GIiIhMgQWQCQTmD4RO4EBoIiIiU2ABZAL544CucSA0ERGRSbAAMoFA17w1KTgQmoiIyDRYAJmAvguMLUBEVE4434Uqi9J6L7MAMoGgR11gMQ8ykaMp/cWsiIjy5c9Ky7+pJ1FFl5ubCwAlWnwR4EKIJuFqr4C9Qoa0HA1uJmWiloe9qUMiokpKKpXCyclJf78nGxubArczKEs6nQ65ubnIzs7mdO//YF4K96Tc6HQ6JCYmwsbGBjJZyUoYFkAmIJFIEOBmh79vJ+N6YjoLICIqU/l3DS+tG2oWhxACWVlZUKlU5Vp4mTvmpXBPy42VlRV8fHxKnDcWQCYS5PqoAOJAaCIqYxKJBJ6ennBzc4NarS7Xc6vVavz1119o166d2S0SaUrMS+Gelhu5XF4qrWYsgEwk0O3RTDAOhCaiciKVSks8buJZzqnRaKBUKvlB/x/MS+HKKzcm73hcsWKFfjnrpk2b4tChQ0V63ZEjRyCTydCoUSOD7V9//TXatm0LZ2dnODs7o0uXLjhx4kQZRF4yXAuIiIjIdExaAG3evBkTJ07EjBkzcObMGbRt2xY9e/ZETEzME1+XkpKCoUOHonPnzgWeO3DgAAYOHIj9+/fj6NGj8PHxQbdu3XD37t2yuoxnEvSf1aB1Ok5PJSIiKk8mLYCWLl2KkSNHYtSoUahduzaWLVsGb29vrFy58omvGzNmDAYNGoTQ0NACz23cuBHjxo1Do0aNEBwcjK+//ho6nQ5//PFHWV3GM/GpYgOZlQRZai3iUrNNHQ4REZFFMVkBlJubi8jISHTr1s1ge7du3RAREVHo69auXYvr169jzpw5RTpPZmYm1Go1qlSpUqJ4S5u11Aq+VW0AANc4EJqIiKhcmWwQdFJSErRaLdzd3Q22u7u7Iy4uzuhroqKiMG3aNBw6dKjI8/+nTZsGLy8vdOnSpdB9cnJykJOTo3+cmpoKIG8kelnOmAhwscX1xAxcjUtBqL9TmZ2nMPnXVt6zQioC5sY45sU45qVwzI1xzEvhSpKb4rzG5LPAHp/HL4QwOrdfq9Vi0KBBmDt3LmrWrFmkYy9atAibNm3CgQMHoFQqC91vwYIFmDt3boHte/fuhY2NTZHO9SxEqhUAK+yPvATXhxfK7DxPEx4ebrJzmzvmxjjmxTjmpXDMjXHMS+GeJTfFWfFcIkx0g5jc3FzY2Njgf//7H/r06aPfPmHCBJw9exYHDx402D85ORnOzs4GUzh1Oh2EEJBKpdi7dy86deqkf27JkiWYP38+9u3bh5CQkCfGYqwFyNvbG0lJSXBwcCjppRbq5zP38P62f9DS3xnfj2hWZucpjFqtRnh4OLp27cppmI9hboxjXoxjXgrH3BjHvBSuJLlJTU2Fi4sLUlJSnvr5bbIWILlcjqZNmyI8PNygAAoPD0fv3r0L7O/g4IDz588bbFuxYgX+/PNP/PTTT/D399dvX7x4MebPn489e/Y8tfgBAIVCAYVCUWC7tbV1mb4xa3o6AgCuJ2Wa9AegrK+zImNujGNejGNeCsfcGMe8FO5ZclOc/U3aBTZ58mQMGTIEISEhCA0NxerVqxETE4OxY8cCAKZPn467d+9i/fr1sLKyQr169Qxe7+bmBqVSabB90aJFmDVrFn744Qf4+fnpxxPZ2dnBzs6u/C6uCAJc8xZDTEzLQUqWGo4q/hAQERGVB5MWQAMGDMD9+/cxb948xMbGol69eti9ezd8fX0BALGxsU9dE+hxK1asQG5uLvr162ewfc6cOQgLCyut0EuFg9Ia7g4KxKfm4EZiOhr7OJs6JCIiIotg8kHQ48aNw7hx44w+t27duie+NiwsrEBRc/PmzdIJrJwEutohPjUH1xMzWAARERGVE5PfCsPS6W+JwbWAiIiIyg0LIBMLdOVNUYmIiMobCyATC3KzB8ACiIiIqDyxADKxQLe8FqBb9zORq9GZOBoiIiLLwALIxDwclLCRS6HVCcQ8yDB1OERERBaBBZCJSSSS/wyEZgFERERUHlgAmYEgt7wCiOOAiIiIygcLIDOgnwnGqfBERETlggWQGcjvAmMLEBERUflgAWQG/u0Cy4AQwsTREBERVX4sgMyAT1UbSK0kSM/RICEtx9ThEBERVXosgMyAQiaFTxUbALwlBhERUXlgAWQmeEsMIiKi8sMCyEwE5o8DYgsQERFRmWMBZCb0iyGyBYiIiKjMsQAyE/kF0JW4dM4EIyIiKmMsgMxE3WoOkMuskJSew4HQREREZYwFkJlQWkvRwr8KAOBQVJKJoyEiIqrcWACZkbY1XAAAh6ISTRwJERFR5cYCyIy0CXIFABy78QA5Gq2JoyEiIqq8WACZkWAPe7jYKZCl1iLy1kNTh0NERFRpsQAyI1ZWEn032GGOAyIiIiozLIDMzL/jgFgAERERlRUWQGamTVBeAfTPvRQ8yMg1cTRERESVEwsgM+PmoESwhz2EAI5cYysQERFRWWABZIY4HZ6IiKhssQAyQ21q5E2HPxSVxNtiEBERlQEWQGaouV8VyGVWiE3JxnXeHJWIiKjUsQAyQyq5FM39eFsMIiJLotHqcOFeCjYev4XP90XhanyaqUOq1GSmDoCMa1vDBYevJeFQVBKGt/Y3dThERFQMGq0OH+68iF/+vgdXewW8nW3gXcUGPlXy/q3mYI372cBv/8Th/L00nL2djPN3U5Ct1umP8dm+q2hbwwUj2/ijfU1XSCQSE15R5cMCyEy1qeEC/AYcvX4fORotFDKpqUMiIqIiyNXoMOHHM/jtnzgAwMNMNa7GGxvOIAPOnDPYYq+UoWF1JyitrfDn5QQcisr7QzjIzQ4jWvujbxMvKK35eVAaWACZqdoeDnCxkyMpPRenbyUjNLCqqUMiIqKnyFZr8eaGSOy/kgi51AoL+taHi70Ctx9k5n09zETMg0zE3M9Eeo4atT0d0NjHGY28ndHI2wkBLrawsspr6bn9IBNrj9zEllO3cS0hHR/8fB6L91zGay188VbHIKjkLIRKggWQmbKykqBNkAu2n72Hw9cSWQAREZm59BwNRn93Ckdv3IfS2gpfDQlB+5quRvdVq9XYuWs3nn8uFNbW1kb38a5ig9kv1MGkrjWw+eRtrIu4iTsPs7B8/zWcv5uCNcNCYC3lUN5nxcyZsbb/mQ5PRETmKyVLjSHfHMfRG/dhp5Dhu+HNCy1+8lkVcUiPvdIao9oG4OB7HbF8UGOorKU4eDUR07ae51IpJcACyIy1ebQg4vm7KXjI22IQEZml++k5GLj6GM7EJMNRZY0No1qgRUDpt9pLrSR4vkE1fPlaY0itJNh6+g6W7L1S6uexFCyAzJi7gxK13B/dFuM6W4GIiMzN3eQsDFh9DBdjU+FiJ8ePb7REI2+nMj1np2B3fNynHgDgy/3X8f3Rm2V6vsqKY4DMXNsaLrgSn4ZDV5PwfINqpg6HiMjipWWrsfdCPHb8fQ9HriVBqxPwcFBi4+gWCHS1K5cYBjTzQVxKDj7bdxWzf7kAV3sletTzKJdzVxYsgMxc25quWHM4GoeiEiGE4DoQREQmkK3W4sCVRPzy9138cSkBOZp/1+tp4uOEz19tDO8qNuUa0zudgxCXmo1NJ2Lwzo9nsHFUCzR7tIguPZ3Ju8BWrFgBf39/KJVKNG3aFIcOHSrS644cOQKZTIZGjRoVeG7r1q2oU6cOFAoF6tSpg59//rmUoy4/zf2qQC61wr2UbFxPzDB1OEREFuX8nRRM33YOzebvw9gNkdh9Pg45Gh0CXG0xqUtN/DmlPbaNa13uxQ8ASCQSfNi7LrrUdkeuRoeR604iiqtHF5lJC6DNmzdj4sSJmDFjBs6cOYO2bduiZ8+eiImJeeLrUlJSMHToUHTu3LnAc0ePHsWAAQMwZMgQ/P333xgyZAj69++P48ePl9VllCmVXIpm/s4AgMO8OzwRUZnLzNXgxxMxeHH5Ybyw/DA2nbiNtBwNPB2VeKNdAHaOb4M/JrfHhC41EFBOXV6FkUmt8MXAxmji44TUbA2GfXsC8anZJo2pojBpAbR06VKMHDkSo0aNQu3atbFs2TJ4e3tj5cqVT3zdmDFjMGjQIISGhhZ4btmyZejatSumT5+O4OBgTJ8+HZ07d8ayZcvK6CrKHqfDExGVvUuxqZi1/R+0+OgPTNt2HufupEAutcKLDath0+iWODK1Ez7oVRv1vBzNajiCSi7FN8OaIcDVFvdSsjFz+z+mDqlCMNkYoNzcXERGRmLatGkG27t164aIiIhCX7d27Vpcv34dGzZswPz58ws8f/ToUUyaNMlgW/fu3Z9YAOXk5CAnJ0f/ODU1FUDeQlVqtbool1OmQv2dAAAR15PwMD0LdorS+bblX5s5XKO5YW6MY16MY14KVxFyo9UJTPnpPHadj9Nv861igwHNvNC3sReq2srz9tNqoNWWzjlLOy92cgmWD2iIF1ccRfjFeOz95x461nryOkTmqiS5Kc5rTFYAJSUlQavVwt3d3WC7u7s74uLijL4mKioK06ZNw6FDhyCTGQ89Li6uWMcEgAULFmDu3LkFtu/duxc2NuXfr/s4IQA3pRQJ2Tos/CEcrdxLd+Gr8PDwUj1eZcLcGMe8GMe8FM6cc7P9phX2x1rBSiLQwFmglYdADYdUWKWm4vjBS2V67tLOSzt3K/wZa4Xp/zuN6Y20sDb5SN9n9yy5yczMLPK+Jp8F9ngzYmEznbRaLQYNGoS5c+eiZs2apXLMfNOnT8fkyZP1j1NTU+Ht7Y1u3brBwcGhKJdR5mIdb+KTPVdxKdcZ83u1LJVjqtVqhIeHo2vXroUuxW6pmBvjmBfjmJfCmXtufjp9F/uPXgAAfPZKQ/SqXz5TycsqL+1yNOjx+RHEp+UgxrYWxncMLLVjl5eS5Ca/B6coTFYAubi4QCqVFmiZSUhIKNCCAwBpaWk4deoUzpw5g7fffhsAoNPpIISATCbD3r170alTJ3h4eBT5mPkUCgUUCkWB7dbW1mbzA/tKMx8s3ReFc3dScS0pC7U9S68wM6frNDfMjXHMi3HMS+HMMTenbj7A7F8uAgDe6VwDvZt4l3sMpZ0XZ2trzHy+DsZvOoOv/opGv6Y+8Klq+p6MZ/EsuSnO/iZrHJPL5WjatGmBJq7w8HC0atWqwP4ODg44f/48zp49q/8aO3YsatWqhbNnz6JFixYAgNDQ0ALH3Lt3r9FjViQudgp0rZNXxG0+edvE0RARVWx3HmZizPeRUGsFetbzwMTONUwdUql5voEnWgVWRY5Gh3k7L5g6HLNl0t7ByZMnY82aNfj2229x6dIlTJo0CTExMRg7diyAvK6poUOH5gVqZYV69eoZfLm5uUGpVKJevXqwtbUFAEyYMAF79+7FJ598gsuXL+OTTz7Bvn37MHHiRFNdZqkZ0MwHALDt9B1kq0tpJB4RkYXJyNFg9PpI3M/IRR1PB3zavyGsinpn0gpAIpFgXu+6kFlJsO9SAvZdjDd1SGbJpAXQgAEDsGzZMsybNw+NGjXCX3/9hd27d8PX1xcAEBsb+9Q1gR7XqlUr/Pjjj1i7di0aNGiAdevWYfPmzfoWooqsbZALvJxUSM3W4Pd/Ch/UTURExul0ApO3nMWlR/fu+npYCGzkJh8OW+qC3Owxsq0/AGDuzgv8o9kIk48PHzduHG7evImcnBxERkaiXbt2+ufWrVuHAwcOFPrasLAwnD17tsD2fv364fLly8jNzcWlS5fQt2/fMoi8/FlZSdA/JK+PetOJ4hWGREQEfLbvKvZciIdcaoWvhjSFl5PK1CGVmXc61YCHgxK3H2Rh5YHrpg7H7Ji8AKLieSWkOqwkwPHoB7iRmG7qcIiIKoxf/r6HL/68BgD4uG99NPWt3PfNslXIMOv5OgCAlQev49Z93k7pv1gAVTDVnFRoXzNvcastp+6YOBoioorhXnIWpm09BwB4o10A+jWtbuKIykev+h5oE+SCXI0Oc3+9aOpwzAoLoAoofzD0T5F3oNbqnrI3ERGF/XIBmblaNPV1xtQewaYOp9xIJBKEvVgX1lIJ/rycgD8ucUB0PhZAFVDn2m5wsVMgKT0Hf1xKMHU4RERmLfxiPPZejIfMSoKP+9SHtBLN+CqKIDc7jGidNyD6//68BiFK924CFRULoArIWmqlb7798SQHQxMRFSYjR4M5O/JuDjqqbQBqedibOCLTGNU2AHKpFf6+nYzTMQ9NHY5ZYAFUQQ1oljcb7ODVRNxLzjJxNERE5mnZvqu4l5KN6s4qTKhEix0Wl6u9Ai81rgYAWHMo2sTRmAcWQBWUv4stWgZUgRDAllNcGZqI6HEX76Xi2yM3AQAf9q4HlVxq2oBMbGSbAADAngtxiLlf9JuGVlYsgCqwgc3zBkP/79QdaHXs0yUiyqfVCXzw83lodQK96nugY7CbqUMyuVoe9mhbwwU6AayNYCsQC6AKrHtdDziqrHE3OQuHohJNHQ4Rkdn44UQMzt5Ohp1Chjkv1DV1OGZjVNu8VqAtJ28jJUtt4mhMiwVQBaa0lqJPYy8AvEEqEVG+hLRsLPr9MgDg3W414e6gNHFE5qNdDRfUcLNDRq4Wmy18Eg0LoAru1eZ5g6H3XozHzSSu8klE9OHOS0jL1qBBdUcMCfUzdThmRSKRYNSje4StO3LToteSYwFUwQV7OKBjLVdodQJLw6+aOhwiIpP662oifv37HqwksMg1f4qidyMvVLWV415KNn6z4BtrswCqBN7tXgtA3n1uLt5LNXE0RESmkZGjwczteWv+DGvlh3pejiaOyDwpraUYEuoLAFhz6IbFLozIAqgSqFvNES80zFvfYcneKyaOhojINObvuoiYB5mo5qjElG61TB2OWRvc0hdymRXO3UnBqVuWuTAiC6BKYnLXmpBa5d3r5eTNB6YOh4ioXO27GI9NJ25DIgGW9G8IO4XM1CGZNRc7Bfo+mkTzjYUujMgCqJLwd7FF/5C8AdGLfr9ssU2aRGR5ktJzMG1b3p3eR7XxR6tAFxNHVDGMaJM3GHrPxTjcum95k2hYAFUiEzrXgEJmhZM3H+LAFa4LRESVnxAC07aeQ1J6LoI97PVjIunparrbo31NVwgBrH20YrYlYQFUiXg4KjGslR8AYNGeK9BxdWgiquQ2n7yNfZcSIJda4bMBjaCQWfbtLoorf0r8llOWtzAiC6BK5s32gbBXyHApNhU7z8eaOhwiojJzMykD83ZeBAC8270mans6mDiiiqdNkAtqudsjM1eLLRa2oC4LoErG2VaO0e3yljr/dO8Vi17kiogqL41Wh8lbziIzV4sW/lX0N/qk4pFIJBjcMu++kuEX400cTfliAVQJjWjjj6q2cty6n8k7xRNRpbTywHWcjkmGvUKGT/s35IKHJdC+Zt6NYk/HPER6jsbE0ZQfFkCVkJ1Chrc6BgEA/u+PKGSrtSaOiIio9Jy7k4zP/4gCAMx7qS6qO9uYOKKKzaeqDXyq2ECjEzh+476pwyk3LIAqqdda+sDLSYX41Bx8F3HT1OEQEZWKOw8zMX7TGWh0As/V98RLjbxMHVKl0KZG3tIBh68lmTiS8sMCqJJSyKSY0KUGAODL/dcsco0HIqpczt1JxktfRuDW/bzVnj/qUw8SCbu+SkPboEcFUBQLIKoE+jb2QsPqjkjN1mDkd6csboojEVUeey/EYcBXx5CUnoNgD3tsHdcKTjZyU4dVaYQGVoVEAkQlpCMuJdvU4ZQLFkCVmExqhdVDQ+DpqMS1hHS8/cNpzgojogrn28PRGLMhEllqLdrVdMX/xobC01Fl6rAqFScbORo8unmspXSDsQCq5NwdlFgzLAQ2cikORSUh7JcLvE0GEVUIWp1A2C8XMG/nRQgBDGzug2+GhcBeaW3q0Col/TigKMu4kwALIAtQt5ojlg1oBIkE2Hg8Bus4KJqIzFxmrgZjvo/U/76a1jMYH/epB2spP7bKSpsgVwDA4Wv3LeIP5Wd6JyUlJeHUqVOIjIzE/fuWM2WuIutW1wPTewYDAD7ceRH7LyeYOCIiIuPUWh1eW3Mc+y7FQy6zwvJBjTG2fSAHPJexJr5OUFlLkZSeg8txaaYOp8wVqwC6cOEC2rVrB3d3d7Ro0QLNmzeHm5sbOnXqhCtXrpRVjFRKRrcNwIAQb+gEMH7TGVyxgDc4EVU8207fwZmYZDgoZdg0ugWeb1DN1CFZBIVMihYBVQBYxmywIhdAcXFxaN++PRITE7F06VLs3r0bu3btwuLFixEbG4u2bdsiIYGtCuZMIpHgw5fqoWVAFaTnaDBm4xmk5po6KiKif6m1Onzx5zUAwDuda6CpbxUTR2RZ2jyaDn/IAgZCF7kA+uyzz+Dr64szZ85gwoQJ6N69O3r06IHJkyfj9OnT8Pb2xmeffVaWsVIpkMussGpwU/i72OJucjbWXJHiYSarICIyD1sj7+DOwyy42CnwWgtfU4djcdrWyBsHdCL6fqW/i0CRC6Dw8HBMnToVSqWywHMqlQrvvfce9uzZU6rBUdlwspHjm2EhcFTJcCtdgn5fHce1hHRTh0VEFi5Xo8Py/XmtP2PbB0All5o4IstT090OrvYKZKt1OH3roanDKVNFLoBu3LiBJk2aFPp8SEgIbty4USpBUdkLcLXDDyOboYpCIOZBFvqsOIK/rlrG1EciMk/bTrP1x9QkEonFdIMVuQBKS0uDg4NDoc/b29sjPZ2tCBVJTXd7TK6vRVMfJ6RlazB83UneN4yITCJX8+/Ynzc7BLL1x4TaWMhtMYo1CywtLQ2pqamFflnCugGVjb018N3wEPRt4gWtTmDOLxcwa/s/XDGaiMrV1tN3cDc5C672CrzWwsfU4Vi0/AUR/7mXgocZlXeMqKyoOwohULNmzSc+zzUaKiaFzAqfvtIQNd3t8cnvl/H9sVuITsrAl4OawNGGK66WtZj7mfj13D1Uc1KiS213rnJLFidXo8PyP/PH/gRCac3WH1Nyd1Ciprsdrsan48j1pEq7DEGRC6D9+/eXSQArVqzQT6WvW7culi1bhrZt2xrd9/Dhw5g6dSouX76MzMxM+Pr6YsyYMZg0aZLBfsuWLcPKlSsRExMDFxcX9OvXDwsWLDA6gJvySCQSjG0fiAAXW0zcfBaHryWh1/8dwqvNvNGniReqO9uYOsRK50pcGlYcuIZf/74H3aPGU7nUCu1quuK5Bh4shshi/BTJ1h9z0ybIFVfj03E4igUQ2rdvX+on37x5MyZOnIgVK1agdevW+Oqrr9CzZ09cvHgRPj4FfwhsbW3x9ttvo0GDBrC1tcXhw4cxZswY2Nra4o033gAAbNy4EdOmTcO3336LVq1a4erVq3j99dcBgNP0i6BbXQ/8NLYVRq8/hbvJWfg0/Co+Db+KlgFV8HKT6uhZ3xN2iiK/bciIs7eT8eX+awi/GK/f1iqwKuJTs3E9MQP7LsXrV8BtVyOvGOpe1wM2cuadKp9cjQ5fPpr59SZbf8xG2xou+PZINA5FJVXaHp4i/0bV6XTQ6XSQyf59SXx8PFatWoWMjAy8+OKLaNOmTbFOvnTpUowcORKjRo0CkNdys2fPHqxcuRILFiwosH/jxo3RuHFj/WM/Pz9s27YNhw4d0hdAR48eRevWrTFo0CD9PgMHDsSJEyeKFZslq1PNAeGT2+G383HYevoOjt64j2M3HuDYjQeYveMCetTzwIBm3mgZUNXUoVYYOp3A0Rv3seLANRy5lnf7GIkE6FXPE292CEQ9L0cIIXA1Ph27zt3DzvOxuPGfYsjF7hLGdQjCoBY+/ICgSuV/kbdxNzkLbvYKDGLrj9loEVAF1lIJ7iZn4db9TPi52Jo6pFJX5AJo5MiRsLa2xurVqwHkDYhu1qwZsrOz4enpic8++ww7duxAr169inS83NxcREZGYtq0aQbbu3XrhoiIiCId48yZM4iIiMD8+fP129q0aYMNGzbgxIkTaN68OW7cuIHdu3dj2LBhRbxSAgAbuQwvN62Ol5tWx93kLGw/cxdbT9/BjcQM/HzmLn4+cxf9mlbH7BfqwIHdNEZpdQKnbj7Ab//E4fd/4hCXmg0AkFlJ8FJjL7zZIRCBrnb6/SUSCWp52KOWRy1M6loTV+LTsPtcLLaduYs7D7Mwb+dFfH3oBiZ0roGXm1bnTSGpwsvV6PDlf2Z+sbg3HzZyGZr4OON49AMcupZk2QXQkSNHsHz5cv3j9evXQ6PRICoqCo6Ojpg6dSoWL15c5AIoKSkJWq0W7u7uBtvd3d0RFxf3xNdWr14diYmJ0Gg0CAsL07cgAcCrr76KxMREtGnTBkIIaDQavPnmmwUKrf/KyclBTk6O/nFqaioAQK1WQ61WF+l6KqL8a3vaNbrZyvBGG1+Mbu2Dc3dT8b/IO9gSeRc/Rd5BxLUkfNI37/YalUlRc/M4jVaHEzcf4vcL8Qi/lICk9H9nUNjKpejTuBpGtfGDl5PqqccPrKrC+I4BGNvOD1tP38PyA9cRm5KNadvOY+WB65jQORDP1fOAlVX5NU0/a14qO+alcE/KzY8nb+NeSjbc7BXo19jTovJXEd4zrQKq4Hj0A/x1JQGvNi2/cUAlyU1xXiMRRZy7bmtri3/++Qf+/v4AgL59+8LLywtffPEFAODixYvo0KFDke8Hdu/ePXh5eSEiIgKhoaH67R999BG+//57XL58udDXRkdHIz09HceOHcO0adOwfPlyDBw4EABw4MABvPrqq5g/fz5atGiBa9euYcKECRg9ejRmzZpl9HhhYWGYO3duge0//PADbGw4+NeY66nAxmtS3M/J+/Dt4KnDc946VJSlO3QCSMgCUnIlSFPj0de//8/USKCQCthIARtZ/peAjQxQSoEsbd5+6WoJ0tX//j85F8jS/luQqKQC9aoINKoiUMtJwLoEjTZqHXAkXoLwO1ZI1+Sdw9NGoHFVHRzlgJMccJQLOMoBlTSvi43IXKXkAkvPS5GcK8HLflq08+QyKubmVhqw9B8ZVFKBj5ppIa0Av1MyMzMxaNAgpKSkPHHtQqAYLUBKpRJZWVn6x8eOHcPixYsNni/OQoguLi6QSqUFWnsSEhIKtAo9Lr8Iq1+/PuLj4xEWFqYvgGbNmoUhQ4boW4Xq16+PjIwMvPHGG5gxYwasrAp+Ak2fPh2TJ0/WP05NTYW3tze6dev21ARWZGq1GuHh4ejatSusrYvfjTUiR4OFe67ix5N3cCDWCnc09lj8cn3U8zLfnEUlpGPH2Vj8ci4WsSnZT9n72X7anW2s0bW2G7rXdUdL/yqQy0qvq6o3gIwcDb47GoM1R24iNlOD2MyCVafK2gpu9kqorK0gAAgBCIhH/+axkUvhpLKGs40czrbWef+3lcNZZY2qdnK4OyjgZq8wGHxd0vdMZVXeeRFCIOZhFrydVOXaAvgsjOXmYmwqxmw4g+TcHFRzVGLu0NZQWFj3V0X4WdLqBNZc24/UbA2qN2iFxt5O5XLekuQmvwenKIpcADVs2BDff/89FixYgEOHDiE+Ph6dOnXSP3/9+nVUq1b0JjK5XI6mTZsiPDwcffr00W8PDw9H7969i3wcIYRB91VmZmaBIkcqlUIIUehCjQqFAgqFosB2a2trs31jlqZnvU4na2ssfLkhutf1xPtbz+FaYgZeWX0cg1v6orqzCgqZFRQyKRTWVlDIrCCXWcHJRo561RxLtSh4moTUbPzy9z38fOYuLtz794fDRi5FdWcVXOwU/37Zy+Fip4C93AoRJyLhV6su0nN0SM7KRUqmGilZaqTlaOCgtEZVWzmq2slR1U7x7/9tFajpbgdZGY7PcbK2xoSutfB66wD8eDIG1xPTEZeag/iUbMSlZiMlS40stQ63HmSWyvnsFTK4Oijgbq+Eq50cslQJ2usksLGAn43iKo/fGWnZakzb+g92nY/F+E5BmNKtVpmer7Tk52bPhThM/PEsstRaBLra4pthzWBnY7lLlJjz54w1gFaBLvj9QhyORSejeYBr+Z7/GXJTnP2LXADNmjULvXr1wpYtWxAbG4vXX38dnp6e+ud//vlntG7duliBTp48GUOGDEFISAhCQ0OxevVqxMTEYOzYsQDyWmbu3r2L9evXAwC+/PJL+Pj4IDg4GEDeukBLlizB+PHj9cd84YUXsHTpUjRu3FjfBTZr1iy8+OKLkEot6y+M8tIx2A17J7bDzO15v5TXPeV2GiprKZr5V0FoQFW0CqyKel6OkJbyX7FanUD4xThsPB6DI9eS9OvsWEsl6FDLDX0ae6FTsFuhgy7VajVyowV6tfQx219OjjbWGNM+sMD2rFwtEtKyEZ+ag1xN3oreEsl/2rMe/SczR4uHmbmPvtR4mPHo/xlqJKXnIC41G5m5WqTlaJCWqMGNxIxHB5Dij0//wrBW/ni9lR+q2MrL/Fopz+W4VIzbcBo3kvK+F3/fSTFxREUnhMDKA9exaM9lCJE3zXr5oCZwVJnnzxflCQ2sit8vxOHs7WRTh1LqilwAdezYEadOncK+ffvg4eGBV155xeD5Ro0aoXnz5sU6+YABA3D//n3MmzcPsbGxqFevHnbv3g1f37yb4MXGxiImJka/v06nw/Tp0xEdHQ2ZTIbAwEAsXLgQY8aM0e8zc+ZMSCQSzJw5E3fv3oWrqyteeOEFfPTRR8WKjYrH2VaO5YMa4/l/PHHgSiJyNFrkaHTI0eiQq9HpH995mIUHGbn462qi/uar9koZWvhXRcuAKmjs44y61RyeeTZIWrYaW07dwbqIaNx+8G+XbVNfZ7zU2AvP1/eEcyX/wFbJpfCtagvfqiWftZGeo0F8ajYSUnOQkJaNW0np+P5wFBKzNPi/P6Lw9V838Gpzb4xqG6Af2E1lY2vkHczYfh7Zah0UMivkaHSIS8l6+gvNgEYHTP35An4+cw8AMKSlL+a8UKdMW0qpdNRwz5upei2h8t3rs8iDoC1JamoqHB0dizSIqiJTq9XYvXs3evXqVW6tHDqdwNWENBy9fh8R1+/j2I37SMvWGOxjLZWgtqcDGnk76b/8XWyfuBDX7QeZ+C7iJjafvI20nLzjOdtYY1ALH/QP8S52MWCK3FQEarUaO3fthtS3CVYfvol/7uZ1KeZP7X+jXQBqutubOMryV5bvl2y1FnN/vYBNJ24DyGs5Gd+pBvp/dRT2ShnOh3Uv1fOVtrjkDAz6cj9upEkgtZJgzgt1MDTUz9RhmVxF+R2TkJaN5h/9AYkEuDSvR7ksVVCS3BTn87vILUD53VCPc3R0RK1atfTdUkRPYmUlQbCHA4I9HDC8tT+0OoGL91IRcT0JJ6If4OztZNzPyMW5Oyk4dycF64/eApA3hdzJRg4HlTUclLJH/1rDQSVDXEo29lyI03dzBbraYkQbf/RtXJ13lC4DVhKgZz0PvNCoOg5fS8KK/ddx9MZ9/BR5Bz9F3kHD6o7o26Q6XmxYrdK3tpW1mPuZeHNjJC7cS4VEAkzoXAPjO9VAlloLAEjL1iA9R2O2q7MnZ+ai/+rjiEmTwF4pw5eDmqBdzfIdR0Il42qngINShtTsvG7wOtUqT6NAkX9qJkyYYHR7eno6dDodevXqhR9++AH29pb31x89O6mVBPWrO6J+dUeMaR8IIQTuPMzCmdvJOBuTjLO3H+Kfe6nIyNUiIzcLd5MLb/JvE+SCkW390b6Gq9nPjKkMJBIJ2tZwRdsarjgT8xBfHbyBfZfi8fedFPx9JwXzd11Ep2A39G1SHR1ruZXrwPeKLlutxQ/HY/DZvqtIy9agiq0cn7/aCG1r5BUPdgoZ7BUypOVoEJeShSA38/y9++neq4h5kIUqCoGNo5ujtpezqUOiYpJIJAhys8PpmGRcS0y3zALo4cOHRrfrdDpERkZi1KhRmDt3LpYsWVJqwZHlkUgk8K5iA+8qNnixYd6swlyNDnceZiI1W4PULDVSs9VIzdI8+jdv0asXG1VDsEfl+cGsaBr7OGPVkKZISs/BL2fvYevpO7hwLxV7LsRjz4V4ONtYo0/j6hje2g/eVbi2VmHyC5+VB68jMS1vdmsTHyd8+VoTeDoajrHydFIiLT4dsSnZZlkA/XM3BRuP57XgDgrUIcjN7imvIHNVw80+rwCqZOOAStxuamVlhWbNmuHTTz/FW2+9xQKISp1cZoUAV/7yrAhc7BQY0cYfI9r443JcKradzrttSmJaDr49Eo11EdHoWc8To9sFoFE5rSlSERgrfLycVHirYxBeCTF+2xMPRxWuPiqAzI1OJzB7xz/QCeC5+h6oYXfH1CFRCeQXr9dZABkXFBSEO3f4JieiPMEeDviglwPe714Lh6KSsDbiJv66mohd52Ox63wsmvtVwai2/uhS292gyzIjJ2+swbXENFxPyICNQoo32gZUyhlDORotNh4zXvj0a1r9id2Gng55a+fEmWEBtO3MXZyOSYaNXIppPWri9GF+NlRk+QVQVEKaiSMpXaVWAF2/fh3Vq1cvrcMRUSUhk1qhY7AbOga74VJsKtYcisYvf9/FiZsPcOLmAwS42KJ1kAtu3s/A9YR03DPygX4tIR1L+jWsVGO7Dl5NxJwd/+Dm/bwFK4ta+OTzcMwrgMytBSglS42Fv10CALzTuQY8HCx3kcPKIr8Aik7KgEarqzR/jJS4ABJC4MyZM5gyZQpeeOGF0oiJiCqp2p4O+LR/Q7zfoxbWRdzExmO3cCMpQ7+wX76qtnIEutmhupMKO/6+h22n78JeIUPYi3WfuBxCRXAvOQsf7ryI3/7Juw2Qm70CE7vULHLhk8/TMb8FyLzWAvos/CqS0nPzZmO29geE1tQhUQl5OamgtLZCtlqHmAeZlWZIQpELIGdnZ6O/eNLT06HVatGjRw+EhYWVZmxEVEm5OygxtUcw3u4YhG2n7+DOwywEuNoi0NUOga52BtPn29Z0weQtf+O7o7dgp5Thve4Vc8mNXI0O3x6Jxv/9EYXMXC2kVhK83soPE7vUgL2y+OvAmGML0KXYVKw/ehMAEPZiXchlVlCrWQBVdFZWEgS42OFibCquJaRbXgG0bNkyo9sdHBwQHByM2rVrl1ZMRGQhbBUyDHnKonh9GldHRo4WM7f/gy/3X4etQoZxHYLKJ8BScvT6fcza8Y9+Fk2IrzM+fKkeans++8zF/Flh5lIACSEwZ8cF6ETeOlH5U/apcqjh/qgASkxHN1MHU0qKXAANGzasLOMgIirU4Ja+yMjRYMFvl7Ho9yuwL0LhZA40Wh0W/HYZ3xyOBpDXtTetZzBeblK9xOOZPJ3yWoBSstTIzNXARm7axRB3nL2HEzcfQGUtxczn65g0Fip9Qa6V75YY5rl8KBHRY8a0D0R6jgZf/HkNs3ZcgK1Chr5NzHfiRUqWGuM3ndHf8+61Fj54v3swHG1K57YH9goZbOVSZORqEZeSbdJuibRsNT7anTfw+e1OQbwvXCWUPxCaBRARkQlM7loTadkarIu4ifd+OgcbuQw96nmYOqwCbiSmY9T6U7iRmAGVtRRL+zdEz/qepXoOiUQCD0clridmmLwA+r8/opCYlgO/qjYY1dbfZHFQ2fnvWkBCiAo/GQEAKsdcNiKyCBKJBLOfr4N+TatDqxMYtzESb/1wGmdijK9UbwqHohLx0pdHcCMxA9Uclfjf2NBSL37ymcM4oH/upmDtkZsAgDkv1oVCxvvvVUa+VW0htZIgI1drNuPOSqpIBdC5c+eg0+nKOhYioqeyspJgYd/6eLlJdegEsOtcLPqsiMDLKyOw+3wsNFrT/K4SAlh/LAavrz2J1GwNmvg4YfvbrVHPy7HMzpk/Eywu1TQfSGnZarz1w2lodAK96nugYy03k8RBZU8us4Jv1bzb2FSWbrAidYE1btwYsbGxcHNzQ0BAAE6ePImqVauWdWxEREbJpFb4tH9DjGrrj28PR2PH2XuIvPUQkbceorqzCsNb+6N/SPViTS/PVmsRcT0J/9xNhU4ISCCBRAJIgLx/JRJYSSRQyKygkkuhtLaCUiaFUi6FtURgyw0rRBy7DADo28QLC/rWL/PWEE/9VPjyXwtICIHp287j1v1MeDmpsKBPg3KPgcpXDTe7vFXaE9LRrmbFn+VXpALIyckJ0dHRcHNzw82bN9kaRERmobanAxa/0hDv9aiFDUdv4ftjt3DnYd5Cg4v3XEZTX2c096uKFgFV0MjbCUprw4IkNVuN/ZcTsPdCPA5cSUBGbknWrLGCRAJM7xmM0W0DymWMhL4FyARdEptO3MbOc7GQWUnwxaDGpTa4m8xXkJsd9lyIx7VEC2oBevnll9G+fXt4enpCIpEgJCQEUqnxv2xu3LhRqgESET2Nm70Sk7vVwriOQdh2+i6+OXwD1xMzcOTafRy5dh9AXhN+I28ntPSvgiq2cvxxOQHHbtyHWiv0x/FwUKJ1kAuU1lYQyOvWAgSEyPu/Vghkq7XIVuuQo9EiK1eLbI0WmTla5GalY3afJuhWr1q5XXe1R2OA7iWXbwF0KTYVc3+9AAB4r3stNPFxLtfzk2lUtplgRSqAVq9ejb59++LatWt45513MHr0aNjb25d1bERExaK0lmJQCx8MbO6NawnpOBb9AMdv3Mfx6AdITMvBiegHOBH9wOA1QW526F7XHd3qeKBBdcdnarlRq9XYvXs3OtYq324BU4wBysjR4O0fTiNHo0PHWq4Y3Tag3M5NphXkmve5b1EFEAD06NEDABAZGYkJEyawACIisyWRSFDD3R413O0xpKUvhBCITsrA8UcFUVJ6LloHuaBbXXcEVuBl/fPHAD3IyEW2Wlugi68szNrxD64nZsDdQYFP+zeqVDeopScLdLMFkPd+e5CRiyr/uWVNRVTsdYDWrl2r//+dO3cgkUjg5eVVqkEREZUmiUSCAFc7BLjaYWBzH1OHU2ocVdb6m1TGp2bDt6ptmZ7vp8g72Hb6LqwkwP+92rjCfwBS8djIZfByUuFuchauJaSjuX8VU4dUIsVeB0in02HevHlwdHSEr68vfHx84OTkhA8//JCDo4mIypFEIim3tYCuJaRh1vZ/AACTutREiwDOBLZElWkcULFbgGbMmIFvvvkGCxcuROvWrSGEwJEjRxAWFobs7Gx89NFHZREnEREZ4eGgRHRSRpnOBMtWa/HWxjPIUmvRJsgF4zpWrJvRUukJcrPDwauJllkAfffdd1izZg1efPFF/baGDRvCy8sL48aNYwFERFSO/l0LqOwKoC/+jMKV+DS42CmwdEBDSDnux2LpW4AqwVT4YneBPXjwAMHBwQW2BwcH48GDB0ZeQUREZSX/rvBltRhiVHwaVv+Vt7zJ/Jfqwc1eWSbnoYpBXwDFp5k4kpIrdgHUsGFDLF++vMD25cuXo2HDhqUSFBERFY1HGY4B0ukEPvj5PNRagS613dC9rnupn4MqlqBHsybvpWQjI0dj4mhKpthdYIsWLcJzzz2Hffv2ITQ0FBKJBBEREbh9+zZ2795dFjESEVEhPB3KbjXo/0XexsmbD2Ejl2Ju73qV4g7gVDLOtnK42MmRlJ6L64npaFDdydQhPbNitwC1b98eV69eRZ8+fZCcnIwHDx6gb9++uHLlCtq2bVsWMRIRUSE8ymgM0P30HCz4Le/eZpO61ISXk6pUj08VV/7aWRV9IHSxW4AAoFq1ahzsTERkBvIHQSel5yBXo4NcVuy/a436aPclJGeqUdvTAcNb+5XKMalyCHKzw/HoBxW+ACqdnxQiIjKJKrZyyKV5v8rjS+mWGBHXkrDt9F1IJMDHfepBJuVHBf2rsqwFxHc1EVEFJpFISvWeYDkaLWY+WvBwcAtfNOaNTukxlWUqPAsgIqIKLr8b7F5yyafCrzxwHTeSMuBqr8B7PWqV+HhU+eQXQLfuZyJXU3HvAMECiIiogssvgEo6E+x6YjpW7L8OAJjzQh04KK1LHBtVPh4OStgpZNDqBG7ezzB1OM+s2AVQVlYWMjMz9Y9v3bqFZcuWYe/evaUaGBERFU1prAUkhMCs7f8gV6tD+5queK6+Z2mFR5WMRCJBYCUYB1TsAqh3795Yv349ACA5ORktWrTAp59+it69e2PlypWlHiARET1ZabQA7b0Yj4jr96G0tsL8l7jmDz1ZUCWYCl/sAuj06dP69X5++uknuLu749atW1i/fj3+7//+r9QDJCKiJ9OvBVSCQdBfP7rdxYjW/vCuYlMqcVHlVRlmghW7AMrMzIS9vT0AYO/evejbty+srKzQsmVL3Lp1q9QDJCKiJ/u3BejZBkGfjnmIU7ceQi61wuut/EoxMqqsLLIACgoKwvbt23H79m3s2bMH3bp1AwAkJCTAwcGh1AMkIqIny28BSkjLgVpb/Fk5aw7ltf682Kga3Bx4s1N6uvwC6HpiOrQ6YeJonk2xC6DZs2fj3XffhZ+fH1q0aIHQ0FAAea1BjRs3LvUAiYjoyVxsFbCWSiBEXhFUHLcfZOL3f+IAAKPa+pdFeFQJeTurIJdZIUejw92HJV9+wRSKXQD169cPMTExOHXqFH7//Xf99s6dO+Ozzz4rdgArVqyAv78/lEolmjZtikOHDhW67+HDh9G6dWtUrVoVKpUKwcHBRs+ZnJyMt956C56enlAqlahduzZv1EpElZaVlQTuDs/WDfbN4WjoBNCupiuCPdiKT0Ujk1ohwMUWAHAtMc3E0TybZ7oXmIeHBzw8PAy2NW/evNjH2bx5MyZOnIgVK1agdevW+Oqrr9CzZ09cvHgRPj4+Bfa3tbXF22+/jQYNGsDW1haHDx/GmDFjYGtrizfeeAMAkJubi65du8LNzQ0//fQTqlevjtu3b+vHLRERVUaejkrceZhVrKnwKZlqbDl1GwAwmq0/VEyBbna4HJeGawnp6BTsbupwiq1IBVDfvn2LfMBt27YVed+lS5di5MiRGDVqFABg2bJl2LNnD1auXIkFCxYU2L9x48YG3Wx+fn7Ytm0bDh06pC+Avv32Wzx48AARERGwts5bxMvX17fIMRERVUR5awE9LNZU+B9OxCAzV4tgD3u0CXIpu+CoUqroU+GLVAA5Ojrq/y+EwM8//wxHR0eEhIQAACIjI5GcnFysQik3NxeRkZGYNm2awfZu3bohIiKiSMc4c+YMIiIiMH/+fP22X375BaGhoXjrrbewY8cOuLq6YtCgQZg6dSqkUqnR4+Tk5CAn599+89TUVACAWq2GWq0u8jVVNPnXVpmv8VkxN8YxL8aZQ17c7PL+4Lv7MLNIceRqdFh3JBoAMLyVDzQaTZnEZQ65MUeVIS/eTgoAQMz9jFK9jpLkpjivKVIBtHbtWv3/p06div79+2PVqlX6gkKr1WLcuHHFmgWWlJQErVYLd3fDZjN3d3fExcU98bXVq1dHYmIiNBoNwsLC9C1IAHDjxg38+eefeO2117B7925ERUXhrbfegkajwezZs40eb8GCBZg7d26B7Xv37oWNTeVfDyM8PNzUIZgt5sY45sU4U+blQawEgBRnrkRjt7j+1P1PJEoQnyaFg7WA7O7f2B37d5nGx/eMcRU5LzdT8t5zN2IflMk422fJzX/vVPE0xR4D9O233+Lw4cMGrSlSqRSTJ09Gq1atsHjx4mId7/HVRoUQT12B9NChQ0hPT8exY8cwbdo0BAUFYeDAgQAAnU4HNzc3rF69GlKpFE2bNsW9e/ewePHiQgug6dOnY/LkyfrHqamp8Pb2Rrdu3Sr11H61Wo3w8HB07dpV311IeZgb45gX48whL1YX4vHzzb8hsXFGr14tnrivEAIrvzwKIB1vdKiJF9uV3fgfc8iNOaoMeYlOysDyi0eQrpOhZ89upbZ6eElyk9+DUxTFLoA0Gg0uXbqEWrUM7xJ86dIl6HRFX3/CxcUFUqm0QGtPQkJCgVahx/n75/2w1q9fH/Hx8QgLC9MXQJ6enrC2tjYo0GrXro24uDjk5uZCLpcXOJ5CoYBCoSiw3drausK+MYvDUq7zWTA3xjEvxpkyL95V88ZjxKXmPDWGw1FJuByfDhu5FENC/cslZr5njKvIean+6D2XmatFjk4C+1K+ee6z5KY4+xe7ABo+fDhGjBiBa9euoWXLlgCAY8eOYeHChRg+fHiRjyOXy9G0aVOEh4ejT58++u3h4eHo3bt3kY8jhDAYv9O6dWv88MMP0Ol0sLLKm+V/9epVeHp6Gi1+iIgqA8//LIao0eogkxa+ysnXjxY+7B/iDUebivnhS6ZnI5fBXilDWrYG8anZpV4AlbViF0BLliyBh4cHPvvsM8TGxgLIa3V5//33MWXKlGIda/LkyRgyZAhCQkIQGhqK1atXIyYmBmPHjgWQ1zV19+5d/c1Xv/zyS/j4+CA4OBhA3rpAS5Yswfjx4/XHfPPNN/HFF19gwoQJGD9+PKKiovDxxx/jnXfeKe6lEhFVGC52CkitJNDqBJLSc/WrQz/uSlwaDl5NhJUk775fRCXh4aBEWnY64lJyEORWsZabKXYBZGVlhffffx/vv/++vq/tWcfJDBgwAPfv38e8efMQGxuLevXqYffu3fpp67GxsYiJidHvr9PpMH36dERHR0MmkyEwMBALFy7EmDFj9Pt4e3tj7969mDRpEho0aAAvLy9MmDABU6dOfaYYiYgqAqmVBO72CtxLyUZsSlahBVD+bS+61/WAT9XKP8mDypaHoxJRCemIK8GNeE3lmRZCzFcaA4THjRuHcePGGX1u3bp1Bo/Hjx9v0NpTmNDQUBw7dqzEsRERVSQejkrcS8kudC2ghLRs7Dh7DwAwul1AeYZGlVT+CuTxFbAAKvatMOLj4zFkyBBUq1YNMpkMUqnU4IuIiEzD01EFAIWuBr1kzxXkanVo6uuMJj7O5RkaVVIe+luwVLwCqNgtQK+//jpiYmIwa9YseHp6ltq0NyIiKpn8bi9j3RGnbj7AllN3AAAznqtdrnFR5eX+hPecuSt2AXT48GEcOnQIjRo1KoNwiIjoWeXPBHu8BUit1WHGz/8AAAY292brD5UaD0vqAvP29oYQoixiISKiEtB3gSUb3hH+u4ibuBKfBmcba7zfPdgUoVElVZG7wIpdAC1btgzTpk3DzZs3yyAcIiJ6Vh5GWoBiU7LwWfhVAMD0nrXhbMv10Kj0uDvmLSKclJ63/lRFUuwusAEDBiAzMxOBgYGwsbEpsOrigwcPSi04IiIquvwusPjUbOh0AlZWEny48yIycrUI8XVGv6bVTRwhVTYutgrIrCTQ6AQS03P0rZAVQbELoGXLlpVBGEREVFKu9gpYSQCNTiApIwcX76Vi9/k4SK0k+PClerCy4qQVKl1WVhK4PVp/Ki4lu3IXQMOGDSuLOIiIqISspVZwtVcgPjUHN5MyMXvHBQDA8FZ+qO1ZeW/sTKbl5pC3/lRFGwhdooUQs7KyoFarDbZV5runExGZOw9HFeJTczB/10XEPMiEh4MSE7vWNHVYVIlV1IHQxR4EnZGRgbfffhtubm6ws7ODs7OzwRcREZlOtUfjgM7dSQEAzH6hDuwUJfpbl+iJ/l1/Kucpe5qXYhdA77//Pv7880+sWLECCoUCa9aswdy5c1GtWjX9TUuJiMg0/nsPsHY1XdGznocJoyFLUFFvh1HsPwt+/fVXrF+/Hh06dMCIESPQtm1bBAUFwdfXFxs3bsRrr71WFnESEVER5M8Ek8usMO/Fulytn8qcx6Op8JW+C+zBgwfw9/cHkDfeJ3/ae5s2bfDXX3+VbnRERFQsXet4INDVFmEv1IWfi62pwyELUFFbgIpdAAUEBOgXQaxTpw62bNkCIK9lyMnJqTRjIyKiYvJ3scUfUzpgUAsfU4dCFkI/CDo1u0LdKaLYBdDw4cPx999/AwCmT5+uHws0adIkvPfee6UeIBEREZmv/HFnmblapOVoTBxN0RV7DNCkSZP0/+/YsSMuX76MU6dOITAwEA0bNizV4IiIiMi82chlsFfKkJatQUJqNhyU1k9/kRko8dxIHx8fODg4sPuLiIjIQnk4KJGWnY64lBwEudmbOpwiKXYX2CeffILNmzfrH/fv3x9Vq1aFl5eXvmuMiIiILMe/awFVnIHQxS6AvvrqK3h7ewMAwsPDER4ejt9++w09e/bkGCAiIiILVBFnghW7Cyw2NlZfAO3cuRP9+/dHt27d4OfnhxYtWpR6gERERGTeKuLtMIrdAuTs7Izbt28DAH7//Xd06dIFACCEgFarLd3oiIiIyOy5V8AusGK3APXt2xeDBg1CjRo1cP/+ffTs2RMAcPbsWQQFBZV6gERERGTePCyhC+yzzz6Dn58fbt++jUWLFsHOzg5AXtfYuHHjSj1AIiIiMm8VsQus2AWQtbU13n333QLbJ06cWBrxEBERUQXj/uh+YEnpOdBodZBJiz3CptwVuwB62h3fhw4d+szBEBERUcXjYquA1EoCrU4gMT0Hno4qU4f0VMUugCZMmGDwWK1WIzMzE3K5HDY2NiyAiIiILIyVlQRu9grEpmQjLiW7QhRAxW6jevjwocFXeno6rly5gjZt2mDTpk1lESMRERGZuYq2FlCpdNLVqFEDCxcuLNA6RERERJahog2ELrVRSlKpFPfu3SutwxEREVEF8u/tMHJMHEnRFHsM0C+//GLwWAiB2NhYLF++HK1bty61wIiIiKjiqGhdYMUugF566SWDxxKJBK6urujUqRM+/fTT0oqLiIiIKhCPR1PhK0oXWLELIJ1OVxZxEBERUQVW0VqASjQGSAgBIURpxUJEREQVlH4QdGp2hagNnqkAWr9+PerXrw+VSgWVSoUGDRrg+++/L+3YiIiIqILIHwSdmatFWo7GxNE8XbG7wJYuXYpZs2bh7bffRuvWrSGEwJEjRzB27FgkJSVh0qRJZREnERERmTEbuQz2ShnSsjWIT8mGg9La1CE9UbELoC+++AIrV640WPG5d+/eqFu3LsLCwlgAERERWSgPByXSstMRl5qNGu72pg7niYrdBRYbG4tWrVoV2N6qVSvExsaWSlBERERU8eR3g8VXgLWAil0ABQUFYcuWLQW2b968GTVq1Ch2ACtWrIC/vz+USiWaNm2KQ4cOFbrv4cOH0bp1a1StWhUqlQrBwcH47LPPCt3/xx9/hEQiKTB1n4iIiEpfRZoJVuwusLlz52LAgAH466+/0Lp1a0gkEhw+fBh//PGH0cLoSTZv3oyJEydixYoVaN26Nb766iv07NkTFy9ehI+PT4H9bW1t8fbbb6NBgwawtbXF4cOHMWbMGNja2uKNN94w2PfWrVt499130bZt2+JeIhERET2DinQ7jGK3AL388ss4fvw4XFxcsH37dmzbtg0uLi44ceIE+vTpU6xjLV26FCNHjsSoUaNQu3ZtLFu2DN7e3li5cqXR/Rs3boyBAweibt268PPzw+DBg9G9e/cCrUZarRavvfYa5s6di4CAgOJeIhERET0Dd8d/p8Kbu2K3AAFA06ZNsWHDhhKdODc3F5GRkZg2bZrB9m7duiEiIqJIxzhz5gwiIiIwf/58g+3z5s2Dq6srRo4c+cQutXw5OTnIyfm3vzI1NRUAoFaroVarixRLRZR/bZX5Gp8Vc2Mc82Ic81I45sa4ypoXV5u8siIuJeuZr60kuSnOa56pANLpdLh27RoSEhIKrAzdrl27Ih0jKSkJWq0W7u7uBtvd3d0RFxf3xNdWr14diYmJ0Gg0CAsLw6hRo/TPHTlyBN988w3Onj1btIsBsGDBAsydO7fA9r1798LGxqbIx6mowsPDTR2C2WJujGNejGNeCsfcGFfZ8nI7HQBkuJWQgt27d5foWM+Sm8zMzCLvW+wC6NixYxg0aBBu3bpVYKVHiUQCrVZbrONJJBKDx0KIAtsed+jQIaSnp+PYsWOYNm0agoKCMHDgQKSlpWHw4MH4+uuv4eLiUuQYpk+fjsmTJ+sfp6amwtvbG926dYODg0OxrqciUavVCA8PR9euXWFtbd7rNZQ35sY45sU45qVwzI1xlTUviWk5WHL+INI1EnTr3gMyafHXWy5JbvJ7cIqi2AXQ2LFjERISgl27dsHT0/OpxUphXFxcIJVKC7T2JCQkFGgVepy/vz8AoH79+oiPj0dYWBgGDhyI69ev4+bNm3jhhRf0++a3UMlkMly5cgWBgYEFjqdQKKBQKApst7a2rlRvzMJYynU+C+bGOObFOOalcMyNcZUtL+5OMkitJNDqBJJzdPB0LPjZWlTPkpvi7F/sAigqKgo//fQTgoKCivtSA3K5HE2bNkV4eLjB4Onw8HD07t27yMcRQujH7wQHB+P8+fMGz8+cORNpaWn4/PPP4e3tXaKYiYiIqHBSKwnc7BWITclGXEo2PB1Vpg6pUMUugFq0aIFr166VuAACgMmTJ2PIkCEICQlBaGgoVq9ejZiYGIwdOxZAXtfU3bt3sX79egDAl19+CR8fHwQHBwPIWxdoyZIlGD9+PABAqVSiXr16BudwcnICgALbiYiIqPS5OygRm5Jt9msBFakAOnfunP7/48ePx5QpUxAXF4f69esXaG5q0KBBkU8+YMAA3L9/H/PmzUNsbCzq1auH3bt3w9fXF0DeqtMxMTH6/XU6HaZPn47o6GjIZDIEBgZi4cKFGDNmTJHPSURERGWnoqwFVKQCqFGjRpBIJAaDnkeMGKH/f/5zzzIIety4cRg3bpzR59atW2fwePz48frWnqJ6/BhERERUdjz0awGZ9+0wilQARUdHl3UcREREVAlUlNthFKkA8vX1xYgRI/D555/D3t687+5KREREpuPxaOaXuXeBFXmC/nfffYesrKyyjIWIiIgquIrSAlTkAujxRQ+JiIiIHqcfBJ2abda1Q7GWaHzWRQ+JiIjIMuQPgs7M1SItR2PiaApXrHWAatas+dQi6MGDByUKiIiIiCouG7kM9koZ0rI1iE/JhoPSPFe6LlYBNHfuXDg6OpZVLERERFQJeDgokZadjrjUbNRwN8/JU8UqgF599VW4ubmVVSxERERUCXg4KhGVkG7WM8GKPAaI43+IiIioKPJngiWkme9iiJwFRkRERKWqItwOo8hdYDqdrizjICIiokrC3fHfqfDmqljT4ImIiIiextVODgB4kJFr4kgKxwKIiIiISpWDKm/qe3ImCyAiIiKyEE6qvBaglCzzXQiRBRARERGVKiebvBaglKxcs51ExQKIiIiISpXjoy4wtVYgM1dr4miMYwFEREREpcpGLoW1NG/9wJQstYmjMY4FEBEREZUqiUQCx0fjgJIzWQARERGRhXBU5S01mJxlnjPBWAARERFRqXOyeTQTjC1AREREZCmcVPkzwVgAERERkYXInwmWzAKIiIiILIWjTf5q0CyAiIiIyEL8uxo0CyAiIiKyEP9dDdocsQAiIiKiUqcfA8QuMCIiIrIUjjacBUZEREQWxoktQERERGRpHLkOEBEREVma/JWg03M0UGt1Jo6mIBZAREREVOoclDL9/1PNsBWIBRARERGVOpnUCvaK/BuisgAiIiIiC2HOM8FYABEREVGZ0C+GaIYzwVgAERERUZn494ao5rcaNAsgIiIiKhP6+4GxBYiIiIgshf6O8BwDRERERJbCnO8HZvICaMWKFfD394dSqUTTpk1x6NChQvc9fPgwWrdujapVq0KlUiE4OBifffaZwT5ff/012rZtC2dnZzg7O6NLly44ceJEWV8GERERPcbJjFeDNmkBtHnzZkycOBEzZszAmTNn0LZtW/Ts2RMxMTFG97e1tcXbb7+Nv/76C5cuXcLMmTMxc+ZMrF69Wr/PgQMHMHDgQOzfvx9Hjx6Fj48PunXrhrt375bXZRERERH+MwuMBZChpUuXYuTIkRg1ahRq166NZcuWwdvbGytXrjS6f+PGjTFw4EDUrVsXfn5+GDx4MLp3727QarRx40aMGzcOjRo1QnBwML7++mvodDr88ccf5XVZREREBMDx0SDo5EzzmwUme/ouZSM3NxeRkZGYNm2awfZu3bohIiKiSMc4c+YMIiIiMH/+/EL3yczMhFqtRpUqVQrdJycnBzk5OfrHqampAAC1Wg212vyq1tKSf22V+RqfFXNjHPNiHPNSOObGOEvJi51cAiCvACrqtZYkN8V5jckKoKSkJGi1Wri7uxtsd3d3R1xc3BNfW716dSQmJkKj0SAsLAyjRo0qdN9p06bBy8sLXbp0KXSfBQsWYO7cuQW27927FzY2Nk+5koovPDzc1CGYLebGOObFOOalcMyNcZU9L3czAECGhJQM7N69u1ivfZbcZGZmFnlfkxVA+SQSicFjIUSBbY87dOgQ0tPTcezYMUybNg1BQUEYOHBggf0WLVqETZs24cCBA1AqlYUeb/r06Zg8ebL+cWpqKry9vdGtWzc4ODgU84oqDrVajfDwcHTt2hXW1tamDsesMDfGMS/GMS+FY26Ms5S8xKZkY9G5v5CttULPnt2e+vkOlCw3+T04RWGyAsjFxQVSqbRAa09CQkKBVqHH+fv7AwDq16+P+Ph4hIWFFSiAlixZgo8//hj79u1DgwYNnng8hUIBhUJRYLu1tXWlfmPms5TrfBbMjXHMi3HMS+GYG+Mqe15cHPIKHo1OIFdYwU5e9LLjWXJTnP1NNghaLpejadOmBZq4wsPD0apVqyIfRwhhMH4HABYvXowPP/wQv//+O0JCQkolXiIiIioelbUUcmleqWFuM8FM2gU2efJkDBkyBCEhIQgNDcXq1asRExODsWPHAsjrmrp79y7Wr18PAPjyyy/h4+OD4OBgAHnrAi1ZsgTjx4/XH3PRokWYNWsWfvjhB/j5+elbmOzs7GBnZ1fOV0hERGS5JBIJHG2skZiWg+TMXHg5qUwdkp5JC6ABAwbg/v37mDdvHmJjY1GvXj3s3r0bvr6+AIDY2FiDNYF0Oh2mT5+O6OhoyGQyBAYGYuHChRgzZox+nxUrViA3Nxf9+vUzONecOXMQFhZWLtdFREREeRxVeQWQud0PzOSDoMeNG4dx48YZfW7dunUGj8ePH2/Q2mPMzZs3SykyIiIiKilzXQ3a5LfCICIiosrLyUxviMoCiIiIiMqMg5neEJUFEBEREZUZp0e3w2AXGBEREVmMf2+Ial73A2MBRERERGVGPwaIXWBERERkKRw5C4yIiIgsjSMHQRMREZGlcbLhIGgiIiKyMOwCIyIiIouTvxJ0eo4Gaq3OxNH8iwUQERERlZn8hRAB82oFYgFEREREZUZqJYG9Mu/Wo+Y0EJoFEBEREZWpfxdDZAFEREREFuLf22GYz2rQLICIiIioTJnjWkAsgIiIiKhMObILjIiIiCyNE1uAiIiIyNKY42KILICIiIioTHEWGBEREVmc/FlgyZmcBUZEREQWIn8QdDJbgIiIiMhScAwQERERWRz9GCDOAiMiIiJLoR8DlKWGEMLE0eRhAURERERlKr8LTKsTyMjVmjiaPCyAiIiIqEwpra0gl+WVHOYyE4wFEBEREZUpiURidqtBswAiIiKiMpffDZZqJjPBWAARERFRmXMys7WAWAARERFRmXPUrwbNAoiIiIgsRH4XWHIWB0ETERGRhTC3G6KyACIiIqIylz8LzFxWg2YBRERERGVOPwiaBRARERFZCgczuyEqCyAiIiIqc042/94PzBywACIiIqIy9+8YIM4CAwCsWLEC/v7+UCqVaNq0KQ4dOlTovocPH0br1q1RtWpVqFQqBAcH47PPPiuw39atW1GnTh0oFArUqVMHP//8c1leAhERET2FI7vA/rV582ZMnDgRM2bMwJkzZ9C2bVv07NkTMTExRve3tbXF22+/jb/++guXLl3CzJkzMXPmTKxevVq/z9GjRzFgwAAMGTIEf//9N4YMGYL+/fvj+PHj5XVZRERE9Jj8QdAZuVrkanQmjsbEBdDSpUsxcuRIjBo1CrVr18ayZcvg7e2NlStXGt2/cePGGDhwIOrWrQs/Pz8MHjwY3bt3N2g1WrZsGbp27Yrp06cjODgY06dPR+fOnbFs2bJyuioiIiJ6nL3SGhJJ3v/NoRVIZqoT5+bmIjIyEtOmTTPY3q1bN0RERBTpGGfOnEFERATmz5+v33b06FFMmjTJYL/u3bs/sQDKyclBTk6O/nFqaioAQK1WQ602/TeprORfW2W+xmfF3BjHvBjHvBSOuTHOUvNir5AhNVuD+2lZcFIab4MpSW6K8xqTFUBJSUnQarVwd3c32O7u7o64uLgnvrZ69epITEyERqNBWFgYRo0apX8uLi6u2MdcsGAB5s6dW2D73r17YWNjU5TLqdDCw8NNHYLZYm6MY16MY14Kx9wYZ2l5sRZSABL8/udB+Ns/ed9nyU1mZmaR9zVZAZRPkt8e9ogQosC2xx06dAjp6ek4duwYpk2bhqCgIAwcOPCZjzl9+nRMnjxZ/zg1NRXe3t7o1q0bHBwcinM5FYparUZ4eDi6du0Ka2trU4djVpgb45gX45iXwjE3xllqXtbEHMP9u6mo3agZOtVyNbpPSXKT34NTFCYrgFxcXCCVSgu0zCQkJBRowXmcv78/AKB+/fqIj49HWFiYvgDy8PAo9jEVCgUUCkWB7dbW1hbxxrSU63wWzI1xzItxzEvhmBvjLC0v+WsBZeTqnnrdz5Kb4uxvskHQcrkcTZs2LdDEFR4ejlatWhX5OEIIg/E7oaGhBY65d+/eYh2TiIiISp/+jvBmcDsMk3aBTZ48GUOGDEFISAhCQ0OxevVqxMTEYOzYsQDyuqbu3r2L9evXAwC+/PJL+Pj4IDg4GEDeukBLlizB+PHj9cecMGEC2rVrh08++QS9e/fGjh07sG/fPhw+fLj8L5CIiIj09PcDs+RZYAAwYMAA3L9/H/PmzUNsbCzq1auH3bt3w9fXFwAQGxtrsCaQTqfD9OnTER0dDZlMhsDAQCxcuBBjxozR79OqVSv8+OOPmDlzJmbNmoXAwEBs3rwZLVq0KPfrIyIion/ltwClWnoBBADjxo3DuHHjjD63bt06g8fjx483aO0pTL9+/dCvX7/SCI+IiIhKiZPq0f3AzOB2GCa/FQYRERFZBkcz6gJjAURERETlwsmMBkGzACIiIqJyYU5jgFgAERERUbnIXweIXWBERERkMfKnwadkqSGEMGksLICIiIioXOR3gWl1Auk5GpPGwgKIiIiIyoXSWgqFLK/0MPVAaBZAREREVG7+2w1mSiyAiIiIqNzkd4OxACIiIiKL8e9q0CyAiIiIyEL8uxq0aW+HwQKIiIiIyg27wIiIiMji5N8OI4VdYERERGQp8meBcQwQERERWQx2gREREZHFcdTfD4yDoImIiMhCOKmsIbWSwMS3AoPMtKcnIiIiS9ImyAXXPuoJiURi0jhYABEREVG5sbIybeGTj11gREREZHFYABEREZHFYQFEREREFocFEBEREVkcFkBERERkcVgAERERkcVhAUREREQWhwUQERERWRwWQERERGRxWAARERGRxWEBRERERBaHBRARERFZHBZAREREZHF4N3gjhBAAgNTUVBNHUrbUajUyMzORmpoKa2trU4djVpgb45gX45iXwjE3xjEvhStJbvI/t/M/x5+EBZARaWlpAABvb28TR0JERETFlZaWBkdHxyfuIxFFKZMsjE6nw71792Bvbw+JRGLqcMpMamoqvL29cfv2bTg4OJg6HLPC3BjHvBjHvBSOuTGOeSlcSXIjhEBaWhqqVasGK6snj/JhC5ARVlZWqF69uqnDKDcODg78ASwEc2Mc82Ic81I45sY45qVwz5qbp7X85OMgaCIiIrI4LICIiIjI4rAAsmAKhQJz5syBQqEwdShmh7kxjnkxjnkpHHNjHPNSuPLKDQdBExERkcVhCxARERFZHBZAREREZHFYABEREZHFYQFEREREFocFUCW3cuVKNGjQQL+gVGhoKH777Tf980IIhIWFoVq1alCpVOjQoQMuXLhgwohNY8GCBZBIJJg4caJ+m6XmJiwsDBKJxODLw8ND/7yl5iXf3bt3MXjwYFStWhU2NjZo1KgRIiMj9c9bYn78/PwKvGckEgneeustAJaZEwDQaDSYOXMm/P39oVKpEBAQgHnz5kGn0+n3sdTcAHm3q5g4cSJ8fX2hUqnQqlUrnDx5Uv98medGUKX2yy+/iF27dokrV66IK1euiA8++EBYW1uLf/75RwghxMKFC4W9vb3YunWrOH/+vBgwYIDw9PQUqampJo68/Jw4cUL4+fmJBg0aiAkTJui3W2pu5syZI+rWrStiY2P1XwkJCfrnLTUvQgjx4MED4evrK15//XVx/PhxER0dLfbt2yeuXbum38cS85OQkGDwfgkPDxcAxP79+4UQlpkTIYSYP3++qFq1qti5c6eIjo4W//vf/4SdnZ1YtmyZfh9LzY0QQvTv31/UqVNHHDx4UERFRYk5c+YIBwcHcefOHSFE2eeGBZAFcnZ2FmvWrBE6nU54eHiIhQsX6p/Lzs4Wjo6OYtWqVSaMsPykpaWJGjVqiPDwcNG+fXt9AWTJuZkzZ45o2LCh0ecsOS9CCDF16lTRpk2bQp+39PzkmzBhgggMDBQ6nc6ic/Lcc8+JESNGGGzr27evGDx4sBDCst8vmZmZQiqVip07dxpsb9iwoZgxY0a55IZdYBZEq9Xixx9/REZGBkJDQxEdHY24uDh069ZNv49CoUD79u0RERFhwkjLz1tvvYXnnnsOXbp0Mdhu6bmJiopCtWrV4O/vj1dffRU3btwAwLz88ssvCAkJwSuvvAI3Nzc0btwYX3/9tf55S88PAOTm5mLDhg0YMWIEJBKJReekTZs2+OOPP3D16lUAwN9//43Dhw+jV69eACz7/aLRaKDVaqFUKg22q1QqHD58uFxywwLIApw/fx52dnZQKBQYO3Ysfv75Z9SpUwdxcXEAAHd3d4P93d3d9c9VZj/++CNOnz6NBQsWFHjOknPTokULrF+/Hnv27MHXX3+NuLg4tGrVCvfv37fovADAjRs3sHLlStSoUQN79uzB2LFj8c4772D9+vUALPt9k2/79u1ITk7G66+/DsCyczJ16lQMHDgQwcHBsLa2RuPGjTFx4kQMHDgQgGXnxt7eHqGhofjwww9x7949aLVabNiwAcePH0dsbGy55IZ3g7cAtWrVwtmzZ5GcnIytW7di2LBhOHjwoP55iURisL8QosC2yub27duYMGEC9u7dW+AvkP+yxNz07NlT///69esjNDQUgYGB+O6779CyZUsAlpkXANDpdAgJCcHHH38MAGjcuDEuXLiAlStXYujQofr9LDU/APDNN9+gZ8+eqFatmsF2S8zJ5s2bsWHDBvzwww+oW7cuzp49i4kTJ6JatWoYNmyYfj9LzA0AfP/99xgxYgS8vLwglUrRpEkTDBo0CKdPn9bvU5a5YQuQBZDL5QgKCkJISAgWLFiAhg0b4vPPP9fP7Hm8mk5ISChQdVc2kZGRSEhIQNOmTSGTySCTyXDw4EH83//9H2Qymf76LTE3j7O1tUX9+vURFRVl0e8ZAPD09ESdOnUMttWuXRsxMTEAYPH5uXXrFvbt24dRo0bpt1lyTt577z1MmzYNr776KurXr48hQ4Zg0qRJ+lZnS84NAAQGBuLgwYNIT0/H7du3ceLECajVavj7+5dLblgAWSAhBHJycvRvsvDwcP1zubm5OHjwIFq1amXCCMte586dcf78eZw9e1b/FRISgtdeew1nz55FQECAxebmcTk5Obh06RI8PT0t+j0DAK1bt8aVK1cMtl29ehW+vr4AYPH5Wbt2Ldzc3PDcc8/pt1lyTjIzM2FlZfgxK5VK9dPgLTk3/2VrawtPT088fPgQe/bsQe/evcsnN6UylJrM1vTp08Vff/0loqOjxblz58QHH3wgrKysxN69e4UQedMMHR0dxbZt28T58+fFwIEDLWYK5uP+OwtMCMvNzZQpU8SBAwfEjRs3xLFjx8Tzzz8v7O3txc2bN4UQlpsXIfKWTJDJZOKjjz4SUVFRYuPGjcLGxkZs2LBBv4+l5ker1QofHx8xderUAs9Zak6GDRsmvLy89NPgt23bJlxcXMT777+v38dScyOEEL///rv47bffxI0bN8TevXtFw4YNRfPmzUVubq4QouxzwwKokhsxYoTw9fUVcrlcuLq6is6dO+uLHyHypmHOmTNHeHh4CIVCIdq1ayfOnz9vwohN5/ECyFJzk7/WhrW1tahWrZro27evuHDhgv55S81Lvl9//VXUq1dPKBQKERwcLFavXm3wvKXmZ8+ePQKAuHLlSoHnLDUnqampYsKECcLHx0colUoREBAgZsyYIXJycvT7WGpuhBBi8+bNIiAgQMjlcuHh4SHeeustkZycrH++rHMjEUKI0mlLIiIiIqoYOAaIiIiILA4LICIiIrI4LICIiIjI4rAAIiIiIovDAoiIiIgsDgsgIiIisjgsgIiIiMjisAAiIiIii8MCiIgqjYiICEilUvTo0cPUoRCRmeNK0ERUaYwaNQp2dnZYs2YNLl68CB8fH1OHRERmii1ARFQpZGRkYMuWLXjzzTfx/PPPY926dQbP//LLL6hRowZUKhU6duyI7777DhKJBMnJyfp9IiIi0K5dO6hUKnh7e+Odd95BRkZG+V4IEZULFkBEVCls3rwZtWrVQq1atTB48GCsXbsW+Q3cN2/eRL9+/fDSSy/h7NmzGDNmDGbMmGHw+vPnz6N79+7o27cvzp07h82bN+Pw4cN4++23TXE5RFTG2AVGRJVC69at0b9/f0yYMAEajQaenp7YtGkTunTpgmnTpmHXrl04f/68fv+ZM2fio48+wsOHD+Hk5IShQ4dCpVLhq6++0u9z+PBhtG/fHhkZGVAqlaa4LCIqI2wBIqIK78qVKzhx4gReffVVAIBMJsOAAQPw7bff6p9v1qyZwWuaN29u8DgyMhLr1q2DnZ2d/qt79+7Q6XSIjo4unwshonIjM3UAREQl9c0330Cj0cDLy0u/TQgBa2trPHz4EEIISCQSg9c83vit0+kwZswYvPPOOwWOz8HURJUPCyAiqtA0Gg3Wr1+PTz/9FN26dTN47uWXX8bGjRsRHByM3bt3Gzx36tQpg8dNmjTBhQsXEBQUVOYxE5HpcQwQEVVo27dvx4ABA5CQkABHR0eD52bMmIHdu3dj27ZtqFWrFiZNmoSRI0fi7NmzmDJlCu7cuYPk5GQ4Ojri3LlzaNmyJYYPH47Ro0fD1tYWly5dQnh4OL744gsTXR0RlRWOASKiCu2bb75Bly5dChQ/QF4L0NmzZ/Hw4UP89NNP2LZtGxo0aICVK1fqZ4EpFAoAQIMGDXDw4EFERUWhbdu2aNy4MWbNmgVPT89yvR4iKh9sASIii/TRRx9h1apVuH37tqlDISIT4BggIrIIK1asQLNmzVC1alUcOXIEixcv5ho/RBaMBRARWYSoqCjMnz8fDx48gI+PD6ZMmYLp06ebOiwiMhF2gREREZHF4SBoIiIisjgsgIiIiMjisAAiIiIii8MCiIiIiCwOCyAiIiKyOCyAiIiIyOKwACIiIiKLwwKIiIiILA4LICIiIrI4/w+ZTzzJP/2J3wAAAABJRU5ErkJggg==", + "image/png": 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", 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" ] @@ -219,12 +220,13 @@ ], "source": [ "plt.figure()\n", - "plt.plot(AgeMeans.Age, AgeMeans.Share, label=\"Permanent Income\")\n", + "plt.plot(AgeMeans.Age, AgeMeans.Share, label=\"Portfolio Share\")\n", "plt.legend()\n", "plt.xlabel(\"Age\")\n", - "plt.ylabel(\"Thousands of USD\")\n", - "plt.title(\"Variable Medians Conditional on Survival\")\n", - "plt.grid()" + "plt.ylabel(\"Fraction of Savings\")\n", + "plt.title(\"Portfolio Share Median Conditional on Survival\")\n", + "plt.grid()\n", + "plt.savefig(\"../content/figures/TRPPortfolio_MedianShare.png\")" ] }, { diff --git a/content/figures/IndShockPortfolio_MedianShare.png b/content/figures/IndShockPortfolio_MedianShare.png new file mode 100644 index 0000000..9c76cb0 Binary files /dev/null and b/content/figures/IndShockPortfolio_MedianShare.png differ diff --git a/content/figures/IndShockPortfolio_MedianVariables.png b/content/figures/IndShockPortfolio_MedianVariables.png new file mode 100644 index 0000000..ce9e442 Binary files /dev/null and b/content/figures/IndShockPortfolio_MedianVariables.png differ diff --git a/content/figures/TRPPortfolio_MedianShare.png b/content/figures/TRPPortfolio_MedianShare.png new file mode 100644 index 0000000..297ba2f Binary files /dev/null and b/content/figures/TRPPortfolio_MedianShare.png differ diff --git a/content/figures/TRPPortfolio_MedianVariables.png b/content/figures/TRPPortfolio_MedianVariables.png new file mode 100644 index 0000000..1708e79 Binary files /dev/null and b/content/figures/TRPPortfolio_MedianVariables.png differ