diff --git a/docs/examples/chap_06.ipynb b/docs/examples/chap_06.ipynb index 34c746f..5e6b627 100644 --- a/docs/examples/chap_06.ipynb +++ b/docs/examples/chap_06.ipynb @@ -31,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -51,7 +51,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -126,7 +126,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -159,7 +159,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -195,7 +195,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -223,41 +223,18 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### adding an interactive trajectory solution" + "### adding an interactive trajectory solution\n", + "If you are getting messy output just comment the line @iteract()\n" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "833fa9a2852e4b65bb848a807157e967", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "interactive(children=(FloatSlider(value=-1.5, description='x0', max=1.99, min=-1.99), FloatSlider(value=-0.5, …" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAAHeCAYAAABUhkiBAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOyddXgUZxfFz8Y2RoQkOEFCcHcPULQ4RYs7FLdibXHoV9wtaChQ3CnuGhwSQtA4cbdNds/3x3QXQgIkO0MT6PyeZx/C7OyZuzu7c16bexUkCRkZGRkZGZkciUF2ByAjIyMjIyPzcWSjlpGRkZGRycHIRi0jIyMjI5ODkY1aRkZGRkYmByMbtYyMjIyMTA5GNmoZGRkZGZkcjGzUMjIyMjIyORjZqGVkZGRkZHIwslHLyMjIyMjkYGSjlgEAzJw5EwqFAm/evMnuUGQ+4M2bN1AoFJg5c6Ykeh4eHjAyMsLp06cl0ZORyUkEBATA1NQUf/75Z3aHIhmyUX/DXLx4EQqFIs3D0tIS1apVw/Lly6FWq7M7REnp169fmvdqaGiIPHnyoF27drh+/foXOebWrVuxbNmyL6L9OWbOnIlDhw5l+XUTJkxA7dq10bx5c72PHRsbi/Hjx6Nw4cJQKpUoWbIkfv/9d6SmpuqtmRWePXuGiRMnonHjxrCxsdG7IUMSq1atQrly5WBqaor8+fNj6NChCA8Pz3D/Fy9eoHPnzrCzs4O5uTlq1aqFAwcOiHw3WWfXrl2oVq0azMzMYG9vjx49esDHx+eriqFRo0bprk/aR0bfa5VKhdmzZ8PJyQlKpRJFihTB5MmTkZCQkGa/ggULYsiQIZg6dSoSExPFvs2cAWW+WS5cuEAA7NatG93c3Lh9+3b+/vvvLF26NAFw8ODBun1nzJhBAHz9+nX2BSySvn37EgBXrVpFNzc3urq6csyYMTQ3N6eRkREvXrwo+TFdXFxYpEgRyXXfR6PRMDExkSkpKWm2A2Dfvn2zpHXjxg0C4N69e/WOR6VSsXbt2jQ0NOSoUaO4ceNG9u7dmwDYr18/vXWzwpYtW6hQKFiiRAk2adKEADhjxows60yYMIEA2KZNG27YsIFTp06lmZkZy5cvz7i4uDT7vn79mvb29rSzs+OcOXO4du1a1qtXjwC4ZcsWad5YJli5ciUBsF69ely7di3nzJlDOzs7FihQgAEBAV9NDC4uLrS3t6ebm1u6h5+fX7r9f/jhBwJg7969uXHjRo4cOZKGhoZs0qQJ1Wp1mn1fvXpFhULBVatWSfJ+sxvZqL9htEa9YMGCNNujo6NZoEABKhQKvn37luS3ZdRBQUFptu/bt48A2KpVK0mOo1armZCQQDLrRh0bGytJDKR+Rt2nTx/a2NgwKSlJ7+OuW7eOALh48eI020eOHEkAvHLlit7amSU8PJyRkZEkSXd3d72M2tPTkwYGBmzXrl2a7drvy5w5c9Js7969OxUKBd3d3XXbVCoVq1SpQltbW8bExOj1XrJCWFgYLS0tWbVq1TQNN3d3dyoUCg4cOPCriSErv52///6bADhq1Kg02xctWkQAdHNzS/ea+vXrs1y5cpnSz+nIRv0N8zGjJt+1Tq9fv07ynVE/ffqUkyZNYoECBWhiYsKKFSvy+PHj6V6/evVqNmvWjAUKFKCxsTHz5cvHnj17Zmj0x44dY8OGDWlvb0+lUsn8+fOzbdu2fPLkSZr9AgMDOWzYMBYuXJjGxsbMnz8/Bw8ezODg4Ey9348ZdWxsLAGwZMmSum0+Pj7s27cv8+XLR2NjYxYpUoTjxo1jVFRUmtdu2bKFAHjmzBnOnj2bxYsXp5GRkW57Rg/tZ1CkSBG6uLjw3r17bN68Oa2srFi0aFGSZExMDKdPn86aNWvSzs6OJiYmdHJy4uTJkxkfH58mhtevX6cxIu15/fDxuYteSkoKLS0t+cMPP6TbXrduXZqZmaU7J9u2bSMA/vzzz7ptDRo0oJmZma6x8mGcQ4cO/WQcUqOvUf/6668EkOFIS9GiRVmqVCnd/+Pi4mhqaspGjRql21f7Xdi1a1eWY09OTqaDgwPr1q2b4fOLFy8mAJ4+fZokuWnTJgLg1q1b0+3r4uLCXLlyMTk5OctxZAWpYtAatVqtZnR0dLpe8ftoR2zevHmTZntCQgLNzMzYokWLdK9ZsGABAaT7Tn+NGEk7kC7zNUASL168AADY29unea5v375QKpWYNGkSVCoVli1bhg4dOsDb2xtFixbV7bd48WLUrVsXzZo1g42NDZ48eQJXV1ecP38ejx8/hp2dHQDg0qVLaNeuHSpUqIApU6bAxsYGQUFBuHDhAry9vVGuXDkAgK+vL+rUqQOVSoWBAwfCyckJL1++xJo1a3DhwgXcuXMH1tbWer3f58+fp3mvfn5+qFmzJiIiIjBs2DCULl0aN27cwNKlS3H+/HncuHEDZmZmaTQmTpyI1NRUDB48GFZWVihVqhTc3Nwwb948hIWFYenSpbp9HRwcdH/7+vriu+++Q5cuXfDDDz8gLi4OgLDgZdOmTejSpQt69uwJQ0NDXLp0CX/88Qfu37+PU6dOffT9lClTBm5ubujduzcaNGiAIUOGAAAsLS0/+Tncu3cPcXFxqFWrVprtRkZG2LVrFypXrozu3bvj9u3bMDMzw7NnzzBixAjUrFkTc+fOBQBoNBrcvXsXVapUSfcZFS1aFPnz58ft27fTbA8LC/tkXO9jbW0NY2PjTO8vhtu3b8PAwAC1a9dO91ydOnWwa9cuREdHw9raGo8fP0ZSUhLq1q2bbl/tttu3b6N79+5ZisHExAR9+/bFokWL4OXlhdKlS6d5fvPmzShatCiaNm2qO8b7x/wwjkuXLsHLywsVK1YEAMTFxSEpKSlTsZiamn72O6RPDJ8iICAAlpaWSExMhKmpKRo3bozZs2ejevXq6Y5ZoEABFClSJM12MzMzVK5cOd13DhDOIQBcuHBBd535asnuloLMl0Pb8/r1118ZGhrKkJAQPnz4kIMGDSIA1qhRQ7evtkfdunVrajQa3fbbt28TAKdMmZJG+8P5O5I8e/YsAfB///ufbtu4ceMIgCEhIZ+MtW3btrS3t083N+Xu7k5DQ8NM9Za0PWoPDw+GhoYyICCAJ0+eZNmyZQmAq1evJkn27NmTAHjo0KE0r587dy4BcN68ebpt2t5SqVKl0vUgyU8P3xUpUoQAuHnz5nTPJScnp5tzJslffvmFAHjr1i3dtg971FqQxaHvzZs3EwD379+f4fMHDhzQ9YiTkpJYqVIlWltb89WrV7p9wsLCCIBdu3bNUKNGjRp0cHBIF2dmHxcuXMj0+9Gib4+6fPnyzJMnT4bPTZo0SfddIt8Nh69ZsybdvvHx8QTALl26ZDl2kvT29iYATpgwIc32mzdvEgBnz56t29amTRsCyPC7uHr1agJIMwKm/U1k5pHZ71JWY/gYffv25dSpU7lz507u37+fv/zyC62srGhiYsJz586l2dfS0pI1a9bMUKdLly4EkG4kys/PjwA4bNiwTL2vnIzco/4PMGfOHMyZM0f3f4VCgVatWsHV1TXdvmPGjIFCodD9v0aNGsiVK5euV6rFwsICgNDDio2NRUpKCipVqgRra2vcunVLt5+NjQ0AYO/evRgyZAiMjNJ/5aKionD8+HH06dMHpqamaXpgRYsWRYkSJXD69OlMr+r9sPVsbW2N2bNn46effoJGo8GRI0dQoUIFtG/fPs1+48ePx++//44DBw5g2rRpaZ4bPnx4uh5kZrCzs0Pfvn3TbTcxMdH9nZqaitjYWKjVajRt2hRz587FrVu3ULNmzSwf71OEhoYCAHLnzp3h8x07dsTIkSOxatUqPHnyBA8fPsRff/2FYsWK6fbRrrBVKpUZapiamqZbhXvmzJlMx1ipUqVM7yuWhISET74P7T7v/5vR/h/um1WcnZ3RqFEjbN++HQsWLNCNKGzatAkGBgbo379/mpizEsfPP/+MXr16ZSqOAgUKZGo/qT6LrVu3pvl/p06d0KtXL1StWhXDhg2Dt7d3mmNm5lyZm5vrtmtH9UJCQj4bS05HNur/AAMHDkT37t2hUChgbm6OkiVL6r7EH1K8ePF023Lnzp3udpXz589j9uzZuHXrVrqhtcjISN3fI0eOxJEjRzBixAhMmTIF9erVQ8uWLdG9e3fkzZsXAODt7Q2NRoOtW7em+/F+Kq6PsWfPHtja2sLQ0BB2dnYoXbq0zhhDQ0MRGxub4VCYmZkZnJyc8OrVq3TPOTs7Z/r4H8ZtYJDxXZBr1qzBunXr4OHhAY1Gk+a59z9DqdA2wEh+dJ9Fixbh9OnTuHbtGvr164euXbumeV57IUxOTs7w9YmJiWkulgB0w7ZZ5e3bt2n+b2Ji8tFGhj6Ym5t/9CKuva1H+14+9b4/3Fcfhg4dih49euDo0aPo1KkT4uPjsXv3brRs2RKFChVKE7M2jg8bjhnFUbZsWZQtWzbL8URHR6e7tcnBwQGGhoZZjiErlCpVCl27dsXWrVvx/Plz3e/O3Nz8k9+5jI6p/Z6/3/H4WpGN+j9AiRIlMn2xNDQ0zHD7+xf327dvo3nz5ihRogR+//13FCtWDGZmZlAoFOjevXsa08mdOzdu376Nq1ev4syZM7h8+TImTJiA3377DYcPH0ajRo102j169MCAAQMyPH5WerMNGjRAvnz5Pvs+svK8vheej71u8eLFmDhxIpo3b47Ro0ejQIECMDExQUBAAPr165fOuKVAO3f+qUbA48ePdUlvPD09kZKSkmbO2NbWFmZmZvD398/w9QEBAWmMBUhvuJ8id+7cukZV/vz50zzn4uKCixcvZlrrcxQsWBCenp5ITk5O11sLCAjQ7fP+vxm9b+2+H77vrNCpUyfY29vD1dUVnTp1wt69exEbG4tBgwali1kbx4eNx4ziyMhwP4aZmZluHciYMWOwbdu2NM+/fv0aRYsWzXIMWUW7FiY0NFSnX7BgwU9+52xtbdP91iIiIgCkXTPytSIbtUyW2bVrF9RqNU6ePJlmWDQ+Pj5DEzAwMEDDhg3RsGFDAMDTp09RrVo1zJgxA5cuXUKJEiWgUCiQnJysd+8rs+TJkwe5cuWCh4dHuueSkpLw6tWrdAt6PoW+rfUdO3agaNGiOHnyZJoe999//62XXmYoX748AOgWEn5IbGwsunfvDltbW4wbNw5TpkzB9OnT8ccff+j2MTAwQLVq1XD37l0kJiamaUC9efMGQUFBaNu2bRrdDw33U1y4cAGNGjUCkH7I3NbWNtM6maFGjRo4deoUbt68CRcXlzTP3bhxAyVLltQZV4UKFaBUKjNMnKPdVqNGDb1j0S4qW7p0Kfz9/bFp0ybkzZs33WdZo0YNrF+/HtevX09nktevX4elpWWa729Ghvsx+vbtqxvRymjIXNv4zWoMWUU7zfZ+Y7tGjRrYsWMHfHx80iwoS0xMxIMHD9CgQYN0OtrvufZ7/zUjG7VMltH2uj/sfc6fPz9dTzAsLCzdyvKSJUsiV65cuhavnZ0dvv/+exw+fBjXrl1DvXr10uxPEmFhYZK0jA0MDNCuXTv8+eefOHbsGNq0aaN7btmyZYiLi0OnTp0yrWdpaYmoqCiQzJJpGxoaQqFQpPkMU1NT8fvvv2fp2FkZIq9SpQqsrKwyXCELCMOvr169wt9//43mzZvj0aNHWLRoEZo2bZomi9mPP/6Iq1evYu3atRg/frxu+5IlSwAg3QVe3zlqKRttXl5eMDY2hpOTk25b9+7dMW/ePCxZsiSNUR84cABv3rzB7NmzddssLCzQvn177N27F3fv3kW1atUACOds5cqVsLGxQevWrUXFOGTIECxevBhTp07F1atX8fPPP6db09G+fXuMHj0aK1asQM+ePXXP37lzB5cvX0b//v3TrH/Qd476U0PmWY0hKCgI0dHRcHR01PV6IyMjYWFhkWY/rcaePXtQrly5NNNdP/74I3bs2IHFixdjxYoVuu1r165FYmJihu/x5s2bAJCuEfZVkl2r2GS+PJ+6j/pDPpXwRHs/sJarV6/SwMCApUqV4uLFi7ly5Uq2a9eORYsWpb29fZp9O3TowOrVq3PatGlcv349V6xYwQYNGhAAFy5cqNvP19eXjo6ONDY25oABA7hq1SquWLGCY8eOZbFixbK06vvD+6g/xNfXl3nz5qWJiQlHjx7NNWvWsE+fPgTASpUqpVk9ql31/bHVyHPmzCEAjhw5kjt27OCuXbt0K+I//NzeR3uPZ7Nmzbh27Vr+73//Y6VKlVi9evV0K5g/tur7u+++o7m5Of/44w/u2rWLR44c+exn1K9fP9ra2qZLeOLq6prufumYmBg6OTkxb968usQ4pJDko2bNmrrMZK6urrrPr3fv3p+NQQqioqI4Z84czpkzh8OHDycANm7cWLft0qVLafbHR+4zHzt2LPFPZrKNGzdy2rRpNDMzY5kyZdIlp3n58iXt7OxoZ2fHuXPnct26dbrMZK6urum0P3bMT9GoUSPdKuxnz55luM+yZcuIf7KCrVu3jnPnzqWdnR3z5ctHf3//LB1PX7ISg/Z3+f5v6ODBg8yTJw9HjBjBpUuXcs2aNRwyZAhNTExobm6uy+/wPh06dCAA9unTh66urhw1ahQNDQ3ZqFGjDO/Brl+/PsuWLSv5e88OZKP+hvlSRk0KP7SqVavS3NycdnZ27NatG318fNLtu3//frZt25YFCxakiYkJ7e3tWb9+fe7cuTPdcUJDQzlx4kQ6OztTqVTS2tqa5cuX5+jRo3W3yXyKzBo1Sb5584Z9+vRh3rx5aWxsTEdHx08mPPmYUcfGxrJPnz60s7OjQqHIMOFJRqSmpnL+/Pl0cnKiiYkJHR0dOWnSJHp6embaqL28vNikSRNaWlpm2hRu3bpFANy3b59u29OnT2lubs5atWpRpVKl2d/d3Z0mJiZs0aJFmtv2oqKiOGbMGF1inBIlSnDevHkZ3nL2JdB+Jh97ZHQrW0afj1qt5vLly1m6dGmamJgwb968HDx4MENDQzM87rNnz9ipUyfa2NjQ1NSU1atXzzAda0xMDAF8NJHJx9i5cycBsGHDhp/cb8eOHaxSpQpNTU2ZO3duduvWLc1tdP8GmY0hI6P29PRkly5d6OTkREtLS13SoQEDBtDb2zvD4yUlJXHGjBksVqwYTUxMWLhwYU6aNCnDW0W1KURXrlwp2fvNThTkZ1bXyMjIfFO0bNkS8fHxuHLlSnaH8s1y5MgRtG/fHufOnUOTJk0y/bp9+/ahS5cu2L59O3r37v0FI/y2GTNmDA4cOIBnz56JWo2fU5CNWkbmP4aHhwcqVaqEEydOiKqgJfNxRowYAV9fXxw9ejRLr3NxcYGHhwf8/Pz0um9fBggMDISTkxM2btyY6fn5nM43Y9Te3t7YsWMHTp8+jZcvXyIpKQlOTk7o0qULxo4dq0vQ8Tnu3r2L6dOn48aNG9BoNKhWrRpmz56tW7EsIyMjIyUhISE4d+4crly5grVr12L+/PmYOnVqdoclk4P4Zox6ypQpWLVqFdq2bYs6derAxMQEFy5cwJ49e1CxYkXcvHnzsy1Ud3d3uLi4IE+ePBg5ciSUSiU2bNgALy8vnDx58ovfOiQjI/Pf4+LFi7q62t27d8eKFSv+tXznMl8H34xR37lzByVKlNClrNTyyy+/YN68eVi1ahVGjBjxSY06derg8ePH8PT0hKOjIwAhYUC5cuVgbm6OZ8+efRNZbmRkZGRkvh4yzm34FVK9evV0Jg1AlwLx8ePHn3z9q1evcPPmTXTp0kVn0oCQJ3rQoEF4/vx5mhzWMjIyMjIy/wbfjFF/DG1Kuzx58nxyv8+Vbnt/HxkZGRkZmX+LbzozmVqtxuzZs2FkZISePXt+ct9P5ajVbvtYrllASFD/ftJ4jUaDiIgI2NnZycPlMjIyMv9hSCI2NhYFChT4aJGeT/FNG/Xo0aNx8+ZNzJ07F6VKlfrkvmJLty1YsACzZs0SEa2MjIyMzLeMn5+fXgVLvlmj/uWXX7BmzRoMGjQoXW3hjBBbxm7q1Klp8h5rc9v6+fnBysoqq+F/HUyZAqxdC3TsCHykPKWMjIxMhpBAlSrA69fAhg1At27ZHZFkaDTAqFHAjh2AQgEsXx6D0aMLI1euXHrpfZNGPXPmTMybNw99+vTB+vXrMzX0LLaMnVKpzLA3bmVl9e0a9aBBglGfOCH86P6pNCQjIyPzWW7cEEzawgL48Ufh328AjUa4NO7YARgYCP+2bg2MHq1/tb1vbjHZrFmzMGvWLPTq1QtbtmzJ9HyAtkTdlypj901SpQpQtiyQnAzs25fd0cjIyHxNuLkJ/3bq9M2YtFoNDBwIbNkCGBoCO3cCPXqI1/2mjHr27NmYOXMmevbsia1bt37UpIOCguDl5ZVmztnJyQk1a9bE3r174efnp9seExODTZs2wcnJCbVr1/7i7+GrQqEAtPmId+zI3lhkZGS+HlQq4K+/hL+/kZzmajUwYIAwC6g1aalG87+ZhCerV6/GyJEj4ejoiNmzZ+tqJmvJmzcvmjVrBgDo168ftm3blqZIPQDcunULjRo1Qt68eTF69GiYmJhg/fr1ePr0aZbzIsfExMDa2hrR0dHf7tA3APj6AtpC7j4+wHv3oMvIyMhkyOHDQIcOQP78gJ+f4GxfMWo10L+/MEhgaAjs2gV06fLuebF+8M3MUbu7uwMAfH190a9fv3TPu7i46Iz6Y9SqVQuXL1/G9OnTMXPmTKjValSvXh1nz55NY+gy7+HoCDRqBFy8CPz5JyDnKJaR0RuSSE1NhVqtzu5QvizHjwsN/P79gZQU4fGVolYDY8caYscOIxgZKbB7N/DDD9Ie45vpUec0/jM9agDYvFmYmClTBvDwEIbEZWRksoRKpUJQUNAnbwP9JtBohF40IPSoTUyyNx4RkEBYGBAdDdy9a44qVfKjffv070esH8hG/YX4Txl1TAyQNy+QlATcuQNUq5bdEcnIfFVoNBo8f/4choaGcHBwgImJybebKCkiAggMBJRKwNk5u6PRGxLw9weiowmFQgWlMhTGxmo4OzunWx8lD33/hyEpyY9ZpVIhNjYWdnZ2+glYWQHt2wN//YXQpUvhINHCslevXqF48eKidVQqFUy+4la7zLePSqWCRqNB4cKFP5mv4ZsgJgYAkJo7N4z+SSb1tUECr14JPWmFAnByMoOJiTF8fHygUql0SbKk4pta9f01EB8fL4lOVFQUDh8+LInWunXr8PTpU3Ei/xRoN9yzByn/JIgRQ0xMjGQ1eT08PHDo0CFJtIKCghAWFiaJFiA0tmRktOiTXvKrIjkZiIsDAbzNILnU14BGI5h0ZKTWpAEbmy977r7xb0XOYv/+/ZIYhkajQa9evRAdHS1aKyYmBnPmzEFoaKg4oRYtoM6dG7lTUvBs1SrRcb148QJ79+6Ft7e3aC0TExMMHjwYwcHBorUsLCzw/fffI+afXoFYli5dmmE2PH0IDQ399hchyXwRNBqNZN/pTxIeDgBINjFBnEr15Y8nMRqNkKPlQ5P+0shG/S+xefNmdO3aVZJ7sefMmYPjx49/tiJYZvjjjz8QFhaGkJAQcULGxnhQujQAQLNtm+i4Xrx4AZL4448/RGuZmJggLCwMgwYNEt2DtbKyQnBwMNq3b69LLSuG8PBwNG3aVJJeOkk0b94cL1++FK0FAOfOncPdu3cl0QIAHx8fSUcQNBqNZFpfCySh+gIGZ2BggLdv3yIwMPDLjfKQwvw0gLcpKUj5ylZ6Z5dJA7JR/yssWbIEAwcORN68eUXPuR4/fhwzZ84E8PnSnZ8jICAAS5YsAQDxRg1gRWQkAKDk06dAbKworRcvXgAAtm/f/smqZZlBOz997NgxbNq0SZQWAJQrVw4XL15Et27dRF9sWrdujatXr6JmzZrw9PQUpZUnTx44ODigUqVK2LBhg+gLbo0aNdCiRQsMGjRIktGIsLAw1KhRA0eOHJHEDO7cuYMRI0bovitiCQsLw4wZM/DmzRtJ9ABgzZo12LNnj2SmpFAoEBgYCF9fX8kN29bWFoGBgXj+/DlSU1Ml1QYAJCQASUnQAIggvyqj/nC4u0SJf8+kAdmovzg7d+7EL7/8AgBo2LChqMVf8fHx2Pdeqk4HBwdRsV26dAnly5eHra2taKMODAxETMmS8AJgqtEgXmSv+s2bN8ifPz9q1KiBq1evitJ6fyGZu7u76HUC5cqVAyCklnV1dRWlVatWLdjZ2eH169eoV68ebt26JUpv2LBhiI+Px9ChQ9GmTRsEBQXprWVlZYWxY8di06ZNKFmyJBYvXizKHKpVq4aKFSuiffv2qFmzJo4fPy7KsGvWrImEhASULFkSP/zwA27cuKG3FgDY29vDxsYGTk5O6NChA86dOye6QdG1a1eMHDkSxYsXx++//47wf4Z+xVCgQAGEhYXh8ePHkhq2ra0tFAoFYmJi4OnpKf1tYv+89wSlEhoIvfivYapGa9JRUe9M+l8va0CZL0J0dDQB8O3btyxSpAhLlizJ1atXi9Y9dOgQ7ezs+NtvvzEhIUG0XosWLbhgwQI+e/ZMtNarV684VRjgoqZhQ1FaISEhnDhxInv16iU6rsjISB46dIi2trY8deqUaL0tW7awY8eOdHBwYFxcnGi93r1709ramu3ataNGoxGlpdFoWKpUKQJgt27dGB0dLUovKiqKNjY2BMAmTZrw5cuXovQCAwNpaWlJAHRycuLNmzdF6YWFhdHe3p4AaGZmRjc3N1F6qamprFOnDgEQAAcOHEiVSiVKc/fu3To9R0dHPn78ON0+iYmJ9PT0ZGJiYqY0AwMD6e7uTnd3d75+/ZpqtVpUjFq8vb15584dvnjxQvR3ccGCBaxdu7bwH7WavH+fdHdnfFAQ7927R5VKxdTUVP01/wXUavL5c9Ldnbxzh4yK+vi+nzqHWj/Q9/co96i/MMuXL4eZmRlu3bqFtm3bitbbuHEj+vbti5kzZ8LMzEyUFkm4u7ujRo0aKFmypOjYkpOTsR0ADQyguHwZEDFX6uDggFKlSuHZs2ei47KxsUH79u3Rrl27NCMS+tK5c2fs3bsXdnZ2WLdunWi9wYMH49atW7hw4QL27t0rSkuhUGDYsGFYtmwZDh48KLqHbm1tjfHjx6Np06a4fv06Xr9+LUovf/78mDZtGvLnz4+AgADRIzl2dnZYunQpDA0NoVarRfcCDQ0NsXnzZiiVSigUChgYGEjSq27fvr1OS4q59bx588LExATGxsZISkqSbL7e3t4eJUuWRHR0NKKiokRpPXz4EJUqVRL+ExUFpKYCJiaIhVAy2NjYOF2q5379+mHKlCmZ0wQwduxYdOjQId1+KSkpUKlU6R5ZOZerV69BkSLFUK6cKXr3roaQkCvZVyBQL3uX+SzaFpSpqakkvTiS9PPzo4GBAT09PSXRe/HiBQEwMjJSEr2HDx/S0NCQbNGCBMhffhGld/nyZVpZWYlu2Ws5evQoHRwcmJKSIonejh07mDdvXsbHx0uit3btWjo4ODA0NFSUTnJyMkly2bJltLW1Fd0LjoqKYnBwMJcvX04LCwveuHFDlF5iYiJPnDjBTZs2UalUcteuXaL0NBoN58yZw+PHj9PCwoJTpkwR3cP83//+x1OnTtHZ2ZkuLi4MCwsTpRcQEMD58+dz/PjxtLS05LFjx9I8n9UeNSmMFKlUKnp5edHDw0N0z/99goODef/+fd13SR/KlCnDtWvXCv/x9ha6pf7+fPnyJX19fdPtr1araW9vz+vXr2dOk2TdunU5b968dPuFhobqRhzc3d15//59hoeHZ/pasnPnbhobG3P69I3cu9eTw4aNoYWFBX18fD76mi/Zo5aN+guhPTGtWrWSTHPWrFmsX7++ZHq7du1iqVKlJNO7ffs2zc3Nyd27BaMuXJjM4tDW+wQHBxMAg4KCJIkvKSmJuXLl4vnz5yXRS0lJobOzM5cuXSqJnlqtpouLC3v27CmJnkajYZ8+fVihQgXGxsZKojl79mza2Njw4cOHkujt3r2bSqWSGzduFKWjvQDfvXuX+fLlY/fu3ZmUlKS3XmpqKjUaDSMiIvjdd9/RyclJdANZ23hYv349lUolly5dqos73UVeoyHj4jL1UMfE8PmDB3xy6xaTIyIy/bqPPjQaajQaent789mzZ5kyN09PT7q4uNDU1JSVK1emu7s7DQ0Nef36de7cvp1KExP6Hz9OJiby8ePH7NmzJytUqMCo98aSL1++zDx58ug+p09pqlQqGhsb66YUALBGjRoMDg7WDd9rTfrFixdZasSo1WTFijX5ww/DeOcOqfVWZ2dnjh49+qNaslF/hWhPzP379yXTrFSpErdt2yaZ3q+//irJHLCWa9eu0d7enkxMJG1sBLM+fVpvPY1GQzs7u0+2sLPKjz/+yOnTp0umt23bNpYpU0ayXv/z589pbm4umREmJCSwWrVqnDp1qiR6Go2G48ePZ/HixSXrwR07doympqa8cOGCJHo+Pj4sV64c+/fvL4meSqXiTz/9RFtbW4aHh0uiefbsWdrY2HD9+vUkM7jIx8UJv5/sePyz7kKlUvHBgweMiIj45Ht5+vQpc+XKxQkTJvDFixc8cOAACxQoQAMDA8bFxVETEMCKzs4c8eOPVKvVHDp0KAsWLEh/f/80OhMnTuTAgQMzpalWq3nr1i0C4K1bt3jx4kWeP3+eHh4e9Pf3Z1xcHMePH08LC4tPPi5fvpwmBrWafPIkmYaGhvzjj3309n7LN2/e8M2bN+zduzerVKlCd3d3enp6MjAwkPHx8R9vbL3HlStXZKPOiYhtQWVEQkKCqF5CRmRlqC1L/PST8KPv0UOUjJTDeSQZGxsrmamSQq9aqqkDLQEBAZLqBQUFSbLwUIu2tyUlHh4ekp6XyMhIvnnzRjI9krx3756ket7e3rqRjpxo1KQwjfK589KkSZN0Df7u3buzZMmSwsjA48c8umQJlUol582bR1tb2wwX1JUsWZJHjhz5vOY/HDx4kHZ2dlSr1QwJCUk3TB8SEsLnz59/8vH+70KtJp89I0+cCCAA/vXXMfr4+Oge48aNo6OjI+/cuUMvLy++ffs2zfXzU0Z95swZUX4g5/r+ihC7eCwjpM5Jq6N/f2DNGuDgQWEhiZ43HRobG0salqWlpaR6RkZGsJH4hsoCBQpIqpcvXz5J9RQKBZwlLqZQtmxZSfVsbGwkPy9VqlSRVO+Tn6G5ORAXJ+nxMs17ucY/lyPfx8cH58+fx71799JsNzY2FhZ9xccDSUlo4+KCsmXLYtasWTh9+jTKly+fZv+nT5/C398fTZs2/bzmP9y/fx+VKlWCgYFBhreqOjg4ZPoWVo0GePFCSEOuzQRauHBuODo66vYxMzODiYkJKlWqBCOjrFlnzZo1s7T/h8irvmW+DNWqAeXLCxW1du/O7mhkZL4uFArAwiJ7HlnI9fDgwQMYGRmhQoUKabbfu3cPlStXFmpAAjj1+DG8vLygVquRN2/edDpHjhxBs2bNYGZm9nnN9479vnF/yPz582FpafnJx5UrV9KZdPXq9jA0NMTbt2/T6MXFxaFAgQJZNmkpkI1a5sugUAi9agDYsiV7Y5GRkfkiGBgYQKPRpEm6cuLECXh4eKByhQpARATueXmhy6hRWL9+PVq0aIFff/01nc7hw4fRrl27z2u+Z9SPHz9GxYoVPxrbsGHD8ODBg08+qlatnsaknZ0BOzsTVKtWDWfOnEmjd+bMGdStW1ffj0oceg2Yy3yWLzFH/dURHEwaGQnzXh4e2R2NjEyORZ/bs3ICAQEBVCqVHD58OF++fMnDhw+zQIECBED/x4/5+vBh5rO357y5c0mSd+7coUKh4J07d3QawcHBNDIyYnBw8Oc131uAVqRIEY4bN44BAQFpVo9nltRUYU7a3Z28e5eMiXn33O7dwu1ZmzZtoqenJ8eOHUsLC4tPrnuQV31/hchG/Q/t2wtGPXFidkciI5Nj+VqNmiTd3NxYqFAh2traskmTJpw6dSrt7e0ZfvMmSxctyiEf3G7Yrl07tmjRQvd/V1dX1qtXL1OaH+6jNfDx48dnKebUVNLLK2OT1rJ69WoWKVKEJiYmrFq1Ki9duvRJzS9p1ApSLoj7JYiJiYG1tTWio6NhZWWV3eFkH4cPAx06AHnzAn5+gMSLw2RkvgWSkpLw+vVrFCtW7Mst8Pw3SU4GHj8W/q5QAVAqP7pru3btUL9+ffz888//SmhqtTAnHRsrDHeXLAlIscb0U+dQrB/Ic9QyX5bvvwfy5AGCg4G//87uaGRkZP4NtMVHrKw+adIAUL9+ffTo0eNfCOrLmfSXRjZqmS+LsTHQq5fwt7yoTEbm24fUrfaGnd1nd//5559RuHDhLxyUYNLPn399Jg3IRi3zD1LOgET+U5dah3b199GjQBaKMET8U2ReCqQqWiAjI/MZYmMBlQowNARsbbM7GgDvTDouTgjrazJpQDbqrxqVSoXo6GhJtDZv3iyJTmxsLH7//fe0G8uXB2rUEKrnbN+eaa2//voLDx48kCSutWvXStYYefPmjSQ6MjI5Ccka69redO7c77KHZCNfu0kDslH/63h4eCA+Pl60jkajQf/+/SUpvP7y5UtMmzZNtA4A/Pnnn7h06VL6J4YMEf7duFEYGssE7u7u2LhxoyRxHT58GHv27JFEa8qUKXgpooTn+xw4cACJiYmSaCUlJUk6MiLz3yI1NRXBwcHiRFJSAO2IWiazgn1JMjJpC4vsjirryEb9L3LkyBEMHToUFiK/KSQxbtw4nD17Frlz5xatNWTIEMRJkK6QJNasWYOHDx8iNTU17ZPduwvNWG9v4PLlTOm5u7tjx44dkjRskpOTMXbsWNE1dgEhDen333+PcO2CGRHExsaiadOmkmglJiaif//+6ace9OThw4eSjdgAkKRR+V/nSzbEjI2NERISgqCgIP1FwsOFhri5eZpUpNnBt2LSgGzU/wokMW/ePHTo0AHfffedaL0FCxZgxYoVKFOmjGitzZs34/z585JcRK9fv47Hjx8jKSkJXl5eaZ+0tAR+/FH4e8OGz2rFx8fD09MTMTEx2Lt3r+jYkpOT8fbtW0yfPl20VrFixeDt7Y2OHTsiOTlZlFbTpk1x/fp11KtXT/SQuq2tLVJTU1GxYkVcuHBBlBYA2Nvbo0KFCti8ebMkc/yHDh3CjBkzJGtIXL16FTdv3pRECwD8/Pzw+vVryfRI4vLly+kbrSI1fX19JWlYZ4SlpSUCAgIQEBCQ9UbB+4vIRPamxTZI1GqhT/AtmDQgG/UXJz4+Ht27d8cvv/wCkujQoYMovY0bN+rMpnTp0qK0goODsXLlSgDSLLZyc3ODra0tlEpluoT6AIDBg4V/9+9/d/vGR7h37x5MTExgbm6O/fv3i44tKSkJgJCK8P79+6K0ihcvDgC4cuUKBg8eLOqiUrBgQZQpUwbPnj1DnTp1RMc2aNAg+Pv747vvvsPkyZPTpGHUJ7a2bdti4MCBqFWrlmhT7NixI44fP46iRYvit99+E23YVatWRa9evVCnTh3s2bNHtCHmz58fvXv3xvfff4+jR4+KbrwqFAr4+PigePHimDt3brrc0fpgYGAAKysreHl54dmzZ4iNjRWt+T7a0b6goCD4+/tn7bsdFyfk9jcwEOans4hKpUJwcDB8fX1F/aZSUwWTjo//NkwagJxC9EuhzUTz/PlzDh48mADo6OgoupRfcnIyK1asyBIlSnDZsmWitDQaDY8fP057e3tJajQnJSWxdu3aXLNmDZ8+fZrRAckqVYRMZUuXflLr9evXPHLkCPPly8ekpCTRn9vChQtZp04dLl68WLTWjRs3WLVqVZqZmTEsLEy03ujRo2lgYMAaNWrQx8dHlJZGo2GJEiUIgI0aNaKHyNStPj4+NDY2JgCWK1dOtN7Vq1cJgACYN29e3r59W5Te+fPndXqFCxfmgQMHROl5e3vTzMxMp/fHH38wNTVVbz2NRsMOHToQAI2MjNi1a1e+evUq3X5ZzUzm7e1Nd3d3uru789WrV1Sr1XrH+D7x8fG8e/cu3d3ds14S9uVLIdXX69eZfklKSgqDg4Pp5eVFd3d33r9/X1Qp35QU0tNTCOP+fTI+Xm+pLPMlM5PJPeovDEns378fCxcuxKBBg6DIQmWajDhz5gx8fHxw8+ZNtG/fXpSWQqHA8ePH0apVK8ydO1eUFgAolUoEBQXB0dEx496+QvGuV/2ZRWVFixZFkSJFEBoaCmNjY9Gf28SJE9GqVSucPn1atFa5cuVw6dIllC1bFuvWrROt17ZtW5w6dQpPnjyBp6enKC2FQoGBAwfixx9/hLu7u+ghREdHRwwYMAAFChRAdHS06PUV9erVQ48ePaBQKGBlZZVhJaWs0LhxYwwaNAiAUN1IbLlMZ2dn/PHHHwCEofACBQrA0NBQbz2FQoF169bB3t4eqampCA0NRaFChUTFCACFCxfWfe+USqXo76AWMzMzODk5wcrKCqGhoZnXTU3VaxGZQqFARESEbmSgWLFiUH4mQcqnQnj+XOhJGxkJPelsniaXDnFtCJmPoW1BtWzZkq1ataJGoxHd6tVoNKxdu7YkvV+tXtGiRbl7927J9ExMTHj37t2P7xQVRZqbC73qq1c/qRcUFEQADAsLkyS+Gzdu0MzMTLJ8yjt37tT1+KVgwYIFLFasWJpi9voQHh7O1NRUjhw5kiVLlhSdb/7169d89OgRe/bsSWdnZ759+1aUnq+vL//3v/+xW7duLFy4MJ89eyZKLzIyki1atODgwYOZO3duXrx4UZSeWq3md999x5EjR9LExITLli0TPWqyd+9etm3blk5OTmzUqBFDQkLSPK9Prm9/f39GRUXx3r179PHxER3j+yQkJPDOnTuMi4vL3AvevhW6sU+eCCNnmSAlJYUvX77k3bt3+ejRIwYEBOgdb0qKUPcnO3rSWuSiHF8h2hNjbW2dpuKLGM6dO0dzc3OGhoZKoufp6UkDAwNGRERIohcWFkYADAoK+vSOAwYIRt2nzyd3S0lJIQDRw63v61lbW/PcuXOS6KlUKhYqVIhbtmyRRC85OZlly5aVrCGWnJzMOnXqsGPHjpJcxFUqFdu0acPKlSszMjJSlJZarWZqaioHDx7MPHny8MGDB6L0oqKiqNFo+Mcff1CpVHLbtm2i9Pz9/alWq3n69Gna2tqyb9++oht4/v7+DA8PZ7NmzVikSJE071kfo9ae04SEBD548EDSIXCSfPPmDb28vD7/3dFoBIN2dxcq5v3DggULWLt27QxfEhsby4cPH9LT05NJSUm68/c5MtLMyKTVajWjoqIk/Tw+h2zUXyHaE7NhwwbJNBs3bpzlKjGfYtGiRaxfv75keo8ePaKhoeHn5/Ru3BCM2tSU/Ewjwc7OjhcuXJAsxo4dO3LKlCmS6S1cuJAVKlSQrDdz+fJlmpiY0NPTUxI9f39/5smThwsXLpRELyEhgQ0bNmS9evWoUqlE62k0Gk6cOJE2Nja8d++eBBGS+/fvp5mZGef+U1pRLC9evGC5cuVYs2ZN0Q0UUmgwTpgwgebm5jx+/DhJ8dWzkpKS+OjRIz5//lyy76JKpeK9e/c+35CPjX1XhiolRbe5e/fuHDp0aLrdg4KCeOfOHfr7+6eLtW/fvpw8efJHD/Wh5qhRY9ikSft/Dq9mUFAUw8PDGR4ezsePH/Pu3bt8/vw5Q0JCmJycnMl3TsbFxXHp0qUsWrQolUolq1atyuPHjzMsLOyj5v+pc/jixQvZqHMiWqPWp07qx7h27drne6tZwM/P79PD1FkkJibms6XgSAot8AoVBLNeufKTu169elWyHj9JPn78mC9fvpRMLyoqiufOnZN02PHgwYOSlju8du1axov79CQ6Oprbt2+XTE+j0XDDhg2S/lZu377NkydPSqYXExPDRYsWSdpD27Fjh27YX4oylyqVSrLRNi3R0dFMec98M+TVK8GoP1gkV6ZMGa5duzbd7hEREYzJoK6kWq2mvb09r1+//tFDva+ZkkJWrlyXP/00j+7uKXz06DmfPHmie9y7d0+34O7hw4d88+ZNpqepli1bRiMjI06fPp379+9nr169aG5uzqNHj/Lhw4cMCgpK97l86hxu27ZNNuqciFyP+jOsWCEYdYUKmZ7TkpH5VvnwIq/RkHFx2fPI0s8xJYW8e5eee/bQpX59mpqasnLlynR3d6ehoSGvX7/OggULcvXq1Wledu3aNZqZmfHNmze6bZcvX2aePHl0jSFPT0+6uLhkqJmQoKKRkbFuxT8A1qxZU6elVqv5/PlzBgQEMD4+PssN6Zo1a3Lo0KFMSkpidHQ0Q0NDWbx4cfbt21dn/k+ePElzfZdXfWeSBQsWoEuXLihevDgUCgWKFi2aZY1GjRpBoVBk+Dh06JDkMf9n6dULMDUVatbevp3d0cjI5CgSEoQcQdnxSEjIQqAREfB69Qq1+vdH9Zo18eTJE/z2229o3749SKJixYqoXbs23N3ddS8hibFjx2Ls2LEoUqSIbvuRI0fQtm1bGBgYwMvLC7Vq1UL16tXTaZYpUxEvXhjC1fUqAODmzQcICgrCqVOndFoGBgbYs2cPSpYsiTx58iBXrlywtLRM97hy5Uq6t6RSqXD37l20aNECSqUSVlZWsLOzQ5MmTeDt7Y2yZcuiSpUqKFeunF61pfXB6F85yr/EtGnTkDt3blStWlVUqkh7e3ssXbo03fbq1auLiE4mDba2QJcugJubkKmsVq3sjkhGRiYrkEBoKEb8739o36oVFi1eDABwcnLCnj17cO/ePVhYWKB27drYunWr7mVubm7w9fXF1KlT08gdOXIEixYtAgCMGDEC7du31/1fq3n37j0EBFggORmIiAiEnZ0datWqlGF4w4YNQ9euXT/5FgoWLJhuW1hYGNRqdZpbBxUKBYoVK4bLly/DPBvu+fqmjPrly5e6rFHly5fXO82ehYUFemlrKMt8OYYMEYx6925gyRLA2jq7I5KRyRGYmwuJvrLr2JkiIQE+r17h/J07uLdmTZqnjI2NUamSYKC1a9fG5MmTERcXBwMDA0ybNg1z585Frly5dPs/ffoU/v7+aNq0KXx8fHD+/Pl02Q0NDY1RvHglJCYKZe5DQ+/rjpERuXPnFlUL4cN7yElKdr96Vvmmhr61Ji0FGo0GMTExch3jL0m9ekC5csJY27Zt2R2NjEyOQaEQ0l5mxyPTXhQSggfe3jAyMkKFKlXSPHXv3j1UrlwZgDASaWhoiHv37uH333+HnZ0dBgwYkGb/I0eOoFmzZjAzM8ODBw8EzQoVdM+npAC3bt2Dk1NlGBsLyUw8PB580qjnz5+f4XD354a+7e3tYWhomC7la0hIiOgEPfryTRm1VAQEBMDS0hLW1tawsLDA999/jzt37mR3WN8eCgXw00/C32vWZLr8pYyMTDaTmgpERMBAoYBGo0mTU/7EiRPw8PDQGbWpqSkqVaqEAwcOYNGiRViyZAkMPqhTffjwYbRr1w6AML/8vmZKCuDqegIvXnigTJnKKFUKMDMDHj9+jIoVK340xGHDhuHBgweffGQ0nWliYoJq1arhzJkzabafOXMGdevW1evjEss3NfQtBUWLFkXdunVRoUIFKJVK3L9/HytWrEC9evVw8uRJNGnSJMPXJScnp6mkFBMT82+F/HXTuzcwZQrw7Blw/jwgQXUxGRmZL0xYGECiWtWqMDY2xsSJEzFx4kQ8efIEw4cPB4A0vd3atWtjxYoVaNOmTboKgiEhIXB3d9ct1q1WrZpOc8yYiTh9+gnmzBE0W7WqBFNT4XUajQaPHj1CYGAgLCwsYP3B1JmYoe/x48ejd+/eqF69OurUqYMNGzbA19cXw4YN00tPNHqtFf8KKFeuHIsUKSKJlpeXF83Nzens7PzRfWbMmJHmVgHtQ749KxOMGCHcqtWxY3ZHIiOTLUhxH/W/hkZDPnok3DsdEkI3NzcWKlSItra2bNKkCadOnUp7e/s0L3F1daWxsTG9vLzSybm6urJevXpptmk1raxsWb16Ew4YkF7Tzc2NBQoUIABJE0FpWb16NYsUKUITExNWrVr1szkivuTtWQry2xxv1C4mE1vjV0v//v2xdetWeHt7w9nZOd3zGfWoCxcujOjo6H9tCX9OgllZeOHhAZQvL5TH8/EB3itakJKSAmNj4383HhmZf5mkpCS8fv0axYoVg6m2y5jNfPQ3Ex0tVL8wNAQqVhT+/QxNmjRBxYoVsWzZsnTPtWvXDvXr18fPP/+s26ZSCaUqk5IAExNhTjqHfCwf5VPnMCYmBtbW1nr7gTxHnUm092SHhoZm+Lz2frv3H18bAQEBkuhERETg5MmTmX9BuXJAo0aARgOsX5/mqRUrVkgSU2RkZLo5J32Roq6wjExOJzw8POOa3CEhwr/29p80aY1Gg+DgYMyfPx/Pnj3DrFmzMtyvfv366NGjh+7/X6NJf2lko84kz58/BwDky5cvmyNJy9mzZyXR8fPzwy+//CKJ1qJFi+Dh4ZG1F40YIfy7caPwS4XQol+yZAm8vLxEx/T27VtMmTJFklX8V69exebNm0XrAMDdu3c/2vjLKt/o4JhMNhEXF4fw8PC0G5OThR418NlylpcvX0b+/PmxY8cOHDhwIN0cspaff/4ZhQsXBpDepEuVkk0a+A8bdVBQELy8vJDwXhqeyMjINKsXtdy5cwd79uxBuXLlRN8C9ubNG+zYsUOUhpZly5alSSSgLyqVCl27dpXExEJDQ7FixQr4+/tn7YXt2wMFCgDBwcCBAwCgWygiRUa44OBg3Lt3D3v37hWt5eDggJ9++kmSOwFy5coFFxcXSUYzUlJSMG3atDTfaTEEBQXJ5v8fJikpCcHBwWm/A9pGpZXVZx20UaNG0Gg08PT0RK1MJDRSqYQ1pe+btJ6lqb85vimjdnNzw9y5czF37lyEhoYiOjpa9/9Vq1al2Xfq1KkoU6YMbr+XvvLSpUsoXLgwRo4ciWXLlmHt2rUYOnQo6tWrB2NjY2zcuFHv2Ehix44dqFSpEkqVKqW3jlZr5syZGDduHBo0aCBKCwAmTZqEmzdvikoOoOV///sf4uPjs27UxsZCAhQAWL0aAHTD51IZNQD88ssvSElJEaXl4OCA5ORk/PDDDwgLCxOl5ezsjLCwMDRo0ACvXr0SpWViYoLo6GjUrFkz6yMaGRAVFYVGjRrhwYMHorUA4NixY+mSWIjBz89P0oaE1I2SL9HISU1NRUxMzBdvQJFEYmIikpOT32V51GiE1d4AkCePpMfTmnRysmzSGaLXErQciouLS4YrrwGkWwHet29fAkhTQtHT05NdunShk5MTLS0taWxszCJFinDAgAH09vbOUizvr/KLjIxk9+7dCYAVK1YUVWlJrVZzzJgxuvcltlbz7t27dVpz5swRpRUYGEgzMzMCYI0aNbIuEBBAGhkJK8AfPmSDBg10sYkpKk+SS5cu1WmtWbNGlFZISIhOq1mzZp8v6/kZOnbsSAAsUKCA6PN569YtAqCZmRk3bNgguqpXly5daGBgwBEjRjA8PFyUVmhoKG1tbdmmTRvevn1blBYpVFarXLkyN2zYwPj4eNF67u7u7NevHy9cuCBJlayEhAQOHz6c27dv/2x8WVn1/erVK3p4eDA8PFzSqm3vo1KpdMUndJXXwsKEld4PH0paSCc5+d0i8ocPyUwWuMpxyPWov0K0JyY8PJzjxo3TXdhXrFghStfPz48DBw4kANrZ2Yn+oT569Ihly5Zl0aJFRRtYYGAgN2zYwGLFinHatGn6iXTpQgLUDBnC06dPM0+ePNyyZQufP38uKrZ169axa9eubNmyZZYbXR+SmprKAgUK0MjIiFu3bhVdnnHJkiU6oz569KgoLY1Gw1KlShEAS5QowcuXL4vSe/jwoe67W7BgQT569EiU3sqVK3V6rVq1Eq2n/W3Z2NhwwoQJokuYTp8+nQBYvHhxzpkzh76+vqL07t27RxMTE+bKlYsDBw7k1atXM/zNZsWotXWi3d3d+ejRI4aEhEhu2AkJCQwKCqK7uzsTEhKEhounp+CmgYGSHedbMWlSNuqvkvdPzMKFC+ng4MC8efOK7pWo1WpWr16dI0eO5PTp00XH+fTpUxoYGNDHxydNyTl9mT59Ojt37qy/wMWLQo/awoKMimL+/Pl5+vRp0XFpNBqeOHGC+fLlk+Si5u3tzY4dO3LUqFGitW7fvs1ly5bR3Nycf//9t2i9+fPns3LlynRwcBA9EkGS7dq1o6GhIevWrSu655qSksLy5csTAKtWrSr6vuH4+Hg6OzsTAPPly0dPT09ReiqVirVq1SIAGhgY0NXVVfT35f3RnPbt2zMsLCzdPtqLfEJCQqY0g4ODdT1esdeUj5Gamkp3d3ehhnNcnOCmd+6QKpUk+klJ70z60aOv26RJoXEjG/VXhvbEHD16lCYmJjx//jzd3d1F627evJl58uRhVFSUJMNzP//8M1u1aiVaR0vr1q3FDaFrNGS5coJZL1/OQoUK8eTJk5LEFhwcTAD09/eXRO/EiRO0sbHJ9MX1Y2iNYNasWSxTpgxVIi+E/v7+jIyMZPv27dmgQYN0Be6zyu3bt7l3715WqVKFrVu3Fh3f+fPn2aVLFxYvXpzt2rUTbdZXrlxh4cKFWbRoUbZo0YKRkZGi9F68eEFLS0s6OjqySpUqonvpGo2GrVq1YsGCBWlhYcE///wz3T6pqan09PTM0MQ/punp6clXr17x3r17jImJERXjx7h//75gLq9eCY4q8rPQ8qFJJydLIputhIWF0dPTM8OpMNmocyjaE2NnZ8c//vhDMs28efPS1dVVEr2UlBTmy5ePe/fulUSPJAsVKsQjR46IE1m9WjDqkiVZ1NGRx48flyY4ko6Ojjx06JAkWqmpqSxcuDB37NghiV58fDwdHR1FT49oiYiIYNGiRTl16lTRWhqNhm/fvmWJEiXYq1cv0Y3E0NBQBgYGsnz58mzcuLFoo7l58yZDQkLYoEEDlipVSvT0xp49exgdHc1evXrR2tqahw8fFqUXHBzMv//+m3/++SctLCw4fPhwoaf6HoGBgTqzTkhIYGJi4icf0dHRTExMpK+vL+/cucOgoKDPviarjydPnjDQ15eJd+4w0d2dieHhojWjoxP54EEi3d0T+fCh8P/Y2NhMveec+EhISNCZdOBHpgXkzGQ5FG0mmrZt2+Lw4cOSZMWaNGkSzp8/j9u3b8MwE9mAPsexY8fQt29fBAYGQinBEsuIiAjY2dnBx8cHjo6O+gvFxQnZyaKjMSBfPnTcsAFt27YVHR8A/PDDDyhbtizmzJkjid7MmTNx6dIlXLhwQRK9v/76C8OHD8fz589hZ2cnWs/d3R0NGjTAwYMH0apVK9F6b968Qb169dC5c2csW7ZM9Pc6IiICrVu3RmpqKk6ePAl7e3tReiqVCsOHD8fBgwexd+/edHmlswpJrF+/HmPHjsW4ceMwZ84cGBmJK5Hg6emJzp07w8LCAnv37tUlUyKJt2/fvltlnQXi4+MRHh4OGxsbSZMthYWFwTI1FabJycIybJF5JFJTgbdvCbVaASMjwsGBMDISMjuGh4fDzMwMZmZmMDU1TVe441MwgyxqarVa7+tkRnoZbXsfGxsb5MuXL8N9oqKiYGtrq3dmMrkoxxdmzZo1kqWutLe3x4oVKyQxaUD4Ys2fP18SkwaEW0emTZumS16gN5aWwMCBwJIlmGFtjcQMUrbqS79+/SQtXTpgwACkpqZCo9Fk6cLyMbp27Ypbt24hJiZGEqOuUaMGli1bhmhtkgqRFC1aFKdOncKiRYuQmpoqOr1r7ty5cfbsWQwYMABv374VbdQmJiZwdXVF+fLlce3aNdFGrVAoMGzYMFSvXh3Tp09HYmJimjrK+lC2bFncvn0bw4YNw5MnT3RGrVAokD9/fuTJk0evWwhv3LiBXbt2Yf78+ZJ8FwHgzfPnqPjLL1DGxACLFwN16uit5e8PDBoECCkDXgPoByAkw30tLCwwevRo/Pjjj5/9jvn6+qJDhw4oVaoUSpUqhTJlyqB06dJYuXIlnJ2dMXjw4Czfejpw4EBERUWhSpUqqFKlCqpWrYq7d+/izZs3GDhwIMzMzNLsb2xs/Mnr8v79+7N0/A+Re9RfCLG5Xf/zvH4NlCgh3Lvp4QGULZvdEcnI/PdwcwP69AEKFhR+k3o2zF69Aho3Bnx9gRIlNNizJwz5879rMLu7u6N///5o3bo12rZti+bNm2f6upmcnIz79++nKV/56NEjJCYmAhBMf+zYsZg4cSJsbGwypenl5YUrV67g+vXruHbtGp4/fw4bGxtERUWhUKFCWLBgAX788cdMN4h8fHxQtGhRvf1ANuovhGzUEvDDD0KWsqFDgXXrsjsaGZn/FiRQowZw9y4wbx4wbZpeMi9fCibt5yckMjl/XkhC+D6hoaHInTu3ZKOFT548QfXq1WFlZYVChQqhYMGCKF++PCZPnpxps36fkJAQtGjRIk3yn9q1a2P9+vWfrImtRawfyEb9hZCNWgKuXAEaNhSqxPv5ARIMBcvIyGSSa9eA+vWFuWl/f6EIRxZ5+VKot+PvD5QuLZh0/vzSh/ohMTExUCqVkk3rxcTE4Pbt27CxsYGtrS1sbW1hbW2d6YaFWD+Q56hlci716wNVqgD37wvFOqZMye6IZGT+O2gr1/XsqZdJv3ghmHRAgGDSFy6IXouWaaTuHFlZWaFp06aSamaFbyrXt8w3hkIBjB0r/L1qFSAyR7eMjEwm8fMDtAugxozJ8sufP39n0mXLAhcv/nsm/S0iG7VMzqZbNyBvXuEXL3LlpIyMTCZZswZQqwW3zcQc7Pt4e6c16fPnhZ+wjP7IRi2Ts1EqgZ9+Ev5evjx7Y5GR+S8QHw9s2CD8PXp0ll767Jlg0oGBQLlywnC3bNLikY1aJuczdKhQ++7mTeEhIyPz5di6FYiIAIoXB9q1y/TLvLyE1d1BQUCFCoJJS1wN8z+LbNQyOZ+8eYEffxT+Xro0e2ORkfmWUavf/cbGjQMyuar56dO0Jn3uHODg8AXj/I8hG7XMF0GtViNASEEkmlOnTgkXDQDYt09IvKAH7u7uiI2NlSSm8PBwSXRkZHIUhw8L91TZ2gL9+2fqJZ6egkm/fStMZ58/L5u01MhG/Q0g1a3wKSkpOH78uCRaa9aswePHj0XrxMXFYezYscIVoHlzIVOZnr3qa9euYdu2baJjAoS869rMR2JITU3FTXk4XyansGiR8O9PPwEWFp/dXWvSwcFA5cqCSYvMAiuTAbJRZwMkkZSUJInW48eP8eeff4rW0Wg0GDhwIF6+fClay8/PD9OmTUNqaqporb1798LLywv+/v7ApEnCxk2bhDm0LOLh4YHly5dLkuv7xYsXmKZnpqb3MTIywtixY3Hr1i3RWgCwevVqSRoQgFDgQuY/xPXrwI0bwnqQkSM/u/uTJ8LCsZAQId3B2bNyTqIvhWzU/zIvX75Ejx49JDHqPXv2oHbt2qhcubIoHZKYMGEC3NzcUFZkTm2S+OmnnxAXFyeJUW/atAkABCP77juh2Z6QAKxdm2WtJ0+e4MWLFzh27JjouIyNjbFs2TKcP39etFaJEiXQokUL3LlzR7RWXFwc6tati1evXonW8vDwwKhRo/Sq5pQRjx49glqtlkRL5guweLHwb+/en73p+ckToEkTIDRUNul/Bb2KY8p8lg/rjyYmJnLmzJlUKpX8+eefRWmnpKRw0qRJBMBSpUpRo9GI0ps7dy4BEAADAgJEaf311186LbF1rp8+farTmjRpkrBxxw6hVnXevGRiYqa1NBoNc+XKRQBs3LixqLhIsmXLlgTAwoULMzIyUpTWokWLCIC2tra8f/++KK3Xr18TgCQ1lEmyefPmzJMnD7du3Sr6e3b58mWWLFmSmzdvpkqlEh3bxo0b6ebmxoSEBNFaJHn79m3R5/J93r59y+TkZMn0SPL8+fP89ddf6evrK6kunz8nFQrht+Xh8cldHz0i7e2FXatVI8PDpQ3lW0RsPWq5R/0vcO7cOVSoUAEzZ84EAGHOVU9IYsaMGVj6zzxt586dRZXR9PPz0yWat7a2Rn6RiXjVajUcHR2RP39+vUr1vU9AQAB69eqF8uXLw8TERNjYtStQuLAwKebmlmktf39/tGzZEgDQrl070b1EExMTWFtbo3r16nj27JkorapVqwIQ8gHv27dP1EhE0aJFUbt2bURHR6NHjx7Yt2+fqNimTZuGkJAQ9OvXDw0bNsSTJ0/01mrQoAFq1KiBAQMGwNnZGWvXrhU1stSlSxdMnz4dBQsWxLhx4/D06VO9tQAhTaSzszM6dOiAXbt2IS4uTpSeoaEhatWqhd69e+PAgQOIj48XpQcAjRo1goeHB4oWLYr27dvj77//lqZs69KlQhGO77//ZKW6hw+FOemwMKB6deDMGSCLFSRl9EHadoOMlvdbUKGhoXR0dCQADh06VLT2zZs3aWJiwgIFCvDevXui9fr27ct27dpx8uTJorXCwsJoYGBADw8P+vj4iNabPn06u3fvnnbjkiVCc75UKVKtzpSORqNhamoqjYyM+PDhQ9Fx3bt3j3PnzmWjRo1Ea0VERLB///7MnTs3//rrL9F6y5Yto4ODAwsVKsRwkd0djUbDunXrEgDr1q3LxCyMYmREYGAgLS0tCYA1atSgt7e3KL0LFy5QoVAQAPPnz88bN26I0tu3b59uFMfc3Jy7d+8WpXf//n2amZkRAM3MzDhmzBimpKSI0gwJCWGePHl0mtu3bxelx9BQ0sxM+E2dP//R3R48IO3shN1q1CAlHHz45hHbo5aN+guhPTERERHs1KkTK1SowOHDh/PFixeidOPi4ujs7MypU6fy5s2boocjX758SSMjI967d0+0Fknu2rWLxYoVk0SLJIcMGcJRo0al3RgTQ1pbC1eMLA7vFitWTJIhYVIYmjcwMGBISIhoLZVKxYULF7JkyZKiL+SBgYF8/PgxXVxc2KlTJ9Hn4vjx45wyZQodHBw4ffp0UVqkMNRfvnx5KpVKrlu3TrTehAkTqFQqaWZmxj///FO03vjx43UmKMWQ/+7du3XmP27cOEmGww8ePKiLceLEiUxNTdVfbPZs4bdUtSr5kfd6/z6ZO7ewW82asklnFdmocyjaEzNw4EA6OjrS399fdG+EJH/66SdWrlxZsrmvwYMHs02bNpJokULv/KeffpJMr1OnTpw1a1b6J6ZMEa4a9etnSa9x48Zcvny5RNGRZcuW5YYNGyTRSkhIYIECBbh582ZJ9Hx9fWlra8uNGzeK0tFoNExISOCdO3doaWnJFStWiNJTqVS8ffs2T548SXNzc86ZM0eUGSYmJnLevHnctWsXzc3NOW7cOFGNHZVKxWbNmnHHjh20srJit27dRM9dT548mRMmTKCzszMrVaokyajO/Pnzef/+fRYpUoTNmzfXb/QkPv7dhPNHGjl375K2tsIutWqRUVEiA/8PIht1DkV7Ymxtbenp6SmJ5smTJ2lqasrHjx9Loufj40NjY2PeunVLEj21Ws28efPyyJEjkuiRZMOGDbl69er0TwQEkMbGwtUjC8Od/fv357hx4ySL79dff2WLFi0k01u7di0dHR2ZlJQkid6+fftobm5OLy8vSfTOnDlDpVLJXbt2SaJ3/fp12tracvTo0VRnchojI7RG//DhQxYvXpyNGjUSNdIRGxtLUlicV69ePTo6OvLKlSt666WmpjIsLIxxcXEcOXIklUolFyxYIKonrH3PISEhbNSoEZ2cnPjkyZOsiaxYIfyGihUjM2jcvG/StWu/M+lRo0Zx8uTJvHr1qrje/H8E2ahzKNoTc+bMGck0e/bsySVLlkimt2/fPnbo0EEyvaCgIFatWlV3kZOCPn368OTJkxk/2b+/cAXJwntYvXo1Z86cKVF0gjE0aNBAsotVcnIyq1evzjt37kiiRwqjJhmOSujJ7t27WbZsWUlWbpPkkydPWKhQIV6+fFkSvfDwcLZo0YIDBw6URC8lJYUzZ86knZ2d3hfaDzlz5gwLFy4s2eiJSqXiqFGjWKNGjcyPTqhUpKOj8Btasybd03fukDY2wtMWFg9YsWJ9VqlShVWqVGGBAgV0w/n29vbs06dPphv8bm5unDJlCq9cuaIb+QgMDGRoaGim3+/7hIeHs1evXty3bx/j4uJ02/39/fXSI8lZs2Zx4cKFadZQ+Pj46N2YPHXqlCijVpASpbWSSUNMTAysra0RHR0tWRFz7epOAwPpFuuTFLVqPFvx8hJWqJLA48dA+fLZHZEkSH1OUlNTYWRkJJkeACQnJ0OpVEqmFx8fD4tMZMLKLGq1GomJibC0tJRMMzIyEra2tpLpRUdHw8LCQtJzExMTk/nrzbZtQL9+Qi79N28AU1PdU+7uQiLAqCigVKkwTJx4DmZm7+5G2LFjB06dOoXatWujbdu2aNu2LcqVK5ep7+2JEyewceNGnDlzBiYmJmjVqhWqVKmCP/74A6tWrUKXLl2y9P0PDAzE3LlzcejQIURGRqJ58+bo0KEDXF1d0bFjR4wbNw6GmcxZrmX16tXYuXMnbty4gdKlS6N9+/YgiRs3bmDz5s1wcnLKkt7ly5fh4uKivx/oZe8yn0XsUIdMJuncWWjy9+yZ3ZHIyHw9qNVk6dLCb+d//0vz1K1b79Zq1qsnrN38kKNHjzI4OFhUCElJSTx16hRHjx7NQoUK6XroHTp0YGBgYJb11Go1b968ycmTJ7NkyZI6vXr16vH58+d6xfj27Vu6urqybdu2VCqVursBVq1alaXetVg/kHvUX4gv0aOWyYD794GqVQEDA6FifRZbujIy/0kOHAB++AGwsQF8fIB/rlG3bgk96ZgYoEED4PhxIFeuLxtKfHw8unXrhpcvX8LAwAAKhQJ2dnZYuHAhatasqZfmH3/8gblz5yI1NRVqtRpKpRILFizA8OHD9RqR9Pb2RuvWrREVFQWNRgONRgMXFxesXbs2U7knxPqBbNRfCNmo/0W+/x44eRIYMgRYvz67o5GRydmQQM2awJ07wC+/AHPmABBKvbdoIZh0w4aCSUs4c5DtaK0uO6b6xPqBnJlM5utHWxxj61ZAotKaMjLfLOfOCSZtZgaMHg1AqMWh7Um7uHx7Jg0IBv21rseRjVrm66d+faELoFK9KywgIyOTMfPnC/8OHgw4OOD6daEnHRsrVMP6Fk36a0c2aplvA22vev16IRGxjIxMem7dAi5cAIyMgIkTce3aO5Nu3FgwaQkX38tIhGzUMt8GzZsD1aoJJTCXL8/uaGRkcibz5gn/9u6Nqz6F0aIFEBcnlKw8dgwwN8/e8GQyRjZqmW8DheJdr3rlSmGyTUZG5h337gFHjwIGBrjSdBZatgTi44GmTYXNsknnXGSjlvkqePv27ed36tABKF0aiI4GVq3KcBdvb2+o1WrR8ZBEdHS0aB0ZmX+NWbMAAJe+m41WQwojPh5o1gw4ckQ26ZzON2XUCxYsQJcuXVC8eHEoFAoULVpUL527d++iZcuWsLa2Rq5cudCoUSNcvnxZ2mBzMFIYGQD4+vri9u3bonXUajUmTJjw+R0NDITbTQBhUVkGverdu3fj2rVromOKj4/H7NmzResAgLu7u2SfuYxMhty/Dxw5gouKxvj+6lTExwuzRYcPC4u/ZXI235RRT5s2DefPn4eTk5Peqf7c3d3RoEEDeHl54ddff8X8+fMRHh6O7777DmfPnpU4YmkgKUlRegC4evUqDh8+LFonMTERnTp1kiTd6Z49e/D3339nbufu3YFSpYCICGEI/APOnDmDvXv3io4pJiYGK1asgJeXl2gtT0/PzDVEMsHRo0cREREhiZacYuEbYvZsXEAjtDY4gYREA7RsKZv0V4Ve+cxyKC9fvtT9Xa5cORYpUiTLGrVr16aFhQV9fHx026KioliwYEE6OztnOuH951LGvR+rGIKDg9m9e3cGBQWJ1jpw4ABNTU35+vVrUToajYZ9+/YlAPr6+orSSklJobOzMwEwISEhcy/6808h/6GtbZqafNHR0TQ0NGT+/PlFVWoiSU9PTwJgy5YtRdcrvnLlCgFw6dKlonRI8ty5cyxRooQkFduePn3KlStXSlZwRKoiHjJZ5P59nkNjmiGeANmqFSlBxV2ZLCBXz/oI+hj1y5cvCYD9+vVL99yMGTMIgDcyWVLxYyfm1q1bbN68Obdt25al2DLir7/+or29PXv06CFaa82aNTQwMGDx4sVFa61atUqXZ1dsucbNmzfrtDKdrzc19V0e4zlzdJsPHz6s07p69aqouG7evKnTOnr0qCitgIAAAqBCoeD+/ftFaalUKtrY2DBXrlw8duyYKC2SdHFxYbVq1SSp5rV8+XLOmDGDYWFhorVSU1P57Nkz0Tr/Bc7W+42mSCBAfv+9bNLZgVij/qaGvsWinU+tW7duuue02z4255qcnIyYmJg0j/d59OgR2rdvj1q1aiEsLAy9evXSO87Q0FB07doV3bp1Q1hYGEaOHKm3FgAsXLgQP/30EzQaDZo2bSpKy9fXF7t37wYA2NjYiKqwpNFo8OjRI1hZWcHa2hoBmc06ZmgI/Pab8PfixcLiMgjTGs7OzihXrpzoeeqYmBiYmJjAxsYGly5dEjVMnD9/fpiZmYEkfv/9d/j5+emtZWxsjNatWyM2NhZt27bFokWL9NYCgMmTJ+Pu3buoWbMmRo0aJWoB3eDBg+Hm5gZHR0eMGzcO/v7+emsZGhpi//79qFatGpYtW4bg4GC9tQBApVJh7dq1uHXr1je1XuDshldoc20KkmCG1i6xOHAgTZEsma8FSZsNOQh9etSLFi0iAJ44cSLdcx4eHgTASZMmZfhabY/7w0d0dDT9/PxYv3593baLFy/q85Z0+Pn58bvvviMAVq5cWfTQa2RkJPPkyUMHBwf+9ddforRIct68eaxZsybHjRsnWishIYGGhoZ0d3dPMx3xWVJTyTJlhF717NkkhWH0ESNGcNiwYaI/My8vL166dImGhoaS1N/u2rUrq1Spwtn/xCqGPXv2UKlU0sbGRvSUiEajYcWKFQmAVapU4ePHj0XpnThxQvc7KFmyJL28vPTWUqvVbNasGQHQ0NCQrVq10rtKEkleu3aNSqWSuXPnZteuXblp0ya9qjiRQmWosWPHcvDgwVyzZg1v3LjB+Ph4vWPTh1OnSFODJAJk2wLuFDm4JSMCeej7I+hj1LNnzyYAnjt3Lt1z2mHxESNGZPjapKQkRkdH6x5+fn66E+Pt7c3ChQszX7587NChgz5vJw1HjhyhUqnk+PHj6erqKlpvxIgRrFWrFj09PRkSEiJKS61Ws2jRotyyZYtoMyRJd3d3KpVK/eY3d+0SjNrGhoyMJEmOHz+eAwYMEB0XKbzX3Llz88yZM6K1EhMTuWfPHjo4ODBR5NhkTEwMDx48yAYNGrB3796iY9uxYwdbt25NU1NT7tq1S7Rep06daGpqSkdHR9Fz6W/fvmW+fPkIgLVq1WLUe2sS9GHfvn1UKBQEwBIlSogq5RgbG8tGjRrpGiY2Nja8du2aqPgyy99/k0oTNQGyHQ4x6Z7Hv3JcmYyRjfojSN2jfvLkySd71B+iPTG3bt1i/vz5OWjQID548ED0vNrjx49paWnJjRs3MjU1NfMLrD6Cu7s7jY2Nee/ePVE6Wv7++29aW1tL1ntwdXVltWrV9Hvx+73qWbNIklOnTmVPCWtXt2/fnr/++qskWikpKSxWrBjXr18vid7z589pbm7OQ4cOiY4rKCiIu3fvplKp5Pnz50Xp+fr60s3NjT/99BNz587N69evi9I7f/48mzZtyjp16rB48eJ0d3cXpbdkyRJaWFgwb968rFOnjqhRhPj4eF2v38jIiMOGDaO/v7+o+D7HyZOkUil87dvjIJN/6P5FjyfzeWSj/gj6GPWuXbsIgBs2bEj33KlTpwiAy5cvz5SW9sTY2dlxxIgRolcZk2RoaCiLFi3K0aNHi9YihQU51atX55gxYyTRI4Xe0siRIyXTGzlyJAcOHKi/wO7dwhXL2pqMjOSMGTPYuXNnyeJbtGgRGzVqJJneihUrWLJkSUm+L1q9vHnzSrKAiyQXL15MKysrPnr0SJSORqOhRqPh3LlzaW5uLnpBnr+/P1UqFSdPnkylUslly5bpPaKj0Wi4efNmRkREcOjQoTQxMeHUqVP1bhQnJiby+++/56FDh9i8eXOamppywoQJDA0N1UsvMjKSu3bt4sGDB9M9d/w4aWIifOU7Yj+TFUrSQ+5NZzeyUX8EfYz6xYsXn131ndnWv/bEjBo1SpIhYJLs1q0bmzVrxpSUFEn0/vrrL+bPn1/vL8+HREZGUqlUir6Iv4+LiwtXrlypv0BqKlm2rHDlmj6d8+fPZ7t27SSL7/bt27SwsJDs1qO4uDja2tpmOP2iD2q1mi4uLpI2xsaNG8fixYszOTlZEj1XV1cqlUrRK/G1nDhxgvb29hw7dqwkelevXmXZsmVZokQJvdcjJCUl6T6vixcvsl69erS0tMxw9C4jnj9/ziVLlrBx48Y0MjIiAHbp0oUTJ07UPTp2dKWRUSoBslOey1TBiOzbV6943+fcuXOSXXNI8uHDh/T29pZMT6VScf/+/ZLe/nf69Gm+evVKMr1Hjx7JRp0RnzPqwMBAPn36NN0Qbc2aNWlhYZHm/t/o6GgWKlSITk5OWb6PWuyc2fv4+/szIiJCMj21Wi36nukP0XfxzcdITk4WP4x+4IBg1ObmTPb1lcxgSGFUQqqGjhaph0YDAwMlWfCmRa1WS9oYI4Xb3aS6X5sUPkMPCXuSycnJktzupkWj0fDEiRN8+/Ztpva9efMmp0+frlvYh3/u4e/Xrx/79evH775bSgMDFQHyh4bBgkkbG5MizSYmJoaFCxdmqVKluG/fPt31T4xx//bbbzQ0NGTHjh11HR8/Pz+9Ryw8PDyYN29e5suXj9OnT9ctOj1+/LjeMXbr1o0GBgZs1KgRt2zZwtjYWB49elTvNRU7d+6UjVrL9u3bOWfOHM6ZM4d58uShjY2N7v8f9sq0CTkuXLiQZvvNmzdpamrKIkWKcPHixVy5ciXLly9PQ0NDnjp1KtOxiB3qkJEQjYasWVMwawmH5WVksgMfHx+uXr1ad4fGkSOCJwNk584aqmrVF/7zkYWvWSUhIYH/+9//aGNjw5o1a/L8+fMcMmSIqDsKnj59ysGDB1OpVLJu3bqcOHEi69atq/d0QHJyMvfs2cPGjRvT0NCQbdu2Zb58+ThixAi9e9qvXr3izJkzWaxYMVpYWLBSpUq0sLDgn3/+mWUteej7PVxcXDK8RQpAut71x4yaFIYzmzVrxly5ctHc3JwNGzbMcL9PIRt1DuPsWeHiJUEvQ0Ymp3Do0DuT7tqVVB08JvzHzIyUeHQrIiKCkydPpqmpKQ0NDVm6dGnRI2hv377lL7/8QjMzMwKgs7MzX7x4IUrz6dOnbNeune7a37BhQ1Gr99VqNU+ePElTU1Od5tChQ7N0d4ZYP1CQckLfL0FMTAysra0RHR0NKyur7A5HBhDq+Z07B/TpA2zblt3RyMiI4tAhoGtXICUF6NYN2LFdA6MaVYBHj4DJk4Hff5f8mBEREejQoQOuXLkCAChVqhQuXLiA/Pnz66159uxZjBw5Eq9evUJKSgocHBxw9OhR1KpVSy89lUqF3377DV5eXggKCkJQUBCUSiX++usvVK1aVS/Nmzdv4uzZs4iMjNQ9ihcvjtmzZ8PCwuKzrxfrB7JRfyFko86BuLsDNWsKtasfPQLKl8/uiGRk9OLgQcGkU1OFOjRuboDRvt1Ajx6AlRXw+jWQO/cXOXZwcDDu3r2LO3fu4M6dO4iNjcXOnTtFmTUgVMkLCAjAy5cvERQUhB9++EFUZsP30Wg0iI+PR65cuSTRyyqyUedQZKPOofzwA3DgANC+vdAlkZH5yti/XzDn1FTgxx+FwSEjpgBlywIvXgBz5rwr9/ovkZycLJmpfouI9QM517fMf4u5c4W61YcPAzdvZnc0MjJZYt8+YZg7NRXo2RPYvh0wMgKwebNg0g4OwJgx/3pcskl/WWSjlvlvUaYM0Lev8Pe0aYA8oCTzlbB3r9CTVquB3r2FnrShIYDYWGDGDGGnX34Bsml4V+bLIRu1zH+PmTMBExPgwgXg77+zOxoZmc/y11/C9LNaLayF3LLlH5MGgEWLgOBgoEQJYNiwbI1T5ssgG7XMfw4WLozkIUOE/0ycKIwj6kl8fLxEUcnIZMzu3cIwt1oN9OsnjHLrTDowUDBqAFiwQGiAynxzyEYt88VJFWGE73PkyBFJdG7cuIG/q1UTVsV6egKbNumlk5iYiIULF0oSk9j62DLfJjt3vjPp/v0BV9f3TBoQhrwTEoA6dYSFkjLfJLJRy2RIQkKCJDpnz57F+fPnReuEhIRgxIgREkQErFu3DjefPXs3r/fbb0BMTJZ1nj17hlWrVknyWS1evFgSsw4ICMDFixdF68hkP3/+KcxFazTAwIEZmPSTJ0L3GhB61QpFtsQp8+WRjfobITAwEFLcaZeYmIjhw4fD19dXtNaZM2fQtm1blCtXTpQOSQwdOhQRERGiYwoPD8eePXtw9+5dYT7P2RkICQH+978sa3l6eiI8PBzbt28XHZeFhQW6d++O8PBwUToFChRA//79sX//ftExhYSEYN++fZJ8r2Syxo4dwly0RgMMGgRs2CDcrJCGn38WdvjhB6Bu3WyJU+bfQTbqbIAkrl69iuDgYNFaUVFRmDx5Mv744w8oRLaoPTw8UKNGDdy/fx+lS5cWpXXmzBm0a9cOtra2KFiwoCgtNzc3HDp0CEZGRqJ0AGDr1q1ITk7G3bt3QWPjdwa9ZAng55clLU9Pz39eugQajUZUXNbW1vD390e/fv1EGaNCoUDdunXRpUsXrF27VlRMefLkgaurKzp06AB/f39RWiTh5uaGgIAAUTr/BbZvf2fSgwcD69dnYNLnzgEnTwr3Zi1YkC1xyvyL6JV4VOazZJTbNTExkVu3bmXVqlXZpUsXUfrJyclcvnw57ezsqFQqRVVc0mg0XLdunS6X7Zo1a0TFdvr0aZ2W2JKSvr6+LFq0KAEwd+7corTUajVr1apFAwMDGhkZCZXDNBqyQQMhP3Lv3lnS69SpExUKBfPkycPDhw+Lim3atGkEQBMTEy5dulSUlqurqy4n8W+//SaqzKq2DnuuXLm4evVqUXWyr169ShMTE/bp04cPHz7UW4cUqmPt3r1b0up0OYGtW0mFQvg6Dh1KZvhxq9VklSrCTqNG/esxymQduShHDuX9E5OSksLZs2fTwcGBAGhnZ5ep8nYfIykpib1799ZdjCdMmCAq1sDAQPbs2VNnFGJLafr7+7Ny5cq0tLTknDlzRGmlpqbyzz//ZJEiRThw4EBRWiqVinFxcTQwMOD58+d15fDo7i5c9ADyzp1M650/f56tW7fm/Pnz9S7Rp2Xx4sVs06YNa9SoIbrc46tXr6hQKAiAu3btYlJSkt5aGo2G5cuXJwA6OjpmqYJcRgwdOlT3vW3RokWacrJZZeLEiTQyMmKTJk24bNkyvnz5Um+tt2/fSlpmUx+2bHln0sOHf8SkSXLTJmEnKytSz2pTMv8uslHnUD48MZs3b9ZdoPQpk/Y+Go2GY8eOpZmZGS0tLfUuDfd+rM7OzuzWrRt79OghSosUemHm5uZ88uQJ72TB+D5G586dOX78eFG9OS2BgYEEwPDw8LRP9OwpXPxcXIRediYZPXo0Bw0aJDquxMREBgQE0MDAgF5eXqL1Vq1axR9++IHt27cXrbV582aWLl2apqamvHr1qiityMhI5suXjwDYpk0bvUsQkkIjrk2bNrrfVefOnfWuu33z5k0WLFiQJUuWZKtWrThq1Chu2LBBku9cZti06Z1J//TTJ76CUVFknjzCjosW/SuxyYhHNuocivbEREVFcfny5TQxMeH48ePZrl07UUORGo2GP//8M+3s7PjgwQOuXbtWVJwajYZdunRhnTp1qFKpGBYWJkpPrVazcuXK/PXXX0XpaElISKC5uTmvXLkiid69e/dobGyc/hz4+JCmpsIF8J86v5lh6dKlbNKkiSSxkWSzZs04ffp0SbR8fX1pYWHBY8eOidJJSkriw4cPOXfuXNrZ2fH58+ei9Pbs2cOffvqJTk5ObNGiBWNiYvTWiomJYfny5ZkrVy5aW1tz8+bNev++Xrx4QWdnZ53xT548mSkpKXrHlllcXd8N6Iwc+Zl24vjxwo6lSpHJyV88NhlpkI06h6I9MQMGDKC1tTVPnz5NjUYjasibJH/99Vfa2try/v37ksS5cuVK2tnZiRqCfJ8dO3bQ3t5esjrchw8fZt68eSUbljx+/DgLFy6c8ZMzZggXwUKFyLi4TMdXrFgxSWIjSTc3NxYpUkSyntz//vc/FitWTPTQPCk06gYMGEBnZ2dRDTqNRsPIyEiGhISwdu3arFSpkqg1Fq9fv+bmzZvp5uZGW1tbtmzZUu/vc2hoKOvUqUMnJyfmzZuXRYoU4bJly/TuqZPC+7179y5DQkLSPbdhwzuTHjXqMyb99ClpZCTsfPKk3vHI/PvIRp1D0Z6YYsWK8enTp5Jozp8/n1ZWVnR3d5dE7/bt21QqlTxx4oQkeklJSSxatCiXL18uiR5J9u3bl0OHDpVMb9OmTaxZs2bGTyYkkEWKCBfCTPZqHz9+TENDQ1FDuO8TFxdHCwsLXrp0SRK95ORklilThr/99pskeiqVit999x0bNGjAZAl6dAkJCfzhhx9YsGBBenp66q2j7UUHBQWxY8eOzJUrF93c3PSOadeuXUxMTOTGjRtZqlQp2tractq0aZl+zwkJCTx69CiHDBnCAgUK0NramkePHuXJkyd1j1GjHutMesyYz5i0RkO2aCHs3KbNJ48tZsTuY+9FSmJjYyWfUhC7ruZDQkNDJf0ctVNuslHnMLRG/fr1a8k0T548yRs3bkimFxoayu3bt0uml5KSwu3bt0tyAddy+/ZtURfwD3nz5s2nh9EPHBAuhiYmZCaGeBMTE3n48GHJjJoUev3BwcGS6d28eVOStQJaIiMjuXbtWskuZGq1mgsWLBC91kKLRqPh7t27uWfPHkn01Go1Dx8+zCFDhmTqPYeHh3PcuHEsWLCgbhjd2NiYhQsX1j1sbafqTHrs2EwsizhyRNjZ2Jj09v7obr///jvHjh2bxXf4ccLCwpgvXz6uXr1asvM9ePBg1qhRg5cvX5ZE7+7duzQ3N+fYsWPp5+en2y5mFK569eqsUqUKt2zZwsTERJIUNYq0YsUK2ahzImKHOmSyCY2GbNYsUz0XGZlPoR3ynjVrFhs0aKCb9lqz5t1w9/jxmTDppCTSyUl4weTJn9z10aNHNDMz4969eyV6F+ShQ4fo4ODAli1bMjAwkKQw8qMvkZGRnDRpEpVKJTt27Mhnz57x0qVLDAgI0EtPo9HwwoULbNq0KU1MTDh48GC+ePGCvXr10nv9Q1hYGH///Xc6OjrS3t6eU6dO5dixYzl16lS9RgMiIyNlo86JyEb9FfP+XODx49kdjcw3gkaj4apV70x6woRM3mCwYIHwgvz5yUwYz5YtW5grVy56f6LnnVXevn3LNm3aMHfu3Pzrr7/YvHlz0aNIr1+/Zvfu3WlsbMxKlSqxdOnSotfw3Lp1i+3ataORkRENDAxYvXr1DNcGZJaUlBQeOHCAjRo10o2OdOjQIctrFuQ56hyKbNRfORMmCBfHEiWEHo2MjEhWrnxn0pMmZdKkfX1JCwvhRdu2ZfpYAwYMYMWKFenl5SU6uYwWjUbDDRs20MzMjAAkG2LfuHGjzgTLly8vegokIiKCtWrV0mk6OzuLnoLctm0bjYyMdJqVKlV6l4chE4j1AzmFqIxMRvz2G5AvH/DihZBeVEZGBCtWAKNGCX9Pnixkrs1Uxt8xY4D4eCGXd69emT7eqlWrAAB169bFJj2rw32IQqGAra2tLlXxsmXLsHPnTlGaJGFra4tRo0ahRo0a8PLyQrNmzRAZGam3poWFBbZs2YIDBw5g/vz5qFOnDsaNG4c3b97ordmnTx8kJibC19cX165dw9SpU3H58mWo1Wq9NbOCgpQz7n8JYmJiYG1tjejoaFhZWWV3ODL64OYmJF02MwM8PIBixbI7IpmvkGXLgHHjhL+nTAHmz8+kSR89CrRrJ+TzvncPqFAh08e8du0aOnTogLCwMNjZ2SEwMBAmEtWqjo2NxYkTJ7Bv3z5cvHgRZ86cQeXKlSXRTkxMxP3795GamoqGDRtKopkTEOsHslF/IWSj/gYggcaNgUuXgJYtgRMn5FKCMlli6VJg/Hjh72nTgLlzM/kVio8HypYFfH2FKll6VHe7d+8eunfvjufPn2P//v3o1KlTljU+H2Y8vLy8UK1aNcm1vyVko86hyEb9jfDsGVCxIqBSAbt3A926ZXdEMl8JS5YAEyYIf//yCzB7dhbaeT//DCxcCBQpIozmWFjoFUNcXBxGjx6N0NBQHD16VC8NGfGI9QN5jlpG5lOUKiV0hQBhvlDE3JnMf4dFi96Z9K+/ZtGkHz16ty5i1Sq9TRoALC0tsXnzZvTt2xfx8fF668hkL7JRy8h8jilTBMMODgamTk33dGpqajYEJZNTWbgQmDRJ+HvGjCyatEYDDB0KqNVAp05AmzaSxNS5c2dYiDB8mexFNmqZrw6NRiOJzqVLlzK3o1IJrF8v/L1+PXDtWpqn161bBylmkM6ePStaA4Akscjox//+J4xaA8DMmcIjS7i6AjdvApaWwPLlEkcn87UiG7XMv4JKpZJE5/bt2zh37pxoHV9fX0zNoHf8UVxcgAEDhL+HDhXmrCGY4qJFi/D8+XPRMW3atAkXL14UrXPw4EEEBgaK1pHJGgsWCIMvADBrltCbzhIBAe9cfs4coFAhSeOT+XqRjVomQ1JSUiSb09qyZQtOnz4tWsfLywvff/89ChcuLFprwoQJCAkJydqL/vgDsLcXFvcsXAgAePjwIXx8fHDy5EnRMUVHR2PMmDGi7800NzdHs2bNEBYWJkpHrVbj4MGDcg89E8yf/24pw5w5wm34WYIEhg0DoqOB6tWBkSMlj1Hm60U26m+ExMREPHv2TBKts2fPomPHjqLvu0xKSsKQIUMwatQoNGnSRJSWn58fmjdvjujoaDg5OYnSOnv2LPbt24e4uLisvdDOTrgpFhC6TE+e4ODBgwAgmVE/evQIGzduFKVTsWJFeHp6okWLFoiOjtZbx9DQEBcuXED79u3x9u1bUTElJycjOTlZlEZOZe5cYPp04e9584QV3lnmzz+BY8cAY2Ngyxbh3mkZGS165TOT+SyfShmnUql47NgxHj58WPRxgoOD+dtvv7FYsWKia0q/evWKHTt2JACuX79elNabN29YrVo1AmD37t1FaYWFhbFMmTIEwDJlyojSSk5OZunSpQmAlpaWWRfQaIRiHQBZrRqrVqhAAFQqlYyPjxcVW7ly5QiAdnZ2osr2aTQa2tnZEQDr1q0rqoCCp6cnATB37tzcvXu3qJh+/PFHTpkyRdKKctnNrFnv0oLOn6+nSFAQaWsriMyZI2l8MjkDOdd3DuXDE6NWq3np0iUOGzaMdnZ2LFWqlN6VXUjhAjpo0CAqlUoCEF0Det26dTotR0dHUaUqk5OTOXr0aF1e3IMHD4qK7eHDh2zTpg0NDQ3ZqVMnUVphYWHctWsXTUxM2LJlS/1K9wUE6C6sz/v1IwBu3rxZtAF1796d+fPn54oVK/SuJKSlcePGBMBOnTrxyZMnkmiZmZnR1dVVbx0fHx9aWVlRoVCwTZs2PHnypF6ViFJTUxkUFCR53eWsMnPmO5P+/Xc9RTQasmNHQaRKFVLCcqkyOQfZqHMoH56Yffv20cLCQnfBe/z4sSj9R48e6XpNNWvWFFV7lSS9vLxoZWVFAFy7dq0oLZKcNWsWHR0dWbp0aV09V32Jj4+ng4MDt27dyv3794uObeHChXRxcaFKpdL/Yu/mRgLUGBuzPMCnT5+KjislJYU9evTg+PHjRWtt3bqVy5YtE93oIsm9e/fSzs6O5ubmvH//viitTZs26Rpwffr00fvCtWrVKjo4OLBhw4YcPnw4V61axbt374qKLbNoNORvv70z6T/+ECG2e7cgYmREPnggWYwyOQvZqHMo75+Y+Ph4Dh06lKampgTArVu3itKOjIxk48aNWapUKRYrVkx0dRwfHx8WLlyYQ4YM4eTJk5kkslrUjRs3aGJiwsuXL/PVq1eitEhy2bJlLFmypOjGiJbWrVtz5syZ4kQ0GrJ9exLgXYDPPT0liW3NmjWsWbOmJFrJycksUqSI6IaXSqXiyZMnOWHCBBYpUkRU2UCNRsPvv/+e5cqVo4WFhaiG144dO2hoaEgANDEx4Y0bN/TWyiwaDfnrr+9MeuFCEWIhIaS9vSA0Y4ZUIcrkQGSj/oCdO3eyatWqNDU1pZ2dHbt37843b95k6rUuLi661v6Hj6wO32pPzI0bN1iuXDlWqFCBHh4enDp1qh7v6h2vX79mmTJl2LBhQ4aHh4vu4QQHB7NkyZLs1q0bU1NTRZthTEwMixcvzunTp4vS0ZKUlMQCBQpwy5YtkuilpKQwV65cvHjxonixoCBqcucmAUaMGydej+Tjx49pZGQkal75fVxdXVmoUCHRoxqk8Nk1b96cDRs2FNVLDwgI4KNHj7hlyxYqlUrOnDlTryFwkjxy5AhNTU1ZrFgxmpqacsyYMaKnDUhmWG9YoyF/+eWdSS9eLOIAGg3ZubMgVLEiKXLUQyZnIxv1e6xcuZIAWK9ePa5du5Zz5syhnZ0dCxQokKkfr4uLC+3t7enm5pbu4efnl6VYtCdGqVRy5MiRugulmHm1W7duMU+ePOzZs6foXi9JRkVFsUqVKmzVqpXo4VEt/fr1Y40aNUQXldeybt06FilSRDK927dvU6lUSmJcJJm4aZNuCFyKoUu1Wk1bW1ueO3dOguiE3nDx4sW5cuVKSfQiIiLo7OzMYcOGSaJ3/fp15suXj506dcrQHDPDxYsXee3aNV66dInfffcdlUolR4wYkeXfrJeXFxcuXMiGDRty6NChTElJ0T1UqhROmaLWmfSSJXqF+o5t294Nef9LQ/Yy2Yds1P8QFhZGS0tLVq1alSkpKbrt7u7uVCgUHDhw4Gc1XFxcWKRIEUni0Z6YnTt3SqJHCvO+v/76q2SLaB4+fMgOHTqIXq2sJTk5mT179qS3t7ckeiS5ZcsW7tixQzK9+/fvc9asWZLpJcTH84GTk3DRLVeOTEgQrfn777/z5s2bEkQn8Ndff3HdunWS6Xl6erJz586SNBZJ0s/Pjw0bNhQ9haPl6tWrbN68eaZHr65cucKqVat+dDRNeMzXmfSyZSIDfPWKzJWLBHirfXuRYmk5duyYqAV/HxIbG8vu3bvz5cuXkmn+/vvvnDt3rmSdg5cvX/K7777j9evXJdEjyV69enHmzJkMDw+XRG/Hjh2yUZPvFqlkNP/r4uLCXLlyffaLoTVqtVrN6OhovYfjSPEtqIzI7lWuMh8hJITMl0+4io8Ykd3RfJV8ie92VqZxkpKS+Pfff3PEiBF0dHRk79696e3tzWfPvDl4cLjOpFesEB0UWa8eCTC6QgXa5MolUjAtx48fp4mJCY8dOyaJXnx8PPv06UMbGxsePXpUEs3Tp0+zePHiLFu2LK9cuUKSoqZ6QkNDOXr0aJqYmLB9+/b08PAgKYxA6sv+/ftZvXp1WlhYcPz48fT39+fu3bvp7++vl96jR49koybJoUOHEkCGvbmpU6cSwGdb7C4uLjQyMqKZmRkB0NTUlK1ataK7u/tnj5+UlMTo6Gjdw8/PT3KjlsnBnDr1bvJSoguaTPag0Wj48uVLajTkpEnvTqskswfz5wtiuXLx5dmzBCBZz1LLhg0baGFhkanrVmbQaDRcu3YtlUolp0+fzvj4eJ4/f16UZkJCAqdOnUpjY2MOGjSIkyZNEt0QePXqFXv16kUjIyMOGDCA1tbWvHTpkt56Go2GZ86cYZMmTWhiYsLixYvT0dGRnnosHJWHvv+hTZs2BMCEDIYeV69eTQA8fvz4JzX69u3LqVOncufOndy/fz9/+eUXWllZ0cTE5LNzhjNmzMhwyEw26v8Q48cLF2F7ezIwMLujkRGBRkNOmPDOpFetkkD0zh1hThogt25leHg4ATDwC3xXfv31V+bJk4fe3t7ct2+fJJq3bt1i4cKFWaFCBRYoUIBhYWGiNR8/fsx69eoRAM3NzXn79m3Rmg8fPmSxYsUIgBYWFpIsHF2/fr3ump47d+4sD7PLRv0PTZo0IYAMh6u1w+J79+7Nsq6XlxfNzc3p7Oz8yf3kHrUMk5LIypWFC3Hz5qSIqROZ7EOjedfmAsg1ayQQjYkhS5QQBDt3JjUaqtVqGhoa8tGjRxIcIC0ajYZ9+/alra0tHR0dJVmMqdFo0twH37FjR9FTFomJiezSpYtOM0+ePKJv6fT09GS3bt3o5OSkawBcuHBBbz2NRsNjx45x7ty57N27N2vWrMkCBQpkaQRANup/+FSPetWqVZnqUX+Mfv9kn8rKIqkvMUct8xXg6UmamUlw/45MdqDRkGPHvjNpSdbgaTRkjx6CYOHCZHg41Wo1X7x4wTx58nDTpk2is8d9SFRUFFu2bKkzwD///FO0pkajobu7O4cPH05ra2sC4IYNGyTRffbsGVesWME2bdqwWrVqkvTWSTI8PJxnzpzhihUrRGWC/BCNRpOlhWayUf+DFHPUH2PmzJkEwGvXrmX6NbJR/4dZt064KBsbC8OdMl8FGg05Zsw7kxaZ7v4dGzcKgoaG5HvXkGbNmtHAwIAAJDdqUkiMNHz4cCoUClaqVEnSBXvx8fF0c3Nj69atJb3LgxTuHhGTVCcnItYPvpnqWTVq1AAAXL9+Pd1z169fh6WlJUqXLq2XtrbWcL58+fQPUOa/w5AhQIcOQEoK0KULEBmZ3RHJfAYSGDMGWL5c+P/GjcJpFM3jx8CoUcLf8+cDdevqnhowYAA0Gg1y5cql97XpU9jY2GDNmjW4fv06SOLMmTOSaZubm6NXr144duwYHB0dJdMFABMTEzg4OEiq+dUjbbsh+wgNDaW5uflH76MeMGCAbltgYCCfPn2a5v7hiIiIDFdfuru709jYmOXKlctSPHKP+j9ORARZrJjQk2rbVp6vzsFoNMJddQCpUJCS3YYcF0eWLi0It2yZ7juQmJjI3Llz87vvvpPogB9HpVL9KylWZTJG7lH/g729PebPn4979+6hUaNGWL9+PebNm4eWLVsib968mD17tm7fqVOnokyZMrh9+7Zu26VLl1C4cGGMHDkSy5Ytw9q1azF06FDUq1cPxsbGomsEy/zHsLUF9u0DlErg6FFg0aLsjkgmA0hg5Ehg9WpAoQBcXYGBAyUSHjoU8PICChQAtm8HDNJebk1NTdGrVy/UqlVLggN+GmNjY9SuXfuLH0fmCyFxwyHb2bFjB6tUqUJTU1Pmzp2b3bp1S7eKsG/fvgSQZiWgp6cnu3TpQicnJ1paWtLY2JhFihThgAED9JqDkXvU/z0yrKC1fr3QozIwIDN5m8jZs2dFxxIfHy8qYc9/AbWaHD78XU9aonTyAsuWvZuX/sS9vA8fPpSkLr1MzkZeTJZDkY36yyLVwpikpCTR9bJJYWixSZMm6Z/QaMjevYWLdt68Qi3rT6BWq1m6dOk00zf68Pz5cy4RnZD620WtJocOfWfSIgvapeXiRcGgM5lvVKpUrDI5F3noW+argaQkOlFRUVi7dq1oHY1Gg379+sHf31+01vr163WLdtKgUABr1wLlygHBwUCnTkBS0kd1Hj16BC8vL1y4cEFUPGZmZpgyZQoePHggSufs2bPw8fERpZHT0GiAYcOA9euF07NtG9C3r0TiAQFA166AWg38+CMwevRnX6JUKiU6uMy3imzUMh8lPj5eEnNVq9VYt24d/v77b9FaT548QY0aNWBqaipaa+rUqdi9ezdKlCghSic6OhqzZs1CUlISEhIS0u9gYQEcOiTMW9+6JbjERz5XrUHv3LlTVEzm5uZQqVT48ccfM44pkzg5OaFq1ao4ceKEqHhyChqNMHW8caMwZbx9O9C7t0TiyclA585ASAhQqZJwEIVCInGZ/zRSdu9l3vFvD32npqby4sWLkpRv9Pf3588//8zJkyeL1rp69SqrVKlCJycn0cO5e/bsoYWFBQ0NDUUnRNCWRAXA58+fi9KaMmWKTuuTtc9Pnxbmqj9RJ7Fdu3YEwFy5cmWYvCezJCUl6WIaPny43jokWbt2bQLgtGnT9D6HgYGB2V5URq0mBwx4t2RAghwg79BoyL59BXEbG1LCalMyXz/y0PdXyIsXL7B69Wr8/PPPSPrEMOjnIIm7d+9iwoQJcHR0xI0bN0T1NB8+fIg+ffqgaNGi2L59O6ZMmaK3VlBQEHr37o369evj/v37mDZtGoyMjPTW27FjB3r37o34+Hg0btwYdnZ2emuFhITgxo0bAABDQ0MUKVJEb63U1FQULFgQSqUSJUuWRFhY2Md3btYMWLxY+HviROD06TRPazQaFCxYENbW1ujZsye8vLz0jsvExARmZma6v0NDQ/XW6tGjBwBg/vz56N27N1QqVZY1wsPDUa5cOYwZMwaXL1+GWq3WOx590GiAQYOAzZuFnvSOHcLItGT88Ycwhm5gAOzeDRQvLqG4zH8eadsNMlo+bEE9e/aMw4YNY/HixXU5bcXUeA0ICGDNmjV1vabvv/9e1CrfwMBANm7cWKenT17094mOjmbr1q0JgEWKFBGdazgsLIz58+dnnjx5JKmtPHXqVNavX59TpkwRrfX8+XMqFAqGh4czMjLy0ztrNGS/fu96XhmsFC9WrJgkJQXPnTvHGjVqiF5UFhQURDMzM5qamoqKa+/evbrvV968ebl06dJ/pZedmvruIzc0JHfvlvgA+/dLXL1D5ltDXvWdQ/nwxISHh7Ns2bIEQDMzM9FVYnx8fHRDkoULFxY9FHzr1i06ODgwb968bNOmjegLqKurK83MzDhixAjRxqrRaNi5c2c2btyYjx8/5tu3b0XpxcTE0NramkePHpXEKNzc3FimTJnMvyApiaxTR7iwFy1KfvB+KlSowF27domOiyQXL17MmjVritY5dOgQV65cSXt7e1HVnrTpfBUKBV1dXb+4Uaemkn36vDPpv/6S+AB37rzL7T5ypMTiMt8KslHnULQnJioqirt372bevHlZp04dFipUSPR9k/v376eNjQ27dOnCwYMHi844dPDgQZqZmXHGjBm8dOkSfXx8RMenVCp55MgRxsfHi779xM3NjVZWVqLj0rJkyRKWLVtWsvuMR44cyf79+2ftRSEhpJOTcIGvUUPIYvUPderU4caNGyWJzc/PjwqFQnRFIlJoMLVt25ZNmzbV+7NLTU1ly5Yt+dtvv9Ha2podO3b8YnmdU1Pf3RlnaEju2SPxAfz8yAIFhAO0aEGKXIMh8+0iG3UORXtimjZtSisrK65du5ZqtVqUqSYkJHDYsGE0MzPjxo0bqdFoRFeEWbZsGZVKJbdIlO3h7NmzNDU15fbt2yXR8/HxoZWVFd3c3CTRU6lULFSoEDdv3iyJHknWqFFDv1EDb2/Szu5dmtHUVJJk06ZNuSwT999mlvr163PBggWSaIWGhjJ//vz83//+p7dGREQEExMT6evry++++4558+bVa0g9Li6Ohw4d4sCBA9PVHE5NJXv2fGfSImdy0hMeTpYtKxygbFkyKkriA8h8S8hGnUPRnpgOHTpIVhh+7NixrFChAj08PCTRu3v3Lq2trXnmzBlJ9FJTU1m+fHlJTWbu3Lns0qWLZEOkd+/eZenSpSVLMqFWq1mtWjU+ePBAP4Fr10ilUrjgjxhBajQcMWIEXSVLOE2uXr2agwYNkkzv7NmzLFasmKhV6VrUajWXL19OMzMz3slEpbHk5GRu3LiR33//PZVKpW7Ou379+mzYsCEbNmzIBg0a08HhNAHSyIjct090mCSFzHMxMTFkfDxZr55wzgoUIPUc6dFoNLx06ZKkw/9v3ryhu7u7ZHoajYabN2+WpJ61ljNnzmTqXGeWmJgYLlq0SJI7XrSsX79e0hivXLkiG3VO5EvcnhUZGSnJxfF9pKr7qkXKmq+kcKGQOnNTjkutuW+fkB4LIGfOlFz+S8wDS3lRJIXFkZklLCyMbm5u7Nq1K62srAiA8+bN45o1a7hy5VpWr+79T09azQMHpIuxbNmy/HPbNmH0Q7sY8PFjvfUiIyNpZWUlaQrRRYsWMXfu3JI15t++fcvixYuzSZMmkl0r5s6dSxMTE/72228ZFkLKKh4eHixZsiSLFSvGAwcO6L7v+jYuNBoNR44cSWNjY3bo0EFXHvmTt15+hsOHD8tGnRORU4jKZImVK9+tHF66NLuj+WpQqVQ8d+4cHzx4wJQUsls36nrSEmSG1ZGYmEhDAwOGd+okHMDUlLx8WbTuvHnzWLZsWdE5BrRoTaZgwYKijOV9wsLC2KRJEzo5OfHJkydMSUkR3SC/fPkynZycWLlyZT569IiHDx8W1QlJTk7mokWLmCtXLjZp0oR37txhly5dmPrPdJI+vHz5kn379qWRkRG7dOnCjh07cu7cuXppyUPfORTZqGWyzNy578x606bsjuarQqUiu3QRPjpjY/LQIWn177i7c4U2WY2BgWQHiIuLY/78+blJwvOtVqvZo0cPlixZksHBwbx+/bpoTZVKxZEjRzJXrlycM2cOhw4dKlozLi6OI0aMoFKpZNGiRfnjjz+KHv15+/YtBw4cSENDQwLgwIEDRWs+e/aMnTt31k2zTJ06NcuaslHnUGSjlskyGg05ceI7M5B8BdS3iUpFdu78zqSPHJH4ABoNH7Zs+a4RJeFCRFKYDy1YsCCDgoJE5VZ4n+TkZLZq1YqlS5dm4cKFJRliJsmFCxfqDOvUqVOi9RITE9mxY0edpphFilouXbpEGxsbneb48eNFmbVareb48eNpa2ur0xw9enSWNOXMZDIy3woKhZDhatAgIZVWjx7A/v3ZHVWOJiVF+Jj27QNMTIADB4C2baU9hl///qiozVO/bh3Qv7+k+v3794e5uTmqV6+OM2fOSKJJEk5OTvDy8oKfnx+2b98uWjMlJQUBAQG67IeDBg1CdHS0KE21Wo0ff/wRPXv2hLW1NaZMmSI6r3zDhg3x6NEj/Pnnnxg6dCj+/vtvzJ8/X289AwMDLF68GOHh4fD19cWxY8eQN29eyc5VptDL3mU+i9yjltGbD+8tkjxLx7dBcjLZsaPwMZmYkMeOfYGDzJ6t60nPsreX9LY+LatXr9b11AYOHCiZ7suXL9m+fXsCYPHixSWbBw8PD+eiRYtYvHhxSeNVqVQ8c+YMp02bxvDwcMl0SWGeXar3rw/y0HcORTZqGVF8mFJr587sjihHkZxMduggfDxKJXnihMQH0GjIqVN1Jj3+n7Sn8fHxEh9IYNWqVQTAihUrSq594sQJOjs7c9u2bZLqqtVqnjhx4oslrPmWkIe+ZWS+RQwNhQoS/fsLtY179RJqMspApRJKPh86BCiVwr+tWkl4AI1GqCO9YAEA4HaXLlgCoSyqubm5hAd6x4gRI7Bq1Sp4enqKKkuaEa1atcLjx49hZWUlqa6BgQFatWoFBwcHSXVl0qN/OSMZGZkvi6Eh4Or67t++fYGwMGD8+OyOLNtITga6dAGOHhVM+vBhoEULCQ+QmiqsEdi2TVgzsGYNoooXR8Hr1zF06FAJD5SeESNGAAAePHiAunXrSqqtVCrRoUMHSTVl/j3kHrWMTA4mSaUC1q8Hxo4VNkyYAPz8szAgm0lI4uXLl18mwH+R5GSgc2fBpE1NgSNHJDbpxESgWzfBpA0NhRGMYcNQuHBhTJ8+XVQJ2cwyYsQIVK5c+YsfR+brQjZqGZkvQEhIiGgNkpg7d65Q43jJEuD334UnFi4E+vUTljxnAg8PD2zYsEFULHfv3hX1erEkJwM//AAcOyaY9NGjQPPmEh4gNBRo0kRYNm5iIiwj79ULAFCsWDEMHDhQwoN9mi81vC7z9SIbtYwMBFN88+aNJFqLFi3CrVu3ROts3boVp0+fFv6jUACTJwvz1treXuvWQGTkZ3VOnjyJgwcPglnohX/Inj17sGXLFr1fL4akJKBTJ+D4ccDMTDDrpk0lPMCzZ0Dt2sDNm4CtLXD6NPDeMLGpqSlMTEwkPKCMTNaQjVrmq+XevXuIi4sTrRMWFoZ27dohKChItNbKlSsxadIkVKlSRZROaGgoJk6cCJVKlfaJ/v2F1VPm5sCZM4LBPHv2Sa2TJ0/i+fPnePr0qd7xFCtWDEOGDMG5c+f01tCHpCSgY0fgxIl3Jv3ddxIe4PJloG5d4NUroFgx4Pp1wMVFwgPIyIhHNmqZT5KamiqJTkpKCvbs2YN79+6J1vL19UXv3r0xf/58WFpaitK6dOkSKlWqhGfPnqF27dqitDZs2IDRo0fDzs4OBQsWFKU1adIkREREIDk5Of2TbdoA164BhQsD3t5ArVpCLzADYmNjcfXqVQDAwYMH9Y6nePHiSE1NxQ8//ABPT0+9dbJCUpLQsf37b8Gkjx8XRqclgQRWrhRcPyICqFlT6FGXLi3RAWRkJETCW8Vk3iOz981JVdkoNTWVt2/f5r1790RrRUZGctu2bWzXrh0vXbokSiskJIRz585lwYIF2aRJE1HvNyoqipMnT6ZSqaRCoRBVISg1NZUzZsyggYEBAXDOnDl6a5Hk8ePHmStXLl0NcjE8ffqU9evX1yWq+Chv35J16rxLOfrHH+QHlcEOHz7McuXK0dbWll27dtU7Jm9vb11Sju+//55xcXF6a2WGhASyeXPhrZmbkxcuSCgeH0/26vUuJWi3bsI2GZkvhJzwJIeS0YlJSUnhw4cP6erqyqFDh7JFixZ8+vSpXvoajYZeXl5ctWoVO3bsSBsbG9apU0fvhAwajYZ//fUX27RpQxMTE/6fvfMOa+p83/jN3ksQRUVQFCziHnXvPYrWvXf9ulCrVm2tonXUat174d5b694T90IExMkQBATZAZL790d+xF0h5yhI38915VJykjtPcpJzv/N5AHD69OlaaWWyaNEijZaZmRkfP36stZZKpeL8+fOpr69PAOzZs6ek2FJTU9/JCPXkyRNJeiqVinXr1mW5cuU4ZswYSVokOWfOHNasWZM7PpfvOzWV7N37jem0bElGRWkOKxQKbtu2TXKFptTUVDZp0oSWlpY8JHt2kXdJTiYbN1a/HTMzUmJb8V2Cg8ly5d4kkpkzR53cRCD4ggijzqW8f2ISEhLYuHFjjTHY2tpq6pxqQ2aPMFOvVKlSkuvF/vPPP9TR0SEAtmnTRnJvf8+ePRqjXrRokSQtlUrFYcOGsUCBArSyspJk+qT6/JQsWZJeXl4cPHiwJC2SPHbsGE1NTRkREcFnz55J1mvevDm9s1qbWqUily9Xp+gCyCJFyPPnNYd37dpFNzc3yTElJSVx9OjRbNiwoWStT78G2ajRG5OWoZKkGpWKXLuWtLBQi9vby9xNFwg+jTDqXMrbJyYjI4OrV69m4cKFZTFppVLJZcuW0cbGhvny5aODg4Ok2rNKpZLz58+nsbExW7duTVdXV0mpT1UqFadPn04jIyP6+PiwXbt2VL43JJtdvZ9//pn58+fn/fv3eeLECa21MvU6derEqlWrUqFQSM4BrFKpWKVKFY4fP16STiapqak0MTHJfnnC27dJV9c3vcXffycVCu7du5clSpSQJbbnz59TX1+ft2/flkXvbZKSyAYN1OGbm7/T1pBGTMybGpgAWbs2GRIik7hA8HmEUedSMk/M1q1b6e7uzoIFC3LZsmXs2bOnpIvczZs3WbVqVRYoUICbNm3i3r17JZl+eHg4mzZtSnt7ex48eJBJSUn08/PTWi8lJYXdu3ennZ0dz///lTYlJUVrPZVKxbFjxzJfvnyS3ufbLF26lDY2NpIaN2+zZ88eWllZ8dWrV7LonTx5klZWVto1IOLj3xT0AMiyZXlu/nw6OzvLEhtJdu3aVaupB5VKxfv373P+/PlMS0t751hiIlm//huTvnBBpmAPHyYLF1YL6+uT06ap86gLBF8RYdS5lMwTY25uzqlTp2oW30hJ6j9v3jwaGBhw6NChjI2NlRzjgwcPaGtry5YtWzIyMlKynkqlYsOGDenh4SF5zjeTpUuX0traWpZFciT59OlTGhsbc7+MRYsrV67MqVOnyqb366+/8scff5Qmsm0baWdHAlTq6XGupaV6PlsGrl+/TkNDwyxNtSgUCp44cYLDhw9n8eLFCYCurq6cPHmy5vbbb9Pp7PyEgHpk+uJFGYJ88YLs3PlNg8XVlbx2TbJsqkyfYSZy/I7fJjU1VfIU2PvI9VvO5NmzZ7IuRlQqlbI14jO5deuWrOc6ODhYGHVuJNOo5SoET6q/PNevX5dNLyMjgzt27JBt5TmpLtouZ8WwV69eyT7MevXqVVn1nj9/zoSEBNn0FAoFX7x4IV0oMpJs1+6NWbm4kAcOyLJ4KigoKEuPe/78OefMmcP69etrFgIWKVKE7dq1Y7t27ejp2Y12dn7/35NWMbuj/R+gVJLLl1NpZUUCVOnqkiNHqrvsEpk7dy7btGkjWSeTxMRE2tvb8/Dhw7JpTpo0iRUqVJCtARAeHk5TU1P+9ddfsl0nevbsSVdXV9muZb6+vjQwMODgwYNled8qlYrVqlWjs7MzN27cqJm2k/L+ly1bJow6NyLKXApyDdu2kQ4Obwy7eXMyMPCrhxEbG8utW7fSy8uLaWlpTEhQTxcDpKUlefmyxBc4cYKsUEHzPq8DTJZtDJ308/Ojnp4eQ2Sc3549ezYdHBxk6wUnJSWxdu3arFmzpmy91jNnzjBfvnzs378/09LSJBt2amoqR48eTUNDQ86cOZNKpZLh4eGSNG/dusXvv/+eBQoU4ObNm5mUlMSjR49qradQKDh//nza2dmxQoUKPH78OGfOnKl1x0sMfedShFELchXx8eTYsaSBwZv52p9+ImVYoa5tOLVqvTFpX18JYnfukM2avWmIWFoycvx46gHMkHk+unbt2pw0aZJsekqlknXr1mXHjh1l67HGxcWxYsWKbNKkCVNTU2VpWAQFBbFkyZJs2LAhL126xD179kjWPH78OB0cHNigQQM2b95c8iLRzEW21tbWrFKlCs3NzXnjxg1JmnFxcfz1119pYmJCU1NTFi1aVKupAGHUuRRh1IJcSVCQeq91pqkZGJCDB3/VVdDx8WTNmuqXt7Iir1zRUujqVfXQvo7Om8aHlxf58iXv3LlDPT09OcMmSW7atImFChWSvFPgbZ4+fUoLCwtu2rSJ+/btk0Xz5cuXLFWqFFu3bs2KFSvK0mCJiYlh3bp1aWJiQgcHB1mGmaOiolizZk0CYP78+WVpVNy6dYumpqYEwAIFCkjeyqlQKNi/f3/NVlgnJ6dsL0QVRp1LEUYtyNVcuEA2bPjGsPX1yS5d1OPPXzAByOvXZI0a6pe0ttZifZdSSR49+mYfV+atfXvy4UOS6rnEa9eu0dTUVPb4U1NTaWdnx1mzZnHbtm2y6fr4+NDc3JxWVlayLGJKS0vjggULNOaydetWyZpJSUns1KmTRrN///6SNZ89e8YmTZpoMgRWr16dCoVCkubly5c5duxYVqxYkTo6OnR1dWXUW0mAsotKpeLDhw+5efNmjhgxgjVq1KC7u3u28iUIo36PzZs3s2LFijQ2NqatrS07d+6crdbP9evX2bRpU1paWtLc3Jx169bVKo2mMGrBN8GZM2Tduu+aXuXK5Jo1ZFycrC/1+vWbjKfW1mS21hKFhJB//EEWK/Zu46JnT/K97YRXrlyhp6cnjY2NOXToUFl7v+vWrWOJEiUIgL/99pssmvHx8axbt67GAA8cOCBZU6VS8cCBA5pY3d3dZelVJyQkcPHixSxZsiQB8OTJk5I1STIiIoKLFi1irVq1OHz4cFk0SXWPfdu2bfTx8ZF10WxaWlq2dsoIo36LhQsXEgBr1qzJpUuX8o8//qCtrS0LFSrEsLCwzz7/6tWrNDExoZOTE2fNmsUFCxbQw8OD+vr6PH78eLZiEUYt+Ka4cUOdijQzuxmg/n/btuT27ZJzYcfFkdWqqWVtbNQv91kiI8mVK9Xzz7q678xB08uL/EQDXKFQ0MzMjADYrVs3SXG/z6tXrzTm17dvX9l0U1JS2KdPHwJg7969ZdNVKBScNWsWLSwsZOlVZ6JUKnnw4EEOHDiQycnJsumSZEhIiOzb4HKaHDFqJycnTp48mc+fP9fqRb8E0dHRNDc3Z8WKFd9pQV+7do06Ojrs16/fZzWqVatGMzOzd4Y04uLiWLhwYZYsWTJbLTJh1IJvkpcvyenTye++e7eXbWSkTsA9e7baZd9LWPJvxMWR33+vlsmXj/zklviUFHUPf+JE9ST22+YMkHXqkOvWZanR0LJlSwKQZdHT+9y/f5/m5uZs0aKFrLoqlYpLlixhgQIFPkgII5WIiAjOmTNH1l5lJlKyDv5XyBGjLlu2LHV0dKivr8/mzZtz165dsg4vacPq1asJgGvXrv3gWN26dWlhYfGvcx+PHj36ZGs2M6f25WzsHxFGLfimUanUKUnHjiWdnN41TIA0MVEv2x4yhFy0iDx5Ur1Q7b395LGxZNWqb0z61k2V2rn9/cn9+8m5c8l+/cjy5dVD2e+/TqVK5NSpau1sMH/+fJqZmcne28tkz549rFSp0hfRPn/+vOwJPAQ5i1Q/0NemNOadO3dw/fp1rF69Glu3bsXRo0dhZ2eHXr16oV+/fnBzc9NGVhJXr14FANSoUeODYzVq1MDZs2cREBCAsmXLavX8zMd8qmaxQqF4p3ZwfHx89t6AQJCb0NEBypVT32bMAB48AI4eVde99vUF4uKACxfUt/cxMwMsLBBnVABNIjfgWmoZ2Oq+wkmdDij3/XkgPf3Tr1uggLrodIMGQOPGgJOTVuE3btwYly5dgomJiVbP/xxt2rTBy5cvv4h2rVq1voiu4NtFK6MGgMqVK6Ny5cqYO3cuduzYgdWrV+Pvv//G33//jRo1amDAgAHo0KHDF/uhvE9YWBgAoEiRIh8cy7wvNDT0k0ad1ed/ihkzZmDy5MnZC1og+BbQ0QHc3dW3kSMBlQoICgKuXAH8/dUmHhgIhIUBSUlAUhJikwzQBCtxHWVghyicVDVE2Zh7bzQtLQEXF6BECcDVFahUSX1zdFS/nkRKlSqFESNGSNb5NwYMGPBF9QWCTLQ26kyMjY3Ro0cP9OjRA48ePcKkSZOwefNmXLp0CV5eXujZsydGjRoFJy1bxlklOTkZAGBkZPTRGN9+zJd4/vjx4/Hzzz9r/o6Pj4ejo2MWIhcIvjF0dYFSpdS390lIwKuAl2jcywE3H5jCzioNp+Y9R5lSKwAjI8DOTn37wg14HR2dT45+yfkaAsHXQLJRA0BGRgb27t2L1atX4/jx49DR0UHjxo1hYGCAJUuWYPXq1di8eTM8PT3leLmPYmpqCkA9BP1+Lz4lJeWdx3zu+e+TlecbGRl91OQF/21IQqlUQl9flp8arl69igoVKsDAwEAWPQB4+fIl7O3tZdF6lW6BRgMtcOsBkD8/cOqUITw8KsmiLRD8V9GV8mR/f3+MGjUKhQoVQseOHXHnzh2MHTsWjx49wpEjR3DgwAEEBATAzc0Nv/zyi1wxf5TChQsD+Pjw9L8Na8v1fEHe4MaNG4iOjpZF69SpU+jbty9IStaKjIxE7969sXz5ctlMOiQkBL169cLRo0dl0YuJARo2BG7dAuztgdOnAQ8PWaQFgv822qxAW7VqFatXr05dXV3q6emxWbNm3L179yc31Pv4+HyRdH7vx4R/WfVtbm7+r6u+M8uQ/duq70vZKO0jVn1/iEql4q1bt2QpQKBQKLhv3z4OHDhQcqWptLQ0btu2jTVr1mT79u0lx+br68uGDRsSAPfu3StJKyMjgwsXLqSVlRV1dHQYEBAgOb74+Hj+9ttvNDY2ZqlSpWRJhBEVRZYrp16obW9P3r8vWVIgyDPkyPYsHR0dFipUiL/99luWsn5duXJF1k38HyMqKoqmpqaf3Ef9dnKC8PBwPnjw4IPa0FWrVqWZmdk7+8Nfv37NIkWK0MXFRfZ91CqVSraqOXFxcTx//jy3bdsmeV/jixcvuGvXLo4aNYqDBw+WVEP71atX3LZtG/v06UMHBwf+9NNPWu/lVCqVPH36NAcMGEAbGxvJ+2TT0tL4559/skiRIgRAW1tbRkREaK2XkZFBLy8vTYapOnXqSNq3qlKpOH36dBoYGBAAO3bsqLVWJqGhoSxfvrwmxh07dkjWjIoiy5ZVm3SBAsKkBYL3yRGj3rNnj+xVaeRg3rx5msxky5Yt49SpU2lra8uCBQsyNDRU87hevXoRAE+fPv3O8319fWlsbEwnJyf+/fffXLhwIT08PKinp5ftkmnvnxiVSsWNGzdy7NixbNeuHcuWLcvChQt/EEN22L9/P3/44Qc6OzsTAB0cHHhfwlXSz8+P3333neYi7u7uLilH7suXL1mtWjWNXpMmTSQlckhJSeHgwYM1eqNGjdJaK5OlS5dq9DZt2iRZz8fHhzo6OgQgS93rNWvW0MTEhGZmZrx165ZkvZSUFDZp0oSGhoasUKGC5Ebdy5dkmTJqky5YkHzwQHKIAkGeQ6QQfY+NGzeyQoUKNDY2Zr58+dipU6cPqqd8yqhJdRrRxo0b08LCgqampqxTp45WZvr+iVEqlZwyZYrGFBwdHen3Xo7i7KBSqbht2zYaGhpqKroEBwdL0tu6dSsLFSpEAHRxcZFUI1alUnHDhg20tbWlrq4uPTw8GCchd7RKpeLq1atpampKFxcX1qhRQ3L2pmXLltHQ0JADBgxg69atJWdtWrFiBY2MjLhr1y6OGDFCkhapbogZGhpy37593Llzp2Q9hULBli1b0sPDg6dPn+Y///wjSS8ykvTwECYtEHwOYdS5lMwTExUVxbVr17J06dK0srJi8eLFWbZs2Xd6+NkhM9l+hQoVaG1tzQ4dOrBkyZLZquTyPlevXmXNmjVpbW3NuXPn0sPDI9tl3N7m8ePHbNq0Ka2trbl69WqOGzdOUnxxcXHs1KkTraysuH37dl68eFFSObyMjAwOHz6c5ubmPHjwINPT07OUC/7fWLRoEY2NjTXmJ3XE6eLFizQxMeGqVask6WSSlpbGNm3asFSpUppiAlIaJpGRZOnSapN2cCADAtQjKA//v4KVQCB4gzDqXErmiXFwcGDhwoX5999/Mz4+nhs3btT6ZJ09e5ZVq1alpaUlJ02axNjYWD58+FDrxVQvX75kjx49aGBgwGHDhmnmy6Uszpo3bx5NTU3ZsWNHjY6U9LLXrl2js7Mza9SoIanxkElCQgJbtGhBJycn3r17V7IeSc6dO5empqY8duyYLHp+fn60sbHhtGnTZNHLyMhgx44dWaJECckNEpKMiCDd3DIIkHZ2qdyy5QYvXrzI06dP08LCgqVKleKYMWN47ty5HE8t/F9E7nzecufy/hLfCblzo8tdFCQ6OloYdW4k06iXLl0qub5qJps2beKvv/7KmJgYWfTi4uLYtWtX+vv7y6JHkn/88Qf3798vm97Nmzf5+++/y/bjTktL46hRo7JVou5zbNmyRdJag/cJDQ3lX3/9JdsFV6VS8c8//5SliM6LF2/qdejohNLCoiKtra01t8y6wgBoY2PDYcOG8dWrV5/V9ff3p6enp2znWaVSsWfPnvT19ZVFjyT/+ecfDhw4UDa95ORk1qtXT7YGI6ke2enTp49s5hoeHk53d3dZP8d+/fqxf//+khapvo2vry+dnZ15+PBhWfRUKhUrVarEfv36SVpc+jZz5swRRp0bEduzBHmNFy/IUqXUJl2kCPn+KHdERAQrVqzI0aNH88yZM9ky3cTERDo4OHD58uWyxfvTTz+xVatWsukFBwfT2NiYJ06ckE1z2LBhLFmypGzXiYcPH9LBwYFDhw6VpaGnUqk4adIkmpiYSN5qmMmDBw9YtmxZenh4aDoJUmJNT0/nX3/9RWNjY/bs2ZPR0dFMTU1lbGys1pp37txhgwYNaGFhwZkzZzI1NZVnzpzROs6IiAhh1LkRYdSCvER4+BuTdnQkP7ZuUWpvePXq1SxQoAAT3qvApS2PHz+mvr4+b36yrmb28fb2ppubm2xDowqFgtWqVWO7du1kG0G5f/8+bW1tOXbsWKpUKqakpEjW9PHxoZGRERcsWMCwsDA+efJEkl5ycjIHDhxIU1NTrl27llOmTJG02JQkg4KCWKdOHdrb23PmzJls3LixpCFxlUrFvXv30sXFhcWLF2eZMmU4YsQIrc6TmKPOpQijFuQVwsJIV9c3Jv3o0Zd5nYyMDJYpU4YTJ06kUqmUZfi2d+/ebNeunQzRqUlJSaGLiwunT5/OxMREWcz1+fPntLOz45w5c2Rb53Djxg1aWVnR29ubnTt3lkXz+PHjtLCwYNWqVdmiRQtZ3vvWrVtpYWFBAwMDduzYUbKmUqnk0qVLqa+vTwAcOHCgZM3U1FR26dJFM6Xz+++/Z1tDGHUuRRi1IC/wtkkXLfrlTDqTI0eO0NTUlOPGjZNl7URgYCD19fW5fft22YasDx06RBMTE3bo0EGWTHEkeezYMRoaGtLGxka2WtT79+/XmMupU6ck6yUkJPB///ufRnPbtm2SNf39/VmiRAmN5rJlyyRrrl69mra2thrNOXPmSNJLSEjg77//zrp169LExIQA+Ndff2VLQ6ofSMr1LRAI8i5hYUC9euqKlk5OwJkzQPHiX+71SOLZs2cwMDDAn3/+CV9fX8maAQEBcHZ2RseOHXH9+nVZYgwKCoK+vj527NiBkydPyqJ55swZKJVKxMbGwsfHR7JmRkYGrl27pikUNGnSJMk5501NTdGsWTNNvezhw4cjLi5OkuZ3332HEydOYNq0aShVqhSGDx+Ou3fvStLs27cvIiMjcfnyZUyYMAGbN2/GwYMHtdYzNzfHlClTcObMGcTFxcHX1xd6enoICgqSFGe20MreBZ9F9KgF3zIhIWSJEuqetLMzKXFKMssEBARoku7IscI6KCiI9vb2BMCePXvKEKF6Vb6HhwcByDasnpGRwenTp1NPT492dnay7RR5/PgxO3ToQAA8fvy4LJokefnyZbZr146DBw+WTVOlUvHatWtcsmSJ7FvCpM5/S0UMfedShFELvlWePyddXN6YtAzb17PFw4cP6ejoyHLlysmid/PmTVpaWrJy5cqy6JFkbGwsa9euzXz58slqKr6+vixevDh37dolmyZJnjt3jsOGDZN9j/WjR49k38OcFxFD3wKBQDaeP1cPdz96BBQrBpw9qx72/pqUKFECZ8+eRWJiIpKSkiTrVahQAQcOHMDTp0+hUqlkiBCwtrbG0aNHUadOHclDtW/z/fff49atW0hLS5NNEwBq166NefPmyVJy9W2KFy8ua210wcfRodxnTgAAiI+Ph5WVFV6/fg1LS8ucDkcg+CzPngH16wNPnqjnos+cARwdcy6e58+fQ6VSwdnZWRa9/fv3o3LlyihUqJAsegCgVCoREhIiW4yCvIlUPxBG/YUQRi34lnj2TN2TfvoUcHEBTp/OWZP+UpCEjo5OToch+I8h1Q/E0LdA8B/n6dM3Jl2iRM73pL8kwqQF3yLCqAWC/zBPnrwx6ZIl1SZdpEgOByUQCN5BGLVA8B/l8WO1ST97Bri6qoe7CxfO6agEAsH76Od0AAKB4OuTadIhIW9MWsY1VgKBQEZEj1rw1VGpVLJtEyGJkJAQWbbxZOo9fvwYjx8/lkUvE4VCgYyMDFk1teXRI6BuXbVJu7mph7uFSQsEuRfRo84BlEolXr16haioKMTGxqJatWrQ09PTSkuhUCA8PBxhYWEICwtDZGQkunTpgvz582dbS6VS4cWLFxqjevLkCZ49e4ZBgwahatWqWsXn7+8PPz8/BAQE4MGDBwgMDMT//vc//PTTT1rpPX78GKdOncLdu3dx584d3L17F//73/8wffp0rfSSk5Oxc+dO3Lp1C7du3cLt27dRrlw5SSkHg4KCcOPGDfj7++P+/fvw9/dHly5dMHHiRK015SI4WN2TDgsDSpVS96QLFszpqAQCwb8iT94Vwft8LBPN2rVraWtrSx0dHQKgvb09T58+rfVrBAQE0MHBQZN83tramkePHtVaLzU1le3atdPomZqact++fVrrkeSWLVs0evr6+ty4caMkvdDQUBYsWFCjOW3aNEl6KpWK3bp10+g1atRIckH7q1ev0sjISLaiACQ5Y8YM1qpVi+XKlaOLiwuLFi3K1atXZynTVEZGBhUKBe/eTaaDQyKBZJYqpWJEhOSwBAJBFpCamUz0qL8C6enpOHjwILZv346YmBgAQPXq1bFjxw4U1mL1Dv8/if/ixYvx8uVLAICbmxv2798PV1dXrWK8e/cu5syZg/3790NXVxf29vY4ePAgKlWqpJVeeHg4Zs+ejeXLl8Pa2hoKhQK7du1C8+bNtdJLTk7G0qVLMXPmTJibmwMA5s6dixEjRmilRxLHjh3DhAkTEBwcDAcHB5QvXx67d++GsbGxVpqxsbFYsGAB5s+fD0tLS7x69QqrV69Gr169tNID1MUVTp48iRs3buDChQsA1Od6586dKF++vOa9JCQkIDIyEpGRkYiJiUF8fLzmplAoEBMDrF0LJCYCdnZA69a6WLvWCFZWVrCzs0OhQoVQqFAhODg4aAo5CASC3IEw6i/M77//jq1bt4IkevXqBWtra9jY2GDOnDkwNDTMllZCQgI2bNiAxYsX49mzZ+jRowe2bNmCNWvWYMuWLbC2ts6WXqZZ/f333zh16hTat2+PixcvYuHChfjjjz/gpEXuyCdPnmDmzJnw8fFBrVq1cODAAYSGhqJkyZKoXr16tvVSU1OxYsUKzJgxAxYWFpg3bx6aNm2K3bt3Y8CAAdnWA4Dz58/jt99+w82bNzFixAgcP34cu3fvRrdu3bQyqZiYGMydOxcLFy6Ei4sL1qxZAzs7O8TExMDT0zPbeiRx7do1bNq0Cdu2bYNCoUD79u1RunRpVKlSBbNnz0ZsbCxOnTqFkJAQREREICUl5ZN60dHAunVqk86fH+jVCzA1VeHcuXPw8/ODq6sr3NzcYGtrC319fRQvXhzu7u4oVaoUTExMsh2/QCCQF5GZ7AuRmYmmUaNG+N///ofWrVvD0NAQz58/R9GiRbXSnDJlCjZv3ozBgwejV69esLKyQmJiIkxMTLSa437+/DnKlSuHPn36YPjw4RpjTk9P1zp/b8uWLaGrq4vffvsN1apVAyAtG9SePXswevRoTJw4Ed26dYO+vrS2pUKhwHfffYc2bdpg3LhxsLe3l6QHAOPHj8epU6cwceJEtGjRAjo6OpLe89OnT/Hdd9+hVatW6Nq1Kxo3bowXL17gwIEDMDMzQ0RExAeL8XR1dWFnZ4cCBQrAzs4OVlZWsLS0RGSkJX780QwREfoA/GFo2BI6OtEA1GsS0tPTNRp2dnaoW7cuSpcuDR0dHejq6sLDwwM1a9ZEgQIF3nm9ixcvYvv27Zg2bZpmhEMKcXFxmD9/PiZMmKD1eo33Wb16NWrVqgU3NzdZ9AIDA3H27Fmt11e8T0ZGBmbMmIHBgwfD1tZWFs0zZ87g2bNnkkZx3iYpKQnjx4/H5MmTYWNjI4vmkiVLYG9vj/bt28ui9+zZM0yePBmzZs2S7XP08vJCvXr10LZtW1mS5OzatQvt27cXKURzG18ihWhqaiqMjIxkza6Umpqq9VDvx1AoFLIOnapUKiiVSlkT/6elpWV7NOPfUCgUMDQ0lO28kMTTp0/x4sULBAcH4/nz5x+sGLexsUHRokVRtGhRFC5cGHZ2dh80Yh48ABo0ACIiADc3BRYtCoCNzRudQ4cO4c8//0Tjxo3RunVrtGjRAvr6+vD394e/vz8iIyM1j3V1dUWdOnVQ5P+zody5cwd9+vTBq1evsHz5cjRt2hQZGRlaN6RiYmJQsWJFdO/eHdOmTdNK43169+6N4OBgnDt3Drq60je4+Pr6om7dujh58qSmJrMUMjIy0KxZM5DEkSNHZPmOHzx4EO3bt4ePjw+6dOkiWe/169fw9PREdHQ0Dh8+DEcZUtatW7cOgwYNwv/+9z/MnDlT8vsOCQlBr1694O/vjxUrVuCHH36Q1FAmifnz52PixImoXr06Fi5cCFdXV7x+/RpWVlZaaV68eBG1atUSRp3bELm+BdlBqVTi2bNnCAwMREBAAF6/fv3OcSsrK5QoUQLFihVD0aJFP/ud8vdXm3RkJFC2LHDypHpu+m0CAwPh5OT0yYbaixcvcOHCBfj7+2t68OXLl0fjxo1hZmaG9PR0zJkzB97e3ujQoQNatWqFxMRE9O3bV6vP4Nq1a6hTpw62bduGH374QSuNt4mNjYW7uzvGjx8PLy8vyXoA4O3tjbVr1+LOnTtaX7TfJiYmBlWrVkXLli2xYMECGSIEduzYoZkWa9u2reT85gqFAj179sTFixdx+PBhFCtWDAYGBpIa5Ldv30b79u1RsGBBbNu2DYGBgWjQoIHWeiqVCkuWLMHYsWPRrl07DB8+HDdu3JA0+vHixQv88ssv2L59O0aNGoXHjx9j5MiR+P7777OtJYpy5FKEUQs+h0KhQHBwMAIDAxEUFITU1FTNMX19fTg7O6NEiRJwcXGBnZ1dli+2/v7qKlgvXwLlyqlNWsqIYExMDM6fP4/bt28DAIyNjdGoUSNUrFgRurq6ePjwIQYMGIDz589DV1cXR44cQcOGDbV6rRUrVuCXX37B9evXoaenh2LFimkfOIB9+/aha9euuHfvHhwdHSX33tLT01G7dm24ublh7dq1SExMhIWFhSTN+/fvo1q1apg3bx4qV66MsmXLSh6d2bBhAwYMGIC9e/fCz88Po0ePlqSnUqkwatQorFmzBv3794eNjQ0mTJggSfP169fo3bs3Ll26BCMjI8yYMQPdunWTpBkcHIzevXvj5s2bSE9Px8mTJ1GnTh1JmufPn8fgwYPh5+cHW1tbnD9/Ht999122NIRR51KEUQs+RmpqKgIDA+Hv74/g4GAolUrNMTMzM7i6uqJUqVJa1/n181P3pKOigPLlgRMnpJn024SGhuLgwYOIiIgAABQrVgw//vgjzM3N4e3tjSlTpgBQ9/4vX76c7YsZoB527NOnD27evImMjAzcvXtX8rqErl27IiIiAk5OTlizZo1kEwwODkb58uXRtWtXlCpVCj///LMkPUDdoOjUqROcnJywatUq1K5dW7LmihUrMGzYMGRkZMDPz0+r8/E+w4YNw6JFi2BkZIT79+/DxcVFkl54eDgaNGiAwMBAWFhY4Pbt2yhevLjWeiSxePFieHl5gSTs7Oxw/fp1rRbGZvLq1Su0bdsW586dAwA4Ojri4sWL2ZoGENWzBIJcTkpKCm7duoVNmzZh1qxZ2LNnDwIDA6FUKmFra4saNWqgb9++GDVqFDw9PeHm5ibZpCtUkN6Tfp8iRYrgp59+QvPmzWFoaIgnT55g2bJlePz4MSZOnIjLly/j999/R8mSJdG6dWtERUVl+zXS0tJga2uLe/fu4cGDBzh8+LCkmFNTU1GxYkWcPn0aa9euxb179yTpAeqLbtmyZbFy5Urs2LFDsh6gXkxnamqKoKAgLF68WLKeUqmEn58f0tLSoFKp4O3tLVkzNjYWiYmJ0NfXh0KhwNChQ2XJMNinTx+4uroiISEB3bp1k5TBT0dHB/369cO+ffs0UzCenp6SMhfmy5cPZ86cwaNHj7Bq1SrUqVMH/fr102y1/RqIHvUXQvSo/9skJycjICAA9+/fx5MnT6BSqTTH7O3t4e7uDnd3d+TPn1+WRWj37qlNOjoaqFgROH4cyJdPsuwniY6Oxo4dOxAZGQkdHR3UqlUL9evX1yzaioyMRFRUFDw8PLKtff/+fXTt2hV3796Fp6cn9u7dKynWbdu2oXfv3khNTcXUqVPx22+/SdJLTU2Fl5cXVq5cCUC96ljbnRyZKBQKeHt746+//oKuri5CQkJQUGLKOJLYvXs3xowZgydPnuDOnTsoW7asJE1AvXhr7ty5WLFiBXx8fNChQwfJmiRx6dIl+Pj4wM3NDWPGjJGsCagbLJcvXwZJWUYpMiEJhUKR5YW4Yug7lyKM+r9HamoqAgIC4Ofnh8ePH79jzgULFoS7uzu+++47rdK7/ht37gANGwIxMUClSmqTlmknzb+Snp6Oo0eP4vr16wCAUqVKoV27drKsXlYoFBg/fjwWLVqE58+fSzatq1evwtPTE87Ozrh8+bLk+ABg1apVGDJkCGbMmCHL8DegXlneq1cv9OjRQ/IccCYKhQILFy6En58f1q5dK4smoB4S3rdvH3r27CnbljpAPQKV1/bvC6POpQij/m+gUCgQGBgIPz8/PHr06J0554IFC6J06dJwd3eXbX/n+7xt0lWqAMeOAdnMeyOZe/fuYd++fcjIyEDhwoXRpUsXWfZWA8CxY8fw8uVLdO/eXbJWaGgo2rRpg0OHDsmyfx5Qr1SfPXs2tm3bJoseoB6NWbZsGUaMGCHLtrJMoqOjYW1tLXnOX5B9hFHnUoRR513S0tIQFBQEPz8/BAcHvzOnZm9vj9KlS6N06dKwe38/lMzcvq026VevgKpVgaNHv75JZ/L8+XNs3boVycnJsLa2Rrdu3WQbOVCpVLIZVlJSEqKiouDs7CyLHqBeFW9tbS1rr1KQtxBGnUsRRp2zkERKSoomuYmJiYmkueD09HQ8fPgQ9+/fR1BQ0AcZvTLNWa6e2ue4eRNo1AiIjQW+/15t0jJs65VETEwMNm3ahFevXsHY2Bg9evTQKpe9QJDXEEadSxFGnTOkpqbi9u3buHDhgqa3q6+vjxIlSqBWrVooX758lheAZGRk4NGjR7h//z4CAgKQlpamOZYvXz6ULl0aHh4esLe3lzVb3Od426SrVQOOHMl5k84kKSkJW7duRUhICIyMjNC9e3dZslkJBN8ywqhzKcKovz7BwcFYvXo1Hj16BB0dHdja2sLAwADp6emIiYkBSbi4uKBfv34oUaLERzWUSiWePHmiqaH9dhISKysreHh4oHTp0nBwcPiq5pzJjRtqk46LA6pXV5t0bvt6paWlYfPmzXj69CkMDQ3RrVs3SftYBYJvHWHU73Hs2DH88ccfuHXrFvT19VGrVi3MmDEDZcqUydLze/fujXXr1n30WHbKKgqj/roEBwdj/vz5iIiIQMmSJT+ayzstLQ0PHz5EwYIFMXz4cI1Zq1QqPHnyRNNzTk5O1jzHwsJC03MuXLhwjphzJteuAU2aqE26Rg3g8OHcZ9KZpKenY8uWLXj8+DEMDAzQtWtXyVnGBIJvFal+kKeW/+3fvx9t27aFu7s7ZsyYodmWULNmTVy8eDHLZg2oU/C9T+XKleUMVyATqampWL16NSIiIuDu7v5JMzU0NIS7uzv8/f2xatUq9OrVC8HBwXjw4ME75mxmZgZ3d3d4eHigaNGiOWrOmVy9qjbp16+BmjXVJi0xc+UXxcDAAF26dMG2bdsQHByMTZs2oWvXrpKyTgkE/1XyTI86IyMDxYsXB0ncv39f02p5/vw53N3dUa1aNZw4ceKzOpk9aqkfi+hRfz18fX0xZ84clChR4l+rYpFEXFwcwsPDERgYiKpVq2qqQZmamsLd3R2lS5eGk5OTrNtipHLlitqk4+OBWrWAQ4dyt0m/TUZGBrZv346goCAYGhqiZ8+ems9cIPivIHrU/8+5c+cQEhICb2/vdz6IokWLon379li/fj3Cw8NRqFChLOmRREJCAszMzMS2i1wMSVy4cAE6OjofNWmSeP36NV6+fImoqCjNam2lUokXL17ghx9+gIeHB5ydnXOVOWfi6ws0bao26dq11SYt0xblr4K+vj46duyILVu24NGjR9i0aRP69Onz1VbHCwR5gTxj1FevXgUA1KhR44NjNWrUwLp163D9+vUsl8+ztrZGfHw89PX1Ub16dfz+++9o3LjxJx+vUCigUCg0f8fHx3/wGD8/P/j5+SE9PR1paWmaVcTdu3fXqgJPfHw8tm/fjuTkZKSkpGhuXbp0Qfny5bOtBwC7d+9GcHAwEhMTkZSUhMTERFSsWBE//fSTVkPAAQEBOHDgABITEzWahoaGmDBhglYXa6VSic2bN+P169dITU3F69evcfDgwQ8aYGlpaXj27BmioqLeWa2tr6+P/Pnzo3DhwjAzM0OjRo0QGxuL27dvQ0dH552bk5OTLKUMteXyZbVJJyQAdesCBw9+Wyadib6+Pjp16oT169cjNDQUGzZsQN++fWHzNdKnCQR5gDxj1GFhYQDw0WG1zPtCQ0M/q1OgQAF4eXmhSpUqsLCwwIMHDzBv3jw0bdoU69atQ48ePT76vBkzZmDy5Mn/qp2QkIA+ffpoVhJ7eHhgw4YNWpfJS0lJwbp163DhwgUAgK2tLVavXq21SaekpCAwMBC//vorAEBXVxcTJ05Ev379tDJpkoiPj8esWbM0BRrq1KmDjRs3at2jSk5OxqlTpzSpEA0MDFCxYsUPqvjo6urixYsXUKlU0NfXh52dHezt7WFtbQ1dXV28evUKycnJSEtLQ2JiIurUqaNJ3G9iYoKpU6di+PDhWsUIANOnT8e9e/fg4OCguTk5OaFWrVpZ+iwvXQKaNVObdL16apM2M9M6nBwnc/X32rVrERkZifXr16Nv376SS0QKBP8Fct0cdVpaGqZPn57lx/fu3RvOzs7o168f1qxZg0ePHn2wYOXUqVNo2LAhZs2apVVd1qioKJQpUwYKhQKhoaEw+8gV82M9akdHR1y+fBlHjhzBrl274O/vjwIFCiAiIgI///wzpk6dmuU9vZlER0dj9+7d2LZtG86cOQM3Nzc8ePAAjRs3xtq1a7M8tJ9JZs3WLVu2YM+ePTA3N4eOjg709PSwadMmrRLZBwUFYcuWLZotOu7u7rh79y68vb3x66+/ZnsqISkpCf/88w+2bduGQ4cOoUCBAnj58iWKFSuG1atXY+3atdDV1f3A/ENDQ2FiYgIbG5sPhrUfPnyIp0+fwtjYGOfPn4eOjg7S0tJQt25drFq16pPbtz4FSYSHh+PmzZu4efMmTp06pSmLp6Ojg27dumHy5MlZWkx18aLapBMT1XWlDxwAjIwyMGzYMFStWhUtW7b8ZoeOExMTsWbNGrx69Qr29vbo3bs3TE1NczosgeCLkufmqNPS0j7bM32bevXqwdnZWfNjf9ssM0lJSQEArS8I+fPnx6BBg+Dt7Y1Lly59dAjcyMgIRkZGH9xfs2ZNNGzYEMOGDUObNm2wZ88euLm5oV69etmOY+HChRg5ciTc3NzQqVMnLF68GCYmJti9ezeGDx+e7TnW8PBwlCtXDkqlEu3atcO+fftQp04dLFy4EL169dJqaLJ3797YsGED6tevj19++QU//vgjbt26BUNDQ9SqVSvbeidOnICnpydsbGzQsWNHnDlzBlWqVMGvv/6KSZMmwdjYGBcuXMC1a9c+MK+Pja6QxMqVK/HixQs4Ojqif//+mD17No4ePQpra2v89NNP2f4cV6xYgd9//x0vX76Eo6MjKlasiNq1a+P8+fNo3bo1pk6dmuUdBxcuAM2aEUlJOrC1vQNj4z/QubP6O33r1i0sW7YMOjo6+P7779G6dWt06dIlS9ue1q5dC1NTU7Rs2VLT0FQoFB/9zmaFFy9eICgoCHXr1s3W88zNzdGzZ0+sXr0aL1++xMWLF9G4cWOQxNmzZ7X6XXwKf39/ODg4yDbEnpqainv37qFKlSqy6AHA+fPnUb16ddnyb7948QJRUVGyVMkC1L+XAwcOoHXr1rLtfvD19UXBggVlS+OanJyMffv2oXPnzrLFuHPnTtSsWRMODg6y6D18+FCaAPMIM2bMIAAeO3bsg2PLly8nAO7bt09r/bVr1xIAN23alKXHv379mgD45MmTd+5XqVRaxxAcHEw/Pz+tn/8+KpWKR48epUKhkE3zxo0bDAsLk03v1atXvHDhApVK5Scfc/nyZXbo0IHjx4/npEmTPnvr3LkzW7duTV9fX41Genq61jHeu3ePR44cYWRkpOa+0NBQXrp0KVs6586RZmYkQJYo8YR//PE3Z86cqbm5u7sTAN3d3Tl27FheuHCBGRkZWdKeNm0aCxcuTFNTU3bs2JE7d+6kj48Px44dq9X537JlCw0NDTlr1iytvtMvX77kwYMHNfE/ffqUZmZmXLlyZba1PkXTpk35448/SvrNvc3u3btpYWHBwMBAWfRSU1NZvHhxDhs2TBY9kpw1axZtbW1lu06EhYUxf/787Nu3r6TfyNsMGzaMtra2H71Wa8P169dpY2NDT0/Pd36D2qJSqejp6UlLS0suXrw4y7+xf2PTpk0EwNevX2v1/Dxj1CdOnCAAent7f3CsV69e1NHRYWhoqNb6v/32GwHw5MmTWXp8plFre2IEWSclJYXjxo1j+/btOXHixH816YkTJ7J9+/YcN24cU1JScjp0DWfOvDHpxo3J5OR3j6enp3PZsmUMDg7W+jWUSiUvXrxILy8vOjg4UFdXlwBYsWJFPnjwINt6J0+eZP78+dmhQwfGx8czIiJC69hIcv/+/TQyMuKJEyck6WQSEhJCW1tbLly4UBY9kuzXrx/LlCnDpKQkWfT8/PxoaWnJRYsWyaKnUqno5eXFAgUKyNagePjwIYsXL85WrVoxKSnpXxvNWY1x3rx5NDQ05IwZM6hSqfjy5UtJmqGhoWzcuDHt7e154MABvnjxggEBAZJi3LZtGwsWLMiqVavy1q1bnDNnjtbnXaof5BmjTk9PZ+HChVmkSJF3Poxnz57RzMyMDRo0eOfxUVFRfPDgAePi4jT3JSYmMiEh4QPtp0+f0sbGhnZ2dkx+/wr6CYRRf10ePnzIoUOHakz4YyadaeZDhw6VZHhyc/o0aWqqNukmTT406S9BaGgo7e3tCYAAaGJiwqVLl2a79/n8+XNWrVqV3333HTt37swtW7ZIimvu3Lm0srKiv7+/LCMzBw8epJGREW/cuCFLjzA5OZnlypVjnz59SKp7xVI5cuQIjYyMeOTIEYaHh0seAVCpVPzpp59YuHBhPnr0KMudi38jIiKCFStWZPXq1blr1y4ePnxYsuaZM2dob2/PH3/8kQ0aNOCjR48k6SmVSi5YsIDGxsasW7cuv/vuO8bHx0vSjIuL45AhQ2hgYEArKyt6enpq1cMWRv0Wu3fvpo6ODj08PLhw4ULOnj2bTk5ONDc35507d9557KRJkwiAPj4+mvtu3bpFS0tL9uvXj7NmzeLy5cs5YsQIWlhYUF9fn7t27cpyLMKovz4PHz7kuHHj2KFDB3bs2JGDBg3isGHDOGjQIHbs2JEdOnTguHHjcpVJnzr1xqSbNiW/Vic/Li6OQUFBvHv3Lq9cucIzZ87wyJEjWvWKU1NT2apVKwKgtbU1nz9/rnVcKpWKgwYNYvHixVm1alW+ePFCa61MRo8eTRcXF44aNYohISGS9YKCgmhpacnJkyfzl19+kaxHkosXL6alpSUbN27M8+fPS9ZTKpXs1asXixYtSisrK8k9VpKMj49no0aNqKenRxcXF1lGpEJCQujk5EQArFmzpizDzFu2bNE0QOWY+oiKimLdunU1moMHD862pjDq9zhy5Ahr1KhBU1NTWlpaskWLFrx9+/YHj/uYUb948YLdu3dnqVKlaGlpSX19fTo4OLBjx468fv16tuIQRp0zpKSk0NfXl7NmzeLAgQPZr18/Dhw4kLNmzaKvr2+uGu4+eZI0MVGbdLNmX8+k5SY8PJxt27alnp4eAbBevXpaX3BVKhW3b99OExMTAuDEiRMlx3fjxg3a2toSAGfOnClZLzo6mgMGDCAA2tnZybLG49y5c3R0dCQAtm/fXrKeUqmkt7e3xlxGjRolWTMqKoo1a9bUaE6ePFmy5oULF1ihQgWN5rRp0yTpqVQq7tq1i506daKZmRkBcPr06ZI009LSeOHCBU6cOJHVq1ennp4e//zzz2xpCKPOpQijzllUKhWTkpIYGxvLpKQk2RYUycWJE6SxsdqkW7T4dk36bcLDwzljxgy6uLhIMsSAgADWqlWLAJg/f37JjaszZ86wUKFCBEAPDw/J34WkpCQOHDhQYy579uyRpEeqh5Y7dOhAANTV1eXTp08la0ZHR9PLy4v6+vo0NjaWZSohJSWFy5YtY/HixWlkZCTb6NT169c5cOBA5suXL9udok+RnJzMPXv2sEePHtle2PlvxMXFce/evYyJicnyc4RR51KEUQs+xfHjb0y6ZUtShmnOXIVSqeSFCxeYlpYmSWPJkiU0NzfnmjVrJMf08uVLNmvWjAA+OsKmDTt37qS1tTU9PT1l0SPV03cFCxbkmDFjZNMMDAykp6cnhwwZIptmeno6N2/ezHHjxsnaCE5ISJBl6P99crqhLtUPcl3Ck7yCKMoh+BjHjgGenkBqKtCqFbBzJ6DlVub/BM+fP8eyZcswbdo0yXtkVSoVZs2ahbi4OMyYMUO2+Hr37o2tW7fKloQmNjYWU6dOxZQpUz6aXElbLl26hCpVqsDAwEA2zUz7yA0V5nIzoh51LkUYteB9jh5Vm7RCAfzwA7B9uzDprCC3GTx+/FjWcpsZGRmaTGtyolKpcmWhGEH2yXOZyQSCvMiRI0CbNmqT9vRUm/S/VOQUvIXcvTW5a2Lr6+t/kZSuwqQFmYhvgkDwhTl06E1Puk0bYdICgSB7CKMWCL4g//wDtG0LpKUBP/4oTFogEGQfYdQCwRfi4EG1OaelAe3aAVu3AjKu4xEIBP8RhFELBF+AAwfemHT79sCWLcKkBQKBdgijFghkZv9+dQ86PR3o2BHYvFmYtEAg0B5h1AKBjOzdq+5Bp6cDnToBmzYJkxYIBNIQRi0QyMSePUCHDmqT7twZ2LgR0BcbIAUCgUTEZeQr8vDhQ/Tp0we6urowNjaGsbExHBwcMGnSJBQqVCjbeiqVCoMGDcK9e/dgbGwMIyMjGBsbY8CAAWjRooVWMR45cgQzZsyAiYkJTE1NYWJighIlSuCXX37RKktScnIyvLy8kJGRAUtLS82tYcOGqFSpklYxHj16FA8ePECBAgVQsGBBzb82NjZa7blNS0vDy5cvUbhwYa337O7ere5BZ2QAXbsC69YJkxYIBDIhWzJTwTu8nds1IiKCmzZtYu/evWlpaalJ5t+jRw+tywqePn2av/76K0uXLq3Rc3V11br27OPHj7ly5Up27tyZurq6BEA9PT2OHDlSq/y0CoWCly5d4p9//snvvvtOE2PBggW5fv16rYrPZ1bGmjJlikYPAO3t7blw4UKtqxgpFArWrFmTlpaWrFatGvv27cvZs2d/UBr1U+zYQerpqXN3d+tGZmSoS6YeOHAgy/XLBQJB3kUU5cilZJ4Yd3d3AmDJkiU5aNAgdu3alW5ubjx16lS2NQ8fPsxmzZppSnh6enpy9uzZNDY25pQpU7JdxD4mJob9+/dnsWLFCIBly5blyJEjWb16ddaoUSPLRvU2y5cvZ4MGDWhiYkJTU1M2atSIvXr1ooGBAX/55ZdsF3L39/dn//79Wb58eerr69PExIQ1a9Zkvnz5aGFhwcmTJzMhISFbmjNnzmSvXr1Yp04dOjo6ahommbdKlSpx8+bNWSoqsX07qaenIkBWrnyff/89j3PnzuXkyZMJgCYmJmzdujVXrFjB8PDwLMWnVCq5Y8cOPnny5J1iAmfPntWqgUOqK1Jl9/vxb6SlpTEqKko2PZKMjY2VVS8xMVGW+sZvk93v7+eIi4uTVS89PV32QkBy1LJ+X09KwZb3UalUfPbsmWx6JPno0SOtf2sf4/nz58KocyOZRr1o0aJ3StbdvHlT6wvmsWPHOGXKFF66dInp6ekk1TViHz58qJVeWloaBw0axK1btzIyMlJz/7lz57T+ki5btox//fUXfX19NT/GmzdvMjAwUCs9f39/Dh48mGvWrOG9e/eYnp7OjIwMTpgwQesLyLBhw/jzzz9z4cKFPHjwIO/fv88JEyawTZs2PHfuXJYr7Wzb9qYn7eBwjI0bN2OTJk3YpEkTNmrUSGP8ZmZmbNu2LX18fLJ07sPDw1miRAlNmcfmzZtrauFWqFCBx44dy/Z7btSoER0dHbl06VLNyIOUi+WCBQtYrFgx3r9/X2uNt3n27Bmtra154cIFWfRIskWLFvz1119l09u7dy9LlCjBV69eyaKXmppKJycnrlu3ThY9kpwyZQqrVq0qm1mHhYXRwsKCmzZtkkWPJDt37sw6deq8c82RwtmzZ2liYsJly5bJUiVLpVKxTJkyrFu3rtbXrff5+++/hVHnRkSZy2+L7J6nLVvemHTv3urh7re5cOEChwwZwiNHjmjdMIuJieHRo0c5depUenp60tDQUGP+jRs35o0bN7KspVAouHLlSjo5ObFo0aJcvnw5Z8yYwcOHD2sVW3p6OocOHUpLS0seOXJEK433mTZtGm1sbPjgwQNZ9K5evUpjY2Pu2rVLFr20tDTWrVuXzZo1k62nvmvXLhoZGWk9ZfU+CQkJrFGjBmvWrJntkaZPsX37dhoZGXHevHmy6MXGxrJZs2Z0dHTU1J6W2nvdtWsXbWxs2KZNG0ZHRzMhIUHSCFJUVBR79uxJY2NjTp8+nWlpabx69arWenFxccKocyPCqPMumzeTurpqk+7T50OT/hJcvXqVderUYbt27Tho0CBOmjSJS5YsyXbvTqFQcPny5SxatCh1dXVpYGDAnTt3ah3XwoULaWhoyMWLF3PFihWSvu8qlYqDBg2ik5MTw8PDmZiYqLVWJmvWrKG5uTnv378vS28rMjKSjo6OHD9+PEl56hzPmTOHVlZWvH//PlNSUiTrxcXFsXLlyqxfvz6Tk5PfGdHTlhMnTtDc3Jy//vor79+/z8ePH0vSy8jI4NixY2liYsKNGzdy3LhxWq8xySQkJIT169dnoUKFOGXKFP7vf/+TpEeSR44coZOTE8uVK0dXV1du2LBBKx0xR51LEUadN9m06Y1J9+tHyjiN9dVQqVScNGmSpneuq6vLtWvXaq13+PBhWlpa0tzcXPLFMSMjg56enixfvjw7d+6c5Xn9f2PQoEF0dXXlmjVr6OfnJ1nv+vXrNDEx4YYNG/jHH39I1lOpVBw6dCidnJw4YsQI3rx5U7JmTEwMy5cvzyZNmrB06dKyrE+4fv068+fPz2LFivGHH36QrEeSW7dupampKfX09Pjbb79J1svIyHhnsen69eslayYkJLBatWoEQAMDA549ezbbGsKocynCqPMeGza8Men+/b9Nk84kOTmZ169f55o1azhy5Eg2btyY27dv10rr7t27dHFx0VwcT58+LSm2wMBA2traEgDHjh0rSYtU7xZwd3enjo4Ovby8JOuR5OzZswmAFhYWsgwxR0dH09XVlQDYrVs3yXpKpZJr166ljo4OAXDBggWSNSMjI9miRQvNef7nn38ka544cYI2NjaaBuPly5cl6SmVSo4bN44mJiaaxZx3796VpPns2TMOHTqUxYsXJwDmy5cv23PXwqhzKcKo8xbr15M6OmqTHjDg2zbpL8G9e/c4YMAAGhsb08XFhUlJSVprnThxgiVLliQAWlpaSl4ZffToUebPn58AaG1tLXnLXGxsLFu1aqUxrBUrVkjSI0lfX1+WKVNGsy3y+fPnkjVPnDjB8uXLEwALFCggy1TCpUuX2LJlSwKgi4uLLEP1wcHB/OWXX2hnZ0dXV1dJ351MEhISuHnzZnp6etLDw0OW67BKpWJgYCDnzZvHoUOHZquBJow6lyKMOu+wdu0bkx44UJj0vxEdHc0ZM2ZIXniUkpJCb29vGhoacubMmZLjioiI0JirHMOhKpWKq1atorm5OStUqCDLXHVaWhpnzJhBY2Njjh49WrIeqR4K9vHxYaFChfjnn3/Kokmq8wR06NCBU6dOlU0zNTWVmzZt4tatW2XTJNUNqydPnsiqmV2EUedShFHnDXx83pj0oEHCpLOKXHtQg4KC2LNnT1nmWFUqFVeuXMlmzZrJEJmax48fs3bt2pJWBL/Pw4cP+eOPP8p67UhMTOSiRYskL9h6n2fPnsnSSMnrSPUDHZKUnN5M8AHx8fGwsrLC69evYWlpmdPhCLRgzRqgf3+ABAYPBhYtArTMMCqQAEmkp6fD0NBQFr1Hjx6hUKFCMDExkUVPqVTi8ePHKFmypCx6gPo9p6SkwNTUVDZNQc4h1Q9ENmKB4COsXg0MGKA26SFDgIULhUnnFDo6OrKZNAC4uLjIpgUAenp6spo0oH7PwqQFmYjqWQLBe6xc+aYnPWyYMGmBQJCzCKMWCN5ixQrgp5/U/x8+HJg/X5i0QCDIWYRRCwT/z/LlwMCB6v+PGAHMnStMWiAQ5DzCqAUCAEuXAv/7n/r/I0cCc+YIkxYIBLkDYdSC/zyLF6tXdQPAqFHA338LkxYIBLkHYdSC/zSLFgFDh6r/P2YMMGuWMGmBQJC7EEYt+M+yYIF6VTcA/PILMHOmMGmBQJD7EPuovyIxMTG4ffs28ufPj/z588POzg4GBgaSNK9fvw4zMzMULFgQ1tbW0JHoNDExMUhPT4e9vT10daW340hCpVJBT09PspaczJ+vXjAGAOPGAdOnC5MWCAS5E9Gj/kqQRGJiIgYOHIhy5cqhUKFCMDQ0RMOGDREUFKSVZlpaGvbt2wd3d3fky5cPxsbGcHFxwdq1a6FtwrmkpCS4urrC2NgYxYoVQ+3atTFkyBBERkZqpaejo4OBAwfC3d0dnp6eGD16NJYvXw5fX1+t9ADg3r17GDx4MNasWYO7d+8iIyMjW8+fO/eNSf/6q9qkAwMDoFKptI5JIBAIvhSiR/2FmT17Nu7evYsrV64gIiIC1tbWAICiRYti2rRp6Nq1a5Z7rk+fPsWpU6dw/fp1XL9+HXfv3gVJ6OjogCTatm2LqVOnokSJElnSUygUOHnyJO7cuaO5BQUFaQzr1atX6NWrF0aOHAkrK6ssad6/fx+3b99GYGAggoKCNLekpCQ8ePAA1tbWGDp0KNq2bZslvbi4ONy+fRsRERGIjIxEREQEIiIisHnzZixduhQAYGJigr59+2Lq1Kmaz/dTzJmjXjAGAAMGvESnTpHw81Ofp6NHj6Jly5Zo3bo1GjVqBHNz8yzF+Pr1a+jp6b3z+GfPnuHp06eoU6eOVqMcKSkpsqW4BNRpLuUe1cj87gnyNnKf5y/xvVGpVLKMAH5JPUnIkG8817Bs2TJ27dqVbm5umjqs2vDw4UO2a9eO+fLlo4mJCatWrcpdu3ZlSyMzCXujRo04adIk/vPPP4yKiuKCBQs4a9YsrcrDLV68mBUqVOCAAQO4fPly3rhxg8+fP2fTpk15/fr1bOvFx8ezcOHCbN68OceNG8ctW7bQ39+fPXv25Pjx4xkTE5NtzT59+rBs2bJs3749f/31V65du5bz58+ng4MDZ82axfj4+GzpnTp1inZ2dvTw8GDDhg3ZrVs3jho1igUKFKCpqSn79evHq1evZqkwwKxZ6uIa6tsU6ujoUldXfcP/lyzMvFWpUiXLBeInT55MACxYsCBr1arF3r17c+LEidTR0WHVqlW5c+dOZmRkZPk9P336lCYmJmzfvj137dqlKct46tQprQsgNG3alCNHjpSt0MOGDRvYoUMHWcockmR4eDgbNGjAsLAwWfRI0svLS+sa2x/j/Pnz7NSpU7bO5b+RmprKFi1a8MaNG7LokeTKlSs5ZMgQ2QplhIeHs3r16nzw4IEseiQ5ePBgTpo0SbbCLVeuXGHFihXp7+8vi55SqWStWrU4ffp0pqeny6I5b948UT0rEycnJ5qbm7N27dosUqSIVkb95MkT2tnZ0dbWln/88QeXLl3KmjVrEgB9fHyyrPOpailyfTkzkeuL9DZy1K19m2fPnslS/SiTpKQkLl26NFt1iv/6641JT5r04fFhw4axSZMmXLhwYbZL4qWnp/Px48c8duwYlyxZwp9//pkNGzZ8x/hLlCjBFStWZOkir1KpeOnSJXp5ebFgwYK0sLBgjx496O7uzh9//FGrBtTVq1dZuXJlOjg4cPPmzVSpVHz48GG2dTJ5/vw5PTw8WKtWLa3ieZ+MjAy2bduWZcqUYWxsrGQ9Ut2YMDU1lc0IIyMjWbRoUY4cOVIWPZIcO3YsCxQoIFsZxvv37zN//vwcOXKkLGadkZHBgQMH0s7OjteuXZMhQnXt7YIFC/LHH3/MVk3nT5GUlMSBAwfS1NSUa9asoUqlkvzejx8/TicnJ1aqVIl3794lyWx3Mt7myZMnwqgzefLkicYIM4ubZ5fOnTtTR0fnnS9lWloaK1SoQBsbmyyfLFHmMvfw559vTNrb++OPkatnmMmKFSvYq1cvTp8+nbt27aKfn59WjZWMjAyePn2a3bp105h+4cKFefr0aa20li5dShsbG9arV4/16tXjypUrs62TSWxsLBs0aEA3Nzc+fvyYd+7c0VqLVJ+DunXrslatWkxOTpalUTtu3DgWKVKE4eHhkrVI8s6dOzQzM+OqVatk0VMqlezWrRvd3NwYHR0ti7nevXuXtra2HDt2LFUqleTvtkql4oQJE2hubs6TJ08yMjKSSUlJkjRDQ0NZuXJlli1blk+fPuU///wjSY8kt2/fTisrK3bp0oXHjx/P9ijo+8THx3Pw4ME0NDTk5MmT2aZNG60bVKIe9SfQxqgTExNpbGzMevXqfXDMx8eHALhly5YsaQmjzh1Mn/7GpCdPzulotGfu3Lls0qQJa9WqxYoVK9Ld3Z3Lli3T6sL+8uVLtmrVigCoq6vLffv2aR2XQqFg9+7daW9vTw8PDx46dEhrLZKMi4tjuXLl+MMPP3D69Ol89eqVJD2lUskffviB33//Pa9cuUI/Pz9JeiS5d+9eGhkZ8ezZs9y0aZNkPYVCwYYNG7JGjRpcu3Ytg4ODJWvevHmT1tbW/P3339mpUydZGgDz5s2jsbEx27dvz4kTJ0rWS05OZpcuXZg/f37my5ePR44ckaz5+PFjfv/99zQyMqKVlRUfPXokWfP06dMsVqwYAdDDw0Ora7ow6k+gjVFfvnyZAPjrr79+cCwwMJAAPjnslZqaytevX2tuISEhwqhzmGnT3pj0H3/kdDS5h7i4OPbo0YP58uUjABobG/P8+fNa6z158oQlSpQgADo7O0ueOgkPD2ehQoUIgJNlaF3Fx8ezTJkytLCw4KBBgyTrkeT06dNpbm5OS0tLWYZv4+Li6OHhQT09PQ4ePFiGCNXDt5lrdfbv3y9ZLzU1lV27diUAGhkZyWKCly5dYv78+TUjRVKnPdLT0zl06FDN6FOlSpUkT7sFBQXR1dVVo9myZctsr1OQatRie9ZbhIWFAQCKFCnywbHM+0JDQz/63BkzZsDKykpzc3R0/HKBCj7L1KnAb7+9+f+ECTkbT27CysoK69evR1RUFG7duoVp06ZhxYoVePbsmVZ6enp68PT0hIWFBZ4+fYopU6ZIiu/SpUt4/fo1AGD+/PlITEyUpOfv74/IyEgkJCRg/fr1Gm1tSU5OxpUrV5CYmIj4+HisX79ekh4A3L59G6GhoVAqlVizZg2ioqIk6alUKly+fBlGRkYAgAkTJkheeZyUlITixYvD0tISCoUCI0eOlKQHAKVKlcK4cePg4uKCsLAw/Pzzz5L09PX1MXPmTGzduhWtW7fGnTt3MCpzm4eWlCxZEg8ePMCVK1cwYcIEhIWFYdy4cZI0s41W9v4FUSgUnDRpUpZvn5oz0KZHvX79egLg6tWrPzimVCo1ramPIXrUuYfJk9/0pKdPz+lo/jvExsZy5syZLFq0qOT56pCQEHbq1IkAOGvWLMmxPXjwgNWqVSMAzps3T7Jeamoqf/vtN+rp6fG7776TZWg5LCyMHTt2JAD+/vvvkvVI9efYq1cv6ujoZHna7nPExsbyjz/+YL58+WSZWybV19fDhw+zVatWkqdP3iY6OppLly5lUFCQbJqkejFldnrqeW7oOyEh4YOtMv92+9SiGm2MeufOnQTAJUuWfHAsMTGRANihQ4csaYk56pzB2/uNSf/5Z05H898kNTWVt2/flkXrxIkTrF+/viyL/TIyMjhr1iyWLVtWtt0X169fp4eHB48fPy6LHkkePnyYlStXlmVIPZObN29y0KBBsu4SSUhI4N69e2XTy0TK6urcSp4zarn42nPU7yOM+uuiUpETJ74x6ZkzczoigVwoFIpsbcX7HA8ePGBoaKhseqmpqZLm+D9GUlISX7x4IaumSqWSbQ+4IHtI9QORmewtypQpAyMjI1y6dOmDY5n3ValS5WuHJfgMJDBpEvDHH+q/Z80CRo/O2ZgE8mFoaAhDQ0PZ9EqVKiWbFgAYGRmhVq1asmqamprC1NRUVk0dHZ1cl3NfkDX+s4vJoqOjERAQ8M7CEjMzM3h6euLs2bO4ceOG5v6MjAwsXLgQ1tbWaNmyZU6EK/gEJDBx4huT/vtvYdICgSBvkad61AcOHMCdO3cAAMHBwQCAqVOnao5PeGvp76JFizB58mT4+Pigd+/emvtnzJiBkydPomnTphg5ciTs7OywYcMG3Lx5E6tWrYKlpeXXeTOCz0KqV3NPn67+e84cQIaFqAKBQJCryFNGvWvXLqxbt+6d+37//XfN/ydkYY9O8eLFcenSJYwfPx6zZ89GamoqPDw8sGPHDrRv3172mAXaQaorX/35p/rvefOA4cNzNCSBQCD4IuiQWtZDFPwr8fHxsLKywuvXr0UvXGZIYPx4YOZM9d/z5wNeXjkbk0AgEHwKqX6Qp3rUgrwPCYwdq14wBgALFwJDh+ZsTAKBQPAlEUYt+GYggTFj1AvGAGDRImDIkJyNSSAQCL40wqgF3wSkejX3nDnqv5csAQYNytmYBAKB4GsgjFqQ6yGBn39WLxgDgKVLgf/9L0dDEggEgq+GMOqvSHJyMvr06QMTExMUK1YMxYoVQ/HixVGyZEkUKFBAK80NGzbg6tWrcHV11dyKFi2qdWKDqKgorFixAmXKlEHZsmXh5OQEHR0drbQyuXz5MooUKaJVoRJSveVq/nz138uXA/36KQGIxA0CgeC/gTDqL8yjR48QEhICf39/+Pv74+LFi5oqXSYmJvjf//6H0dnI0PH69Ws8fPgQQUFBePjwIW7duoV9+/ZpjhcuXBjjx4/HwIEDoa//+dOrUqkQGRmJ58+fIyQkBM+fP8eSJUsQHh4OALC0tETjxo0xe/ZsODs7ZylGlUqF169f49WrV4iNjcXOnTsxZ84cFClSBDVq1ED16tVRo0YNVKlS5V8bAaR6y9XCheq/V6wABgwAoqJeoVWrVqhfvz5atWqF6tWrS864dPr0aZQtWxa2traSdAQCgUB2ZE1oKtCQmdsVAJ2cnNi8eXOOGjWKXbp0obm5OceNG8fIyMhsac6ePVtTC9bd3Z1t2rThqFGjqKenx1KlSnHNmjVUKBRZ1ouJiaGBgQEB0NTUlG5ubmzcuLGm9mqVKlW4cePGbGn26NFDUwMXAE1MTDT1ZgGwSJEi/O233/jw4cN/1VGpyCFDMnN3K2lhMYL29vaam76+vkbT1taWQ4YMYVRUVJZirFOnDqtVq8Yff/yRw4YN44wZM9ipUycaGxuzd+/evHr1apbfL0muXLmSP/zwA+fMmcMbN24wIyODz54948qVK7Uq/hAbG8u2bdvy2LFjslRlIslp06bx7NmzsmiR6mIUK1eulE0vOTmZU6dOzdZ37XNs27aN9+7dk00vJCSEy5Ytk01PpVLx77//ZnR0tGyaly9f5vbt22XTS0lJ4YQJE5iUlCSb5rp16z5ZTEkbwsLC+Msvv8hSuCWTiRMn8sqVK7Lp/fPPP6IoR24k06jDw8Pfuf/cuXOMiYnRSjMyMpJPnz595+IfEhLCPXv2aGUIKpWKN2/eZHR09DuGMGPGDPr6+moVY1BQEO/du8ewsDAmJyeTJLdv384uXbrw2LFjWSoKoFKRgwerTVpHR8UxYx7w9OnTmtvx48dpY2PDYsWK0cvLi8ePH8/WBf7o0aNcuXIlvb29+dNPP7FVq1YsUqTIO1XZqlWrluXP4NatW5wwYQJr165NQ0NDWllZsXnz5prGTnZ/8FFRURw+fDjNzc1ZunRprly5ksnJyfzzzz+zVVovE5VKxSlTptDQ0JBeXl5MTEzU3K8tR44coampKb29vWVpTERFRdHNzY2dOnWSrXDEiBEjWLRoUdmKW1y9epUmJiZct26dLHppaWls1KgRq1WrJpsRbt++nUZGRty1a5cselFRUaxQoQJr1qzJ2NhYWTTnzJlDIyMjrlixQha9wMBAuru7s0KFCp/tAGQFpVLJX375hQYGBvz11181vzkp3/OjR48Ko86NiOpZb8hOI0KpJAcNyjRp0sfnw8dER0fTz89Ptt5mRkYGe/bsyZ9++olLly6lr6+v1hfO5ORknjp1im3atHnH+Pv27ZvtEZS4uDjOmTOHzs7OtLOzo5WVFWvXrq11D+zWrVssW7YsS5QowfPnz/PPP//UNKa0wdfXl7a2thw4cCAzMjI0DQBtefbsGYsUKcJBgwbJcm4zMjLYqlUrVq1aVTYj3LlzJ42MjGQbnXj9+jUrVKjA1q1by1aCcsOGDTQyMuL+/ftJSjMYUv09rFOnDsuVK8cXL14wNTVVsuaBAwdobm7OESNGMD09nc+fP5ekl5iYyN69e9PCwoLbtm3jw4cP+eTJE0maFy9eZMmSJVmmTBneunWLf/75p9bnSJS5zKUIo84+SiU5cOAbk167Nqcj0g6lUsm5c+dy+vTpXLBgAX18fLhjxw6tRynS09PZpUsXjemXKFGCgYGBWmkpFApOnDiRhoaGNDMzY5cuXSRddAMCAujs7Mw2bdqwS5cuDAsL01qLJP39/Wlra8sJEyZw3759koczExISWL58ebZv354RERF89OiRJD2S/PPPP5kvXz4GBQVle5rkY7x48YLFihVj//79eeXKlSxP4fwba9asoZGREQ8dOsQ5c+ZI1ktOTmbr1q3p4uLCv/76izt27JCseffuXTo7O7NZs2YsX748Q0JCJGv6+PjQ1NSUlSpVYrVq1ZiWliZJLykpiV5eXjQ0NKSpqSmHDx+ulY4w6lyKMOrsoVSSAwa8Men163M6otxDSkoKN27cyGnTpnHAgAFs3Lhxtobm3+fx48csX768xvinT58uKb6wsDA6OjoSADt37ixJiySvXbtGc3Nz2tjYcNGiRZL1QkJCWKhQIZYqVUrrC+3bqFQq9u3bl8WLF6eDg4OkUYlMAgMDaWdnRwcHB/7++++S9Uhy+fLlNDY2po6ODm/fvi1ZLy0tje3atSMAFi1aVJZRiidPnjBfvnwEwObNm0vuqSuVSk6ePFnz3f7ll18kx+jv7083NzeN5po1a7KtIYw6lyKMOusolWT//mqT1tUlN2zI6Yi+DbS9qKlUKl6/fp0TJ05kuXLlqKOjw3379mkdx/Hjx+ns7Ky5kJ04cUJrLVI9LGpjY0MAdHR0lLzA7N69eyxbtiwB0MLCQvJvUqFQcNiwYZr3K8eiukuXLrFo0aIEQGtra8bHx0vSUyqVHDt2rCbG1q1bS44xLCyMNWrU0GhOnDhRsuaxY8dYp04djeZaicNo6enpPHDgADt06EBDQ0MC4OHDhyVpZmRk8Pz58xw1ahSLFy9OQ0NDXrp0KVsawqhzKcKos4ZSSfbt+8akN27M6Yj+ezx58oRr1qyRNMycnp7OjRs30sPDg25ublotenub48eP87vvviMAWRYd/fPPP5pevxxDwaGhofT09CQAli5dWpY59ZMnT2p6brNnz5asp1KpuGvXLpYoUYIAsm0un9I8dOgQq1WrRiMjIz5+/FiyJknevn2b/fr1o4ODg+Tpk0xevXrF5cuXs02bNh8s6tUWlUrFe/fuceXKldmarxZGnUsRRv15lEqyT583Jr15c05HJJCKUqnk/v37efz4cclaaWlp/Pvvv1muXDnJc40kGR8fzyFDhrB48eKyrCxXqVTcvn077e3teezYMcl6JJmamsrp06ezRIkSkhs7mSgUCs6fP5/t27eXbQGmSqXi8ePHZWn0vE10dDRv3LghqyZJ2RbqaYtUPxBlLr8Qoszlv6NUAv37A2vXArq6wKZNQOfOOR2VIDcSEREBpVKJwoULy6J38eJFWFpaokyZMrLoxcTE4Pjx4+gs4xf46dOnSEtLg6urq2yacXFxMDExgZGRkWyagqwh1Q+EUX8hhFF/GqUS6NsXWL8e0NNTm3SnTjkdlUAgEHwZRD1qwTeFUgn06QNs2KA26S1bgA4dcjoqgUAgyL0IoxZ8NZRKoFcvdQ9aTw/YuhVo3z6noxIIBILcjW5OByD4b5CRAfTsqTZpfX1g2zZh0gKBQJAVRI9a8MXJyAB69FD3oPX1ge3bgbZtczoqgUAg+DYQRi34omRkAN27q3vQ+vrAjh1AmzY5HZVAIBB8OwijFnwxMjKAbt3UPWgDA7VJe3rmdFQCgUDwbSGMWvBFSE9Xm/SOHWqT3rULaN06p6MSCASCbw9h1ALZSU8HunRRm7OhofrfVq1yOiqBQCD4NhGrvr8iGRkZOHXqFCIiIiBXnpnQ0FAkJyfLogUASqVSUmzp6eoMY5kmvXu3MGmBQCCQgjDqr0RiYiKCgoIwbdo0ODg4wN7eHg0aNMDw4cPh6+urlWZaWhp8fX1haWmJsmXLom/fvliyZAmuXr2K9PR0rTQzMjJQu3ZtdOjQAQsXLsSdO3egUqmyGI86w9ju3YCREbB3L9CyJbBt2zbMnj0bgYGBWsX0PklJSQgICJBFSyAQCHI9smUdF7xDZhJ2Dw8PTck+XV1dWllZEQB1dHTo6enJkydPZjlR/q5du9igQQO6u7trari+fTMwMGCnTp146tSpLGnGx8ezTZs2bNCgAStXrkxXV1cWLFiQBgYG7+i2aNGCQUFB/6qlUJCenpkFNhSsW3cGu3Tpwi5durBx48YarZIlS/Lnn3/mmTNnshSjv78/Bw4cyN9++41z587lhg0beOjQITo4OLBGjRpcvXo1ExISsvT5ZTJt2jQuXbqUly5d0jzXx8eHx44d06powfnz57lhwwbGxcVp7ktLS9O6AEJ6ejpXrVolW1EGkjx9+vQ78UklJiaGd+7ckU2PJC9fviyrXlBQEGNjY2XTS0tL482bN2XTI9W1t+UoEJJJVFQUAwICZNMjyTNnzsiqd/v2bUZERMimp1AoZCkC8zZHjx6VXGr0be7duyeqZ+VGMo16xYoVPHv2LJ8+fcq0tDT+9ddfHDlyJB89epRtzStXrnDBggXctm0bz549y4CAAPr7+9PV1ZUzZ85kZGRktvQUCgWnTp3KBQsWcO3atdy9ezdPnDjBunXrskSJEvT29ubDhw+zoEP+8IPapA0MMti5sw9/++03za1bt24EQCMjIzZv3pyLFy/ms2fPshTjgwcPOHToUHbu3JmNGjVi+fLlWaRIEerq6mrM39zcnF5eXnz16lWWNEeMGMFq1arR1NSUOjo6dHV11dQrrlOnDs+ePZslnUw2btzIYsWK0dDQkK1ateK6det448YNduzYkTExMdnSIsng4GAWK1aMjo6OXL58uaZylDZapLrSUZMmTejs7MyLFy9qpfE+S5YsoaWlpWwX8ZCQEJqbm3P+/Pmy6JFkmzZtWL9+fcn1rDM5ePAgzczMeP36dVn0FAoFXVxcOHjwYNmqWs2YMYMFCxZkYGCgLHohISG0tLTk2LFjZYuxT58+dHJy4r1792TRu3jxIk1MTDhq1ChZqqwplUrWqlWLzs7OPHfunAwRkitWrBBGnRv5VFkzpVIp6+skJibKqqlSqXjz5s0s/yhTU8nWrdUmbWxMHj364WMOHjzIPXv2ZLvn+ykePHjAMmXKsFevXly6dClv3ryp1Q80IyODgYGB3LZtG11dXd8ZRWjSpAn9/f2zrKVSqXj9+nWOGzeOLi4u1NfXJwAWLlxYq9Z+WloaV6xYQUdHRxYrVow+Pj78/vvvs9Rw+hjp6emcNGkSDQ0N6e3tzfT0dPr5+WmllcmsWbNobGzMPXv2kKTkC/mJEydobGzMtWvXStLJJCYmhm5ubuzRo4dsJjN+/HgWLFiQT58+lUXvwYMHzJcvHydPniyLnlKp5IABA1i4cGEGBwfLonnz5k3mz5+fP/30kyy9//T0dA4fPpwWFhY8dOgQSUo22Fu3btHFxYU1a9ZkSEgIY2JiJDXQ0tLS6O3tTUNDQ44ZM4apqamSGrmiHnUu5b9Qjzo1lWzZ8o1Jyzz69Enkbuy8evWKf/31Fzdt2sSzZ88yODiYycnJWuulpaWxZs2a7xj/8OHDtdJMTU3lwoULWbBgQQKgg4MD79+/r3Vs58+fp5OTE2vWrMmSJUvy0qVLWmuR5Nq1a2lkZMTVq1dz3rx5kuv+7tmzh0ZGRty9ezfv3r0r+Vw/evSI+fPn58SJE6lQKBgVFSVJT6lUskuXLixdujRjY2MZHh4uSY8kfX19aWpqymXLlvH58+eSvnuZMfbu3ZtFixblkydPsj1C9DECAgLo6OjITp068cSJE7L0hpcsWUJDQ0MuWLCA/fr1k2zWcXFx/PHHH2lnZ8ehQ4dy9OjRkmO8evUq3dzcWKZMGRYuXFjTsMguwqhzKXndqFNSyBYt1CZtYkKeOJHTEeUekpKSeP/+fd68eZOXL1/mmTNnePToUa3nDkNDQzVD8wBoZ2fHW7duaR1fVFQUixUrpunxv3z5Umstkty/fz9NTExobGzMefPmSdIiyfXr19PY2Jhly5blzp07JetduXKFpqambNeuHSdOnChZLzU1lbVr12b9+vVZqVIlyY0Tkjx8+DCNjIxYt25dLl68WLJeRkYGu3fvTicnJ9rY2MgyJ/zs2TO6urrS3NycDRo0kGWU4tixY7SwsCAA/vHHH5L1VCoVx48fr/mtHP3YEF82efXqFV1cXAiA1tbWWo1qCaPOpeRlo05JIZs3f2PSJ0/mdER5H5VKxdDQUB46dIgzZszgoEGDtO7N3bp1i927d6e5uTkBsGHDhpKGNA8ePKhZJGlpackXL15orUWSZ8+e1TQkypQpI7lX/fTpU7Zo0YIAaGtry6SkJEl66enpnD9/vsYMtmzZIkmPJO/cucNKlSoRAJ2cnCT3LpVKJWfOnEkdHR0CoJeXl+QYQ0JCWKVKFc37lqMRtX37dhobG2sWw0qdjklJSeGwYcM03+0CBQpIbqTcv3+fI0aMYNGiRQmApUuXzvY0njDqXEpeNeqUFLJp0zcmfepUTkck0Jbk5GTu3LmT7du357Rp0yRpXbt2jW3atCEA9uzZU3JcU6ZMoYmJCQFw165dkvQUCgX/+OMPGhkZEQCXLFkiSY8kT506xZIlSxIAK1WqJLl3mZqayqlTp2resxzz9JGRkRwyZAj19PRoaGgoy7x6SEgIhw4dSiMjIzo5OUkepifJiIgITp48mQULFuT3338vyzx4YmIi169fz/r167NFixayTJepVCpevXqVY8eO5fjx47N1zoVR51LyolEnJ5NNmqhN2tSUPH06pyMSyEViYqIsQ5l3795l165dZdlq9fz5c3bu3Jnly5eX5UIbGBjIevXqsUSJErKYQUpKCn///XcaGBjItvr9yZMnbNOmDd3c3GTbthUQEMA2bdqwb9++suiRZFhYGEeMGMG//vpLNk2FQsENGzbwlMyt/ydPnkie3nkflUr1VY1ah5QpRVYuYPny5Th37hxu3LiBoKAgUN0QyZZG7969sW7duo8emzt3LkaMGJElnfj4eFhZWeH169ewtLTMVgy5kZQUdUGN48cBU1Pg0CGgbt2cjkqQW0lNTYWxsbEsWufPn0fBggVRsmRJyVoksW7dOhQvXhx16tSRITrg/v37OHjwIMaOHSuLHgAcOnQIDg4OqFChgmyaly9fRoUKFWQ7L4D6OpcXrm9fGql+kKeM2tnZGTExMahQoQKePHmC0NBQrY16w4YNHxyrXLkySpUqlSWdvGTUyclqkz5xAjAzU5u0TNc4gSBHIAkdHZ1cqyfIW0j1gzxVlOPMmTMoWrQodHV10apVK4SGhmqt1b17dxkj+3ZJTlZXvTp1CjA3Bw4fBmrVyumoBAJpyG2qwqQFX5I8levb2dkZurryvCWSiI+Ph1KplEXvWyQpSV1QI9OkjxwRJi0QCARfmzxl1HJibW0NKysrGBsbo06dOjh+/HhOh/RVyTTp06cBCwvg6FGgZs2cjkogEAj+e+SpoW85KFCgALy8vFClShVYWFjgwYMHmDdvHpo2bYp169ahR48eH32eQqGAQqHQ/B0fH/+1QpadpCR11auzZ9+YdPXqOR2VQCAQ/DfJdYvJ0tLSMH369Cw/vnfv3nB2dv7g/latWuGff/6Rpe5zVFQUypQpA4VCgdDQUJiZmX3wGG9vb0yePPmD+7+1xWSJiWqTPncOsLRUm3S1ajkdlUAgEHy75LlV34mJibCwsMjy40+fPo169ep9cL+cRg0AkydPhre3N44dO4bGjRt/cPxjPWpHR8dvyqgTEoAWLYALF9QmfewY8P33OR2VQCAQfNvkuVXf5ubmspmrnGT22qOioj563MjICEZGRl8xInlJSACaNwcuXgSsrNQmXbVqTkclEAgEglxn1LmVhw8fAgAKFiyYw5HIT3y82qQvXVKb9PHjQJUqOR2VQCAQCID/8Krv6OhoBAQE4PXr15r7kpKSkJiY+MFjnz17hiVLlsDOzg7V89iqqvh4oFkztUlbW6uTmgiTFggEgtxDnupRHzhwAHfu3AEABAcHAwCmTp2qOT5hwgTN/xctWoTJkyfDx8cHvXv3BqDuNdetWxcdOnRAqVKlYGlpiQcPHmD16tVISUnBtm3bYGJionV8JDFkyBDo6uqiWrVqqF69OooXLy4pWcK5c+dw+vRp1K9fH99//322ht9fv1abtK8vYGOjNuly5ZTYtm0nGjRogPz582sd19u8evUKNjY2IimEQCAQaEGuW0wmhX/L0w3gnbnvzFXabxt1REQExowZg+vXryM8PBzJycnInz8/ateujV9++QWVKlXKciyZiwfGjx+PpKQkREdHIyYmBgEBAXj27JnmcWXKlMHixYtRu3btz2revn0bZ8+eRVJSkub26tUrTbpTExMT1KhRAy1btsTgwYP/1bRfvwaaNFHh6lVdmJoqMGrUYTg5xQAAFi9ejNu3b6N69epo3bo1WrduDXd39ywZ7YULFxAVFQUrKytYW1vD2toaFy5cwJ9//omePXuie/fuKFKkyGd1MomKisL169dRsmRJODs7Q19fH+np6fjjjz/wv//9D4UKFcqyVia+vr5wc3ODjY2N5j4pOYvDw8NhZGQEW1tbrZ7/MUJCQuDo6CibXnR0NGxtbWVrLKlUKiQnJ8Pc3FwWPUA9ovWxHRXakpKSAiMjI9mSIAFAcnIyTE1Nc62eSqVCamqqrJpy5/OOj4+Hubm5rOclJiZG1t9fVFSUbB0VQO0tDg4O2i8u1qqUh+CzZFZLadWqFQcMGMBx48Zx9uzZ7NKlC/X19dmmTRvu378/W3Vnt2zZwgYNGvCHH35gly5d2L9/fw4dOpQ6Ojo0MDBgq1atuHnz5s/WSo2NJatWVVfB0tePY5kyPVmtWjXNzd7eXlNz1sXFhSNGjGBAQECWYhwzZgxdXV1pb29PQ0NDjU7mTUdHh40aNeKOHTuyVH3m3LlzLFSoEAFQX1+fJUuWZIsWLWhnZ0cDAwP27duXDx48yFJspLrqTenSpamjo8OKFSty1KhRPHjwIH/99VcOHjyYr169yrJWJpMmTaKhoSG7du3K06dPa2pHh4SEZFuLVNe/NTAw4JAhQxgVFaWVxtuoVCpWrFiR3bt3z3Yd3U8xd+5cVqhQgZGRkbLohYSEMH/+/Lxw4YIseiT5448/csyYMbLp/fPPP3R1dZWtEpNCoWDJkiW5YcMGWfRIctq0aaxTpw4TExNl0QsJCWG+fPn4zz//yKJHkh06dGCbNm1ki/HUqVPMly8fjxw5IoueUqlkqVKl2K1bN8bGxsqi+eeff4oyl7mRT5U1O3nypORC5m9z//59rlixgjExMVl6fGwsWaWK2qRtbcnbt989npGRwV69evGvv/6iv7+/5NKHKSkpnDp1Km1tbfnDDz9w1qxZvHz5MhUKRbZ0EhMTefv2be7YsYPe3t7U1dXVmL++vj5Hjx6dZRNSqVQMCgri8uXL2alTp3caJnZ2dlyzZk22yipm1qnt378/zczM6OrqSi8vL9rb22td/vDq1ausWbMmra2t+ffff1OhUHDlypVaaZHko0ePWKlSJZYqVYr37t0jyWyfg7dJSkpi8+bNWbJkSVnqHJPkjBkzaGlpyRs3bsiid+vWLVpYWHDBggWy6KWlpbFJkyasVq0ak5KSZNHcuXMnjYyMZDPC2NhYVqpUiQ0aNJAtxuXLl9PIyIhbt26VRS8sLIwVK1ZkpUqVGBYWJllPpVJxwYIFNDIy4uTJk6lUKiWXCH306BGrV6/OokWLan7DWb3GfoxXr14Jo86N5MZ61K9ekZUrf9qkvxRhYWGy1BPO5NKlS5w5cyb37t1Lf39/pqamStILDQ2lnZ0dAVBPT4+WlpZs166dVheR+Ph4Ll++nIULF9bozZ07V6sGj0ql4vbt2+ns7MwSJUpQV1eXS5cuzbZOJqmpqRw6dChNTEy4Zs0a9ujRgykpKVrrpaWlsWvXrixcuDDv378vS2943LhxtLOzo7+/v6QLYybHjh2jkZERd+7cSZVKJen9kurzW758eXp6ejIjI0Pyd49UG6GpqSkvXrzIxMREyb+VmJgYli9fno0bN2ZKSgpDQ0Mlx7hlyxYaGRlxxYoVDAoKknxuEhMT+cMPP7BIkSK8c+cOfXx8JMd48eJFFipUiM2bN+fGjRu5d+9eSXrp6emcMmUKDQ0NOXbsWNavX5/h4eFaaUn1A2HUX4jcZtQxMWTFimqTtrMj79zJ6YhyDwkJCXz16hUVCoXkEQSSDA4OZrNmzVi2bFkWKFCAurq67Nq1q9Y9nMjISDo6Omp6/evWrZMU344dO2hpaUkAHDJkiCQtpVLJIUOG0NbWlkWKFOHZs2cl6alUKg4ePJiFCxdmu3bteOnSJUl6JLl+/XoaGxtz1qxZnD9/vmS98PBwFi1alEOGDGG3bt1k+c5MnTqV1tbW9PLy4u7duyXrRUVF0cPDg82bN2e5cuUkN1BI8uDBgzQxMWGlSpU4bNgwyXoZGRn8+eefaW5uTiMjIx4+fFiyZmRkJOvXr09dXV3a2trK0mP39fVlF8pBNAAAG39JREFUkSJFCIA1a9bUaiRKGHUuJTcZdUwMWaGC2qTz5yf/f+RT8JVQKpWMiopiXFycVs9//PgxFy9ezK5du9LZ2Zm6urrcsWOH1vEcP35cY9QAJBvD6dOnmT9/fgJg2bJlmZ6eLkkvNDSUrq6uBMCmTZtK0iLVPaPu3bsTAIsWLZqtdSGf4ujRo9TR0SEAHj16VLJefHw8a9euTQCsVKmSZPNXKpXcsWOHZopo3rx5kmMMCwtj8+bNNSNFfn5+kjW3b99OCwsLzbmRuoYiKSmJP/74o+a73ahRI8kjFL6+vixevLhGU5tGijDqXEpuMeroaLJ8eWHSeYmwsDDu3btXUi8pJiaGS5YsYbVq1WhjYyNpnjkmJoaTJk2ilZUVAXDRokVaa5Gkn58fGzdurLkwSu1VP3/+nK1bt9bobdy4UZJeRkYG//zzT5qYmBAAGzZsKEmPJIOCgtisWTNNjFJ7lyqViocOHaKHhwcBMH/+/IyPj5ekmZGRwY0bN2oaUY0aNZLcoFAoFNy4cSMrVapEAPTy8pKkR6obZvv376enpyf19PQ4e/ZsyZqZ61DGjBlDZ2fnbC8AFEadS8kNRh0VRZYrpzZpe3tShgawIA8SEBDAgwcPStaJi4vj1KlTWaJECcmr1VUqFffv388SJUqwSZMmkmNTqVTcs2cPixQpwrJly8oyXP348WNND1OOBXCZMTo5ObFmzZqyxJiRkcFVq1bRwcGBU6ZMkayXqblp0ya6ublxz549smiqVCqeO3eO7dq145UrV2TRJMkXL15w/vz5sqx3yESlUtHPzy9b50eqH+SpfdS5CalJ2KUSHQ00bAjcvQsUKACcOgW4u3/1MAT/QRISEhAZGYkSJUpI1lIoFFi4cCGaN2+O0qVLyxKbt7c3mjdvjkaNGknWI4mdO3fC19cXf//9t2Q9QL23eubMmWjRogW+l6kqTlJSElavXo2ffvoJxsbGsmgqlUpcv35dthgzSU1NlS3G3EKeq56VV8hJo46KUpv0vXtqkz59Gvjuu68agkAgKyRlzWwnd6KRpKQkmJqayhqjUqmEnp6ebHqCnCPPVc8SSOPlS7VJ+/kBBQuqTbpUqZyOSiCQhtzpZ+U0aQCyZlTLRJi0IBNh1HmIly+BBg2A+/cBBwe1Sbu55XRUAoFAIJDCf7Z6Vl4jMhKoX19t0oUKAWfOCJMWCASCvIAw6jxARITapP39gcKF1Sbt6prTUQkEAoFADsTQ9zdOpkkHBABFiqiHu2VYbCsQCASCXILoUX/DvHjxrkmfOSNMWiAQCPIawqi/UcLDgXr11Cbt6Kg2aReXnI5KIBAIBHIjjPobJDxc3ZMOCgKKFhUmLRAIBHkZYdTfGGFh6p50UBDg5KQ26eLFczoqgUAgEHwphFF/ZY4fP47IyEitnhsaqjbphw/fmLSZ2UukpqbKFh/V+d9l0xMIBAKBNIRRf2Hu37+Pq1ev4uzZszh8+DCWL1+OggULokyZMhg+fDj279+P169ff1YnJASoU0eJ4GCgSJEMbNoUCh2dZ/D390f+/PnRpk0brF69GhEREVmOjSRevHiBhIQEqFQqzf3du3eHt7c3Hj58mO33Gx8fD6VS+c59Fy5cwMmTJ7VqAKSnpyM9Pf2d+5RKJeLj47OtlUlGRobWz/0Yb392ciEaSwJBziH370+ynlalPASfJbNaCgCamZnRzs6Ojo6OLFiwoOZ+R0dHjho16rOVd549I4sXV1fBAh4RcNRovH8zNTXllClTslQCMTY29p3nmpmZsWDBgu/UKq5cuTLnzp3LFy9eZOl9t2vXjnp6eixatChr1qzJzp07a2oBly5dmsuWLWNiYmKWtEjyyJEjNDY2ZrVq1ThkyBD6+Pjw3r17rFy5MufNm8fU1NQsa5HqyjcuLi5s2rQply5dqiksf/jwYb569SpbWplMmjSJDRo04KFDhzQVdaTUwH348CHLlSvHkydPaq3xNiqViu3atZNc3vFttm/fzkGDBjEjI0MWvcjISLZu3TrL37OsMH78eO7cuVM2vatXr7Jnz56S621nolAo2LFjR965c0cWPZLcsGEDx40bJ0vlLZKMiIhg06ZN+ezZM1n0SHLUqFFcuHChbHo3btxgo0aNGB4eLoueUqlk8+bNuW7dOtk+x6VLl4oyl7mRTKOOi4t75/5JkybRy8uLFy9ezNLF/OlTslgxtUkXL65iQEAyk5KSNLfr16+zcOHCHDBgAPft28ekpKQsx6hSqfjq1Ss+e/aMfn5+9PX15fHjx1m6dGnq6+uzWrVqHDduHA8fPpzlWrZxcXG8e/cuDx48yKVLl/LXX39l3bp132kQFClShDt37szSjyA1NZXXrl3j0qVL2a9fP5YrV456enoaLWdnZ65fvz7LhqFSqXjr1i1OmjSJ5cqVo46ODr///nvWrl2bhQoV4qFDh7Kk8zYhISEcM2YMLS0t6e7uztWrV/PMmTOcM2eOVj/0lJQUent708jIiF27dtWYl5QL0ebNm2lqasqhQ4dSoVBorZNJQEAAHR0d2blzZ6alpUnWS0tLY+vWrVmmTBnZShJu2LCBxsbGPHv2rCx6L168oLOzMwcMGCDLBVylUnHUqFEsWLAgg4ODZYiQvHXrFm1sbPjbb7/JEmNaWho7d+5MR0dHBgYGyhAhefToUVpYWHDEiBGyNPRiY2PZunVrOjg48OLFizJESG7atImWlpbs0qWL5hou5fO8f/++MOrcyKfqj2bnZD99Sjo7q03axYV8/vzjryOl9/Y+KSkpPHbsGBMSEmTTnD17Nr29vbl7924+fPhQcrz79+8nAFpZWdHNzY116tTh1KlTs927JtU1hf/++28aGxtrzL9///5a/aBev37NOXPmsGjRojQ1NSUADh06VOuL0cOHD9m0aVNaWlry77//pru7uyQTu3fvHkuWLMnq1aszNDSUmzdv1lqLJJ89e8aSJUuyRYsWTEpKYmRkpCS9lJQUNmzYkFWqVOHr169luYj/9ddftLKy4t27d0lKu9iSZGBgIG1tbTl58mRZ9FQqFXv37s3ixYszPDxcFnO9fv06rays6O3tTZKSG2YZGRkcMGAA7e3tefv2bb569Uryubl79y4dHR3p6enJxMREzfnRFqVSyT/++INGRkZcuHAhr1+/zkePHknSfPz4MWvUqEEnJydeuHCB48aN0/p9S61HLYz6CyH1xDx58sakS5QgQ0Lkje9bJioqisnJybLpnT9/nr1792aPHj3YtWtXdurUiaNHj9b63AUEBNDa2lpj/K1bt87WcP/bqFQqbt++nVZWVgTAWrVqSXrvcXFxbNOmDe3t7WlkZMRjx45prUWqh0bLlSvH2rVrs27dugwNDZWkl5CQwBo1amgaX0+ePJGkp1KpOGLECBYuXJgXLlzgtm3bJOmR5OXLl2lqaspVq1Zx7ty5kvXS09Pp6enJMmXKcP369bxy5YpkzStXrtDS0pJTp05l9+7dZWlQjB49mtbW1uzfvz+XLVsmOcawsDBWrFiRlStXpqOjo+RzTZKHDh2ijY0NnZ2dWaNGDcnTFOnp6Zw0aRINDQ2pr6/PCRMmaKUjjDqXIuXEPH5MOjmpTbpkSVLitU/wlYmMjOTZs2fp4+PD33//nd26deOwYcO0Nuvjx4/TxcVFY/xt2rSR1KM5fvy4Zh1CoUKFGB0drbUWST59+pS2trYEwO7du0vSItVDmaVKlSIA9uvXT7KeUqlkp06dqK+vz3LlysnSaz1w4AANDQ2po6Pz2TUmWSElJYW1atWijo4OW7VqJVmPJE+dOkVdXV0C4P79+yXrKZVKtm3blgBoa2ur9ZqOt7ly5QrNzMwIgM2aNZN8bhISEtinTx/Nb+WPP/6QHOO5c+dob2+v0Tx48GC2NYRR51K0PTGPHpFFi6pN2tVVmLTgDU+ePOGqVavYuXNnent7a31Ri4uL49KlS1mpUiUCYNu2bSVdII8dO8bKlStrLmSXLl3SWotUG0z+/PkJgHp6epLnb0NCQujh4aGJT5t1CG+jVCo5evRojV6nTp0k6ZHknTt3WKRIEY3mzZs3Jcc4efJkGhoaEgDLlCkjecopJCSEPXv21Jj/iBEjJOmR5LVr19i1a1fNupNNmzZJ0lOpVPT19WW/fv1oZmZGPT09ySMUKpWKt2/f5rhx4+js7EwbG5ts9/6FUedStDkxjx6Rjo5vTPr/FyQLBB+gVCpl6RneunWLQ4cO5e7duyXpqFQq/vPPP6xSpQorV64s2RTi4uI4ZswYGhgYsHfv3pK0SDIxMZHjxo2jvr4+a9euLVmPJPft28eiRYtSV1dXlsVgr1+/5ujRo6mvr88ff/xRhgjVjbuuXbsSgGyr/oOCgtijRw8aGRnxwYMHsmg+f/6cY8aMYYkSJRgVFSWLZnx8PFesWMFu3bppPZr1PpkNgU2bNmXr9yeMOpeS3RMTHEwWKaI2aTc3UqadBgJBlpBrQaJKpeKhQ4d469YtWfQePnzI9u3bMygoSBa9+/fvs169erxw4YIseomJifzll184bNgwWfRI0t/fn02aNOG9e/dk07x27Rr79esny4r/TAIDAyX3gN8nPj5etnP9NnJtqdMWqUatQ4rMCl+C+Ph4WFlZ4fXr17C0tPzXxwYHqzOOhYUBpUqpS1UWLPh14hQIvgWSkpJgZmYmixZJPH36FMWKFZNFDwCCg4Ph4uICHR0dWfRIIjo6Gvnz55dFL1NTqVRCX19UN/7aZMcPPoY4YznMw4fqAhthYcB336lNukCBnI5KIMhdyGXSAKCjoyOrSQNACZnry+ro6Mhq0pmawqS/TUQK0RwkKOhNT9rdXZi0QCAQCD5EGHUOERioNunwcKB0aWHSAoFAIPg4wqhzgIAA9XD3ixeAh4fapO3tczoqgUAgEORGhFF/ZR48eGPSZcoAp04BMk9FCQQCgSAPIYz6K+LvrzbpiAigbFlh0gKBQCD4PHnGqMPCwjBjxgzUrVsXDg4OMDMzQ+nSpTFmzBjExMRkSys4OBjt27eHra0tTE1N8f3332P37t2S4ss06chIoFw5tUnb2UmSFAgEAsF/gDxj1AcOHIC3tzesra0xevRozJs3DzVq1MC8efNQoUIFREREZEnn6dOnqF69Os6cOYORI0dizpw5MDAwQLt27bB27VqtYvPzUy8ce/kSKF8eOHkSsLXVSkogEAgE/zHyTMKT+/fvI1++fHBwcHjn/lWrVmHAgAEYPXo0Zs2a9VmdLl26YNu2bbh69SoqV64MAEhPT8f333+Pp0+f4tmzZ7CwsPisTuYG98uXX+OHHywRFQVUqACcOAHky6fdexQIBALBt4fUhCd5pkddunTpD0waADp27AgAuHfv3mc1kpKSsHfvXtStW1dj0gBgYGAALy8vxMbG4p9//slWXC1bAlFRQMWKapO2sckT7SKBQCAQfCXyjFF/irCwMACAfRb2P927dw+pqamoUaPGB8cy77t69Wq2Xv/VK6BSpTc96bFjx2LAgAHYt28fkpKSsqX1qZi9vb0REBAgWSuTw4cPIyUlRTa95ORk2bQEAoHgv0aezyc3ceJEAECvXr0++9hMUy9SpMgHxzLvCw0N/ehzFQoFFAqF5u/Xr18DAAwMriAqahQqVUoEACQkJCA6OhqrVq2CkZER6tSpAy8vL9SpU+ez8W3YsAGLFy+GqakpTE1NYWJiAmNjY+zfvx+TJ0+Gh4cH2rdvjx9//BFOTk6f1UtOTkaTJk1QoEAB5M+fHwUKFECBAgWwd+9edO3aFV27dkWfPn3g6ur6Wa1MpkyZgsDAQJQqVQpubm5wc3NDSEgI1qxZgzFjxqB69epZ1gKA27dv46+//kLt2rVRq1YtlC5dGjo6OlizZg169uwJAwODbOkBwPDhw1GuXDm0bdsWNjY2AICUlBSYmJhkWwsA9u3bh5CQEPTt2xempqZaabxNfHw8Zs+ejVGjRsHKykqyHgCsXLkSDRo0gIuLiyx6AQEBCAgIQJs2bWTRS09P10xTyZXm8siRIyhWrBjc3Nxk0YuOjsaxY8fQtWtXWfRIYt26dWjTpg2sra1l0fTz80NYWBiaNm0qi156ejqWLl2K//3vfzA0NJRFc//+/XB0dESFChVk0YuOjsaGDRvg5eUFPT09WTQXLVqE5s2by/Z7OXv2LAD1OdeGXDdHnZaWhunTp2f58b1794azs/NHj82aNQu//PIL+vfvj5UrV35Wa8OGDejZsydWr16Nvn37vnNMpVJBT08PLVu2xMGDBz94rre3NyZPnpzluAUCgUDw3+LRo0coXrx4tp+X63rUaWlp2TK8evXqfdSoV65cibFjx6J58+ZYvHhxlrQye0Nv94wzyRwK/lSPafz48fj55581f8fFxcHJyQnPnz+XrVckyB7x8fFwdHRESEiIVgs4BNIR5yDnEecg53n9+jWKFi2KfFquJM51Rm1ubq718EAma9aswcCBA9GwYUPs3r07y0M2hQsXBvDx4e1/GxYHACMjIxgZGX1wv5WVlfhx5DCWlpbiHOQw4hzkPOIc5Dy6utotC8tzi8l8fHwwYMAA1K9fH/v374exsXGWn1umTBkYGRnh0qVLHxzLvK9KlSqyxSoQCAQCwefIU0a9du1a9O/fH/Xq1cPBgwf/dXFQdHQ0AgICNIu+AHXNW09PT5w9exY3btzQ3J+RkYGFCxfC2toaLVu2/KLvQSAQCASCt8l1Q9/asn//fvTr1w+Wlpbo3Lkzdu3a9c5xc3Pzd1aoLlq0CJMnT4aPjw969+6tuX/GjBk4efIkmjZtipEjR8LOzg4bNmzAzZs3sWrVqiwPHRkZGWHSpEkfHQ4XfB3EOch5xDnIecQ5yHmknoNct+pbWz636trJyQlPnz794PHvGzUABAUFYfz48Th16hRSU1Ph4eGBsWPHon379l8oeoFAIBAIPk6eMWqBQCAQCPIieWqOWiAQCASCvIYwaoFAIBAIcjHCqAUCgUAgyMUIo/5KhIWFYcaMGahbty4cHBxgZmaG0qVLY8yYMYiJicnp8P4zLF++HN26dUOpUqWgq6sLHR2dnA4pT7JlyxZUqlQJJiYmsLOzQ5cuXfDs2bOcDus/w4wZM9ChQwcUL14cOjo6n0yzLPgyBAUFYeLEiahWrRry588PCwsLlC9fHtOmTdOqGJNYTPaVWLZsGYYPH45mzZqhTp06sLS0xNWrV7F27Vo4ODjg6tWrKFiwYE6HmedxdnZGTEwMKlSogCdPniA0NFRyJjzBuyxatAjDhg1DzZo10b17d0RHR2PevHkwMjLCtWvXUKhQoZwOMc+jo6ODfPnyoWLFirhx4wYsLS3f2fUi+LKMGzcOixYtQuvWrVG9enUYGhri9OnT2L59O8qWLQtfX9/sFQGi4Kvg5+fH8PDwD+5fuXIlAXD06NE5ENV/jydPnlCpVJIkW7ZsSfETkJfo6Giam5uzYsWKTE9P19x/7do16ujosF+/fjkY3X+HR48eaf5funRpOjk55Vww/0GuXbvG2NjYD+7/7bffCICLFi3Klp4Y+v5KlC5dGg4ODh/c37FjRwDqutKCL4+zs7PW+XYFn2ffvn1ITEyEl5fXO+UqK1eujDp16mD79u1IS0vLwQj/G2hToUkgH5UrV/5o6VJtr/fiipXDZBb7sLe3z+FIBALpXL16FQBQo0aND47VqFEDCQkJCAgI+NphCQS5Am2v98Koc5iJEycCAHr16pXDkQgE0vm3KnOZ932sOp1AkNdRKpWYMmUK9PX10a1bt2w9N8/k+v5apKWlYfr06Vl+fO/evT+54nLWrFnYuXMn+vfvj4YNG8oUYd5HznMgkJfk5GQA+GhO48xKdpmPEQj+S3h5ecHX1xdTp06Fm5tbtp4rjDqbpKWl/WtO8fepV6/eR01i5cqVGDt2LJo3b47FixfLGGHeR65zIJAfU1NTAIBCofhgVWtKSso7jxEI/itMmDABS5YsQf/+/fHrr79m+/nCqLOJubm55O08a9aswcCBA9GwYUPs3r0bhoaGMkX330COcyD4MhQuXBiAeni7ZMmS7xz7t2FxgSCv4u3tjWnTpqFnz55Yvny5VrkbxBz1V8bHxwcDBgxA/fr1sX//fs1woECQF6hSpQoA4NKlSx8cu3TpEszNzVGqVKmvHZZAkCNMnjwZkydPRvfu3eHj46P1jhNh1F+RtWvXon///qhXrx4OHjyYvQ3vAsE3gKenJ0xNTbFgwQJkZGRo7r9+/TrOnTuHjh07ihEkwX+CKVOmwNvbG926dcPatWslbQsVmcm+Evv370fbtm1haWmJv/766wOTNjc3R5s2bXImuP8QBw4cwJ07dwAAGzduRGBgIP744w/N8QkTJuRUaHmG+fPnY8SIEahZsyZ69OiB6OhozJ07FwYGBrh+/bpmeFzw5diwYYMmZevChQuRlpaGUaNGAQCsra0xdOjQnAwvz7N48WIMHToURYsWxZQpU6Cnp/fO8QIFCqBx48ZZF5QhCYsgC0yaNIkAPnkTmYO+Dr169frX8yCQh40bN7JChQo0NjZmvnz52KlTJz5+/Dinw/rPULduXXGtyUE+d52pW7dutvREj1ogEAgEglyMmKMWCAQCgSAXI4xaIBAIBIJcjDBqgUAgEAhyMcKoBQKBQCDIxQijFggEAoEgFyOMWiAQCASCXIwwaoFAIBAIcjHCqAUCgUAgyMUIoxYIBAKBIBcjjFogEAgEglyMMGqBQCAQCHIxwqgFAoFAIMjFCKMWCAQCgSAXI4xaIBDIRkZGBmrWrAlTU1Pcv3//nWPr16+Hjo4Oxo4dm0PRCQTfJqLMpUAgkJXnz5+jfPnyKFy4MK5evQoTExMEBgaicuXKcHd3x4ULF2BgYJDTYQoE3wyiRy0QCGSlaNGiWL16Nfz8/DBy5EgoFAp06tQJenp62Lp1qzBpgSCb6Od0AAKBIO/Rtm1bDB06FIsWLYKfnx/u3LmDbdu2oVixYjkdmkDwzSGGvgUCwRdBoVCgbNmyCAoKQu/eveHj45PTIQkE3yRi6FsgEHwR7t27h/9r345NFQgCKIo+SzCyCgMxNFqQrcECBDswsQEFW7AOzc3ERIPFSOxBMxODH/18YWfhnApedhlm5vV6JUmapsn3++12EPSUUAOte7/fWSwWGQ6H2W63uVwu2Ww2Xc+CXnJHDbRutVrl+XzmdDqlruvc7/fs9/vM5/PUdd31POgVd9RAqw6HQ5bLZdbrdXa7XZK/E/ZkMsnn88ntdstoNOp4JfSHUAOteTwemU6nGY/HOZ/P/75iXa/XzGazVFWV4/GYwWDQ4VLoD6EGgIJ5TAYABRNqACiYUANAwYQaAAom1ABQMKEGgIIJNQAUTKgBoGBCDQAFE2oAKJhQA0DBhBoACvYDM8a5FH+M0hcAAAAASUVORK5CYII=", "text/plain": [ "
" ] @@ -270,8 +247,7 @@ "def ode(x, t):\n", " return np.array([fp(x[0], x[1]), gp(x[0], x[1])])\n", "\n", - "@interact(x0=(-1.99,1.99,.1), y0=(-1.99,1.99,.1), tspan=(1,5,0.5))\n", - "def plot_trajectory(x0=-1.5, y0=-.5, tspan=2):\n", + "def plot_trajectory(x0=-1., y0=-.5, tspan=2):\n", " \n", " fig, ax = plt.subplots(figsize=(5, 5));\n", " plot_nullclines(f, g, symbols=['x', 'y'], ax=ax);\n", @@ -282,7 +258,13 @@ " ax.plot(sol[:,0], sol[:, 1] , c='k', alpha=.5);\n", " ax.plot([x0], [y0], 'ko', ms=10, alpha=0.5);\n", " ax.set_title(f'Phase Portrait (x0={x0:.2f}, y0={y0:.2f})')\n", - " # plt.show()\n" + " # plt.show()\n", + "\n", + "# comment the following line if you don't want to use interactive mode:\n", + "# interact(plot_trajectory, x0=(-1.99,1.99,.1), y0=(-1.99,1.99,.1), tspan=(1,5,0.5))\n", + "\n", + "# uncomment the following for using without interactive mode\n", + "plot_trajectory()\n" ] }, { @@ -301,18 +283,14 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "42a1dc450da04777a6013f3eb9456416", - "version_major": 2, - "version_minor": 0 - }, + "image/png": "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", "text/plain": [ - "interactive(children=(FloatSlider(value=4.0, description='A0', max=9.99, min=0.1), FloatSlider(value=6.0, desc…" + "
" ] }, "metadata": {}, @@ -334,7 +312,6 @@ "f = -A + 2 * B\n", "g = -B + L / (A+1)\n", "\n", - "@interact(A0=(0.1,9.99,.1), B0=(0.1,9.99,.1), tspan=(1,10,0.5))\n", "def plot_trajectory(A0=4, B0=6, tspan=3):\n", " \n", " fig, ax = plt.subplots(figsize=(5, 5));\n", @@ -345,7 +322,14 @@ " sol = odeint(ode, y0=np.array([A0,B0]), t=t_range)\n", " ax.plot(sol[:,1], sol[:, 0] , c='k', alpha=.5);\n", " ax.plot([B0], [A0], 'ko', ms=10, alpha=0.5);\n", - " ax.set_title(f'Phase Portrait (A0={A0:.2f}, B0={B0:.2f})')" + " ax.set_title(f'Phase Portrait (A0={A0:.2f}, B0={B0:.2f})')\n", + " \n", + "\n", + "# comment the following line if you don't want to use interactive mode:\n", + "# interact(plot_trajectory, A0=(0.1,9.99,.1), B0=(0.1,9.99,.1), tspan=(1,10,0.5))\n", + "\n", + "# uncomment the following for using without interactive mode\n", + "plot_trajectory()\n" ] }, {