From 676b65ac4cce30a0c38ab4ac54c6e76c645faaea Mon Sep 17 00:00:00 2001 From: Ben Thompson Date: Wed, 24 Jan 2024 16:47:46 +0000 Subject: [PATCH] Small tweaks --- posts/dreamy.ipynb | 15 +++++++++------ 1 file changed, 9 insertions(+), 6 deletions(-) diff --git a/posts/dreamy.ipynb b/posts/dreamy.ipynb index 92f79ee..d49fb64 100644 --- a/posts/dreamy.ipynb +++ b/posts/dreamy.ipynb @@ -515,7 +515,7 @@ "metadata": {}, "source": [ "\n", - "Dreaming is the process of maximizing some internal or output feature of a neural network by iteratively tweaking the input to the network. The most well-known example is DeepDream [@mordvintsev-2015]. Besides making pretty images, dreaming is useful for interpreting the purpose of the internal components of a neural network [@cammarata2020thread; @olah2017feature; @yosinski2015understanding]. Dreaming has only been applied to vision models because the input space to a vision model is approximately continuous and algorithms like gradient descent work well. For language models, the input space is discrete and very different algorithms are needed. Extending work in the adversarial attacks literature [@zou2023universal], in the paper, we introduce the Evolutionary Prompt Optimization (EPO) algorithm for dreaming with language models. \n", + "Dreaming is the process of maximizing some internal or output feature of a neural network by iteratively tweaking the input to the network. The most well-known example is DeepDream [@mordvintsev-2015]. Besides making pretty images, dreaming is useful for interpreting the purpose of the internal components of a neural network [@cammarata2020thread; @olah2017feature; @yosinski2015understanding]. To our knowledge, Dreaming has previously only been applied to vision models because the input space to a vision model is approximately continuous and algorithms like gradient descent work well. For language models, the input space is discrete and very different algorithms are needed. Extending work in the adversarial attacks literature [@zou2023universal], in the paper, we introduce the Evolutionary Prompt Optimization (EPO) algorithm for dreaming with language models. \n", "\n", "On this page, we demonstrate running the EPO algorithm for a neuron in Phi-2. There is also a Colab notebook version of this page available.\n", "\n", @@ -2981,12 +2981,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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xnTUAAHA9hDIAAAAu6oknnrA43rBhg65fvy5/f/8UtcWKFVN0dLSCg4Md1R4AAHhETF8CAABwsKSkJG3cuFHvvfeenn32WZt1TZs2lYfH/z5Du3XrllavXm2znkAGAIDMhZEyAAAADnT48GHVrFlTcXFx5nMjRoxQSEhIitqcOXOqXr162rZtm5o1a6bQ0FDVqlXLgd0CAICMRCgDAADgQCVLlpTBYLA498cff6hPnz5W63/99VcVKFBAXl5ejmgPAAA4ENOXAAAA7OTMmTOaPHmyOnfurF27dlmtcXd3V4sWLSzOPWj76uDgYAIZAACyKEbKAAAA2EGHDh20YMEC83HlypVVqVIlq7WhoaGKiIjQk08+qdDQUIWFhTmoSwAA4EoIZQAAAOzg/jVhli1bpvfee89q7TPPPKNmzZqpSJEijmgNAAC4KKYvAQAAPMCtW7e0du1avfXWWxoxYoTNutDQUIvjTZs26fLly1ZrAwICCGQAAAAjZQAAAGyZM2eOevfurWvXrkmSSpUqpWHDhlmtbdSokXx8fOTt7a0WLVooNDRUnp6ejmwXAABkMoQyAAAANpQqVcocyEjS0aNHdeTIEZUuXTpFra+vr7Zu3apy5crJw4OXWAAA4OGYvgQAALKlkydP6ocfflDXrl2VlJRktaZy5coKCgqyOPegnZIqVKhAIAMAAFKNVw0AACBbiY+PV82aNbV//37zuddff11169ZNUevm5qZWrVpp6tSpqlq1qkJDQ9W4cWNHtgsAALIwQhkAAJCt+Pn5yd3d3eLcsmXLrIYykjR8+HB9+eWXKliwoCPaAwAA2QjTlwAAQJZx8+ZNrVixQoMHD9aqVats1t2/U9KDpiQVL16cQAYAAGQIRsoAAIAMN2HCBPP3/fr1y5Dn+PDDDzVq1CglJCRIujNNqWnTplZrW7Vqpa+//lp58+ZVy5Yt1bp1a5lMJhkMhgzpDQAAwBpCGQAAkKEqVaqk3bt3m48nTpyoXbt22f15AgMDzYGMJC1dutRm0FK3bl1t3rxZ1atXTzGVCQAAwFGYvgQAADLUvYGMtePUOHr0qL799lt99tlnNmvun5J0+vRp7d2712qtl5eXatWqRSADAACcipEyAADAZW3btk3dunXT4cOHJd1ZpHfYsGHy9vZOUVuuXDkVK1ZMp06dUq1atRQaGqrcuXM7umUAAIBUI5QBAAAZxtYaLQaDQSaT6aGPL1asmI4cOWI+jo+P119//WV1rRiDwaC5c+eqRIkSyps3b/qbBgAAcBCmLwEAALswGAwpvh61Pn/+/KpevbrFuQftlFS9enUCGQAAkGkQygAAgEfWvHnzDLvP3bVigoKC1LNnT7s9FwAAgLMZTKkZOwy7i4mJUUhIiCQpOjpawcHBTu4IAID0s+dW0ve/NDl16pRiY2NVpUoVubnxeRIAAEgbV37/zZoyAADgkdnaejo997lf0aJFVbRo0Ue+NwAAgKvh4yYAAGAXjzr4NiEhwU6dAAAAZA6EMgAAwC7++usvlS1bNs2Pe/LJJ2UymeTr65sBXQEAALguQhkAAGAXhQoVsti+OrV27dqVAd0AAAC4PkIZAABgF6VKldIzzzzj7DYAAAAyDUIZAACQalu3btXevXttXh86dGia79mnT59HaQkAACDTIpQBAAAPZDQatWTJEjVq1Eg1a9bU+++/b7O2Vq1aab7/Tz/99CjtAQAAZFqEMgAA4IGmTJmitm3bat26dZKkyMhIHTp0KM33edTdmQAAALIaQhkAAPBAXbp0UWBgoPnYZDJp1KhRqX783d2V7j72ySeftHeLAAAAmRKhDAAAeCB/f3+9+uqr5uNChQqpfPnyNutNJpM5xDl58mSK3ZV27dqlDRs2SJICAwMZQQMAALItQhkAALK5nTt3qnv37vr1119t1vTv319Vq1bVL7/8ohMnTmjQoEEPvOfly5dlMplUtGhRq9fr1asnk8mky5cvP0rrAAAAmZqHsxsAAADO8c8//+i9997TqlWrJN0ZwdKjRw8ZDIYUtYUKFdL27dsd3SIAAECWxkgZAACyqQsXLpgDGUnat2+fli1b5sSOAAAAshdCGQAAsqnQ0NAUa8OMHz/eSd0AAABkP4QyAABkYdHR0bp48aLVa25ubho6dKgkKSgoSJ999plmzJjhyPYAAACyNUIZAACyoN27d+v5559XyZIlH7h9dbdu3cyL97733nvKkyePA7sEAADI3ghlAADIYsaOHatKlSrp119/VVJSkr7//ntdv37daq23t7deeOEF+fj4OLhLAAAAEMoAAJDFtGrVyuI4Li5OP//8s5O6AQAAgC2EMgAAZDHlypVTWFiY+djX11dXr151YkcAAACwhlAGAIBM5syZM3rnnXe0bds2mzXDhg1T/vz59fHHH+vUqVP64IMPHNghAAAAUsPD2Q0AAIDUOXDggEaMGKHp06fr9u3bOnr0qGbPnm21tm7dujp16hRrxQAAALgwRsoAAJBJLFq0SL/88otu374tSZo3b56OHTtmtdZgMBDIAAAAuDhCGQAAMom+ffsqICDAfGw0GjV69GgndgQAAIBHQSgDAIALiY+PN4+EuV+uXLn08ssvS7qzlfXLL7+s/v37O7I9AAAA2BGhDAAALuDcuXN6//33FRISYnOdGEkaOHCg3n//fZ08eVITJ07UY4895sAuAQAAYE8Gk8lkcnYT2VFMTIxCQkIkSdHR0QoODnZyRwAAZxk9erTeffddJSYmSpIqVaqknTt3ymAwOLkzAACAzM+V338zUgYAACcrUaKEOZCRpF27dmnVqlVO7AgAAACOQCgDAICThYWFqUyZMhbnNm7c6KRuAAAA4CiEMgAAZLCEhAR9//33io2NtXrd3d1dQ4YMkZeXl3r16qV9+/bpo48+cnCXAAAAcDQPZzcAAEBWFRsbq++++07fffedLly4oHPnzmn48OFWa59//nmFhYWpUKFCjm0SAAAATsNIGQAAMsjbb7+tjz/+WBcuXJAkffvtt0pISLBa6+vrSyADAACQzRDKAACQQQYNGmRxfPHiRU2dOtU5zQAAAMDlEMoAAPAITCaTzWsVK1ZUq1atzMetWrXSk08+6Yi2AAAAkAkQygAAkA43b97Ujz/+qMcff1w7d+60WffWW2+pZ8+e2r17t5YtW6a6des6sEsAAAC4Mhb6BQAgjb777jt98sknOn/+vCRp5MiRmjFjhtXaRo0aqVGjRg7sDgAAAJkFI2UAAEijuLg4cyAjSRERETp58qQTOwIAAEBmRCgDAEAavfLKK8qRI4f5ODk5WTNnznRiRwAAAMiMCGUAALiP0WjU8uXLlZycbPV63rx51bt3b0lSs2bNtHz5cr399tuObBEAAABZAKEMAAD/LzExUZMnTzbvmjR//nybtW+++aZ27NihP//8Uy1atJDBYHBgpwAAAMgKWOgXAID/17FjRy1ZssR8PGLECHXq1Mlq4BIcHKzg4GBHtgcAAIAshpEyAAD8v+eff97ieOvWrVq/fr2TugEAAEBWRygDAMD/e+aZZ1S8eHHzcfny5XX79m3nNQQAAIAsjVAGAJAtmEwmLV++XO3atdOlS5es1nh4eOiNN95Qo0aNtGTJEu3Zs0fNmjVzcKcAAADILghlAABZ3qxZs1S5cmW1atVKixcv1g8//GCz9rXXXtOaNWvUunVrubnxaxIAAAAZh1ebAIAsb9GiRdq9e7f5eNy4cbp586bVWoIYAAAAOAqvPAEAWd7QoUMtjs+dO6dZs2Y5qRsAAADgDkIZAECWcOLECZvXqlatqiZNmkiSHnvsMU2aNEldu3Z1UGcAAACAdR7ObgAAgPQymUxavXq1RowYoRUrVmjPnj164oknrNZ+9tlnio2NVdu2bZmiBAAAAJdAKAMAyLRatWqlFStWmI9HjhypX375xWrtU0895ai2AAAAgFTho0IAQKZVu3Zti+MZM2bo9OnTTuoGAAAASBtCGQBApvXaa6/Jx8fHfJwrVy4dOHDAiR0BAAAAqUcoAwBwWfv379fbb78to9Fo9XqBAgXUs2dPlS5dWt9//71OnjypZs2aObhLAAAAIH1YUwYA4FJMJpPWr1+vESNGaMmSJZLurAfTvn17q/Vff/21/Pz85O7u7sg2AQAAgEfGSBkAgMsZOHCgOZCRpBEjRtiszZkzJ4EMAAAAMiVCGQCASzEYDBo6dKjFuY0bN2rTpk1O6ggAAADIGIQyAACnuHnzps1r4eHhCg4OliTlyZNH77//vkqVKuWo1gAAAACHYE0ZAIBDHTp0SKNGjdLChQt1+PBh5cyZM0WNp6enPvvsM127dk0vvvii/Pz8nNApAAAAkLEIZQAADpGcnKzOnTvr999/N5+bNGlSiqlKd/Xs2dNRrQEAAABOwfQlAIBDuLu7y83N8tfO2LFjdevWLSd1BAAAADgXoQwAwGGGDRtmcRwbG6tt27Y5qRsAAADAuQhlrHjrrbdkMBjMX2vXrnV2SwCQKVy4cEGzZs2yeb1WrVqqV6+ecuXKpbffflsnTpxQnTp1HNghAAAA4DpYU+Y+UVFRGj16tLPbAIBM5ciRIxozZox++eUX3bx5U1WrVtVjjz1mtfaXX35RUFCQAgICHNwlAAAA4FoYKXMPo9Gol19+WUlJSSpQoICz2wGATCExMVG1a9fWhAkTdOPGDZlMpgeG26VLlyaQAQAAAEQoY2HcuHHaunWrypUrp969ezu7HQDIFLy9vdWnTx+Lc1OnTtW5c+ec1BEAAACQORDK/L9Tp07pgw8+kCT98MMP8vLycnJHAJB59O/fX56enpIkDw8PhYeHs6sSAAAA8BCsKfP/XnvtNV2/fl09e/ZUw4YNtWbNGme3BAAu4dKlS/r++++1evVqrVy5UgaDIUVN4cKF1a9fP3l6emrgwIEKDg52QqcAAABA5kIoI2n27NlavHix8uTJo5EjRzq7HQBwCQkJCXrnnXf0888/Kz4+XpK0bNkytW7d2mr92LFjHdgdAAAAkPll+1AmLi5OAwcOlCR99dVXypcvn13uGxMT88DrZ8+etcvzAEBG8fHx0Z9//mkOZCRp5MiRNkMZAAAAAGmT7UOZN998U//++6/q1q1r18V9Q0JC7HYvAHAGNzc3DR061OLfxjVr1ujQoUM2t7sGAAAAkHrZeqHfDRs26KeffpKHh4d++OEHq+skAEBWlpiYqB07dti83r17dxUsWFDu7u7q1q2bduzYQSADAAAA2Em2HSlz69YtvfzyyzKZTBo8eLAqVKhg1/tHR0c/8PrZs2dVs2ZNuz4nAKRWXFycJk6cqG+++UY3b97UqVOn5O/vn6LO29tb06dPV+nSpVWsWDEndAoAAABkXdk2lPniiy908OBBFS1aVB999JHd78/OIwBc1aVLl1SiRAldvXrVfO7nn382r691v6ZNmzqqNQAAACBbyZbTlw4ePKj//Oc/kqTx48fLz8/PyR0BgOPkyZNHDRs2tDg3ZswYJSUlOakjAAAAIHvKliNlxowZo1u3bqlkyZJKSEjQb7/9lqJm79695u9Xr16tf//9V5LUrl07QhwAmd6wYcO0aNEi83Hx4sV1/vx5FS5c2IldAQAAANlLtgxlEhMTJUnHjh1T165dH1r/6aefmr8/fvw4oQwAl3b79m399ttvOnDggL744gurNfXq1VPdunVVpEgRDR06VDVq1HBwlwAAAACyZSgDAFlRfHy8fvjhB40dO1YxMTFyc3NT7969VapUqRS1BoNBa9askaenpxM6BQAAACBl0zVlpkyZIpPJ9MCvexf/XbNmjfl88eLFndc4ADzA7du3NXz4cMXExEiSjEajxowZY7OeQAYAAABwrmwZygBAVhQYGKiXX37Z4tzkyZN18eJFJ3UEAAAA4EEIZQAgEzGZTLpw4YLN64MGDZKHx52ZqfXq1dOsWbOUO3duR7UHAAAAIA1YUwYAMoGkpCTNmTNHI0eOlNFo1I4dO2QwGFLUhYSEaMyYMapevbpq167thE4BAAAApBahDAC4uOPHj6tRo0Y6deqU+dyqVavUrFkzq/Wvv/66o1oDAAAA8AiYvmTD8OHDzYv7NmrUyNntAMjGihYtKm9vb4tzI0eOdFI3AAAAAOyFUAYAXJy7u7uGDBlice7o0aO6evWqkzoCAAAAYA+EMgDgZCaTSevXr1dERITNmueff1758+dXrVq1NHfuXB08eFA5c+Z0YJcAAAAA7I01ZQDASZKTkzV//nyNGDFCW7duVb58+dSuXTvlyJEjRa2vr6+ioqJUqFAhqwv8AgAAAMh8GCkDAE5y8OBBdenSRVu3bpUkXbhwQVOnTrVZX7hwYQIZAAAAIAshlAEAJ3niiSfUqlUri3OjR49WcnKykzoCAAAA4EiEMgCQwR4UsgwdOtT8ffHixTVgwABCGQAAACCbYE0ZAMggGzdu1IgRIxQQEKBff/3Vak2TJk3Us2dPhYaGqmPHjvLw4J9lAAAAILvg1T8A2NmBAwfUu3dvbdq0SdKdLa0///xzFS1aNEWtwWDQlClTHNwhAAAAAFfA9CUAsLMCBQpo165d5uPk5GSNHTvWeQ0BAAAAaWQwGMxfyDiEMgBgZ3nz5lXv3r0tzs2ZM0dJSUlO6ggAAABIvfuDGIKZjEMoAwDpcPToUW3fvt3m9cGDB8vNzU0hISEaPXq09u/fz3oxAAAAACzwDgEA0uCff/7RiBEjNH/+fFWvXl3//POP1U8OSpQoobVr16p27dry9PR0QqcAAAAAXB2hDACk0p9//qkWLVqYj7du3aoNGzaoQYMGVuvr16/vqNYAAAAAu7A1VclgMMhkMjm4m6yP6UsAkEqNGzdW8eLFLc6NGDHCOc0AAAAAj+jexXxTs6hvWuvxcIQyAJBKHh4eeuONN8zHAQEBKl++vIxGoxO7AgAAyPx4k+949vqz5v+zR8P0JQD4f8ePH9fYsWNVokQJDRo0yGrNiy++qB9//FHPPfecXn75ZeXKlcuxTQIAAGQx1nb6YZpM2iQlJenKlSuKi4uz+tWhQweVLFnS2W3CCkIZANneoUOH9NFHH2nOnDkyGo0KCgrSq6++Km9v7xS1/v7+2rVrF58IAAAAwG6Sk5N19epV+fn5ycvLK8X1uLg4ffjhhzZDl2vXrj3w/iVLlkwRyphMJru8piVAezSEMgCyvfj4eEVERJiPz507p+nTp6t3795W6wlkAAAAYE1iYqIOHDhgEZhcvnzZZphy9+vq1auSpDVr1qhRo0Yp7msymTR+/Ph09xUXF2f1/KMGMwQyj45QBkC2V7VqVTVp0kSrV682n/vmm2/Uq1cvAhgAAIAM5Co7/RiNRl27ds1maHJ/sDJixAiVKVMmxX1Onz6tKlWqpLuPy5cvWz2fM2fOdN9Tsh3KSFLRokV16tSpNN+TQMY+CGUAZAtxcXG6ceOGChUqZPX6sGHDtHr1avn5+alPnz4aNGgQgQwAAIAdpfW1lbV6W0GA0WjU9evXU4QpjRs3VkBAQIr6w4cPq0uXLua6K1eupClkGDRokNVQJjAwMNX3sMZWeOLu7q6cOXOaR9Q8iIeHh3Lnzq3AwEDzV+HChW3WR0ZGysvLS+XLl091nwQy9kMoAyBLi46O1tixY/Xjjz+qY8eO+uWXX6zWtWzZUt9//73Cw8OVO3duB3cJAACQtdlzp58OHTqkCF+uXLlidUfMnTt3qnLlyinOu7u7KyoqKt192ApPMnJES9++fWUymRQYGJgidLn3y9fXN01/3pUqVXqknvFoCGUAZFnz5s3Ts88+q6SkJEnSjBkz9Pnnn1v9pMBgMOiVV15xdIsAAABIo99//z3VtbZCjkcd0WJrmtHdUSpubm42Q5MHBSp58+a1+Zxff/31I/X8IOkZxcRoGfsglAGQZdWvX18eHh7mUOb27dsaN26cvvzySyd3BgAAkD1cunRJUVFRGjVqlIYMGeLw50/PiJYHBSp3v6yNvrnr4sWLTINHqhHKAMiyChQooJ49e2rixImS7vyCvXTpkpO7AgAAyHpMJpNOnTqlqKgo7dy50/y/6VlA9lEZDAZzeGIrHPHw8NCMGTMUEBCQInDx9/d/pFAlKwUy9to2G7YRygDItK5evaqffvpJFStWVPPmza3WvPHGG5oxY4ZeeOEFDR48WCVLlnRwlwAAAFnftm3bVLNmzQy7/9NPP52q6T93QxU3N7eH3rNbt24Z1m9WcHd6EsFMxiKUAZDpnD59WuPGjdMPP/ygq1evqm7dujZDmbJly+rff/+Vn5+fg7sEAADI/OLj47V7927z6JfBgwfr8ccfT1H3xBNPyM3Nzepiu4+KtUsy3v3By/1/5g+7jvQjlAGQ6axevdpiobONGzdq06ZNeuqpp6zWE8gAAAA83Pnz583Tju6GMP/9738t3oDXrl3baiiTI0cOlStXTvv3709xzcvLSxUrVlTlypVVpUoVValSRXXr1s3QnwVp97CghSAmYxDKAMh0nn32Wb377ruKiYkxnxs5cqTmzZvnxK4AAAAyB6PRqOPHj1us/RIVFaUzZ8489LE7d+60ea1KlSo6c+aMOXy5+7/lypWTp6enuY6dfoD/IZQB4JKSkpKUlJQkHx+fFNc8PT01aNAgDR06VAaDQR06dNDQoUOd0CUAAEDmU7p0aR0/fjxdj42KirJ5beLEicqRIwfrjwBpQCgDwKVcv35dP//8s8aMGaPXX3/dZtjSp08fnTx5Uv3791eZMmUc3CUAAIDruXr1qqKiohQVFaWSJUuqbdu2VutKlCiRplDGzc1N5cqVU5UqVVSnTh2bdY86ZZwFZZEdEcoAcBm//fab+vXrp8uXL0uSxo4dqwEDBsjLyytFbc6cOTVu3DhHtwgAAOB0JpNJZ8+etZh+tHPnTh07dsxc06lTJ5uhTJUqVbR69Wqr13x9fVWpUiWLKUgVK1aUr69vhvwsd7HTD7IrQhkALqN48eLmQEa6s8tSRESEnnvuOSd2BQAA4DzJyck6cuRIigAmNjb2gY970DSjypUrS5Ly5ctnXnj3bghTpkwZubu72/EnSOne4CUgIEBXr161ef3uMZBVEcoAcBm1a9dWvXr19Ndff5nPrV69mlAGAABkSx999JFGjRql+Pj4ND/2yJEjunr1qnLmzJniWlhYmGJiYlS4cGGnjUphpx/gDjdnNwAg+0hOTtbcuXN15MgRmzXDhg2TdOfFwoYNGzR58mRHtQcAAOAwly5d0qpVqzRr1iybNX5+fmkOZDw8PFSpUiW98MILNh+bM2dOFSlShGlCgAtgpAyADBcfH68pU6Zo9OjROnbsmF5++WVNnDjRam3btm116NAhlS1b1sFdAgAA2J/JZNKpU6dSbD996tQpSXem74SHh8vNLeXn5VWqVHngvf39/VNsP12+fHl5e3tnyM8CwP4MJsaFOUVMTIxCQkIkSdHR0QoODnZyR0DG+fDDD/Xpp5+aj729vXXy5EkFBQU5sSsAAAD7SkpK0sGDB1MEMPeumWfNkSNHVKpUqRTnY2NjVaBAAUlSoUKFUgQwJUuWtBrmALDkyu+/GSkDIMO98sor+vLLL3X79m1JUmJior777jt98sknTu4MAADg0W3evFn9+/fXnj17lJiYmObH79y502ookz9/fq1cuVIVKlTgwywgiyJWBWA3tgbeFS5cWD169DAfV6tWTdWrV3dUWwAAAI/k3LlzWr58uRISEqxe9/Pz07Zt29IcyHh7e6t69ery8LD9WXnTpk0JZIAsjJEyAB5JcnKyIiMjNWLECH3wwQcKDQ21Wjd06FD9+++/evPNN9WwYUMWlgMAAC7HaDTq2LFjKaYfnT17VpL0119/qW7duikeV65cOXl7ez8wlAkMDEyx/fRjjz0mT0/PDPt5ALg+QhkA6TZv3jy98847Onz4sCRpxIgRNkOZ8uXLa+nSpY5sDwAAwKZbt25p3759FgHMrl27dO3aNZuPiYqKshrKeHp6qkKFCtq+fbskKSQkJEUAU7RoUT6UApACoQyAdIuLizMHMpK0Zs0abd++XdWqVXNiVwAAANbdvn1bL7/8snbu3Kn9+/eb17tLrZ07d9q89vnnn8vDw0OVK1dW3rx5H7VVANkEa8oASLcePXqoYMGCFud+/vlnJ3UDAACyO5PJpJiYGP37779Wr3t6emrFihXatWtXmgOZHDlyyGg02rzesmVLNW3alEAGQJoQygB4oC1btuj69etWr3l7e2vAgAGSpEqVKmn69On65ptvHNkeAADIppKTk3XgwAHNmjVLb775ppo3b64CBQooJCRE3333nc3HVa5c+aH3zp8/v1q0aKE333xTs2bN0sGDB3X16lVNnjzZjj8BADB9CYAVRqNRS5Ys0ciRI7V+/Xp988035vDlfq+88oqqV6+uZs2aMU8aAABkiBs3bmjPnj0W67/s3r1bN27csFr/oGlGVapUsVjnrmTJkhZrv1SpUkWFChXidQ0AhyCUAZBC//79NWHCBPPxmDFj1K9fP6vbNebOnVvNmzd3ZHsAACAbmDFjhpYtW6adO3fq4MGDD5w6dL+oqCib19q3b6/8+fOrSpUqqlSpknLlymWHbgEgfZi+BCCF8PBwi+MTJ05o3rx5TuoGAABkRSaTSZcvX7Z5ffXq1ZoxY4b279+fpkBGkq5du6YrV65YvVajRg0NHDhQDRo0IJAB4HSMlAGQQv369VWzZk1t2bJFklS4cGElJSU5uSsAAJBZ3b59WwcOHDBPPbo7DalMmTLaunWr1cekZu0X6c7rlHunH1WuXFklSpSQmxufPwNwfYQyQDa0Y8cOjRw5Up999plKliyZ4rrBYNCwYcP08ccfa+jQoeratau8vLyc0CkAAMhsrl+/rl27dlkEMHv37tWtW7dS1O7Zs0dJSUlWp0hXqVLF4thgMKhs2bIpApgCBQpk2M8CABmNUAbIpH766Sfz9y+99FKqHrNy5Up98cUXWrNmjSQpb968Gj9+vNXaZ555Rh07dmSROwAA8ECHDh3S77//bh79cvjwYZlMplQ9NjExUQcPHlSFChVSXKtUqZL69OljDmAqVqwof39/e7cPAE5FKANkQjVq1NC2bdvMxxMnTrQ59Pdey5YtMwcykjR58mQNHz5cefPmTVHLkF8AAHCX0Wi0+dpg9+7deuedd9J97927d1sNZQICAjRp0qR03xcAMgNCGSATujeQsXZsy8CBA/XNN98oOTlZkpSQkKAffvhB7733nt17BAAAmVNiYqL27dtnnn4UFRWlXbt26fjx41Y/yLl/mtGDFCtWLMX0o5CQEHu2DwCZCqEMkMWcOXNGhQoVsjrtqGjRonr22Wc1Y8YMFSxYUAMGDNArr7zihC4BAEB6piLbW1xcnHbt2mUOX3bu3Kn9+/dbXeB/586datasWYrzJUuWVEBAgK5du2Y+5+7urscff9wigKlUqZLy5MmToT8PAGQ2hDJAJmNrjReDwaAePXrot99+07Jly6y+aJKkt99+W40bN1aPHj3k7e2dka0CAAAb0jsV+VHcvHlTf/75p8UImOPHj6f68VFRUVZfX7i5ualHjx4yGAzmAOaJJ56Qr6+vPdsHgCzJYErtKlywq5iYGPNQzejoaAUHBzu5I7gieyyyy3/iAAC4Hmu/4zP6d/aVK1cUGBiY7sd369ZNM2bMsF9DAOAgrvz+m5EygItq06aN3e6zZMkSu9wLAAC4loSEBO3Zs8di9MuQIUPUuXPnFLW5cuVSyZIldezYsVTdu1SpUhbTj6pWrWrv9gEg2yOUAVzU0qVLXeo+AADAPh40FflBo2UuXLhgEb7s3LlThw4dktFotKj7559/rIYy0p1Fee8PZTw9PVWhQgWLxXcrVaqknDlzpvEnAwCkFaEM4KJMJhPTlwAAyOTS+rvcWn27du20c+dOxcTEpOoeUVFRNq/Vq1dPsbGxFgFM+fLl5eXllaY+AQD2wZoyTuLKc9rgWh4lmOE/bwAAnKdNmzZOGbGaN29excbG2uXDHQDIClz5/TcjZQAXZzKZVLVqVe3cuTPVj6levXqG7+AAAAAezFGBjMFg0GOPPWYe/VKlShW7jbgFAGQsQhnAxV27di3NW1cTyAAA8HD37iTUvXt3u98/I4IRHx8fVaxY0WIB3ooVK8rPz8+uzwMAcAxCGcDFPfvss9q8ebOz2wAAIEtp2LCh1q9fbz6eNGmS1q1b98j3vXTpkjZs2KC1a9dq3bp1D12892GaNm1qsf7LY489Jg8PXsIDQFbBv+iAi3v33XfTPPz5tdde03fffZdBHQEAkPndG8hYO06ty5cva+3ateYQZvfu3XZZ06169erasmULU5AAIItjoV8nceWFhuB60vOCjP+0AQCwzdrv1vT87pw+fbqee+45e7T0yL0AAKxz5fffbs5uAED68YINAIC0s/Vhh7Xz58+f15w5cxQfH2/1MQ0bNnzo83l7e6tRo0Zp6hEAkD0QygCZUPXq1c2BjMlkUvXq1Z3cEQAArslgMKT4Skt9UFCQunTpoo0bN1qtDwkJUcmSJS3O+fj4qEmTJvrkk0+0bt06xcXFqXz58mnq+7XXXktTPQAgc2JNGcBFGI1GRUdHq1ixYimumUwm5c+fXxcuXLA63G7r1q3avHmznnrqKeXLl0+xsbGOahsAAJcVHh5ut3utW7dOLVq0sHqtTZs2OnDggBo1aqSGDRuqRo0aKXZOnDBhQpqeb8KECawPBwDZAKEM4AJMJpNee+01zZ49W3/++aeqVq2aouZhQUvt2rWZzgQAwD1mz55tt3utXbvW5rVx48al+74ZsW02ACDzYPoS4GQmk0mDBw/WDz/8oEuXLqlJkyb6559/nN0WAACZnr0+rPD391e+fPns+uEHU5EBABKhDOB0kyZN0jfffGM+vnLlilq3bq2rV686sSsAALKGRx2J8s8//+jy5ctauHDhI93HZDIpX758ku7s/LF161aL61u3btWmTZskye4BEADAdRHKAE7Wo0cPNWnSxHzs7u6uSZMmKWfOnE7sCgCAzCkuLi7FOaPRqAYNGqTpPg0aNJDJZFLNmjXl4WGfGf+xsbEymUw2t2K9OxWZteEAIPsglAGczM/PT4sXL1ZoaKgMBoOmTZumjh07OrstAAAyjejoaI0aNUo1a9ZU2bJllZSUlKJm3bp1abpnWusBAEgPFvoFXICvr69+//13rV+/Xs2bN3d2OwAAuLwzZ85ozpw5ioiIME/7uWvNmjX8PgUAZAqMlAFchLe3Ny8gAQB4gHPnzmnChAlq2LChgoODNWjQoBSBjCRFRESkOPfWW2+l6bnSWg8AQHoYTKwi5hQxMTEKCQmRdGfIra25xcha9u7dqwoVKji7DQAAMo0LFy5o/vz5mj17ttasWSOj0fjQx5QtW1YHDx60WJg3PYv08jIZALIGV37/zUgZwEEiIiJUqVIlDR8+nBd5AAA8xKxZs9SqVSsVLFhQffv21apVqx4YyAQGBqpXr15avny59u7dm6oQxt3d/ZF3ZwIA4FEQygAOsGDBAnXv3l1Go1Eff/yx3n77bYIZAAAeYOHChVq+fLmSk5Nt1gQEBOi5557T4sWLde7cOf38889q0aKFPD09H3r/Bg0amBcETs/uTAAA2AOhDJDBTp06pfDwcIsXlV9//bUWLVrkxK4AAHA+a7sk3RUeHm71vJ+fn5599ln9/vvvOn/+vKZNm6Y2bdrIy8vrgc9lMplUpEgRSXcWCb5/d6V169Zp+/btkqQiRYrw4QkAwCEIZYAMVrRoUY0bN87iXP/+/dWuXTsndQQAgPPcuHFD8+bNU3h4uIoUKaKEhASrdaGhoQoICJAk+fj4qFOnTpo9e7bOnz+vWbNm6emnn5aPj0+anjsmJkYmk0mFChWyer1q1aoymUyKiYlJ2w8FAEA6sSU24AB9+/aVj4+PevXqpd69e2vs2LHMXwcAZBuJiYlavny5IiIiFBkZqevXr5uvLV26VJ06dUrxGB8fH3366acqUKCA2rVrJ39/f0e2DMDFWHvtzIg2ZAWEMoCD9OzZU2XKlFHt2rXl5sYgNQBA1nbr1i2tWrVKERERWrBgga5cuWK1bvbs2VZDGUkaOHBgRrYIwMU97EPMe68T0CCzIpQBHKhOnTrObgEAgAyTlJSkNWvWKCIiQvPnz9fly5cf+pg//vhDiYmJ8vb2dkCHADKLtI4qNxgMBDPIlAhlADs6ePCgChQooDx58ji7FQAAHObvv//Wr7/+qnnz5ik2Nvah9W5ubmrYsKHCw8P1zDPPEMgAWYA9pxeld5o/wQwyI+ZQAHby3//+V40aNVKTJk1S9YIUAICsYurUqfrhhx8e+vuvXr16Gj9+vE6fPq3Vq1erb9++yp8/v4O6BGBvU6ZMkcFgsBmi3L02ZcqUVN/zUdddZN1GZDYGE1GiU8TExCgkJESSFB0dreDgYCd3hEdx7NgxNWjQQKdPn5YklS9fXitXrrS5uwMAAFnJ6tWr1bRpU6vXateurfDwcHXu3Nm8JTWAzC894cfD3nraM1DhbS7u5crvvxkpAzwik8mknj17mgMZSdq/f7/efvttJ3YFAMCjM5lM2r59u958802VLVvW5hoxDRs2VFBQkPm4WrVq+vrrr3XixAlt2rRJgwYNIpABspBHmV4EwBJrygCPyGAwaOrUqWratKlOnDghSapRo4bGjx/v3MYAAEgHk8mkPXv2KCIiQrNnz9aRI0fM137//Xf16tUrxWPc3d01dOhQ3b59W507d1bp0qUd2TIAB7LH9CJGsQD/QygD2EHJkiW1fv16NWnSRH5+fvrjjz+UM2dOZ7cFAECqHThwQBEREYqIiNDBgwet1syePdtqKCNJQ4cOzcj2ALiAtKwN87D7vPDCCxbn7D2KhvAHmQVryjiJK89pQ/qdPXtWHh4eLFoIAMgUDh8+bB4Rs2fPnofWu7u769y5c8qbN68DugPgauwZnAwZMkT+/v4aPny43e99F291cZcrv/9mpAxgRyzsCwBwdSdOnDCPiNm5c2eqHlOiRAmFh4erS5cuypMnTwZ3CCA7GDVqlEqUKGEOZYDsilAGSINr164pKipK9evXd3YrAACky7fffqtRo0Y9tC4kJERdunRReHi4qlevzgKdQDaXEf8GnDp1Srdv35anp6fd7w1kFuy+BKRSQkKC2rVrp6ZNm2rhwoXObgcAgHQJDw+3ea1QoUIaMGCANm7cqBMnTmjkyJGqUaMGgQyADJGcnKzo6GhntwE4FaEMkAo3b95Uhw4dtG7dOt2+fVudOnXS7Nmznd0WAAAWzp8/r++//16NGzfW6dOnrdZUr15dJUuWNB8XKFBA/fr107p16xQTE6NvvvlGderUkZsbLxMB3HH16tUMue8777wjHx8fSfZf/4X1ZJBZMH0JSIVJkyZpxYoV5uOkpCQNHDhQrVu3lr+/vxM7AwBkdxcvXtT8+fM1e/ZsrV69WkajUZI0Z84cDRo0KEW9wWDQyy+/rKNHjyo8PFwNGzaUhwcvCQH8j8lk0sGDB7Vw4UJFRkamev2ptPriiy8y5L5AZsLuS07iyqs/IyWj0ai+ffvqp59+kiQFBgZqzZo1qly5snMbAwBkS3FxcVqwYIEiIiK0cuVKJSUlpaipXbu2Nm3a5ITuAGR2165dU968eXX79u0MfZ7734rac6okb3NxL1d+/824VCAV3NzcNHHiRL3++usKCAjQihUrCGQAAA519epVzZgxQ2FhYQoKCtKLL76oP/74w2ogI0mbN2/WyZMnHdwlgKwgICBAjRs3tjjXo0cPuz6HtdDEXkEKgQwyE0IZIJXc3Nw0btw4RUVFqUaNGs5uBwCQDcTHxysiIkLPPPOMChQooB49emjRokW6deuWzcf4+fnp2Wef1e+//66goCAHdgsgM4iOjtaECRPUqlUr/fLLLzbrwsLCLI7Xr1+f0a1JevRAhUAGmQ0TiIE0MBgMFosjAgCQkcaMGaMPPvjgoXU+Pj5q06aNwsPD1aZNG+XIkcMB3QHIbN566y19/fXX5mMPDw+9+OKLVmvbtWunL7/8Uu3atVNYWJgaN26sWbNm2axPiweFQdKdYCU9U5kIZJAZsaaMk7jynLbszGQyafbs2erUqZPc3d2d3Q4AIJs7dOiQypUrZ/Wal5eXQkNDFR4errZt2yogIMDB3QHIbGbOnKnu3bubj729vXXx4kX5+flZrbcWjthj3ZfUvgVNy3PxthYP4srvv5m+BNzjgw8+0LPPPqvu3btn+MJmAIDs7fbt21q2bJleeOEFHTp0yGrNY489pkqVKpmPPTw81Lp1a02dOlXnz5/XggUL1LVrVwIZALp48aJ+/fVXvf/++zZrQkNDLT54TExM1J9//mmz3loo4sjpRSaTyfyVnutAZsD0JeD/ffbZZ/r8888lSREREUpMTNRvv/0mb29vJ3cGAMgqkpKStGbNGs2ePVvz58/XpUuXJEklS5bUhx9+aPUxPXr0UFBQkMLDw/X0008rT548jmwZgIs7efKknn/+ef31118yGo0yGAwaOHCg8ufPn6I2d+7catCggaKiotSmTRuFhYWpSZMmaX5OZ0wvInhBVsX0JSdx5eFT2dHx48f1+OOPKzEx0XzOYDBoxYoVatasmRM7AwBkdsnJydqwYYMiIiI0b948xcbGpqgpX7689u3b54TuAGR2N2/eVL58+RQfH28+98svv+iFF16wWn/mzBnlz59fnp6ej/zcU6ZMSdUaMw/qB3AEV37/zfQlQFKJEiW0ePFi+fr6ms/9+OOPBDIAgHQxGo3auHGjBgwYoJCQEDVu3Fg//PCD1UBGkvbv308oA8Cq+Ph4LViwQKdPn7Z63cfHRy1btrQ4FxkZafN+hQsXtksgI0kvvPBCqqYXEcgAthHKAP+vWbNm+uOPPxQQEKBvv/1WvXv3dnZLAIBMxGQyacuWLRoyZIiKFSumevXqafz48Tp79uwDH1erVi2NHj2a7asBWPjtt9/Utm1b5c2bVx06dNDs2bNt1rZv316S5Ovrq/bt26tjx46OatPs3vVdWOcFSD3WlAHu0aBBA/33v/9VwYIFnd0KACCT+fHHH9W3b99U1VarVk3h4eHq3LmzihcvnrGNAciUVq5cqSVLlpiPFy5cqMGDB1utbdu2rRYtWqSmTZtajPwG4PoIZYD7EMgAANKjTZs2MhgMNj8dfvLJJxUeHq4uXbqodOnSDu4OgKu5ffu2Tp8+bTOYDQsL088//2w+/uuvv3Tx4kXlzZs3RW2ePHnUtm3bjGoVQAZi+hKynWXLlunIkSPObgMAkMkcOHBAw4cP1+7du61eL1KkiOrVq2dx7vHHH9fw4cN14MAB7dq1S++++y6BDJCNXb16Vb/99pu6du2q/Pnzm6cdWdOsWTP5+PhIktzd3dWwYUOb61IByLwYKYNsZfny5Xr66aeVN29erVq1So8//rizWwIAuLAjR44oIiJCERER2rNnjyTp+vXrGjlypNX68PBw/fvvvwoPD1d4eLieeOKJdG0bCyBr2r17t7p27WpxfOLECaujZXLkyKFPP/1URYoUUatWrZQ7d24HdgrAUdgS20lceUuurGrt2rUKDQ3VzZs3JUn58+fXypUr9eSTTzq5MwCAKzl+/Lhmz56t2bNna8eOHSmuh4SE6MSJE3JzSzngOCkpSe7u7gQxQDZmNBplMBis/juQnJysoKAgXbx40Xxu3Lhx6t+/vyNbBLIdV37/zfQlZAsmk0nDhw83BzKSFBsbq19++cWJXQEAXEV0dLRGjx6tWrVqqWTJknr77betBjJ3azdv3mz1moeHB4EMkA3duHFDixcv1ssvv6wiRYrYnObo7u6eYu2XQ4cOOaJFAC6K6UvIFgwGgxYsWKDQ0FDzC+lu3brZHH4OAMj6zp49q7lz5yoiIkIbN25M1WMKFSqkzp07q0CBAhncHYDMpGbNmtq7d6/5ODIyUpUqVbJa27FjR8XGxqp9+/Zq27atChcu7Kg2AbggQhlkG4GBgVqxYoXatm2r/Pnza+rUqXJ3d3d2WwAAJ1iyZInatWtnc6ekexUoUECdOnVSeHi46tWrZ3XaEoDsrWnTpilCmQ8++MBqbbt27dSuXTtHtQbAxRHKIFsJCAjQsmXL5OHhIQ8P/voDQHZVp04deXh46Pbt21av582bV88884zCw8PVsGFDfmcA2VRSUpI2btyoyMhIBQUF6c0337RaFxYWpm+++cZ8vG3bNp09e1aFChVyVKsAMileYSDbyZEjh7NbAABksCtXrmjBggWqWLGiqlatmuJ67ty51bJlSy1evNh8LjAwUB06dFB4eLiaNGkiT09PR7YMwMXMnz9fL730ki5fvixJKlGihIYNG2Z13aj69esrb968Kl++vMLCwhQWFkYgAyBVCGWQ5Rw/flxr1qxRr169nN0KAMCBrl27psjISEVERGj58uW6deuW+vTpo0mTJlmtDw8P17p169S+fXuFh4erRYsW8vLycnDXAFxViRIlzIGMdOc15v79+/XEE0+kqPX09NSpU6f48A9AmhHKIEuJjo5W06ZNdfz4cV2+fFlDhgxxdksAgAwUHx+vJUuWKCIiQkuXLrXYZU+S5s2bp++++87qqJfOnTurU6dO8vHxcVS7AFyEyWTSzp07tWzZMr399ttW1xmsXLmyQkJCFB0dbT4XGRlpNZSRGI0NIH0IZZBlnD171hzISNLQoUN148YNvf/++07uDABgTzdu3NCyZcs0e/ZsLVq0SAkJCTZrL126pFWrVqlVq1Yprnl7e2dkmwBcUFJSkgYMGKBFixYpJiZGktSwYUPVq1cvRa3BYFBYWJi+++47Va5cWe3bt1f79u0d3TKALI5QBlnGokWLdPjwYYtzs2fP1htvvMEnFwCQySUmJmrFihWKiIjQwoULdf369Yc+xsvLS61atVKuXLkc0CGAzMDDw0MbN240BzLSndEv1kIZSRo2bJjefPNNFS1a1FEtAshmCGWQZbz88su6du2ahg4dKkkqV66cVq5cSSADAJnc9u3b1bRpU125cuWhtR4eHmrevLnCw8PVvn17BQYGZnyDAFzK4cOHZTAYVLp0aavXw8LCtHv3bvNxZGSkvv76a6u1xYoVy5AeAeAuN2c3ANjTkCFD9O2336pMmTJatWqVChQo4OyWAACPqHz58kpOTrZ53d3dXc2bN9dPP/2kf//9V0uXLlXPnj0JZIBsZPfu3Xrrrbf0+OOPq2zZsjZDFulOKHNXqVKl1KZNG926dcsRbQJACtlypMzVq1e1dOlSbd26Vdu2bdPp06cVGxurGzduKDAwUOXLl1fr1q3Vu3dv5c2b19ntIo1ee+019erVS76+vs5uBQCQCsnJyfrrr78UEBBgdftqX19fhYWFaebMmeZzBoNBDRs2VHh4uDp27Kj8+fM7smUALmblypUWQcyiRYtkNBrl5pbyM+hq1app1KhRatWqlR5//HGrW1wDgKMYTCaTydlNONrKlSvVvHnzh9bly5dP06dPV8uWLe3eQ0xMjEJCQiTd2TEoODjY7s8BAICrMhqN2rRpkyIiIjR37lydPXtWXbp0UUREhNX6yMhItW/fXnXr1lV4eLg6deqkQoUKObhrAM509epV5cyZ0+q1w4cPq2zZshbn/vnnH9WsWdMRrQFwca78/jtbjpSRpJCQEDVu3FjVqlVTSEiIChUqJKPRqJiYGM2dO1fz58/XhQsXFBYWpi1btqhSpUrObjlbunDhgvn7fPnySbqz2OMnn3yit99+WwEBAc5qDQCQRiaTSVu3blVERIRmz55tsdCmJC1evFjx8fHy8/NL8diWLVu63IsoABnLZDJp7969ioyMVGRkpA4cOKDz589b3ca+TJkyevzxx3XgwAFJUsGCBXX69GlHtwwAaZYtR8okJyfL3d39gTULFixQhw4dJEkdOnTQ/Pnz7dqDKyd1rmLDhg1q0KCB+Xj9+vWqXbu2OnfurIULF6p27dpatmwZawYAQAb48MMPzd9/8skn6b6PyWTSzp07zUHMiRMnHlgfERGhLl26pPv5AGQd58+fV8GCBXXv25Vly5ZZ3eJekr799lv9+++/CgsLU/Xq1a1OXQKQPbny++9sOVLmYYGMJD399NN67LHHdOjQIW3YsMEBXeF+d0Oxe4+bNm2qhQsXSpI2b96spk2basWKFaz9AwB2FBwcbPEJ8+TJk1OManmQu59uR0REKCIiQkeOHEnV45588kl5eGTLlyYArChQoIBq166tTZs2mc9FRkbaDGVef/11R7UGAHbDK58HuDs15ubNm07uJHu6ePFiiuM1a9ZYnDt8+LBOnDhBKAMAdnT/kP+0TAE4ceKEWrdubZ5C8DDly5dXeHi4unTponLlyqWpTwCZ1/Hjx7Vo0SJFRkaqb9++6ty5s9W69u3bW4Qy69atc1SLAOAQhDI2HDp0SFFRUZLEi0Qn6NSpk9XzlSpV0r59+3T27FnlyJFDS5cuVbVq1RzcHQDAluDgYIv1wKwpU6aMwsPDFR4ergoVKjioMwCu4rXXXtOECRPMx/nz57cZyoSFhen7779X+/btFRYWpvr16zuqTQBwCEKZeyQkJOj06dNatGiRvv76ayUlJUmSBg0alOZ7PWyY99mzZ9PTYpbk7u4uo9GYqtqVK1eav09ISFD9+vXl5uam5OTkjGoPALIVW1vDGgwG87oOJ06c0PXr160GKh4eHurYsaN++OEHi/MlSpRQly5dFB4ersqVK7MFLZCN3b+BxrJly3Tr1i15eXmlqC1XrpyOHz/OvxkAsqxsH8pMmTJFL774os3rb7/9trp165bm+95dRAgPFhUVlepAxhaj0aioqChVrlzZPk0BQDaR1jc51uqt7RcQHh6uH374QSEhIeYgpnr16rypArKB8+fPa/HixYqJibFYMPxebdu2tTi+cuWKNmzYoKZNm6ao5d8NAFldtg9lbKlcubImTZqkGjVqOLuVLO2DDz6w230WLVpkl3sBQHZw/yfVj3KfXbt2WZyrX7++/v77b9WqVYvdT4Bs4tChQ+rVq5c2bdokk8kkT09PDRo0SDlz5kxRW7hwYdWoUUPHjx9X27ZtFRYWptq1azuhawBwvmy5Jfa94uLizFONbty4oaNHj2r27Nn6/fffVapUKY0dOzZFmp8aqZm+VLNmTUmutyWXo1WoUEH79u17pMfv2bPHjh0BQNZnz0+fs/lLCQC6M9olf/78un37tvncnDlzbK4TeObMGQUFBaVqV1QAeFSuvCV2tv/4KjAwUBUqVFCFChVUo0YNPfvss5o/f76mTZumY8eOqX379poyZUqa7xscHPzAr0KFCtn/h8mk9u7dqyFDhqTrsUOGDCGQAYB0sFeQQiADZA/Xrl3T3Llzdf78eavXc+XKpUaNGlmci4yMtHm/woULE8gAgAhlbHruuefUuXNnGY1Gvf7667p06ZKzW8rSRo4cqfXr16fpMevXr9fIkSMzqCMAyPoeNVAhkAGyvilTpqhVq1bKly+fOnfurIULF9qsbd++vSTJz89PHTt2VFhYmKPaBIBMi1DmAe7+YomPj9cff/zh5G6yvvr16ysoKChVteXLl2dLRACwA5PJlObRm0WKFCGQAbKJZcuWafny5bp165akB49+6dSpk5YtW6YLFy5o7ty5NqcuAQD+h1DmAfLnz2/+/uTJk07sJPuwNST2fgcOHMjgTgAgezh16pQKFy6cpsc8bN00AJlHYmLiA1/n3j/aZeXKlYqPj7daGxQUpFatWsnHx8euPQJAVkYo8wCnT582f+/v7+/ETrKHo0ePpvqTV5PJpKNHj2ZwRwCQ9e3du1fbt293dhsAHOjy5cv69ddf1blzZ+XLl0/du3e3Wdu6dWvz2i+enp5q0KCBYmNjHdUqAGR5hDIPMGfOHPP3FStWdGIn2UO7du2snvf19bV6nnnKAPDoWrdurRIlSqTpMbb+vQaQOWzevFnPP/+85s6dq+vXr+vvv/+2GbTkzp1bn3zyiWbPnq0LFy5o+fLlKl68uGMbBoAsLFuGMlOmTNHNmzcfWDNmzBgtXbpUklSiRAnWL3GAgwcPpjj35ptvKiEhweruTExhAgD7OH78eJrqFy9enEGdALAXo9Fo81rjxo3l5+dnPjaZTFqyZInN+nfffVedO3dWzpw57dojACCbhjLDhw9XkSJF9PLLL2vatGnauHGjdu3apb/++kvff/+96tWrpzfeeEOS5OXlpUmTJrFlnwPcPxpp/fr1+uqrryRZ352J0UsAkLFYzBfIXOLj47VgwQL16tVLBQsWtDnV28fHRy1btjQfGwwGqx+OAQAynoezG3CWS5cu6ccff9SPP/5osyY4OFiTJ09Ws2bNHNhZ9hEbG6uIiAj169dPbm5u2rVrlyIiIjRgwADFxMTI09PTor5+/fqKj49XiRIlNG7cOIWHhzupcwDIfJYtW6ZLly49cO2Iu4oUKWJezNdkMik4ONhinTUArsdkMumJJ56wWLQ3MjJSgwcPtlrfuXNnJSUlqX379mrTpk2qd8AEANiXwZQNPwY7dOiQlixZoo0bN+rIkSM6d+6cLl68KF9fXxUoUECVK1dW27Zt1aVLF+XIkSNDeoiJiVFISIgkKTo6WsHBwRnyPK7KaDSqdevWWr58udq0aaOpU6cqb968zm4LALIco9Gozz//XB999JG8vLz0119/qXr16inqvL29devWLR06dEhly5ZNcX3x4sVq166dvLy8lJiY6IjWAaTRSy+9pJ9//tl83KhRI61Zs8aJHQGAa3Dl99/ZMpRxBa78l8IRvvzyS73zzjvm4+DgYC1atEiVK1d2XlMAkMVcuXJFPXv21MKFC83nQkJCtH37duXPn9+JnQFIi9u3b2v9+vWKjIxU6dKl1b9/f6t1kZGRat++vfnY3d1dFy5cUGBgoIM6BQDX5Mrvv7PlmjJwrpiYGH344YcW55KSklSoUCEndQQAWc/+/ftVs2ZNi0BGuvNC5KeffnJSVwDSavr06cqfP7+aNWumcePGWYyEuV+zZs0UEBCgJk2aaOzYsfrvf/9LIAMALi7brikD5wkODtbSpUvVvXt3nT9/Xm5ubpo5cyZzmQHATubNm6cXXnhB169ftzjv5uamr776yuqOdgBcU9GiRXXlyhXz8a5du3Ty5EkVK1YsRW2OHDl07tw5+fr6OrJFAMAjYKQMnKJZs2aKiopS48aN9dFHH6lx48bObgkAMr3k5GS988476tSpU4pAJm/evFqxYoWGDh0qg8HgpA4B3MtoNGrLli36z3/+Y3O3szp16qRYd2/RokU270kgAwCZCyNl4DSFChXSn3/+6ew2ACBLuHjxorp166YVK1akuFatWjXNmzfP6ifrABwvISFBgwYN0qJFi/Tvv/9Kklq3bq1KlSqlqPXw8FCbNm00bdo01ahRQ2FhYWrRooWjWwYAZBBCGTiVu7u7s1sAgEwvKipKHTp00IkTJ1Jce+GFFzRhwgQ+PQdciK+vr1auXGkOZKQ7i/RaC2Uk6aOPPtJ//vMfFS5c2FEtAgAchOlLsLuYmBjzFwAgY82YMUN16tRJEch4eHjou+++0+TJkwlkAAczmUzav3+/1aBUkgwGg8LCwizORUZG2rxfyZIlCWQAIIsilIFd/f777woJCTF/zZ8/X/3791dUVJSzWwOALOftt99Wjx49dOPGDYvzBQsW1Nq1a9WvXz/WjwEcaPv27RoyZIjKli2rJ554QuPGjbNZe28oU65cOTVt2lRGo9ERbQIAXAihDOyqS5cuFsedOnXSt99+q9q1a2vixIk2F7EDAKTd448/nuJcnTp1tH37dtWtW9cJHQHZ2+LFizV69GgdOXJE0p3RL7Ze+9SvX1+jR4/WoUOHdODAAX355Zdyc+OlOQBkN/zLD7tKSkqyOL77QiQxMVGvvPKKBgwY4Iy2ACBL6tmzp1577TXz8auvvqo1a9YwzQHIQPduT32/+6ckHT16VAcOHLBa6+npqcGDB6ts2bJ27Q8AkLkQysBuatSo8cDrBoNB7du3d1A3AJA9jB49Wk2bNtXkyZM1YcIEeXl5ObslIEsxmUzasWOHhg8frqpVq6pMmTJKTk62Wlu5cmUFBwebj4sUKaJTp045qlUAQCbk8N2XLl68qE2bNunYsWO6du2azV9q9/rwww8d0BnSIj1rFJhMJjVv3tziGADwcEaj0ea0Bi8vL/3555+sHQNkkJMnT6patWoW5zZv3mx1iqDBYNCAAQMUHx+vsLAwValShf82AQAP5LBQ5vz58xo8eLDmzp2bYorLwxDKuJY1a9bY7T6NGze2y70AIKuKjo5W586d9e6776aYGnEXb/qAjFO8eHFVrFhRe/bsMZ+LjIy0uW7TsGHDHNUaACALcMj0pcuXL6tevXr67bffdPv2bZlMpjR9wbX07t3bpe4DAFnVunXrVK1aNf3zzz967rnndOjQIWe3BGQphw8f1qhRo9SwYUMtXbrUZt39gei6desyujUAQDbhkFDmyy+/1JEjR2QymdSiRQv98ccfio2NVXJysoxG40O/4Frc3d1d6j4AkNWYTCaNHTtWTZs2VWxsrCTp6tWreuaZZ3Tt2jUndwdkDc8//7zKli2roUOHav369VqwYIHN2rCwMJUqVUqDBw/WmjVr9NdffzmuUQBAluaQ6UsLFy6UwWBQmzZtFBkZ6YinRAY6fPiwcuXKpatXr6b7Hrly5dLhw4ft2BUAZA0JCQnq06ePZs6cmeJaYmKizp07p4CAACd0BmQtlSpV0q+//mo+XrRokc31m2rUqKHDhw8zVRAAYHcOGSlzd9X5e7ftROZ25coVtWjRIl2PbdGiheLi4uzbEABkAceOHVOdOnWsBjKtW7fWtm3bVLp0aSd0BmQuZ86c0aRJk/Tll1/arLl/StK///6rbdu2Wa01GAwEMgCADOGQUMbf31+SFBQU5Iing4MsX75cM2bMSNNjZsyYoeXLl2dQRwCQef3xxx+qXr26du3aleLahx9+qEWLFikwMNDxjQGZyK5du1SzZk0VKVJEffv21WeffaabN29arS1TpozKlSunoKAg9enTR4sWLVLFihUd3DEAILtzSChz9xfcyZMnHfF0cKBu3bplaD0AZHUmk0lffPGFWrdurcuXL1tcy5kzpxYuXKiPP/7Y5pbYAP6nYMGCFqNd4uPjtXbtWpv1K1euNI+qadu2rXx9fR3QJQAA/+OQV3h9+/aVyWSymLeLrCEqKipD6wEgK7t69ao6duyo9957L8Vug48//ri2bNlicxtsIDuKi4vTrFmzdOXKFavXg4KCVLt2bYtzD1rPsEiRIgSeAACncshvoS5duqh79+76/fffHzi3F5lPo0aN0lTfuHHjjGkEADKZgwcPqlatWvr9999TXOvYsaP++ecfPfbYY07oDHA9EydOVNOmTZU/f35169ZNy5Yts1l7N8jMmTOnwsPDFRoa6qg2AQBIM4fsvrR+/Xr17t1bx48f13vvvaf58+erW7duKleunHLkyPHQxzdo0MABXSI9bH1SZQsL/ALAnX8L69Spk2K6kpubmz7//HO99dZbLCoK3CMyMlKrV6+2OH722Wet1vbo0UPVq1dXgwYN5OXl5agWAQBIF4eEMo0aNbJ4cbl9+3Zt3749VY81GAxKSkrKqNaQAUJDQ7V06VK1bNlSK1ascHY7AOByAgMD9e6772rYsGHmc3ny5NGsWbPSvbMdkJnduHFDsbGxKlq0qNXrYWFhWrp0qfl46dKlun37tjw9PVPUBgcHKzg4OMN6BQDAnhw2idZkMqX7C64rV65cFsczZswwv2iytjvT/fUAkF0NGTJE4eHhkqTKlStr27ZtBDLIVi5cuKBffvlFHTp0UL58+dS3b1+bte3atTN/7+3trXr16unChQuOaBMAgAzlkJEya9asccTTwAni4uL0ySef6NNPP9W1a9fk4+Njcb1bt25q3bq18ufPrw8++EAffvihkzoFANdiMBj0888/q3Tp0nr33XdTNZ0XyEpWr16tXr16WRxfu3ZNAQEBKWoLFy6s4cOHq1KlSmrevLn8/Pwc2SoAABnGYGIoilPExMQoJCREkhQdHc0wWwDIoo4ePapSpUo5uw3AKYxGo83dja5cuaL8+fPr9u3b5nNz585Vx44dHdUeACCbcOX33+wBCABABkhKStKQIUNUrlw5bdiwwdntAA5z7do1zZ07V88//7yCgoL077//Wq3LlSuXxS6Obm5uOnjwoIO6BADANThk+hIAANlJbGyswsPDzdN3O3furO3bt6tIkSJO7gzIWMnJySpZsqTFei+LFy/WSy+9ZLU+PDxcOXPmVFhYmNq0aaO8efM6qlUAAFyCU6Yvbd++XStXrtTevXt16dIlSXd2nahQoYKaNWumatWqObolh3Pl4VPpNXv2bBmNRvn5+cnf31+VKlVSnjx5nN0WADjU1q1b1bFjR0VHR1ucr127tjZs2CAPDz4PQdYWHh6u2bNnm4/btm2rRYsWObEjAEB258rvvx36ynDPnj16+eWXtWXLFps17777rmrVqqWJEyeqYsWKDuwOj2rQoEE6e/as+XjFihVq3ry5EzsCAMeaPHmy+vXrp8TERIvzXl5e6t27N4EMMrXExEStXbtWCxcuVNWqVW2OfgkLC7MIZVauXKkbN27I19fXUa0CAJBpOGxNmZUrV6pmzZrasmWLeatrDw8PBQUFKSgoSB4eHubzmzdvVs2aNbVq1SpHtQc7uH79usUxOyMAyC4SExP1yiuvqHfv3ikCmSJFimj9+vU238ACmcGkSZOUL18+tWrVSt9//72mTp1qszY0NFQ5cuRQixYt9O233+rQoUMEMgAA2OCQj+wuXLigzp07KzExUW5uburdu7f69OmjKlWqmD81TE5O1s6dO/Xjjz9q8uTJSkxMVOfOnXX48GHmF2cCJpMpRSjj7+/vpG4AwHHOnDmjjh07avPmzSmuNWjQQLNnz1ZQUJATOgPsJzg42OL3/N9//63Y2Fjlz58/RW2ePHl04cIFghgAAFLBISNlvvnmG125ckVeXl5asmSJJk2apBo1algM43Z3d1f16tU1ceJELVmyRJ6enrpy5Yq++eYbR7SIR3Tr1i3VrFlTTzzxhIoVK6Z8+fIRygDI8v766y9VrVrVaiAzaNAgrVy5kkAGLi85OVkbN27UiBEjbNY0adJEOXLkMB8bjUYtXbrUZj2BDAAAqeOQUGbJkiUyGAx6/fXX1bJly4fWt2jRQv3795fJZNKSJUsc0CEelbe3tzZv3qy9e/fqxIkTio2NVcmSJZ3dFgBkCJPJpG+//VaNGzfWuXPnLK75+vpq+vTpGjNmjDw9PZ3UIfBwcXFxevHFF1WwYEHVq1dPb775po4ePWq11sfHRy1btpTBYNBTTz2l//znP2rQoIGDOwYAIOtxSChz/PhxSXcWfkutu7XHjh3LkJ4AAEiPGzdu6IUXXlD//v2VlJRkca1EiRL6+++/1b17dyd1B6ReQECAli5darF9dWRkpM36r776SmfPntXff/+tt99+WyVKlHBEmwAAZGkOCWVu3rwpKW0Lv96tvX/BRAAAnGnt2rWaNm1aivMtWrTQtm3bVLlyZcc3BVhhMpm0Z88excTEWL3u7u6utm3bWpx7UChTpkwZpuMBAGBnDgllChYsKEnauXNnqh9zt5Zf/gAAVxIaGqo333zT4tw777yjpUuXKk+ePE7qCvifTZs2aeDAgSpZsqSefPJJTZo0yWbtvaOYK1SooAYNGshkMjmiTQAAIAeFMvXr15fJZNKXX36pq1evPrT+2rVr+uqrr2QwGFS/fn0HdAgAQOp9/vnnatasmfz9/TVv3jx98cUXcnd3d3ZbgCRp3rx5GjdunE6cOCHpwaNfmjVrpjFjxujo0aPas2ePPv74YxkMBgd1CgAAHBLK9O3bV9KdtWUaNGigbdu22azdtm2bGjZsaF5o7u5jAQBwFR4eHvrtt9+0ZcsWPfPMM85uB9nQlStXbF67fw2/Xbt26eTJk1Zr/fz8NGjQIBbnBwDASTweXvLo6tatq379+mnChAnas2ePatWqpSeeeEK1atVSgQIFZDAYdO7cOf3zzz/at2+f+XH9+vVT3bp1HdEiHtHRo0e1fft2+fn5yd/fX/nz51f58uWd3RYApNvhw4f13//+V23atLF6PW/evMqbN6+Du0J2ZTQatW3bNkVGRioyMlJXr17V8ePHrY5qqVOnjvLkyaNLly5JkooVK6aTJ0+qWLFijm4bAAA8hENCGUkaP368cuTIodGjR8toNGrv3r0WAYwk8xxmNzc3DR06VF9++aWj2sMjWrlypV555RXzcZ06dbRx40YndgQA6bd48WL16NFDt2/f1qZNm/Tkk086uyVkc/v371etWrUszu3Zs8fq300PDw8NGjRIktS+fXtVrFiRKUkAALgoh0xfkiSDwaCvv/5aUVFRevXVV1WmTBmZTCaLrzJlyujVV19VVFSUeU0ZZA7Xr1+3OPb393dSJwCQfkajUR9//LHatWunK1euKCEhQc8884wuX77s7NaQzT3xxBMptqB+0FoxH3zwgT744AM9+eSTvJ4CAMCFOSyUuatChQr67rvvdOjQId28eVNnz57V2bNndfPmTR06dEjfffedKlSo4Oi28Iji4+MtjtOy/TkAuIK4uDi1b99ew4cPtzh/9OjRFOcAezGZTDpw4IC++uor1a1bV+vXr7daZzAYUqwVY6sWAABkHg6bvmSNl5cXW15nEYGBgXr88cd1/fp1Xb9+Xblz53Z2SwCQavv27VOHDh10+PDhFNeeffZZffHFF07oCtnBM888owULFpiPFy5cqAYNGlitDQsL0/LlyxUWFqawsDDVrl3bQV0CAICMYjDdXcgFDhUTE6OQkBBJUnR0tIKDg53cEQBkT3PmzNGLL76YYsSfu7u7vv76aw0ePJjpH8gww4cP18cff2w+LlWqlA4fPmz175zJZOLvIgAA6eDK778dPn0JAABXkJSUpLfeektdunRJEcjky5dPf/75p9544w3eBCPdoqOjNWHCBI0ZM8Zmzf1Tko4ePaoDBw5YreXvIgAAWY9dpy81adJE0p0XDatWrUpxPj3uvxcAAI/qwoUL6tq1q1auXJniWvXq1TVv3jwVLVrUCZ0hK9i8ebP69eunnTt3SroT8g0YMEDu7u4paqtUqaIiRYpIknlaUqlSpRzaLwAAcB67hjJr166VlPKTnLVr18pgMCgtM6Xu1vOpEADAnnbs2KFnnnlGJ0+eTHHtxRdf1IQJE+Tj4+OEzpBVFChQwBzISHdCwM2bN6tu3bopag0Gg/755x8VLlyY1zwAAGRDdg1lGjRoYPUFha3zAAA40vTp09WnTx/dvHnT4rynp6e++eYbvfLKK/y+wkNdvHhRS5cuVadOneTr65viesmSJVWhQgXt3bvXfC4yMtJqKCPJPFIGAABkPxkyUia15wEAcKRr166lCGQKFSqkuXPnqk6dOk7qCpnFN998o/nz5+uvv/6S0WhUnjx51KZNG6u1YWFh2rt3r3Lnzq02bdqoadOmDu4WAABkBk7dEhtZx7JlyyRJ/v7+8vf3V+nSpRUQEODkrgBkF9u2bTN/X716dZt1r7zyirZu3apffvlFklS3bl3NmTNHhQoVyvAeYX9FihTRmTNnzMeFCxfW6dOnM+z55s2bpw0bNpiPIyMjbYYyL730klq0aKG6devKw4OXWwAAwDp2X4JdvPjii2rdurUaNGigqlWravPmzc5uCUA28eGHH6pGjRrmrw8//NBmrcFg0IQJE1S9enW9/vrrWr16NYFMJnPkyBEZDAYZDAaLQEaSzpw5Y7525MiRNN87Pj5eMTExNq/fv1PSokWLZDQardaWKFFCDRs2JJABAAAP5JBQxs3NTR4eHtq/f3+qH3P06FHz4+D67t9O1t/f30mdAMhuPv300wce38/Hx0fr1q3T+PHj5eXllZGtwc4MBoPKlCmTqtoyZcqkan2gc+fOadKkSWrbtq3y5s2rN954w2btvaGMr6+vatasqbi4uFT1AwAAYI3DEo+07Lxkj8fBcYxGI6EMAJfSp08fdenSRc2bN7d6PUeOHA7uCI8qvQswP2z3x8WLF6tv377m42XLlikxMVHe3t4pasuWLat3331XTz31lJo2bWp1kV8AAIC0cPnpS+yC4fpu3bqlsmXLqkiRIgoMDJSHh4f8/Pyc3RaAbMDW2lU//fSTnn32WZ04ccKxDSFDPOprgQc9vm3bthbXr1+//sANCj7//HO1bduWQAYAANiFy4YyFy5ckCTe3GcCPj4+OnjwoGJiYnT58mXdvn1bJUqUcHZbALKYu2uF3Pt1/fp1m/WXLl1SiRIlLOqR+aRnbRhr7l0M+l5BQUGqVauW+djd3T1N060BAAAehUMXbEntC+L4+HiNHz9eklSqVKmMbAkZhDc/AOzp22+/tdt9Xn/9dbvcC46R2jVkHqZGjRo2pzF169ZNxYoVU1hYmEJDQ5U7d267PCcAAMDDGEwZsGhLyZIlLY5PnDghg8GgwoULy9PT84GPTUxM1Pnz5827Gbz//vv6+OOP7d2i08XExCgkJESSFB0dreDgYCd39OiSkpLM37NAMwB78vPzU0JCwiPfJ0eOHCnWwIJrs2fIzzp1AABkT678/jtD3jlbm8NvMpl0+vTpNN2ndu3aevPNN+3UFTLStWvXVLhwYV2/fl3+/v46c+aMzbUeACCt4uPj5ebm9khvqg0GA4FMJlOkSBG73y+tr0UAAAAyUoaEMj179rQ4njp1qgwGg8LCwhQYGGjzcQaDQT4+PipUqJDq1KmjJk2aMA0mk5g1a5Z5bYfr16/rt99+U58+fZzcFYCsxGg0qmjRooqOjk7zY0NCQnTq1KkM6AoZ6cyZMy59PwAAgEeVIdOX7ufm5iaDwaA9e/aofPnyGf10mYIrD59Kj2rVqmnHjh0Wx7YWVQSAR/Hhhx/q008/TXX9Bx98oE8++SQDO0JGyYgPZpjCBABA9uPK778dEsrcXRPmtddeU758+TL66TIFV/5LkVZLlixR27ZtU5zftm2bqlWr5oSOAGR1qX2zbjAYzGuUIfMhlAEAAPbgyu+/HbIa60cffeSIp4ED9OvXT5GRkRbnLl26ZLW2adOm8vf3tzgXFhamCRMmZFh/ALK+5OTkVNfyBjxzK1y4sF2nHBUuXNhu9wIAALAHh4yUQUqunNTZkpCQoPz58z/SDih+fn46f/68cuTIYcfOAGQnL7zwgqZOnZrq+rlz56pjx44Z2BEyErsvAQCAR+XK77+dtm/xiRMndOHCBd24ceOhL5IaNGjgoK7wIHv37tWNGzce6R4JCQnau3evatasaaeuAGQnhw8fTlMgI0mdO3dmClMmYTQaNWXKFO3evVtjx451djsAAAAZzqGhzKFDh/TFF18oMjJSV69eTdVjDAaDkpKSMrgzpEbNmjW1aNEide/eXVeuXEnz43PlyqWZM2cSyABINx8fH6vnixcvruPHj1vdnYnREZnDpk2bNGDAAPMi8Z07d1bdunV1+PBhlSlT5pHvf/jw4Ue+BwAAgL25OeqJFixYoKpVq2r69Om6cuWKTCZTqr/gOtq0aaOtW7emeRet8uXLa+vWrWrdunUGdQYgOwgJCUkxneWDDz7Q8ePHJUmnTp3SBx98YHE9IxaLhX1dv35drVu3tti1b8CAAUpOTlbp0qXt8hz2ug8AAIA9OSSUiY6OVo8ePXTjxg0VLlxYY8eO1aRJkyTdebG8atUqzZkzR2+99ZZ5Eb569epp5cqVWr16tSNaRBqUKVNGmzdv1jPPPJOq+meeeUabN2+2yyedAGA0Gs1rxJw9ezbFdteffPKJTp8+LUnq2LEjU5cyAX9//xSbAuzYsUN//vmnpEcf7cQHPAAAwFU5ZKHfYcOGadSoUQoICNCBAwdUuHBh7du3TxUrVpTBYLDYSePGjRvq3bu3IiIi9Oyzz2rGjBkZ3Z5TuPJCQ6m1aNEihYWFparO2pbZAADcdfv2bVWqVEkHDhxQuXLlNHbsWLVs2dKiJj2jnghkAACAK7//dshImZUrV8pgMKhfv34P3Y7S19dX06dPV5UqVfTbb79p3rx5jmgR6TBnzhy71gEAsrajR4/aDEk8PT317bffasyYMdq9e3eKQEa6E7Ckdm2Yw4cPE8gAAACX55BQ5sSJE5KkOnXqmM/d+2nX/Qv5urm5acCAATKZTJo8ebIjWkQaJSYmauHChamqXbBggRITEzO4IwBZ0enTp3Xt2jVnt4FHFBcXp8GDB6tcuXKaOXOmzbomTZpo0KBB8vT0tFlTunRp85pz93/QU7hwYfM11pABAACZgUNCmfj4eEkyDxeSpBw5cpi/t7aTzxNPPCFJ2rVrVwZ3h/RYsWJFih20cuXKpc8//1y5cuWyOH/16lXzugAAkFpGo1Fdu3ZVxYoVtWrVKme3g3SaN2+eypYtq7FjxyopKUlvvvmmrl+/bpd7nz592mJjgLtrCQEAAGQWDgll7r5Jv3nzpvlc3rx5zd8fPXo0xWPuBjUXLlzI4O6QHvdPSXriiSe0bds2vfvuu1Z3Z2IKE4C0+vbbb7VhwwadPHlSzZo10yuvvGK3N/NwHC8vL8XGxpqPz5w5oy+++MKJHQEAALgOh4Qyjz32mCTp2LFj5nMBAQEqVqyYpDujLu53d2RFYGBgxjeINOvatasKFCgg6c7uSps2bTIPFb+7O1OHDh0kSQUKFNCzzz7rtF4BZD5HjhzR22+/bXHO2u8KuL62bdtarA/j7e0tHx8fJ3YEAADgOhwSyjz11FOSpM2bN1ucb9u2rUwmk0aMGKE1a9aYz8+ePVvffPONDAaD6tat64gWkUahoaHat2+fJk+erLlz5yogIMDiekBAgObOnavJkydr3759Cg0NdVKnADIbo9GoXr166caNGxbnJ0+eLH9/fyd1hfQyGAwaO3asPDw89PTTT2v//v368MMPnd0WAACAS3DIlthr1qxR06ZNVbhwYZ08eVLu7u6SpFOnTql8+fLmF9558uTRzZs3lZCQIJPJJHd3d23YsEG1a9fO6BYdzpW35AIAZxo3bpwGDhxoce61117Tt99+66SO8CAmk0kLFy7Uv//+q1deecVm3ZEjR1h8FwAAOIUrv/92yEiZRo0a6aOPPtKLL75osQhf0aJFNWfOHOXKlUsmk0kXL15UfHy8TCaTvL299eOPP2bJQAYAYJ21aUslSpTQl19+6aSO8CD79+9XixYt1KFDB73xxhs6deqUzVoCGQAAgJQcMlLmYS5evKi5c+dq3759SkpKUpkyZdSlSxcVKVLE2a1lGFdO6gDAGYxGoxo3bqz169dbnF+9erUaN27spK5gy7lz51SsWDElJiaaz3Xp0kURERFO7AoAACAlV37/7eHsBqQ7OzH17dvX2W0AAJzou+++SxHI9OvXj0DGRQUFBalXr176/vvvzedmz56tYcOGqXr16k7sDAAAIPNwiZEy2ZErJ3UA4GhHjx7Vk08+qYSEBPO54sWLa8+ePSzua2cxMTHasWOHLl68qLx586pq1arp/h108eJFlSlTRpcvX1ZwcLBGjBih8PBwGQwGO3cNAACQfq78/tshI2Vq166tHj16KDw8XPnz53fEUwIAMom7uy3dG8hI0s8//0wgYydGo1Fjx47V6NGjLdZ2u6tIkSJ64403NGjQILm5WS43FxcXp8DAQKv3zZs3r7766itFR0frrbfekp+fX0a0DwAAkGU5ZKHfLVu2aODAgSpSpIhCQ0M1ffp0xcfHO+KpAQAubsKECSmmLb366qtq0qSJkzrKWmbMmKEcOXJoyJAhVgMZSTp9+rSGDBmiHDlyaMaMGZKkGzdu6LPPPlNwcLD++ecfm/fv06ePPvnkEwIZAACAdHDI9KXHHntMhw8fvvOE/z+k2dfXV2FhYerevbtatWpl3iY7u3Dl4VMA4ChMW8pYX375pd555500P+7555/X+vXrdeLECUlSjRo1tHnz5hSjaAAAADIDV37/7ZBXV4cOHdLWrVs1ePBgFSpUSCaTSQkJCYqIiFBYWJgKFSqk119/XX///bcj2gEAuIhFixYxbSmDzJgxI12BjCRNmzbNHMhI0tatWzVt2jQ7dQYAAIC7HPaRV7Vq1TRq1ChFR0dr5cqV6tWrl3LlyiWTyaQLFy7o+++/V/369VWyZEl98MEHOnDggKNaAwA4yaBBg/THH3+YP7lg2pJ9GI1G9e7d+5Huce9ivW5ubjp69OijtgUAAID7OHwcssFgUJMmTfTTTz/p33//1bx589SxY0d5e3vLZDLpxIkT+uKLL1ShQgVVrVpVo0ePdnSLAAAHatmypfbs2aM333xTX331lbPbyRLGjh2rxMTER7rH3dnNDRo00I4dO/Tpp5/aozUAAADcw2W2xL527Zrmzp2rmTNnau3atUpOTpZ0J8S5+31W4spz2gAAmVtwcLDNRX3TIn/+/Dp37hxbXAMAgEzNld9/u8yKfQEBAXrxxRe1YsUKTZkyxeb2mwAAwLaYmBi7BDKSFBsba7d7AQAAICUPZzdw144dOzRz5kz99ttvOnv2rLPbAQAgU9qxY4dd7xcVFeVSnyYBAABkJU4NZY4dO6YZM2Zo5syZ+u9//yvpf3PY/fz89PTTT6t79+7ObBEAYCdGo1GdOnVSmzZt1KtXL6bEZJCLFy/a9X6xsbF2vR8AAAD+x+GhTGxsrH777TfNnDlTW7ZskfS/IMbDw0MtWrRQ9+7d1b59e+XIkcPR7QEAMsjEiRP1+++/6/fff9ecOXP0448/muf2wn7y5s1r1/vlz5/frvcDAADA/zgklImPj9f8+fM1Y8YMrV692rxw790w5qmnnlL37t3VpUsX5cuXzxEtAQAc6MSJExo2bJj5ePny5WrTpo127drFiBk7q1q1ql3vV7lyZbveDwAAAP/jkFCmQIECunnzpqT/BTHlypVT9+7d1a1bN5UoUcIRbQAAnMBoNKp3796Kj4+3OD9q1CgCmQzg7e0tPz+/FH/e6REcHMx6MgAAABnIIaHMjRs3JEmFCxfWs88+q+7du6tKlSqOeGoAgJNNmjRJq1evtjjXp08fNW/e3EkdZU0mk0lTpkzR0KFD7RLISNKQIUPsch8AAABY55BQ5sUXX1T37t3VuHFjPhUFgGzk/mlLkhQSEqKRI0c6qaOs69NPP9VHH31kt/t5e3trwIABdrsfAAAAUnJzxJP8/PPPatKkCYEMAGQjJpNJL730kq5fv25x/qefflLOnDmd1FXW9dJLL9n1z/Xnn3+Wm5tDXiYAAABkW7zaAgBkiEmTJmnVqlUW51566SW1aNHCSR1lbYULF9aXX35pPg4PD9e7776brnv95z//Uffu3e3VGgAAAGxw+JbYAICs78SJExo6dKjFuZCQEI0aNcpJHWUPffv21fr16/Xcc8+pdevWkqTy5curd+/eSkxMfOjjvb299fPPPxPIAAAAOIhdQ5kmTZpIkgwGg8Wno3fPp8f99wIAuDZb05Z+/PFHpi09ApPJpIiICC1ZskTTpk2zOiXYzc1Ns2bNsjjXvXt3de3aVePGjdPIkSN1+vTpFI8LDg7WkCFDNGDAAKYsAQAAOJDBdHePaju4+0LOYDAoOTnZ4rzBYFBanupu/f33yipiYmIUEhIiSYqOjmbLUQBZxqRJk9S3b1+Lcy+99JJ+/PFHJ3WU+R0/flz9+vXTH3/8IUmaPn16ukezxMTEKCoqSrGxscqfP78qV67M7yAAAJClufL7b7uOlGnQoIHVT+5snQcAZC0nT55MsY1ycHAwuy09AqPRqNDQUB06dMh8bvDgwWrVqpXy5s2b5vsFBwe71AsRAACA7MyuoczatWvTdB4AkLW89tprVndbypUrl5M6yvzc3Nz01Vdf6emnnzafi42N1YwZM9iyGgAAIJNj4jgAwG7+85//qGrVqubj3r17q2XLlk7sKGto3769OnToIEkqVKiQ5syZo/79+zu5KwAAADwqdl8CANhNxYoVtXnzZn399df65Zdf2G0pje6upWbN+PHjVbRoUX388ceMPAIAAMgiHDJSxs3NTR4eHtq/f3+qH3P06FHz4wAAmYenp6fee+897du3j/AglU6fPq2OHTs+cO2dIkWKaOzYsfyZAgAAZCEOm76U3k2e7Lg5FADAgby9vZ3dgsszGo2aMGGCypcvr/nz5+ujjz7S8ePHnd0WAAAAHMTl15Rh1yYAQFa1Z88evf7667p69aok6caNG3r11Vf5QAIAACCbcNlQ5sKFC5IkPz8/J3cCALDGZDLpl19+0a1bt5zdSqZVqVIl9evXz+Lctm3bdOrUKSd1BAAAAEdyaCiT2lEv8fHxGj9+vCSpVKlSGdkSACCdfvrpJ/Xq1UvVq1fX9u3bnd1OpvXFF1+ocOHCkqSePXvq4MGDKlasmJO7AgAAgCNkyCq6JUuWtHq+RYsW8vT0fOBjExMTdf78eRmNRhkMBrVr1y4jWgQAPIJTp05pyJAhku5MwalVq5ZGjBihwYMHO7kz13Tjxg35+vpavZYzZ05NnjxZnp6eatKkiYM7AwAAgDNlSChz4sSJFOdMJpNOnz6dpvvUrl1bb775pp26AgDYg8lkUp8+fXTt2jXzueTkZJUrV86JXbkmk8mkqVOn6q233tLSpUtVrVo1q3UtW7Z0cGcAAABwBRkSyvTs2dPieOrUqTIYDAoLC1NgYKDNxxkMBvn4+KhQoUKqU6eOmjRpwkK/AOBifv75Z61YscLi3IsvvqjQ0FAndeSa/vvf/+qVV17RmjVrJEl9+vTRli1b5OGRIb96AQAAkAkZTA7Y4sHNzU0Gg0F79uxR+fLlM/rpMoWYmBiFhIRIkqKjoxUcHOzkjgDg4U6dOqUKFSpYjJIpUqSI9u7d+8DQPTv64osv9N5771mcGzlypHnaFwAAABzDld9/O+Tjuo8++kiSVKBAAUc8HQAgA5hMJr388ssWgYwkTZo0iUDGiqFDh2rmzJnat2+f+dzevXud2BEAAABcjUNDGQBA5jV58mQtX77c4twLL7yg1q1bO6kj1+bl5aWJEyeqXr16Klq0qCZMmKA2bdo4uy0AAAC4ECa2AwAeKjo6Wm+88YbFucKFC2vMmDFO6sg1mEwmnTt3TgULFrR6vW7dupozZ45atWolf39/B3cHAAAAV+fmiCf5+++/5e7uLl9f31TtwHT69Gn5+PjIw8ND27dvd0CHAABb7u62dPXqVYvz2X3a0okTJ9S2bVvVrl1b8fHxNus6depEIAMAAACrHBLK/PbbbzKZTGrbtq2KFCny0PoiRYqoXbt2MhqNmjlzpgM6BADY8ssvv6SYttSzZ89sOxUnOTlZo0aN0hNPPKGlS5fq5MmTTNMFAABAujgklPnrr79kMBjStF3q3Rf769evz6i2AAAPER0drcGDB1ucy+7Tltzc3LR48WIlJCSYz40ZM0Y7duxwYlcAAADIjBwSyhw9elSS0rQddrly5SRJR44cyZCetm3bpk8++UQtWrRQcHCwvL295e/vr7Jly+rFF1/UX3/9lSHPCwCZxd3dlqxNW8qdO7eTunI+g8GgH374QV5eXuZzQUFBunTpkhO7AgAAQGbkkFDm5s2bkiQfH59UP8bb21uSHjhPP70aNGigGjVq6KOPPtKff/6p06dP69atW4qPj9fhw4c1ZcoU1a9fXz179tStW7fs/vwAkBkkJCRYBA9S9p62dK/HHntM7733niTp1Vdf1YEDB9SsWTMndwUAAIDMxiGhTJ48eSRJp06dSvVjYmJiJClDFpE8c+aMpDtD8AcOHKi5c+dqy5Yt2rRpk0aPHm1e92batGl64YUX7P78AJAZ+Pn5acGCBZo+fbpy586tQoUKZatpS2fOnFFsbKzN62+99ZY2b96sCRMmKFeuXA7sDAAAAFmFQ0KZu9OWIiMjU/2YBQsWSLrzaaS9lStXThERETp16pTGjh2rjh07qkaNGqpdu7YGDx6sqKgolS1bVpI0a9Ys1rUBkG0ZDAZ1795d+/fv1/z58zPltKVmzZrJw8NDBoNBHh4eDx3RYjQa9f333+vxxx/XoEGDbNZ5e3urVq1adu4WAAAA2YlDQpnWrVvLZDJp2rRp2rBhw0Pr169fr19//VUGg0Ft27a1ez+LFy9Wly5d5O7ubvV6vnz5NGrUKPPx3Llz7d4DAGQmBQsWVO3atZ3dRqqdP39eBoNBBoNBq1atUnJysqQ7OyetWrXKfO38+fMWjzt69Kjq1aunfv366erVq5o5c6b++OMPZ/wIAAAAyAYcEsr07dtX+fLlU3Jyslq3bq1vv/3WvM7MvW7evKlx48apTZs2SkpKUu7cufXqq686osUUGjdubP7+7kLFAADXZzAYFBQUlKraoKAgGQwG87G/v78OHDhgUdOvXz+LnZYAAAAAe3FIKOPv76+ZM2fK3d1dCQkJGjhwoAoUKKDGjRurW7du6tatmxo3bqz8+fNr8ODBio+Pl4eHh2bNmqWcOXM6osUUEhMTzd/bGlEDAFmJyWRKsdNSZnNvwJKexwUFBWnEiBEW1xo0aMCi7wAAAMgQDgllpDtz+pcvX65ChQrJZDLp+vXrWr9+vSIiIhQREaH169crPj5eJpNJRYoU0YoVK9S8eXNHtZfCunXrzN8//vjjTusDABxl2rRpeuyxx9K0/pcrSW8gc//je/Xqpfr166t06dJatWqVpkyZkiGLzgMAAAAGk8lkcuQTJiYmatq0aVq8eLF27typCxcuSLqzjkvVqlXVrl079ejRw7wltjMYjUY99dRT2rJliyRp27ZtqlatWprucXf3KFvOnj2rmjVrSpKio6MVHBycvmYBwA5Onz6tJ554QleuXJEkde/eXePGjTPvnufqzp8/n+opSw9y7tw5FShQQGfOnFHu3Lnl6+trh+4AAADgTDExMQoJCZHkeu+/HR7KpMXOnTs1bdo0h2/BOmrUKA0dOlSS9Mwzz2jevHlpvkdaPrF1tb8UALIXk8mkdu3aacmSJRbnFy1alCGLrWeERx0lcy8X/rUIAACAdHDlUMZh05dS6+zZsxoxYoSefPJJVa9eXePGjXPo869bt05vv/22JKlAgQL6/vvvHfr8AOBo06ZNSxHI9OjRI9MEMgAAAEBm5eHsBiTpxo0bmj9/vqZNm6bVq1fLaDRKuvNppT0//XyYffv2qUOHDkpKSpKPj4/mzJmjAgUKpOte0dHRD7x+7/QlAHCW06dPa+DAgRbnChYsqG+++cZJHaVds2bN7H6/lStX2vWeAAAAgDVODWXWrFmjadOmaf78+bp+/bqk/w0bL1SokDp06KCOHTs6pJfjx4+rRYsWunz5stzd3fXbb7+pQYMG6b6fKw2HAgBrTCaT+vbta15H5q6JEydmmrVkJGnt2rUufT8AAADAFoeHMgcPHtS0adM0Y8YM82K4d4OY4OBgdezYUZ06dVKdOnUcNkrmzJkzatasmc6cOSODwaDJkyerffv2DnluAHCWX3/9NcW0pe7duyssLMxJHaVPcnKyS98PAAAAsMUhoczFixc1a9YsTZs2Tdu3b5f0vyAmMDBQcXFxMhgMGjlypLp06eKIlswuXLig5s2b69ixY5Kk8ePH6/nnn3doDwDgaGfOnEkxbSkoKChTTVu6y93d3a5Biru7u93uBQAAADxIhi30e/v2bc2fP19PP/20ihQpooEDB2rbtm0ymUzy9PTU008/rblz5+rs2bMZ1cJDXblyRS1bttT+/fslSV9++aVee+01p/UDAI5wd9pSXFycxfmJEycqb968zmnqETRq1Mil7wcAAADYYveRMps3b9a0adM0e/ZsXb58WdL/FuytW7euevTooS5duih37tz2fuo0SUhIUJs2bbRjxw5J0nvvvae33nrLqT0BgCNMnz5dixcvtjjXrVu3TDttc+XKlXad7soivwAAAHAUu4cyd9eCuTs96bHHHlOPHj3UvXt3FS9e3N5Ply63bt1Shw4dtHHjRknSwIED9dlnnzm5KwDIeGfPntWAAQMszgUFBWncuHFO6ggAAADIvjJsTZmAgACNGzdOPXv2zKinSLeuXbtqxYoVkqQmTZqod+/e2rt3r816Ly8vlS1b1lHtAUCGsDVt6YcffsiU05bude7cOQUFBdnlPgAAAICjGEx3h7TYiZvbnWVq7g4lr1Spknr06KGuXbuqUKFCNh9jMBg0a9Yshyz0m9Zh7sWKFdOJEyfs2kNMTIxCQkIkSdHR0WyhDSDDbdu2TTVr1tS9/+x37dpVM2fOdGJX9mOPKUx2/pUIAAAAF+DK77/tvtDv2rVr9cILL8jf318mk0lRUVEaNmyYihYtqubNm2vatGm6fv26vZ8WAPAQ1atX17p161SqVClJUoECBTR+/Hgnd2U/jxqoEMgAAADA0eweyjRo0ECTJ0/WuXPnNGPGDLVs2VJubm5KTk7W6tWr9eKLL6pgwYLq2rWrli5datdtTFPLZDKl6cveo2QAwFnq16+v3bt3a9CgQVli2tL90husEMgAAADAGew+fcmaf//9V9OnT9f0/2PvrsOiSv82gN9Dl4CtKIKChYmK3bqusagY69qFLeraLa4bdmJhoK4da62BromBgo2oGCDYCAqiInXeP3g5P8YJauAMcH+ua66dec6Zc+4zizDznSe2b8fdu3eTT/z/3cwLFy6M9+/f5+jwJW2gzd2niIhyu3fv3qVrjpm3b9+iWLFiOZCIiIiIiKSizZ+/Nd5TRpkSJUpg4sSJuH37Nm7duoVx48ahWLFiEARBLMgAwPjx4zF27Fj4+PjkRCwiIsqjUv7GCIKAVq1aQVdXFwCgq6uLVq1aidtYkCEiIiIiKeVITxllEhMT4e3tjW3btuHIkSOIjY1NDvT/BZpixYrBxcUFXbt2RatWraSImK20uVJHRERERERElFdo8+dvyYoyqUVHR2PPnj34+++/cfnyZXFsv0wmg0wmQ0JCgsQJNU+bfyiIKG/Ys2cP3r17h1GjRokr4xERERER5Tfa/PlbK96lm5ubY8iQIbh48SKePn2KOXPmwM7OTuxeTkREGfPmzRuMGDECY8aMQYsWLfD06VOpI2ULd3d37N27l38riIiIiChX0oqiTGq2traYM2cOHj9+DB8fHwwZMkTqSEREuYogCBg+fDg+fPgAALh48SKqV6+O4OBgiZNp1vXr1/Hbb7+hR48eaN++PZ49eyZ1JCIiIiKiDNGTOoA6jRo1QqNGjaSOQUSUq+zatQuHDx+Wa3N2dkbZsmUlSqR5CQkJGDZsmNhD5uTJk6hbty5CQ0NhYmIicToiIiIiovTR6qIMERGlLSYmRu6+m5ub3PaiRYti1apVOR0rWx06dAi3b9+Wa5s0aRILMkRERESUq2jd8CUiIkq/oKAgFChQQLz16dMHkZGRcvusXbsWRYsWlShh9ujatSv27duHkiVLAgCqVq2K8ePHS5yKiIiIiChjWJQhIsrF+vbtK/f4zJkzco9//vlndO3aNScj5QiZTIZu3brhwYMHGD16NNatWwd9fX2pYxERERERZQiHLxER5WJ+fn4qtxUtWhQeHh45mCbnWVhY5LmhWURERESUf7CnDBFRLjVv3jy1S0GvWbMmzw1bIiIiIiLKS9hThogoFyhUqJC4xHV6de/eXbxfsGBBhblmiIiIiIhIWuwpQ0Sk5UJDQzNckPnehw8fEBoaqqFEOe/Ro0cICwuTOgYRERERkUaxKENEpOU2bNigVcfJaYmJiejXrx8cHBywbNkyJCQkSB2JiIiIiEgjWJQhItJy8+bNQ8+ePbN0jF69emHevHkaSpSzPD09cf36dcTExGD8+PFwcnLC8+fPpY5FRERERJRlLMoQEeUCO3fuhJeXF2QyWYaeJ5PJ4OXlhR07dmRTsuz15s0bTJs2Ta7ty5cvKFGihESJiIiIiIg0h0UZIqJcYsCAAXj48CGMjIzStb+RkREePnyIAQMGZG+wbGRoaIiff/5Zrm3dunUwNDSUKBERERERkeawKENElItUqFABHTt2TNe+nTp1QoUKFbI5UfYqWLAgPD09cenSJVStWhV9+/ZFixYtpI5FRERERKQRXBKbiCiXOX78eLr2O3bsWDYnyTmNGjXCzZs38fXrV6mjEBERERFpDHvKEBHlIuHh4YiJiUnXvjExMQgPD8/mRDlHX18f5ubmUscgIiIiItIYFmWIiHKRUaNGKW23t7dX2u7m5padcYiIiIiIKAtYlCEiyiXOnj2LAwcOyLXJZDJs3boVjx8/Vro6U24bwiQIAhITE6WOQURERESUI1iUISLKBRITE/Hrr78iKSlJbDM0NMTDhw/Rr18/AP9bnSn1ykSdO3fO6ahZ4uXlhUaNGuHOnTtSRyEiIiIiynYsyhAR5QJeXl64e/euXNuyZcsUVleqUKECoqOj0bhxY1y9ehV///13TsbMkvDwcEyaNAnXrl1D7dq1MXHixHTPn0NERERElBuxKENEpOU+ffqEmTNnyrVVq1YNQ4cOVbq/gYEBfHx8UL9+/ZyIpzGTJk1CZGQkgOSeQUuWLMGVK1ckTkVERERElH1YlCEi0nJ//fUX3r59K9e2dOlS6OrqSpRI82JiYuDr6yvX1r17d7Rp00aiRERERERE2Y9FGSIiLRYSEoKlS5fKtf30009o3bq1RImyh5mZGW7fvg13d3cYGBjA3Nwcy5cvlzoWEREREVG20pM6ABERqTZ16lR8+/ZNfKynp4fFixdLmCj7GBkZYc6cOejZsycePnwIKysrqSMREREREWUrFmWIiLTUlStXsGfPHrm2kSNHomLFihIlyhkVKlRQmMCYiIiIiCgv4vAlIiItlJSUhF9//VWurWDBgpgzZ45EiYiIiIiISNNYlCEi0kK7du3C9evX5drmzJmDQoUKSZSIiIiIiIg0jUUZIiIt8+XLF0ydOlWurUKFChg5cqREiTTv48ePmDdvHr5+/Sp1FCIiIiIiybAoQ0SkZZYsWYIXL17ItS1evBj6+voSJdK8adOmYfbs2ahatSq8vb2ljkNEREREJAkWZYiItMirV68wf/58ubZWrVrhp59+kiiR5l29ehXr1q0DADx79gxt27ZVWPabiIiIiCg/YFGGiEiLPHz4ECYmJuJjHR0dLF26FDKZTMJUmiMIAtzc3OTaTExM0LVrV4kSERERERFJh0UZIiIt0rJlSzx+/BgTJ06Evr4+Bg8ejOrVq0sdS2NkMhm2bt2Kxo0bi21z586FjY2NhKmIiIiIiKQhEwRBkDpEfvTixQtYW1sDAMLCwlC6dGmJExGRtnn69CkKFCiAYsWKSR1F45KSkuDl5YUdO3bA29s7T82XQ0RERETaRZs/f7OnDBGRlrKzs8uTBRkgeVjW4MGDcebMGRZkiIiIiCjfYlGGiIgkk1fmyiEiIiIiygwWZYiIiIiIiIiIJMCiDBGRhMLDwzFs2DC8fPlS6ijZ5tmzZ1JHICIiIiLSSizKEBFJaM6cOfD09ESFChUwd+5cfP78WepIGnXz5k1UqFAB/fv3R3h4uNRxiIiIiIi0CosyREQSuX//PtavXw8A+PLlC9zd3TF16lSJU2lOYmIihg0bhsTERGzbtg2VKlXCtm3bpI5FRERERKQ1WJQhIpLIhAkTkJSUJD42NjbG5MmTJUykWWvXroW/v7/4ODIyEqGhoRImIiIiIiLSLizKEBFJ4MSJE/D29pZrmzhxIqytrSVKpHkmJiYwNzcXH1eqVAmTJk2SMBERERERkXZhUYaIKIfFx8djwoQJcm0lS5bMU71kAGDQoEF4+PAhevToAQBYt24dDA0NJU5FRERERKQ9WJQhIsphnp6eePDggVzbn3/+CTMzM4kSZZ+SJUti9+7duHv3Lpo1ayZ1HCIiIiIircKiDBFRDvrw4QPmzJkj11arVi3069dPokQ5o1q1alJHICIiIiLSOizKEBHloN9//x0RERFybcuWLYOODn8dExERERHlN/wUQESUQx4/foxVq1bJtXXp0gVNmzaVKBEREREREUmJRRkiohwyefJkxMfHi48NDAywcOFCCRNpTlJSErp27YodO3ZAEASp4xARERER5QosyhAR5YBz587h0KFDcm1jxoyBnZ2dNIE0bPPmzfjnn3/Qp08ftGnTBo8fP5Y6EhERERGR1mNRhogomyUmJmL8+PFybUWKFMHMmTMlSqRZ7969k1vO+7///kPnzp3ZY4aIiIiIKA0syhARZTN/f38EBATItf3222+wsLCQKJFm7dq1Cx8+fJBrW7ZsGWQymUSJiIiIiIhyBxZliIiyWb169RAQEABnZ2cAQJUqVTBkyBCJU2nO2LFjcejQIVhbWwMAfvnlF7Rp00biVERERERE2k9P6gBERPlBxYoVceTIEZw5cwaGhobQ08tbv347deqEVq1a4Y8//sDYsWOljkNERERElCvkrU8FRERarlWrVlJHyDZmZmb466+/pI5BRERERJRrcPgSEREREREREZEEWJQhIiIiIiIiIpIAizJERBomCAI2bdqEr1+/Sh0lW5w9exYhISFSxyAiIiIiyvVYlCEi0rDdu3fD1dUVlSpVwq5duyAIgtSRNCYyMhK//PILHBwcsHDhQsTHx0sdiYiIiIgo12JRhohIg75+/YopU6YAAEJDQ9GrVy/07dtX4lSaM3XqVISHh4vXWatWLXz8+FHqWEREREREuRKLMkREGrR06VKEhYXJtXXr1k2iNJp15coVbNiwQa7Nzs4OlpaW0gQiIiIiIsrlWJQhItKQ169fKywJ3bx5c3Tq1EmiRJrl4OCAkSNHQiaTAQBMTU2xatUqiVMREREREeVeLMoQEWnIzJkz8fnzZ/GxTCbDsmXLxCJGbmdpaYnVq1fj6tWrqFGjBubNmwdra2upYxERERER5Vp6UgcgIsoLbt26BS8vL7m2gQMHombNmtIEykb16tWDv7+/1DGIiIiIiHI9FmWIiLJIEASMHz9ebpUlU1NT/P777xKmyl56evzzQURERESUVRy+RESURYcPH8b58+fl2qZNm4aSJUtKE4iIiIiIiHIFFmWIiLIgLi4OkyZNkmsrU6YMxo8fL1Eizfn69SsSEhKkjkFERERElGexKENElAUeHh548uSJXNv8+fNhbGwsUSLNmTJlCuePIaI8TSaTKdyIiIhyEosyRESZ9P79e/z2229ybfXr18cvv/wiUSLN8ff3h4eHB27evIl69ephzJgxiI6OljoWEVGWpVWAYYGGiIhyEosyRESZNGfOHERFRcm15YUlsBMSEjBs2DBx4uKkpCRs2LAB79+/lzgZEVHWZPT3c27/fU5ERNqPRRkiokx4/vw51q9fL9fWs2dP1K9fX6JEmvPmzRvExsbKtc2aNQvlypWTKBERUdZltsDCwgwREWUnFmWIiDLBxsYGx44dg4ODAwDAyMgI8+fPlziVZpQuXRq3bt3Cn3/+CSMjIzg4OGDixIlSxyIiyrSsFlZYmCEiouyiJ3UAIqLc6scff8SdO3ewYcMGfP78GWXKlJE6ksYYGBhg2rRp6NGjB6KiomBgYCB1JCKiTNFUQUUmk4nDOomIiDSFRRkioizQ09PDiBEjpI6RbThkiYiIiIgo+3D4EhERERERERGRBFiUISIiIqI8SdNzwXBuGSIi0jQWZYiI0unevXt5cj6Bu3fvYvLkyfj8+bPUUYiIMuXLly8ICAjAoUOHsGTJEty5c0fqSEREROnCOWWIiNLhyZMnqF27NurXr4+lS5eiTp06UkfSiKSkJAwbNgy+vr7Ys2cPPDw84OzsLHUsIiIFUVFRePr0KZ48eSL+N+X+y5cv5fZdunQpatSoIVFSIiKi9GNRhogoHSZPnoz4+Hj4+PjAyckJQ4YMwfr163N9V3ZPT0/4+voCAEJDQ9GxY0fs3LkTPXv2lDgZEeV3f/31FwIDA8Xiy/v379P93CdPnmRjMiIiIs1hUYaIKA3nz5/HwYMH5drMzc1zfUHm27dvcHd3l2srX748XFxcpAlERHleUlISXr9+LRZaKleujIYNGyrdd8uWLQgKCsrUeViUISKi3IJFGSIiNRITEzF+/Hi5tiJFimDmzJkSJdIcQ0NDXLhwASNGjMC5c+cAAGvWrIGRkZHEyYgoN0tISEBYWJhYeEk93Ojp06eIjY0V9x0zZozKooy9vX2GizIlS5aEnZ0datWqBQAQBEGjBfS8OK8YERFJi0UZIiI1tm3bhlu3bsm1zZ07F5aWltIE0rCKFSvizJkz2L59O/z9/dG6dWupIxFRLrNt2zb4+fmJhZfg4GAkJCSk67lPnz5Vuc3e3l6hTUdHB9bW1rC3t4e9vT3s7OzE++XKlYOpqWmmr4OIiEgKLMoQEakQExOD6dOny7U5ODhg6NChEiXKHjKZDH379kXfvn2ljkJEWuTz58949uwZnjx5goIFC6J58+ZK99uxYwdOnTqVqXOoG2bUunVrCIIgV4CxtbWFoaFhps5FRESkjViUISJSYcGCBXjz5o1c25IlS6Cnx1+dRJQ3fPjwQeWKRq9fvxb369Spk8qijJ2dXYbPa2xsDDs7Ozg4OKjcx9nZWSOrwWlqCBOHLhERUXbgJwsiIiVCQ0OxePFiuba2bduibdu2EiUiIsqa06dPw8fHR64AExkZma7nquvRomyYEZA8IbqyYUZ2dnYoWbIkdHR0MnUdmZHVwgwLMkRElF1YlCEiUmLatGlyk1Hq6upiyZIlEibKOkEQcO3aNdSvX1/qKESSUvbhPDd/6E5KSsLLly/x5MkTJCUloVWrVkr327dvHzZs2JCpczx79gxJSUlKCylOTk7o06ePQvGlcOHCWrVKXWYLM7n5Z4OIiLQfizJERN+5du0adu7cKdc2bNgwtd3sc4Nt27ZhwIAB6NmzJ5YuXYoSJUpIHYkox8ydO1dhCfjUUj6su7u7Y86cOTmUKv0SEhLw/PlzhWFGT548wbNnz/Dt2zcAgKOjI27evKn0GKp6tKSlVKlSsLe3x6dPn2BhYaGwvUmTJmjSpEmmjp3TMlqYYUGGiIiym0zgXxtJvHjxAtbW1gCAsLAwlC5dWuJERAQkvwFv1KgRrl69KrZZWFjgyZMnKFKkiITJsiYiIgKVKlXC+/fvASRf09q1a9GzZ0+JkxFlv9zWO+LWrVs4f/68XPHl+fPn6VrRqECBAoiKilJ6zQcOHEC3bt0U2nV0dGBjY6NyRSNjY2ONXJc2ymu9poiISDlt/vzNnjJERKns2bNHriADALNmzcrVBRkAmDx5sliQAYCoqCiYm5tLmIgoZ2R2+IxMJsuWD+efPn3C06dP8f79e5VL0B8/fhwzZ87M9PHDw8NRrFgxhW1VqlRBhw4dFIovNjY2MDAwyNT5cjsWYIiISGosyhAR/b+vX79iypQpcm12dnYYPXq0RIk0p379+vjnn3/w8eNHAEDXrl3RoUMHaUMRZbOszmeS2cJMZGSk3PCi1D1e3r17BwAoWLCgykl2M7OaEQCYmprCzs4OHz58UFqUqVSpEv79999MHZuIiIiyB4syRET/T09PDxMnToS7u7v4YWnRokUwNDSUOFnWDRkyBB07dsSECRNw5MgRLF++XOpIRNlq7ty5GjuOqjlmQkJCcP78eYXCS0rxU50PHz4gMjIShQoVUtimbu4XS0tLlC9fXmE1I3t7exQvXlyrJtYlIiKitHFOGYlo85g2ovwuMjIS8+bNw/379+Ht7Z3nPuS8evUKVlZWUscgylaa/Her6q3S9u3b0bdv30wf9/r163ByclJo//jxI3766Se5wktK8UVZEYeIiIjU0+bP3+wpQ0T0nUKFCmHZsmVITEzMcwUZACzIEGVQdHS00jmYMjvMCACsra0RHR2tdJulpSUuXbqU6WMTERFR7sGiDBGRCrq6ulJHIKJM0HQx1cLCQmlvGXXDjHR1dVG2bFmxt0vqXi9ly5aFkZGRRjMSERFR7sSiDBFRHpSUlAQdHR2pYxDlaUWKFIGTkxNKliypMMdLmTJloK+vL3VEIiIi0nIsyhBRvvb161cYGxtLHUOjoqKi0KRJE/z6668YMGBAnhyCRaQNZDIZrl+/LnUMIiIiysX4NSoR5VtxcXGoVasWBg8ejNevX0sdR2OmT5+Oe/fuYdCgQWjevDkePHggdSQiIiIiIlKCRRkiyrfWrFmDhw8fYvPmzShfvjz++OMPxMfHSx0rS65fv461a9eKjy9evIhp06ZJmIiIiIiIiFRhUYaI8qWIiAjMnTtXfPz582ccOXIk10/ue+TIEbkJSY2NjbF8+XLpAhFJQNUS1tpyPCIiIqIULMoQUb40d+5cfPz4Ua5t2bJluX5y3N9//x3Hjh2Dra0tAGDOnDnifaK8Ljw8PNf3diMiIqL8JXd/+iAiyoSHDx9izZo1cm09evRAw4YNJUqkWe3bt8f9+/exaNEijB8/Xuo4RNlOEARs27YNlSpVwtKlSwEA7u7uGjm2po5DREREpIxMYJ9cSbx48QLW1tYAgLCwMJQuXVriRET5x08//YRjx46Jjw0NDfHo0SPY2NhImIqIMiMkJATDhg3DqVOnAABGRka4e/cuypcvr5GVx/g2iYiIKPfT5s/f7ClDRPnK6dOn5QoyADB+/HgWZIhymcTERCxfvhxVqlQRCzIAEBsbiyFDhiApKSnLBRUWZIiIiCi76UkdgIgopyQkJCgM5ylevDhXJyLKZe7duwdXV1dcv35d6fbixYvj69evMDU1hSAImeoxw4IMERER5QT2lCGifGPTpk0ICAiQa/v9999RoEABiRJl3aZNm/DkyROpYxDliG/fvmH27NmoVauW0oKMlZUVDh8+jD179sDU1FRsFwQh3XPDuLu7syBDREREOYZzykhEm8e0EeVFUVFRKF++PMLDw8W2GjVq4MaNG7l2Gezbt2+jTp060NPTw8yZMzFp0iQYGhpKHYsoW1y5cgWurq548OCB0u3Dhw/H/PnzYWFhkeaxlPWc4dshIiKivEubP3+zpwwR5Qt//vmnXEEGAJYuXZprCzKJiYkYNmwYEhMT8e3bN8yaNQv169dHQkKC1NGINOrTp09wc3ND48aNlRZkKlSogAsXLmDt2rXpKsgAyQWY729EREREUmBRhojyvGfPnmH58uVybR07dkTLli2lCaQBXl5eCsM3OnfuDD09ThVGecfx48dRpUoVeHh4KBRO9PT0MGPGDNy5cwdNmzaVKCERERFR1rAoQ0R53pQpUxAXFyc+1tPTw6JFiyRMlHU9evTAuHHjoKOT/Gu8QoUKmDp1qsSpiDRHEASsXLkSYWFhCtvq1KkDf39//P777zAyMpIgHREREZFmsChDRHlaYmIiSpYsKTdMafTo0ahQoYKEqbKuQIECWLZsGfz8/ODk5IR169ZxPhnKU2QyGdatWwcTExOxzdjYGEuWLMHVq1dRo0YNCdMRERERaQYn+pWINk80RJQXPXjwABMnToSvry+ePHmCggULSh1JYzK75C9RbrB8+XL8+uuvaN26NdavX49y5cpJHYmIiIhyGW3+/M3JB4goX6hcuTKOHTuGly9f5qmCDKB8JRmi3CIxMRGhoaEoW7as0u1ubm6wsbFB586d+bNOJDFBEPD582dER0cjNjYWiYmJUkcionxCV1cXRkZGMDc3h6mpaZ56T8CiDBHlK6VKlZI6AhH9v4CAALi6uuL169cICAhAgQIFFPbR1dWFi4uLBOmIKLWkpCSEhobi69evUkchonwoISEB3759Q1RUFIyNjVGmTBlxbsXcjkUZIqJc4O3btyhUqBD09fWljkKUZd++fcOff/6Jv/76C/Hx8QCAGTNmYOXKlRInIyJlBEFQKMjIZDK5+dqIiLJTYmKiuBLj169fERoaChsbmzzRY4ZFGSIiLZeUlITu3bvj48ePWL9+PRo0aCB1JKJMu3LlClxdXfHgwQO5dg8PD/Ts2ZM/30Ra6PPnz2JBRldXFyVKlICZmVme+ZaaiLRfUlISYmJi8ObNGyQmJuLr16/4/PkzzMzMpI6WZfxNSkR5zujRo7FgwQLExsZKHUUjtmzZAh8fH9y7dw+NGjXC8OHDER0dLXUsogz59OkTRo8ejcaNGysUZADA3t4+T3zbRZQXpf6bU6JECZibm7MgQ0Q5SkdHB+bm5ihRooTY9unTJwkTaU6+/W367t07/Pvvv5g9ezbatWuHIkWKQCaTQSaTYcCAAVLHI6JM8vPzw+rVqzF16lRUrlwZ+/btQ25eZC48PByTJk0SHwuCgFOnTkFPjx0dKfc4duwYHBwcsHr1aoV/j7q6upg2bRru3r2L+vXrS5SQiNRJ+ZJDJpPliW+liSj3MjMzE7/EyStzXOXbd/XFixeXOgIRaZggCPj111/FxyEhIXB1dUXLli1RuHBhCZNlXkREBEqXLo3IyEixbfXq1TAxMZEwFVH6hIeHY+zYsdi1a5fS7bVr18amTZtQo0aNHE5GRBmRssqSrq4ue8gQkaR0dHSgq6uLhISEPLMCHH+rAihTpgzatGkjdQwiyqL9+/fj8uXLcm0zZszItQUZAKhUqRL8/f2xaNEimJiY4Oeff0a7du2kjkWkliAI+Pvvv1G5cmWlBRljY2MsXrwYvr6+LMgQERFRvpZve8rMnj0bTk5OcHJyQvHixRESEoKyZctKHYuIMik2NhaTJ0+WaytbtizGjh0rUSLN0dfXx8SJE/Hzzz/DwMBA6jhEaoWEhGD48OHw9vZWur1Vq1ZYv3497OzscjgZERERkfbJt0WZuXPnSh2BiDRoxYoVCAkJkWtbuHAhDA0NpQmUDcqUKSN1BKI0PXnyRGlBxtLSEkuXLsWAAQM4oS8RERHR/+PwJSLK9d6+fYs//vhDrq1Jkybo2rWrRImI8q/WrVtj4MCBcm3du3fHgwcPMHDgQBZkiIiIiFJhUYaIcr3Zs2crLIm3dOlSfvgjksjixYtRvHhxWFlZ4dChQ9i7d6/cEpZERERElCzfDl/Kbi9evFC7/fXr1zmUhChvu3fvHjZu3CjX1q9fP9SpU0eiRFmzZ88eXL16FfPmzUOBAgWkjkOk0p07d1C9enWlxc9ChQrh6NGjqFChAiwsLCRIR0RERJQ7sKdMNrG2tlZ7q1u3rtQRiXI9QRAwfvx4JCUliW0mJib4888/JUyVeR8/fsTYsWOxYsUKVK5cGQcOHIAgCFLHIpLz6dMnuLm5wdHREZs2bVK5n5OTEwsyRET5QEhICGQyGWQyGbZs2SJ1HK3G14qUYVGGiHKV2NhY8Xbs2DH8999/ctsnT56MUqVKSZQua6ZNm4a3b98CAF6+fIlu3bopLPFNJKXjx4+jSpUq8PDwgCAImDhxInt+EpFkoqOjERgYiOvXryMwMBDR0dFSR9IYf39//Pbbb2jTpg1Kly4NQ0NDmJmZoUKFChg4cCAuXbqUoeOdOHECLi4u4rFKly4NFxcXnDhxIpuugIjSi8OXsklYWJja7a9fv2ZvGaIMevXqlVzB5fsldUuVKoWJEyfmdCyNePv2LbZt2ybX5uzsjEaNGkmUiOh/wsPDMXbsWOzatUuuPSoqCqNHj8aBAwckSkZE+Y0gCDh//jxWr16NQ4cOITExUdymq6sLFxcXjBw5Es2bN8+1c8s1bdoUPj4+Cu1xcXF4/PgxHj9+jC1btqBfv37YsGEDDAwMVB4rKSkJQ4cOVejZ+PLlS7x8+RKHDh2Cq6sr1q9fDx2d7Pm+fsuWLeIE8MHBwbC1tc2W80gp5Wdtzpw5cHd3lzYM5TosymST0qVLSx2BKM+ZPHmy3OOnT5/KPf7rr79gamqak5E0pnjx4rhz5w5GjhyJ06dPw8TEBKtWrcq1bygpbxAEAdu3b8evv/6KiIgIhe3GxsZo0KABBEHgzyoRZbubN2+iX79+uH//vtLtiYmJ2L9/P/bv348qVapg27ZtqFWrVg6nzLpXr14BAKysrNC9e3c0adIEZcqUQWJiIq5evYolS5bg5cuX2LZtG+Lj47Fz506Vx5oxY4ZYkHF0dMTkyZNhZ2eHp0+fYuHChbh16xY2btyIokWLZnr4t62tLYdbpxNfK1KGRRkiyjX++ecfldvq1KmD3r1752AazbO3t4e3tzd2796NT58+wcbGRupIlI89f/4cw4YNg7e3t9LtLVu2hKenp0KPNSKi7HD69Gm4uLjg8+fP6dr//v37aNq0KQ4ePIgffvghm9NpVqVKlfDnn3+ia9eu0NXVldtWv3599O3bF40aNUJQUBB27dqF4cOHo2nTpgrHCQoKwuLFiwEkv0+6ePEijI2NASTP+9WxY0c0a9YM/v7+WLRoEQYNGgR7e/vsv0AiksM5ZYgoV9i+fTu+fv2q0J6yzO6yZcuyrdttTpLJZOjZsyeGDh0qdRTKpxITE7FixQpUqVJFaUHG0tISmzZtwn///ceCDBHliJs3b2aoIJPi8+fPcHFxwc2bN7MpWfb4999/8fPPPysUZFIUKVIES5YsER/v379f6X7Lly9HQkICAGDVqlViQSZFSq9cAEhISMCyZcs0EZ+IMij3f4IhojynatWq0NXVlbv17dtX6b5v3ryBjo4OmjVrJu5btWrVHE5MlDcEBASgUaNGGDdunNIPP927d8eDBw8waNAgDlciohwhCAL69euX4YJMis+fP6N///55bshIixYtxPvfD+cGkl+3w4cPA0jueVO/fn2lx6lfvz4qVqwIADh8+HCmXidVKwqdP38eMplMnE8GAMqWLSvum3I7f/680uMeOnQI3bt3R5kyZWBkZARLS0vUqVMHc+fOxYcPH1TmGTBgAGQymTh3zevXrzFlyhRUqVIFBQoUUDjnhw8f4OXlhT59+sDBwQFmZmYwMDBAiRIl8OOPP8LT0xNxcXFKz2Vrayv393Du3LkK1zdgwIA0X6vvxcXFYc2aNWjRogWKFi0q5mnfvj22b98ut/JoWtf/8eNHzJ49G1WqVIGpqSksLS3RtGlT7NixQ+UxUhw8eBCdO3cWJ4guUKAAypUrhyZNmmDWrFm4fv16msegtHH4EhFplffv36scK67K93+Y7t+/j/fv36NIkSKajEaUZ8XHx+P333/HX3/9hfj4eIXtVlZWWLNmDTp16iRBOiLKz86fP5/h9wXfCwgIwIULF9C8eXPNhNIC3759E+8r61ETHBwszk3TrFkztcdq1qwZHj16hJcvXyIkJARly5bVbNgM+vDhA7p164azZ8/KtX/79g03btzAjRs3sGbNGhw+fFhlsSmFr68vnJ2d8f79e5X7ODo64vnz5wrtb9++xalTp3Dq1CmsW7cOx48fF3toZ6eQkBC0a9cODx8+VMhz4sQJnDhxAuvXr8fhw4dRqFAhtcd69OgR2rZti5CQELl2Hx8f+Pj44OrVq/Dw8FB4XmJiInr27Il9+/bJtcfFxSEmJgbBwcG4dOkSTpw4AX9//8xdKIlYlCEirXL06FGNHSf1NzPa5tOnT7h8+TLatm0rdRQi6Ojo4MSJE0oLMsOGDcOCBQtgYWEhQTIiyo3Cw8Mz/VwzMzO5YTZr1qzRRCSsXLlSZVEmMjJSbhUndYoWLaqRPFl14cIF8X7lypUVtgcGBor3K1WqpPZYqbc/ePBAY0UZJycn3Lt3D4cPH8bMmTMBAN7e3rCyspLbL/X5vn37htatW+PmzZvQ1dVFr1690L59e5QtWxbx8fG4ePEili5dinfv3qF9+/a4deuWyjn4YmJi0LVrV8TGxmLGjBn44YcfYGJignv37qFkyZLifomJiahXrx5++uknODo6onjx4oiLi0NwcDC2b9+OkydP4tatW/jll18UevWcOnUKcXFxqFatGgBgxIgRGDlypNw+BQsWTPdrFhMTg1atWuHZs2cAgM6dO2PQoEGwsrJCcHAwPDw8cOHCBVy6dAnOzs64ePGiymFuX758gbOzMyIiIjBz5ky0bt0aZmZmuHXrFubOnYsXL15g9erVcHZ2xo8//ij33LVr14oFmcaNG8PV1RV2dnYwNTVFREQE7t69i5MnTyIqKird10ZqCCQIgiAEBwcLAAQAQv/+/bP9fGFhYeL5wsLCsv18RLnJnDlzxH8fmbm5u7tLfQlpGjt2rABA6Natm/Dy5Uup4xAJd+7cEfT09MR/R+XLlxfOnz8vdSwi0gJBQUFCYGCgEBQUlK79s/I33MPDQzxOVFSUoKurm6XjpdxkMpkQFRWlNK+Dg0O6j6MNEhMThbp164qZ/P39FfZZu3atuH3fvn1qj7dv3z5x33Xr1mU4T+rPUV5eXgrbvby8xO3BwcFqjzV9+nQBgGBpaan0ugRBEEJCQoSSJUsKAIRevXopbO/fv794PjMzM+H27dtqz5nWz/XmzZvF4/33339K90nZPmfOHLXHSuu1mjhxorh95syZCtuTkpKE3r17i/usWbNGYZ/U129hYSEEBAQo7PP48WPByMhIACB07NhRYXuTJk0EAEK9evWE+Ph4ldcTERGh9nqzS0Z/JwmCdn/+zrdzyly6dAlbtmwRb6knyHry5IncNnXj/YhI89zd3XHq1CkYGhpm6HmGhoY4deoU5syZk03JNOPmzZvixHr79+9HpUqVcOTIEYlTUX5XvXp1TJ06Fbq6upg2bRru3LmTZpd3IqLs9OLFi3T3YEmLIAh4+fKlRo4ltWXLlolzeXTp0gW1a9dW2OfTp0/ifTMzM7XHMzU1Fe/HxMRoKGXGxcTEYPXq1QCAefPmKb0uALCxscGsWbMAAPv27VM739DkyZNRo0YNtectX7682u0DBw5EzZo1ASTPc5Ndvn37ho0bNwIAqlSpAnd3d4V9ZDIZ1qxZg8KFCwOA0qFHqc2bNw9VqlRRaLe3t0fnzp0BJH8u/t6bN28AAA0bNoSenurBNWkNn6L0ybfDlzZu3IitW7cq3Xb58mVcvnxZri31BE1ElP1++OEHPHv2DE5OTuKYaHWsrKzg5+en0CVW2yQmJmLYsGFy8+DExcXBwcFBwlSUX4SHhyM8PFzlz9uMGTPQvXt3VK9ePYeTEREp0nSBIHWhIre6cOECpk6dCgAoVqwY1q5dq3S/2NhY8b6BgYHaY6b+EkzZSpc55cKFC+JwmG7duqndN2UJ8Pj4eNy4cUPpkuAA0Lt37wxlEAQBb9++RXR0tNzkvqVKlcLt27dx586dDB0vI27cuIGPHz8CSP7sqWpYkrm5OX7++WesXbsWgYGBeP36tdxwrBQymQy9evVSeb7atWtj9+7diIyMxMePH2FpaSluK1myJB4/foyjR49i+vTpnKcxm+XbnjJEpP2srKwwaNCgdO07ePBgrS/IAMlzd4waNUr8hgMAZs6cCXt7ewlTUV4nCAL+/vtvVK5cGT///LPKVSSMjIxYkCEirZFWD4+MKlCggEaPl9Pu378PFxcXJCQkwMjICPv27UOxYsWU7mtkZCTeV/U7P0XqSYO/XzY7J6WeMLZkyZIKqxilvqVeaTOlV8f3zMzMUK5cuXSd+9ixY/jpp59gYWGBkiVLomLFiqhWrZp4O3bsGAConTA4qwICAsT79erVU7tv6u2pn5dakSJF5N5vfi91L5fvC5b9+/cHkDyCxN7eHoMGDcKuXbvw4sULtbkoc/JtTxkOSyLKHXbu3Jmu/Xbs2IHffvstm9NkXcrSiD/99BMmT54MX19fTJo0SepYlIc9f/4cw4YNg7e3NwAgIiIC8+fPx+zZsyVORkR51bt37zL93NSFmNKlS0NXV1cjQ5j09PRQqlQppdt8fHw0NkwquwQHB6NNmzb48OEDdHV1sXv3bpW9QwD5AlRaPY5SD//RdCEsIzL7c/Plyxel7al7fqgiCAKGDBmCTZs2petc2dmTKDIyUryvqtiWIvUqUKmfl5qJiYnaY+jo/K9/xvc//4MGDcLTp0+xcOFCREVFwcvLC15eXgAAOzs7dOrUCaNGjUp30YvUy7dFGSLSftHR0eLs82l59uwZoqOjYW5uns2pNKNIkSLYvHkzPn/+nOG5c4jSIzExER4eHpgxY4bCePvff/8d3bp147A5IsoWmlqhyNzcHC4uLnJzP2aWi4uLyvcI2j4vxqtXr9C6dWu8evUKMpkMmzdvRqdOndQ+p3Tp0uL9tHo3hIWFifetra2zFjYLUhcGbt68CX19/XQ9L/W1pqZq+E9qmzdvFgsyNWvWxLhx41CvXj2UKlUKJiYm4jH69euHv//+G4IgpCtTVslkshw5jzp//PEHhg4dih07duDMmTPw9fXFly9f8PTpUyxduhSrVq3CypUrMXz4cKmj5nosyhCR1lq0aJHS9hYtWuDcuXMK7YsXL84VvWVSSz25HpGm3L9/H4MHD8a1a9eUbu/UqZPWfwghIgKAkSNHaqQo8/0yxbnF+/fvxXn2AGDVqlXo169fms9LXXR/+PCh2n1Tb1e2vHZOST3UpmjRoiqLLZq0YcMGAMkT3165ckXl8C1VvVE0KfXf5bdv36JChQoq9009ZCs7/57b2Nhg+vTpmD59OuLj4+Hn54e9e/di/fr1iI2NxciRI1GvXj04OjpmW4b8gHPKEJHWUjYZd9++fXH27FmlqzPt2LEjp6IRaaVv375hzpw5cHR0VFqQKVmyJA4ePIh9+/bJdX0mItJWzZs3V7p6TEZUrVo1V64mFxUVhR9//BGBgYEAgPnz52PUqFHpem7ZsmXFufYuXLigdt+LFy8CSJ7M1tbWNvOBVUhvr4/UH+y/X3Qlu9y/fx8A0LFjR5UFGUEQcPPmzWzPknqeHFVfqqRIWX3r++dlJ319fTRs2BDLly8XpxcQBEEjRdP8jkUZItJa388kb2RkhGXLlgH43+pMKfvIZDJxUjJtk3oFBKLscuXKFTg6OuK3335DfHy8wvahQ4ciMDBQXAKTiCg3kMlk2LZtW6Z7lpqammLr1q1aMRwkI758+YIOHTqIxYAZM2ZgypQp6X6+TCYThzg9fPgQvr6+Svfz9fUVe8p06tQpW16n1JMOp55U+HutW7cW50FZuXJljgwVSkhIAAC1y2ofPnwYr1+/VnuclGtUd31pqV27tjgPztatW+VW6kzt06dP2Lt3L4DkHlHKVl7Kbq1atRLvZ+fkx/kFizJEpJXevn2Lu3fvyrUNHz5crmurlZUVQkNDMXDgQDx48EArJy4NCAiAjY0NPD09Vf5xJcqKT58+wc3NDY0bN8aDBw8UtpcvXx7nz5/H+vXr0zXpIRGRtqlVqxYOHjyY4cKMqakpDh48iFq1amVTsuwRFxcHFxcXsbfI2LFj8fvvv2f4OOPGjRPnRHFzc1OYpPbr169wc3MDkDwR8rhx47IWXIXURYOnT5+q3M/S0hKjR48GkPxFw6+//qr2vdPbt2+xcePGLGUrX748AODo0aNKhyg9ffo0Xb2TUq5R3fWlxdDQEK6urgCS3z/OmzdPYR9BEDB69GixEJLyemna9u3bxYKVMqdOnRLvly1bNlsy5CecU4aItNLKlSvlepjo6+tjwoQJCvvp6elh8+bNORkt3ZKSkjBs2DC8e/cOw4YNw9atW7Fu3TpUq1ZN6miUR5w+fRqDBw+Wm6Qxha6uLiZPnoxZs2ZJusQpEZEm/PDDD7h48SL69esnDjlRp2rVqti6dWuuK8gAQM+ePcUPvS1btsTgwYNVLnsMAAYGBkrnH6lQoQImTZqE+fPnw9/fH40aNcKUKVNgZ2eHp0+fYsGCBbh16xYAYNKkSWKBQtMcHR1hZGSE2NhYzJo1C/r6+rCxsRFX/ylVqpT4d+q3337DhQsXcO3aNaxYsQLnz5/HkCFDULNmTZiamuLDhw+4f/8+/vvvP5w4cQLVqlUTCxmZ0a9fP0yaNAmvXr1CgwYNMGXKFFStWhWxsbE4e/Ysli9fjm/fvqFWrVpqhzA1bNgQwcHBOHLkCNavX49GjRqJvWfMzc3TXE0pxezZs/HPP//g2bNncHd3x7179zBw4ECULFkSwcHB8PDwwPnz5wEADRo0wNChQzN97er07dsXEydORJcuXdCwYUPY2dnByMgIb9++xenTp7F27VoAyat19e7dO1sy5CsCSSIsLEwAIAAQwsLCpI5DpFWioqIECwsL8d8IAGHgwIFSx8owT09PuWsAIMyYMUPqWJSH7NmzR+FnDIBQq1Yt4datW1LHI6I8IigoSAgMDBSCgoKkjiIkJSUJ586dE7p16ybo6urK/e7T09MTunfvLpw7d05ISkqSOmqmKfu9ru5mY2Oj8liJiYnCoEGD1D5/8ODBQmJiYqbzBgcHi8fy8vJSus/kyZNVnv/cuXNy+0ZHRwtdunRJ17W3aNFC4Vz9+/dP83VJERcXJ7Rp00bl8Y2NjYW9e/emecxbt24JhoaGSo/Rv3//DL1WwcHBQqVKldRed6NGjYSIiAilz0/v9Xt5eYnHCw4OltuWntfewsJCOHHihNpzZJfM/E7S5s/f7ClDRFpn3bp1iIqKEh/LZDJMnjxZwkSZc+fOHbnHdnZ2mDFjhkRpKC/q3r07tm/fjqNHjwIAjI2N8dtvv2HcuHHQ0+OfeCLKe2QyGZo3b47mzZsjOjoaL1++xKdPn1CgQAGUKlVK5bLX+ZWOjg42bdqErl27wtPTE35+fnj//j2KFCkCJycnDBs2DO3atcv2HPPnz0f58uWxbds23L9/H1FRUXJLYKdWoEABHDhwAJcuXcLWrVvh4+ODV69e4evXrzA3N4ednR3q1q2LDh06oE2bNlnKpa+vj2PHjmHt2rXYtm0bAgMDIQgCSpUqhdatW2Ps2LGoVKkSjh07pvY4NWvWxNWrV7Fo0SJcvnwZb9++zfT8Mra2trhz5w42bNiAffv2ISAgANHR0ShUqBAcHR3Ru3dv9OrVS+xplB0CAgJw7NgxXLp0CU+fPsXbt2/x8eNHFChQAJUqVcKPP/6IESNGoHjx4tmWIT+RCUIOLbZOcl68eAFra2sAQFhYWI4s+UaUG8TGxqJs2bJyS/116dIFBw4ckDBV5p0+fRojR47EkydP4O3tneU3D0Tfe/HiBRwcHODk5ARPT0/Y2dlJHYmI8pjHjx8jISEBenp62TbEhYgovTLzO0mbP3/zazQi0ipbt26VK8gAwNSpUyVKk3U//PAD7t69i6NHj7IgQ5mSmJiIEydO4KefflK6vXTp0vDz80OFChVy3eoiRERERPkdV18iIq3y9etXFChQQHzcqlUrODk5SZgo64yNjfHzzz9LHYNyofv376Nx48ZwdnbGoUOHVO5XsWJFFmSIiIiIciEWZYhIq4wbNw6hoaH4448/ULRoUUybNk3qSEQ57tu3b3B3d4ejoyN8fX0BAKNGjZKba4mIiIiIcj8WZYhI61haWmL69Ol4/vw5WrZsKXUcohx15coVODo6Yu7cuYiPjxfbX716lSsnvCYiIiIi1ViUISKtZWxsnGuGZAiCgClTpuDhw4dSR6Fc6tOnT3Bzc0Pjxo3x4MEDhe3ly5dHr169JEhGRERERNmFRRkiIg3YsWMHFi5ciOrVq2P27NmIjY2VOhLlIsePH0eVKlXg4eGB7xdF1NXVxbRp03Dnzh00a9ZMooRERERElB1YlCEiyqLIyEiMHz8eABAfH4958+ahQ4cOEqei3CA8PBy9e/dGhw4dEBYWprC9Vq1a8Pf3x59//gljY2MJEhIRERFRdmJRhogk9/fffyM8PFzqGJm2YMEChfxjx46VKA3lBoIgYPv27ahcuTJ27typsN3Y2BiLFi3CtWvXULNmzZwPSEREREQ5gkUZIpLUvXv30K9fP9jY2GDMmDEIDQ2VOlKGzZ49G5MmTYKuri4AoHPnzujYsaPEqUhbhYeHo3379ujbty8iIiIUtrds2RL37t3DxIkToaenJ0FCIiIiIsopLMoQkaQWLlwIAPj69StWrVqFunXryq04kxuYmppi4cKFuHnzJn744QesXLlS6kikxQoUKIBnz54ptFtaWmLTpk3477//YGdnJ0EyIiIiIsppLMoQkWSCg4Oxa9cuubYRI0ZAX19fokRZU716dZw6dQrW1tZSRyEtZmRkhA0bNsi1devWDQ8ePMCgQYNyzYpjRERERJR1LMoQkWSWLFmCxMRE8bGpqSlGjx4tYSKinNG0aVMMHz4cJUuWxMGDB7Fv3z6UKFFC6lhERERElMNYlCEiSbx9+xabNm2Saxs6dCgKFy4sUSIizbp69SoePXqkcvuCBQsQGBiIzp0751woIiIiItIqLMoQkSRWrlyJ2NhY8bG+vr64rLS2e/DgAeLi4qSOQVrq06dPGDNmDBo1aoTBgwcjKSlJ6X7m5uawtLTM2XBEREREpFVYlCGiHBcdHY3Vq1fLtfXt2xelS5eWKFH6RUdHo3Xr1nB0dISPj4/UcUjLnDhxAlWrVsWqVasgCAIuX76MtWvXSh2LiIiIiLQUizJElOPWrVuHqKgo8bFMJsPkyZMlTJR+M2fOxKtXrxAYGIimTZti0KBB+Pbtm9SxSGLh4eHo06cP2rdvr7Cs+9SpU/HixQuJkhERERGRNtOTOgAR5S+xsbFYtmyZXFuXLl1QsWJFiRKln7+/Pzw8POTaXr16BQMDA4kSkdQEQcDOnTsxbtw4vH//XmG7sbEx5syZw0l8iYiIiEgp9pQhohy1detWvHnzRq5typQpEqXJGAMDAzg6OoqPjYyMsGbNGi5hnE89f/4cHTp0QJ8+fZQWZFq2bIl79+5h4sSJ0NPjdyBEREREpIhFGSLKMQkJCVi4cKFcW6tWreDk5CRRooypXr06rl27huXLl8PMzAyzZs1CuXLlpI5FOSwxMRErV65ElSpVcOLECYXtlpaW2LRpE/777z/Y2dlJkJCIiCjnhISEQCaTQSaTYcuWLVLH0Wp8rUgZFmWIKMfs378fz549k2ubNm2aRGkyR09PD2PHjsXDhw8xceJEqeNQDrt//z4aN26MsWPH4vPnzwrbu3btisDAQAwaNIg9qIiISOOmTJkifqiXyWQ4f/58up534sQJuLi4oHTp0jA0NETp0qXh4uKi9MsFIspZLMoQUY4QBAHz58+Xa6tTpw5atmwpUaKsKVWqFOeSyWcWL14MR0dH+Pr6KmwrWbIk/vnnH+zfvx8lS5aUIB0RUf4THR2NwMBAXL9+HYGBgYiOjpY6Ura6ffs2li5dmqHnJCUlwdXVFe3bt8ehQ4fw8uVLxMXF4eXLlzh06BDat2+PIUOGICkpKZtSA1u2bBGLSCEhIdl2HimlXJ+7u7vUUSgXYlGGiHJEVFSUwpLX06ZNY28CyjWMjY0RHx+v0D5kyBAEBgbCxcVFglRERPmLIAg4d+4cunXrhkKFCqFKlSqoV68eqlSpgkKFCqF79+44d+4cBEGQOqpGJSUlYejQoUhISECxYsXS/bwZM2Zg06ZNAABHR0fs2rUL169fx65du8R58jZu3IiZM2dmOputrS0EQYAgCBgwYECmj5Mf8LUiZViUIaIcYWlpiX///Rd37txBr169UKVKFXTu3FnqWGrltTd0lDUjRoxAo0aNxMf29vY4d+4cPD09YWlpKV0wIqJ84ubNm6hWrRpatmyJAwcOIDExUW57YmIi9u/fj5YtW6JatWq4efOmREk1b+XKlfDz80OlSpUwePDgdD0nKCgIixcvBpDcO/ny5cv45Zdf4OTkhF9++QWXLl1CnTp1AACLFi3CkydPsi0/EanGogwR5ajq1atjx44duHHjBnR0tPtX0LRp0zBq1ChERUVJHYW0gI6ODjZs2AATExNMmTIFd+/eRfPmzaWORUSUL5w+fRpNmzbF/fv307X//fv30bRpU5w+fTqbk2W/0NBQzJo1CwCwbt26dA+fXr58ORISEgAAq1atgrGxsdx2ExMTrFq1CkDyYgzLli3TYGoiSi/t/kRERHmWoaGh1BHUunv3LhYvXow1a9agUqVK2LNnD3vO5APv37/H1q1bVW6vXLkynj9/jvnz5yu8uSUiouxx8+ZNuLi4KJ1gXZ3Pnz/DxcUl1/eYGTVqFGJiYtC/f380a9YsXc8RBAGHDx8GAFSqVAn169dXul/9+vVRsWJFAMDhw4cz9V5H1YpC58+fh0wmw8CBA8W2smXLyk1UrG6y4kOHDqF79+4oU6YMjIyMYGlpiTp16mDu3Ln48OGDyjwDBgyATCaDra0tAOD169eYMmUKqlSpggIFCiic88OHD/Dy8kKfPn3g4OAAMzMzGBgYoESJEvjxxx/h6emJuLg4peeytbWVG4o/d+5chetLPUwpvasvxcXFYc2aNWjRogWKFi0q5mnfvj22b9+udg6g76//48ePmD17NqpUqQJTU1NYWlqiadOm2LFjh8pjpDh48CA6d+4sThBdoEABlCtXDk2aNMGsWbNw/fr1NI9BadOTOgARkbZJSkrCsGHDxG7Rb968Qb9+/VC/fn3Y2NhInI6ygyAI2LVrF8aOHYv379+jbNmyaNq0qdJ9ixQpksPpiIjyL0EQ0K9fvwwXZFJ8/vwZ/fv3x927d3PlPHZ79+7Fv//+i0KFColDkdIjODgYr169AoA0CznNmjXDo0eP8PLlS4SEhKBs2bJZypxVHz58QLdu3XD27Fm59m/fvuHGjRu4ceMG1qxZg8OHD6ssNqXw9fWFs7Mz3r9/r3IfR0dHPH/+XKH97du3OHXqFE6dOoV169bh+PHjKFGiROYuKgNCQkLQrl07PHz4UCHPiRMncOLECaxfvx6HDx9GoUKF1B7r0aNHaNu2rcIEyz4+PvDx8cHVq1fh4eGh8LzExET07NkT+/btk2uPi4tDTEwMgoODcenSJZw4cQL+/v6Zu1ASsShDRPSde/fu4c6dO3JtU6dOZUEmjwoNDcWIESNw/PhxsW3IkCG4c+cOjIyMJExGRETnz59P95AlVQICAnDhwoVcN+T048ePGDt2LABgwYIFGfpSIDAwULxfqVIltfum3v7gwQONFWWcnJxw7949HD58WJxI2NvbG1ZWVnL7pT7ft2/f0Lp1a9y8eRO6urro1asX2rdvj7JlyyI+Ph4XL17E0qVL8e7dO7Rv3x63bt1S+f4sJiYGXbt2RWxsLGbMmIEffvgBJiYmuHfvntxKiYmJiahXrx5++uknODo6onjx4oiLi0NwcDC2b9+OkydP4tatW/jll18UevWcOnUKcXFxqFatGoDk+edGjhwpt0/BggXT/ZrFxMSgVatWePbsGQCgc+fOGDRoEKysrBAcHAwPDw9cuHABly5dgrOzMy5evAhdXV2lx/ry5QucnZ0RERGBmTNnonXr1jAzM8OtW7cwd+5cvHjxAqtXr4azszN+/PFHueeuXbtWLMg0btwYrq6usLOzg6mpKSIiInD37l2cPHmSQ/w1RSBJhIWFCQAEAEJYWJjUcYiyRUhIiLB7924hISFB6igZFhwcLHTo0EEAIJQvX174+vWr1JFIwxISEoSVK1cKpqam4u/j1Lc5c+ZIHZGISCsEBQUJgYGBQlBQULr2f/fundwtPj4+3fvGxcXJbe/WrZvS39EZvXXt2lVlhoiICLkMsbGx6XthstmQIUMEAEKjRo2EpKQksX3OnDnidZ07d07pc9euXSvus2/fPrXn2bdvn7jvunXrMpwzODhYfL6Xl5fCdi8vL3F7cHCw2mNNnz5dACBYWloK/v7+SvcJCQkRSpYsKQAQevXqpbC9f//+4vnMzMyE27dvqz1nWj/XmzdvFo/333//Kd0nve8d0nqtJk6cKG6fOXOmwvakpCShd+/e4j5r1qxR2Cf19VtYWAgBAQEK+zx+/FgwMjISAAgdO3ZU2N6kSRMBgFCvXj21/34jIiLUXm92yejvJEHQ7s/fnFOGiLLNokWL8Msvv6BixYrw9PREbGys1JHSzdbWFkePHsX+/fuxYcMG9pjIYwIDA9GkSROMGTNGaZf4rl27YtiwYRIkIyLK/YoVKyZ3e/Tokcp9bW1t5fa9ffu2uC06OhoHDx7USKaDBw8iOjpa6bYmTZrIZThy5IhGzpkVPj4+2LhxI/T09LBu3boMD7369OmTeN/MzEztvqampuL9mJiYjAXVoJiYGKxevRoAMG/ePNSuXVvpfjY2NuLEx/v27VM7tG3y5MmoUaOG2vOWL19e7faBAweiZs2aAJLnucku3759w8aNGwEAVapUgbu7u8I+MpkMa9asQeHChQFA6dCj1ObNm4cqVaootNvb24uroF66dElh+5s3bwAADRs2hJ6e6sE1aQ2fovRhUYaIssXbt2+xadMmAMDTp08xbNgwzJs3T+JUGSOTydC1a9d0T6pH2i8uLg5z585FzZo1cfXqVYXtJUuWxD///IP9+/fLdW0mIqKc9+LFC4VlrzMrKSkJL1++1MixsltcXByGDh0KQRDw66+/omrVqhk+RuovwtJarSn14gtfv37N8Lk05cKFC+JwmG7duqndN2Xet/j4eNy4cUPlfr17985QBkEQ8ObNGwQFBSEgIEC8lSpVCgAUhrdr0o0bN/Dx40cAyZP1qhqWZG5ujp9//hlA8pdMr1+/VrqfTCZDr169VJ4vpegVGRkpnjdFynugo0ePqp2PhzSDc8oQUbZYuXKl3BsCfX19jBgxQsJElN9dvXoVQ4YMUTk3wZAhQ7Bw4UJYWlrmbDAiIlJK0702Uvce0WZ//vknHj58iDJlymDOnDmZOkbqHr6qVg5K8e3bN/G+lCsLpp4wNiNfjKT06viemZkZypUrl65jHDt2DGvXrsXFixfV/pxkZ4EiICBAvF+vXj21+9arVw9r164Vn6fs9SpSpIjYo0aZ1L1cPn36JPf+p3///rh48SKePHkCe3t7dOnSBT/88AOaNGmC0qVLp/eSKJ3YU4aINC46Olrsfpqib9++/CVOkoiJicGYMWPQqFEjpQUZe3t7nDt3Dp6enizIEBFpkbSG3WRUgQIFNHq87PDw4UP89ddfAIBVq1bJDS3KiNTXmlZxK/XwH02/5hnx7t27TD3vy5cvStvT8zddEAS4urrip59+wrFjx9Is3GVnT6LIyEjxfrFixdTum3oVqNTPS83ExETtMXR0/lcK+L5H2qBBgzB9+nTo6ekhKioKXl5e6NWrF6ytrWFvb48JEyaIkxFT1rGnDBFp3Lp16+RmY5fJZJg0aZKEidR79OgRHjx4II6tpbzjzp076NixI0JDQxW26erqYuLEiZgzZ46k3wwSEeU133+4Vrf6zPdL9ab+IF26dGno6upqZAiTnp6eOATlez4+PnLnMDc3z/L5MmvZsmWIi4tDuXLl8OXLF+zevVthn9Q9Ks6ePSv2FHF2dhaLOKm/CHvx4oXac4aFhYn3ra2ts5Q/K1L/P7h58yb09fXT9TxVX/qpGv6T2ubNm8Xh9jVr1sS4ceNQr149lCpVCiYmJuIx+vXrh7///huCIKQrU1Zpw/Ltf/zxB4YOHYodO3bgzJkz8PX1xZcvX/D06VMsXboUq1atwsqVKzF8+HCpo+Z6LMoQkUbFxsZi2bJlcm0uLi5pLscoFUEQMGzYMFy4cAEdO3bEqlWrUKZMGaljkYbY2toiISFBob1WrVrYuHEjHB0dJUhFRJS3FS1aVCP7mpubw8XFBfv3789yJhcXF5XFFm2arDRlKNGzZ8/Qs2fPNPdPPV9fcHCwWJRxcHAQ2x8+fKj2GKm3V65cOUN5NSn1UJuiRYvmSA/rDRs2AEjuNXvlyhWVX9Ko6o2iSal/Dt++fYsKFSqo3Df1kK3s/Pm1sbHB9OnTMX36dMTHx8PPzw979+7F+vXrERsbi5EjR6JevXp8P5VFHL5ERBq1detWhbG9U6dOlShN2rZt24YLFy4AAI4cOQIHBwdcvHhR4lSkKRYWFlizZo342MjICAsWLMC1a9f4BoKIKBcYOXKkVh0ntyhbtiysrKwAQHyfo0rK+55SpUrB1tZW41nS2+sj9d/ly5cvazyHMinDmjt27KiyICMIAm7evJntWVJP6Hzt2jW1+16/fl3p87KTvr4+GjZsiOXLl2Pnzp0Akl8bTRRN8zsWZYhIYxISErBw4UK5tlatWsHJyUmiROp9/PgREydOlGsrUqSIyiUYKXfq1KkTunXrhhYtWuDevXuYPHmy2uUdiYhIezRv3lzpkr4ZUbVq1VyzkuKWLVsgCILaW+rJf8+dOye2py6oyGQydOrUCUByTxhfX1+l5/P19RV7ynTq1Clbhs2knnQ49aTC32vdurU4D8rKlStzZKhQSm9adctqHz58WOUKRylSrlHd9aWldu3a4vC9rVu3IikpSel+nz59wt69ewEk94iSYrXIVq1aife5OlPWsShDRBqzf/9+hUm/pk2bJlGatFlYWGDFihVyk6l5eHhkelI9kkZiYiJWr16tdsz8li1bcObMGdjb2+dgMiIiyiqZTIZt27Zl+m+zqakptm7dqhVzdOS0cePGiXOiuLm5KUxS+/XrV7i5uQFInnNn3Lhx2ZIjddHg6dOnKveztLTE6NGjAQBXrlzBr7/+qrIwASQP8dm4cWOWspUvXx5A8tLPyoYoPX36FKNGjUrzOCnXqO760mJoaAhXV1cAyfMGpR6alkIQBIwePVoshKS8Xpq2fft2pcO/U5w6dUq8X7Zs2WzJkJ+wKENEGiEIAubPny/XVqdOHbRs2VKiRGmTyWTo1asXHj58iGHDhqF79+746aefpI5FGRAYGIgmTZpg9OjRGDlypMpv1UxNTfPlG3IiorygVq1aOHjwYIYLM6ampjh48CBq1aqVTcm0W4UKFcSFFvz9/dGoUSPs2bMH/v7+2LNnDxo1aiQuQz1p0iSxQKFpjo6OYk+SWbNm4fTp0wgKCsKTJ0/w5MkTuWLRb7/9Ji4HvWLFCtSqVQurV6/G5cuXcfv2bZw7dw4eHh7o3LkzypQpg3Xr1mUpW79+/QAAr169QoMGDbB582Zcv34dFy9ehLu7O2rXro3IyMg0f4YaNmwIIHko/Pr16xEQECBeX0ZWlZo9e7a4jLe7uzu6deuGY8eO4ebNmzhw4ABatmyJbdu2AQAaNGiAoUOHZuay05SyaurIkSOxfft2XL16Fbdu3cLJkycxYcIE8XUzMzND7969syVDviKQJMLCwgQAAgAhLCxM6jhEWXb8+HHxZzrltn//fqljZUhCQoLUESidYmNjBXd3d0FfX1/uZ27Pnj1SRyMiynOCgoKEwMBAISgoSNIcN27cEKpUqaLwfkPZrWrVqsKNGzckzZtd5syZI17nuXPn1O6bmJgoDBo0SO1rNXjwYCExMTHTeYKDg8VjeXl5Kd1n8uTJKs///TVER0cLXbp0Sdf/5xYtWiicq3///gIAwcbGJs3scXFxQps2bVQe39jYWNi7d2+ax7x165ZgaGio9Bj9+/fP0GsVHBwsVKpUSe11N2rUSIiIiFD6/PRev5eXl3i84OBguW3pee0tLCyEEydOqD1HdsnM7yRt/vzNnjJEpBHf95KpWLEiXFxcJEqTOelZOpGkd/XqVdSqVQvu7u6Ij4+X2zZmzBh8+fJFomRERJSdatWqhXv37uHcuXPo1q2bwt9tPT09dO/eHefOncPdu3fzbQ+Z1HR0dLBp0yYcO3YMnTp1gpWVFQwMDGBlZYVOnTrh+PHj2LhxI3R0svdj4fz587FhwwY0adIEhQoVUvueq0CBAjhw4AB8fHzg6uqKihUrokCBAtDT00OhQoXg5OSEUaNG4fjx4zh9+nSWcunr6+PYsWNYuXIl6tSpAxMTExgbG8Pe3h7Dhw/HzZs30b179zSPU7NmTVy9ehU9e/ZEmTJlYGhomOlMtra2uHPnDjw8PNCsWTMULlwY+vr6KF68ONq2bYu///4bFy9ezNZVlwICArBgwQI4OzvDwcEBhQsXhq6uLiwtLVG/fn3MmTMHjx49Qtu2bbMtQ34iE4QcWmyd5Lx48QLW1tYAgLCwsBxZ8o0ou1y5cgWNGjWSa9u0aRMGDRokUSLKi2JiYjB9+nR4eHgoHaZkb2+PDRs2oHnz5jkfjogoD3v8+DESEhKgp6eXbUNcMiM6OhovX77Ep0+fUKBAAZQqVUrlstdElHdk5neSNn/+5vITRJRl0dHRKFeunDjJb6lSpdCnTx+JUykSBAHv379H0aJFpY5CGXTy5EkMGzYMoaGhCtt0dXUxceJEzJkzR+VylkRElPeYm5uzCENEuR6HLxFRlrVt2xaPHj3Czp07Ub16dUyYMAEGBgZSx1Kwd+9e2Nvbw8PDA4mJiVLHoXR4//49+vTpg3bt2iktyNSqVQt+fn6YP38+CzJERERElOuwKENEGqGnp4eePXvi9u3b2bY8X1Z8/PgR48aNQ3R0NNzc3NCgQQPcvn1b6likgiAI2LlzJypXrowdO3YobDcyMsKCBQtw7do1ODo6SpCQiIiIiCjrOHyJiDRKJpNBX19f6hgKZsyYgTdv3oiP/fz88OTJE9SsWVO6UKSUIAjo2rUrDh48qHR7ixYt4OnpCXt7+xxORkRERESkWewpQ0R5niAIiI2NlWtr3749unbtKlEiUkcmkynt/WJhYYENGzbgzJkzLMgQERERUZ7AogwR5XkymQybNm3CuXPnULFiRRgbG2P16tWQyWRSRyMVpkyZgqpVq4qPXVxcEBgYCFdXV/5/IyIiIqI8g0UZIsqU/fv3IyAgQOoYGdK8eXPcuXMH//33H2xtbaWOQ2oYGBhg48aNKFWqFA4cOIB//vkHVlZWUsciIiIiItIoFmWIKMOio6Ph6uqKatWqoWPHjrhy5YrUkdLN0NAQDRs2lDoGAbh69SrWrl2rcnu9evXw9OlTdOnSJQdTERERERHlHBZliCjD1q1bh6ioKADA0aNH0bhxY4SEhEgbinKNmJgYjBkzBo0aNcKYMWNw9+5dlfsaGhrmYDIiIiIiopzFogwRZUhsbCyWLVsm1+bi4sLhQJQuJ0+eRJUqVbBq1SoIgoCEhAS4uroiMTFR6mhERERERDmORRkiypCtW7fKLS0NAFOnTpUojXIxMTHo0aMH7t+/L3UU+n/v379Hnz590K5dO4SGhspt8/Pzw99//y1RMiIiIiIi6bAoQ0TplpCQgIULF8q1tWrVCk5OThIlUm7OnDnYu3cvatasiWnTpuHLly9SR8q3BEHAzp07UblyZezYsUNhu5GRERYsWIA+ffpIkI6IiIiISFp6Ugcgotxj//79ePbsmVybtvWSuX37NlasWAEguYg0f/58vHr1Clu3bpU4Wf4TGhqKESNG4Pjx40q3N2/eHJ6enihfvnwOJyMiIiIi0g7sKUNE6SIIAubPny/XVqdOHbRq1UqiRMr99ddfcvOTGBoaYubMmRImyn+SkpLg4eGBKlWqKC3IWFhYYMOGDTh79iwLMkRERESUr7EoQ0TpcvLkSdy5c0euberUqZDJZBIlUm7Lli2YMWMG9PX1AQDTpk3jB/8cFBgYiMaNG8PNzQ0xMTEK27t06YLAwEC4urpq3c8OEREREVFOY1GGiNLl+14yFStWhIuLi0RpVDM2Nsbvv/+O27dvo3///lo3vCovO3DgABwdHXH16lWFbSVKlMCBAwdw4MABWFlZSZCOiIiIiEj7sChDRGm6cuUKLl68KNc2efJk6Oho768QBwcHbNmyBYaGhlJHyTcaNmwIY2NjhXZXV1c8ePAAXbp0kSAVEREREZH20t5PVESkNb7vJVOqVCmulkMKSpYsicWLF4uP7ezscPbsWWzYsAGWlpbSBSMiIiIi0lJcfYmI1AoICMDRo0fl2iZMmAADAwOJEpE2Gzx4MPbu3YtatWphzpw5SnvOEBERERFRMvaUISK1FixYIPe4UKFCGDJkiERpFJ09exaxsbFSx8g33r9/j9GjRyMyMlLpdplMhhMnTmD+/PksyBAREVG6bdmyBTKZDDKZDCEhIVLH0Wp8rfIWFmWISCVBEFC4cGEYGRmJbW5ubjAzM5Mw1f8EBgaibdu2qFGjBs6ePSt1nDxNEATs3LkTlStXxurVqzFx4kSV++rq6uZgMiIiorzn3bt3+PfffzF79my0a9cORYoUET+EDxgwIMPHO3HiBFxcXFC6dGkYGhqidOnScHFxwYkTJ9J9jISEBKxbtw5NmjRB0aJFYWxsDDs7OwwbNgz379/PcCYiSsaiDBGpJJPJsHz5coSEhGD69OkoVaoU3NzcpI4FAEhKSsLw4cMRHx+PoKAgtGrVCoMGDYIgCFJHy3NCQ0Px008/oXfv3nj//j0AwMvLC//995/EyYiIiPKm4sWLw9nZGfPmzcPJkycRERGRqeMkJSXB1dUV7du3x6FDh/Dy5UvExcXh5cuXOHToENq3b48hQ4YgKSlJ7XHev3+Phg0bYsSIEbh06RLev3+P2NhYPHv2DJ6enqhduzY2btyYqYzpNWDAAMhkMtja2mbreaRy/vx5sfB2/vx5qeNQDmJRhojSVLx4cfzxxx8ICQlB4cKFpY4DILnbpo+Pj1xb8eLFIZPJJEqU9yQlJcHDwwNVqlTB8ePHFbZPnjyZRTAiIpJUQkKCeMurypQpgzZt2mTquTNmzMCmTZsAAI6Ojti1axeuX7+OXbt2wdHREQCwceNGzJw5U+UxEhMT4eLiAj8/PwBAly5dcOLECVy7dg0rV65EsWLF8O3bNwwbNixDPW++N2DAAAiCAEEQ8mzhRVP4WuUtLMoQUbrp6WnP3OC1a9dGvXr1xMdly5bFrFmzJEyUtwQGBqJJkyZwc3NDTEyMwnYXFxf8+++/LIIREZFkPn36hIIFC0JfXx8FCxbEp0+fpI6kMbNnz8bRo0fx5s0bPH/+HOvXr8/wMYKCgsRVEevUqYPLly/jl19+gZOTE3755RdcunQJderUAQAsWrQIT548UXqcrVu34tKlSwCAkSNH4sCBA2jbti3q1q0LNzc3XL58Gebm5khKSsKYMWPydIGMKDuwKENEuVKNGjVw+fJlrFmzBhYWFli9ejVMTEykjpXrxcXF4bfffoOjoyOuXLmisL1EiRI4cOAA/vnnH1hZWUmQkIiIKNmuXbvELw5iYmKwe/duiRNpzty5c/HTTz+hePHimT7G8uXLxQLJqlWrFCbgNzExwapVqwAk9zhatmyZ0uOkFHYKFSqERYsWKWy3t7fHtGnTAABPnjzBwYMHM52ZKD9iUYaIci1dXV2MGDECISEhaNeundRxcj1fX19xKeu4uDiF7a6urggMDESXLl0kSEdERCTv+94jmelNklcJgoDDhw8DACpVqoT69esr3a9+/fqoWLEiAODw4cMKw5KDgoLw4MEDAMDPP/+s8guw1JMPZ7Yoo2pFIXd3d8hkMmzduhUA8Pz5c3G/1DdlYmNj4eHhgVatWqFEiRIwMDBAsWLF0Lp1a2zatEltrx5bW1u5iZVv3LiBAQMGoGzZsjA0NFQ457Nnz7BkyRI4OzvD1tYWxsbGMDY2ho2NDXr06IGTJ08qPU9ISAhkMhlatGghtrVo0ULh+rZs2ZLma/W98PBwzJw5E46OjrC0tISRkRFsbW3Rt29fsfdTeq//0aNHGDJkCGxtbWFoaIjixYvDxcUFvr6+ao8TGxuLlStXonnz5ihatCj09fVRqFAhVKxYEe3atcPSpUvz/QpS2jMWgYi0QmxsLNasWYPBgwfDwsJC6jjpYmlpKXWEXC0mJgYzZ87EypUrlc4RY2dnhw0bNsi9WSAiIpLSjRs3cPPmTYW2GzduoHbt2hKl0h7BwcF49eoVAKBZs2Zq923WrBkePXqEly9fIiQkBGXLlhW3pf7gru44JUqUQIUKFRAUFITLly9nMb1m3LlzB506dcLz58/l2sPDw3HmzBmcOXMG69evx9GjR9PskbRu3Tq4ubmpLOIEBwfDzs5O6bbQ0FCEhoZi79696NOnD7y8vHJkSoBTp06he/fuiI6Olmt//vw5nj9/ju3bt2PUqFFYuXIldHTU99U4ePAg+vTpgy9fvoht7969w6FDh3D06FHs2LEDPXr0UHje69ev0bp1awQGBsq1f/jwAR8+fEBQUBBOnjyJV69eiT2y8iMWZYhIztatWzFhwgTMnTsXI0eOxLhx47LUdZa02+fPn1G9enUEBwcrbNPV1cWECRPg7u6u0OWZiIgop4wcORJHjhyRa1M23xkAtGrVCmZmZnJtHTt2xJo1a7ItnzZK/SG4UqVKavdNvf3BgwdyRZmMHicoKAhhYWH4/PkzTE1NMxpbqZEjR6Jbt26YOXMmDh8+DCsrK3h7e6t9zpMnT9CsWTNERUXB3Nwco0aNQt26dWFtbY2IiAgcOXIE69evh5+fHzp16gQfHx/o6+srPZafnx+2b98Oa2trTJw4EXXq1EFCQoLcghOJiYkwMDDAjz/+iB9++AEODg4oVKgQIiMjERQUhNWrV+P+/fvYvn07ypUrh7lz54rPLVWqFO7duwc/Pz8MGjQIALB582Y4OTnJ5ShdunS6X7Pbt2/D2dkZcXFx0NfXx+jRo9GxY0eYmpri1q1bmD9/PoKDg7F69WqYmppiwYIFKo9179497NmzByVLlsSECRNQp04dCIIAb29vzJ8/H7GxsRg6dChatmyJokWLyj3Xzc1N/Bnq06cPunTpAisrK+jq6uL169fw9/cXe3TlawJJIiwsTAAgABDCwsKkjkMkCIIgxMfHC+XKlRN/NgEI7dq1kzqWIAiCEBcXJ3WEPMvNzU3u/zkAwdHRUbhx44bU0YiISAsEBQUJgYGBQlBQULr2f/fuXaZvX758kTvW58+fBRMTE4W/Uxm5mZiYCO/evVOZNyIiIt35pBIcHCxeT//+/dPcf+3ateL++/btU7vvvn37xH3XrVsnt61Hjx7itvDwcLXHGTVqlLjvw4cP08z4PS8vL/H5wcHBCtv79+8vABBsbGzSPFbDhg3F9zOqcp84cULQ0dERAAienp4K221sbMQ81apVEz58+KDyfDExMcKrV69Ubk9KShIGDBggABBMTU2Fjx8/Kuxz7tw58Xznzp1Te31pvVZOTk4CAEFXV1fw9vZW2B4ZGSk4ODgIAAQdHR0hICBAYZ/U11+7dm0hKipKYZ/t27eL+yxdulRu29evXwV9fX0BgDBhwgS11xMREaF2+/cy+jtJELT78zfnlCEi0f79+/Hs2TO5tgkTJkiU5n8EQYCzszNcXV0RGRkpdZw8588//0SZMmUAAEZGRliwYAGuX7+OWrVqSZyMiIhyo2LFimX6tnnzZrljBQQE4OvXr1nK8+XLF0yfPl3l9iZNmqQ7X26ReiWq73sOfS91j5bveyBp6jg5ycfHR1ysYOvWrShSpIjS/dq2bYtu3boBgNx8LcqsXr1a7XB5U1NTlCxZUuV2mUyGJUuWQFdXF58/f8Z///2n/iKy4Pr16+Ly5UOGDFG6nHrBggXh6ekJAEhKSkqzJ9nmzZthbm6u0N6rVy9x4YfUPYcAIDIyEvHx8QCApk2bqj1+oUKF1G7P61iUISIAyYWP+fPny7XVqVMHLVu2lCjR/+zevRve3t7YtGkTKlasiG3btimd+4Qyx8zMDOvWrUPz5s1x9+5dTJ48WauWPyciovyrbt26OHr0aJbnuStVqpSGEuUOsbGx4n0DAwO1+xoaGor3vy+Aaeo4OSllqFvFihVRrVo1tfumFAv8/PxUzhdjbW2NJk2aZChDfHw8Xrx4gQcPHiAgIAABAQF49eoVChcuDCB5vpvskrrgM3jwYJX7NWrUCJUrV1Z4zveqVauG6tWrK90mk8ng6OgIAApf7BYuXFj8mfn777+5VLoaLMoQEQDg5MmTCn8gpk2bpnI2+5zy4cMHjBs3Tnz8/v17TJ8+HZ8/f5YuVC6TlJSE1atXY926dSr3adeuHc6ePYvy5cvnYDIiIqK0dejQAX5+ftDV1ZU6Sq5hZGQk3le2omJq3759E+9/P4ecpo6Tk/z9/QEkrxakbJWm1LfRo0cDSC6iqOqNraog8b34+HisXr0a9evXh5mZGaytreHg4IBq1aqJt3fv3gFIfj+bXQICAgAkF9Fq1qypdt969eoBAB4/fqzy/29acwml9HJJ3asKSC7SpUz+u3//ftjb22Py5Mk4fvw4Pn78mNZl5CssyhARACj0kqlYsSI6d+4sTZhUbt68KTfTOwCsWrUqzS60lOzBgwdo0qQJRo8ejQkTJqhdclDqAhwREZEq5cuXzzWrQmqDAgUKiPfTGkqU+ouu799faeo4OSml8JFR37/fTFGwYME0nxsZGYkGDRpg9OjRuHbtWpoFrOzsSZRSXCpUqFCaPZ9LlCgBILnH/IcPH5Tuo2oZ9BQpKzclJiYqbPPw8ICzszOA5FWfFi1ahA4dOqBw4cJwcnLCokWLEBUVpf6C8gH2TyciXLlyBRcvXpRrmzJlSprL4+WEVq1a4cGDBxgzZgwOHjwIZ2dnrSgWabu4uDjMnz8ff/zxh/jG4MuXLxg2bBhOnjzJAgwREWWbzH4oBtR/mH/06BFOnjyJvn37pnmc7du3y82loe6DpY+Pj9IPlLlZ6pV6Xrx4oXbfsLAw8b61tbXa46ianyX1cWQyWYZWCtK0lP+XNWrUwPbt29P9PFVD3NLTQ2vs2LG4ceMGAKBz584YNGgQqlevjmLFisHIyEh831WmTBmEhYXlyDB8bXivZ25ujiNHjuD69evYu3cvzp8/j9u3byMxMRH+/v7w9/fH4sWLcejQITRo0EDquJJhUYaIFHrJlC5dGr1795YojaLSpUvjn3/+wdGjR1G9enWt+COjzXx9feHq6or79+8rbDt16hSuXr2Khg0bSpCMiIjyg++XxdWUIkWK4NSpU+na99SpU+l+L5MXJxl1cHAQ7z98+FDtvqm3p8wxouo46obDpBzH2tpaY8thZ0bKvC0xMTGoWrVqtp8vOjoae/bsAQD07t1bbSFIVW8UTUr5eY6IiEBCQoLa3jJv3rwBkFzASU+PoMyqW7cu6tatCyB5mNP58+exZcsW/PPPP3j37h26du2Kp0+fSjrsTUrSfw1ORJIKCAjA0aNH5domTJiQ5mRuUnB2doaNjY3UMbRWTEwMxo0bh4YNGyotyNjZ2eHs2bMsyBARUa707ds3HD58OF37Hjp0SG6Ok/ymbNmy4qo4Fy5cULtvSm/pUqVKwdbWVm5b48aNxfvqjvPmzRsEBQUBSJ5ANjuk90u51BPPphQdstPjx4/FVYZS5lBR5uHDh2qHgGnqS8eUQlRcXBxu376tdt/r168DSB4emFPv/QsUKABnZ2ccOHAAY8aMAQC8fv0aly5dypHzayMWZYjyuQULFsg9LlSoEFxdXSVKQ5nl7e2NqlWrYsWKFQpdYnV1dTF58mTcu3cPLVq0kCghERFR1pw6dQrR0dFybRYWFvjjjz8U5puJjo7G6dOnczKeVpHJZOjUqROA5GKAr6+v0v18fX3FHi6dOnVSKAxUqFBB7D2zd+9elfOupF5S2sXFJavxlUqZdDitYlvHjh0BJM+TsmLFimzJklrqVYXULUShbsEFQH5S5awUFFu3bi3e/36J+dSuXr2KwMBAhefkpFatWon3s3PyY23HogxRPhYcHIxdu3bJtY0ZM4aT6OYi79+/R79+/dC2bVs8f/5cYXvNmjVx/fp1LFiwIN92CSUiorxh3759co+rVKkCf39/TJ8+HX5+fnJDbZTtn9+MGzdOnA/Fzc1NYXLZr1+/ws3NDQCgp6cnt9plahMnTgSQPIHs5MmTFbY/ffoUf/31FwDA3t4+24oyJUuWBJA8Z9H3K/2k1qZNG3GozKJFi7B37161x713755Cr/GMsLe3F4tZW7duVTpfzNGjR+Hh4aH2OCnXByS/pplVt25d1KlTBwCwYcMGnDlzRmGfqKgoDBs2DEDyRL0jRozI9PlUefbsWZq9tFIPRyxbtqzGM+QWnFOGKB9bsmSJ3MR2pqam4tKAUjl+/DhiYmLQvXt3zh2jhiAI2LVrF8aOHav0mwUjIyO4u7tj/Pjx0NfXlyAhERGRZvXs2RPe3t549+4dunTpgi1btoirA5UvXx6+vr7o378/Dh48iGLFiuGXX36ROHHmXbp0CU+ePBEfp/5b/+TJE7meKQAwYMAAhWNUqFABkyZNwvz58+Hv749GjRphypQpsLOzw9OnT7FgwQLcunULADBp0iSUL19eaZb+/ftj8+bNuHz5MlavXo03b95gyJAhKFiwIK5fv4558+YhOjoaOjo6WLlyZZor/mRWyvDrpKQkDB8+HG5ubnITD9vb24v3d+7cibp16yIyMhI9evTA9u3b0aNHD5QvXx66urp49+4dbt26haNHj8LX1xcTJkwQVwnKqMKFC6N9+/Y4duwYTp48iTZt2mDEiBGwsbHBu3fvcODAAWzZsgXlypXDx48fER4ervQ4ZcqUQenSpfHixQssXrwYpUuXRsWKFcXCWvHixeVWw1Jnw4YNqFevHuLi4tC+fXu4ubnB2dkZpqamuHXrFubPn49nz54BSC66ZcfcO6GhoWjRogUcHBzg4uKCOnXqiJMph4WFYc+ePWLBrGbNmuLy3PmSQJIICwsTAAgAhLCwMKnjUD705s0bwcjISPw5BCD8+uuvkmaKjo4WSpUqJQAQ2rZtKzx9+lTSPNps1qxZcv/vUt+aN28uBAUFSR2RiIjyiKCgICEwMFAr/raEh4cLmzdvFpKSkpRuT0xMFDZv3iyEh4fncDLN6t+/v8q/88puqiQmJgqDBg1S+9zBgwcLiYmJavOEh4cLTk5OKo9haGgobNiwIUvX7OXlJR4vODhY6bXUr18/3a/Bo0ePhKpVq6br9Zs7d67C821sbAQAQv/+/dPMHhoaKpQpU0bl8cuUKSPcv38/zWOuWbNG5TG8vLzS/VoJgiB4e3sL5ubmaq971KhRKv/fp/f6U35WbWxs5NrPnTuXrte+UqVKwrNnz9Se43uZ+Z2kzZ+/OXyJKJ/68OGDXEVaX18f48ePlzARMGvWLLx8+RIAcPLkSVSpUiXNFQPyq759+8qNPQaSx9V7enrizJkzKr/tIiIiys2KFCmCgQMHquxNq6Ojg4EDB6pdujk/0dHRwaZNm3Ds2DF06tQJVlZWMDAwgJWVFTp16oTjx49j48aN0NFR/7GwSJEiuHLlCtasWYPGjRujcOHCMDIyQrly5TBkyBDcuHEj2+ck1NHRwalTpzBz5kzUqFEDZmZmantVV6hQAbdv38bOnTvRtWtXlClTBsbGxjAwMEDJkiXRvHlzzJw5Ezdu3MDs2bOzlM3a2ho3b97EpEmTUKFCBRgaGsLCwgI1atTAnDlzcPv2bYXhdcqMGDECBw4cQJs2bVCsWLEs9Tpq06YNnjx5gunTp6NmzZowNzeHoaEhypQpg969e8PHxwceHh5p/r/PrCZNmuD8+fOYNm0aWrRoAXt7exQoUAD6+vooXrw42rRpg3Xr1uH27dv5eugSAMgEIQcWSScFL168gLW1NYDk7lulS5eWOBHlV1evXsX8+fNRtGhRbNy4UbIcQUFBqFy5MpKSksS2H374Ad7e3hzGpMKCBQswdepUAMmT6nl4eIgrLRAREWnK48ePxaV1WfQnIqll5neSNn/+5pwyRPlcgwYNcPjwYbm5ZaRQvnx57N69G2PHjsXr169haGiINWvWsCCjxoQJE3Dx4kUMGjQIXbt2lToOERERERFlEIsyRAQA4iRiUpHJZOjevTt+/PFHzJw5EyVLlpSbsC0/8vX1xZ9//ondu3fDxMREYbuenh6OHTsmQTIiIiIiItIEFmWISKuYm5tj5cqVUseQVExMDGbOnImVK1dCEAS4u7tj4cKFUsciIiIiIiIN40S/RERaxNvbG1WrVsWKFSuQMuXXkiVLcOPGDYmTERERERGRprEoQ5SPnDlzBv/++6/cZLqkHd6/f49+/fqhbdu2eP78udy2pKQkLF++XJpgRERERESUbViUIconBEHAhAkT4OzsjBo1amD79u1ISEiQLM+XL18QFhYm2fm1hSAI2LVrFxwcHPD3338rbDcyMsL8+fOxefNmCdIREREREVF2YlGGKJ84efIk7ty5AwAICAhA3759JZ0kdt68eXBwcMCyZcskLQ5JKSwsDM7OzujVqxfCw8MVtjdr1gx3797FlClToK+vL0FCIiIiIiLKTizKEOUT8+fPl3tcsWJFODs7S5IlICAAixcvRkxMDMaPHw8nJyfcvXtXkixSSEpKwurVq+Hg4KC0MGZhYQFPT0+cPXsW5cuXlyAhERERERHlBK6+RJQPXLlyBRcvXpRrmzx5MnR0cr4um5SUhOHDh8v1jrl//36+6Qny4MEDuLq64sqVK0q3u7i4wMPDA1ZWVjmcjIiIiIiIchp7yhDlA9/3kilVqhT69OkjSZZv377BwcFBrm3y5MmoXLmyJHlyUnBwMGrWrKm0IFOiRAns378f//zzDwsyRERERET5BIsyRHlcQEAAjh49Ktc2YcIEGBgYSJLH2NgYnp6e8PHxQZUqVWBnZ4cZM2ZIkiWnlS1bFt26dVNoHzx4MAIDA9G1a1cJUhERERERkVRYlCHK4xYsWCD3uFChQhgyZIhEaf6ncePGuHnzJry9vWFsbCx1nByzfPlyFC5cGABgZ2eHM2fOYOPGjShYsKDEyYiIiIiIKKdxThmiPCw4OBi7du2Sa3Nzc4OZmZlEieQZGBjAzs5O6hg5qmjRoli5ciVu374Nd3d3mJiYSB2JiIiIiIgkwp4yRHnYkiVLkJiYKD42MTGBm5ubhInyvoiICPTv3x/bt29XuU+vXr2wcOFCFmSIiIiIiPI5FmWI8qi3b99i06ZNcm1Dhw4Vh86QZgmCgN27d6Ny5crYtm0bxo0bh/DwcKljERERERGRFmNRhiiPWrlyJWJjY8XH+vr6mDBhQo7nCAoKQrNmzXD79u0cP3dOCQsLQ8eOHdGzZ0+xEBMREYFx48ZJG4yIiIiIiLQaizJEeVB0dDRWr14t19anTx+ULl06R3MIgoARI0bg4sWLqFOnDiZMmICYmJgczZCdkpKSsHr1ajg4OODff/9V2P7vv//i5cuXEiQjIiIiIqLcgEUZojxo3bp1iIqKEh/LZDJMnjw5x3Ps2LEDZ8+eBQAkJiZi6dKlWLx4cY7nyA4PHjxAkyZNMHr0aKWFps6dO+PBgwcoVaqUBOmIiIiIiCg3YFGGKA8qXLgwrKysxMcuLi6oVKlSjmYQBAGenp5ybdbW1pg4cWKO5tC0uLg4zJs3DzVr1sSVK1cUtpcoUQL79+/HwYMH5f4fEBERERERfY9FGaI8aPDgwXj27Bk2bNiA8uXLY+rUqTmeQSaT4fTp03B3d4eBgQEAwMPDQ2uW486Ma9euoXbt2pg9ezbi4uIUtg8ePBiBgYHo2rWrBOmIiIiIcq8tW7ZAJpNBJpMhJCRE6jhaja9V3sKiDFEeZWhoCFdXVzx8+BBOTk6SZZgzZw7u3buH3377DR07dpQkR1bFxMRg3LhxaNCgAQICAhS2lytXDmfOnMHGjRtRsGBBCRISERFRXuLv74/ffvsNbdq0QenSpWFoaAgzMzNUqFABAwcOxKVLl9J9rODgYPz666+oWrUqChQoAFNTU5QvXx4jR47E/fv3032cS5cuoU+fPihbtiyMjY1haWkJR0dHuLu74/3795m5TCICizJEeZ6OjvT/zCtUqIBZs2ZJHSPT+vTpgxUrVkAQBLl2HR0dTJo0Cffu3UPLli0lSkdERER5SdOmTeHk5IQ5c+bg9OnTePnyJeLi4vD582c8fvwYW7ZsQZMmTdC/f3+lPXdT8/T0RKVKlbB8+XLcv38fMTEx+PLlC548eYK1a9eiVq1a8PDwUHuM+Ph4DBkyBE2aNMGOHTsQEhKC2NhYREVF4fbt25g7dy6qVq0KHx8fTb4MCgYMGACZTAZbW9tsPY9Uzp8/L/Z+OX/+vNRxKAdJ/2mNiEjLzZo1S6G4VbNmTfj5+WHhwoUwMTGRKBkREVH+lpCQIN7yilevXgEArKysMHbsWOzfvx/Xr1/H1atXsXTpUnERgW3btmHAgAEqj7N7924MGzYMcXFxsLCwwG+//YZLly7Bz88Pnp6esLe3R1xcHMaMGYO9e/eqPI6bmxs2btwIAChfvjw8PT3h5+eHS5cu4bfffoOFhQXevn2Ljh07IigoKNPXPWDAAAiCAEEQ8mzhRVP4WuUtelIHICLSdrVr18b48eOxePFiGBkZwd3dHePHj4e+vr7U0YiIiPKtT58+wcrKCjExMTAzM8OrV69QoEABqWNlWaVKlfDnn3+ia9eu0NXVldtWv3599O3bF40aNUJQUBB27dqF4cOHo2nTpnL7ffnyBWPHjgUAmJmZ4dKlS6hataq4vU6dOujRowcaN26Me/fuYcyYMWjfvr3C3H9+fn5Yv349AKB69erw8fGBubm5uL1Ro0ZwcXFB/fr18fHjR4wfPx7//vuvRl8PoryOPWWI8oiFCxfiyZMnkp1fEARs2bIFX79+lSxDVn0/PCm1uXPnol+/frh79y6mTJnCggwREZHEdu3ahZiYGADJ87/t3r1b4kSa8e+//+Lnn39WKMikKFKkCJYsWSI+3r9/v8I+x48fx7t37wAAY8eOlSvIpDA3N8fSpUsBAG/fvsWWLVsU9tm6dat4f8mSJXIFmRRVq1bFuHHjAADHjh3DvXv3VF8cESlgUYYoD7h8+TKmTJmCihUr4pdffsGtW7dyPMP+/fsxcOBAVK1aFd7e3jl+/qxISkrCmjVr0Lx5c8THxyvdx8TEBFu3bkX58uVzOB0REREpk9KDQ9XjvKxFixbi/adPnyps9/f3F++3a9dO5XGaN28OIyMjAMqLOynHMTIyQvPmzVUep23btuL9AwcOqA6uhqoVhdzd3SGTycQC0fPnz8X9Ut+UiY2NhYeHB1q1aoUSJUrAwMAAxYoVQ+vWrbFp0ya1w95sbW0hk8nEIWI3btzAgAEDULZsWRgaGiqc89mzZ1iyZAmcnZ1ha2sLY2NjGBsbw8bGBj169MDJkyeVnickJAQymUzu/2mLFi0Uri910Sy9qy+Fh4dj5syZcHR0hKWlJYyMjGBra4u+ffumOVn099f/6NEjDBkyBLa2tjA0NETx4sXh4uICX19ftceJjY3FypUr0bx5cxQtWhT6+vooVKgQKlasiHbt2mHp0qX5fgUpDl8iygPmz58PILm4sGfPHly+fBnBwcHQ08uZf+JRUVFiF9lnz56hbdu2GDNmDFasWJEj58+Khw8fwtXVFZcvXwYALF26FFOmTJE4FREREalz48YN3Lx5U6Htxo0bqF27tkSpcs63b9/E+8p61ERERIj3ixcvrvI4enp6KFSoEF69eoWrV68iISFB7v1jynEKFy6s9n1l6nNcvHgxfReRze7cuYNOnTrh+fPncu3h4eE4c+YMzpw5g/Xr1+Po0aNqXyMAWLduHdzc3FQWcYKDg2FnZ6d0W2hoKEJDQ7F371706dMHXl5eOfIe/dSpU+jevTuio6Pl2p8/f47nz59j+/btGDVqFFauXJnmwiAHDx5Enz598OXLF7Ht3bt3OHToEI4ePYodO3agR48eCs97/fo1WrdujcDAQLn2Dx8+4MOHDwgKCsLJkyfx6tUrLF68OAtXm7uxKIPkH8yVK1fi2LFjCAsLg6GhIezs7PDzzz9j1KhRnMSTtNq9e/cUxu6OHz8+xwoyQPJEuK9fv5Zra9SoUY6dPzPi4uKwcOFCzJs3T27lAnd3d3Tp0oU9YoiIiLTEyJEjceTIEbm2lGFL32vVqpXCvCgdO3bEmjVrsi2fFC5cuCDer1y5ssL21K9BVFSUyuMIgiB+aI+Li8OTJ09QqVIlheN8/8H+e6nP8f0H8KwaOXIkunXrhpkzZ+Lw4cOwsrJKs1f2kydP0KxZM0RFRcHc3ByjRo1C3bp1YW1tjYiICBw5cgTr16+Hn58fOnXqBB8fH5VD0/38/LB9+3ZYW1tj4sSJqFOnDhISEuRWm0pMTISBgQF+/PFH/PDDD3BwcEChQoUQGRmJoKAgrF69Gvfv38f27dtRrlw5zJ07V3xuqVKlcO/ePfj5+WHQoEEAgM2bN8PJyUkuR+nSpdP9mt2+fRvOzs6Ii4uDvr4+Ro8ejY4dO8LU1BS3bt3C/PnzERwcjNWrV8PU1BQLFixQeax79+5hz549KFmyJCZMmIA6depAEAR4e3tj/vz5iI2NxdChQ9GyZUsULVpU7rlubm7iz0OfPn3QpUsXWFlZQVdXF69fv4a/vz8OHz6c7uvKs4R87siRI4K5ubkAQOmtQoUKwuPHjzV+3rCwMPEcYWFhGj8+5R+9e/eW+5ktVKiQ8OnTpxzNEBAQIDRu3FjM0LZtWyEpKSlHM2TEtWvXhGrVqqn8d7906VKpIxIREWmNoKAgITAwUAgKCkrX/u/evZO7xcfHp3vfuLg4ue2fP38WTExMVP7NTs/NxMREiIyMVJkhIiJCLkNsbGz6XhiJJCYmCnXr1hWvz9/fX2Gf9evXi9uXLFmi8lg3btyQe628vb3ltvfs2VPcduPGDZXHWbJkidxxvn37luHr8vLyEp8fHByssL1///4CAMHGxibNYzVs2FAAIDg6Ogrh4eFK9zlx4oSgo6MjABA8PT0VttvY2Ih5qlWrxP22hgAAPwBJREFUJnz48EHl+WJiYoRXr16p3J6UlCQMGDBAACCYmpoKHz9+VNjn3Llz4vnOnTun9vrSeq2cnJwEAIKurq7C/1NBEITIyEjBwcFBACDo6OgIAQEBCvukvv7atWsLUVFRCvts375d5fvnr1+/Cvr6+gIAYcKECWqvJyIiQu3272X0d5IgaPfn73w9p8ytW7fQo0cPREdHw8zMDH/88QeuXLmCM2fOYMiQIQCAoKAgdOjQAZ8+fZI4LZGi4OBghUnt3NzcFL4hym5VqlTBhQsXsHHjRpQqVQqrV69WObZXSp8/f8b48ePRoEEDpZPQlStXDmfOnMGvv/4qQToiIqK8oVixYnK3R48eqdzX1tZWbt/bt2/LbQ8ICMjyIgJfvnyBl5eXyu1NmjSRy/B9rxxts2zZMly/fh0A0KVLF6XDtdq1ayf2ml66dCnev3+vsE9SUhJmzJgh1/b9Z56OHTuK92fOnImkpCSF47x//15u4mFlx8lJPj4+uHLlCoDkiYqLFCmidL+2bduiW7duAKB0kuPUVq9eDUtLS5XbTU1NUbJkSZXbZTIZlixZAl1dXXz+/Bn//fef+ovIguvXr8PPzw8AMGTIELRp00Zhn4IFC8LT0xPA/+ZWVGfz5s1KJ3nu1asXrKysAECu5xAAREZGinM1fr862PcKFSqkdntel6+LMmPHjsXXr1+hp6eHU6dOYfr06WjQoAFatmwJT09PLFy4EEByYeb7XzRE2mDx4sVITEwUH5uYmMDNzU2SLDo6Ohg8eDCePXuGcuXKSZJBnVOnTqFq1apYtmyZwhsKHR0dTJo0Cffu3UPLli0lSkhERETfq1u3Lo4ePQoLC4ssHadixYoaSiStCxcuYOrUqQCSi19r165Vup+1tTWGDx8OAHj58iUaNWqEw4cPIzo6GrGxsfD19UX79u1x8uRJGBgYiM/7vgDWvXt31KhRAwBw4sQJdOjQAb6+voiNjUV0dDQOHz6MRo0a4dWrV2qPk5NSimoVK1ZEtWrV1O6bUizw8/NTOV+MtbU1mjRpkqEM8fHxePHiBR48eICAgAAEBATg1atXKFy4MIDk+W6yS+qCz+DBg1Xu16hRI3Hom7oiUbVq1VC9enWl22QyGRwdHQEkzyuZWuHChcWfib///lvtpMr5Xb4tyly/fl2s5g0ePBgNGjRQ2GfChAniD+qKFStUrspCJIW3b99i8+bNcm1Dhw4Vf9lLJfUfZG0QERGB/v3748cff1Q6s3uNGjVw/fp1LFy4kPNHERERaaEOHTrAz89P5RLR+cX9+/fh4uKChIQEGBkZYd++fShWrJjK/RcvXoz27dsDSP6SuXPnzrCwsICxsTEaNGgAb29v1KlTR+6De4ECBeSOoauri4MHD8Le3h4AcPLkSTRo0ADGxsawsLBA586dERQUhOHDh4vFG2XHyUkpK0Y9evRI6SpNqW+jR48GkFxEiYyMVHo8VQWJ78XHx2P16tWoX78+zMzMYG1tDQcHB1SrVk28pSxTrqznkqYEBAQASH5PXrNmTbX71qtXDwDw+PFjuTkWU0s9x5AyKb1cvu8dZWhoKE7+u3//ftjb22Py5Mk4fvw4Pn78mNZl5Cv5tihz6NAh8f7AgQOV7qOjo4N+/foBAD5+/Ihz587lRDSidFm5ciViY2PFx/r6+pgwYYKEibSLIAjYvXs3KleujG3btilsNzQ0xF9//QU/P798sUoDERFRbla+fPkM9ZbJa1+0BAcHo02bNvjw4QN0dXWxe/fuNIeEGBoa4ujRo9iwYQNq1qwpN7S8WLFimDFjBnx8fCAIgthesGBBheOULVsW/v7+mDFjBsqUKSO3zcHBAVu2bMHatWvFD+W6urpKh7rklJTCR0alXlkoNWWvyfciIyPRoEEDjB49GteuXVNZ4EiRnT2JUopLhQoVSnPhjxIlSgBIft/84cMHpfuk9W8pZeWm1L33U3h4eMDZ2RlA8uI6ixYtQocOHVC4cGE4OTlh0aJFaieizi/y7epLKeuym5qaqv1A1qxZM/H+5cuXlY7JI8pp0dHRWL16tVxbnz59MjQre1ZERUVluRtxdjtz5gx69uypdFvTpk2xYcMGVKhQIYdTERER5X3ffyhW96H2+16s6ubtePToEU6ePIm+ffummWHDhg344YcfxMfqigQ+Pj5yHyilLCgo8+rVK7Ru3RqvXr2CTCbD5s2b0alTp3Q9V0dHB66urnB1dcWnT5/w9u1bmJiYoESJEuKH6cePH4v7Ozg4KD2OhYUFfv/9d/z+++94//49IiMjUbhwYbGHdmJiIoKDgwEkrwYl5dyCKf8va9Soge3bt6f7eaVKlVLanp4eWmPHjsWNGzcAAJ07d8agQYNQvXp1FCtWDEZGRuLrUaZMGYSFhckVwrKLNszvaG5ujiNHjuD69evYu3cvzp8/j9u3byMxMRH+/v7w9/fH4sWLcejQIaUjV/KLfFuUefDgAQDA3t5ebQUxdXetlOekx4sXL9Ru/375YKKMWLdunVxVWSaTYfLkyTly7s+fP6NGjRpo1qwZFi9erLD0nSaNGDECu3btwpcvX2BiYoKePXuqHDv9vVatWqFNmzY4deqU2GZubo5FixbB1dVVfCNCREREmpWR9wYZ2bdIkSJyf9fV8fb2Rq9evdK1rzZPMvr+/Xv88MMP4nwdq1atEnvyZ1SBAgUUhhUlJiaKkyuXK1dO5aS4qRUpUkRhv4CAAHz79g1A8jxAUkopFMXExKBq1arZfr7o6Gjs2bMHANC7d2+1hSBVvVE0KeXnOSIiAgkJCWo/67558wZA8meJ9PQIyqy6deuKPxefPn3C+fPnsWXLFvzzzz949+4dunbtiqdPn8LY2DjbMmizfPmpJDY2VhzHl1bPgoIFC8LU1BQAEBYWlu5zWFtbq71J/cuKcq/Y2FgsW7ZMrs3FxSXN8Z6aMnfuXDx//hzbtm1DpUqVsGnTJo1W+6OioqCjowOZTCYWn+Lj4xEVFYV169ZBJpNBR0cnza6OMpkM69evF7tcdurUCYGBgRg6dCgLMkRERLnQt2/fcPjw4XTte+jQIbFIkFtFRUXhxx9/RGBgIABg/vz5GDVqlEbPce7cOURERACAOP9HZuzbt0+8n5XjqJPenh+pJ55NKTpkp8ePH4tzj6q79ocPHyImJkbldk31bEkpRMXFxSmsZva9lFW8ypcvn2PzQhYoUADOzs44cOAAxowZAyC5w0LKSJb8KF9+Mkk9CVF6lg5OKcqo+0dElFO2bt2q8AcmZRb+7Hb37l0sXbpUfBwZGYkdO3Zo7PhGRkawtLRMs8gjCAIsLS1hZGSkdPxqCltbW6xatQr79u3DwYMHVXZLJSIiIu136tQpREdHy7VZWFjgjz/+UBhWHR0djdOnT+dkPI368uULOnTogJs3bwIAZsyYgSlTpmj0HIIgwN3dHUDy3IRDhgzJ1HHCw8Ph4eEBAKhQoYLcsDFNMjIyAoA0i20py3gLgoAVK1ZkS5bUUq8q9PnzZ5X7rVu3Tu1xUq4PSPsa1WndurV4//tFQVK7evWqWPBL/Zyc1KpVK/F+dk5+rO3yZVEm9eSo6akIGhoaAsjYhExhYWFqbylVSaKMSEhIEJdqT9GqVSs4OTnlyPmfPn0qFimB5H8/a9eu1UhlXyaTZfgP0Ldv36Cnp4eTJ0+q3GfQoEHo1q2bVoyrJSIiosxL3RsDAKpUqQJ/f39Mnz4dfn5+CvOhfL9/bhEXFwcXFxdcvnwZQPJ8Jb///nuGjxMREaHyvVViYiJGjx4tnmPatGkoW7as0n1fvXql8hwfPnxAx44dxR7MmnpfqEzJkiUBJM9Z9P1KP6m1adNGHJWwaNEi7N27V+1x7927h6NHj2Y6l729vXjNW7duVfrl4tGjR8XClSop1wckv+fOrLp166JOnToAkudWOnPmjMI+UVFRGDZsGIDkeYdGjBiR6fOp8uzZM1y4cEHtPqmHI6r6+csP8uWcMqmrkGnNjA38r1KZkTFuOTXhKuUvMTExaNq0KUJDQ8WqfHb0kvnzzz+xceNGfPz4EZaWlnB1dcX06dPh4uKCevXq4ddff8XevXsxdepUVKxYMcvnS/1vMjPatWuHT58+pavnGxEREeVOPXv2hLe3N969e4cuXbpgy5Yt4hwp5cuXh6+vL/r374+DBw+iWLFi+OWXXyROnDk9e/YUP6y2bNkSgwcPFpc5VsbAwEDp4gXnzp3D6NGj8csvv6BZs2YoU6YMYmNjcffuXXh6eopDW9q1a4cZM2aoPP6ff/6J8+fP4+eff0b9+vVRtGhRfPz4ET4+Pli7dq3Yg3vevHlo2bJlFq5cvYYNGwIAkpKSMHz4cLi5ucnNbZOybDcA7Ny5E3Xr1kVkZCR69OiB7du3o0ePHihfvjx0dXXx7t073Lp1C0ePHoWvry8mTJggrhKUUYULF0b79u1x7NgxnDx5Em3atMGIESNgY2ODd+/e4cCBA9iyZQvKlSuHjx8/Ijw8XOlxypQpg9KlS+PFixdYvHgxSpcujYoVK4oTDRcvXjzdS41v2LAB9erVQ1xcHNq3bw83Nzc4OzvD1NQUt27dwvz588V5iiZOnJgtc++EhoaiRYsWcHBwgIuLC+rUqSP2Wg8LC8OePXvEglnNmjXF5bnzJSEf+vr1qwBAACB06NAhzf1NTU0FAEL9+vU1liEsLEzMEBYWprHjUv4QGhoqjB07VmjWrJmQlJSkkWPGxMQIRkZG4s+lspuRkZEQExMjCIIgnD59Wvj69WuWz/vx40e150zvrX///lnOQkRERIqCgoKEwMBAISgoSOooQnh4uLB582aV738SExOFzZs3C+Hh4TmcTHMy+h7IxsZG6XH27dun9nkymUwYNGiQEBsbqzbPqFGj1B7HxMREWLFiRZav28vLSzxmcHCwwvbExEShfv36KnN879GjR0LVqlXT9RrOnTtX4fk2Njbpfo8ZGhoqlClTRuXxy5QpI9y/fz/NY65Zs0blMby8vNL9WgmCIHh7ewvm5uZqr3vUqFFCYmKi0uen9/r79++v9Ofw3Llz6XrtK1WqJDx79kztOb6Xmd9J2vz5O9/2lClcuDAiIiLSXCXpw4cP4thAa2vrnIhHlCZra2ssX74cgiBopIto0aJF0zWOMzY2FmZmZihSpIjKKn9GqVv6MiO2bt2K9evXi8MNiYiIKO8pUqQIBg4cqHK7jo6O2u35SZMmTbBo0SKcPXsWDx8+xNu3b6GjowMrKyu0aNECAwcOTFfvhGHDhsHCwgIXLlxASEgIwsPDYWZmBhsbG3To0AGurq6wsbHJ9uvR0dHBqVOnsHDhQhw9ehRPnz7F58+fVc5FWKFCBdy+fRt79+7FgQMH4Ofnh/DwcCQmJqJw4cKoWLEiGjduDBcXF9SqVStL2aytrXHz5k0sWLAAhw8fxvPnz2FkZARbW1t07twZY8eOTdfqRiNGjEDx4sWxfv163L59G5GRkXJz1mREmzZt8OTJEyxfvhzHjx/Hs2fP8O3bNxQvXhxNmjTB8OHD0bhx40wdOz2aNGmC8+fPw9vbG76+vggLC8Pbt28RGxuLQoUKoUaNGujSpQsGDBiQ79+/ywRVP8V5XNOmTeHj4wNTU1N8/PhR5VJhV69eFbvKzZ49G3Pn/l979x0eVZn+f/wzqSShJ6EEWJqEjgvSiyARXLqAFZRQVUBWWAVWxYAioqKAYkPB0KsLuoAsoYmoIIIBIYC0IJ0AIXRImfP7I7853wmpJJMcQt6v65rrOsl5yj150uaep7zpkv5PnDhhJnmOHz/OcidYxtvbO0vL+G7n5eWV41MNXL3muID+OgMAIFcdPHjQPFq3WrVqVocDoIDLzu+ku/n1d4Hc6FeSmRW8du2aduzYkW45582JWrRoketxAc6OHj1qPnJDYGBgthIyUvJ+TIGBgdnuOzeOpc6NTcoAAAAAILcU2KTMo48+al6Hh4enWcZut2vOnDmSkpdYPPTQQ3kRGiApeYOyypUrm48FCxa4tP1r167l+Oi58+fPZ3j0X0b1cmNWy6JFi1zeJgAAAADklgKblGncuLFatWolSZo5c6a2bNmSqsyHH36offv2SUo+is7T0zNPY0TB1qdPnww/zinn3erzup2czLDJSHYSRAAAAABglQKblJGkjz76SD4+PkpMTFT79u01ceJEbd26VRs3btTzzz+vUaNGSUreJOrll1+2OFoUNElJSak+fvvtt3Xx4kWXtH/z5s27qh1X8PPzszoEAAAAAMiyAnn6kkP9+vW1ePFiPfPMM7p8+bJee+21VGWCg4O1atWqLJ8JD7hCrVq10vz8G2+8IbvdrrCwsBy1/8477+SoflrtpfXzk5YuXbq4tG9nTz31VK61DQAAAACuVmBPX3L2119/6aOPPtKqVat04sQJeXl56b777tPjjz+uF198Ub6+vi7v827e/Rl5yxUnEN3pj3GVKlUUHR2d434dqlatqkOHDmWprJeXlxISElzWtzN+nQEA4HqcvgTgbnKvnb5UoGfKOFSsWFGTJ0/W5MmTrQ4FBczq1atd1k6HDh2yXD4uLs4l/TrExsZmuWxuJWRcfbw2AAAAAOS2Ar2nDGC1f/7zn5a0U7x4cZf061CyZMksl82tDbNdtdcOAAAAAOQVkjKAhQ4ePKiiRYvmqI1ixYrp4MGDd1Rn4MCBOerzdv37989y2UceecSlfUuSt7e3ihUr5vJ2AQAAACA3kZQBLHbp0iW1b98+W3Xbt2+fraVIWd2UNzfaW7FihUv7lu6uE6AAAAAAIKtIygB3gTVr1mj+/Pl3VGf+/Plas2ZNtvt0c3PNj3+hQoVc0k52sbkvAAAAgPyKpAxwl+jVq1eWj14vWrSoevXqle2+3n77bdnt9mzXd3b+/Pk7rnPu3DmX9O2qdgAAQPocb+QkJSXxZggASxmGoaSkJEmue5PZavfGswDuEVeuXMlSucuXL2e7j6SkJIWFhWW7vrOAgAD5+fllq15OT0uy2WwKCAjIURsAACBzXl5ekpJfDN26dcviaAAUZLdu3TKTw47fTfkdSRngLrFt27ZcLe8wbNgwl7zL5ebmlqOZKjmdqeOqmT4AACBjzm/A5OSNIQDIKeffQdl5c/huRFIGsFCdOnXk7u4ud3d3NWnS5I7qNmnSRHXq1LnjPsPDw++4Tlq8vb1z3IZhGHc8Y8ZmszF1GgCAPFS4cGHz+sKFC7pw4YK5fAAA8kJSUpL5+8fB+XdTfuZhdQBAQXX+/HlFRUXlqI2oqCidP38+y8t49u3b57KTim7cuKF9+/apZs2aOWrHbrfr/PnzCgwMzLTsuXPnWLIEAEAe8/LyUmBgoDlDNiYmRjExMXJ3d8/xcmQAyIzzPjIOgYGB98zyJZIygEVcdTT0ihUr1K9fvyyVXb9+vUv6dPjhhx9ynJSRkveYccx+6dKli9asWaOEhAR5enrqkUceyZVjtAEAQNb5+/srPj5ely5dMj/HbBkAVihWrJj8/f2tDsNlSMoAFunXr5/++usvvfnmm9luY9y4cVlOyEjS2bNns91XWk6dOuXS9iTXJasAAIDr2Gw2BQUFqWTJkoqLi9P169dJygDIM+7u7vL19VXx4sVVqFAhq8NxKZIygIXGjRunFi1aqEuXLnd0moG3t7dWrFihdu3a3VF/pUuXvtMQMxQUFOTS9gAAwN2tUKFCKlOmjNVhAMA9g41+AYu1a9dOR44cyXKCIygoSEeOHLnjhIwkhYSE3HGdjLRp08al7QEAAABAQUJSBrgLBAUFqX///lkqO2DAgGzPUKlZs6bLpvv5+Pi4ZD8ZAAAAACioSMoAd4kFCxZkqdz8+fNz1M+d7EGTkawmkQAAAAAAabMZjiNPkKdOnDihChUqSJKOHz+u8uXLWxwRrHT58mUVK1Ysy+UvXbqkokWLZquvpKQkeXp6Kic/+jabTQkJCXJ3d892GwAAAACQF+7m19/MlAHuApMmTUrz8+ntG/PBBx9kuy93d3e99dZb2a4vSW+99RYJGQAAAADIIZIywF3g9qVL3t7eWrdunSIiIhQRESFvb+8U93O6hGnMmDHZXn7Uv39/jRkzJkf9AwAAAABIygB3hdDQUNlsNkn/d7qS46Qkx+lMZcuWlZS8dCg0NDTHfc6cOVPjx483+82MzWbT+PHjNXPmzBz3DQAAAAAgKQPcFcLCwrRv3z7169dPx48fT3W6UlBQkI4dO6Z+/fpp3759CgsLc0m/Y8aMUUJCgoYOHZruqUw+Pj4aOnSoEhISmCEDAAAAAC7ERr8WOXr0qCpXrixJ2rZtmzkLArDSwYMHtWXLFp09e1alS5dWs2bNVK1aNavDAgAAAIBsO336tBo3bixJio6OVqVKlawNyImH1QEUVOfOnTOvHd8cAAAAAAAg95w7d+6uSsqwfMkiZ8+etToEAAAAAAAKlLvttTgzZSxSo0YN8/qXX34xz0zHvcl5uhzL1e59jHfBwngXLIx3wcJ4FyyMd8HCeBcsx48fV/PmzSWlfC1+NyApYxHnTVUrVKig8uXLWxgN8lLZsmUZ7wKE8S5YGO+ChfEuWBjvgoXxLlgY74IlvQNOrMLyJQAAAAAAAAuQlAEAAAAAALAASRkAAAAAAAALkJQBAAAAAACwAEkZAAAAAAAAC5CUAQAAAAAAsABJGQAAAAAAAAvYDMMwrA4CAAAAAACgoGGmDAAAAAAAgAVIygAAAAAAAFiApAwAAAAAAIAFSMoAAAAAAABYgKQMAAAAAACABUjKAAAAAAAAWICkDAAAAAAAgAVIygAAAAAAAFiApAwAAAAAAIAFSMoAAAAAAABYgKQMAAAAAACABUjK3AVGjx4tm81mPn744QerQ4ILOI9pRo82bdpYHSpc7NixYxo7dqwaNmyowMBAFSpUSBUqVFCrVq0UFhamPXv2WB0icqBNmzZZ/vnm9/q9Iz4+XjNmzNAjjzyismXLytvbW4ULF1b16tXVr18//fLLL1aHCBe6efOmPvvsM4WEhCgwMFBeXl4KCgpSx44dtWjRIqvDQxbFxMRo5cqVCgsLU4cOHRQQEGD+Xu7bt+8dt7d69Wp1795d5cuXl7e3t8qXL6/u3btr9erVrg8ed8wV422327V3717NmjVLQ4YMUaNGjeTt7c3f87uQK8b7+vXrWrZsmQYPHqxGjRqpRIkS8vT0lL+/v5o1a6Zx48bpzJkzuftEJMmApSIjIw0PDw9DkvnYuHGj1WHBBZzHNKNH69atrQ4VLvTxxx8bfn5+GY75Sy+9ZHWYyIHWrVtn+edbkuHm5macOHHC6rCRA0ePHjVq166d6VgPGzbMsNvtVoeLHNq/f79RvXr1DMe6ffv2xpUrV6wOFZnIaAxDQ0Oz3E5SUpIxYMCADNsbOHCgkZSUlHtPBplyxXjPmjUrw3Z4nXb3yOl479q1yyhcuHCmf9uLFi1qLFq0KFefi0eWszdwObvdrueee06JiYkqVaqUYmJirA4JuWDw4MEaMmRIuvf9/PzyMBrkprfffltvvPGGJCk4OFiDBg1So0aNVKxYMV24cEGRkZFavny53NyYpJifhYeH69q1axmW2bt3r5588klJUkhIiMqVK5cXoSEXJCQkqFOnToqKipIk1atXT//6179UvXp1XblyRT/99JM+/PBDXbt2TdOmTVNQUJD+/e9/Wxw1sismJkbt2rXT8ePHJUmPP/64QkNDFRQUpFOnTmn27NlaunSpIiIi9NRTT2nlypUWR4ys+tvf/qYaNWooIiLijuu+/vrrmjlzpiSpfv36GjVqlKpWrarDhw/r/fffV2RkpGbMmKHAwEC98847rg4d2ZDd8U5+rZ/M09NTdevWVUJCgnbv3u3qEOFC2Rnvy5cv6+rVq5KkFi1aqHPnzmrYsKH8/f117tw5LVu2TF999ZUuX76s3r17q2jRourQoUPuPIFcTfkgQ1OmTDEkGTVq1DBeffVVMrD3GMd4jh071upQkAfWrVtnjnmfPn2M+Pj4dMveunUrDyODFUaNGmV+P8ydO9fqcJADS5cuNceyWbNmRmJiYqoy27dvNzw9PQ1JRvHixY2EhAQLIoUrDB06NNO/32FhYWaZpUuX5m2AuCNhYWHGihUrjDNnzhiGYRjR0dF3PHPizz//NGe1N2zY0Lh+/XqK+9euXTMaNmxoSDI8PDyMgwcPuvppIItcMd6//vqr8fHHHxtbtmwxbty4YRiGYYwdO5bXaXehnI73zz//bDzxxBNGVFRUumW+/fZbw2azGZKMqlWr5tpsWN6utcixY8fMd9S/+OILeXl5WRwRgOyy2+0aPHiwJOn+++/XzJkz5enpmW55ft7vbXa7XfPnz5ckFS5cWD169LA4IuSE814xr776qtzd3VOVeeCBB9S5c2dJUlxcnPbt25dn8cF1kpKSNG/ePElSxYoVzf/TbhcWFqa//e1vkqR33303z+LDnXvzzTfVuXNnlS5dOtttTJ06VYmJiZKkadOmycfHJ8V9X19fTZs2TZKUmJioKVOmZD9g5Igrxrtx48YaNmyYmjZtqkKFCrkwOrhaTse7efPmWrx4sWrVqpVumW7dupn/xx0+fFiRkZHZ6iszJGUsMnToUF29elWhoaFq3bq11eEAyIGIiAgdPHhQUvLG3R4erAwtyNavX6+TJ09Kkh577DH5+vpaHBFyIj4+3ryuUqVKuuWqVq2aZh3kHwcPHtSlS5ckSe3atUszASdJ7u7uateunSRpx44dio6OzrMYkbcMw9B3330nSapRo4aaNm2aZrmmTZuqevXqkqTvvvsuxRIYAPnbQw89ZF4fPnw4V/ogKWOBJUuWaOXKlSpZsqQ++OADq8MBkENLly6VlHziluPdckmKjY3VwYMHFRsba1VosMCcOXPM6z59+lgYCVzB8UJLko4cOZJuOcc/ajabTdWqVcv1uOB6Fy5cMK8ze+fV+f7mzZtzLSZYKzo6WqdOnZKkTN9Eddw/efKkjh49mtuhAcgjt27dMq/TS9bnFEmZPBYXF6eXXnpJkvTee+8pICDA4oiQ25YuXapatWrJ19dXRYoUUbVq1RQaGqqNGzdaHRpcZOvWrZKkSpUqqUiRIlqwYIHq1q0rf39/BQcHy9/fX9WrV9cHH3yQ4hc77j1Xr17V8uXLJSUvf+DI+/zv6aefVtGiRSUl/91OSkpKVSYyMlKrVq2SJPXq1cssj/ylcOHC5rVjxkx6nO/v3bs312KCtZzHtkaNGhmWdb7PEkbg3rFp0ybzumbNmrnSB0mZPDZq1CidOXNGLVq00IABA6wOB3lg79692rdvn27cuKGrV6/q0KFDmjNnjtq2bavu3btn+o8f7m52u1379++XJAUEBOill15S7969tWfPnhTlDhw4oJEjR6pt27aKi4uzIFLkhf/85z/myUzPPPOMbDabxREhpwICAjR37lz5+vrq559/VqNGjTRnzhxt3bpV69at05tvvqnWrVsrPj5eDRo00Icffmh1yMim++67z9wP7Mcff8ywrPP9Y8eO5WpcsM6JEyfM6/Lly2dYtkKFCua14/QuAPnbrl27zDdd6tatS1LmXrB582bNmDFDHh4e+uKLL/hn/R7n6+urp556Sl999ZU2b96syMhIRURE6PXXX5e/v78k6dtvv1W3bt2UkJBgcbTIrkuXLslut0uSdu/erY8//lhly5bVvHnzFBsbq+vXr2vTpk3mOvRffvlF/fv3tzJk5CKWLt2bunbtqh07dmjgwIHauXOnQkND1axZM7Vr107jxo2Tr6+vpk6dqs2bN+dog0lYy8/PT23btpUk/fHHH1q4cGGa5RYuXJjieNwrV67kSXzIe85j6zyTKi1+fn7mteOYXQD5161btzRw4EBzhuyECRNyrS92o8wj8fHxeu6552QYhkaMGKE6depYHRJy2cmTJ1W8ePFUn2/Xrp2GDRumDh06KDIyUps2bdLnn3+uf/7zn3kfJHLMMStCkm7evClfX19t3LgxxT4UDz74oDZs2KBmzZpp165dWr58uX799Vc1adLEipCRS06cOKEffvhBUvKmj8HBwdYGBJeJj4/XnDlz0t3A8+zZs5o3b54qV66srl27WhAhXGXcuHFav369EhMTFRoaqsOHD6tPnz4qW7asTp8+rTlz5uitt96Sl5eXuaHzjRs3LI4aueXmzZvmdWYnJ3p7e5vXfE8A+d+LL76o7du3S5JCQ0PVpUuXXOuLmTJ55J133tH+/fv1t7/9TWPHjrU6HOSBtBIyDqVLl9Y333xjTpN2HKWI/Of24xIHDhyYIiHj4OPjkyLDvnjx4lyPDXlr3rx55qyp0NBQi6OBq1y7dk0PP/ywJk6cqNjYWI0aNUr79u3TrVu3dOnSJUVERKhly5bavn27Hn30UU2ePNnqkJEDTZs21fTp0+Xh4aGEhAS98cYbqlixory8vMxjsj08PFKMc5EiRSyMGLnJ+W98ZqeqOe8Zd/ux2QDyl4kTJ2rGjBmSpEaNGunTTz/N1f5IyuSB/fv3a+LEiZKSX3w7T29EwVWlShXzSM1Dhw6Zu/sjf7n9n/H27dunWzYkJMQ8Lvu3337L1biQ9+bOnSsp+d3SJ5980uJo4Crjxo0zT9eZOXOm3nvvPdWoUUNeXl4qWrSo2rVrp40bN+qhhx6SYRgaOXKkdu3aZXHUyIn+/fvr119/Vffu3VP8z+bh4aGuXbvq999/V8OGDc3PlyhRwoowkQec/8ZntiTJeeZsZkudANy9pk+frtdee01S8gbe33//fa6/fmf5Uh6YMmWK4uPjVaVKFV2/fl2LFi1KVcZ5U9ANGzbozJkzkqQuXbqQxLmH1apVS99//72k5OVOQUFBFkeEO+Xt7a3AwECdO3dOUsqN/m5XqFAhBQQE6MyZM2Z53Bu2b99untLRuXNnXqTdIwzD0Ndffy1JCg4OTncGlIeHh8aPH6+WLVvKbrdr1qxZmjJlSl6GChdr0KCBli1bpsTERJ0+fVrx8fEqV66cOXNi3rx5ZtnatWtbFSZymfPmvs6b/qbFeXPfjP4XAHD3WrhwoYYMGSIp+RTNtWvX5slpySRl8oBjOuORI0f09NNPZ1p+/Pjx5nV0dDRJmXsYmz3fG2rXrm3uJZLWcbnOHPcdM2Zwb3De4JelS/eOs2fPKjY2VpJUv379DMs+8MAD5rXjRDbkfx4eHmm+wN6xY4d53bhx47wMCXmoVq1a5nVmP9fO93PrhBYAuee///2v+vTpI7vdrrJly2r9+vWZnrrmKixfAizkeGddErNk8rEHH3zQvD5y5Ei65S5fvqzz589LksqVK5frcSFvJCQkmDMgAwMD1aFDB4sjgqs4J08TExMzLOt8ih5J13tbUlKSli1bJil5RkTz5s0tjgi5pXLlyub/Z5s2bcqwrOOY9HLlyqlSpUq5HRoAF1q/fr2eeOIJJSYmyt/fX2vXrlXVqlXzrH+SMnlg1qxZMgwjw4fz5r8bN240P88v9XtXdHS01q5dK0mqWrUqL9LzsZ49e5rXy5cvT7fc8uXLzZNbWrVqletxIW+sXr3aXI7Wq1cvXpDfQ0qWLKmiRYtKkrZs2ZJhYsb5BVvlypVzPTZYZ+bMmTp27Jgk6fnnn5e7u7vFESG32Gw2devWTVLyTJitW7emWW7r1q3mTJlu3boxExrIR3755Rd169ZNt27dUrFixbRmzZo8X5ZKUgbIBStWrMjwn/ezZ8+qZ8+e5k7+jrWLyJ/q1atnzo5YuHCh1q9fn6rMmTNnNGbMGEnJx2r269cvT2NE7nFeutSnTx8LI4Grubm5qVOnTpKkU6dOpThBzdnFixc1evRo8+POnTvnSXzIHSdPnkz33oYNGzR8+HBJyfsMvfzyy3kUFawyfPhwM/E2bNiwVMdd37hxQ8OGDZOUPEvO8f0B4O63c+dOderUSdeuXZOfn59WrVqVYjlyXuHtPCAXDBs2TAkJCerZs6eaNWumSpUqycfHR+fPn9cPP/yg6dOnm8tYWrZsqaFDh1ocMXJq6tSp2rJli+Li4tS5c2cNHz5cHTt2lI+Pj7Zt26aJEyeamwSOHz+emVH3iIsXL2rlypWSpDp16qhBgwYWRwRXCwsL03fffafr169r3Lhx2rFjh0JDQ1WlShXdvHlTW7du1dSpU82ZEyEhIRmewoa7X506ddS6dWt16tRJtWvXlre3t44dO6bly5dr/vz5stvtKlmypJYsWZLiyGTcfX766ScdOnTI/Njxv5eUfPLlrFmzUpTv27dvqjaCg4M1cuRIvfvuu9q+fbtatGih0aNHq2rVqjp8+LDee+89RUZGSpJGjhypatWq5cpzQeZcMd6SUpXbuXOnef2///1PR48eNT++77771LJly+yGjBzI6XgfPnxYjzzyiOLi4iRJb7/9tooVK5biAJ7blSpVSqVKlcpx7KkYuCuMHTvWkGRIMjZu3Gh1OMihihUrmuOZ0aNnz57GxYsXrQ4XLrJ582ajdOnS6Y63zWYzxowZY3WYcKHPP//cHN/333/f6nCQS9auXWsEBARk+ju9bdu2RmxsrNXhIof8/PwyHOfatWsbO3futDpMZEFoaGiW/h9zPNKTlJRk9O/fP8O6AwYMMJKSkvLw2eF2rhrvO2kjNDQ0754gUsjpeIeHh99RfUnG2LFjc+W5MFMGyAWzZ8/Wpk2btGXLFh05ckTnz5/X5cuXVbhwYXNTwNDQUDVr1szqUOFCLVu2VFRUlKZNm6Zvv/1W0dHRio+PV9myZdWmTRsNGzYs0xNckL/MnTtXkuTu7q7evXtbHA1yy8MPP6z9+/dr5syZWr16taKiohQXFycPDw+VKVNGjRo1Uq9evdS1a1f2krgHzJgxQxEREdq2bZtOnz6tq1evKjAwUPXq1dPjjz+uZ555Rp6enlaHiTzk5uammTNnqmfPnvryyy/122+/6fz58woICFCjRo30/PPPs8k7gGyzGcb/33USAAAAAAAAeYaNfgEAAAAAACxAUgYAAAAAAMACJGUAAAAAAAAsQFIGAAAAAADAAiRlAAAAAAAALEBSBgAAAAAAwAIkZQAAAAAAACxAUgYAAAAAAMACJGUAAAAAAAAsQFIGAAAAAADAAiRlAAAAAAAALEBSBgAAAAAAwAIkZQAAAAAAACxAUgYAAAAAAMACJGUAAAAAAAAsQFIGAAAAAADAAiRlAAAAAAAALEBSBgCAe0h8fLwWLlyoPn36qEaNGvL395enp6cCAgL0wAMPaPDgwVq3bp3sdrvVoQIAABR4NsMwDKuDAAAAObds2TK9/PLLOnr0aKZlg4ODNXnyZHXq1Cn3A0O29e3bV7Nnz1bFihWzNK4AACB/8bA6AAAAkHPjx49XWFiY+XG7du3UtWtX1apVS8WLF1dsbKz+/PNPrVixQmvXrtWBAwf0+uuvk5QBAACwEEkZAADyufDwcDMhU6pUKS1ZskStW7dOVe7hhx/W0KFDtWfPHo0YMULnzp3L61ABAADghKQMAAD52MmTJ/Xiiy9Kkvz8/LRp0ybVqFEjwzp16tTRmjVrtGDBgrwIEQAAAOlgo18AAPKxKVOm6Pr165Kkt956K9OEjIObm5ueeeYZ8+OjR4/KZrPJZrNp1qxZkpL3qOnYsaOCgoLk4eGhNm3apGpnxYoVeuyxx1S+fHl5e3vL399fzZo107vvvqurV69mGENcXJwmTJigZs2aqUSJEvL09FRgYKBq1aql7t276/PPP9fZs2fTrLthwwY9/fTTqly5snx8fOTr66uKFSuqadOmeuWVV7Rhw4YsfR0y8/vvv+uFF15Q9erVVbhwYfn5+al69eoaPHiwDhw4kG69WbNmmV/Po0ePym6368svv1Tz5s1VokQJ+fn5qV69epowYYI5fs7GjRsnm82m2bNnS5L++usvsz3nh7NKlSrJZrOpb9++kqQdO3aob9++qly5sry9vVOVl6Tdu3frueeeU7Vq1eTr66siRYqodu3aGjFiRIZ72KT1/bJ06VI9/PDDKlWqlHx8fFSjRg29+uqriouLS1U/ISFBZcqUkc1m0z/+8Y90+3HYs2eP2d/777+faXkAAPINAwAA5Et2u90ICAgwJBl+fn7G5cuXs91WdHS0IcmQZHz99dfGs88+a37seLRu3dosf+PGDaN79+6pyjg/goKCjMjIyDT727t3rxEUFJRhfUnGtGnTUtUdPnx4pvX8/f2z/bUwDMNISkoyRowYYdhstnT78PDwMKZPn55m/fDwcLNcVFSUERISkm47jRs3Nq5evZqi/tixYzN9jrf/G1exYkVDkhEaGmp8/vnnhoeHR4bl33nnHcPNzS3dtr29vY3Zs2en+fycv1/Cw8ON/v37Z/h9sG/fvlRtjBw50pBkuLm5GSdOnMhwPEaMGGF+zU+fPp1hWQAA8hOWLwEAkE9FRUXp/PnzkqRWrVqpSJEiLml36tSp+uOPP9SqVSsNHjxYwcHBiouLSzFzIjQ0VMuXL5ck3X///Xr55ZdVs2ZNxcbGatGiRZo1a5ZOnTqlkJAQ/fHHHypXrlyKPp599lmdOnVKnp6eGjRokDp06KAyZcrIbrfrxIkT2rp1q9m+s5UrV2rq1KmSpHr16mnw4MGqWbOmihUrpri4OEVFRWndunXatm1bjr4Gw4YN02effSZJevDBB9W3b19VqVJFvr6+2rVrl6ZOnaqoqCg9//zzKlOmjLp27ZpuW4MGDdLWrVsVGhqqJ554QmXKlNGxY8f0/vvva8uWLdq2bZvefvttTZw40awzZMgQPfbYYxozZoy+++47BQUFac2aNVmK/bffftO8efNUoUIFvfLKK2rYsKESExO1efNms8xnn32m1157TZIUGBio0aNHq0WLFkpKStK6des0adIkXbt2TX379lVAQIA6duyYbn+fffaZfvvtNzVu3FgjRoxQtWrVFBMTo1mzZmnJkiU6deqUHnnkEe3ZsyfF9+jAgQM1adIk2e12zZkzR6+++mqa7SckJGjevHmSZH6fAABwz7A6KwQAALJn3rx55myE119/PUdtOc98kGT06dPHsNvtaZZduXKlWS4kJMS4detWqjJffvmlWeaJJ55Ice/w4cMZzoRxsNvtRmxsbIrPOWbwVKxY0bhy5Uq6dS9cuJDR081QRESEGd+MGTPSLHPjxg2jbdu2ZiwJCQkp7jvPlJFkzJ07N1UbN2/eNOrUqWPO7Lm9DcMwjNDQULOPzDhmykgy6tata1y8eDHNcjExMYavr685i+XYsWOpyvz++++Gn5+fIckoV66cER8fn+L+7d8vHTt2TDP+t956yywzcuTIVPdbtWplSDKCg4PTfV7Lli0z21i+fHnGXwQAAPIZ9pQBACCfunDhgnldqlQpl7VbvHhxffLJJ2nuQSJJn376qSTJ09NT4eHh8vLySlVm0KBBevjhhyUl701z+vRp896ZM2fM6wcffDDdOGw2m0qUKJH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" ] @@ -3002,7 +3002,7 @@ ], "source": [ "linestyles = ['k--o', 'k:o', 'k--*', 'k:*']\n", - "for i, n in enumerate([20, 40, 100, 299]):\n", + "for i, n in enumerate([20, 40, 100, 300]):\n", " pareto = build_pareto_frontier(tokenizer, history.subset(slice(0, n)))\n", " ordering = np.argsort(pareto.xentropy)\n", " plt.plot(pareto.full_xentropy, pareto.full_target, linestyles[i % len(linestyles)], label=f\"{n} iterations\")\n", @@ -3075,8 +3075,11 @@ "## Causal token attribution\n", "\n", "The visualizations below show the sensitivity to each token in the prompts. We first filter to the 32 \"best\" alternative tokens based on backpropagated token gradients. Then, amongst those 32 tokens, we calculate two sensitivities:\n", - "- the drop in activation from swapping the token to the next most likely token. In the visualization, we show this in the height of the token bars.\n", - "- the drop in activation from swapping the token to the least likely token. In the visualization, we show this with the color of the tokens. Darker reds indicate a larger drop in activation. \n", + "\n", + "- the drop in activation from swapping the token to the next highest activation alternative token. In the visualization, we show this in the height of the token bars.\n", + "- the drop in activation from swapping the token to the lowest activation alternative token. In the visualization, we show this with the color of the tokens. Darker reds indicate a larger drop in activation. \n", + " \n", + "The visualizations are interactive. Hover over each token to see a tooltip with the top-3 highest activation alternative tokens and the single lowest alternative token. \n", " \n", "We show attribution visualizations for each prompt on the Pareto frontier. For all the prompts, swapping the last token can reduce the neuron activation to zero. Swapping other token can reduces the activation much less. The comma in the second-to-last position is also important and often has no viable substitute which is indicated by its tall bar." ]