diff --git a/__pycache__/bonding_curve_eq.cpython-36.pyc b/__pycache__/bonding_curve_eq.cpython-36.pyc index 9d5b0ed..3f1a82f 100644 Binary files a/__pycache__/bonding_curve_eq.cpython-36.pyc and b/__pycache__/bonding_curve_eq.cpython-36.pyc differ diff --git a/__pycache__/conviction_helpers.cpython-36.pyc b/__pycache__/conviction_helpers.cpython-36.pyc index f13838a..6781094 100644 Binary files a/__pycache__/conviction_helpers.cpython-36.pyc and b/__pycache__/conviction_helpers.cpython-36.pyc differ diff --git a/__pycache__/conviction_system_logic3.cpython-36.pyc b/__pycache__/conviction_system_logic3.cpython-36.pyc index 4a38082..2ca1624 100644 Binary files a/__pycache__/conviction_system_logic3.cpython-36.pyc and b/__pycache__/conviction_system_logic3.cpython-36.pyc differ diff --git a/conviction_cadCAD3.ipynb b/conviction_cadCAD3.ipynb index 9774192..9382977 100644 --- a/conviction_cadCAD3.ipynb +++ b/conviction_cadCAD3.ipynb @@ -73,11 +73,11 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/Zargham/Documents/GitHub/conviction/conviction_helpers.py:212: RuntimeWarning: divide by zero encountered in log10\n", + "/Users/zargham/Documents/GitHub/conviction/conviction_helpers.py:212: RuntimeWarning: divide by zero encountered in log10\n", " demo_data_Z0[sof_ind,ts_ind] = np.log10(trigger)\n", - "/Users/Zargham/Documents/GitHub/conviction/conviction_helpers.py:214: RuntimeWarning: invalid value encountered in double_scalars\n", + "/Users/zargham/Documents/GitHub/conviction/conviction_helpers.py:214: RuntimeWarning: invalid value encountered in double_scalars\n", " demo_data_Z2[sof_ind,ts_ind] = trigger/tc #share of maximum possible conviction\n", - "/Users/Zargham/Documents/GitHub/conviction/conviction_helpers.py:215: RuntimeWarning: invalid value encountered in double_scalars\n", + "/Users/zargham/Documents/GitHub/conviction/conviction_helpers.py:215: RuntimeWarning: invalid value encountered in double_scalars\n", " demo_data_Z3[sof_ind,ts_ind] = np.log10(trigger/tc)\n" ] } @@ -94,7 +94,7 @@ { "data": { "text/plain": [ - "Text(0.15940000000000001, 1008990000.0, 'fixed alpha = 0.5')" + "Text(0.1594,1.00899e+09,'fixed alpha = 0.5')" ] }, "execution_count": 4, @@ -103,14 +103,12 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -160,14 +158,12 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -218,7 +214,7 @@ { "data": { "text/plain": [ - "1.7955407857599857e+31" + "6.98464349889394e+30" ] }, "execution_count": 10, @@ -252,7 +248,7 @@ { "data": { "text/plain": [ - "67040.16629275207" + "55504.0759579905" ] }, "execution_count": 12, @@ -272,7 +268,7 @@ { "data": { "text/plain": [ - "36098.55108071265" + "29886.810131225648" ] }, "execution_count": 13, @@ -292,12 +288,12 @@ { "data": { "text/plain": [ - "{'type': 'proposal',\n", + "{'age': 0,\n", " 'conviction': 0,\n", + " 'funds_requested': 35656.24673367213,\n", " 'status': 'candidate',\n", - " 'age': 0,\n", - " 'funds_requested': 11443.91427929522,\n", - " 'trigger': inf}" + " 'trigger': inf,\n", + " 'type': 'proposal'}" ] }, "execution_count": 14, @@ -318,9 +314,9 @@ { "data": { "text/plain": [ - "{'type': 'participant',\n", - " 'holdings': 5718.0718806896575,\n", - " 'sentiment': 0.17859148389446788}" + "{'holdings': 22612.39905037691,\n", + " 'sentiment': 0.6702860742946452,\n", + " 'type': 'participant'}" ] }, "execution_count": 15, @@ -341,9 +337,9 @@ { "data": { "text/plain": [ - "{'affinity': 0.4047245410553306,\n", - " 'tokens': 0,\n", + "{'affinity': 0.6519626488711645,\n", " 'conviction': 0,\n", + " 'tokens': 0,\n", " 'type': 'support'}" ] }, @@ -365,7 +361,7 @@ { "data": { "text/plain": [ - "{'influence': 4.314493792217198, 'type': 'influence'}" + "{'influence': 4.425170477652414, 'type': 'influence'}" ] }, "execution_count": 17, @@ -385,7 +381,7 @@ { "data": { "text/plain": [ - "{'conflict': 0.8304060260811613, 'type': 'conflict'}" + "{'conflict': 0.9282761336394489, 'type': 'conflict'}" ] }, "execution_count": 18, @@ -405,7 +401,7 @@ { "data": { "text/plain": [ - "Text(0.5, 1.0, 'Participants Social Network')" + "Text(0.5,1,'Participants Social Network')" ] }, "execution_count": 19, @@ -414,9 +410,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeQAAAFPCAYAAACcdb3UAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3XdUFNffBvBnF1hYehVYuliQAFbsNXaD/kRssUQx9hJj1CRq7IrCC5ForDGKNZZo7CX2XhDsvWBXkI502Of9Y+NGpBeVJPdzzh5lZ+bOvbOw35lbJSQJQRAEQRA+KunHzoAgCIIgCCIgC4IgCEK5IAKyIAiCIJQDIiALgiAIQjkgArIgCIIglAMiIAuCIAhCOSACsiAUkZ+fHwYOHFjofkOHDsXMmTM/QI7KlxMnTqBq1apF2jckJASNGzd+zzn6MCQSCe7du/exsyH8C4iALPxrODo6Qi6XQ19fH5aWlvD19cXr169LlNbRo0dha2ub472JEydi+fLlhR67ZMkSTJ48uUTnLY5p06ahT58+JTo2Pj4eAwYMgJWVFQwMDFClShX4+/uXKj9NmjTB7du3S5UGADx8+BASiQSfffZZjvf79OmDadOmFSkNR0dHHDx4sNR5EYQPSQRk4V9l586deP36NcLDwxEaGopZs2YVO42srKz3kLPyZcyYMXj9+jVu3ryJhIQE7NixA87Ozh87WzmcPXsWp06d+tjZyNd/4fdE+LBEQBb+lWxsbNC+fXtcu3YNALBy5UpUq1YNBgYGqFixIpYuXare983TsL+/P6ysrPD555+jffv2eP78OfT19aGvr4/nz5/neiI9efIkGjZsCGNjY9jZ2SEkJAQA0L9/f/zwww850vbz84O5uTkcHR2xbt06dRq7d+9GzZo1YWhoCDs7uxxPgG+eFFetWgV7e3uYm5tj9uzZAIB9+/bBz88PGzduhL6+PqpXrw5AVRVcsWJFGBgYwMnJKce53hYaGopevXrBxMQEUqkULi4u6Nq1q3r76dOn4enpCSMjI3h6euL06dPqbbGxsfD19YVCoYCJiQk6d+6co6xvzJ07F87OzjAwMICrqyv++OOPon+AAL799lv1dczLrl27UKNGDRgbG6Nhw4a4cuUKAKBv3754/PgxOnbsCH19fQQEBKBfv34ICgoCADx79gwSiQSLFi0CANy7dw+mpqZ4M2nhL7/8gkqVKsHU1BSdOnXC8+fP1eeUSCRYuHAhKleujMqVK+fK08mTJ2FnZ4cjR44Uq6yCAACgIPxLODg48MCBAyTJx48f09XVlT/88ANJcteuXbx37x6VSiWPHj1KuVzOsLAwkuSRI0eooaHBb7/9lmlpaUxJSeGRI0doY2OTI/2pU6eyd+/eJMlHjx5RX1+f69evZ0ZGBqOjo3nx4kWSZL9+/Thp0qQcaY8ZM4ZpaWk8evQodXV1eevWLfX2K1euMDs7m5cvX2aFChX4xx9/kCQjIiIIgAMHDmRKSgovXbpEmUzGGzdu5MoPSb5+/ZoGBgbqtJ8/f85r167lea2+/PJLurq6csWKFbxz506ObTExMTQ2Nubq1auZmZnJ9evX09jYmNHR0STJDh06sHv37oyNjWVGRgaPHj2qLsvb12zTpk189uwZs7OzuWHDBurq6vL58+ckyZUrV7JRo0Z55u1NuZOSkqhQKNSfae/evTl16lSSZFhYGC0sLHj27FlmZWUxJCSEDg4OTEtLy/W7QJK//vorvby8SJLr1q1jxYoV2b17d/W2Tp06kSQPHTpEMzMzhoWFMS0tjSNHjmSTJk3U6QBgq1atGBMTw5SUFPV7d+/e5b59+2hra8tz587lWS5BKIwIyMK/hoODA/X09GhkZER7e3sOGzZM/aX5rv/9738MDg4mqQokWlpaTE1NVW8vLCD7+fmxc+fOeaadV0B+/fq1enu3bt04Y8aMPI8dPXo0v/76a5J/B6YnT56ot3t6evK3337LlR9SFZCNjIz4+++/51vuN1JSUjh79mzWqlWLmpqadHZ25p49e0iSq1evpqenZ47969evz5UrV/L58+eUSCSMjY3NlWZe1+xt1atX57Zt20gWLSBnZmZy4cKFrFevHsmcAXno0KHqm603qlSpor45eDcg37t3j0ZGRszOzuaQIUO4ZMkSdV6/+OILBgUFkSQHDBjA8ePHq49LSkqipqYmIyIiSKqC76FDh3KcFwD9/Pxob2/PK1eu5Ft+QSiMqLIW/lW2bduG+Ph4PHr0CIsWLYJcLgcA7N27F/Xr14epqSmMjY2xZ88eREdHq4+zsLCAjo5Okc/z5MmTIre5mpiYQE9PT/2zg4ODuhr03LlzaNGiBSwsLGBkZIQlS5bkyBcAWFlZqf+vq6ubb0c1PT09bNy4EUuWLIG1tTU+++wz3Lp1K8995XI5Jk6ciLCwMMTExKB79+7o1q0bYmNj8fz5czg4OOTY38HBAc+ePcOTJ09gamoKExOTQsu9evVqdZWysbExrl27lqtshRk0aBAiIyOxc+fOHO8/evQIQUFB6rSNjY3x5MmTHNXLb3N2doa+vj4uXbqEEydOwMvLCwqFArdv38axY8fQrFkzAMhVdn19fZiZmeHZs2fq9+zs7HKlHxwcjO7du8Pd3b1Y5ROEt4mALPzrpaenw8fHB+PGjUNkZCTi4+PRoUMHdZshoGobfNu7P7/Lzs4O9+/fL9L54+LikJycrP758ePHUCgUAIBevXqhU6dOePLkCRISEjB06NAc+SpIXnls27YtDhw4gBcvXsDFxQWDBg0qNB1DQ0NMnDgRycnJiIiIgEKhwKNHj3Ls8/jxY9jY2MDOzg6xsbGIj48vMM1Hjx5h0KBB+PnnnxETE4P4+Hi4ubkVuWxvaGlpYerUqZg8eXKOY+3s7DBp0iTEx8erXykpKfj8888B5H1tmjVrht9//x0ZGRmwsbFBs2bNsHr1asTFxaFGjRoAkKvsycnJiImJgY2Njfq9vNLevHkztm3bhuDg4GKVTxDeJgKy8K+XkZGB9PR0WFhYQFNTE3v37sWff/5Z4DGWlpaIiYlBQkJCntt79+6NgwcPYtOmTcjKykJMTAwuXbqUb3pTp05FRkYGTpw4gV27dqFbt24AgKSkJJiamkJHRwfnz5/H+vXri1wuS0tLPHz4EEqlEgAQGRmJHTt2IDk5Gdra2tDX14eGhkaex86cOROhoaHIyMhAWloafvrpJxgbG6Nq1aro0KED7ty5g/Xr1yMrKwsbN27EjRs34OXlBWtra7Rv3x7Dhw9HXFwcMjMzcfz48VzpJycnQyKRwMLCAoCqU92bDnbF1bdvX6Snp2Pfvn3q9wYNGoQlS5bg3LlzIInk5GTs3r0bSUlJ6mvz4MGDHOk0a9YMP//8M5o2bQoAaN68ORYsWIDGjRurr1OvXr2wcuVKXLp0Cenp6Zg4cSLq1asHR0fHAvOoUChw6NAhzJ8/X91ZTBCKSwRk4V/PwMAA8+fPR/fu3WFiYoL169ejU6dOBR7j4uKCzz//HBUrVoSxsXGuqlB7e3vs2bMHQUFBMDU1RY0aNXD58uU807KysoKJiQkUCgV69+6NJUuWwMXFBQCwaNEiTJkyBQYGBpgxYwa6d+9e5HK9CepmZmaoVasWlEolgoKCoFAoYGpqimPHjuUbHCQSCXx9fWFubg6FQoEDBw5g9+7d6iraXbt2ISgoCGZmZggICMCuXbtgbm4OAFizZg20tLTg4uKCChUq5PlU6OrqirFjx6JBgwawtLTE1atX0ahRoyKX7W0aGhqYPn06YmNj1e/VqVMHv/zyC0aOHAkTExNUqlRJ3csdACZMmIBZs2bB2NgYgYGBAFQBOSkpSR2QGzdujJSUFPXPANCyZUvMnDkTPj4+sLa2xv3797Fhw4Yi5dPe3h6HDh2Cv79/kcarC8K7JCxuHZIgCEV29OhR9OnTB0+fPv3YWREEoZwTT8iCIAiCUA6IgCwIgiAI5YCoshYEQRCEckA8IQuCIAhCOSACsiAIgiCUAyIgC4IgCEI5IAKyIAiCIJQDIiALgiAIQjkgArIgCIIglAMiIAuCIAhCOSACsiAIgiCUAyIgC4IgCEI5IAKyIAiCIJQDIiALgiAIQjkgArIgCIIglAMiIAuCIAhCOSACsiAIgiCUAyIgC4IgCEI5IAKyIAiCIJQDIiALgiAIQjkgArIgCIIglAOaHzsDgiAUUVQUEBICXLkCJCQARkaAhwfg6wtYWHzs3AmCUEoSkvzYmRAEoQChocCcOcDevaqf09L+3iaXAyTQvj0wYQLg6flx8igIQqmJgCwI5dnixcC4cUBqqirw5kciUQXnwEBg2LAPlz9BEMqMqLIWhPLqTTBOSSl8X1K137hxqp9FUBaEfxzxhCwI5VFoKNC8edGC8bt0dYFjx4A6dco8W4IgvD+il7UglEdz5qiqqUsiNVV1vCAI/yjiCVkQypuoKMDBIWfnreLS0QEeP/5v9r4WvdGFfygRkAWhvAkIAKZOLV1AlsuB6dOB8ePLLl/lneiNLvzDiSprQShvrlwpXTAGVNXWV6+WTX7+CRYvVrW5b9umunbvXr/UVNV727ap9lu8+GPkUhAKJHpZC0J5k5BQNunExZVNOuWd6I0u/EuIJ2RBKG+MjMomHROTskmnPAsNLXowftuboHzhwvvJlyCUgAjIglBOkMSxY8ew4eZNlLB/9d/kcsDdvSyyVb6J3ujCv4jo1CUIJVVGvXmfPHmCVatWISQkBDo6OhjZvTuG+PlBkp5e4qylS6X4vGFDpBkYIC0tDWlpaZg5cyZatmxZ4jTLHdEbXfiXEW3IglBcBfXm3bpV1UO6kN686enp2L59O1asWIHQ0FB0794dv/32G+rUqYOLFy/iUGAgPk1PL1kVlkSCkwYG+OPkSfVbGhoaMDAwKElq5VdISOnTkEhU6fyXeqML5ZaoshaE4ihlb95Lly7hq6++gq2tLZYtW4YvvvgCT58+xeLFi1GzZk34+fmhXbt2yBw3DhJd3ZLlUS5Ho1274OzsDIlEAgDQ1tZGREQEsrKySpZmeSR6owv/MuIJWRCKqoS9eZOTk7FSRwcrVqxATEwMfH19ERoaCkdHR/Xu9+7dwxdffAG5XI6wsDDY2dmpqlGL2WEpS1sbGoGB0GncGAcOHECNGjWQnp6O8ePHY8GCBZg4cSLGjh0LX19fyOXyElyEckT0Rhf+bSgIQuHOnyd1dUlVqC3WKxngpLZteeDAAWZnZ+dIVqlUcsmSJTQzM2NwcHCu7Vy0SHVeiaTg80gkzNDS4hCAtra2XLhwIRMTE3ngwAG2bduWSqWSJHny5El26tSJlpaWnDlzJmNiYj7UFSx7vXuX6PPI9erb92OXRBBIkqLKWhCKohS9eeUSCWbp6aFVq1aQSv/+k3v58iW8vLywbNkyHD9+HKNHj86xHYBqnOyxY4C3t6oD0jtPtVlaWqr3vb3xevduLNfQwNOnTzF+/HhYWlri6tWr2Ldvn7rqulGjRti+fTsOHz6M+/fvo1KlShgzZgyePHlSorJ9VB4eqrKXxn+lN7rwjyACsiAUJipK1YGrhAMSJCSwZw/w6pX6vS1btqBGjRqoVasWzpw5A1dX1/wTqFMH2LJF1Rt4+nSgb1/Aywt369fHRldX1ftbtsCkdWvY29sDAFJSUiCRSPJN19XVFStXrsSVK1egoaGBGjVqoF+/frh27VqJyvhR9O9f+jTIsklHEMrCx35EF4Ryz9+f1NEpXbWoXE4GBDA+Pp5ffPEFK1WqxNOnT5cqW/fv36eVlZW6OpokR4wYQYlEQplMxubNmzMrK6tIacXGxtLPz49WVlb87LPPePz4cVW6kZGq8vfuTXp5qf719yejokqV9zLj7V14dX4B1fzs0uVjl0AQ1MQ4ZEEoTJ8+wLp1pU7mZevWqH/nDtq3b4/AwEDo6emVKj2ScHR0xP79++Hi4gIAOHbsGEaMGIGtW7di6NChqF69OubNm1fkNNPS0rBq1SrsnzULXyUno8nr15BqaEDykRdqiIuLw7lz5/D48WM8fPgQJ06cgLa2Ng7OmSPWjRb+PT7yDYEglHvZHTqUSeeh/dra3L17NxMTE7lz504OHTqU06dPL1Xe+vfvz4ULF+a5LS4ujq6urpw3b17xEl20iEpdXWYXoSMZdXVVHc/esxkzZlBDQ4NyuZwACIC9e/dW57fYHe4+UL4FoThEQBaEfFy/fp3jxo3jZm3tMgnIV2rUYIUKFaipqUkDAwMCYI8ePUqVx1WrVrFr1675bn/06BFtbGy4ZcuWoiVYToNbYmKi+poBoLm5OVNSUnLnuxzdRAhCcYlOXYLwlsTERPzyyy9o0KABWrVqBU1NTTQbNarUvXkpl0NSvToSExORlZWFpKQkSCQS3L59GwEBAThy5AgSExOLnW6LFi1w9OhRKJXKPLfb29tj586dGDp0KM6cOVNwYuV0oYaXL1/C19cXhoaG0NbWhp6eHpYuXZpzHHUhvdEhl6t7o+PYMbHKk1AuiYAs/OcplUocPXoU/fr1g729Pfbt24cffvgBjx8/xpw5c2BRFtMqKpX44e5dtG7dGkZGRpBKpZBIJGjVqhVevHiByZMnQ6FQwMXFBX379sX8+fNx5swZpBYy1MrOzg7GxsYF9o6uWbMmVq1ahS5duuDu3bv5J1bOFmogiVWrVsHDwwNVqlTBvXv38L///Q/Vq1eHt7d3rv0fWVjA/c4dKB8+BKZPxyGFAi89PVW90qdPV/dGF23GQnklOnUJ/1lvFnVYuXIldHV1MWDAAPTp0wcWeS000KWLajrMkvy5SCRI79ABJocP5wqwMTExMDU1BQBkZWXhxo0buHDhAkJDQxEaGoqbN2+icuXK8PT0hKenJ+rUqQN3d3doaWmp0xg8eDA++eQTjB49usBs/PLLLwgICMDp06dzl7EMFmpQymSQPn1aJgs1PHr0CEOGDEFkZCR+/fVX1KpVCwCQnZ2NzMxM6LxTY/HixQt4eHggOjoajx8/hp2dHXx8fNCrVy/4+PiUOj+C8CGIJ2ThPyUtLQ0bN25Eu3btUKNGDTx//hwbN27ElStXMGbMmFyBKiEhAQcPHsT0jAywhNXWmVpa0J42DaGhoTmqWZ2cnHD9+nW8uSfW1NSEh4cHBgwYgMWLF+PChQuIjY3FL7/8gpo1a+LMmTP44osvYGxsjPr162PkyJFYtWoVqlSpgsOHDxeaj0GDBqFHjx7o1KlT7ifvMlioIT0jA0vq18fevXtR0vt8pVKJn3/+GbVr10azZs1w/vx5dTAGVItkvBuMIyMjUb9+fcTExEBHRwd37twBAOjo6CCttHNdC8KH9FFbsAXhAwkPD+fIkSNpZmbGli1bct26dTk7Bb0lKSmJPXr0oEKhoJaWFqVSKSUSCRPmzi12h6dsuZxTKlTgd999x+zsbP7xxx+Uy+XU0dGhn58fK1WqxLp163Ljxo3MzMwsUlmSkpJ4/PhxBgUF8fPPP6ejoyMBsEmTJhw7diw3bNjA+/fv5xif/IZSqWSfPn3o7e2dc4xyGU1Deb9RI7q7u9PZ2ZktWrSgtbU1r1y5UqRy3bp1i40aNWLDhg158+bNIh2Tnp5OJycnamhoEAC1tbW56K8OW76+vly+fHmR0hGE8kAEZOFfKzo6mvPnz2eNGjXo4ODAadOmMSIiotDj0tLSWLFiRUokEgKgVCrlsGHDVBtL0Jv31atXbNCgAXv37s309HTOnj2bI0eOJElmZWVx69atbNSoER0dHRkcHMzExMRil7VKlSr8+eef6efnR29vb9ra2tLU1JRt2rThpEmTuG3bNj59+pSkKoi1aNGCX3/99d8JeHmVSUA+ZWZGbW1tymQydY/oyZMn8/Xr1/nmPSMjg35+fjQzM+OCBQtyz+ddgIyMDE6cOJHm5uaUSCQ5Pqthw4bx559/Lva1FISPRQRk4V8lKyuLe/fuZffu3WlkZMRevXrx4MGDxfqSJ8lFixapA4qOjo46mJEkQ0MZ1aQJUwGma2jkDEpyuWpWry5dyNBQ9SEpKSns3LkzP/30U8bHx+d5zjNnzrBr1640MzPjd999l/OchRg+fDgDAgJyvPfixQvu3LmTU6ZMYfv27Wlubk5ra2t26tSJEydOpL29PWfNmqXauYyekA8qFJRKpeprB4D6+vqUyWSsX78+AwICeODAAT58+JDZ2dkMDw9nzZo12aZNmyLdLBVU/q+++oo//PADQ0JCSJJjxoxhUFBQidMUhA9NBGThX+Hu3bucNGkSbW1t6enpycWLFzMuLq7Y6WRlZXHChAm0t7dncHAwJRIJe/Xqpd6elpbG8ePH09ramvvXriUDAlSrBXl58WTFilxUsWK+00pmZWVxxIgRdHd355MnT/LNw/379zlq1CgaGxvziy++4OXLlwvN9++//8727dsXuI9SqeTDhw+5efNmfvvtt2zQoAElEgkrVKjA1e7uzNDULFUwTgb4s6Mju3btSl1dXUokEhoYGPDq1atcsGAB69atS21tbSoUClpYWFBDQ4MaGhqsWbMmx44dy6VLl/Lw4cN88uRJsW6gsrOzaW1tzVu3buV4f8KECZw9e3aR0xGEj030shb+sZKTk7FlyxasWLECN27cQJ8+feDr6wv3Eq7eExsbi169eiEzMxMbNmyAhYUFNm/ejAYNGsDW1hZXrlxBnz59UKlSJSxdujRXBzAbGxu8ePECmzZtQteuXfM8B0kEBARg4cKF2LNnD9zc3ArMz5IlS/Dzzz/D3d0dY8eORevWrdUrN70tOjoazs7OiI6OztEDuzBhYWFo06YNvvP1xZjgYGhlZxf52HdlSKWwUSoR/dZ7ZmZmePXqlTrPL168wPjx4/Hbb79BoVBg8uTJMDU1xd27d3O8kpKS4OzsjMqVK6tfrubm+CQ0FAYPH0KSkAAYGQEeHjjn6oqBEybg6tWrOfIzffp0ZGdnY8aMGSUu0wcRFaXqVHflimqN57/KBV/fMumxLvyDfOQbAkEoFqVSydOnT3PgwIE0MTHhZ599xi1btjA9Pb1U6V68eJFOTk4cN25crs5VWVlZ9Pf3p7m5OUNCQvLsLPX8+XN1u6m+vn6h1a9r166lhYUFjxw5Umje0tLSuGLFCn7yySd0d3dnSEhInuX18PAo0YIVe/bsoZWVFZNaty7VQg1Kb296eXlRS0tLXV1tbGxMe3t7TpgwgWfPnuWoUaNobW3N1atXMyAggAqFgq1bt+bhw4dzXNeEhASGhYVxw4YNXD5kCEPt7JgmkTDlnfNmaGoyTSrlBXt7xuzblyONuXPncvz48cW+Hh/M+fOqxTF0dHIvXvKm6cPbW7Wf8J8gArLwj/DixQsGBATQxcWFVapU4dy5c/ns2bMySXvt2rU0Nzfnhg0bcm178OABmzRpwmbNmvHhw4f5prFs2TLq6uqqO4G5u7sX2mv64MGDtLCw4G+//VakfCqVSu7du5etWrWiQqHgnDlzGBsbq97+9ddfl7iKdunSpexsY0OlXF6igJwpk/HBpk1MSUmhp6cnNTU1aWFhwV69etHAwIAODg6USqU0MjLipEmTeP/+fZKqHuN6enq0sLCgp6cnN2/enLP3dxE70WX9VWX+tbY2a9euzZ49e7JNmzZs3bo1z5w5w+jo6BJdl/dGTPUp5EEEZKHcysjI4B9//MFOnTrR2NiYAwYM4MmTJ/N8Qi1p+qNHj6azs3OuoTlKpZK//vorzc3NGRgYWGibZvv27dVPyIaGhmzZsiWTkpIKzcPly5dpa2vLwMDAYpXr4sWL7Nu3L01MTPjVV1/xwYMH3L59O1u1alXkNEjVk+j69evZvHlzAuAEExMqizm0K0NLi7/Urk1nZ2caGBiwUaNGNDIyoq+vL8PDw9mzZ08aGxvT2tqalStXZtOmTWlmZsZ69epx8ODB6mFgAwYMYP369Vm5cmUuXbqUGT/9VOxhZkq5nPfHj+eaNWv42Wef0dnZmXXq1KGRkRFNTExYt25d9u7dm9OmTeO6det4/vz5EvU1KJVyOl+48PGJNmSh5N5T29eNGzewYsUKrFmzBlWrVoWvry+6desGfX39Mst6ZGQkunfvDn19faxduxYmJibqbVFRURg8eDAePnyItWvXFtjO+8bFixeRmpqKefPmwcvLC/369StyXp48eYL27dujVatWCAoKgoaGRpGPffr0KRYsWIDly5ejadOm2L9/P+Li4qCtrV3osUOGDEFISAi0tLSQnJwMiUQCHx8ftLx7F0Pu3oUkNVUVDvIjkajmiA4MVM8NHRsbiwsXLuDs2bPYuXMnwsPDIZPJ0KhRI9SvXx8ymQznzp3DmTNn0KBBA4SFhSEyMhIAIJPJMHv2bNStWxd/TJyI2adOQbfIV+Itfy2rGHLtGo4cOYJVq1aBJKKjo3O1Vb956ejo5GivfvtlYGBQklzkLTRULBcp5O8j3xAI/0SlbPt6+vQpjx07luO9+Ph4Ll26lPXq1aNCoeCECRN4+/bt95L9M2fO0NbWllOmTMn15Lt9+3ZaW1vz+++/Z1paWrHT9vPz47hx44p9XFxcHJs1a0YfH598JywpSEJCAn/88UfKZDJ6eHhw27ZthT7VL1++nDo6Our23ubNmzMtLY3Nmzdn0Oefq4Zu6egwSyYr0tCuN168eEEfHx9WrVqVJ0+e5PPnz7l9+3ZOnjyZ7dq1o5mZGS0tLVmlShX1uTU0NNTDpc6ePUt6e1NZivZsdunC3377jd27dy/02imVSr548YLHjx/nr7/+yu+//54+Pj708PCgrq4uLS0t2bhxY/r6+tLPz4+bN2/mpUuXChxbnS9v71K107NLl+KfU/jHEAFZKJ5Stn1FRUXR1taWJiYmTE9P5+HDh9mnTx8aGRnRx8eHu3fvLvKMVSWxdOlSWlhYcPv27TneT0xM5JdffsmKFSvy5MmTJU5/+/btbNeuXYmOTUtLY48ePdioUSPGxMSUKI2xY8fSx8eHderUYZUqVbh48WImJyfnue+jR49obm5OLS0tyuVyrl27liQZGxv79zrKUVEM79WLxxwcVJOH9O2rGuqVx9AupVLJlStX0sLCghMnTmRqamqe51UqlYxKoQzYAAAgAElEQVSIiGBISAirVatGc3Nz9Wxojo6OnDZ8eO6bgOK+dHS4OySE//vf/0p0Hd/O69OnT3nkyBEuW7aM48ePZ+fOnfnJJ59QR0eHCoWCzZo148CBA+nv78+tW7fy6tWred9URUbmvoEtQbnyG1Yn/POJgCwUXSnbvhITE1mtWjVqampSJpPR0tKS7u7uDA4O5qtXr95r1lNTUzlw4EC6urrmGq964sQJOjk5ceDAgSWaJett9+/fp62tbYmPz87O5tixY+ni4lKiiTL27NnDZs2aUalU8tixY+zYsSMtLCw4ZcoURkZGqveLiIigk5MTf/zxRy5YsIC6uro5yv7w4UP1OsoLFy7k0KFDCzxvREQE27Rpwxo1ajA8PLzY+c7OzuaBAwfo5eXFCZqauXpTF/sll/PmgAFs27YtSVUNzLJly0o1+UheeX706BEPHjzIxYsX85tvvmHHjh3p4uJCbW1t2tnZ8dNPP+WQIUMYGBjIa198wezSrq0tl6tuiN6nyEjS3181WYyXl+pff39xI/ABiIAsFM3588UPxm8F5dQTJ1i5cmX1dJQAWL9+/TLroFWQx48fs27duuzatWuOoJOWlsbvvvuOVlZW3LFjR5mcKzs7m3p6eqXuKBQcHEyFQlHs4JaYmEg9Pb0cT2g3b97k4MGDaWxszEGDBvHAgQN0cHDg/Pnz1fvk9RQdFhZGc3NzDho0iBMnTszzfNnZ2VywYAHNzMzo5+fHjIyMYuU3L1mff166oPXX63mrVqxZsyZ79OhBHR0dampqFrlHe6nLkJXFBw8ecP/+/fz55585evRoHlIoyqRc7Nv3/WRaDMP66ERAFoqmlG1fz+rXp46ODjU0NNRVpBoaGiVqLy2OI0eO0NramnPnzs0R/K9cuUIPDw927tyZUWV85+/p6clTp06VOp3NmzfT3Nyc+/fvL9ZxDRo04MGDB3O9HxkZyVGjRlEqldLNzY1Hjx4t9IZoz5491NXV5bfffptr25vFIBo1alTkxSCKpIzm1T741zC0Ny+ZTMYvv/ySy5cv5/bt23nmzBneu3ePiYmJH+TGsKzKRS+vss+bGIZVLmh+rM5kwj9IVBSwd6/qT7IkSCguXULq48eguTmSkpLw/PlzJCUl5VpKr6yQRHBwMPz9/bFmzRq0bt0agGo93Xnz5sHf3x8BAQHo379/njNflYabmxuuXbuGhg0bliqdrl27wtLSEl27dkVAQECRe243adIEISEhOHLkCNzc3NCzZ08AqqUkt23bhp9++glaWloYNGgQjIyMMHbsWHTt2hWamrm/Dtq3b4/q1asjJCQE48aNg4WFBTIzMxEYGIigoCBMmzYNw4cPh1Radiu5psvlKLyPeOGca9eGblgYsrOzkZ6eDolEAqVSiVOnTiEqKgqvXr1S/5udnQ0LCwtUqFAh1795vaerW7T+3yTx7NkzhIeHw+HRI1Qvg3LhrREBZWLxYmDcuKL1/CZV+40bp/r5r971QtkQAVkoXBmslQuJBAgJgWT8eBgaGsLQ0LDoxxZzeFVKSgoGDRqEmzdv4uzZs3B0dASgWvS+X79+UCqVCA0NVb9f1t4E5LLQpEkTHD16FO3bt8fTp08xceLEfG8gYmJi0LFjR4SGhoKq2i9888036NmzJ27fvo2WLVtixowZGDBgAADV+si7du1CYGAgvv/+e4wePRoDBw7MNczHwsICCoUCnTp1wo8//ogRI0agQoUKCAsLg4ODQ5mU89mzZ9i+fTv++OMP1D16FD8AkBd6VP5SAJxKTIRCocCPP/6IgQMH4tWrV5gzZw4sLS1z75+Sog7Q7wbr69ev59omlUpzBWtzc3NoamoiKSkJr169wpMnT3Dnzh1IJBLUrl0bX5mb4xOZDJoZGSUvmFwOlHBq2DyFhhY9GL/tTVD29BTDsMrSx31AF/4RymgloGK3fZWgTev+/fv08PBg37591dXhb/f+DQgIyDkT1Huwf/9+tmjRokzTfPbsGatXr84hQ4bk2ws9LS2Nbm5u1NTUJKCaoGT79u28fv06FQqFehWkvJw7d47du3enqakpx48fn2Pxi8aNG3Pfvn10dXWlTCbjihUryqSK9+bNm5wzZw7r1q1LY2NjNmzYkJUrV2ZNGxtmlnKhi3SplIq/pvD89NNPef78eW7atKlM8q1UKhkfH8+DBw9yxowZ9Pb2pouLC+VyOfX19WljY8OKFSvSycmJVlZW1NTUpIGBAT0dHJhW0mafN6+y7mUthmGVKyIgC4Uro7avOy4u3LBhA8+dO8eoqKiCvxxL0Ka1d+9eVqhQgQsWLFCnHRUVRW9vb3p4eBRp1aSy8OzZM1pYWJR5ugkJCWzdujU7duyoHgO7d+/eHB2pIiMjaWVlRQDU0tJSt6GvWbOmSOd48OABR48eTRMTE/bp04cXL16ko6MjHR0d6e3tzYYNG3L06NElyn92djbPnTvH77//ni4uLrSxsWHfvn3Zo0cPWlhYsG3bttyxY4fqhqkUgSIbYHSzZrx//z4NDQ3p7OxMiURCJycn/vrrr8UOypmZmbx69SpXrVrF0aNHs0mTJjQwMKCTkxN9fHw4e/Zs7t27ly9fvszz+DcB/M6dO4xu2pTZpSjXXQ8P/vbbbzx06BCvXLnCly9flnyYoBiGVe6ImbqEwvXpA6xbV+pkwlxdMdfVFREREXjw4AEyMjLg5OSU61U7NBQ2P/6omimqiDK0tDBFVxef7dyJJk2aAAB27dqFwYMHo2/fvpgxY0aRZq8qCyRhZmaGW7duoUKFCmWadmZmJgYOHIhbt26hY8eOmDx5MtatW4devXqp97l16xY8PDwglUphYmKCH3/8EZ9//nmxzhMXF4cFCxYgICAAycnJ+OqrrxAcHIz4+Hg0btwYgwYNwtdff12k/B47dgzbtm3Dtm3bYGBggM6dO8PKygoHDhzA2bNn0a9fPwwdOhSVK1f++8BSzGiVqaWFHlZWuG1ggIiICLx8+RIvXrzA2LFjsX//fshkMvTs2RMzZsyAjY1NjmMzMjJw/fp1hIeHq19Xr16FjY0NatWqpX7VrFkTpqamxc5bacqVoaWF4M6dESaR5Kg+j4uLg5GRUaHt3m/+NTU1VbX5BwQAU6cCaWnFL8cbcjkwfTowfnzJ0xD+9pFvCIR/An//0t9J5zF+Mj4+nhcvXuTWrVsZFBTEkSNH8utGjZhS0icIuZwMDWVSUhIHDRpER0dHHj9+/KNcsiZNmvDQoUPvJW2lUskuXbqoh5DVrFkz1z5+fn7U1tbmxo0bS3SOffv20cHBgX379qWGhgbd3Nzo5ubGFStW8Pbt21QoFPz999/zPPb169fcsmUL+/TpQ1NTU9atW5dz5szhmTNnGBgYSGdnZ9asWZPLly/Pd9ISkqUa965UKrl7925KpVL1cK/w8HCmpaXxhx9+oImJCaVSKatUqcIBAwbQ19eXtWrVolwu5yeffMK+ffsyODiYx48fZ0JCQomuYUHlyirueOQCejZnZWUxKiqK165d4+HDh7lx40YuWLCAU6ZM4dChQ9mlSxc2adKEVatWpampKTU1NVmhQgXuMDIqk5qv9zYM6z9IBGShcB+yaqs0VZUSCe9Vr057e3v6+vqW/RdpMQwbNow//fTTe0k7NDQ0xxKH2traOYYdhYWF0dLSkjt//bXYEzzExMSwX79+dHR05P79+5mcnExtbW0qlUr++eefbNOmDa2trTl8+HCamZmph3dFR0dz5cqV7NSpEw0MDNiqVSsuXLiQT5484YULFzhgwAAaGxuzT58+PHPmTNGrjUsxHCcrK4sSiYTPnj3jlClTaGlpSQcHBzZs2FDdHq6trU0NDQ3KZDJ6e3uXyXC1wsTFxXGiqSkztbULr74u5jCj7OxsxsfH89GjR7xy5QpPnDjBXbt2cd26dVy0aBHnzJnD8ePHs1+/fjxboULZBOT3MQzrP0r0shYKV6EC0L49sG2b6k+wuCQSoEOHwhecKOXwKikJxeXL0DI0xG+//YZTp07lWSXu5OQEU1PTMh/u9DY3NzdcunTpvaSdnZ0NT09PhIWFQSqVIjU1FWPHjsXu3bsRGhqKH9q2RXiVKlCMGKE64O0qya1bVdWU7dsDEyaoesn+ZcuWLRg1ahS6du2Kq1evQl9fH0+fPlVfq9atW6N169a4cuUKfvzxR6SmpqJ58+Zw/asZolWrVujWrRtCQkIgl8uxefNmdO3aFS9fvsTQoUNx+/bt4lfhDxumyuOcOcCePUhLT4fO278fcrnq96VDB1V56tRBfHw8Ll68iPDwcABAixYt8PTpU3zyyScwNzfHs2fP8OzZMwwaNAgjRoxAXFwcpk6dij///BOHDx+Gra0tBg0ahN69e8Pc3LykH1OeSGLYsGEw7dkTmr6+ONGhAxrGx0NDUxN4q4lGqa0NkoiqXRuX2rdHBImEOXOQkJBQ4Ov169fQ09ODkZFRvi9jY2M4ODjA4u5d1d9caZX1MKz/MBGQhaKZMAHYv79kq9TI5arjC1MGw6u0dXRw74cfkDpyJB4+fIiIiAj169y5c3jw4AEiIiKgVCpRsWLFfAN2UceZ5sfNzQ1r164tdXnyUq9ePZw6dQrp6ek4e/Ysli9fjujoaJw9exZbWrfG7sxMaJ4/n/eNzZsv/W3bVJ9nYCBeentjxIgRuH79OjZv3oxGjRqpd4+Li1O3lZLEjRs3sGPHDly9ehXa2towMTHBlStX0K5dO4wfPx5WVlbw9/fHihUrUKtWLUyaNAkdOnQo1gpWudSpA2zZghdXrmBxvXqY2qULlLGx2Lh/P2r37ImX7drh7P37CPf3R3h4OKKiolC9enXUqlULMpkMISEhqFOnDrS0tNRJPnr0CL/88gs+/fRTVK1aFUOHDkVgYCCCg4OxZcsWLF68GJMnT0abNm3g6+uLtm3b5jlO+42srCwkJiYWGjBDQ0MRHh6OevXqofaQIbgUEwNXCwt0iouDCwBzTU2kyGSIMDCAf2QkTKKjUefmzRwB1d7ePt9ga2BgUPRrnZwMhIeXvg25LIdh/ceJTl1C0RVnAoE3dHVzLM9XoDLqPIa+fYHVqwvcJS4uLkewfvv18OFDGBoa5huw7ezscny55yUmJgZOTk5ISEh4r0/ib5w+fRp/tG2LOZmZ0ExPL/JxmTIZJspkkH31FSYPGQKdDRtyjPe+p6eHQadOwbNDB/zxxx/IyMhA586d4e3tjcaNG0NTUxPjxo3DmjVrkJiYiKysLLRv3x4BAQFwcXEp0zLOnj0bhw4dQvPmzbFz505cuHABEokETZo0gaenp7rDVeXKldVBycLCAjdu3IBFPrUzmZmZ6gB8/fp1dOzYEbVr18ahQ4dw4MABmJubIy0tDa9fv4azszMUCgVI5gq0qampMDAwKPDJNDs7G4sXL8bEiRPh4eGBXbt2ITIyEsHBwepg+maClaSkJBgZGUFDQwPDhg1DcHBwmU6+AkD1dOzgULqArKMDPH5cquVWhb+JgCwUy7URI+C6YgWk6ekFVi1nA5DI5ZAGBRV9Np+OHYFdu0qfSS8vYOfOEh+uVCrx8uXLfAP2ixcvYG1tnStQvwngVlZWkEgkUCgUOHv2LOzt7UtfpgKcOHECMzt1wt7UVGgUIxi/oZTJIG3YEDh7VvXGW1/QKQCkAB5UrQrppEmo2qeP+gYjNjYWK1euxKJFixAXFwcHBweMGTMGCxcuRGxsLMaMGYP+/fsXu7aBJB4/fpyjp3N4eDiio6Ph5uaGdu3a4cCBAwgLC4OWlha6dOmCWbNm5flEOnnyZPTs2RNKpTLfp9aMjAwYGhpCV1cXGRkZiI+Ph7GxMapUqYKsrCxcu3YNFSpUgJmZGe7evQsrKyt06tQJ3t7esLW1hZGREfT19QsMmJmZmWjatCm6d++OMWPGgCQ8PDywcOFCNG3aNNf+jx8/houLC1JTU6Grq4umTZtiy5Ytpa65yaVLl9I1RXl7A1u2lG2e/sNEQBaKJCEhAV999RVWr16Nhb6+GJ6QAOzZo/qjfHt4klyO9LQ0hFtbY1+NGpi+e3fRT/IBn5BLIzMzE0+ePFEP33o3YCclJcHBwQGvXr1CvXr10KJFixyB26QM29yOHj2K7t2741qVKqhw+nSJ298JoMDneIlEVT0ZGIjwevWwcOFCbN26FV5eXhgxYgRq1KihnmZz3rx5OHXqFAIDA3H69GkMGTIEI0eOzDVDVnp6OuLi4nDt2jWEhobi8uXLuHnzJu7fvw8NDQ1YWlrC1NQU+vr6IIljx46hRo0aSEhIwL1793KkVaFCBSgUilxPpWvXrsXgwYPh7Oyc75Ornp5ejlqM1NRU/P7771iyZAkePXqE/v37w8DAAMuXL4eZmRlatmyJmzdv4vDhw/Dy8oKvry9atGhRYECeOnUqzp49i71790IqleLSpUvo3LkzHjx4kOdxly5dQrNmzZCYmAgtLS2QxKFDh/IM3qVSimFY0NUFjh0TM3WVIRGQhQKRxIYNGzB8+HAkJSUBAHbs2IEOHToAr16p2n2vXgXi4lSdO9zdsd3EBP8XEoKIiAhs3boV9erVK9rJ/iXjIpOTk/Hw4UNMmjQJJOHs7JwjcEul0nyrwx0dHSGXF23SyMOHD6Nnz57YumQJGvfuXbrrVkSpUilmGhlBPmYMvL29IZPJkJCQgLt37yI2NhZz5syBp6enOnA+fvwYFy9exJMnT2BkZASZTIbk5GQkJydDqVQCADQ0NKCnpwdTU1NYWlrC1tYW1tbWOYJmaGgo7ty5g7lz5+Lu3bv44osvIJVKoaWlhTp16uC7775Dx44dc+XXzc0NGzZsgJubW4nKe/nyZSxduhQbNmxAs2bN4Obmhv379yMxMRFDhw5FdnY21qxZg/j4ePTv3x/9+vWDk5NTjjROnjyJbt26ITw8HNbW1gCAsWPHQi6XY9asWXme99ixY2jRogX09fVhZGSE8PDwfKvdS+19N0UJRfeBe3UL/zBHjhxRD68BQH19fV64cKHAYzIyMmhjY8MZM2awXr16zM7OLtrJymB4lVJbu9zMHPTrr7+y7ztjNJVKJaOjoxkaGspNmzbR39+fQ4cOZdu2bVm5cmVqa2vTysqKDRo0YK9evThp0iQuX76chw8fZkREhHpWpj///JMWFhY8duxY2YwTL8brNcD6mpq0sLBgpUqV6OTkRIlEQmdnZ3bt2pV6enr08fHh2LFj2b9/f7Zr145VqlShpqYmpVIpK1SoQF9fX+7bt6/I62C3bt2amzZtIkmmp6fz2rVrPH36NN3d3Qs8rnbt2gwNDS3Bp5dTYmIily5dyho1atDJyYmDBw9mixYtqFAo6O/vz2PHjnHUqFE0NzdnixYtuHr1aiYnJzMuLo6Ojo7cuXOnOq3MzExaWVnlWpf7bcnJyTx06BDT09Npb2/PsLCwUpehQGK1p3JBBGShQEqlkps2baKmpiY1NTWpo6PDx48fF3rc7Nmz6evrS09PT65evbroJ/T2prIUUwvu0NLil19+ybt375ai1GXj3LlzeU7aUZDs7Gw+efKEx48f56pVqzht2jT269ePTZs2pZ2dHWUyGS0tLamlpUUvLy/OmjWLDxo1+mDBmIDq8+nShRkZGRw+fDjlcjkB0N7enoMHD2a1atUIgA4ODuzduzeDgoJ49OhRxsfHMyUlhcuWLaOLiwtr1qzJdevWFbqGcnR0NA0MDJiUlJTj/eTkZMrl8gLnJm/YsCFPnDhRrM+gIEqlkmfPnmX//v1pZGTE9u3bs1WrVjQ1NeV3333HiIgIbt68mR06dKCxsTGdnZ3ZpUuXHOOu9+3bR09PzyKf08/PjwMGDCizMuQrNFQ1N7WOjmoin7c/97/mjj+jUHDVqFEfZrnK/yARkIVCrVq1ijVq1OCQIUOoq6vLtLS0Qo+JioqisbEx9+zZQ4VCkevLNC9KpZKbv/2WySUNFrq6jDtwgFOmTKGZmRl79uzJK1eulMUlKJGkpKRCA0Zxbdu2jaamppw3bx6XLFnC7777jhesrT9oQCZApY4Oq5mb8+3aEw0NDc6fP5+nTp3ili1baGlpyTt37uRZjuzsbO7cuZPNmjWjnZ0dAwMD853IZcWKFfT29s5zm6OjY4E3X59++ikPHDhQ/AtdBLGxsQwODqaLiwsrVarEpk2b0sjIiAMHDuTt27c5f/58VqhQgZUrV2bVqlU5Z84cPnv2jL169eL8+fPzTjQyMtdkLklTptDZ0JAxMTHvpRzvynrxgoc7dFDNwOXlpfo3IICMimLVqlUJqBbseHsBEqFsiIAsFCgmJoaWlpbqauriTGQ/YMAA+vn5sXfv3pw0aVKu7a9fv+aePXs4ZcoUNmjQgFKplBoaGnwyaRLTtbSKHYzfrkZLSEjg3LlzaWlpyU6dOvHcuXOlvxgl4OTkxNu3b5dJWkFBQTQwMODChQv5/Pnzv59Symo1ruIEZLmcmzw96ebmRplMRkNDQ0okEj548ECd36VLl9LZ2ZlRhTQhhIaGsmfPnjQ1NeXYsWNz1cB89tlnXLduXZ7HtmvXLkd18Ls6dOjAXbt2FfEKl4xSqeTRo0fZo0cPGhoasmbNmjQ0NKRMJuOaNWuoVCp5+vRpDho0iMbGxtTU1OTy5ctz3tgWsrJZulTKO25uOVY2e18mTpxIALx3716ubd26dSMASqVS6unpcfHixe89P/8lIiALBRo0aBBHjRpVomMvXrxIW1tbPnjwgKampjm+rEkyICBAHYTfPGVNmjSJtWrV4s9ubqq5qQupvs4CmCqV5tumlZKSwgULFtDOzo6tWrXi4cOHP2h1W8eOHblly5ZSp7N161bq6elRQ0ODRkZGlMlk1NDQoIODA1e7uzPlAwdkAuo5jFNSUrhv3z5+//33jI6OzpHviRMnsl69egXPWf2Xhw8f8ptvvqGJiQl79erFsLAwxsfH08DAIN+n5zFjxjDgnTnS39alS5d859x+H16+fMnZs2dTJpPRyMiIpqambNy4Mffs2UOlUsmlS5eyZs2abNGiBc3NzTlq1Cg+mjChSO23WQCV77n99saNG9TW1qZEIuHMmTNzbR89erT6b1VHR4e1a9cW1ddlSARkIV+nTp2iQqFgfHx8idNo2rQpN23axJkzZ9LHxyfHttTUVFpaWvLtDmNmZmZctmyZ6o+8CG1aMS1asA5QaDt1eno6f/31V1auXJkNGjTgrl27PsgXyYQJEzh9+vRSpbF582ZaWlpy0qRJOW5eANDDw4OrAwNVndk+dEAuwhzGSqWSvXr1ore3d5Gr7uPi4hgQEEBbW1tWq1aNnp6e+XYMXLZsWYHtq59//jnXrl1bpPOWlalTp7J169bcvXs3vby8qKurSzMzM1auXJmurq5cv349SdVSlzs/+4zJxe0z8Z6CcmZmJl1dXdW/WxUrVsy1j5+fHzU0NKilpcWWLVsWvcOmUCQiIAt5ysjIoLu7Ozds2FCqdH7//Xc2btyYKSkpdHBw4OHDh0mq2hB9fHwIgDKZTL1ebV7VZIyKUrVh5dGmRZIjRoygTCYrUhtbVlYWN2zYQA8PD9aoUYMbN24s0zbed61bt47dunUr0bHJycn85ptvqK2tTW1tbRoYGOQIxm9We+rSpUvpFpov4SvczY1//vknk5KS+OrVq3zbctPS0ti8efNir6Ocnp7OOnXq0M7OjtWqVePy5cuZmpqaY5/jx4+zQYMG+abh6+vL5cuXF+u8pXHy5ElaWlry+fPn6vceP37MyZMn09jYmBKJhGZmZgwMDGTKsWPFX83q7aBcBr3H37Zo0SJKpVL175WGhkaORUtI8sSJExw5ciRv375Nc3NzXrt2rUzz8F8nArKQp8DAQLZp06bUT5GZmZnqYRubN2+mh4cHX758SScnJ+ro6HDChAk0MjKiubl5kTp+5UWpVNLOzq5YPZqVSiV37NjBevXqsWrVqly5cmWhvX1L4vLly6xWrVqR94+Pj+eaNWvYokULampqUiKRUE9Pj3369OG+fftYv379HEFZT09PdSNy/nzJv9xL8EoB+P1fT0pv8qKlpcUdO3YwNjY2V7liY2Pp6urKefPm5V/4dzo0ZfTowUkyGWNu3eLBgwfZvn17WllZcebMmeqq8VevXtHY2Djf39Nhw4Zx4cKFRb7+pREfH09HR0du3749z+1+fn5s1aoV69atS5lMxm1SKbNL+hn81dO9LEVFRXH9+vV0d3dn3bp1Wbt27QJXv1qwYAFbtGghqqzLkAjIQi6PHz+mmZlZmQ0d8vf3Z79+/ahUKlm9enVqaWnRzs6OHTt2pKurK8PDw0t9jrt371IqlfL//u//inWcUqnkwYMH+emnn9LBwYELFy7M9RRWGmlpadTR0SmwZ3pUVBSXLl3KunXrUktLizo6OjQ0NKSenh7Xrl2rrhaMjIxkv3791E8wcrmce/bs+TuhkqwfXMJXppYWLaXSHDcHNjY2bNWqFfX19Vm9enWOGjWKmzdvZmRkJElVG3Ge6ygX0KEpVSpVveftTZ4/z2vXrnHAgAE0MTHh8OHDeffuXZqZmfHly5d5XtsxY8YwKCiodB9iEfXq1YvDhg3Lc5tSqeQnn3yiGjdO8sHZs0zX0Cjd51DUJU2LqW7dukVahjIzM5MeHh4lXnNbyE0EZCEXb2/vUrd7vi0mJobGxsacOHEiJRIJNTU1aWlpyW+++aZMg9/MmTOpoaHBhw8fluj4M2fO0MvLi9bW1vy///s/JiYmlkm+XFxcePny5RzvPX36lEFBQXR3d6eWlhZlMhmdnJz4ww8/cNasWbSxseGNGzdIqjpN+fn50czMjF9//TV/+uknSiQS9uvXT51eamoqV69eTX8nJyZLJIWvs1ua119PZ/fv36e5uTklEom6qlNHR4ctWrTgvHnzGBAQQC8vLxobG9PFxYWDBw/mzJkzaWpq+vcXfgknpNd+4E8AACAASURBVHjx4gUnTZpEc3NzmpmZccGCBXle+++//56zZ88uk8+xIGvXrmW1atVydV47ceIE161bx7Nnz9LBweHvNtcymMxFKZermm7KWEE3OO86fvw4bW1tS1y7JeQkArKQw44dO1ilSpUijTUuqqysLNrY2FAikbBhw4bU19dXtXu+B5988gkrVqxYqmq0S5cusXv37jQ3N+e0adNKPf6za9euXL9+Pe/fv8/p06fT2dmZWlpa1NLSopubGwMDA/no0SOS5C+//EJbW1veunWL2dnZXLNmDe3t7enj46OuscjKyuLUqVOZlJTEiIgIfvfdd7SwsGCbNm24fft2Zp09S3bpQqWODpXvfOmnSCSqQNC8OVnSjmBvtV/eu3ePZmZmlMvlTExM5MKFC+nh4UGpVEodHR22atWKe/bs4cWLF/nTTz/Rx8eHhoaGlEqlXOzhwQyZrPjnfqtD0+vXr9mwYUOam5uzfv36/P3333P0CZg2bRonT55cqs+vMA8ePKCFhQUvXryYa9vIkSOpqalJmUzG+vXr/32zWEZD1S66u+cavVAa8fHx1NPTK9bfT+/evTlhwoQyy8N/mQjIgtrr16/p4ODAgwcPlkl6q1ev5qhRo6hQKNRDKfr06cN79+7R3Nxc/QRYliIjI6mlpcXx48eXOq1bt27R19eXpqam/Pbbb3M9NWRlZRX4xaVUKnnt2jV2qFOHk2QyrpVIuFMi4V5zc57r2pUx70yduGTJEtrZ2fHu3bs8cuQIa9WqxXr16vHkyZM59svOzua+ffvYsWNHmpmZccyYMXmOde7ZsiWn6eurO8Mp+/ThDAMD3jtzRrVDSaq48+jhe+/ePXXP4TcyMjI4f/58uru7UyqVUi6Xs02bNjx48CCVSiV/GTy4VBPAvN2hKSgoiCNHjuSWLVvYoEEDVqxYkQsWLODr1685d+5cfvvtt/l/yKWUmZnJevXqcerUqbx+/TpPnDjB7du3c8WKFQwMDGTTpk35bie8kSNHqjonlkFAvuroSHNzczZv3lw9XWdphIeHFzod6buePXtGMzOzMhtv/18mArKg9v3337NXr17575DHLEL098+zHSsxMVE9paKhoSEtLCzo5uam/uL+8ccf2bZt2/fSIWTZsmWUSqW5qolL6uHDhxwxYgRNTEw4YsQI9dOsj49PrmkRlUolL1z4f/auO6yJrHvf9EIJkIQaOkivii4ooiAKIgqILmJXxAo2LKtY1oIdUflUbN+uBRF1ZdfPsiL+1u6qqGCvWNeCYkVq8v7+wMwaCRAgblHe58mjmdyZuTMhc8495z3vOYshQ4agg0CAXTQa3hNSvU74Q9mWPDeampoKc3NzHDhwAF27doWFhQXGjx+vcOyioiIsWbIENjY2cHd3x9q1a/Hu3Tulcz506BCYTCYYDIaCMMfQoUOpPHtlZSX2dOlSVdtaR8hY2ggN47KyMixduhROTk6UcT6mr682QtPevXsRGBhIvT9+/DgiIiIgEokQGBiIwYMHqzTPkpISPHr0CBcvXsThw4fx008/Yd26dVi4cCEmT56M2NhYREZGwt/fH+7u7jA1NQWLxQKNRoOBgQEcHBzQunVrhIaGon///hg7dixCQ0OpUjU2m43w8HA8fvxYfWIuffuitLSUkuvU1dVFTEwMjh8/3qDf1vbt2xEWFlbv/RYtWoSgoKAmglcj0WSQmwAAuHTpEsRicdXD4lPUoSL0sWGR42M2MIvFwtWrV5GVlYVvvvkGQNVD2s7O7rOpKLVu3Rr6+vpqrZN8/PgxJk6cCD09PXTv3h0cDgd8Ph/Jyck4fPgwoqKioK2tDRaLhXg2GyUMRt25XBoN5SwWvtPVRZ8+fSASibBo0SJ8++23IITg/PnzyM3NxaBBg6Cjo4PevXvjxIkTtT74ioqKIBQKQQgBh8PBmjVrqM/27t0LX19f/P777zAzMwMhBPd27qyx3ruUwUApnY59fD5mdunSqJp0oIrk9p8ZM1DayBz3x01E7ty5A1NTUwBVDlFxcTEePHiA3bt3w9XVFUwmEz4+Phg7diwmTpyImJgYREREoF27dnBxcYGJiQl4PB7YbDaMjIzg5OQEX19fdOvWDfFRUdjt64uL7u4ocHFBga8vbsTEID8nBzt37oS+vj4ePXpU4/Vu27YNhBCYmpoqyriqIYdcymBUyyE/evQI8+fPh52dnYJcp6qYP38+xo0bV49vtArl5eVwcHCokWHeBNXQZJCbAKlUijZt2mClstVPPUk3FStWwMvLCx+zb+l0Onr16oXKykpYWFhQMpZ79+6Fra0tysrK1H5Nch3pfv36qf3YL168gLOzs8I1MhgMiEQixMTE4M7EiVWrzno8XIsJwbb27fH8+XPMnDkTfD6fqlk1MzNDUlISxVauC5GRkQoCIj4+PtRnf/zxB8XklodRqfv/Sb33BVdXbHJzg4gQBAQEICYmRqGWvMFQgzEqJgTfa2rC3t4eLi4uoNFoMDQ0BIfDAY/Hg4mJCVxcXGBnZwcTExM0b94cGhoaaNasGcaOHYvt27fj0KFDuHDhAu7du4d3794pOjl1OKEyDgf7+XwcXry41ku9f/8++Hx+dflQNXQ2KyEEhTWkfT6W69TV1UVwcDAyMzPr5IbExsY2uEwsOzsblpaWeP/+fYP2b0KTQW4CqsT7vby8qgtkNCDHWEwIRnzIlQmFQnzzzTcYPHgwfvrpJwBV9c29e/fG69evsW/fPnTu3BmL63ioNRRZWVmg0WiNNyAfUFJSgszMTPj4+CgYY0IImExmlcFsTD0wn4/0cePAZDKp47LZ7GpylHXhP//5D4KCgkCj0SjjKzc2cp3ij+uYa8Lo0aPRp08fMJlMsFgstG7dGjt27ICxsTHGjh3b8AevmsK1p+3tER4eDicnJ9BoNNjb22PcuHHYs2cPtZLfunUrvv32W+r7W79+PRwdHeHm5oZNmzYprz1X0QmVfvjOagvj//DDDwgNDVX+YWPEXGg0nDE3R1JSUp23u7i4mKptF4lEGDVqVI2lhgEBAdi/f3+dx6TwSRrrsJkZDgQG/mNaoP7b0GSQv3I8f/4cBgYG1futNsKwyHg8lNVQx3jmzBmw2WxqhXbp0qV6lVnUF6GhodDS0mowa/zt27dYt24dWrZsSeVkra2t4efnh7Fjx2L27NmYNWsW+vfvX6W33MiH7M8fxECYTCY0NDRAp9Oxfv36es/7wYMHMDQ0hFQqVSjfkkqlCAsLg3xVb2ZmVuMx+vXrh6ioKMpBkLPCnz59ip49e8LBwaFhvYbVRGj6WLozMjIS3333HWbOnAl/f39oamrCw8MDoaGh8PLyUlihSqVS7N27F/7+/pBIJFi4cOGfoXg1Ed3k8Pf3p/o4V0MjnbcrGzfCzMysXkpzd+7cwYwZM2Bubg43NzekpKQo9KS2sLDAjRs3UFBQUPuBaokgvCcEUg6nWhqrCXWjySB/5Rg8eLByScNGGhZlKkLJyclgMBgU25TFYgEAxo0bh5iYmM9yfWVlZVTfWlUhJ085OzuDwWCAwWDAw8MD//nPf5SqUFFQQxgSXC5kT5/i9evXKCgoQG5uboNqPA8ePIi2bdtW2y6TyeDv7w8Oh4OgoCCEhITUeIwuXbqgS5cukIe2tbS0MHHiRMoAbN26FWKxGDNnzqyfypkaCU1yfP/995gyZQr1vqysDMePH8eAAQMgEomgra0NR0dHDBs2DOnp6Xj48CGAKlZx7969oauri+RevaoamjTQQH4qZfngwQPo6enVXmvfSAegVatWyMrKUv3ef4BUKkVOTg769OkDgUCAiIgI7Nq1CywWC1euXAEhBMnJybXPuZ61402oG00G+SvGsWPHYGJiUr2TjpoMy6dhq7t378LS0hJsNhty9jVQ1UzAwMBALYpdynDkyBHQaLRaFYUeP36MadOmwdraGnQ6HWw2G23btkV6errqoVk15EahJrGHlStXYsiQIdW2b9u2Dc7OzvD19cWePXtqPYaPjw9iY2PRqVMn9OvXT+nxHj58iI4dO8LLy6ua7nFNqJw3DxX1ba/5yauYEExhsxEWFobTp09j27ZtSmvbDx06BD8/P1RUVCA3NxdLly5FWFgYhEIhrKysMGDAAPz3v//F0aNHkW9jg8qGzkmJEzp//nyl96waGmHgNm3apMAwbwhevXqFNWvWwMPDAwwGAy1btgSDwQCPx8OmTZuUz7WBDkQTakeTQf5KUV5eDmdnZ+XhtM9oWF6/fo22bduCRqNBR0eH2p6WlgZfX9/PVjYxaNAgcLlcBZZwQUEBRo8eDYlEAjqdDj6fj86dO2Pfvn219n2ucY6fYeXXUIwePbqajOjLly9hbGyM48ePY/HixYiNja31GPb29lTzgAcPHkBXV1dpnatMJsPKlSshFAqxbNmyGpntZWVlWLt2LbzMzdXCsl40cSJsbGxAo9HA5/OhqamJ05+ESE+cOEEx+z+GVCrFpUuXsHLlSkRFRcFZXx8ljf3ePnJC5VKZR44cqfUeU1ChsxkiIqqtwktLS6Gvr6+WGuD9+/ejZcuWVDpJHsWinhGNDLGruxnGl4gmg/yVYuHChTXXDX5mw1JRUYHOnTtDJBJR2yorK+Hm5vbZdHGlUikMDQ3h4uKCgQMHQiwWg0ajQVdXF1FRUTh58qTKzoCdnR0cHBwwZ84cXL58+c/91JQblanQ1rAuBAcH45dfflHYNnz4cAwdOhQAcOPGDRgZGdVaFvZp16KgoKBaWxneuHED3t7e8Pf3p2q1gSqjsXLlSpiZmSEwMLDKSKkxJfL27VskJiaCRqNRofXw8HCcPXsW586dg7u7e533S7ZgQVXeU01O6Llz52BhYVH/srsPTPdd2trYx2Lhjw4dFDqbKcN3331X705ayrBy5Up07twZdDodWlpaFNOfwWBUXcdnSGM1QRFNBvkrxN27dyEUCpW3OgQ+C+lGGSorKxVYms+9vbGTz0fZnDlqY2nKyz+6d+8OTU1NEEKgpaWF2NhYlUOsn8LV1RVyZjWLxQKPx6uqv1STI7OFwYCTkxO6du2KMWPGYMWKFdi7dy+uX7+ucomYtbU1rn2kBHbixAkYGRkp5MAdHByoEjRl943FYinkP7dt24aAgIBaz1tRUYGkpCSIRCKsXbsWKSkpMDExQUhICE7KFcKAz7Lasra2xpkzZzBjxgxYW1tTnbI0NTVx9uzZ2m+Ymp3QsWPHIjExsfZz1gJra2sQQlQy6vfu3YOenl6NIjGqYvz48Zg8eTJSUlKwbds2HD16FLdu3apK2XymNFYTFNFkkL9CdO3aFbNnz655gJoeTgeNjTFx4kT8+OOPyM3NVczF1sLSLGcylYqNqAo5i7Zjx46Ul29paYmJEydS2sJyUk9tKCsrw8WLF5GRkYHp06eje/fucHBwAP2jLkcsFgvu7u44efIkfnByqq7IVd8Xj4eS2bNx4cIF/PTTT1i0aBGGDRuGwMBAWFlZgc1mw9zcHO3bt0dMTAzmzZuHzMxM5ObmUuH40tJScDgcimgl7229detWheubNGkSpk6dqvTa5XXcH6O0tBRCobBOBu67d+8wduxYMJlMGBkZITs7W/lANecju3Tpgl27dlHvX79+jbi4OKqNpba2NiIjI5VzFdTohFZUVMDQ0LBRYeSPhV1SU1PrHN+tWzekpaU1+HwAEBYWhu3btyv/8B/Ej/iS0WSQvzJkZWXBzs6u9jIgNfz4pFwuLvbvjzlz5lTl6JydweVyYWtri1VubihjsVRSsarpAXzt2jVYWFjgwoULAKpW21u2bEGbNm3AZrNBp9Ph6OiIpKQkhbyxTCaDjY0NmjVrRoWaS0tLkZ+fj4yMDEybNg3du3eHvb09OBwO7OzsEB4ejsTERKSnpyMvLw9Lly4Fk8kEn8/HkiVLMHLkSIhEIqROn16lIPUZVxHl5eW4ffs2Dhw4gFWrViEhIQHh4eFwdXWFhoYG9PT04OLiAk1NTUydOhUbNmzA0KFD4efnV6085sSJE3B2dlZ6nvv378PExKTa9lGjRmHGjBlK93n9+jWSkpKgr6+PHj164MyZM5g4cSIMDQ1rVnBSteZXBcZuQkIC5s2bp7Dt0aNHMDIywuvXr5GYmAgrKyvQaDQIBAL06NGD+vtR5wp53759aNmyZY3zrAvl5eUKTp+GhoZyBb2PcODAAbi6ujaKg+Hq6lq9/FGOfxA/4ktGk0H+ivD27VuYmZnVLZTxmcJT5eXleDRtGioa2eHn4sWL0NHRAY1GQ0BAAMUOZTKZaNGiBVatWqXU4ZAb3tTUVNBoNEpeUG54IyIikJiYiK1btyI/P79Gp+X8+fNo0aIFxo8fD5FIhLi4uD9rOf/GPJtMJsPTp08xb948uLu7Y+bMmQgPDweTyYRYLAaXy4WDgwO6dOmC0aNHIyUlBQKBAAcOHKh2rRcuXFDaZODcuXOKbQRRRRb7/vvvIRKJEB0djcuXLyvsc+TIEVhZWWHQoEHVGf1AnYQmKYeDPVwuDs6fX+v1r1+/vpoy2/Pnz6Grq6uw7dWrV5g6dSosLS0p47zJxUVtOeRevXqptKqtCXv37oVc4U6ulb106dJa95FKpWjWrBmOHj3aoHPKZDJoaGigV69ecHBwwIwZM3D27Nk/v+e/KI31taPJIH9FmDBhAvqq6qF+DsPSiLxhOYuF48uWYefOnWCxWPhYbcrPzw/btm2jVoAlJSXIy8tDeno6EhMTER4eThlee3t7dO/eHYGBgaDRaNi1a1e9REOkUinS09Nhbm6OsLCw6mHJfwATdcGCBRg3bhxkMhmCgoKoVeO7d++Qn5+PXbt2YfHixRg+fDhMTEwgEonAZrNhamqKdu3aYfDgwRg8eDDs7e1x5syZarXXbm5uOHjwIJ4/f47ExEQIhUL079+/1hDtmzdvEBsbCwsLC/zf//2f8kGfSHeib1+K0JSbmwuRSPRnH2UlOHHiBLy8vBS2vXv3rlro/WO8fPkSU6ZMQXNT08anG7hcvL1zBwKBQEFso7549uwZLC0tYWtri86dO+PVq1cqrXxTUlIoVbL64smTJxAKhRg2bBjk/Ag2mw0Wi4XJkyc3rZD/IjQZ5K8E+fn5EIvFKushfxbD0ggjLyUEuz/UL3/8otFoGDZsGMaMGYPw8HA0a9YMHA4HDg4O6N69O6ZPn46MjAylK97mzZvD2NhYZSbskSNH4OXlhRYtWuDw4cM1D1y5EtL6RhjUWKs5aNAgpKWlISMjA87OzrWKdvz8889o3749KioqcOfOHWRnZ2P16tXo1q0bjI2N4e7uDi0tLejq6qJFixbo2bMn2rZtCyMjI2hrayMqKorq06wK9uzZQ0lv1iqYoQR79+6FgYEBbty4ofTzoqIiaGlpKRiviooK0Ol0lQxaWUhIgztQyWg0vAoIwPr169G1a9d6XZcytGjRAi1btkS7du1U3ufly5fQ0dFRYMbXhsrKSly9ehUZGRno27cvBAIBdHR0qN8Wk8mEoaFhFSFODWms94TgzWfuTf1vR5NB/goglUrRunVrrF69un47NoB0U85mY6mdHXJychQZwWoIg5czGIjv1QteXl4QCARUSYZAIACXy4VAIECrVq0wcuRIrFmzBidOnFAeIv2AoqIicDicOlXCrl+/jvDwcJibm2PLli11GnCZTIaldnYoZ7H+FjWjNm3aYPfu3TAyMsKJEydqHVtcXAxNTU0cPXoUixYtwosXLwAAa9euxaBBg6jrefbsGXbv3o3g4GBwuVzQ6XR4eHjAyMiICvl37twZcXFxSElJwe7du3HlyhWlRvf58+fo0aMHHB0d62Y/f4K0tDRYW1tXb9bwAQYGBtUIe0wmUzUlsUY4oRUcDpp/MGQGBgYIDw9HSkpKvWQtP0arVq3QunVrODg41Gu/2NhYfP/999W2v379GkePHkVqaiqGDBkCLy8v8Pl8WFlZITw8HOHh4dTfDY/HA5/Px+DBg/90YtX0+42LimrQ/fha0GSQvwKsW7cO33zzjcorweLiYiQnJ0NPTw/FS5bUS0Xo94EDIWeHcrlcBAUFVYnVq6nd3K+BgcjMzMTly5cVDL5MJsPDhw+xf/9+LF68GAMGDICXlxc0NDRgamqK4OBgTJgwoRrje8uWLaDT6Th27Fi1+1BYWIi4uDgIhUIsWLBA5RXdxo0b4eHhgYqTJ4GICJTSaKj8NG9ei9hDYyEWi9G3b18MGzas1nE3b95EbGws2Gw2OBwOGAwGLl68CKAq7J2QkACgShRk1KhR0NXVxejRo/Hw4UNERkZSDl5xcTEuXryIrKwsiuQWFBQEW1tbcDgcmJiYoG3bthg4cCDmzJmDrVu34tSpU1i9ejVEIhFmzZpVqxDLp5gyZQpatWqlVKTEz88PBw8eVNimoaGhoOddG94nJ6O4vlEcPh+ylSthaWmJj6M3xsbGDTbI3t7e8PPzq5b/rgsXLlyAvr4+duzYQXEIrKyswOfz4eXlhSFDhiA1NRVHjx5VcFZnzpyJqVOnorS0FDY2NtUY+QAancYqDw2FiYlJnU7i14wmg/yFo7CwEPr6+jh//nydYx88eIDx48dTTQ2YTGaVEa+FdCPj8SD7yLBUVlZCV1eXeigxGAwMHz78b8tBSaVS3L59Gz///DPmzp2LXr16wcXFhWJ8h4eHw9LSEnw+H+fOnUN5eTlKSkqwcOFCqjNOTasxZXj27BkMDAyolV95eTkkHA7SPT2R6+SEd+3bK+RG1Y2ioiLw+XwYGhri5cuXtY7dtm0bpSsuD1HKnZxJkyYhISEBQ4cOha6uLhISEhSYvnv27FGJSVxZWYmCggIcPHgQa9aswaRJkxAZGQkPDw9oa2tDW1sbWlpa0NPTw5AhQ7BmzRrk5OTg7t27NRozmUyG6OhohIeHVxszbNgwrFixQmGbUChU6TvMzc2Frq4uhhGCYhqtziqASlIl4bmhZUtcvXoVsbGxVNtLGo2GjIyMOs9ZE1q3bo327duDxWLVyHEoKSnB2bNnsW7dOsTFxaFt27YQCARgs9nw8PDA5MmTkZGRgatXr9bpGPTr16/uJiZqSGNt2bIFnp6eDXZUvnQ0GeQvHAMHDsTYsWNVGmttba3QR7dNmzaKA5SQbjY4OsJJX1+hAUJCQgJV+ymRSKoeKP8wlmZ5eTmuXLmCzMxMfPfdd2AwGNDQ0ACLxQKLxYKJiQnGjBmDrKws3Lx5U+UHSN++fRUavJ85c4ZiyhJCEBQUpJb514Rjx46By+WqbAzmzp0LHo9HreiAqpWznZ0dNDQ0MGXKFKUEpYqKChgbG1PSmg2BTCZDYWEhTp48iYEDB4LH46FVq1bw9fWFsbExOBwOmjVrhuDgYIwaNQrJycn4+eefcenSJbx8+RLt2rWrplC1bNkyjBgxQmGbiYkJHjx4UOMcJk2aBD8/P4osqKWlhQnt26OyWzeU0eko/jT0ymKhksVCaUgIUvr0gampKeSsaG1tbdBoNPTq1QsikQirVq1qUClS27Zt4efnBxMTE9y7dw+PHz/G/v37sWDBAvTq1QuOjo7gcrlwcXFB3759sXjxYmRnZ+PZs2fIyMioV+4ZqHIAfvvtt7oHNrJ2XCaTwdfXF6tWrar3Pfka0GSQv2AcPnwYEolE5XDdtWvXIBAIIBe8+LSmUxnatm0LQgg8PT0po3zt2jUQQtCqVSu0b98ekZGRqOzV629ZIauKxYsXgxACS0tLrF27Fps2bcKkSZMQEhICc3Nz8Pl8NG/eHP3798eiRYuwb98+PHjwQOFhe+DAAZibmys4J926dQONRqPqStlsdr1IUPVFz549YWRkVC8jMHnyZBBC4OjoiL59+0IkEsHBwaHOFdPkyZMxfvz4xk6Zwo0bN/DNN98gICAA9+/fx/v373H58mX88ssvWLp0KUaNGoXg4GCKuGdoaEiFYmfNmoUtW7Zg2bJlaNOmjcL1W1tb13jPHz58iE+JgvLvqF27dhARgvGE4F1EBOWEzhYIYMRkKrDKs7Ozoa2tDX19fRBCoKenh7CwMIrVX2uXsI9QUVGBS5cuwcHBASYmJtDW1oaenh709PTQvn17jBkzBluXLcPD0aOrflNdulRFnxYsoCIuZWVlMDIyqpezZGhoWKPT8ikujRqF9zQaZA3kR+Tl5UEsFte7z/fXgCaD/IWirKwMjo6O2LFjh8r75OTkQCQSwc3NDYSQWktM5LC1taUMuIeHB2X8N27ciHfv3qGkpARhYWFYa2tbFdpuhDGuZLPVrvRz48YNhIeHw8zMDN7e3uByuUodmNevX+PkyZNYu3YtRo8ejQ4dOsDQ0BACgQA+Pj4YNGgQhEIh5s2bR4VHL1++rBBxkK+iunXrptZrkOP27dvg8XiIj4+v1375+fkwMjICl8vFnDlz8OrVK/j7++PAgQO17nf9+nUYGBjUr/ViHaioqMDcuXMhFouxcePGGh2LyspK3Lt3D+np6dDR0UFYWBh69OgBFxcXSpXL3d0d3bt3h1AoxPTp03Hw4EEUFBQo5KsPHjxISarKXwEBAejTpw/VB5oQgnXr1gGoWuHJIwoGBgZUGH/MmDGY9oFB/PTpU4wbNw4SiQSEEHC5XGhoaFTTaX/58iV+++03LFu2DIMGDYKnpyd4PB5sbW0hFothZmaGFi1aYP369VX3oRZ1O4qT8EHdbvr06dUiBTWhuLgYXC5XJY5JeXk57O3tcXjJkgY1w5AjLi6O0lVvwp9oMshfKObNm4fOnTurvFK6ceMG9PX1cejQIZSXl2P9+vV1Em0+fjjJjc3H4Vo5KioqMLJHj0Z3+Cml0VD+6FGD7senKCwsRHx8PIRCIebPn4/379+joqICIpGoeqi+juP89ttv6NChA2xsbNCmTRvo6OhAX18fBgYG1VZf8pXylStX1HIdcshkMnTq1AkuLi5IT09XaZ9z584hIiICBgYGWLBgKmwQSgAAIABJREFUAd7evk3piv+mrY3nwcEKKy9laNOmTYP68aoyN2dnZ0RERNSZ//24RlkucFFQUIDTp09j69atMDIyQmhoKPz8/CCRSMBms2FjY4NOnTrB19dXIY8uTyt8/HdNCKH6ad+7d4/6jMFgwNbWFi9evICBgYHSOuynT58iPj6eKidiMpkwNTWFiYkJNDU14e3tjWHDhmHVqlVYsWIFRarr2LEjWrVqhcGDB2PNmjX1btFYlJQEXV3dWqsM5Lh48SLs7e1V+l6Sk5PRqVOnP58rtdSO14aXL1/+WVLVBApNBvkLREFBAYRCIe7cuaPS+KKiIjRr1qzeZVEvX76kQnxsNhuZmZk19g6WSqW4YGXV4H6zMhoNR8RiLF++vF5z/BQlJSVYtGgRRCIRRo4cWe1hf/bsWdDp9HrpAp8/fx5isRhPnjwBUGUcHz16hIyMDEpgQb4K4/P5cHR0RFxcnHKN7wZCXnPs6upa50Pu9OnTCA0NhbGxMZYuXYoSefclFVZen2L9+vWfbcVfUlKCCRMmwMjIqGbpzQ/4uEa5efPmOHXqVNUHT58i1dwcTzt2pMK75XPn4vqxY9i9ezfs7e0hJ2HJ1d44HI7SMPajR4+wc+dOcDgc0Ol0cDgc6OjoICUlBa1atQJQtdr8/fffkZaWhhEjRqB169bQ0tKCqakp2rRpA01NTWrlLRKJMHDgQKrJC4vFAvNDKDw4OBheXl6YOnUq/telS4PytmkeHtUIbsqQlZWFkJCQOsc9ffoUIpGowU1ZPsWGDRvqVf3xNaDJIH9hkMlkCAkJQVJSkkrjKyoq0KFDhwa1b5PJZDh06BDevXsHNze3Okkhst9/R1lDG9Pz+biZkdHg3JNMJsPWrVthYWGBrl27KnRC+hTx8fFgsVgqCSxUVlZSYcVP8X//93/45ptvwGazUVpait69e2Px4sX4+eefkZSUhOjoaLi6uoLL5cLGxgZhYWFITExERkYGLl26pHIo+OXLlzAyMsKxY8fA5/Nr5AwcP34cQUFBkEgkSE1NrSrjqufK69N84Js3b6Cjo0M5I58DR44cgaWlZc3Smx8gr1GOjIzEL9OmUU5GKZ2u1MmQhYejg0AAS0tLJCcno3Xr1qisrMT9+/cxfvx4qsGDnOino6ND1eiamJhAIpFgxIgRsLS0hJOTE5o1awYejwcPDw8MGDAAS5cuxaFDh6jabqDq9zZ9+nSIxWJKfIUQQnE35Kvodu3aoXnz5sgYPx6lTGbDUjwcDiItLOqMki1ZsgRxcXF1fg8xMTEqE0RVgVQqRatWrfDf//5Xbcf8t6PJIH9h+Omnn+Dg4KBym75Ro0ahU6dO9aoDVYa5c+eqlrNaubJKMKOexlhuCEaOHImRI0fWa25Hjx5Fy5Yt4enpWbNs40eQSqUwMzODk5NTnQ+zpUuXol27dkrHLViwAIMGDYJEIgFQpaAlz0V+jI8Z39OnT0dERATs7OzA5XLh7OyMb7/9FrNnz8auXbuUMr6HDh2K4cOH4/79+zAyMlL4rLKyEr/99hv8/f1hYWGBtLS0P8to1NRtacCAAVi8eHGd97UxePPmDYYMGQILC4taHb8pU6Zgso4OyphMlRpWvKfT8WbhQoVSNaDK+CQmJoIQguLiYuTl5WHjxo0YMWIEVd9OCIGhoSHVV5vFYsHa2hodO3bEsGHDsGjRIvz000/Iy8tTIPoBwKFDh2BiYoJJkybh7t270NLSqrYqt7W1xQMvr0aphx3Q0kJOTk6t93bkyJFISUmpdczZs2dhaGio0KhFHThz5oxKJXpfC5oM8heEt2/fwtTUVLXyBVQ1JHdwcFDLj+zmzZswMDBQrTxo5UpUsNl1hq+lNBoqOBwFA/D8+XOIxWLk5+fXeZobN24gIiICpqam2LRpU71CYzdv3gSDwcCsWbNqHCPvK12ThnNERASmTp0KX19fAFU1sivrochVUlKC8+fP18r4HjlyJPT09HDx4kUcOHCAKneRyWTIzs4Gh8OBtrY20tLSFFfcapRGPXLkCBwdHRvVaUhVyBXIxo8fr1SoRbZyJd5/uiKu41XGZGKjjw+Aqr+vgwcPQltbG87OzqDT6eDxeHBwcEBUVBTmzZuHvXv34o8//oCTkxOmTZtGhexLS0tx7do17NmzB8uXL8fo0aPRpUsXqkRJX18f3t7e6NOnD2bMmIHU1FR4e3vD09OzmjEmhMCcx4O0vo1YPnlVMJkYUEc4OigoCLt3767xc5lMBh8fH6XOpDoQGxtbbyLil4omg/wFYfz48ejfv79KY7Ozs2FgYEDlr9QBT0/PujtJyXHmDB62aoUSQmpUsTplYoLmhCAuLk7h4btixQr4+/vXaACeP3+O0aNHQygUIikpqcE52jlz5oDBYCgNb8tkMnTu3Blz5sypcX+JRIJ58+ZRHYji4+PrXImogjdv3uDUqVNIS0uDUCiEi4sLDA0NqYd+UFAQLCwsIJFIQKfTKREUBcdBjc1D5C0tf//990ZfmyooLCxEZGQkHB0dFdsFNsLJKKHT0Vlfn2JnCwQCuLq6wtraWqkiGACMGzcOlpaWKlUySKVSPHz4EIcPH8aGDRswdepUREVFoWXLluDz+QqGmMFgQF9fH4sNDBrdgUrG5WIal1trSZOtrW21Dl0fY/PmzWjevPlny/UWFhaq7GR/6WgyyF8ILly4ALFYrJIi0fXr16Gvr69S+LY+mD9/fr1LGX7bvh3T+Xw8aN8eORoaeNW1K8XSXLJkCWg0GlgsFkxNTSmiTkVFBZycnBSa0QNVK5TFixdDJBJhxIgRqjfSqAGyJ0+wWF8fO/l8yEJCFOo9MzIy4OTkVGNq4NGjR9DT08OUKVMwc+ZMAFWCKQvVWLY1b948BAcHQyaTQSaTITAwEGKxGEZGRggMDISLi0u1B/3MmTM/S3vNuXPn/qVlLDKZDFu2bIFYLMbs2bOrUi6NaV5Co+HdB/bwrFmzMGbMGFhYWGDAgAE1zmHTpk1gMpn16hamDGVlZRTTm8FggMFgQFNTEz9razfuO/rw+t3ODomJiUrPXVlZCQ6HU6PT+vbtW5iYmKhUAtkYrFy5En5+fn9JlOWfjCaD/AVAKpXC29u7qjyiDsgZ1aqMrS9u374NsVhc73z0yZMnoa+vD0tLS5z+iMm7du1acLlcyqDQ6XSK0JWdnQ0rKyuUlJRAJpMhIyMDlpaWCA0NbXxJ0Uf1ntW6NvF4kHE42MPhIK+WEF5WVhaCgoIQHR2NH3/8EUBVfrO2FXV9cPv2bQiFQty6dQvbt2+Hq6srtLW1MWXKFGolk5aWBhaLBS6XCxaLBaFQWEXeUYOuuLz3rxwPHjyArq5ujavJz4UHDx6gQ4cO6OTh0ejwrtzJaNWqFRXur62E7PvvvweTyVSptKg2PHv2DFwuF23btoW3tzccHBwQEhKCQxoaajHIb9q1g6GhoVLn8e7duzAxMalxblOmTEHv3r0bdX2qoLKyEu7u7so1tL8iNBnkLwBr1qyBt7d3nSGl8vJyBAQEYMyYMZ9tLl5eXsjOzq73fvn5+WCz2Qoszm3btoHL5YLBYEAoFFZrANGtWzcMHToUrVq1ql+4vDaoyDqWElJrl6YpU6ZgxowZ8Pb2xpEjRwBUCfhPnz690VOUyWTo2LEjJaHYsmVL7N69GxYWFgqtCX/44Qd4e3sjNTUV9+7d+/MAatYVLy8vR3Z2NszMzNQSklcFpaWlOHfuHP773/8iPj4eC4TCahKXDXEy3s6YAW1tbfzxxx8ghFQjY8khk8ng6OiIFi1aVIvUNATylaFMJsP69evB4XCwvZHh6o+/J39/f6XORU5ODsVx+BS3bt2CUCis1j3rc+HYsWMwMTGp8Z5/DWgyyP9yPH36FGKxGHl5eXWOHTFiBIKCghrNqK4NixYtwpAhQxq0r7+/PwwMDDB//nwAVQ3nDQ0NsXTpUujq6qKgoIAae/PmTXTq1Al0Oh3Lly9XT35LTaxjAAgICMCePXsU2gEmJSVVNXtvBCoqKjBs2DCw2Wz4+Pjg119/hUwmQ2lpKTgcjmqlUmrSFb/r4oKgoCDw+XxoaWmBTqfDy8urUdenDE+fPsWBAwewaNEi9OnTBy4uLuDxeHB2dkbv3r2xaNEiPPL3V8s13fLxQUREBNavXw8ej1fjnHJzc2FpaYmFCxeqrIhVH4SFhWEynY5SBqPRTgYWLsTOnTvRunXraudZu3ZtjWH5bt26qVw+qS7069cPkyZN+kvP+U9Ck0H+l6Nfv34q6QmnpqaqjVFdG+7evQuRSNQgOcXo6GgsW7YMDg4OmDx5skI+aebMmfj222/x/PlzjBkzhiJsjR07ttY8n8pQI+tYKpVCIBDg7t27CpKEixcvbnAdZ1lZGdauXQsLCwuw2WysWLFC4f5cunQJzZo1U+1galohZ36UTpC/uFwuFi5ciOPHjyvU36qCyspKXLlyBVu3bsWkSZMQFBQEIyMj6OjowM/PD6NHj8aGDRuQm5tbnWGtJifjjJER1q9fj+joaNja2tY41zFjxmD69OnIy8uDjY1Nva5TFcTExKC5qSnKG2uQP4Thy8vLYWJigmPHjinUqU+ePBmzZ8+udv4DBw5QKaG/Eo8fP4ZIJKpVJ+BLBpM04V+L3377jfzf//0fuXLlSq3jsrOzyezZs8nx48eJQCD4rHMyNzcnNjY25NChQ6RTp0712ldLS4uwWCxy5MgREhwcTF69ekVSU1MJg8EgcXFxxMrKitjY2JBevXqRK1euEH19ffLmzRtib29Pzpw5Q7y8vBo+8XnzCCkpadi+JSVV++/cSQgh5MaNG0RPT48UFxcTMzMzQqfTCSGEsNlsUl5eXq9Dl5WVkQ0bNpD58+cTe3t74urqSoKDg8moUaMUxt24cYPY2dmpdlBX16q5lpbWay4K86LTSbPISDLByIikpqaSkpISwufziaurK9m8eTPZvn07uXbtGuFyucTOzo7Y29sr/Kunp0euXLlC8vLyqNfly5eJsbExcXNzI25ubmTEiBHEzc2NmJqaEhqNVm0Ob968Ifn5+eTChQuk+dWrxLvBV/Mnbj1/Tjp37kwWL15MXF1dlY6prKwk6enp5NixY8TGxoa8ffuW3Llzh1hZWalhBlVgMpnkBYNB6CEhRPrLL4TRkIPQaOS+szOxMDAgAAiNRiO+vr6EwWCQN2/eEB6PR27fvk3CwsIUdquoqCCjR48mycnJhMvlquV6VIWhoSGZMmUKiYuLI7/++qvS7/1LRpNB/peivLycDB8+nCxfvpxoamrWOO769eukT58+JDMzk1hbW/8lc+vZsyfJzMxskEF++/YtEYlEJCcnh3Tr1o306dOHhIaGksTERGJlZUUqKipIamoqZeS0tbXJ3LlzSXx8PDlx4kTDfsDPnhGyb1/VmqIhAAjZu5eQwkJCxGJy+vRp0rJly2oP6foY5JKSErJ27VqycOFC4u7uTjIzM4lUKiU9evQgGzdurDb++vXrpFmzZqrNd8AAQmbMUG1sDWAwGGTarVvkxL59pFOnTuTw4cPE2tqarFy5koSHh5M7d+4QGo1GHj9+TH777Tdy5MgRsmPHDlJQUECKiopIZWUl4XK5xNDQkDRr1ox07NiRzJ8/n3h6ehIdHR2FcwEgBQUF5MKFCwoG/OnTp8TZ2Zm4ubkRT2dnIn3wgDDq6fB8DCmbTZ6IxcTQ0JDcv3+/mtMjx4EDB4iVlRWxtbUlhBDS3deXPE1IIFZ8PiGvXxMiEFQ5PQMHEiIWN2gudDqdlJWVkX5Xr5J1NBrhNeRvk8cjxitWEMeYGHLlyhWCD8do3bo14fF4hBBC7ty5U+25sHLlSiKRSEjXrl0bNPfGYtSoUWTdunUkKyuLhIeH/y1z+NvwN6/Qm9BAzJ07F126dKm1TODFixewtbX9bAX9NeH+/fvQ09NTWS1Mju+//16hPOPQoUPQ1dWFtrY29uzZA6lUipYtW2Ljxo0K+0mlUjRv3hybN29u2ITVzDoeOXIkkpOTsXz5cgwfPpw6zYYNG+qsE3/37h0WL14MQ0NDhIWFUepRZWVlcHJyQmZmptL9Bg4cWD/mvJrqkAsKCjBnzhzY2trC3NwcsbGx1Nx9fX2hra0NExMThISEYMqUKdi2bRuuX7+Ot2/fIi8vD5mZmZg1axaio6PRvHlzaGhoQE9PD7a2tnB0dISlpSX4fD4MDAwQHByM7777DhkZGbh27ZqiCI0aSrnKGQzM/yA4QgjBoxoamURFReE///kPxcavZLFqlOesSQO8NlRWVsLHxwd0Oh0bNmzA4aio+stnfsRtkDe/IKRKs5vL5WLq1Kl48uQJdHR0FPpdP3v2DCKRqNa65L8COTk5MDc3/8tZ+383mgzyvxDykpePSU6fQs6oVqf2bH3g4+ODPXv21GufpUuXIj4+Hrdu3UJkZCQkEgmVz/P19cWrV69w/PhxSCQSvHv3TmHf48ePN5yhqWbWcYsWLXDs2DGMHTtWoe54y5Yt6NWrl9IpvH79GklJSdDX10ePHj2qkfSSkpJq7d6lcoN5ORqRMy9jMvHkf//Dvn37MH/+fERFRcHe3h4cDgdCoRBMJhMaGhoYM2ZMjcIz8gYce/bsQVJSEr799lvY29uDy+XC0dERgYGBiIiIQFhYGNq1awczMzNKSrR79+6YOnUqNm7ciNOnT/9ZdtRIJ+NXLS38/vvv2LVrF1gsVo3fk0AgwNtFixqlAV4Tbt++jTZt2kAikcDAwABAVQndf1xcGnW+CxcugMViwcHBAWZmZhg6dCgEAgFYLJZCr+ghQ4Z81iqM+qBnz55qqUr4N6HJIP/LIJPJEBwcTDGRaxozbNgwdO7cWTUpy8+AZcuWqawaJkdKSgqcnJwgFAoxd+5cyjuWSqUYOXIkPD098ezZM0RFRWHGjBnV9o+Ojq5RAEEOeR/dw4cP44cffsDMmTNxXiJRi0HO0dCAt7c3GAwGBgwYgGbNmqF///7YtGkT9u/fjwULFiA4OFiBKPPy5Ut8//33EIlE6N27t9KVibz8pDYHTCQSUb15VUYDWOXFNBpG0OlgsVho27Ytxo0bhx9//BEXLlygIiJ//PEHNDQ0EBYWBm1tbYSFhWHp0qVYv349xo0bh4CAAIhEIohEIgQEBFDHyMvLqzWq8u7dO5w/fx5bt27FzJkzERUVBQ8PD/D5fBgZGWGop2eDGzFIeTwE6upCKpVi6NChMDU1VTqHDRs2YKWrq9rY+HLIZDKsWbMGIpEIS5YsQUJCAqVLfurUqSr2+pkzVA9iZfXxdfUgzs7ORn5+Ptzd3bF//37s378fBgYGEAqF6NmzJzZv3gwDA4N/jK60PNJ2+/btv3sqfxmaDPK/DDt27ICTk1OtLOYVK1bA0dGx0YIFjcHDhw+hq6urkopRaWkplixZAi0tLVhZWSntHCSTyTB16lTY29vjxIkT0NPTqyYHKBenOHHiBI4cOYKNGzdi1qxZGDRoENq3bw9LS0uw2WxIJBK0adMGffr0wbRp03Dzm2/UYpBfde2K1atXw9LSEqtXr4aBgQGioqLQq1cvdOjQAZaWluByuWCz2dDQ0IBAIACTyYSJiQnCw8ORkJCABQsWYMOGDdi9ezdOnTqFW7duwd/fHwsWLKjx/r148QJaWloNUzmqR911GZOJoaQq7GlpaQkbG5tqTkJhYSEOHjwIV1dXfPPNN3B2dgaTyQSPxwOHw0GrVq2QnJyMhw8fqk2VSSqV4v79+zhw4AAO9ezZoPDuWB4PFhYWyMrKgqurKzp16qT0XMOaN0dFQwVIPmHjy/HHH3+gc+fO8PT0pByyyZMnUyvku3fvKjoIH3oQV0ZH4xdCsI3LxcX+/evsQSzH2rVrERoaioyMDHTv3h1v3rzBokWLwGaz4eDggOzs7H+MYlZSUhK6du36d0/jL0OTQf4X4c2bN5BIJJTQhDL8+uuvMDAw+Ed4lb6+vnWK1mdmZsLKygohISFYvXp1jQ9CORYtWgSJRIKwsDC0bt0ac+bMQUxMDAICAmBtbQ0mkwkulwsfHx9ER0djypQpWLt2LbKzs3Hz5k3lDoK6csjTp+NY1644ZWMDWZcu2MpkonjmTOpBuW/fPrRr1w4TJ06Erq4uvv32W+zYsQO//PIL1q9fj/nz5yMhIQH9+/dH586d4eXlBbFYTPXeNTExgbu7OwIDAxEdHY3Ro0djzpw5mDRpEqytrXHkyBFcvXoVz58/r7UuWyqV4ubNm9ixYwcSExMxwNkZu+h0lBCCkk8Ms0zeI/nDysvKygqE/CnFyWAw0K9fP3Tu3BkmJibQ1tZGmzZtEBISQimvySMdd+7cwezZs2FrawtbW1vMmjVL5Z7d9cIHJ0Nah5NRSQjeEYL55uZgs9kghIDH44EQAqFQWK305t69e9jNYkGmJg1wAMjMzIS+vj6mTZum4GQnJiZCX18fQFWTETabXc1IymQy0Gg0HD16FObm5oiLi1PJAS4uLoZQKERCQgImTJgAAEhPT4e7uzvWrVsHe3t7NG/eHNu2bfvbImxylJaWwtbWtt7pr38rmgzyPw1Pn1YZiN69qYbqcv3kMWPGYODAgTXuevXqVYjFYhw+fPgvnHDNWLFiBfr06aP0sxMnTsDb2xvu7u44ePAggKo2id7e3nj8+DFOnDiB9PR0JCUlITY2FoGBgbC1taW6F7FYLHA4HPTr1w9paWn49ddfcf36dbx48QJmZmb1y6eqgRAko9MBDqe6kMOHUOL74GBM8vcHk8nEiBEjFJWzakBRUREMDQ1x8uRJvH//Hvfu3cPZs2exb98+bNq0CcnJyfjuu+/g5+cHiUQCHx8f2NraQkdHB0wmE/r6+nBwcICnpyc8PT3h5OQEiUQCNpsNoVAIb29vdO7cmdILlz55gpJZs7CFyaz62+vbF1i4EG9u38bRo0eRmpoKV1dXyiATQijS1dixY3Hnzh3KaFRUVMDY2FhpCF4mk+HUqVMYOXIkRCIR2rRpg7S0NBQVFan+ndWFM2fwPjgYJYRUU/AqodFQyWYj18ICP8bFwcbGRuGaCKnqSRweHo7p06cjPT0dubm5WJiQoLa64KKiIkRHR8POzk5pU46ZM2dCJBJR7wUCgdK6bg6Hg5KSEhQVFaF79+7w8PCosfvYxxg3bhxcXFywevVqvHv3DhKJBEePHgVQ5bBlZWXB29sb1tbWWLVqVYMbtKgD+/btg42NTaM1w/8NaDLI/xR8pJ9czTh8aMP2PzYbLw8cULr7ixcvYGNj85czqmvD48ePoaOjo5AzvXnzJkJDQyEWizF8+HDMmzcPw4YNQ6dOnWBhYQEajQaxWIyWLVuiZ8+emDhxIlauXIl9+/bh6tWr1Gpr+/bt0NbWVtqzeNu2bXBzc0NlZSWkUqlqXn4jCEGyD6+6VmOlDAaSzMxUvn+xsbEqqUDJG1g8ePAA//vf/zBnzhx0794dVlZW4HA4sLW1hZ+fH7p3747+/ftj0KBBiIyMhIODA9XUgBACHR0dmJqagslkws7ODubm5tDR0QGbzYaVlRWCgoIQFRUFJpMJFosFgUCA69evIz8/HxYWFpg2bZrCynzy5MlISEiode5lZWXIyspC9+7doa2tjcjISPz888/1Zugrg0wmgwmbjYl0OvYIhZSTkRMUhEmDBoHP54PFYmHixImwtbVVuBeRkZHYtGkTEhMT0aNHDzg7O2MCIXjfGGP84bd8LSYGEokE8fHxNbKI58yZA6FQSL23s7NTqtGupaVFpaZkMhlWrVoFkUhUrRLhU9y8eRMsFgt79uzB1KlTER0drfT+HTlyBCEhITAwMMDcuXPV6zTVA3+HatjfgSaD/E+Aqnm8GhiU5eXl8Pf3V0mx63NDJpOhsLAQp0+fpsLRwcHB6NChA/T09EAIAZ/Ph6enJyIjI5GQkIDU1FTs2bMH+/fvh1k9DNbevXvBZDKryVHKZDL4+vpSHXtGjRpV98FOn0Y5i9W4h60Kr/d0ukqM22PHjsHY2FipslpZWRnOnz+PH374AWPHjoVYLIampib09fURGBiICRMmYPPmzbh48WKNXIOMjIxqq0ItLS3o6emBz+cjIiICMTExiI+Px6hRo9CrVy8EBgbCzc0NbDabilAwmUy4u7sjICAAYrEYzZo1w+zZs7FhwwasXr0aenp6uHr1Kl6/fl1nXrKoqAhpaWlo06YNRCIRRo4cid9//73B+czy8nKwWCw4OzvDw8OD2n7t2jUYGxvDxMQE8tB7ixYtMHr0aOq9p6cnoqOjqVXZ2bNnsUtNzR528Pl16r3PmzcPurq61Hs/Pz/k5ORUGycUChXKlgAgLy8PDg4O6NevX61VB1wuF5MmTYJQKKy1PSMAXLx4EX379oWuri7Gjx//l+lby3Hnzh0IhULcv3//Lz3vX40mYZC/G6tWEZKQQMj793UOpQNV4xISqjYMH04AkLi4OMLj8ciCBQs+82QJAUBevnxJCgoKyN27d6nXx+/ZbDaxsLAglpaWxNzcnFy8eJG8efOGdOrUiSQlJREbGxulxy4sLCTFxcUqzyU4OJikpKSQ+Ph44uLiQqKjowkhVWIH5eXlJCUlhRBCyL179+o+mJcXWWVtTQZfu0Y0VJ5B/cGTyaq+Py8vQlq0UDqmvLycDB06lKSkpJCKigqSk5ND8vLyKGGMGzduECsrK0rRSkNDg2zevJl07Nix2rEAkMePHyvsn5eXRwoKCohQKCRFRUWETqcTACQnJ4e8efOGzJkzh+z8oDpWEwCQt2/fkilTppBDhw6RoUOHkqKiIrJ69WqSmppK2rZtS4qLi0l5eTnx8/MjxcXFpLKykohEIiIWi6u95NsdHBzI2rVrSXFxMfnf//5HevfuTeh0Ounbty/p06cPsbCwUPler1q1ijAYDGJjY0OuX79ObbezsyM6OjrkzZs3hBBCpFIpOXfuHLGysiIeHh5NYc39AAAgAElEQVTkxYsX5P79+4TJZJIOHTqQrKwssmnTJjLc2JiQmzdVPn9N6OrrS1gdOtQ6hsViEQDUe0NDQ/L06dNq45SJzbi6upIzZ86Q0aNHk+bNm5OMjAzi4eGhMKasrIxUVlaStLQ0Mn3YMCJJTyckP79GYRNnZ2eyceNGcv/+fZKcnExcXFxIWFgYmTBhAnFwcGjorVAZlpaWZNSoUSQhIYFs27bts5/vb8Pf6Q189VCDfvLy5cvh5OSkVkb1y5cvcf78efz0009ITk5GfHw8QkND4eLiAi0tLWhra8PNzQ1hYWEYM2YMUlJSkJWVhby8PGpFJ5PJsH37dpibm4PJZCo2kq8BcvJKfREQEAAtLS0qXN+2bVswGAxq5adMVF/ZuXV0dDCUVBF9KtUQpq7xpYTcU1lZiWvXriEjIwN+fn4Qi8UwNjaGQCCAr68vRo0ahXXr1uHMmTMK+TypVAoej4e3b9+ivLwc+fn52LhxI8aPH48OHTpALBZDKBTC398fY8eOVShRevz4MQQCAX788Ud06dIFT548wfbt2xHxydxqg0wmQ//+/dGlSxdUVFRAJpNh7ty5kEgkyM3Nxfr169GtWzcAUMiD79+/XyEPHhMTg27dulXLg4vFYlhaWsLY2BhsNhtGRkbo0qULFixYgIyMDOTk5CA/Px+PHz9WaJoiF7jQ1dVFeHg4LC0tFeadmJgIPT090Ol0EELQu3dvPHnyBPr6+pgwYQJyc3Ph4OCAZs2awcrKCnp6enjdtat6IiUf6tVrQ0pKCgQCAfU+Pj4eycnJ1caZmZnVWg6Xnp4OkUiE5cuXK0Qarl27hk5CIXbRaFVtK2sqo6pB2OT58+eYNWsW9PX10bVr18/eLxmo+vuxsLBQGin4UtBkkP9ONFLI4Enr1jA0NMSdO3dQVFSEXr164YcffqjztK9fv0ZeXh6ysrKQkpKCMWPGICwsDG5ubhAIBNDU1ISLiwtCQ0OpB8FPP/2Ec+fOqVSjKCdsubm5ITs7GwEBAdi5c2ed+8lksgY1fL99+zZ0dHQgkUiwZMkSvH79Gv3796d6Kdcm/l9ZWYkNGzZAS0uLMuA+bDb28flVDyoer/qDisOpInE14qEsZbOxfv58DBkyBC1btoSGhgYsLS3RsWNH8Hg8pKWloaCgoMZw7YsXL3Do0CFMmzYNPB4P7u7u4PF4sLOzQ8+ePTF37lzs2bOn1vKiefPmYfDgwQrb0tLSEBMTU6/7X15ejsDAQMTGxlLn2rFjB0QiETZv3gyBQKC0lE2V4z5+/Bj5+fnIycnB5s2bERMTA3t7e6p8zcnJCY6OjtDX1weTyYSuri5sbW1hYGAACwsLMBgMmJmZQVtbm6oHz83NxZ49e6ChoQEXFxc4OTlh6NChAAA6nU6RIktKSjBu3DhoaGiAwWDgzvDhau8jXRNWrFgBLS0t6n1SUhImTpxYbZyNjU2dJK6bN2+iefPm6Nq1K9VP/MKwYSgmH9qI1uU81lJDXVxcjNTUVFhYWKBNmzbYvXu3ejqv1YBdu3bB0dGxQc1r/g1oMsh/F9TA7C0hBCd/+QU///wzdHR0QKfTERgYiLdv3+LixYv45ZdfsHz5cowbNw4RERHw8PCArq4uNDQ04OTkhJCQEIwaNQqLFy/Gjh07cPbsWbx48aLBObvbt2+jZ8+ekEgk+OGHHygyVVpaGr799luVjqGrq1stJ6YKJk6ciB49esDOzg6JiYmQyWTIycmBpqYmNDQ0qgZ9wmB/FRqKuQIBDD9aTRNCsHDhwqof/Id6T1mfPgqsY0ybBmkje9WW0GjI9PLCihUrcPToUSrHGhgYiEWLFlHXVVlZievXryMzMxNTpkxBSEgIJBIJtLS00Lp1a4SGhlJM3frIDEqlUlhbW+PUqVMK2+fNm0eVwtQHr1+/hru7O+bOnUtty83NhUQigaenp8I1qQMvXrzA6tWr4ePjA7FYjLi4OJw6dQqFhYXYtWsXdHR08N1330EikUBHRwccDgfR0dEIDAyEu7s7jI2NQQgBnU6HWCwGk8lEixYtQAjB+PHjqXrwX375BZ6enuDz+ZCw2ahoLM/gA8u6LqxevRqamprU+5pkVx0dHXHp0qU6j1dWVoZx48bB1NQUN8aNQ0l92eJ1CJtUVFQgPT0dbm5ucHJywo8//vhZjKZMJkOnTp2URgu+BDQZ5L8Laqh9LWexsNTYGEwmU8Gg8Hg8ODg4IDg4GMOHD8fChQuRmZmJ06dPo7CwUO1F/0VFRRg/fjyEQiFmz55dzTAUFhZCIBDUajCkUinKysogkUiQn5+PoqIiFBYW4vHjx3jw4AHu3r2LW7du4fr167h8+TLy8vJw7tw5nD59GidPnsT+/fuhq6uLBQsWwNraGl26dMGuXbvw448/YkFkJO63aIFKFqvaA7WYVDFndxKCFoRAU1MT06dPx9SpUzFp0iTExcVBR0cHoaGhGD58OMLCwrCzoWmGT1+fhC7XrVsHGxsbrFixArGxsWjVqhU0NDRgYWGBbt26Yfr06di5cydu375NrUJWrFhBre7qg0OHDsHZ2bna38KECRMwb968eh8PAB49egRzc3MFhu+jR4/QrFkzCASCz9bK79atW5g5cyasra1hZ2cHCwsLzJkzB0uWLMHw4cPB5XKV9jYeNmwYOBwOLl++jCFDhsDCwgI8Hg8LFiyg6sE7duwIBoMBiUQCBoOBnaTudEatq00V0wHr1q3705FEFYFRWY2+u7s7zp07p/K9OpqcXK0MrF5GuQYVMDlkMhn279+P9u3bw9TUFEuXLm2YnG0tuHbtWsOU6f4FoAHA35G7/urRpw8hW7Y0+jDpDAbpLZVS72k0GtmwYQORSqWksrKy2r81/b8hn1dUVJAHDx6Qe/fuET09PWJoaEhoNJrSsc+ePSNcLpcwGAylnxNS1XJOKpUSHo9HWCwWYTKZhMlkEgaDofBvTduePXtGCgsLibu7O8nLyyN8Pp9M0dMjg65cIWyplNBruY9SQkgpIWSWtjbhjR1LmEwmodPpZOPGjeTGjRtER0eHGBoakidPnpCDPB7x/OOPRn93Dz08yH/Dw8mFCxfI+fPnyd27d4m9vT3x8fEhbm5uxN3dnbi6utbaMjM+Pp78P3vfHRXV1X79DMMMDL33LiAiiIiAoGIXEESwBQVDUSwEVAQLNrDEjmKvCPYoKnajxoJRMfaOJaIxlgiISG8z+/sDuWEcygATk9/3uteapdxy7rnnztznnKfsbWpqSlFRUU269vDhw6lTp040fvx4oe1hYWHk6OhIo0ePbtY9PXr0iHr06EG7du2i3p8Tl4qLi0lHR4dMTU3pl19+IS0trWa13RgA0I8//sgk87HZbPLy8qIrV67Q06dPSSAQCB0/e/ZsWrlyJX369IlRGTMzM6PMzEzmmK1bt9LRo0cpLS2NiIgW+PnRhEOHmpX4VyYlRXHdu1Nh69Z1JrZpamqSuro6cTgcSklJoR9++IFJcrx16xaFhobSnTt3hNp0dnamVatWkbOzM7Ptw4cPtHPnTho9ejSj6sRg4EASpKU1+FuoFywWkZ8fIzPaGK5du0ZLliyh9PR0GjduHEVGRpJmM9WvvsS0adPo7du3dSqf/V/GtyzrfwufPkmkGRWqNsI18yoAdP78+UYNmbS0NMnIyDS4v77z2Ww2Xb16lZKSksjQ0JDi4uLIwsKiwXNSU1MpPT2dkpOT69xfI6fo6upKS5cupc6dOzd5LPh8PnXo0IEiIiLI09OTkhwdKfTRI5KtNWGpD2wikieiucXFJKOtTTRuHC1btoz++OMPAkD5+fn0/fff05IlS4gbGiqRydT527dp2fPnZGlpSbKystS3b1/auHEjGRkZiS0j+fTp0ybLXH748IFOnDhBa9asEdmXl5dHampqTWqvNqytrSk1NZUGDx5MZ86cYbLAp06dSmlpaeTs7ExHjx4lGxubZl+jPtRIVh44cIA6depEpqam9OrVK3r+/DkBoCNHjpCnpydxOBwiqh47IqJnz56RhYUFycnJUekXmtg7duygyMhIAkAJCQm07vp18ho7liw2bCC5JvRNICtLL8eMoQ4uLpSTk0M5OTn06NEjys3NZf7OycmhvLw8UlBQIBkZGSorKyNfX1/S1NQkWVlZysrKop07dwplqrPZbJEs6ytXrlB0dDQtXLiQtmzZQt7e3tU7srNJcPx484wxUfU6uZbMaGNwcnKi/fv309OnT2nZsmVkaWlJAQEBFB0dTaamps3tBRERzZw5k6ysrOjSpUvUpUuXFrX1n8K/tzj/H4eEFIYEgYE4dOgQo5Sjpqb2j3b76tWr6Ny5M9q1a4fT9ZCU1IUPHz5ASUmpUfdV3759cfLkyWb375dffoGZmRnKL12CoAUZ7L8sWiQUBiAihuxfEuGGSi4X81VU4OPjg8mTJ0NBQQF9+/aFnp4eVFRU0L17d0ycOBEpKSlCwg1fwsTEREitRxwkJibWSQQBAN27d2eY01qCvXv3wsDAgKkbreEZT0pKgqam5j9ChRgfH48hQ4YAqI5py8vLo7KyElFRUZCSkoKTkxO0tLQwfvx4ZGRkQFVVFYGBgQxPuLS0NDQ0NJCRkQGgmipTXV0dhYWFGD16NNq1a8fcT+Xq1SiVkmrcfd1EtSc+n4/c3FwkJCSAy+XiwIED2LhxI+bMmQMpKSn4+/szcXB9fX1GTtHExASOjo7o168fXF1dmTAWl8uFnZ0d7t+/D8HixSLUqE3+iJmUVhfevn2LqVOnQk1NDcOGDcPt27eb1U4N9uzZwxAA/f+Cbwb534KENXgFAgFOnTollFQjSWRlZeG7776Dvr4+tm7d2qwfgaenJ3766acGjxk0aFC9mr/iwsfHB0/atm1RBvvrTp3g4eGBiIgIeHh4MC+4T58+oeL16+oM7JY8O1lZFL14gUmTJoHNZmP06NFMXPj9+/c4ffo0lixZguHDh8Pa2prJpA4ODkZiYiIuXLiAd+/eQUZGRqjcpzEIBALY2Njg/Pnzde63s7NrUkyyISQkJKBt27ZMZr67uzt27tyJK1euQFdXF8uXL5dYPsMff/wBNTU1vHz5EgBw/vx5uLi44O3bt5g3bx6kpaVx8OBB7Nq1C7Nnz4auri5kZGQQEhKC9u3b482bNyAirFu3Dj169IBAIMCCBQsQHByM3r17o1+/figoKGCul5eXh+l9++IIh4MSIpR8+V0TQ32pPtRwvMvIyKCkpIR5vpqamiLZ6n379sX+/fvx/PlzXL16FUePHsWQIUOYci42mw0Wi4UJEybgRZcuElkEiFO21RDy8/OxePFi6Orqwt3dHWfPnm3W90AgEKBbt27V2tT/n+CbQf63IIEs6yoOBye2bcPu3buxceNGLFu2rE56vZYgLy8PMTExUFNTw9y5c0V0iJuC5ORk+Pn5NXhMcHAwkpKSmn0NAHiekYHSlr50ZGVR8eYNRo4cCRkZGRAROBwOLC0twePxcEpevvGSkXo+glrJPT/++CO6du0KV1dXdOrUCXfu3KnznoqLi3Ht2jVs2rQJ4eHhcHV1hZycHKSlpTFgwADExcUhLS2twVIpAMjIyIC5uXm9xxgaGjJGraUQCASYMGECunfvjrKyMuzduxe9evUCUK1gZGtri7CwMIlk43733XdCkpzLli1DREQE7OzswOFwQFTNECcjI4OKigpMmTIFQUFBCAsLY9SruFwuPnz4AAsLC5w+fRrm5uYM01vtSc+pU6eEqC+PJCUhlsPBbmlpZNnYVGflL1kitvpSbRQUFDDfN6JqZa2aOnobGxuR70f//v1x+PBhoW01HgFjY2OsXLkSHz9+RFFREU63dAFQ8/H2bvJ91YWysjJs3rwZlpaWcHR0xP79+5s80b937x40NTWR3Yyx/i/im0H+N9HCOuTDn1dtMjIy4PF4YLPZf69AGxCpEAfl5eVITEyEpqYmwsLCJJLRmJeXByUlJaGVxpeIjIxEYmJiyy60eDHKWyoCwONhwxeiAxwOB9HR0dWTkhaQugh4POD6dTx79gzq6up4+fIl+Hw+tmzZAi0tLUyaNEmszNTU1FT07NmTKYnq168f4/Lu1q0bJkyYgOTkZNy+fZtxeYeGhjaopS0vLy9RkpmqqioMGjQI/v7+jMpQDZFFQUEBvL290aNHjzqFE8RFeno6jIyMhLL4/f39kZKSgp9++glycnLMarGGG9zGxoZxTQ8fPhzGxsZQUFCAsrIyXF1doa2tDRaLhZUrVzJtFhUVITw8HIaGhiLUl7/99hs0NTVhZGSEvn37tohasnv37sx3Tl5enlkB9u7dGz///LPQsYMGDUJqaqrQtsePH+PKlStCk65Zs2bhorHxf2KF/CWqqqpw4MABODk5wcLCAps2bWpSRv6ECRMQFhZW/UcL33v/Nr4Z5H8TLWTq+uPAAeZlU2OYX+zb16BIRUPsO0D1qubAgQMwNzeHp6cn7t+/L9Fb9vLywq5du+rdP336dMybN69lF5FQfL5y2DCcPHkSY8eOha6uLlgsFkOa8ccffyCpY0dUNXHVUUyEwqVLmZrjZcuWCXU9OzsbQUFBMDQ0xMGDBxtc7S5YsKDOmuG6XN6ysrKwtbUFh8PBnDlzcP78eRGhgPLycrDZbImXxZWUlKBz586YMmUKIiIiEB8fz+yrqqpCTEwMLCwsxFIp+hJVVVWws7MTCYVYWFjg/v374PP5aN26NTOhevXqFV6+fAlNTU1mNZaWlgYej4dhw4YhNzcXISEhzPETJ07EzZs3cfnyZZibm2PEiBH1kuNkZWWhTZs2cHZ2hoaGBnbv3t2ssbx16xYjB1lbUzwwMBDbtm0TOnbYsGEN/p5q+qWmpoaPsbFfjdikORAIBDh//jw8PDygq6uLRYsW1cnl/iU+fvwId3V15HXv3uz33n8F3wzyv40aYYkmGuOaJJFffvkFPB4PHA4Hy8zNW8S+09yEraZg+/btDQqOL1y4sE5GosbA5/Px/v173LlzB385OUlmJfCFa+7u3btYvnw5nJycmJhy5oQJKGGxGtXIFbBYKCLCeC4Xb9++xc6dO2FnZ1dv/Pf8+fOwsrKCt7d3vS7k4OBgbN68WazxKSkpQWxsLNq3b8+4vBUUFGBsbMy4vJOTk6GmpvaPiNPn5uaidevWmDJlCoyNjUXYnGq8A01NKNuwYQPc3NyE+pyfn88kdAHVvxEiQvv27QEAa9euxYhaq7zi4mIQEVasWMHQftaMzbRp06CiogI2m42AgIBGxQ3y8vLQo0cPuLm5MaxpNexYTYGjoyOISIgAIyYmhklAq0FQUBCSk5NFzi8rK8PHjx+Rl5cHb29vxMbGovLNm5YbZDGJTVqKO3fuICAgAGpqapg8eTLevHlT/8Hr1qGSy5V4gt2/gW8G+b+AJqg9FbNYKPhihrp27Vr8wGZXu0KbYdizsrLg7+/fooQtcZGfnw8lJaV6Z75r1qzB2LFjmb8FAgFyc3Nx7949/Pzzz9i6dSvmz5+P8PBw+Pn5wdnZGYaGhuBwOFBXV4etrS1+0dWViEEWBAYiKysL27Ztw/Dhw8HlcplkGSJissY7y8igasAAVLDZqJCWFn5mMjJMcs+a4GAQEQ4fPgwdHZ06dXBro7y8HD/++CPU1dWxePFikViri4sLLl68KPbYOzo64sSJE8zffD4fT58+ZVzebm5ukJaWbtDl3RJkZWVBR0enXj7iCxcuQFtbGxs2bBCrvby8PGhra4tk6547dw6urq5C23R0dBh3db9+/YRW1IWFhSAiODs7w8LCAjY2NnB2dkb79u1haGgIb29vHDp0CGFhYVBTU0PPnj2RnJxcb+ilvLwcQUFBsLe3R1hYGPT09HDs2DGx7qkGe/fuBYvFEnLDL1u2DFFRUULHjRo1Chs3bhQ5v0OHDmCz2Uz8nIjg6+sL+Pl9FWITSeHFixcMOc/IkSPx+PFj4QNauKD5r+GbQf6v4Pr16i+7rCwqv8zgrZWxuSY4GN27dxd+OV+71nRj/PlTLi2NnkpKmDNnTosStpoCHx8fbNu2DXl5eXjw4AFOnz6NlJQULFy4EH369IGhoSFcXFxgbGwMLpcLVVVVWFtbo3fv3vj+++8xbdo0rFq1Cqmpqbh8+TJevHghHHOSQAa7QFYWy3V1UeO6rPmXx+MxL7jAwEBcvHgRTk5OAAAnU1O8njixOsbm7Y2nnTphua4uyj5L2/H5fEhLS0NOTg4//PCD2OP1/PlzeHh4oG3btoyIPFAtvScuR/SdO3dgaGjY4GTr0qVL6NSpU70ubzs7OwQFBWHFihV1urzFwfXr1yEvL4++ffvWuf/Zs2ewsrLC+PHjG80enzBhQp0sZUuXLkVkZGT1H59jik+cnHDH0BCV332HGVwu8muVim3atAlEBG1tbRgaGoLFYqFNmzZQVlaGhoaGELd6aWkpUlNT4ePjA2VlZQwfPhwnT54U6atAIMDcuXNhbGyMpKQkGBsbY/To0eKxVr1/j5wpU3BQXl4oDrpv7VoMGzZM6NDw8HCsXr1apInExETG7U1EUFNTq54EX7v2jzJ1/VPIyclBXFwcNDU14efnV035KgFxnv8avhnk/xge//or4uTk8N7dXZg/+bObqKqqCp6enpgwYcLfJ7UgOYxPhBJPT6E+PHjwAEePHm1W/wUCAfLz8/Ho0SOcPXsWO3bswOLFizFhwgQMGTIEnTt3hpaWFqSkpKCkpITWrVujZ8+eCAwMxJQpUxASEgIHBwf8+uuveP78uZCykdiQEE/4qAEDoK2tLaQcVVP3KSUlhfXr12Pp0qWIiIjA06dPoaenJ+Q6FQgEGDBggFCct0aDtykGuaat1NRU6OvrY+TIkXj69CmUlJTEdi9HREQIZSHXhaNHj6Jfv3517ispKRHJ8v7S5S1OljdQrUDEYrFw48aNOvd//PgRffr0gYeHR72elIcPH0JDQ6PO7NrvvvsOx+Li6s2lKJWSYmKKfx48CCUlJSgqKkJWVpbJcGaxWDh+/Djc3d3rLavJzs7G6tWr4eTkBB0dHURFReHWrVtC979z505oamoiLS0NISEhMDMzE5pUCeHaNabPIlzpPB6quFxc1NAQioNOnDhRyK3N5/ORmpoKa2trsFgsEBFkZWWZUraCggL8wGY33Sj/R1aVRUVFWLlyJYyMjJCurl6tEd+c3/i/sNoXB98M8n8IOTk5MDMzE0nc+BIfP36Eubl5NWewBIxPTVyotLQUU6ZMAYfDQatWrUSuW1hYiCdPnuD8+fPYtWsXli5dikmTJsHf3x9ubm4wNzeHnJwcFBQUYGlpie7du2P48OGIiYlBQkIC9uzZg/T0dNy+fRuKiop1rrDOnDmDHj16tHwwW5jBXuLpiQULFsDMzAyKioqMUV65ciUWLVqEVq1aMbWsjo6O8PX1xYABA0TcytnZ2dDV1cW5c+dQXl4OGRkZeHl5gc1mN4sY4dOnTxg/fjzU1NRgamoqlkEuKSkRqtGtD9u2bUNgYKDYffnS5V2T5a2srNyoy9vBwQEaGhr1rvArKysRHh4Oa2trPH/+XGhfTUJcfdn4szQ1wZeVbfT5C1gsFBNhqrIyPD09hcIRRAQrKyvcuHEDurq6jQp3PH78GDNnzoSxsTFsbGywePFiJtM6PT0dampqcHBwwL59+6Cjo4MpU6YIq5qJGbaq+sI4TpkyBYsWLQKfz8f+/ftha2uLjh07Yvfu3VBQUAARYdWqVcxlLly4AA6Hg4ygILGu91+Nu1a8fo2qryT08TXxzSD/R1BeXg43NzdMnTpVrOMfPHgATU1NvIqMbLlIhbQ0rg0dCg0NDcbNxeVyMXz4cHTv3h2WlpZQVFSEnJwczM3N4ebmBn9/f0RFRWHp0qXYtWsXzp8/jydPnjRY0lQbfn5+dSajXL16FR07dmzK0NUNCbmz+Hw+du7cCWlpabDZbAwdOhSnTp0Cn8+HQCCAgYEBli5dCgMDAxgZGUFBQQE9e/bE7Nmzcfr0aRQUFODEiRMwNDTEjBkzoKKigitXrsDe3h7a2trNrsGNi4uDmpoa3Nzc8PDhwwaP3b59Ozw8PBptc8WKFX+7elsAcVzeCxcuhK6uLjp27NhgqGTNmjXQ0dERipUfPnwYbdq0qXPsihMSmrz6KyLCyjZtQFSt/mRnZ4fo6Gjs3bsXADB48GCRZKr6wOfzkZ6ejlGjRkFVVRW9evXCtm3b4OXlBSKCsbExXr16BV9fX9ja2lZPyloQB50xYwb8/f3Rrl07dOzYEceOHYNAIMDYsWMRHh6O7du3M5O2iooK2NjY/D3ZrhUm+1JmtJgIAhmZZhGbfBVImFjpv4JvBvk/AIFAgJEjR2LAgAFN0hI9cOCAxJSHtpEwTSSLxUJKSgrOnj2LzMxM5OfnSzT7ds+ePfD8wlUOAI8ePULr1q2b3W5RURFOnDiBXr16YU+3bqIMSmK+6Grw9u1btGrVCmvXrkVeXh7WrFkDe3t7GBsbY/LkyVBSUsKnT5+goKCAT58+IS8vD8ePH0dsbCy6du0KeXl52Nvbo3Xr1pCWlka7du1w8eJFvH//nmGKag5iY2MRHx+PNWvWQENDA7GxsfWu4tzc3MTSo541a1ajbu3morbLe9y4cXBxcQGLxQKPx4O2tjZmzZpVr8v71KlT0NTUREpKCsrKytCqVSucOnVK9CLXrqGqmbKYfFlZPNq+HSwWS8RN/ujRI2hoaIilBV4bpaWl2LdvHzw9PYV+V3p6eigsLERKSgp6KyujopkrvUoZGbirq0NHRwdHjx5lxu3OnTvQ0tIS8UBFREQw8XkhfJYZrcl9wIgRWG9mhlM7dzbpfr8qJFTaKOma6pbim0H+D2D58uVo165ds2TKMs3NJfLFLO7VC0OHDgWHw2Fcd39+Tkb6J1BYWAglJSWRkpA///wTenp6TW5vy5Yt6NChAzgcDrPKV82ZrpoAACAASURBVFJSwstp01AlI9Oskoi8vDzY2trWWRd98+ZN9OvXDxwOB/b29rCxsakzE7msrAyXL19Gq1atICMjAykpKejo6GDEiBH4/vvvISUlhQsXLjT5fgcOHMhkCr99+xb+/v4wNTUV4Yh+/PgxtLW1xcqSjoiIECLC+KcxdepUhISEoF27dmjfvn2DLu87d+6gVatW6NatG/r37193g35+LYopZlpbQ1dXF0eOHBFpOjg4GDNnzmzWfe7fvx+ysrJCE14lJSXk5OSgqG/fZjO+VRHhmpERJk+ejMLCQrx+/RoCgQBubm4imeobN25E69atERISUmcS2JdITEzEyJEjm3W/TUVlZSXy8/Px+vVrZGZm4vr16zh//jyOHj2K3bt3IzAwEBMnTkR8fDymTJmCcePG4Za+vmQMsoRYxySFb2pP/zJOnDhBS5cupYyMDFJQUGjy+ZZOTkS//97ifsjp6dHe7duptLSUNmzYQAkJCeTh4UETJ06kgIAAURm3FkJBQYH69u1Lhw4dopEjRzLbFRUVqbCwsMntXbp0ie7fv0+VlZVERCQjI0NTp04lo9hYCj12jOJlZcnowQMqKy8nHvD3iTxe9U+zXz+i2Fiijh2JqFoy0MvLi3r37k0zZswQuV6HDh3IwcGBbGxs6Pr16/Tq1SsyMDCgESNG0MiRI8na2prpx4sXL0hRUZF+/fVX6ty5M0VERJCWlhZdvnyZuFwu9ejRgzw8PKhbt27UpUsXcnBwIFlZ2Qbv9+nTp9S6dWsiItLV1aU9e/bQ6dOnKTw8nLZu3UqJiYlkYGBASUlJFBQURFwut9ExbKnSU1MRGhpKbm5u9OjRI+rVqxe5urrS8ePHKTs7m+7evUt37tyhM2fO0NKlSykrK4uMjIzo4sWLZGFhQSdPnqROnTqRqqpqdWPZ2UQnT5JU7WfbFABkmplJoWFhdPDgQerfv7/Q7ri4OHJwcKDIyMgmy0c+fvyYlJSUqE2bNmRqakpqamqUlZVFXo6OlPH2bbPVl9hEZP/2LR3+9ImSk5MpKiqKdHR0qLy8nEaNGsUcd/HiRZo1axb9+uuvFBERQYMHD2607QEDBtCCBQuIz+cTm81mtvP5fCouLqaioiIqLCykoqIi5tPY3/UdU1FRQQoKCsxHUVGR+b+cnBzt37+fUYQzMzMjS0tLUjQ0JHrzppkjVws135//CL7pIf+LePjwIfXo0YMOHz5MLi4uzWtkyRJCXByxysqa3xEej2jOHKLJk5lNAOjs2bOUmJhI165do9GjR1N4eDjp6ek1/zpfIDU1lbZs2UKnTp1itvH5fOJyuVRVVSW2BCERUW5uLpmbm1NhYSGx2WwyMjKiJ0+e0KFDh2jevHl069YtkvrwgR5NmULPDh6k/l27kpSaGpGtLVFwsJCcXEVFBfn4+JCuri4lJSUx0pBfwsPDg8LDwykiIoJOnTpFHA6Htm7dSikpKWRsbEyjRo2iPn36kLOzMx05coQcHR3J2tqaWCwW3bt3j9hsNn369Il0dXXJ1taWXFxc6NKlS5SZmUn29vbUpUsX6tKlC7m6ugoZSoFAQAoKCpSTk0Py8sLKvKWlpbRo0SJat24dTZ06lZYsWUKXL18mCwuLRsfQ09OTIiIiyMvLS+xxbym6dOlCU6ZMIUdHR3JxcaE5c+ZQUFCQyHGlpaU0ePBgqqqqolevXtGff/5JAEhTU5Pat29P4cXF1PPiRZL+QoqwKSglotLYWLLctInevXvHyDTWYPz48cRms2nFihXNvkZt/DZoELU7eJBaMtWt5HDocIcOtEZWltLT04mISEpKinbs2EH+/v6UmZlJPXr0oEWLFlH79u2pf//+NHv2bFJRUWnUUF6+fJl0dHQIALO/vLyc5OXl6zSe4vxd1zYejyfyWwdAr1+/pjt37lBQUBB9/PiR2SclJUVvo6JIe+1aIgm/9/51/JvL8/9l5OTkwNTUtDpTuiWQYJZ1fXjy5Al++OEHqKioICAgANckRD9XVFTEuO5qQ05Orknu+zdv3qBdu3YICwuDiYkJiAh3795FRUUFLCwshOKNAoEAvXv3rtdtV1VVhaFDh8LX17fBOliBQABVVVWcP39eJNu5srISR44cgY+PD7hcLqytrRlu4UGDBqFt27ZYsGABc/zhw4chJSXFiAQUFhbil19+QXx8PHr37g1FRUW0bdsWo0ePxvbt23Hx4kUYGBg0OCaPHz+GjY0NFBQUGiUgqYGTkxOuXLki1rGSQlJSEgYMGACgOlarpaVVJ0vc1atXoaenh4yMDEybNg1RUVHQ09NDamoq9u3bh1tt20rEhZnK46FNmzZ1Moa9e/cOampq+OOPPyRz8xKKg24n4fwPImJKnqSkpKCoqAhzc3PY2dmBxWLB3d0dQ4YMQUhICMaPH4/p06djwYIFWLVqFZKTk5GamoqTJ08iJCQEI0aMwO+//46//voLRUVF/wiLW0VFBe7evYtt27YhKioKPXv2hJqaGrS0tODu7s5Qn9bQv7569eqrvPf+DXwzyP8CysvL0bVrV0ybNk0yDbawxEfceryPHz9i2bJlMDY2hqurK/bt29ck6b+6MHToUBGmIW1t7Yap8mrh0aNHMDY2xoIFC1BUVARzc3NER0cDqGYw69Onj8g5NQoxXya9CAQCjB49Gj169GiU3P7Zs2cwMjLC4sWL660pTk9Ph46ODuLj42Fubg5ra2vY29tj/vz50NTUFKrD9fPzg5ycXJ3CDpWVlbhx4wYSExMxZMgQqKqqgsvlYujQoVi1ahVu3bpV53Po27cvxo0bx7BUNZaUZGFhIcqE9A+joKAAKioqTPnTxYsXoampKaRqxOfz4ejoiG3btiE1NRUcDgfy8vJQV1cHj8erntx4e0vEuP3M5WLKlCkMq9eXiI2NlVxsVUJ9PvtZ9avGGCsqKuL9+/cYOHAggoODGSP6/PlzGBoait2927dvo1WrVhI1wh8/fsSFCxeQmJiI4OBgtG/fHrzPkyB/f38sWrQIP//8s5CYzYoVK0BUXbufk5ODV69e4erVq6jy8fkq772viW8G+StDIBAgNDQUvr6+TcqobhBfmbGmsrIS+/fvR5cuXWBkZIQlS5Y0i7UJqM4Ur5Hkq4G5ublYhuHSpUvQ0tJCSkoKgGrWohomo4KCAujo6NSr7Tt27FhMnDhRaNu0adPg6OgoVunWzp07MXjwYHTr1k0kkQqoTuaysrJispsFAgHS09PRqlUr8Hg8ODk5wcDAgLlWaWkpVFRUxKrBXrlyJQICArBt2zaEhYWhTZs2UFRURJ8+fTBnzhycPXsWDx8+hLq6OkpKSpCXl8cIZDQkeKCuro737983en1JIzg4WEhkY9++fTAwMMAff/yBsrIyLFy4EK1bt8aaNWsQGBgoZHyICNLS0rhjaysR45bt4YHHjx9DV1e3zt9nXl4eNDQ0mjRxqSmRE4GEVshXDA1hbGwMeXl5mJubw8rKCvHx8XBxcRGqdT5z5gy6d+8udr8FAgGMjY2bJTAjEAiQlZWFgwcPYvbs2RgwYACjqOXq6orw8HBs3LgRv/32W6M13q9fv4aSkhJYLBY4HA7z/I/FxX1j6vqGliEhIQF2dnbNyqhuEP8Sp+v169cRGBgIFRUVjBs3DpmZmU06v6SkBMrKykKGwN7eHtcb+bEcPHgQGhoaOHnyJADg+PHjMDIyYlaBcXFxCAgIqPf87OxsoRfrkiVL0KZNGxH3eX0YP3485s6dC0VFxTpfKPPmzUP//v1FXsSjR4/G8uXLsW7dOqipqUFeXh6zZ8/GixcvcPHiRUhJSTVKDBMREYEVK1YIbcvNzcWRI0cwZcoUuLq6QlpaGlpaWpg4cSL279+Pd+/eISMjA3Z2dujduzeePn0qdD6fzwebzZaINnFTIBAIcPDgQZiYmGD79u2YO3cugoODYWZmBmlpaXC5XLDZbDg5OWHMmDGYPXs280KWlZXF7Nmz8eeff2KVoSFKWmjYSqWkMFdREcrKypCTk8PQoUPrJDZZsGABhg4dKvY9Dho0CHJycrCxsUFAQABiY2OrXeKSoHglQiWLhSJ3d5RfugQA+Omnn2BoaCgimbphw4Ymr+4nTJjQqPpaaWkpbt68iaSkJERGRqJr165QVlaGgYEBvLy8MGPGDKSmpuLp06fNXoT079+fqf5gsVjo2bNn9Y5vXNbf0FwcO3YMurq6kotBfYnPX87GlIf4RBBI+Ev59u1bzJo1C1paWvD09MSpU6fEdnUNGzYM62r1xc3NDefOnav3+LVr10JXV5dx+b5//x66urpM+VBNrK9Gd7c+LF26FN7e3ti8eTOMjY2bVObVqVMnxMfH11lL/fTpU6irq9f5nCMiIhjmpI8fP0JXVxfe3t5QV1dHnz590L17d3C53AYnBn369BESifgSVVVV0NfXR3JyMhYsWIB+/fpBRUUF5ubm+P777zF06FCoqKggLi6Occ3n5+dDUVFR7PtvCoqLi/HgwQMcOXIEiYmJGD9+PLy9vdG2bVvIyclBQ0MDMjIy6NOnD6ZPn44tW7bg3LlzCAkJgYGBgQh7mIKCAlq1aiXEdPbs8uUWG+SamOL79+8REBAANze3OolNFi1aBDU1NbHL1ZYsWSIk8kBE1QZdEnHQms/nsr1X06dDQ0OjTlrSyZMn48cff2zSszt//jwcHByYv3NycnDmzBksW7YMgYGBsLGxAY/Hg62tLUaMGIGEhAT88ssvYk9sxcG1a9fg4ODAxMWVlJSEPTlispz9V1nHauObQf5KuH//PjQ1Nf/5pJnP7Dt8Llf0BcXjQSAri9NKSjhdK6lIkigtLUVSUhJsbW1hbW2NjRs3NuqSSktLE3KleXl5MQlOtSEQCBAbGwsLCwuGTlEgEMDb21soHj927FhMmjSp0b6WlZVBW1sbampqTdLiLS8vh5ycHAICAkSSwwQCAXr16oWEhIQ6z500aZKQezY9PR26urp4+fIldu3ahe7du4PFYkFLS6teV6GxsTF+//33evt3/PhxRvCiBnw+H/fv38f69esREBAAfX19cLlcyMvLIywsDAcOHICxsbGYIyCMqqoqvHr1ChcuXEBycjJmzZqFgIAAuLi4QFtbG7KysrCyskK/fv0QERGBhIQEpKWl4e7du4zLfv78+SJCEZmZmeByuSKEOXfu3BGpq7awsMABouYrGREBtb6Dt2/fhpmZGTOp/JLL28zMDGw2u14u74qKCvzyyy+IiIiAjo4OY4g5HA7c3d0RGRmJ9PT0luV/1PEpZrFwLTS0zuc0aNAgEd3o+lBDi7pnzx7weDz07NkT+vr6UFZWhpubGyIjI7F161bcunVLmAJUgnjz5g2CgoKgq6uLpKQkTJ06FURU9z00wDpWW5znv+imro1vBvkrIDs7G6amptj5NZlvsrNxd8QIbCNCaZ8+QiIVly5dgr6+fp0JRJKCQCDA2bNn0b9/f4ZJqr4VaE38tMbF5u/vLzJWFRUV+P777+Hk5CQkKLB+/Xp06NCBeUE/fvwYGhoa+PDhQ6N9PH36NJSUlNCqVasmJafduHEDtra20NbWFuFZ3rFjB+zt7ettb9q0aSKrlGnTpsHb25t5+R87dgwsFgtKSkpwdnbGpk2bGMNVUlICWVnZBlWbfH19xdJJ/vPPPzF58mQoKipCUVERLBYLbm5umD59Ok6cOCGUBJafn4/bt2/jwIEDWLp0KcaNGwcPDw9YWlpCRkYGenp66Ny5M0aMGIG4uDhs27YNv/76K16/fi2Wm/LPP/+Eqqqq0OTN29sb8+fPR+fOnYUEOr7EmTNnwOPx4Cwl1XwlIyJARoZZPQkEApiYmODu3bt1XrOsrAzGxsbYs2cPUlNTMWPGDLi7u0NNTY2Jc2pra2PQoEE4cOAAw4Vem3hn8+bNmOXhgYov1d1a+qknPtq+ffs6Q0HFxcW4evUqNmzYwLCoKSgowMTEBL6+vrCzs8OoUaPEEg6RBEpKSjB//nyoq6tj2rRpzHe/uLgYycnJDfehDtax2uI8/3V8M8j/MMrKytClSxdMnz79q1+7uLgY0tLS6Nq1q8iKYuTIkaIUev8Qnj17hvHjx0NVVRX+/v7V0mlfIDAwEGvWrAEAhIWFYf369cy+goICuLu7w9vbW4j3uMb41o5b+/n5icU7nJGRAQ0NDaSnp6Nbt25ia/AC1S7zAQMGiFB85ubmQkdHp8H49+zZs0XoKcvLy9GhQwehe46JiQGbzcbWrVvh6+sLZWVlhISEYNu2bbCysqq3/bdv30JFRUVsTnGguvxsyJAhkJaWho+PDzw9PWFkZARpaWnweDzIyMhARkYGVlZWGDBgAKKiorBq1SocO3YMjx49ap4iVx1wd3dnJmInT56Eubk5ysrKkJubi9atWwuJJNRg8+bNUFZWBo/HQ9euXSFYt646HNMSY/bZKE+aNKlBKtHk5GQ4Oztj8+bN8Pb2hqKiIvr27YvFixdjz549WLp0KQICAtC2bVvG3VpTitSrVy/k5OSAw+EgksNBKZstOYNcRwaxQCCAgoICHj58iJMnT2LhwoX47rvvYGVlBR6Phw4dOiAkJAQrV65Eenq60GQsLS1NJPHyn4BAIMC+fftgYmKCgQMHikx2/xfwzSC3BJ+1VhEQIKRbWjMbEwgECAkJgZ+fn+QyqpuAvLw8KCsro3///iKlObm5udDS0sLNmze/Wn/y8/OxfPlymJiYoFOnTvjpp5+YJKIjR46ga9euAIDo6Ggs+Uz6/tdff8HBwQGjRo0SWnWWl5fDwcFBKPZ8+fJlGBoaNmog7t+/Dy0tLUY0/tatW9DW1q5X6q8GOTk5KCwsRFBQEHx8fETE4sWZ5MyfPx+xsbEi2zMzM4WSzPh8PkxNTWFpaQmBQIB3795h8eLF0NXVhYKCApYtW1ZnRvTChQsxatQoke0CgQC5ubm4du0afvrpJyxYsABhYWHo1asXTE1NIS0tDVlZWSgpKUFDQ4MRJkhKSkJ8fDx8fX2hqakJQ0NDDBs2DGvXrsXdu3cbXKk3FXv37kWvXr1QUVEBKysrIQrLrKws6Onp4eDBg8z4xMTEQFVVFVpaWujWrdvfXpV161oWm/28wrx06RJsbGxE+vns2TMsW7YMnTt3hpSUFLp27Yrdu3fXWVZWVlaGpUuXQl1dnVFf4vF4cHZ2hpycHGOowz8rTzWW/yHuRyAri8e//opdu3Zh8uTJTChEXV0dvXr1QnR0NLZv34579+41mshXXFxcrzqbpHDr1i107doV7dq1azB/5P93fDPIzUEt3VKRH35NvMLPDzvGj0f79u0bVLP5J/Hu3TtoaWkhPz8frVu3xtatW4X2JyUlwcnJSaIvVXFQVVWFgwcPws3NDQYGBli0aBHevn0LVVVVvH79GvHx8Zg1axaePn0KMzMzxMfHi7ipYmNj4eXlxWwXCARwdXVlSqDqw/Pnz6Gvr4/du3cLbQ8NDUVMTEyD53bs2JFZ5XC5XHz33XeM8U9PT4eBgUGjYYAlS5YwddJfYt26dXBwcGBekM+fP4e0tLQQh/L8+fMxbNgwBAUFQVlZGQMHDsSJEydQVVWFkpISGBoaIjExEWvXrkV0dDT8/PxgZ2cHJSUlqKiooEOHDhg8eDCmTJmCDRs24NSpU3j27BlWr16NsLAw8Pl8JCUlQUtLC1FRUUIrbYFAgCdPniApKQmhoaGwtLSEsrIyPDw8MH/+fFy4cKFFq+XS0lKoq6tj5syZcHd3F3nmN27cgIaGBs6ePQsvLy+oqKjAxcUFb9++hampqXCGf/fuLV5h8vl86Ojo4MmTJ7hx4wZmzpwJGxsb6OjoYPTo0Thx4gT27NkDe3t7kQl3jX61mZkZ+vfvj8zMTJw/fx4sFgvnz58HUF06V8NxzeFw4ECEM0pKqKDq7OmWGORiIixUV8fgwYMxf/58JCQkwNbWttku5wEDBmDHjh3NOrchvHv3DqGhodDW1sbGjRu/+rvov4ZvBrmpEDOjj/95xvuhiVmNksTLly8ZIoDMzExoamoKsTbx+Xx07txZyFX6tXHr1i0EBQVBRUUFlpaWiI2NRUJCAvz9/aGjo4NNmzaJnFNDuFFbSzctLQ22trYN/qBrKzfVtU9dXR3Pnj2r9/zIyEh8yYiko6OD0tJSWFlZMau3hrBy5cp6JQ4FAgH69esnFN5YuHAh2Gw2MjMzIRAIMGTIEMTGxmLHjh2IjY1l4n1sNhtSUlLgcDjo27cvxowZg8WLFyM1NRU3b95sdHXz448/Ckl/5uTkIDg4GAYGBjhw4EC9L/L379/j4MGDmDRpEpycnCAnJ4dOnTohOjoaaWlpQvF+cRAaGgo5Obl6y+d27twJNpsNHo+H6OhoVFZW4sOHD1BUVPzbKEoge1kgK4v0/fthY2MDZWVlGBsbw8DAAOPGjRMyvgKBgNE5rsFvv/2Gzp07w87OToTx69WrV8z/lyxZAnl5efTv3x/bt2/H+/fvkZKSgiuSEk6opWS0a9cuDBkypEnPojaSk5MxaNCgZp//JcrKyrBo0SKoq6sjJiamUe/U/wq+GeSm4P9YzduTJ0/+1j5FNUWjgYGBUH1iDWtVfULxXwvv3r3D8OHDweFwYGhoCA6HU2emdX5+PoyNjXH06FFmW2VlJVq3bt1gKVBDyk01WLBgAfz8/Ordf+LECaHyFRkZGfz000+YO3cufHx8xFp9rF+/XiSbuDaeP38ODQ0NLFy4EImJiYiMjISioiITz5WWloa1tTWGDRuGGTNmICkpCefOncPJkydhYWEBeXl59O7dG3v27GmUbaw2YmJi6oy9X7hwAW3atIGXlxeysrIabae4uBjnz5/HvHnz4O7uDiUlJbRu3RojR45EcnIynj592uA4+fn5QUlJqc4Qz927dxmWMi0tLfz1118IDw9HXFwcE+4AIJH63mIirDI0hL+/PxOjJiIEBgaiqqoKnz59wrt37/D7779j3bp1MDIywvbt2+Hm5gZVVVUEBwczus8zZ85EVFQUxowZg8DAQPj5+cHd3R3Ozs5o3bo1LC0tYWBgAFVVVUhJSeGIJIwxkZCS0bx581rEDJiTkwMlJaUW5wvU1J2bmZnBx8dHpB7+fx3fDLK4+MpsWJLAvXv3YG1tLbQtLi4OXbp0EUrymjx5skit57+B8vJyGPN4iGWzsZvNxjl5eTx2dETZvHlMXD4gIADjxo0TOm/Dhg3o2bNnvS/6oqIiuLi4ICoqqkFjUFpaCmNjY8al+CUKCwuZDFk2m41169bhyZMn9dYc14XNmzdjyJAhuHDhArZu3YqZM2eKlAgZGBiAx+MhLCwMy5cvR0pKCqSlpRnR+7pix7m5uVBWVsabN2+wZ88e9OrVCxoaGhg/fny9mcK1ERoaWm9mdnl5ORYuXAh1dXUsXLhQLCnHGlRVVeH27dtYvXo1/P39oa+vDy0tLQwcOBDLly/HtWvXGBf9zZs3oaWlBRsbG5w9e1aonYMHD0JGRoYp+YqLi4ODgwM4HA44HA7k5OSwfPnyahe7hBiwXrq5CSVj1SRkSUlJQUFBAdra2jA1NYWVlRW4XC6kpKRgYWGBgQMHIjQ0FBEREZg6dSrmzp2LZcuWYf369di+fTv279+PkydPIjIyEiwWCzIyMnBycsKUKVOgqamJjxKi1Ky9Qg4ODhYr874hdOvWTWgi3FTcvXsXPXr0QNu2bevkK/+GbwZZfHwlvmhJ4vr167C3txfaxufz4ePjI8TVW1hYCCMjo381mULw2294ZGWFUiKUSUkJjV8JESrYbDxr1w6DjIyESmMKCwuFSEK+RHl5Odzd3REcHCxWYt3evXvRvn37el3fqqqqICJMmjQJAoEAPXv2xPLly4WOyc/Px61bt4RKhNzd3WFhYQEOhwMej4cuXbrg+++/R3x8PFMi9ObNG6aPY8aMwYhaL9RNmzYxhqCuSUViYqIIM9nz588xc+ZM6Ovrw9HRERs2bKg3xu3r64v9+/c3ODZZWVnw9PSEtbU1Ll682OCx9UEgEODly5fYuXMnxowZwwhgdOvWDfr6+ggNDcWkSZPg4eGBs2fP4tChQ/D19YWUlBTatGmD2NhYREVFYdSoUTA1NRUxmGw2G5WenhIxaJWenoiJiYGMjAyjsd2tWzdm/CsrK7Fx40bo6OjA09MT+vr6Ytfk8vl8oRhy7f4LJLDCB49XXe7zGV27dhWZ5DQVK1asaBaP9/v37zF69GhoaWlh7dq1Lea///8Z3+QXxUF2NpGxccukvmRliV69EpL5+6dx+fJliomJoYyMDKHtBQUF5OzsTDExMYwW8eHDh2nq1Kl09+5dkpGR+Wp9JCLir11LVRMmkDSfT+yGjiOiSikpejNpEpktWUIsFovmzp1Ljx8/pt27d4sez+fT8OHDqaKiglJTU0launH5bwDUtWtXCgkJqR6b7GyilBSie/eIPn2iMhkZyuRySWXiRNpw4ADt2bOH/P396Y8//qCsrCzKysqiiooKMjMzI1NTUzIzMxP63Lhxg44cOUL79u1rsB/FxcXUoUMHmjt3Ln333XdERNSuXTvKzMykkpISIWlAAGRra0tr1qyh7t271zkOp06doqSkJDp79iz5+vrSqFGjqHPnzozsXbdu3Sg+Pp569OjR6PgcOHCAJk6cSG5ubhQdHU1cLpeR5yssLBT6/5f/1retvLyciIg4HA5VfJZQ1NXVpeLiYiooKCAnJyfq0qULI92nqKhIPB6PRo4cSVVVVSQjI0P6+vqUmJhI/ffuJdq1q9Fn3ShGjCDavp0OHjxIcXFxxGKxyMTEhI4cOUKnT5+m6OhoUldXp4SEBHJwcCBvb2/q27cvjR8/XqSpgoICunbtGl25coUyMjLot99+IyUlJXr16hUBIFlZWbKzsyMTExP6adUqib9vDAwM6PLly2RsbNzsJl+8eEHOzs707t07IY3kqtGp4gAAIABJREFU+lBRUUGrV6+mRYsWUWBgIM2ePftv/epvqBv/5mzg/wz+gRnr18C5c+fQrVu3OvfVJHllZGQw2/r374/58+d/pd5VoywxEaVfrIgb+xSzWFhobIx169ZBXV29zthmU5SbvsRvv/0GdzU1ZHfpgioOBxXS0sLXJ0IpEdJYLES7uWH+/PnYvXs3rl69iuzs7Abd4mlpaYzcYGO4fv06NDU1mUSgNWvWgM1mw9/fX+i4jIwMWFhY1HtdgUCAwsJCvHv3DleuXMHEiRNhZGQEAwMDBAQEICEhAbq6uggPD8fkyZMxbtw4BAYGwtfXF7169YKzszOsra1haGgIVVVVSEtLQ1paGjIyMpCSkoKenh6cnZ3Ru3dv+Pn5YcSIEQgPD8fUqVMxb948JCYmYsuWLdi7dy+OHz+Oixcv4vbt23j27Bn++usvvH//Hvr6+vj1118BVCf8dO7cGXJycoxXwMTEBIGBgdiwYQMePHjAeBLMzMxARMKlhYsXQyDB32tJSQkjE/rgwQN4enrC3NwcaWlpQmN++/ZtaGtro6CgAE+ePEFKSgpGjx4NW1tbyMvLo0uXLpg8eTLS0tKYPA4rKytIS0tj1apVGDZs2N9uZT+/5rOOfeGRKykpgYyMjEQymO3s7JjnVB8EAgEOHz4Mc3Nz9OvXr8n89v/LaHzJ8A3Vq6OWzFaJiEpLie7fl0x/xER5eXm9q10rKyvasmULDRkyhK5fv046Ojq0atUq6tixIw0bNozMzMz+8f59PH2aZCdNIp5A0KTz5ACK+esv8omLo7KyMtqzZw+NHj2aNDQ0mGOmT59Ot2/fprNnz5KsrKxIG2VlZUKr2qysLHrx4gVlZWVR98eP6UB5OcleukRsIpFVu9znf30A8r1xg8jfn2jYMLH6zuVymRVgfaiqqqKioiLS0dGh4cOHk5+fHy1atIjOnTtHjo6OtHfvXlJQUCA9PT0qLCyk48ePk5ycHPn4+NS5Ci0uLiYZGRlSVFRkVpiGhoZUVVVFly9fptTUVOLz+fTq1Svq1KkTGRsbM6vQ2ivS2tu4XC4REd2+fZvGjBlDXC6XEhMTqW3btmKNQ23Mnj2b3NzcqEuXLkREdPfuXbpx4wYBoHfv3pGGhgY9efKELl26RJcuXaIlS5bQx48fqXPnzmRvb08yMjJ069Yt2rRpE2lqatK569cpoayMRJ96EwAQBQcTERGPxyM3NzcaMmQIPXz4kGbMmEGHDh1ixqCoqIiuX79OGRkZxGazSVtbmzQ1NcnFxYVcXFxo1KhRZGdnxxxfG0uWLCFlZWXq2rUrLVy4kObNm1e9IzaWytPSmO9ak8DjEcXGMn++ePGCjIyMxFrVNgZfX186dOgQ86y+xIMHDygqKopev35Nq1evJg8PjxZf838J3wyyOPj0STLtfPwomXbEREMGmYjIx8eHbt++TYMHD6Zz586RiYkJxcTEUEREBB0/fpxxZ/4TyMrKot8HDqTeTTTGNWBXVNC4/Hyacvo0bd++nSwsLGjIkCE0YcIEOnHiBB06dIhSU1Pp3r17jKGt/cnJySEjIyMh17KLiws53rxJRk+fkjh3LkVEVFJCiImhoqIiyh08uFEX7aNHj+jOnTs0ZMiQet23FRUVpKCgwHzevn1LY8aMoZKSEmrVqhUZGBjQtm3bKCYmhtTV1enPP/+khIQE0tfXFzGcNW009DIuKCggDQ0N+uuvv2j9+vUUHBxMoaGhYk3K7O3tKSMjgzZt2kTdu3enkSNH0qxZs0heXl6s5/jy5Utau3Yt3blzh4iI1q1bR5GRkdSnTx+6d+8e5ebmkpaWFrVp04batGlDYWFhRET07t07unz5Mi1evJjevHlDRUVFNG7cONLR0SFHR0dKl5OjPiUl1c+oqWCxiPr1I9LUpLKyMlq5ciVduHCBNDU1KTMzk/Lz82nfvn2UkZFBV65coadPn5KdnR25uLjQ1KlTKT4+nm7fvk1qamqNXqp///5ERPTkyROSlpb+e8wdHWmeigrNLiho2oRVTo5o2TKijh2ZTVlZWdSqVasmDUF98PX1pUGDBtHSpUuF3g+5ubkUFxdHqampNHPmTBo3bpxQWOUbxMO3GLI4CAyUaEzqa2Hfvn2UmppKqamp9R4jEAho4MCBpKurS+vXr6eKigqyt7enuXPn0qBBg/6Rft26dYuC+/WjWx8+kHRVVbPbqZSWpt/PnqVn+fl09+5dOn78ON28eZP4fD5xOBxSVlYWieGamJiQjo4OKSsrU0lJiZAh5N69S93nzCFOIyvYulBCREO1temlhka9q0oFBQXKzs6mn3/+mebPn1/ncQoKCiQnJyf0snv58iU5OjqSsrIyHThwgCwtLUlHR4c6d+5Mvr6+dOrUKTpw4ECzx7GsrIyUlJSovLycHjx4QElJSbRr1y5q164djRw5kgYOHFinl+FL/PXXXxQdHU1XrlyhNWvWkJeXV6PnDB48mOzs7Gj69OkUGBhI+/bto9mzZ1NcXBzFxsZSVVUVLV26VOic33//nQ4dOkSHDh2i3377jTp27EijR4+mhw8fUmJiIklLS1NHgM5UVhKvOa83OTnChQu09/lzmjZtGhkZGVH79u1p/fr1pKKiQlwul1xdXZkVcIcOHYQmvmFhYaShoUELFy4U+5IbNmygq1evUkpKCrNNSUmJ4rS1KeLFi0bzK8BiEYvHqzbG48YJ7Vu5ciU9e/aM1qxZI3Z/6r0OQKampnTs2DGysbGhyspKWrduHf344480dOhQmjNnDqmrq7f4Ov+z+Hc95v9HIIEYMl9W9qvHkLdv396gJnANPn36BCsrKyZ+VcM61RQ+ZHFx6tQpaGho4N6IERKpFZ2joAArKys4OjrC2toaXC4XlpaWUFRUBI/Hg6GhIczNzRnKSSkpKcjJyUFLSwutWrWCnZ0dunTpAg8PD1zV0wNfQnG7+pCRkQFnZ+cmj1tKSgpYLBZyc3MBAGfPnoWUlBTMzMwarL8WB2/fvoW2trbQtrKyMuzduxd9+vSBuro6IiIicOfOHbHaO3PmDFP+05Ck5blz52BiYoJXr14xpUM1dKZAdR29trY2ysvLRZiyLC0t0b9/f6irq+PQoUOYPn061NTU4O/vDz09PTx//hwvp01DBYfT5O/UIQ8P6OjoQE5OjilJmjBhAuzt7bF69epG681fvXoFNTU1ET3ihjBkyBAhlrm9e/dCWloa0dHR8NLWxgV19XqVjEqIUOnjU29pZWRkZL3qY81BjUby8ePH0bp1a/Tt2xcPHjyQWPv/y/hmkMWBBJh/Somgz+VCX18f5ubmMDY2Rtu2bZuccNQUbN68GaH1SLF9icePHwsleQUFBYklYdgUbNu2DVpaWtVJIRKqFb1ibo5JkyYhMDAQ8vLymDFjBnbt2oVDhw4hMTERPXr0gIqKCsaMGYN79+7Vn9giCW3az3q6DeHmzZsipWji4Pnz5+DxeEJc2V5eXiAisZStGsKDBw8aFKx48eIFZs+eDUNDQzg4OGD9+vWNMiuVlpYiLi4O6urqWL58uUipS2VlJUPUoqCgIMKSViNfqKurC3V1dVhaWmLq1KnIyMgAn8+HlZUViP4uF1JSUmKM//Lly2FtbV3NTvaZzIffSMli1WdjPJaqaSyHDh2K9PR0ISKMLVu2iM12FRUVhYiICLGOFQgE0NTUZGrZHzx4AA0NDWhoaEBNTQ3t2rWrJsmpR8nIVEGhwefh5eWFQ4cOidUXcZCSkgIlJSVYWFjg6NGjX0UB6n8F3wyyuGhhHXJBnz5MLWPNpyXcsuJgzZo1IiQaDeHo0aPQ19fH27dvkZ2dDU1NTbFXRQ1BIBBgwYIFMDIywsOHD6s3Sor8wNubUW6qrzb2xYsXiI6OhpqaGgYPHoxff/1VdNy/Uib9/fv30bZt2yaP4cmTJ9GtWzcYGhri559/BgCMGzcOcnJycHFxaXJ7tXHx4kW4uro2elxVVRVOnjyJwYMHQ1lZGSNGjEB6enqD3+EnT56gV69esLOzE1L5WrNmDczMzMDlcmFnZ4f8/HwUFhYiNTUVAQEBUFNTg7OzMwYOHFin0lBoaCjzO5KVlUVycrLQ/okTJ8LNza26Lvj6dWTZ26NcSgqVX0gdlhChjMVCmpQUHIigqakJOTk57Nq1S2SFm52dDWVlZbEm0dnZ2VBTUxOL3ez+/fswMzMDUF3DbmlpiUWLFoHNZmPGjBkwNzdvsIZeQ0OjQYpSKyurerW1m4IPHz4gMjIS6urqkJeXb1CT+xuah28GWVxIgKnr3r17DAUfETGqPf+UElRCQgImTpzYpHPmzp0LV1dXlJeXY9OmTXBxcWlR/6qqqhAeHo527drh9evXf++Q0Ao518sLampqmDZtGuLj4+Hj44Pjx4/X2ZeCggKsXr0a5ubmcHBwwI4dO/5mnZJQf2qzI9WFJ0+ewMLCosnjuHLlSoSHh+PcuXPQ09Nj3KLHjx+HlJRUk+Qjv8Thw4fhXYtmURxkZ2cjISEB1tbWsLCwwKJFi+p10QoEAuzatQu6uroYO3Ys7t27By6XCy6XiwEDBmDDhg2MfKG7uzvWr1+PN2/eAKh+ZioqKgy1a05ODsaOHQsVFRWm/CokJETkmqWlpejRowfat2+PwYMHQ1VVFfpcLlYaGOCYmhpyXFxwr317rDMzg7WmJoKCgmBgYIAVK1bA2toaVlZWUFFRgbm5OYKCgrB582ZkZmaiW7duQipUDWHWrFkICgpq9LhVq1Zh5MiR4PP58PX1xciRI2FlZQUdHR306dMHq1evbvB8XV1d4d9WLfD5fMjKyrZI4KayshKrV6+GpqYmxo4di+zsbAQFBTXar29oOr4Z5KZAAlzWO3fuBIfDgYmJCUJCQsDhcCAvL4/p06dLnMFmwYIFQoIB/4+96w5r6nzb70lCEsLOYoS9FEFkIw4EBGQ4QFQUZ+tCrBNFpeJEoeLeq9q667buBa4WFWtdta4WR9U6qqhlhpz7+yNySkwYAfz1a8t9XedqJe9Zb3LO8z7rvmuDipfC0KFDoVAoEBAQoFHgoTYoKipCbGwsgoOD1UNqDZSXH0f+4pWuEFfYsWNHjfe4f/9+hIaGwtzcHDNnzkRJeHiDeeyvX7/G5s2bERUVBSMjIxVBgfz8fNjY2Gg9l0lJSVi0aBEAJe+0t7c3IiIiAChzejo6OnXmI1+/fj369etXp31pmsb333+PgQMHwtjYGF26dMG3336r8bf8+vVrxMfHg6IoUBQFKysrGBkZIT4+Hlu3bq0y7Nq/f3/MmTOHMQojRozA77//DhaLBUtLS5SUlODJkyfYtWsXkpOT0apVKwgEAri7uzMsWrNnz0bfvn0hFArBZrOxd+9eWFtbw9jYGD/++CMAYMeOHXB3d2fkON++fYvr169jxYoV6N27N2xsbKCnpwcrKytkZWUhNze3WhrRgoICSCSSv6JCVSA2NhabNm3C7Nmz4e/vj8jISCQlJTFqWu/evat2fxsbmyo98UePHsHMzKza/avD0aNH0axZM4SEhKhQsP6vNJL/a2g0yNqilmpPoKgqhSWmTJnChB1LS0uRnJzMCMEPGzaswfLKU6dOxZQpU7Te7+3bt3BxccHq1atx5coVSCQSrVV7/vjjD7Ru3Rq9evXSTCfYEHl5ikL6qFGMziwhBBRFYeLEifjxxx9rlQ64du0aBg0ahG1aFv9UtW3n88FmsxlKRBaLpeKdPH78GObm5lrNJQCEhobi8OHDAJQFV3p6ekw6gqZpWFtba9TurQ3mzZuHUaNG1Wnfynj79i3Wrl2Lli1bwsLCApMmTcLdu3dB0zQuXbqEmJgYhupSX18fLVq0wLVr1wAAR44cwezZszUed8GCBeDxeAgKCmL0e/Py8tCmTRtERkbCxsYGQqEQUVFRmDlzJk6cOMEUJP7xxx9o2rQpevXqBVdXV7DZbFAUBZlMho0bN8LIyEhFwrNt27YM37gmsY3z589DX18fiYmJ8PDwgJ6eHgIDA5GamopDhw6paSLPmTOnWpUkhUIBExMTbNmyhSFnCQoKQllZGcRica0WSk5OTrh9+7bGz06dOoXWrVvXeIwPcfv2bXTs2BEODg7Yu3ev2rP0v9BI/i+i0SDXBXl5yoraKqoewecrP9dCUEKhUCA9PR1GRkbgcDjo1auXRsFzbTBx4kTMqqP84+3btyGRSPD9999jzJgxtQq9VeDBgwdwcXHB2LFjqw931yMvX04Ibr4Xzrh79y7EYjEoioKnpyeSk5Nhb28PW1tbjB49GqdOnWKKuZ4/f441a9bg4MGDuH79OuOVvZsyRY2RS9uN1tXFRnd3cDgcVK4VcHJyQpcuXTBp0iSsWLECxsbGKnzctYGVlRXjBd26dQsikQhisZhRy7lz5w7YbHaVRq06TJ48GdOnT9d6v+rw448/Ii4uDrq6uuByuRAIBODz+eBwOBg3bhzkcjkWLFgAkUiECRMmMCpOP/zwA3OM+/fvo3v37pDJZDA2NkZSt25YbmuLLWw2cvT1kevoiIvdu+Pu999Xu/jKz8+Hnp6eyncSHh4OADAzM1MRBsnLy4O5uTkuXLgAqVSqsdPA19eXkVUsKCjAkSNHMHnyZAQFBUFPTw/u7u5ISkrC5s2bcevWLVhYWCCvinfB5cuXYW9vD1NTU3z++eews7PDixcv8ObNG7DZ7CrTL5Xh6uqqmiN+9kwZgerdGw/c3XHOzk7571osql+/fo0xY8ZAJBJhzpw51XJzfyyN5P8yGg1yfVBF1WNtfvjVYfny5ZBKpWCxWIiOjmbyadpizJgxmDt3bp2v48CBA5DJZLh9+zYsLS1x+vTpGve5evUqLC0t1QQXNKIeefliFgv0xYvMofLz82FhYcG8IGiaxrVr1zBjxgx4enpCIpHg008/xZw5c0BRFAwNDSEQCEBRFDgcDkofPaq3x16uowP62TOcPXsWYrEYbDYbrVu3xk8//YQdO3Zg+vTpiI2NBYvFAp/Ph4ODAzp16oQJEybg66+/xqVLlzTm+goLC8Hn85lFxbhx45CSkoJFixbBz8+PUUuaMWMG2Gw2fvnll9p8vQySkpIaJB9YuSjLxMQE/v7+SE5OhpWVFfh8PiiKgrGxMS5W+t4ePXoEY2NjxlA2bdoUZ8+eRVRUFLhcLkxMTBCsr4+jenoooSiUf1CUxSyAY2OVv6cPUFRUhFmzZjEqXRRFgcvlgsPh4M2bN+jQoYOaglG/fv0wadIk9OzZU+MCJyMjQ0WcpTJKS0tx/vx5zJs3D7GxsZBIJDAxMYGZmRmWLVuGq1evqlT6Z2ZmQiwWY/To0cp2wPcRg4ULF8LExKRKQ14Znp6eyoXMxYvKeeDz1X/LNcyTXC7HihUrYGpqisGDB9cq/dHQGsmNaDTI/6+xbds2WFtbg6IoBAYGaq0d2hAv2pkzZ6Jly5bYunUrmjVrVm3O7OTJk5BIJNi2bVvtT1CHvHwxm43PRSK1kKJcLq/SU8rPz8fChQvh5+en4ilxOBxMmTJF2d9bD49dQVE4ZmgId3d3bNq0Cc+fP0fnzp2RkZGhch3FxcXg8XgoKyvDzz//jF27dmHmzJno1asX3N3dwefzYWtri+joaIwfPx7r16/Hpk2b4OLiAkD5wpdKpbhz5w4UCgU6dOiAqVOnAlAuQlxcXGBra6tV9X7Pnj2xadOm2n9nlfD7779jzZo1iI6OVivKOnz4MKRSKZycnBAWFgaZTIb+/fvD2toaXl5eWLZsGVatWqXyfVQYTVtbW2RmZuLx5MmgBQLQWqaIKtSUrKys0K1bN8yePRstW7YERVEYO3Yspk+fjsLCQowfP14tivTbb79BKBTixIkTEIvFagpZt2/fhrm5ea2KHWmaxvXr1yGRSBAREcHkhSMiIjBz5kxIJBJ4enpCJpNhz549AJSFkHZ2dnBxccGFCxdqPIe/vz9+GT++zqm0kydPonnz5mjXrh2TT68NGkojuRF/odEg/wNw/PhxNGnSBBRFwcvLq1arZgAYOHBgnQuyKqBQKBAbG4tBgwYhMjISmZmZ6oOePcOPCQnYzuPhRcuWyorlWobIANQ6L694b4zLly7Fb7/9BhcXF0ycOLFG4/PmzRt8+eWXCAoKglAohJ2dnZoRYLPZeHbgQL0q6emLF3Hw4EEEBgbCxsYGixcvVvN4y8vLQVFUldcsl8tx584d7NmzB7NmzULv3r1ha2sLFosFa2treHh4wNLSEl9++SVyc3Nx69YtmJqa4vvvvwegzFHr6OggOTm5dnMPIDw8XCtykbt37yIrKwutW7fWWJRVXl6OKVOmwNTUFDY2Nvjss88wY8YMxMbG4urVq1i+fDlCQ0NVcv+VNx0dHeWJ6lhEeWfsWPj6+sLX15cRQtiwYQN69uwJNpsNOzs7piJ848aNiI+PV7vHadOmIT4+Hn369MHMmTPVPnd1dWXmvDbYuHEjAgICQNM0nj17ht27dyMkJIS5Z0tLS4wbNw579uzB+vXr4e/vD39//1qdI8vBAeU8ntbz9Gz6dMTExMDOzg47d+6sUwtmfTWSG6GKRoP8D8LFixfh5eUFiqLQpEkTJo9VFfr06YOvv/663ud9+/YtmjVrhpkzZ0IkEiE/P7/igoDYWMg5HBR9+MDXECJTQzV5+TIOB6VsNk6LxSg5d47Z5cWLF/Dx8UFiYqKatyKXy3Hw4EHEx8fDyMgIMTEx2LVrF0pKSnDo0CEVA8BiseDj4wMTExNk2tqiVNsCLw3Fe7m5uUzIcurUqXjx4gXzGZvN1qqifubMmUhJScG9e/fg6emJ+Ph49O3bF97e3hAIBBCJRNDV1UVSUhLWrFmD5ORksFisWveQ+/r6qvQIfwiappGXl4fPP/8crq6uMDMzw9ChQ3H48GG1HOOLFy8QFhYGT09PiMViDB06lKkC19fXh5OTE/r374+VK1fihx9+gKGhocp3IZPJlPn1eqQzCikKh2bMUPlNbNy4EZ06dYKtrS2mTZsGb29vvHv3DlevXtVIivLnn3/C0tISW7duhUgkUqvnSEtLw7hx42o1v4BykeLq6soYr/Pnz8PExAQGBgbo2rUrsrOzMXPmTHTo0AFsNhvm5uaQSqWYNGkS7ty5U7WxvHhRa7U0Zp4IwbqkpHoVkdZVI7kRmtFokP+BuHXrFgIDA0FRFKytrbF9+3aN47p3765d+Lga3LlzBxKJBIMHD0anTp2A5ctBCwQ1U01WU22uEc+f45dhw/A1ITjIYuEbPh/ftm2LMA8PjQU2b968Qbt27dCrVy+Ulpbihx9+wKhRo2BqaoqWLVti2bJlDN1kBe7duwczMzMmPOrh4QGFQoGysjIcP34cWwIDUUhIjfJ3ivcvtf3R0Xj27JnG27l16xYGDhwIExMTjBgxAvn5+dDV1dWqqKtv375Yt24d8vPzIRKJVF6gCoUCv/76K8LDw+Hj44MBAwbA19cXLBYLLBYL7du3x8iRI7Fy5UqcPXtWI6uXg4ODWjqkYi6GDx8OS0tLNaasD6FQKLBlyxYIhUJYW1uDxWJBV1cXQUFBcHV1RY8ePVQWJRVedEXawMzMDE5OTnB2dlbmL+uRPqA10Jhu2rQJwcHBCAoKAk3T+PTTTxEVFcXk5zWFXTds2AA/Pz/069ePSQtU4Mcff4S9vb1WXuWePXvg7u6OJ0+eMKxnEolEJYpy6dIlWFlZIS8vD/b29ggJCYFMJoNUKkXXrl0xf/58XLx4kakbQGxsneleNc2Ttvj1118hkUgaRNqxEY0G+R+Nx48fIzo6GiwWC1KpVI0conPnzkxeqiFw8OBBmJubY7JYrMZ4VBcvUhPkcjkTUqYoCiEhIXBxcVF5mX+IO3fuoGnTpoxublpamsZ8e2lpKdLT0yESiZCeng5TU1NwuVyNLEaKCxfwR1AQythsFH1gGOhKlfS/fPMNhg4dCmNjYwwYMKDKHNzjx4+RkpICoVAIHR2dKlnFNMHPzw/nzp1DWloaRowYoXHMu3fv4OjoiJ07dwJQtvvweDyEhYVh7ty5+PTTT9GyZUsYGhrC1NQUISEh+Oyzz7B8+XLo6+vj1q1bGouyMjIyNOrZFhQU4OjRo5g2bRrCw8Ohq6sLFosFOzs7GBsbY+vWrZDL5Th37hwsLS1VjM7Zs2fh6emJNm3aqBR4MfgINKabN2+Gn58f0y1QVlaGiIgIDB48GO7u7rh06ZLaZSgUCvj4+GDevHkQiUQqLT40TcPOzk4rJjuapuHr6wsXFxf07NkTPB4Pq1atUhnTp08fpjaiXbt2yM7OBk3TuH//PjZt2oTExES4ublBX18fXdu0QRmb3aDzVBe4u7vXqJHciNqh0SD/C/D69WskJCSAw+HAyMgI6enpTMFPfYUHPsSXiYlqBkoro1xD/nvBggUqbGZSqVSjQMHbt2+xfv16BAcHQygUYtCgQQgNDUXbtm3VinAAJT2ki4sLoqOjcf/+fQBKw1Bj0dv7SvqCzp1xp2lTHBSJkKari2HdumHXrl2MoXn58iUyMjIgk8kQFBSEvXv3avQaCgoKoKenB6lUioiICOTk5Kh7WZXaVuiOHbFNRwdv09LQ3MxMhZzhQ5w/fx5SqZRhbdq2bRsoilIx/jRN49GjRzh69CgWLFiAhIQExkulKAomJiYIDAxEeno6srOz8fvvv0OhUODWrVtYt24dBg8eDDc3N+jp6aFt27YYPXo02rRpA1dXV8TFxcHT05M5v0KhgJeXFzZv3gxAWSyVkJAAS0tLbNmypWrv8iPQmG7ZsgXNmjVT8XTfvXsHLy8vtGjRAuvWrdN4KWfPnoWVlRX69euHyZMnq3yWnJysdZ9/t27dwOfzIRQKIRAIVCIWjx8/hrGxMWP4Q0JCqkxLvXr1Cjc/+aTerXq1oXutCVOmTNGqZqERVaPRIP+LUFxcjGHDhoHH4zFKRxUEJA2FooiIGkO5VW41hMiIJ+eUAAAgAElEQVSePXvGEGpUbJXbS+RyOQ4fPoxevXrByMgInTt3xo4dO5gQrkKhQFJSEry9vRmP+uXLlxg4cCBkMlmdC1c+xKNHj7Bs2TKEhobCwMAAnTt3xvr16/HixQuUlZVh69at8Pf3h729PRYsWKC2QJDJZLh37x7WrFkDZ2dn+Pr6YufOnSjPza2ybUXO5aKEomrMyU+fPh1hYWFMWDk8PBzGxsYq1fGVi7IMDQ2ho6ODLVu24Oeff8bx48cxZ84cdOzYETY2Noyh5vF4cHBwQFxcHJYtW4YHDx7g+vXraNq0Kfr27YvAwEB07txZhVVq7dq1aN26NdN6JBKJ8Pnnn9dM4/gRaEy3bdsGGxsbNcP79OlTmJiYICwsrMrL6d69O8aMGQOhUKiS/vjuu++0ImP55ptvYGNjA11dXURGRsLDw0Pl89TUVAwfPpz5d2hoKI4ePVr1Af9HdK814fLly3BwcGgUmWgANBrkfyHkcjlSU1PBYrHA4XAwcOBArYkoNOHn06dRXN+Hv5oQ2cOHDxETE6NS6BMbG4vLly9jzJgxMDMzg5+fH5YuXVplCJumaaSmpsLFxQULFiyAqakpRowYodFrbgi8evUKGzduRNeuXWFoaIigoCAsWrQI9+/fR25uLnr27AkTExOMGjWKIeO3s7NjeoXLy8uxe/duZNraooiialQlqiknL5fLERAQgAULFgBQ9uHq6+sjKChIY1HWjRs3IJPJsGHDBgwbNgwtWrSAQCBAq1atkJycjB07duDKlSs4efIklixZgmHDhqFdu3bQ19cHRVGwsbGBkZERgoKCcOjQIfz222+gaRoFBQUwMzPDvHnzYG9vjy5dutRejKABhUcq8M0330AsFuPkyZNqp1uzZg10dHSqNH6//PILhEIhevfujUmTJjF/VygUMDMzq1U7YoWCU0BAAOLj42FoaKiSfigsLFQhegGADh06MOxs/6t5qgsqmOIaQsDiv45Gg/wvhqenJ0aNGsXw98bFxVWbi60OZ86cwTQ9PcjrSzFZQ4gsJycHFEWhefPm4HK5sLKygq2tLSZPnoxbt27V6lpv374NBwcHcLlc7N69u073WxcUFRVh3759GDBgAEQiEby8vDBjxgwcP34cEyZMgFgsRpcuXWBlZYWbN2/+teP7Ajmt5rEao3zv3j2IxWKsXr0aw4cPh0gkAiEEcXFxyMnJQXZ2NiZOnMjQSBJCYGRkhMjISOTm5lbLzlRSUoKkpCQ4Ojpi0aJFMDExQXx8PIYPH47g4GCYmprC0NCQUU2SSqVIT0/Hw4cPa+9BNaDnV15ejl9//RWpqangcrkaSVOePn0KIyMjiMXiKmsAUlJS0K1bNwiFQhUa2cTERI0Um5VRoeDUoUMHhIaGQi6XQywWq1Qnr1q1Sk3gIzIyUkUf+mPOU30xcuRIje1hjdAOjQb5XwxXV1eG+eerr76Cubk5WCwWwsLCmDxqbbBz505IJBI8Dgn5qC+ACxcugMvlgsfjgcfjgc1mY8KECbVWmyopKcG0adMgEomwYMECrFixAhYWFtXmXT8W5HI5cnJyMGrUKFhbW8PR0RGjRo3C+PHjwePx4OTkhHXr1qHk7Nl6q4hVoHJRlkAggK6uLsaMGYOsrCw4OjoyDGH+/v4YNWoUTExMUBGJ4HK5aiQmH+L+/fvw8/NDTEwM1qxZA4lEoubBFRQUoGfPnqAoCh07dsTw4cPRvn17mJubw8DAAH5+fhgwYACysrJw8OBB5Ofnq3+/DZBDLiQE4ykKLBYLAoGAkT7VRGxToUe8atUqyGQyjc/GmzdvYGpqim7dumH8+PHM348dOwZ/f/8q50yhUKBLly4IDg6Go6Mj/vjjD5SUlEBXVxcSiQRv375lCF0+9N47duxYvbLU/0gytDbIzs6Gt7d3vY/zX0ejQf4Xw9HRUc2r3Lt3L+zt7UFRFAICAmoMMy1ZsgQWFha4fPnyRwmRlZeX4+jRo+jSpQsqCDpatWqFWbNmgcvlYtmyZbW615ycHDg7OyMmJkZFXembb76BVCrVisShoUHTNC5fvoy0tDQ0b94cHA4HrVq1go+PDw7yeHVuWwFFoTgqimHK0tfXh5+fH2JjYxEREQEejweBQICuXbsiIyMDhoaGCAwMZK5rwYIFjKGytLSsloXt8OHDMDU1xZw5czBt2jTY2Ngwiz1AaXjWrVsHMzMzWFpaYtq0aWrHePXqFc6dO4fVq1dj9OjRCA8Ph0wmg56eHnx8fNCvXz9kZmbi6MaNUGhLdPHBpuByYfcB8QhFUVVKRLZv3x6HDh3CggUL4OLiolE0YeXKlfD394dQKGSoJcvKyiAUCjUWHgLArFmz4OrqCrFYzERFTp06BV9fX/Tu3RvTp0/H4cOH4e7urhZBqLFL4iNUo9cVcrkcQqFQ5dlrhPZoNMj/YlhZWf1F4vEBzpw5Azc3NyY8fK4S4QagfMFOmDABzs7Of0m7NWCI7MqVK0hOToa5uTlMTU1hbGyM1q1bY9iwYYiLi8OWLVtAURTm1LB6f/HiBfr37w8rKyvs3btX45jDhw9DIpHg2LFjWs/hx4CnpyeSkpIQ7etb75x8MSHws7ODg4MDBAIBfHx8MGLECGzZsgWXL1+GTCZjKnXPnz8PiqIYspiCggLo6OiAzWZXmT+Vy+WIjIyEubk5jh8/jj59+sDX11fFsJ0/fx6+vr5o2bIl5s+fjyZNmlRr3D9EQUEBcnNzsXbtWowdOxYRERE4rKtb5+JBmqLwrG1b5Ofno1mzZtDR0WG4rAkhjKpSZSM6ZswYhoVuzJgxCAwMVCPMkMvlcHNzQ1RUFMaOHcv8vV+/fhqr9Y8ePQqpVApTU1OV0PPUqVMZoheRSITg4GCsX79eZT7nz58PNzc39O3bF5mZmXjy5AmOHz+OjRs3Yt68eUhKSoKXlxeKIyPrtaCrbx9yZVQ1D42oPRoN8r8Q48aNQ6dOncDj8dC9e3ekpKRUGfa9evUq/P39QVEUHBwcsH//fpSWlqJPnz5o2bKlas65AUJkZRwO5pqawszMDHFxcRg+fDgq2m50dHRw4cIFBAYG4uTJk2Cz2UhLS9N43TRNY926dZBKpRg7dmyNmrFnz56FRCLBrl276jyvDYWK/lJ88QUU9ZzPEhYL2ZGROH36tMbCvWPHjsHS0pJprxk2bBi4XC7jAfr6+sLBwUHjdT5//hxeXl4ghCAkJARt2rRBXFwcc56nT5+if//+sLCwwIYNG1BcXAwnJ6eGabW7eFHZ712XRQqLBe/3v6kKtSk2mw2ZTIZff/0VgwYNglQqBSEEpqamGDJkCLKyspCQkABAuRjt3r07evToofbcHDt2DDY2NjAxMcGTJ08AKKNOwcHBKuPy8/MhlUrh7OysRjcbGBjIhPrj4+MhEAhUjH9aWhpT3V6xkDhy5AgIIRAIBGCz2aiQsCw+c0Z7ZrmKrRZtiNpg9+7djRrJ9USjQf4XIjo6GpVDdZaWljXmYfPz89G+fXumxcXT01P9Bd9AGsZiosxZfiiJR1EU8+K8du0a9PT08Nlnn6ld682bNxEYGAhfX19lKL2WuHz5MszNzVW8kb8DYWFhyna0Boo43GvV6i/mJg0YPXo0unXrBpqmQdM0mpuaYqFMBvTuDXlEBMri49W4x3Nzc2FlZQVra2vm+zEzM4NCoUBpaSmysrIgEomQkpLCMKhlZWUhOjq64SaqDlzWRRSFFR9IYOro6KBJkyZwcnJSOfyDBw+QmJjIsLax2Wx88sknuHfvHoqLi9GmTRuN/bXR0dFo27YtoyFdVFQEQ0NDZvFaVFQELy8veHp6IiEhQSUUXVhYCD09PWYBmZCQAD6fz/RuA8rQfsWzQVEUoqKiACiLvCqK8Ph8Pk6dOgUAONCxY4PQvdYXf/75Z6NGcj3RaJD/hfjhhx8Ycg09PT2GvakmPH36FG5ubrC1tQWbzWaKo1SMeT0pDUs7dmQKjD4UFRAIBPDy8oJQKMTTp08hEolUBNqLioowefJkiMViLFmypE50fbdu3YK1tTUWLlyo9b4NhejoaGWxTgPl5L8TiWBlZYX58+drjBQUFxfDzc0N+6dMUVItcrko/PA479nH6NhYbEtOhkQiwerVq5kcc8XWs2dPODs7Izo6Grdv32bOUfF9Vf5bg6CWwiOgKNACAR5MmoRNmzahXbt2Kr8xHo8HIyMjTJ06Fdu3b8eNGzdUwuq//vorwyFNCIFIJEJ8fDzs7OzUfis///wzhEIhjI2NGUParVs3fPnll6BpGp988gmaN28Ob29vNUrO48ePo1WrVgCU6RZjY2MkJSUhMTFRZVxaWhpYLBa4XC5yc3ORnJwMkUgEHo8HDoeDHj16MGMzMzOxKyyszmpPDYnOnTs3aiTXA40G+V+Kli1bghCCZs2a1ard5NatW7Czs8PMmTNB0zTevXuHAQMGMKIAaWlpSsNcD9L/ihBZQUEBjI2NmT7pipemhYUFo11bVlYGS0tLxMbGAlC+yBwdHdG9e/c660NX4MGDB3B2dsbUqVP/FjKD2NhY5SKpAXPyeXl56N69O8RiMSZPnqzGrf3o889R+H5RVN2xFO+9zGfTpzORlsqGjc1mY9++fWr39Mknn2gltqAV3guPlOvoqAmPoBKNaeXwa3FxMSQSCfT09LB48WKw2WwYGxtj4sSJiI2NRZMmTcDn89G0aVPExcUhLS0NMpkM27dvx/379zF69GhYWloyXmqbNm1w48YN5vgjRoyAh4cHQ+SxZcsWREdHY+XKlbCxsYGZmZmK11uB1NRUfP755wCA9PR0fPrpp3j58iVEIpFKn/abN2/AZrNhaWkJKysr9O/fH8+ePcOaNWtgZGSkkkqaP38+Ro8eXa1AS1Xz1NBYt25do0ZyPdBokP+lOHr0KAghyMnJqXFsbm4uTE1NNdIHlpaWYvTo0dDV1QWfz8fw4cNRtmiR9kZZVxeIiQHduzeuWlvjqESC+ebmiPD2hpmZGb7//nucPHkS/fv3B0VR8Pb2hlgshp+fHxISEmBra4uDBw822Pw8e/YMHh4eGDlyZK3bqhoK8fHxmDZtGva2bq2ukqXt9kHbyt27dxlu7WHDhin7busoY7g3IgKffPKJikHW0dFR8xgvXrwIc3Pzj0a+AiiNjpgQ/DFpkrJtrmNH5X/nzKmySjg7O5vJZ0ulUgiFQnh4eDCdBSUlJbh27Rq2bduGKVOmwNLSEubm5uDz+UzF/pgxY9C2bVsmVGxsbIwePXogJycHIpEIRkZGePjwId68eQOBQAATExOYmJhUqZ4VEBCAEydOoLS0FObm5kyl+vTp09G7d29m3C+//IImTZrAxsYGp0+fVjnGh/O8dOlSFUa7CrrX2s5TQ+LZs2fQ09PDuHHjEBAQ0KiVrCUaDfK/FDRNY8WKFTWO27dvHyQSSY2FOAqFAjNmzIChoSE4HA6y7O1RzGLVXAlLUQCbDXA4avlnWlcXNI+nQgf5888/w9HREcePH2fyaKamppgxY4ZGUof64PXr12jdujX69++vlRxiXUDTNHJzczFmzBgIBALIZDLMTUmBQluRjg82uoq2ld9//x2pqakINTJCSV0FCAQCJDRpAjabDbFYDEdHR/j4+DAsYBX31bJlyyq5oBsCOTk54HK5YLFY2LJli9b7KxQKcDgchIeHY+3atRCLxZgzZ45ayiMjIwPJyckoLS3FTz/9hO3bt2PatGno0aMHbGxsQAiBoaEhBAIBszjh8/no0qULfv/9dyYsXpXk6bt376Cnp4eioiJs3LhRpQDq7du3kEqluHTpEuZNmICpurq44eGB8qioGvXFV69ejUGDBmk9Lw2NVatWQSQSgcVigc1mg8PhNKpAaYlGg/xvQyVhAnTsWO3DvHLlSpiZmWlW3PkA5eXlOHHiBPr37w9dXV3o6OjAmxDsIgRF78OclV/mRRQFmsNBOUVpJdF45swZeHh4oFWrVjAwMICzszNOnjyJoUOHQiKRwNvbG5mZmQ1mnAsLC9GhQwfExMTUSxdWE2iaxvnz55GcnAxra2u4uLhg6tSpiIuLw+rVq5WD6pGTLycEOSJRtYVtZR071kzHWd33UkNbzMaNG+Hr6/vRogx3795VoVL99NNPtT7G48ePYWRkhIiICADKfHFgYCDatGmj8js6ePBgtZzWq1evhkwmw9q1axl61g/rIPh8PkJDQ9GrVy+1fP63336Lpk2b4vXr1/Dy8lJj4cro2hX72GyUsljqfdjV6IuvX79epdbi78K3334LHo/HzIWtre3ffUn/ODQa5H8LLl6sUpjgw4eZpmmkpaXBwcEBd+/erfawN27cwIQJEyCTyeDp6Yn58+czPahRUVEghEBMCMYRgtO2tkyI7LxMhlItPTNaIMAKd3dwuVysXLkSkZGRcHZ2Zq5FLpfj5MmTSExMhFQqbTDjXFpaiu7du6N9+/Y1tk/VBJqmcfHiRYwbNw42NjZo0qQJpkyZguvXrzP56qSkJCxdulS5Qz1y8rRAgN2pqTA1NcXQoUPVaVE/MnHEu3fvIJPJPirpSmhoqEphWV1e8t9//z1DXVkBhUKBefPmMRSjFSpYUqm02mNNnz4d3t7ezO9k3759aoVvFbl2LpcLGxsbREVFYdSoUTAwMEAFK5qRkRHz7D19+hRrfXxQSFG1izh9UJS1efNm9OzZU+t5+RjYvHkzIxATGRn5d1/OPw6NBvnfAC0rUb8OCICPj49a4U8Fnj59ivnz58PT0xMymQwpKSlqjF5yuRy6uroQCATQ09NjcmwdOnTAi0OHoKhjD2kRi4XP3784e/bsCSsrK43X+KFx9vLyqpdxLi8vx8CBA+Hv768iiVcb0DSNS5cuISUlBba2tnBycsLkyZNx7do1jUVjo0ePxvz585nz5g0cqDWXdSEhuDpsGABlm8zIkSMhkUiwZMmSv8LvH5lacdKkSejTp49Wc6Utnj9/jk2bNoHNZsPOzg76+vpae+Nbt25F27ZtER4ervbZjRs34OXlhaioKDx+/BgmJiYMC5cm0DSNgQMHIjIyEqWlpWjbtq2aMSaEwMTEBBRFgc/nw9PTEyEhIRrHubm5YSSXq31aoZJR3rFjx/+rQqq1a9eCEIIBAwb83Zfyj0OjQf6now4FO8UsFoor5QEBZeh2y5YtiIyMhJGREfr164cTJ05UmQOiaRrZ2dk4fPgwTpw4gdOnT+Prr79GYmIi9uvo1Jk9SEFRuP7eKx46dGiNHgvQcMaZpmmMGzcObm5uDOlDdWMvX76MiRMnwt7eHg4ODkhNTcWVK1dqrNxOSUlBcnIykpOTmTz5y/R0rdpWfk1JgUQiUWHYun79OkJCQuDm5qYkHvmI4gO//PILRCJRvSvea4OcnByGL7ouVfEZGRno1q0bQkNDNX5eVlaGKVOmQCqVwsXFpUZGt7KyMkRGRqJ169YajSybzcbatWtRXFyMuXPnwtXVVW1MBWlJZ3NzFNcjx4+8POzbtw+dOnXSel4+JlJTU5G9bVut02eNUKLRIP+TUc8WJMWFC8jOzsaAAQNgbGyM8PBwbNq0qWa92urw7JmyUKseBkDO4QDPnyMlJQVGRkZanV6Tcc7IyKi19B9N05g1axYcHBz+ogyt9NmVK1eQmpoKR0dH2NvbY+LEibh8+XKtDQVN07CysgKHw2FaviwtLZUfatm2cu7cOUgkEpVKepqmsXPnTtjY2CDP3LxhDLIGeb6YmBjMnj27VvdcX8yYMaNeLVWJiYmMyEV1uHDhAkxMTODp6VljlOS3334Dl8tlGOYq99ITQhjSDkDZP1/BrlV569ChA960b1+vvn507YrDhw+rhOP/dmiRPmuEKhoN8j8Z9SgIUhCCg7q6aNGiBebOnYsnT56Apmns27dPY/9krdEAYVK5jg4wZw4yMjIgEAjqfCn1Mc7Lli2DpaUlbty4gWvXrmHy5MlwdnaGra0tUlJScOnSpTr3MIeEhDAvaBaLhZSUFNUBWrStZGdnQyQSoVOnTkhPT0dOTg7evXuHoqIiXHV3/yge8vHjx2Fvb9/gRXBVISwsTGPvc20RERGBmTNnIiQkpMaxy5YtQ9OmTSGTyZRsahqgUCjQsWNHmJiYQCgUYuHChfD19QUhBGKxGGFhYSi4c4fxDv8MDsZWNhtpfD7EhMDKygojRoxA6qBBDcJlHuTqCplMhmXLliEnJ0dFHvJ/Di3SZx+ToOSfikaD/E9FAxTsKLhc5iX//fffM2ITK1eurPVllJWV4dWrV3j48CFu3ryJFxERDWYEVq9eDR0dnQaZLm2N840bNxATEwM2mw1TU1OMGzcOF98XxNUXY8eOBZfLBZfLha6uLr777rt6He/w4cMM7ai+vj7YbDYMDAxw85NPUMbh1Ot7KGGx8MuwYcx9l5WVoVmzZtWrEDUg5HI5DAwM8PLlyzofw8XFBatXr1bjm9aEixcvokWLFjhx4gSsra2RmJioVuiXnp4OoVCIvn374ubNm5BKpTh8+DAyMjJwacWKKr3DIopSPnMV3uEXXyjb1urzDPP5ONWxI+zs7DBkyBC0bt0axsbGEIvFCAwMRGJiIpYsWYKTJ0/i6dOnH5cIp4797o1G+S80GuR/KhqoYOfJ2LHw9vZmKkXZbDbCwsIwduxYDBkyBAkJCejcuTNCQkLg5+eHZs2awdraGkKhkCHtNzIygqWlJZo2bYpTBgYNY5A7dsTOnTvBYrEafOrKy8uRnZ2tZpyPHDmCadOmoVmzZrC0tMTYsWMxZ84ctbBwffDw4UMYGxsjLCwM27Ztg5OTU517NWmaxp07d7B69WpIJBJUzmHa29ujf2QkSura8vR+k3M48LW1RUBAAPbu3YtFixYhNDT0f8ZwlpeXB1dX1zrvT9M0BAIBvv32WwQFBdU4vrCwEHw+H2VlZSgoKED//v3h4ODALJqOHj0KAwMDeHl5oaSkBMBfwiUPJk3Szjv09W2QZ+V5RAR8fX1V7vnp06c4efIkFi9ejMTERAQGBkIkEkEoFKJNmzYYMmQIFi1ahOPHj+Px48f1/z4bgMGvEQCHNOKfiWvXCCkpqd8xiovJy+xs8uO1a4SiKEIIIQqFgpSVlRELCwuir6+vcdPT0yN6enrEwMCA8Hg8Zt/Xr1+T7+zs6ntnSpiYEJFIRGiaJgqFgrDZ7IY5LiGEzWaT4OBgEhwcTEaMGEGysrJIVlYWKSgoIGKxmHTt2pWMHTuWODk5EUII8fHxIT169CBffvkl6dSpU53P+/LlSxIeHk6Cg4OJubk5iY+PJ/Hx8bXeHwC5d+8eOXXqFLOxWCwSFBREOnfuTDZs2EDkcjkJDAwkT548IToyGeF06kTI/v3KV5+WoAkhnM6dSe727WT37t1k6tSp5MaNG2TatGlELpcTLper9TG1xdmzZ0nbtm3rvP/Lly8Jj8cj+vr6BLWYA4FAQGxsbMjt27eJm5sb+eqrr8iePXtIXFwciYmJIVu3biV8Pp8cOHCA8Hg8Qgghbdq0IUdiYog4M7N28wwQUlREyA8/1Pm+KkOnsJDI5XLm3xRFETMzM2JmZkZCQkJUxj5//pzcvHmT3Lx5k/z0009kz5495ObNm6SsrIw0a9ZMZXN1dSUymYx5vqtFRgYhxcV1u4HiYuX+u3bVbf9/E/7uFUEj6ogGEiZAx454+/Yt5s+fD1NTU7DZbIwcOVLry/nzzz8REBCAb9u0qXcYjubzgTlz8MMPP4CiqPoVmWnA7du3kZ6eDnd3d5ibm2PkyJE4d+4cysrKkJ2djWHDhkEqlcLT05MJa1+8eBGmpqbYtGlTnc759u1b+Pj4YNKkSbVmVqrsASckJMDCwgKWlpbo06cP1q5di3v37jGezcOHD8FiseDv7w8Wi4WMjAzlQerhufxJCI5XHAfKqvfY2FiEh4dDJpMhKyvro9JlAkDXrl3rPOeA0sP29PTEqVOn0LZt21rt0717d2zevFnlb/fv34e+vj4oilJnC6uPd9gA26tOndCsWbM6zxGgFLo4ffo0VqxYgREjRiAkJARmZmYwMDCAv78/Pv30U8ydOxeHDh3C/fv3VT3qj9zv/l9Co0H+p+IjtLSUl5djz549tWLuqozS0lJ06NAB/fv3h+Lp0wbLbd+5cwcsFqtBilTu3r2L2bNnw8PDA2ZmZvjss89w5syZKntaK8LalY3z6NGjYWZmhmXLlml17pKSEoSEhGDw4MGgaRpfffWVRmYlbQywpnN88skncHR0xNSpU2FlZfVX21cdc3tfBwSAz+fjzZs3uHLlCqRSKSOtd/nyZfTs2RMikQiTJk1iyGIaEjRNK0PBDx7U+Rg7d+5ETEwMTp8+jTZt2tRqn5kzZ6oU2tE0jZ49e0IgEGDo0KEQi8XIyMj4K9UQG1ujaEeVi8/6Pr+6uniekgJHR8c6z1F1+OOPP3D27FmsWrUKXbt2hZOTE8zNzaGvrw9fX1/0798fOVFRkNeTAra6fvf/EhoN8j8VDZBDLiQEi62s8Nlnn2H8+PGIj49H+/bt1dp9qkN5eTl69OiBLl26/EVIUU86yG+5XCQkJODkyZOgKAr79+/H1atXtZ6iX375BZmZmfDy8oKpqSmSkpJw6tQprXO2lY2zSCQCl8tFeHg47ty5U6t9u3btim7dujHn3bJlC3r27FkvA1wZ9+/fh5+fH2JiYlBQUABAWS1sa2uLhw8fKgfVsvqVpijQurp4mZ4OmqZhZmaGli1bol27dhq50X/55RcMHz4cJiYmGDJkSK3mpLaokMqsD+bOnYtRo0bhzJkzaN26da322bdvH0OzCQBLliyBQCBgtJHv37+P4OBgtGrVCr+eP19vPvJ6bXw+Hv7wQ73nqTZIS0sDm82GQCBAYmIi9u3bhzVr1iCvadOGuRcN/e7/NVAA8HeHzRtRBzx/ToiNTb3yyDSXS8zKysiLSn9jsVjk+fPnRCQS1bg/AK+Z29oAACAASURBVJKYmEju3r1LDh06RPh8vvKDvDxCgoKUeTItUUgIaUcI0ZRdKygoIEZGRtXun5+fT3bs2EG2b99OHj58SLp27Uri4+NJYGBgg+ShFQoF2bNnDxk6dCgpKSkhTZo0Id27dyfdu3cnjo6OKmMBkMGDB5MHDx6QAwcOEC6XS+7du0fmzZtHDh06RBQKBZMDrtjs7e1rl7N7jyNHjpABAwaQcePGkeTkZJV9FyxYQJYvX07OnDlDzM3NCbl0iZCMDIKDB0lxaSkRVL5WPp+Uy+XkCItFjnh6kuUXL5IhQ4aQhIQEEhwcTCwsLMiDBw+qnMMXL16QJUuWkBUrVpB27dqRCRMmEF9fX63m9kOsXbuWnDp1imzatKnOxxg5ciSxt7cnPj4+ZMKECeS7776rcZ8HDx6QVq1akcePH5Pz58+T4OBgEhAQQE6cOEFYLBYhhBCapklGRgb5c+pUMkWhILp1vkJCQAip/TdeCRRFSGwsebJkCfH29iZPnz5V+VihUJCSkpJ6baWlpcz/5+XlkStXrrw/NUUAkAkTJpDMn34i5MCBeszAe3TsqKx3+C/jb10ONKJ+qIcnWiEckJeXx3DPEqLsizU3N8fkyZNrFJufNGkSfH198fbtW/UP6xAmlfN4mOvoqEK0ULEZGBjg0aNHGq/j/v37yMrKgq+vL8RiMYYMGYITJ058VAWnP/74A35+foiKikJiYiJMTU3h6emJ2bNnMxzFKSkpcHd3x+LFi1U84KCgILi7u9faA9aE8vJyTJkyBRYWFmryfJUxe/ZsuLi4qNCk7l+3DmubNkVhXByO8ngqfc53795Fu3btQAhhqB8rqumro5SswLt377Bw4UJYW1sjODgYR44cqfM99uvXT6sWPE3o3Lkzdu/ejXPnziEgIKBW+9A0DUNDQ/z0008wNjaGlZWVSq5coVBg9erVEIvFOCqV/m3ecRGLhb4uLnBxcQGLxYKlpSXEYjH09fXB4XDAYrEgEAggFAphYWEBe3t7NGvWDF5eXmjVqhVCQkIQFRWFrl27IiEhAZ9++imSkpIwduxYpKamYsaMGfjiiy+waNEirFq1Cr169QKbzQaLxQKXy0VUVBTy8/M/KiPcfw2NBvmfjAZqNTh69Cijd5yamgp/f3/w+XwIBAI0a9YM8+fPV6NInDNnDlxcXNQFDSqjlmHS8vfG+Pt+/dC3b1+MHj1azSh37doVQqEQI0eOxNOnT/HgwQPMmzcP/v7+EIlEGDRoEI4dO/bRZRQr4927d2jfvj26d++OoqIiZGdnIyEhAYaGhtDV1QWLxYJUKlULQR85ckQjr3Jt8fz5c4SFhSEoKKhWudu0tDQ0b96c6eUdM2YMZs+ejadPn8LU1FRtfGFhoYoGMiEEIpEIbm5utb7GsrIybNiwAW5ubmjRogU2b96s9XdjZ2eHn376Sat9PoS7uzt++OEHfPfdd2jZsmWt92vdujXs7e0hEAiYXvWSkhKsWrUKFhYW0NPTg76+Pi40kEEu13JhXc7j4c7YscjLy0Nubi709PTw6NEjPH/+HG/fvkVZWVmDt6atWLEChBBER0erpiY+Mmf6fwmNBvmfjjp4orSurloz/ubNm+Hq6soUOd2/f5/h9xUKhRAIBAgMDMSaNWuwcOFC2NjYVOmxqqAaOsgiQlDO5WInIWjD52P69OkYM2YM3rx5A0NDQxWjsGDBAly6dAmBgYFgs9ng8/no3bs3jh49irKyso8xszWCpmlcv34dHh4eMDc3h5mZGWQyGby9vaGvr4+YmBiNnnN2dnatemI1ITc3F1ZWVpgwYUKtDRxN0xg/fjy8vb3x+vVr+Pj44MyZM3j27BkkEona+JycHEaZiBClpODgwYPBZrO1psukaRoHDx5EYGAgbG1tsWTJEhQWFta432+//QaRSFRvo2JkZIQ//vgDubm5DB92bVDhda5cuRLz5s1jVKc4HA46duyIU6dOoaSkBK8bqtvBz6/ODFfFxcXg8Xj1mqfa4NWrV7h27Zr6B41V1g2GRoP8b4AWdHUlHA6Wu7vX+kWnUChw7NgxdOvWDQKBACKRCBRFoX379vjmm29q9XIFoJEO8nSnToht00blxT927FgAyurYxYsXg8ViwdvbG4aGhuBwOIiLi8OGDRswZMgQCIVCpKamMpW/HxuairBkMhkSEhIQEBAAb29vZGVlgaIoTJ48GYAytJyTk4Nhw4bB1NQUHh4eGDp0KDw9PWs8X2lpKVMpTdM0Fi9eDIlEUicaSZqmMWLECPj6+kIgEKC4uBjPnz+HSCRSGzto0CBUhKzd3Nzg4eGBfv36QV9fHywWq86KWrm5uYiNjYVEIsG0adOqZd/aunUrunTpUqfzVOD169fQ19dndKkrk2dUhadPn2Lw4MGgKAo6Ojqwt7dHaGgohEIh4uPjsX//fmRmZqJjx44QCoXIEAq1V2qqyjvUksu8AuXl5aAo6n9G1qIRDZA+a0SjQf73oJqHmdbVRTEhuGhlhTATE7i6umLhwoVan2Lnzp3Q09ODvb09JBIJHB0dYWRkhL59++Lw4cNae6pyuRweHh4q4Wk2m42lS5di7ezZWG5ri290dHDZ0hKPgoJwKioKziYmWLx4MRQKBfLz8zFw4ECIRCJMnz69wXtiqzLAmqqgFQoFIiIimPuorONcgQrj3K1bN3A4HHh4eKh4zh9i2rRp0NXVxeXLlxEfHw8PD49ai2RUdT/R0dEwNDREYWEhXr58CaFQqDauS5cuKoskS0tLpKSk4Pz589DV1QWPx8OIESNgYGCgtVQloKyeHjhwIExMTDBy5Ejcv39fbczw4cORlZVVp/uswJUrVxiWrwsXLsDHx0dtTGFhIY4cOYJRo0bB3d0dBgYGoCgKTk5OsLe3h5eXF8RiMZo3bw49PT14eXlh5MiR2L59uzKN0wBiKmreoRZc5hVgs9n/03SNGhqZuhoEjQb534YPHuaX0dHIMjWF2ftiDD6fj2PHjkEikWjVb5ybmwuxWIwzZ86Apmnk5eUhMTERRkZGcHFxgbOzMyQSCZKSknDu3Llaa9aeP3+e0VImhMCHEOxjs1HKYqn3NurqQsHlIsfEBEM8PRlP7e7du+jbty8kEgkyMjLqTCSijQH+EMePHweLxWLuhc/n48aNG+oDnz3D41GjsN/ICC8CAnDB2RnT9fUR7OaGWbNmMbm5d+/eMUQUOjo6GDBgAIqKiup0X5UxZcoUuLm5ITQ0FE+ePIGxsbHamDbvoxYURUFXVxezZs2CTCbD0aNHcfPmTVTOLa9bt67O1/L48WOkpKRAKBSid+/eKq1t7u7uOH/+fJ2PDSjbl6KjowEoOaq9vb2hUChw+fJlfPHFF2jfvj309fXRvHlzEEIQFhYGgUAAQ0NDiMViEELg4OCAyZMn4/jx4zh9+jS+/fZbbN++HRs2bMC4ceMwcOBA7GOzUV5XY9xA3iGfz699tOpjoZHLut5oNMj/cty4cYN5sRNCoKOjg4KCAuzcuRP29vZ4/fp1jce4fv06pFIpDhw4oPZZYWEhNmzYgHbt2kEkEqF169ZwcHCAjY0NJk6cqJZz+uKLL3Dw4EEAwO+//47ly5czueKhRNkbXZOWMk1RKNPRQbKeHpYvX84Y/5s3b6JHjx4wNTXFvHnzajRg9THAlfHzzz9DJBLB0NAQenp6jJJT38pVo5Uk6RQfeFS0ri7KuVz8aGeHDkIhPDw80KFDByZyoKOjg/j4+AYJSbZv3x779u1DfHw8wsLCYGhoqDbGwsICFEXBy8uLWSBkZ2dDLBarFXvp6upiwYIF9crjFxQUIDMzE+bm5oiMjMT+/fuhr69f79qARYsWISkpCY8ePUJaWhpMTEwgkUjg7OyM4cOHY+HChcjKyoKTk5PKPQmFQgQFBcHa2ho3b95kjmdra8sUO1aOIPR2dkZ5Hb1kuoG8Q0NDw1o9yx8djWpP9UKjQf4P4NatW4z4AJvNZl7sw4cPR1xcXLUv+l9//RUymUyNSlAT7t69i0mTJsHc3BzNmzdHREQErKys4ObmhtmzZ+PmzZvg8/nQ0dFBixYtYGRkhF69eiEtLQ3j9PVRqOXLTMHnI9PGBiEhIcr2i/e4evUqYmJiYGFhgaVLlzIiAA1lgCvj4cOHsLa2xrp160DTNK5du4aZM2dCJpPBxMREOUiLlxQtEOD68OGM4WOxWOBwODA2Nq53SL6srAz6+vp49eoVyn77DV82bYpNFAVFVJSKeLybmxsmTJigFuVITk5WaZEjhCAwMBDh4eFwcXHBsWPH6nV9JSUlWLNmDSwsLGBoaIhdu3bVSXjj3bt3OHDgADw9PSGVSiESiRASEgKpVIrk5GRERETAyMgITZo0wcCBA2Fubq5yT/r6+igvL0dsbCy2bdvGHHfGjBkq44yMjDBjxgykpaXVyTssYrGwwt1dTU2qLhCLxX+v7GJl1DEX3ohGg/yfQUXVauVqzOLiYnh6emLp0qUa93ny5AkcHByq/LwqyOVy7N+/H7GxsTAyMkL79u3h4eGhItLO5XL/0pu9eLHO1Hu0QICvPvsMYrEYq1atUjGoeXl5aNeuHYRCIfz8/BrEAFfGixcv0LRpU8ydO7fqQXV4USv4fKQKhRg3bhzS09PRr18/piCsclhbW+Tl5SHe3p7x1NU4x2sQj5fL5WjdujX69OnDVGEbGBiApmns3bsXPtbW+MrVFW+7dFHmPisZeW0wfvx49OjRA/7+/nB2dsbq1auZRZUmlJeX48KFC0hPT0e7du2gr6+P1q1bw9raGp38/bHYygqbWSwcZLFwycUF1/v2xYv3nq9cLlfz+n18fFBaWopp06YhNTUVly9fRosWLVARxq9Y2FYopFlZWSkv5P13XRONZjkhKNXRQcnChRg4cCCaN2+usqDUBkVFRfj9999hamqK7777rl40ow2OOuTC/+toNMj/Ifz222/IzMxUtilUEk/fzuPh0ciRKg/Kq1ev0Lx5c8ycObNO53r58iXWrl2Ldu3agcfjwcDAgHmBVWwURSkrhuvBBVyRg7tx4wa8vb3RqlUrZGZmqnjAHTp0gIuLC6ysrLB+/foGKX6pLBZRJRqw0KW8vBynTp1CUlJSnY3z8bg4lHA49QonPnjwAFKpFOfPn8egQYOU/dTvw/E0j6euv1yDkdeEVq1a4cSJE6BpGqdOnUJkZCTMzc2RmZnJUIPm5+cjJiYGEREREAqFcHJyQnh4OMLDw+Hk5IQgPT18y+GgjM1GuYZaBPD5+KNdO/R0cGB+j1FRUSq0sXPnzmUWHrq6umjSpAn69eun8hvmcrn45ptvmH1eHjmCHKEQxYSopSYqzlsYEYEkPz/4+/vj1q1bWLhwIczMzKoleKkKfn5+4HA4DIkLm83++3PJjagzGg3yfwmV8piaxNNpHg+IjUXR6dNo1aoVxowZo5UH+erVK6xbtw4REREwNDREXFwcvvnmG/z555+gaRomJibQ0dFhCDP8/PyQu29fvXsY5RwOhnbtyoQ6eTwe+vfvj7t376pcf4XiT5MmTbBly5ZaF559iA/FIqrER2oF+dA4t2jRombjvHw5irVtz6nCKO/evRt2dnbKnGUD5wyLioogEAjUCvPOnTvHLO6MjY0ZQ8nlciEUCiGTydCzZ08sXboUD1NTQQsENRZalRMCOZeL7SEhKq1z58+fh5eXF+MNOzo6Yvfu3cx33adPH1QOb1d475cuXYK1tTVGjBgBV6kUdDXeoUKhwNKlSyEWi7FkyRIcPnwYEokEq1evrnZ+PsSXX34JPT09VKQ3uja2D/2j0WiQ/yvQQlygmMXCV/7+agbr4sWLmD9/vsrfXr9+ja+++gpRUVEwNDRE165dsW3bNo15sYoX2tu3b7F27VoEBARghoGBulel5VbCZuNCt264d+8eiouLkZaWBg6Hg2bNmqmRl9A0jWPHjsHf3x9ubm7YtWuXVosOTWIRGvE/IkuoMM7Dhw+v2jhfvKgsHqrLNVRRdJSUlITVXl7aH1eDUc7OzoaDgwP+/PNPnDp1Cr6+vpDL5fjuu+8wbdo0+Pv7Q1dXF/b29rCxsQGHw2EMIofDQUhIyF+/1TpW+tLLlyMnJ4dJrfB4PFhbW4PP56v0S588eRJisRjh4eFgsVgYNmwYAKVgiFgsxs6dO7FmzRr07t27hl+SErdv34a/vz9CQ0Nx6tQpODs7Y+TIkbWO4pSXl8PKygqEEPB4PM2V/Y34x6DRIP8XUBc2rw9enBcuXIC+vj54PB4eP36MDRs2oGPHjjA0NERMTAy2bNmimdO6BjQU01FpfDzS0tJgbGwMgUAAFouF9u3bQywWY/369WpGl6ZppvDH09MT+/fvr9Ew0zSNgQMHIjQ0tNqcJoAGpxN8+fIlpkyZUu2LXpNxTk9Px9vQ0HqnBD5E8ZkzKKrrMSsZ+a+++orJ4U6aNAmdOnWCra0tBAIBxGIxTE1NwefzERAQgIkTJ+LAgQO4cuWKSvqDxWIhMTGxXimCIopCSw4HOjo6sLCwwJYtW1BeXo6AgAAmlLxjxw5IJBLk5ORAoVBg0qRJuHPnDiZOnAg7OzumbatXr15Yu3Zt9b+PSpDL5UhPT4dEIsGKFSsQHh6OsLAwvHr1CqWlpZgyZUq1rXw7d+4EIaRWxCeN+P+NRrWnfzvqobxEBAJCTp8meQAJDg4mhYWFhM1mEx0dHRIeHk569OhBOnXqRAz/r737DmvqbP8AfockhIQdCAl7CIiKYMGBOBAcuBW0YsWBxV3UWsX5/txVsXVXsUWtdSOuCti3Ulx1VLGtVeveW6kDkJ3k+/sjckpkQ7C89flcVy4lOTk554i5z7Pu28SkyrvOzs6m+/fvkzQigqxOn676sb3lnL09fXD/vtZzfD6fAJBarSYej0cikYj09fVJKBSSQCAgoVBIQqGQ8vLy6MWLF8Tn88nOzo6kUin3WvHtLl++TOnp6RQcHEwSiUTrteJ/FwqF1HvXLmr0pjJOTWT17k0TLCxo69atpFarSSaT0YMHDyp8n0qlouPHj9MP331Hs7/9lgxqchAGBkT37hHJZH8/FxpK2LePeNX4+lDzeES9e1O0szMtXbqUe57H45Genh4JBAIKCAigoKAgat26Nfn6+v5dSYyItm/fTpGRkSQQCEggEJBKpSKxWExP/P2J9u3ThNgqUhHRD/r69CIujsLDw7mqVqNGjSJPT0/i8/n0+eefU3JyMnl7exMRUUZGBg0YMIBycnIoISGBLC0tCQDZ2NjQiRMnyMXFpUrH8Pvvv9OgQYPI3d2drKysKDU1lRo2bEiJiYm0cuVKioqKKvV9AMjFxYVWrlxJPXr0qPK5M3UHC8j/dqGh1f6SIh6Pnvr7k82pU6RWq7mnzc3N6cWLF2W+Ta1W07Nnz+jevXvc4+7du1p/z87OJnt7e1qTmUkdnj6tzplpGzSIjkZG0vjx4+nGjRuUn59Py5cvp08++YTy8vJo/vz59M0339C8efMoNDSUlEolFRYWUmFhISmVSsrPz6fk5GRau3YtmZub09ChQ8nT05PbJiEhgQ4dOkT/+c9/yMDAQOv9Rfso/vfw+HhqePNmjU9rPxH1Kvaznp4eyeVyMjAwIAMDAxKLxWRoaEiGhoZkbGxMxsbGZGJiQmZmZmRsbEwtjx+nZklJJCgsrPYxKIVC0ps/n/QmT9Y8oYPSn3lEZE9EfxV7TiAQkIGBAd28eZOsrKyqtkMdHBMMDIj31o3H6tWraf369ZSVlUU//vgjF2SvXbtGPXv2pI4dO9LSpUtJKBQSEdGVK1coODiY7ty5U6UymkXy8vJo5syZtGXLFqpXrx4dP36ciIhsbGzo/v37XPlHzrNnRBs3Ep0/T5SRQWRqSuTlRTR0qPYNFPO/4R9snTO1TQfjmCp9ffQNCOCS7dObbsKrV68iJSUF69evx6xZsxAREYGgoCC4urpCJBJBJpPB19cXISEhGD9+PJYuXYpdu3bhzJkzePr06d/dwzru2i0qZtCoUSPs27dP63KcPXsWnp6e6NWrV5lVkgoLC/Hdd9/BxcUF7du3x8mTJ7F+/frKF9MooqOSdFeaN4ezszPXRVtUXjIsLAxdu3ZFmzZt8MEHH8Dd3R12dnawsLCARCIBn88Hj8fD1up2K7/12Mrnw9fXF926dcOmxo1rnL+5QCDAlDflAYtnOPPw8KjWr3ptVBxSKpXo1asXJBKJVunJAwcOQCaTIS4ursRhrFmzBkOGDKneORRTVFmp6CESibRzmJczQbM6M9uZuoG1kP/NFi8mmjWrRq0GEotpubk5ffb4MRX/VXF2diYnJydycHAgBwcHcnR05P5ub29PEomkcvvXRctGJCLe/fuVahHk5+fT3Llzad26dbR8+XLq379/qS2ZwsJC+u6772jatGmUmZlJ27dvp9DQ0MoflI6uPc2ZQ5g0iRITE2ns2LHk4uJChw8frtTbCwsLCd27k/7Bg9U/hjeKWuoff/wx/d/16+T088813uc2Pp/CVSqt54yMjMjBwYHEYnGVHp02b6Z6p07V+Jho0CCiTZsoLy+P+vXrR1euXKE7d+5Qbm4u6enp0ZdffknLli2jhIQEatWqVYm39+vXj7p160ZDhgyp0WHcvn2b5s+fT7t376aMjAwiIrK2tqZHjx4RxcYSTZpElJtbfs8Xj6f5HfryS6LRo2t0PMy7wQLyv9nAgURbt9Z4Nyfr1aNeGRn0+vVrKiwsJD6fT1euXCFnZ2cdHCQRhYaSeu9e0qt4yxJURJTE59PZadNo8uTJZGxsXKn3paWl0ZAhQ6hBgwYUGxtbahfp4cOHqV+/fhQZGUmbN2+mZs2a0dy5c8nLy6vC/ePpU1Lb2xO/Bl3Fb4/dKpVKysnJqdqYvY5+B3aJxZSxahUNHjyYBKGhxEtKqvE+fxAIqJtKpXWj17x5c+rduzcZGBiQSCQioVBIfD6f+Hw+qVQqys3NLfURsWcP+aWn1/iYsgMDKWnkSIqKiuLmFejp6VFaWhrFxMTQ5cuXad++fWRvb1/ivWq1mhQKBZ09e5YcHBxqfCxFdu/eTSNHjiR3d3c62r8/CadNq9qcEImEBeX/Ff9k85ypZTqawVzYuTPUajV+//13REVFwcbGBleuXNHdcZ45g1w9veodm74+PvbygkgkglgsxmeffVbpIgy5ubmYMmUK5HI5du7cqfVaWloaN6MW0KyPXbp0KeRyOfr166eV4/htly5dQqdOnXDQyAiqd1SS7tixY5DL5fD09ETPnj0xbtw4REdHQx0Tg3xddC/z+ahfvz6cnJywtZr/Vm8//vD2hqGhoVa1L1NTUygUCrRp0wZ+fn7w8PCAXC6Hvr4+RCIRFAoFPDw80LJlS3Tt2hWhoaGoX78+ttdw6VzRY1uxJVVFj6L6246OjpgyZQq2bNmCP/74A/n5+Vr/BufPn0e9evUq/W9WFX/99Remtm+vk5ntTN3FAvK/mY7GMX92dq71WquzFQqoqjoGWGxp1u3btzFq1CiIxWIIhUL079+/0rl9T506hfr166Nfv35IT0/H5cuXoVAoSoxBA8Dr16+xaNEiyGQyDBw4UKt04suXLzFhwgRYWlpi2bJlKDx58p2VpHv8+LFWalIiTVpL5aNHyKvhOLJSKIRlsf1OItJZDeDMzExMmDCBSxiTn5+P5cuXw9LSEhMmTOAyc6nVauTk5ODhw4f4888/cezYMYwZMwbGxsYIDAzEXn9/5NbwPAsEAswyNETbtm1haGjIrXfm8XgwMzPjKpoZGBhopdA0NDSEtbU1rK2tYWtri8jISCxcuBD79u3DnTt3qpSAJj8/H4MHDy5RlAUA1L17v7MbPOafwQLyv5kOJrooRSIstrLC+vXra/VQrays8GrRokolL1GVk/VJqVRixYoVkMvl0NPT00rDWJ6cnBxMnDgRMpmMW7tcnoyMDMyZMwcWFhaIiIjAwoULoVAoMHz4cDx9+vTvDWu5JJ1KpcLRo0cxfPhwLiDr6enB1tYWT548QWZmJr7n82u8Dvm///0vRCIRiAhyHg+5NQnGRCWSnixYsACtW7fmfn769CmGDRsGhUKB9evXawW13377Dc2bN4e/vz8SExMRGRkJN1NTFNTwJiGXCB28vdGpUyf4+vpqFdLg8/mwsbFBw4YN0apVK3Tr1g39+vVDnz590K1bNwQEBHCte2tra5iYmGi1/IVCIUxNTeHg4ABfX1+uF2PVqlVITU3l6kpfv34dQqEQYrEYEydO/Lu35x0lmmH+WSwg/5vp4D9xLhGaOzvD0NAQR44cqZXDVKlUEAgEmnJ75VSKyX5zPPv19fG6Eseyb98+ODk5cV2d8+bNw4MHD8rcPj09HQ4ODrC0tMRHH32klaGpLAcOHIBCoYBAIEDfvn1L338VsqRVNhhfvHgR06ZNg4ODAzw9PRETE4Nly5ZBKBRCLpdzM8JTUlIwzNtbJy31xMRE6Ovrg8fj4Y6Pj05baxEREVhTynmnpaWhZcuWaNq0KVJSUjBu3DhYWVlhzpw5CAsLg4WFBSZOnIhhw4YhUSis9jEpifCgRQsAmqpYY8eOhbu7O/bv34+zZ89ys+zPnz+PY8eO4fvvv8fGjRuxfPlyzJo1C+PGjYO+vj46deqENm3awNPTE3Z2djA0NASPx4OxsTGkUil3w2dmZgZDQ0Po6+trrV4o3stRlJ96woQJuBsVVfUepLcfb80iZ+oeFpD/7WqYT1kdEoIjR46gVatW0NPTQ3BwMBISEirOVFUFf/31F8zMzLif1Wo1Qtu0wem+fblcwOqBA7HKwQEy+nussbxx3OL7SkpKgpubGywtLWFkZISuXbti9+7dWmOAxYtFZGdn49NPP4W1tbX2UpNi7t+/jwEDBsDOzg5bt27Fs2fPEB0dDalUivHjx5dcVlVBSbp8PT386eFRbjf1w4cP8eWXX6JJkyawtbVFsPvirAAAIABJREFUdHQ0lx0K0JQd7NChA27evMk9N3PmTE0BDB211BMTEzFp0iR0MDWtdg3g0rrj69WrhwsXLpR63kqlEmPGjIGenh7s7e3Rrl07yOVyzJkzB9OnT4eFhQXGjx+PFz/+WO0bD6VIBKSl4a+//kJQUBC6dOnC1RdWKpWQSCTllr/87bffUL9+/VJfKygowLNnz3D16lWcPn0a//3vf7Fjxw7ExsZi4cKFmDx5MiIjI7lypUXd4cUfW3S0fA3Fa3QzdQ4LyP92Oqw49NFHH6F169YIDAyEhYUFxowZgzNnztR4fPny5ctwc3Pjfl6wYAGICH379tXa7sKFCxCLxdyXlFgsxubNmyv1GSqVCjt37oSbmxvc3d3h7e3N1cc9d+4cgoKCMGLECK1zOXr0KFxcXDBo0CCu+EBubi7mz58PCwsLzJgxo0RKw8ePH2PcuHEwNzdHdHQ00tPTtQ+kjJJ0d9LSIJVKtbu7oblR2LhxIzp06AAzMzMMHToUqampla4THBQUhOTkZM0POiwEcfjwYUwyMoKyBuP+RR49egSpVFrqWOu1a9fQsWNHuLi44IMPPoCxsTEkEgl69OgBhUKBAQMGaN2AYM0a5AuFVQvGBgbAmjU4f/48XFxcMHny5BLXt1mzZjh+/HiZ12PJkiVcXuuaWLhwIYgILVq0wPbt25GdnY2MjAxkt2+vm4DcvXuNj5GpPSwgvw901DrKysqCh4cHvvvuO9y+fRtz586Fi4sLGjRogJiYGDx8+LBah/fzzz/D398fALB3715u7K54kC7y6aeflmg9jBs3rtKfVVhYiG+//RaOjo5o27YtBg8eDJFIBKlUim+++aZEPu7Xr19zM8unT58OZ2dnhISEaAeBUty/fx+jRo2CVCrFjBkztKoJlWXs2LEYP348CgoKkJSUhP79+8PExAQ9evTAzp07Kz17vEhBQQGMjIy0P1uHxeN//PHHv4NyJWoA5wkEeLFgQYn9xMfHo0ePHlrPFRUJMTExgZOTE1xdXREXF4etW7fC0dERlpaWcHBwwIEDB7Tet2/fPixyctLU167EManEYmDNGuzZsweWlpbYsmVLqecaGRlZapd6kW7dupWYqV8dX3/9NfT09KCvr48PPvgA0dHRSEpK0tkETdZCrttYQH5f6Kh1dP78eVhaWnLdxWq1Gj///DMiIyNhZmaGzp07Y8eOHcjNza30oe3Zswe9evXC+fPnuYlDRRNh3m6BPnnypERA7l6Nu/68vDysWrUKEokEMpkMy5cvR69evWBmZoaPP/4YJ06c4FrLFy9ehI+PD4RCITp16sR1ZVbG7du38fHHH8PCwgJz584ts9uzKMNY0c2Bv78/1qxZU7KFXQWnT59G48aNS3/xTUt9h74+8jp1qnbx+MTERHQ0N8fLoKBSg3yhvj5yeTxcrF8fbcRimJubIyAgALGxsdy5RUVFYXGxsc3k5GTI5XKYmprCw8MD27dvx8GDB9G0aVP4+voiJSUFAJCUlARXV1d069YNX331FRo2bIii2eVpsbFl3njk8/nI4/GQ260bVKdPY/bs2bC3t0daOTchK1eu1BSwKEVhYSFMTU0rPau/LIWFhdi1a5fW/wEigr29fa1kImPqHhaQ3yc6ah3FxcWhUaNGJQqhZ2dnY8uWLejQoQOkUilGjhyJU6dOVdil/fXXXyMyMhJHjx6Fp6cn9PT0IBKJIBAIcOjQIa1td+zYUSIg9+nTp1qXY8qUKfD19cXcuXMhk8kwZMgQnD59GjExMXB3d4ebmxtatWoFCwsLrFy5Ei9evMCoUaNgZ2eHH374oUqfde3aNQwcOBAymQyLFi3ibjSuX7+O2bNnw9XVFe7u7ggICNBZTdslS5ZgzJgx5W5jaWlZopu8qnbt2gWFQoFLR4+W2h3/aXg4wsPDERERgREjRmDv3r0ICwuDiYkJunTpAnt7e/z000+4ffs2mjZtCqFQiPr162P//v347bffEBwcDBcXF+zYsaNEt/bZs2e52shEmnKMUqkUt27d0mxQbIhA2bUrDtvbY62rK7Ju3UJWVhZCQkLg7+9fZirVIkeOHOF6cd52+vRpeHp6Vvm6PXr0CHv27MHkyZPRtm1bGBkZoUGDBtzELgMDA/Tv318zX4PNsn4vsID8PipjHLOy/1nVajUGDBiAyMjIMre5d+8ePv/8c27MdsGCBWXmgp4/fz6mTp3K/ezt7Y1Vq1Zh7ty5f3+xvqFQKEoE5N69e1fquItbvHgxGjRowM2kfvXqFWbOnAmpVIrRo0dj4cKFMDMzQ/369WFiYoKQkBAkJSWhsLAQKSkpcHBwQGRkJLdOtrL+/PNP9OzZE8bGxnB0dISVlRXGjRvHjcW/evUKVlZWZU5wqoqQkBBs27at3G2srKy08jRX19atW2FjY4OrV6+WeC07OxsNGjTA6tWrYWdnx7Vws7KyEBcXBz6fz635lclk2Lt3L27evInw8HDI5XKsWrWqRBKOIk+ePEH9+vW1ZicXrWcu7tWrVwgICEBYWBjy8vJw8+ZNeHp6IjIyslITFJ8/fw5jY+NSx7kXLVqEsWPHlvv+3NxcnDx5EkuXLkW/fv3g4OAAqVSKrl27Yu7cuTh48CDX89KiRQsIBAIsX75c+2a2hhM02Trkuo8FZKZaMjMz4e7uXuaYWxG1Wo2TJ09ixIgRMDc3R8eOHbF161at1vWnn36KJUuWANB8cRoaGpb5Bfz06VN06dJFayZqVVsn69atK7NYxPfffw+ZTAaBQIAhQ4bgr7/+QkZGBr755hu0aNGCG0v+/fffMXz4cDg4OODgwYMVfmZ2dja2b9+Obt26wdTUFF26dIGfnx9sbGywevVqraCwZMkS9OrVq0rn9Da1Wg2ZTIZ79+6Vu51CocCjR49q9FlFNmzYAHt7+1LH14uGOuLi4uDg4ICMjAxkZWWhe/fu4PF4kEqlGDZsGFq3bg2RSAR9fX2Eh4dz63PLEx8fDwMDAxgYGEAsFkMgEKBVq1b49ddfAWhaot7e3oiKioJKpUJqaioX6CszIbGwsBCXLl2CVCrF8OHD0a1bNzx79gzz5s3D559/jhYtWiAhIYHbXq1W49atW9i2bRvGjRuH5s2bQyKRwMfHB2PGjMGmTZtw7dq1Mj/78OHDpU8g0+EETaZuYgGZqbZz587B0tKy0mk0c3JysH37dgQHB8Pc3BzDhg3D8ePHMWDAAGzatAmAZl1vYGBghftKSUnhxtpMTU01XXoxMZrJL927a/6MiSnR6t+zZw+sra1LtOTu3r2LsLAwODg4ID4+npuUZWFhgdmzZ3NjvxcuXMCECRMgk8nQrl07REdHw9bWFiNHjiwxIUypVCIlJQVDhgyBmZkZgoODsWnTJq3t0tLS0KVLFzg4OCAuLg4FBQXIzc2Fvb09Tp06VanrWporV67A0dGxwu1sbGzKXZtdVbGxsXBycsLdu3dLvLZmzRo0adIEAwYMgLe3NwwMDMDn8xEUFISsrCzMmzePS7Qyb948tGjRAjKZDKNHj8axY8dKbZ1euHABMpkMp0+fxvz589GzZ0+0atUKcXFxkMvl3L/p/PnzoVKpsHLlSsjlcqSmplb6nCIjIyEUCrlWOJ/PR1ZWFvz8/LjnhEIhPDw80KNHD1hZWcHa2hqhoaFYvHgxjh07VmJ4p9pqOdEM889iAZmpkbVr18LLy6vKM4AfPHiARYsWwcPDAxKJBIMGDcLdu3cxdepUzJo1S2vbspb4vH79Gov69ME+PT2o9PUrLEOXmpoKmUzGtZwAzU3C7NmzIZVKMXPmzBJfnDdv3sTAgQNhZWWFL774gjvP/Px8JCQkoHPnzjAzM4OHhwesra2RkpKC33//HRMnToS1tTV8fX2xbNmyCscoT5w4gfbt26NevXr47rvvEBcXh4CAgGovKVu3bh3Cw8Mr3M7Ozq7CVnRVLVu2DK6uriVm3T9+/Bhubm5cacjAwEC0aNEC48aNg7W1NcLCwrRSkQKa6//555/D09MT9vb2mDRpEs6ePQu1Wo3nz5+jXr16WkvfNm7cyJ334cOHIZFIYGRkhCVLlmDo0KFo3LhxiWGQily9ehWGhoZcj4y3tzfWr1+PJk2aaHWTN2jQADt37sS9e/dqN9WsDpevMXULC8hMjajVaoSFhWHkyJHVfr+7uzv69OkDqVQKU1NTTJkyhZv0tGvXLtjZ2ZW+pGrNGqglEigrMX6mNDDARENDrliEWq1GQkICHB0d8eGHH+LOnTvlHufFixcRGhoKGxsbrFmzRqtL/d69e/jss89gZGQEIk3t2qioqEolLnnb4cOH0bp1a7i7u8PGxqbEsp7KioiIQGxsbIXbOTg4VHju1bFw4UJ4eHjgyZMnuHv3LqKiomBiYgK5XA6hUIgRI0ZAKpWCx+Ohbdu25c5wLnLhwgVMnz4dLi4ucHd3h7OzM4YOHaq1zZw5czBjxgykpKTA0tISe/fuxZEjR2BqagoTExPNEqIq+Ouvv5CcnIzevXtzwyQWFhYIDw/HqFGjuJZz69atNZnm3hUdLl9j6g4WkJkay8jIgKurK7Zv316t99vb2+POnTt4/vw59PX1ERwczCXBaNSoEXg8HpycnLRTWVaj665QJALWrMEff/yBdu3aoXHjxlyArqy0tDQEBwfD2dkZsbGx+PrrrxEQEACpVIoRI0ZgwYIFcHJygp6eHgIDA3Hw4MEqFRcANDcLP/74I1xdXWFgYIBdu3ZVucVVXuar4hwdHavcYqysqKgomJubw8TEBM2aNYNUKsWaNWuwYsUKCAQCGBkZwcTEpMrnplar0b9/fzg6OsLa2hpNmjRBTEwM7t69i48//hgjRoyATCbD0aNHkZaWBjs7O8yaNQsJCQlwcnJCnz59cPv27RL7LSgowK+//orVq1dj0KBBcHNzg4mJCdq3b48ZM2agefPmICLcuHEDgCZYExEUCkW5WbxqVQ0naDJ1CwvIjE789ttvsLS0xLVr16r0PrVaDQMDA2RnZ+PQoUPw8/MDoJmIM2PGDK5VoqenBzc3N2RlZdVockueQIAOZmZYvXo1CgsLq3yeeXl52LNnD9q2bQs+nw9jY2NMnjy5xLrrrVu3wtTUlEtgMXv27FLHVcujUqng6uoKJycn+Pj4ICkpqVLB69GjRzA3N6/UjYCzs3OFSU6q6o8//kBYWBikUik8PDwgFArRr18/HDp0CF27doWzszM+/PBD2Nvbw8TE5O9MYpX07bffws3NDS9evIBSqcShQ4cwfPhwWFhYwMDAAIaGhkhNTcWWLVtgaWmJPXv2cO/NycnB3LlzIZVK8dlnn2Hbtm2Ijo5Gy5Ytoa+vj0aNGiEyMhJxcXG4cOGC1nBJVlYWBg8erHUsrVu3xuXLl2t2wRjmDRaQGZ356quv0KRJkyolBcnKyoJYLAag6W6cPHky99r8+fO58caiZTGNGzeu0fIPFRHyqphIRKVS4dixY1w3a0BAAOLi4vDixQscOHAAH3zwAXx8fPDDDz9oBcznz58jPDwcdnZ2CAkJgVQqRadOnRAfH1/pXOA//fQTXF1dER8fj0aNGqFFixY4ePBguYE5ISGhwmQpycnJWLp0KSwsLDB58mSsXLmyxl2up06d4lJaTp06FcHBwfDw8EDnzp1haWkJmUyGFStWIC8vD0qlkruWtra2lcpkVvQZMpmsxHCAWq3GtGnTwOfzERgYCH19fYjFYsydOxcvX75ETk4OTpw4gSVLluDDDz+EtbU1t01YWBi6du0KIiq/gEolJw4yTHWxgMzojFqtRt++fStMRlHcrVu34ODgAABo3749EhMTudfWr1+PAQMGYObMmYiLi8P+/ftx+ejRd5Yg4dKlS5g+fTocHR3RqFEjLFy4sNRWrkqlQkJCAjw8PNC6dWscO3ZM6/W9e/fC2toaY8eOxYYNGxAYGAhLS0uMHz++1Lq3b+vQoQPWrl0LpVKJbdu2wd3dHW3atMHRo0dL3X78+PFYtGhRufvs3LmzVrlGiURS5Yl5gObfPDU1FUFBQXBwcMDy5csxe/ZsWFhY4D//+Q/Gjx8PqVQKX19ftGzZkpsboFQqYWJiAplMhpCQEAwZMqTCz3rw4AFsbW21fkcAzbKk4cOHw9fXF0KhEB07dkSLFi0QGRkJFxcX8Pl88Pl8ODs7Y8SIEdi8eTOuX78OtVqNw4cPw83Njau4ZG1tXfI6nDmjuQk0MKhw4iDD1AQLyIxOvXr1Ci4uLlrrMstz5swZ+Pr6Ij8/v2Te5dLUcgrBR48eYenSpfDx8YGNjQ0mTZqEc+fOVaqrWKlUYuPGjXByckJwcDDOnj3LvZaeno7+/fvD3d0dJ0+exI0bNzBjxgzY2tqiWbNmWLt2bZlJRs6cOQMbGxtuBnhhYSE2btwIZ2dndOjQgVseVdS96uPjU24hBEAzxFBUqEMkEpWY2V4RtVqNxMRE+Pn5wd3dHRs2bMDBgwfh4eGBLl26YNKkSbCwsMDo0aPx+PFjqFQqREREICgoCDk5Ofj9999Rv359JCcnw9bWFk5OTti/f3+Zn5ebm4tmzZphwVu5sHNzc9G9e3f4+Phg0KBBXMlCGxsb9OnTB1988QUOHDiA2NhYdOzYEaamphgwYAASExORn58PtVqNZs2acUMjAoFAe4Iim9HMvEMsIDM6l5aWBplMxk1+KStDF6DpOu3cuTNOnToFb2/vindeC0n2s7KysGnTJnTq1AlmZmaIiIjATz/9VOmKSm/Lz8/H6tWrYWNjg9DQUPz555/cawkJCZDL5YiOjkZubi6USiUOHDiAPn36wNTUFIMHD8bRo0dL3AD07dsXixYtgkqlwrlz5wBoJiF98803sLe3R5cuXSASiWBnZweBQIBvv/22wqVWwcHBKKqaVdmMY0qlEvHx8fD29oa3tzfi4+Px8OFDhIeHw97eHqNHj4atrS0+/PDDEmu9lUol+vfvjy5dumDp0qUYNmwYAOCzzz6Dv78/bGxsSk0EolarMWjQIISFhUGpVOLixYtYt24dBg0aBIlEAj6fjwYNGkAkEsHKyqrc37cnT55g1apV8Pf352ZLi0QiLpAX9RqcOXOGrfll3jkWkJlasWLFCi4JBI/H054hXczGjRsxcOBAxMTEVJh+EIBm7E4HATmnQwckJydjwIABMDU1Rffu3bFjxw7dJXCAJjvX4sWLIZPJMGjQIG7y1NOnT9G3b194eHjg9OnT3PbPnj3DkiVL0LBhQ7i5uWHhwoVcFq3Lly9zlY+ISOs48/Ly8NVXX2kVuhcKhQgODi73+M6fPw8i4gJjeQoKCrBhwwa4u7vDz88PiYmJKCwsxOrVq2FhYYHevXvDzc0N7dq10zqn0vZTtHxs/fr1ADQ3ML6+vggICCixdjo9PR2RkZFQKBQIDAyEiYkJXF1dERoaCltbW/Tr1w/z58+HjY0NZs2ahX79+lV4LkXu3LmDmJgYNGnSBDY2Nhg+fDh27NiB/fv3o+DECZYVi3nnWEBmasWlS5e41ouRkVGZy4u+/PJLTJgwAd27d69cN7eOWsjfvRk7tbW1Rffu3TF16lSsW7cOR48excOHD3Wa2CEjIwOzZs2ChYUFRo0axWXGio+Ph1wux9SpU7UmeanVapw6dQrDhg2DmZkZAgMD4ezszLXe9PX1S+3aHzhwoFZALsoZXZ5PPvmk3NSZOTk5+Oqrr+Dg4ID27dsjNTUVarUaZ8+eRbNmzeDl5QVvb294eXmVmNRWlry8PIhEInTt2pWb6X79+nVYWFhALpdj+PDhGDhwIFxdXSGRSKCvr4+xY8ciKSkJ6enpuHbtGpydnTFr1ix89NFH8PX1xf3797FgwQKtSYFVcfnyZcycORNubm5wcXHBRXd3qFneaOYdYwGZ0bkXL15wNY2LgsPy5ctL3XbKlCmYP38+zMzMKlfkQAdjyAUCAdInT8bLly9x9uxZbN++HfPmzcOQIUPg7+8PKysrGBoawsvLC6GhoZgyZQri4uJw5MgRPHjwoMrrioukp6cjOjoaUqkUEydORHp6Op48eYKQkBA0atSo1OQYWVlZmD59eonWb2nXauvWrVwt3VGjRnEt87ezXwGocMZwZmYmFi9eDIVCgR49enDj1K9evUJUVBQsLCzQpEkTODo6YvPmzVW6JtevX4eNjQ3atGmDtm3bYuLEiVwOa4FAALFYjGXLliE5ORlWVlZak+TS0tKgUCgQExMDHx8fhIeHc5OwRo4cidWrV1f6OEqjVqtx7uBBFPD5NbvpY5WVmGpgAZmpFXv37kW9evW4iUNvF6Av8vHHH2PmzJlwd3cvd3+pqamIj48Hnj6FWiSq9S/LV69e4ddff0V8fDzmz5+PiIgItG7dGnK5HBKJBI0bN0ZISAgmT56Mb775BocOHcL9+/crFZgePnyIMWPGcOk6X758ia1bt8LKygr/+c9/Si2sce/ePS5JChGhadOm2LBhg1a96Lt374KIuKCUkZGBOXPmwMLCApGRkZqMXBXMGFaLRLjk4YEOpqYICwvDH3/8AUATqIqO0d3dHZaWlli6dGmll2/l5OTg559/xhdffIGmTZtCLBbDwsKCm4F98OBBZGRkYMiQIWjUqBH69OmDBg0aYO3atdw+UlJSIJPJsGDBAlhbW+OLL77QapEHBwdXORNXqVjtYeYfwgIyU2tUKhV2797NffFyirXOTltZ4WS9etjZrFmZQfL58+cwMzODRCLBzp07kWJsDFV1vyh10J2YmZmJ3377DTt37sSCBQswdOhQtGnTBgqFAmKxGJ6enujduzcmTZqEr7/+Gqmpqbh3716JYH3r1i0MGTIEMpkMMTExuHHjBnr06AEvLy8kJyeXKHivVCoxdepUEBG++uorhHfsiP8zMMDJevXwolUrqMPDcTUyssR1fP78OaZPn47PJBLkCQQVdsWqiKAyMOAmJ125cgVt27aFTCaDiYkJpk+fXu4kMLVajevXr2Pz5s345JNP4OvrC7FYjKZNmyIqKgoBAQGYNWsW1Go1MjMz0bJlS0RFRUGtViMrKwv16tWDSCRCp06duH3u2LEDVlZWiI6OhkwmK7UetYeHBy5evFjlf8+3qQYM0MmwSPGJgwxTGTwAIIapRSqVih4/fkx2jx8TLVxI9MMPmhfy8rhtlEIhCfh8oi5diKZNI2rWjHstLCyM9u7dS0qlkiQSCSXNmkUBs2cTLyen6gcjkRAdPUrUtGlNT6tUr1+/pps3b9L169fpxo0bdOPGDe7vL168IBcXF3JzcyNXV1fuTyKi2NhYOnnyJE2fPp3EYjGNHDmSLCws6Pbt2ySRSLQ+42lSEsk3bCD64QdSE5FesetYKBCQgM8nXteu2tcxNpYwcSLxcnMrfS6QSGhf69Y08Phx4vF49NFHH9GcOXPIxsZGa7uMjAxKS0ujX375hXtIJBLy8/OjFi1akJ+fH/n4+JBYLCYiInd3d9q1axd5eXlx7+/QoQO1a9eOFi9eTCNGjKBvv/2WzM3N6dKlS7Rjxw5atGgRtWnThs6dO0fff/891a9fX/tYATI0NKRnz56RkZFRyXMB6NWrV/TkyZMKH+vT06m7Lr4Wu3cnSkys+X6Y9wYLyMy7ERtLNGkSUW6upv1QFh6PSCwm+vJLotGjaffu3dS/f39SKpVERCQUCunUqVMk37uXrGJiSP/N85UikXD7/SdkZ2fTzZs3tYJ00Z/Pnz8nhUJBOTk5lJmZSYWFhQSAzMzMKCUlhXx8fDQ7qeR1VBORWiQivSVLSK95c6J27YiqcQOTTUTT/f1p9Pr15OHhQSqVii5fvqwVfO/cuUM+Pj7k5+fHBWFbW9tS9/fkyRNq0KABPX/+nPT09LjnX7x4QYGBgeTq6kq//vorjRgxglasWEFSqZQKCgrIysqKpFIpbdu2jUxNTbn35eTk0NOnT+nSpUvUv39/Wrx4calB9unTpyQWi0mhUFT4kH32Gelt21bla1XCoEFEmzbVfD/Me4MFZKb2FQWRqgSEN8HTbNo0ysjIIKFQSGKxmHg8HhkZGRGfz6eVDRtSjyNHSC8/v0pBvi7Kzs6mW7du0dWrVykiIoKys7O1Xre0tKRZcjmNuHq1SjchOTwevZLJyDo9nXjV+K+u5vHoqZ8frQ4Kol9++YXS0tJILpdzwdfPz48aN25MQqGwUvvbtWsXbdy4kZKSkkq8dujQIerUqRONGDGCpk6dSs2bN6dnz56RoaEh+fr6kqOjI+Xl5WkF2vz8fFIoFGRsbEz379+njz76qNQgK5fLycDAoHInvXgx0axZWj04VSYWE82ZQxQdXf19MO8dFpCZ2pWWVu3WGUkklL5rF+2+e5fi4+Pp/Pnz1LdvXxo4cCC1atVK08I6e1bTDX7ggCbwFu+SFYs1gbqo+7aWuql1KTk5mbp3706mpqakVCopJyeH+Hw+DW7QgL66eJHE1fjvCiLi1eCY8vX0aNmnn5JX+/bUvHlzsrS0rPoxvOkyHjduHInFYgoMDNQKrPfu3aMTJ06QgYEBZWVlkUAgID6fT/n5+cTn88nd3Z0uX75MMTEx1Lx5cy7QmpqaEo/Ho4SEBNq+fTvt2bOnBmf6xrNnRI6ONQvIBgZE9+4RyWQ1Px7mvSH4pw+A+ZdbuFA7SFaBOieHTvXsSSk9e9K4ceOoa9euJBKJtDdq2pRo926i9HSijRuJLlwgevmSyNycqHFjooiI/6kvxY4dO9Ivv/xChYWFpFQqqbCwkJ49e0YDdu0iXLz4jxyTSCSiqQqF5sbmLUVdxpUZmxWLxZSXl0cNGzakzMxMLqi6ubnR8uXLqVmzZrR8+XIaM2YM/fHHHyQWi6l3794UHx9PV65cIUNDQ3J3d6d27dqVOI67d++Sk5OTbk7Yykozl2HfvvJ7XsrC42mu1f/Q7x1TN7AWMlN7dNDSgEhEvPv33+8vN1202GroQpMmFNemTYkgW1Dpy1dEAAAFuElEQVRQUKlxWblcToWFhWRjY0MvXrwgfX19bt+jR4+mixcv0vHjx0kikZBcLiepVEq3bt2ily9fctsJBAJavHgxTZgwocTxjR07llxdXWn8+PG6OeEa9uzU5sRB5t+LtZCZ2rNxY413wdPT0+znfR6L08F1rKnXDx6Qg4MD+fv7k0KhoMzMTPLy8iJHR0fi8croEH/2THPs588TZWTQi+xs+tLKivQzMrgbrLVr19KxY8fI3NyciDQtbiMjI/q///s/6t+/v9bulEol/frrr6V+1J07d6h9+/Y6O19q1kwz56Cacx9YMGaq5Z9Ya8W8J2qhEMR7SVfXsQaPFBsbODo6Yt26dXj16hXMzMzQunXr0hOhlJN8pEAg4MoV/rp2LaysrLBmzRqQZqgbRJqUpkWZu4RCIYiISxuqUCj+/pxi69kPGxvjedeuuq9PzKo9Me8QC8hM7dFRIQh07/5Pn8k/S1fXsbqPN1mnTpw4gaCgIEilUujr68PQ0BCff/659rFWMoCpeTxkE+FAz55c0BWJRDAxMUFQUBB++ukn3Lx5E3PmzIFcLgcRYfjw4bC1tUVmauq7rU+clqZJJmNgoNl/aZ8XGsoKSjA1xsaQmdozcCDR1q0138/7vp5TV9exuorNGH79+jXJ5XLKedONq6+vT0eOHKGWLVtWa3lbDhHt8fen5/36Uc+ePcnJyalEFzgAOnLkCHl5eVFKnz7U+/hxEqnV5S/jqo2lbv+SiYNM3cXGkJna4+WlmQFd0/WcjRvr7pj+F+niOlbXWzOG4+PjKS8vj0xMTEipVFJubi61b9+eco4erfp4KxFJiGjguXNEK1YQOTuXcQg8CgwMJIqNpbC0NOKpVBXvGNAcy6RJmp91EZRlsvd7LgNT61gLmak9bD2nbvyTs6zfmjGcl5dHV69eJbVaTSqVilQqFRUUFFCbZctqtkwoJERz01EWNuuZeQ+wgMzUrtDQ2v2ifl/U9Dp6exNdu1a9GcMVtS7fxY0X+z1i3gN6FW/CMDUwbZqm27k6xGLN+5maX8e4OE1wlUg0Aao8PF7V8n7rYlkWj1f2fp490xQkqW7bAdBkcktPr/bhMcy7wAIyU7uK1nO+VbGoQmw9pzZdXMfRozVdtyEhmhbp2wFeLNY8HxKi2a6y467nz9e8Oz03VzNZqjS1HfAZpo5gk7qY2lf0xV6Nak9MMbq4jrWRajQjo6pnUrpiWbm01HbAZ5g6ggVk5t0YPVrTyvsXFYL4R+jqOupyxnCxcog18iZbVwm1HfAZpo5gAZl5d/5lhSD+MXXtOtb28rbaDvgMU0ewWdYMw9RMbc+yZvWJmfcEm9TFMEzNFJUrrGj2dlkqKlcYEVHtQ+MAutkPw9QiFpAZhqm52lzeVtsBn2HqCBaQGYapudpe3sbWszPvARaQGYbRjdGjay/5CFvPzrwH2KQuhmF06+zZ2lveVlRRiq1nZ/6FWEBmGKZ21NayrNoM+AzzD2IBmWGY/011ZR02w+gIC8gMwzAMUwewSV0MwzAMUwewgMwwDMMwdQALyAzDMAxTB7CAzDAMwzB1AAvIDMMwDFMHsIDMMAzDMHUAC8gMwzAMUwewgMwwDMMwdQALyAzDMAxTB7CAzDAMwzB1AAvIDMMwDFMHsIDMMAzDMHUAC8gMwzAMUwewgMwwDMMwdQALyAzDMAxTB7CAzDAMwzB1AAvIDMMwDFMHsIDMMAzDMHUAC8gMwzAMUwewgMwwDMMwdQALyAzDMAxTB7CAzDAMwzB1AAvIDMMwDFMHsIDMMAzDMHUAC8gMwzAMUwewgMwwDMMwdQALyAzDMAxTB7CAzDAMwzB1AAvIDMMwDFMHsIDMMAzDMHUAC8gMwzAMUwewgMwwDMMwdQALyAzDMAxTB7CAzDAMwzB1AAvIDMMwDFMHsIDMMAzDMHUAC8gMwzAMUwewgMwwDMMwdcD/A9sMEmfSgxD2AAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, "metadata": {}, @@ -436,7 +432,7 @@ { "data": { "text/plain": [ - "Text(0.5, 1.0, 'Proposals Conflict Network')" + "Text(0.5,1,'Proposals Conflict Network')" ] }, "execution_count": 20, @@ -445,9 +441,9 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, "metadata": {}, @@ -467,7 +463,7 @@ { "data": { "text/plain": [ - "Text(0.5, 1.0, 'Histogram of Participants Token Holdings')" + "Text(0.5,1,'Histogram of Participants Token Holdings')" ] }, "execution_count": 21, @@ -476,14 +472,12 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -500,7 +494,7 @@ { "data": { "text/plain": [ - "Text(0.5, 1.0, 'Histogram of Proposals Funds Requested')" + "Text(0.5,1,'Histogram of Proposals Funds Requested')" ] }, "execution_count": 22, @@ -509,14 +503,12 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -547,7 +539,7 @@ { "data": { "text/plain": [ - "Text(0.5, 137.58, 'participant_id')" + "Text(0.5,137.58,'participant_id')" ] }, "execution_count": 24, @@ -556,14 +548,12 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -673,45 +663,45 @@ { "data": { "text/plain": [ - "[{'N': 1,\n", - " 'T': range(0, 100),\n", - " 'M': {'sensitivity': 0.75,\n", - " 'tmin': 7,\n", - " 'min_supp': 50,\n", - " 'sentiment_decay': 0.01,\n", - " 'alpha': 0.5,\n", + "[{'M': {'alpha': 0.5,\n", " 'base_completion_rate': 100,\n", " 'base_failure_rate': 200,\n", - " 'trigger_func': ,\n", + " 'invariant': 6.98464349889394e+30,\n", " 'kappa': 6,\n", - " 'invariant': 1.7955407857599857e+31,\n", - " 'tax_rate': 0.02}},\n", - " {'N': 1,\n", - " 'T': range(0, 100),\n", - " 'M': {'sensitivity': 0.75,\n", - " 'tmin': 7,\n", " 'min_supp': 50,\n", + " 'sensitivity': 0.75,\n", " 'sentiment_decay': 0.01,\n", - " 'alpha': 0.8,\n", + " 'tax_rate': 0.02,\n", + " 'tmin': 7,\n", + " 'trigger_func': },\n", + " 'N': 1,\n", + " 'T': range(0, 100)},\n", + " {'M': {'alpha': 0.8,\n", " 'base_completion_rate': 100,\n", " 'base_failure_rate': 200,\n", - " 'trigger_func': ,\n", + " 'invariant': 6.98464349889394e+30,\n", " 'kappa': 6,\n", - " 'invariant': 1.7955407857599857e+31,\n", - " 'tax_rate': 0.02}},\n", - " {'N': 1,\n", - " 'T': range(0, 100),\n", - " 'M': {'sensitivity': 0.75,\n", - " 'tmin': 7,\n", " 'min_supp': 50,\n", + " 'sensitivity': 0.75,\n", " 'sentiment_decay': 0.01,\n", - " 'alpha': 0.9,\n", + " 'tax_rate': 0.02,\n", + " 'tmin': 7,\n", + " 'trigger_func': },\n", + " 'N': 1,\n", + " 'T': range(0, 100)},\n", + " {'M': {'alpha': 0.9,\n", " 'base_completion_rate': 100,\n", " 'base_failure_rate': 200,\n", - " 'trigger_func': ,\n", + " 'invariant': 6.98464349889394e+30,\n", " 'kappa': 6,\n", - " 'invariant': 1.7955407857599857e+31,\n", - " 'tax_rate': 0.02}}]" + " 'min_supp': 50,\n", + " 'sensitivity': 0.75,\n", + " 'sentiment_decay': 0.01,\n", + " 'tax_rate': 0.02,\n", + " 'tmin': 7,\n", + " 'trigger_func': },\n", + " 'N': 1,\n", + " 'T': range(0, 100)}]" ] }, "execution_count": 29, @@ -745,12 +735,12 @@ { "data": { "text/plain": [ - "{'network': ,\n", - " 'supply': 1031387.173734647,\n", - " 'funds': 36098.55108071265,\n", - " 'reserve': 67040.16629275207,\n", - " 'spot_price': 0.3900000000000005,\n", - " 'sentiment': 0.6}" + "{'funds': 29886.810131225648,\n", + " 'network': ,\n", + " 'reserve': 55504.0759579905,\n", + " 'sentiment': 0.6,\n", + " 'spot_price': 0.39000000000000046,\n", + " 'supply': 853908.8608921614}" ] }, "execution_count": 31, @@ -826,7 +816,17 @@ "cell_type": "code", "execution_count": 33, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[{'N': 1, 'T': range(0, 100), 'M': {'sensitivity': 0.75, 'tmin': 7, 'min_supp': 50, 'sentiment_decay': 0.01, 'alpha': 0.5, 'base_completion_rate': 100, 'base_failure_rate': 200, 'trigger_func': , 'kappa': 6, 'invariant': 6.98464349889394e+30, 'tax_rate': 0.02}}, {'N': 1, 'T': range(0, 100), 'M': {'sensitivity': 0.75, 'tmin': 7, 'min_supp': 50, 'sentiment_decay': 0.01, 'alpha': 0.8, 'base_completion_rate': 100, 'base_failure_rate': 200, 'trigger_func': , 'kappa': 6, 'invariant': 6.98464349889394e+30, 'tax_rate': 0.02}}, {'N': 1, 'T': range(0, 100), 'M': {'sensitivity': 0.75, 'tmin': 7, 'min_supp': 50, 'sentiment_decay': 0.01, 'alpha': 0.9, 'base_completion_rate': 100, 'base_failure_rate': 200, 'trigger_func': , 'kappa': 6, 'invariant': 6.98464349889394e+30, 'tax_rate': 0.02}}]\n", + "[{'N': 1, 'T': range(0, 100), 'M': {'sensitivity': 0.75, 'tmin': 7, 'min_supp': 50, 'sentiment_decay': 0.01, 'alpha': 0.5, 'base_completion_rate': 100, 'base_failure_rate': 200, 'trigger_func': , 'kappa': 6, 'invariant': 6.98464349889394e+30, 'tax_rate': 0.02}}, {'N': 1, 'T': range(0, 100), 'M': {'sensitivity': 0.75, 'tmin': 7, 'min_supp': 50, 'sentiment_decay': 0.01, 'alpha': 0.8, 'base_completion_rate': 100, 'base_failure_rate': 200, 'trigger_func': , 'kappa': 6, 'invariant': 6.98464349889394e+30, 'tax_rate': 0.02}}, {'N': 1, 'T': range(0, 100), 'M': {'sensitivity': 0.75, 'tmin': 7, 'min_supp': 50, 'sentiment_decay': 0.01, 'alpha': 0.9, 'base_completion_rate': 100, 'base_failure_rate': 200, 'trigger_func': , 'kappa': 6, 'invariant': 6.98464349889394e+30, 'tax_rate': 0.02}}]\n", + "[{'N': 1, 'T': range(0, 100), 'M': {'sensitivity': 0.75, 'tmin': 7, 'min_supp': 50, 'sentiment_decay': 0.01, 'alpha': 0.5, 'base_completion_rate': 100, 'base_failure_rate': 200, 'trigger_func': , 'kappa': 6, 'invariant': 6.98464349889394e+30, 'tax_rate': 0.02}}, {'N': 1, 'T': range(0, 100), 'M': {'sensitivity': 0.75, 'tmin': 7, 'min_supp': 50, 'sentiment_decay': 0.01, 'alpha': 0.8, 'base_completion_rate': 100, 'base_failure_rate': 200, 'trigger_func': , 'kappa': 6, 'invariant': 6.98464349889394e+30, 'tax_rate': 0.02}}, {'N': 1, 'T': range(0, 100), 'M': {'sensitivity': 0.75, 'tmin': 7, 'min_supp': 50, 'sentiment_decay': 0.01, 'alpha': 0.9, 'base_completion_rate': 100, 'base_failure_rate': 200, 'trigger_func': , 'kappa': 6, 'invariant': 6.98464349889394e+30, 'tax_rate': 0.02}}]\n" + ] + } + ], "source": [ "from cadCAD.configuration import append_configs\n", "# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #\n", @@ -865,8 +865,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "multi_proc: [, , ]\n", - "[, , ]\n" + "\n", + " __________ ____ \n", + " ________ __ _____/ ____/ | / __ \\\n", + " / ___/ __` / __ / / / /| | / / / /\n", + " / /__/ /_/ / /_/ / /___/ ___ |/ /_/ / \n", + " \\___/\\__,_/\\__,_/\\____/_/ |_/_____/ \n", + " by BlockScience\n", + " \n", + "Execution Mode: multi_proc: [, , ]\n", + "Configurations: [, , ]\n" ] } ], @@ -912,26 +920,26 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'sensitivity': [0.75],\n", - " 'tmin': [7],\n", - " 'min_supp': [50],\n", - " 'sentiment_decay': [0.01],\n", - " 'alpha': [0.5, 0.8, 0.9],\n", + "{'alpha': [0.5, 0.8, 0.9],\n", " 'base_completion_rate': [100],\n", " 'base_failure_rate': [200],\n", - " 'trigger_func': [],\n", + " 'invariant': [6.98464349889394e+30],\n", " 'kappa': [6],\n", - " 'invariant': [1.7955407857599857e+31],\n", - " 'tax_rate': [0.02]}" + " 'min_supp': [50],\n", + " 'sensitivity': [0.75],\n", + " 'sentiment_decay': [0.01],\n", + " 'tax_rate': [0.02],\n", + " 'tmin': [7],\n", + " 'trigger_func': []}" ] }, - "execution_count": 38, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -942,7 +950,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 38, "metadata": { "scrolled": false }, @@ -951,57 +959,51 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'N': 1, 'T': range(0, 100), 'M': {'sensitivity': 0.75, 'tmin': 7, 'min_supp': 50, 'sentiment_decay': 0.01, 'alpha': 0.5, 'base_completion_rate': 100, 'base_failure_rate': 200, 'trigger_func': , 'kappa': 6, 'invariant': 1.7955407857599857e+31, 'tax_rate': 0.02}}\n" + "{'N': 1, 'T': range(0, 100), 'M': {'sensitivity': 0.75, 'tmin': 7, 'min_supp': 50, 'sentiment_decay': 0.01, 'alpha': 0.5, 'base_completion_rate': 100, 'base_failure_rate': 200, 'trigger_func': , 'kappa': 6, 'invariant': 6.98464349889394e+30, 'tax_rate': 0.02}}\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ - "{'N': 1, 'T': range(0, 100), 'M': {'sensitivity': 0.75, 'tmin': 7, 'min_supp': 50, 'sentiment_decay': 0.01, 'alpha': 0.8, 'base_completion_rate': 100, 'base_failure_rate': 200, 'trigger_func': , 'kappa': 6, 'invariant': 1.7955407857599857e+31, 'tax_rate': 0.02}}\n" + "{'N': 1, 'T': range(0, 100), 'M': {'sensitivity': 0.75, 'tmin': 7, 'min_supp': 50, 'sentiment_decay': 0.01, 'alpha': 0.8, 'base_completion_rate': 100, 'base_failure_rate': 200, 'trigger_func': , 'kappa': 6, 'invariant': 6.98464349889394e+30, 'tax_rate': 0.02}}\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ - "{'N': 1, 'T': range(0, 100), 'M': {'sensitivity': 0.75, 'tmin': 7, 'min_supp': 50, 'sentiment_decay': 0.01, 'alpha': 0.9, 'base_completion_rate': 100, 'base_failure_rate': 200, 'trigger_func': , 'kappa': 6, 'invariant': 1.7955407857599857e+31, 'tax_rate': 0.02}}\n" + "{'N': 1, 'T': range(0, 100), 'M': {'sensitivity': 0.75, 'tmin': 7, 'min_supp': 50, 'sentiment_decay': 0.01, 'alpha': 0.9, 'base_completion_rate': 100, 'base_failure_rate': 200, 'trigger_func': , 'kappa': 6, 'invariant': 6.98464349889394e+30, 'tax_rate': 0.02}}\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1015,7 +1017,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -1026,7 +1028,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -1046,7 +1048,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -1058,7 +1060,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -1069,7 +1071,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -1082,7 +1084,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -1091,7 +1093,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 45, "metadata": {}, "outputs": [ { @@ -1124,93 +1126,93 @@ " \n", " \n", " 0\n", - " 36098.551081\n", - " 1.031387e+06\n", - " 67040.166293\n", + " 29886.810131\n", + " 853908.860892\n", + " 55504.075958\n", " 0.390000\n", " \n", " \n", " 1\n", - " 36100.064380\n", - " 1.031387e+06\n", - " 67040.166293\n", + " 29887.319645\n", + " 853908.860892\n", + " 55504.075958\n", " 0.390000\n", " \n", " \n", " 2\n", - " 36100.064380\n", - " 1.031387e+06\n", - " 67040.166293\n", + " 29887.319645\n", + " 853908.860892\n", + " 55504.075958\n", " 0.390000\n", " \n", " \n", " 3\n", - " 36100.064380\n", - " 1.031387e+06\n", - " 67040.166293\n", + " 29887.319645\n", + " 853908.860892\n", + " 55504.075958\n", " 0.390000\n", " \n", " \n", " 4\n", - " 36100.073955\n", - " 1.031411e+06\n", - " 67049.592773\n", - " 0.390046\n", + " 29887.572134\n", + " 853891.378359\n", + " 55497.258119\n", + " 0.389960\n", " \n", " \n", " 5\n", - " 36101.408899\n", - " 1.031411e+06\n", - " 67049.592773\n", - " 0.390046\n", + " 29890.089683\n", + " 853891.378359\n", + " 55497.258119\n", + " 0.389960\n", " \n", " \n", " 6\n", - " 36101.408899\n", - " 1.031411e+06\n", - " 67049.592773\n", - " 0.390046\n", + " 29890.089683\n", + " 853891.378359\n", + " 55497.258119\n", + " 0.389960\n", " \n", " \n", " 7\n", - " 36101.408899\n", - " 1.031411e+06\n", - " 67049.592773\n", - " 0.390046\n", + " 29890.089683\n", + " 853891.378359\n", + " 55497.258119\n", + " 0.389960\n", " \n", " \n", " 8\n", - " 36101.813061\n", - " 1.031403e+06\n", - " 67046.482855\n", - " 0.390031\n", + " 29892.440794\n", + " 853639.620492\n", + " 55399.154937\n", + " 0.389386\n", " \n", " \n", " 9\n", - " 36103.530070\n", - " 1.031403e+06\n", - " 67046.482855\n", - " 0.390031\n", + " 29896.611481\n", + " 854657.082729\n", + " 55796.522447\n", + " 0.389386\n", " \n", " \n", "\n", "" ], "text/plain": [ - " funds supply reserve spot_price\n", - "0 36098.551081 1.031387e+06 67040.166293 0.390000\n", - "1 36100.064380 1.031387e+06 67040.166293 0.390000\n", - "2 36100.064380 1.031387e+06 67040.166293 0.390000\n", - "3 36100.064380 1.031387e+06 67040.166293 0.390000\n", - "4 36100.073955 1.031411e+06 67049.592773 0.390046\n", - "5 36101.408899 1.031411e+06 67049.592773 0.390046\n", - "6 36101.408899 1.031411e+06 67049.592773 0.390046\n", - "7 36101.408899 1.031411e+06 67049.592773 0.390046\n", - "8 36101.813061 1.031403e+06 67046.482855 0.390031\n", - "9 36103.530070 1.031403e+06 67046.482855 0.390031" + " funds supply reserve spot_price\n", + "0 29886.810131 853908.860892 55504.075958 0.390000\n", + "1 29887.319645 853908.860892 55504.075958 0.390000\n", + "2 29887.319645 853908.860892 55504.075958 0.390000\n", + "3 29887.319645 853908.860892 55504.075958 0.390000\n", + "4 29887.572134 853891.378359 55497.258119 0.389960\n", + "5 29890.089683 853891.378359 55497.258119 0.389960\n", + "6 29890.089683 853891.378359 55497.258119 0.389960\n", + "7 29890.089683 853891.378359 55497.258119 0.389960\n", + "8 29892.440794 853639.620492 55399.154937 0.389386\n", + "9 29896.611481 854657.082729 55796.522447 0.389386" ] }, - "execution_count": 84, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" } @@ -1221,33 +1223,33 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[1.7955407857599857e+31]\n" + "[6.98464349889394e+30]\n" ] }, { "data": { "text/plain": [ - "0 1.795541e+31\n", - "1 1.795541e+31\n", - "2 1.795541e+31\n", - "3 1.795541e+31\n", - "4 1.795541e+31\n", - "5 1.795541e+31\n", - "6 1.795541e+31\n", - "7 1.795541e+31\n", - "8 1.795541e+31\n", - "9 1.795541e+31\n", + "0 6.984643e+30\n", + "1 6.984643e+30\n", + "2 6.984643e+30\n", + "3 6.984643e+30\n", + "4 6.984643e+30\n", + "5 6.984643e+30\n", + "6 6.984643e+30\n", + "7 6.984643e+30\n", + "8 6.984643e+30\n", + "9 6.984643e+30\n", "Name: invar, dtype: float64" ] }, - "execution_count": 85, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -1260,7 +1262,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 47, "metadata": {}, "outputs": [ { @@ -1316,9 +1318,9 @@ " \n", " \n", " 4\n", - " 24.169046\n", - " 9.426480\n", - " 0.000046\n", + " -17.482534\n", + " -6.817839\n", + " -0.000040\n", " \n", " \n", " 5\n", @@ -1340,14 +1342,14 @@ " \n", " \n", " 8\n", - " -7.973369\n", - " -3.109918\n", - " -0.000015\n", + " -251.757866\n", + " -98.103181\n", + " -0.000575\n", " \n", " \n", " 9\n", - " 0.000000\n", - " 0.000000\n", + " 1017.462237\n", + " 397.367509\n", " 0.000000\n", " \n", " \n", @@ -1355,20 +1357,20 @@ "" ], "text/plain": [ - " supply reserve spot_price\n", - "0 NaN NaN NaN\n", - "1 0.000000 0.000000 0.000000\n", - "2 0.000000 0.000000 0.000000\n", - "3 0.000000 0.000000 0.000000\n", - "4 24.169046 9.426480 0.000046\n", - "5 0.000000 0.000000 0.000000\n", - "6 0.000000 0.000000 0.000000\n", - "7 0.000000 0.000000 0.000000\n", - "8 -7.973369 -3.109918 -0.000015\n", - "9 0.000000 0.000000 0.000000" + " supply reserve spot_price\n", + "0 NaN NaN NaN\n", + "1 0.000000 0.000000 0.000000\n", + "2 0.000000 0.000000 0.000000\n", + "3 0.000000 0.000000 0.000000\n", + "4 -17.482534 -6.817839 -0.000040\n", + "5 0.000000 0.000000 0.000000\n", + "6 0.000000 0.000000 0.000000\n", + "7 0.000000 0.000000 0.000000\n", + "8 -251.757866 -98.103181 -0.000575\n", + "9 1017.462237 397.367509 0.000000" ] }, - "execution_count": 86, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } @@ -1379,29 +1381,35 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 48, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda3/lib/python3.6/site-packages/pandas/plotting/_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n", + " series.name = label\n" + ] + }, { "data": { "text/plain": [ - "Text(0.5, 1.0, 'Summary of Local Economy')" + "Text(0.5,1,'Summary of Local Economy')" ] }, - "execution_count": 87, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcMAAAEWCAYAAAAadfxCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAIABJREFUeJzs3Xd8VfX5wPHPkx32EJUlQ3AgInuoFUVW1UIVpaIiuNC2KLViHZWfVat1VHGg1r3LcFRwMlQcKGIYomxERgSVEcLKuvc+vz++54abcJOchISb8bxfnlfu+Z71PQnmyXeLqmKMMcbUZHGxzoAxxhgTaxYMjTHG1HgWDI0xxtR4FgyNMcbUeBYMjTHG1HgWDI0xxtR4FgyNOUTEeUFEMkRkQSXIzz9E5NVY58OYysCCoakQInKqiHwpIpkiskNE5olIj1jnK8ZOBQYALVS1Z+GDIjJaRL449Nk6kIicLiIhEdlTaOsT67wZUxESYp0BU/2ISD3gXeCPwDQgCfgNkBPLfJWWiAggqhoqp1u2Atar6t5yul9F26yqLWKdCWMOBSsZmopwDICqTlbVoKpmqeosVV0KB1bPiUhrEVERSfD254rIP72S5R4ReUdEGovIayKyS0S+EZHWEderiPxJRNaIyG4RuUtEjhaRr7zzp4lIknduQxF5V0S2etWV74pIi4h7zRWRu0VkHrAPuEFEFka+nIjcICJvR3txEWkmIjO80vBaEbnKS78CeBbo473THaX5hhZ1X+9YvIjcKiI/eO+/UERaesceEZFN3vdhoYj8pjTPLSY/jbwq383e9/HtiGNXeXnc4eW5WcQxFZFrvJ9Vhog87v3RgYjEichtIrJBRH4VkZdFpL53LPxv5DLvfTK8+/QQkaUislNEJnnnJnvPPjHiuYeLSJaINCmP9zfVkKraZlu5bkA9YDvwEvBboGGh4/8AXo3Ybw0okODtzwXWAkcD9YHlwGqgP64242XghYjrFZjhPfcEXAn0I6BtxPWjvHMbA8OAWkBd4HXg7Yh7zQU2evdJAJKBHcDxEecsBoYV8e6fAk8AKUBnYCtwpndsNPBFMd+3Io+XcN8bge+AYwEBTgIae8cu8d45AbgB+BlIifZzKPS804H0YvL6HjAVaAgkAn299H7ANqCr9717DPis0M/qXaABcJT3HoO9Y5d7P/e2QB3gLeCVQv9G/uN9DwYC2cDbwOFAc+DXiHw8AdwX8dxxwDux/n/Dtsq7xTwDtlXPDTgeeBFIBwJesDrCO1bglzDRg+HfI44/CHwQsf87YEnEvgKnROwvBG4qdP3DReSzM5ARsT8XuLPQOU8Cd3ufTwAygOQo92oJBIG6EWn/Al70Po+mDMHQx31XAUN9/lwygJOi/RwKnXc6EAJ2FtpqA029Yw2jXPcccH/Efh0gD2gd8bM6NeL4NOBm7/NHwJ8ijh3rXZsQ8W+kecTx7cAfIvbfBP7ife4FbALivP00YHis/7+wrfJuVk1qKoSqrlDV0eranDoCzYCHS3GLXyI+Z0XZr1OW80Wklog85VXF7QI+AxqISHzE+ZsK3fsl4CKvOm8kME1Vo7V/NgN2qOruiLQNuFLLwSjpvi2BH6Jd6FXprvA6Mu3ElZQP8/nczaraoNC213veDlXNKCKvG8I7qroHF7Qivwc/R3zex/6fZYFrvc8JwBERab5+zqr6NbAX6CsixwHtcH+QGROVBUNT4VR1Ja6U2NFL2ourpgw78hBm5wZciaOXqtYDTvPSJeKcAku5qOp8IBfXCegi4JUi7r0ZaCQidSPSjgJ+Osg8l3TfTbgq5QK89sGbgOG4UlwDIJOC71oWm7z8NCgir60i8lAbV03r53tQ4FrcOwYoGPBK4yVcNfFI4A1VzS7jfUwNYMHQlDsROc4rkbTw9lsCI4D53ilLgNNE5Civg8QthzB7dXEliJ0i0gi43ed1LwOTgICqRh3+oKqbgC+Bf4lIioh0Aq4AXitF/sS7Nn/zcd9ngbtEpL04nUSksfeuAVy7XIKI/B+uXfWgqOoW4APgCa9DUqKIhP+o+C9wmYh0FpFk4B7ga1Vd7+PWk4HrRaSNiNTxrp2qqoEyZvUV4FxcQHy5jPcwNYQFQ1MRduPabL4Wkb24IPg9rlSGqs7Gdb5Yimvfe/cQ5u1hIBXXyWM+8KHP617BlWyLKhWGjcC1b20G/gfc7r2vXyfjgnX+Jq6XbXH3fQjX9jYL2IVrt0sFZuKC1mpclWM2B1YBF6eZHDjOcJh3bCSuPW8lruPKXwBU9SNgAq79bguuxHqhz+c9j/v+fgb86OX32lLktwBVTQcW4Ur6n5f1PqZmEFVb3NeYkohIKu6XfldVXRPr/Bh/ROR5XNvnbbHOi6ncbNC9Mf78EfjGAmHVIW4s6nlAl9jmxFQFFgyNKYGIrMd1Ovl9jLNifBKRu4DrgX+p6o+xzo+p/Kya1BhjTI1nHWiMMcbUeFZN6omLi9PU1NRYZ8MYY6qUffv2qapW+YKVBUNPamoqe/dWlcUEjDGmchCRrFjnoTxU+WhujDHGHCwLhsYYY2o8C4bGGGNqPAuGxhhjKo7IYERWIbIWkZujHB+NyFZElnjblV56Z0S+QmQZIksR+UNFZtM60BhjjKkYbmm0x4EBuLVNv0FkBqrLC505FdWxhdL2AZeiugaRZsBCRGaiurMismolQ2OMMRWlJ7AW1XWo5gJTgKG+rlRdTXj6Q9XNuLmBm1RQPi0YGmOMOSgJIpIWsY2JONacgiulpBN9sethXlXoG7gl3woS6QkkUcQi1uXBqkmNMaaaygnmsCtnF5k5mezJ20N2MJvsQDZZgSz25O0hZ/uvZCTkcWmny6ifXL+sjwmoavcijkVbSLrwHKDvAJNRzUHkGtyizP3230Ga4pb2GoVqqKyZLIkFQ2OMqWRCGiInmENuMJfcYG7+54ycDLbu28qv+34lMzeTfXn72BfYx968vfnb7tzdLgDmZpITzCn6Iao8c/96fm2UxLZ3f3cwwbA46UBkSa8Fbk3OyHxsj9h7Brgvf0+kHvAecBuq86lAFgyNMaYC5IXyyAnkkB3MJieYQ3bAlcryQnnkhfLYl7eP1RmrWb59OasyVrE3by85wRxygjkEQoES7y8ItRJrUTuhtvuaWJs6iXVoVa8V9ZPrUy+p3v4tuR51EuuQmpBKakIqKQkp1EmsQ/1jV5O8bSfS4OiK+jZ8A7RHpA3wE26h54sKvog0RXWLtzcEWOGlJ+EWsn4Z1dcrKoNhFgyNMTVOMBQkIyeDbVnbyA5kEwgFCGqQ3GBugarErEBWgdLXvsA+svKy8s/JCebknxe+T14oj0AoQEBLDmgAR9U9iuMbHU/DlIYkxSeRFJdEcnyy+xwf8TkuiQbJDWhSqwmH1zqcekn1EIlWC1kCVfj0Uzj9dOhzROmvL92zAoiMBWYC8cDzqC5D5E4gDdUZwHWIDAECwA5gtHf1cOA0oDEi4bTRqC6piKzaEk6e2rVrq81NakzlFK42DJeusoJZBaoPw8EoJ5jjSl5BV/oKB619gX1s3beVzXs38/Oen9mWvY1QKZqfUuJTqJVYi1oJtUhNTCU1PpXkhGRS4lPyS1op8SkkxieSIAkkxieSHO+OR56XHJ9Mcnxy/vHW9VtTL6leBX7nCtm7F8aOhRdfhFmzYMCAg76liOxT1doHn7nYspKhMaZSWJOxhv+u/C+Lf1lcoOQVDnBlJQgpCSk0SW1C0zpNObn5yRxe63AOSz2Mw1IPo3ZCbeLj4omTOJLik0iJT8kPbrUTa5OakEp8XHw5vmmMfPcd/OEPsHIlTJgA/fvHOkeVigVDY0yFUlWyAlnsyt3FjuwdbMvaxrasbezO3Z1frZj2cxpf//w1yfHJ9Gnah7pJdUlJSMkvSYVLU6kJqdRKqOXSElx6UlySC15eAEuKTyIhLoHEuERSElJIiksqW3VidTJjhguEDRrA7Nlw5pmxzlGlY8HQGHPQMnMySfsljQVbFpD2Sxo7s3cS0ACBUIB9eftKbD9rWrspf+n6F4a1H0aDlAaHKNc1SGYm9OwJr78Ohx8e69xUStZm6LE2Q1PZhTREIBQgN5hLUIP5nT6CoSABDRAMBQukR34Nt48JQogQecE8ckO57hzvuqAGUVVCGkJRBCFO4vKfHT4npCGCoSC5odz83pAbdm0AXNtal8O70LROUxIkgYS4BGol1srv1dggpQFNUptwWOph1EmqQ1JcEolxidWjGrKyU4UKKCFbm6ExMbAtaxsrtq8o8Ms6MS4xv1osKT6JxPhEEuMS8wNHOCiENFRgC/9yD4aC+dV12cFscoO5+T0C80J5Ba7JDmazJ3cPe3L3kBXIKnBe+GvhaxQl8o/OcJVd5HVAfuCJvE/4OkVL1eHjUDmi1hF0PKwjQ48eStcjunLiYSeSFJ8U62wZcMHvyiuhXz+4+OIKCYTViQXDGMoN5vLL3l9IiEvIb/8I/2IP/2KsbPbk7mHtzrVs2LWBoAbzA1KcxCEixBHxWeKII+KzxJEQl0CC7H8/EdkfmELBA37hhwPHxl0bmbNxDgt/WRjToJAYl0jdpLrUTapLakJq/s8rIS6B1IRUEuISiJd44uPiiZd4RARB8r9GBrXEuMT868NCGiqQHvnvIDEusUBvxXiJz/9jINwBJPz9Dech8vut3sQfgrg/GiLyHr5XZJ7DQTxEyN0v4py4uDgSxJX6TCU1aRI8/zy0axfrnFQJVk3qKWs16ZqMNezJ2+N+AcXFEwwF2ZW7i125u8jIzijQWUBESJAEsoPZ/Jj5I5t2byKowaj3Df/iCW8AhX9WkZ0CVDX/l5dGzHYk3mxI4XMF2f+L08tz5C/DOInLvyb/3t79sgPZ/LLvl1J/j8pLuwbt6N+qP72b9iYxLjH/fcOlqHBJMDeYS0AD+UEjMS6xwC/6yHeNDBbhThlJcUn5nTDCQSUyyBtT6aWlwcknw6BBMH06xFXcH9fVpZrUgqGnrMHwT3P+xOc/fV7k8XiJp3FKY+ol18uvNkuIS6B1vda0bdCWlnVb5o+hygnkHFg9R4hQKFQgmAH5gSDyl7MguP/2/2UfPjcsFArtb/cp1K4ULrUcEHS9+ybGJdK6XmvaN2xP2/ptSYpPyr8PCiEiPofT4YBqyXAbVvgdIktSkSWhyHw3TG7IUfWOKvXPx5gaZ+dO6NoVAgFYsgQaNarQx1kwrGbKGgxX7VjF9qztBNQFsHiJp35yfeon1ad+cn0apjSstFWexphq6IUXYMwY+Owz6NOnwh9nwbCasd6kxphqY+3aQ9ZWWF2CoRVZjDGmOnjpJfjqK/fZOs2UmgVDY4yp6l57DS67DB58MNY5qbIsGBpjTFU2bRpceqlbheLll2OdmyrLgqExxlRVTz0FF17ohlHMmAG1bNxnWVkwNMaYqkgVPv4YfvtbmDkT6tSJdY6qNOtN6rHepMaYKiM8z2hOjhtQn5gYs6xYb1IfROR6EVkmIt+LyGQRSRGRNiLytYisEZGpIpLknZvs7a/1jreOuM8tXvoqERkUkT7YS1srIjdHpEd9hjHGVHmrVrkVKL77DpKTYxoIq5MKC4Yi0hy4Duiuqh2BeOBC4D5goqq2BzKAK7xLrgAyVLUdMNE7DxHp4F13AjAYeEJE4kUkHngc+C3QARjhnUsxzzDGmKrtjjtg+XI44ohY56Raqeg2wwQgVUQSgFrAFqAf8IZ3/CXg997nod4+3vEzxc01NhSYoqo5qvojsBbo6W1rVXWdquYCU4Ch3jVFPcMYY6qu77+HKVPguutsXcJyVmHBUFV/Av4NbMQFwUxgIbBTNX+lz3Sgufe5ObDJuzbgnd84Mr3QNUWlNy7mGcYYU3X94x+uo8z48bHOSbVTkdWkDXGlujZAM6A2rkqzsHAPnmjLAWg5pkfL4xgRSRORtECg+JW4jTEmppYsgTffhOuvh8aNY52baqci1zPsD/yoqlsBROQt4GSggYgkeCW3FsBm7/x0oCWQ7lWr1gd2RKSHRV4TLX1bMc8oQFWfBp4G15v04F7XGGMqUIcOblzh8OGxzkm1VJFthhuB3iJSy2vHOxNYDnwCnO+dMwqY7n2e4e3jHf9Y3biPGcCFXm/TNkB7YAHwDdDe6zmahOtkM8O7pqhnGGNM1ZGVBf/8J7zxBiQludUoGjSIda5KR2QwIqsQWUtEr/+I46MR2YrIEm+7MuLYKETWeNuoA64tz2xW5DhDEbkD+AMQABYDV+La76YAjby0S1Q1R0RSgFeALrgS4YWqus67z9+By737/EVVP/DSzwIexvVUfV5V7/bS20Z7RnF5tXGGxphKQ9UFwBtvhA0bYOxYeOyxWOcqqmLHGbpe/6uBAbhavm+AEagujzhnNNAd1bGFrm0EpAHdcU1dC4FuqGaU+0tgg+7zWTA0xlQK334L114Ln38OnTrBww/DGWfEOldFKiEY9gH+geogb/8WAFT/FXHOaKIHwxHA6ahe7e0/BcxFdXI5vwJg07EZY0zlsno1rFzp2gcXLarUgdCTEO6I6G1jIo4V1eu/sGGILEXkDUTCfUH8XlsuKrIDjTHGGD8eewxCIRg3Ds4/HwYNgnr1Yp0rvwKq2r2IY356978DTEY1B5FrcGPD+/m8ttxYydAYY2Jp+XI3iH7u3P1zjladQFiS4kYDOKrb2d+n4xmgm+9ry5EFQ2OMiaXZs93XiRNdIKxevgHaI9KGiF7/Bc4QaRqxNwRY4X2eCQxEpCFu3PpAL61CWDWpMcbE0uzZ0K4dtG4d65yUP9UAImNxQSweeB7VZYjcCaShOgO4DpEhuNECO4DR3rU7ELkLF1AB7kR1R0Vl1XqTeqw3qTHmkMvLg4YN3Ur1TzwR69yUiS3hZIwx5uDs3g0XXwznnhvrnNR4VjL0WMnQGGNKz0qGxhhjDs7q1W5IhYk5C4bGGBMLmZlu8u277451TgwWDI0xJjY++QSCQTjttFjnxGDB0BhjYmPOHKhdG/r0iXVODBYMjTEmNmbPhr593dJMJuYsGBpjzKG2bZvrPNO/f6xzYjw2A40xxhwKGRnw+utugd7DDoNJk2DkyFjnqvoQOQy37m1rImOb6pgirih4uY0zdGycoTGmwsyZA6NHw6+/wvr10KxZrHNUbirNOEORecB83CLAwfx01al+LreSoTHGVJSsLLjlFnjkETjuOJg+vVoFwkqmNqo3lPViazM0xpiKEAq5YROPPOJWrl+4ELp1K/k6U1YfIDKwrBdbNanHqkmNMeUiMxOSkyElBSZPhsMPhzPPjHWuKkwlqibNAOoD+4Bc3OLAimojP5dbydAYYw6Wqlucd+RIOPJImDbNpY8YUa0DYSVzGJCIC4hNvP0mfi+2NkNjjDkYGRkwahS8845boX70aKsOjQXVICIXAm1RvQeRFsARuA41JbJqUo9VkxpjymTwYPj4Y7j3XrjmGqhVK9Y5OqQqUTXpJFzJ8DRUj0ekETAT1R5+LreSoTHGlJYq5Oa6tsEHHoA9e2xatdg7GdWuiCwGQHUHIr6n97FgaIwxpbFpE1x5JbRqBU8/DSeeGOscGScPkTjAVXeKNAZ8r49lHWiMMcavN95wwW/ePOjSJda5MQU9DrwJNEHkDuAL4H6/F1ubocfaDI0xRVKFhx6C8eOhd2949VU4+uhY56pSqDRthgAiJwD9ccMq5qD6ve9LSxMMxRVB66jqrlJnspKzYGiMKdLmzXD88TBoELz8shtDaIBKFAxFRqH6UqG0f6J6m5/LS6wmFZH/ikg9EakNLAdWiciNZcqsMcZUJTk5rlTYrBl8/TVMmWKBsLREBiOyCpG1iNxczHnnI6KIdPf2ExF5CZHvEFmByC0lPOkib2hF+H6PAi38ZtNPm2EHryT4e+B94CjAplo3xlRvW7bAqae66lFwc4vGWTeLUhGJx7Xl/RboAIxApEOU8+oC1wFfR6ReACSjeiLQDbgakdbFPO1c4CpELkDkeSAO1dF+s+rnJ5soIom4YDhdVfP83twYY6qkpUuhVy9Yvhzat491bqqynsBaVNehmgtMAYZGOe8uXGeX7Ig0BWojkgCk4qZYO7CJTqQeIvVwoyNGAbfipmS71Uv3xU8wfApYD9QGPhORVkCm3wcYY0yVEQrBxInQsycEAvD55zBkSKxzVdkliEhaxBa5fmBzYFPEfrqXtp9IF6Alqu8Wuu8bwF5gC7AR+DeqO6I8fxnwvff1S9w0bEMj0v29hI9z3lHVR/fnWzbiFlA0xpjq5dtv4YYb4Jxz3BjCI4+MdY6qgoCqdi/imERJ299r03XKnAiMjnJeT9y6hM2AhsDniMxBdV3Bu2nL0mf5QH6C4ZtA1/3PVRWRKbg6XGOMqboWLoRXXoEdO1wv0S5dYMECN7eoRPs9bkopHYgMVi2AzRH7dYGOwFzv+30kMAORIcBFwIe4prlfvcV7uwMFg2GYq04dA5zmpcwFnkU14CejRQZDETkOOAGoLyLnRRyqB1h3KmNM1bZxo+sgA25liVDIdZDpXlQhx5TBN0B7RNoAPwEX4oKco5qJq9Z0ROYC41FNQ+RMoB8irwK1gN7Aw8U863Fcc97z3v4luILcmCKviFBcyfBY4BygAfC7iPTdwFV+bm6MMZXWTTe5rytXuqnVTPlTDSAyFpgJxAPPo7oMkTuBNFRnFHP148ALuHY/AV5AdWkx5/dG9aSI/VmIfOs3qyUOuheRPqr6ld8bVlU26N6YGuTLL+GUU2DCBLjzzljnpkqrRIPuFwPnorre228N/A9VX/Pm+elNul1EPhKR7939pZOI+BrRLyINROQNEVkpIitEpI+INBKR2SKyxvva0DtXRORREVkrIktFpGvEfUZ5568RkVER6d1E5DvvmkdFXKVzUc8wxhgA2raFv/xlf+nQVAd/Az5DZA4iHwGfAr4niPFTMgzf8Cn1IqyIfK+qHUu8uchLwOeq+qy4pTRq4caA7FDVe8XNRtBQVW8SkbOAa4GzgF7AI6raS9yaVGm4hlPFLdTYTVUzRGQBMA6Yj5sQ4FFV/UBE7o/2jOLyaiVDY4wpvZiXDEV6ozrf+5wKHI+rVl2Oapbf2/gpGdZS1QWF0krsnSNusONpwHMAqpqrqjtx4z/C88e9hBvMj5f+sjrzgQYi0hQYBMxW1R2qmgHMBgZ7x+qp6lfqIvrLhe4V7RnGmJosOxuGDXOD6k118UT+J9UsVBehurA0gRD8BcNtInI03tgQETkfNwiyJG2BrcALIrJYRJ715jc9QlW3uHzrFuBw7/yiBmcWl54eJZ1inmGMqclefhneegu2bYt1Tkwl42ec4Z+Bp4HjROQn4Edcl1U/9+4KXKuqX4vII0DRk7QWPTiztOm+eTMljAFISvK9ILIxpioKBuHf/3ZDJ844I9a5MeWnLSJF90pV9TWFUInBUN1o//5eqS5OVXf7zGA6kK6q4YlX38AFw19EpKmqbvGqOn+NOD/a4Mx04PRC6XO99BZRzqeYZxR+t6dxgZ7atWvbwo7GVGdvvw1r1sC0aTagvnrZCjx4sDfxs4TTOK/9bx8wUUQWicjAkq5T1Z+BTSJyrJd0Jm4JqBm4yVTxvk73Ps8ALvV6lfYGMr0qzpnAQBFp6PUKHQjM9I7tFpHeXi/SSwvdK9ozjDE1kSrcd59bkPe880o+31Qlu1H9tMjNJz/VpJer6iMiMgjX9nYZbiDkLB/XXgu85vUkXeddGwdME5ErcJOvXuCd+z6uJ+laXOC9DEBVd4jIXbiZDADu1P2Ttf4ReBE3o/kH3gZwbxHPMMbURMGgC4JHHQXx8bHOjSlf68vjJn6GVixV1U5em99cVf2fiCxWnwMZqwobWmFMNRX+HWdVoxUi5kMryomf3qQLRWQWrtQ2U9wijKGKzZYxxpSDjAwYMQKeey7WOTGVnJ9q0iuAzsA6Vd3nDYK/rGKzZYwxB+nTT2HkSLdifa9exZ6al5dHeno62dnZxZ5Xk6WkpNCiRQsSExNjnZUDuX4jLVDdVOK5RfATDPsAS1R1r4iEZwF/pKwPNMaYCvXZZ3DrrTBvnlul/quvSlyJIj09nbp169K6dWvv96qJpKps376d9PR02rRpE+vsHEhVEXmbg1ha0E816ZPAPhE5CTf32wbcbC/GGFM5qEJenvscCMDWrfDAA7Boka8lmbKzs2ncuLEFwiKICI0bN67sJef5iPQo68V+SoYBb0Hfobj5Qp+LnCzbGGNiautWGDMGmjRxq9OfcYZblqmUgc0CYfGqwPfnDOAaRNYDe3ETsyiqnfxc7CcY7haRW3CzzpwmIvFAJaw0NsbUKMEgvPqqW3kiIwPuuceVECv/L21TMX57MBf7qSb9A5ADXOENpG8OPHAwDzXGmIPy7bfQrRuMHu3GDqalwQ03VOlA+Oijj3L88cdz8cUXH9R91q9fT8eOJS4qVP2obsDNYtbP+7wPfzEO8Dcd28/AQxFJR+GWWLJ2Q2NMbDRq5NoIJ0+G4cMhzvfvvErriSee4IMPPqicHVSqApHbcUv9HYubGCYReBU4xc/lvv4FiUhnEblfXF3sXcCKMmXWGGPKat48uPpqVxXasiV8/z1ceGG1CITXXHMN69atY8iQIdSvX59///vf+cc6duzI+vXrWb9+PccffzxXXXUVJ5xwAgMHDiQry61StHDhQk466ST69OnD448/nn/tsmXL6NmzJ507d6ZTp06sWbPmkL/bIXQuMATXXgiqm4G6fi8usmQoIscAFwIjgO3AVNyMNTbduzHm0Nm2De64A554Alq3duMGmzWrsCrRO95ZxvLNu8r1nh2a1eP2351Q5PH//Oc/fPjhh3zyySdMmjSpyPPWrFnD5MmTeeaZZxg+fDhvvvkml1xyCZdddhmPPfYYffv25cYbbyxw33HjxnHxxReTm5tLMBgs1/eqZHK9IRZuyiG3uIRvxf1JtRI3ufbvVPVUVX0MqNbfSWNMJZKT45ZcatfOBcKrr4YlS1wgrKHatGlD586dAejWrRvr168nMzOTnTt30rdvXwBGjhyZf36fPn245557uO+++9iwYQOpqakxyfchMg2Rp4AGiFwFzAGe8XtxcW2Gw3Alw09E5ENgCtHXEDTGmPKXmwstGQi5AAAgAElEQVSPPQannOLGDHbocEgeW1wJ7lBISEggFNo/42Xk2L7k5OT8z/Hx8WRlZXmFoei/mi+66CJ69erFe++9x6BBg3j22Wfp169fxWU+llT/jcgAYBdwDPB/qM72e3mRJUNV/Z+q/gE4Drd+4PXAESLypJ8lnIwxptT27oW773alwrp1YfFieO+9QxYIK4PWrVuzaNEiABYtWsSPP/5Y7PkNGjSgfv36fPHFFwC89tpr+cfWrVtH27Ztue666xgyZAhLly6tuIxXDt8BnwOfeZ99K7HlWVX3quprqnoObgHdJRS/Yr0xxpTNP/8Jt90Gs70/6Bs1im1+YmDYsGHs2LGDzp078+STT3LMMceUeM0LL7zAn//8Z/r06VOgKnTq1Kl07NiRzp07s3LlSi699NKKzHp0IoMRWYXIWkSKjh0i5yOiiHSPSOuEyFeILEPkO0RSirn+SmABcB5wPm5Gmst9Z7OkJZxqClvCyZhK4Kyz4Oef3TRqh9CKFSs4/vjjD+kzq6Jo36dil3Byk7SsBgYA6bh1aUegurzQeXWB94AkYCyqaYgkAIuAkah+i0hjYCeq0fuuiKwCTkZ1u7ffGPgS1WOjnl9I1e+TbIypPtatg7ZtY50LU356AmtRXYdqLq7vydAo590F3A9ETn46EFiK6rcAqG4vMhA66cDuiP3dgO9VLIoMhiKSXNQxY4wpd6EQ/PijBcOqJ0FE0iK2MRHHmlMwIKV7afuJdAFaovpuofseAygiMxFZhMjfSsjHT8DXiPzDG4A/H1iLyF8R+WuJL1HMsa+AriLyiqqOLOY8Y4w5eNu3Q+PGcPTRsc6JKZ2Aqha1NEi0bq772+ZE4oCJwOgo5yUApwI9cFOrfYTIQlQ/KuJZP3hb2HTvq6+B98UFwyRvdYqTReS8wgdV9S0/DzDGGF+aNIHNm90MM6a6SMfNFxrWAtgcsV8X6AjM9SZROBKYgcgQ79pPUd0GgMj7uPV0owdD1TsOJqPFBcNrgIuBBsDvCj8WsGBojCl/VXiybXOAb4D2iLTBVWNeCFyUf1Q1Ezgsf19kLjDe60DzA/A3RGoBuUBfXCmyQhQZDFX1C+ALEUlT1ecqKgPGGAPAk0/Cxx/DtGkWEKsL1QAiY4GZQDzwPKrLELkTSEN1RjHXZiDyEC6gKvA+qu9VVFb9rGf4iohcB5zm7X8K/EdV8yoqU8aYGmjePLcUkwXC6kX1feD9Qmn/V8S5pxfafxW38kSF8xMMn8AthfGEtz8SeBK4sqIyZYypgWxYRT5VRVWJK8cVOQKBAAkJfn7lVzEijxHZKacw1ev83MbPd7qHqo5S1Y+97TJc7x5jjCk/P/xQo4NheImmP/3pT3Tt2pVXXnmFPn360LVrVy644AL27NkDwM0330yHDh3o1KkT48ePB2Dr1q0MGzaMHj160KNHD+bNmwfAP/7xD8aMGcPAgQO59NJL6dWrF8uWLct/5umnn87ChQvZu3cvl19+OT169KBLly5Mnz79wAxWXmnAwmI2X/z8mRAUkaNV9QcAEWmLrV5hjClPe/bAr79WjmD4wc3wc6mmtSzZkSfCb+8t8bRVq1bxwgsvcOedd3LeeecxZ84cateuzX333cdDDz3E2LFj+d///sfKlSsREXbu3AnAuHHjuP766zn11FPZuHEjgwYNYsUKt+zswoUL+eKLL0hNTWXixIlMmzaNO+64gy1btrB582a6devGrbfeSr9+/Xj++efZuXMnPXv2pH///tSuXapVkGJD9aWo6W7qtsKdP4vkJxjeiFu5Yh1uzEgr4DK/DzDGmBJlZEDPnnBCbFeMiLVWrVrRu3dv3n33XZYvX84pp7hF2nNzc+nTpw/16tUjJSWFK6+8krPPPptzzjkHgDlz5rB8+f4Zznbt2sXu3W4yliFDhuTPVzp8+HAGDBjAHXfcwbRp07jgggsAmDVrFjNmzMhfVDg7O5uNGzdWvSnq3PRvA3Hr8A7CTdr9up9LSwyGqvqRiLQHjsUFw5WqmlP23BpjTCEtW8LXX8c6F46PElxFCZfEVJUBAwYwefLkA85ZsGABH330EVOmTGHSpEl8/PHHhEIhvvrqq6jrFUaW7po3b07jxo1ZunQpU6dO5amnnsp/3ptvvsmxx/qaxrPyETkNN2TjbNxk3acAbVDd5/cWvlpnVTVHVZeq6rcWCI0xpmL17t2befPmsXbtWgD27dvH6tWr2bNnD5mZmZx11lk8/PDDLFmyBICBAwcyadKk/OvD6dFceOGF3H///WRmZnLiiScCMGjQIB577DHCCzcsXry4ol6t/ImkA/cC84AOqA4DskoTCMEm6jbGVAZ//zuceWasc1FpNGnShBdffJERI0bQqVMnevfuzcqVK9m9ezfnnHMOnTp1om/fvkyc6MagP/roo6SlpdGpUyc6dOjAf/7znyLvff755zNlyhSGDx+enzZhwgTy8vLo1KkTHTt2ZMKECRX+juXoTdx8p38AfodIbYrrXVoEW8LJY0s4GRNDZ5/tpmKLUYnElnDyp9RLOB0qIgKcgWsrPAuoB1yBG6i/x88tSiwZisibInK2uAlVjTGm/NkYQ3Mw3MDMj1G9CmiNm0r098B6v7fwE+CexDVMrhGRe0XkuDJk1RhjorOlm0x5EWkCNEB1BqoXUXCS8GKVGAxVdY6qXoybLXw9MFtEvhSRy0Qksax5NsYYALZsgZwcC4ambETEW8NwG7AKWI3IVkT+D9Usv7fxVfUpIo1x601dCSwGHsEFx9mlzrgxxkTKy4Nhw6Bz51jnxFRNf8ENpeiBaiNUGwK9gFMQud7vTUocZygibwHHAa8Av1PVLd6hqSKSVvp8G2NMhNat4Y03Yp0LU3VdCgzIX/cQQHUdIpcAs/C57JOfGWieVTfreD4RSfbGHha1urExxvgTDEJ8fKxzYaquxAKBMEx1K6VoyvNTTfrPKGlf+X2AiMSLyGIRedfbbyMiX4vIGhGZKiJJXnqyt7/WO9464h63eOmrRGRQRPpgL22tiNwckR71GcaYSmT9erjtNkhIgD59Yp2baq1169Zs23ZgvKgmcst4rIAig6GIHCki3YBUEekiIl297XSglv98Mg5YEbF/HzBRVdsDGbixIHhfM1S1Ha5Ye5+Xjw641ZFPAAYDT3gBNh54HPgt0AEY4Z1b3DOMMZXB3/7mOsz8619wzjnwyCOxzpGpuk5CZBciu72vu/L34US/NymuZDgI+DfQAngIeNDb/grc6ufmItICN1fcs96+AP2AcAPBS7ixIABDvX2842d65w8FpnjVsj8Ca4Ge3rZWVdepai4wBRhawjOMMbH25ZfwwANw8cWudPjOO26S7hps7969nH322Zx00kl07NiRqVOnFijNpaWlcfrppwNuWaaRI0fSr18/2rdvzzPPPAPA3LlzOe200zj33HPp0KED11xzDaFQqMBzJkyYwCMRf3j8/e9/59FHHz00L1lRVONRrYdqXe9rvYh939WkRbYZqlsW4yURGaaqb5Yxmw8DfwPqevuNgZ2qGvD203HT6OB93eQ9OyAimd75zYH5EfeMvGZTofReJTzDGBNr3bvDww/DVVdBrdJUMh0a9y24j5U7VpbrPY9rdBw39bypyOMffvghzZo147333gMgMzOTm24q+vylS5cyf/589u7dS5cuXTj77LMBN4n38uXLadWqFYMHD+att97i/PPPz7/uiiuu4LzzzmPcuHGEQiGmTJnCggULyuktY0ykP6pzCqWNKnKJp0KKqya9xPvYWkT+WngrOV9yDvCrqkYurihRTtUSjpVXerQ8jhGRNBFJCwQC0U4xxpSnUAiSkmDcuEoZCGPlxBNPZM6cOdx00018/vnn1K9fv9jzhw4dSmpqKocddhhnnHFGfkDr2bMnbdu2JT4+nhEjRvDFF18UuK5169Y0btyYxYsXM2vWLLp06ULjxo0r7L0Osf9D5ElEaiNyBCLvUE7rGYbnmqsT5ZifCU1PAYaIyFlACm6uuIeBBiKS4JXcWgCbvfPTcbMFpItIAlAf2BGRHhZ5TbT0bcU8o+BLqD4NPA1ublIf72SMKav162HgQHj+eTj11FjnpkjFleAqyjHHHMPChQt5//33ueWWWxg4cCAJCQn51ZzZ2dkFznetQQfuF5Ue6corr+TFF1/k559/5vLLLy/P14i1vsANQHjJjv9D9cA1sIpQZMlQVZ/yPs5R1TsiN+Cjkm6sqreoagtVbY3rAPOxN5PNJ0C43D4KmO59nuHt4x3/WN0s4jOAC73epm2A9rj1qr4B2ns9R5O8Z8zwrinqGcaYWAgE4Oqr3WTcrVrFOjeVzubNm6lVqxaXXHIJ48ePZ9GiRbRu3ZqFC13F2ptvFmypmj59OtnZ2Wzfvp25c+fSo0cPwFWT/vjjj4RCIaZOncqpUf7oOPfcc/nwww/55ptvGDRo0AHHq7DwYPsfgBygVdS/BorgZ2jFYz7T/LoJ+KuIrMW17z3npT8HNPbS/wrcDKCqy4BpwHLgQ+DPqhr0Sn1jgZm43qrTvHOLe4Yx5lBTheuug1mzYOJEt5CvKeC7776jZ8+edO7cmbvvvpvbbruN22+/nXHjxvGb3/yG+ELjMHv27MnZZ59N7969mTBhAs2aNQOgT58+3HzzzXTs2JE2bdpw7rnnHvCspKQkzjjjDIYPH37AfSuEyGBEViGyloghcFHOOx8RRaR7ofSjENmDyPgSnjQf+ADVwUAPoBlujUNfiqwmFZE+wMlAk0JthPWAUn0HVXUuMNf7vA7XE7TwOdnABUVcfzdwd5T094H3o6RHfYYxJgbuvx+efBJuusl1mjEHGDRoUNRS2urVq6Oef8wxx/D0008fkF6rVi2mTp16QPr69evzP4dCIebPn8/rr79e9gz7tX8I3ABck9c3iMxAdXmh8+oC1wFfR7nLROADH0/rj+pGAG9O0usQOc1vVosrGSbh2gsTcL1Bw9su9ldBGmNM0VRh0SK48EK4555Y56bGW758Oe3atePMM8+kffv2h+KRPYG1qK4jYghclPPuAu4HCjeO/h5YByyLck1B4UBYMO0zvxktcXFfEWmlqhv83rCqssV9jSkn8+a5kuBvf+vGEoZCrs0wqfJOBGWL+/pT6sV9Rc4HBqN6pbc/EuiF6tiIc7oAt6E6DJG5wHhU07wV6+fgSpXjgT2o/rvcX8rjZ27SZBF5GrdgYv75qtqvojJljKmicnJcj9GUFPA6dRAXV6kDYZiqlqa/RY1TTMEpodCiDU97PfWhpKFubtH4ibhVkQq7A5iI6h4Owc/FTzB8HfgPbhaZYMVmxxhTpS1cCPv2wWuvwe+rzsRPKSkpbN++ncaNG1tAjEJV2b59OykpKdEOB4pZtKG4oXHgmt46AnO9gHckMAORIbieoecjcj/QAAghko3qpCIz6toojyAytkWrPo3CTzAMqOqTfm5mjKnh5nmd96rYxNstWrQgPT2drVu3xjorlVZKSgotWrQo7WXfAO1xw+J+wg2Buyj/qGomcFj+fmQ1KfwmIv0fuGrS4gLhtcDtwC9AeB46BTr5yaifYPiOiPwJ+B9u7Ib3DrrDzwOMMTXIokXQrh0ccUSsc1IqiYmJtGnTJtbZqH5UA4iEh8DFA8+jugyRO4E0VGeU49PGAceiur0sF/vpQPNjlGRV1bZleWBlZR1ojCkHoRD88gs0bRrrnJhDpNgONIc2I5/gFvkt09yaJZYMVdX+XDLG+BMXZ4HQxMo6XNvje0TUYqL6kJ+L/VSTIiIdcWsG5reequrLpcqmMaZ6e+cdtz34INStW/L5xpSvjd6W5G2l4qea9HbgdFwwfB+3mO4XqlqtBt5bNakxB2nMGHj9ddi+3ZUQTY1QaapJD5KfkuH5wEnAYlW9TESOwFus1xhj8n35petFaoHQHEoiD6P6F2/JpgNLd6pD/NzGTzDMUtWQiAREpB7wK1CtOs8YYw5SRgYsWwYjRsQ6J6bmecX7elCz0/gJhmki0gB4BlgI7MEtoWSMMc5XX7mvp5wS23yYmie8gLzqpwdzGz+9Sf/kffyPiHwI1FPVpQfzUGNMNbN3L7Rvv38KNmOqGD8daKIugaGlmA28KrAONMYYU3o1qQPNjRGfU3BLciwEbKJuY4wbaA/WccZUDiK1US11yabEf72q+ruIbQBuUtVfypJHY0w1NHcuNGsGixfHOiemJhM5GZHlwApv/yREnvB7eVn+lEvHBURjjIH333e9SQ/NYrHGFGUiMAhwc5Oqfgv4Xum+xGpSEXmM/WM34oDOwLelzaUxppp67z3o2xfq1Il1TkxNp7qp0NqHvpcd9DW0IuJzAJisqvP8PsAYU42tWwcrV8I118Q6J8ZsQuRkQBFJAq4jXGXqg9/Ffdt5n1epak5xJxtjapD333dfzzortvkwBq4BHgGa45rzZgF/9ntxkcFQRBKBB4CRwHpcFenhIvKYqt4rIl1U1VrMjanJevaECROsvdDEnuo24OKyXl7kOEMReRSoBVyvqru9tHq4KW+CwODqtLyTjTM0xpjSqzTjDEVeAsahutPbbwg8iOrlfi4vrpr0LKC9RkRLVd0lIn8EtuFWrzDG1FSrVsHOnW7WGRtjaGKvU34gBFDNQKSL34uL+xcc0ijFRlUNAltVdX6psmmMqV4efRTOPBPy8mKdE2MA4rzSoCPSCJ9r9lLCictF5NLCi/iKyCWUooeOMaaaCYVcqfDdd6F/f0hOjnWOjAF4EPgSkTe8/QuAu/1eXFybYXPgLSALN/2aAj2AVOBcVf3pIDJd6ViboTFAMAizZ8Ovv0LjxnDkkVCvHtSqBc2bw4oVrtPMnj3u/JdegksvjW2eTUxVmjZDAJEOuKlCBfgI1eW+L/UxUXc/4ATv5stU9aODyGqlZcHQ1Dg//wxvvw3z58Oxx8Itt7hSX2oq5OYWPHf8eHjgAcjOdp+7d3dB8fjjKTTI2dQwMQ+GIvVQ3eVVix5IdYef2/hZwulj4OPS5c4YU2ns2QObNsExx0B8PCxaBA8/DFOmuPa+ww+HJk3cuXFxMG8eNGgA27fDli1uqrWePd3xlBSYNCl272LMgf4LnMP+Gsww8fZ9LUZfYsmwprCSoalW0tPdNGnTp8NHH7mSXmamq/K86CJ45x24/HI3c8xxx1npzpRZiSVDkcG4wfDxwLOo3lvEeefjJnnpgWoaIgOAe4EkIBe4EVc4i5oJoCWqG8v8HhYMHQuGpkrbts11ZKlbF15+GUaNculHHw1Dh0K3bnDhha7k99NPbh7R+vVjm2dTLRQbDEXigdXAANysMN8AIw5oyxOpC7yHC3xjvWDYBfgF1c2IdARmotq8mIwsRLVbWd/Dd7dTY0wlsmsXfPaZK/V9/DEsXQovvuiCYN++8NBDMHAgdOhwYKmvedG/T4wpZz2BtaiuA0BkCjAUKNyx5S7gfmB8fkrBGc6WASmIJFP0lKDzEemB6jdlyagFQ2Oqmq1boWlT1/MzJQVOPhn++U/o3dsdb9UKrr8+tnk0NUmCiEQu6PC0qj7tfW4ObIo4lg70KnC1KwG2RPVdRMYT3TBgcTGBEOAM4BpE1gN7CbcZqnby9RJ+TjLGHGJLlsB//+s6seTlwd690LAhPPus6+xy333QtSv06eMCojGxE1DV7kUci9YYvb9tTiQOtw7h6CLvLnICcB8wsIR8HNSsaBYMjYmVUMhVdb77LiQmumB39dWuLe+229x4v8MPd8cSE6FfP1B11Z433BDr3BvjRzrQMmK/BbA5Yr8ubrH4uV51/pHADESGeO2GLYD/AZei+kPUJ4ik4FasaAd8BzyHaqC0GbUONB7rQGPKVWYmzJoFq1e7oQkZGbBvnwt2p5/u2vquvBLWr3cdX0IhVwLcssUNdP/hB2jUyAVIYyqxEjrQJOA60JwJ/ITrQHMRqsuKOH8uMN4LhA2AT4E7UX2zmAxMBfKAz3Glww2ojivte1TY7Loi0lJEPhGRFSKyTETGeemNRGS2iKzxvjb00kVEHhWRtSKyVES6RtxrlHf+GhEZFZHeTUS+8655VFz32iKfYUyFycqC11+Hr75y+1u2wPDhroT3xBPw4YeQluaCIkDLltCuHbz2GuzYATk5sHu3KwmC6wVqgdBUda6ENhaYiZvGcxqqyxC5E5EhJVw9Flfam4DIEm87PMp5HVC9BNWngPOB35QlqxVWMhSRpkBTVV0krtvsQuD3uLrhHd6aiDcDDVX1JhE5C7gWt1pGL+ARVe0lblaBNKA7rq55IdBNVTNEZAEwDpgPvA88qqofiMj90Z5RXH6tZGhKLRCATz6ByZPhzTddD8/LL4fnnnOdW7791s3Qkpoa65waU2EqwQw0i1DtWuS+39scqmpSEZkOTPK201V1ixcw56rqsSLylPd5snf+KuD08KaqV3vpTwFzve0TVT3OSx8RPi98beFnFJc/C4am1E45Bb780o3tO+88GDnSVYHGx8c6Z8YcMpUgGAZxvUfBddhJBfaxvzdpPT+3OSQdaESkNdAF+Bo4QlW3AHjBKlzsjdYFt3kJ6elR0inmGcaUn2uvhb/+Fc46y0p/xsSKarn89VnhwVBE6gBvAn/xFgcu8tQoaVqG9NLkbQwwBiApKak0l5qa6q67XG/O225zM7oYY6qFCg2GIpKIC4SvqepbXvIvItI0ogrzVy+9qC646biq0sj0uV56iyjnF/eMAryBoU+DqyYt00ua6m3jRtcpZtUqN8H19OmuOjQ8xMEYUy1UZG9SAZ4DVqjqQxGHZgDhHqGjgOkR6Zd6vUp7A5leVedMYKCINPR6hQ4EZnrHdotIb+9Zlxa6V7RnGFM8VTf275df3P7s2a4EePvtsHixG9/3wgsWCI2pZiqyN+mpuHEf3wEhL/lWXLvhNOAoYCNwgaru8ALaJGAwrvHzMlVN8+51uXctwN2q+oKX3h14Eddg+gFwraqqiDSO9ozi8msdaAxffgl//zvMnQtPPulWdMjMhA0b3DCIWrVinUNjKp2Yd6ApJzbo3mPBsIrIyoIFC1yHlcaN3Xi8g/X4425oxCefwBFHwK23wlVXWacYY3yoLsHQpmMzVcvDD7tgBW519pUr3efPP4eOHYseqL5zJ6xd62aE+fZbN/j9aW8u4bffdoPk770Xxo6F2lX+/2tjTClZMDRVy9dfQ5s28NhjkOD9883NdWv27dvnOrf89a9usHvYJZe4mV7CEhOhc2c3MD4+3i10a5NdG1OjWTWpx6pJq4hWrdySRZMn709TdT09n33WremXne1Wb585E446ygXQzz937X5HH+1KlDaUxphyUV2qSS0YeiwYVgGqroTXrJlbwSGarVtd55cZM+Cee9wCt8aYCmPBsJqxYGiMMaVXXYJhhY0zNKbcff+9qw61P+CMMeXMgqGpOu69F4YMsQHvxphyZ8HQVB1LlkCXLrHOhTGmGrJgaKqGrCw3ptCCoTGmAlgwNFXDd9+5cYEWDI0xFcCCoakaFi92Xzt3jm0+jDHVks1AY6qG4cPdgPnWrWOdE2NMNWTjDD02ztAYY0rPxhkac6gEg242mWXLYp0TY0w1ZdWk5uDcfTfs3QstW7rtqKPc/KH165ffM1atcusMtmgBJ5xQfvc1xhiPBUNTei+/DIEAXH45zJkDX3zh9sP693crxAP88Y9uRYi2baFHD+jeff9qE4Wlp7utfXu3VuHevfDTTzBrljtuPUmNqXpEBgOPAPHAs6jeW8R55wOvAz3wFnZH5BbgCiAIXIfqzArLprUZOtZm6JOqW/2hTRsXCMFVY/78M2zaBBs3ulLhoEHu3J49YcUKF9gAGjRwpbzx492SS88959YYnD3blQABpk51HWbmzIEBA1xarVpuTcLExEP/zsaYIhXbZigSD6wGBgDpwDfACFSXFzqvLvAekASMRTUNkQ7AZKAn0AyYAxyDarAi3sNKhrGmWrWmF5s/H9atgwkT9qfFx0Pz5m7r3Xt/ugh88417x59/dssozZrlzgPYvh2uu86tKN+3L4wZ49YhDA+f6Nhx/zqE7dpZIDSm6ukJrEV1HQAiU4ChwPJC590F3A+Mj0gbCkxBNQf4EZG13v2+qoiMWjCMpdmz3aK0o0a54NKsWaxzVLJXX3XB67zz/F8jAk2butLe8OH705s3h19/hXr1IDn5wOuOPBIuuujg82yMqUgJIpIWsf+0qj7tfW4ObIo4lg70KnC1SBegJarvIhIZDJsD8wtd27zccl2I9SaNpawstz31lBtDd+ONrtRVWeXmuirMoUNdADtYcXHQpEn0QGiMqSoCqto9Yns64li0aq/9bXMiccBE4IYo5xV/bTmzkmEsDRniqhDXrYPbb4cHH3QB4r77IDMTli51PTObN3fpgYD7Gh8f/X579rjOKgkJrsS1YYPbT0lxpbmUFNdmV1QHlpJs3uzaCi+5pOzvbIypSdKBlhH7LYDNEft1gY7AXK+56EhgBiJDfFxbrqwDjeeQd6BZtszNplI7ot150yYXqJo2Ldh5JC7OBU1VV7Xavz+89ZarchTZfywUggULXK/NZ5+Fq6468LlpadCtmztv5Ur3jKZNS5f3qtbOaUxlF8iFYA6EAhAKFvoa8TkvC3J2Qe4eyMuGYO7+LZDj7hHIcecFst05gSyXFsiGYJ7bQnluP5Drvl46HRq1KVPWS+hAk4DrQHMm8BOuA81FqEYfNCwyFxjvdaA5Afgv+zvQfAS0tw401Ymqa3Nr0wY+/HB/esuIP4K6dXPHNmxwww0AkpLcNQDHHAM33bQ/MIm4qstwYBs0CN55B7Kz3Rauku3Y0R1/4w144AH3+aSTXAeWtm1dhxYR18Nz504XYPfscSXNU0914wgtEJqqKhiA3N2Qswfy9rmgEgyAhrwt6AWLwP6gEcyLCDoRwSToBapgrtsPBd2mQXev8H3y7xUR1MLP2bsVdv8M2TvL98WYYIsAAAzcSURBVD0TUiExFRJSIDHF7SckQ3wixCe5z7X+v70zD7KrqvP453vf0unuJCRAUMIiYFEiFSRgVFRqynJFoWAoodDSAYHRckFxF5wqZhxrxho3cK+iEEFxUEBKEJeUw1Clk5IlmYQlLEKJS2JIQJLQoUl3v3d//nHO63ffy2vSy+t+nXt/n6pX79777j3nd+7v3fM92z3nwPDd+MwGZjWki4DVhFcrrsZsI9K/A2sxu/V5rt2IdANhsE0N+NBsCSF4zXCcOa0ZrlkThOWaa8LgmV6QpqEZdvXqILp33x3EdMuW8PvppwcxzTIwAA8+GJpuHaebPLcDnrgPttwLO/6cEZEoHNn9NCMyaRq/28SmIUqN7fpYrE0Nd9/2pAxJJX4noBIoCcKTVCApZbaTcJ7isYEDYNHBsPAFQbQavyWlGF6pGUZSgsoAVBdC30KoDDbFrVSFchVKUfDmsMCal+nYXAwjcyqGF1wAN94YXjcYnCf/ITMYGmoOjFm3DrZuDdsLF8KiRXDQQc3XIpx9mzRt1mDMwjexub1ljEIjU7U9z7MUhp+GZ7fBrm0wtAV2boZnNoemt0Ztqz7abI6r7YbR4SBK9dEoWmloymvQt1/I2MdFoyEQ5Sgq5bZPkhGjclM4xq+Jx6sLoW8x9C0KYlIdbAqKkiAg42FEASr3BaFJypntKFANWwreUpIXMfRm0rlg/frwft4HPhAE57rr4NxzQSOw/anwIDYeYpVis2eSeci09wduvFAzUeEmXi81w1MSt2NcgwMhc0Jw4olt4RJK2buehOe2w+6dIRPLhjdua9bmTLxKmp+WgWJtGW0nu0d3wfY/wfbHYdfW1t8bYSal1m1LY2bbIbNvOdYQhHqzpjHebJa22pXWm/0z7eelGXHJhruHK9QMazz87O1IW8Np+CHblJcVsZb42sUt7WDHLBaAy/2weHkQm4afG7WWvkWh6a4yANWBUItp+Kx/KRx8fPgMHjh79jnOBLgYzpTV/wKb1jYze7PQid3IMHc9C19+FJZXYMcXYEcNxsbArocv3thr6/dBBAP7x4yWPYUsKxZZ8R0X/hhGowAwflzNmkS2qSt7DsQaQrVZW2hk5mjPwgy0FgiCwfHLWsU7WwNTsmc4jbCUuSZrX0s6kma8WfuydCx4qfW7pYDVfl6Ms38JDC4Ln8XLg6gVvKbk7Ju4GM6URudzo3QvoLKkefwXa+FvNfj02XDc4TA0DJ/6I5xyEgwsDU03WKZj3ZoZOnRotno+srW/DNlaQXsz1/h2psY0Ue2skfn1Lw3NTUkST81k8O21L2g7FmtQTYNoyVyztmftrvTD0iNgv8NC34rjOE4X8T7DyKz0Gd5+e3gN4uKL4Yoruhu24zjOPCAvfYYuhpGui+Ezz8Bxx4XZVTZsCCMxHcdxckZexNCbSWeLahXOOQfOPNOF0HEcZ57jNcPIdGuGaWqtPWxpGl5Qf+ELmcy9ncndn47rbIIYpxNWXzlBPljCcQqN1wwdAC689h5WXnUFDy97EWuOWMnHf3sdb/n97zj1/K/z9EAXV3ufh0jQXykxUC3RVy6xoJKwoFKilDy/QHZTxLsZx1SZahxSKEAsqJSolhOSaRYknq+QVS4l4z6plJJpD+xMJJYt6uPg/RawbFEf5WR6c/pP2m+z5K9KOaGvnFAtJ5QyN6OvXGKgr8TCvjLlCf6vpURe2CsQLoYz5KyjF/OG+3/BgqGdmITMWHf2hbzn9FUgdZx2vZ2ZPG/dfFinEpQZjIzVeW6szvBond1jKbvH6uweq5NOQiWmY/dUr5ibfGzykZgZI7Vwn4Z212YW6wTRjsbwh0frjNXTzidNglrdGBqZmY15oBrFtFJK9urp+dLGNlFhSRLVUkJfJaQny9XnvYLDDyh2d46L4Qw59eRj4Omn4M470S9/CYODvPzSS3m5lyidfZzh0RpP7NzNU7tGqafTz+on+yh0+4kxYKyeMlpLGaml44U0MxippQyP1tg1UqNe75y2WmrsrtUZGUuppZMrWEyu+Dv7dLrnqdn4vRirpy22Vsu+mp/3GUbmfNUKx3GcHJCXPsPcFgcknSLpEUmPSbqk1/Y4juM485dciqGkEvAt4K3AscA7JR3bW6scx3Gc+UouxZCwGORjZvYHMxsFfgSc0WObHMdxnHlKXsXwEOAvmf1N8VgLkt4naa2ktbWaj5xzHMcpKnkVw05DuvYYKWRmV5rZKjNbVS77wFrHcZyiklcx3AQcltk/FPhrj2xxHMdx5jl5FcN7gKMlHSmpCrwDuLXHNjmO4zjzlFy2DZpZTdJFwGqgBFxtZht7bJbjOI4zT/GX7iOSUuC5KVxSBoo26qaIaYZipruIaYZipnumae43s32+ldHFcJpIWmtmq3ptx1xSxDRDMdNdxDRDMdNdxDR3Yp9Xc8dxHMeZKS6GjuM4TuFxMZw+V/bagB5QxDRDMdNdxDRDMdNdxDTvgfcZOo7jOIXHa4aO4zhO4XExdBzHcQqPi+EUKco6iZIOk3SHpIckbZR0cTy+v6RfS3o0fi/tta3dRlJJ0npJt8X9IyXdFdP84zirUa6QtETSTZIejj5/dd59Lelj8b/9gKTrJS3Io68lXS1pm6QHMsc6+laBr8f87T5JJ/bO8rnFxXAKFGydxBrwCTN7KXAS8KGY1kuA283saOD2uJ83LgYeyuz/F3B5TPN24MKeWDW7fA34lZkdAxxPSH9ufS3pEOAjwCozW0GYqeod5NPX1wCntB2byLdvBY6On/cB35kjG3uOi+HUKMw6iWa2xcz+P24PETLHQwjpvTaedi3wj72xcHaQdChwKnBV3BfweuCmeEoe07wY+AfguwBmNmpmO8i5rwkzr/RLKgMDwBZy6Gsz+w3wdNvhiXx7BvB9C9wJLJF08NxY2ltcDKfGpNZJzBuSjgBOAO4CXmBmWyAIJnBQ7yybFa4APg2kcf8AYIeZNaaryqPPjwKeBL4Xm4evkjRIjn1tZpuBLwN/JojgTmAd+fd1g4l8W8g8DlwMp8qk1knME5IWAj8BPmpmz/TantlE0mnANjNblz3c4dS8+bwMnAh8x8xOAJ4lR02inYh9ZGcARwLLgUFCE2E7efP13ijC/70jLoZTo1DrJEqqEITwh2Z2czy8tdFsEr+39cq+WeC1wOmS/khoAn89oaa4JDalQT59vgnYZGZ3xf2bCOKYZ1+/EXjczJ40szHgZuA15N/XDSbybaHyuCwuhlOjMOskxr6y7wIPmdlXMz/dCpwXt88Dbplr22YLM7vUzA41syMIvv1fM3sXcAdwVjwtV2kGMLMngL9Iekk89AbgQXLsa0Lz6EmSBuJ/vZHmXPs6w0S+vRU4N44qPQnY2WhOzTs+A80UkfQ2Qm2hsU7if/TYpFlB0snAb4H7afaffZbQb3gDcDghQznbzNo75/d5JL0O+KSZnSbpKEJNcX9gPfBuMxvppX3dRtJKwqChKvAH4HxCYTm3vpb0OeAcwsjp9cA/E/rHcuVrSdcDrwMOBLYC/wr8lA6+jQWDbxJGnw4D55vZ2l7YPde4GDqO4ziFx5tJHcdxnMLjYug4juMUHhdDx3Ecp/C4GDqO4ziFx8XQcRzHKTwuho7TJeLKDx+M28sl3bS3a2YQ18r4mo/jOF3AxdBxuscS4IMAZvZXMztrL+fPhJWAi6HjdAl/z9BxuoSkxiomjwCPAi81sxWS3kNYFaAErAC+Qni5/Z+AEeBt8YXnFxOWCFtGeOH5vWb2sKSzCS9K1wkTSr8ReAzoBzYDXwBuA74BHEeYa/TfzOyWGPeZQB9hHs7/NrPPzfKtcJx9jvLeT3EcZ5JcAqwws5VxpY/bMr+tIKz8sYAgZJ8xsxMkXQ6cS5jV6Erg/Wb2qKRXAd8mzI96GfAWM9ssaYmZjUq6jLAW30UAkv6TMH3cBZKWAHdL+p8Y9ytj/MPAPZJ+XpRZRRxnsrgYOs7ccEdcF3JI0k7gZ/H4/cDL4uogrwFuDDNiAaE2B7AGuEbSDYQJpTvxZsIk45+M+wsIU20B/NrM/gYg6WbgZMDF0HEyuBg6ztyQnd8yzeynhOcwIaylt7L9QjN7f6wpngpsiPOItiPg7Wb2SMvBcF17X4j3jThOGz6AxnG6xxCwaDoXxrUiH4/9g8RVA46P2y82s7vM7DLgKcISO+1xrQY+HCdaRtIJmd/eJGl/Sf2Evss107HRcfKMi6HjdInYFLlG0gPAl6YRxLuACyXdC2wkDMYB+JKk+2O4vwHuJSw1dKykDZLOAT4PVID74nmfz4T7f8APgA3AT7y/0HH2xEeTOk6OiaNJxwfaOI7TGa8ZOo7jOIXHa4aO4zhO4fGaoeM4jlN4XAwdx3GcwuNi6DiO4xQeF0PHcRyn8LgYOo7jOIXn70AJwJ6ZAzsQAAAAAElFTkSuQmCC\n", "text/plain": [ - "
" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1419,29 +1427,27 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 88, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1457,29 +1463,27 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 89, + "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1496,7 +1500,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 51, "metadata": {}, "outputs": [], "source": [ @@ -1509,7 +1513,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 52, "metadata": {}, "outputs": [], "source": [ @@ -1523,29 +1527,27 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 67.14155844155843, 'participant_id')" + "Text(0.5,81.78,'participant_id')" ] }, - "execution_count": 92, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1567,7 +1569,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 54, "metadata": {}, "outputs": [], "source": [ @@ -1582,29 +1584,35 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 55, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda3/lib/python3.6/site-packages/pandas/plotting/_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n", + " series.name = label\n" + ] + }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 111, + "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1617,29 +1625,35 @@ }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 56, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda3/lib/python3.6/site-packages/pandas/plotting/_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n", + " series.name = label\n" + ] + }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 112, + "execution_count": 56, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1652,29 +1666,35 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0, 0.5, 'share_of_funds_requested')" + "Text(0,0.5,'share_of_funds_requested')" ] }, - "execution_count": 96, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda3/lib/python3.6/site-packages/matplotlib/scale.py:111: RuntimeWarning: invalid value encountered in less_equal\n", + " out[a <= 0] = -1000\n" + ] + }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1687,29 +1707,35 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 0, 'share_of_funds_requested')" + "Text(0.5,0,'share_of_funds_requested')" ] }, - "execution_count": 97, + "execution_count": 58, "metadata": {}, "output_type": "execute_result" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda3/lib/python3.6/site-packages/matplotlib/scale.py:111: RuntimeWarning: invalid value encountered in less_equal\n", + " out[a <= 0] = -1000\n" + ] + }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1721,29 +1747,27 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 0, 'proposal_age')" + "Text(0.5,0,'proposal_age')" ] }, - "execution_count": 98, + "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1755,29 +1779,35 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 1.0, 'phase: Triggers & Conviction')" + "Text(0.5,1,'phase: Triggers & Conviction')" ] }, - "execution_count": 99, + "execution_count": 60, "metadata": {}, "output_type": "execute_result" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda3/lib/python3.6/site-packages/matplotlib/scale.py:111: RuntimeWarning: invalid value encountered in less_equal\n", + " out[a <= 0] = -1000\n" + ] + }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1792,29 +1822,27 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 100, + "execution_count": 61, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1829,29 +1857,35 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 101, + "execution_count": 62, "metadata": {}, "output_type": "execute_result" }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda3/lib/python3.6/site-packages/matplotlib/scale.py:111: RuntimeWarning: invalid value encountered in less_equal\n", + " out[a <= 0] = -1000\n" + ] + }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1864,7 +1898,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 63, "metadata": {}, "outputs": [], "source": [ @@ -1873,14 +1907,14 @@ }, { "cell_type": "code", - "execution_count": 126, + "execution_count": 64, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, "metadata": {}, @@ -1894,16 +1928,16 @@ }, { "cell_type": "code", - "execution_count": 125, + "execution_count": 65, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, "metadata": {}, @@ -1917,7 +1951,7 @@ }, { "cell_type": "code", - "execution_count": 127, + "execution_count": 66, "metadata": {}, "outputs": [], "source": [ @@ -1947,19 +1981,17 @@ }, { "cell_type": "code", - "execution_count": 128, + "execution_count": 67, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhgAAAEWCAYAAAAkZu79AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3Xd81dX9+PHXuTN7kUl2ICGEEYEAKi5ABAQUcYDibOuoirbVtlb9qnX3p2hbN2qr2CraUEeVIYrgRFkiK4FANknI3nef3x/3BgNk594szvPxyIPkc8/nnHMvkPu+Z7yPkFKiKIqiKIriTpr+7oCiKIqiKEOPCjAURVEURXE7FWAoiqIoiuJ2KsBQFEVRFMXtVIChKIqiKIrbqQBDURRFURS3UwGGoiiKoihupwIMRTmBEGKpEOLTHt67Vghxnbv7NBC1fq5CiOuFEF97oI03hBCPurteRVE8TwUYinICKeW/pZQXdFZOCPGQEOJfJ9w7V0r5pif6JYQ4UwixUQhRL4SoFUJ8JIRI9URbbbTtsecqhNgkhDAJIRqEEBVCiP8KIaJ6UI8UQozsbX8URXEPFWAoyiAghDgD+BT4EBgOJAI/Ad8IIRL6r2duc7uU0g9IAYKAZ/u5P4qi9JIKMJQBTwgR6/pUWy6EqBRCPO+6rhFC3C+EyBdCHBVCrBRCBLoeS3B9or1OCFHg+mR8n+ux4UKIZiFESKs2JrjK6E8c7hdCjBFCbBBCVAkhyoQQ9woh5gD3Aotdn7x3ucpuEkL8qjf9a8f/A1ZKKf8mpayXUlZJKe8HfgAedNV50jRF60/1Qoh5QoidQog6IUShEOKhVuU6er06fa5t/J2ltnrNsoUQV3Ty1wyAlLIKWA2MbafeG4UQOa56PxJCDHdd/9JVZJerj4u70p6iKJ6jAgxlQBNCaIGPgXwgAYgGVrkevt71NR1IAvyA50+o4ixgFDATeEAIMVpKeQT4Dri0VbmrgEwppfWE9v2Bz4B1OEcORgKfSynXAY8D70op/aSU6W10v0f9a+M18AHOBP7TRhvvAZ1O57g0AtfiHCGYB/xaCLGws/508bm27q8vsAF4GwgHrgReFEKM6ayDQohQnH8vO9t4bAbwBHAFEIXz38QqACnlOa5i6a4+vttZW4qieJYKMJSBbgrON/bfSykbpZQmKWXLp/SlwDNSysNSygbgT8ASIYSu1f1/llI2Syl3AbuAljfHt3G+8SGEEMAS17UTzQdKpZTLXW3XSym/72Lfe9O/1kJw/l8taeOxEiCsK52RUm6SUu6WUjqklD8B7wDnnlCsK/3pzHwgT0r5TymlTUq5A+eoxGUd3PN3IUSNq80S4HdtlFkK/ENKuUNKacb5ep4xRKaIFGXIUQGGMtDFAvlSSlsbjw3H+Sm2RT6gAyJaXStt9X0TzlEEgEycb07DgXMACXzVTvuHetb1XvWvtWrAgfNT+4migPKudEYIMVUI8YVrqqkWuAUIPaFYV/rTmXhgqhCipuULZ3AQ2cE9d0gpg6SU0VLKpVLKtp7Tca+nK2irxDmqpSjKAKMCDGWgKwTiTvjU3+IIzjezFnGADSjrrFIpZQ3ORZNX4JweeUdKKdtpf0R71XTSTI/7d0JfG3FO6VzexsNXAJtd3zcCPi0PCCFOfEN/G/gIiJVSBgIvA6Kr3ehGlwuBza6AoeXLT0r5627U0ZbjXk/XVMwwoLiX9SqK4gEqwFAGuh9wDpk/KYTwFUJ4CSGmuR57B/itECJRCOHHz+sE2hrtaMvbONckXErb0yPgXP8RKYT4jRDCKITwF0JMdT1WBiQIIdr7f9Tb/rV2D3CdEOIOVx+ChTM/xDk41yWAc3phjBDiNCGEF/DQCXX4A1VSSpMQYgrOwKqrOnuurX0MpAghrnEtmtULISa3tb6km94GbnA9PyPO1/N7KWVeqz4m9bINRVHcRAUYyoAmpbQDC3AuriwAioCWHQL/AN4CvgRyAROwrBvVfwQkA2WuNQdttV8PzHL1oRQ4iHPRJvy86LJSCLGjjdt727/W/fgamA0swhlwVQHXATOklLtdZQ4AD+NclHoQODHx1a3Aw0KIeuABnAtEu6qz59q6r/U4F54uwTnqUAr8BTB2o7226v0c+D+c6zlKcI4sLWlV5CHgTde0TJd2rSiK4jmi7VFhRVEGMiFEOrARuEpKub6/+6MoinIiNYKhKIOQa8RlITCunfUpiqIo/UqNYCiKoiiK4nZqBENRFEVRFLdTQ6udCA0NlQkJCf3dDUVRlEFl+/btFVLKLiWBU4YmjwYYQogg4DWc5wpI4BdANvAuzrTPecAVUspqVzbFvwEX4kzwc70rAyDCeST0/a5qH205wVEIMQl4A/AG1gB3SimlcJ4x0a022pOQkMC2bdt6+1IoiqKcUoQQ+Z2XUoYyT0+R/A1YJ6VMxZlyeD/O/fyfSymTgc9dPwPMxbllMBm4CXgJwBUsPAhMxZk2+kEhRLDrnpdcZVvum+O63q02FEVRFEVxL48FGEKIAJxJgF4HkFJaXNkTLwbedBV7E+dKeFzXV0qnLUCQECIK597/Da7TI6txHqI0x/VYgJTyO1cGxpUn1NWdNhRFURRFcSNPjmAk4Twj4Z+uI6Jfc6X2jZBSlgC4/gx3lY/GmWK4RZHrWkfXi9q4Tg/aOI4Q4iYhxDYhxLby8i4d86AoiqIoSiueDDB0wETgJSnlBJznJNzTQfm2zkSQPbjekS7dI6VcIaXMkFJmhIWpNUqKoiiK0l2eDDCKgKJWR1tn4gw4ylqmJVx/Hm1VPrbV/TE40wx3dD2mjev0oA1FURRFUdzIYwGGlLIUKBRCjHJdmgnsw3n+w3Wua9cBH7q+/wi4VjidDtS6pjfWAxe4DncKxnnGwXrXY/VCiNNdu0OuPaGu7rShKIqiKIobeToPxjLg30IIA3AYuAFnUPOeEOKXOA+vajmCeg3O7aM5OLeQ3gAgpawSQjwCbHWVe1hKWeX6/tf8vE11resL4MnutKEoiqIoinupVOGdyMjIkCoPhqIog4F0SBprLdRXmaivaqap1oLd5sBhlzgcEp1eg9Fbh8FHh9Fbj9FHh8Fbh7efHm9/g1v7IoTYLqXMcGulyqCiMnkqiqIMQlaznZKcGooP1FBd2khteTO15c3YrY4e1Rce70/qGVEkT47Ay1fv5t4qpyIVYCiKogwCTXUWynJrKcuto+RQLaWHa3HYJRqtIDDch6Bwb+LSQggM88YvxAv/EC/8go1o9Ro0GoHQCOxWB+ZmG5ZmG+YmG+ZmG+YmKw1VZg78UMaXqw7wTWYOo8+M4oxLRmDwVm8RSs+pfz2Koij9zGF3UHq4jtLDtVSXNFJV2kRteRPSLp376KVzxAJAaAShMX6kz4glJjWYqJFB6I3aLrWjM2jRGbT4BhpPemzCBXFUFDaw56ti9n5VTN7uCs67OpX4McPc+EyVU4lag9EJtQZDURRPcNgd5Gw/yuEfKyjcX4Wl2QaAT6CB4EhfgiJ80OlcG/0E+AUbiUgIIDTOH72hawFFT5Xm1rJxZRbVJY2MOj2SqRcl4R/i1a061BoMRQUYnVABhqIo7uRwSHK2lfHDx7nUHm3GN9BA3NhhxI8dRnRK8IBZ/2C3Otj6SS47NxSAgDFnRTNpTjy+QSePfrRFBRiKCjA6oQIMRVHcQUpJ/p5Kvnv/EFVHGhkW7cfUixJJGB+KM5XPwFRX0cz2tXns/64UjVaQdmYU6efHERjm3eF9KsBQVIDRCRVgKIrSW5XFDXyTeZDC/dUERfgwZUEiIyeGIzQDN7A4UW25M9DI/r4U6ZCMnBTOxDnxhMb4t1leBRiKCjA6oQIMRVF6qrHWzNaPc9n39REM3jomz0tk7HnRaLWePKXBsxqqzezaWMjer4qxmuyMmhrJ1ItPXqOhAgxFBRidUAGGoijdZWm2sXNDAT9+VoDDJhlzbjRT5iXi5Tcw1le4g7nJyo71+ez6vAgEnDYzlox5Cej0zgWoKsBQ1DZVRVEUNyrcX8WGf+ylud7KyIxwpl6URFC4T393y+2MPnrOuGQkY86J5vsPD7N9XT6F+6uYc/O4bu84UYYmNYLRCTWCoShKV0gp2bE+n+8/PExwlC8zrxtNeHxAf3erzxz+sZzP3tiHVqdh9o1jiU0NUSMYp7jBOxGoKIoyQFhMNtat2MOWDw4zYlI4l/5h0ikVXAAknRbG5fdk4O2n56O/7uzv7igDgJoiURRF6YWGahMfP/8TVSWNTLtsJOkzYwf0tlNPCo705bJ7Mtj45v7+7ooyAKgAQ1EUpYcqiur5+PmfsJhszL99PHFpKq22wUvH7JvGwi393ROlv6kAQ1EUpQcK91WxdsVuDF46Ft09idAYv/7u0oBxqo7gKMdTAYaiKEo35e4qZ92KPQRH+jL/9vH4BatdE4pyIhVgKIqidMPhH8tZ/+oeQmP9ueiOdIw+Qye3haK4kwowFEVRuujwTmdwERbvz4I7TsPorX6FKkp71DZVRVGULijYV6mCC0XpBvU/RFEUpRNVJY2sf3UvwVG+XHTHaRhUcKEonVIjGIqiKB0wNVj55MWf0OoE824br4ILRekiFWAoyinM0myjsriB5npLf3dlQLLbHKx9ZTeN1WYu/PV4dcaGonSDCsUVZYiRUtJQbeZoXh0N1WYsJhvmZhuWZhvmRhumRivmJisN1WbMTTYADF5a5t4yjpjUkH7u/cDy9XsHOXKwhvNvSCMyKbC/u6Mog4oKMBRlCLDbHeTtqiD7+1JKc+torjt+REJn0GDw0uHlp8fooyMg1JvhI4PwG+aFX5CR7evy+d9zu5hxTSqjTo/qp2cxsBzcWsaeL4s5bVYco6ZG9nd3FGXQUQGGogxiTXUWfvqikP3flNBUZ8Ev2Eh8WgjhCQGEJwQQGOaNwUuLRtvxbGj82GGsfWU3n72xn/oqM5Pmxp/S2Rhrypr44l9ZRCYFcvrCpP7ujqIMSh4NMIQQeUA9YAdsUsoMIUQI8C6QAOQBV0gpq4Xzt9nfgAuBJuB6KeUOVz3XAfe7qn1USvmm6/ok4A3AG1gD3CmllD1pQ1EGm/KCej558Scaa80kjB3GmHOiiRszDI2m+4GB0UfPgttPY+Nb+/n+o8PojVrSZ8Z6oNcDn81qZ92re9DoBBf8agzaToIzRVHa1hf/c6ZLKU+TUma4fr4H+FxKmQx87voZYC6Q7Pq6CXgJwBUsPAhMBaYADwohgl33vOQq23LfnJ60oSiDzaGdR/nvU9sRAq64dzLzbksnYVxoj4KLFlq9hvOvTyMxPZRvVudQmFXlxh4PDs31Fjb/O5vKogbOvz7N44s6HSYT0uHwaBuK0l/6IzS/GHjT9f2bwMJW11dKpy1AkBAiCpgNbJBSVkkpq4ENwBzXYwFSyu+klBJYeUJd3WlDUQYFKSXb1+Wx7pU9DIvx47J7MgiL9Xdb/UIjOP+GNIIjfVj/6h5qy5vdVvdA1VBtYsf6fP771Hb+8YevydpSysQ58SSMC/VYm5aiYkoeeJDsyVOofustj7WjKP3J02swJPCpEEICr0gpVwARUsoSAClliRAi3FU2GihsdW+R61pH14vauE4P2ihp3WkhxE04RziIi4vr7nNWFI+QDsnX/znIT18UkTw5ghnXpqLTa93ejsFLx4W/Hsd/ntjG2pd/YtHvJ2HwGlrLtaRDUphVxZ7NxeT9VIGUEBrrx+QLE0gYH0pYnPuCttasR45Q8dJL1Lz/AUIIhE5H048/EnLddR5pT1H6k6d/a0yTUh5xvcFvEEJkdVC2rbFd2YPrHenSPa5AaAVARkZGZ3Uqisc57A42vpVF9pZS0mfEMu2ykYheTId0JjDMh9m/Gsv/nvuRDf/Yx9ybx3a6UHSwqClr4tPX91JeUI+Xn54JF8SRdlY0gWHeHmvTXl9P5YoVVL25EqQk+IorGHbTjZQ8+CCW3DyPtaso/cmjAYaU8ojrz6NCiPdxrqEoE0JEuUYWooCjruJFQOtVZTHAEdf18064vsl1PaaN8vSgDUUZsGxWO+tf3UveTxVMvSiRSXMT+mSHR2xaCGcvTuHLVQf4ctUBzr1q1KDeWSKlJOu7Ur589wA6nYYZ144mZXIEWr3nAidptVK96l0qXngBe00NARctIPzOO9FHOwdbjQmJNH3/A9LhQGiGRgCnKC089i9aCOErhPBv+R64ANgDfAS0jAdeB3zo+v4j4FrhdDpQ65rmWA9cIIQIdi3uvABY73qsXghxumt3yLUn1NWdNhRlQLJZ7ax9aTd5P1VwzpIUMi5M7NM3+XHnxTBxdjx7vzrC9rX5fdauu1lMNj775z42rtxPRLw/i++fwugzozwWXEgpqf/iCw5fdDFljz2GcdQoElZnEv3//t+x4ALAkJiINJmwlZZ6pB+K0p88OYIRAbzv+mWoA96WUq4TQmwF3hNC/BIoAC53lV+Dc/toDs4tpDcASCmrhBCPAFtd5R6WUrYsb/81P29TXev6AniyO20oykBks9pZ+/JuCvZVMf2aVNKmDe+Xfpy+MInGGjPff3QY3yADo8/sn370VF1FM2te2k3VkQamXpTIxDkJvdpt0xnrkSOU/N8DNH7zDYaEBGJefBG/6ee1GRgaEhMBMOfmoh8+uF5XRemMxwIMKeVhIL2N65XAzDauS+C2dur6B/CPNq5vA8a6ow1FGUjsVgfrXtlDwd7+DS4AhBBMvyaVpjozm/6VjX+I16BJKV6UXc36FXuQUjJ/WTpxacM82l7duvWUPPAA2GxE/Okegq+8EmEwtFvekJgAgOVwLkyb5tG+KUpfG1pLwxVlEKqvMnFox1Hy91TSXG/FarZhbnJ+Tb+6f4OLFlqdhtk3jeO/T21n3Yo9XPbHDIIifPq7Wx3a+1Uxm985QFC4Nxf+erxH++toaqL08cepzVyN1/jxRD/9FIYu7EDThYWh8fXFkpvrsb4pSn9RAYai9JPDO8vZvi6Po/n1AAyL9iUg1Bu9lxa9UUdcWghJp4X1cy9/ZvTWMe/W8fznyW18/MIuLvtjBl6++v7u1kmklGxfm8/3Hx0mbswwZv9qjEePWLcUFFB0+zLMBw8y7OabCbv9NoS+a6+LEAJDUhKWPBVgKEOPCjAUpY811Vn4ctUBDu04SnCkD2dcMoKkCWEEhQ/sEQGAgFBvLrxlHB/8dSfrVuxmwbLT0Or6ZveDqdFKVUkj1SWN2G0S/xAjfiFe+Id4YfTRIYQ4LlfIqKmRTL821aOpvhu++oriu+4GIYh99VX8zur+NIchMYGmrdvc3zlF6WcqwFCUPiKl5MAPZXz93kEsZhunL0zitFlxg+6si6iRQcy4OpXP3tjPp6/tdZ7X4YEgw2a1U5RVTe6uCvL3VNJYY263rN5Li3+IF1qdhvKCetJnxjLtUs/lCpFSUvX66xxd/gzGlBRinn8OQ2zPzm4xJiZS99H/cDQ1ofEZ+EGmonSVCjAUpQ9Ulzay+Z0DFGdXE5EYwIxrRxMS5dvf3eqxUadHYW628dW7B1m3Yg9zbhzrti2f5QX17N5UxMHtR7GZ7ei9tMSlDSMiMYCQKF+CI33QGbTUV5loqDJRX2WivtJEXaWJxhoz0y4bSfrMWI9t55V2O6WPPELNqnfxnzuH4Y891qvAoGUniSU/H6/Ro93VTUXpdyrAUBQPstsdbPskjx3r89EZtJx7ZQppZ0d7dJtkXxk/PRaNRrD5nQOsfWU3c24e2+PU5Xa7g0M7jrL7iyJKD9ehM2hInhzBiInhxKQEtxm8+AQYiEgI6O3T6BaHyUTxXXfT8PnnDLvxV4T99re9TpB1LMDIzVUBhjKkqABDUTzEYXew4fW9HNpRTsrUCKZdmoxPQPtbFgejsefGIDSCTf/O5oNndjLjmtGEDO/6yIyp0crer4rZvamYxhozgeHenHV5MqlnRGL0GVgLSO21tRTe8muaf/yRiPvuI+Saq91SryE+HoTArHaSKEOMCjAUxQMcDslnb+zn0I5ypl02ktPOH7qH5o05OxqDt47N72Tz7mM/MHFOPJPmxHc4mmG3Otj5WQHb1+VjM9uJSQ3mvKWjiB8zzKNnrPSUvaGRgptuwrRvP9HPPkvAnNluq1vj5YU+KsqZC0NRhhAVYChKD9msdizNdizNNqxmO3qjFu8AA3qjlo0r93NwaxlnXDJiSAcXLZIzIohOCeabzINs+ySPnG1HOfeqUcSMCj6pbGFWFV++c4CasiYS00OZsiCJ0Bi/fuh11ziamym85WZMe/YS87e/4n/++W5vw5CUpHJhKEOOCjAUpZvqq0x8998cDm472ubjGo3A4ZDOtNSz4/u4d/3HJ8DArF+MYdTpkWx+O5sPn93JqNMjmXbpSDRawaGd5RzcWkZRVjUBYd7Mvz2d+LGezazZWw6zmaLbbqN5x06in37KI8EFONdh1O7YgZRyUB8opyitqQBDUbrIaraz49N8fvy0AAmknx9LUJg3ei8deqMWq9lOU52F5noLwZG+jD4zqr+73C/i0oZx5QNT2bY2j52fFpD7Yzk2mwOHTRIQ5s3pC5NInxGLztCzBaF9qfzZv9L47XdEPfEEARde6LF2DIkJOJqasB09ij4iokd1SIcDS14etrIyHGYz0mIBhwNtYCDa4GC0wSHoQochtAP/dVeGBhVgKEoXFOytZNO/s6mvMpGcEc4Zi0biH+LV390asHQGLadfPIKUyZFsW5OLT4CR5CkRhMf7D6pP6M0//YRPRgZBlyz0aDvGVjtJuhpgOJqaaNq6lcbvttC8ezfm/ftxNDV1eI8wGDDEx2NISsKQmIAxKQlDYiKGxES0fgN3mkoZnFSAoSgdMDVY+fo/B8n+vpTgSB8uuWsCw5NPXlegtC1kuC8X/Oqk8wgHDUthAX7nnOPxdlpvVfU9/fR2y5kP59LwxRc0fPklTTt2gNWKMBjwSksj8JJL8BozBkNsDMJodB6yJjQ46mqxVVVjr6rEUliE5fBhzFlZ1G/YAA6Hs2KtlviVb+IzaZLHn6ty6lABhqK0I++nCja+tR9zo42MCxOYNLfjnRHK0OJobsZeXtHjDJ3doYuIQPj4HLdVVTocWPLzMe3ZQ/Oun2j8+msseXkAGEeNIuTaa/CbNg3viRPReHV/NE1aLFgKCzEfOEDxb39H84+7VIChuJUKMBTlBDaLnW9X57B7czHDYvy46M4JA3qXg+IZlsJCAPR9EGAIITAkxGPavYfqd96h8dtvafxhK47aWufj3t74TJxI8DVX4z99OvrhvT9hVxgMGEeMwDhiBKUP/RlLQUGv61SU1lSAoSitVB1pZP1re6g60kj6zFjOWDjCbSmwlcHFWlQE0CcjGADGpBHUffwxzTt3oh8+HP9Z5+MzYQJeY8dhHJGE0Hnu17U+Ph5LQb7H6ldOTSrAUBSXouxq1r68G61ew4Jl6cSNGdhbKBXPsnpwBMMhHXxe8DmZBzK5Nu1apkVPI+z22/CZMhnfKVPQx8f36WJYQ1wczTt29Fl7yqlBBRiKAmR/X8rGlfsJivBh/u3paoeIgqWgEI2fH9qgILfVaXPYWJO7htd2v0ZurXO9RVJgEtOip2FISMCQkOC2trrDEBdH3Sef4LBY0Bg8l85++/bt4Tqd7jVgLKCGBgc3B7DHZrP9atKkSW0mBVIBhnJKk1KyfV0+3394mOiUIObeMm7AnYGh9A9LUSH6WPecyiqlZEP+Bp7b+Rx5dXmkBKfw1DlP8ez2Z6k2V7uht71jiI8DKbEWFWFMSvJYOzqd7rXIyMjRYWFh1RqNRnqsIcXjHA6HKC8vTystLX0NuKitMirAUE5ZpkYrn7+5n7yfKkiZEsGMa0YPuvUWDd98g72yksCL2vz/rfSCtaAQY3Jyr+v5oeQHlm9fzr7KfYwIHMFfp/+VGbEzEELwxt43qDHXuKG3vWOId2acteTnezTAAMaq4GJo0Gg0MiwsrLa0tLTdfegqwFBOSWW5dax/dQ+NtWbOXpzMuPNiBlUCKOlwUPHyy1T8/TmE0UjAggWDqv8DnXQ4sBYV4Tdjeo/rKGko4altT7EhfwPDfYfz6LRHmZ80H63m563OQcYgak217uhyr+hdAYbV8ztJNCq4GDpcf5ftfipTAYZyytn3zRE2v52Nb6CRRXdPIiIxoL+71C2OxkaO3PMn6jdsQB8djbW4GFt5Ofrw8P7u2pBhO3oUabViiO3+QXUWu4V/7vknr+1+DYDbT7ud68dej1FrPKlsoDGQ/Lr+372hDQpC4++PJV9tVVXcRwUYyinD4ZB8998cfvyskNi0EC745Ri8fAfXegtraSmFN92MOSeH8D/+EWNSIoU334K1qFgFGG7UkhNCHxvTrft2l+/mgW8fIKcmh1nxs/h9xu+J8mv/TJogYxC15v4fwRBCYIiLO+VzYZSXl2vDwsLs/d2PoWJwTTgrSg9ZTDbWvrybHz8rZNy50cy/bfygCy7MBw+St+RKrMXFxK5YwbAbrkcf43wDtBYX9XPvhhZrYfdyYJhsJp7Z9gxXr72aeks9L8x8gWfOe6bD4AKcAUa9tR6bw9brPveWIV4FGLfccsuxv/DFixefOkche4gKMJQhz2Ky8dHffiR/dwVnL07hnCtHodEOrn/6Tdu3k7f0aqTdRvy/3sLvrGkA6KOjgZ+TQinuYSkqBK0WfVTnJ+IerD7IlZ9cyT/3/pNFyYt4/+L3OSema+eXBBoDAQbEKIY+Lg5rcTHSau3vrnhcZmZmQEJCwti4uLix9957b2TLtZycHK8HHnggor6+XpObm+u1bNmy6FmzZo1oqw6tVjspNTU1LTk5eczcuXOT6uvr+/yXSkVFhfbJJ58Ma31twoQJqS3f+/j4TOjrPrXm8RdECKEVQuwUQnzs+jlRCPG9EOKgEOJdIYTBdd3o+jnH9XhCqzr+5LqeLYSY3er6HNe1HCHEPa2ud7sNZWiyWe2sfXk3R/PrmX3TWMZP796Q90Bgyj5AwS9+iW7YMBLeWYXX6NHHHtN4eaENC8WiAgy3shYUoo+KQujbH+WSUvJu1rtc+cmVVJuqefn8l3nwjAfxN/h3uZ1gL+fBeQMhwDDExYPdjrW4uL+74lE2m43f/va3cWvWrDmzDvUpAAAgAElEQVRw4MCBvatXrw7Zvn27V3h4uG3x4sWVDz/8cNm3337rM2vWrNrnnnuu2MfHx9FWPUaj0ZGVlbXv4MGDe/V6vVy+fHlYW+VO5HA4sNvdMwtTWVmpff3114+bG925c2eWWyp3g76IuO4E9rf6+S/As1LKZKAa+KXr+i+BainlSOBZVzmEEGnAEmAMMAd40RW0aIEXgLlAGnClq2y321CGJofdwaev7aUoq5oZ16YyYsLgXKPQtHUr0mwm9tUVGGKiT3rcMDwaa9HQflPoa84cGO0How2WBn636Xc8+v2jZERmsPqi1UyLntbtdlpGMAZMLgwY8tMkmzZt8o2PjzenpaVZvLy85KJFi6oyMzODduzY4T1x4sRmgC1btvgsWrSoBkCr1Xa66+Wss85qyMnJMQK8+OKLIePGjRudmpqadtVVV8XbbDays7MNSUlJY66++uq4MWPGpB06dMjw/PPPD0tJSUkbNWpU2sKFCxPbuxc4dv+SJUviR44cOWbatGnJDQ0N4q677oopLCw0pqampt18880x0PaoRXv1eppHAwwhRAwwD3jN9bMAZgCZriJvAgtd31/s+hnX4zNd5S8GVkkpzVLKXCAHmOL6ypFSHpZSWoBVwMU9bEMZYqSUfPGvLHJ3VXD24mRST+98qHugspWVgl7f7gFX+piYIf+ps69ZCwrb3UFyuOYwV35yJV8UfsHdGXfz4swXGebds7TyQUZnltABkQsjzhVgDPGdJIWFhYbo6GhLy88xMTGW4uJiQ1hYmG3FihWhO3bs8Nq/f793enq6qaSkRBcaGtrhu7HVamX9+vUB48aNa96xY4dXZmZmyLZt27KysrL2aTQa+fLLLw8DyMvL87rhhhsq9+/fv6+urk7z9NNPR23evPlAdnb2vldeeaWgo3sBCgoKvO64446jOTk5ewMDA+0rV64MXr58eVFsbKw5Kytr3yuvvNLmMGZn9XqSp3eR/BX4A9AyZjgMqJFStvyFFQEtH8migUIAKaVNCFHrKh8NbGlVZ+t7Ck+4PrWHbVS07rQQ4ibgJoC4uO5vU1P6396vjpD1XSmT5yUwfnrfHFblKdbSMvQREQhN258H9DEx1K1bh7TZPHog1qnC3tCAvbq6zRGMz/I/476v78NL58WrF7zK5MjJvWqrJcAYCFMk2tBQND4+fTaC8fvMXbEHSut93FlnSqR/01OXpRd2VEbKkwckhBBy6dKltUuXLq0FWLVqVT5AVFSUbcWKFW2+cZvNZk1qamoawNSpU+vvvPPOimeeeSZ0z549Punp6aMBTCaTJjw83AbUR0VFWWbOnNkIsH79+oAFCxZUR0VF2QAiIiLsr7/+ekg79wIQHR1tPvPMM5sBJkyY0JSXl2cEGjp7TdatW+ffUb2e5LHfRkKI+cBRKeV2IcR5LZfbKCo7eay96239tu2ofGft/3xByhXACoCMjAyVFGaQqS5t5Jv/HCQ2LYTJ8xL7uzu9ZispQRcZ0e7j+pho59x5aVmbUyhK9/x8iurPHy6klLy6+1We2/kc40PHs/y85UT6Rva6rYE0giGEOCVOVY2Li7MUFxcfO3ClqKjIMHz48G6vbG1Zg9H6mpRSXH755ZUvvPDCcUOK2dnZhtZrOaSUCCFkV+5tYTAYjpXXarWyubm5SzMQndXrSZ78uDMNuEgIcSHgBQTgHNEIEkLoXCMMMcARV/kiIBYoEkLogECgqtX1Fq3vaet6RQ/aUIYIu93Bhn/sQ2fQMvPa0QjN4J8Bs5aV4T1+fLuPG1q2qhYVqQDDDU7MgWFz2Hh0y6OsPria+Unz+fOZf8agdc+BYN46b/Qa/YAIMMA5TWLOzu6TtjobafCUc889tzEvL88rKyvLkJCQYP3vf/8b8u9///uwO+qeM2dO3aJFi0bee++9ZdHR0baysjJtbW2ttq1yl1122ch77723LDIy0l5WVqZt796UlBRLW20BBAYG2hsbGzsMNHpSr7t4bA2GlPJPUsoYKWUCzkWaG6WUS4EvgMtcxa4DPnR9/5HrZ1yPb5TOsayPgCWuHSCJQDLwA7AVSHbtGDG42vjIdU9321CGiK3/y6W8oJ7zrh6Fb9DJmRMHGyklttLSTkYwVC4Md2qdA6PJ2sSyjctYfXA1N467kcfPetxtwQU4Rw0GSrItcAYYluJiZB8tAuwPer2e5cuXF8yZMyclOTl5zMKFC6syMjJM7qh70qRJpvvvv7945syZKSkpKWkzZsxIKSwsPGkrUkZGhumuu+4qOfvss1NHjRqVduutt8Z29d7WIiMj7ZMmTWpITk4e07LIs6d98gTRF++vrimSu6WU84UQSTgXZIYAO4GrpZRmIYQX8BYwAeeowhIp5WHX/fcBvwBswG+klGtd1y/EOSqiBf4hpXzMdb3bbbQnIyNDbtu2zX0vhuIxR3JqeH/5DkafEcWMa0d3fsMgYKuq4uCZ04i47z5Crrm6zTLSaiUr/TSG3XwT4Xfe2cc9HHpKHnqI+rXrSPl+C49teYz3DrzH/affz+Upl3ukvUs+vIQ4/zj+NuNvHqm/O2oyMym5//8Y8dmGYyNjPSWE2C6lzGh9bdeuXXnp6ekV7d2jDD67du0KTU9PT2jrsT5ZESal3ARscn1/GOcOkBPLmIA2/we7AofH2ri+BljTxvVut6EMbnargy/eysI/xIuzruj9CZgDhbWkBKDDEQyh16OPjFRbVd3EWliE3pXBM78un7HDxnosuABnLoyBMkWiP7aTJL/XAYaiDK50horSju3r86kpa+Lcq0Zh8Bo6OylsZWUA6CM7XlCoj4lR2TzdxFJUiCHOGWDUmGsIMHr2MLwgY9CACTAMfXeqqnIKUAGGMuhVlzayfV0eyZMjiB/TJ9u7+4y1tBQAXUT7IxjgTBmuAoyes1VVUbdhA2VP/sV5cFyMM8CoNdce2+nhKYHGwAETYOjCwhBeXkM+F4bSN4bORz3llCQdkk3/zkZv0HLW5UNnaqSFrbQMdDp0oaEdltPHRGMrL8dhMqHx8uqj3g1e0uHAtHcfDV98QcOmTZj2OXcbCoMB7wmnEXDhXMA5guHpACPIGESdua5l66JH2+qM0GgwxMdT/+mn+F8wC5+JE/u1P8rgpgIMZVDb/10JRw7WMP2aVHwC3Le6f6CwlpagDw9vN8lWi2NbVY+UYEwa/Lk/PEVKSf2GDZQ/+1csubmg0eB92mmE/eY3+EyZjNfYsWgMzn9HVruVJlvTsXTenhJkDMImbTRYG7p1jomnRN5/H8V//CP5Vy0l6IorCL/rd2gDPfsaKEOTCjCUQctisvHd+4cYnhzE6DMHbyrwjthKy9B1sv4Cjt+qqgKMtjVt387Rp56m+ccfMYwYQdTjj+M3/Tx0wcFtlm+ZtuiLKZKW9gZCgOEzeTIj/vc/yl94kao336T+88+JvP8+/OfM6fcRFmVwUWswlEFr96YiTA1Wzlw0csj+4rOWlXa6wBNaBRhqHcZJrEePUnzX3eQvvRrrkSNEPfoISR9+QNCiS9oNLuDn9N0eCzAajsJ3LxBkMR/X3kCg8fUl4g+/JzHzP+gjIyn+7e8ouu12rK5Fx4rSFWoEQxmULM02dn5aQMK4YUQkenaVf39xJtkqQzfz/E7L6sLCEAaDOra9FWmzUf3225T/7e9Ii4XQW29l2I2/QuPt3aX7W0Yw3D5FUnkIvn0Ofnwb7GaCJl8LQLWp/09UPZHX6NEkvLuKqjdXUv7ccxyeN5+wO+8k+Mol6twbpVNqBEMZlHZtLMTcZGPKgqT+7orH2GtqkGYz+g5yYLQQGg364cNVLoxWKl99lbLHn8B7wgSS/vcRYXcs63JwAT+PKLgtwKjIgdW/gucmOYOL064Egx9BdmfWzIGyk+REQqdj2C9/QdJHH+I9fjxljz1G7iWX0Pjdd/3dtT5TXl5+UrpvpXMqwFAGHXOTlR8/KyQxPZSwuP6fs/YU27Etql07VEvlwjhe048/YkxOJvbVFRgSErp9v9vWYFTnwwe3wguTIesTmHYH/GY3LPgbeAcTZHWeszWQpkjaYoiLI/b114h5/jkczSYKbvgFRcuWYcnL6++uedwtt9xy7NyrxYsXx/dnXwaTLgcYQogzhRBXCSGubfnyZMcUpT0/fl6IpdnG5PlDezFjSw4MfVRXA4yfc2E4mps5+te/Urdhg8f6N9BZcvMwjBjR4/U5vQ4wbBb48ml4YQrszoSpt8Cdu2DWw+DvGpUy+OJvMyMQA3YEozUhBP7nn0/SJx8T9pvf0PDNtxxacBFlTzyBvWbg9x8gJydHP3Xq1JSkpKQxI0eOHPPII4+EtzwWHR09LiUlJS01NTVt7NixowEyMzMDcnJyvB544IGI+vp6TW5urteyZcuiZ82aNaKt+rVa7aTU1NS05OTkMXPnzk2qr6/v8w/yFRUV2ieffDKs9bUJEyaktnzv4+MzoS/60aUnLoR4C3gaOAuY7PrK6PAmRfEAU4OVXZ8XMmJCGGGxQ3f0An7O4tnlEYzoaOy1tTRt20bupZdR+fIrVK98y5NdHLAcFovzdNnEhB7XUWuuRa/R463r+rTKMXlfw8tnwcZHIPkCuGMHzHkC/MKPL2fwRWttIsAYMCgCjBYao5HQW25m5Pp1BC1cSNVb/yJn9hyqV72LdDg6r6AfuQ47Kzp8+PDerVu37n/99dfDt2/ffix5zObNmw9kZWXt27Nnz36A8PBw2+LFiysffvjhsm+//dZn1qxZtc8991xx6+PXW2s5xv3gwYN79Xq9XL58eVhb5U7kcDiw2+1ueY6VlZXa119//bh/bDt37sxyS+Xd0NXIKgOYJqW8VUq5zPV1hyc7piht2bYmD5vZPuRHLwCsJaWuJFtdy07akgsj/5prcdTX4zV27LGjxwcrKSXmQ4eoycyk7Mm/UHjzLeTMnk3pw490eJ+1sBAcDoyJPf930pJkq1sjILXFkPlLeGMe2Exw1X9g8VsQ2M65HgZfsDQOqBNVu0MXFkbUIw+T+P77eI0aRelDD5F/1VJMfXTke0/Ex8dbzzrrrCaA4OBgx4gRI5oLCgraTaKzY8cO74kTJzYDbNmyxWfRokU1AFqtttOTQs8666yGnJwcI8CLL74YMm7cuNGpqalpV111VbzNZiM7O9uQlJQ05uqrr44bM2ZM2qFDhwzPP//8sJSUlLRRo0alLVy48Ng/4I7uX7JkSfzIkSPHTJs2LbmhoUHcddddMYWFhcbU1NS0llNW2xu1aKted+lqgLEH6NrHKEXxkJqyJnZvLmL0tOEMi/br7+54nK20FF14GELbtfVlxlGjQKPB77zzSPzoQ/ymn4etrAyHyS0nUfcZW1UV1e++R+Ftt3PwjDM5PG8+Jff/H9XvvOOcNrI7qFu3rsM6LLm5ABh6EWDUmmu7vsDTZoavlsPzk2H//+DcP8KtWyDlgo7vM/iBpWFApQvvCa9RKcS9+QZRTz6BJT+f3EWX9neXuiQ7O9uwb98+n3PPPbeh5drMmTOTx4wZM/rpp58OBQgLC7OtWLEidMeOHV779+/3Tk9PN5WUlOhCQ0M7fCe2Wq2sX78+YNy4cc07duzwyszMDNm2bVtWVlbWPo1GI19++eVhAHl5eV433HBD5f79+/fV1dVpnn766ajNmzcfyM7O3vfKK68UAHR0f0FBgdcdd9xxNCcnZ29gYKB95cqVwcuXLy+KjY01Z2Vl7XvllVfaXZjVUb3u0NV9RqHAPiHED4C55aKU8iJ3dURROvPd+4fQ6jRMWTD0Ry8ArGVl6Ls4PQJgTEoi+cvNaIcNQwiBIc51cFVREcaRIz3VTbew19RQt/5T6tatpemHrWC3o4+Oxm/6dHwmTcR74iQMCfEIjYaqlSspe/wJbJWV6Ia1/bvQ3BJg9GBxZ4supwkv3Aof3gYV2ZA6H2Y/BsFdbLfVCEZ5U3mP+zoQCCEIWrgQv3PP5ejy5bBvb8c3fHBbLEf3+bi1E+FpTSx8obArRWtrazWLFi0a8eSTTxaGhIQ4AL755pushIQEa3FxsW7GjBkpY8aMMS1durR26dKltQCrVq3KB4iKirKtWLGizTdus9msSU1NTQOYOnVq/Z133lnxzDPPhO7Zs8cnPT19NIDJZNKEh4fbgPqoqCjLzJkzGwHWr18fsGDBguqoqCgbQEREhB1g3bp1/u3dHx0dbT7zzDObASZMmNCUl5dnBBpO6lgbOqjXLboaYDzkrgYVpSeOHKzm8I/lTL0oEd9AY393p0/YSksxjk5t93Gz3czTW5+mormCZ6c/C3DcmSUtJ4JaCgoHbIBRv3EjNav/S8OXX4LViiEhgWE3/oqA2bMxpqa2OT1hTHaeOWM+cADdGWe0Wa8lLw9taCha/56v06k115IY2EEwa2mCjY/ClhchIBqWZkLyrO410irAOFB9oMd9HUh0wcEMf/RReOyx/u5Ku8xms5g3b96Iyy+/vOq66647NnSUkJBgBYiOjrbNmzev5rvvvvOdO3dul96sW7SswWh9TUopLr/88soXXnjhuH3k2dnZhtZrOVzn0Zw09dLR/QaD4Vh5rVYrm5ubu7yotL163aVLAYaUcrMQIgLn4k6AH6SURz3RIUU5kXRIvsnMwTfISPr5cf3dnT4hpcRaWorfeee1+fiRhiP8btPv2Fu5t91FiPo452tlKcj3VDd7pXnXLopuvQ1dWBghS5cSsGA+Xmlpna55OBZgHDyIb3sBRm4exl6MXoBzBKPdKZKC7+GDW6DqMGT8Es5/CLx6kPDN4Deo12D0ShdHGtzN4XCwZMmS+JSUFNNDDz10LDVpXV2dxm63Exwc7Kirq9N88cUXAffdd98Rd7Q5Z86cukWLFo289957y6Kjo21lZWXa2trak+Y+58yZU3fZZZeNvPfee8siIyPtZWVl2oiICHtX728RGBhob2xs7DTQaK/elJQUS2+fM3QxwBBCXAE8BWwCBPCcEOL3UspMd3RCUTqStaWEo/n1zLx+NHrDqZHvxlFbizSZ2tyi+m3xt/zhqz9gd9g5Pep0tpRswWq3otfqjyunDQpC4+eHtaBffo93quUE04T33kUf1fWzZHShoWhDQjAfPNhuGUtuLv7nz+xx36SUba/BsFlg0xPwzV+dCzev+xgSz+5xO8dGMAyBNNuaMdvNGLWnxghdf9mwYYPfBx98MCw5Obm5ZSrjz3/+c/G4ceOaL7nkkpEAdrtdXHrppZWXXXZZnTvanDRpkun+++8vnjlzZorD4UCv18u///3vBTExMdbW5TIyMkx33XVXydlnn52q0Wjk2LFjm1avXp3X1ftbREZG2idNmtSQnJw8ZsaMGbXtrcNor94+DTCA+4DJLaMWQogw4DNABRiKRx3acZRN/8omakQgo6acOuuMre1sUX17/9v8ZetfGBE0gmfPe5Zvj3zLlpIt1FvrCdGGHFfWuQ4jDkvhwAwwzLm5CB+fLh3mdiJjcjLmA20HGPaaGuzV1RgSer5Wp9HaiE3ajl+DcXQ/rL4RynbDhGtg9uM9G7VozeALSAL1zqUINaYaInw7z9yq9Nzs2bMbpJTb23osOzt7X1vXu6OpqWlnW9dvvPHG6htvvPGkfPAHDx48brHKsmXLKpctW1bZk/sffvjhYyMy//vf/3Lb61fr79ur1x26OlejOWFKpLIb9ypKjxzYWsr61/YSnuDPvNvTEZqheaBZW1qyeLakCbc77Pzlh7/wxA9PcE7MOfxr7r+ID4g/dvpmvaW+zXr0cXFYB+hWVUtunnPhZg8SYRmTkzEfPNhmzoWWzJK92kFiaXXQmZSw9TVYcR7Ul8CSd+Di53sfXIArwIAgjXPUYjDvJFGUE3V1BGOdEGI98I7r58XAGs90SVEg67sSNq7cT9TIIObdNh6D16l1sJK1xJUmPDISs93MHzb/gY2FG7l69NXcnXE3Wo1zqijA4HyTay/AMMTGUv/ZZ0ibbcAdTmXJzcV7/Pge3WtMTsbR1IT1SAmGmOjjHjPn5gH0KsnWsYPO0MKqqyB7DYyYCQtf+jkLpzsYnNutgzTO6a1Tbh2GMqR1aRRCSvl7YAUwHkgHVkgp/+jJjimnroPbyvh85X6iRwUzf1n6KRdcgPOYdrRadGFhbCrcxMbCjdw16S7+OOWPx4IL4NgIRp2l7aliQ3wc2GzH0o4PFA6zGWtxcY9HGX5e6HnyzgtLbi7odMcSj/VErck1grH7P3BwA8x+wrlLxJ3BBRwbwQgUzgBDjWAoQ0mXf3NLKVcDqz3YF0WhYG8ln/1zH1EjApl363h0p8CiTofFgu3IEaylZeCwg1aHed9+5xHsWi1VpioA5o+Yf9K9/vpOpkhinTtJrAUFvXrDdTdLXj5IiSGphwFGSkuAkYP/9Okn1J2HISYGode3dWuXHDuHpKEKotLhjFt7XFeHXGsvglyf9XoTYFQ0V7CtdBuVpkr8Df4EGAIIMgaRGJjo/iPnFaULOgwwhBBfSynPEkLUA6335gpASindMAmpKE4lh2pZ+8puQob7Mu+29CETXNiqq7GVlmIrL8dWXoH1yBEshQVYC4uwFhVhK287wZLPlCkANFic2/BbRita62wNRutcGL5n9vqpuE1Lps2epvLW+vmhGx6F+UDbIxi9WX8BP7/RB5gawNttiQ1P1jJFIo9vtyuarE1sLd3KN0e+4YeSHzhUe6jdshE+EaQEpzAubByTIyYzPmw8Bm272bEVxS06DDCklGe5/hzap0opfUY6JOYmG6ZGK80NVhprzNRXmqivMnHgh1J8A40sWHYaRu+hMS1iyspypk1uvRhRCHRRkRhiYvE9+2z0MdHohw9HHxmF0OuQNjvYbRhcybHqrfXoNfo2ty92FmDoIiIQBsOAO5PEktf7TJstCz1bk3Y7lvx8fM/uxdZRfl4LEWiqg+CkXtXVIdcUidFmwVvn3WmA0WhtZE3uGtbnrmf70e3YHDa8dd5MDJ/IghELmBI5hRj/GBosDdRZ6qg0VZJTk8OB6gNkV2XzdfHXvMiLGLVGxoeNJyMig4kRExkfOh4fvXuTaipKV/NgvCWlvKaza4oCYLPYqasw0VBjoqHaTF1FM9WlTVSXNFJb3ozDfvIZQQZvHcOifTn/+jR8AobOJyvTvv3gcBD58J8xJiejCw1FFxGBxtD159hgaWhz9ALAW+eNTujaDTCERoM+NhZr4QALMHJz0UVGovHp+ZuaV3IyVd9+h7Raj02HWEtKkRYLhoT4XvWvxlyDn94PvekoePfwuPaucAUYHSXbklKyp2IPmQczWZu7lmZbM4mBiVwz+hrOjD6TieETTxqNCPYKPvb9OTHnHPu+1lzLjrIdbC3byrbSbbzy0ys4pAODxsAbc95gXNg4zzxP5ZTU1Y+JY1r/IITQAZM6ukEI4QV8CRhd7WRKKR8UQiQCq4AQYAdwjZTSIoQwAitd9VYCi6WUea66/gT8ErADd0gp17uuzwH+BmiB16SUT7qud7sNpfcaqk3s2ljE3q+KsZp+PnZYaASBYd4ER/qQMD4U30AjXn56vP30+AQa8A/xwujT8/lyT7Pk5VH/xSYav/oS33POYdj113f5XmtxMbjOaBDdCCpaa7A04Kdv+3A3IQT+Bv92F3mCcyeJZYAl2zLn5vVqlweAMSUFabViKSjAOGIE0Puplxa1FleSLdMB8PLg+gXXFElLgNF6BKPZ1sy63HWsyl7Fvsp9eOu8mZMwh0tTLmV86Pgebe8NNAYyPW460+Oc61bqLfV8Xfw1f/jyD2RVZ6kAQ3GrztZg/Am4F/AWQrT8BhOABeeuko6YgRlSygYhhB74WgixFvgd8KyUcpUQ4mWcgcNLrj+rpZQjhRBLgL8Ai4UQacASnEHOcOAzIUSKq40XgFlAEbBVCPGRlHKf694ut9GVF0ppX11FM1s/zuXA1jKkQzJyUjgJ40PxC/bCL9iIb5ARrW7wpE2RUmI+cIC6deuoX/8plsOHARB6Pbaamu4FGEVF6CIjexxcgHOKxM/Q/umx/gb/dkcwAPRxsTT+8EPLOQc97oe7SCmx5OYSuODkRavd0fpMkhMDDHeswQgyBIDDBl59M4LRcqLq3oq9vJ/zPmty11BvqWdk0Ejum3of85Pmd/jvoCf8Df7MjHNmPK1sPim3k+JSXl6uDQsLs3deUmmtszUYTwBPCCGekFL+qTsVSyklP5/opnd9SWAGcJXr+ps4D1J7CbiYnw9VywSeF87fhhcDq6SUZiBXCJEDTHGVy5FSHgYQQqwCLhZC7O9uG66+Kt1ktdjZuT6fHZ8WIICx50STPjOWgNC2z8YY6GwVFdRkrqb2gw+cyZo0GnymTCH4yivxm34eVW+upHb16m69UVuKi9BHD+9VvxosDcd2i7SlswDDEBuHbGrCXlGBLiysV31xB3tlJY76+l5l2gQwJCWBRuNchzF3LuAcbdL4+6Nt55TVrqo11RKkc03feHIEQ+8NiGMjGFtKtrDkkyUYtUZmxs3k8pTLmRQxyaOBoUFrwN/gf2y3knKyW265JXb16tV5AIsXL45/9913B+YBPwNMV6dIfhBCBEopawGEEEHAeVLKDzq6SQihBbYDI3GONhwCaqSULcfBFgEtWXKigUIAKaVNCFELDHNd39Kq2tb3FJ5wfarrnu62UXFCv28CbgKIizs1DtfqrqKsKj5fuZ+GKjPJkyM4c9EI/IK9+rtb3SYdDpq2bqPm3Xep27ABrFZ8pkwh5Prr8Z91/nHHgRvi43E0NWGvrDzu1NKOWIuK8Z06tVd9bLA2MKyDnQydBhjxrkPPCgvbDDCkwwE2W69GWbrD7BoRMiT1bvGkxmjEEB9/3EJPS14uhoSEXr8h15hriPN3rePwUIAhpeRwRSNJBl+EpZFzU86lylTF7ITZzEmccyyJWl8Y5jXslAowoqOjx/n6+to1Gg06nU7u2bNnP0BmZmbA3XffHedwOEu1dZcAACAASURBVLj66qsrHn/88dLMzMyAnJwcrwceeCDi97//fXlubq7XsmXLorOysrw2bNhw0tYdrVY7KTk5udlut4uRI0c2v/fee3n+/v4np5z1oIqKCu1rr70Wcs899xzbojZhwoTUnTt3ZgH4+PhMaC+luTt1ddz6wZbgAkBKWQM82NlNUkq7lPI0IAbnqMPotoq5/mzrN4J04/WO2jj+gpQrpJQZUsqMsAHwiW+gqa8ysW7FHnR6LZfcNYELfjlmUAUXUkqa9+yl7Mm/kDN9BgXXXUfD118TctWVJK1ZQ/zKNwlesvi44AJavVHnd+3Di8NiwVZWhr6X+SfqLfXtrsGALkyRxLZsVT15oWfzrl0cmjuXgptv7lUfu8PiyrRpTEzodV0tZ5JIh4OGr7/BtG9/r9d2gHMxZEv6bncv8rTaHXy06wgLX/yWmcs304QXWBqYnzSf12e/zhWjrujT4AIgxCvklAowADZv3nwgKytrX0twYbPZ+O1vfxu3Zs2aAwcOHNi7evXqkO3bt3uFh4fbFi9eXPnwww+Xffvttz6zZs2qfe6554pbH7Pe2v9n78zDo6ruP/ze2bNvZF/BJISA7BUERQuigCKKIApqqxW1KqJFW7VaW6ut9ifWUhVFcaEuqGAVFaWi4AoIhB0SEkjIvieT2df7++POhEAmyWQmGzLv8+SZ5Mw995xJMnM/97u627UXFhYeUiqV4vLly726iDidThyOnvHCNDQ0yFevXh3XdswtLvoSr3uReBjrTpGuZqROrBOBSFeQKEjCw90OtxxIhdYg0gigse34aXM6Gq/3YY0AXiI6Rb568zAOh8jld40kKSuq60kDBHtTEw1vvEHxlVdSMm8ejW+/jWb4cJKWP0PWN1uJf+gh1J0UflKlS3e01hPeZWTYKytBFP0WGHpbx1kkIJUL79SCkZwMMtkpXVVFu526F16gZOEibCdKMe3bT195Cq3FxQgaDYpudFDtCHV2NtbSUo7NmEnZrbdKAbVzr/HrnHanHZ1NR4T7Y6+HLBhmm4M3fijmon9s4Z5399BisqGQCZiFILAaemQNX4kJijnrYzC2bt0akp6ebsnNzbVqNBpx7ty5jevWrYvMy8sLGjt2rAlg+/btwXPnzm0GkMvlXb5hLrjgAn1RUZEa4MUXX4w+99xzh+Xk5OQuXLgw3W63U1BQoBoyZMjwG264IW348OG5x44dUz3//PMx2dnZuUOHDs296qqrWj+QOpt/3XXXpWdmZg6fPHlyll6vF5YtW5ZSVlamzsnJyb399ttTQLJaeNqjp/P2FN6KhF2CIDyL5OYQgSVIro8OcXVctYmi2CwIQhBwCVJQ5RZgHlKWx6+Aj11TNrh+3uZ6/mtRFEVBEDYA77jWTwKygJ+QrBFZroyRCqRA0IWuOd1aw8vfQQBg71dlVBQ088sbc4iMOzPy5i3FxTS89BLajZ+DzYZm5EgS/vxnwmfOQB7h/cVDmZQECoXXFgxrRQVAu14Z3cHhdGCwGboO8rR1LDAElQplYmKrBcNWWUnF75Zh2ruX8NmzUZ8zhLrn/tVnMRrW4mJU6ekIMv8Df4PHjZVEXFwcsffcQ9il07uVAuyJ1hoYrQLDPwuGyergnZ9KeembY9TpLPwiI4rH54xgak4c45/cjEXW/wIjWhPNTvPOPl3z0R8eTS1qKurRD5HMqEzjXyf/1auUqWnTpmUJgsDNN99cd//999eXlZWpkpOTW9uUp6SkWHfs2BE6YsQI06pVqwbFxcXZjxw5EvTHP/6xtqqqSjFo0KBOr8Q2m41NmzaFX3rppS15eXmadevWRe/atStfrVaLN9xwQ9pLL70UM336dF1JSYnmlVdeKXnrrbdKd+3apXnmmWcSt23blp+YmGivqamRA3Q2v7S0VPPWW28dnzRp0olZs2YNWbNmTdTy5cvLr7jiiqD8/PxOu8N2dN677767R9SmtwJjCfAo8B7Shf1/wF1dzEkE3nTFYciA90VR/FQQhMPAWkEQngD2AKtdx68G/uMK4mxEEgyIonhIEIT3gcOAHbhLFEUHgCAIdwObkNJUXxNF0d229g/dWSOAd9SX69j+8TEGjxrEsEn+3332NpbjxdSvXEnLZ58hqNVEXXcdkfPnocnO7nqyBwSFAlVyMtZS7wSGrVwSGP5YMAx26cLTlYvEZDdhc9hQyj2n+yrTUrGWlaL/7nsqH3gA0WYj6ZlniLjicvTffQd0HKPR01hKitEMy+2Rc4Wcfz5Dd+9CFhLSI+eDNp1Una57Dz8Expb8Wh756CAVzSbOHxLDiuvGcP45J11vGoUMsyC5SPqTaE00zZZm7E47CtnPo8hdZ/zwww/5GRkZtoqKCsXUqVOzhw8fbvZ0rykIgrho0SLtokWLtABr1649AZCYmGhftWpVuadzWywWWU5OTi7AhAkTdEuXLq1/9tlnBx08eDB41KhRwwDMZrMsLi7ODugSExOt06ZNMwBs2rQpfPbs2U2JiYl2gPj4eAfAF198EdbR/OTkZMukSZNMAGPGjDGWlJSoOZlg0SmdnLdH8Oo/SRRFA/Bgd04siuJ+oJ1JxpX1cZ6HcTMwv4NzPQk86WF8Ix66uvqyRoDOaao28L9XD6EJVvLLG3MGRLpjR4hWK3UrV9Kw6hUElYrom39NzC23tIup8AVleprXFgxbeTkolSji4ro+uAM6KxPuprWap01HtDza4zGq1DSaP/yQsttuQ52VRfK/nmutFaFKc8eWlBI8dqzPe/UG0WrFVl5B+KxZPXbOnhQXcNKCEen2h/vQlr1eb+HxTw6zYV8lmXGhvLt44inCwo1aKcck9r8FI0Yj7a3J3ERscN/EnXlraegNMjIybADJycn2yy+/vHnbtm0hU6ZM0VdUVLSav8rLy1VJSUm27p7bHYPRdkwURWH+/PkNL7zwQkXb8YKCAlXbWA5XhpqnuMAO56tUqtbj5XK5aDKZvDYNdnTenqLTjQiC8Jzr8RNBEDac/tUbGwowsHDYnez8rJi1T/yEscXK9FtyCQoduJU2TYcOUTxvPg0rXyLiiivI3Pwl8Q880CPiAkCVnoHtRKlX8Qq2inKUiYkIct97qrhjK7qyYLQ91hPqzEyw24mYM4eM99aeUohKmZQEcrnXlhl/sJaVgcPhdyGs3qTZ7Gp0ZreBMgQ6sAp5wmxzsOrbY0xb/g2fH6zi3kuy+OyeCzyKCwC1QoYJTb8LjOggSZieDYGeLS0tsqamJpn7+y1btoSPHDnSdNFFFxlKSko0+fn5KrPZLHz44YfR11xzTY+0t50xY0bLp59+GlVRUaEAqKmpkR89erTdB+mMGTNaNmzYEF1dXS13H9ed+W4iIiIcBoOhS6HR3fN2l64sGP9xPT7TUwsGOHNorDTwxSsHaaoykDk+jguvzR6wZbxFp5OGV16lbsUKFNHRpKx8sV2XzZ5AlZaG02DwKlXVWl7hV/wFSAGeQKcxGO6Mg84ERuR1CwgaMxrNiBHtrE+CUokyKQmbl8GrXWEtr6Dh5ZcJu+wyQiZPOmW91hTVgSwwXNU0I2xmrzNIbA4n7+0s499fF1LTYmFKdiyPXj6MrPjO2zhplHKMNnX/CwyNJDAazD//QM/y8nLF1VdfnQngcDiEa665pmHevHktAMuXLy+dMWNGtsPhYOHChfXjx48398Sa48aNMz/yyCMV06ZNy3Y6nSiVSnHFihWlKSkpp1hIxo8fb162bFnVhRdemCOTycQRI0YY169fX+LtfDcJCQmOcePG6bOysoZPnTpV+/LLL3t053R03uzsbKun47tLV4W23IGc0cBGV7GrAGcBzbVGPn5OSpO+/K6RZJzrXd2H/sCh1VL5hwfRb91K+KyZJDz2WLeCN7tDa6pqaWmXAsNWXo5m2jS/1mt1kXRRaAvotFy4TKUi6NyOy0Cr0tJ6rCFay6ef0vzBBzR/8AGqc84h+sYb0OTkgFyBadcuab0BLDBaXSQWo1cZJFsKavnrp4c5XmfgFxlRrLhuDBOGeGcxUytkGMT+j8Fwu0jOhkyS3Nxca0FBgcfgxwULFmgXLFjQviFMN+iovsTixYubFi9e3HT6eGFh4aG2Py9ZsqRhyZIl7f4Q3sx//PHHa9zff/LJJ8Ud7avt9x2dtyfwNprnSuA5QRC+RcrM2NSmkFWAnxn6JjMbntuL0yFy9bKxRCf1rI+7JzEdOkTFPUux1dYS/8gjRC1a2LtVD92pqiUnOo1XcBqNOBob/a+B4coO6TSLRNm1i6QrVOlpaD9rF87kE5ajR1EkJRK3dCmNa/5D9Z//csrziqRE5KE9W/K6J2m2NKMQFIRYdJ0GeBbXG/jrp4f5Or+WwYNCePWm8UwbFtet/z+NUo5BHAAWjLPIRRKg7/A2yPNmVz+RmUgluF8UBOFLURRv7dXdBehzjC1WNvxrLxajjTn3jRnQ4sKYl0fZrYuRRUSQ8Z81BI0e3etrehuvYKtwZ5D46SLpRpBnZxaMrlCmpeHUanE0NyOP9C8t03y0AE3OMCLmzCH8yiuxHDmCvaEB0eEAh8OvFu19gdaqJVwdjtCohYj2AlFvsfPvrwt57fti1Ao5D8/K4deTBqPyod+ORilDL6rBaQO7FRT944IMU4ahlCkDAiNAj9KdYlk2V7MyEQhC6usREBg/I0w6KxtW7EXXYGb20tHEpfdtNcHuYNq7l7LFt6GIjSVtzRqU8b5nanQHQalEmZLcZSaJtVxyeaqSeygGw88gz65ozSQpLSXID4HhtFqxFpcQNn06IHV71eT2TEpqX6G1aIlUR4L5OMSfbCQtiiIf763kbxuPUKuzMG9cCr+fMZS4MN+r2KoVcnROV8VQqx4UnrOAehtBEIjWRJ8VLpIAfYdXAsPVFv064JdIFTlfBa7tvW0F6GsMWgsfP7cXXb2JWb8dSVJmL3aQ9BPT/v2U3roY+aAY0ta82Wfiwo0qLb3LgMieqIEBkmhQyBSo5eoOjwlSBKEQFD0jME6UEjRypM/nsR47Bg6Hz7VGBgLNlmaXwNC2BnnuPtHIXz89wt6yZkamRPDSjeMYm+Z/FVuNUkaLwy0wDBDcPwIDzs5y4QF6F28tGL9Gir24PRDo+fND12jm4+f2YNBauWLJKJKzB275b9OBA5T+5lbkUVGkv/kmyvj4Pt+DKj0dbV5ep11VbeXlCEFBfnf1dHdS7cyvLwhCl/1IukKZmgqCgLXMv0BPc0EBAOqhQ/06T3/SbGkmJSQZLFr0Qgi/f3s3Gw9UEx+u5h/zRjJvbAoyWc/E+WiUclqcLreIzdgj5/SV6KCAwAjQs3gbgxGoePkzpaXexMfP7cGst3HlPaNJPKcXW1P7iXHPHsoW34Y8MpL0N15HmZDQL/toTVVtbOywvoa7Tbu/Aad6m77TAE/sFrAZCVOF+RWDIVOrUcTH+52qajlaiKBStVpEzkS0Zi0jIrMA+KrYwuaKWu67JJvFUwYTrOrZKpdqhYxau1qqRTwAMkmONbdrDhoggM946yKZi9RHJA6pVLgAiKIoDlwnfYAuaawysOG5PdhtTq68dwzxGQP3z2nctYuy226XYi7efKPfxAWAKsPd9OxEhwLDVlGJKtk/9wi4BEZH8RdV++CDX4NMQVjGOX5ZMKBnUlUtBQWoMzMRFGdmuWmjzSi5SGRSXEWNTcOwxHCWXpLVK+tplHKaHSqXwOj/ap6NpsZOLXMBAnQHbz8F/gHMFkXxSG9uJkDfUVeqY8OKvQgygauXjSUmeWCmDYqiiO6LL6h8+I8oExNJe/31Po+5OB1vSmvbyst7pOy23urBgiGKsGs1fPEwOCwgVxGWPdp/gZGehu7rLX6dw3L0KCGTJ/t1jr7AKTop05WR35hPQWMBR5uOUtRcRKW+EhGRWHkQAA0ODeEhvSeWNEq5lEUC/S4wojXRWJ3WLpvrBQjgLd6+c2oC4uLnQ/VxLZ/8ex+qIDlzlo4hMn7gdUUVRRH9119T9/wLWI4cQT1sGGmvrOqyuFVfoExOllJVT5R4fN6h1eLU6aTj/ERn05ES2sYSYjXAx3fDoQ8h8xKIzYFtzxOmCKbWWOvXWsq0NBwNDTj0BuSh3U9Ptjc2Yq+rG7DxF6IocrjhMJ8e/5TPiz9vrVopF+QMjhjMuYPO5arMq8iKzOICm1QKvs4WTKi69wSGWiHDiCsLpb8tGEGSNa7R3BgQGKdRV1cnj42NdfT3Ps40utOu/T3gI6A1yFMUxQ97ZVcBeo26Mh2f/HsfQaFK5tw3hrBo31PsegtRFCn7za0YfvwRZXoaiU/9nYgrrhgwZndBqUSZnIytA3eCO0XV3xoY4ArydNfA0JbDu9dBzSGY9ieYfB/sfh2AcLnafwtGqmSZsZWVIh82rNvzLUePAqDO7h13gq80mZv4uOhjPiz6kGJtMUqZkikpU5iSMoWc6BzOiTynfZbO4Y8BqLWqSdL0osBQyqVKntDvMRhty4WnhZ+5MTS9wR133JG6fv36EoAFCxakv/fee73fuOdngLfvnHDACFzaZkwEAgLjDKKp2sAnK/ai0sgHrLgAsJaUYPjxR2IW30rs0qUDRli0RZWejrXE82eMO0VV5WeKKrhcJMpQKPsJ1i4Cuxmufw+yXW9FVynrMEHZIy4SkFw/Gj8EhmaAWDBqDDUs372czSc2Y3PaGB07msfOf4zp6dOJUHcRzGyWqkVXW9Vkq71vdtZdNAPIguEWGI2mn3cmyb59+9QLFiw4x/1zeXm5+ve//33Fn/70p9rk5ORzQ0JCHDKZDIVCIR48ePDIunXrwouKijR/+tOf4h944IG64uJizZIlS5Lz8/M1X375ZbuoWLlcPi4rK8vkcDiEzMxM0/vvv18SFhbmPP243qS+vl7+6quvRj/44IN17rExY8bk7NmzJx8gODh4TEclzXsSryt59vZGAvQuLQ0mNvxrLwBz7h244gLAtFtqgRNx9dUDUlyAFIehzcvDVluLoFQiKJXIQkIQBEFq047/NTCcolMK8rSa4I3LITwJfvUJxOWcPMhVyjpcUGB2mLE6rKjkvlWDVKaeLLblC+aCAuTR0QPCjQXwyoFX2HxiM/Oz5zM/ez6ZUZneT24VGBrCetmCYWRgxGC4XSQ/94Zno0aNsrjbqdvtdhISEkZdd911rV1Tv/nmm6OJiYmtrTDi4uLsCxYsaHj44YfrNm3aFDp9+nTtk08+WT1nzhyPDXXatmu/8sorBy9fvjz2z3/+c42nY9vidDoRRRG5H92X3TQ0NMhXr14d11ZguMVFX+JVbVtBEFIEQfivIAi1giDUCIKwXhAE/2/PAvQJVpOdT1bsw2ZxcOUAjbloi3HXbuRRUQO6IZZqyGCcBgNFUy6i8PxJHB3/C/JHjqLwl1NpWL0aWXg48nD/snKMNiMiImGGenBY4YYPTxUXABppjTBRivr3x4ohDw1BHhPjc9t2y9FC1EMHToGtMl0ZQ6OG8tCEh7onLgBMzYiCDAO9KzA0ChkO5Djl6n53kUSppfo3P3eB0ZYNGzaEp6WlWTrrHpqXlxc0duxYE8D27duD586d2wwgl8vFrs5/wQUX6IuKitQAL774YvS55547LCcnJ3fhwoXpdrudgoIC1ZAhQ4bfcMMNacOHD889duyY6vnnn4/Jzs7OHTp0aO5VV13V+iHY2fzrrrsuPTMzc/jkyZOz9Hq9sGzZspSysjJ1Tk5O7u23354CktXC0x49nben8Pad8zrwDjDf9fMNrrHpPbaTAL2CKIpsfacAba2Rq343hkEpAz94y5iXR9C4sQM6VS7y6quRh4biNJkR7XZEqxVHUxP2ujrsdXUEjfK9Gqab1jLhdldHZg99MVpdJKL0Waez6lrvRH1BlZaGrbSs2/NEhwNLYSFRCwZOgd9KfSXZUT4KHrMWURWOaJL1rsBQSnerTkUwsn62YCjlSsJV4X3mIql8+I+plsLCHr3bUWdlGZP+9qTX/8Dvvvtu9Lx5805RVNOmTcsSBIGbb7657v7776+PjY21r1q1alBcXJz9yJEjQX/84x9rq6qqFIMGDer0Smyz2di0aVP4pZde2pKXl6dZt25d9K5du/LVarV4ww03pL300ksx06dP15WUlGheeeWVkrfeeqt0165dmmeeeSZx27Zt+YmJifaamho5QGfzS0tLNW+99dbxSZMmnZg1a9aQNWvWRC1fvrz8iiuuCHJbUjqio/PefffdPaIyvX3nxIqi+Hqbn98QBOHenthAgN4lf1s1hTtrOG/2YJKyBm6FTje22lpspaVEXX99f2+lU2TBwUTMmdOra7itEaE2C6jCQOGhXLhbYDidp8zxFVVaGoYdOzw+57RYEC0Wj5YZa2kpotmMOntgxF84RSeV+kouTr3YtxOYtdjV0usM7cUYDLWrQZpdEYyinwUGSG6Ss6Wap9lsFjZv3hzx7LPPlrvHfvjhh/yMjAxbRUWFYurUqdnDhw83L1q0SLto0SItwNq1a08AJCYm2letWlXu6bwWi0WWk5OTCzBhwgTd0qVL65999tlBBw8eDB41atQw19qyuLg4O6BLTEy0Tps2zQCwadOm8NmzZze5XTTx8fEOgC+++CKso/nJycmWSZMmmQDGjBljLCkpUQNemcM6OW+P4K3AqBcE4QbgXdfP1wNnjx3tDKWp2sC3awtIzo5k3MyM/t6OV7jjL4LHj+vnnfQ/bgtGmNUEIR1YJVwXwXCHZOXwV2Ao09Owf/wx5oICzEeOYN5/AMvx41hLT2CvqgZRRBEXh3roUDQ5Q4m85hpUGRlYjhZK2xkgPUgazY1YnVaSQpN8O4G5GZvSJTD6wIJhlwf3u4sEpEDPvnKRdMfS0BusW7cuIjc315iamtp6Qc3IyLABJCcn2y+//PLmbdu2hcycObNbf5i2MRhuRFEU5s+f3/DCCy9UtB0vKChQBQcHO9schyAI7Vwvnc1XqVStx8vlctFkMnnd1rej8/YU3m7kFqTmZtVAFTAPCAR+DmAcNif/W30IhVLOJTcP77HeCb2NcdduhKAgNDk5XR/8M6fVgmHRQ3AHAkMZBDIlYTbJhdxi871cOEiN3ACK51xF1YMPof3oI5wmI8HjxjPorruIe+B+Qs4/H3t9PQ1vvMmxK2ZT/fjjGLZvA5kMdeY5XazgO2a7mcKmQjaf2NxlSesKvfR5mRzqY6qwWYtF4Ypv6QOBYVME93uQJ5xdDc/Wrl0bfe2117a+2JaWFllTU5PM/f2WLVvCR44caeqJtWbMmNHy6aefRlVUVCgAampq5EePHm0XjT1jxoyWDRs2RFdXV8vdx3VnvpuIiAiHwWDo8vre3fN2F2/fOX8FfiWKYhOAIAjRwDNIwiPAAGTX5yXUl+m5/M6RhEZ13IlzoGHMyyNo9CgEZe+Zpc8U9K472jBzC4R0cKEUBNBEEGYzA/5bMEIvvoiY225DlZaKZuRI1Oecg9BBVLu9ro76lStpev8DsNtRZWQgCwrya32Q3BuFTYUcqD/AseZjFGuLOa49TrWhGhHpZm1Y9DDen/1+h+eo1FcCkBTiqwVDi1kpZdWE9XKhLQCbLGhACIwYTQw/mX/q7230OjqdTvb999+Hv/nmm60RzeXl5Yqrr746E8DhcAjXXHNNw7x58/xT7C7GjRtnfuSRRyqmTZuW7XQ6USqV4ooVK0pTUlJsbY8bP368edmyZVUXXnhhjkwmE0eMGGFcv359ibfz3SQkJDjGjRunz8rKGj516lTtyy+/7NGd09F5Owt67Q7evnNGusUFgCiKjYIgeIxIDdD/NFUbyNt0guzz4skYOTBSBr3BodNhyc9n0F139fdWBgStQZ5GLcR2EjSqCSfMInXi9FdgyENDifvdfV4dq4iNJeFPfyL6ppuof+llNLm5Pq3pFhTbq7azs3onebV5ra9DI9cwOGIwY+PHkh6eTkZ4BltKt7C1fGunPTNaBYavLhJTM0a19HrCNL1YB8NlwbDIgsBa18XRvU90UDRaixab04ZS9vMV+WFhYc7m5ua9bcdyc3OtBQUFnQZFekNH9SUWL17ctHjx4qbTxwsLCw+1/XnJkiUNS5Ysaeen8mb+448/3poO+8knnxR3tK+233d03p7AW4EhEwQh6jQLxsAsUHCWI4oi37x7FIVKzuR5A6uiYleY9uwBUQzEX7hodZEY6iE4uuMDNRFozDoUMoXfAsMXVBkZJD31927P01v1/P2nv/N9xfetZvmM8AwuTb+UcfHjGB07muSwZGTCqZbeZkszn5dIpb4HBXkW0JX6SiLVkQQrfUxSMGsxCFK59N6NwZBem1UWBJb+j8GI0UiuuCZzE3HB/dvzJ8CZj7fvnOXAj4IgrEOq4Hkt8GSv7SqAzxTurKGioImLrs8mOLzHXGl9gnF3HigUBI30P8Xz54DepkcuyAmymSCkE0uUJgLBqiM8NLxfBIav7KzeyYZjG5iaOpWpaVOZkDiBhJCuu+SmhUmui9KW0g4FRoWhwnfrhd0CdhM6IQRBgBCV/4WPOkKtkM5tFoLAauy1dbzFLTAazY0BgRHAb7yt5LlGEIRdwFSkVu1zRVH025QUoGexGG18v66IuPQwci/0vw9GX2PcvQtNbi6y4IFdCKyv0Fl1hCqCEaDjIE+QUlV11YRFx9Ji7RGXcZ9QqpMqhj4++fGuS3e3oVVg6EoZG++5Y22lvpLMyG4W13LjquKpFUMIVSt6tR6LOwbDJGgGRAxGdNDZUS48QN/QnXSWw6IoPi+K4r+9EReCIKQKgrBFEIQjgiAcEgRhqWs8WhCELwVBKHQ9RrnGBUEQVgiCUCQIwn5BEMa2OdevXMcXCoLwqzbj4wRBOOCas0JwfRL4ssbPgR0fH8ess3LxohyfskaspaUUXzOPqsf+3POb6wKn1Yp5/wGCxwXcI270Nj2hCldJ9+BOLBjqcDBrCVOGnVEWjJKWEiLVkd0SFwCJoYkoBAWlIeiTGAAAIABJREFULZ5LmouiSJW+isSQRN825hIYTc5gwnsx/gJAJhNQKWSSBcNmAGeftqxoR9uGZwEC+EtvxlHYgWWiKOYJghAG7BYE4Uvg18BXoig+JQjCg8CDwB+AmUCW62sCsBKY4Ir3eAwYj+Se2S0IwgZXPMhK4DZgO7ARmAF87jqn12v04u+gz6gv13Hw2wpGTEkmNi2s2/MN27ZRfu99OLVazAUFDLrzTpTxPWsiFW02bJWV2OvrsTc24mhqwqnT4TQYsVVVIVqtBI/7WWk+v9Bb9YTJXG6uriwY5hbCVGeWwChtKSU9PL3b8xQyBUmhSZTpPJdRaDQ3YnaY/QrwBGh0BPVqq3Y3p7RstxlB3X/Vdtu6SAIE8Jdee/eIoliFVDMDURR1giAcAZKBOcDFrsPeBLYiXfznAGtEURSB7YIgRAqCkOg69ktRFBsBXCJlhiAIW4FwURS3ucbXAFchCYxureHa6xmLKIp8u/Yo6hAl5105pNtzm956m5qnnkI9ZDBxzy6n7NbFNL//PrFL7vZpP/amJiyFhViLS7AWF2MtcT2Wl4PD4XGOEByMavBggs87z6c1f47orDpCcfn/OxUYkWAzEKYMpcbYZU+lAUNJSwkTEyf6NDc1PLXVxXI67gwSf2pgADTYg3q1BoYbjVKOoW3Ds34UGCHKEFQylUcLhlN00mRukr4s0mOzpbn1S2vRYrKbMNqNmGw9Uj4iwBlOn2SCCIKQAYwBdgDx7gu6KIpVgiC4b5OTgba3JOWusc7Gyz2M48MapwgMQRBuQ7KMkJaW1r0X2w8U7qyhqkjLL2/IQRPivUlXtNmofvJJmte+R+jUqST94x/IQ0MIufACmt9/n0F33O5VPQpHczP6b7/FuHMXxrw8rMdOFkES1GpUaWmohw4lbMYMVOnpKOLiUERHIY+ORh4WhhAUhCDz2lt31qC36UlyezE7quQJJxueydVnjAXDaDNSa6z1yYIBUhzG/tr9HlNVKwxSkS3fXSSSBaPOriE0pC8Ehgyj6G7Zrgfie33NjhAEgeigaA7UHWDV/lUUNRVR0lJCvameRnMjDtHzDUKQIohwVTihylCClcEEKfyvhxLgzKfX3z2CIIQC64F7RVFs6SRgytMTog/jnW7HmzmiKK4CVgGMHz++y455/YnVbOfH9VJg57BJ3n+gOlpaqLj3Pgw//kjM4luJve++1ot81PXXU/7bO9F99RXhM2Z4nO80GtFt3kzLZxvR//gj2GzIQkMJGjuGiCuvRJObi2rwYJRJiQHx4CN6q54wUQmCHDqLU3D1IwmXKU8RGA6nA5kgG5BN49zuDX8Ehs6mo9nSTJTm1B47VXrpfsGfMuEANVYNSb0cgwFSJoledLnCBkCgZ1JIErtqdrGrZhfJockMiRhCbkwu0ZpoYoJiiNHEEKWJIlIdSZQmigh1BGp5+2J+r/FaP+y+76mrq5PHxsZ6Vl5nOb0qMARBUCKJi7dFUfzQNVzjdku4XCC1rvFyILXN9BSg0jV+8WnjW13jKR6O92WNM5ZdG0swaK3MuONcBC8DO61lZZTdfgfWsjISn3ySyGvmnvJ86JQpKJOTaXr7nXYCQ3Q60W7YQN3yZ7HX1aFITCT6xhsJn3EZmuHDO6z6GKD76Gw6QoUIyT3SmUhzNzwT5JgdZqwOK1aHlZs33czYuLE8NOGhPtqx95S0lAB+CIzwk5kkpwuMCn0F4apwwlTdj0UCWl0kVRYN2X0Qg6FRytA53RaMPhYYNYcg7z9w7CuY/wbED+fpKU9TbagmMzKTUNXA777c39xxxx2p69evL1mwYEH6e++9d6LrGWcPvXZr6croWA0cEUXx2TZPbQDcmSC/Aj5uM36TK9NjIqB1uTk2AZcKghDlyga5FNjkek4nCMJE11o3nXau7qxxRqKtM7HvqzJyzk8gYbB3kfjmo0cpWbgQe0MDaatfbScuAAS5nKjrr8O4cyeWwsLWcdPevZRcfz1VDz6EIjGRtDffJPOrzcT//gGCRo4MiIseRBRFDDYDoXZr5/EX0NrwLEyUBGaLtYWHvnuI/MZ8DtYf7O2t+sSJFulz2J1y2l1Sw6T7BE+ZJJX6St/jL0ASGHI1DRahb2IwFHJ0zj60YNjMsOdteGUarJwEP62C+qNQITUaTAhJYHTc6J+1uJg/f35GdHT0qKysrOFtx9etWxeekZExIi0tbcTDDz+c4M14UVGR5v77708sLi7WLFmyJHn69OkeG/LI5fJxOTk5uVlZWcNnzpw5RKfT9Ytpt76+Xv7UU0/Fth0bM2ZMDkBwcHCPVujuzRc4GbgRmCoIwl7X1yzgKWC6IAiFwHTXzyBlgRwHioBXgDtBKkuO1Atlp+vrcXfAJ/Bb4FXXnGNIAZ50d40zlR0bjiOTCUyc412DKdOBg5TeeBMCAhlv/YeQTgIqI665BkGlomH1azS+8w7F18yj5LrrsVVWkvj3v5Ox9l1CJpwXcH/0Eia7CafoJMxm6VpguC0YLoHxj5/+wdbyrQwKGkSlYWAa6E60nCAuKM7nSpvJoVKFT0+ZJJX6St/jLwBMzYiaCCx2Z6/2IXGjVspocbiDPHuxmqe2Ar56HP6ZCx/fCRYdXPZ3WLpPet549qSm3nLLLfUbNmwobDtmt9u577770jZu3Hj06NGjh9avXx+9e/duTUfjAHFxcfYFCxY0TJ8+XTd9+nTtv//974q23VHb4u6yWlhYeEipVIrLly+P9XScJ5xOJ44OAuS7S0NDg3z16tWnpAju2bMnv0dOfhq9mUXyPZ5jHgCmeTheBDw2oRBF8TVo79ATRXEXMMLDeEN31zjTqCvTUbizhrEz0gmJ7LqZmXHXLspuvwN5ZCRpr7+GqovgVUVUFOEzZ6L96CO0H32EOieH+IcfJmLuXOShIT31MgJ0QGuZcKsBorrIDHILDNcH0Ocln3N15tUkhiTy4r4XsTgsHn3k/cmJlhOkR/jmHgFQyVUkhiS2yyQRRZFKQyXnJ53v++bMWpyumJfeLBPuRqOQo3X0kgVDFKHsJ9ixEg5vANEJQ2fBhNth8BSpWR6AIuisEhgzZ87UFxQUnFLqeOvWrSHp6emW3NxcK8DcuXMb161bF9nU1KTzND5u3LjqvLy8oLFjx5q2b98ePHfu3GaQWqZ3tf4FF1yg379/fxDAiy++GL1y5cp4m80mjB071rBmzZoTCoWCgoIC1cyZM7MmTZqk2717d+jHH39c9L///S9sxYoV8YIgMGzYMNNHH31U7Gn+sWPHVDNnzsw677zz9Lt27QqNj4+3btq0qSg0NFRctmxZSllZmTonJyf3oosuann55ZfLg4ODx5zeQ6WjfXWHwO3nGcqOj4+jDlYw9tKuTczmw4cpve12FHFxpL/9Vpfiwk3sPUuI+e0dZKxbx+D/fkj0TTcGxEUf4W50FmbupFW7G1cWSbjDDsDI2JE8MvEREkOlu/gaw8BLXfW1BkZbUsNSKWs51YLRbGnGZDf56SJpxq5yt2rv/SBPjVKO1tEmTbUnsFtg33vwylR47VIo+hom/haW7oXr34EhF50UFyD1ujGe3bUvysrKVMnJya1dRFNSUqwVFRWqjsYBYmNj7atWrRq0adOmiFGjRpmrqqoUgwYNsne2js1mY9OmTeHnnnuuKS8vT7Nu3broXbt25efn5x+WyWTiSy+91PqGLykp0dx8880NR44cOdzS0iJ75plnEr/55pujBQUFh19++eXSzuaXlpZq7rnnntqioqJDERERjjVr1kQBLF++vDw1NdWSn59/uKMuq13ty1sCDcvOQCoLmzhxsIHzrz4HdXDnH4C26mrK7vgt8sgI0t58A2Wc98WzlMnJxC1d6u92A/hAqwXDouu8iieAKgwQGC6o+e2o33Lt0GtRyVWtrcorDZWtQZEDAa1FS5OlifQw/wRGWlgam05sOmXM7y6qAGYtVmUkQJ8V2mqyu97H/rpI9LWw6zXYuRoMtRCTBbOegVHXd15fIzi6zy0YX605ktpYoe/RvgDRyaHGaTcN81yBrQskA/epCIIgdjQOsGjRIu2iRYu07vHExET7qlWrPF60LRaLLCcnJxdgwoQJuqVLl9Y/++yzgw4ePBg8atSoYQBms1kWFxdnb3M+67Rp0wwAmzZtCp89e3ZTYmKiHSA+Pt6xevXq6A7m65KTky2TJk0yAYwZM8ZYUlLitRnziy++COtsX94SEBhnGKIosu2/xwmJUHHuL1M6Pdah11N2+x04jUbS33m7W+IiQP/S2qrd4ejagiGTgSYcpUXPnaMfbR12WzDcaZsDBXeAp78WjLTwNLQWLVqLtrXceIVeqoHhr8CwhEvvrfA+cJGolXJabAoQZL5bMBqL4cd/w563wGGBrMskN8iQX3aegeQmOOascpF4Ii0trdUyAVBeXq5KSkqydTTe3fO7YzDajomiKMyfP7/hhRdeqPA0p208h6vmyylqp6P5BQUFKpVK1XqsXC4XTSZTd1qDdLovbwkIjDOMkgMNVB/XcvGioSg76fIo2u1U3Pc7LEVFpL78Mprs7D7cZe9itBlpsbags+rQ2/QICAQrgwlWBBOqDCVcHd6uxfeZht51JxvmdHYqMPaXN6M12bhQHdGaXukmITgBAYEqwwAVGH7EYMDJTJIyXVmrwHC/Vr8EhqkZU5SU4tonMRhKGRaHU7IwdFdgVB+A75+DQx+CTCFZKibdA4O62egtOAaafbrx9xlfLQ29xUUXXWQoKSnR5OfnqzIyMmwffvhh9Ntvv3181KhRZk/jPbHmjBkzWubOnZv58MMP1yQnJ9tramrkWq1Wnp2dbfV07Lx58zIffvjhmoSEBEdNTY28o/mdrRkREeEwGAydfkB2Z1+dERAYZxCiKLLz02LCY4PI6aKoVssXmzB89x0Jf/4zoRdM7qMd9hx5NXkc1x7HbDdjdphpMDVQ1FzE8ebj1JpqO50rF+REqCOI1kQTqY5sbagVqY4kXB1OuCq8tU6C+ytEGUKYKgyVTDUgClPpbC4XiVP0WMXT7nDywpZjrPi6kHCNgj2x7QWGUq4kNii21W0wUDjRcgKZICM1NLXrgzuhbdv2EYOkWO8KfQVhyjDCXTEU3UYUwazFKJPcCX0Rg6FWyLHYnBAW4p2LRBThxI/w/T+h6EtQhcL5d8HEuyDcx+yZs8yCMXv27MHbt28Pa2pqUsTHx4988MEHK++777765cuXl86YMSPb4XCwcOHC+vHjx5sBOhr3l3HjxpkfeeSRimnTpmU7nU6USqW4YsWKUk8X8vHjx5uXLVtWdeGFF+bIZDJxxIgRxvXr15d4mp+SktKhhSUhIcExbtw4fVZW1vCpU6dqPcVhdGdfnREQGGcQJw42UFeqY+pNOcjlnd+hG378EXlEBJHXzu+j3fUcRpuR3/zvN9idJ11+QYoghkQMYWLSRAZHDCZKHUWoKpQwZRgiIka7EYPNgN6qp9HcSJOliUZTI82WZoq1xa29Euxi525EhUxBiDKEEEWIZBVxlT0OVkjfz8yYyUWpF/X2r6DVghHqwYJR3mTk3rV72XWiiUGhahoNFkRNOIK5fav2xNDEAWnBSApJQin37+KdEia5MdpmklTqK1tdQ93GZobPfw+ig0aVdI6+iMHQKGVYHU5EVQiCzdj5wVX74ctH4fhWKTZn6qPwi99AUFTn87oiOEaqYOqwg/znf1n45JNPij2NL1iwQLtgwQKtt+Pd4fQsDTeLFy9uWrx4cdPp40OHDrUWFhYeaju2ZMmShiVLlpyiBDua33bu448/fkqk9+mv3723tnvs6Lzd4ef/n/QzQRRFdn5WQvggDdkTEro81rB9G8ETJpyRdSoO1h/E7rTz9IVPMzl5Mmq5GrVc7bdlQRRFTHYTLdYWtBYtepsenVXX6mox2AytIsUtWIw2Iya7iSZzExX6Coq1xd0SGHXGOh778TEmJk7kqqyrvL6z1ll1yBAIFsVTgjy3FNSy9N09OEX454JR1Oks/G1jPg5VGIqW9u7SxJBEDjUcajfen/iboupGo9AQHxx/Si2MCn1Fq/DoFs2l8N6NULUXLriPPbJZwLE+a3YGICpDEDpykbRUwtdPwN53IChSql8x7teg6qEYSbeINTVBqNflGQIE6JSAwDhDKD3cSG1JC7+8oWvrha28HHtlFcG33tpHu+tZ9tVJhX8mJ09u9a33BIIgtFolEkI6F2meWL5rOe8ceQeb04ZS5t3d95ayLXxX8R3fVXzH83uf54ohV7Bg6AKGRg/tdJ7epidEppQKyQRH43SKvLi1iOVfHiUnIZyXbhhLekwIa3+S7t6tijAU5vY3WImhiXxV+hVO0Tkg4lJEUeREywnGxPVMwcC08LTWap5fnfiKkpYSJid10yV4bAusuxmcDrjuHci5HN0X+SjlAmpF7//O3Gs4FMHIThcYdgtsewG+/T9w2mHSErhwmSQyepLgaOnR2BAQGAF6jIDAOANwx16ERqsZOrHrC6Nh2zYAQib61gq7v9lXt4/BEYN7VFz0BEOjh2J1WinRlpAVleXVnH11+4jWRPPSJS/xbv67bDi2gQ+OfkBuTC5zM+cyY/AMj69Tb9UThhyUIZhRsfTt3Ww6VMOc0Uk8NXckQa4AX3eMgEUeRrClvcBICknC5rRRb6onLrj/s4gazA0Y7Ua/M0jcpIWlsaVsC68eeJV/5f2LkbEjuXnEzd5NFkX46RX44kEYlA3XvQ0xUlVcndlGmEbZJ/E4bguGQxmM0tJ4cm9Fm6W9NRRBzhVw6RMQPbh3NuG2YJxFcRgBep+AwDgDKM9voqa4hYsWDkXuxR2VcfsOFLGxqAb30odRLyKKIvvr9vdJnEN3yYnKASC/Md9rgbG3di+jY0czLGYYj09+nN+N+x2fFX/Gh4Uf8sSOJ3hixxNo5BoiNZFEqaOkwFRNJHtr9xKKACExbDxQxaZDNTw4M4fbpww55aLnNuGb5KFEmVvA6TwlLdFdMrvKUDUgBEaJtgTwP0XVTWpYKo3mRv6V9y9mDZ7F45Mf965qqcMGGx+A3a9D9ky45hVQn2yOpjfb+yT+AqQYDACHPBh0R+DLx+DQf6H5BESfA4vWQ9YlvbuJoDYWjAABeoiAwDgD2LWxhJBINcPO7zp4TRRFDDt2EDJp0oDIhugupbpSmixNjIod1d9baUdGRAYqmYqCxgJmnzO7y+MbTA2U6kqZlz2vdSxSE8miYYtYmLOQww2H2V61nSZzkxSUam6k2dxMSUsJTeYmzheVEBzDiQYjggA3T85o9zcND5IsGAYhGBDBqmstHQ6n1sLoj99pYVMhT+54kmhNNFdnXt0acNpTAmNk7EgEBO4afRe3jbzNu/95XTWsuwVO/AAX/E4KlDwtVknXhwJDrZAsGDZlGOgqpXoWQy6GKQ/AyGtB0Qdl3vvOguF0Op2CTCbrspx2gIGP0+kUAI+9VyAgMAY8NcUtVBY2c8H8LOTKrq0X1qIiHA0NhEyc0O219tbu5S/b/sL4+PH8ceIffdmu3+yv2w8wIAWGQqYgKyqLgqYCr453x5KMjhvd7jlBEBg+aDjDBw1v91wrL18EIYMobzIRH6ZpvRC1xW3B0AuuEu7mllMERttqnn3N5hObefj7hwlSBHG8+ThfnvgSuSBHKVP614ysDb9I+AXbF273vmlayffwwc1SOujcV2Gk5ywrncXeJwGecNKCUTnit0TmXAxZ00/GRPQV7vVMvV4u/GBdXV1ubGysNiAyzmycTqdQV1cXAXTYsjkgMAY4ezeXogpSMGyydx/Ihu07AAie4H38hdlu5vk9z7Pm8BpERKoMVfz+F7/3O43QF/bV7SNEGcKQiC4afPUTOdE5fF36tbuqXqfH7q3bi0KmIDcm17fFjI0Qm0N5nZHU6CCPh4S7YjC0oltgaIGT9SXcqbx9Wc3TKTp5Ye8LrNq/ipGDRvLPX/6TKHUUW8u38t/C/xITFINc1mktoG7hlbgQRfjhOambaPQ5cNPHEN/x30VntpMcqemxPXaGxiUcdUHJMGRkn6zZDmUQKEN6vR+J3W6/tbq6+tXq6uoRBHphnek4gYN2u73DbIKAwBjAtNSbOJZXy+jpaai8vJsy7NiOMiUFVYp3zZ6ONBzh99/+npKWEq7NvpYx8WN46LuH2FWzy7+OlD6yr24f5w46t0cvQD1JdlQ26wvXU2usJT4kvtNj99XuIzc61/dOpsYGCI6hvMnEeYM939G677K1TpcA6SCTpC9rYWwq2cSq/au4OvNqHpn4CCq5VGV5evp0pqdP9+/kJT/AZ8sgLgfmv+HdHJsZNtwNBz6A3KtgzvOnxFt4Qm+xEabp/JieQu2yYJjtHVqa+4Y+KLY1bty4WuDKXl0kwIAhIDAGMPu+LkMQBEZ20XPEjehwYPxpJ+GXXdr1saLI2oK1/N/O/yNKHcXL019mUtIkjDYjKpmKb8u/7XOBYbQZOdp0lMXnLu7TdbtDTrQU6FnQVNCpwLA5bBxqOMS1Q6/1bSGbCWwGHEHRVGlNpER5tmBolHJUchmNboFhaV9sKykkqU9dJEcajqCSqXjs/Md6TigaG6UCU3vekn728Do9YqiHtQuhbAdM+5MUc+FFnEZfBnm6XV9mm6NP1uuQfmh4FuDnTcBENUCxGG0c+aGKzF/EERrlnanWfPgIzpaWLt0jLdYWfrf1d/xtx9+YmDiRdVeuY1LSJEAyN09InMDWsq0euwv2JgfrD+IUnQMy/sJNdpTU0yW/Mb/T4/Ib87E4LIyObR9/4RWuD3qtEI5TpEOBARAepKDR3rEFIyEkoU9dJMXaYtLC03pGXIgi7FsLz4+Hve/C5Hvh/LtBVyVlgnRGwzGpXXnVPpj/plQ/wgtxIYoiOnNfxmBIvyfLWWDBCHB2ERAYA5RD31ViszgYfYn3bbaNO7YDEDLhvA6PKdYWs/CzhWwt28r94+/n+WnPE6U5tczwxakXU64v57i2R/r5eI07KHJkbD/5ob0gVBVKalhqlwJjb91ewHOAp1cY6gGodUg9MVKiOo4zCNMoqbO53DAeBEZSaBI6m661BXxvU9JSwuCIHkiRbjgGa+bAf2+H6CFw+7cw/S9SzQrRKYmMzvhxhfR7/PVGGH6V18ta7E7sTrFPGp3ByUJb/W/BCAiMAD1LQGAMQBx2J/u3lJM8NIrYVO/8wNayMpreXYs6KxNFrOdKfD9W/siijYtosbSw+rLV/Gr4rzxWd5ySMgWAb8q/8f1F+IDHAluiKN257lzdp3vpjJzoHAoaO88k2Vu7l6SQJN9rT7g+6CttUvBmZxaMMI2ijcDw3I8E6JM4DJvDRpmujIzwDN9PYrfAN/8HKydB5R6Y9Qzc8j9IkBqaEeFyGWrb9Wg6lfpCSBwJKeO6tXyLWbKM9EWjM2hjwRgQAqPXs0gCnEUEBMYA5OhPNRiaLYy+xLtuk+aCAkoWLsSp15P4xBMej1mbv5Y7N99JfHA8717xLmPjx3Z4voSQBHKic/imrO8EhrvA1inukaYS+M9V8NEd8PkfpGC9AcDQqKGU6kox2Dz3jRBFkb21exkV54erxyUwTpiCEARIjOjERaJR0mQWpSwAc3O751uLbXXgJqk2VFOu6+Ji7SVl+jIcosN3C8axLZKw2PIEZF8Gd/0E5y0+tU5FhOt90ZXAaChqrczZHfRmqSFeWB8X2hoQLhJLC9i71TAzQIAOCQiMAYbTKbL7ixIGpYaSPqJ9m+7TMe7ezYkbbkSQyUl/+y2CRp16URNFkZX7VvLkjie5MPlC3pr1FsmhXWeYXJRyEXvr9tLs4YLVG7QrsLX7TXjxfCjfDSMXgNMmNaIaALj7iBxtOurx+WpDNbWmWt/jL6BVYBwzqEkI16DqpIJrmEaBzmwHTbhnF0kntTA2lWxizkdzuHfLvb7vtQ3FWqlJY7cFhrER1t8qCUqnQ6peee0az+3HI1z/v9qy9s+5MbeAvgZiMru3D6QUVaDPYjAGTpCny1Vq8quBZoAArQQExgCjaHcN2loT42e2r9p4Oobt2yn9za0oYmLIeOdt1JmnfpiKosg/8/7Ji3tf5MpzruSfv/wnIcoQr/ZxcerFOEUn31V8B8Bx7XH+su0vXboGuotTdPLVia9YtnUZAGPjxkoXh0/vhaQxcNd2uPRJ6eCyn3p0bV9xZ5J0FIfhd/wFSAJDkFHYoujUPQJtBUaEx+yKmKAYlDLlKS4Sm9PGP3b+g/u/uR+r00qprrRHgnrdpcC75SIp+AJenCiVx77oD3Dn9s5LY6tCpNLWnVkwGo9Jjz4IDL1FEhh9lUWilAvIBDDbBoAFAwJxGAF6jECa6gBCdIrs/vwEUYkhDBl9Mo6ief16BKWS8CuuaG2/bvjpJ8ru+C2q1FTS3nwDRfSpdRKcopO/7/g7awvWsmDoAh6e8HC3umnmxuQyKGgQX5R8QX5jPu8ceQe7aMfqsPLkBU/6/1pFkS1lW3hh7wscbTpKWlgaT1/4NEMih0Dxd1IQ3wX3nfS3R2VA+cAQGPHB8USoI9qJrTpjHd+Uf8N7Be8RpAhqzTjxCUM9BEVT3mzpsAaGm3CNUoobiI/waMGQCbJTMkkazY3ct+U+8mrzWDRsEXHBcfxz9z/RWrREavzr0lmsLSY2KJZQVWjXBzvs8OlSKfU0fgQsWifFTHhDRErnAqPBd4Gh6+MYDEEQ0CjlWOz9bcEICIwAPUtAYAwgivfV01hpYPotuQgyyXph+Oknqv74CACNb79NwiOPIFqtlN3xW5TJyaS98Xo7cQGwsXgjawvW8qvcX7Fs/LJu9yWRCTKmpEzhw8IP+Y7vmJs1l3pTPd9XfI/D6fArBbGwqZCndz7NjqodZIRn8LcL/sbMwTNRyFz/jpV50mNSmziRlPOg+Fsp6LOfe6wIgkBOlBToqbVo+bz4cz459gn766Uy58mhydw//v6Tr8cXDHWIwTFUVZjRRElRAAAgAElEQVRI7dKCocRodeBUhyHr4OLgroVRrC3mzs13Umeq4+kLn2bWkFlsPrEZkIJA/RUYJS0lZERkeHfwsa8lcTHxLrjkse713IhIhabijp9vKAIEiOp+LEhfu0hAyiQJWDAC/NwICIwBgiiK7NxYTERsEJnjpMwDp9lM1aOPokxNZdAdt1P73HOUzL8WQa1GmZRE+huvo4jxHKfxUdFHJIcm+yQu3Cwatgiz3cxNw29ieMxwNh7fyDfl33Cw4aBPtSr0Vj0r9qzgvYL3CFWG8vCEh5mfPb/9hbgiDyLTIKTNa0s9Dw68L/ndI71P3e0thkYP5e0jbzP1/alYnVayo7K5Z8w9XJx6MZmRmf41mtuxCgo2YsycjbO88xRVOHkhtCvDUZk9X3QTQhLYXLqZGzbegEKm4LXLXmtNB27bcXVYzDCfty2KIsXaYmZkzPBuQrWUlszFD3a/oVdECpR81/HzDUUQmQrK7pf77msXCUiZJP0fgxEQGAF6loDAGCCcONhAfZmeX96Yg0wuuTLqn38e24lS0t54nZCJEwm77DLqV67EvP8ASc8802E6arWhmp+qfuKOUXd0/0J3fCsED4KEEWRHZfP0lKdbn5qcPBm5IOfb8m+7LTB+rPyRx358jFpjLfOz53P36Ls7vluu3HOq9QIg5RfSY9lPfS8wHHbJPVO0GVInQPZlTEmZwlelXzElZQpXZV7FsOhh/nevddjhiz/Azldh6CwOjP4rHDjYZQyGu6OqRRGGyoOLBKRaGAabgSERQ3hh2gukhJ2sDpsQkgBI/zf+0GhupMXa4r0Fo/qAZGHQhHd/sYgUKd7ErD2luVsrDUU+uUfgpAWjr+pgAC4XST9bMFpbtgdSVQP0DL32DhIE4TXgCqBWFMURrrFo4D0gAygBrhVFsUmQPpn/BcwCjMCvRVHMc835FfCI67RPiKL4pmt8HPAGEARsBJaKoij6skZ/43SK7NhwnLBoDUMnSh/2pgMHaXjtdSLnzyNkolSZUx4aSvwDD3R5vk+Pf4qIyOwhXbcUb0UUYetT8M1TkHY+3PJFu0Mi1BGMih3Ft+XfsmTMEq9Oa7AZWL5rOR8c/YCM8AzWzFzTuTgxNEDzCRh/y6nj8SNAGSwJjHPneZ7bk1iNkqA4sgEKvzyZ/pk8DrIvY0LiBL64pv3vyGeMjVIL8eNbYNI9cMmfKd0tZX14a8Ewy0IIM2s9upFmnzMbk93ErefeemqdESBaE41KpvJbYJS0lADdyCCpPgAJ5/q2WNtaGKcLDFGUYjBGXefTqfUWOxqlDKW872LgJRdJP1swFCpQh/eMBePY1/6fI8AZT2++g94ATreVPgh8JYpiFvCV62eAmUCW6+s2YCW0CpLHgAnAecBjgiC4y06udB3rnjfDlzUGAkd+qKS+TM/5c89BLpch2mxUPfIIikGDiPNCULRFFEU+OfYJY+LGkBruXR0N7Bb48DZJXATHSKWVnZ4/7C5KvYj8xnxqDDVdnvZA3QHmfzKfdUfX8evhv+aD2R90bfmo3CM9Jp9mwZArpIt7bwZ66utg//vwwa/h/zLh/Ruh6CsYOksqNT1qIdQXSRewnqRqH6y6WGolfuXzcOlfQSanvMmITICEiM7N/G6BYZSFSum8NlO7Y1LDUlk2flk7cQFSTElCSILfhbjcKapeZZBYdNB4HBJ8rNraWS0MQ51k3fDZgmHrswBPN2qlvP+bnYH//UicTvjmH/CfuT23pwBnLL0mMERR/BY43dY2B3jT9f2bwFVtxteIEtuBSEEQEoHLgC9FUWwURbEJ+BKY4XouXBTFbaKUW7fmtHN1Z41+xWKys2PDcRIzI1pjL+pXrcJSUEDCY39CHt498/HhhsMc1x5n9jleWi9MTVI55gPvS82gLn0SbEao91zjYUqyVOXz24pvOzylw+nglf2vcNPnN2F32nl9xussG78MjcILf7hbYCR6SPFM+YV01+vhAuoTTieU75JaeL88BZ7JhA8XSxf6UQuklt73F8LVK6VS04mjwKKVLmA9xd53YPWl4LRLVqOxN7Y+Vd5k6rIGBpxs2a4XXCnIlhbJIvL2tfDds15tIzHE/46rJdoS1HJ1a0xHp9Qckh79tmB4qIVRXyg9+lBkCyQXSV8V2XKjUcj6v5InSDcYJh9dJMZGeOda2PIknDu/Z/cV4Iykr2Mw4kVRrAIQRbFKEAR3HeVkoO0nRblrrLPxcg/jvqzR7lNVEITbkKwcpKX1rr9/12fFmPQ2Zi/JRhAEzPn51K98ifArriBs2rRun2/DsQ2oZCouTe+6oyr6WvjP1ZKYmPcajLgGal21HSr3Qlz7gL9zIs8hOTSZb8u/ZX52+w+RspYyHv3xUXbX7GZGxgwePf9RwlXdEEmVeRCT5dkvn3qedCGu3APpk7w/Z1scdik48PBHUv0FfTUIcim2YuqjkDkNEkadWjnSzaAs6bH+KIT6WAIcJAtI8Tfw4/NQ9CVkXAjzXofQU2NqyptMXbpH4KTA0OESGBV58L8/ShYCiw4u/F2X50gISWBb1bbuv5Y2FLd0o8lZ9QHXwj4KjNB4kCk9WzAaiqTH/2/vvMOjqNo+fJ/0kAYhgQRCS+gdCSCgAkpRqg1FBBFQRAR9sYD6qdiw9/LqK70KFgREAQFRVAwllFADJEAq6b1n93x/nE0jm2TT0Zz7uriSnZ3dmQyzO795yu+pRg1GXXaQgIpgpGRVMLytLnB0h8z4yr8uMlBF/lKjYcz74D8TWFrTe6f5h3GtFHmaq46TVVhelW2UXijlV8BXAP7+/rU2UjQ5JpOgvRF0GeiNZ2sXZF4eUc8/j7WbG83/7/lKv1+eMY/tF7cztNVQs6HwkhsPV5GLtGiYvBH8blbLPTooy+moo9D7vlIvE0JwY8sb2RKyhRxDDvbWqvrfKI2sP7OeT45+grWw5vXBrzPeb3zlCx8jj4DvEPPPFS/0rIzAMORDeACc2qyERUac+hs7DIdOY6DDCBUarohCgXEe2t5g+fYLyM+Fk9/D359DzAlw8oRbFqmaC+vSH8WIpEyu963YzdXVUb02pWBk+zdTVV2Cd29ItcwC3NvZm7jMOPKMedhaVS09cCnlUqEJWYVcCVIXM9cWVdoWVlbqtSmRpZ9LuADWdkVplEqSnpNfpwWeoCIYsddKBCO+EmZ6UkLAF7DrJXDxghk7Kz37RfPvpa4FRowQwtsUWfAGYk3LI4Di3wY+QJRp+dCrlv9mWu5jZv2qbKPe+Ou781jbWjFggi8ACcuWkXP6DC0//QSbJk0qeLWZ94v8i6ScJMb7jS9/xYIpldkpMPUHaF1svLuVtTI7KkhVmGFIqyFsCN7AoSuHGNRiEAFRAXwZ9CVHY49yY8sbeWngS4WdCZUiNUpFFK7qIFn99yXOxaTx+u091FTNiEMVv1dGAoT9DcHb4dx2lVe2cVDzLbrfBR1Ggm353RmlcPUBG8eiELylZCXB4RVw8Csl6Dy7qFqLHhPLbKPMzTdyJTW7wg4SKGqnTJKmCEaTdnD/N3BktYqSGI3mIzLF8HbyRiKJzYy1yEq+1P4acolIj+DWdpa2qJoKPKvTeePWqowIRog6T6ro1ZKWnYenswVGYTXINdFFApUbeJaZCFvmQvBPSqhP+Mwyoa5pMNS1wNgKTAPeMv3cUmz5XCHEBlRBZ4pJIOwE3ihW2DkSeE5KmSiESBNCXA8cAB4APq3KNmrxby2XqPNJXDqRwMA7/HBysyf73DniPv8vrqNH4zpiRKXfLyYjhv8e+y/uDu4MalnO3X3SZVg1DvKzYdqP0MJMrUOLPuqCaMg3e2fdz6sfjjaOfH70cxYHLCYiPQJ3B3cW37CYcb7jqt6uWSBqWvQpXPRbcCyLtp7CztqK1yZ0R/j0VxXqxTslpFTpgMt/QVgAhB8oCpPbu0HHkdB5LLQfDvbVuHBYWamwe0IlBEb8eVhys6qL8B2qvoT9bqnwwnolJRujrLiDBMDG2opGdtaE2LSHcZ9Al3Hqi961pSr6zIhVd5flUCAIo9OjqyQwwtPCMUqjZR0khnyIOa2GmFUHt5Zw2UxaJ+FCUbSpCqRn130E45roIgF13uSmq8GC5XmIRB+HjVNUSuTWt2DA7Ho3wNNce9Rmm+rXqOiDhxAiAtUN8hbwjRBiJhAGFCTxf0a1j15AtZBOBzAJideAglvWV6WUBfL6UYraVLeb/lHZbdQHUkoCtoTi5GZHz2E+GNIziHzySaxdXGj+4gul1g9ODKaxfWOaOzU3+34B0QEs3LeQrPws3rzxzbJD3KlRSlzkZsCD28rOf7foA/n/VaHS5t1KPW1vbc8NLW9g1+Vd+Df3Z16feQxvMxw7azuLj4FZIo+oegjTfoUlZPLEhmMI1KTJ5Mw8mrTqB0Eb4McnVPdLVpK6G04zBaMaNVX1FH2mKPdPn36q/a6m8Giv6lMs5fgG9YU967cSwqkiIpIyAfBxtyzK4upgS0qOEfpOK1pYWAgZWaHAKG62VRUKh5y5mhEYl/er86ignTThPBhyqt5BUoCbD6RGqo6ngmiF0aDEZicLIylmqI8ajGvCaAuKzLayEsG2jPTVsa/VrKBGTVVhso9/3e2f5h9FrX2KpJSlE/iKUpWLpk6Qx8p4n+XAcjPLDwPdzSxPqOw26pqwU4lEX0hhyOROWNsIIp5cSO7FS7ReuqRUauSb4G9448AbeDbyZO1ta0uIDKM0siRoCZ8f+5x2bu1YMWqFmuVhjvQ4lRbJTIRpW8ovriu4EEYdNSswAF4Z9ApP+T9VpbvdMok6As26gl0jsnINPLI2ECklC27tzFvbzxKdkk0Tv5tVVOLUZnB0Uxet1tdD28HQ5gbw7FS7d1JNO8DpLUrcWOI+efYnaD2oUuICINwkMFpZEMGAYgPPilNQ35AaAZSfFy+IYMRkVtx+bI4CD4xSJlthB2DFbdDtDpi4Ui2rboFnAW4+IA2QdqVowmpymIraVLHA02iUpOfWQxeJrdW1kyIBlVK8uj7GkA87noVDS8osTNZoinOtFHk2GKRRErAlBFcPB7oM8ib+iy9I372H5s89i9PAgYXrGaWRDwM/ZOWplfT36s/J+JPM2TOHVbeuwtnOmRxDDi/8+QI7Lu1gdLvRLBq4iEa2ZVyMMhPVGOyUCJiySflJlIe7H9i5qDv1PlPMruJi54KLnUtVD0NppFSCpvNYpJT83w8nOHslleUP9qOxyanySmoWXVv4wnNhNbfdyuLRUQ1iSww122VTgoQQiDujQsiVJCIpyyIPjALMC4xiEYwKcLRxpIl9k8KBaJXlYspFmjk2Kzmt12iE7QvU76c2w7DzKnVxJQis7auVxgBKemEUCIxqDDkD2HI8Eimhlbtlwq6msLdREQwpZfUdYatDWXbhOWmqS+TCbhg0D2552Wz6VKMpjh7XXseEHI0jPjyd/uN8ydz3G/GffobbhPE0eeCBwnWy87N56renWHlqJZM6TeJ/I/7Hh0M/JDQ5lPm/zScmI4aZO2ey49IO5vedz1s3vlW2uCjwuYg/D5PWQ5uB5tcrjpWV8nwop9Czxkm6pPa15XVsOhLJpqORPHFLB4Z1aoa3m0oTRKdk193+lIWH6cJVhk9ICc78qH52HlPpzUQkZeHt5mixm6Sro2mianEauavC1tSKBQZQZbOtA9EH+DXsVzq5dyr5xLG1EH0MRr2p9qPAk+PKCSXOrKtpZmXOC6MaLaqXEzJ44YeT9G/rzp3X+VT8ghrEwdYKo4Q8Q601rVlGocAoVuiZGqWiUCF7VY3PyNe1uNBYhBYYdYjRYOTA1lDcWzjRxiuXqGcW4NC9O16vvFJ415KZl8ljex5jT9geFvRbwPMDnsfGyoZBLQexaNAiAqIDGL1pNMGJwXww9ANmdJ9R9h1PVrLyuYg7C/etB79hlu9si97qQmCoo978o2sAiHbqyqKtp+jf1p15N6s7XE8Xe6ytBFeuBYHRtFirakWc/UnVGVRydkpGTj5/XoinQ3PLC1JdHGxLRzCEUIWetSgwfgz5kdm7Z+Pl5MWL179Y9ERWMux+BVoNYL/HRHJ6PwBBG5WQrI5FeHFcTVGL4p0kCReU3bVT5UL3eQYjj284hrWV4MNJvbG2qtsogoOtqiGpj5Htp6JSmPD5X5yJTi0dwYg9A0uHQ+JF1ZlUvMZHo6kALTDqkHMHY0iOyaT/6NZEP/MMWFnh8/FHWDmoMHhqbiqzds0iMCaQxTcsZmrXqSXEw+3tb2d+3/l4O3uz4tYVjGhTTrdJdiqsvQuunIR716oOisrQoo8qxIs9U5U/1XKkhN0vwx/vY+x+N4/9mo8Q8MG9vQq/5K2tBM1c7K+NCIa9M7i0KLpTLou0K8rWvEsl5sGY+PL3EOLScgoFliWoFIkZMejW0qIUCahCT0vnkUgp+SroK57/83mua3Ydq25bhbdzMQfP399BZiaw3PVRJi87yHLjWFWIuX2hunhVt8ATlBmbg1tpgdHUr9J1OB/uOsfx8GTeuqsnLRtXsn25BrA3ubXW9cj24CtpTFl6gOPhyQSEJoCjqQYsM1EVXa+4TRXOzthR+e8QTYNHC4w6wmiUBO64TFMfZ5x/+5rsoCC8X3sV25bqLiwpO4mHdj7EqYRTvDfkvTKtvmd0n8G2O7bR3aNUfWsRhjz45gEVnr5nlfJ+sID0nHwmLwngre1ni4oSo00dE/k5aox4WvUGYpXAaISfn4Y/P4S+0/nU7WmOhKfw+u3dS7Vnerk5XBsRDFBpkopSJME/q5+dx1bqrSOTs/hqXyjjerWgbxvLvVBcHWxJzco384SPxREMbydv0vPSSctNK3c9KSXvH36fT49+yjjfcXw5/MuSbq1xwciD/+Ngk7G8GmiHtZXgSHIjVc9zzjQgriYiGFDSC8OQD3HBlU6P/B2SwBe/h3CvfytG96if6QH2pghGXXaSXIhN5/6lAdhaW+Foa83lhEyV+nBwU0P3Vo0HexclLmrq/0vToNACo464eCyO5JhMuvvlkLhsKY0nTsT1VtVKFxQXxKRtkwhNCeWTYZ8wvE2xOwUplSfF5f2WbUhK1UIWuhfGfWxx/j8r18DMlYfYH5LA7+filFmTvZuqwyjoQNn+DAT8t7J/unmMRtg6V40mH/Q4e9s/xyd7L3JHn5ZM6F26M8XbzYHolBqaQVJdPDpWPPTszDZ1DCsqBL2Kd3Yoq/aFt3aqYM2SuDjYkGswlr5AubVU5l4GM+LjKrycTV4Y5aRJpJS8c+gdVp1exX2d72PxDYuxLV5LYTRg3PIYmTgyJ3o0j9/cnhFdmhMSmw6Dn1BtyFBmd1KlcfNRAsNogM2zVbtyR8tbVNOy83j62+O0cW/ES+O61sw+VYGiFEndRDAuxmcweUkAIFj/8PX4ejpxKSFDPdmoqTKpc/GC6TvA3cLpuBrNVWiBUQdIqaIXbk3tsfvvC9i1a0fz555FSsmqU6uYtl3lNZePWs6NPjcWvdBogJ+eVIJh85wyJ5yWYN97cHQt3LSgzA6Qq8nJVy2hBy8l0sXblYvx6RgRytEz5FdlFBV1VH3xXDlZlUNQEqMRtj0Bx9bB0OdZ4zKTh9YE0rG5C69MMH/h8XJ1JDolG1nTk0yrQtMOauhZeqz557NT4OI+6DK2UqH6o2FJbDkWxcM3+lpksFUcV5NvQ6lCT9cWquslveLIU4EXRllpEqM0svjAYtaeWcuULlN4rv9zpet/Dn6FVcQhXsiewpyxA3lyZCfaN3PmcmImuS6toe+DyqnV3KwZC1nx10VW/qV8N5TACFO+KCe+VdbrPe62+L0W/3SG6JQs3r+nF0513JpanKIUSe1HMGJTs5m67AD5Rsn6hwfQvpkzbZs6qQgGKAHt1QOm/1zUnaPRVAEtMOqA8NOJxIWl4Zt2EGNyEi0/eJ9MGyOP732c9w6/x00+N/HNuG/o6VksL23IUyPUDy9XPedJF+H8L+Vv6Mga2Ps69JwEwyybZZJvMPL410fZdy6Ot+/syZTrW5Odp2yqadFHFeUZ82D6dugwCmKqKTCkVJGQI6sx3vg0r6eP48UtpxjS0ZNvZw8sHNx1Nd5uDmTmGkjLqfhOvNYp6CQpy9Hz/C51zDpbXn8hpeS1bafxdLHn0aGVnwLqamrlrU6rankCw2A08Mrfr7AxeCPTu01nQb8FpcVFYiiGXS+zx9AHl/73M/MGdefr18wJg1ESlpgBo9+Dh/ZU8q8rYvXfl3jlx9P8b1+oWuDmowTd0TVKVFsw2K2AvWdj2XAonFk3+dG3Tf1aXNdVkWdqdh4PLD9IYkYuK6f3o2Nz1WrepmkjwhMzyTcYVc3WrN+rN9BPo0ELjDohcMdlGjlK3HYtw+OxOST6uDJ1+1T+iPiDhf0W8tGwj0oOJ8vNhA33w8nv1B3Z1B9UYeGBL81vwGhQw4a2zlV21OM/tejOWUrJi1tOsfNUDIvGdeWefq1o56F8DELjMqDPVBUFefhXaHkdeHWH9Jiy79wr3iD88gIcWkr+9fN4NPJWlv55kQcHteWrqX0LZ2qYo8AP4pqow/DoqH6a6yQJ/V39Xzh7VcrhcNORSI6EJfPMyE5VupMucJ4sJTAK7kAtGHrm4eiBjZVNqRRJniGPhX8sZNP5TczqOYv5feeXFhdGI4bN88gyWPG50xwW3laUGmrvqS5iF2IzVAt0BXNRymJbUBSLtp7C1cGG6JRskjNz1cwRgIFzLRbVAMmZuSz8PojOXi7MH1FNP44awMEUwcipxSLP7DwDD686zIXYdL6c0peePo0Ln2vb1Il8oyQqOVu1D1dxjotGUxwtMGqZ6AvJRJ1PplXoDhy7dCRqQn8m/zRZzQ4Z/l+mdJ1S8ss6M1HVO5z/BcZ8oO7IrG2h/0MQ+lvpro6sJFh/D/z1MfjPgMnfWmyN/cXvIXx9MIxHh/oxfbDpbtNTtUaGxqeDZ0eY8HmRo19BoVeBE2Nl+eM9+Pszcvo+zL2ht/HLmVheGtuVl8d3w6YCvwdvk8Cor06SnHwDS/aFsudMjPmhZ3nZsON5WD1eDVGbvMHiL+mUzDze+PkM17VuzN19q+a/UBD5Sb165HdBK2dqxXP9rIQVzRs1LyEwsvKzeHzv4+y8tJOn+j7FvD7zzLdFH16GddifvJp3P89MvKWESPL1VKI1JC69kn9VEX9diGf+xmP4t2nCuxN7AXAmOg06jVZ1AiNftzgdJaXk+R9OkJiRy/v39MLepv4vpoVFnrUUwcg3GJm/8RgHLiby/j29uKljyTbeNk1VSq6wDkOjqQG0W0otIqXk4LaL2IlcvC7+SvjHj/PUnll4OHqwfNTy0rbeSZdVa2lymLJV7nZ70XPXPQi/v6OiGOM+VssSQ2Ht3Wr9sR+Bv+XjVbYci+SdHcGM79WCZ0YWFRQ2c7HHyc5aRTCuprmpcyXmJLQv5cZePkdWw6+vk9H5biYEjyYsKZXP7ruOMT0tq9ovimDUfaHnoUuJPPt9ECFxGXRr4cotXZqrVsiCFElEIGyZo/xG+j0MI14FO8trKN795SxJmbmsntkfqyr6L7g4lJEicXADO2eLW1W9nLwK3Twz8zKZs2cOR2KOsGjgIu7uWEZtw+EVyO0L+N3YC4d+0xjoV3LEvJO9Dd5uDqrQswqcjEzhkTWB+Ho4s/SBfoVphLNXUtW2LDGPK8bHe87z84krPHdbZ7q1cKv4BXWAg23ttakajZIF3wex/eQVXhzb1WwRdVtT5PJyQgZQffvvU1Ep1X4PzT8fLTBqkfOHY4g4m0SH85tJuXMgT4R/SLem3fj0lk9xd7gq5xsRCBsmQ36WSom0HVzyeaemarz38Y0qbZJ8GdZNVOmRaT9W6kv2QGgCz3wbxIB27rw7sWeJi5oQgnaeToTGmxEYBRM6KxvBCN4OPz5Bms8QRl6YSHp+Hqtn9ud636YVv9ZEMxcHhKjbCEZ6Tj5v/nyGdQfCaNnYkRs7eBAQmkBuvhE7jw4QcRh2/p/qrHHxhvu/hw6V8woIikhm3YEwpg1sW62LXVGK5KoIRqHZVsUpElB1GEdijpCVn8XcX+dyNPYob9/0Nre1u630ylLCvndh72L+turLYqen2Xyb+a4ZP0/nKkUwLsZnMG35QdwcbVk1oz9ujWyR0gZ3JzvORpffTmuOzUcj+Wj3eSb29WHWTWXM7akHHGxqpwZDpUFPsulIJE+O6FhYF3M1zVzscbC14lJBoWc1CIlL5/6lB6r9Ppp/PjpFUktkZ+Txx4ZgXDMjaGp9hrmtfsO/uT9LRi4pKS5SImDTI7D0ZhVSn7GzhLjIzM3nPxuOsuFgmBqJnJ+lukpWjFFh+pm/VEpcRCZnMWfdEXzcHflqqr/Z8LCvhzOhZV0MvHpUrpMk/BB8O53UJt0ZFjYDYW3Ld7MHVUpcANjZWOHhbF9nNRhHwpIY88kfrD8Yxswb2vHL/JuY6N+KPIPkQmy66iRJCYe/P1OdEXMCKi0uDEbJC5tP4uFsz5MjO1ZrfwuKPEt1kUClzbZiMmOY9+s8AmMCeeOGN8yLC6MRfn4G9i7mj0bDeShnPu9OHlRm/YifpxMhcRmV6gKKMXU7SGD1zP6FUSwhBF28XTh7JdXi9wI4fCmRBd8Fcb2vO4vv6FG/Mz+uwr4WIhhSSt4wCeTZQ/yYd3PZ/iBCCFMnSfVSJLFp2UxbfhDra+jYauoPLTBqib++PU9Oeh4dzq3jxZEJ3NB2GJ8P/7xoZkhuJux5DT7tC6d+gMH/gTl/l/BNUN4Uh9l8LIpVf19WRZZtb1TTPN19lbioxMCo7DwDs9cEkpNvZMkD/rg1Mt+x0c7DicjkLPMtc827K5OpPAsu9MlhsOE+Um09uDl6Dl6eTfnhscF08qrakDTlhVG7AiPfYOTj3eeZ+OXf5BskG2cN5MWxXXGyt6Grt2qtPBWVolpQfYfCtG0w9sMqtV2u3H+JoIgUXhjTpedMRUAAABtUSURBVMzuGUtxsrPGSphJkUCl7cIN0sDB6IO8Nvg1xvia8VExGmDrPDi0hIMtpjA1cTovTuhF71aNS69rwq+ZM+k5+cSm5Vi0HymZeUxbfpAkU7dDQW1QAZ29XAmOScNgtEywRCRlMmtNIC2bOPLllL7Y2VxbX30FEYyaalM1GiWv/3SGJX+oIuqFt3aqUFC1adqoqFW1CmTk5DNz5WES0nNZ/mC/Kr+P5t+DTpHUAhFnEzkbcIU2YbtYOziCbv1G88aNb2BrZbqIXNgN255UaY4eE+GWl0rNq8jOM/DQ6kMEXEzAv00TAsOSSMnKw23k63BsPdz8fyq/biFqQulJTkSmsOQB/1Jf2MXx9XRCSrickFlaDHj1UCOy486UP4I8Jw25/l5ysrO4I3MBvTu35+NJfarlNeDl6lCtL8CKOBaezAubT3AyMpXbe7fg1du7l7jwt/NwwtHWmlNRqUz07wUPbKnytgIvJ/Lmz2cY3qUZ43u1qPgFFSCEwNnezERVUAIjPRbycyssAO7YpCPWwppFAxcx3m986RWMBtgyF46v50LXedxzZCCT+rXivv7lz1tpbzrfLsSm09y1/AmxyZm5PLD8ICFx6ax4sH+JbocCOnu5kJ1n5FJCRrnnMqi0w5x1R8jLN6rpvI0sK4KuS2rSaCvPYGTh90FsOhLJg4Pa8tLYrhZFa9o0dWJvcBxGo6x0LVCewcicdUc4FaW+X3qVIzY1DQctMGqY3Ox89i47hmNWHJdddmA9Zjhv3vgmNlY2kBGvZjGc/E6F2Kdtg3Y3lnqPrFwDs9YcZn9IAu/d3YsWjR25b0kAgZcTublzbzWIrJKsCbjM90cieOKWDozo2rzcdQs7SeLSzQsMUGmSsgSG0YDc9DAyNpiHc5+hf7/ref32HtUeIOXt5qDmJdQwKZl5vL3zLF8fDMPT2Z7PJ5svPrW2EnT2duF0dOVC81cTl5bDnHVHaNnEkffv6V1joXpXR9vSXSRgalWVyuWySdty36N3s94ETA7AwcaMCDAalOFb0Abi/J/ijkMD6OnjxMvjK3bl9GumzqmQuHQGt/coc72kjFzuX3qgsJXyhg7m1+1iiiadjU6rUGC8+uNpgiJS+Gpq38I27GuNmjLays4zMHf9EXafieXJER2Zd3N7i8+vNk0bkZuvPHBaVGIeS0pWHo+uDWR/SAJv3NFDFUFrNGiBUaPk5xn46aNDpKYaaHFlPYfn+fPRkHeVuAjeoXwqslNg6HNww3ywsS/1HtEpWTy8+jCnolJ5566e3NXXh+w8A7bWgoMXk7i5c+U/vLtOx/DKj6e5pXMznril4pRKQUW52ULPJu3A1qncQk+5+2VE8HYW5U2jbf9xvDK+W5W7I4rj5eZIanY+GTn5Nea6uPPUFf7vhxMkZeYxY3A7/jO8Q2FHhjm6tXBly9GoKt3lgUrBzPv6CClZeax4sD9ujtUcWV4MFwdbUsuKYICqw6hAYADmxUVWEvwwG87tIPn6Zxkd2A8ne8GXU/oW3n2XRzMXe5ztbcrtJElIz+H+pQcIjc/gqwf6MrRT2UZP7Zs5Y20lOHsltdxOpB+ORrDuQBiPDPFlZDevCvezvrCyEthZW1WrBuNCbDrzNx7jZFQKr03oxtSBbSv1+rZN1ef+UkKGxQIjPDGT6SsPcTkhg/cm9qpym7Xm34kWGDWE0WBk5xfHiLqURbvQtfwyxZ73Rn2KXX6uKoYLXKnqFx7YUuYchmPhycxafZiMnHyWPuBfeCfgYGtNT5/GHLxY+bv3v0MSeGz9Ebq3dOPj+/pYdFF0trehuau9+VZVKyu1/2U4esoD/0Ps/4Q1+cOx6j+LReO71dgdeoEXxpXU7ArvWisiJTOPV348xaajkXT1dmXVjP4WdXF09XZjbUAYEUlZtG5aOTtvgHd/CSYgNJH3J/aia4uq22Wbw8XBpowiT9OXvgVeGGaJDoJvpkJKJGm3vMWEgM7kGfJY/8hAiy9EQojCQk9zpGTmcf/SA1yMz2DZNH9u7FB+q6SDrTW+Hk7KC6MMgq+k8dymEwxo516iFftaxd7WqkpdJEajZOX+S7y94yyN7Kz5ckpfRlVBTBV4YVxOyGSQBWaygZeTmLX6MHkGI6tnDCjVnqzRaIFRA0ij5NeVJ7l0OgXfkG/ZPvYKr9/3LY0SL6mppgkX1KCnYf9nNmpxJSWb749E8Mme83i62LNmZulCyH5t3Vn2ZyhZuQYc7SwzBjoRkcLDqw/Txr0RKx/sV65T5tX4ejhzMb6cTpIT36k2xWLiwXhyM2xfyC5DXy4PWMSisTUnLqCYwEipnsD4OySB+RuPEZeewxO3dGDuze2xrcDoq4BuLYoKPSsrMHadjuF/v4cy5frW3FULd3quDrZEJpvxCXG1wM3zqv/LQo59rbqWHN3JuH8r924zEJuawbqHB9CheeWKdf08ndkfUlokZ+UamLHqEKFxGSx/sF+ZaZGr6eztytGwJLPPpefk8+i6QFwcbPl0cp8KjdyuBextrCsdwQhPzGTh90HsD0ng5s7NeOvOHjSroMalLLzdHLGztrLIbGv9gTAWbT2Jt5sjyx/sR/tm1RP8mn8n1/6n7hpHGiW/f32W4EPxtL30E9sHH2XhzOW4nvlZDQnLSVU+FSNeLSEusvMMbD4aydRlBxj41h7e3RnMAN+mbCmjy2JAO3fyDJKj4ea/UK/mREQK01Yo/4A1MwfQxKlyhW1lemGA6mbJSVFdIiaMofswfv8QR4wdOD7gff5vbM23AXq7qbvlqnaSGIyST/ec5/6lATSyt2bznMHMH9HRYnEB0MnLBWsrUek6jPDETJ765hg9Wrrx4tjamdrp6mBT2gcDwN5ZFQSba1WNCISvhsFn/SDySNFyo0F5fGyeDT79iJq0k7t+zOd8bBpfTu3Lda0tHyVfgF8zZ66kZpNebJ5MnsHIo+sCORqWxMeTelssLkAVekYkZZWK2kgpefb7IC7FZ/DJpD40c6naBbeucbC1IsfCGgyjUbJq/yVGfbSPoIgU3ryzB8um+VdZXICqMWrl7sjl+LILqXPyDTz7fRDP/3CCgX4ebJ07WIsLTZnoCEY1MBolv644SfChOFqH7eL3zrt56JFltNz7jkqJtL0R7loGLkV1E6Fx6Xx9MIxvAyNIzszDp4kj827uwB19WpZbgHZdmyYIAQcvJjLIr+wvYSklawMu89q2M3g427H2oQGF/gGVwdfDieTMPBIzcnG/Wpw0L2YZ3qQNxpDfyFl3PxGGZuzv/xlPj6m5wsXiNHNVAi3a3F16BcSn5zB/4zH+OB/P7b1bsPiOHlWq43CwtcbP04lTUZYLjNx8I3PXH0ECn0++rtasqV0cbMwXeYKyNy/eqpqRAHteUQ6rLl4grGDZCBVl85+hBu2d3wn9Z3Go8zPMXn6cXIORZdP6lbKZtpTixcM9fRpjNEqe+fY4vwXH8eadPbith2WurgUUtA0HX0mjX9sib5k1AZfZFhTNM6M6/aPC9g621hZ1kVxOyODpb49z6FISN3X05M07e9CyEkWZ5dG2qVOZEYzYtGxmrQ7kWHgyjw3z48kRnapduK35d6MFRhUxGoz88tkhQs5k0Obyz+zz3c4tj7xIz20LIDJQFXEOewGsbZBSsj8kgSV/hPJbcBw2VoJR3byYPKA1A32bWlQX4eZoSxcvVw5dSixznbTsPJ7bdIJtQdEM7eTJB/f0Li0OLKTgYnAxPh13p6tcR5t3BQREH4PIQMSfHxJp9Oa3fl8wb0z/WjMwcrC1pqmTHdGplYtg7D0byzPfBZGWncdbd/bg3n6tqrWP3Vq4sT8k3uL13/j5DMcjUvhySt8q1W1YiqujLek5+UgpS/99ri2UqZvRqCaP7l4EOWkwaC4MWaim9277jxId+96D/GwY8z7filE8v+wwrZo0Ysm08tubK6J9s6KZJN1buPH8DyfYfCyKZ0Z1qrDN1RydvVWk72x0aqHAOB6ezGvbTjOskyePDqn8VNr6xN7GqtwuEiklm45E8tKWk1hZCd69uyd39/Wp0c9bm6ZO7A9JKHUOnY9J48EVh0jMyOXLKddxa/fKiUFNw0QLjCqQn2dg25u/EhllTcuwzWwZcoi7bpnNqG0vQl4m3LMGuo4n32Bk29FIvtoXyunoVDyc7XhyREcm9W9VpbBt/3bubDwUTp7BWCKsL6Vk56kYXtt2muiULBbc2onZN/lVq3OjIJoSEpdRepS1nZOaxfHH+yCNbMwfSlCP51g8dkCtuyN6uTlY7OaZlWvgjZ/PsCbgMp29XFj7UH86e1W/sLKrtys/HI0kPj0HD+fSNTUFZOcZeGdHMCv3X2LG4Hbc2r12uxhcHGwwSsjINZSut3FrCeEHYPkoiDgIbQar0enNi6VrJq6CY+vgwP+QI17l00s+fLAriBvae/D55OvKNGazlNbuTlhbCc7HpPPClpNsOBTOY8P8mFOF8fSgfFHcHG05c0UVel6ITWP22kCauTjwwT29a6RzqS5xsLUuc9hZanYeL/xwkq3Ho+jf1p0PJ/WusahFcdp6NCIrz0BcWk5humX/hXgeWRuIg6013zwykB4+18b8Fs21jxYYlSQrNYfvXthGam4TmsR8y7nbjvOeS2Pctr8MjdvAtB/JbtKB7wIu8799IYQnZtG+mTNv39WDCb1bWtTSVxb927mzcv8lTkam0MeUA7+ckMGiraf4LTiOzl4ufHLfwNKCoAr4NHHE1lqU6CQpcVfTZhDGtBiezZ3JSc/hbLqzX51YL3u7ORCZXL7AkFKy63QMb20/S2h8Bg/f2I6nRnaq1rEvTkGh5+mo1DLTBaejUvnPxqOci0nngYFtePa2zjWy7fIoPlG1tMDwUfVAiaFw+5fQa1JhUWd4Yibx6Tn0aOmGTZ8pGHrdz0tbTrLuwDnuus6Ht+7qUak6lbKws7GijXsjVvx1iaw8A48O9ePpkRU7TJaFEILOXi6cjU7l4MVEHl59GFtrK1bP6FfpmqNrAVWDUTpFcioqhUfXHiEyOYunRnRkzrD2tZaaaFPYqppJM1cHfjgawYLvgmjn4cTyB/vh06T2InCafx9aYFSCuAtRbH7rD/KtGmOfthS3vkcYkeOGSyMj9J5MwqAXWXc8hTUBe4lLy6FXq8a8OKYrw7s0r5G7qYIw8MGLifT0acyKvy7y7s5gbKwEL4zpwrRBbWvkQgBgY21Fa/dGhZ0kPx6PYtHWU3g42zG6hzcjer3AixfHcyHXyDYLvRBqAi83BwIvl13oevBiIm/vOEvg5SR8PZxY/9AABpVj7FQVCtpLT0eXFhj5BiNL/rjIB7uCadzIjpXT+5Xr51CTFJ+oej4mjeV/XaJxI1tmD/HDrc9UsLaHPlPU0DrUvJUl+0LZceoKUoKLvQ2D2jclK8/IvnNxPDrUjwWjqi4AzOHr6UxofAaP3ORbI+/dxduV9QfCmLL0AD7ujqya3p9W7v/Mi6C9jTUpV9XQfHM4nBc3n6RJIzu+eeT6Grl5KI+2xca2HwtP4o2fzzLQtylfTu1bo54tmoZBgxMYQohbgY8Ba2CplPKtil5jNBj5+cOviDzjBTRCiM+Q4+/iu+z/8FhwHF65Dvg7NuGXDwPJNRi5qaMnH9/ry0C/pjX65ezpYo+vhxM7Tl1h95kYDl1KYniXZrx+e48qFXJWhK+nM+di0nlu0wm+PhhGLx837G2t+XjPeT7ardZZNs2/VusKrsbbzZGkzDyy8wwlRM25mDTe2XGW3WdiaeZizxt39OAef59aaU9s3MiOlo0dSxV6XohN46lvgzgensxt3b1YfEePKtfAVIWCiaoLvg8iKCIZexsrcvKNbDgYxvwRHZk0YC5nr6Tyx4EL7D4Tw9GwZFwdbHh0iB9dvF3ZHxLPvnPxXEnNZtG4rkwfbH7yZnWYPcSXmzp6MPX6NjXy2ejq7UquwYh/myYsneZ/TdqAW4qDrTLaklISEpfBkn2hbDwcziC/pnxyX59y03E1RcvGjthYCT7efZ7I5CzG9PTmg3t61VphsubfTYMSGEIIa+BzYAQQARwSQmyVUp4u6zXJMbEsn7mKHIeOOORHkN96H3c+uZ5mTVx4GAgITeDtHWfZezaWSf1bMW1Q22qbQJVHv7bubDwcjouDDR/c04s7+rSstdSEr6cTu07HcDE+g0eH+vGkqaUzNjWbnaeu4OJgW+e2wF6mvHBYYiaNHW2JS89h1f5LfBcYgZOdDc+M6sSMwe0s9gqpKl1buHI6KoWUzDxOR6eyPySe/+0LxcnOmk/v68PYnt51Pq2z4AIUGpfO3GHtmT64HdEpWby+7QwvbTnFa9tOk2dQw8G6ervy0tiu3NuvVWE3zbheLZBSkmsw1toFxb+tO/5ta+4ufEKfFlhbCcb09K6zKFpt4WBjTWRSFkPe/Y2wRNUqOmeoH0+NrLtuDRtrK3yaOHIpIbNwjsk/rZZFc+0gKjM++Z+OEGIg8LKUcpTp8XMAUso3y3pNa89O8sWxi7Fy3MeQJx+lffsuZtczW7lfC5yOSmXDoTDmDG1fK1GL4gSEJvDSlpM8P7pLnYX5K2J/SDyTlxwosczO2oqpA9swd1j7Osu9f7jrHB/vOV9i2W3dvXjt9u51cqdZFvsvxNPdx63EkLaCmpQ/zsfTt00TBrf3wNOl/vZRY57Pfj3PZ3svMNC3KTd3bsawzs3qpebh64Nh5BmM1Y4yCSECpZT+Nbhrmn8YDU1g3A3cKqV8yPR4KjBASjn3qvVmAbMAWns07/vX4T/xadO+zvdXU5rcfCNf7QtBCIGroy1ujrb0bdOkVirqy+NyQgZf/BZCWw8nuni70sXb5R9j6KS5dqnqjJtrES0wNA1NYEwERl0lMPpLKeeV9Rp/f395+PDhutpFjUaj+VegBYamoVmFRwCtij32Aao4AUqj0Wg0Gk1ZNDSBcQjoIIRoJ4SwAyYBW+t5nzQajUaj+dfRoLpIpJT5Qoi5wE5Um+pyKeWpet4tjUaj0Wj+dTQogQEgpfwZ+Lm+90Oj0Wg0mn8zDS1FotFoNBqNpg7QAkOj0Wg0Gk2NowWGRqPRaDSaGkcLDI1Go9FoNDVOgzLaqgpCiDjgcn3vRz3iAcTX905cQ+jjURJ9PIrQx6IknaSULvW9E5r6o8F1kVQWKaVnxWv9exFCHNZufEXo41ESfTyK0MeiJEIIbYHcwNEpEo1Go9FoNDWOFhgajUaj0WhqHC0wNBXxVX3vwDWGPh4l0cejCH0sSqKPRwNHF3lqNBqNRqOpcXQEQ6PRaDQaTY2jBYZGo9FoNJoaRwsMTSFCiFZCiL1CiDNCiFNCiCdMy92FELuEEOdNP5vU977WFUIIayHEUSHENtPjdkKIA6ZjsVEIYVff+1hXCCEaCyG+E0KcNZ0jAxv4uTHf9Dk5KYT4Wgjh0JDODyHEciFErBDiZLFlZs8HofhECHFBCBEkhLiu/vZcU1dogaEpTj7wlJSyC3A98JgQoivwLLBHStkB2GN63FB4AjhT7PHbwIemY5EEzKyXvaofPgZ2SCk7A71Qx6VBnhtCiJbA44C/lLI7YA1MomGdHyuBW69aVtb5cBvQwfRvFvBFHe2jph7RAkNTiJQyWkp5xPR7GuoC0hKYAKwyrbYKuL1+9rBuEUL4AGOApabHArgZ+M60SkM6Fq7ATcAyACllrpQymQZ6bpiwARyFEDZAIyCaBnR+SCn3AYlXLS7rfJgArJaKAKCxEMK7bvZUU19ogaExixCiLdAHOAA0l1JGgxIhQLP627M65SNgAWA0PW4KJEsp802PI1ACrCHgC8QBK0wpo6VCCCca6LkhpYwE3gPCUMIiBQik4Z4fBZR1PrQEwout1xCPTYNDCwxNKYQQzsD3wH+klKn1vT/1gRBiLBArpQwsvtjMqg2lz9sGuA74QkrZB8iggaRDzGGqLZgAtANaAE6oNMDVNJTzoyIa8menwaIFhqYEQghblLhYJ6XcZFocUxDONP2Mra/9q0MGA+OFEJeADajQ90eo0G7BDB8fIKp+dq/OiQAipJQHTI+/QwmOhnhuAAwHLkop46SUecAmYBAN9/wooKzzIQJoVWy9hnhsGhxaYGgKMdUYLAPOSCk/KPbUVmCa6fdpwJa63re6Rkr5nJTSR0rZFlW896uU8n5gL3C3abUGcSwApJRXgHAhRCfToluA0zTAc8NEGHC9EKKR6XNTcDwa5PlRjLLOh63AA6ZukuuBlIJUiubfi3by1BQihLgB+AM4QVHdwfOoOoxvgNaoL9aJUsqri7v+tQghhgJPSynHCiF8URENd+AoMEVKmVOf+1dXCCF6owpe7YBQYDrqJqVBnhtCiFeAe1HdV0eBh1B1BQ3i/BBCfA0MRY2pjwEWAZsxcz6YRNhnqK6TTGC6lFJPW/2XowWGRqPRaDSaGkenSDQajUaj0dQ4WmBoNBqNRqOpcbTA0Gg0Go1GU+NogaHRaDQajabG0QJDo9FoNBpNjaMFhkZTB5gmkc4x/d5CCPFdRa+pxrZ6CyFG19b7azQajSVogaHR1A2NgTkAUsooKeXdFaxfHXoDWmBoNJp6RftgaDR1gBBiA2p2RTBwHugipewuhHgQNXHSGugOvI8yspoK5ACjTUZFfsDngCfKqOhhKeVZIcRElMGRATVwazhwAXAEIoE3gW3Ap0AP1EyRl6WUW0zbvgOwR83UWC+lfKWWD4VGo2kg2FS8ikajqQGeBbpLKXubJtVuK/Zcd9TkWgeUOFgopewjhPgQeAA1A+UrYLaU8rwQYgDwX9R8lJeAUVLKSCFEYyllrhDiJcBfSjkXQAjxBsrqfIYQojFwUAix27Tt/qbtZwKHhBA/aYdFjUZTE2iBodHUP3ullGlAmhAiBfjRtPwE0NM03XYQ8K1yXAZU1AHgL2ClEOIb1MAtc4xEDW572vTYAWXlDLBLSpkAIITYBNwAaIGh0WiqjRYYGk39U3xWhbHYYyPqM2oFJEspe1/9QinlbFNEYwxwzDQv5GoEcJeUMrjEQvW6q3OkOmeq0WhqBF3kqdHUDWmAS1VeKKVMBS6a6i0wTaTsZfrdT0p5QEr5EhCPGol99bZ2AvNMA6cQQvQp9twIIYS7EMIRVQvyV1X2UaPRaK5GCwyNpg4wpSH+EkKcBN6twlvcD8wUQhwHTqEKRgHeFUKcML3vPuA4amR4VyHEMSHEvcBrgC0QZFrvtWLv+yewBjgGfK/rLzQaTU2hu0g0mgaKqYuksBhUo9FoahIdwdBoNBqNRlPj6AiGRqPRaDSaGkdHMDQajUaj0dQ4WmBoNBqNRqOpcbTA0Gg0Go1GU+NogaHRaDQajabG0QJDo9FoNBpNjfP/BtZg6v+4OJAAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1969,29 +2001,27 @@ }, { "cell_type": "code", - "execution_count": 129, + "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 129, + "execution_count": 68, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -2031,7 +2061,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.6.4" } }, "nbformat": 4, diff --git a/conviction_helpers.py b/conviction_helpers.py index 56f860c..922a0f8 100644 --- a/conviction_helpers.py +++ b/conviction_helpers.py @@ -87,7 +87,7 @@ def initialize_network(n,m, funds_func=total_funds_given_total_supply, trigger_f network.nodes[j]['age']=0 r_rv = gamma.rvs(3,loc=0.001, scale=10000) - network.node[j]['funds_requested'] = r_rv + network.nodes[j]['funds_requested'] = r_rv network.nodes[j]['trigger']= trigger_threshold(r_rv, initial_funds, initial_supply) diff --git a/conviction_system_logic3.py b/conviction_system_logic3.py index e739fb9..24a7036 100644 --- a/conviction_system_logic3.py +++ b/conviction_system_logic3.py @@ -49,7 +49,7 @@ def gen_new_proposal(network, funds, supply, trigger_func, scale_factor = 1.0/10 rescale = funds*scale_factor r_rv = gamma.rvs(3,loc=0.001, scale=rescale) - network.node[j]['funds_requested'] = r_rv + network.nodes[j]['funds_requested'] = r_rv network.nodes[j]['trigger']= trigger_func(r_rv, funds, supply) @@ -252,8 +252,8 @@ def complete_proposal(params, step, sL, s, _input): for i in participants: force = network.edges[(i,j)]['affinity'] - sentiment = network.node[i]['sentiment'] - network.node[i]['sentiment'] = get_sentimental(sentiment, force, decay=0) + sentiment = network.nodes[i]['sentiment'] + network.nodes[i]['sentiment'] = get_sentimental(sentiment, force, decay=0) @@ -262,8 +262,8 @@ def complete_proposal(params, step, sL, s, _input): network.nodes[j]['status']='failed' for i in participants: force = -network.edges[(i,j)]['affinity'] - sentiment = network.node[i]['sentiment'] - network.node[i]['sentiment'] = get_sentimental(sentiment, force, decay=0) + sentiment = network.nodes[i]['sentiment'] + network.nodes[i]['sentiment'] = get_sentimental(sentiment, force, decay=0) key = 'network' value = network