diff --git a/example/bar/example_bar_plot.ipynb b/example/bar/example_bar_plot.ipynb
index a8bfb18..da8297c 100644
--- a/example/bar/example_bar_plot.ipynb
+++ b/example/bar/example_bar_plot.ipynb
@@ -1,5 +1,22 @@
 {
  "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Using matplotlib backend: <object object at 0x10657f5a0>\n"
+     ]
+    }
+   ],
+   "source": [
+    "%matplotlib auto"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 2,
@@ -12,23 +29,19 @@
       "<class 'matplotlib.container.BarContainer'>\n"
      ]
     },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1000x600 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
     {
      "data": {
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           );&#10;        \"></iframe>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "text/html": {
+       "text/html": {
+        "isolated": true
+       }
+      }
+     },
      "output_type": "display_data"
     }
    ],
@@ -111,6 +120,13 @@
     "# plt.show()\n",
     "maidr.show(b_plot)\n"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
@@ -129,7 +145,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.5"
+   "version": "3.12.6"
   }
  },
  "nbformat": 4,
diff --git a/example/box/example_box_plot.ipynb b/example/box/example_box_plot.ipynb
index 4f63524..74adb95 100644
--- a/example/box/example_box_plot.ipynb
+++ b/example/box/example_box_plot.ipynb
@@ -2,13 +2,30 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Using matplotlib backend: macosx\n"
+     ]
+    }
+   ],
+   "source": [
+    "%matplotlib auto"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
      "data": {
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/flzffPON1q5d65JHieAm4qrLwAArmjNnjpFkmjVrVuz806dPm5SUFFO7dm3j7e1tQkJCTMuWLc306dPN+fPnjTH/vTT5hRdeKHYdH3zwgalfv76pVKmSw2Xoxd1n55dffjEvvPCCiY+PN97e3iY0NNR07tzZft8WY4xZuXKladSokalcubKJjY01zz//vFmwYIGR5HCvm7Jeeu7h4WHCwsJMv379HC7Xvmjt2rUmOTnZ+Pr6msDAQNOtWzfzww8/2Of37NnTBAQEmMzMzMs+B0nm+eefv2o9V7rPzm8V9/mdPn3ajB071kRFRRkvLy9Tp04d88ILLzhcum+MMRkZGeauu+4yvr6+RtJVL0O/1qXnF5cdO3as8fT0NF988YXD8l9//bWpVKmSefjhh+1tJf0Oa9SoYe69997LapJkRo4cWWydl+6HgwYNMv7+/mbPnj2mQ4cOxs/Pz4SHh5uJEyc63I/n4jovvfTcGGMOHTpkRo4caaKjo42Xl5eJiIgwbdu2NfPnz7/i5wWUB5sx5TD6DABgeYMHD9bSpUvt466AioIxOwAAwNIIOwAAwNIIOwAAwNIYswMAACyNIzsAAMDSCDsAAMDSuKmgfr39eVZWlgICApx623cAAFB+jDE6ffq0oqKirnpzUcKOpKysrMue+AsAACqGgwcPqnr16lecT9iR7A/5O3jwoAIDA11cDQAAKInc3FxFR0c7PKy3OIQd/feJxYGBgYQdAAAqmGsNQWGAMgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDTCDgAAsDSeeg4AwHXIz89XRkZGifufPXtWmZmZio2Nla+vb4mXi4+Pl5+fX1lKvOkRdgAAuA4ZGRlKTEx0+nbS0tLUpEkTp2/Higg7AABch/j4eKWlpZW4f3p6ugYOHKjFixcrISGhVNtB2RB2AAC4Dn5+fmU64pKQkMCRmhuEAcoAAMDSCDsAAMDSCDsAAMDSCDsAAMDSCDsAAMDSCDsAAMDSCDsAAMDSCDsAAMDSCDsAAMDSCDsAAMDSCDsAAMDSCDsAAMDSCDsAAMDSCDsAAMDSCDsAAMDSXBp2Nm3apG7duikqKko2m00rVqxwmD948GDZbDaHqVOnTg59jh8/rgEDBigwMFBVq1bV0KFDdebMmRv4LgAAgDtzadjJy8vT7bffrjlz5lyxT6dOnZSdnW2f3n77bYf5AwYM0H/+8x+tWbNGq1ev1qZNmzR8+HBnlw4AACqISq7ceOfOndW5c+er9vHx8VFERESx89LT0/XRRx/pq6++UtOmTSVJL7/8srp06aLp06crKiqq3GsGAAAVi9uP2dmwYYPCwsJUr149Pfzwwzp27Jh93pYtW1S1alV70JGkdu3aycPDQ1988cUV11lQUKDc3FyHCQAAWJNbh51OnTrpjTfe0Keffqrnn39eGzduVOfOnXXhwgVJUk5OjsLCwhyWqVSpkoKDg5WTk3PF9aampiooKMg+RUdHO/V9AAAA13Hpaaxr6du3r/3vhg0bqlGjRqpVq5Y2bNigtm3blnm9KSkpGjdunP11bm4ugQcAAIty6yM7v1WzZk2FhIRo9+7dkqSIiAgdPnzYoc8vv/yi48ePX3Gcj/TrOKDAwECHCQAAWFOFCjs//fSTjh07psjISElSixYtdPLkSaWlpdn7rFu3TkVFRUpKSnJVmQAAwI249DTWmTNn7EdpJGnfvn3atm2bgoODFRwcrMmTJ6tXr16KiIjQnj179Nhjj6l27drq2LGjJCkhIUGdOnXSsGHDNG/ePBUWFmrUqFHq27cvV2IBAABJLj6y8/XXX+uOO+7QHXfcIUkaN26c7rjjDj377LPy9PTU9u3b1b17d9WtW1dDhw5VYmKiNm/eLB8fH/s63nrrLcXHx6tt27bq0qWLfve732n+/PmueksAAMDNuPTITuvWrWWMueL8jz/++JrrCA4O1pIlS8qzLAAAYCEVaswOAABAaRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApVVydQEAUFL5+fnKyMgo1TJnz55VZmamYmNj5evrW+Ll4uPj5efnV9oSAbghwg6ACiMjI0OJiYk3ZFtpaWlq0qTJDdkWAOci7ACoMOLj45WWllaqZdLT0zVw4EAtXrxYCQkJpdoWAGsg7ACoMPz8/Mp8tCUhIYEjNcBNigHKAADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0lwadjZt2qRu3bopKipKNptNK1assM8rLCzU448/roYNG8rf319RUVF64IEHlJWV5bCO2NhY2Ww2h2natGk3+J0AAAB35dKwk5eXp9tvv11z5sy5bF5+fr6++eYbPfPMM/rmm2+0bNky7dy5U927d7+s75QpU5SdnW2fRo8efSPKBwAAFYBL77PTuXNnde7cudh5QUFBWrNmjUPb7Nmz1axZMx04cEAxMTH29oCAAEVERDi1VgAAUDFVqJsKnjp1SjabTVWrVnVonzZtmv785z8rJiZG/fv319ixY1Wp0pXfWkFBgQoKCuyvc3NznVVyhVba5xCV9RlEEs8hAgA4T4UJO+fOndPjjz+ufv36KTAw0N7+yCOPqEmTJgoODtbnn3+ulJQUZWdn68UXX7ziulJTUzV58uQbUXaFxnOIAABWUCHCTmFhofr06SNjjObOneswb9y4cfa/GzVqJG9vb40YMUKpqany8fEpdn0pKSkOy+Xm5io6Oto5xVdgpX0OUVmfQXRxWwAAOIPbh52LQWf//v1at26dw1Gd4iQlJemXX35RZmam6tWrV2wfHx+fKwYh/FdZn0PEM4gAAO7ErcPOxaCza9curV+/XtWqVbvmMtu2bZOHh4fCwsJuQIUAAMDduTTsnDlzRrt377a/3rdvn7Zt26bg4GBFRkaqd+/e+uabb7R69WpduHBBOTk5kqTg4GB5e3try5Yt+uKLL9SmTRsFBARoy5YtGjt2rAYOHKhbbrnFVW8LAAC4EZeGna+//lpt2rSxv744jmbQoEGaNGmSVq5cKUlq3Lixw3Lr169X69at5ePjo3feeUeTJk1SQUGB4uLiNHbsWIfxOAAA4Obm0rDTunVrGWOuOP9q8ySpSZMm2rp1a3mXBQAALIRnYwEAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEur5OoCcGMdOHBAR48edcq609PTHf7rLCEhIYqJiXHqNgAA1kHYuYkcOHBACQkJys/Pd+p2Bg4c6NT1+/n5KT09ncADACgRws5N5OjRo8rPz9ejL8xW9Zq1y3395wvO6fDPBxV2a7S8fSqX+/ol6ae9u/W3CaN09OhRwg4AoEQIOzeh6jVrq2aDRk5Zd3yTZk5ZLwAAZcUAZQAAYGmEHQAAYGmcxgLgUs68QlC6MVcJcoUg4N4IOwBc5sCBA4pPiNfZ/LNO35YzrxL09fNVRnoGgQdwU4QdAC5z9OhRnc0/q4GvDlR43XCnbKPwXKGOHziu4JhgeVX2Kvf1H/rxkBaPWMwVgoAbI+wAcLnwuuGKvj3aaeuvmVTTaesG4P5cGnY2bdqkF154QWlpacrOztby5cvVo0cP+3xjjCZOnKjXXntNJ0+eVHJysubOnas6derY+xw/flyjR4/WqlWr5OHhoV69eulvf/ubqlSp4oJ3BACo6KwwjkxiLNmlXBp28vLydPvtt+vBBx9Uz549L5v/17/+VS+99JJef/11xcXF6ZlnnlHHjh31ww8/qHLlX29aN2DAAGVnZ2vNmjUqLCzUkCFDNHz4cC1ZsuRGvx0AQAX3653m45VfwceRSZKfn6/SGUsmycVhp3PnzurcuXOx84wxmjVrlp5++mndd999kqQ33nhD4eHhWrFihfr27av09HR99NFH+uqrr9S0aVNJ0ssvv6wuXbpo+vTpioqKumHvBQBQ8f16p/mzSh3fX3HRYU7ZRsH5QmUdOqGo8Fvk413+48gkad/Bw0qZsYSxZP/Hbcfs7Nu3Tzk5OWrXrp29LSgoSElJSdqyZYv69u2rLVu2qGrVqvagI0nt2rWTh4eHvvjiC/3+978vdt0FBQUqKCiwv87NzXXeGwEAVDhx0WGqX7u609Z/R/04p60bl3PbsJOTkyNJCg93vEIjPDzcPi8nJ0dhYY7Ju1KlSgoODrb3KU5qaqomT55czhVXDBFVbArL36uqxz1dXUqZhOXvVUQVm6vLAABUIG4bdpwpJSVF48aNs7/Ozc1VdLTzrgRxJyMSvfXA7iek3a6upOz2Jnq7ugQAQAXitmEnIiJCknTo0CFFRkba2w8dOqTGjRvb+xw+fNhhuV9++UXHjx+3L18cHx8f+fj4lH/RFcCraedV86GZql6rzrU7u6Gf9uzSqzNGqrurCwEAVBhuG3bi4uIUERGhTz/91B5ucnNz9cUXX+jhhx+WJLVo0UInT55UWlqaEhMTJUnr1q1TUVGRkpKSXFW6W8s5Y3TYr6aqBDdwdSllcjj7gnLOGFeXAQCoQFwads6cOaPdu/97PmXfvn3atm2bgoODFRMTozFjxugvf/mL6tSpY7/0PCoqyn4vnoSEBHXq1EnDhg3TvHnzVFhYqFGjRqlv375ciQUAACS5OOx8/fXXatOmjf31xXE0gwYN0qJFi/TYY48pLy9Pw4cP18mTJ/W73/1OH330kf0eO5L01ltvadSoUWrbtq39poIvvfTSDX8vAADAPbk07LRu3VrGXPmUhM1m05QpUzRlypQr9gkODuYGggAA4Io8XF0AAACAMxF2AACApRF2AACApRF2AACApbntfXbgPD/tdc7tk88XnNPhnw8q7NZoeftUvvYCZeCs2gEA1kXYuYmEhITIz89Pf5swytWlXBc/Pz+FhIS4ugwAQAVB2LmJxMTEKD09XUePHnXK+tPT0zVw4EAtXrxYCQkJTtmG9Gtoi4mJcdr6AQDWQti5ycTExDg9KCQkJKhJkyZO3QYAACXFAGUAAGBphB0AAGBpnMYC4FIRVWy69fRRhR72dHUpZVJ0+qgiqthcXQaAqyDsAHCpEYneGpu2XEpzdSVldyrR29UlALgKwg4Al3o17byCxvdVeN1wV5dSJod+PKRXZ7yh7q4uBMAVEXYAuFTOGaOfA0LkERbl6lLK5OfsC8o5Y1xdBoCrYIAyAACwNMIOAACwNMIOAACwNMIOAACwNMIOAACwNMIOAACwNMIOAACwtFKHnYMHD+qnn36yv/7yyy81ZswYzZ8/v1wLAwAAKA+lDjv9+/fX+vXrJUk5OTlq3769vvzySz311FOaMmVKuRcIAABwPUoddnbs2KFmzZpJkt577z3ddttt+vzzz/XWW29p0aJF5V0fAADAdSl12CksLJSPj48kae3atere/dcnwsTHxys7O7t8qwMAALhOpQ47DRo00Lx587R582atWbNGnTp1kiRlZWWpWrVq5V4gAADA9Sh12Hn++ef16quvqnXr1urXr59uv/12SdLKlSvtp7cAAADcRamfet66dWsdPXpUubm5uuWWW+ztw4cPl5+fX7kWBwDAjRZRxaZbfjmqynmeri6lzG755agiqthcXYbbKHXYkSRjjNLS0rRnzx71799fAQEB8vb2JuwAACq8EYne6nB6pfSDqyspuzr69X3gV6UOO/v371enTp104MABFRQUqH379goICNDzzz+vgoICzZs3zxl1AgBwQ7yadl4tu92vuOhwV5dSZvsOHtKraW+pu6sLcROlDjuPPvqomjZtqu+++85hQPLvf/97DRs2rFyLAwDgRss5Y3SiUogi/SNdXUqZnah0QTlnjKvLcBulDjubN2/W559/Lm9vx8NjsbGx+vnnn8utMAAAgPJQ6quxioqKdOHChcvaf/rpJwUEBJRLUQAAAOWl1GGnQ4cOmjVrlv21zWbTmTNnNHHiRHXp0qU8awMAALhupT6NNWPGDHXs2FH169fXuXPn1L9/f+3atUshISF6++23nVEjAABAmZU67FSvXl3fffed3nnnHW3fvl1nzpzR0KFDNWDAAPn6+jqjRgAAgDIr0312KlWqpIEDB5Z3LXAz+fn5ysjIKHH/9PR0h/+WRnx8PPdpAgA4RanDzhtvvHHV+Q888ECZi4F7ycjIUGJiYqmXK0sQTktLU5MmTUq9HKzh0I+HnLbuwnOFOn7guIJjguVV2avc1+/M2gGUjzLdZ+dShYWFys/Pt99BubzDTmxsrPbv339Z+5/+9CfNmTNHrVu31saNGx3mjRgxgpsbloP4+HilpaWVqO+FCxe0detWZWRkKD4+Xs2bN5enZ8lvtR4fH1/WMlGBhYSEyNfPV4tHLHZ1KdfF189XISEhri4DwBWUOuycOHHisrZdu3bp4Ycf1oQJE8qlqEt99dVXDpe679ixQ+3bt9f9999vbxs2bJimTJlif83pkPLh5+dXoqMty5Yt0/jx45WZmWlvi42N1YwZM9SzZ08nVoiKLiYmRhnpGTp69KjTtpGenq6BAwdq8eLFSkhIcMo2QkJCFBMT45R1A7h+ZRqz81t16tTRtGnTNHDgwFKN8SiJ0NBQh9fTpk1TrVq1dPfdd9vb/Pz8FBERUa7bRcksW7ZMvXv3VteuXfX222/rtttu044dOzR16lT17t1bS5cuJfDgqmJiYm5IUEhISOBUKXCTKvV9dq6kUqVKysrKKq/VFev8+fNavHixHnzwQdls/32a61tvvaWQkBDddtttSklJUX5+vlPrwK8uXLig8ePHq2vXrlqxYoWaN2+uKlWqqHnz5lqxYoW6du2q//mf/yn2JpQAANwopT6ys3LlSofXxhhlZ2dr9uzZSk5OLrfCirNixQqdPHlSgwcPtrf1799fNWrUUFRUlLZv367HH39cO3fu1LJly664noKCAhUUFNhf5+bmOrNsy9q8ebMyMzP19ttvy8PDMTd7eHgoJSVFLVu21ObNm9W6dWvXFAkAuOmVOuz06NHD4bXNZlNoaKjuuecezZgxo7zqKtbf//53de7cWVFRUfa24cOH2/9u2LChIiMj1bZtW+3Zs0e1atUqdj2pqamaPHmyU2u9GWRnZ0uSbrvttmLnX2y/2A8AAFco07OxLp0uXLignJwcLVmyRJGRzntC7P79+7V27Vo99NBDV+2XlJQkSdq9e/cV+6SkpOjUqVP26eDBg+Va683i4ve9Y8eOYudfbHfmfgEAwLWU25gdZ1u4cKHCwsJ07733XrXftm3bJF39B9bHx0eBgYEOE0qvVatWio2N1dSpU1VUVOQwr6ioSKmpqYqLi1OrVq1cVCEAACU8jTVu3LgSr/DFF18sczFXUlRUpIULF2rQoEGqVOm/Je/Zs0dLlixRly5dVK1aNW3fvl1jx47VXXfdpUaNGpV7HXDk6empGTNmqHfv3urRo4dSUlLsV2OlpqZq9erVWrp0aanutwMAQHkrUdj59ttvS7SyS6+QKk9r167VgQMH9OCDDzq0e3t7a+3atZo1a5by8vIUHR2tXr166emnn3ZKHbhcz549tXTpUo0fP14tW7a0t8fFxXHZOQDALZQo7Kxfv97ZdVxVhw4dZIy5rD06OvqyuyfjxuvZs6fuu+8+bd68WdnZ2YqMjFSrVq04ogMAcAvlclNBwNPTk8vLAQBuqUxh5+uvv9Z7772nAwcO6Pz58w7zrnZ/GwAAgBut1FdjvfPOO2rZsqXS09O1fPlyFRYW6j//+Y/WrVunoKAgZ9QIAABQZqUOO1OnTtXMmTO1atUqeXt7629/+5syMjLUp08fHoQHAADcTqnDzp49e+z3uvH29lZeXp5sNpvGjh2r+fPnl3uBAAAA16PUYeeWW27R6dOnJUm33nqr/S65J0+e5AGcAADA7ZQ47FwMNXfddZfWrFkjSbr//vv16KOPatiwYerXr5/atm3rnCoBAADKqMRXYzVq1Eh33nmnevToofvvv1+S9NRTT8nLy0uff/45N/MDAABuqcRhZ+PGjVq4cKFSU1P13HPPqVevXnrooYf0xBNPOLM+AACA61Li01itWrXSggULlJ2drZdfflmZmZm6++67VbduXT3//PPKyclxZp0AAABlUuoByv7+/hoyZIg2btyoH3/8Uffff7/mzJmjmJgYde/e3Rk1AgAAlFmpw86lateurSeffFJPP/20AgIC9OGHH5ZXXQAAAOWizM/G2rRpkxYsWKD3339fHh4e6tOnj4YOHVqetQEAAFy3UoWdrKwsLVq0SIsWLdLu3bvVsmVLvfTSS+rTp4/8/f2dVSMAAECZlTjsdO7cWWvXrlVISIgeeOABPfjgg6pXr54zawMAALhuJQ47Xl5eWrp0qbp27SpPT09n1gQAAFBuShx2Vq5c6cw6AAAAnOK6rsYCAABwd4QdAABgaYQdAABgaYQdAABgaYQdAABgaWW+gzIAAFa17+Bhp6274Hyhsg6dUFT4LfLx9nLKNpxZf0VE2AEA4P+EhITIz89XKTOWuLqU6+bn56uQkBBXl+EWCDsAAPyfmJgYpadn6OjRo07bRnp6ugYOHKjFixcrISHBadsJCQlRTEyM09ZfkRB2AAC4RExMzA0JCQkJCWrSpInTtwMGKAMAAIsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEtz67AzadIk2Ww2hyk+Pt4+/9y5cxo5cqSqVaumKlWqqFevXjp06JALKwYAAO7GrcOOJDVo0EDZ2dn26d///rd93tixY7Vq1Sr94x//0MaNG5WVlaWePXu6sFoAAOBuKrm6gGupVKmSIiIiLms/deqU/v73v2vJkiW65557JEkLFy5UQkKCtm7dqubNm9/oUgEAgBty+yM7u3btUlRUlGrWrKkBAwbowIEDkqS0tDQVFhaqXbt29r7x8fGKiYnRli1brrrOgoIC5ebmOkwAAMCa3DrsJCUladGiRfroo480d+5c7du3T61atdLp06eVk5Mjb29vVa1a1WGZ8PBw5eTkXHW9qampCgoKsk/R0dFOfBcAAMCV3Po0VufOne1/N2rUSElJSapRo4bee+89+fr6lnm9KSkpGjdunP11bm4ugQcAAIty6yM7v1W1alXVrVtXu3fvVkREhM6fP6+TJ0869Dl06FCxY3wu5ePjo8DAQIcJAABYU4UKO2fOnNGePXsUGRmpxMREeXl56dNPP7XP37lzpw4cOKAWLVq4sEoAAOBO3Po01v/8z/+oW7duqlGjhrKysjRx4kR5enqqX79+CgoK0tChQzVu3DgFBwcrMDBQo0ePVosWLbgSCwAA2Ll12Pnpp5/Ur18/HTt2TKGhofrd736nrVu3KjQ0VJI0c+ZMeXh4qFevXiooKFDHjh31yiuvuLhqAADgTtw67LzzzjtXnV+5cmXNmTNHc+bMuUEVAQCAiqZCjdkBAAAoLcIOAACwNMIOAACwNMIOAACwNMIOAACwNMIOAACwNMIOAACwNLe+zw4AXCo/P18ZGRmlWiY9Pd3hvyUVHx8vPz+/Ui0DwD0RdgBUGBkZGUpMTCzTsgMHDixV/7S0NDVp0qRM2wLgXgg7ACqM+Ph4paWllWqZs2fPKjMzU7GxsfL19S3VtgBYA2EHQIXh5+dXpqMtycnJTqgGQEXBAGUAAGBphB0AAGBphB0AAGBphB0AAGBphB0AAGBphB0AAGBphB0AAGBphB0AAGBphB0AAGBphB0AAGBphB0AAGBphB0AAGBphB0AAGBphB0AAGBphB0AAGBphB0AAGBphB0AAGBphB0AAGBphB0AAGBphB0AAGBphB0AAGBphB0AAGBphB0AAGBphB0AAGBphB0AAGBphB0AAGBphB0AAGBpbh12UlNTdeeddyogIEBhYWHq0aOHdu7c6dCndevWstlsDtMf//hHF1UMAADcjVuHnY0bN2rkyJHaunWr1qxZo8LCQnXo0EF5eXkO/YYNG6bs7Gz79Ne//tVFFQMAAHdTydUFXM1HH33k8HrRokUKCwtTWlqa7rrrLnu7n5+fIiIibnR5AACgAnDrIzu/derUKUlScHCwQ/tbb72lkJAQ3XbbbUpJSVF+fv5V11NQUKDc3FyHCQAAWJNbH9m5VFFRkcaMGaPk5GTddttt9vb+/furRo0aioqK0vbt2/X4449r586dWrZs2RXXlZqaqsmTJ9+IsgEAgItVmLAzcuRI7dixQ//+978d2ocPH27/u2HDhoqMjFTbtm21Z88e1apVq9h1paSkaNy4cfbXubm5io6Odk7hAADApSpE2Bk1apRWr16tTZs2qXr16lftm5SUJEnavXv3FcOOj4+PfHx8yr1OAADgftw67BhjNHr0aC1fvlwbNmxQXFzcNZfZtm2bJCkyMtLJ1QEAgIrArcPOyJEjtWTJEn3wwQcKCAhQTk6OJCkoKEi+vr7as2ePlixZoi5duqhatWravn27xo4dq7vuukuNGjVycfUAAMAduHXYmTt3rqRfbxx4qYULF2rw4MHy9vbW2rVrNWvWLOXl5Sk6Olq9evXS008/7YJqAQCAO3LrsGOMuer86Ohobdy48QZVAwAAKqIKdZ8dAACA0iLsAAAASyPsAAAASyPsAAAASyPsAAAASyPsAAAASyPsAAAASyPsAAAASyPsAAAAS3PrOygDAODu8vPzlZGRUeL+6enpDv8tqfj4ePn5+ZVqGfyKsAMAwHXIyMhQYmJiqZcbOHBgqfqnpaWpSZMmpd4OCDsAAFyX+Ph4paWllbj/2bNnlZmZqdjYWPn6+pZqOygbm7nW0zZvArm5uQoKCtKpU6cUGBjo6nIAAEAJlPT3mwHKAADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0iwTdubMmaPY2FhVrlxZSUlJ+vLLL11dEgAAcAOWCDvvvvuuxo0bp4kTJ+qbb77R7bffro4dO+rw4cOuLg0AALiYJcLOiy++qGHDhmnIkCGqX7++5s2bJz8/Py1YsMDVpQEAABer8GHn/PnzSktLU7t27extHh4eateunbZs2VLsMgUFBcrNzXWYAACANVX4sHP06FFduHBB4eHhDu3h4eHKyckpdpnU1FQFBQXZp+jo6BtRKgAAcIEKH3bKIiUlRadOnbJPBw8edHVJAADASSq5uoDrFRISIk9PTx06dMih/dChQ4qIiCh2GR8fH/n4+NyI8gAAgItV+CM73t7eSkxM1KeffmpvKyoq0qeffqoWLVq4sDIAAOAOKvyRHUkaN26cBg0apKZNm6pZs2aaNWuW8vLyNGTIEFeXBgAAXMwSYef//b//pyNHjujZZ59VTk6OGjdurI8++uiyQcsAAODmYzPGGFcX4Wq5ubkKCgrSqVOnFBgY6OpyAABACZT097vCj9kBAAC4GsIOAACwNMIOAACwNMIOAACwNMIOAACwNMIOAACwNMIOAACwNEvcVBAAgIrgwoUL2rx5s7KzsxUZGalWrVrJ09PT1WVZHkd2AAC4AZYtW6batWurTZs26t+/v9q0aaPatWtr2bJlri7N8gg7AAA42bJly9S7d281bNhQW7Zs0enTp7VlyxY1bNhQvXv3JvA4GY+LEI+LAAA4z4ULF1S7dm01bNhQK1askIfHf48zFBUVqUePHtqxY4d27drFKa1S4nERAAC4gc2bNyszM1NPPvmkQ9CRJA8PD6WkpGjfvn3avHmziyq0PsIOAABOlJ2dLUm67bbbip1/sf1iP5Q/wg4AAE4UGRkpSdqxY0ex8y+2X+yH8kfYAQDAiVq1aqXY2FhNnTpVRUVFDvOKioqUmpqquLg4tWrVykUVWh9hBwAAJ/L09NSMGTO0evVq9ejRw+FqrB49emj16tWaPn06g5OdiJsKAgDgZD179tTSpUs1fvx4tWzZ0t4eFxenpUuXqmfPni6szvq49Fxceg4AuDG4g3L5KunvN0d2AAC4QTw9PdW6dWtXl3HTYcwOAACwNMIOAACwNMIOAACwNMIOAACwNMIOAACwNMIOAACwNMIOAACwNMIOAACwNMIOAACwNO6gLOniEzNyc3NdXAkAACipi7/b13ryFWFH0unTpyVJ0dHRLq4EAACU1unTpxUUFHTF+TwIVFJRUZGysrIUEBAgm83m6nIqrNzcXEVHR+vgwYM8UBVug/0S7oZ9svwYY3T69GlFRUXJw+PKI3M4siPJw8ND1atXd3UZlhEYGMj/wHA77JdwN+yT5eNqR3QuYoAyAACwNMIOAACwNMIOyo2Pj48mTpwoHx8fV5cC2LFfwt2wT954DFAGAACWxpEdAABgaYQdAABgaYQdAABgaYQdAABgaYSdm0hOTo4effRR1a5dW5UrV1Z4eLiSk5M1d+5c5efnu7q8K5o/f75at26twMBA2Ww2nTx50tUloZxUxH3y+PHjGj16tOrVqydfX1/FxMTokUce0alTp1xdGspBRdwnJWnEiBGqVauWfH19FRoaqvvuu08ZGRmuLsttcAflm8TevXuVnJysqlWraurUqWrYsKF8fHz0/fffa/78+br11lvVvXv3YpctLCyUl5fXDa74v/Lz89WpUyd16tRJKSkpLqsD5aui7pNZWVnKysrS9OnTVb9+fe3fv19//OMflZWVpaVLl7qkJpSPirpPSlJiYqIGDBigmJgYHT9+XJMmTVKHDh20b98+eXp6uqwut2FwU+jYsaOpXr26OXPmTLHzi4qK7H9LMq+88orp1q2b8fPzMxMnTjTGGPPKK6+YmjVrGi8vL1O3bl3zxhtv2JfZt2+fkWS+/fZbe9uJEyeMJLN+/XpjjDHr1683kszq1atNw4YNjY+Pj0lKSjLff/99id7DxeVPnDhRqvcO92SFffKi9957z3h7e5vCwsJSLQf3YqV98rvvvjOSzO7du0u1nFURdm4CR48eNTabzaSmppaovyQTFhZmFixYYPbs2WP2799vli1bZry8vMycOXPMzp07zYwZM4ynp6dZt26dMaZ0/xMnJCSYTz75xGzfvt107drVxMbGmvPnz1+zLsKOdVhln7zotddeMyEhISXuD/djpX3yzJkzZsyYMSYuLs4UFBSU6nOwKsLOTWDr1q1Gklm2bJlDe7Vq1Yy/v7/x9/c3jz32mL1dkhkzZoxD35YtW5phw4Y5tN1///2mS5cuxpjS/U/8zjvv2PscO3bM+Pr6mnffffea74OwYx1W2SeNMebIkSMmJibGPPnkkyXqD/dkhX1yzpw5xt/f30gy9erV46jOJRigfBP78ssvtW3bNjVo0EAFBQUO85o2berwOj09XcnJyQ5tycnJSk9PL/V2W7RoYf87ODhY9erVK9N6YD0VbZ/Mzc3Vvffeq/r162vSpEml3i7cX0XaJwcMGKBvv/1WGzduVN26ddWnTx+dO3eu1Nu2IgYo3wRq164tm82mnTt3OrTXrFlTkuTr63vZMv7+/qXahofHr7nZXPL0kcLCwtKWipuEFfbJ06dPq1OnTgoICNDy5ctdOjgV188K+2RQUJCCgoJUp04dNW/eXLfccouWL1+ufv36lds2KiqO7NwEqlWrpvbt22v27NnKy8sr0zoSEhL02WefObR99tlnql+/viQpNDRUkpSdnW2fv23btmLXtXXrVvvfJ06c0I8//qiEhIQy1YWKqaLvk7m5uerQoYO8vb21cuVKVa5cuUzvAe6jou+Tv2V+HaZy2dGomxVHdm4Sr7zyipKTk9W0aVNNmjRJjRo1koeHh7766itlZGQoMTHxqstPmDBBffr00R133KF27dpp1apVWrZsmdauXSvp13/1NG/eXNOmTVNcXJwOHz6sp59+uth1TZkyRdWqVVN4eLieeuophYSEqEePHlfcdk5OjnJycrR7925J0vfff6+AgADFxMQoODi4bB8IXK6i7pMXg05+fr4WL16s3Nxc5ebmSvr1x4zLfCuuirpP7t27V++++646dOig0NBQ/fTTT5o2bZp8fX3VpUuX6/pMLMOlI4ZwQ2VlZZlRo0aZuLg44+XlZapUqWKaNWtmXnjhBZOXl2fvJ8ksX778suWvdkmlMcb88MMPpkWLFsbX19c0btzYfPLJJ8UOvFu1apVp0KCB8fb2Ns2aNTPffffdVeueOHGikXTZtHDhwuv9SOBiFXGfvLhMcdO+ffvK42OBC1XEffLnn382nTt3NmFhYcbLy8tUr17d9O/f32RkZJTLZ2IFNmMuOXkIONGGDRvUpk0bnThxQlWrVnV1OQD7JNwO+6RzMGYHAABYGmEHAABYGqexAACApXFkBwAAWBphBwAAWBphBwAAWBphBwAAWBphBwAAWBphB4BbysnJ0aOPPqratWurcuXKCg8PV3JysubOnav8/HxXlwegAuHZWADczt69e5WcnKyqVatq6tSpatiwoXx8fPT9999r/vz5uvXWW9W9e/fLlissLOTp4wAuw5EdAG7nT3/6kypVqqSvv/5affr0UUJCgmrWrKn77rtPH374obp16yZJstlsmjt3rrp37y5/f38999xzkqS5c+eqVq1a8vb2Vr169fTmm2/a152ZmSmbzebwtOmTJ0/KZrNpw4YNkn69Zb/NZtOHH36oRo0aqXLlymrevLl27Nhxwz4DAOWHsAPArRw7dkyffPKJRo4cKX9//2L72Gw2+9+TJk3S73//e33//fd68MEHtXz5cj366KMaP368duzYoREjRmjIkCFav359qWuZMGGCZsyYoa+++kqhoaHq1q2bCgsLy/zeALgGYQeAW9m9e7eMMapXr55De0hIiKpUqaIqVaro8ccft7f3799fQ4YMUc2aNRUTE6Pp06dr8ODB+tOf/qS6detq3Lhx6tmzp6ZPn17qWiZOnKj27durYcOGev3113Xo0CEtX778ut8jgBuLsAOgQvjyyy+1bds2NWjQQAUFBfb2pk2bOvRLT09XcnKyQ1tycrLS09NLvc0WLVrY/w4ODla9evXKtB4ArsUAZQBupXbt2rLZbNq5c6dDe82aNSVJvr6+Du1XOtV1JR4ev/4b79LHAnJqCrA2juwAcCvVqlVT+/btNXv2bOXl5ZV6+YSEBH322WcObZ999pnq168vSQoNDZUkZWdn2+dfOlj5Ulu3brX/feLECf34449KSEgodU0AXIsjOwDcziuvvKLk5GQ1bdpUkyZNUqNGjeTh4aGvvvpKGRkZSkxMvOKyEyZMUJ8+fXTHHXeoXbt2WrVqlZYtW6a1a9dK+vXIUPPmzTVt2jTFxcXp8OHDevrpp4td15QpU1StWjWFh4frqaeeUkhIiHr06OGMtwzAmQwAuKGsrCwzatQoExcXZ7y8vEyVKlVMs2bNzAsvvGDy8vKMMcZIMsuXL79s2VdeecXUrFnTeHl5mbp165o33njDYf4PP/xgWrRoYXx9fU3jxo3NJ598YiSZ9evXG2OMWb9+vZFkVq1aZRo0aGC8vb1Ns2bNzHfffefstw3ACWzGXHLiGgCgDRs2qE2bNjpx4oSqVq3q6nIAXCfG7AAAAEsj7AAAAEvjNBYAALA0juwAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABL+/+MBs6nei5kVgAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     }
    ],
    "source": [
@@ -76,13 +83,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
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1fXv37jVt27Y1Xl5eRpK9pjNnzpjBgwcbf39/U758edOlSxezd+/eHLeXuJPbNHh6eprGjRubBQsWONwewBhjLly4YF588UUTFBRkypUrZ+6//34za9Ys+3w7duwwbm5uZvTo0Q7L3bhxwzz00EMmKCjInDlzJs96suv+4osv8q07t9s0GFOw/WCMMW+88Ya57777jIuLy21v2ZDfbRqylz169KipVKmS6dGjR47ln3jiCePj42MOHTpkjCn4PszrNZDXcTRw4EDj4+OTo49mzZpl5syZY2rWrGk8PDxMmzZtzH/+859c1/l7//znP83DDz9sfHx8jI+Pj6lXr54ZNWqU2bdvX579BeTGZoxFIwQBAHCi1NRUhYSEaNasWZxtgtMxBgsAAMBiBCwAAACLEbAAAAAsxhgsAAAAi3EGCwAAwGIELAAAAItxo1EnycrK0vHjx1WhQoW7+jUWAADAOsYYXbhwQUFBQXJxyfs8FQHLSY4fP57jm+EBAEDJcPToUfs3GOSGgOUk2V8ce/ToUfvXcgAAgHvb+fPnVbNmTYcvgM8NActJsi8LVqxYkYAFAEAJc7vhPQxyBwAAsBgBCwAAwGIELAAAAIsRsAAAACxGwAIAALAYAQsAAMBiBCwAAACLEbAAAAAsRsACAACwGAELAADAYgQsAAAAixGwAAAALEbAAgAAsBgBCwAAwGIELAAAAIsRsAAAACxGwAIAALAYAQsAAMBiBCwAAACLEbAAAAAsRsACAACwGAELAADAYgQsAAAAixGwAAAALEbAAgAAsBgBCwAAwGIELAAAAIsRsAAAACxGwAIAALAYAQsAAMBiBCwAAACLEbAAAAAsRsACAACwGAELAADAYgQsAAAAixGwAAAALEbAAgAAsBgBCwAAwGIELAAAAIu5ObsAACiMI0eOKD093dlloJD8/f0VHBzs7DKAYkPAAlBiHDlyRBER9ZSRcdnZpdx11crbNDzSXR/suKYTF42zy7lj3t5eSk7eS8hCmUHAAlBipKenKyPjsqaP76eQmlWdXc5dVflGujpf+D+17vFHnXHzd3Y5dyTl6CnFzvlU6enpBCyUGQQsACVOSM2qqh9Ww9ll3FWel1yln6SQmoGq7lPd2eUAKCQGuQMAAFiMgAUAAGAxAhYAAIDFCFgAAAAWI2ABAABYjICFUi8jI0M7d+5URkaGs0sBABSDe+F9n4CFUm/v3r2KjIzU3r17nV0KAKAY3Avv+wQsAAAAixGwAAAALEbAAgAAsBgBCwAAwGJOD1gnTpzQ2LFjFRYWJk9PTwUGBioqKkoLFiy4pz/1NXz4cIWGhsrLy0sBAQHq1auX0wdRZ2ZmKiEhQUuWLFFCQoIyMzOdWg8AAGWVU7/s+dChQ4qKipKvr6+mTZumhg0bysPDQ7t379aHH36o++67Tz179sx12evXr6tcuXLFXPH/FxkZqf79+ys4OFi//fab4uLi1LlzZ6WkpMjV1bXY61m2bJnGjx+v1NRUe1vt2rU1Z84c9e7du9jrAQCgLHPqGayRI0fKzc1N27dvV0xMjCIiIlSnTh316tVLq1evVo8ePezz2mw2LViwQD179pSPj4+mTp0qSVqwYIFCQ0Pl7u6u8PBwffLJJ/ZlUlNTZbPZlJSUZG87e/asbDabEhISJEkJCQmy2WxavXq1GjVqJE9PT7Vs2VJ79uzJt/Zhw4apbdu2ql27tpo2bao333xTR48edQg4xWXZsmXq06ePGjZsqMTERF24cEGJiYlq2LCh+vTpo2XLlhV7TQAAlGVOC1inT5/WmjVrNGrUKPn4+OQ6j81mc3gcFxenJ554Qrt379Yzzzyj5cuXa+zYsRo/frz27Nmj4cOHa/DgwVq/fn2h65k4caLmzJmjbdu2KSAgQD169ND169cLtOylS5cUHx+vkJAQ1axZs9DbvhOZmZkaP368unfvrhUrVqhly5YqX768WrZsqRUrVqh79+6aMGEClwsBAChGTrtEePDgQRljFB4e7tDu7++vK1euSJJGjRqlt956yz6tX79+Gjx4sP1x3759NWjQII0cOVKSNG7cOG3evFmzZ89Whw4dClXPpEmT1KlTJ0nSokWLVKNGDS1fvlwxMTF5LvP+++/rpZde0qVLlxQeHq61a9fK3d0913mvXr2qq1ev2h+fP3++UPXlZcOGDUpNTdWSJUvk4uKYl11cXBQbG6vWrVtrw4YNat++vSXbLGkuX74sSUpOTnZyJbhT2fvw6rWC/fODe0P2/uI1iOKSfaxlv/87g1PHYOVm69atysrKUv/+/R0CiSQ1a9bM4XFycrKGDRvm0BYVFaV58+YVerutWrWy/+7n56fw8PDbvhn0799fnTp1UlpammbPnq2YmBht3LhRnp6eOeadPn26Jk+eXOi6bictLU2S1KBBg1ynZ7dnz1cWZV+2HTBggHMLgWWOnzyjJvVDnF0GCuj4yTOSeA2i+KWmpioqKsop23ZawAoLC5PNZtO+ffsc2uvUqSNJ8vLyyrFMXpcS85J9RscYY28r6GW/gqhUqZIqVaqk+++/Xy1btlTlypW1fPly9e3bN8e8sbGxGjdunP3x+fPnLbmcWL16dUnSnj171LJlyxzTs8eSZc9XFtWuXVuStHjxYkVERDi3GNyR5ORkDRgwQEGBlZ1dCgohe3/xGkRxyX6vyH7/dwanBawqVaqoU6dOevfddzV69OhChydJioiI0MaNGzVw4EB728aNG1W/fn1JUkBAgKSbZ2+aNGkiSQ4D3m+1efNmBQcHS5LOnDmj/fv3F+qNwBgjY0yOs27ZPDw85OHhUeD1FVSbNm1Uu3ZtTZs2TStWrHC4TJiVlaXp06crJCREbdq0sXzbJUV2WI+IiFDTpk2dXA2s4OHuvE8Qo/Cy9xevQRS33E7WFBenXiJ8//33FRUVpWbNmikuLk6NGjWSi4uLtm3bZv+ixvxMnDhRMTExatKkiTp27KiVK1dq2bJlWrdunaSbHduyZUvNmDFDISEhOnXqlF577bVc1zVlyhRVqVJFgYGBevXVV+Xv76/o6Ohc5z106JA+++wzde7cWQEBATp27JhmzJghLy8vPfbYY3fUJ4Xl6uqqOXPmqE+fPoqOjlZsbKwaNGigPXv2aPr06Vq1apWWLl3qlFtHAABQVjk1YIWGhmrXrl2aNm2aYmNjdezYMXl4eKh+/fqaMGGCffB6XqKjozVv3jzNnj1bY8eOVUhIiOLj4x0Gc3/88ccaMmSIIiMjFR4erpkzZ6pz58451jVjxgyNHTtWBw4cUOPGjbVy5co8B6x7enpqw4YNmjt3rs6cOaPAwEC1bdtWmzZtUtWqVe+oT4qid+/eWrp0qcaPH6/WrVvb20NCQrR06VLugwUAQDFz+iD36tWra/78+Zo/f36+8906jupWI0aM0IgRI/JcLiIiQps2bbrtuh5++OHb3vsqW1BQkL788ssCzVtcevfurV69emnDhg1KS0tT9erV1aZNG85cAQDgBE4PWLCOq6trmb0VAwAA9xKnfxchAABAaVPmz2C1b98+z8uPAAAARcEZLAAAAIsRsFDq1atXTzt27FC9evWcXQoAoBjcC+/7Zf4SIUo/b29vbm4IAGXIvfC+zxksAAAAixGwAAAALEbAAgAAsBgBCwAAwGIELAAAAIvxKUIAJU7K0VPOLuGuq3wjXfdLSjl6UmfcMp1dzh0pC/sL+D0CFoASw9/fX97eXoqd86mzS7nrqpW3aXikuz7Y8Q+duFjyv23C29tL/v7+zi4DKDYELAAlRnBwsJKT9yo9Pd3ZpRSbns4uwCL+/v4KDg52dhlAsSFgAShRgoOD+UMN4J7HIHcAAACLEbAAAAAsRsACAACwGAELAADAYgQsAAAAixGwAAAALEbAAgAAsBgBCwAAwGIELAAAAIsRsAAAACxGwAIAALAYAQsAAMBiBCwAAACLEbAAAAAsRsACAACwGAELAADAYgQsAAAAixGwAAAALEbAAgAAsBgBCwAAwGIELAAAAIsRsAAAACxGwAIAALAYAQsAAMBiBCwAAACLEbAAAAAsRsACAACwGAELAADAYgQsAAAAixGwAAAALEbAAgAAsBgBCwAAwGIELAAAAIsRsAAAACxGwAIAALAYAQsAAMBiBCwAAACLEbAAAAAsRsACAACwGAELAADAYgQsAAAAixGwAAAALEbAAgAAsBgBCwAAwGIELAAAAIsRsAAAACxGwAIAALAYAQsAAMBiBCwAAACLEbAAAAAsRsACAACwGAELAADAYgQsAAAAixGwAAAALEbAAgAAsBgBCwAAwGIELAAAAIsRsAAAACxGwAIAALAYAQsAAMBiBCwAAACLEbAAAAAsRsACAACwGAELAADAYgQsAAAAixGwAAAALEbAAgAAsBgBCwAAwGIELAAAAIsRsAAAACxGwAIAALAYAQsAAMBiBCwAAACLEbAAAAAsRsACAACwGAELAADAYgQsAAAAixGwAAAALEbAAgAAsBgBCwAAwGIELAAAAIsRsAAAACzm5uwCAKAsOHLkiNLT051dxj3H399fwcHBzi4DsFyRA1ZmZqaWL1+u5ORkSVJERISio6Pl5kZmA4BbHTlyRPUi6ulyxmVnl2JXrbxNwyPd9cGOazpx0TitDi9vL+1N3kvIQqlTpDT03//+Vz179tSJEycUHh4uSXrrrbcUEBCglStXqkGDBpYWCQAlWXp6ui5nXNaADwYosG6gs8uRJN13IV0v7liuSuOf0i8V/J1Sw8n9J7V4+GKlp6cTsFDqFClgDR06VA888IC2b9+uypUrS5LOnDmjQYMGadiwYdq0aZOlRQJAaRBYN1A1H6zp7DIkSQGnXKUdN2tyqRrk7HKAUqdIASspKckhXElS5cqVNXXqVD300EOWFQcAAFASFelThHXr1tXJkydztJ86dUphYWF3XBQAAEBJVqSANX36dI0ZM0ZLly7VsWPHdOzYMS1dulQvvPCC3nrrLZ0/f97+AwAAUNYU6RJh9+7dJUkxMTGy2WySJGNufgqlR48e9sc2m02ZmZlW1AkAAFBiFClgrV+/3uo6AAAASo0iBax27dpZXQcAAECpUaSA9f333+c7vW3btkUqBkDxyMjI0N69e1WvXj15e3s7uxwAueB1WrIVKWC1b98+R1v2WCxJjLsC7nF79+5VZGSkduzYoaZNmzq7HAC54HVashXpU4Rnzpxx+Dl16pT+/e9/66GHHtKaNWusrhEAAKBEKdIZrEqVKuVo69Spk9zd3TVu3Djt2LHjjgsDAAAoqYp0BisvgYGB2rdvn5WrBAAAKHGKdAbrxx9/dHhsjFFaWppmzJihxo0bW1EXAABAiVWkM1iNGzdWkyZN1LhxY/vvjz32mK5du6aPPvqoUOs6ceKExo4dq7CwMHl6eiowMFBRUVFasGCBMjIyilLeXffbb79p9OjRCg8Pl5eXl4KDgzVmzBidO3fO2aUBAIB7QJHOYKWkpDg8dnFxUUBAgDw9PQu1nkOHDikqKkq+vr6aNm2aGjZsKA8PD+3evVsffvih7rvvPvXs2TPXZa9fv65y5coVpfw7dvz4cR0/flyzZ89W/fr1dfjwYT333HM6fvy4li5d6pSaAADAvaNIZ7Bq1arl8FOzZs1ChytJGjlypNzc3LR9+3bFxMQoIiJCderUUa9evbR69Wr71+5IN28DsWDBAvXs2VM+Pj6aOnWqJGnBggUKDQ2Vu7u7wsPD9cknn9iXSU1Nlc1mU1JSkr3t7NmzstlsSkhIkCQlJCTIZrNp9erVatSokTw9PdWyZUvt2bMnz7obNGigf/7zn+rRo4dCQ0P1yCOPaOrUqVq5cqVu3LhR6H4AAAClS5HOYEnSd999p9mzZys5OVmSVL9+fU2cOFFt2rQp0PKnT5/WmjVrNG3aNPn4+OQ6z6331pKkuLg4zZgxQ3PnzpWbm5uWL1+usWPHau7cuerYsaNWrVqlwYMHq0aNGurQoUOhns/EiRM1b948VatWTa+88op69Oih/fv3F/gs2blz51SxYkW5ueXepVevXtXVq1ftj/kibDjT5cuXJcn++sXdld3P169cd3Il95bs/uA4zF12v2S/XlGyFClgLV68WIMHD1bv3r01ZswYSdLGjRv16KOPauHCherXr99t13Hw4EEZYxQeHu7Q7u/vrytXrkiSRo0apbfeess+rV+/fho8eLD9cd++fTVo0CCNHDlSkjRu3Dht3rxZs2fPLnTAmjRpkjp16iRJWrRokWrUqKHly5crJibmtsump6frjTfe0LBhw/KcZ/r06Zo8eXKhagLultTUVEnSgAEDnFtIGfPbkd9Up0UdZ5dxz/jtyG+SOA5vJzU1VVFRUc4uA4VUpIA1depUzZw5Uy+++KK9bcyYMXr77bf1xhtvFChg5WXr1q3KyspS//79Hc74SFKzZs0cHicnJ+cINVFRUZo3b16ht9uqVSv7735+fgoPDy/Qf1Xnz5/X448/rvr16ysuLi7P+WJjYzVu3DiH5WrWrFnoOgEr1K5dW9LNf5YiIiKcW0wZkJycrAEDBsgv2M/ZpdxTsvuD4zB32cdN9usVJUuRAtahQ4ccxkdl69mzp1555ZUCrSMsLEw2my3HfbPq1Ln5352Xl1eOZfK6lJgXF5ebQ8yMMfa269etO0V/4cIFde3aVRUqVNDy5cvzvZzo4eEhDw8Py7YN3Ins11dERARfwVGMynk654M596rs/uA4zF9ufw9x7yvSIPeaNWvqm2++ydG+bt26Ap+VqVKlijp16qR3331Xly5dKkoZioiI0MaNGx3aNm7cqPr160uSAgICJElpaWn26bcOeL/V5s2b7b+fOXNG+/fvz/c/qvPnz6tz585yd3fX//3f/xVpkD8AACidinQGa/z48RozZoySkpLUunVrSTeDzcKFCwt1ee79999XVFSUmjVrpri4ODVq1EguLi7atm2b/Usu8zNx4kTFxMSoSZMm6tixo1auXKlly5Zp3bp1km6m/pYtW2rGjBkKCQnRqVOn9Nprr+W6rilTpqhKlSoKDAzUq6++Kn9/f0VHR+c6b3a4ysjI0OLFi3X+/Hn7oPWAgAC5uroWuA8AAEDpU6SANWLECFWrVk1z5szR559/Lunm2aTPPvtMvXr1KvB6QkNDtWvXLk2bNk2xsbE6duyYPDw8VL9+fU2YMME+eD0v0dHRmjdvnmbPnq2xY8cqJCRE8fHxat++vX2ejz/+WEOGDFFkZKTCw8M1c+ZMde7cOce6ZsyYobFjx+rAgQNq3LixVq5cKXd391y3u3PnTm3ZskXSzUudt0pJSeF6OQAAZVyhA9aNGzc0bdo0PfPMM/rhhx/uuIDq1atr/vz5mj9/fr7z3TqO6lYjRozQiBEj8lwuIiJCmzZtuu26Hn744XzvfXWr9u3b51kPAABAocdgubm5aebMmdxQEwAAIA9FGuT+6KOP6rvvvrO6FgAAgFKhSGOwunXrpj//+c/avXu3IiMjc9w+Ia/vD7wXcbkPAABYrUgBK3vw+dtvv51jms1mU2Zm5p1VBeCuqlevnnbs2KF69eo5uxQAeeB1WrIVKWBlZWVZXQeAYuTt7c2NHYF7HK/Tkq1QAevy5cv65ptv1L17d0k3v/7l1q+zcXNz05QpU7jpJgAAKNMKFbAWLVqk1atX2wPWu+++qwceeMB+G/+9e/eqWrVqDt+5BwAAUNYU6lOE//jHP3J8ufKnn36q9evXa/369Zo1a5a++OILSwsEAAAoaQoVsA4ePKiGDRvaH3t6etq/UFmSmjdvrp9++sm66gAAAEqgQl0iPHv2rMOYq19//dVhelZWlsN0AACAsqhQAatGjRras2ePwsPDc53+448/qkaNGpYUBgClzcn9J51dgl3WhXRJN2v6Jc05t9a5l/oDsFqhAtZjjz2m119/XY8//niOTwpevnxZkydP1uOPP25pgQBQ0vn7+8vL20uLhy92dil21crbdC7SXR/M+btOXHTezZa9vL3k7+/vtO0Dd4vNFOI25idPnlTjxo3l7u6u559/XnXr1pUk7du3T++++65u3LihXbt2KTAw8K4VXFqcP39elSpV0rlz51SxYkVnlwPgLjty5IjS09OdXcY9x9/fX8HBwc4uAyiwgv79LlTAkqSUlBSNGDFCa9eutX/FjM1mU6dOnfT++++rTp06d1Z5GUHAAgCg5Cno3+9C38k9JCRE//73v/Xbb7/p4MGDkqSwsDD5+fkVvVoAAIBSpEhflSNJfn5+at68uZW1AAAAlAqFug8WAAAAbo+ABQAAYDECFgAAgMUIWAAAABYjYAEAAFiMgAUAAGAxAhYAAIDFCFgAAAAWI2ABAABYjIAFAABgMQIWAACAxQhYAAAAFiNgAQAAWIyABQAAYDECFgAAgMUIWAAAABYjYAEAAFiMgAUAAGAxAhYAAIDFCFgAAAAWI2ABAABYjIAFAABgMQIWAACAxQhYAAAAFiNgAQAAWIyABQAAYDECFgAAgMUIWAAAABYjYAEAAFiMgAUAAGAxAhYAAIDFCFgAAAAWI2ABAABYjIAFAABgMQIWAACAxQhYAAAAFiNgAQAAWIyABQAAYDECFgAAgMUIWAAAABYjYAEAAFiMgAUAAGAxAhYAAIDFCFgAAAAWI2ABAABYjIAFAABgMQIWAACAxQhYAAAAFiNgAQAAWIyABQAAYDECFgAAgMUIWAAAABYjYAEAAFiMgAUAAGAxAhYAAIDFCFgAAAAWI2ABAABYjIAFAABgMQIWAACAxQhYAAAAFiNgAQAAWIyABQAAYDECFgAAgMUIWAAAABYjYAEAAFiMgAUAAGAxAhYAAIDFCFgAAAAWI2ABAABYjIAFAABgMQIWAACAxQhYAAAAFiNgAQAAWIyABQAAYDECFgAAgMUIWAAAABYjYAEAAFiMgAUAAGAxAhYAAIDFCFgAAAAWI2ABAABYzM3ZBQAA7j1HjhxRenq6U2vw9/dXcHCwU2sAioqABQBwcOTIEUVERCgjI6PQy1Yrb9PwSHd9sOOaTlw0d1SHt7e3kpOTCVkokQhYAAAH6enpysjI0NhZ76pGnbBCLVs145CePvhn1Rn6jk551ylyDccOHdS8ic8rPT2dgIUSiYAFAMhVjTphqvNAo0It4/ubq3RQqhF6v8r7PXCXKgPufQxyBwAAsBgBCwAAwGIELAAAAIsRsAAAACxGwAIAALAYAQsAiklGRoZ27txZpPtLoeRhf5dtBCwAKCZ79+5VZGSk9u7d6+xSUAzY32UbAQsAAMBiBCwAAACLEbAAAAAsxlflAMAdyszM1IYNG5SWlqbq1aurTZs2cnV1dXZZAJzI6WewTpw4obFjxyosLEyenp4KDAxUVFSUFixYcE9/8uLDDz9U+/btVbFiRdlsNp09e9bZJQFwgmXLliksLEwdOnRQv3791KFDB4WFhWnZsmXOLg2AEzk1YB06dEhNmjTRmjVrNG3aNO3atUuJiYl66aWXtGrVKq1bty7PZa9fv16MleaUkZGhrl276pVXXnFqHQCcZ9myZerTp48aNmyoxMREXbhwQYmJiWrYsKH69OlDyALKMKcGrJEjR8rNzU3bt29XTEyMIiIiVKdOHfXq1UurV69Wjx497PPabDYtWLBAPXv2lI+Pj6ZOnSpJWrBggUJDQ+Xu7q7w8HB98skn9mVSU1Nls9mUlJRkbzt79qxsNpsSEhIkSQkJCbLZbFq9erUaNWokT09PtWzZUnv27Mm39hdeeEF//vOf1bJlS+s6BECJkZmZqfHjx6t79+5asWKFWrZsqfLly6tly5ZasWKFunfvrgkTJigzM9PZpQJwAqeNwTp9+rT9zJWPj0+u89hsNofHcXFxmjFjhubOnSs3NzctX75cY8eO1dy5c9WxY0etWrVKgwcPVo0aNdShQ4dC1TNx4kTNmzdP1apV0yuvvKIePXpo//79KleuXJGf462uXr2qq1ev2h+fP3/ekvUCcI4NGzYoNTVVS5YskYuL4/+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-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     }
    ],
    "source": [
@@ -114,13 +111,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "data": {
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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     }
    ],
    "source": [
@@ -185,13 +172,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "data": {
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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     }
    ],
    "source": [
@@ -220,6 +197,13 @@
     "# plt.show()\n",
     "maidr.show(horz)\n"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
@@ -238,7 +222,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.5"
+   "version": "3.12.6"
   }
  },
  "nbformat": 4,
diff --git a/example/count/example_count_plot.ipynb b/example/count/example_count_plot.ipynb
index bb339cf..61e24d0 100644
--- a/example/count/example_count_plot.ipynb
+++ b/example/count/example_count_plot.ipynb
@@ -6,22 +6,35 @@
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Using matplotlib backend: <object object at 0x105f7f5a0>\n"
+     ]
+    }
+   ],
+   "source": [
+    "%matplotlib auto"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
     {
      "data": {
       "text/html": [
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           );&#10;        \"></iframe>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "text/html": {
+       "text/html": {
+        "isolated": true
+       }
+      }
+     },
      "output_type": "display_data"
     }
    ],
@@ -43,6 +56,13 @@
     "# plt.show()\n",
     "maidr.show(count_plot)"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
@@ -61,7 +81,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.5"
+   "version": "3.12.6"
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diff --git a/example/heatmap/example_heatmap_plot.ipynb b/example/heatmap/example_heatmap_plot.ipynb
index eaa54ed..bff3f74 100644
--- a/example/heatmap/example_heatmap_plot.ipynb
+++ b/example/heatmap/example_heatmap_plot.ipynb
@@ -6,22 +6,35 @@
    "metadata": {},
    "outputs": [
     {
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-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Using matplotlib backend: <object object at 0x11997f510>\n"
+     ]
+    }
+   ],
+   "source": [
+    "%matplotlib auto"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
     {
      "data": {
       "text/html": [
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   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
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-      "text/plain": [
-       "<Figure size 1000x800 with 2 Axes>"
-      ]
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           );&#10;        \"></iframe>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "text/html": {
+       "text/html": {
+        "isolated": true
+       }
+      }
+     },
      "output_type": "display_data"
     }
    ],
@@ -128,6 +137,13 @@
     "# plt.show()\n",
     "maidr.show(heatmap)"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
@@ -146,7 +162,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.2"
+   "version": "3.12.6"
   }
  },
  "nbformat": 4,
diff --git a/example/histogram/example_histogram_plot.ipynb b/example/histogram/example_histogram_plot.ipynb
index 0effa17..4fe6be7 100644
--- a/example/histogram/example_histogram_plot.ipynb
+++ b/example/histogram/example_histogram_plot.ipynb
@@ -6,22 +6,35 @@
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "image/png": 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sWN1zzz3y9fVVTk6OOnbsqJycnDzbe3h4FKpNUp7JyQW5/h8/Z/Dw8FD79u0LfDwnJ0d33323pk+fnu/j4eHhNx1j6NChSkhI0IgRI9SsWTP5+/vLYrGoV69e+e67W5XbZ9++fRUTE5PvNteH5Vt9b4qiMGPVrl1b+/fv14oVK7Rq1Sp9+umnmj17tl555RXFxcU5bcxbUdgrhR577DG1aNFCS5cu1Zo1a/TGG2/o9ddf15IlS2xzghxx/PhxpaSk2IXLon5Or3f48GG1a9dOtWrV0vTp0xUeHi4vLy99+eWXmjFjhq0Pi8WiTz75RFu3btXnn3+u1atXa+DAgZo2bZq2bt1qGzckJEQff/xxvmMV9McBigdBBsWmQoUKGjBggAYMGKC0tDS1bNlSEyZMsAWZgv7xjoyM1Lp163Tp0iW7ozL79u2zPZ7735ycHB05ckQ1atSwbZffFSkFuXDhgtavX6+4uDi98sortnZHTok5Ivc1HDx40HbESfpjQuvFixdtr7U4VKtWTT/99JPatWt30yBV0OOffPKJYmJi7K7QysjIKLabkQUHB8vPz0/Z2dk3DGlFkbuPDx06pDZt2tjar127pqNHj9oFI2cFzrJly+rxxx/X448/rqtXr6p79+6aNGmSxo0b55JLrG9FpUqV9Pzzz+v555/X2bNndd9992nSpEm3FGRyLwCIjo6WVLTPaUHv0eeff67MzEwtX77c7ihdQaeBmjZtqqZNm2rSpElasGCB+vTpo4ULF+qpp55StWrVtG7dOjVv3vymoa84/kiBPebIoFhcf0rF19dX1atXt7usN/ceLtf/o9e5c2dlZ2fr7bfftmufMWOGLBaL7Rdk7i+52bNn2233r3/9q9B15v41e/1f5zNnzix0H7eic+fO+Y6Xe5TkRldg3arHHntMJ06c0LvvvpvnsStXrig9Pd22XrZs2XzDiYeHR559969//cvhS39vxsPDQz169NCnn36q3bt353n8999/L3KfDRs2VGBgoN59911du3bN1v7xxx/nOT1T0M9sUVz/2fDy8lKdOnVkGEahrgh0F9nZ2XlO6YSEhCgsLMyhu0fn2rBhgyZOnKiqVauqT58+kor2OS3oPcqvj5SUFCUkJNhtd+HChTzj5N78MPd1PfbYY8rOztbEiRPzjH/t2jW7sQv67MB5OCKDYlGnTh21bt1aUVFRqlChgrZv3267TDNXVFSUJGnYsGGKjo6Wh4eHevXqpS5duqhNmzZ6+eWXdfToUTVo0EBr1qzRZ599phEjRtgu/Y2KilKPHj00c+ZMnTt3znb59YEDByQV7i+hcuXKqWXLlpo6daqysrJ0xx13aM2aNTpy5Egx7JW8GjRooJiYGM2bN08XL15Uq1at9MMPP+j9999Xt27d7I4QONuTTz6pRYsW6dlnn9XGjRvVvHlzZWdna9++fVq0aJFWr15tmyMVFRWldevW2W6kV7VqVTVp0kQPPfSQPvzwQ/n7+6tOnTrasmWL1q1bp8DAwFuq7b333rNN5v6z4cOHa8qUKdq4caOaNGmip59+WnXq1NH58+f1448/at26dTp//nyRxvLy8tKECRM0dOhQtW3bVo899piOHj2qxMREVatWze7nqFq1agoICNDcuXPl5+ensmXLqkmTJoWeUyJJHTp0UGhoqJo3b66KFStq7969evvtt/Xggw/mmRfmzi5duqTKlSvr0UcfVYMGDeTr66t169Zp27Zthb6H0sqVK7Vv3z5du3ZNZ86c0YYNG7R27VpFRkZq+fLltqNTRfmc5v5eefnll9WrVy+VLl1aXbp0UYcOHeTl5aUuXbpo8ODBSktL07vvvquQkBCdOnXK9vz3339fs2fP1iOPPKJq1arp0qVLevfdd1WuXDnbHx6tWrXS4MGDFR8fr507d6pDhw4qXbq0Dh48qMWLF+vNN9/Uo48+aqtnzpw5eu2111S9enWFhITYJtTDSVxxqRTc280ujczvks3rL79+7bXXjMaNGxsBAQGGj4+PUatWLWPSpEnG1atXbdtcu3bNGDp0qBEcHGxYLBa7S7EvXbpkjBw50ggLCzNKly5t1KhRw3jjjTeMnJwcu3HT09ON2NhYo0KFCoavr6/RrVs3Y//+/YYku8uhcy+d/v333/O8nuPHjxuPPPKIERAQYPj7+xs9e/Y0Tp48WeAl3Nf3UdBl0fntp/xkZWUZcXFxRtWqVY3SpUsb4eHhxrhx44yMjIxCjZOfwm579epV4/XXXzfq1q1rWK1Wo3z58kZUVJQRFxdnpKSk2Lbbt2+f0bJlS8PHx8eQZHuvL1y4YAwYMMAICgoyfH19jejoaGPfvn15fh6Kevl1QcuxY8cMwzCMM2fOGLGxsUZ4eLhRunRpIzQ01GjXrp0xb968PGMuXrzYboz8LmM2DMN46623jMjISMNqtRqNGzc2vv32WyMqKsro2LGj3XafffaZUadOHcPT09Oun4Le75iYGCMyMtK2/s477xgtW7Y0AgMDDavValSrVs0YO3as3f7OT0GXX+f3Puf+rN5MQZdfF3RJ9Z8/E5mZmcbYsWONBg0aGH5+fkbZsmWNBg0aGLNnz77puNe/z15eXkZoaKjxwAMPGG+++aaRmpqa5zmF/ZwahmFMnDjRuOOOO4xSpUrZXYq9fPlyo379+oa3t7dRpUoV4/XXXzfee+89u21+/PFH44knnjAiIiIMq9VqhISEGA899JCxffv2PDXNmzfPiIqKMnx8fAw/Pz/j7rvvNl544QXj5MmTtm1Onz5tPPjgg4afn1+ey/nhHBbDKIYZb4AL7dy5U/fee68++ugj26FpoKhycnIUHBys7t2753v6DYB7YI4MTO3KlSt52mbOnKlSpUrd9I66QK6MjIw88yI++OADnT9/nlvKA26OOTIwtalTp2rHjh1q06aNPD09tXLlSq1cuVLPPPNMoS4fBiRp69atGjlypHr27KnAwED9+OOPmj9/vurVq6eePXu6ujwAN8CpJZja2rVrFRcXp19++UVpaWmKiIjQk08+qZdfftnuLq3AjRw9elTDhg3TDz/8oPPnz6tChQrq3LmzpkyZUuBNzwC4B4IMAAAwLebIAAAA0yLIAAAA0yrxkwhycnJ08uRJ+fn5catoAABMwjAMXbp0SWFhYSpVquDjLiU+yJw8eZKrVwAAMKljx46pcuXKBT5e4oNM7i2/jx07pnLlyrm4GgAAUBipqakKDw+/6Vd3lPggk3s6qVy5cgQZAABM5mbTQpjsCwAATIsgAwAATIsgAwAATIsgAwAATIsgAwAATIsgAwAATIsgAwAATIsgAwAATIsgAwAATIsgAwAATIsgAwAATIsgAwAATIsgAwAATIsgAwAATMvT1QUgf0lJSUpOTi6WvoOCghQREVEsfQMAcDsRZNxQUlKSataqrYwrl4ulf2+fMtq/by9hBgBgegQZN5ScnKyMK5cV+NBolQ4Md2rfWeeO6dyKaUpOTibIAABMjyDjxkoHhssaWt3VZQAA4LaY7AsAAEyLIAMAAEyLIAMAAEyLIAMAAEyLIAMAAEyLIAMAAEyLIAMAAEyLIAMAAEyLIAMAAEyLIAMAAEyLIAMAAEyLIAMAAEyLIAMAAEyLIAMAAEyLIAMAAEyLIAMAAEyLIAMAAEyLIAMAAEyLIAMAAEyLIAMAAEyLIAMAAEyLIAMAAEyLIAMAAEyLIAMAAEzLpUFmzpw5ql+/vsqVK6dy5cqpWbNmWrlype3xjIwMxcbGKjAwUL6+vurRo4fOnDnjwooBAIA7cWmQqVy5sqZMmaIdO3Zo+/btatu2rbp27ao9e/ZIkkaOHKnPP/9cixcv1ubNm3Xy5El1797dlSUDAAA34unKwbt06WK3PmnSJM2ZM0dbt25V5cqVNX/+fC1YsEBt27aVJCUkJKh27draunWrmjZt6oqSAQCAG3GbOTLZ2dlauHCh0tPT1axZM+3YsUNZWVlq3769bZtatWopIiJCW7ZscWGlAADAXbj0iIwk/fzzz2rWrJkyMjLk6+urpUuXqk6dOtq5c6e8vLwUEBBgt33FihV1+vTpAvvLzMxUZmambT01NbW4SgcAAC7m8iMyNWvW1M6dO/X999/rueeeU0xMjH755ReH+4uPj5e/v79tCQ8Pd2K1AADAnbg8yHh5eal69eqKiopSfHy8GjRooDfffFOhoaG6evWqLl68aLf9mTNnFBoaWmB/48aNU0pKim05duxYMb8CAADgKi4PMtfLyclRZmamoqKiVLp0aa1fv9722P79+5WUlKRmzZoV+Hyr1Wq7nDt3AQAAJZNL58iMGzdOnTp1UkREhC5duqQFCxZo06ZNWr16tfz9/TVo0CCNGjVKFSpUULly5TR06FA1a9aMK5YAAIAkFweZs2fPql+/fjp16pT8/f1Vv359rV69Wg888IAkacaMGSpVqpR69OihzMxMRUdHa/bs2a4sGQAAuBGXBpn58+ff8HFvb2/NmjVLs2bNuk0VAQAAM3G7OTIAAACFRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACmRZABAACm5dIgEx8fr0aNGsnPz08hISHq1q2b9u/fb7dN69atZbFY7JZnn33WRRUDAAB34tIgs3nzZsXGxmrr1q1au3atsrKy1KFDB6Wnp9tt9/TTT+vUqVO2ZerUqS6qGAAAuBNPVw6+atUqu/XExESFhIRox44datmypa29TJkyCg0Nvd3lAQAAN+dWc2RSUlIkSRUqVLBr//jjjxUUFKR69epp3Lhxunz5coF9ZGZmKjU11W4BAAAlk0uPyPxZTk6ORowYoebNm6tevXq29t69eysyMlJhYWHatWuXXnzxRe3fv19LlizJt5/4+HjFxcXdrrIBAIALuU2QiY2N1e7du/XNN9/YtT/zzDO2/7/77rtVqVIltWvXTocPH1a1atXy9DNu3DiNGjXKtp6amqrw8PDiKxwAALiMWwSZIUOGaMWKFfrqq69UuXLlG27bpEkTSdKhQ4fyDTJWq1VWq7VY6gQAAO7FpUHGMAwNHTpUS5cu1aZNm1S1atWbPmfnzp2SpEqVKhVzdQAAwN25NMjExsZqwYIF+uyzz+Tn56fTp09Lkvz9/eXj46PDhw9rwYIF6ty5swIDA7Vr1y6NHDlSLVu2VP369V1ZOgAAcAMuDTJz5syR9MdN7/4sISFB/fv3l5eXl9atW6eZM2cqPT1d4eHh6tGjh/7+97+7oFoAAOBuXH5q6UbCw8O1efPm21QNAAAwG7e6jwwAAEBREGQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpEWQAAIBpORRkfv31V6cMHh8fr0aNGsnPz08hISHq1q2b9u/fb7dNRkaGYmNjFRgYKF9fX/Xo0UNnzpxxyvgAAMDcHAoy1atXV5s2bfTRRx8pIyPD4cE3b96s2NhYbd26VWvXrlVWVpY6dOig9PR02zYjR47U559/rsWLF2vz5s06efKkunfv7vCYAACg5HAoyPz444+qX7++Ro0apdDQUA0ePFg//PBDkftZtWqV+vfvr7p166pBgwZKTExUUlKSduzYIUlKSUnR/PnzNX36dLVt21ZRUVFKSEjQd999p61btzpSOgAAKEEcCjL33HOP3nzzTZ08eVLvvfeeTp06pfvvv1/16tXT9OnT9fvvvztUTEpKiiSpQoUKkqQdO3YoKytL7du3t21Tq1YtRUREaMuWLfn2kZmZqdTUVLsFAACUTLc02dfT01Pdu3fX4sWL9frrr+vQoUMaM2aMwsPD1a9fP506darQfeXk5GjEiBFq3ry56tWrJ0k6ffq0vLy8FBAQYLdtxYoVdfr06Xz7iY+Pl7+/v20JDw93+PUBAAD3dktBZvv27Xr++edVqVIlTZ8+XWPGjNHhw4e1du1anTx5Ul27di10X7Gxsdq9e7cWLlx4KyVp3LhxSklJsS3Hjh27pf4AAID78nTkSdOnT1dCQoL279+vzp0764MPPlDnzp1VqtQfuahq1apKTExUlSpVCtXfkCFDtGLFCn311VeqXLmyrT00NFRXr17VxYsX7Y7KnDlzRqGhofn2ZbVaZbVaHXlZAADAZBw6IjNnzhz17t1bv/32m5YtW6aHHnrIFmJyhYSEaP78+TfsxzAMDRkyREuXLtWGDRtUtWpVu8ejoqJUunRprV+/3ta2f/9+JSUlqVmzZo6UDgAAShCHjsgcPHjwptt4eXkpJibmhtvExsZqwYIF+uyzz+Tn52eb9+Lv7y8fHx/5+/tr0KBBGjVqlCpUqKBy5cpp6NChatasmZo2bepI6QAAoARxKMgkJCTI19dXPXv2tGtfvHixLl++fNMAk2vOnDmSpNatW+fpv3///pKkGTNmqFSpUurRo4cyMzMVHR2t2bNnO1I2AAAoYRw6tRQfH6+goKA87SEhIZo8eXKh+zEMI98lN8RIkre3t2bNmqXz588rPT1dS5YsKXB+DAAA+GtxKMgkJSXlmc8iSZGRkUpKSrrlogAAAArDoSATEhKiXbt25Wn/6aefFBgYeMtFAQAAFIZDQeaJJ57QsGHDtHHjRmVnZys7O1sbNmzQ8OHD1atXL2fXCAAAkC+HJvtOnDhRR48eVbt27eTp+UcXOTk56tevX5HmyAAAANwKh4KMl5eX/vvf/2rixIn66aef5OPjo7vvvluRkZHOrg8AAKBADgWZXHfddZfuuusuZ9UCAABQJA4FmezsbCUmJmr9+vU6e/ascnJy7B7fsGGDU4oDAAC4EYeCzPDhw5WYmKgHH3xQ9erVk8VicXZdAAAAN+VQkFm4cKEWLVqkzp07O7seAACAQnPo8msvLy9Vr17d2bUAAAAUiUNBZvTo0XrzzTdlGIaz6wEAACg0h04tffPNN9q4caNWrlypunXrqnTp0naPL1myxCnFAQAA3IhDQSYgIECPPPKIs2sBAAAoEoeCTEJCgrPrAAAAKDKH5shI0rVr17Ru3Tq98847unTpkiTp5MmTSktLc1pxAAAAN+LQEZnffvtNHTt2VFJSkjIzM/XAAw/Iz89Pr7/+ujIzMzV37lxn1wkAAJCHQ0dkhg8froYNG+rChQvy8fGxtT/yyCNav36904oDAAC4EYeOyHz99df67rvv5OXlZddepUoVnThxwimFAQAA3IxDR2RycnKUnZ2dp/348ePy8/O75aIAAAAKw6Eg06FDB82cOdO2brFYlJaWpvHjx/O1BQAA4LZx6NTStGnTFB0drTp16igjI0O9e/fWwYMHFRQUpP/85z/OrhEAACBfDgWZypUr66efftLChQu1a9cupaWladCgQerTp4/d5F8AAIDi5FCQkSRPT0/17dvXmbUAAAAUiUNB5oMPPrjh4/369XOoGAAAgKJwKMgMHz7cbj0rK0uXL1+Wl5eXypQpQ5ABABdJSkpScnKy0/sNCgpSRESE0/sFbpVDQebChQt52g4ePKjnnntOY8eOveWiAABFl5SUpJq1aivjymWn9+3tU0b79+0lzMDtODxH5no1atTQlClT1LdvX+3bt89Z3QIACik5OVkZVy4r8KHRKh0Y7rR+s84d07kV05ScnEyQgdtxWpCR/pgAfPLkSWd2CQAootKB4bKGVnd1GcBt4VCQWb58ud26YRg6deqU3n77bTVv3twphQEAANyMQ0GmW7dudusWi0XBwcFq27atpk2b5oy6AAAAbsqhIJOTk+PsOgAAAIrMoe9aAgAAcAcOHZEZNWpUobedPn26I0MAAADclENB5n//+5/+97//KSsrSzVr1pQkHThwQB4eHrrvvvts21ksFudUCQAAkA+HgkyXLl3k5+en999/X+XLl5f0x03yBgwYoBYtWmj06NFOLRIAACA/Ds2RmTZtmuLj420hRpLKly+v1157jauWAADAbeNQkElNTdXvv/+ep/3333/XpUuXbrkoAACAwnAoyDzyyCMaMGCAlixZouPHj+v48eP69NNPNWjQIHXv3t3ZNQIAAOTLoTkyc+fO1ZgxY9S7d29lZWX90ZGnpwYNGqQ33njDqQUCAAAUxKEgU6ZMGc2ePVtvvPGGDh8+LEmqVq2aypYt69TiAAAAbuSWboh36tQpnTp1SjVq1FDZsmVlGIaz6gIAALgph4LMuXPn1K5dO911113q3LmzTp06JUkaNGgQl14DAIDbxqEgM3LkSJUuXVpJSUkqU6aMrf3xxx/XqlWrCt3PV199pS5duigsLEwWi0XLli2ze7x///6yWCx2S8eOHR0pGQAAlEAOzZFZs2aNVq9ercqVK9u116hRQ7/99luh+0lPT1eDBg00cODAAq926tixoxISEmzrVqvVkZIBAEAJ5FCQSU9PtzsSk+v8+fNFChqdOnVSp06dbriN1WpVaGhokWsEAAAln0Onllq0aKEPPvjAtm6xWJSTk6OpU6eqTZs2TitOkjZt2qSQkBDVrFlTzz33nM6dO+fU/gEAgHk5dERm6tSpateunbZv366rV6/qhRde0J49e3T+/Hl9++23TiuuY8eO6t69u6pWrarDhw/rpZdeUqdOnbRlyxZ5eHjk+5zMzExlZmba1lNTU51WDwAAcC8OBZl69erpwIEDevvtt+Xn56e0tDR1795dsbGxqlSpktOK69Wrl+3/7777btWvX1/VqlXTpk2b1K5du3yfEx8fr7i4OKfVAAAA3FeRg0xWVpY6duyouXPn6uWXXy6Omgp05513KigoSIcOHSowyIwbN06jRo2yraempio8PPx2lQgAAG6jIgeZ0qVLa9euXcVRy00dP35c586du+FRH6vVypVNAAD8RTg02bdv376aP3/+LQ+elpamnTt3aufOnZKkI0eOaOfOnUpKSlJaWprGjh2rrVu36ujRo1q/fr26du2q6tWrKzo6+pbHBgAA5ufQHJlr167pvffe07p16xQVFZXnO5amT59eqH62b99ud5VT7imhmJgYzZkzR7t27dL777+vixcvKiwsTB06dNDEiRM54gIAACQVMcj8+uuvqlKlinbv3q377rtPknTgwAG7bSwWS6H7a9269Q2/n2n16tVFKQ8AAPzFFCnI1KhRQ6dOndLGjRsl/fGVBG+99ZYqVqxYLMUBAADcSJHmyFx/9GTlypVKT093akEAAACF5dBk31w3Oi0EAABQ3Ip0ain3G6ivbwOAkiYpKUnJycnF0ndQUJAiIiKKpW/gr6ZIQcYwDPXv39921VBGRoaeffbZPFctLVmyxHkVAsBtlpSUpJq1aivjyuVi6d/bp4z279tLmAGcoEhBJiYmxm69b9++Ti0GANxBcnKyMq5cVuBDo1U60Ll3Bs86d0znVkxTcnIyQQZwgiIFmYSEhOKqAwDcTunAcFlDq7u6DAA3cEuTfQEAAFyJIAMAAEyLIAMAAEyLIAMAAEyLIAMAAEyLIAMAAEyLIAMAAEy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-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Using matplotlib backend: <object object at 0x104c7f5a0>\n"
+     ]
+    }
+   ],
+   "source": [
+    "%matplotlib auto"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
     {
      "data": {
       "text/html": [
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s2rVLkZGRyfI5u533DgB7UCQBsFXDhg21Z88e/fjjj/r111/1+eefa9y4cfrkk0+SnYnJaNfrlNWlSxetXr1azz//vO644w75+/srISFBLVu2VEJCwjW39/T0vK19kq5pNHEjV3+wdgVPT081a9bshl9PSEhQlSpVNHbs2Ot+vUiRIrd8jIEDB2ry5MkaNGiQ6tWrp8DAQDkcDj300EPX/dmlVeJ99ujRQ717977uba4uxNP62qTE7TxWhQoVtGPHDs2fP1+LFi3SDz/8oI8//livvfaahg8f7rLHTIvb7SjXpUsXNWjQQHPmzNGvv/6qd955R6NHj9bs2bOT5mClxqFDhxQZGZmscE3p+/Rqe/bsUdOmTVW+fHmNHTtWRYoUkbe3txYsWKBx48Yl3YfD4dD333+vv/76Sz/99JN++eUX9evXT++9957++uuvpMcNDQ3V9OnTr/tYNzrwAMB+FEkAbJc3b1717dtXffv2VVRUlBo2bKhhw4YlFUk3KgyKFSumJUuW6Pz588nOJm3fvj3p64n/JiQkaN++fSpTpkzS7a7XuexGzpw5o6VLl2r48OF67bXXkvanZphgaiQ+h127diWdKZNMc4KzZ88mPdf0UKpUKW3ZskVNmza9ZZF2o69///336t27d7JOfjExMem2kGdISIgCAgIUHx9/0wIwJRJ/xrt371aTJk2S9l++fFn79+9PVnS5qpjNlSuXHnzwQT344IO6dOmSOnbsqLfeektDhw61pc13WhQoUEBPPvmknnzySZ04cUI1atTQW2+9laYiKbGZS4sWLSSl7H16o9fop59+UmxsrObNm5fs7OKNhsbdeeeduvPOO/XWW2/pm2++Uffu3TVjxgw9/PDDKlWqlJYsWaL69evfsqBMjwMgAFKPOUkAbHX1MDN/f3+VLl06WWvpxDWKrv5A3bp1a8XHx+ujjz5Ktn/cuHFyOBxJH74SP0B9/PHHyW734Ycf3nbOxKPwV59VGD9+/G3fR1q0bt36uo+XeHbnZp360qpLly46fPiwPvvss2u+dvHiRUVHRyddz5Ur13ULH09Pz2t+dh9++GGq20/fiqenpx544AH98MMP+vfff6/5+smTJ1N8n7Vq1VJwcLA+++wzXb58OWn/9OnTrxmydqP/sylx9XvD29tbFStWlGVZt9U5MrOIj4+/ZphbaGioChYsmOx9nlLLli3TiBEjVKJECXXv3l1Syt6nN3qNrncfkZGRmjx5crLbnTlz5prHSVw4OPF5denSRfHx8RoxYsQ1j3/58uVkj32j9w4Ae3AmCYCtKlasqMaNG6tmzZrKmzev1q9fn9QqOFHNmjUlSU8//bRatGghT09PPfTQQ2rbtq2aNGmil19+Wfv371e1atX066+/6scff9SgQYOS2k/XrFlTDzzwgMaPH69Tp04ltQDfuXOnpNs7gps7d241bNhQY8aMUVxcnAoVKqRff/1V+/btS4efyrWqVaum3r17a9KkSTp79qwaNWqktWvX6quvvlL79u2TndlwtZ49e2rmzJl6/PHHtXz5ctWvX1/x8fHavn27Zs6cqV9++SVpTlrNmjW1ZMmSpEVoS5Qoobp16+q+++7TtGnTFBgYqIoVK+rPP//UkiVLFBwcnKZsX375ZVJjDmfPPPOMRo0apeXLl6tu3bp65JFHVLFiRZ0+fVobN27UkiVLdPr06RQ9lre3t4YNG6aBAwfqnnvuUZcuXbR//35NmTJFpUqVSvb/qFSpUgoKCtInn3yigIAA5cqVS3Xr1r3tOTyS1Lx5c4WFhal+/frKnz+/tm3bpo8++kht2rS5Zh5eZnb+/HkVLlxYnTp1UrVq1eTv768lS5Zo3bp1t71G2MKFC7V9+3ZdvnxZx48f17Jly7R48WIVK1ZM8+bNSzqrlpL3aeLvlZdfflkPPfSQcuTIobZt26p58+by9vZW27Zt9dhjjykqKkqfffaZQkNDdfTo0aTv/+qrr/Txxx+rQ4cOKlWqlM6fP6/PPvtMuXPnTjqo0ahRIz322GMaOXKkNm/erObNmytHjhzatWuXZs2apffff1+dOnVKyjNx4kS9+eabKl26tEJDQ5OaowCwgR0t9QC4h1u1571e2+CrW4C/+eabVp06daygoCDLz8/PKl++vPXWW29Zly5dSrrN5cuXrYEDB1ohISGWw+FI1g78/Pnz1rPPPmsVLFjQypEjh1WmTBnrnXfesRISEpI9bnR0tDVgwAArb968lr+/v9W+fXtrx44dlqRkLbkT23efPHnymudz6NAhq0OHDlZQUJAVGBhode7c2Tpy5MgN24hffR83as19vZ/T9cTFxVnDhw+3SpQoYeXIkcMqUqSINXToUCsmJua2Hud6bve2ly5dskaPHm1VqlTJ8vHxsfLkyWPVrFnTGj58uBUZGZl0u+3bt1sNGza0/Pz8LElJr/WZM2esvn37Wvny5bP8/f2tFi1aWNu3b7/m/0NKW4Df6HLw4EHLsizr+PHj1oABA6wiRYpYOXLksMLCwqymTZtakyZNuuYxZ82alewxrtdK27Is64MPPrCKFStm+fj4WHXq1LH++OMPq2bNmlbLli2T3e7HH3+0KlasaHl5eSW7nxu93r1797aKFSuWdP3TTz+1GjZsaAUHB1s+Pj5WqVKlrOeffz7Zz/t6btQC/Hqvc+L/1Vu5UQvwG7X1dn5PxMbGWs8//7xVrVo1KyAgwMqVK5dVrVo16+OPP77l4179Ont7e1thYWHWvffea73//vvWuXPnrvme232fWpZljRgxwipUqJDl4eGRrB34vHnzrKpVq1q+vr5W8eLFrdGjR1tffvllstts3LjR6tq1q1W0aFHLx8fHCg0Nte677z5r/fr112SaNGmSVbNmTcvPz88KCAiwqlSpYr3wwgvWkSNHkm5z7Ngxq02bNlZAQMA1LeUBZDyHZaXDjFQAyAI2b96s6tWr6+uvv04argOkVEJCgkJCQtSxY8frDkkEAGQ9zEkCkC1cvHjxmn3jx4+Xh4eHGjZsaEMiZEUxMTHXzEOZOnWqTp8+rcaNG9sTCgDgcsxJApAtjBkzRhs2bFCTJk3k5eWlhQsXauHChXr00Udvq4U1IEl//fWXnn32WXXu3FnBwcHauHGjvvjiC1WuXFmdO3e2Ox4AwEUYbgcgW1i8eLGGDx+u//77T1FRUSpatKh69uypl19+WV5eHC/C7dm/f7+efvpprV27VqdPn1bevHnVunVrjRo16oYLhgIAsh6KJAAAAABwwpwkAAAAAHBCkQQAAAAATtx+IH5CQoKOHDmigICA21owEgAAAIB7sixL58+fV8GCBeXhcePzRW5fJB05coTOVQAAAACSHDx4UIULF77h192+SAoICJBkfhC5c+e2OQ0AAAAAu5w7d05FihRJqhFuxO2LpMQhdrlz56ZIAgAAAHDLaTg0bgAAAAAAJxRJAAAAAOCEIgkAAAAAnFAkAQAAAIATiiQAAAAAcEKRBAAAAABOKJIAAAAAwAlFEgAAAAA4oUgCAAAAACcUSQAAAADghCIJAAAAAJxQJAEAAACAE4okAAAAAHBCkQQAAAAATiiSAAAAAMAJRRIAAAAAOKFIAgAAAAAnFEkAAAAA4MTL7gBwX+Hh4YqIiLA7RobIly+fihYtancMAAAAuABFEtJFeHi4ypevoIsXL9gdJUP4+eXU9u3bKJQAAADcAEUS0kVERIQuXrygDh2+VkhIBbvjpKuTJ7dpzpweioiIoEgCAABwAxRJSFchIRVUoEANu2MAAAAAt43GDQAAAADghCIJAAAAAJxQJAEAAACAE4okAAAAAHBCkQQAAAAATiiSAAAAAMAJRRIAAAAAOKFIAgAAAAAnFEkAAAAA4IQiCQAAAACc2FokjRw5UrVr11ZAQIBCQ0PVvn177dixI9ltGjduLIfDkezy+OOP25QYAAAAgLuztUhauXKlBgwYoL/++kuLFy9WXFycmjdvrujo6GS3e+SRR3T06NGky5gxY2xKDAAAAMDdedn54IsWLUp2fcqUKQoNDdWGDRvUsGHDpP05c+ZUWFhYRscDAAAAkA3ZWiRdLTIyUpKUN2/eZPunT5+ur7/+WmFhYWrbtq1effVV5cyZ87r3ERsbq9jY2KTr586dS7/AAABkQuHh4YqIiLA7RobIly+fihYtancMAG4m0xRJCQkJGjRokOrXr6/KlSsn7e/WrZuKFSumggUL6u+//9aLL76oHTt2aPbs2de9n5EjR2r48OEZFRsAgEwlPDxc5ctX0MWLF+yOkiH8/HJq+/ZtFEoAXCrTFEkDBgzQv//+q1WrViXb/+ijjyZtV6lSRQUKFFDTpk21Z88elSpV6pr7GTp0qAYPHpx0/dy5cypSpEj6BQcAIBOJiIjQxYsX1KHD1woJqWB3nHR18uQ2zZnTQxERERRJAFwqUxRJTz31lObPn6/ffvtNhQsXvult69atK0navXv3dYskHx8f+fj4pEtOAACyipCQCipQoIbdMQAgS7K1SLIsSwMHDtScOXO0YsUKlShR4pbfs3nzZklSgQIF0jkdAAAAgOzI1iJpwIAB+uabb/Tjjz8qICBAx44dkyQFBgbKz89Pe/bs0TfffKPWrVsrODhYf//9t5599lk1bNhQVatWtTM6AAAAADdla5E0ceJESWbBWGeTJ09Wnz595O3trSVLlmj8+PGKjo5WkSJF9MADD+iVV16xIS0AAACA7MD24XY3U6RIEa1cuTKD0gAAAACA5GF3AAAAAADITCiSAAAAAMAJRRIAAAAAOKFIAgAAAAAnFEkAAAAA4IQiCQAAAACcUCQBAAAAgBOKJAAAAABwQpEEAAAAAE687A6Q3YSHhysiIsLuGOlu27ZtdkcAAAAAUoUiKQOFh4erfPkKunjxgt1RMkxU1Hm7IwAAAAApQpGUgSIiInTx4gV16PC1QkIq2B0nXe3atUDLl7+qmJgYu6MAAAAAKUKRZIOQkAoqUKCG3THSVUQEw+0AAACQNdG4AQAAAACcUCQBAAAAgBOKJAAAAABwQpEEAAAAAE4okgAAAADACUUSAAAAADihSAIAAAAAJxRJAAAAAOCEIgkAAAAAnFAkAQAAAIATiiQAAAAAcEKRBAAAAABOKJIAAAAAwAlFEgAAAAA4oUgCAAAAACcUSQAAAADghCIJAAAAAJxQJAEAAACAE4okAAAAAHBCkQQAAAAATiiSAAAAAMAJRRIAAAAAOKFIAgAAAAAnFEkAAAAA4IQiCQAAAACcUCQBAAAAgBOKJAAAAABwQpEEAAAAAE4okgAAAADACUUSAAAAADihSAIAAAAAJxRJAAAAAOCEIgkAAAAAnFAkAQAAAIATiiQAAAAAcEKRBAAAAABOKJIAAAAAwAlFEgAAAAA4oUgCAAAAACcUSQAAAADghCIJAAAAAJxQJAEAAACAE4okAAAAAHBCkQQAAAAATiiSAAAAAMAJRRIAAAAAOKFIAgAAAAAnFEkAAAAA4IQiCQAAAACcUCQBAAAAgBOKJAAAAABwQpEEAAAAAE4okgAAAADACUUSAAAAADihSAIAAAAAJxRJAAAAAOCEIgkAAAAAnFAkAQAAAIATiiQAAAAAcEKRBAAAAABObC2SRo4cqdq1aysgIEChoaFq3769duzYkew2MTExGjBggIKDg+Xv768HHnhAx48ftykxAAAAAHdna5G0cuVKDRgwQH/99ZcWL16suLg4NW/eXNHR0Um3efbZZ/XTTz9p1qxZWrlypY4cOaKOHTvamBoAAACAO/Oy88EXLVqU7PqUKVMUGhqqDRs2qGHDhoqMjNQXX3yhb775Rvfcc48kafLkyapQoYL++usv3XnnnXbEBgAAAODGMtWcpMjISElS3rx5JUkbNmxQXFycmjVrlnSb8uXLq2jRovrzzz+vex+xsbE6d+5csgsAAAAA3K5MUyQlJCRo0KBBql+/vipXrixJOnbsmLy9vRUUFJTstvnz59exY8euez8jR45UYGBg0qVIkSLpHR0AAACAG8k0RdKAAQP077//asaMGWm6n6FDhyoyMjLpcvDgQRclBAAAAJAd2DonKdFTTz2l+fPn67ffflPhwoWT9oeFhenSpUs6e/ZssrNJx48fV1hY2HXvy8fHRz4+PukdGQAAAICbsvVMkmVZeuqppzRnzhwtW7ZMJUqUSPb1mjVrKkeOHFq6dGnSvh07dig8PFz16tXL6LgAAAAAsgFbzyQNGDBA33zzjX788UcFBAQkzTMKDAyUn5+fAgMD1b9/fw0ePFh58+ZV7ty5NXDgQNWrV4/OdgAAAADSha1F0sSJEyVJjRs3TrZ/8uTJ6tOnjyRp3Lhx8vDw0AMPPKDY2Fi1aNFCH3/8cQYnBQAAAJBd2FokWZZ1y9v4+vpqwoQJmjBhQgYkAgAAAJDdZZrudgAAAACQGVAkAQAAAIATiiQAAAAAcEKRBAAAAABOKJIAAAAAwAlFEgAAAAA4oUgCAAAAACcUSQAAAADghCIJAAAAAJxQJAEAAACAE4okAAAAAHBCkQQAAAAATiiSAAAAAMAJRRIAAAAAOKFIAgAAAAAnFEkAAAAA4IQiCQAAAACcUCQBAAAAgBMvuwMAAAD3ZVlSVJQUEWEu589L0dHmEhMjxcdfuXh6St7eko+PuQQESLlzS4GBUt68UnCwuQ0ApDeKJAAA4DLR0dKhQ9LBg+bfo0elS5dcc9+enlJIiJQ/v1SkiJQzp49r7hgArkKRBAAAUs2yTCG0c6e0a5d05Mi1t3E4rpwJCgyUcuUyFz8/yctL8vAwl/h4U1BdumTOMp07Zy6RkeYs1KVL0rFj5rJliyRVknRUL73krT59pFatzP0DQFpRJAEAgBQ7edIUKv/8YwoZZyEhUuHC5mxPoUKuGSZnWdLZs9Lx46YQCw+XDh1KUHx8mH75RfrlFylHDqlxY6lrV6lTJzNcDwBSgyIJAADclrg4UxStX2/OHiXy9pZKlZLKlDEXf3/XP7bDIeXJYy7ly5t9Bw9u0ZdfDlLv3t9pzZowbd8uLV5sLgMGSB07Sn37SvfcY74fAG4XRRIAALipc+ektWuljRulixfNPg8PUxBVrSqVLWuGzWU0Ly9L0m96+ukjqlEjTDt3St9/L02dKu3YIU2fbi4VKkhPPy317GmG+QHArVAkAQCA6zp7Vlq1Stq0SUpIMPuCgqTataU77pBy5rQx3HWULSu99JI0dKgp6qZMkb7+Wtq2TXriCbN/wADp2WfNEEAAuBHWSQIAAMmcOyfNny99+KG0YYMpkIoVkx58UBo4ULrrrsxXIDlzOKS6daWJE02HvfHjzXDAs2elt94yz+XFF6UTJ+xOCiCz4kwSACBbCA8PV0REhN0x0t22bdtS/b2XLkmrV5tLXJzZV6KE1KiRKSwyq1s95wYNTGG3cmWgPv+8gHbsyKkxY6QPPohXz54n1LPnceXKlZBBaVMvX758Klq0qN0xgGyBIgkA4PbCw8NVvnwFXbx4we4oGSYq6vxt39ayTEOGJUvMYq+S6UzXtGnmLo6ioo5KcqhHjx4p/M42kl5TTEwdffZZAX32mYekYZI+l3TZxSldx88vp7Zv30ahBGQAiiQAgNuLiIjQxYsX1KHD1woJqWB3nHS1a9cCLV/+qmJiYm7r9qdPm6F1+/aZ60FBUrNmUsWKmb8jXEzMWUmWmjT5SGXK1EvR91qWtG/fXq1dW1DnzuWXNFF58oxV/foHVbBgVHrETZOTJ7dpzpweioiIoEgCMgBFEgAg2wgJqaACBWrYHSNdRUTc3nC7+HgzrO6336TLl013uoYNpXr17OlUlxZ58pRO1etasKB0551m3tWKFdKZM36aP7+sqlaV7r03fVqZA8gastivQQAAkFYnT0pz5lxZ66hkSalNGylvXntz2cHTU6pTR6pSRVq61BRMf/9tWog3by5Vr575z6gBcD2KJAAAsgnLktatM4utXr4s+fpKLVuatY6yeyHg5yfdd58pin7+2RSQP/0kbd0qtW1rhiECyD5oAQ4AQDYQHW0WVl240BRIJUuatYOqVaNAclaokPTww2a4nZeXtHevaSW+fr0pMgFkD5xJAgDAzYWHS99/bzrXeXmZxgx16lAc3YiHh2kZXq6cNG+e+fn9/LO0e7d0//2Ze40oAK7BmSQAANyUZZnmDFOmmAIpXz7pkUfMQqsUSLcWHCz16WPOKnl6mnlKEydKe/bYnQxAeuNMEgAAbujyZU99/73033/meuXKZm6Nt7e9ubIah8OcVSpZUvrhBykiQvr6a6l+femee8xZJwDuh7c2AABup4hWrqyj//4zH+Jbt5Y6dqRASouwMOnRR6Vatcz1P/6Qpk69svguAPdCkQQAgBs5dSqfpHWKjMytnDml3r2l2rUZXucKOXKYVumdOpmC88AB6dNPpf377U4GwNUokgAAcBP//iv9/nszSfkVGHhOjzwiFS1qdyr3U6mSmdsVGmq6Bk6dKq1ZQ/c7wJ1QJAEA4Ab+/NPMmUlI8JQ0W40arWVtn3SUL59pFV6liimOFi0ynfAuX7Y7GQBXoEgCACALS/yA/uuv5nqpUtsldZaXV7ytubKDHDmkDh1M9zuHQ9q8WfrqKykqyu5kANKKIgkAgCwqPt6cPVqzxly/916patUNkhJszZWdJHa/69ZN8vWVDh2SPv9cOnHC7mQA0oIiCQCALCguTvruO2nrVtPBrmNH82GdBg32KF3aDL/Lm1eKjJS+/JL1lICsjHWSAADIYmJjpRkzTFc1Ly+pSxepTBm7UyE4WOrf3xSv4eHS9OnSffdJNWq47jG2bdvmujvLpPLly6eidByBzSiSAADIQmJizGKmhw+bNtTduknFitmdColy5pR69jRNHP75R/rpJ7OWUsOGaTvLFxV1VJJDPXr0cFnWzMrPL6e2b99GoQRbUSQBAJBFxMRI06ZJR45Ifn5Sjx5SwYJ2p8LVvLxMQ4egIOn336UVK0wzh1atzNDI1IiJOSvJUpMmH6lMmXquC5vJnDy5TXPm9FBERARFEmxFkQQAQBbgXCDlzCn16iXlz293KtyIwyHdc48UECAtWCCtX2/WVOrY0RRRqZUnT2kVKODC8XsArovGDQAAZHJXn0GiQMo6ateWOneWPD2lbdukb781TTcAZG4USQAAZGKxsaYBAAVS1lWxotS9u1lXae9e83rGxtqdCsDNUCQBAJBJXb5sOqUdOmTW4OnVSwoLszsVUqNECdPQwcdHOnDANN+IibE7FYAboUgCACATio+XZs2S9u0zXex69KBAyuqKFDGFbuKis9OmSRcv2p0KwPVQJAEAkMkkJEhz50o7d5pJ/l27SoUK2Z0KrlCwoNS7t2m+ceSI9NVXpqEDgMyFIgkAgEzEsqRFi6R//zXtort0kYoXtzsVXCkszBRK/v7S8eOmUDp/3u5UAJxRJAEAkImsWiWtW2e2O3SQypSxNw/SR2io1KePaRF+8qQ0ZYoUGWl3KgCJKJIAAMgkNm+Wli0z2y1aSJUr2xoH6Sw4WOrbVwoMlE6flqZONYvOArAfRRIAAJnArl3SvHlm+667pDvvtDcPMkaePMkLpWnTpAsX7E4FgCIJAACbHT1qOtlZllS1qtSsmd2JkJECA03XO39/6cQJ2oMDmQFFEgAANjp3Tvr2WykuTipZUrr/fsnhsDsVMlrevKZQypnTFM3ffCNdumR3KiD7okgCAMAmsbHmw/D581JIiNS5s+TpaXcq2CUkxCw46+srHTxoFhK+fNnuVED2RJEEAIANEhKkH34wLaBz5ZK6dTMfjpG9hYVJ3bubBYT37jXDMOPj7U4FZD8USQAA2ODXX02zhsTFYoOC7E6EzKJwYfN/wsvLLCg8Z45kWYzBBDISRRIAABlsyxZpzRqz3aGDVKiQvXmQ+RQvLj34oFlQeOtWaePGOnZHArIViiQAADLQ4cPSTz+Z7YYNpYoV7c2DzKt0aalTJ9PI48CB0pKG2x0JyDYokgAAyCBRUWYyfny8VK6c1Lix3YmQ2VWoILVpk3jtNe3dW9jOOEC2QZEEAEAGuHxZmjnTdLLLl88Ms6PVN25HzZpShQp/S5I2b66o7dttDgRkAxRJAACkM8uSFiwwbZ19faWHHpJ8fOxOhaykfPl/JE2S5NAPP0jh4XYnAtwbRRIAAOls/Xpp0yZz5uiBB6TgYLsTIasxZx2fVIECJ3T5slmA+ORJu1MB7osiCQCAdHTggLRokdlu2tRMxgdSJ161a29R4cJSTIz09dfSuXN2ZwLcU6qKpL1797o6BwAAbicy0sxDSkiQKleW7rrL7kTI6ry8EtS1qzkbee6cNH26KZgAuFaqiqTSpUurSZMm+vrrrxXDOxMAgGvEx0uzZkkXLkhhYdL999OoAa6RM6fUo4fk7y+dOHGlYyIA10lVkbRx40ZVrVpVgwcPVlhYmB577DGtXbvW1dkAAMiyFi82ayL5+ppFQXPksDsR3ElQkNS9u+TtLe3fL/38s2kQAsA1UlUk3XHHHXr//fd15MgRffnllzp69KjuvvtuVa5cWWPHjtVJZhICALKxbdukNWvMdvv25gMt4GphYVcWm920SVq92u5EgPtIU+MGLy8vdezYUbNmzdLo0aO1e/duDRkyREWKFFGvXr109OhRV+UEACBLOH1a+vFHs33XXWbRWCC9lCkjtWhhtpcsEWsoAS6SpiJp/fr1evLJJ1WgQAGNHTtWQ4YM0Z49e7R48WIdOXJE7dq1c1VOAAAyvcuXpe+/l2JjpSJFpHvusTsRsoM6daTatc327NnSkSP25gHcQaqKpLFjx6pKlSq66667dOTIEU2dOlUHDhzQm2++qRIlSqhBgwaaMmWKNm7ceNP7+e2339S2bVsVLFhQDodDc+fOTfb1Pn36yOFwJLu0bNkyNZEBAEh3v/wiHT0q+fmZYVCennYnQnbgcEgtW5r28nFxZg0lWoMDaZOqImnixInq1q2bDhw4oLlz5+q+++6Th0fyuwoNDdUXX3xx0/uJjo5WtWrVNGHChBvepmXLljp69GjS5dtvv01NZAAA0tW//5pFYyWpY0cpd2578yB78fAwCxWHhEhRUaZQunTJ7lRA1uWVmm/atWvXLW/j7e2t3r173/Q2rVq1UqtWrW56Gx8fH4WFhaUoHwAAGSkiQvrpJ7PdoAELxsIevr5St27S559Lx46ZoXddupgCCkDKpOptM3nyZM2aNeua/bNmzdJXX32V5lDOVqxYodDQUJUrV05PPPGETp06ddPbx8bG6ty5c8kuAACkl7g4sx7SpUtS8eJS48Z2J0J2FhRkWs57eko7dphmDgBSLlVF0siRI5UvX75r9oeGhurtt99Oc6hELVu21NSpU7V06VKNHj1aK1euVKtWrRR/kxXTRo4cqcDAwKRLkSJFXJYHAICrLVpkFvTMlcsMs+OoPexWpIhpPS9Jf/4pbdliaxwgS0rVcLvw8HCVKFHimv3FihVTeHh4mkMleuihh5K2q1SpoqpVq6pUqVJasWKFmjZtet3vGTp0qAYPHpx0/dy5cxRKAIB0sW2blNijqGNHKSDA3jxAosqVTfH+++9mKGi+fFKhQnanArKOVB3vCg0N1d9//33N/i1btig4ODjNoW6kZMmSypcvn3bv3n3D2/j4+Ch37tzJLgAAuNq5c1fmIdWvL5UsaW8e4GpNmkhly0rx8dJ335mGDgBuT6qKpK5du+rpp5/W8uXLFR8fr/j4eC1btkzPPPNMsrM/rnbo0CGdOnVKBQoUSLfHAADgVixLmjtXunhRKlDAfBgFMhuHw5zhzJdPOn9emjnTrOUF4NZSNdxuxIgR2r9/v5o2bSovL3MXCQkJ6tWrV4rmJEVFRSU7K7Rv3z5t3rxZefPmVd68eTV8+HA98MADCgsL0549e/TCCy+odOnSapG4tDRsc/GidPKkuURGml+6iRdfXykqqrykLjp9OlCXL0teqfqfBgCZ0+rV0r59Uo4cpu0y6yEhs/LxkR56yHS8O3hQWrBAatvWFFAAbixVH129vb313XffacSIEdqyZYv8/PxUpUoVFStWLEX3s379ejVxOvyWOJeod+/emjhxov7++2999dVXOnv2rAoWLKjmzZtrxIgR8vHxSU1spMGlS9LevdLOndKePbezSF1NSd9pxQozHrpQITORtEwZqWhRfjkDyLqOHJGWLTPbLVtK6TjKHHCJ4GBTzH/zjbRpkzn7Wbu23amAzC1Nx/fLli2rsmXLpvr7GzduLMuybvj1X375JdX3jbSzLCk8XFq71rQRvbqpYGCgWbQuKEjy9jZnizw9zVmmQ4f269ChcPn41FVsrI/Cw819/fGHuX3VqubChwsAWcmlS9IPP0gJCVKFClL16nYnAm5P6dJS06amJfiiRebvd/HidqcCMq9UFUnx8fGaMmWKli5dqhMnTighISHZ15clHmJDlhQfL/3zj7RmjVmMLlFQkJkAWrasVLiwOYV/I//884cOHeqh1q0XqVChFgoPl/bvl7Zvl86elX77zVzKlZMaNTJHtQAgs1u0SDp9WsqdmyFLyHruusv8Xf/3X7O21yOPmL/tAK6VqiLpmWee0ZQpU9SmTRtVrlxZDv5KuAXLknbtkn79VUpcs9fLy5zxqV1byp8/5R8IHA5ztig42BxxjYszZ6W2bJF27zbbO3aYwqtJEykszPXPCwBc4b//zFAlSerQQfLzszcPkFIOh3T//eZv/NGjpuNdv35mbh2A5FJVJM2YMUMzZ85U69atXZ0HNjl+XPrlFzMRWZJy5pTq1ZNq1DDbrpIjh1m7oXJl0/Th99/NEa2dO02BVru2dM89Nz9LBQAZLTLySrvvu+9mmBKyrhw5pAcflCZNMmeVfv5ZateOs6LA1VLduKF06dKuzgIbJCRIq1ZJK1eabU9P6c47zYcAX9/0feyQENOatGFDacUKaetWM/9p2zYzGbpCBX5pA7CfZUk//ijFxEgFC0qNG9udCEibwECpUydp2jQzsqNwYalWLbtTAZlLqtZJeu655/T+++/ftOkCMr9Tp6TJk6Xly02BVL68NGCA1KxZ+hdIzvLlM7+se/SQ8uQxaznMmiXNni3FxmZcDgC4nrVrr7T77tiRdt9wDyVKmEYOkrRwoXTokL15gMwmVWeSVq1apeXLl2vhwoWqVKmSclw1mHX27NkuCYf08/ff0vz5Zo6Qj4/UurVUpYq9Z25KlZKeeMIMwVu1ygzDO3LEFFA0dgBgh4gI0w1Mku69l46ccC933SUdPmxGcMycKT32mJQrl92pgMwhVUVSUFCQOnTo4OosyAAJCdLixdJff5nrJUqYsciBgfbmSpQjh5mTVLq0abN7+rT0xRdSixZmKADD7wBklIQEae5cs0h2qVIMR4L7cTjMZ4CTJ80Bge+/l3r2lDxSNc4IcC+pKpImT57s6hzIABcvml+Ae/ea6w0bmrH1mbHwKFrUHNH68UfT1GHBAvNLvGVLfnkDyBirVpmj7D4+piNYZvxdCaSVj4/UpYv0+edmqY6lS81ZUyC7S/XHzcuXL2vJkiX69NNPdf78eUnSkSNHFBUV5bJwcJ2zZ80vwL17zdmazp1Ny+3M/Ec/Z07poYeujJlet06aMYN5SgDS39GjpqGNZIYj585tbx4gPYWEmAMBkrR6tWl3D2R3qSqSDhw4oCpVqqhdu3YaMGCATp48KUkaPXq0hgwZ4tKASLuTJ6UvvzRD1wIDzZoIFSvaner2OBym017nzmbNpl27TLOJc+fsTgbAXV2+LM2ZY4bbVahg5msC7q5SJbP0h2RGcURE2JsHsFuqiqRnnnlGtWrV0pkzZ+TntJpehw4dtHTpUpeFQ9odPmyKivPnzZGifv2y5oKtFStKvXubCaXHj5vndPas3akAuKPly83BpVy5pDZtMvcZd8CVmjUza4BdumQWmr10ye5EgH1SVST9/vvveuWVV+Tt7Z1sf/HixXX48GGXBEPaHTggTZ1q5iIVKiT16ZO1h4wULiw9/LBpE372rDRlijk7BgCuEh5uhhtJUtu2dPpC9uLhIT3wgBQQYM4k/fyzWScMyI5SVSQlJCQoPj7+mv2HDh1SQEBAmkMh7Q4dkqZPN0eBSpQw3Wpy5rQ7VdoFBZliLzhYiow0hRJDAgC4wqVLppudJN1xh1SunJ1pAHv4+5tCyeEwy4Vs2mR3IsAeqSqSmjdvrvHjxydddzgcioqK0uuvv67WrVu7KhtS6dgxUyDFxUklS0rdupnuNe4id25TKIWGmmGEU6aYhXEBIC1+/VU6c8bM3WzZ0u40gH2KFTPLcUhmodljx+zNA9ghVUXSe++9pz/++EMVK1ZUTEyMunXrljTUbvTo0a7OiBQ4eVKaNk2KiTFttB980DQ8cDf+/maOUv78UnS0ec40cwCQWnv3Shs2mO127dzrwBKQGvXrS2XKmEYms2bRWRbZT6qKpMKFC2vLli166aWX9Oyzz6p69eoaNWqUNm3apNDQUFdnxG2KjDRzkC5ckAoWNGeQrpo25lZy5jTDCBOH3k2bZp47AKREbKw0b57ZrlXLDFEGsjuHQ2rf3ozeOH1a+ukn5iche0n1OQYvLy/16NHDlVmQBjExZohdVJQZhtajR/Y4EporlymUvvzSzE36+mtzhik7PHcArrFkiTnQEhTEIpqAs5w5pU6dzLD2rVvNMLzate1OBWSMVBVJU6dOvenXe/XqlaowSJ34eGnmTDPULiDAnEFy6szu9gIDTaE0ebJZAHLmTPMz8PS0OxmAzG7fPmn9erN9//3uffYdSI0iRcyi7osXS7/8YjrNFihgdyog/aWqSHrmmWeSXY+Li9OFCxfk7e2tnDlzUiRlIMuS5s83f+hz5JC6djVFQ3aTL585ezZ5splbsGCBdN99rG8C4MYuXboyzK5mTYbZATdSr55pj79jh5mf9Oijkq+v3amA9JWqOUlnzpxJdomKitKOHTt0991369tvv3V1RtzEqlXS5s2mGOjcOXsf3SlQwAwLcDikjRulP/+0OxGAzGzpUrPmWmAgw+yAm3E4TEOToCDTAXLePOYnwf2lqki6njJlymjUqFHXnGVC+tm1S1q2zGy3amW60GR3ZctKLVqY7cWLpW3b7M0DIHM6cEBau9Zst23LPEbgVvz8zIFIDw/ztzXx/QO4K5cVSZJp5nDkyBFX3iVu4PRp6YcfzHbNmkykdFanzpWfx+zZrO8AILm4OOnHH8129epSqVL25gGyikKFpObNzfavv0qHD9ubB0hPqZqTNC9xEPf/syxLR48e1UcffaT69eu7JBhu7NIlacYM07a2cGEWPbyaw2F+JqdPS3v2SN99Jz3yiOnSAwBLl5ohQ7lzX/nAB+D21Klj5if995+Zn/TYY9mrWRSyj1QVSe3bt0923eFwKCQkRPfcc4/ee+89V+TCDViWOQJ68qRZULVLF/dcLDatPDykBx6QPvvMfBiaPdt0vPNw6blTAFnNsWO5tGaN2W7blsnnQEo5HOa9c/So+fv6449m4XoaJcHdpOojY0JCQrJLfHy8jh07pm+++UYFsnPngAywdq05euPhYRo1BATYnSjz8vMzv7hz5DBnlJYvtzsRAHv5aOXKYpKkO+6QSpe2Nw2QVfn6ms8gnp6m4x2NkuCOOK6ehRw5YpoRSGaISNGi9ubJCvLnN2ufSKYTII0cgOzsFUVG+srf/0qDFwCpU6DAleH+S5cyPwnuJ1UDtQYPHnzbtx07dmxqHgJXiY2Vvv/eLBxbvrwZE4zbU7my+eX9119mWED+/FLevHanApCRdu3yk/SiJKl1a4bZAa5Qs6ZZp/G//0wzKdZPgjtJVZG0adMmbdq0SXFxcSpXrpwkaefOnfL09FSNGjWSbudggKpLJC4Ye+aMWc/j/vsZ+5tS995rCqWDB02x2a8fc7mA7CI+XhoxoqikHCpe/KwqVAiyOxLgFhLnJx0+bD6jzJ9v5gPzGQXuIFXD7dq2bauGDRvq0KFD2rhxozZu3KiDBw+qSZMmuu+++7R8+XItX75cyxIX8UGabNok/fuvmYfUqRNdZFIjsZGDn5+ZbLpkid2JAGSUjz6Stm7NJSlS9esftDsO4FZ8fa8s5L51q/nMAriDVBVJ7733nkaOHKk8efIk7cuTJ4/efPNNutu52KlT0qJFZvuee0zLb6ROYKBZMVyS1qyRtm+3Nw+A9HfggPTyy4nXXlCuXHF2xgHcUuHC5jOKJC1caDrwAlldqoqkc+fO6eR13gEnT57U+fPn0xwKRkKCNGeOWfiwRAnprrvsTpT1lSsn3Xmn2f7xRyky0t48ANKPZUlPPCFFR0vVq5+X9JndkQC3Vb++VLKkdPmyGdYex/EIZHGpKpI6dOigvn37avbs2Tp06JAOHTqkH374Qf3791fHjh1dnTHb+v13M87Xx8ecAWGMr2s0a2ZWDY+JMUVoQoLdiQCkh2+/NUe1vb2ll18Ol2TZHQlwWw6H1KGDlCuXdOKE9OuvdicC0iZVRdInn3yiVq1aqVu3bipWrJiKFSumbt26qWXLlvr4449dnTFbOnxYWrnSbLdubYaKwTU8PaWOHc36SQcOsL4D4I4iIqRnnjHbr74qlSgRa28gIBvw9zeFkiStX2+63gFZVaqKpJw5c+rjjz/WqVOnkjrdnT59Wh9//LFy5crl6ozZTlycOcNhWVKlSlKVKnYncj95815Z32HZMunYMXvzAHCt554zhVLlytILL9idBsg+SpUyQ+8kad486exZW+MAqZamxWSPHj2qo0ePqkyZMsqVK5csi6EMrrBsmWnY4O8vtWnDMLv0Ur26WXMqIcGs78D4acA9/PqrNHWq+d35+edmuB2AjNOkiRnWHhtr/r7Gx9udCEi5VBVJp06dUtOmTVW2bFm1bt1aR48elST1799fzz33nEsDZjeHDplFTyWzHhLtvtNP4voO/v7miDNtwYGsLzpaevxxsz1woFS3rr15gOzI09Msu+HjYz7XrFhhdyIg5VJVJD377LPKkSOHwsPDlTNnzqT9Dz74oBYl9qtGil2+bDquSVK1alKZMvbmyQ5y5rzSFnztWrNyOICs6/XXzfu4SBHpzTftTgNkX3nymAORkrRqlbRnj715gJRKVZH066+/avTo0Sp81aI9ZcqU0YEDB1wSLDtaudKc0fD3l1q0sDtN9lG6tFSzptmeN88MDwCQ9axfL40bZ7YnTpQCAuzNA2R3lSpd+fs6Z44UFWVvHiAlUlUkRUdHJzuDlOj06dPy8fFJc6js6MgR6Y8/zHabNgyzy2j33isFBZkJposX250GQErFxUmPPGLmGHbtan6PArBfixZSSIgZCjt3rmlKBWQFqSqSGjRooKlTpyZddzgcSkhI0JgxY9SkSROXhcsu4uPNGYzEbnbly9udKPtJXItKkjZsYFgAkNWMHStt3mw6V44fb3caAIly5JA6dZK8vMzf1tWr7U4E3J5UFUljxozRpEmT1KpVK126dEkvvPCCKleurN9++02jR492dUa399df0vHj5uxRq1Z2p8m+iheX6tQx2/PmmcVmAWR+u3dLw4aZ7bFjpdBQW+MAuEpoaPJlNw4ftjcPcDtSVSRVrlxZO3fu1N1336127dopOjpaHTt21KZNm1SqVClXZ3RrZ85c6frSvLlZqRr2adrUTDY9d45ud0BWYFnSo4+agxrNmkm9etmdCMD11KghVax4ZdkN5v8is/NK6TfExcWpZcuW+uSTT/Tyyy+nR6Zsw7KkBQtMV7vixU1HO9jL29u0Xv/qKzPsrkoVqVgxu1MBuJHJk6Xly82Z+E8+YV05ILNyOKT77jNnkc6cMZ9/OnSwOxVwYyk+k5QjRw79/fff6ZEl29m61QwT8fQ0vzj44545FC9uFpqVpPnzTRELIPM5dkwaMsRsv/GGxEAGIHPz85M6djSfd/7+W9qyxe5EwI2larhdjx499MUXX7g6S7Zy8aKUuKRUgwZScLC9eZDcvfdeWWT299/tTgPgep55xhyRrlFDGjTI7jQAbkfRolKjRmZ7wQLp1Cl78wA3kuLhdpJ0+fJlffnll1qyZIlq1qypXFdNpBk7dqxLwrmzZctMO8x8+aT69e1Og6slNtGYNcssglepEpPBgczkp5+kmTPNmfjPPjOdswBkDQ0amEWfDxww85P69zfvZSAzSdGZpL179yohIUH//vuvatSooYCAAO3cuVObNm1KumzevDmdorqPkyf9tH692W7Thj/umVWFClK5cmaS6U8/mX8B2O/cOenJJ8324MHmTBKArMPDwwy78/OTjh6Vli61OxFwrRR9PC9TpoyOHj2q5cuXS5IefPBBffDBB8qfP3+6hHNPDq1aVVSSaQpQvLi9aXBjDofUurU52nXokLR+/ZUW4QDs89JL5j1ZsuSV1t8AspbcuU2jpO++k/7807yfS5e2OxVwRYrOJFlXLZO8cOFCRUdHuzSQ+3tYJ0/mkre3mfeCzC13btNWWDJHuiIj7c0DZHerV0sff2y2J02Scua0Nw+A1CtfXqpVy2zPnStFRdkaB0gmVY0bEl1dNOHmzpzxlDRSktSkiRQQYG8e3J5ataQiRaRLl8wkU/7bA/aIjZUefti8B/v0MeuaAcjamjc3c36jo02hxN9YZBYpKpIcDoccV/Wpvvo6buyjjwpJClbevBcYtpWFOBxS27ZmDPXOndJ//9mdCMieRo2Stm0zH6jefdfuNABcIUcO6YEHzPzsPXukf/6hSxIyhxTNSbIsS3369JGPj48kKSYmRo8//vg13e1mz57tuoRu4vBh6eef80qS7r77oDw8ytmcCCkREiLdfbf022/SwoVm7LSfn92pgOzjv/+kt94y2x98wLIJgDsJDZVatjRrE65dW1BSTbsjASk7k9S7d2+FhoYqMDBQgYGB6tGjhwoWLJh0PfGCaxUqJH3zzXZJzyksjHlcWVGDBqZle3S0tGSJ3WmA7CMhQXrkESkuznQE7dLF7kQAXK1GDdNVNiHBQ9K3io5O04wQIM1SdCZp8uTJ6ZUjWyhZMkbSWEnd7Y6CVPDyku67T5oyRdq40fxCL1TI7lSA+/vkE9Owwd/fNG1glDfgfhKHtoeHX1J0dBmNHn1KDRrYnQrZGWU6kALFiklVq5rtn39m7SQgvR06JP3vf2b77belokXtzQMg/fj5SU2b7pMUr59/Dta0aXYnQnZGkQSk0L33Sj4+ZgG8DRvsTgO4L8uSBgyQzp+X7rzzygKyANyXmZIwXJJ5z+/ebW8eZF8USUAK+ftL99xjtpculS5cSNGoVQC36YcfpHnzTPerzz+XPD3tTgQgY7ylGjXOKypK6trVLMEBZDSKJCAVatWSChQw67asWcPEJMDVzpyRnnrKbP/vf1KlSvbmAZCREjRixH7lySOtXy+98ordeZAdUSQBqeDhYbpsSdKuXcGSmF0KuNLzz0vHj0vly0svv2x3GgAZLSwsTl98YbbfeUf69Vd78yD7oUgCUqlQIdPhzvhYcXF2pgHcx/LlSvpw9NlnZg4ggOynQwfpiSfMdq9e5sAJkFEokoA0aNpU8vWNk1RZM2awSjiQVhcvSo8+arYff9ws4gwg+3rvPTPc9vhxqU8fusoi41AkAWmQM6dUp84RSdKnnxbQoUM2BwKyuDfeMN2sChaURo2yOw0Au/n5STNmSL6+0qJF0vjxdidCdkGRBKRRuXKnJP2hixc9NXiw3WmArGvLFjP3QJImTJACA+3NAyBzqFxZGjfObP/vfyy/gYxBkQSkkcMhSU/Kw8PSrFlMLgVS4/Jl6eGHpfh46YEHpPbt7U4EIDN57DGpY0cpLk566CGzfhqQniiSAJf4Ww8+eFKSNHAgazoAKfXBB6bVb2Cg9OGHdqcBkNk4HKaRS5EiZkjuwIF2J4K7o0gCXOSxx44of35p584rwwIA3Nq+fdKrr5rtd94xa5ABwNXy5pWmTzfLcHz1ldkG0gtFEuAiAQEJGjPGbI8YIZo4ALfBskwXuwsXpEaNpP797U4EIDNr0EB67TWz/cQT0p499uaB+6JIAlyoZ0+pfn0pOloaMsTuNEDmN326mcfn4yNNmmSOEAPAzbz8simWzp+XunZliDvSB3+OABdyOKSPPjIf9L77ziyKCeD6Tp6UBg0y26+9JpUta2scAFmEl5f09ddSnjzSunVXhusCrkSRBLjYHXeY4UOSmVgaF2drHCDTeuYZ6dQpqUoV6fnn7U4DICspWlT6/HOzPWYMnWXhehRJQDoYMULKl0/autWcWQKQ3Pz50rffmrOuX3wh5chhdyIAWU3HjlcOSvbqJZ04YW8euBeKJCAd5M0rjRxptl9/XTp2zN48QGZy7tyVDzaDB0u1a9ubB0DWNXasVKmSdPy41Lu3lJBgdyK4C4okIJ3062c+/J0/L734ot1pgMzjxRelw4elUqWk4cPtTgMgK/Pzk2bMkHx9pUWLpPfftzsR3AVFEpBOPDykCRNMM4epU6U//rA7EWC/336TPvnEbH/2mZQzp715AGR9lSubM0qSOQizcaO9eeAebC2SfvvtN7Vt21YFCxaUw+HQ3Llzk33dsiy99tprKlCggPz8/NSsWTPt2rXLnrBAKtSufWXdlwEDpPh4e/MAdrp4UXr4YbP9yCNSkyb25gHgPh5/XOrQwTRLeughKSrK7kTI6mwtkqKjo1WtWjVNmDDhul8fM2aMPvjgA33yySdas2aNcuXKpRYtWigmJiaDkwKp9/bbUlCQtGWL9OmndqcB7DN8uLRrl1SwoJIWXgYAV3A4TLe7woXN75mBA+1OhKzO1iKpVatWevPNN9WhQ4drvmZZlsaPH69XXnlF7dq1U9WqVTV16lQdOXLkmjNOzmJjY3Xu3LlkF8BOISHSW2+Z7ZdfNmvDANnNxo3Su++a7YkTzYEDAHClvHnNAtUeHtKUKdI339idCFlZpp2TtG/fPh07dkzNmjVL2hcYGKi6devqzz//vOH3jRw5UoGBgUmXIkWKZERc4KYee8ysn3T2rPTSS3anATJWXJwZdhofL3XpIt1/v92JALirhg2vLC77+OPS3r325kHWlWmLpGP/3zM5f/78yfbnz58/6WvXM3ToUEVGRiZdDh48mK45gdvh6XllvaQvvpDWrrU3D5CR3n1X2rzZHOX94AO70wBwd6+8It19t+ku27Uri7ojdTJtkZRaPj4+yp07d7ILkBnUr28Wu7Ms6amnWMsB2cOOHVfafI8fL1113AsAXM7Lywy7CwoyByVfe83uRMiKMm2RFBYWJkk6fvx4sv3Hjx9P+hqQ1YweLQUESOvWSV9+aXcaIH0lJJhudrGxUsuWUo8edicCkF0ULWoaOUjmb++SJfbmQdaTaYukEiVKKCwsTEuXLk3ad+7cOa1Zs0b16tWzMRmQemFhV46q/+9/0unT9uYB0tMnn0irVkn+/mbb4bA7EYDs5IEHzJxgy5J69pROnLA7EbISW4ukqKgobd68WZs3b5ZkmjVs3rxZ4eHhcjgcGjRokN58803NmzdP//zzj3r16qWCBQuqffv2dsYG0uSpp6RKlaRTp65MLgXcTXi4WdRRkkaOlIoVszcPgOxp7FipYkXp2DGpTx+GuuP22VokrV+/XtWrV1f16tUlSYMHD1b16tX12v8PHn3hhRc0cOBAPfroo6pdu7aioqK0aNEi+fr62hkbSJMcOaQPPzTbn3wibdpkbx7A1SzLdJWKijJz8Z580u5EALKrnDmlGTMkHx9p4UKax+D22VokNW7cWJZlXXOZMmWKJMnhcOiNN97QsWPHFBMToyVLlqhs2bJ2RgZcokkT6cEHzREtmjjA3Xzzjfkw4u1t5gR4ZNqB3QCygypVzBklSXrhBbNuG3Ar/OkCbPLuu1KuXNLq1dLXX9udBnCNY8ekp58226+/LpUvb28eAJCkJ56Q2rc37cC7djVnuoGboUgCbFK48JU5SS+8IEVG2psHSCvLMh9ETp+WqleXnn/e7kQAYDgcZp3CwoWlnTuvHMwBboQiCbDRs89KZctKx49Lw4bZnQZImxkzpLlzzby7KVPMvwCQWeTNa0ZueHhIkydL335rdyJkZhRJgI28va80cfjwQ+nff+3NA6TWsWNmfp1kzpBWrWpvHgC4nkaNpFdeMduPPy7t3WtvHmReFEmAzZo3lzp0kOLjpYEDzZAlICu5epjd//5ndyIAuLFXXzWdN8+dk7p1M/OUgKtRJAGZwNixkq+vtGKF9N13dqcBUoZhdgCyEi8vafp0KShIWrPGNJkBrkaRBGQCxYtLL71ktp97jq47yDoYZgcgKypWTPrsM7M9apS0dKm9eZD5UCQBmcTzz0slS0pHjkhvvml3GuDWGGYHICvr1El69FHzu6xnT+nkSbsTITOhSAIyCV9f6f33zfbYsdKOHfbmAW6FYXYAsrpx46QKFaSjR6W+fZkXjCsokoBM5L77pDZtzCRSmjggM2OYHQB3kDOnOeDj4yP9/POVjrMARRKQyYwfb1qDL14szZljdxrgWgyzA+BOqlaV3nvPbD//vLRpk715kDlQJAGZTOnS0gsvmO1nn5UuXLA3D3C1qVMZZgfAvTz5pHT//dKlS9JDD9FACRRJQKY0dKhUtKgUHm667gCZxYED0tNPm+3hwxlmB8A9OBzSl19KhQpJO3eaIe/I3iiSgEwoZ07TvEGSxoyR9uyxNw8gSQkJZmLzuXPSXXddOeMJAO4gONisn+ThYc6ST55sdyLYiSIJyKQ6dpTuvVeKjZUGDbI7DWC6Ly5fLuXKZYbceXranQgAXKtRI+mNN8z2k09Kf/9tbx7YhyIJyKQcDumDD8zK4PPnmwtgl//+M8NAJTPBuVQpe/MAQHoZOlRq2VKKiTFrKZ07Z3ci2IEiCcjEypc3zRsk6ZlnzC9sIKNdumQWWoyNlVq1MosvAoC78vCQpk2TCheWdu2SHnmEJTmyI4okIJN79VWpYEFp717p3XftToPsaMQIaeNGKW9e6YsvzFlOAHBn+fJJM2ea0RwzZ0oTJtidCBmNIgnI5AICrhRHb79tuosBGeWvv8z/O0n65BOpQAF78wBARqlXT3rnHbM9eLC0dq29eZCxKJKALOChh8xk0osXzS9qICNER0u9epmudt27S507250IADLWM89IDzwgxcVJXbqYRbSRPVAkAVmAwyF9+KHpJjZ7trRokd2JkB288IIZj1+okPn/BwDZjcNhhhmXKmVGcvTubQ4cwf1RJAFZRJUqVxbxfOIJc5QfSC/z50sff2y2J0+W8uSxNw8A2CUwUPr+e8nHx/xuTByCB/dGkQRkIW+8IRUtKu3fLw0bZncauKujR82isZJZo+vee22NAwC2u+OOK2fUX35Z+u03W+MgA1AkAVmIv/+Vo/tjx5qOY4ArJSSYeUgREeZDwahRdicCgMzh4YfNcgjx8Wau8PHjdidCeqJIArKYNm2kBx80H2YffVS6fNnuRHAn770nLVki+flJ335rhpcAAMz8pIkTpUqVzBn3bt1MwQT35GV3AAApN3689Msv0oYN5vR/4oKzQGqEh4crIiJC//2XU0OHlpPk0ODBB3Thwim3OVu5bds2uyMAcAO5ckmzZkm1a0vLlpmh7yNG2J0K6YEiCciCwsLMxNFHHpFeeUXq0EEqXtzuVMiKwsPDVb58BV286JC0SZJD0vd6663Oeustm8Olg6io83ZHAJDFVaggTZpklkZ4803prrukVq3sTgVXo0gCsqh+/aRp08zk0SeekBYsMEMBgJSIiIjQxYsXVLToboWHl1KuXJfUqVMZ+fhssDuaS+3atUDLl7+qmJgYu6MAcAPdukmrVpnhd927S+vXSyVL2p0KrkSRBGRRHh7Sp59K1aqZdZO++85MJAVS7kGFh5eSwyF17uytYsWq2R3I5SIiGG4HwLXGjTMNlNasMQvO/vGHlDOn3angKjRuALKw8uXNcDvJrArOSuBIqSNHvCV9Kklq0EAqVszePACQVfj4mPWTQkKkzZvNqA7LsjsVXIUiCcjiXnxRqlhROnFCeuEFu9MgK4mLk155pbikQOXPH6VGjexOBABZS+HCZiSHh4c0daoZfgf3QJEEZHHe3mYCqSR98YXptgPcjpdekrZs8ZcUqSZN9suDvwgAkGJNmkijR5vtQYOkP/+0NQ5chD+JgBuoX9+c5pek/v2l8zTwwi3MnSu9+27itb7KnfuSjWkAIGt77jmpc2dzhr5TJ+nYMbsTIa0okgA3MXq0aQO+f780ZIjdaZCZ7d0r9eljtrt3Py5pjp1xACDLczjMaI4KFaQjR8yi73FxdqdCWlAkAW4iIECaPNlsT5pkFpsFrhYTY45yRkZK9epJAwcetjsSALiFgABpzhzz72+/mTnDyLookgA30rix9PTTZrt/f+nsWTvTIDMaNEjatEkKDjaTjXPksDsRALiPcuWkr74y2+PGSd9+a28epB5FEuBmRo6UypSRDh82bcGBRF9/bdbWcjik6dOlIkXsTgQA7qdDB2noULPdv785MIWshyIJcDM5c0pTplxpRzpvnt2JkBls3So99pjZfvVVqUULe/MAgDsbMUJq1Uq6eFFq394s04GshSIJcEN33WU67UjSo49Kp07Zmwf2iooyXZcuXJCaNZNee83uRADg3jw9pW++MSM7wsOvdL5D1kGRBLipN94wi8wePy4NGGB3GtjFsswZpG3bpIIFzTA7T0+7UwGA+wsKkn788Uojh2eftTsRUoIiCXBTvr5m8qinp5mgP2uW3Ylgh3HjzNHMxP8HoaF2JwKA7KNCBXNwyuGQJkwwbcKRNVAkAW6sVq0rk0efeMKcVUL28csv0vPPm+333pPuvtvePACQHbVta0Z3SOZv8Z9/2psHt8fL7gAA0terr0o//SRt2SL16yfNn2+OaMG97dolPfSQlJAg9e17pTU8AGQF27ZtszuCS7VqJa1YUUJLl+ZR27Zx+vrr7QoNjVO+fPlUtGhRu+PhOiiSADfn7S1NmybVri0tWCB99JE0cKDdqZCezp2T7r/frJNVr540cSKFMYCsISrqqCSHevToYXeUdJBL0mqdOlVVrVpdkNRIfn6e2r59G4VSJkSRBGQDVapI775riqPnn5caNZKqVrU7FdJDfLzUvbu0fbtUqJA0e7bk42N3KgC4PTExZyVZatLkI5UpU8/uOC537pyH5sy5rNjYuipS5D8dPFhKERERFEmZEEUSkE0MGCAtWiT9/LPUtau0fr3k52d3Krjaq6+aIZW+vtLcuVJYmN2JACDl8uQprQIFatgdw+UKFJC6dDGLex88WFLSi3ZHwg3QuAHIJhwOafJk86H5v/+kIUPsTgRXmzFDGjnSbH/xhWncAQDIXEqWNHOUjFFatizQzji4AYokIBsJCTFtwSXp44+l77+3Nw9cZ+NG05hDkl54QerWzd48AIAbq11bqlTphCTp1VeLa9MmmwPhGhRJQDbTvLn04v+f3e/fX9qzx948SLujR6X27aWLF6XWraW337Y7EQDgVurVOyTpF8XEeOr++83vcmQeFElANjRihFS/vumC1rmzFBNjdyKkVlSUdN990sGDUrlyVxaOBQBkbh4ekvSgiheP0aFDVw52IXOgSAKyoRw5zPyVfPmkTZukwYPtToTUiI83TTg2bjSv5c8/S4EMbQeALCRS48fvUd680tq1Zti0ZdmdCRJFEpBtFS5s1k+SzDo6335rbx6kjGVJzzxzpZPdvHlSqVJ2pwIApFSRIrH64QfJy8scwBwxwu5EkCiSgGytZUvp5ZfN9sMPS3//bW8e3L5x46QJE0zXwq+/NovGAgCypsaNzQFLSXr9dem772yNA1EkAdne8OGmmcOFC1KHDtLp03Ynwq1Mny4995zZHjNGeuABe/MAANLu4YevDH/v3Vv64w9782R3FElANufpaYbalSgh7d1rWkfHx9udCjfyyy9Snz5m+5lnrhRLAICsb8wYqV07KTbW/Ltrl92Jsi+KJADKm1eaM0fy8zMfwl991e5EuJ61a81Zo8uXTcOGsWPNcDsAgHvw9DRdSmvXlk6dMovOnjxpd6rsiSIJgCSpWjXpiy/M9siR5pc0Mo9t28waSNHRZnjklCmJ7WMBAO4kZ07pp5+k4sXNWobt2tEa3A78iQWQpGtX6YUXzHbfvtLq1fbmgbFnj9S0qTmqWLu29MMPkre33akAAOklf35pwQIpKEj680+pVy8pIcHuVNkLRRKAZEaONAvaXbpk/t23z+5E2dvBg6ZAOnpUqlxZWrhQ8ve3OxUAIL1VqCDNnWvWNvz+e+nFF+1OlL1QJAFIxsPDtJSuXt2Mg77vPiky0u5U2dOxY6ZAOnBAKlNGWrxYCg62OxUAIKM0aiRNnmy2331X+vhje/NkJxRJAK6RK5cZD12woPTff6ZZQGys3amyl+PHpWbNTGejYsWkpUulsDC7UwEAMlr37lcWmB040CwijvRHkQTgugoVMoWSv7/5gN67N+OhM8qxY1KTJtLWraZQXbJEKlLE7lQAALu8/LLUr5/5O9yli5mnhPRFkQTghmrUkGbPNuOhv/tOGjRIsiy7U7m3o0dNgbRtm1S4sLRypVS6tN2pAAB2cjikTz4xLcEvXpTatDEjPZB+KJIA3NS990pTp5rtDz80jR2QPg4fNgXS9u3mzNGKFRRIAAAjRw5p1iypbl3pzBmpRQvT3AfpgyIJwC099JA0frzZfvll6aOPbI3jlnbvlurXl3bskIoWNQVSqVJ2pwIAZCa5ckk//yyVLy8dOiS1bCmdPm13KvdEkQTgtjzzjCmQJDNx9NNP7c3jTrZske6+23SxK13aDLErWdLuVACAzCg4WPrlFzN3+L//pLZtpQsX7E7lfiiSANy2ESOkIUPM9uOPS19+aW8ed7B6tdS4selmV62atGqVWWUdAIAbKVpUWrTILDa7erX04IPS5ct2p3IvFEkAbpvDIY0ZIz39tLn+8MNX5ish5ebMMesgnT1rhtqtWGFWWQcA4FYqVzZdaH19TVvwRx+luZIrUSQBSBGHw8xPeuIJ88u4d28Wt0spy5LGjTPrT8XEmC5Fv/5qjggCAHC77r7bdJ/18DCLzg4danci90GRBCDFHA7TvGHgQHN9wAC63t2u+Hgzv2vwYFMsPfGENHeulDOn3ckAAFnR/fdLkyaZ7dGj+XvsKhRJAFLFw0N6/33p1VfN9Zdekl58kVP9N3P6tDlr9OGH5vq770oTJkheXvbmAgBkbf37S++8Y7ZfeunK3xmkHkUSgFRzOKQ33jAf9iUzX6lnTzOEDMn9+69Up47pSOTnZ9a6eO458zMEACCthgyRXnvNbD/9tBl+h9SjSAKQZs89J33xhTkjMn261KyZdPKk3akyjx9+kO68U9qzx3Su+/NPqVMnu1MBANzNsGHSs8+a7YcfNgfkkDqZukgaNmyYHA5Hskv58uXtjgXgOvr1kxYulAIDpT/+MEXB9u12p7JXTIyZt9WpkxQdbTrZrV9vWn0DAOBqDof03nvSI49ICQlSt27SggV2p8qaMnWRJEmVKlXS0aNHky6rVq2yOxKAG2jWzJwlKVFC2rvXDC/7/nu7U9lj506pXj3T4EKSXnjBrGkRHGxvLgCAe3M4pIkTTYF0+bLppLpihd2psp5MXyR5eXkpLCws6ZIvXz67IwG4iQoVpL/+kho0kM6flzp3Np3c4uLsTpYxLEv6/HOpRg1p82YpXz5zFG/0aBo0AAAyhqenNGWK6XwXEyO1bSutWWN3qqwl0xdJu3btUsGCBVWyZEl1795d4eHhN719bGyszp07l+wCIGOFhkrLlknPP2+ujxsnNW4s7dtna6x0Fx4utWxphjlER0tNmkhbtkitWtmdDACQ3eTIYdZQatpUioqSWrQwQ75xezJ1kVS3bl1NmTJFixYt0sSJE7Vv3z41aNBA58+fv+H3jBw5UoGBgUmXIkWKZGBiAIm8vEy3uzlzzDyl1aulqlWlzz5zvzbhCQnmeVWubBaF9fU1Hf8WL5YKFrQ7HQAgu/L1lX780YzuiIyU7r1X2rDB7lRZQ6Yuklq1aqXOnTuratWqatGihRYsWKCzZ89q5syZN/yeoUOHKjIyMuly8ODBDEwM4Grt20sbN5pVwaOipEcflVq3lg4dsjuZa6xfL911l3le58+beUibN5uOf56edqcDAGR3uXKZYd933y2dPWvmD1Mo3VqmLpKuFhQUpLJly2r37t03vI2Pj49y586d7ALAXiVLmkmj770n+fiYBgYVKpiF7y5dsjtd6pw8KT32mGlOsWaN5O9vnt/vv0vlytmdDgCAK/z9TaFUv74plO691xzAxI1lqSIpKipKe/bsUYECBeyOAiCFPD1NA4dNm0x78Kgo0/GtShVTNGUVkZFmsb6SJaVJk8zQwR49TDe7wYM5ewQAyJwCAsxSHXfdJZ05Y84oUSjdWKYukoYMGaKVK1dq//79Wr16tTp06CBPT0917drV7mgAUqlCBbOO0pQpUv78prho1co0dsjMLUrPnpVGjTLtzUeMMEVezZrSb79J06ZJHLsBAGR2iYVSvXpXCqVNm+xOlTll6iLp0KFD6tq1q8qVK6cuXbooODhYf/31l0JCQuyOBiANPDyk3r2lHTvM2Rdvb2nlStMNrlEj0/wgIcHulMbevdIzz0iFC0tDh5o/KhUqSD/8IK1bZybDAgCQVeTObUZwUCjdXKYukmbMmKEjR44oNjZWhw4d0owZM1SqVCm7YwFwkcBAM49n927pySdNsfTbb6ZNafny5munTmV8rosXpRkzTIOJMmWkDz4wLb2rVJGmTpX++Ufq2NEs2AcAQFaTWCjdead0+rRpE752rd2pMpdMXSQByB6KFJEmTJD27JEGDjTDAXbtkoYMkQoVktq1M8Pz0rNgOndOmj1b6tdPCguTunY1QxISEsxwwMWLzZpHPXsy7wgAkPVdfUapaVNzoBIG678DyDQKFzZnbd5+W/r2W2niRDMEYN48c/H0NL/M69c3l3r1pHz5UvdYx4+b4XLr15uhfqtWSZcvX/l6sWJSr16mKCpTxjXPDwCAzCQw0Axxb9fOLALfsqVZ37BFC7uT2Y8iCUCm4+8vPfKI9PDD0r//ml/Ys2ebMzmrVplLotBQqXRpqVQpc0YqIMBc/P2luDgzdO7iRXOU7MABc9m3Tzp69NrHLVPGDLFr315q2NDMnQIAwJ35+0s//yx16mT+bdtW+u47qUMHu5PZiyIJQKblcJh5QFWqmLbb+/aZDnh//CGtXi1t2yadOGEuq1en/L4rVJBq1ZLq1jVHzZjyCADIjnx9zcHIHj2kWbOkzp2lr76Sune3O5l9KJIAZBklSphL377m+rlzZh7T7t1mDtOxY9L58+YSFSXlyCH5+ZlLYKBUtKgZRlesmFSxojl6BgAATPOkb7+VcuUy84B79jRNix591O5k9qBIApBl5c4tVa9uLgAAIG08PaUvvjCF0oQJ0mOPmYOOgwfbnSzjMeIeAAAAgCQzH/fDD6UXXzTXn3tO+t//JMuyN1dGo0gCAAAAkMThkEaONBdJGj1a6tPHNETKLiiSAAAAACTjcJgzSJMnm2F4U6dK999vht9lB8xJAgAAAGyybds2uyPcVNWq0tixufXiiyW0aJGn7rwzWu+/v0d58ly+9Tc7yZcvn4oWLZpOKV2PIgkAAADIYFFRRyU51KNHD7uj3KY6kn7W1q351KyZr6SWkvbd9nf7+eXU9u3bskyhRJEEAAAAZLCYmLOSLDVp8pHKlKlnd5zbcvbscS1YEKCoqLLy89uhVq12K1++i7f8vpMnt2nOnB6KiIigSAIAAABwc3nylFaBAjXsjnFbChSQCheWpk+Xjh/PofnzK6hTJ6lMGbuTuR6NGwAAAADcloAA0+mueHHp0iWzAO2aNXancj2KJAAAAAC3zddX6tFDuuMOs37SokXSggVSQoLdyVyHIgkAAABAinh6mpbgzZqZ6+vWmbNKMTH25nIViiQAAAAAKeZwSPXrS126SF5e0u7d0pd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           );&#10;        \"></iframe>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "text/html": {
+       "text/html": {
+        "isolated": true
+       }
+      }
+     },
      "output_type": "display_data"
     }
    ],
@@ -95,6 +104,13 @@
     "# plt.show()\n",
     "maidr.show(hist_plot)"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
@@ -113,7 +129,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.2"
+   "version": "3.12.6"
   }
  },
  "nbformat": 4,
diff --git a/example/line/example_line_plot.ipynb b/example/line/example_line_plot.ipynb
index 47cda6b..28459e9 100644
--- a/example/line/example_line_plot.ipynb
+++ b/example/line/example_line_plot.ipynb
@@ -6,22 +6,35 @@
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1400x700 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Using matplotlib backend: <object object at 0x110d7f5a0>\n"
+     ]
+    }
+   ],
+   "source": [
+    "%matplotlib auto"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
     {
      "data": {
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-     "metadata": {},
+     "metadata": {
+      "text/html": {
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+      }
+     },
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@@ -62,23 +75,19 @@
    "execution_count": 3,
    "metadata": {},
    "outputs": [
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bO0FElPPq6+vR1taGefPmKe+cR/+ZMmVKRj7v2LFjAYQ2bEfz+/3Yt2+fcj+QWkEzduxYiKKIXbt2xdx+/PhxdHZ2xjxvNvVcj8vlwtGjR3sl3Z122mn4xS9+gU2bNuHZZ5/Fp59+ir/+9a99PndxcTEuuOACvPjiixBFEc8//zzOOOMMjBw5MuZxWq0WCxcuxIMPPojPPvtMOcsp2ZHHnhL9DAHgiy++QEVFBYqLiwEk/hm++uqr8Pl8+Mc//oFly5bhK1/5ChYtWpSR+GZBEACEvveZMHHiRAD9JyKmw7BhwwCg1+GzqXY6+3tNjB07Fnv27IkpwIDeP/NPPvkEO3fuxO9+9zvcdddduPjii7Fo0aJer0HZ1VdfDYfDgVdffRXPPvssKisre43rAaGf2cGDB3HiiSem9HURkbpYBBFRzrvssssQDAbx85//vNd9giD0ushKl0WLFsFoNOIPf/hDzAXWU089ha6uLpx//vnKbcXFxUmPRX3lK18BADz00EMxtz/44IMAEPO82fT444/H7PV55JFHIAgCzjvvPAChd7t7XmhOnToVAJIeiTty5AiefPJJbNu2LWYUDgDa29t7fUwqzx/PiBEjMHXqVDzzzDMxr5Pt27fjv//9r/KzAKAUQz1fT3K3Ifpr7+rqQmNj44DW1JdXX30VADJW2MvnAW3atCkjzx9NPlz1nXfeUW5zu9145plnkn6OZF4TX/nKV3DkyBH87W9/Ux7T3d2Nxx9/PObj4v0cJUnCihUr4n5u+QyqJ598Ei+99BIuv/zyuOc1ffbZZ/B6vRlNbiSi9OM4HBGlzdNPP43XXnut1+233nrroJ53/vz5WLZsGZYvX46tW7fi3HPPhcFgwK5du/Diiy9ixYoVMZui06WyshL33HMP7rvvPnz5y1/GRRddhB07dmDlypWYNWtWzGjMjBkz8Pzzz+P222/HrFmzYLVaceGFF8Z93ilTpmDx4sV4/PHH0dnZifnz52PDhg145pln8NWvfhVnnXVW2r+WZPj9fixcuBCXXXaZ8nWefvrpuOiiiwAAzzzzDFauXImvfe1rqK+vh9PpxBNPPAG73R5TTCTyla98BTabDXfeeSd0Ol2vDeb3338/3nnnHZx//vkYO3YsmpubsXLlSowePRqnn376gL+u3/zmNzjvvPMwZ84cXHvttUpEdklJCe69917lcfL+sB//+Me4/PLLYTAYcOGFF+Lcc8+F0WjEhRdeiGXLlsHlcuGJJ55AVVUVjh49OuB1HT58GP/7v/8LIPS937ZtGx577DFUVFRkZBQOAOrq6nDyySfjzTff7Pd8p8E699xzMWbMGFx77bX4wQ9+AJ1Oh6effhqVlZU4cOBAUs+RzGvi+uuvxx//+EdcffXV+OijjzBixAj8+c9/7hV4MnHiRNTX1+POO+/E4cOHYbfb8dJLL/W5j+nqq6/GnXfeCQAJR+HeeOMNFBUV4ZxzzknqayKiHKFWLB0R5Q858jbRn4MHDyaMyI4X/5woWvfxxx+XZsyYIVksFslms0mnnHKK9MMf/lA6cuRIn+uTn6+/6OV40b2SFIrEnjhxomQwGKTq6mrppptukjo6OmIe43K5pG9961tSaWmpBKDfuOxAICDdd999Um1trWQwGKSamhrpnnvukbxeb8zjshmRvXbtWumGG26Qhg0bJlmtVunKK6+MiZXevHmzdMUVV0hjxoyRTCaTVFVVJV1wwQXSpk2bkl7XlVdeKQGQFi1a1Ou+1atXSxdffLE0cuRIyWg0SiNHjpSuuOIKaefOnUk/f7yIbEmSpDfffFOaN2+eZLFYJLvdLl144YXSZ5991uvjf/7zn0ujRo2StFptzGvhH//4hzR58mTJbDZL48aNkx544AHp6aef7vV6GWhEtlarlaqqqqQrrrhC2r17d8xj0xmRLUmS9OCDD0pWqzVuXLQkJReRff755/e6Pd7X/tFHH0mzZ8+WjEajNGbMGOnBBx9MGJEd7zmTfU3s379fuuiii6SioiKpoqJCuvXWW5UI/ejvyWeffSYtWrRIslqtUkVFhXT99ddL27ZtS/j1Hj16VNLpdNIJJ5wQ93shSZI0e/Zs6dvf/nbC+4koN2kkqcdsAxERFRT5ENqNGzdi5syZai+HMqyrqwt1dXX49a9/jWuvvVbt5eS01tZWjBgxAj/96U/xP//zP73u37p1K6ZPn47NmzcrY3pENDRwTxAREVEBKSkpwQ9/+EP85je/SWuyXT5atWoVgsEgrrrqqrj3/+pXv8Ill1zCAohoCOKeICIiogJz11134a677lJ7GTnrrbfeUpLovvrVr/ZKSJT1l4pIRLmLRRARERFRlPvvvx/r1q3DvHnz8PDDD6u9HCLKAO4JIiIiIiKigsI9QUREREREVFBYBBERERERUUEZ0nuCRFHEkSNHYLPZoNFo1F4OERERERGpRJIkOJ1OjBw5Elpt372eIV0EHTlyBDU1NWovg4iIiIiIcsTBgwcxevToPh8zpIsgm80GIPSF2u12lVdDRERERERqcTgcqKmpUWqEvgzpIkgegbPb7SyCiIiIiIgoqW0yDEYgIiIiIqKCwiKIiIiIiIgKCosgIiIiIiIqKCyCiIiIiIiooLAIIiIiIiKigsIiiIiIiIiICgqLICIiIiIiKigsgoiIiIiIqKCwCCIiIiIiooLCIoiIiIiIiAoKiyAiIiIiIiooLIKIiIiIiKigsAgiIiIiIqKCwiKIiIiIiIgKCosgIiIiIpV5/AL8gog2lw9+QUS3X1B7SUR5Ta/2AoiIiIgKmS8QxKNr96Jx3T44PALsFj2Wzq3FzQvqYTLo1F4eUV5iEURERESkEo9fwKNr92LF6l3KbQ6PoPz3svl1KDLyco0o3TgOR0RERKQSnVaLxnX74t7XuG4f9FpeqhFlAv9mEREREanE6Q3A4Ym//8fhEeD0BrK8IqLCwCKIiIiISCU2swF2S/xxN7tFD5vZkOUVERUGFkFEREREKgmKIpbOrY1739K5tRBEMcsrIioM3GlHREREpBKLUY/rz6iFKEl45oMmpsMRZQmLICIiIiIV/fb1nZjbUI719yxEu9uPKpsZgiiyACLKIBZBRERERCqRJAn/+PgIVn3QhLJiIyqtJjy1eCZGlxWpvTSivMY9QUREREQq2d3sQrvbD7NBC4NOgx3HnWh2+dReFlHeYxFEREREpJIP97UDAKaPGYbhJRYAQKuTRRBRprEIIiIiIlKJXASdWluGimIjAKDV5VdzSUQFgUUQERERkQokScKHe9sAALNry1FhNQEAWjkOR5RxLIKIiIiIVLC/rRvNTh+MOi2mjSlFhS3UCWpjEUSUcSyCiIiIiFTw4b5QF2hKTQnMBl1UJ4jjcESZxiKIiIiISAUf7g3tB5pdWw4AShHUwk4QUcaxCCIiIiJSgRyKMLuuDABQbpWDEVgEEWUaiyAiIiKiLDvU0Y3DnR7otBpMHzMMAFAZ7gS1cRyOKONYBBERERFlmTwKd8qoEhSb9AAi43BdngD8gqja2ogKAYsgIiIioizb0GMUDgBKLAbotRoAQJubI3FEmcQiiIiIiCjL5GS42bWRIkir1aBMPjDVyZE4okxiEURERESURccdXjS1dUOrAWaOK4u5jwemEmUHiyAiIiKiLJJT4U4aaYfdbIi5r8LGIogoG1gEEREREWXRh3tDo3CnjivvdV+FEpPNcTiiTGIRRERERJRFPc8HilbJcTiirGARRERERJQlrS4fdje7AACnjutdBPHAVKLsYBFERERElCUbw12gCdU2DAsnwUWr4IGpRFnBIoiIiIgoS/oahQOYDkeULSyCiIiIiLJEKYJqe4ciACyCiLKFRRARERFRFnR1B/DFMQcAYFbtsLiPkdPh2t1+BEUpa2sjKjQsgoiIiIiyYGNTOyQJqKssRpXNHPcxZcVGaDSAKAEd3dwXRJQpLIKIiIiIsuDDfaHzgWbXxt8PBAB6nRbDipgQR5RpLIKIiIiIsqC//UAy5cBUJztBRJnCIoiIiIgow1w+AdsPdwEATu2jEwQwHIEoG1gEEREREWXYpqZ2iBJQU2bByFJLn48tZxFElHEsgoiIiIgyLNlROCBqHI4HphJlDIsgIiIiogzboBRBfY/CARyHI8oGFkFEREREGeTxB/HxoU4AyXWCKlkEEWUciyAiIiKiDNp8oAOBoIQRJWbUlPW9HwgAyq2MyCbKNBZBRERERBn0YdQonEaj6ffx8jhcG/cEEWUMiyAiIiKiDPpwb+iQ1FOTGIUDgApbpAiSJClj6yIqZCyCiIiIiDLEGwhiy8FOAMDsuv5DEQCgvDg0DucPinB4hEwtjaigsQgiIiIiypCPD3XBL4iosJpQV1Gc1MeYDTrYzHoAQAv3BRFlBIsgIiIiogyRR+GS3Q8ki+wLYhFElAksgoiIiIgyRAlFSHIUTsYDU4kyi0UQERERUQYEgiI+2t8BILnzgaLxwFSizGIRRERERJQBnxzugicQRGmRAeOrrCl9LIsgosxiEURERESUARvCo3CnjiuDVpv8fiAg+sBUjsMRZQKLICIiIqIMUEIR6lIbhQPYCSLKNBZBRERERGkWFCVsapL3A6UWigCwCCLKNBZBRERERGn2+VEHnD4BNrMeJ46wp/zxlTZ5HI5FEFEmsAgiIiIiSrP14VG4WePKoEtxPxAAlBeHO0FO7gkiygQWQURERERpJp8PdOoARuEAoMIWKoI8gSC6/ULa1kVEIaoXQYcPH8a3v/1tlJeXw2Kx4JRTTsGmTZvUXhYRERHRgIiihI1N4UNSB1gEFRt1MBtCl2nsBhGln17NT97R0YF58+bhrLPOwn/+8x9UVlZi165dGDZsmJrLIiIiIhqwnc1OdHYHUGTU4eRRJQN6Do1GgwqrCYc6PGhx+TCmvCjNqyQqbKoWQQ888ABqamrQ2Nio3FZbW6viioiIiIgG58O9oS7QjLHDYNANfOhGLoIYjkCUfqqOw/3jH//AzJkzcemll6KqqgrTpk3DE088kfDxPp8PDocj5g8RERFRLpEPSR3oKJysInxgahsPTCVKO1WLoL179+KRRx7B+PHj8frrr+Omm27C9773PTzzzDNxH798+XKUlJQof2pqarK8YiIiIqLEJEnCh/tCyXCn1qZ+SGo0nhVElDmqFkGiKGL69On45S9/iWnTpuGGG27A9ddfj0cffTTu4++55x50dXUpfw4ePJjlFRMREREltqfFjVaXHya9FlNqBrYfSMYiiChzVC2CRowYgZNOOinmthNPPBEHDhyI+3iTyQS73R7zh4iIiChXyKNw08aUwqTXDeq55HE4FkFE6adqETRv3jzs2LEj5radO3di7NixKq2IiIiIaODSNQoHAOVKJ4h7gojSTdUi6Pvf/z7Wr1+PX/7yl9i9ezeee+45PP7447jlllvUXBYRERFRyiRJUpLhThtkKALAcTiiTFK1CJo1axZeeeUV/OUvf8HJJ5+Mn//853jooYdw5ZVXqrksIiIiopQdbPfgmMMLg06DaWMGf+ZhpS08DudkEUSUbqqeEwQAF1xwAS644AK1l0FEREQ0KOvDo3CTR5fCYhzcfiAg0glyeAX4hOCg9xgRUYSqnSAiIqKePH4BfkFEm8sHvyCi2y+ovSSipKTrfCBZicUAvVYDgGcFEaWb6p0gIiIimS8QxKNr96Jx3T44PALsFj2Wzq3FzQvqYTLwXXDKbXIowuy6wYciAIBGo0G51YjjDh/aXH6MLLWk5XmJiJ0gIiLKER6/gJVr9mDF6l1weELdH4dHwIrVu7ByzR52hCinHen04GC7BzqtBjPGDn4/kIzhCESZwSKIiIhygk6rReO6fXHva1y3D3otf2VR7pJH4U4eaYfVlL5BG7kIamERRJRW/I1CREQ5wekNKB2gnhweAU5vIMsrIkpeukfhZOwEEWUGiyAiIsoJNrMBdkv8d9DtFj1sZkOWV0SUPPl8oFPHpScUQVZhDcVkMxiBKL1YBBERUU4IiiKWzq2Ne9/SubUQRDHLKyJKTrPTi72tbmg0wKw0JcPJ2AkiygymwxERUU6wGPW4eUE9JEhYta5JSYdbPGccrj+zDkVG/sqi3CTvBzpxuB0llvR2LCvkA1NZBBGlFX+jEBFRzjAZdDjv5BG4cX49HJ4ASouMWLuzBd96fD3+vyuno6asSO0lEvWijMKluQsERHWCnByHI0onjsMREVFOeXHTIZz+wNv41yfHYNBp8eS7e/Hx4S7c9vxWCEGOxFHukTtBp9Vlrghqc7MTRJROLIKIiCinuHwBtLv98AaC0Gk1ePCyqbCZ9PhofwdWrtmj9vKIYrS7/dhx3AkAmJXmUAQAKA8HI7S7/QiKUtqfn6hQsQgiIqKc4vKFYrJt5tDEdk1ZEe7/6iQAwIrVu7DlQIdqayPqSe4Cja+yojzctUmnsiIjNBpAlEKFEBGlB4sgIiLKKU5vqAiKPnDyq1NH4cIpIxEUJXz/+a1w++KfJ0SUbXIRNDsDo3AAoNdpUVbEcASidGMRREREOUXuBEUXQRqNBv/vqydjZIkZTW3duP/Vz9RaHlEM5ZDU2vQekhpN2RfEs4KI0oZFEBER5RS5E9TzcNQSiwEPfnMqNBrg+U0H8dr2Y2osj0jR5Qngs6MOAMDsDCTDyeR9QewEEaUPiyAiIsopLm/snqBop9WVY9mZ9QCAu1/+GMcd3qyujSjaR/vbIUlAbUUxquzmjH0eHphKlH4sgoiIKKfEG4eLdvs5J+DkUXZ0dgdw54vbIDIxi1SinA+UgVS4aHIR1MIiiChtWAQREVHOEEUpUgTF6QQBgFGvxUPfnAazQYt3d7WicV1TFldIFPFhhkMRZBW28DgcD0wlShsWQURElDPc/kjqW6JOEAA0VFnx4/NPAgA88NoX+OKYI+NrI4rm9gn45HAXAGB2XeZCEQAemEqUCSyCiIgoZ8hdIINOA5O+719R3549BmdPrIJfEHHrX7bCGwhmY4lEAICP9ncgKEoYVWrBqFJLRj9XBYMRiNKORRAREeUMV9QZQRqNps/HajQaPPCNySgvNmLHcSd+/dqObCyRCEDmzweKpgQjcByOKG1YBBERUc5wJIjHTqTSZsKvL5kMAHj6/X14Z2dLxtZGFE0+H+i0DJ4PJIseh5MkBoEQpQOLICIiyhn9JcPFs/DEanz7tDEAgDtf3IZ2N98tp8zyBoLYdjC0H+jUDJ4PJJPPCQoEJTg8Qj+PJqJksAgiIqKcoYzDJUiGS+THXzkJ9ZXFaHb6cM/LH/PdcsqoLQc64Q+KqLabMLa8KOOfz6TXKedmMSabKD1YBBERUc5w+QIAAFsKnSAAsBh1WHH5NBh0Grz+6XG8sOlgJpZHBCAyCje7trzfvWvpUskDU4nSikUQERHlDOcAO0EAcPKoEtx+zgQAwH2vfoZ9re60ro1IphySmoVROFkFiyCitGIRREREOWMge4Ki3XBmHWbXlqHbH8Rtz29FICimc3lE8AsiNh/oAACcloVkOJl8YGqbi3veiNKBRRAREeWMge4Jkum0Gjz4zamwmfXYdrATD6/elc7lEeHjQ53wCSLKi42or7Rm7fOyE0SUXiyCiIgoZ8idoFT3BEUbVWrBL752CgDgj2/vxqam9rSsjQgAPtwXGYXL1n4gACgvZhFElE4sgoiIKGc4UzwnKJGLpozE16aNgigBtz2/FU5vIB3LI1KKoNlZ3A8ERMbhWnhgKlFasAgiIqKc4RzknqBo9108CaNKLTjU4cHP/vHpoJ+PSAiK+CjcWZxdl/lDUqNxHI4ovVgEERFRznCFOzYD3RMUzW424KHLp0KrAV7efBj//PjIoJ+TCtv2Iw64/UGUWAyYUG3L6ueWi6A2N4sgonRgEURERDkjHXuCos0aV4abFzQAAH708ic40ulJy/NSYdoQPh9o1rgyaLXZ2w8EABXW0DhcK8fhiNKCRRAREeWMwabDxXProvGYMroEDq+AO17YBlGU0vbcVFjk84GyGY0tkztBnkAQ7vCbBUQ0cCyCiIgoZ6RzT5DMoNPi99+cCotBhw/2tuGJd/em7bmpcARFCRuasn9IqqzYpIfFoAPAfUFE6cAiiIiIcoIkSZHDUtPYCQKAukorfnrhSQCA3/53B7Yf7krr81P+++KYA06vAKtJj5NG2FVZg5wQ18oDU4kGjUUQERHlBLc/CCk8qWYfZER2PJfPqsE5J1UjEJRw2/Nb4fEH0/45KH/Jo3Azxw2DXqfO5RMT4ojSh0UQERHlBHk/kF6rgUmf/l9PGo0GD3xjMiptJuxudmH5fz5P++eg/LVhn3qjcDIemEqUPiyCiIgoJ7h8kXhsjSYzyVtlxUb89tIpAIA/fbAfb3/RnJHPQ/lFkiL7gWbXZvd8oGiVNibEEaULiyAiIsoJTm/6QxHimX9CJZbMHQcA+MHftvFdderXrmYX2t1+mA1anDKqRLV18KwgovRhEURERDnBlYFkuETuPm8iTqi2otXlx11/+xiSxNhsSuzD8CjcjLHDYMzAqGayuCeIKH1YBBERUU6Q9wTZ0pwMF4/ZoMOKy6fBqNNi9RfNePbDAxn/nDR0fbg3dEiqmqNwAFDOA1OJ0oZFEBER5YRMnBHUlxNH2PHDL08AAPy/f32G3c2urHxeGlokSVI6QWqGIgDsBBGlE4sgIiLKCcqeoAzEYydyzbxanN5QAW9AxG3Pb4FfELP2uWloaGrrRovTB6Nei6k1paquhUUQUfqwCCIiopyQzXE4mVarwW8vnYLSIgO2H3bg92/uzNrnpqFBHoWbWlMKs0Gn6loqw0WQwyvAJ/CcK6LBYBFEREQ5QY7ItmVpHE42vMSM5V87BQDw6No9WB++6CUCIqEIs1UehQMAu0UPgy4UH9/m4r4gosFgEURERDkhm+lwPZ13yghcOmM0JAm4/fmt6PIEsr4Gyk0b9ql/PpBMo9HwwFSiNGERREREOSGyJyj7RRAA/OyiSRhbXoQjXV78z/9tV2UNlFsOtnfjcKcHeq0G08eWqr0cAECFfGAqiyCiQWERREREOUHNTpD8eX//zanQaTX4x7Yj+L8th1VZB+UOeRTulNElKDKq87rsKRKOwHE4osFgEURERDlBjWCEnqaPGYbvnt0AAPif/9uOg+3dqq2F1LdhX26cDxSNCXFE6cEiiIiIckKkE5S9iOx4vnNWA6aPKYXTJ+COF7YhKEqqrofUo4Qi1KkfiiDjgalE6cEiiIiIcoIzBzpBAKDXafHQN6eh2KjDhqZ2PLp2j6rrIXUc6/Jif1s3tBpg5thhai9HUclOEFFasAgiIqKc4PSGEtnUCkaINqa8CPdeNAkA8Ps3duLjQ53qLoiy7sPwKNykkSWwZfEA3/5UWE0oKzaiyMhLOKLB4N8gIiJSnSRJyjhcts8JSuSSGaPxlVOGQxAl3PbXrej2C2ovibIol84HinZqbRneu+ssfOfs8fALIl+XRAPEIoiIiFTnCQQhb73JhU4QEDqT5ZdfOwXD7WbsbXXj//3rc7WXRFkknw90ag4VQb5AEH/deACnLV+N0x94GzN/8QYeW7sXvkBQ7aURDTksgoiISHVyMpxWA1gMOpVXE1FaZMTvLpsCAHjuwwN447PjKq+IsqHV5cPuZhc0mtwpgjx+ASvX7MEfVu+GwxP6++LwCFixehdWrtnDjhBRinLj7TYiIipozqgzgjQajcqriTWvoQLXn1GLJ97dh7te+hhTas5Alc2s9rIog+Qu0IRqG0qLjCqvJkSn1aJx3b649zWu24dl8+vw1f/vfZj0WgwvMWO43Ywqe+h/q+0mVNvNqLabYdTz/W8igEUQERHlgMgZQbmzAT3anV+agPd2t+Hzow784MWPsWrprJwr1ih9NuTgfiCnN6B0gHpyeAS0u/3w+IPYerCzz+cpKzai2m7G8KjCaHhJpFAabjdjWJERWi1f35TfWAQREZHq5Hhsa46EIvRk0uuw4vKpuPDh97B2Zwv+9MF+LJ47Tu1lUYas3xs+JLUudw5JtZkNsFv0cQshu0WPKpsZv/jayTjc6cFxhxfHunw47vTieJcXxxxeNDt88AdFtLv9aHf78fnRxJ/LoNOgyta7OKpW/pgwvMSMImNu/n0lSgZfvUREpDqXLxSPrfYZQX05odqGe86biHtf/Qy//PfnmFtfjvHVNrWXRWnW2e3HjuNOALmzHwgAgqKIpXNrsWL1rl73LZ1bC0EUMXNcGWYm+HhJktDRHQgVSI5QcXTc4Qv9/6g/rS4/AkEJhzs9ONzp6XNNNrO+R4FkChdOZuX2CqsReh1H8Cj35O5vGyIiKhhKJyiHiyAAWDx3HN7e0YK1O1vwvb9uxf/dMhcmfe4EOdDgbWzqgCQB9ZXFqAgfTJoLLEY9bl5QDyC0B8jhEWC36LF0bi1uXlAPUz+BIhqNBmXFRpQVG3HiCHvCx/kFES0uH451edEcLpjkTtKxLq9SRHX7g3B6BTi9LuxudiV8Pq0mdLZRpDgyxexXGl5iRrXNDLsl9/YDUn7L7d82RERUEFy+3B6Hk2k0Gvzm0sn48kPv4vOjDvzuvzvxo6+cqPayKI0+zMFROJnJoMOy+XW45awGOL0B2MwGCKLYbwGUCqNei1GlFowqtfT5OKc3EO4ehYujqNG74w4fjju8aHb6EBQlNDt9aHb6AHQlfD6zQdurOKqymZSQh2q7GVV2E990oLTJ7d82RERUECLBCLn/a6nKZsYD35iM6/+0CU+8uxcLTqjE3IYKtZdFaZKrh6TK5H045eEulVGl005sZgNsZgMaqhKPhAZFCW1uH4539R67O+bwhUbynF50dgfgDYhoautGU1t3n5+3rNgYUxz1TMAbXmJGGYMdKAm5/9uGiIjy3lDpBMnOOakaV5w6Bn/ZcAC3v7ANr912Rs5EKdPAOb0BfHok1K2YXZt7naChRqcNBSxU2cw4BSUJH+cNBCNdJWW/kjeqcArd7hciwQ5fHHMmfD452KG6jwS8arsZxUPk3xvKDP70iYhIdZFzgnIzIjue/7ngRHy4tw17W9348Svb8cdvTeOehiFu0/4OiBIwtrwIw0t4FlS2mA06jC0vxtjy4oSPkSQJXZ5AaI9SV3iPkrJfKbx3qcuHNrcv+WAHkx7V/STgVVpNDHbIUyyCiIhIda4hEowQrciox0OXT8XXV67Dvz45irM2V+GSGaPVXhYNwseHujCh2oY5dbk5ClfINBoNSouMKC0yYuLwxMEOgaCIFqcvMnbX5cVxpy9qv1Kos+TyCXD6BDib+w520MjBDvbYYIfqkkgC3nA7gx2GIlV/29x777247777Ym6bMGECvvjiC5VWREREanB6cz8iO57Jo0vx/XNOwMubD2NYkQF+QYzZsM5zVIYOj1/ADWfU4evTRqHKZkK3X+DPbwgy6LQYWWrByH6CHVw+IVQQhfclHeuKKpzCtzc7fRBECS1OH1qcPnxyuO9gh2p7KOmuuiTOYbS2ULCDeYAhFh6/AJ1Wm3P/vuTqupKh+ionTZqEN998U/lvvV71JRERUZbJe4JsQ3BG/8b59bhy9hg89d4+fP+FrSlHF5P6fIEgHl27d0DR0zQ0WU16WCutqK+0JnyMKEpoc/tjiyNHz66SFx3hYIf9bd3Y30+ww7AiQ8w5StV2U7hoiozilRfHBjvk6uszV9eVLNV/2+j1egwfPlztZRARkYqGyjlB8fiFIBrfb8LDb+1WbnN4BOVQy2Xz64bMO6OFyOMX8OjavTGHkPLnRwCg1WpQaTOh0mbCyaP6DnZocfqU/UoxCXhRY3k+QURHdwAd3YE+gx30Wg2qbKHi6H/OPwlrdjTjD3H+fZEg4dIZNfj8qCOtX3cyThphxwsfHcQfVg/df/dUX92uXbswcuRImM1mzJkzB8uXL8eYMWPiPtbn88Hn8yn/7XBk/4dORETpN9TS4aLptFo0rtsX977Gdftwy1kNWV4RpYI/Pxoss0GHmrIi1JQVJXyMJElweASlg3QswSheiys0gnekywuvIGLiCBuWrNoQ9zlXrWvCjfPrcffLn6Dd7c/Ul9dLWbER7911Flata4p7/1D5e6Pqb5vZs2dj1apVmDBhAo4ePYr77rsPZ5xxBrZv3w6brXfu/PLly3vtISIioqFPGYcbgp0gpzcAh0eIe5/DI8DpDShnulDu4c+PskGj0aCkyICSIgMmDE98tpIQFNHq8uOYwwuXV4DTI/T5+uzsDuDM8RU40N73GF46jSkrQod76P+9UfW3zXnnnaf8/8mTJ2P27NkYO3YsXnjhBVx77bW9Hn/PPffg9ttvV/7b4XCgpqYmK2slIqLMkCQpkg43hCKyZTazAXaLPu4Fgd2ih8089L6mQiFJEopNev78KGfoddrQQbDhiHa/IPb5+qywmvDQ5dOyvcx+1zUU/t7kVPB5aWkpTjjhBOzevTvu/SaTCXa7PeYPERENbT5BhCBKAIbmnqCgKGLp3Nq49y2dWwtBFLO8IkrWyjV78O6uFiyeMy7u/fz5kdpy9d+XXF1XKnLqt43L5cKePXtw1VVXqb0UIiLKEkc4HlujAYqGQKJQTxajHjcvqAeAIZuSVIie+/AAfvP6DtRXWvF/t8yFVqPhz49yTq7++5Kr60qFRpIkSa1Pfuedd+LCCy/E2LFjceTIEfzsZz/D1q1b8dlnn6GysrLfj3c4HCgpKUFXVxe7QkREQ9TeFhfO/t1a2Mx6fHLvl9RezoB1+wVooEGb24dKmwlBUcr5dKRC9a+Pj+I7f9kMSQK+c1YD7vzSBHT7BeiH6HknlP9y9fWZa+tKpTZQ9bt36NAhXHHFFWhra0NlZSVOP/10rF+/PqkCiIiI8sNQPiMoWpFRjxv/dxP2tXTjtkXjcd4pI9ReEsXxzs4W3Pb8FkgS8K3ZY3DHuScAgHLhJm/mNubWjgEqcLn6+szVdSVD1d84f/3rX9X89ERElANcQ/iMoJ6EoIQdx53o8gTUXgrFsflAB5b9+SMEghIumDwCP7/4ZGg0mv4/kIjyztAp14iIKC85h/AZQT2Zw3PwnkBQ5ZVQTzuPO7G0cSM8gSDOGF+BBy+bCp2WBRBRoWIRREREqop0gnI/UrU/chHkDeR+MlIhOdjejaue+hBdngCmjSnFY1fNgFHPSyCiQsZ/AYiISFX5sicIACzsBOWcFqcPVz31IY47fJhQbUPjklk5saGciNTFIoiIiFTlDEdk58M4nMUod4JYBOUChzeAxU9vQFNbN0YPs+BP156K0iKj2ssiohzAIoiIiFQl7wmy5UEwgrInyM8iSG0efxDXrdqEz446UGE14X+vnY1qu1ntZRFRjmARREREqsqndDiOw+WGQFDEd57bjA1N7bCZ9fjTNadiXEWx2ssiohzCIoiIiFTlyqN0OIsh9GuVRZB6RFHCD//2MVZ/0QyTXounl8zCSSN5oDoRxWIRREREqpI7QfkwDqfsCeI4nCokScL9//wMr2w5DL1Wg0e+PR2zxpWpvSwiykEsgoiISFWRc4LyKCJbYBGkhoff2o1V65oAAL+9dArOnlit7oKIKGexCCIiIlXl054gBiOo588fNOHBN3YCAO698CR8ddoolVdERLmMRRAREakqv/YEycEIPCw1m/6+9TB++o9PAQC3LhyPJfNqVV4REeU6FkFERKQq+ZygvNoTxGCErHl7RzPueGEbJAlYPGcsbls0Xu0lEdEQwCKIiIhUI0mS0gnKiyKI43BZtampHTf970cQRAkXTx2Jn104CRqNRu1lEdEQwCKIiIhU4xNEBIISgPwYhzPznKCs+fyoA9es2ghvQMRZEyrx20unQKtlAUREyWERREREqpG7QABQbBz6RZA8DsciKLP2t7lx1VMb4PAKmDVuGFZeOQMGHS9piCh5/BeDiIhUoyTDmfR58S6+PA7nF0SIoqTyavJTs8OLbz/1IVpdPkwcbsOTi2cpxScRUbJYBBERkWryKRkOAMyGyK9VnhWUfl3dAVz11AYcbPdgbHkR/nTtqSixDP3zpYgo+1gEERGRapx5dEYQAJj1kY4EwxHSq9svYOmqDdhx3Ikqmwn/e+1sVNnMai+LiIYoFkFERKQaOR47XzpBWq0GJn3oVyv3BaWPXxBx0/9uxuYDnbCb9fjztbNRU1ak9rKIaAhjEURERKrJp3hsGc8KSq+gKOGOF7dh7c4WWAw6NC49FROG29ReFhENcSyCiIhINXlZBClnBYkqr2TokyQJP/vHdry67QgMOg0evWoGZowdpvayiCgPsAgiIiLVOL35FYwARBVB7AQN2u/f2In/XX8AGg3w4GVTMf+ESrWXRER5gkUQERGpJpIOlz8JXzwwNT2efm8f/vDWbgDAzy8+GRdOGanyiogon7AIIiIi1bjyLB0OiMRkc0/QwL300SHc/8/PAAB3nnsCvn3aWJVXRET5hkUQERGpRtkTlE/jcAxGGJQ3PzuOH770MQDg2tNrcctZDSqviIjyEYsgIiJSTb6dEwREByOwCErVh3vbcMtzmxEUJXxj+mj8+CsnQqPRqL0sIspDLIKIiEg1+XZOEMA9QQO1/XAXrntmE3yCiEUnVuOBb5wCrZYFEBFlBosgIiJSTV5HZLMIStreFhcWP70BTp+A2bVl+OO3pkGv4yUKEWUO/4UhIiLV5GURJO8J4jhcUo52eXDVUxvQ5vZj0kg7nlg8U+mmERFlCosgIiJSjZIOl0cR2ewEJa/D7cfVT23A4U4P6iqK8cw1p8Juzp/XAhHlLhZBRESkGqcv/4IRTAY5HU5UeSW5ze0TsGTVRuxqdmG43Yw/XXsqKqwmtZdFRAWCRRAREanCJwThF0KFQj4FI7AT1D+fEMSyP3+EbQc7UVpkwJ+vPRWjhxWpvSwiKiAsgoiISBVuX6RIyK8iKPSrlUVQfEFRwvef34r3dreiyKjDqqWnYny1Te1lEVGBYRFERESqkOOxi4w66PIoCpnBCIlJkoQfv/IJ/v3JMRh1Wjx+1UxMrSlVe1lEVIBYBBERkSrkg1LzKRkO4DlBffn16zvw140HodUAKy6fitPHV6i9JCIqUCyCiIhIFXI8dj6NwgHcE5TI4+/swSNr9gAAfvm1U3DeKSNUXhERFTIWQUREpAolHjvPIpHlcTgPx+EUL2w8iF/++wsAwN3nTcTlp45ReUVEVOhYBBERkSqUg1LztBPkExiRDQCvbT+Gu1/+GACw7Mw63Di/XuUVERGxCCIiIpU483QcTtkTxE4Q1u1uxff+sgWiBHxzZg3uPm+i2ksiIgLAIoiIiFQSGYfL0yKowPcEbTvYiev/tAn+oIgvTxqOX3ztZGg0+ZMCSERDG4sgIiJShcsXisjOt06QsieogIug3c0uLGncALc/iLn15Xjo8qnQ63jJQUS5g/8iERGRKvI1IlveE+QXRARFSeXVZN/hTg+ueupDdHQHMGV0CR6/eqbSHSMiyhUsgoiISBWuPC+CAMBbYN2gNpcPVz31IY52eVFfWYzGpafmXaePiPIDiyAiIlJFJBghvyKyTfrIr9ZCGolzegNY0rgRe1vcGFlixp+vnY2yYqPayyIiiotFEBERqSJfgxG0Wg3MhtCv10LpBHkDQdzwp4/wyeEulBcb8efrZmNkqUXtZRERJcQiiIiIVJGv5wQBkYS4QiiChKCI7/5lCz7Y2warSY9VS09FfaVV7WUREfWJRRAREalCLoLyrRMERPYFefz5fWCqJEm4++VP8MZnx2HUa/HE1TNxyugStZdFRNQvFkFERKQKOR0uHzfOWwrgrCBJkvDLf3+Ov310CDqtBn+8Yhrm1JervSwioqSwCCIiIlU4vfl5ThBQGAemrlyzB0+8uw8A8MA3JuPcScNVXhERUfJYBBERUdb5BRE+ITQqZjfnVzocEHVgqj8/i6DnPjyA37y+AwDwk/NPxCUzRqu8IiKi1OTf229ERJTz3OH9QABQbMq/gzQteRaM4PEL0Gm1cHoDsJr1qLAaUV9pxZdPrsZ1Z9SpvTwiopSxCCIiihJ9sWczGyCIIoqM/Kcy3eRQBItBB70u/4YS8ikdzhcI4tG1e9G4bh8cHgF2ix6L54zDKzfPzbuDbomocPBfLyKisHgXe0vn1uLmBfUwGfKvW6EmZ56eESSTzwka6nuCPH4Bj67dixWrdym3OTwCHn5rN7QaDZbNr+ObBEQ0JOXf229ERAPg8QtYuWYPVqzeBYcndIHu8AhYsXoXVq7Zg26/0M8zUCry+YwgIH/S4XRaLRrX7Yt7X+O6fdBreRlBREMT//UiIgIv9rLN5Qsnw+VpJ0gORvAO8WAEpzegvCnQk8MjKAl/RERDDX+rExGBF3vZls9nBAH50wmymQ2wW+L/jOwWPWx5mOxHRIWBRRAREXixl235XgTlyzlBQVHE0rm1ce9bOrcWgihmeUVEROnBIoiICLzYyzZlT1CeFpeRc4KG9uvGYtRj2fw6fPfsBuVNArtFj1sXjsfNC+oZikBEQxb/9SIiQuhi7+YF9ZAgYdW6JqbDZZjLKxdB+flrKJ/OCfrPJ8dwyqgSfHjPInT7BSU6nn8niGgoy8/fPkREA2Ay6LDoxGrcOL8e7W4/Km0mBEWJF3sZIHeC8nccLjRokQ9F0NqdLfjHtiP48VdOxPVnhg5GNXKQhIiGuPz87UNENECPrNmDD/e1o9Jqwl3nTcDZE6vVXlJeyv9zgvJjTxAAbDvUCQCYMNym7kKIiNIoP3/7EBENULvbr/w52uVVezl5S4nIztNOUL6kw7W7/djf1g0AmDK6VN3FEBGlEfvZRERR2t1+5f+3ufx9PJIGIxKMkKdFkBKMMLSLILkLVFdRjJKi/AyxIKLCNKgiSJIkSJKUrrUQEamuozu6CPKpuJL8lu8R2fkSjLD1QCcAYEpNqarrICJKtwEVQU899RROPvlkmM1mmM1mnHzyyXjyySfTvTYioqwSRQkd3ZFDUVvd7ARlSiQdLj+7C/myJ0juBE1lEUREeSblt+B++tOf4sEHH8R3v/tdzJkzBwDwwQcf4Pvf/z4OHDiA+++/P+2LJCLKBoc3gKAY6W63OtkJyhRnnqfDWYw6lBUbMbrUovZSBkySJGw72AmAnSAiyj8pd4IeeeQRPPHEE1i+fDkuuugiXHTRRVi+fDkef/xxrFy5csAL+dWvfgWNRoPbbrttwM9BRIPn8QvwCyLaXD74BRHdfiEn15GJdbb36Py0pdAJypXv21CR7+cElRUb8d5dZ+Ghy6cN2dfDgfZudHQHYNRpceIIJsMRUX5J+bdPIBDAzJkze90+Y8YMCMLA/pHfuHEjHnvsMUyePHlAH09E6eELBPHo2r1oXLdP1cNC+1tHptbZqwhKck9QrnzfhgohKCpjYvnYCfIFglj1ftOQfz1sDXeBThxph0k/dNZNRJSMlDtBV111FR555JFetz/++OO48sorU16Ay+XClVdeiSeeeALDhg1L+eOJKD08fgEr1+zBitW74PCE3tBweASsWL0LK9fsydo72f2tw+UNZGydchFUUxYaYeroDkAIioNa71DsAGSa2xfZJ1OcZ0VQPr0e5CJoGkfhiCgPDSoY4brrrsN1112HU045BU888QS0Wi1uv/125U8ybrnlFpx//vlYtGhRv4/1+XxwOBwxf4goPXRaLRrX7Yt7X+O6fdBrs5Oo39c6/m/rIRj1uoytUy6C6iut0GpibxvIerP5fRtKnOEzgkx6LYz6/Pr+5NPrYauyH6hE3YUQEWVAym/Bbd++HdOnTwcA7NmzBwBQUVGBiooKbN++XXmcRqPp97n++te/YvPmzdi4cWNSn3v58uW47777Ul0yESXB6Q0o71z35PAIcHoDKLeaVF2HWa+Hw5O5dbaH47ErrCaUFRvR6vKj1eVHld08oPVm8/s2lDjzeD9Qvrwe/IKIT4+E3micWsMpDSLKPyn/Bnr77bfT8okPHjyIW2+9FW+88QbM5sQXGNHuueeemA6Tw+FATU1NWtZDVOhsZgPsFn3cCzi7RZ+1KOO+1uEVBNgtmVtne/hw1LJiI8qLTWh1+dHm7ntfUK5834YSVx4nw+XL6+GLYw74BRElFgPGlRepvRwiorRTrS//0Ucfobm5GdOnT4der4der8fatWvxhz/8AXq9HsFg77MVTCYT7HZ7zB8iSo+gKGLp3Nq49y2dWwtB7HtvTDbW8dWpo+EXghlbp9wJKis2otxqBAC0ufoeh8uV79tQks9nBOXL6yE6GjuZyQ4ioqEmqbfhvv71r2PVqlWw2+34+te/3udjX3755aQ+8cKFC/HJJ5/E3LZ06VJMnDgRd911F3Q6JtEQZZPFqMfNC+oBQNVUK3kdEiSsWtcUdx2ZWmdHeP9PWZFRGVlq7SchLle+b0NJPp8RlC+vhy3hImjqaO4HIqL8lNRvoJKSEuWdoJKS9PyDaLPZcPLJJ8fcVlxcjPLy8l63E1F2mAw6fGP6KCybX4d2tx9VNjMEUcz6hZvJoMOXThqOG+fXo7M7gAqrKWYdJoMO159RG7VOEwRRGvQ65RCEYcVGVIQ7Qa39dILk9Vw+q0ZZT1mxUbmdepM7QdY83BMEhH7uy+bX4ZazGtDs9KKs2Ihuf3BIvR7kTtDUMaWqroOIKFOS+g3U2NiI+++/H3feeScaGxszvSYiUtGH+9qx/D9foNJqwqprZmFEiTon3r+0+TD+b+thLDihEg9+cyqMPad3NRqc/sDbqLSa8NtLJ+OU0aWD/pzR43AV4U5QsmcFbTvUhR+98gkqrSa0un1474dnD3o9+coVToez5WEnSFZkDH1tv39zF97+ohl3f3kiLps1NPawdnkC2NPiBgBMScPfKyKiXJT0nqD77rsPLpcrk2vBmjVr8NBDD2X0cxBR37yCiHa3HzuOO9Ht7703L1skSGh3+7Gz2Rn/fklS1ukT0rPPIjYYIbwnqJ+IbJnTG1DW0+byY09LZv+9HMryvRMUrdJqQrvbj80HOtReStI+OdQFIHRe1lBIsiMiGoikiyBJkjK5DiLKEb5ApPDxBlQsgiR5DfELHFGK//8HyhsIwh0u+kLBCKl1guTEM9nuZhZBieTznqCepofHyYZSEbT1YGit7AIRUT5LKR2OCTFE+c8T1f1JV4dlIMRwFZSoEIt+YyaYhiqoIzwKp9dqYDfrU9oTBETOvpGxCErMWUCdoGljQmfs7Gp2weENqLya5Gw9GOoETa0pVXchREQZlNJvoBNOOKHfQqi9vX1QCyIidXmF3OgERYqgZDpBgy+CokMRNBqNsieo1eWDJEn9/tvnDF/gmg1aeAMidiUY46P8jsjuqdJmQk2ZBQfbPdh2sBNnjK9Ue0l9kiQJW8OhCNMYikBEeSylIui+++5LWzocEeUmjz9SdPgSFCDZIBc5vix1gtqj4rEBKOcE+QQRbn+w39EteRxu8qhSbGhqZyeoD/L3Kp+DEaJNHzMMB9s92HIg94ugI11etLp80Gs1mDSSv++JKH+l9Bvo8ssvR1VVVabWQkQ5IFc6QcqeICH+GqLrnrQWQeFAhCKjHhaDDp5AEG0uX79FkCPc3Zg2JlQENbV1wy+IMOpVO5M6ZxXSniAAmFZTir9vPTIk9gVtPdAJAJg4wgbzEIr0JiJKVdK/nbkfiKgwRBc+au4Jkjs9gaAUt8iJ7gQJ6dgT1KMIAoAKW/L7guQRr4YqK6wmPYKihP1t7kGvKx+5wqODhbAnCACmjw3tC9pyoBNiOlI8MmjboU4ADEUgovzHdDgiiuHNkXS46H0+8dYRfS0pBAdfrEX2BEX2qZQXR/YF9UfeE2QzG1BfZQXAcIREXAXWCZo43A6TXosuTwD7crwwljtBDEUgonyXdBEkiiJH4YgKQHQQgbpFUOT/x1uHhPR2giIHpUbORZET4tqS6ATJiWd2sx4NlaEiaBeLoLgiwQiFUQQZ9VpMHh3aX7N5f+6OxAlBEZ8cZjIcERUGDqsTUYzoiGyvquNwkf8fbx0xnSAxfZ2gsqLenaBkzgpSNvubDRhfzU5QIkFRUs5jKpROEBAKRwCAzeFOSy7aedwFTyAUAlIfLuSJiPIViyAiihEdRKBmOpzU3zhcVBUUCKYxGMEa1QkK7wlqcyffCbKyE9Sn6ENlC2VPEBCJm96Sw+EIcjT25NEl0Gq5D5iI8huLICKKETMOlyCZLRv62xMkZSodrigSjCB3glr66QQFRSmqE6RHQ3hP0N4WV1rWlk/k75NRr4VJXzjpY3InaOdxZ0whmEu2hYsgjsIRUSFgEUREMXInGCHy/+MdmBqzJygtwQihYIPodLhyZU9Q30WQ2x/V3TDpUVNWBKNeC58g4lBH96DXlk+U/UAFNAoHAFV2M0aVWiBKwMfhYiPXyJ2gKSyCiKgAsAgiohixRZCK43BR/z/egamxe4IG120RRQkd3XEisq3ynqC+x+HkUTijTguzQQedVoO6imIA3BfUk8tXWPHY0eSRuFw8L8jlE7Cz2QkgdK4REVG+YxFERDFizwnKkXG4OOuIvl8Y5J4gp1dQxtaiI7KVIqifPUHx0s7GV9sAsAjqSdk7VWCdICC3wxE+OdQFSQJGlJhRZTervRwiooxjEUREMTyBXAxGiDMOF3V/YJDpcHI8ttWkj9mnIo/DdXT7+xy5c8Y5/JPhCPEV2hlB0aLDEXLt7D35kFTuByKiQsEiiIgUkiTlzjlBUTVHv8EIg+wEtbtDe36iu0AAMKzICI0m9LnkQikeZ5xOUAMPTI0r3veqUEwaWQKjXouO7gCa2nJrr5h8SCr3AxFRoWARREQKX4/zeHInHa7vc4ICg9wTFAlFMMXcrtNqlLS4vvYFOeN0N6LPCsq1d/3V5CrgcTijXotTRoUOTc21qGx2goio0LAIIiJFz45LrgQjxD0nKKqwCA52HC7cCYo+KFWWTDiCPA5nM0c+flx5MXRaDVw+Accd/R+2WiiUgrEAO0FAJHQgl8IRjju8ONrlhVYDpUgjIsp3LIKISNGz6FEzGEHqJxghurky2GCERJ0gICom2524kIk34mXUazG2vAgAR+KiRUIkehechWD62HA4wv5OdRcSRY7GPqHahuIC7NARUWFiEURECk8OdYL6OycouhMUSNOeoLLi3hfm5eFOUIszcRGU6OybSDiCc1DryydKRHaBXmzL4QhfHHOg258bh6Yq5wONLlV1HURE2cQiiIgUvcfhcmNPULxzgmKCEQY9DtdHJ6hY7gSlNg4HMBwhHjkdrhCDEQBgRIkFI0rMECVg28EutZcDANgWLoKmhgs0IqJCwCKIiBS51AmSYjpBfe8JGnwwQuJOUIU8DufqYxwuwT4XORyBMdkRhXxOkCxyXpD6+4KCooSPD4WKMXaCiKiQsAgiIoVcbBh0GgA5dFhqvHOCov7/oCOyuxN3gpILRojf3WioDB2YuodFkKKQzwmSRc4L6lR1HQCwt8UFl0+AxaDDCeGinYioELAIIiKFfDhqicUQ899qiO4ExSvGxDQeltoRHnXra09Qa1+doATjcPVVxQBCo3TtfYzTFRKlE1Sg43AAMC3cCcqFQ1O3hEfhThlVAr2OlwREVDj4Lx4RKeRxOLkI8gdFBAc5ajZQ/XaCou4ffDpcqEAZFj4TKJqcDtfaRydI2efSo7tRZNRjVKkFAPcFySIhEoWZDgcAJ4+yw6jTos3tx8F2j6pr4X4gIipULIKISCGPw0UXA2qNxMXsCYrbCYr8/8EUaj4hqBQx5fHG4cK3tbl9Cd+1TzQOBzAcoadCD0YAAJNeh5NG2gGovy+IyXBEVKhYBBGRQu64lEYdGqrWSFxsJ6jvdLhAcOBr7Agnw+m0mrgX5hU2Y3gNIrr98QtCZx9n34yvYky2TBSlyJ6gAi6CgNwIR/AGgvjiWOh1yU4QERUaFkFEpJDH4YqMeiUcIV4Xpt/n8QvwCyLaXD74BXFA56FIKZwTNJhOUPQonFar6XV/kVEPi0EHIHE4gquPfS7sBEW4o14HhRyMAORGOML2w10IihIqrCaMLDGrtg4iIjUU9m8hIoohd1zMBi1Meh0CQSHlmGxfIIhH1+5F47p9cHgE2C16LJ1bi5sX1MMULiaS0V8nKF0R2e19hCLIyq1GHOrwoMXlw5jyopj7vIEg/OFOVLxOkhyTzSIoMgpn0Glg0hf2e3DTx4Y6QZ8fdcDjD8JiTP7vRrrIo3BTa0qh0fR+A4CIKJ8V9m8hIoohFxsWgw5mgzbmtmR4/AJWrtmDFat3weEJXfA6PAJWrN6FlWv2pNQRii5rfEK8YITI/xcGMQ7X3i0XQb1DEWTlSkx274Q4+cIeAIqNcTpB4Zjso11eJUWuULmizggq9IvukSVmVNtNEEQJnxxW59BUuQiaxlE4IipALIKISBHpBOlg0ofemY5XgCSi02rRuG5f3Psa1+2DXpv8Pzmp7AkSBtMJcskHpSYugirlA1PjxFxHH/6pizNOV1JkUM4a2tPiHvA684GD8dgKjUaDaTXq7gvadqgTAEMRiKgwsQgiIoU8+mYaYCfI6Q0oHaCeHB4hpU6IGLMnqO9xuMF1guSDUvvoBBUn7gRFzghKfGE/nvuCAEQflFq48djRpo8tBQBs3p/9IqjN5VPiuSfXlGT98xMRqY1FEBEpPDHjcKFOUCpFkM1sgN0SvxiwW/Rx09MSkfo5JyhdwQjKQalxzgiS9XVWUPSIVyIMRwiJnBHEThAQdWjqwc6sH5oqd4HqK4thT+HvJRFRvmARRESK2GAEuROUfJclKIpYOrc27n1L5o6DICb/XDHjcEKw10VibER2GtLhktgT1BqnE+To44wgWSQcobBjsl2+/rtmheSUUSXQazVocfpwqCO7h6ZuDafSTQ2P5BERFRoWQUSkiA5GqLSZMKHaltI71BajHjcvqMetC8crHSG7RY/vnt2AxXPG4Y3Pjif9XNGfVpKgJLAptyG9Edl9jcNVyHuC4nWClHNvEr+b3lDJThAQtX+KRRCA0N67SeFDU7eEQwqyZeuhUBjDVI7CEVGB4m8iIlJ4AyLqK62YU1+Oi6eOQqvLhyqbCd1+AUVxks/iMRl0WDa/DjfOr0eb24dKmwlNrd247LH12N/mxnC7GbPryvt9np51jTcgKmENABDdVAqk0GHqKbkiKLwnyD2wPUEN4U7QgfZueANBZdSw0ET2BPFXj2zamGHYdqgLm/d34KIpI7PyOSVJwjYlHpudICIqTOwEEZGivNiIF5adhpc2H8Ls5W/ijF+/jVm/fBOPrd0LXwp7g4qMelz++Ae4dtUmfHrYgROqrThppB2CKOHmZzfjUEd3v8/RswPV8/PHBiMMohOUVER24j1BcnfD3kcRVGk1wW7WQ5SAfa2FmxDX16GyhSpyaGr2whGa2rrR5QnAqNdiwnBb1j4vEVEuYRFERIpvzqrBqnVN+MPq3YM+5+dQhwc7jjthMeqg0Wjw629MxqSRdrS5/bjhTx/B4++7qBJ7FEE99yZFd4oGOg4nSVIkGCGJdLiObn+vJLpkuhsajUYJR9hVwCNx8veKwQgR08PhCJ8ecaQUQjIYWw+GCq6TR9phLPBDa4mocPFfPyJSTBszDM980BT3vlTP+XH2CAywGHV4/OqZKC824rOjDvzgb9v63G/U8y6v0PMCMfKAwAAjsh1eQTljaFgf6XBlxUZoNKE1dXTHxnxHxuH6TtgaXxV6x72Q9wU5k0jSKzSjh1lQYQ0dmro9S4embjsY+jxTakqz8vmIiHIRiyAiUrS5fWk558cbCCpBBtHFwahSCx759gzotRr88+OjeHTt3oTP0bsT1HMcLvL/B9oJkvcDFRt1fe7T0Wk1SoR2z31BjiQv7OVO0J5CLoKSCJEoNBqNBtPDI3HZOjR1i7IfqDQrn4+IKBexCCIiRVmxMS3n/Mjv+AO9i4NTa8tw70WTAAC/fv0LvP1Fc9zn6NUJ6jUON/hOkBKKYE3cBZKVJ0iIcyURkQ1EwhF2FXBMtiuJEIlCpJwXFI6tziSfEMTnRxwAWAQRUWFjEUREig/2tGHxnHFx71s6tzbpc37kjpHVpIdOq+l1/7dPG4tvzR4DSQK+95ct2NPSuzuSSidIGGAnKJmDUmXyvqCeZwUlOw4nx2Tva3X32ldUKLgnKL7oTlCmD039/KgT/qCIYUUGjCkryujnIiLKZSyCiAhAKCTgV//5Akvmjut1zs/3Fjbg5gX1Scdk99wPFM+9F07CrHHD4PQJuP5Pm+DoMWrX81KwZxEUfbE40CIomYNSZRU2uQjq0QnyJdcJGlVqgcWgQyAoYX97/+l4+YjpcPFNHl0KnVaD4w4fjnZ5M/q5toZH7qbUlEKj6f0GBRFRoWARREQAgEBQwq5mFy57bD2uPb0Wm358DtbfsxDr71mIRSdWw5TC2TbJFEFGvRYrr5yBESVm7G1x47a/bo3Z2yN3gkzh9Cqv0OOw1OhO0EDH4ZKIx5aVF8vjcD07QckVQVqtBvVVxQAKNxzByXOC4rIYdThxRCg4I9P7grYph6SWZvTzEBHlOhZBRAQgkr62p8UFk0ELo16LXcedOP2Bt3HXS5+k9FzJjohV2kx4/KqZMOm1eOuLZvzuvzuU++TJuyJjqPjqPQ4XXTAB4gC6Qe0pjMNVJNgTlErimTwSV4hFkCRJkThxdoJ6kaOyN+/vzOjn2RoORWAyHBEVOhZBRAQA8IbP7dFqAKMu9E/DhOE2tLv9+OKYo9e4Wl+S7Y4AwCmjS/DrSyYDAFau2YNXtx0BEBl3k0fweh+WGvs8AxmJSy0YofeeIFGUosbh+g+NGF9duDHZbn9Q6d7ZTEyH60kugrYczFwnqLPbrxzWO3V0acY+DxHRUMAiiIgARNLXzAadslegym7G2PIiSBKweX/yF2eOJDtBsounjsKy+XUAgB/8bRu2H+6C3WLAhGobqu2mmPXJem4gTza0IVoqnSB5HK7VHekEuaIOj02m4Ksv4E6QvB9Ip9XAbOCvnp6mhcMRPj3sgK/XmVjpIY/CjS0vSmofHBFRPuNMAhEBADyBIMqKjcp5NrKZY8uwv60bm5o6sGBCVVLPlUonSPbDL03EF0edONThQbvbj5dvnos2lx8VVhPe3dWCZkfshvGeIVqD6gSlEIwQvSdI/joNOo2yd6kv8vd2d7MLoihBGyc5L1+5fJHEQG7I721MWRHKi41oc/vx6RGH0hlKp208H4iISMEiiIgAAMOKDHjvrrPQ7vbDL4gQRBFFRj1mjRuGlzYfwsam9qSfayBFkE6rwR+vmAZBlPD0+/vwnb9shsMjwG7RY/GccbjhzLqYx/eM0BaCGS6CiuUiKKoT5I2MwiVzYT+2vAgGnQaeQBBHujwYPaxwIooH8pooJBqNBtPGlOLNz5uxeX9HRoogZT8QR+GIiFgEEVFov83/frgfq9Y1KYXH0rm1uHlBPebUlwMIXUD5BRHGJDoecjCCPclxOJlep8ET7+3Fw2/tVm5zeAQ8/NZuaDTAjfMjMd299wSlPg7XkUIRJB+W6gkE4fYJKDbpowIgkvun1KDTYlx5MXY1u7Cr2VVQRZCLyXD9mjZmGN78vDkjh6ZKkhTpBIVH74iIChkHs4kKnMcvYOWaPfjD6t1weEIXqg6PgBWrd2Hlmj2otJkwrMgAnyBi+5GupJ5zoO/667RarFrXFPe+VeuaoNdG/smSMLhOkF8QlcjmZIqgIqNO2csid4MGEvk8vjo0ErenwPYFudgJ6pcSjpCBmOxDHR60uf0w6DQ4aYQ97c9PRDTUsAgiKnA6rRaN6/bFva9x3T7otVplL9CmJEfinL7UOiTKx3kDSiHWk8MjKJ0XIE4nKMUiqCN8RpBOq0mqY6XRaFAhJ8S5feH1pn5hX6gx2TwjqH+TR5dAqwGOdHlxLM2HpsqjcCeOsMOcwplfRET5ikUQUYFLpvCYGx6J29iU3DvUSnGQYhSyzWyA3RL/Itlu0cekzQ02HU7eDzSsyJB0QIEck610grzyZv/kv876cDjCrgIrguROkDXFEclCUmzSY+LwUJcm3d0g7gciIorFIoiowCVTeEwcHjrfZlNTe6/iI56BjsMFRRFL59bGvW/JnHExhU7Pw1FTTYeLFEHJRwVXFMsHpoY6QfKFvT2Fr3N8VeSsoGS+l/kilUNlC5kclb05zUUQk+GIiGKxCCIqcH0VHkvn1kIQRUwYbofZoEVHdwB7Wtz9PqczxXOCZBajHjcvqMetC8crhZndosd3z27ANafXKqEIANCzfEh1HC6VZDiZHI4gH5g6kGKvrrIYGg3Q5QmgJSpuO9+5BjgiWWjkfUGb0xiOEAiK+ORwaD/fFBZBREQAWAQRFTy58PjewoaYwuPWheNx84JQGptRr1XeQU4mKtsxiE3wJoMOy+bXYdOPz8FHP1mEjT9ehJNHleDef3wa87jBpsMNpAhS9gT1HIdL4es0G3QYUxZKhSukfUFyOpyNnaA+TR8bKoI+OdwFv5B64mE8O4454RNE2Mx61FUUp+U5iYiGOv42IiKYDDp8bdoo3Di/Hp3dAVRYTRBEEaaoDdSzxpVh/d52bGxqxxWnjkn4XD4hqFy8pRqRLZM7PuVWE97b1YJlf/4Ip4wqiXlMz1GyQFY6QeE9Qe7YdLhUO14NlVbsb+vG7mYX5tZXpPSxQ5UyDsdOUJ/GlRdhWJEBHd0BfHbUkZbxtej9QIV0QC8RUV/YCSIiAMAHe9px+gNv4/F39sKo18aMngHAzHFlAIBN/YQjyBe7QHoueOWLNm8gGHN7z8NSgwPcE5RaJyh2T9BA97k0VBVeQhzPCUpO6NDU8Ejc/vTsC+J+ICKi3lgEEREAIChJaHf7E0bzTh9TCq0GONDejeOOxPG9cmFQbNRBl4Z3neU4X68QWwT1zBQQgimOw3UPoBNULI/DxQYjpDr2V5BFEM8JStr0cDjClnDxMlhbWQQREfXCIoiIAETS1hIVLqGUuFB8b1/doMjFbnqikM36cBEUiC1yeu8JSvGcoIF0gmxyJ0gehwvtCUp17K+hAGOyI50gRmT3J52dIKc3gN0todcZQxGIiCJYBBERgMg4WV97BmaNC12c9RWOEEmGS887/mZD6J+p/sbhBn5OUOqdoPZuP4KiNOB9LnIR1OL0oas70M+j8wP3BCVvSk0pNBrgcKcHzX10XZPxyaEuSBIwqtSCSpspTSskIhr6WAQREYBIUaHrY4JN2Re0P3ERNJhkuHjkcThfoO8iJxvBCMOKDNBoQqN4Hd3+AY942cwGDLebAQC7W5wpfexQFTlYlkVQf6wmPSZUh86TGmxU9tZDoY/nKBwRUSwWQUQEIFIEaTWJq6CZ4U7QZ0ccynhTTwM9IygRuQjyB8WY8IOeh6WmEowgSRI6BrAnSK/TKp2jNpd/UAeAjq8unH1BkiRFIrLZCUqKPBK3ZZCHpm4NF1EsgoiIYrEIIiIAgJwr0Nc43IgSC0YPs0CUEl+cDeQA0b7I43BAKH5b1rPmCaQQjOD0CUrnKJUiCIgkxB3p9MAf/pwDKfjqK8P7go7nfxHkCQSVnxeLoOQo4QiD7ARtC3eCuB+IiCgWiyAiAhA9Dtd3otus8EjcxgThCM4MBSMAseEIg4nIbg8HGxQZdUqnKVnyvqB9rW7ltoF0gpSEuJb8L4LksUGtBrCk+P0uVHIn6OPDnSkV+NGOdnlw3OGDTqvByaPs6VweEdGQxyKIiAAkF4wAREbiNiUIR5DH4expesdfq9XAqOsdjiCXPGXFRkyotvVbvEVzeAOYUG1DXUVxyuspD3eCmtpCRdBAo8DHh4ugVqcv5Y8dapxRZwRpUvg5FbK6imKUWAzwBkR8cXRg+8bk84FOqLb1OveLiKjQqVoEPfLII5g8eTLsdjvsdjvmzJmD//znP2ouiahgBZWI7L4fJ3eCthyI/w51usfhAMAUJyFuWJEBT1w9A+/ddRaeXDwTXz55OLr98fcpRfP4BUwYbsOTi2fixRvnJvUx0SqsoU5QU1s3gIF3vCZU2/DE1TPwwo1z0OrywS+IKa9lMDx+AX5BRFsWPne6Y9MLgVarUfbxbB7gvqAtPB+IiCghVd8aGj16NH71q19h/PjxkCQJzzzzDC6++GJs2bIFkyZNUnNpRAUn2XG4hkorSiwGdHkC+OyIo9deA/nsnHRe8JoNOji9Qsw43CUzRuPxd/bijhe3weERYLfosXRuLW5eUA9TgpErXyCIR9fuReO6fUl/TE/ynqCm8DjcQCOfLUYdPj7UldL60yUd34dUDCZAopBNHzMMa3e2YPOBDiyeOy7lj9+mFEEl6V0YEVEeUPU30oUXXhjz37/4xS/wyCOPYP369SyCiLJMLoL6G1fSajWYOXYYVn/RjI1N7b2LoEx0gvThTlA4GMHjF/DEO3vx8Fu7lcc4PAJWrN4FAFg2v67X+I/HL+DRtXuVxyTzMfGUhztBhzrkTlDqX6e8lkTr//ZpY9GSoTG5SpsJf17fhD+sTv57N1iucGHMM4JSM31sKYCBhSMERQmfHOoCAEytGZbGVRER5Yec+Y0UDAbx4osvwu12Y86cOXEf4/P54PNFLgwcDke2lkeU9+TJtmT2t8wcV4bVXzRjU1MHrjsj9j5HBkaf5PACeRxOp9Vi1QdNcR/buG4fbjmrodftOq0Wjev2pfQx8ZSH0+QiaWepf539rWXZ/Dp86aEPlbOM0qWs2Ij37joLq9Y1JfzcyX4fUsFO0MDIh6YeaO9Gq8unjGImY3ezC25/EMVGnRLCQUREEar/Rvrkk08wZ84ceL1eWK1WvPLKKzjppJPiPnb58uW47777srxCosKgjMMlUQTNksMR9rdDkqSY7lHknKD0/fMix2TLB6Y6vQE4PPH3sDg8ApzegNKxiV5Xqh8TT8/H2AZwYd/fWtrdfpxQbcWeFnfcxwxUfWUx2t3+tHwfUsEzggbGbjZgfJUVO4+7sHl/B86dNDzpj916MLSP6JTRJQMK7iAiyneq/0aaMGECtm7diq6uLvztb3/D4sWLsXbt2riF0D333IPbb79d+W+Hw4GamppsLpcobynpcEmkd50yugRGvRatLj+a2rpRG5WylolxODkmW+4E2cwG2C36uBfzdos+bndmIB8Tj7wnKPK8qX+d/a2lymbGX2+I3xEfLL8gpuX7kAohKGFCtQ3D7ektrgrB9DHDsPO4C1sOdqZYBIVG4Xg+EBFRfKpHZBuNRjQ0NGDGjBlYvnw5pkyZghUrVsR9rMlkUpLk5D9ElB7JpsMBgEmvw5TRoc3WG3tEZUcisjMwDhfeExQURSxJsFF86dxaCGLv1LqgKGLp3NqUPiaeniNJAymC0rWWgcj25/b4BVw1ZyyeXDwTd35pYlYT8PLBtPChqZv3p5YQtzUcijCNRRARUVyqd4J6EkUxZt8PEWWHlGQ6nGzmuDJsbOrApqZ2XDYz1JENBEUlwS0T43Dyc1uMelx3eh0kCXjmg6akEs4sRj1uXlAPAINKRQsdsKpV1mI1pV7spWstA5HNz53tFLp8NF0+NPVQF4SgCH0S71J0+wXsOBbaM8tOEBFRfKoWQffccw/OO+88jBkzBk6nE8899xzWrFmD119/Xc1lERWkYJLpcLJZ44bhEQCbmiLvUMujcEB6N8HLF8y+qHOC/vRBE04ZVYL19yxEu9uP8mITJEh9XlybDDosm1+HG+fXo83tQ6XNhKDY98f0pNFoUF5swuFOD4CBF3vyWm45qwFObwA2swGCKGalOEjH96E/6UrjK3T1lVbYzHo4vQK+OObEyaP6j7veftgBUQKq7SaMKLFkYZVEREOPqr+BmpubcfXVV+Po0aMoKSnB5MmT8frrr+Occ85Rc1lEBSmVdDgAmDEmdGjq3la3klwlj8IVGXVJvWOdLGVPkBAZ1Wpx+vDb/+7EtJpSdPuDGF1mwVOLZ/X7XEVGPRb+bg30Wi3++K1pGF9tS3k9FVajUgQNJvZZLgLkIAJjFieUi4x6XPvMRhxq9+DOcyfgnEnVaX3+dKXxFTr50NR3d7Viy4GOpIogORRhyujSDK+OiGjoUrUIeuqpp9T89EQURRSTT4cDgJIiAyZU27DjuBObmjrw5ZOHZyQUAYgeh4t0guSIalGSsOO4E3pdcuuWJAkH2rsRCEooHmC3KnpfkH0IJ555A0HsOO5EdyD9+3TSlcZHoZG4UBHUiauSyMvYFg5FmBreT0RERL2pHoxARLlBHodLJh1ONlOOyg6HIziUeOz0JoxFzgmKdIIkhNYrd2LcvuQu5H2CiEAw9LF2y8DWWR6VEJeJNLVs0WtDvwLk70c6yQl48WQqhS5fKeEIB5ILR5BDEaayE0RElBCLICICEN0JSv5jZo0LjcRtDCdXqdEJsoWDCVy+YK+Pi8fhCRVqWg1QbBzYHphyqwllxUZMqLahZICFVC4whLtnQjD9aXRqJuDlm2k1oTcbmtq6+z1At9npxeFODzSaUJQ9ERHFN3TnOIgorcRBdII+PdyFbr8QVQSluRMU3hPkEyKFjpxmZ0uxExTdrUo2BKKnr08fhe+e3YA2lx/VdjO6/cKQ3OQvjz4GxPR3gixGPW44sw6iJCWd4EfxlRQZ0FBlxe5mF7Yc6MDCExPv35JH4Roqrey2ERH1Yej91iaijJAnolIpgkaVWjCixIyjXV5sPdCpBCOkvxPUexxObiTIF3qeQBBBUep3T1NXeJ9KolGt/vgCQby67QhWrRv6F/ZyeEUwA50gSZLww79tw8VTR2HDjxbB7ROymoCXb6bVlGJ3swub+y2COgEAUxmNTUTUJ47DERGA1IMRgFBc9Ex5JK6pQ+kEpTssIN44nLwnKLrgcidxEOdgDnP1+AWsXLMHf1i9W9n0L8c+r1yzZ8gdBGoI/6yFDHSCNh/oxL8+OYbv/GUL3D4B5VYTjHrtkOyY5YLpY0Nd1y0HOvt8nLwfiOcDERH1jUUQEQEAguELYW0KRRAQOi8IADbtb4/qBKV3DMekdIJ67wkyG3TK3haXt/8ixKEUaqmvsb/YZzloYKiQO0GZCEZ4+v3Q9+mrU0cyBS4N5HCEbQc7lb+rPYmihG2HOgGwE0RE1J+h9RubiDJGTofTpbhPZubYUCdo8/4OdHaHi6A0HpQKJBiHU/YwQYm6TmZfkByMMJCRvWRin4eSTAUjHO704LXtxwAAS+fFD0eg1IyvssFq0sPtD2LncWfcx+xtdcPpFWDSazFheOrnXxERFRIWQUQEYGDpcAAwYbgNNnPo4mxDOCo77XuC9OFxuJhghND/ajRAcXjEypVMESSPww0g1S3fYp8zFYzwpw+aEBQlzK0vx4kj7Gl97kKlCx+aCiSOypb3A50yqgSGNB5WTESUj/ivJBU8j1+AXxDR5vLBL4hDbl9HugwkHQ4IXZzNCO9X2N/WDSBL5wRFrdeqdIL6j8l2DmIcLt9in+XxvWAa193tF/DXDQcBANewC5RWynlB+zvj3r+VoQhEREnjDlUqaL5AEI+u3YvGdfuGfNLXYA0kHU42a1wZ1uxoUf47U+lwvjh7gjQaDYpNofuT6gR55E5Q6mu0GPW4eUE9AOTFayYyDpe+TtDLmw+jyxPA2PIinD2xKm3PS8D0MeFwhIMJOkHh/UAMRSAi6h+LICpYHr+AR9fuxYrVu5Tb5KQvAFg2v66gkqwGkg4nmxnuBJUVG1FpNWFYkTGta4t/WGpkT5A13NVJak/QIM8yMhl0WDa/Drec1QCnNzCkY5/THYwgihIaw4EIS+aOSzlkg/omd3j2trjR2e1HadTfM28giM+POmIeR0REiRXOFR5RD/0lfd1yVkOWV6SugabDAaGLrievnoG5DRXhA0RNaT1AVBmHE6LH4UL/qwFgHUgnaBDdKvnrklPPjEN0sjgSkZ2ecbh3drVgT4sbNpMel86sSctzUsSwYiPqKoqxt9WNLQc6cVZUp+2zow4EghLKi40YPcyi4iqJiIYGFkFUsJJJ+iqkaN+BpsPJth3qwu0vbsvIiJhZ3zsiWz4nSKvVZC0YId+kuxP09PtNAIDLZtUo+7QovaaNGRYugjpiiqCt4fODptaUQjPAv8NERIVkaL59SZQG+Zb0NVgDTYeTDxB9+K3MHSAaPQ4nByLIzYvQnqDkI7IHE4yQb+TRx3REZO867sQ7O1ug1YRG4SgzlHCEHoemcj8QEVFqWARRwcq3pK/BGng6XOYPEJW7SaIU6VrE7AkawDlBAwlGyDdyMEKiwzdT0biuCQBwzknVqCkrGvTzUXxyOMLWHoemMhmOiCg1LIKoYMlJX7cuHK9cENstety6cDxuXlBfUKEIwMDT4bJxgKjcCQIiZwUp6XCIdIJcSURkK+Nw7AQpBepgzwnqcPvx8uZDABiLnWkThttQZNTB5ROwu9kFIPT9l+Ppp4wuVXF1RERDR2Fd5RH1YDLocP0ZtVg2vw7tbj8qrCaIkjQkk74Ga6DpcPJYYbxCKF1jhUadFhpNKAzBGwiGC5joTlDo59VfJ8gviMpZQyyCoiOyB9f1/MvGA/AGREwaaceptWXpWBoloNNqMGV0KT7Y24bNBzowYbgNW8OjcHUVxSgp4uuaiCgZ7ARRwfMERJz+wNu4dtUmrHhzZ8F1gGQDTYfLxlihRqNRwhF84SJGjOpcWcNJb+5+9h9Fd6WsaT7LaChKRzBCICjiT+v2Awh1gbgpP/Omjy0FAGw5EDovaFt4FI77gYiIkserACp4Hn8Q7W4/2t1+nDTSrvZyVCMOMB0uWweImg1aeAJBJSFOXq9GAyUdTg49SEQ5I8ikH9B5SPlGl4aI7P9sP4ZjDi8qrCZcMGVEupZGfZhWE9oXJIcjcD8QEVHqWARRwesORC6c5U3zhSjSCUr9Y7NxgKhJrwMQUMbZlD1BGk3SwQjyz9fGLhCA6HG4gXeCnn4vFIpx1Wljwz8jyjQ5IW53swtd3QF2goiIBoDjcFTw3FGb6R1p2MQ/VA20EyQrMuph1GtRbjXBqNemfaxQickOByNIUelwyUZk84ygWHIwwkA7QZsPdGDrwU4YdVpcedqYdC6N+lBuNWFceSiB7x8fH0FHdwBGnRYnjrCpvDIioqGDRRAVPI8/qghKkHJWCJQ9Njk6JmY2xB6YKkXtCYqkw/W3J4hnBEUbbCdI7gJdPHUkKgroYOFcMC0cld34fuhncOJIOztxREQpYBFEBS96M30hd4KUcbgc3dhuUoogeRwusidIGYfzRw5TjYdnBMUaTET2kU4P/rP9GABgKWOxs256eCSuszuACdU2zKsvV3dBRERDDK8EqODFdoJYBOVqYIBZH7pg9wk9gxE0KA5HZAdFCT5BVLpGPclFbjpiu/OBbhAR2X/6YD+CooQ5deUFHSiiltPqyvHE1TMwr6ECbS4/qmwmdPuFgk23JCJKFf+1pILXHVUEuf1BCEFRiQ4uJIPdE5Rp5h6doMg4XCQdDgiNvCUsgjzyOBz/6QMAg7wnKMVxOI8/iL9sOAAAuOZ0doHUUFNWhH9sO4I7XtyWsURGIqJ8VnhXekQ9dPc4W6a/mOV8NZh0uGxQghHi7AnSajUoNvZ/YCqDEWLpw52gQIrBCC9vOYQuTwBjy4tw9sSqTCyN+uDxC3hkzR48/NZupbB3eASsWL0LK9fs6fVvGhER9ZajlztEA+PxC/ALItpcPvgFMamLgehOEFC4+4JqK4pRVmzM3XG4HsEIYlQ6HICkwhEYjBBLDkYIprAnSBQlJRBhydxxOft6yWc6rRaN6/bFva9x3T5lrxcRESXGmRDKG75AEI+u3ZvygZ3uHoVSuhLiPH4BOq025tycXJzXl9f520unoNxq7FUU5gpzOPnKJ4TH4ZR7QhfhVpMezU5f350gBiPE0A9gHO7d3a3Y0+KGzaTHpTNrMrU06oPTG0j475TDI8DpDaCcaX1ERH3ilQDlBY9fwKNr92LF6l3KbfJ4CAAsm1+XsADxZKATNNCCLNuGyjqB3uNwiTpBPYvaaAxGiCV3cQIpBCPIXaBLZ9YoqXyUXTazAXaLPm4hZLfo+fomIkoCe+aUFwYzHtJrHG6QCXEev4CVa/ZgxepdOT2vP1TWKes9Dhe6XY70lhPiXL7EnaxIMAIvEgHAoJMPS02uE7S72Ym1O1ug0YRG4UgdQVHE0rnxAymWzq0d8OG3RESFhEUQ5YVkxkMS6XmxP9hO0FCZ1x8q65T1PCdIPg9IXqZyVlCfe4I4DhdNCUZIshPU+H4TAOCcE6sxprwoU8uifliMety8oB63LhyvvJbtFj1uXTgeNy+oz8mxWyKiXMN/KSkvDGY8pHcnaHAdkKEyrz9U1ilLlA6nidoTBACuPtL9HAxGiCFHZCcTjNDZ7cdLmw8BYCx2LjAZdFg2vw63nNUQs+8w18ZYiYhyVW691Us0QIMZD+kOj09VWI0ABt8JkguyeHJpXn+orFMmByN4w8EIkcNSQ/f3lw4nBEXlPhvPCQIQ6QQlE4zwlw0H4Q2IOGmEHbNryzK9NEpCkVEPo16LcqsJRr2WHSAiohSwCKK8II+HfG9hQ8rjId2B0IVxtd0MYPB7gobKvP5QWaesvz1B/Y3DRRdHuVbgqSXZc4ICQRF/+qAJQKgLpMnRA3WJiIiSxbeNKG+YDDp8bdoo3Di/Hu1uPyqtJgQlqd/xEHkcbkSJGZ8ecSgjUwMlF2QAcjp1TV6nBAmr1jXl7Dplvcfh4neCEqXDyaN/FoMORj3f/wEiEdmSFBqJS3Tmz2vbj+FolxcVViMunDIim0skIiLKCBZBlFfe392GB9/YiUqrCV+ZPAK3Lhzf78fI43Dp6gQBoYLskhmjsWx+HdrdflRYTRCTKMiyzWTQYdGJ1UrhWFZsRCCYe+sEIp0gnxKMELo9kg4nj8PFT4dzMBShF7kTBIS6PTpt/J/70++HAjS+fdpYmPS599ogIiJKFa8GKK8ERQntbj/a3X40HLcm9TFyOtyIknARlIZzggBgw752/OLfn6PSasLE4TasuGJaWp433X78ynYc7vSg0mpCi8uHt+9YoPaS4lI6QULsOUFyJ8gajshONA6nFEEchVMYohIAE8Vkbz7QgS0HOmHUaXHl7LHZWhoREVFGsQiivBId9XuwvTupj5HH4SKdoPScj+P0BpSCTL5gzzU+IYgvjjkQCIaKRyASOZ1rlGCEXoelynuCQsVNonQ4+efKUISI6E5QMEE4ghyLfdHUkai05U5aIBER0WDk6OUO0cBER/0mUwT5BVF5B3x4mjtB0RvxD7R3K3tYcskXR50I9Lj4TbQvRG29zwkK3S6vNnJYaj+dIAs7QTJ91M86XjjC0S4P/v3JUQDA0nnjsrUsIiKijGMRRHkleqSnozvQ5yGpAOCJOiNoeBr3BAGAM6oj4RNENDt9aXnedPr4UGev27Q5mvzVKxghfLtW2yMdLkEwgpNnBPWi0WiUojdeTPafPtiPoCjhtLoyTBpZku3lERERZQyLIMor0eNwAHCw3dPn4+ULZoNOoxwM6vYHIQQHHw/t7NGROJDkeF42bTvUBSBSQAC5XAQlGocL3V/cT0S2XNwyGCGW3A3q+XfH4w/iuQ8PAACumcfDUYmIKL+wCKK8Euyxubu/wkPeD1Rk1MfsFXEOMiY73nMcaMu9IuiTcBE0Y+ww5bZcHYdTiqBeh6XGdoL6G4fjGUGxDLrQr4GewQivbDmMLk8AY8qKsPDEajWWRkRElDEsgiinePwC/IKINpcPfkFUktuS1XN/y6GO/oqg0PMXGXUw6LQoMoYutNOxL8gVfg75TJpc6wR1+wXsanYCAGaNG4ayYiMmVNuQozUQzOHvo18QIYoS5C0skT1BoSLIGxDjdvLkYASOw8WSwxGiv2eSJCmx2EvmjsvZwpiIiGigOBdCOcMXCOLRtXsHdcBosMfm7mQ7QZZw8WM3G9DtD6a1EzRxuA0fH+pKOq0uWz494oAoAbNrh+HCKSNxzem1aHP5EQhKEMQgioy59c+DOeo14BMiP+fIOUGR+93+IEosse/xOHlOUFzyganRnaB3d7Vid7MLVpMel84crdbSiIiIMoZXA5QTPH4Bj67dixWrdym3OTyC8t/L5tcldVEud4LKi41oc/v7LTzkYITi8HPbLXocc6QnHEEeyzpphB0fH+rC/hwrgrYd7ER9pRWPXz0LT723F6vWNQ24+MyG6CLIGwj2isg26XUw6rTwB0W4fAJKeqTA8Zyg+PRxghHkLtBlM2s4PkhERHmJ43CUE3RaLRrX7Yt7X+O6fcq71f2R9wTVVhQD6L8TJAcjRHeCgPSMw8mdoEkj7UmtJds+PtSFu8+bgKfe24s/rN6tjIvJxefKNXtSHkfMJJ1WA0N4dMsrBHsdlgpEukHxwhF4TlB88jicHJG9u9mFNTtaoNGERuGIiIjyEYsgyglObyDhIaUOj9Bv1LVMCF/IyUXQoQ4PRDHx+TzdSicoXASFuwfpODBVXvNJ4SKoxemLieRW24H2bsxrqMCqdU1x70+l+MyWyIGpIuQfa2wRlDgcgecExacEI4Q7QavCb0acc2I1xpQXqbYuIiKiTMqtKxwqWDazIeFeDbtFn/RIjjwON6asCFpNaO9Iiyvx+TzdPjkYITwOF+4SDLYTJEmSciE+eliR0n042E9QQ7Z0eQLw+INoc/nTUnxmiykqJls+LDU60tvaR0y2EpHN8a4YkXE4EZ3dfrz00WEAwFLGYhMRUR5jEUQ5ISiKWDo3/kXX0rm1Soen/+cJXRmbDTqMLLUAQJ/7groDPYIRlE7Q4C7+u/1BpVNhM+sxpiz0jnquxGRvP9yFFpcP5VZjWorPbDGFE+J8ggipx54gIPFZQaIYKUoZjBBLH+4EBUQJf914EJ5AECeOsOO0ujKVV0ZERJQ5LIIoJ1iMety8oB7fPbtBuUi1W/S4deF43LygPumkMvnAR71Og5ph4cKjjyLI03McTtkTNLhxOPmCW6fVwGLQYWx5/2vJpm2HOtHu9mPHMWdais9sMRtC/2TFBiNE7o+Mw8WOHbr9glKUshMUS+4EeQNBPBMejbxm3jjl/CUiIqJ8xLdEKWd0dPtxyqgSrL9nIdrdflRYTRAlKaWEMrkTpNdqMKasCB/sbcPBdk/Cx7t9cicoUngBg+8EyWNkVpMeGo0GNWW5VQTJh6TuPO7EzQvqAWBQ0eTZYo4ah4u3J8gaDkZw9Rjjk4tao04bkzJHkWCEf318FEe7vKiwGnHhlJEqr4qIiCizWARRznh3Vyt+8LePUVZsRKXVhAunjMB3zh6f0nPIe4L0Oi1qykLjcH12ggKhi+PenaDBFkGxSWRjcqwI+jhcBI0pK4bJoMOy+XW45awGOL0B2MwGCKKYcwUQEF0ERcbhNPH2BPUIoFD2A3EUrpeyotAhuR/sbQMAXDl7LAtFIiLKe7wioJzxwZ7QRZjLJ6Dd7cfMrmEpP4d8WKpOG+m+9BVGEOkEpTcdTi6C5IvyXCqCWl0+HO70QKMBTh4VSq6Txw3LrSYAgDFHJ2XlcTifED8YIVE6nPzz4ChcLI9fwB+/NR2t4f1h7+9uxfSxqf+9IyIiGmpYBFFOkCQJ68JF0JnjK/Dm583oGsBImnzqvUEXVQT1FYwQ7hhE0uHS0wlSNuGHn29M1FpEUYJWq95+C3kUrq6iOOeCD/oTiciOvycoUTqc3AmyMR5b4QsE8ejavTFjkEvmjMOZ4yvVXhoREVHG5ebbvVRwmtq6cczhhVGnxVkTqwBgQEWQHIyg02qVwuOYwwufEP98HmUcziR3gtK8Jyg8Djey1AKdVtNvZHc2bDvUCQCYMrpU1XUMRPQ4nLInCP13gpQzgnhQKoBQB2jlmj1YsXpXzCG5f3hrd84dkktERJQJLIIoJ6zb0woAmD62FNU2M4CBFUFyMIJBq0F5sREWgw6SBBzuiB+OoIzDGdKbDtdzT5BBp8XI0tDXtV/lmGy5E3TK6BJV1zEQpqh0OAnynqDI/YkisnlGUCydVovG8KGoPeXiIblERETpxt90lBPkUbi59RUoLQpdqA6sExQJRtBoNJExtARFkBKRbZLT4UKf2+UTIAQHHg/dc08QkBv7giRJwrZwETQ5TzpB0aOFcjqcu0dEtrIniMEIAEKdyqF0SC4REVG6sQgi1UmShPXhImhOfTlKwoVIZ/fAO0Hy2Sf9JcS5w2M/cjCCLWpcqudIVSrkj43ec5MLRdDRLi9aXT7otBpMGmlXbR0DpewJEoJRh6VG7i8O7+1yJhyHYycICL0uh9IhuUREROnGIohUt/O4C21uPywGHaaMLkVJUSScQJTf7k9S9GGpAJRwhEMJCg+PEowQurg26LTK/x9MQpz8Tnp0UZVMUEOmydHYJ1TbhmQMcuxhqaHbovcEyXuweo/DxY4nFrqgKA6pQ3KJiIjSjVcEpDp5P9Cs2jIY9VqlEyRJoXf0S1JI9JI7QTq5EzSs7+6LnA4ndxCAULeg2x8cVEJcpBOUW+NwHyuhCENvPxAQ/5ygpNLh5E4Q0+EAhA4HHkqH5BIREaUbiyBSXWQ/UDkAwKTXwWzQwhsQ0dUdSKkIikRkhzoGY/o4K0gUJXgCsecEAaFxoGOOwSXExdsTNLasGIC6wQifHB66oQhA1DlB0Z2gJM4J4jhcb0PpkFwiIqJ04zgcqSooSlgfPql+Tl25cnupxQgg9XCESER27DjcgTiFh1wAAb07QcDgzgrqKxih1eVTJYJYkiRlHG4oxmMDkU5Q9M8uUSdI7hQBDEZIpMioh1GvRbnVBKNeq5yXRURElO9YBJGqPj3SBadXgM2sj9mor4QjePwpPV8kIjv00paDERxeAV09ghbkUASNJtJhACIjU4PZExQvGKGkyKCcU3OwPX5aXSYdaO9GlycAo16LE6ptWf/86SAHI0QXQfE6QaIUGpmTMSKbiIiIorEIIlV9EB6Fm11bDr0u8nIsGWBMdiQiO3RhXGTUo8Ia6ir1HImTQxEsBl3MhbRcqAyuE9Q7GAEAxpSrty9ob6sbZcVGnDjCDqN+aP7Vl88JkvdyAbGdoKKoUS6nL/Lzc3h7F6VERERUuDj7QKrquR9IJneCUi2CguFUK33UlXFNWRFECehwx3aVupVkuNi/BpFO0CCCEbzx08jGlBVh+2FHWoogj1+ATquN2c8Rb5xJftzE4Ta8d9dZ2NPsGvTnVosyDueP3wnSajUoNurg9gdDZwXZQmOASieI43BEREQEFkGkIr8gorPbj7JiI+b0KIJKB3hWkBB1WKrspxechAnDbXB4BPgFUSkW/EIQp44rQ5XdFPMckT1BAxuHC4oSTAYdRg8rgs0U+1espqwIZcVGeAe5J8gXCOLRtXv7TfaSH/d/Ww/BrNfDKwi4eOoonFBtG5Ib4OUiKHpPVXQnCAjFZIeKoNBjvAFRCczgOBwREREBKhdBy5cvx8svv4wvvvgCFosFc+fOxQMPPIAJEyaouayUJfuO/FDl8gZg1Ovg8ARgtxjgF4KwDvJi0uMXoNVq8MdvTUe51Qj0OA6oJIluTLzv+5jyInx6xKF0gnyBIN7e0YzFjRuUYuGOcybgkpmjUF9lxf9eNxsObyCmOJK7BWa9dkA/W7dPwHt3nYU2lx9WswHdfkH5mG/OrMGtC8ejszv2c6b6vXt07V6sWL1Luc3hEZT/Xja/DkVGPTx+AS9sOoSTR9mxbP6ZaHP5UW414r1drfjrxoO4dOboIfc6Nevlc4Ii+32iO0GAvC/Ip+zLkscadVqNcgYUERERFTZVr4DWrl2LW265BbNmzYIgCPjRj36Ec889F5999hmKi4vVXFrSkn1HfqjyBoJ4/N29WLWuSfn6lswdh5sXNAz4sM1kvmcl/XSCEj3Hn645FZc9th56nUYpFv6werfycZVWMy6eMhKiCDz+zl4880FTrzWMLrWgvtKKmxbUp/yz9QWCeOq9fb0+5pYF9ZAA/N/WwzHfy/6eT5IkuP1BdLj9aHP74fT6ceq4cjSu2xf38Y3r9uGWsxoAADqtFhdOGYnG9/fhjhe3KZ9z8ZxxWDqvFnrt0NsXlFQnqMdZQXIhbTPrexVMREREVJhULYJee+21mP9etWoVqqqq8NFHH+HMM89UaVXJS/Yd+aHK5Q3g8XdjiwiHR1D++4Yz6lLuCCX7PSvtIxihr+cQJQl3fXkC9DoNdFptr2Lh7vMm4KjDi39/chQPv7W718cDwDdmjMbd503Ak+/tS/iYJfPGxWzOB4Aiow6r3m+Ku67zTh6O/2w/1ut7uWL1LkiQcP4pI/DXjQfR7vbH/Glz++EXIl2PCdU2PLl4ZsLkOodHQLPTC6c3gBElFjS+3/trkP/7utPrhlxAQqQIig5G6NEJMsaeFcQzgoiIiKinnLoC6uoKnWFSVlYW936fzweHwxHzR03xLrJljev2Dcl32qMZ9TqsWtcU975V65pg1KfeCUr2e2bvIxihr+d45oMmnD6+AiatDk5vIKZYKCs2Yl5DBcaWF+GZD5oSrqHabsK8hoo+H2PSa3Hhw+9h3q/ewrxfvYULH34PJn38dZUVGzGmvCjhmleta0JNWRH+vvUI/r71CN7d1YpPjzhwtMurFEBmgxajSi0otxpRYTUl3OBvt+hRVmzE2PJiFBn1Cb+GZz5oijkgdqhQDksVosfhYh9TrHSCQoWSg2cEERERUQ85c1UgiiJuu+02zJs3DyeffHLcxyxfvhz33XdflleWWM+L7GgOjwCnN4Byqynu/UOBw9P31+fwBlCR4teX7PestCgUa90Zpwjq7zna3X6UFhlgMxpgt+iVx1ZaTXB4AggEpT4/vtsXhNsv9Ps5RpWalZGrUaVmtLn8cT+m0mpKeJ/8fF2eAG5Z0ABRklBWbESZ1YiyIiPKio0otxpjOooev4Clc2tjOk6ypXNr4RNEiKKEoNj31zAUX5/xRjA1iK2CrKbQY1zhiGyeEUREREQ95UwRdMstt2D79u147733Ej7mnnvuwe233678t8PhQE1NTTaWF5fNHHuRHc1u0Q/5M0nslr6/voFcVCb7PesrGKG/5ygrNkIDDYKiGFMstLh8Soepr48vNulhMmj7fEyVzYxXv3tGzO1+QYz7MS0uH8qtxj6fr7zYhGvPqO11XzwWox43L6gHgIT7lfyCiKAo5d3r0xyn+xgvHQ4AXD07QUPw6yUiIqLMyIl5re985zv45z//ibfffhujR49O+DiTyQS73R7zR03yRXY8S+fWQhDFuPcNFX4hiCVzx8W9b8nccfALwbj39SXZ71kkGMHf63F9PcfiOePw3q5W6HUapVi4deF42C16tLv9WL+3DQfaurF4Tvyva+ncWngCQby/u7XPx8T72SZaV7vbjwNt3Wl9rZgMOiybX4dNPz4HH/1kETb9+Bwsm1+nBCwERRH729wpfw25Tj4sNVqvPUF9BCMQERERASp3giRJwne/+1288sorWLNmDWprk3snPFck8478UGY1G3DzglDSWLrS4eTvmQSpz5Q0+Zwgtz+IQFCEIercH+U5JAmrPohd1+I543DZY+txzknVACLFwi1nNSgx15Ik4YYz6wAgbjqcVqvBr/6zAy8sOw1ajSbpn21fr4e6iuK0v1bkETl5pM2I2O9RXUVxn1/nUHx9mvRaaDSAFBWp3nNPkNXYowiSgxEs7AQRERFRiKpF0C233ILnnnsOf//732Gz2XDs2DEAQElJCSwWi5pLS5p8kX3Tgnq0unyosJogStKQvMCM549v7cI3Z43Bd84aD4c3ALvZAI9fGHA8NhD6np1zYjVunF8Ph0dAWbERgijGfM+iL1gdnt57V/Q6LabWlGL9goXocPsxrNiIvS1uXPbYejS1uWOikHsWCwAgShJunF+P7549PuYMIHkNRzo9uOyx9Xhy8Uwsm1+HDncAlTZTr3XG+9p6Fl2CKMIY/ph492XqtWI06BDs5+scajQaDUx6bRLnBEXS4ZwchyMiIqIeVB2He+SRR9DV1YUFCxZgxIgRyp/nn39ezWWlrMiox6Pv7MG1qzbhkTW7h3QsdrQDbd3449t7cOZv3kaby4sn39mLL694B+/tbhv0cz/81m6c/sDb2NjUBqNe2+t7ptNqlPGleOEI2w934ZpnNuHLv38H7+xswekPvI0fv/IJ9rS4oOu5SSQOizG098eo16Lcauq1BrtFjz0tLvzto4M4/YG38bv/7oi7zniKjImft6/7MqG/r3Moii7A4/2oE50TxHQ4IiIikqk+DpcvgkEJO447Mae+XO2lpM0Lmw4CAE5vqMCI0iK0uPzY2+LGnhbXoJ/7uMOLdrcfZkPil2CJxQCnV4gbk/3e7lYAwMQRdtRWWtHu9iuPMyRRBPXHbjbguMOHA+0etLv9yuZ6Up8p6myjnvuBgN6dIPlnNxSDIIiIiCgzciIYIR/Ie1b8waG32TweISjixY9CRdDls8YAABqqrACA3c2DL4KOdnkBAMPt5oSPkcMRurp7F0Hv7GwBAJwxvgKnjCqBVgMExVBRnUwnqD/yON6BNjcAKIe3kvpiO0HxiiA5IjucDqdEZLMTRERERCEsgtJELoICQn4UQRubOhAIhs6skUMG0lUEBYIiWlw+AMDwksRFkFx49OwEuX0CNh/oAACcPr4SxSY9JgyPJAVGhygMlHzBfKC9GwAwjEVQzoiJyY5T78pjlG5lTxCDEYiIiCgW3xpNE4MudDUWGOKdII9fgE6rxdjyIrx311nY1+qGMTx+JBdBe1tdEEUJ2gF2XFqcPkhS6HtWXmxM+DilE9SjCNqwrx2BoITRwywYV14EAJg2phSfH3UAAPS69HWCOsJdKPnwVlKf2RA9Dtf7/l4R2QxGICIioh5YBKWJ0gkKDt19Tr5AEI+u3dsrwrmh0gqTQYeaYRYYdaFkrsOdHtSUFQ3o88ijcFU2c5+FVIklVHh09hiHe3dXaD/QGeMrlGSwaTWleO7DAygrNuKEatuA1hWt5wUzx+Fyh6m/cThjjz1BPCeIiIiIeuBVQZoM9T1BHr+AR9fuxYrVu5TbHB5B+e9l8+tQZNRjXEURdh53YXeLa8BF0HFHqAga0ccoHJC4E/TurtB+oNMbKpXbTq0twxNXz8C8hgq0u/3wCyIEURxwElrPJLFSCztBuSJ6T1C8ElpOh/MJIrr9AnzhEVWOwxEREZGMe4LSRB6HE4ZoEaTTatG4bl/c+xrX7YNeGzsSt2cQ+4LkTlB1P0WQ3H3p9PiV2451ebGr2QWNBpjXEEniG2434+NDXTht+Wqc/sDbmPmLN/DY2r3wBYIDWiM7QbnLnGQ6HAAc6Qy91jQawGbiez5EREQUwiIoTeR9M0N1HM7pDcDhiR8D7fAIyubyhsrBhyMc6/IAAEb0kQwHRDpBjqhOkByNPXlUibJPx+MXsHLNHjz81m7la5C7WCvX7EG3P/V4655dAxZBuSOmExSnFWTUa2EMd2aPhl9rVpN+wHvYiIiIKP+wCEqToT4OZzMbEh4mabfolTNW6uVO0CDOCjrm6D8ZDog/DqeMwo2vUG5LtouVit6dII7D5YqYYIQEhY0ck3003AliKAIRERFFYxGUJpFghKFZBDm9ASyeMy7ufUvn1kIQQ19XfRo7Qf0VQaXhIkgORhBFCe/vlkMRIvuBku1ipaJnQciI7NzR354gALCGQxCOhF9rDEUgIiKiaCyC0mQoR2R7A0Hc/dLHWDJ3HL53doNSANgtety6cDxuXlCvBAzUV1qh0YSio9vCZ/2k6liSwQj2Hp2gL4450eryo8iow/Qxw5THJdvFSkV058Co08ISdeFN6urvsFQgkhB3LLz/jKEIREREFI1vj6ZJ5LDUobEnSD4PyOkNoNikx6Uza3Dfq5/h/osn4Ttnj4fTG4DNbIAgijGRxBajDqNKLTjU4cHuZhfKraaUPq8oSjjeJY/DWfp8bCQYIVQEvbc7NAo3u7ZM2YMFAEFRxNK5tTHJdjK5i2VMsd6PvmguLTIoUdykvuhghEQ/Fzkh7kgXx+GIiIioNxZBaTKUxuHinQe0eM44LP/6KUqyllzcxCse6iutONThwZ4WN2bXlfe6vy/t3X74gyI0GqDK1ncBJe8J8gsivIGgcj7Q6VGjcABgMepx84J6AOh1xtHNC+pjirhk2aPGpxiKkFtizwmK/xj5dXy0MzQOl6hTSERERIWJVwZpIo/D5XowQqLzgB5+aze0Go1yHlBfGqqsWLuzZUD7guTxpAqrSSkcE7Ga9NBpNQiKEpodPmzY1w4AODMqFEFmMuiwbH4dbjmrIWEXKxXRI3QMRcgt/aXDAVGdILkIYieIiIiIonBPUJrIF/RCjkdkpyNJTT4raPcAEuLkImh4P/HYQGjUSe4GvfH5cfgEEdV2k/L5eyoy6mHUa1FuNcGo1w74oFQgFLM8ssSMCdU2jC7te2yPsismHS7RnqBwOpzbHzonys5gBCIiIorCK4M0iZwTlNudoGSS1Prb5zOYA1PlUIT+kuFkJRYD2t1+/PPjIwCA0xsqs7I/x+MX8OYd89Hm8qPSZkK3XxhUUUXpY9YnEYzQ42BUBiMQERFRNF7VpclQOCfI7RNQZNLDbtHHLYSSTVKTY7IPd3pSLg7kTlB/yXAyuRO05UAnAODME3qPwqVbvD1Tg9lfROmVzDicrWcRxHE4IiIiisJxuDTJ9Yjs3c0ufPX/ex/v7WpJ6jygvpQVG1FWHNons7fFndI6joaLoOokxuGAUBFUVmzEhGobyoqNmNeQ2SLI4xewcs0erFi9SykUHR4BK1bvwso1e9Dtj99Fo+yJHodLVAT17gTx/R4iIiKK4JVBmkTS4XJvT9C/Pj6KH/5tG9z+IJ54Zy9WXXMqtBrNoDodDZVWbHC3Y3ezCyePKkl6LceTPCNIdtui8Zgw3IY2lx8VVhMkZPb729+eqVvOasjo56f+JXVOUI8iaCBnRREREVH+YhGUJnIRFBQlBEUJukTZvVkUCIpY/u8v8PT7oYv60+rK8PAV01Fk1A86Sa2+yooNTe3Yk2I4wtGuUFpXMsEIvkAQb3/RjMWNG7I2lpaOPVOUWckEI1g5DkdERER9YBGUJvI4HBAqPnRadfeOHOvy4jvPbcam/R0AgBvn1+P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           );&#10;        \"></iframe>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "text/html": {
+       "text/html": {
+        "isolated": true
+       }
+      }
+     },
      "output_type": "display_data"
     }
    ],
@@ -111,6 +120,13 @@
     "# plt.show()\n",
     "maidr.show(line_plot)"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
@@ -129,7 +145,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.2"
+   "version": "3.12.6"
   }
  },
  "nbformat": 4,
diff --git a/example/scatter/example_scatter_plot.ipynb b/example/scatter/example_scatter_plot.ipynb
index 0c713a9..2d419d0 100644
--- a/example/scatter/example_scatter_plot.ipynb
+++ b/example/scatter/example_scatter_plot.ipynb
@@ -6,22 +6,35 @@
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x600 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Using matplotlib backend: <object object at 0x107d7f5a0>\n"
+     ]
+    }
+   ],
+   "source": [
+    "%matplotlib auto"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
     {
      "data": {
       "text/html": [
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-     "metadata": {},
+     "metadata": {
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@@ -50,26 +63,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
-    {
-     "data": {
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       ]
      },
-     "metadata": {},
+     "metadata": {
+      "text/html": {
+       "text/html": {
+        "isolated": true
+       }
+      }
+     },
      "output_type": "display_data"
     }
    ],
@@ -96,6 +105,13 @@
     "# plt.show()\n",
     "maidr.show(scatter_plot)"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
@@ -114,7 +130,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.2"
+   "version": "3.12.6"
   }
  },
  "nbformat": 4,