{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b8cd08fa",
   "metadata": {},
   "source": [
    "# Week 11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ca6f105a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "452186fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>29.03</td>\n",
       "      <td>5.92</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>27.18</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>22.67</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>17.82</td>\n",
       "      <td>1.75</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>18.78</td>\n",
       "      <td>3.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Thur</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>244 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     total_bill   tip     sex smoker   day    time  size\n",
       "0         16.99  1.01  Female     No   Sun  Dinner     2\n",
       "1         10.34  1.66    Male     No   Sun  Dinner     3\n",
       "2         21.01  3.50    Male     No   Sun  Dinner     3\n",
       "3         23.68  3.31    Male     No   Sun  Dinner     2\n",
       "4         24.59  3.61  Female     No   Sun  Dinner     4\n",
       "..          ...   ...     ...    ...   ...     ...   ...\n",
       "239       29.03  5.92    Male     No   Sat  Dinner     3\n",
       "240       27.18  2.00  Female    Yes   Sat  Dinner     2\n",
       "241       22.67  2.00    Male    Yes   Sat  Dinner     2\n",
       "242       17.82  1.75    Male     No   Sat  Dinner     2\n",
       "243       18.78  3.00  Female     No  Thur  Dinner     2\n",
       "\n",
       "[244 rows x 7 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = sns.load_dataset('tips')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "37220562",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "18c1949c85bc436ab4165b8cab82a010",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(FloatSlider(value=0.15000000000000002, description='a', max=0.2, min=0.1, step=0.01), Fl…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from ipywidgets import interact, fixed\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "plt.style.use('ggplot')\n",
    "sns.set_context(\"notebook\")\n",
    "\n",
    "\n",
    "df = sns.load_dataset('tips')\n",
    "\n",
    "def tip_plot(a, b):\n",
    "\n",
    "    predict = a*df['total_bill'] + b\n",
    "    cost = ((predict - df['tip'])**2).sum()\n",
    "\n",
    "    plt.figure(figsize=(12,7))\n",
    "    sns.scatterplot(data=df, x=\"total_bill\", y=\"tip\", marker='o')\n",
    "    x = np.arange(0, 55)\n",
    "    plt.plot(x, a*x + b, c='b', lw=5, alpha=0.5)\n",
    "    plt.ylim(0, 11)\n",
    "    plt.title(f\"a={a:.2f}   b={b:.2f}   C(a, b)={cost:.2f}\", fontdict={'fontsize':20})\n",
    "    plt.show()\n",
    "\n",
    "interact(tip_plot, a=(0.1, 0.2, 0.01), b=(0.0, 1.0, 0.1));"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ba375bc",
   "metadata": {},
   "source": [
    "## Gradient descent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3994e977",
   "metadata": {},
   "outputs": [],
   "source": [
    "import plotly.graph_objects as go\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "\n",
    "def descent(Df, x0, l_rate=0.1, nsteps=1000):\n",
    "    '''\n",
    "    Performs gradient descent of a given function f.\n",
    "\n",
    "    Df:\n",
    "        Differential of f\n",
    "    x0:\n",
    "        The xtarrting point.\n",
    "    l_rate:\n",
    "        The learning rate.\n",
    "    nsteps:\n",
    "        Number of iterations to run.\n",
    "\n",
    "    Returns:\n",
    "        A list of points computed during steps of the gradient descent.\n",
    "    '''\n",
    "\n",
    "    x = np.array(x0, dtype='float')\n",
    "    path = [x]\n",
    "    for i in range(nsteps):\n",
    "        Dfx = np.array(Df(x))\n",
    "        x = x - l_rate*Dfx\n",
    "        path.append(x)\n",
    "    return path\n",
    "\n",
    "\n",
    "def plot_descent(f, xlim, ylim, path=None, levels=20):\n",
    "    '''\n",
    "    Creates contour plot of a functions and the path\n",
    "    computed by gradient descent applied to the function.\n",
    "\n",
    "    f:\n",
    "        Function to be plotted\n",
    "    path:\n",
    "        List of coordinates of points computed by the\n",
    "        gradient descent algorithm.\n",
    "    xlim, ylim:\n",
    "        Tuples with limits of x- and y-values for the contour\n",
    "        plot of the function.\n",
    "    levels:\n",
    "        Specifies levels of the contour plot.\n",
    "    '''\n",
    "\n",
    "    plt.figure(figsize=(8, 8))\n",
    "    x, y = np.meshgrid(np.linspace(*xlim, 1000), np.linspace(*ylim, 1000))\n",
    "    Z = f(np.vstack([x.ravel(), y.ravel()])).reshape(x.shape)\n",
    "    plt.contourf(x, y, Z, levels=levels, cmap='bone')\n",
    "    plt.contour(x, y, Z, levels=levels, colors='gray')\n",
    "    if path is not None:\n",
    "        plt.plot([x[0] for x in path], [x[1] for x in path], 'ro-', ms=4)\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "def plot_descent_step(f, xlim, ylim, path=None, levels=20, last=None, step=1):\n",
    "    plot_descent(f=f,\n",
    "                 xlim=xlim,\n",
    "                 ylim=ylim,\n",
    "                 path=path[:last:step],\n",
    "                 levels=levels)\n",
    "\n",
    "\n",
    "def plot3d(f, xlim, ylim):\n",
    "    x = np.linspace(xlim[0], xlim[1], 400)\n",
    "    y = np.linspace(ylim[0], ylim[1], 400)\n",
    "    X, Y = np.meshgrid(x, y)\n",
    "    Z = f(np.array([X, Y]))\n",
    "    fig = go.Figure(go.Surface(x=X, y=Y, z=Z, colorscale=\"picnic\"))\n",
    "    fig.update_layout(autosize=False, width=800, height=600)\n",
    "    fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "904f34ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "def p(x):\n",
    "    return 2*x[0]**2 + x[1]**2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "79f7e9d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "plot3d(p, (-5, 5), (-5, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "0638f24f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def Dp(x):\n",
    "    return [4*x[0], 2*x[1]]\n",
    "\n",
    "\n",
    "path = descent(Dp, x0=[2, 2], l_rate=0.1, nsteps=50)\n",
    "\n",
    "plot_descent(p, \n",
    "             xlim=(-5, 5),\n",
    "             ylim=(-5, 5),\n",
    "             path=path,\n",
    "             levels=40\n",
    "            );"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e574aa5c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[array([ 2., -3.]),\n",
       " array([ 1.2, -2.4]),\n",
       " array([ 0.72, -1.92]),\n",
       " array([ 0.432, -1.536]),\n",
       " array([ 0.2592, -1.2288]),\n",
       " array([ 0.15552, -0.98304]),\n",
       " array([ 0.093312, -0.786432]),\n",
       " array([ 0.0559872, -0.6291456]),\n",
       " array([ 0.03359232, -0.50331648]),\n",
       " array([ 0.02015539, -0.40265318]),\n",
       " array([ 0.01209324, -0.32212255]),\n",
       " array([ 0.00725594, -0.25769804]),\n",
       " array([ 0.00435356, -0.20615843]),\n",
       " array([ 0.00261214, -0.16492674]),\n",
       " array([ 0.00156728, -0.1319414 ]),\n",
       " array([ 0.00094037, -0.10555312]),\n",
       " array([ 0.00056422, -0.08444249]),\n",
       " array([ 0.00033853, -0.06755399]),\n",
       " array([ 0.00020312, -0.0540432 ]),\n",
       " array([ 0.00012187, -0.04323456]),\n",
       " array([ 7.31231688e-05, -3.45876451e-02]),\n",
       " array([ 4.38739013e-05, -2.76701161e-02]),\n",
       " array([ 2.63243408e-05, -2.21360929e-02]),\n",
       " array([ 1.57946045e-05, -1.77088743e-02]),\n",
       " array([ 9.47676268e-06, -1.41670994e-02]),\n",
       " array([ 5.68605761e-06, -1.13336796e-02]),\n",
       " array([ 3.41163456e-06, -9.06694365e-03]),\n",
       " array([ 2.04698074e-06, -7.25355492e-03]),\n",
       " array([ 1.22818844e-06, -5.80284393e-03]),\n",
       " array([ 7.36913066e-07, -4.64227515e-03]),\n",
       " array([ 4.42147839e-07, -3.71382012e-03]),\n",
       " array([ 2.65288704e-07, -2.97105609e-03]),\n",
       " array([ 1.59173222e-07, -2.37684488e-03]),\n",
       " array([ 9.55039333e-08, -1.90147590e-03]),\n",
       " array([ 5.73023600e-08, -1.52118072e-03]),\n",
       " array([ 3.43814160e-08, -1.21694458e-03]),\n",
       " array([ 2.06288496e-08, -9.73555661e-04]),\n",
       " array([ 1.23773098e-08, -7.78844529e-04]),\n",
       " array([ 7.42638585e-09, -6.23075623e-04]),\n",
       " array([ 4.45583151e-09, -4.98460498e-04]),\n",
       " array([ 2.67349891e-09, -3.98768399e-04]),\n",
       " array([ 1.60409934e-09, -3.19014719e-04]),\n",
       " array([ 9.62459607e-10, -2.55211775e-04]),\n",
       " array([ 5.77475764e-10, -2.04169420e-04]),\n",
       " array([ 3.46485458e-10, -1.63335536e-04]),\n",
       " array([ 2.07891275e-10, -1.30668429e-04]),\n",
       " array([ 1.24734765e-10, -1.04534743e-04]),\n",
       " array([ 7.48408590e-11, -8.36277945e-05]),\n",
       " array([ 4.49045154e-11, -6.69022356e-05]),\n",
       " array([ 2.69427092e-11, -5.35217885e-05]),\n",
       " array([ 1.61656255e-11, -4.28174308e-05])]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "80ac9851",
   "metadata": {},
   "outputs": [],
   "source": [
    "def p2(x):\n",
    "    return 50*x[0]**2 + x[1]**2\n",
    "\n",
    "def Dp2(x):\n",
    "    return [100*x[0], 2*x[1]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f18ca95b",
   "metadata": {},
   "outputs": [],
   "source": [
    "plot3d(p2, (-5, 5), (-5, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d6f838f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "path = descent(Dp2, x0=[2, 4], l_rate=0.015, nsteps=1000)\n",
    "\n",
    "plot_descent(p2, \n",
    "             xlim=(-5, 5),\n",
    "             ylim=(-5, 5),\n",
    "             path=path,\n",
    "             levels=40\n",
    "            );"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "560d5263",
   "metadata": {},
   "outputs": [],
   "source": [
    "def h(x):\n",
    "    '''\n",
    "    Himmelblau's function\n",
    "    h(x, y) = (x^2 + y - 11)^2 + (x + y^2 - 7)^2\n",
    "    '''\n",
    "    return (x[0]**2 + x[1] - 11)**2 + (x[0] + x[1]**2 - 7)**2\n",
    "\n",
    "def Dh(x):\n",
    "    return np.array([\n",
    "        2 * (x[0]**2 + x[1] - 11) * 2 * x[0] + 2 * (x[0] + x[1]**2 - 7),\n",
    "        2 * (x[0]**2 + x[1] - 11) + 2 * (x[0] + x[1]**2 - 7) * 2 * x[1]\n",
    "    ])\n",
    "\n",
    "\n",
    "def r(x):\n",
    "    '''\n",
    "    Rosenbrock function\n",
    "    r(x, y) = (1-x)^2 + 100(y-x^2)^2\n",
    "    '''\n",
    "    return (1-x[0])**2 + 100*(x[1]-x[0]**2)**2\n",
    "\n",
    "def Dr(x):\n",
    "    return np.array([-2*(1-x[0]) - 400*(x[1]-x[0]**2)*x[0], 200*(x[1]-x[0]**2)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "08672baf",
   "metadata": {},
   "outputs": [],
   "source": [
    "plot3d(h, (-5, 5), (-5, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "262e5a52",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeYAAAHUCAYAAADvIYtpAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8/fFQqAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOz9Z7BkaXrfB/6ON+ndzetded9upsf0DBwxAEmAIEUJK3EpG1iJBCUCYlBLxUpBEdJSogPV0i4idveDIjb4AaBAcglwMIPBAOOnZ9q76uq6Za73N73PPG4/vJknM+veqq7qrpnpgeqJeO85aW7mcXn+7/M8/+f/SEEQBDyxJ/bEntgTe2JP7GNh8o96A57YE3tiT+yJPbEnNrQnwPzEntgTe2JP7Il9jOwJMD+xJ/bEntgTe2IfI3sCzE/siT2xJ/bEntjHyJ4A8xN7Yk/siT2xJ/YxsifA/MSe2BN7Yk/siX2MTP1Rb8DA/rff/tfUDjZAVukpCVSvjux36WLjo2DSAKDeNZEkn5jexQ8kynWVAEhFHRQZyjVodiBqQjIOngcHBZduNyBiyWQzCpIEhUKPcsVFkiCVUsmkdQCOjtoUCm18HzRNZmLCIpUyCAIoFFocHjbo9TwANE0hm7XIZGw0TcF1fYrFBsVig3q9O7Z/0ahBImGTSFjEYgYAQQDNZpdarUWj0aZSadPrOQ88TrquYhgauq6g62KpaSqapqCqgyEjyzKKIiPL0kOfgyAI8LwAz/PxfR/PE8N1PVx3sPRwHA/HccNlr+fhef5DfYcsS8RiFqap9YeObRuYpoaijM8TOx2HTseh3XZot3vhuuue/F2SJBGPm1iWhmVp2LZYV5ThMXBdn3bbodNxabfdcN33T64ajETEZ5mmimXpmKaKqg4/z/eh23Xpdj06HY9uV4xe7+RtlGUJ21YxDAVdV7AsFU2T0bTx8+R54Dg+PcfHcQKc/rLXE+fofqbIYBgKmg6qIj5X0xVURUJVQTrhcvB9cD3wvQDXC/A88PwAz+0vPcR18XCnGABDl5BlUGQJSRbbJcviucFSUcRSkkCWTt62+1kQgB+I5WAdHwJOeH5kPeD482Of1X/9UUyVQVHE9g/2RZZAGuybPHxOViRkKXio/fUD8H1pfBlI+L547PUfi+0VH6bIPqoMshyg9IeqSijS8ZPnBRJeIOP7Ml4g4/kSft9XUyQPVQ5QJB9VCZDxhsceCQ8VHwUfFQ8FGR8FB1UOkP2eOLhAIKn4so4v6wSoyEEP2e+OvEcCzQDVAkUHt4PkdQgccf+UNAPZjIGqE3SbYngukqKiRZNIhoXfruM0a+D7qFYEPZnGdx161RJ+r4dqWti5CdxOl3bpiMDzsDJZzESC1tEh3XodIxolNjVFu1igWSpjRKMkZ6ap7e3TrtWI53LY8TiH6+tIksTU8jLVw0PqlQoTs7MowN72NulcDjsaZXttjVQ2SyQSYXtjg/zUFAQBB/v7nDp1inq9zl/5K3/lvude+rjUMb/4v/w/qFSr9NQ0qtdA8dt0AhsPDYsaANWuhSL5xPQOXiBTqCoockA65gJwWIJuDzIJiEWg1YHdvR5BABNZhURcod3x2dpq0+sF2LbMzLSJYchUqw4bGzUcx0dRJKanbXI5iyCA/f0Gu7viNYBoVGd6OkY6bQFQqXTY3S1TLDbCH7UAfJtsNkYmE0HXVYIgoF7vUCjUKJebVCrNEwFBliWiUZNo1CQSMYlEDGxbxzT1Y+Dl+0EfHF1c16PXdUIAHQCr7/v4QUDgB4OfCyAhIcBMkiVkWUKRZWRFALqqCIDXdF0sR4D/JPM8n27Xodt1QkAVYwCovQ8Eb01TsG2jP3QiEYNIxMK2NWR5uN+9nkuz2aPV6tFsdsPl/QBb15XwGEYiBtGoiW2PTwS6XZdWyxkb7bZz4k1aVWUsS+2Dv0YkYmCaAmhHz0un49HpuP3lcP2kz5QkAaiDYZoKlqWh6wJcJUka+2wB0j49J8AZLB3/A4FblkHTpP45lVBVCU2VUDUZXZNRVAlV4b4TOs8bB2pvFMj7z/s+eL4Aes9/NKATwN0Hb2n8cQhyI6+J5/qPVTkEvFGwfxTAH5jvHwftMcD3T3jN74Pp6Lo/fM+J+zuyj8p9lpoqIctBCPDHtrX/PZ4v9Qd4noQ78njwXarSB2tFDF0FWQrCYxT0wd71FbxAxvXFCJBQZR9V8lBlH03xkftgHwTgo+Ki4vWHjI+KgyZ7SEEPCQHoAqRNfElHwkPxOshBFynwxL1JtUCPgKKB00ZyWuD1AAnJjCJZcfA9pF4Dr90AJNRoHDWWwu92cGtFfNdBMUyMTB6CgG7pEK/bQbVs7Mlp3FaT9tEBQRAQnZxCsyPUd7ZwOx0iuRx2JkNlfR2n0yE5M4Nu2xRWV0GSmD5zhnqhQPXoiNTkJHY8zs7t25i2zezyMmvvv4+iqiyfO8fdGzeQZJlT586xcv06kWiU/NQUd1ZWuHDxIr/87/w7973+Pj7A/OL/wlFLRfY7qF6DbmDhoGPfB5SPqgq6EpCKufg+7BfEBTqRAtOAYsmjWPbQNZia1NA1ODpyODzqIUmQz+tk0hqOE7CxUaNWE57qxITF1JSNokgcHjbZ2qqGgJxMmszMxInHDVzXY3e3yu5uhW7XDfcjHjfJ5+PkcrG+F+1RKNQ5OqpRKNRxXW9svyUJYjGr703bxGIWkYgR3og9z6fV6tJotGm1OrRbXdrtHu12j263R6/n8sM0WZbQdBVD19B1DcMYDtPUsWyjvz4OpiAAtdMRgNpu92i1uv317tgxPMksawDUYqISi1nYtj42URDg2qXZFEA9WN7PGzZN9RhgW5YWglIQBLTb7hhQt1rCwz7JFEUa8dYHwK2j63J4PoNAAOq9oN3teuF1dpIZhoyuK/eAt/C2Rz14GAK3E3rbI+uuWPof4P3KMqiqAG5VkQRg99dVVUJRJDRNFl6vAvID0M8PAnxvAB5B3+MbAfDwuQGQDR8HfhACz4e9U0kI73XgxcrSEOQHwB4C+eD1e94vPHx5/P8eEfiH+zdc90bWh8djfDm2L5IAbEURS1UR66oiAFxRjnvjQSA+x/MlXK8/+uuDz1dlUFUfbQSwFXl4wAVYy7i+Ei7F/3losoeuBsiICOQ4UGt4KCi4AqglF6nvffuShi+beLKBRIDsd1D8Th+kJdBs0CJiZ5ymAOnAB1VHthJImkHQaeC3axD4yKaNFs9A4OPWinjdDrJmYGbzAHSLB3i9Llo0RmRiim61TLt4hKyqxGfm8H2P+s42AKnFRXzXpbK1happ5E6fpnl4SK1QIJ7LEctm2bt1C1lRmD9/nr27d+m0WixeuEBpb49qucypCxco7O9Tq1Q4d/kyG3fv4rouZ8+fZ2dzk1/7tV+7/zX7cQHmf/L//N+oVGtobpVeYNDFxKaOTEC1ayJLwTgoqwHpqIvrSewXxIwvnxEX6P6hS73hE41ITE6o+D5sbXdoNj1MQ2Z21sQ0ZQ4P2+zsNPB9iERUFhZiWJZKtdpjba1Iuy1uwPG4wfx8gljMoNt12doqsbdXDW/4qiozOZlgaiqBbet4ns/hYZX9/Urfix4/xLGYSSYTI5WKkkzaIbh0Og6VSoNarUmt1qJea9FqjYfEH8ZODmnLSPLQSwYICIQH4AfCq/aD0Mv2POF13w/UHsYMQ8OydCzLwLIN7P4yGrUwTX3MK3NdLwTqZrPTB9Yurdb9gXXwHdGoEUYXYjGbSGQYWQiCgE7HodEYBewu7fbJKQNJGp0EDAHbNIdZH8/zxwB7ANqDFMe9JstSPxSu9oFbxbZ1DEMdC7N7XkC364ZAPbp8sBcshcCt68OlaWqhVyzdgx6eF+C6ArBdN8BxA1yn/5wrnnPdDwbw4TaIiclw3PNYFs/JitS/LqXQI3zYdEsQBKG36gfHQdv3gzHvVawHofd68nuCkdc+HPiHHvpouF4aro+H8cVxEcdg3GO+n4nowwBc6UcoRPphdH1021VlZKhiqeuSCDWPfFcQgOtJON4QtJ0+YEsSaEoghhpgaEEI1kFA6FE7voLrK/iBhCZ7qLKHofrIeH2glnBRcdHxUJEI+t60ixyI36Evqfiy1QdpH8VrI/sdJAICWQE9KoDa7SG7DRHqliRkK45kxgmcNkG7SuA6yJqBmsgiyTJurYDXaSPrBmZ2EnyfTmEf33UwkmmsTI524YButYJm28Rn5+mUizSPjtAjEZILC9R3dmhXq8QmJrDTKY5u30GSZWbOnaO0vU2jUmFqaQnfdTnY2iI3PY2q6+ytrzMxM4OuqmxvbLBw6hSNWo1SocAnPvUp/uwXvnD/a+rjAsz/+Lf+vzQL6wSSTtO3sWig4FLrWRBA3GiHoGyoAamoi+NJ7B8FKApMZgAJdvYcOp2AdFImm1Fpd3w2Ntq4bkAqpTI1aeB5AWtrNep1B1mGmZkouZyJ4/isrpYolzsA2LbGwkKCZNKi23XZ2Ciyv18NfwC2rTM7m2JiIoaiyFSrbba3CxwcVMfCtrIskcnEyOXiZLMxDEMDoNHoUChUKRVrlMsNOp3eA4+RpinYEVMAnGVgWjqmoWGYOrquousqmqYeuwl/FBvkmB3Hxem59ByXXteh2+svw/B1j07ng8PVA5MkMC2DiN0P148Aq2lqYx5mu92j0RBg3Wh0wvUHXbqWpRONmsRiZn9pY1naWCRCfF439K4bje59t1+WpXvAWoTYR8PXrusf867bbeeBnvAgz2yaWn+pHvOyB589yF93u/5ILvv++ezRY61pcp+PIPfD430AN1QRylalEwHS9wVAD4Dcdft56HuX4XjgptzXhjnnYW46BDplZF0aBbkRT/ZeT1d6eMA/ts99MB8C+L3gPeLR98H+3gnC0At+eI8/nMzII+sKImIRRiiGIe57bQDa7mC4w6UzAtwiPA6aApom1nVNgHd4DHxw+iDtuEPgliTQ+0BtGsJjHhxmz5dwfEUMTwEEUGuKi654yJLYAC9QcNFxELwelR76GEhreIqNLxnIQQ+VDpLbGYa6jRggQa+B5DQBkIwIkp1E8l2CVgXf6SKpOloyiyQruNUCXreNYliYuUm8ToduSYSzrVwe3Y7Q2NvG63axcxOYiSS1rQ3cbpfE7CyKrlNeX0dWVSZOn6a+t0ejXCYzN4eqaRysrhJJJMjOzLD5/vuYkQjTi4usvvcedizG5MwMd99/n2w+j2Wa1CoVfv3Xf/2+18LHBphffPF/pVKt0QiimLTRpB71noHrKySMFkEgcVRV0fqesuNJ7B0FaKrwlIMAtnd69BzI50Q+uVJx2NkVHuf0tEEqqVGvu6yuVnDdgEhEZXExjmHI7O832NwUXrCiSMzPJ8jno3iez/p6kd3daggEsZjJ/HyabFa8vrdXZmurSKPRCfdHkiCTiTE5mSSXi6OqCo7jcXRY4fCoQuGoSrd7stemKDLxuE08ESEes4nGLKJRE13Xxt7nOB7dTo9u16Hd6dDtOiP5Zvd4ntkPjoGZJA1uhkPvWlVlFEWQylRVLAXwaxiG3iedqcfy3QBOz6Xd6dFpd2m1e7RbXVrtLq1Wh1azeyyUf5IJEBT7HI1ZxKIWsXgE2zbCm63vB/0Qfycc9XqbTuf+5LnR3H0sZhGP20QiBpo2vCO1207oVTcaYjzoM1VVPgGw1bEQu+N4faB2+0Q2h3bbva+HDYOcswDqgbct1jUMQxkD7UF4fADU3a4fAvbDAPfABjf/wRB56OG6rithGPtBoOeNAfVoDjoI885iGfQ9wWAEzB7eS38YOxau7oO7FHq2fTAfzWGPPDfm+Z4wARCf/3ATgDBE74n9HITxvZEw/0n5+5OOhyQNPOF+ikElnGDputznCYz/j+cJgHbcPliPjMFn6qoAa10DU5dQ1SAEXj8Ax5XouRI9V8ZxBSFNVQIMNUDXfAxt+H7Xl3E8hV4//K1IAbriYageiiSu/XtBWqOHJjvIgSuIfLKJp9gEyCh+G8VvIwU+gawKgFYt6DWRenUIfCTNQookBSC0K/i9DpKmoyUnkACncojv9FAjMcxMnl6tTK9SRFY1ojNzeN0OzYM9ZEUhMb+I02rS2N9DsyzSy8tUt7bo1GokZ2ZQTYPC3VXMaJSJpSV2V1YIgoCFixfZuXULt9dj+fJlNlZWCHyf0xcvsvLuu9iRCMunT/OXfvEX73utfIyA+UV2KwEKDqbUpuXodFyNhNFCkuCoqoZEL7fvKauq8JQ9H7Z2engeTOVVohGZw8Meh0c9VFVift7EMmX29lrs7bUAmJy0mZ626fV8bt8uhizqbNZmcTGJqsrs7lZYXy+GpKJo1GBxMUMmE8VxPDY3j9jaKuI4wxusbevMzKSZmkphGBqO47K3V2Jvt0SxWDvRy7MsQ4S20zFSySjRmBX+2Hs9h3q9Ta3WoF5v02y2aTY7tFqdhwK5H6Rpmopp6uGw+p68ZQnSlmUZ6Po48b/XE8DXanZoNDtifxodms3OB3rbkiQRiZp9oLb74CoAe2CO44UgPbr8oHD40LO2wvz14By4rj8G1oP1B4WXdV0Q2SIRHdvWQw9bVYd3ywFDfMAOHyy7XfcDvSuRZxZgLZYKpqkLRrY2fkcOggExTAD1veuD8WgkrQEgyOFSTOoG631imaYih17ggwF9dHtHQXrodQbDvPNILjoYeT0YfX40dO0HYx7vgMT1OGwQylbkfr5dvsfzV6RhOHsQ5pcF4W4Q0hes7pOPjaiWIGTMiwgGYfTCdQfr4/83II5pmiD86ZqEYShhaHv4+UOA7jnDMfg5DjxqQwfTkNCUIVnM8aDnyPRcia4jh0BtasKj1uRBOBt6voLjqfQ8Ec7WFRdD81H6uWkvUHDQcdGRCNDookk9Ec5GwVNsPNkSXnTQQvJ6BJIswtx6VJDFenXwXSTNQIqkxRe3yvhOF1k30dJ5AqeLUz4i8D2MVBYtlqRT2MNtNdFjcez8FO2DPbr1GmYyRSSfp7q5gdtuk5yfR5Ikyhsb6BGb3PIyh7fv4PZ6zJw/T6XvSc+eO0ejWKRSKIR553q1ytmrV1m7eZNkMslf/2t/7f7X1McFmP/hi/8fSpUGFnVcNGodjbjeQZV9CjWVIJDIxh38AHaPRDhnMit+aANQnplSsUyJ3b0u5bKLYcgsLpjIssTaWo1qtYeiSCwtxUkkdEqlDnfuFPC8AE2TWV5Ok05b1OtdVlb2aTYFWBuGytJSlnw+juN4rK8fsrVVHAOSTCbG/HyWbDaG7wcUCjU2Nw44PKwcA2NFkcnmEuT6w7ZNQHib5UqDYrFCuVynUvng8PaDTJZlVFVBUUbyzH3iy8DETTDo//iH+eWHDUl/kKmq0idsmUQiFpGIRTwWwY6YWJY+djMakNwa9Tb1RptGvUW93v7AbVEUmVjMJh63icVtEokosZgZeq1BENBsdqnX2/0hAHt0QnWvDbzrWD9aEY/bRKPGmCcsQuzDMHiz+WDvGkQ6YgDWtj0gnKljExiRFxflXGLp9IliD/ayR7d9SBQblGYJb3uQgz4JIF1XALbIOw8Be7A+XH74W4YkDQFaXJfDPLR47uSlmAgo9zC0pUfyWO+1YATAw8nAaBh7EMIeXd47IRgjq528fFgbzdOHhLsB2W7gDY8w5+/d7yAI+p7wgD8g1gcEwFHgliSRc9Y1CUOX0HUJ05BRR+bRnicAutsH6m5PgLUE6DqYOlimJIhf/bngAKg7jkzPEdunawGm5mMZAbIkJkWur9D1VHqeIj5PcTE14UkHAXhoOBi4qKg4GLKDHPT6XrSFp0SAAI02OMLZEgAdA6+L1K31AdpEimaQfBe/WSJwHRQ7hp7M4TYqOLUSkqJg5qaRCGgf7RH4PpGpGWRFobGzBZJEcmGJXqNB83AfIxYjOTdH8e5dPMdh4uwZ2sUStaMjsvPzBL5PcXubzMwMiqJwuLnJ5MICvuNwuLvL6YsXaVar/Ke/8iv3vRY+NsD8P774v9GtbBMgUelYRLQupupSbih0HZls3EGSYO9IvH8qK4p+NrcFKM9OqZimxPZ2l2rNxbZlFuYtfD/g9u0K7baHZSmcOpVA02TW1socHor8RCplcepUCkWRWF0tsLNTAcSFPzeXYn4+jSTBxkaB9fXD0IOWJJicTLK4OEE0atLpOGxs7LO1eXQsTK1qCpOTaaYmU2SyCRRFxnFcjo4qHB6WKRSq1GrNhzpWwiM1+3W6/Xyzqffrm7Uw13wvK/pRTHhZHq4rQuMiRC7yyb3eMKcshmCKP+qlJMsy0ajV91LtPrhGiUatsTB5q9WhXmtTr7cEKa7eGksb3M9s2xApgbhNPB4hkYxgmnr4ervdGwPrWq193/TCwExTC8E6Frt/7noUrB9UyjUwRZH7YC0IcwPgtqzx8yjK0twQqAdD5Jw/2NMe2CA0PTo0TekDuhqGse/n4Yq69gFJzO97ccPHg3r4QX5aTPiCx+aljtowVD2ae5bGgPvkx6P/N/5YVZUxQte94fBHMVFCNmCh3xPO74f0wxD2IJ/ff+1BwC5SD1LfKx6UvEnohtIPa4+Dd1hm50CvXxPf6wX0nOF5kSXQDQlTlzAMCctS0Ebq311XAHWnJ4B6ILsgQt9gWxJ6P5wdBNBzJTqOTKcn4/mCTGbqPrYhiGRBAI6v0Bt40lKAoTiYqossBfiBhIOBg3HMi/YlHVeNEKCgei1kfwDQEdDjfYCuivIqw0aOZAh6LfxmGQIfLZFBjcRxKke4rQaqFcGamKJXLdGtlFDtCNHpWdqH+3RrVaxMFiudobK+SuD7ZE+fpl0q0Tg6IjE9jWYYFNbWiKRSJPN5dlZWiMTjpCcn2VpZITUxgWlZ7G1scOmpp/i3f+mX7n9Nf1yA+Tdf/C3qlYIoi5KFgEijLVNrK2RiLroasFcQZIaprLiAtnZ6OO7QU97a7lCreUSjCvNzJr1ewK1bZRzHJx7XWV6O43k+KysFGg1RNrW4mGRyMkaj0ePGjZ2QrZtIWJw9m8e2dY6O6ty8uT3mDU1OJjl1Ko9tG9Trbe7e2WV3tzgGTpIkMTGRZHYuy8REElmWabU67OwU2Nsr3De0PTDT1EkmoyQSUeLxSB+8LBRlvJZYkK+6dDpdut1eP9fshMA68IBPyjOLm5I84sEoY/llXdf6IWtzJM+sneiliFKoTp9dLcLtg9B7s9l5JOCOREzi8Ug4kskokYgV3hQ9zxdAXW1RqzWpVgVgf3CttEo8YZOIR4gnbJLJKLY9LE/r9VxqtfYIYLdptR4ctXiY3PVJpVyt1oPD4QMzjAGbWw+XQpRFGQNtkWv2xoB6IH7S7Qpv+1F/7eLmr/SHPLKUQ+a/yD3LoQf8IPP9caAePh6u+/7x9XEv9PhzP2wbJ6CNe/b3evz3rquaGob2Pyi8PzgOIfFuZAxK39y+V3yS6ZrUj5L0l4aMaSho2kh1RhCIMHYvoNsN6PZ8ut1gLPds6BKmKWEaEralhJ617wuQ7nTFcgDUpg6WIYBaU8W2uR60ewKkHU+E0617QLrnqXQ9FceX0WQfS/dQER/qodHDwENBp4cudZHw8SUVT4niSxqK30TxRjxoIw5OS3jQgS9Y3HYSv1UhaNeEUEla1Ds75QMCz8fKTSLrBu2DbXzPIzo1CxI0drdRNI3k0jLNg306lQqxPgO7vL6OGY+Tnptl/+YKqq4zdeYM2zduoGgaM6dPs94ngmXyeaoHBz8u5K8X2TnqhGQv1xcM7ITtETF9jsrQakM+K2Zn2zsOnW7A9KRKxB56yrGYwtysSbfrs7JSxvMCslmT+fkorZbL++8f4jg+uq5w9myGWMxga6vE2lqBIBA/tKWlLLOzKdpth/ff36JYbITbmU5HOXt2iljMol5vs3Jzi4OD8ti+mKbOwsIEs3M5TFOn0+mxtXXA1tYhlUrj3l0PLZGIks0myGYTpNNxLGuYO20221Qqder1Zt9jbNFstmm3Pzg3+7hNhMH0vqdu9D074cGLcLWNbZtjXq8IJ3dEqLohlM6E99v8QC91YEI1LEIiESGRiJJKxYjH7ZAUFwQBjUZHAHWlSbXWpFZtfWAuPiTbxSOinjwZIxo1QtBzXa+f52+Hy1ar+xB5YDUE7AEz3LbHRWI6HWdMKEWsPzy7XdfVvjKZNrIUoK1px0liIr/sjjC6j4+PAnSClCSHY0AmHOSdh+TCwboSAvoooD2qDVIyQ9b0+PrxfPP93nv8f46vj08SPuoddBDeH83RD5cDEp6Erqv3Jd+JMPawZn1UeEakJ8a3U5Lo55xlDFPGNGRMS0UfAWxRvhfQ6QZ0uj6dzjAcripgWTKWKWHbCgNequcLkG53oN0VjxUFbAMiEQlDFflp14NOT6bdB2lNAcvwsQ0fWRIM766n0vU0CMBQh160F8g4mDjo/TB3Bznw8CUFT4nhSxqq1+x70JIgielR6NZFDlqSkaNpJM0kaBTwex0UK4qemsBrlOnVyiiGhTU5g1Mt0q2Uw9xzY3sTt9MmPidC1vWdbYx4nMTsLIVbt5Bkmcnz5zjq553nLl1i7/ZtPNdl4eJFNt57D90wOHPpEn/pz/7Z+18THxdg/s0Xf4uN/RYJo4Ms+RxWNAzNJxX1qDaE1GY2CVEbdvcdGs0gZF/v7HYol93QU+50fG7dEqA8OWkxMxOlWu1y8+YRvh8QjeqcO5dFliVWVvYpFARYRiI6Fy5MEYkYbG4WuH17L7xJWZbOuXPT5HJxWq0uN29usrdbGtuHeNxm+dQUU1MZJAkODyrcXd3m4KB04o/XMDTy+TSTk2lyuVRYRtVsdigUShSLVcrlGuVy7UdO9PowZpqCpRyNijB1NCoANRq1x3K1vZ5Drdbq1283+x5wE8d5OPEUyzJIJqMjIzY2qWk02lSrzXA8DFgLL9gikYgQTwiPXUQrBKh6nh+SywZg/UEks+H26v26ayP0sm1bH/N+hYc9KsbS68uSPrygjCRJIwQxLVyK5wRR7CRmvcglC+lVcVMfkMS8cH3wnofx+D+MDT1M+URPdBDluf8YD1MrijIWxr43/P1RSgzvBep7Pf6TIwM+o8z1Yfj/4Y6nINYNIxjCKx7UrgsgHwVvMSkL+ox9v19yJwB39DsliT5Iy1imgm0rGMawDt5xAtodn3YnoN0RoXDog68lY1sSkYgSksu6jgDpVkd407IElgmxiIShDUG61VVo98PdphYQtQM0WfxGHV+h42o4voyueNiaiyJ5/TC3SQ8DFbcP0O6IB632VSQ7giRmJkExkHtVgl5LCJXEcuD28BtFIEBPTyIpKr3iHoHvYWankFWV9sE2SDLx+SWcRpXW0SFmMoWdm6CyKuqas2fPUl5fx2m1mLxwnuruHq1KhbmLFylub9NuNFi6fJntlZUfH/LXb/zD/zftehFLcyjWVVxPIpdwcFxRFhWLCKnNQsmlVPbDOuUB+9q2ZRYXrDFPeXraZmoqwtFRk7t3BTim0xZnzmTo9TzefXc7DFNOTSU4fTqH4/hcv75JqSTAWpJgYSHH8nKeIAi4fXuH9bX9sRtwIhnh7NlZJiaSOI7H2touq6s7J4qDmKbOzEyOmZkcmUwcSZJot7vs7R1xcFDk8LBEu/1ooiKSJPWZ0SLfPChpEhraat8rUfrKRYMf7DCMJW4sQ31sIek5nlsW+WWRU+71eh/ZS7Asg3g8SjweJZGIkEwmxrxfELllAaYNKpUG1WqDZvODc8sgJj0DkE4mo2MRiIH3XqmIz65WRCjcfwimTjRqhaHwZCpGLGaiaerI53bHCGYfRDIbPybH1c0sSx8Lifu+P1Jy1RtbfpB62kmmKDKGofY12JWwHn5AFhuEsUfZ5KMmPLUhOWx0iGtpsBwlF4r/GQDYx8VGgX1ILht97uRJgJgsyGMTB8FKV08ksj3IBnr14/l7PxSDuZeY9yAgHwD2QOLVMIYyr+P68QGdrke349Pp+LQ7ArgHv3FJAtOUsS0F25axI6L2HYRX3WoHtNs+zbaPM8g56xIRWyIWVTF08RmuKwC62RH5aVkC2xIgrfc96a4j0eoKT1qRwTY8IqYgjbm+TMfV6HoKquwT0V1UySUIJHqY9NBHANrDlzRcVdQ8a34DyesSKBqYKQgCpE4ZfFeoiNkJaJXw2g1k08ZIT+HWizj1CqodxcpN0T7cwW23sCYmUQ2T+vYGiq6TWjpFdXMdp90me+YM7WKRZrFI9tQyTqNJ9eCAqTNnaJRK1Eslli5fpnl4+OMBzP/DP/p/4bUOaHVlqi2FbNxFkQN2D0XYZDIrZl7buz2iEYnpSY1KxWF7p4thyCwvWThuwM33S3hewNSUzfR0hIODBqurItScz0dZWkpSr/d4990tXNdHkiTOnp1gcjJBqdTknXfWwxtpJGJw+fIc8bjN4WGVd99ZHWNJRyIm5y/MMTmZptdzuH17m7t3d455Y7IsMTWVZXFxkomJFJIkUa022NraZ2fnkHK59lDHKBKx+vnmaD/fHAnLkk4ieomb5iDPLNjWg1CcOO1Sv9RD3FgGOeaBctiDyje6XSGl2Wp1aLdH88ntfoj90RXLQAB2IhHrA2qMVCpOLBYJb2iO41KpNPqjTrlcp9FoP9Rn67pGKjVQXIuRTsdDMpjvB9TrLarVppgEVJrU6+2Hyotblk48ESFxH5JZt+uEYD3wsh8mFD7cbrVfejWqIz6QDx2ed9/3R1jcx8cHEdAeZJIkhQSx+w1d146FsD/IRhunjHqTJ+eZ/ZH1e0PL966PVxyMhqN/1HZSWH80bC3GIH+vhmHt+wnA3FsCN6xp9+/LK9A0ua/HLkrtIhEdwxgCtu8L77rd9mm3PVptAdbD/5eI2AqRiEI0qoZNWBwnoNX2abZ8mq2gnx6EaEQmHlOxTEIvudmGZgt6rvC4o5bocaAqInfd6sk0OwqeL3LRMTtAlX38QKLjanRcDVnyiRgumuSMALSB2i+7lfDxZANXiSEHLqpXF5KfegSMBPTqSN06yCpyPIfk+3h1wTDWM5MA9Ir7SLKEPTWP26zTLReErOfkNPXNNXzXJbV8mk6pQKtUIrmwgNfrUd/bIzk7AwFUdnaYWFzEabcpHxxw6fnn+bd//ufve418bID5n/7P/wuVSpXDikrU8ohZPoclka+YzgkG9sZWD1WB+VmNbi9gdbWFokgsL1lIEty8WabX88nnLWZnoxweNrh7V4Dy9HSMhYUkpVKb997bxvcDNE3h0qVpEgmL1dUD7t49CLdndjbD2bNTeJ7Pu++usb83DFurqsLZc7MsLOTxPJ/btze5c+c4IFuWwfLyNIuLkxiGTqvVYW1th42N3Q9kYBuGTjabJJtNkk4nSKXiY95kp9Pts5TrNJstWi2hpT0kgQkC2EcxVVX7LG8hLDLwyk1TsMFte5hPNgx97H9d16PZFIQsMZrU68JD/aAOWveaLMv9nHKcVCpOJpMkkYiEJLgBWJfLdcrlGqVS/aEnBqap98E6RiadIJGMhMfZ83xqNdFspFoRgP2wHrumqUNGeEKUcEUiwwmU7/t9AZNB3r1Do9F96Hz7cPu1fo5fH2FzC9C+t+GI5/l0Ok6f1e2E5DCRcxbjcfMVRkFmFLAHJXwD2dhR+VhNU8ZC1aPEqsehajeMEp2Ug743Dz2eUx6dBNw7GThOVhtOMgaTj49yt1WU8cnRKKN+EMK+VzFuVHxmIO860Gk/SXjGMBRsW8W2VaJRHctSQrAW3rFHq+XRavq02kPQ1zSJaFSAdDQi/icIhDfdaPo0mz6uJ0A5GpFJJFQsQzzuOdBoCaD2fEEci0XA7oN4pyfR7Cp0HSGAEo8IoRI/oA/QOrLkEzVcVMnBDyR6iF4LOl10qQMEeEoET470CWJNIYRupUBSkbplcHtIVhzZTkKziNdpokbiaIksveIeXreNmc0j6yatvS1kVSWxsETzYJdevU58bgGv16V5sE9kYgLdtimvrxOdyGHYNsX1DbJzc/iui9dq/fiQv1a3mvgBZOMujTYUK5BLiRO0uePQ6wXMz2ooMty528LzApYWLUxT5ubNCu22SyZjsLgYp1TqsLIiZj4zM3Hm5xMcHTW5cWMHAMvSuHJlBl1XuX59i8PDKiBuJBcvzpHPJygUarz5xu2xRhHT0xkuXlpA11XW1va4cWP9GNDEYjbnzs0zO5tDkiT29orcurXO/n7hvvuvKDITExmmprLk82kSiRggbqaVSo1CoUSpVKVSqVGp1D8y6D5uUxSlr9YlPPloNEIsFiEejxGL2WNM8k6nR63WoFqt90PUdSqV4w0+HmSixWOEdFoQ5TKZFIlENMyZdjq9MaAul2sPHVK2bZN0WoB1Op0gkYiEIOc4rgivV5pUqk2qlQbt9sPVmkuSFNZEi3rrWF+HezjhchyvT5IbSo82m50PFaZWVaVPCNP7LSuHbTYH4et7bVCO1eu5fe/L7eea3b5nNmz1+aPwPk8OJx/PN4++74PW710O1kVeejysfe/3P6oNPP9haD+4J+Q/HKPpgUfJ5w9K3kT4eqAcp2Oa4ykJ0QHNpd32+uI2Lq2We6xO3TAUIhGVaFQjFhOetSRJ+L4IYTeaLo2GR7s9BHrblonFVBJxDV0Xx6nd8ak3fBoNAdKyDLGoAGlT72uBdARIt7tCqyJqQzwq1h1XotERYW5VCUhERP0zQLsP0IrsE9EdVMnFC+R+22AVgxaa1CNAxlUTBJKC5tdFeFs1wUoLic9uDRQVOZ4Hp4PfKCKpGkZuBrdRxa2XUSMxrOwkzb0NfMchPr+E26zTKhxh5ybQLIvq5gZWOk0kk6Fw+zZ2Oo2dSlK4u0p6ZoZENMp/8O/+u/c9hx8bYP4H/+h/ZW2nQS7uIssB2wcCkHMpOCq6lCs++ZxCPCazviEaUkxPG6RTGnfvVqlUesRiGmfOJKjXHW7cOCAIhp7y/n6NlZV9QCh4XbkyA8Cbb65Rq4lQqG0bPPXUIpals3Jzk9XV/XD7DEPjytUl8vkU5XKDN95YoVodZ1jHYjYXLiwwOzuB63rcubPF7dsbNJsnh1o1TWV2Ns/sbJ58PoOqKriuy9FRmd3dAw4PixSLlYfKfX6cTZIgErGJx2MkElGSyTipVIJ4PDoWBWg0WpTLtX6IukapVKPTefiQuCxLJBIxMpkEmUySTCZJLGaHHkSt1qRcrlMsis9+2LpxEMQ+4bFHSadFPnzg/Xa7TgjW1WqTSrVB9wOERkZN09SRWm6LeCJCJGKOAafjeP1yq/EGH+1270MDpCxLI53BtL4YybBTmMg137/Vp+8Pcp2jfbpFaZ54bhRwvDEA+qje48fFBIAPJwjj+eZhyHoQFRg8HmWkCx6I3Gdcy/eNCog65EHYekDOGw4RvnYfCOCjLUstS7QstazxlqW9nkerJUC62XRpNp2xz1QUiWhUIxrVSCQMTFNss+cFNBoejYZLveGFAG/oEvG4SiKpYRriN9Nq+9TrPvWmj+8LGdBETJB5FUWokNWbAqT9ACIWJGOi9Mr1oNlRaHaHAG2oLn4AbVen46posk9U7yFLPm6g0cFGxseU28iB2w9vx1H8LopXFztmp4X33CmC5/aZ2zZ+/YDAdTGykwRI9Ip7yKqGPb1At7iP06gTmRR40tzfwUymsDJZyqt3MGIx4lNTHN26hZ1MEs1mOLx9h4Vz5/iPfhyA+b/573+LTrNM3PY4KEGvB9MT4gRtbvWIRmSmJ4dkr2RSZXbGZG+vye5uC8NQOH8+Sa/nc/36Pp4XMDER4dSpNIVCi/feE+28YjGTq1dncF2f11+/G5K/0ukoV68uEAQBr792i1KpHm7b5GSKK1eXUBSZ69fXuHt3Z2zbDUPj4sVFFhencF2PW7c2WFk57kmD+CFPTWVZWpphenoCRZFpNttsbu6wvb3PwUHxQwGxIGiY2LYVljENSWBamDceaGIPf/yjoTcv7OXsOC6OMyR9CeLXsFb6cVkkYpFMilC98H5TY2DabncolWqUSlVKpSrFYvWRQuGappJOJ0KwzmaTYdjdcVzK5Xr/88V42DaaYhIgWOADzzoaHdZZdzq9MRZ4tdp8ZBU3XVf7bHaLaMzscwrGPexB9yxROz4ouRq2Bn0cXq1QElPHhtBPV/oEQwXDGF5jQpjkg/PLgmw4TgobEBCHoeHRvLJ/3zDySfnk0edGQ9f3Pv642SD8P14/ro6Er9W+mJAyRgwcmGh4MhCeOS5Ec7/vFL3FNSIRnWhUlNwNfoedjkuj4dJoODQaztjnKIpELKaRSOgkEkYoCdtqedTrLrWaS7fP3tZ1iURCJZXU0XXhdTeaPrW6T6st3hONyKRTKqYhcs2NNtQaIi9tGZCMC0a350OjPQToZFSEuD1fouXq9DwFU3WxVQcI+vlnsx/ebgMSrhrHlzT0gfes2WAmkZ06QaeOpFuCud0nhqnRJGosSfdoh8D3iEwv4tQr9KolrEwONRKhvrmOHo0RnZqmfPc2mmWRnJ/n8OZNrESCWC5L9/DoxyOU/d/897+F6hfoOhIHhSAMYa9v9fB9WJzT6DkBd++2MAyJU8s2rZbHykoZWZa4cCGJosi8884+vZ5HMmly/nyWarXDO+9sEQQQixlcvTqL43i89trdUDBkairJxYtzNJsdXn3lZhialGWJCxcXWFzMU6k0eOWVG2NEI0mCU6dmuXBhAUWRuX17k/feu3sicJimzunT8ywvz2LbJp1Ol9XVLdbWtikWy8fefz8TBKYEyWScRCLWJ4JF+uIbx2+GwqsR7OpRoZHBaRfkr8EMXwnJXw9SDhNtDzv9vHa7X1M9zCU3m82PBAiqqvZBOkEmkyKbTROPR8KbRKPRolisUixWKBQqVCq1R/q+aNQmk0n0c/hpEoloCKj1eotSqUaxWO171a2H/lxFkcfBOhUf0z0feNa1Wqu/bNJqfri2nqMduQZduSzLOHaj7nScfpnVoNxq+LjTcX5g4eiBhKZgdA8ESJQQdO7NNQ+qBgavjXugQy/0B2XjAP5gYL8/4Wx84jCcYNzbUnU8hP1RbsFCU0ANox2jpXGDevZxgmAwpss+6IZ2UhmeKBnUiUZ1YjGDWGwIuo7jUa871GoO9XpvLF9tWQqJhEEqZWLbg5a2HtWaS7XqhiVWpimTSqokkxqKItFzAqo1j1rNx/MFiKcSMvGY+IxWB6oNkZM2dUgl+gDtQb2t0OrJ6GpAMuqjyj6OL9PsGfiBRETr9b1qmQ4RfGRsuY0c9Ea8547wniUF7IxQDGuXQJaRE5PQa+M3S8iGhZ6Zwint43VaWPkZAs+jU9hHjyexMlmq63fRLIvE3DzF27dQTZPU4iKH77+PlUgwvbTIX/0LPwbKX//wH/2vtFtltg9Fgj+fgULRpVTxmZ5UsS2JO3dbOE7A8pKFpkm8914J1w1YXo6TTOrcuHFErdbFtjUuX56g3XZ5880NfD/AtnWeemoO1/V49dW7Iclmfj7LuXPTFIt1Xnt1JcxzGqbGs8+eJZWKcuvWFu+9tzb2A0omozzzzFmSyRj7+0Vee+09Go3jN/FYLMKFC0ssLEwjyxJ7ewVWVu6yvb3/gT9ISYJkMkE+nyGXS5PNponFIuHrov63TqVSo9Fo0mi0aLVafRJYh06nh+s+em5yYAPyl/C+Bw0qhFdu2xbRaDTUvx7NIft+QLMpiF6DXLLII9cemfg1ui0CTNNksylyuTS2bQHgeV4fTCscHZUpFCqP5NUrijLmUd/rVQ+86UEI/FFy4aNgLQA7Tiw2nES5rtev4RZ13PXaw+mD3880TRVyrSGD2+wz9/WxdpoD6/UGRDAnXIrh9uVX3YeOIvww7HhOWX6o3PH4Ovd5flgqdb/881CuUw7fe78c98OayDmPjkHUyh9LEdyb639YG4jQCHKgFrL6R7uUed6wZWmj0esr0znH0g2mqRKPGyQSBomEGU4EOx2XarVHrdajXh/+n6bJJJM6mYyNbcv98lCPStWlUhFhd0mCeEwlk9WxLRk/CKg3fCoVn25PtPVNJhRSCVGL3upApT4E6HRSlFs5HtRaKl0HLD0gEfGRCOh6Ki3HQJE9Yv3wdi8w6GIJLTGpBWHuWUbzquC7ou5ZNZHaRfAcwdqWVbzqAZIsY0zM4TVKOPUqZmYCWTNo7W+hRaJE8tNU1++g6AaJhSVKd1ZQDYPUwgKHN28yNT/Pf/of/Uf3PWcfG2B+8cUX2diuUq2LEDYBrG/2iPRLo/b2uxSLDvkJnVxO586dKtVqj1zOZH4+xvp6hb29Oqoqc+VKHlmG11/fpNdzMQyVp5+eB+CVV26HnvLiYo4zZ6Y4OKjwxuu3Qu8hnrD5xCfOoaoKr712k93dIWlLkuD8+QXOnVug2+3x+us32N4+OLY/0ajN5cunWVgQzO47d9Z5//271OsPzmuKOudJZmbyTE1NhADRbLY4PCxwdFSiVKpQKlVotR6uTOiHYbZthWQvUZ8cC/PI6ogyfrPZplyuhqNUqlKr3V8N7UFmWSa5XJpcLs3ERJZ0Oh5OEOr1JoWCAOqjo/IHHvd7LRq1Q5AWXrXw2IMgoFZrjoH1w5ZrDUyWpb7KWB+skzFi8Uh4kwsC0dKyXmtR6zfyqNfEhOuj/FpFumO0C5guenqbep9Zr51ICBPMXjccA4AYkMBERMYbyzX/OAriPE4b9fgHOeZRJvogejCIEgyjC3K/7Gz4+CSQH8ivDs7JgFV/L+v+g7ZRgLRBNCrq5iMRPSSIiQl2j3q9R73epV7vHustblkqiYRJOh0hFtOQZZFrrtV6VCpdqtVemJ/WNJlUyiCbtbAshSAIqNc9ymWHeqPvEBkS6ZRGKiU+q9X2KVc8mi2hv51IyKSTKorSB+iaKLeyTUgnRKlV15GothQ8TyJme0QMnwCJpiPC27bqYKoOAcJ7DpCx5GY/92zjKlF0GkhOi0C1wE4jd8sE3Zaoebbi+FXR7MKYmMVvN3BqJfREGi2aoLm7jmpaxKbnqKzfQdG0PjjfQjNNEnNz9Pb2fjxC2f/0f36R6ytVYhFIx2F716HTCVic13C9gDt3WpimzKlli2Kxw8ZGA9NUuHAhRb3e48aNQwAuXMgSj5u89dYW9XoHRZF56qk5TFPl1Vfvhs0PFhaynD07zd5emTffuBXe8HITCZ555gy9nstLL707RhCyLINPfvICmUyC9fVdXn/9xjF1Kl3XuHLlNKdOzeH7PjdvrnLjxu0H5heFhOcsi4szTExkkCSJVqvN9vYeu7sH7O0d0mw+fEj142bRaIRUKhGOTEawzgcMasdx+vnjCoVCmWLx0YEUhOeSTieZmEgzMZFhYiKDaQpRkU6nS6FQ4fCwxNFRmUql/kghRFVVQo86l8uQTsdC4lqv54zkqeuP7FUPzLZNkslIKLoiSqzMexpkdIbdtxptmg2hRf64QtKCEKb3yWCiTM4wNPQwVGqEOeaT8pujNvD8hl7gsHPZKAlskFe+N/R7Un75pBDyn3YTeWa1n1/WwtD1QARm0MDm3vMhWNdOmL5otQbL3gNBWzRqMYjFTBKJCNHosF6+3Xao1brUal2q1c4YUIsJp0EqZZFOW+i60p/IOpTLHcrlIefBNBUyGZNMxkTTZBzHp1R2KJcFK1yWIZXSyGZ1NFWi2/Upln0aTV9EEhMiD63IgiBWqYscdCwCqZiYhDY7MvW2gqIEpGI+muzT8xSaPQNZCogZ3b73bNLFxKCNLnXxJRVHTaL4PRSvBrIKdg6cJlK3Fuadg/ohfq+Dnp0Gz6VXPkSLJjBSGRrba6iGSXR2nupaH5znheesRyLMnDnDv//j0I/5v/vvX2R7r8rshBBD397pkc0opBIyq2tt2m2fU6csVEXi+vUSQRBw/nwSTVN46609XNcPy6JWVg7Y3xflT5cvT5NOR3jjjbVQzWtmJs3Fi7Ps71d44/WVEJSnpzNce+oU9VqL73z37bGa0omJFJ/4xAVkWeLVV6+zubk/tv0i3zzH1atnUVWF27fXefvtm/dlFUuSxMxMnjNnFpmZySPLMuVylbW1TTY2dh4p7/yoNszXDdW/RvPOPwyTZZlkMh7mkAXYJULvutvtcXRUolAo9Zflh5boHLV4PBqC9ORkjmjUBkSIulAoc3hY5vCwRLlcfeSbfDweGQl/p4nH7dCrHuSqB+SyWq35obxdWR7qeIvuWxES8QjWSOONIAhot7qiv3WjHZZYNVsdOu2HFzJ5VJMkKRQW0XQVvQ/Wan+pqWJ96BGqx/LLH6UD2qiJ63c8VwyjvZeDsfXjrwGc/N77rZ9EOrvfhGI4ATneXvVxnR9ZHigAamFdu1CTO17XLiZ5vX6r1WGv8ZNEaCQJolGTRMIikbBIJu3Qq242e1SrHcrlDvX6+LUWjepkMhaZTATDUPD9gGq1R7HYoVodOirJpM5EPkIsquL7AbWaS6Ho0OmIbUkmVHITBoYu0e0FlMoe9YYvwDspQtySBLWmAGhJEuActQWju9pU6TgSEcMnbnsEQNMx6HkKEa2Hqbp4gUKbKDIeliScAldNEkgSmlsRtVyRXD/vXARVR0lMQquI126ip/NIsky3sIcaiWGmJ2jurCHrBrGZ+X5YWycxO0/xzi3ys7P8tf/kP7nvufzYAPPf/r+9SOAIj3l9S5y0xTmNcsVld7dLJqMxNWmEpVEDZa+bN48olztEozqXL09QKLTCWuXFxQwLCxnef3+b7W0hEJLLxbl2bYFisc4rL98Mf6Szs1muXlumVKzz3ZfeGfN4Tp+e5cqVZarVJt/5zhvHcsnxeIRPfvIK2WySg4Mi3//+m1SrdU4yTVM5e3aJc+eWiUZtWq0Ot2+vcufOOuVy9UMdO1mWwzByNBrpi35YWJbZn03raJrWvzEeD1UOTNw4jjOyB2zsUcJXs9mi0Wg+1pClJEmkUglyuUwfTHMkk7GwZrJSqXJ4WOTwsMjBQZF2++HEPkbNskzy+Sz5fIZ8Xnw+CO+uWBQe9eGh0Cl/VHb8gAEuvOo0qVQ81D93XS9UKhN11XVarUff/oEpyqBl5kCHXIB2JGKO3YCFhGdvpONXl3arS7stmNuPKmjyuE00cOgTvgZEMLm/PsghKzKydE9OWZaQJQlJlpElkGRZ5Hsl8dogZzzIKYfrMPY897xHlpWR93PyZ9yTpx5s14e10XKyQRpgPLc8Wks+HI86kdR1NVSPG2i0RyLGWPqi3Xb66nQdajWxPOl7olGDVMomk4kRixn9ELZPpdKhVGpTqXTGQD4a1clmbbLZSOghF4sdCoVOyPA2DIVcziSbtVAUiUbTpXDk0GiK1+NxhXzewNBlul2fQkmEuFUFMmmFeEzB96FUE2Iluga5lCixavckqk0VSYJ0zENTfLqeQrNnosoeMb0LBHSI4KFi90PbrhLFky10rwK+I+qdZQ2pdQSShJKcRurWcJtVtGQOSdXpFXZQ7ShmNk9zew1FN4jOzFFdu4Nq2cSmpvGOfky6S/2d//ZFLLVKre5xcOQxlRddo1ZutZAkOHNasLBv3SqHIexKpcvKyhGyLHHtWh6QeO21dTzPJ522uXJllp2dEjduDEulPvGJ0zQaHb730nshwWZ6JsNTT52iUKjx3e++E96QJQmuXTvD8vI029tHfO97b+F540B09uwC166dxXU9XnnlHdbWtk7cP8PQuXDhNOfPL6PrGvv7R1y/fpONjZ1H8lR1XSOXy5DNpslkUqTTSeLx6DFpxlar3QfSFt2uUJRyXSeU5xx4yEPSyyDvNQhTijCmZVl94pc5VnM8sHa7Q70uSF612pDkVa0+nsYbmqYxMZEhn88yOZknl0uH2tT1eoODgyL7+wUODgofKtxvGHoI1JOTE+FEwPM8isXqCFBXPhQhKxq1yGSSfcBOk0wORVC6XScEa7FsfGgp01EzTb0v9iJGJGISjdrYtnHsHAo1sD5Luz3SY7vr0A2Xzo99Lf0Pw0ZBWpal/uRitKZ5yD5XVBlVUVDUIVN9EFUYzTEPVNBOMsfxRsh6Q/KekGR9+HI5XVf7wjeiN3oiYWNZgtsiOrZ1qVbb4biXeCbLEqmUTTodIZuNousDz7dDsdimVGqP9bBPJk3yeUHYlSSJer3H4WGbSmVYDZPNmkxO2miaTLvtcXjUo14X35uIq+TzBrouctBHBY9uL8AwJPITGqYuFCOLVVFuG48KDzoIoNJS6PRkoqZPzBKNMBqOiR9IxI0eiuSGxDCzL0riySauEkcP6khum8CIg2YLcA4C5OQUQadO0K6hJTLIukn3qA/OmTyN7VVUyyYyOU117Q5GLE5+YZH/+N/6i/e/lj4uwPz3/6cXcbpV1jZ6qKrE/KzGwWGXoyOHmWmDRELlxo0S3a7P2bMJLEvlzTdFCHtpKUk+H+Xtt7epVtvousKzzy7Q63m8/PKtUH7z+efPAPDd71wPPYWJiSTPPneWUqnGd74zBGVZlvjkJy8yPZ3lxo1V3nnn1tj26rrGpz51lenpHDs7h3z3u6+dGLZWFIWLF09z6dIZNE1lY2OXN99896FD1aqqMj09wczMJFNTedLpZPhatVqnWCxSKlUol6vUajVqtfoPjBSmqgq2bROJCFWvWCxKLBYlmRSTg2h0WNIkwrmNPsGrQrFY6eeOPxzRa2CSJJHJpJiczPXHRJhHbjSa7O8X2N8/Ym/v6EN51Lo+nAhMTU2QTMZDb6BUGnjUgvl97yTtYWwggjKqWBaPD7XAu93eiBa4aNzxqOSyB5k4h2Z/GH35ToOIbWJaIrpycscpAQK9rkO3JxqbOL2RRif9kjynJ7TZnxDAHp8piiCE6YaKoWvoxiD/r4VkvsHje0vKul1nrL59IE7T/oAUh6YpogVqwu63Vx22cW00ulQqLcrlFpVK6xj4x2Im2WyUiYkYpqn1o10dCoUmpVJ7jLGdy0WYnIxhGAq9nsfhYZtCoROytdNpk6mpCIbRB+jDXkgUS6dUJvIGqiJRrXkUSh6eB/GYTC6rIkuivKpSB02FXFqwt9tdmUpLQZUD0jEPWQpo9YVJbM3BUh3cQKVDBI0eutQmkDQcNYnqNVH8FoEWATMhwNl3kRNT0Gvit6po8QyyIcBZi8TRUxma26K22cxkqW2sMrm4zH/2H/779z3+HxtgfvHFF9nYLHFY8JidUtF1iVu3m2iazOlTFgcHbXZ2mqRSBsvLce7eLXF42CQa1blyJc/2dpm7d4UE55UrMyQSFt///m1arS6SBM88s0wiYfPSd98La1OTyQif+vQF6vU23/rWW+GNRJZlPv3pS+TzaV5//Qa3b2+ObWsqFeeFF57GNA1ee+0dVlbWTtynxcUZnn32CpGIxebmLq+++tZDhasNQ2dxcY7FxVmmp/MoilAE298/Ymdnl/39Qw4PC/R6j0/o43GYoigkEvE+yStJOp0im82QSMRGVLJ6FItlCoUSh4dFjo6KH5nYlkolmJqaYHo6z9RUPmSyV6t19vaO2N8X48OUammaGuanJydzpFJxZFnuA3WVoyORoy4Uyh8aiERJ1RCshbJY5J6Sqn4nrIFoSe3h22I+qum61i+vMvokMD1MiQxVwURq5CQQH7UhAczDc33cfl7V64duvYGgiOfjhTnZPtFrkKcNfIKBnnXgEwyEQvo5YQa5X4BgXDRkkDsO/x672wUj77v3lSB8/2gOWjweyTcT9Ldv+NyPygbyq5Y9LJcT0RI9TKuAiKqJvHLnoTqhSdJA/S5CJhMnkRAtUH3fp1ptUyw2KRabYcXLwKJRg4mJGBMTcQxDxXV9CoUWh4cNms3he1Mpk+npBPG4jucFFAptDg7aIbksnTaYno5iGDKtlsf+QZdWS+SZczmdbEbD96FY9qhUfRQZclkR3u45UKiI8qpEFJIxocldaao4rkQ6HmCoLj1PodEz0RSXqNYlQO7nnX1MqQEoOGoKOeigeg3B2LZSSO0CuA5ysl/r3KqgJbJImk6vsIsWS6LFErR2NzCSabRIBKVR+/EIZb/44ou8+c4RmioxNzMsj5qfN4nYCu++W8T3Ay5fTuM4Pu+8s48kwdWreRRF5pVX1vD9gKmpBGfP5nn//R22t4sAnDqVZ3k5z1tv3WVnW5Q+WZbOZ1+4jOt6fOMbb4QetCxLfPrTl5mYSPHKK9dZWxtX+ZqdzfOpT12l2+3xjW98n2KxcmxfolGbT33qKaan8xSLZV566XUODo4euP+SJLGwMMPZs8vMzk4hyzLVap21tXXW17fY2zv4sQ0nKopCOp0il8uQy2XI5ydIp5NhaVOz2eLgoNAfRxSL5Y9ERMtkUkxP55mZmSKfz6JpIrRWLJbZ2ztib++Ao6PSh2L0quoAqLNMTk6QTgug9n2fcrnO0VGpD9SVD12zDQOGq6h7Fp2wROOO0VB0u93t968Wwi61WotGo/VDrTsOvbk+W3jQanTA2lZVNQzLKoogio2FdMNSoo+Wp/242cmKZcdZ6INJiusN65ddZ1R9b6BN7n7kiZiqKkSipuAmREXYOhaPhGFrgHa71xfAafcngO0TfyeyLJFMRshkYuRycSKRQdSqS6HQoFCo02yOOw7JpM3kZJxcTqTeGo0e+/sNisWh123bGtPTMbJZmyCAYrHD/n4rFDDJZk2mp0WeulpzOdjv0nMCdF1iZsYiYst0uj4HhyK8HbFFeFuRh96zrsFEWuhv19sKjY5ExAiI2yK0Xe9ZSATEjA4S0CZKgIQtiWifo6WQAgfVrUFfZ3scnFvCc07mkBSFXnEfI5lF1g3ahztYuTyJeJz/7K/+lfueq48NMP/f//4/5f2VIjNTKoYusXKr2S+PstnZabC/32Zy0mJmJsr164fU610mJ6MsLaW4fn2HYrGJrqt84hML1OtdXnvtDiAuhueeO8X2doF33l4FxEX1mc9ewrYNvv71N8ZChc8/f5GZmRwvv/zuMVA+e3aBZ565wNFRma9//aUTS6DOnFnkueeuEAQBr776Njdv3nkgyJimwYULZ7hw4TS2bdFstlhZucPt26sUCsXHcWg/libLMtlsmnx+gsnJCaam8sRiUUCUTx0cFNjfP2R395BCofShJyWyLJPLZZiZyTM7O002m0KWZRzH5eCgwO7uAbu7hx+6llpVFXK5dD8HPkEmkwy9yEqlHtZRHx09ep/tk8yyDJLJGInEUHc8FrPHCF/dbo96XSiyNQZlVU2xfNzdox63DYB6XEhk2Ed8nIB1nKA1aGUKhI8HNiwHHg/3Hi8TlsaeG6Rnhsvhdw6ePy5GcnwfRuuZNVVFUZVwkjLIMz9ImGRYT+7Q67p0uoK81+2ruIm8cpdOx3mkia2mKf26etEFLZmKYtsCaH3fp1ZrU6k0KZfFOOkasiydXC5OPp8kkRBqd81ml6OjOgcH9TFPWlFk8vk4MzMpbFvDcTwOD5vs7dVDD9kwFKan40xMRJAkKBQ67O21cBxRLpXP20xO2kgSFIsORwWhEBmPK0xPmSgKlCs+xbKHJMFE33vu9KBQFh5zLi1jGz6dnkS5qaIpIrQNAY2eiRfIxI0uMl5ICotIDcDvg7OH6lZBMcDODME5NUXQaRC0a+iZKQLPxakcYeWm8D2XbumImQuX+JVf/rfve04+NsD8t//OP6FUrLAwp7F/0KVQcFiYN7EshXffLSBJEpcvp2k0HN5//xBVlXn66SkajS5vvy0IVxcvTpFOR/je927RbvdQFJlPf/osQRDwrW++E15QV68uMTuX43vfu87+/rCd41NPnWZ5eYY33nifW7c2xrbv8uXTXL58mq2tfb71rZePXZy6rvGZzzzD/Pw0u7uHfPOb33tgiNa2La5du8i5c8uoqsrW1i5vv32dzc3tx1q2JMKSVqidrWkaiqKOlaqI8JvfZ4UOGNkDfezOY9XGfpBFIjZTU3mmpiaZnZ0O8+mOI8L4u7v77OzsUypVPvR3aJoW5uxnZ6eJx8VkoNFosrsrJgJ7e4cf2jsRE45UCNTZbDIkqzWb7b4ymQDrWq3x2MKekYjVF3aJ9Ifo6jXaFxqEhnezOWDXi7IqQRIUeccneeEfrQ2aWowOoU+u9QVgxNKyzDCvfG+TEaGfPmDid2k1O2HHsmbzZA/4XtN1VYjfpEVTmETC6keGAmq1FsVinWKxQbV6/B6n6yoTE3GmptIhSFerbfb3axwd1cYaYiQSFnNzGdJpiyCAQqHF7m6Ndtvtf5bCzIwAaICDgzb7+8LDVlWZ2dkImYyJ4/js7nWp1z1kGSYnRYOjbi9g/9Cl2w2IRmQmJ8RvsVARAiUxWwiTeD6UGip+IJGNeyiS3y+pUombXVTJpRNYuBjYcgMpcHG0NFLgo7qVITi3CuA7yKkZpE4Nr1VDz83gt5u4jQr21Dxeq46J/+MRyv61v/WPUeU60YjMzZUmui5z+pTN9naDg4M209NihvTOOwe0Wg6Li0kmJ6O89toGrVaPVMrm6tVZbt/eY31dhI3Pn59mdjbD9166Qbk8qGHO8tTTp7h5c4MbN9bD7z99eoarV0/z/vurvP32ONHr6tWzXLy4zO3b63z/+28eu5mmUnF+8ic/hW1bvPrqW1y/vnLf/TQMnaeeusTFi2eQJImbN2/z5pvvUql8uFIpEF53NpsmnU6RTCb7GtoxIpFICAofxQYs72azRbPZHGFhC/Z1tVr/gYTZTdNgenqSmZlp5udnSCYTgGCC7+wIkN7e3vtQJK+BxWIRZmenmJmZZHp6El3X8H2fo6MSu7sH7OwcfqSJwKAEbFBLnc9nsCwTEBOOgd53oSAIco87b6yqSr8Np90fFrFYtF/bahwLHzuOG5ZSiTI5wdLuDryzriih6/Xcj2UDiP8jmmjvafR7pA9kcw1isQi2bYxNzgY17/VGO1SUq9WaofDS/UyWZVKpKNlsnNxEinhcAG6v51Io1Dk6qlEs1o85LIahMTWVZHo6TSRi4Hk+h4d1dncrNBrDCJJpaszMJJmaSiDLEqVSm+3tGq2W0/8chbm5BLlcRIDwbpNCQWxzJKKysBjHMhVqNZfdvS6uGxCNKMzMmqgKFEsepYqPqsLMlI6hi8YYpRoYGkxkRCSk3FDpORKZhI+ueLQdjZarETddNKlHNzBxMLDlJlLg4qopIBDgPAhrtw7B91HSswTNAn6njTE5j1cv4TYbROeWMXpN/vO/9p/d93h/bID5b/3tf0w82qRYctjf7zE7axCLqrzzThFJgitX0lSrPVZWjtB1haefnuLgoMatWwdIEjz77AKSJPHSSysEQUAiYfPJT55mbXWPGzcEecuyDD7/E1eoVpt861tDgJ2YSPHZz15hd7fAt7/9+th2Xbp0iitXzrCyssrLL799bLvn5qZ44YXn6PUc/viPv83R0cnhZ0mSOH/+FM8+exVd11hZucOrr775oVjK6XSSmZkppqYmyedzxOOx8LVOp9sHyyr1eoNGo0m73aLd7tLtdun1ev2aSY8gEOIGw3IpuV/vPFB8GvzIbWx7UCsbJxqNoOvDH7sId9X77OsSpVKZo6Mi1WrtkfftQWbbNnNz08zNzTA/PxsCXKFQYnt7j62tXQ4Pix8aMCRJIp/PMjs7xdzcNJlMChC53EHIe2/v4JG7RN1r0ajNxEQmlBIV5DgRwqxWG6EKWrFY7U96fjA/UUmif34HetrmkKUdsftiFfp9c78i7+mMSHUOh8iXuoyqf3meWB9X+vLHcrA/zLvR/WqVB6Hs4+Hx8RD3SXZcwGRUgMT/kSiVDWreRa90MRKJKNGoOUYwrNda/WqAJuVKg3br/qkXTVPJ5RLkJpJMTCTRdRXP8ykW6xwcVPue8ThIJxI2MzNpJidFuqdWa7O9XaFQqIfnXXjBKWZmUqiqTKHQYmurGjbZiEQ0lpbSxGI6rZbL5madZlO8ls9bTE9HCALY2+tSqbrIMszOWsRjCq22z/6Bi+tBLqOQSip0unDUL5DJZyU0JaDWEh2rErZHxPTpuCpNRw/FSEQ5lUmkD87Cc/bQ3KoghJlJAc5IKKlp/NoBgedgTS7SLewQeC7TF67xK3/5x0H56zd+E5kGt24LhaSzZ+yQiT05aTMzE+Htt/dptRyWl1PkchFefnmNXs9lejrBmTN53nprnaOjGpIEzz9/BlVV+OY33g4vkE99+gLxeIQ//uNXw3yfZRn89E8/S6fT5atf/d49wiJzPPfcJe7c2eCll944ts3nzi3zyU9epVAo80d/9M37em6pVILPfe55JiYy7Ozs861vvUSp9PDKXrIsMzc3w/LyAvPzs0SjIqxTrzfY3d3j4OCIo6MjCoUSrdYPR7rTNE2SyUS/ZWOSTCZFJpPtlxeJH3uv1+PoqMjh4REHB0fs7z9eadFsNsP8/AyLiwvk81lkWabT6bK9vddvo7n3kQhYpmkwOzvV96insCyDIAgoFishUB8dlT6y56iqar8xx0AFLR2WgAnRhlpfRWzQ8arxQ73Bi0YmepgOGbCzB21FRXh1INU5JHx9WBvU2I92eRplRAsL+pNKOJ5HHgfSe0H3B9ml6mFslAg2UP8arI+2XR0sh7rkbl/0R0QtPmraQZIkYjE7bLAy6DM+OHedTo9yuUGpKDTh6/WTy/YkCVLpGJOTaaam0pimjuf5HB3V2NsrUyzWx86dqspMTaWYn89h2zqdjsPOToW9vUoY5h4A9OxsClmWODxssrVVHWFpWywupjAMhUKhzfZ2E88LMAyFpaUEkYjwnnd2O3ieUA+bnjbwA9g/cGm1A2JRmXxOxQ/gsCRqnicyEpYe0OjI1FoyUVOQwnqeQr1nhOVUJ4Ozi+bWCPQI6DGk5gEoOkoij1/ZAUnBnJils79BKpvhv/jrf/3+5+bjAsz/5Ddf5PCwzNpai/yETjar8e67JVzX58qVDK2Ww40bhxiGwlNPTbG3V+HOHSEu8vzzS7RaPV59VRC+ZmczXLgww+uv3WJ/XwDg/PwEV64u8frrK2xsCDlNSYLPfe4pEokIf/RHL1GvD0FjairH5z73DHt7R3ztay8du/leuXKOp5++yObmLn/yJ9+5b03r1asXePbZK/R6Dt/+9ve4fXv1oY/J1FSe8+fPcOrUIoZh0O322NjYZH19k62tbWq1k9XFfpQmOjWlyOVyTEzkmJrKk81mRppLNNjb2++Hifc+Ugh/1HRdZ35+hoWFORYW5rAsE9/32ds7ZHNzh42N7RO7fz2KZbNpZmenmJ+fIZtNI8sSvZ7D3t5hPz99QLP5eGqOIxGbbDbVH2nS6USYlvA8vy/kMhAnqVGtNj7SJORx26ALkzYiyTloKXovI3swFEUOozdSvx3pcaIV3Ou53lvKNCqtKV4/SVbzfs8N/v/4pGC8DGv8fnCcIHa8e9Vg/8abWgyPizheo32t1QemosbEYToDNbfuiMpb55GV3URZVKRfYy9U7AZEsG7XoViocVSocnRUods5+bNTqSjTM1mmpzPoukq367C3V2Znp0SrNR5tymZjLC3lSSZtHMdjZ6fCzk45FCTRNIX5+TTT00mCIGB3t87urogiybLE7Gyc6ekYrhuwtdWgXBYO18SExcxMBM8L2Nnp0mh66LrEwoKFrklhaNvQJWamNGR5mHdOxUVZVbsrU24q2IZPMjICzqqDpQlw7mH2w9oejpZB9vulVEZcdKZqHiIZNrKdwivvopg2aiKL2an8eOSYX3zxRd59d596w+Pc2QjNlsed22UyGZPFxRjvvXdIrdZlaSnJxEQ09Jbn5lIsL+d45ZU7VKstVFXms589H6p7gchz/MRPXu2HsN8Kv/PcuXkuXVrie997m42NvfD5eDzCz/7sp6nXm/zhH37z2Mz02rXzXLt2gVu31vj2t18+0WMyTYOf/MlPMzs7xdraFl/72rfodD44F6qqCufOneHq1Yuk0yl6vR537qyysnKbzc3tH8uSKcGMzjI9Pcn09BQzM9NEIkKzutlssbOzy9bWLltbO4/FoxYh6RyLi/MsLy+SSoncdKFQZmNjm42N7Y+UNwbhRU5PTzI7O8nc3HB/KpV66E0fHBQ+lAjJ/SwWi/RVxJJ9FbFY6FkDtFqdfq1zvd9us0mt1viB1Ts/sR+8SZIgLA4JYHo4RJ25HqYdRD/ucSB3Xa/PzBcM/Xq91S+vaz30vcSyDHK5JLlcknw+Heasq9Umhwdl9g/K1E4ggUmSxMREkvmFPNmsEOopFutsbxc5OqqNedHxuMWpU1Nks1Fc12N7u8z29lBtzzQ1Tp/Ok8nYdDou6+sVymUxCbZtjdOnM0QiGuVyl83NOq4bYFkKy8sJTFPh6KjHwWEPSYK5ORHarjd89g/74e5pHV0TOed6E+IRQQrr9CTKDRVTF+Ds+gq1EXAWOWeTiFQHAhw1jeI3Ufw2gZUWx6FdQraTSJqBVz1AS2RIptL86n/4Y1Au9Zv/9EVefnmHeExlbs7k1q0K9brDhQsiz/f223uoqswzz0xxeFjn1q2D0FtuNLq8/vpdYFiz/O1vvRsKiVy7tszUdIY/+ZPXwtKoeDzCT//0M+zsFPjud4dhalVV+MIXPo2ua3zxi18/pqJ16dIZnn32Misrq3z72y+fuC+ZTIqf/dnPYZoG3/7297lx4/5ksIFpmsbVqxe5du0ylmVyeHjEW2+9y8rK7Y/UU/njaslkgtnZmTBfbNsC2EqlMpub22xsbLG7+3hqtxOJOMvLCywvL5HPZ/ss0TobG9usrW3dlxfwKJZMxkNvemIii6oqeJ7H4WExZHqXSo8nOjBqlmWSSglRl2QyPtJqcxhK7nS6fYKPqHeu10W9c7PZfgLaf8pM09SQMxCN2kQiVr/5SRTbtsIwvpDabFOtNkaU5uoPVQMfj0eYnEwzPZUllRYStq1Wl/29Eru7RarV453hDENjdi7HwkIey9Jpt3tsbRXY3i6N5aKjUZPTp6fI5WI4jsfGRpHd3Wro/CQSFmfP5rFtnVKpzdpamV5PTH6np2PMzSXwvID19Tq12gCIo+RyFs2mx9Z2B9cNyGQ0JvM63V7A7p6L58P0lE7EEvXO5ZpogpFJQM+VKNWH4Oz4wnMe5Jy7gYWD3gdniZ6WRg/q4HYgMgFOG6lXR0nkCZwOfqvKxKkL/PW/+sv3PcYfG2D+7/7eP+bGjUMWF0x0Xebdd4tEIirnz6dCla+ZmRjz80lefXWdVqvHzEyS06cnQm9Z0xReeOE8hUKd118TYJhIRnjhhcusrGzy3ntDha6f+qmnsSyTL33p22MhwE996irz81N89avf4eCgMLaNy8tzvPDCc6ytbfO1r33nRE95fn6Gn/7pz9Bud/nSl776gbXIsixz+fJ5nntObM/6+havvPIqOzt7D/y/P22WyaRZWBAe7vT0JIqi0Ov12Nzc6Xfc2nwsZVu2bbG4OM/p06eYnp5AURSazRbr61usrW1xcFD4yDljRVGYnMwxMyO86YHH3ul0Q7nQvb3Djxxav59JEkQiERKJGMlkrN9GMk4sFsGyjLH3drs9ms02rVYnXIryqU6/Jrb7sa99fmIPZ7IsEY1G+i1FRR18Op0gErHC9zQa7bCFaaFQHWt7e5LpusrUVIbZ2Ty5XAJZlmk2O+zsFNjeLpxIIMvnUyyfmiadjuI4HtvbRTY2jsZUx2Ixi3PnpkmlIrTbPVZXCxQKgigrSTAzk2JxMQPA5maV/X3xmmVpnD2bxbZVDg9bbG8LzlI6bbCwEMPzAja3OrTbPtGowtycSeDDzp5LtxcwkVVIJhTqTaG1HTEhmwLHlSieAM4DtnY7iOCjYEu1vnxnCt0rQ+BBJI/cqxD0OijpGYJmiZhl8Ou/9jfve1w/NsD8X/6tf8DBQYmzZ2z29lrs7bVYWIiRSum89touvh/wzDNTtNsub78tWNbPP79Et+vwyisit3z69CSLizm++Y13aDZF2PhTn75ANGrxla+8HIakl5eneeqpM7z00ltj7RsXFqb49Kev8dZbN3jnnXEvd2Iiw8/+7AscHhb48pe/fqInd/bsMi+88AkKhRJf/OJXPrCMZ2Zmis9//jOk00m2tnb49rdf4uDg8MMfxA8wSZIwDEHgGRB0JEkO82uCfOKGNcw/qrC5qqrMz8+ytLTIqVOLRCIRfN9nd3efu3fXWV3deCwkN13XWVyc58yZU8zOTqGqCq1WOwTp/f2jx1ISZFlmWI41OzuJbYsbYb3eDOVC9/cLH6ns62FNVdW+znkkLKOKROx+aY11Yk6z13P6JVOifGrQdazbFR3Iej3nHkb2kI39cbChwIcylt8d5nlH89yD90hjue9hLvy44Mmo8MmDmNv35rNHGekDhnooX+qNEsCcEfLXwzWmeBTTNJVUSkjBirxyKpzA9XoOhUK13x61/EDddk1TmJ7OsbAwSSYTR5IkisUam5uH7O8dV9pLJCKcPjNLPp/A9wO2t4usrx+Nee2ZTJSzZ2eIRg3K5RZ37hyGeWrDUDl/fopk0qJa7XD3boluVwiKLCwkmZqK0Ww6rK7W6PV8LEvh9Okkqiqxs9ulWnUxDJnFRQtZht19l3Y7IJNSyKQVmm3B2LZNyKWGnrPVzzl3XZWGo5Mweyi4tIkiAabUwJdNXCWK7pZAUiCSQ2oeggRKcpqo3+DX/+Z/cd9j+bEB5l/9G/8jQdBgMm/w7rtFXDfg6tUMhUKT1dUyqZTJ+fM5rl/fpVhskM1GuXRpOmRiq6rC5z53noODMm+9KcLauVyCTz5/nrfeus3q6i4gcoNf+MInKJcbfP3rw1C0aRr8uT/3AtVqgz/8w2+O3ZBt2+IXfuGn6HZ7/N7vfeVEks2FC2f47GefY2trjy996Y8eGH7WNI0XXnieixfPUa3W+PrXv8Xa2sZ93/8oZhgGuVyGTCZNKpUikYiHNc2D8qKHtW63O9LicdA9qkalUqVcLj9WhvWDLJ+f4PTpZU6fPkU6LUgge3sH3Lmzxt27a4+laYemqSwszHHq1BKLi3OoqtoH6W3W1jYfG0iDCHtPT+ePaXvXag32949CedKP0hbyw5qmaUQiZtg2dDiMfqcxPdTKfhgJzQHIDFjHo6VRvn8vEWucwDVgW5/UclGS5HuAUT4GqANQfVw2XtolRHmO78NxYtjAxltGfvhtFSDtjNSZi8iGEIkZRj4+SpoiErHI5VJMTKTJ5zOhV91qddjfL7G/X+TwsHLfybtlGczP51lcnCISMen1HDY3j9hYP15uGImYnD49zcxsFt8P2Ng4YmPjaKwj1cxMhtOnJ1EUme3tEhsbQ6CfnIxz6tQEAGtrZQoFcV9KpUxOn870nxehbUWROH0mSTSicnjY4/BINE1aWrTQdYm9A5dGMyCVlMll1BPBuVhXiZqit3Pb1Wg7Ogmzg4xHizgqDobUxlWi+LKO5pRAs0OmtmRESOXn+C/+4//TfY//xwqY47EOQQDvv18inTZYWopz/foB9XqPc+eyRKM63/ueAN1r12YxDI3vfOd9ABYXc5w5M8W3vvluyK7+zGcvYRgaX/nKkKB17dpplpam+cM//M5YmOazn32Kqakc/+bf/An1+vB5SZL4+Z//PIlEjN/7va+c2Gf53LllPve559nY2OZLX/rqAz3NfD7HF77wU0SjEV5//U2+971XPxJBKBqNMj8/y+zsNNPTU6RSyfC1brdHtVoNa5pbrRbtdpter4fjiBaQ4rhI/dZ0Sp9oIogllmX1O0nFiMWiRKPRkF0NIjRbLBZHSqIOKRY/evnQgyydTnHmzCnOnTtDJpMmCAJ2dva4desuq6vrjyXcraoqCwuznD69xMLCPJqmhp706urmYwl3D0ySJNLpZB+oJ8nnM2GNeL3eDPtPHx4W79vj+0dlQpVqWDIl2hUOFasEu1gdYx/f630KQFVGaoZhXDJz2GRiENUZKNWN1wcf16Me9Bcf16f2xp4Xr42XLN2rae373g+lPE3q96YeHLfRFqzDsjQtjHqZpoFtW/0GI8axMrBez+mTvgZa6sPxqPecSMRicjLL1JRokappKq7rcXBQYmfniP390n0jJLlckjOn58hPCr7Q3l6J1bt7x3LRkYjJ+QsLTE4m6fVcVlcP2N4ujnSjUjh7dorp6TStVo9btw6oVsWk3DBULl6cJh43OToSzpzvi/Kp8+dzWJbK7m6L/X3RRnh+Pko2a1GuOOzsdJFlWFq0MU2JgyOPWt0nmZCZyA7BOWIJcG73JMoNhbjtEzV9mj2dnqeSMNuARIsYltJF9ju4agopcFG9OoGVggCkTpnUzBJ/81f+g/tfC48bmH/3d3+X3/3d3+Wf/JN/wvz8/EP/36/9+v9EOtVja6vB4WGbM2cSGIbCG2/somkyzz47zdZWmbW1Arat84lPLIYqX5IEL7xwgWazw/e/dwOAbDbO85+6wBtv3GJ9XeRrIxGTn/3ZT3D37javv34j/O7p6Ryf//yzvPHGe1y/Pq769cwzl7h8+Sx/8iffObHX8sLCLH/mz7zA9vYeX/ziVx4IyleuXOSzn32eZrPJl770Ffb2Dh76+IxaOp3i7NnTnD69TC6XBaDVarG9vcPe3h4HB4ccHR3RaDw4P/SoJuoeY/265QzZbIaJiQmy2Wzo9TmO09e43mNnZ5fd3X0c5wdTxpNOpzh37gznz58lmUzgeR7r65usrNxhY+PxMNiHIL0cetIiJ73N6urGMR7CR7UBUE9OToQdrQaRjm63R6FQ6st6io5WH6cSqSf2ozNJkjBNg0jEIhKxR5TeIsTjUSIRa0yCt9ls98vtapTLIqd8Utvak0yWJSYm0n39+TyWZeB5Hnt7Jba2DtjfP3lyblkGp07NsLQ0haapFApV7tzepVgcFyKKx20uXlokk4nRaHRYWdmlVBoKMaVSES5dmsOydLa3BSYMJk7z82kWFzN0Oi63bhVptRxkWeL06SyZjEmx2GFjQ9RVD/Qx6nWXzS0RnVpctLGt4+DcaIlyqlhEEMKaHZlqSyaTCNBlj3pP9HROGG08VNpEicgNpMCjp2XQgya4bZFvdhvETY1f//Vfu//5fJzAvLq6yu/8zu+wvb3Nf/1f/9ePBMz/zX/7j9C1Nu+8I5Sbrl7NsLNTZ2urGjarGJC+lpezzMyk+Na3buA4Hvl8gqtXF3j1lRUODysAPP/8eaIxiz/8w++HJ+25584zPZ3li1/8ZhhOkWWJP/tnX8D3A37/9/947IKamMjwcz/3OVZW7vKd77x6bJuz2TS/8As/Q7FY4V//6y/ed8YoyxKf//xnuXTpHGtrG3z5y3/0yJ6dqqpcuHCWy5cvMjmZDz3F27dvsbq6TqHweAHiUS2VSjI5KcqhZmdnmZjI9dsjeuzvH7C5uc36+iYHB4c/EI86n89x/vw5zp8/i21btNsdbt26y82btx9bM5BBuPvs2TPMzU2FIL26usna2haHhz+YcxCPR8nnc+TzWfL5HMlkPKyXrdUa/TaaFUolMZ4wrZ/YvSbLErFYNCQEJpMJ0ukksZgdXkutVptCoRpquVcq9Yf6rWazSebnp5ifn8I0dbrdHpubh6yv741pQwxMVRUWF6c4e3YO09QpFmvcurVNqTgeEZqYSHLp8iK2bXBwUGFlZW+sC+CZM1PMz2dptXq8//5eKPGZSFhcvDiNokjcvVuiWBRe9YA83Gg43LlTxfMCMhmThYUorbbPxoboFb24YBOJyOwfutTqPumkTDajUmtCqSraRiZjCIWwjkw26aFKPtWuhSL7xPRuWOMckWoEkoKjptHdYp+ZOUFS7fxwcsyO4/D3/t7f49d+7df4jd/4Df7O3/k7x4C52WzSbI57cUL0P8s/+Af/lEqlwo0bJbJZk4WFWKj0deXKBCDx+uvrAHz608vUah3efFOIdTz77DKWpfO1P3kTEIy+z//EVa5fX+XWLeHlRiIWX/jCJ7h5c5233x4Su86dW+Tpp8/z1a9+l729IfFKUWR+8Rd/BkmS+Jf/8kvHcsaWZfIX/+LP4fs+//v//nv3rVFWVYWf//mfYWFhjpdffo2XXjq5xOp+ZlkmTz99jWvXLmOaJkdHBd555x3ef//mDy3H+2FM07S+xvU8S0uL5PMT/bKKNuvrG6yurrO+vvnYvWnRPnOeS5fOs7y8iKqqHB0Vef/9FW7duvvYGnJomsbi4hCkFUWh0WiytibC3Y+jBOv+362GLTRzuTS5XCasowYRAi+Xq/1Ro1KpUa83n2hbP7FjpqoK6XSSTEbUxk9MDPPJjuNydFTi4KDE/n6BavXB8sGSJDE5mWVpaYbZ2QlkWaZQqLK6usPOzvH0jyxLLC5Ocf78Aqapc3RY4ebNrbDMdfCe5eUpTp+ZIQgCbt/eD9v5AqTTUS5fnkPTVFZXj9jZqQCi+cWlS7PE4wY7OzU2N6v991ucOZOh1/O4fbtKr+eTTOosLcXpdn3WN9r4/tBz3j/0qDd8shmFdFKhXBPlVNmkKKcqNxS6jkwu6UIA1a6NpfawNId2EAnbRXqyjadYaE4RtAjJ3BS//n/5P9//vDzKSXyQ/fN//s/53Oc+x8TExH3f8wd/8Af8i3/xL8aey+Vy/NZv/RamKVMuC3BLJnW6XY9Wy8EwFKJRg9VV0ZgilbLRdZXtkb7K6XSUlZvDMPPi0iSe57G2Niw5Ont2Dt8PuHlzWDKlaSoXLy6H5SujdvnyOeLxKF/60teOgbIkSfzUT30Gw9D5F//i9+8Lypqm8uf//BeYnp7kq1/9Otev3zjxfSeZrms8++zTPPPMU2iayp07q7z88svs7Ow+9Gf8KM1xHNbXN1hf3+Bb3/o2pmmytLTA8vIyp06d4uLF87iuy/r6Jrdv3+Xu3bXHAtJBEITfaxgG58+f4cqVS3z+85/hM5/5JHfvrvPeezc/dBphdP9u317l9u1VNE1jaWmec+fOcPHiGa5cOU+93gxz0o8bpB3H7YuYDPdh0MhESKMmyWTS/b7ewhvyPL8vOlKnVqtTq4lmJPV64yNrf/8fwWRZPpY7FypmKqo6nkNXFOVEFveogtnQhqSxYV58yNAesrPdkPQlqiacxyJe47peyGEAwd+xLJN8PkM+n2VqKs/0tLint1ptdncLffGc4rEyOkHKFOWAhqGxuDjDmTMLfPKTF2m3u9y9u8Pa2l4Y0fH9gNXVXdbX91lenub8+Xle+NxltrcLrNzcott18P2AO3d22dktcu3aKS5cmCGfT/Dee1t0Og6lUoOXXrrFlSsLnD49QTJpc/PmPr2ex1tvbXD69AQzM0ksS+X27RKlUpsbNw45fz7HuXNJbt+uUqn0uHu3xqlTcRYXLNY32qyvt1haspmcUPD9gELRQ1EgFVfwPBHW1jSJZMSjUJMo1RSycZeY3qHWM9DUAJMmLRL0AgPdb+HLBp4SRXUa4D/43D0Wj/nWrVv89m//Nn/37/5dJEnib/yNv/HIHvOLL77I97+/Tqfjcu1alv39BhsbFaamoiwupnj55TU6HYdz5/Jks1G+8Y0bBEHA8nKe5eUJvvYnb9Hp9FBVhZ/5M0+zvX3IG2+IfLFhaPz8z3+K1dXx3PKgQcUXv/i1MfGHaDTCL/3Sz7C2tsU3vvG9Y/v71FOXeO65q/zxH3+TlZU7Jx4TRVH4hV8QoPzlL3+VW7dOft9Jdv78WT7/+c8SidisrNzm29/+NsVi6YP/8cfEJElidnaWs2dPc+7cOWKxKK7rcvfuGjdv3mJ9ffOxl2rlclkuX77IhQvnMAydUqnMe+/d5ObNO/R6jw+YdF1naWmes2dPMzMzOeZJr69vPfac9INMUZRQdGQoQJIkGrXHGNWO49JoNPs9m1t9Jn6bdluwezud7o9tLlsQGgcEKqGeJRq1DNaH5KrB+vhSjIdhoJ9kA5AdZW6P2r0s8wGIP4y5rku32wvrzUX9uTh3opKiRbPZ+sjENdu2+q1SRSWBpqk4jsve3hFbW/vs7h49sNZ9airL+fPL5PNpHMdlbW2P27e3jsmFaprCuXMLnDrV945v7bC2tj92zGbncly8uIAkwcrKLru7w54D8/NZzpyZott1uH59NyyrmplJcupUjmbT4ebNIxzHx7Y1Ll7MARK3b1dpt13icY1TpxJ0uj7r6yL8vbRkY+gSO3su7U7A3KyOqcNBEXouTOdEdPqoqmFoPqmo6EjVdjWSZpsAmRaxkXxzFt2vkoxFfvB1zP/6X/9rvvzlL6OqwgEvFoskEgl+9Vd/lWvXrj3UZ/zmb77IN795h0RC5/TpRCjBeelSDkWRee21dSQJPvOZUxweVnnvvW0APvvZc7TbvZD0NdDE/vrX36BcFjmL8+cXuHhxkT/4g2+HjGtVVfgLf+EnOTws8bWvvTS2LT/xE59kejrP7/7uF4+V4mQyKX7pl77A6uomX/nKn5y4L4LJ/dMsLS3wh3/4x9y8eevE991rkUiEL3zhp1hcXGBv74CvfvWr7O3tf/A//pjbzMwMFy6c58KF89i2RavV4v33b/Hee+8/9gmJqqqcO3eGa9eukM/ncByHW7fu8u67j/+7BiA9qJMeiplss76+zf7+Dybf/kEmy3JfaEKIj8Ri0X5dc5RIxA6JfKPmeV5YyzysYe6N1TCL+mUXz/P7XaS8EYb0EJQGHuIAf8Y1pUfLnoaa2qM626Me6zgLfLSPsfbQgDroQT5Ydru9ftcs59hro97roO5/tPZ4OPyP1OXs3v0cZWbr+qgk52gHOBPTNMaAXRC9Wn02dj3UWK9Uah8qrSPLMpOTWebmpllYmMY0DRzHZXv7gPX1HQ4O7v8bSiZjnD+/xMLCFL7vs7q6x61bm8cAOhIxeeraWfKTKeq1Fu++uxa27QUwTZ2nnzlDOh1lf7/C++9vh6VViYTNtWuLqKrM++/vUSyK+30mE+HChSkcx+PGjSO6XQ/TVLl4cQJFEeDcarkkEjqnTsVptURYW5bh1HIERYGtHQfXg/lZHUWBvSNxDU/lwHUlCnU17EhV6wrCZtzo0AsMHExsqdr3mmPkbPeHR/4a2P085gfZb/zGP+T117eYm4uSyZi8+uo2iiLz3HPTbG6WWF8vhj2X33xzjUKhTjxu8fzzZ3j77VW2t0So+zOfvYSiyPzxHwuyliTBz//8p6jVmnz966+E3zfILf/BH3ydYrESPp/Npvhzf+4nef31d3jzzffGtlGSJP7iX/w5TNPgt3/7X973wv7sZz/JU09d4etf/zZvvfXOQ+3/8vIiP/dzP4OiKHzjG9/ijTfefOhj96fFZFlmaWmRa9eusby8iKIo7O7u8c4717l16+5j1Z0GmJjIcfXqZc6fP4umqezu7vPuuzdYXV3/AYg4iJz0qVOLLCwIdnen02Vzc4f19W12dvYf+/59WFNVhUjExratY/XMhqFjWVYfHLSw6cIP2wadmMbDvL0RMQ5nBFxHhVCOr/9pyr3LsoxtD1o8iglXPC7IXvF4FF3Xwvc2m62wxWihIJj+jxIZkSRBulxammVhYQZd12g0WqyubrO6unNflnc0anPx4jKLizP4vs+dO9vcurV1jDw7OZnhqafOYNsG62v73Ly5NeaZL5+a4ty5OTqdHu+8sxl2vzIMlaeeWiYWM1hdLbC9LbzqWMzkypUZggBu3Dii3Rap0kuX8iiKxK1bwnNOpQyWlmLUGx6bmx00TeLUsk0QwOaOgywJcPZ82CuAZcBEmn5HKoWJpIcs+VQ7NmZfU7sVRJHxMaUWjpogmYjzt//z/+T+x/bjAsz/1X/191lZ2ePSpRSdjsf77x+SyVicPZvlzTc3qdU6nD49weRknG984z18P+D06UkWFnJ89auv4zoetm3wUz/9FO++e5fbt4VHPTmZ5jOfucK3v/0GOzsijyxJEr/wC5+n0Wjxla98a2w7/syf+QypVJJ//s9//1hu+fLlc3zqU8/wpS/98X0FQc6ePcXP/uxP8uab7/CNb3z7ofb905/+JJ/61Cc4ODjk937v9ymXKw993P60mmVZXL58iaeffopUKkmr1eb69Ru8/fa7j70MzDAMLl06z1NPXSWRiNNoNLl+/X3ee+/mQ5eQPIoJZbMZlpcXWVycxzB0HMdlZ2ePjY0dtrZ2fyDf+4OyQf514LGOerfjNcvH86yiPtkPc6yDuuTReuIBCI96qH+awPSHabZtkUol+oQv0bkskYiF56RSqXN0VGR/v8D+/tFDq9Episzc3DRnzy4xOZnF9322tw9YWdkYc3xGLRazuXbtPLOzE3Q6PW7cWA9LW0c/99KlJU6dmqHV6vL2W3fHvOdkMsozz55B11Vu3twJQ9uyLHHlyiITEzF2dircuXPY33+da9dmkSSJGzeOQh7TAJxXVip0Ol5IQC6XHXZ2u1imzNKSRbcbsL3rYpoSs9MarY6ocU7HIR6FUl3F8SQmEk4o25k0u0j4tIhjy22kwMHOLfN//dW/et/j+fERGPnV3+DgoMjVqxnW18vs7TU4dSpFOm3z3e+K/OygYcWAjf2Zz4gw9svfF2Hs06enOXd+ji9/+fthv+Xnn79IJpPg937v6+GPeXY2zwsvPM3Xv/59traGF8LAW3755Td5992bY9tnmga//Mu/yMHBEb//+18+cR+SyQS//Mu/xNFRkd/93f/fB+ZJFUXm537uz3Du3Bneeedd/uiP/vhj4zV9nGxhYZ7nnnuO5eVFgiDg1q27vP76mxwdPf4a4sXFeZ555mnm52dwXZeVlbu8/fb1H9hkSZZlpqcnWV5eYGlpgWg0QhAEHB4W2NraZXNz9yN3wnpiT+xBpmlqn5EtyF4TE+lQ5KZSqbG7e8jOzgEHB4WH4n7EYhHOnl3izJlFdF2jUKhw8+Ya29snEy7T6TjPPHOJbDZBpVLnrbfuUCqN1zZnMgmee+48tm1w584ut2/thPdzTVN59rmzZDIxNjcL3Lq1G4qSnD49ydLSBEdHdd5/X+SrTVPjqafmUBQBzs2mg2mqXL48QRDAykqFXs9naspmejrCwUGXo4JDPK4wP2dRrXkcHHlhjXOpCrUmTE9IqHLAUU3km5MRj6aj43gKCaONi04Xi4hUI57K8bf+5o9BP+Zf+ZW/i+s2WVqKh2VSTz89Rb3e5saNPSxL45OfXOL997fZ3i5h2waf/ew5rr+7xsaGmA298LnL+J7P178hukVpmsqf+3Of5s6dTd58cwi0P/ETz5FIRPiX//IPx1qP/cRPfJLJyRy/8zu/d6wW9DOfeZbz50/z27/9r07sISzLEn/5L/8FYrEo/+yf/c4xktu9pqoqv/iLf5bFxXm+/vVv8sorx+ukH4cZhtEXAcmQSiWJx+NEo5EwHKmqKpIkA0GfAer0iSQtGo1BXqpKqVSiUCg+VOvKH5QlEgmeffZprl69imHobGxs8eqrr7O1tfPYvyudTvH009e4ePEcqqqysbHNW2+9y/b2D5YVn81mWFqaZ2lpgVxOyAk2my22t/fZ3t5ld/fgsZV8PbEndpKNqtHNzU2H3dIcx2Fn55DNzV22t/c/sOudqiqcOjXPxYtniMUiVKsNbty4y+bmHiehztzcJM88cwHLMlhd3eW991bHGluoqsLVq6dYXJyiVKrz5ht3wooCSYLz5+dZPjVFsVjnnXc2wrzz/HyWc+emKZebXL++21cEU3n66Xlkeeg527bGpUsTuK7PzZsVPC9gcTFGJmOyudWhVnOZmNCZyOkcHLlUaz4z0zq2CftF8DyYnhg0vFDIJgI02aPatdEVF1vr0Q6iSPjkk9qPRz/mX/mVv4tp9kinDV55ZQfDUHjmmWlu3z5kd7fC9HSSM2cm+M53btJu98KD/bU/eZN2u4dl6fz0zzw9FsZeWMjz7LPn+aM/eimcgdm2yS/+4k/wzjs3efvtIVhHozZ/6S99gbffvsFrr43nhaPRCL/8y7/Ae++t8K1vjRPFBvbss0/xqU89y7/5N1/mzp3VB+6rosj8hb/w51lYmOPLX/4K7757/aMcujETucwFlpYWmZubI5vNhK/1eg61Wo1arUa73aLb7eI4LkHgA6KxvZDjNIlEhARnLBYdI9DU63X29w/Y29tje3uH3d29H7qXbxgGTz11jU984lkikQi7u3t8//uvsrFxXJnto5ppmly9eomnnrpKJGJTKBR5663r3L69+gNv8mHbFvPzsywszDI3N4th6ARBQKFQYmfngN3d/cfe8/mJfXiTJCnsmTxkemthmH9YYiVC/aOypAM9cBiS44JgVBp0mFMXeXQnbCYy0Mr+QV2PiqIwPZ1nfn6GhYVZbNvEdT12dvZZXd1iZ+fB7VlFU4kZrl69QDIZo1pt8O67t0/0oFVV4fLl05w7t0in0+PNN2+xvz9OKJudzfHMM+fwfZ8337hDoTD0rmfncly5skSz2eHNN9dDYtnUVJJLl+ao1dq8++4Onjf0nCVJ4r33Dul0XGIxnYsXJ2i1XG7dqgBw7lway5JZXWvT6fgsLtpEbImtHZeeE7AwpyMBu0dg9TW1ay2FVldmIungBzLVrhmGtJvEmUmp/Je/9p/f/5h9nIA5kwlwHJ8bNw7IZm3OnMnw2mvrNJs9Ll6cIho1Q23sp59exDR1vvmNtwEBwpevLPJHf/RK2AHlM5+5TCxm82/+zTfD77lwYZlr187yr/7VV8ba7j3zzCUuXjzN7/zO7x9jYr/wwic4fXqJf/bP/vcTuxolEnH+vX/v32J1dYMvfvHkMPeo/fk//3OcPXuaL33pDx8LKEuSxPLyEpcvX+LUqWU0TaPb7bK9vcPm5gZ7e3scHh5Rrz+61rIkSSQSCTKZDLlcjsnJPNPT02QyAvBd12V7e4e1tXXu3LlLqfTDK+tSFIWrV6/wqU89TzweY3d3j5deevkH4kErisy5c2d57rlnyGRSNBpN3n77Ou+9t/IDkxwdNUmSyOdz/f7Vc0xMZEJltcPDIvv7h+zvH3F4WHii/PWYTJblPuNZEN9Mc7A0+kQ4A9MU7GjDMMaIVR9kgrXuj+XVR02w1Ec7YH0wwW68ZEpEvIRGdp1arfHYupfl8zmWl+dZXp7Hskw6nS6rq1vcvr3+gXruCwvTPPXUJRKJKIX/P3v/GdxWnm15oj84EgRIgiTovRdJUYaURHmTUkrpfVZmKSsrq+re6rozEx3T3RPd0fFedLyeeB/ezIvuiel+bW5fXy5NpbdKee8pit57TzjCe/c+HAIkCNBIKYlUllaEggJwDs7BIXHWf++99tp6E83NPTFr0KmpyezatRmVKpGRkWna2gYjxGGJiQns2lVLUlICPd3jDA3NlyTV6cls316J1+unuXkYu909d94qNm0qxGJx0d4+gd8fJCFBRl1dIX5/kI4ODV5vgLS0BDZsSGd21sXwsBWpVER1dRoAg0PC/b+8TAnA6IQXmUxEYd58vTlLLUYeF0BnkSKVBElLjExpe4lHmZLJ//NfPmLx1/3gN7/59+TmipiYsDAxYaG0NBW1er6+HGqT6uqamDP42Mj4mJbOTkGEtX1HZXi8Iwgrrxde2EN//ygtLfNOX88+uxev18f3318MPyekoZ9DpzNw+vQ8iYMQtbz99kt0dfVy+XJ0TzMwZyKSxW9/+/6Kblx79uxk587tXLhwkdu379zzdVoImUzGli2b2b69HpVKhd1up7Ozi56eHsbHxx9qRCeXyykoKKC4uIiysjIyMjIAoVWut7eP7u6eB2aFuRLEYjGbNtWyd+9ukpKSGBsb58qVG2i1uodyvOLiQnbs2EZ+fi5ut5uOjh7a2jofyJSr1UImk5Gbm0VeXg55eXmkp6ciFosJBAIYjWa0Wj1arQG9fhaTyfJELLUAIpGIhAQ5SqUCpTJhTn0uqNCVyoQ5Mk5ALo+Puf/8ZCcXTqcTp9M1NxJTaCULjU1dqBIPDY3xen33/b2MHGqxuGUqYW7oTAJJSUlhVf1CoZ0w1MaC0WhmdtaEwWDEYDDe90JOJBKRl5dNZWUpRUV5SCQSNBo9PT1DjI1NLTtlq6yskLq6mrkZ9FO0tPRGCR7FYhEbN5ZTU1OK3e6isbE73AILwmJ5x44acnPVTIzraG8fDndTJCcraNhZhUgk4u7d4bBiOzNTxebNhZjNQuQcCARJTIxn69YCXC4fnZ1a/P4gublJFBWlMDlpZ2bGgUIhZcOGFBwOPyOjLhISxJSWJGCzB5nW+MLTqHRGcLogLwsCARE6y3xK2+QWVNpyiZf4lHz+H//yL5e+tuuFmP/X//X/jVodpLtbh8nkYvPmLLxeP62t4+GhFZ2d40xNGVGpFDQ0lHPnTh+aGSMikYhjz2xjdHSG1laByHNz09m1ayPnzt1CpwvJ5ZW88MJ+bt9upadnPt1cUJDDU0/t4tSpS4yPR9YQt2/fzJYtNfzxj59gsUSvBvPzc3jllee5fPk6TU3LtziVlZXw8svP09LSyqlTZ+77WolEIrZs2cy+fXtQKpWMjY1z69Yt+vr61myGcnJyMhUVFdTU1FBYWIBYLGZmZob29k46O7twux++ylgikVBXt4Xdu3ejUCTQ09PH1as37ytTsBpkZWXQ0CCI0gKBAL29AzQ3t63JFCiZTEZWVsacU1MOGRnqBYNFfMzOCjdhwU9bsOt8FJH+o4ZMJo1o9Zon34UkHElYICjCHQ4nDocTm802NzrRMfec8DMUjT4upQOxWLzAH1tFSoqQ+UpNVYUHowSDQcxmC1qtAY1Gz8yM9r7+fuPj46isLKWmppKkJCV2u4OurgH6+0eWnCEgpK0r2bixgkAgSHt7P/39o1H15/T0FHbv3kpCQhwdHcMMDExEvF5VVUhNTQkGg4U7d/rwzdWlFYp4du2uQSqVcPfuEBaLQM7Z2SnU1hYwO2uns1MQiqWmKqitzcNicdHdLYhKy8vTyMhQMjBgxmz2oFbLKS5OQqN1o9N5Uatl5GTHo9H6MFsDFObHESeDSS3ExwktVAtT2r6ABJsnnhS5E1VKKv/bv3wM5jH/23/7/0Gh8NLYKKxiGhryGB2dZXTUQHZ2Mhs2ZHPtWi8Ohzs84vH0qSa8Xh+pqYns2buRmzc7mJoSorS6ukry8zP4/PNz4ZVbdXUJW7Zs4NNPv4+YdXvgQANZWWo++ODLiFWeWCzm+PFX0Gj0fPfdqZjn/eabL6FQKPinf/rjsl/YxMREfv7ztzGZzPzxjx/c95c7OzuLZ599hqysTMbGxjl37hwTExMr7/gIoVQq2bixhq1bt5KVlYXH46Wrq4umpruPJIqOi4tj584GGhq2A9DU1MLt200rilXuFyqViu3bt1JTU4VYLGZwcIS7d1vR69fWrS0lRUVmZgaZmelkZmagVqeE1bYgiMrMZmHGtsVim7PotGOz2deVwCw0OWlhP3Wov1ogWnmYcGWy6HSyMKvYidVqm3MfdGC328POWHa7/YGleR8XKBQJc17rwt9GdnZmmKwF600Nk5MzTE7O3FMmSCQSUVCQy+bNNWRnp+N2e+jqGqCnZ3DJyDwxUcmuXXXk5mZgMJi4fbsjypdbJpOya9cW8vIymJzU0dTUG0H4+fkZbNtWhcPh4vat3rAoTC6PY/eeGmQyaQQ55+WlUVOTj0ZjoadHMHEK8czMjJXhYRNisYja2izkcgnd3Sbcbj/FxUmkpcUzMuLC7vBTUqIgQS5idMILQSgqiMPlAe3sfEpba5YhlwVQKf1Y3XIQBcnPkD8e4q///X///+L12mlqmiIpKY7a2iw6OiYxGOxUVGSSmZnEhQuC4cfWrcUkJMzXl0NtUt98cy38y3/mmQaMRgtXr85HsUeO7EQiEfPtt+fDz0mlEt566wV6ewe5caMp4pxKSws5fHgvX399MmbdsqAgj5dffnZVPtivv/4yOTnZ/NM//TamqnsliEQidu3ayb59e7Db7Zw6dYru7p6Vd1xjZGdns337Nmpra5HJZAwMDHLz5qPx/E5KSuLgwf1s3FiD1Wrl0qVr9PcPPrTjKRQK6us3s2XLJuLiBNV4U1PrD/blfpBISkpErU4lLS2V1NQUUlNTUamSotK2Pp8vHEEKlo/z1pwhZ6x5t6/5eum8/SRhQVOoXrrQSzqUlpVKpRGOViHxlFC/jZ+r30Y7kYGQCRDOL0S6jgXEO0+6S0VsTxAJlSqZ3Nxs8vJyKCjIQ6EQhlno9bOMjk4yOjpxT617GRlq6us3UVCQg9vtoaOjj56eoSWDkuLiPBoahNkA7e399PYOR0XPGzYUs2XLBqxWBzdudEQEWOnpKnbvrsXr9XP7Vg92u/DaQnJuahrEahWeLynJpLw8m7GxWYaHhSi5tDSdgoI0Bgdn0WrtxMVJ2LIlG48nQE+PEZEIamrUiMUwMOhAJBJRUa7A4w0yPukLt1DpjOByQ14meP2CSjszJYCIICZ3AsXZCfxv//IxEH/9n//n/8XMjI6eHn14zOONG0N4PD7q6wvx+fzcuSPcVA8erEGjMdLWKqSjdzRsIEEex5k5ty+FQs6zz+6kqamL/v4xQFhxvfbaEdrbe2lt7Q4ft6gol4MHd/Ltt2eZmYmsST7zzEFSU1X87ncfxTznV155jpQUFf/wD79fNoVcXb2BZ599mlOnztDS0nrP1yYuLo6XX36RsrJSurq6+fbbbx9JavhBIiEhge3bt9HQ0IBCoWBkZITLl68+EsvRvLw8jh07SmZmOsPDo5w/fylmWeJBIT4+js2bN1FfvwWFIoGpqRnu3m1ldHR9ZTYWIj4+jqSkpDm3qEQSE5Vzc30Tw4Kn+Pi4+/aMXgnBYHDBgAYPTqdzTszkDEe8Tqdrzr9b+PdjTMWvJ6jVqRQVFcxNh0tHJBJhMlkYGhplYGB01d8htTqVHTu2kp+fjcPhpLm5i8HBsZjbxsfHsWfPNgoKstFqZ7l5sy2CfAGystLYu7eOYBBu3uyImOesUiWyb99mgsEgt272hIXACQlx7N4juEI2Ng7icAj3z+rqPPLz1fT2zjAzI7zP5s0FqFRyOju12GweUlLkVFdnoNM5GRuzoVBIqapKwWLxMT7hRqWSUpAvR6f3YTQHKCyIQyaBSR0o5aBOgVmbhEBARHqyD4dXhiJJzb//t3+15DVbN8T8f//f/4nu7nHGxsyUlqaSlpbA9euDiESwb185Y2N6+vtnkMtl7N9fTXv7MGNz/cvHjm1jYlJLc3M/AIWFWWzfXsX3318Np0RCpiInT16em6QiYO/ebeTlZfH++19EpLHl8njeeedVmpvbuHkzMpIGoc/1+PHXuXLlOnfuLF1bjouT8ctfvovZbOEPf/jjPV8XpVLJW2+9iVqdxsmTp7h79+49v8d6gkwmY9u2evbsEYZ09PT0cvHiZczme88i3AtEIhH19XUcOLAPkUjE9eu3aG5ue6iiKKlUSm1tNdu315OUlIhOZ6CpqYWhodHHVowlRLTxc21AMmQyYcLSvMtXbGevUMuP4KM9b6O50DbzCdYvEhLklJYWUVFRTm5uFiKRCI1GR1/fEIODY6sqE2VlZbBrVz0ZGWno9UZu325FrzfG3La0tICdO7cSCAS4daudqanIoCkxUcHBg9tRKOTcudPD5OT860lJCvbv34JIJOLmje4wOSuVcvbs3YjfH6CxcQC324dIBPX1ZaSkKGhrm8BsdiKVitm2rRiRCNraNPh8AQoLVeTlJTM4KEyjys5OIC8vkfFxF2aLLzwmcnTcK4yeLZBhc4LBJBiPSMRBtCYZKqWfhLgA4oRs/l/LEPMDG/v4QyESgcMhfDkVCtmC/wur9FD6ITlZSK+YzYKBh1IpRxYnZXZ2fvWmVifj8Xgj6hSZmWnh+aILkZubxcTEdNSNsrg4H7FYTH9/7J7k2tpqfD4f7e3Lp7C3b69HqVTw6aefr3gNFiMxUcnx42+TmJjIhx9+xPDw8Mo7rXN4vV5u3rxFU9Nddu/eze7duykvL+PWrUZu3rz10OrAwWCQpqa79PX18+yzxzh4cB8VFWWcOnXuvkoLq4HP56OlpZ22tk6qqippaNjGs88ewWg0cfduG319g2sm1rtfhHymn+DBYGEKX/Adl4ZHSIZ6nOcRXNDXHFrY+OayDO6H2ibndLro7Oyls7MXhULBhg1lVFdvYP/+nezcWU9//xCdnf3LRtEajY6vvjpFeXkxDQ1bee65g/T1DXP3bmfUuQ8NjaPTzXLw4E4OHNhGV9cg7e394dS2zebgzJkbHDiwnYaGalpbZQwNCeUxq9XB5cstHDiwlV27q7lxvQu73YXd7uLWrW52765h69YS7twZxO8P0No6zM6dldTU5HD37hhut4/Ozknq6gqpqEiju1vP+LiZlJQEioqSsNuNzMw4SU1NICcnHpvdz8SEk4pyBZkZUianfRhNftJSJdgcYDAGycmAxAQ/VqeEhLgAcuny36F1Q8wALpfwy0lIkKHRCGkFpVKofYXk7omJCQSDQaxzw7RVKqGfbKGMPi0tOeIxQEZGKgaDKYKA09JUJCTEMzER6c8KUFSUj9lsxWCIXtFJJBIqK0vp7x9cNqUsl8upq9tCb28/MzP3lrKNj4/nrbfeRKlM5P33P1h3Aq8fCq/Xy+XLl2lububo0aPs3bub6uoqTp48xfj4w/usVquVTz75jJqaao4ePcK7777NlSvXaW19cCYvixEIBOjq6qG7u5fy8lJ27tzBkSMHaGiop7m5ne7u3id10B8RZDIpiYlCOSBUElAqFSQkzA8FkcvjiYt7sKUBv98fVo47HKE+ZkHUZzZbMJnMD2RR5XA4aG5up7m5nezsTGprq6mqKqemppKxsUlaW7vRape2yx0YGGF0dIL6+k1s3LiBgoIcbtxoYXIy8h5ptdo5ceIiDQ2bqakpIyUlmRs3WsMk7vF4uXDhFnv31rN1awUymZTeXiFFbrM5uXy5hYMH69i5q4rr17pwuTxYzA7uNvWzfccGNm0qpKVlBJ8vQHPzMDt3llNTk0tLyzg2m5uBAS2VlVnk5iYxNWWlr0/P5s3ZFBUlMTBgZmjITE1NKrk58YxPuNBo3OTmyklKFGMw+klOlpCWLAy6sDkgMSGAwy3B5hKTkrKCa9oP/B09UDidXmQyMVKpODxLU6EQ3I5Cj5OS5Dgc7vl+NZUCvz+A1SoQtUQiJjlZyfj4/C9ZKpWQkpIU4fQFkJ0t9N4uHDgf2j43N4v29m5iobi4gPj4eLq6lhdf1dVtRiaTcuXK1dVeAkBIu77yyoukpaXxwQcf/uhIeSGsViuff/45d+/e5cUXX+Sdd37KnTtNXLx4+aG2pXR1dTM2Nsbzzz/P4cMHKS4u5NSp8w/VcjQYDNLfP0h//yDFxYXs3LmDAwd2s337VtraOmlv736gs6Gf4OFBLo8PtyCpVMmoVMkkJyeRnJwUVjcvRIgwnU4nGo0Wp9OFyyX0P8+Pz/TO9Tv7w0M8QjOcF4roxGJxWDwXirbl8pDxidAqlpycRFZWZtS5CBOljBgMs+h0BrRa/Q/KGAnGNlquX79NbW01mzbV8PLL+UxNabh7tz1KtxOC1+vj1q1mBgdHOXhwF0eO7Ka/f4TGxvaIrFkgEODmzRYMBhM7d27h6ad3cflyE3a7EKj5/QGuXGli585NbNxYglgsortb8Law2ZxcvdrKgQNbw+QsZE3NdHaOsGlTCRUVOfT3T+NwuOnoGGfr1mLKyjIYGNAyPW1GrU6ioECF2ezCbvcyNmaipCQVtVqOweBietpBXp4Sk0nCrNFHWlqADLUEuz2AVucjN1tKogKMFlAmQFKCH7NDwkqFrHVDzD5fEL8/iFIpKDCdznlidjrnR7MplXIslnkf6qQkBTabM/y6SpWISCTCaJwXBKSlqRCJRFHtK5mZaiwWW1Q7QHZ2JhKJZEmLx/LyEhwO57IOUxKJhC1bahkcHMZguLcWoT17dlFSUsK3337HyMjIPe37uGJkZIS/+Zu/4fDhwzQ07KCwsJCvvvqa2dnYNagHAZvNzscff8K2bXUcOnSId999mxMnTjM1FZ1BedAYGRljZGSMvLwcdu7cwa5d26mv30xHRw+trR2P1KzkCZaGXB6PWp22SMmeEkF4fn8Am02ISvv7NXNOW1asVttcT7Q9Ylzho4RMJguPfUxNTSEtLZWMjHRqa6uRSoXbv9vtZmZGx/T0DJOTgkvgvY49dTic3L59l7t329i4cQP19Vt48cWnmZiYprGxNWbmEQTF9xdfnKS+vpbNm2vIykrnypXGKDew/v4RLBYbhw7t5OjRXVy61BS+xweDQW7daiMQCFBdXUwwCD09AjmbzXauX+9g377NbN9Rya2b3QQCQcZGtSQlJVBcnI3V6mRmxoROZ2FkREtxcSYmkwO93kZPzxQ7dhRTXq6mrW2GmRkb6elKCgqUWCweNBoHarVcSGkPOJicdFFamkBamgS9wY/LDalJYHeC2QYpSQFsLjFWx/JObuuGmD0eITqSy4VTcjqFlEtCQlxY9i449sQxNTWfJklKUoQNRGBhanshMScDRP2yMzLUMck1Ly8bn88fs81FLBZTVFRAd3ffsgKeyspyEhISaGy8t+EUOTnZ7Nmzm7a2Npqb/7xmMnu9Xk6dOsXAwACvvvoK7733c7777gT9/QMP9bhNTc2Mj0/y6qsv85OfvMrly9dobl7dHO0fisnJaT7//GsyMtLZuXMHW7cKNyjBrKQds9my8ps8wQOBSpVMRoaa9PTQv1SUSmX4dZfLxeysiYGBQQwGI0ajCZPJhNm8fp3VvF4vBsMsBkNkUCIMqkglKyuTnJxs8vJy2bVL6Pv3eDxzI0jHGRkZX9HNcCF8Ph+trZ10dPSwaVM127Zt5bXXnqWvb4g7d9piLjgDgQB37rQxPj7F4cN7efbZg9y5005vb6S+R6PR8/33l3j66b0cPtzA1avNaDRC0BMMwu3bQjmqpqYYv98fnplgMJhpbOxm166NbNlSRnOzcD/p6hxDpUqkpiYfm82FzeZiYGCGtLQkNmzIwmp14Xb76OmZYfPmfAoLVYyOmunv17N1aw4FBYkMDVkYGbFQVZUqDLfQejCafKSmSDFb/Gh1XgrzZagSwWKDZCUkJ/hxeR8TYna7hfRFfLyEYDCIyxUiZllYDp+QEIdYLMJuE4haIhGTkBAXTmMDJCcr5/ob51OSqanJ2O3OCNMEoeYTj04XHc1mZ2eg08UeDpCbm41MJmNoaHkh1saN1RiNJsbGVj9YQSQS8eyzz2Cz2Th5MrahyZ8DBgcH+du//TveeustXn/9VS5dusLNm7ce6jG1Wi2//e3veemlFzl0aD+ZmRmcPXvxkbk86XR6vv32+zmzkjpqajZQU7OBwcERWlra0Wgejr3onyuSk5PCxisho41Qv7Tf78doNDE6Oo5OZ0Cv12MwzN4TQa13BIPBMGGHSnJyeTz5+YIXe0mJMIYUhHT14OAw/f1Dq74Gfr+flpYOurr62LZtC1u2bKS4uIDm5g46OnpjLmQ0Gj2ff/49hw7tYefOLWRkpHLjRkvEd9BisfH99xc5enQ/Bw5s4/r1FiYnteHXGxs7iIuLY9OmMjweH6OjQklzakpPe/sQmzaVYrU5GegXxkY23elj/4FNbN5cxK1b/fj9AdraRtm1q4KqqmxaWycwGh1MTZnIyVFhMDix2TyMj5spKkpBpYrDbPZgMLhQq+MxmrxoNB5UKikZailTMz7sToGQrXYw2SAtOUhAsnwGZd0Qs8cTImYpbrfwixBaMcQRaW0gHEErE4V00kJiTkpSRDwGUKmSMBoj6yhqdQpAVHpbIpGgVqdy927siKmgIA+/379sGjsxMZGCgjwuX7632vLWrVvIzMzg448/eez6lB80rFYrv/3tb3nppRc5eHA/yclJnDlz7qFGJh6Ph88++5w9e3azf/9eUlJUfP31iUfqCmU2mzl37iI3btxi61bBrKS8vISpqRlaWjoYGRlbt9HZekVcnIysrEyysjLmfqaTkCB0d/h8PgyGWbq7e9FqdWi1OgyG2cdOLf8g4HK5GRgYCk/HU6vTKCsroaKinL17d7JnTwOTk9N0d/cxODiyqkWrx+Phxo1GOjt7OHhwLzt31lFeXszly7diprfdbg+nTl1k69aNbNu2ieTkJC5cuBnxHXQ63Zw8eYmnn97H3r1buX69NTypKhiE69ebOXhwB3V1lbjdnvB0qv7+cZKTFWzYkI/FYkerMeF2e7nb1M+u3dVUVeXR2TmO0+mhp2eK2toC8vNTmZgwMjSkR61OpKwsjba2GaanrWRmJlJQkIjFMsvEhI2UlHiys+IZG3eh13nIyoonQS5Cq/VQXBiHKhGMVlAlQqJy+Wu3bojZ6xW+CPHxkjBJy+WCvV6ImBMSBGIORcNKhUDMoT41EFTbofQGCFFoUpIySnmdmppMIBBkdjaSsEPDAJaKUPLycpiZ0S7b1lNRUQpAT8/qnbmkUil79uxmbGyc3t7elXf4M4Df7+fLL7/CYrGwd+9eZDIZJ06cfOjEdP36DQwGAy+++Dxvv/0GX3zxzSNPKTscTq5fv0Vj411qa6upr9/K888/jdlsoa2ti56evidtS0tApUomJyeL7OwssrMzSUtLQSQSEQwGMRpNDA6OoNFomJnRoNf/eZLwahCKqG/fbiIlRUVVVSU1NVUcPXqI/fvd9PT0097etSqjEYvFyjffnKS0tIgDB/bwyivCiN3m5s6Y17+lpZPZWRNPPbWb558/xLlz1zGZ5r+DHo+XM2eu8PTT+9izZwvXrs1HzoFAkCtXmjhyZBcNDTVcutQSbp1tbu5HpUpk69Yyrl7pwOFwMztrpb9vksoN+RgMVmZmTExPG8nOTqW4WI3BYMPp9NLXp2HTpjxycgSV9tDQLBs3ZpKdrWB62sH0tJ38/ESUCgl6gxe1Oo50tYTxSR9mix9VsgSzHcxWSEtd/h62bog5VGOOi5NiNgsRb3y8cHqhtLZcHoffHwgTt0IhtFKFiFosFqNQyCPGOSqVCUgk4ihj9pSUZKxWW9SqT61OBYTU4mJIpVIyMtQ0Ni5v8lFaWozBMIvRaFr5g89h8+ZNJCYq+fTTT1e9z58Lzp+/gNvt4fDhpwgGg5w4cfKhH7O3tw+bzcabb77OW2+9zueffx1Vp3sU8Hq9NDe30dLSTnl5KfX1W9m/fxe7dm2jp2eAjo7uhyqQW+8Qi8VkZqaTk5M1R8aZ4WjY5XKj0Wjp7e1jenqGmRntE9X7fcJkMnPzZiM3bzaSn5/H5s0b2bSphi1bNjI0NMLdu23LtkiFMDQ0yuTkNHv37qSurpb8/BwuXLgRk9zHxib55puzPPPMIZ599gAXLtxEo5k/htfr4+zZqxw9up89e7Zy+XJTOCjz+fxcunSHY8d2s3v3Ri5cuIvb7SUQCHDjRgdHjmyjflsF1691EggEGRiYJDMrlaqqPEwmOy6Xl87OMfbs2cCGDVm0tEwwO2vHYHCQn5+MweDAYnEzO+siO1uBXu9Cq3WSmakgOzuOwSEnGq2bvFw5SoWIWZNAzCmJMGuBlbR1D8df7z7g9YaIWRKR1gbCw67lclmYpAESEuLxeLzhHlClMhRBR6a2QeiJW4hY6W2AtLQUXC53zFpKRkY6YrF4WRtJqVRKbm4ug4P35sm8bVs9k5NTjI+vvib954Rr165x6dIlNm2q5eDBA4/kmJOTU/zxjx8C8JOfvEp6uvqRHDcWQq1Wf/rTZ7z//sf09Q1QXV3B8eOv89prL1BZWbaqmb2PO+Lj4ykuLmD37h289toL/OY37/HGGy+xZ08DqakpDA6OcObMeX73uw/467/+ez7//Gtu3brD2NjEE1J+QJiYmOTEidP8wz/8jtu3m8jLy+UnP3mFl156lqyszBX3d7s9nD9/hRMnzpKUlMhrrz1DWVlRzG1nZ018/fVpHA4nTz+9h/z87IjXQ+RssdjYt68uLPQFYWF2+XITcXEydu3aiFgsONI5nW7u3OlBpVJSXSMcNxiEu3f757yw8wGhvNrXN4VKpSAnRwVAf79w7y8qSgFgeFhYrOflKQkGYXLSRkKChORkKUajD483iDpNgs8HZoufRAWIRULUvBzWDTH7fAEkEhFisSiCmAOBQJi04+NlYZIGkCfEhdPcIBA1EO5xAyFihkhiFomEEZCxVmmpqaolI92MDOHGvJwQJycnG6lUwuhobC/YWCgoKCAtLZXGxtur3ufPEZcvX+HOnTvs2tVAbe3GR3JMg8HA++9/iM/n4803XyEtLfWRHHc5aLU6Tp8+z9/93e+4fPk6CkUCR48e4le/Os7Bg3vIyspY61N8YFCpktmwoZxDh/Zx/Pjr/PrX7/LCC8fYsmUjYrGY5uY2vv76BP/jf/wj//RPf+TMmfN/9lmERwW73cH167f4+78X/g7T09N4882XeP75p0lNTVlx/+HhUT766HMMBiNPPbWH3bu3RY3jDB3nm2/OYDRaOHRoJ4WFuRGvezxezp69itvt4cCBbeF7PoDJZOXmzTbUahWbN5eFn5+ZmaW/f5zi4iwyM4VzdTrcdHePoVYnkZeXBsDUlBGTyUFJSToymQS328foqAG1WkFycjwej5+pKStqtRyFQsrsrBuXy09WplB21WrcyOPF4agZhBqzfQXZyrpJZXu9AWQyYcUfSmvLZNLw/0Eg6oWOXnJ5XIQoYHFqGwRi9vsDEdslJCQgkUhiErNKlczgYGzFdXp6WthVZynk5mYTDAaZmFhaHLYYNTVVuN2ex2Ja1Frj5MlTpKdn8MwzR9FotOh0D1+tbDKZ+OCDP/Huu8d5442X+eijzx/ajOd7gcvloqmpmaamZvLz86itrWbDhgpqa6sxmy309Q3O9dE/HiQllUrJzEyfa+HJJCsrMzzhyOVyMzOjpaurl6mpaWZmNI/NXOTVID4+juRkwaQkKSkRpVKJQqFAoZAjl8uJi4ub8yaf9yUP1c0DgSB+vx+fb96eUxj8IUzYEnqsrZjNZiwW6wPXaHi9Xpqammltbaeubgs7dtTz05++RkdHD7dvNy07QtRud/DFF9+ye/cOtm7dRFqaKkyyC+F2e/juu7M899xhDhzYwaVLtxkfn9cNOZ1uzp69xnPPHeTgwW2cOXMz7BA2MaGhu3uY6uoS9HoLExNCLbqzc5jMzDQ2bynl8qU2PB4fY6Na8vKEscJ6vWXOnnOc3bsrKSlJp69Pw8SEidzcVIqLU2hr0zA1ZSErK5G8PCX9/WYmJmyUl6tISZFiMvnIzBSi5rEJHxarn6RECc4V3FPXDTEHg0FkMiGAj0xrz3/54uKkERFzfLwsol85NLrO5ZpXNCsU8ihVbWJi7PS24KATv6TQJzU1ZcWVeHZ2JrOzxntKm1VUlNPf3//QfKJ/TAgGg3z22Wf85je/4eWXX+C3v/3DI7lBm0wmPvroE372s+O89tqLfPTRZ+sqNToxMcnExCRxcZcoLy+jpqaKbdu2sGNHHSaTec7QZJzpac26EDuJxWLS0lLIyEifU0tnkJaWGraoNJnMDA+PMD09w9TUzJrU9x8G4uPjyMhIJyMjHbU6jbQ0wbgkVBcPQbDXdOJwuHA47Fit1rmynTfCFQyELKNEMu8EFh8fT3JyEtnZWSQkyCNsP0OtYDqdAZ1Oh0ajRaPRPZAhIj6fj8bGJtrbO9m9ewebN9dSUVHCtWu36e1d2osgEAhy7dptdDoDTz21n5dfPsapUxexWCJnMnu9Pr7//vwcOTdw4cINpqbmW6UsFhsXLtzk6NF94ZpzaBHS1tZHRkYadXUVGI1W7HYngUCQxsYunnpqG7W1xdy9K5xja+sABw5sprIyl/b2MRwON6OjOkpKMpmeNmO1uhga0lJTk0tGhhKdzs7kpJni4lSSkmSYzR6cTj+ZGXGYTD60Ojf5eXIUChHGuVrzHAUtiXVDzABSaSQxS6WS8M1PLBYJj93z5LWYqOVy2VyBf35FmJAQTcyhVfjiOnJiomAmsJTKMCUledk/MID09PR7qhNnZWWhVCoZGOhf9T5/7nA4HHzzzde888477N69i6tXrz2S4+r1er744kveeutNnnvuab766sQjOe69wOPx0tXVQ1dXDwkJCZSXl1JRUc6mTTVs3boJr9fL1JRAdtPTWnQ6/UNfECYkyElLS0WtTkWtTiM9PQ21Oi1cE3e53Gi1egYGmpiZ0TA9rXmo1qiPCiKRiPR0Nbm52eTk5JCdnRmR4nU4nMzOztLb2xdhVmK1WpfNyt3rOSQmJqJShZy/0khPV5OXl0N1dSUgGHxotTomJqYYGxtnYmLqBy12XS4XFy5cob29i6effoqnnz5IZWU5Fy5cwWazL7lfX98gZrOVF144GibnxUOHvF4fJ09e4IUXnubQoZ2cPn0touVVqzVw61YLe/bUs3lzBa2tfYCwoL9+vZlnn91LQ0MVFy+2EAwGsVgcdHePUFtbSvb0LDPTszjsbgb6J9lQVcDk5CyzszaGh7Xk5aVRVpZBS8s4Op0Nq9VNQYEgBJuZsZGbm0xurpLeXhOTk3NRs0qK2ewjKytIWoqEiSkfDhesVG1aZ8QsfFFDxCyTibHb59PaAJ65lZ1UJqRzFqY84uPjolIg8fFxUSIvxVyb1WIXGqUyFElHrtSAsB/tcm0zcXGC/Z1ev7I6MYTCwgIAhodHVr3PE8Dg4BDt7e3s3LmD9vaOhz42MoSxsXHOnbvAsWNPs2PHNhobo0eCrhc4nU7a2ztpb+9EJpNRUJBHUVEBhYWCeAqEm7LJZA47WQnEYMNud+B0OlecWCQWi+c8muUoFAoSE5UkJSWSnJyESpVMSooqnMkKnZNeP0tzc1s4WntUv7tHAZUqmeLiQgoLC8jPz0UuDwlSbUxOTtHWJnxurVb7SAxLgsEgVqsVq9Ua5bmfkJAQdv0qLCyirm4z27fX4fV6GRubYGBgiMHB4fv2VNDrDXz00ads3lzLgQN7OH78dS5fvrFscKPRaPnss294+eXneP75w5w+fZnpaW3ENh6Pl++/P8/LLx/jyJHdfP/9pYjoemBgFLU6herqUgwGc7jH2eFwcft2B/v21VFdXURX1wgg9DcX5GexcWMRer0Zn9fP0NA0+QWZVFXlceNGH35/gP7+aTZuLCA9PRG93sbgoJatWwvIylIyPW1jYsJMaWnafNTs8pOeEYfJ7EOv95CTHY88XoTB4CUna/lrt86IWSj8+3yBuceSBSQdSdpxIaL2LIygZRGPQahDL/7Dksvj8fv9UX2goUg6lm1cYmIiwLK1xZQUQbl3L8KT3NwczGYzNlv0YuAJlse5c+epqqpi797dj6SFKoTm5hYKCwvZs6eBsbFxNBrtyjutMbxeL0NDIwwNjQDC5LNQr29GRjqZmemUl5dEiW/8fn94sEIoBS4SCdkrqVQWXjAvRCAQwG53YDZb6O3tx2g0hntif0zuWSHk5uZQVlZCaWlxWBwofPY+xscnGB+fwGJZf9aqTqeToaHhORfDa0ilUgoLCygtLaGiooKyshL8fj/Dw6N0dfUwPDx6X2WQtrYORkZGee65Yzz99EEKCvK4dOn6kulzs9nCZ599zSuvPM8zzxzkzJkrUZOnXC73HDk/w5Ejuzlx4lJEUNbY2E56ehoNDbUYjZawIHhiQsPw8CSVlYVMTxswGq0Eg3CnqYfDh+up2lBAR8cIgUCQzs5hGhqqKChQMzamZ2rKSFFRJqWl6RgMNsxmJyaTi7y8ZDQaO1qtnfx8FTk5CqxWM9NTdkpLk0lKkmA0esnMiCM1Rcy0xs9KEzrXFTFLJEIqO2T4LpWKw61Q82lu4ROFbggLV/QymTQqVSKTyWJG0bEECSFj+ljEHIqml0vFJCUlAdxTBJCRkc709MMfmvBjhNVqpanpLg0NO7hy5dojFWSdPHmKvLwcnnnmCH/845/WRd32XuByuRgeHmV4eDT8nEQiCU9ISkxMDI8nlMnikEol4VqlIDYSZgGHhEZOpzMsNLLZ7I/d9bhXZGdnUVVVQUVFOYmJyrAbYFPTXYaHh+/Jw2C9wOfzhYn67Nnz5ORkU1VVxcaN1ZSXl2K3O2hv76StreOeF1gWi5WPP/6choZt7Nq1g4yMdE6ePBuzZRWEe/AXX3zLK6+8wNGjBzh9+lLUFECr1c7p05d48cUjHDzYwJkz18I15UAgwMWLt3jppcPs2bOFs2dvhV+7e7eb7Ox06us3cP68UIc2m20MDk5SVpbH+LgOs9mOTmtGr7dQWprF9LQRr9dPf/8UdXUlZGermJ42MzSkpb6+kOzsRKamrExOWigpSUWplGI0uvF4AqSr47BanRiNXtRqGVKJH/3sYzT2USIRh0lZGBIuioiegQVEHYqgI4l54WPhZiKKioyXIma5XOiLjnVTmSftpf8gk5JCUfXqol+xWExqaipdXbHHSz7Byrh9+zY7dzawZcvmR1ZrBmEiz6lTZ3jzzdepq9tMU1PLIzv2w0JIGPQ4ksqjgFKpoKamipqaKtLSUvH5fAwPj9Ld3c3g4NC6EgM+CExPzzA9PcPFi5coLS2hvr6OnTu3s2NHPT09fdy503xP2UFhCtQdJieneeGFZ3jzzZc5ffriklP8XC43X375Ha+//iJHjx7g5MkLEQYjADqdgcuXb/HUU3vYsWMTt2/PWynb7Q5u3LjLwYM72bixjI4OIYXu9fq4fbuDgwe3sWFDAT09QmtrV9cI+fmZbKwt5vq1TgA6O0Y4cHATJSWZ9PVNo9dbMZudFBWpmZmxYLW6MJmc5OYmMTNjC0fN2dkKBgctaDQOCgoSSUgQY5gViFmlkuByLa+MXzd9zCCQsd8vnPDi6Dn8eAmiDj23UMgSFydYei6uk8lkspi1MyEVHvvLFaoVLSdKSUhIIBAIrFq4kZiYiFgsxmQyrWr7J4iG2WxmZGSUmprqR37swcEhhoZGaGjYTnx8/Mo7PMFjiby8HF544Rn+8i/fY9++3TgcTk6cOMl/+S//nc8//4Lu7p4fHSkvRDAYZHBwiE8++Yy/+Zu/p7m5lcrKct577zjPPXc0XMJbLSYmJnn//Y8xmSy88MJRNm9e2pPA7RbI2W53cOzYQVJTo481ODhKe3sPVVVllJTkR7w2OjrFwMAoNTVlpKXN7zs9rWN8XMuGDUXhvmefz09HxxCpqYnk5aUDgt3z+LiOggJ12CK6v3+K+Hhp2HRkZESPTCYhM1NJIBBkZsZKSko8crkEvd6F3x9EnSbD6w1idwRRJYuJ7taOxLoiZolEFFZUSyTCqUcR85xaMPQ4mpj9C94vOqoGIbKOJWgQiDl23SNE8sv15Mnl8mVfX4z5CHvte2IfZ3R2dpKamoJa/eiduS5evIRcHs/WrZse+bGf4OFBJBJRWVnOO+/8hLfeep3Cwnyamu7yt3/7D7z//ge0t3f8qMl4KQhDVs7z13/9t9y8eZvS0hJ+8Yt3eOqpA+HgZTWw2Wz86U+fMTQ0yv79u9izp2HJbZ1OF19//T0+n49nnjkY1gItxO3bLWg0enbtqiM5OTHitcbGNlwuFzt3bgq7fwE0NQk+3Vu3loefGxvTYDLZ2FCVH962v2+SYBBKSwXFltFox2RyUFiYhkgkwmx2YrG4yc1NQiSCmRkbgUCQzMwEAoEger0TlUqKVCpCp3MjlYhQKpan3nVFzGLxPDHP17MCEY+jiXo+7SyRiKOIWtgmUvq/mMDn95cu2Toik8nw+XzLNucvF3HHQugP2emMrmk/weoxPCwYwhQU5K+w5YOHTqdjaGiELVtqI/pFn+DxhEgkoqqqkvfeO84LLzyDTCbj5MnT/Lf/9j+4cOESRuPjYdbysOF0Orl8+Qp/8zd/R0tLK5s3b+RXv/oZmzdvjOneFQs+n49vvjlBc3MbdXWbeOqpfUvua7Xa+PbbU8TFxXHs2IEo+9lgMMi5c1fx+/3s378j4rvo9fq4fv3u3Ozlefcvl8tNe3s/WVlp5OTML+rb2gZISIinuCR7bjsPo6MacnJSwxMOBwdniI+Xkp0tWICOjuqJj5eiVivw+QLodHbUajkSiQidzolIJCI1VYrd7sfjDZKU9BgRc8jJBgivVhZH0PPEHXocSdwL68PzZB5JwmKxOGafnlQqjiD6yNckK/b2SaVLE3ssyGRCFL7WK2+734d3wT+7//EyOjGZTDgcDrKzV+hBeEhobm5GqVRSVFSwJsd/ggeDkpIi3n33bZ577ujcZLOv+bu/+wdaW9uemP8sAYfDwZkz5/jHf/wdWq2eI0cO8dZbr63aujYYDHLx4hVu3mykpmYDR44cWJKc9fpZTp++gFqdyoEDO2Oci5PLl2+hVqewdWtkaWtqSsvg4BjV1aUkJyvDz/f3j2Gx2Nm0qTR8XL3ejFZjpLwsNxzcDQ1OEwwGKSkRvMBnZ21YLC7y81PnHttxOr3k5AgC4OlpG2KxiPR0OW53AKvNR1qqbG5bD/L45Rcv64qYxeJ54g1dpBBRhx6HWzYWKESFfSOJO/K5SLIVi8UxBV5isRifL3YqWyDz5ZWmS73vUgit+tbaWjBu7qdo0ePHCUajkZSUlDU59tDQMC6Xm7Ky0jU5/hP8MKSmpvDaay/x6qsvIpFI+Oqrb/jHf/wtvb19a31qjw0MBgMffvgR3357gtTUVH72s7eoq9u86v1v3LjN1as32LChnMOH9y+53ejoODdu3KGsrIhNm6qiXh8bm6SnZ4CNGyvIyEiLeK2pqR2fz8e2bTXh54LBIHfvdpOYqKC0dN6Du71jEFmclNLSHEAYpDQ2qiE7OzVcax4enkGhiCM9XUidj4/PkpgYR1JSHE6nF6vVQ0aGkHbXauzIZGKSEiWYTCsv8tYVMQsRc+j/ws9oohaeD5UKFhP3wlRzrOfmjxMrJb3U8yEsr6RbeP6rweJzX0uIFv183GC1WlEoVvC5e0gIBAKMjo5SWJi3Jsd/gvuDWCxm164dvPvuT8nOzuLs2fP8/d//Iz09T+ah3y86O7v4+7//R0ZHxzl0aD+vvvpiuKNlJTQ23uX69VtUVVWwf//uJbdrbm5jeHiMHTu2kJWVHvX6rVvN2O0O9uypj0hpu1wemps7ycpSU1AwP6VqZkaPRmOkqqooHCGbzXampwwUl2SHPTSGhmaAIEVFgm2XVmvB6fSEo2aNxoLPFyA7OxQ1W4iPl5CcLMNk8uD1BkhNleHzBXE4HyNVNkAgIESPi8lKtIiIiYqoF70e8VzkMZbnweVeXJ62AoFAhLhgJYQiZal07bvWgot+Pm7wer1reh2np2dQqVRP1NmPCdTqNI4f/wm7dzcwMDDI3/3dP9DUdPdH33/9KOBwOPj00884ffosBQX5/Oxnb61qHCTArVt3uHOnmc2ba9i2bcuS2509exGr1c5TT+0hPj4yx+f1+rhy5TYqVRKbN0dG1f39IxiNFrZu3RDWKQG0tHQTHy+jomK+HNXZNYxMJomoNU9O6MnLSwuT9eioDpUqgaSk+DlFtpm0tARkMjGzs0683gDp6ULUbDC4SEqSIJGI0GiWt5xdV8QcizDnifbBxXIh8/cYryxJrALpLn+5/H7/Pc3EDSnD1/pmvrjC/ThqTSUSSXhRtxaYnRX8elWq5BW2fIK1xsaN1bzzzk9QKhV89tkXfPXV1w/Mm3qtkJCQQGpqKllZWeTl5ZKfn0deXi5ZWVmkpkYPyXgUaG5u4Y9/fJ9AIMhbb73Ghg0Vq9rvypXrdHf3smvXdiory2Ju4/F4OXXqPApFAnv37oh6fXJyhr6+YWprK1CpksLPB4OCglupTKCysjj8vNFoYXJSR3l5HnFxwgLfYrEzMzNLSXF2mMSHhmaQSMQUFAhisakpIz6fn9zc1LnHJsRiEZmZwnxmnc5GSkocUqkIg8GFSCQiJUWK17t8CLT2odoi/PCJZPPEOh9cR5JtMBiMmT72+wNIJLEvyWpI1+v1htuqVoOQGnutUrAhSIhMZa9+abF+oFAo13TwQejGvtq03RM8eojFYg4d2s+WLbWMjY3z1VffPFaELBaLyczMICsri8zMDNLS0khJSSEpKXFVAYHf78dms815o8/OTZfSoNXqHprORaPR8rvf/YHXX3+V558/hkqVzO3bK/vLnz59nuTkZJ56ah9mswWNJnq8q06n59atJnbv3sHo6ASDg6MRr9++3UxRUR4NDVs4c+bqgnMyMDGhobq6hMHB8XCLbGtrL889t5fy8vywj3Z39whPPVVPYWEmw8Mz2GxO9HoL+flqhod1+P0BpqaM5OenMTQkwen0Yja7yMxMZHLSilZrJzc3mbQ0OVqtE4fDT4pKyhJzksJYd8S8NBYx9hK15YV8O6/YjiThQCAYkcYIwe8PEB8fm1h9Pl9MX+CFcLs9xMWtXjoV8scO9TOvFfqBkIbRDzyOFbaUFBXT0zMrb/iQsLg74AnWF6RSKS+++CwlJUXcvHmby5evPPC5xA8DarWasrJSSkqKycvLDXdyuN1uDAYD4+PjWCyC177T6cTt9uDz+cIZPqlUQnx8PHJ5wtyUqWTS0tTU1FQhl28FhHvb1NQ0IyMjDA0NP3Dvd6fTyYcf/onnnnuGvXt3oVAouHjxyrL7BAIBvv76O9555y2ee+4IH3/8VUyr5ObmdkpLi9m9extTU5qISYIul5s7d1rZu3cHhYW5jI1NhV9ramrnpZeOUFNTSkuLcMezWGxMTuooK8ujv38Cr9eH0WjFYLBQUprNyIhmzmxlip07q8jKUjEzY2JiwkBhYTpZWclMTBiZnDRSU5NDcnI8Fosbm82LWi0Qs17voLAwCZd7+fvEuiPmxYHsYtFXeDj4omh4cf/zUs9BKPqNRcw+pNLYKZ/Qqmo5ExKXy4VMJlt125Td7sDr9a6ZmjiEX4vEXAsG8AM9wKvixytmjo+PJyUlhba29jU7h9ANc6VpTE/w6CGTyXj11RfJzc3m5MlTtLau3d/JapCUlERt7UY2bqwOm+bodDru3m1mfHyc6enpB+IWqFKpyMnJIT8/n5KSEg4c2M+BA/sxm8309PTS0dF1T5PylkMgEOC7777H4XDS0LAdmUzG2bMXll0cuVxuvv76BD/96ZscPXqIr78+GbV9MBjk7NlLvP32a+zevY3z5yNteXt6BqmpqWTbtlomJmbCC2iz2crw8Djl5YX09IzgcgllxY6OfvLz91Jamktvr2DV2ds7xp49tWTnpDI9NYteZ8Zud1NQoGZmxoTd7sZsdpKTo2JiwojBYMPnC5CZqcRicaPV2igtTSUhQYLR6KagIJGkpOXvseuKmINBEM+RwlKiLpFI2C64RJvUwug49EtYnObx+fwxhUJe79JRccjRKz5eviQxh1Z0SqVy1YMsTCbTmjhWLYRFJIIgvCsS88ljGPGFjEWmptZuGEhogIndvvSQkyd49BCLxbz88nPk5mbzzTffrWvFdX5+Hjt2bKe8vAyxWMzY2Di3bt2mr6/vobgDms3mORLuAYSSWkVFBRs3bmT79m3s3NnA1NQUTU3N9PT0PhBh3IULF/F6PezduwcIcubMhWW31+sNnDt3kWeffZodO7Zy+3Zz1DYmk5k7d5rZtWs7fX1DTEzM3weCwSA3b97lueeeYsOGUrq750dOtrb2UFKST3V1Cc3NPXPvZWVmZnYuah6fE3QZsNtdlJRkMz0laElGR2ao2VhEYqIcm83F+Lie2toCVKoEzGYnWq2FrKxkxGIRBoODkpIU0tLkTE7asdv9ZGQsT73r6i4cDMYi4tgRcSAYmToMBoMEg8EIEg65e0UTsy9mytnj8S6Zig6tqBISlhZqhSZPJSYql9xmMXQ6PVlZa2OMEULK3E/zY9orVV5egdfrZWJics3OISMjA5/Pv+y87id49Hj66UMUFhZw4sTJdUvKeXm5HD/+Nj/72XHy8/O4fv06/+W//Fd+97vf0dTU9Mgsex0OB62trXzwwQf8p//0nzl9+jTx8fG89NIL/E//0z9j27a6exK3LoWrV69z7doNamtrOHRo34rbd3f30tXVw7ZtW8lZYpBxc3M7RqOZPXu2R2VDJydnmJrSsHnzhojAy2azMzQ0TllZQYSyu6trALk8jsLC+WMNDEyQmppEcrKgB5qYEOrLeXlCr7RGY8LnC5CVlTz32IJEIkatTsDnC2A2e0hLE7hDr3cSF/cYGYwsFGWFFmfRxDz32B9d0/P5/DGJOSRtD2GpyFioEceuMYeEWgkJSwu1Ql8glWr1pu4ajRaVSrUmqkmAkmCQ9+fUzP81EKDkMai7LYRYLKamppqhoeE1NWopLCxAq9U+abdZR6itrWHjxmquXbtOZ2fXWp9OFBITlbz00gu8++47pKWlcvLkKf7zf/7/ceHCxTUfbONwOLh16zb//b//NR988CFGo4mnnz7CX/3Vr9m0qfYHey9cvXqNxsY71NVtYceO+hW3P3/+MlarjSNHDiw5A/zy5WskJyeyaVP0QJtbt5qJj4+jpqY84vmOjj4kEjGVlUXh57TaWUwmK2Vl8xa/Y2Mz+Hx+iooFsvZ6/czMzJKTkxK2ktZoTGRkJCEWi7BYXLhcPtLThSBNp7MRFydBqZRiMkXPaViMdUjM8/+Hpa03F3tmh54LNYgD4Trv4rS1EBlHE7Db7UYkEsVsX5pPUy9NzJY5qd29TFsJzWLOz18bc4ovA35CRy6ae/w4obKyAqVSSXt7x5qdg1KpIDs7a8nxdU/w6KFSJXPo0D5GR8e4evX6Wp9OFDZurOEv//JXVFZWcOnSZf7rf/1vNDY2rkvrz8HBQX73u9/x+9//AavVyvPPP8vPf/4zsrOzV955GZw/f5Hu7j727dtNZWX5stt6vV5OnjxLcnISu3ZFt0cBTExMMzw8zpYt1VHdEQaDkdHRKaqryyPu/RaLjYkJDRUVhRHc0ds7gkqlJCMjZe74fiYmtOTmqsPbjY/pkMmkZGQIUfL0tBGpVIxaLYh5NRozKlU8UqkYo9FJIBAkNTUevz+Iw7H8fXZdEXMgEE3EIeKd98yOJOZIIvZHPQ4Gg1EkvFTKOpSuViiiW15Cg8GXS1P7fD6sViupqavziQXBmMLn81FUVLTyxg8BG5hvj5LMPX6csHv3HkwmM0NDw2t2DjU11YhEIvr6Blbe+AkeCQ4d2kcwGOS7706s9alEQCqV8vzzz/Hii8+j0+n5H//jb7h8+TJeb2zdynrC6Ogo//AP/8gXX3xBYmIiP//5Oxw6dPAHpbe/++47JieneOaZI2RmZiy77dTUNM3NbWzeXEN2dmzDkmvXbiAWi6mvj5721tTUSlycjKqqSOvc9vYe4uJklJTMB0ejo9O43d4Im87h4WmkUgk5uUL62mAQnL9CPcxGox2Xy0tWlqA30emsiEQi1OoE/P4gFouH1FQh6NNql2/TW2fEPG/wEZrLvFSE7ItJzNEpaq/XF0XMbrcbmUwapdZ2OASpfay0st/vx+FwkpycFPXaQszOGsnIWP4PbCF8Ph+Tk1OUlcVupH/Y6AVCydfHrVWqpKSE/Pw8bt9uXLPWF5FIRF1dHVNT0/c0NP4JHh5yc3MoLS3h2rUbWK22tT6dMBQKBcePv01tbQ2XLl3id7/73WM5raqjo5O//uu/prm5hZ07d/CLX7xLevr9CVj9fj+ff/4lDoeTl156Drl8ebOl69dvYbXaOHRob0wzKLPZSmdnDxs2lEbdq2dnTYyPT1NdXR7BG3q9Eb3eGJHODgQCDA1NkJOTjlwuBHFGoxWrxUFBwfyiYHJCh1qdFDYlmZkxkZqqRCoVY7d7cDq9qNWKueMI6WyFQorNtvxCbN0S83zEvGgu89wF9XlDdpbzF9jr9UfZs8WKjl0uQWG9+I8gVEdeKl1ttVpXbG3S62dJS0u9pxrM0NAwmZmZJCc/eteoV8USZhG6xB+nVimRSMTTTz+N2WxZ0zapqqoNpKamcPdu65qdwxNEYvv2OhwOB3fvRit41wqJiUreeeenZGSk8/HHnzw2fdRLwe12c+LECT744AMSEhS899671NRE13ZXA4fDweeff4lCoeCZZ55edluv18v585dRq9PYtGljzG3u3GnB7w9QX18b9Vpzczvx8XGUlxdHPN/V1U9SkpKcnHnv7cHBccRiUYQIbHhkmtTURJRKIas6OWlAJBKRlSWULzUa09xUKSGdrdVaSE4OpbNdBINBUlJW9rpYt8QcipijU9dzEbMvFjFHR8xutyeKrOcV1pEp65XS1WazdUXLRZ1Oj0wmIy0tbdntFqK/X0iBVlU9+kTysEjElyIR08AWiZThdTBQYzWor68nOzuLS5curZnoSyKRcODAfnQ6Pf39g2tyDk8QCaVSQUlJES0treumXiuXy3n77bdITEzk/fc/oK/vxzO1anBwiL/9279lenqGl156gUOHDtzX+2g0Gs6fv0BpaTF1dUt7ZIMQyIyOjrNjR11Mpz2n00VbWydlZUWkpETer7VaAxqNnurqsojgaWxsCqfTTXl5Yfg5m82BTmeiuHi+lj4xoSUYDJKXnz63jROr1Ul2dgoAFosTp9NDeroQrev1trlZzII622bzolKtbMG8zog5cgiEYJE5FyEvImLv3JduIRHHEnW53Z6oX17IHUahiExZe70+3G4PiYmxnbjMZjOJicplayparWAddy+zgY1GI1qtltra6LrIo0BKEExrcuT7Q3JyMkeOHGZkZJTu7rVLvu/YsZ2UFBWXL68/cdGfK8rLSxGLxXR2dq/1qQBCZufVV18mJUXFRx99xPj4j08gaLfb+cMf/kBj4x127mzglVdeuq+6c3NzCwMDQ+zbtxu1evnA5sKFy8hkUnbsqIv5ektLBz6fny1baqJea2/vJilJSUFBTvi5QCBIf/8wubkZERqjwcExEhMVqNUCwbtcHvQ6M3m586n7yUk9KSnK8DhIjcZMaqoCiUSMzebG7faRlia8p8HgQKGQhgPMpbCuiNnvF9ql5qPmwJIRciiVHcrtA3g80fVkl8sTI2Udm5hB6G1LTo5NzEajGbFYvKzqenbWiNvtITc3d8ltYqGzs4u8vNw1MRtJAVZnh7L2EG50rwIiTp48vWbnkZaWxt69u+nvH2Bs7Md3s31cUVCQj9lsDg8VWWvs27eHoqJCvvvuO8bGxtb6dB4aAoEAJ0+e5MyZM1RVbeCNN167r2lv339/Eo/HzTPPHFm2HGg0mmhr66SmpipmFtPlctHZ2UNZWVFUBnR0dBKbzR4lAhsYELy2F4rAJiY0+Hz+iHT26NgMCqWclBThfaenDABkZgq8oNWaEYtFpKUJr+v1NlQqOWKxCJNJKJcmJS0/U2HdETMsEHj55tufvN5QT/L8L9u7iIjdbg8SiTgivS0Qc2Qq2+FwEQgEUSqjidlqtS3ZhxwS9yy3mgsGg8zMzITdqFaLzs4u/H4/dXWxV4APEyqCmB6TScwHDuynqKiQs2fPrdpd7UFDLBbz0ksv4PX6OH9+ec/fJ3i0yMrKZHJyauUNHwGys7PYtWsnLS0ta6qDeJS4efMWX331NUVFhfdFzg6Hg9Onz5KVlcm2bVuX3fbWrUYCAT8NDbH7oFtahGteWxtZIgwGg3R19ZOdnRExecpmc6DRGCKI2efzMzGhIS8vIxwwTk/r8fsD5OSo587ZjdXqDBOz2ezA45nvYTYYbEgkYpKT43E6fbjd/seNmCPryAsj5kAgSCAQiExde30REbPbLSjdFtaUnU43YrE44rlgMIjL5YpZS7ZYbCQlxa4xG41m/P4AGRnRw7kXYnJymvR0NXL56icN2e0O+vr6qavbGvZdflRIAUyPAS9XVlZw4MAB2ts76OjoXLPzOHToANnZWZw9e+Gxmk70Y4dEIiE5OQmDwbDWpwLA0aNPzxHNmbU+lUeKtrY2vv5aIOdXX335nge79Pb2MTAwxK5dO5btgnE4nDQ3t1FRUUpaWkrU68I9dZDKytKoe2pf3xB+f4CKiuKI5/v7h0lMVJCRMd/yOjo6RVycjKwsISDzev3o9Wayc+YDtOlpAykpirCZlU5nIS1NiUgEJpMTvz9ASorAB0ajk8TE5QVg65KY5yNmf8QF9Xr9xMmWTl2HiHlh6no+bR1JkjabI+xvvBBmsxWpVBpz4lMgEMBoNJGZufzQ7/HxSUQiEYWFBctutxh37jQhl8upq9t6T/v9UKSw/mvM2dlZvPbaa0xPz3D69Nk1O4/q6ip27NhOc3MbAwNDa3YeTxCNUGkqZI27lqioKCc3N4fz5y+E567/OaG9vYMTJ76nrKyUZ545es/7hxYzBw7sXXa7pqZmfD7fktF1W1sncXEyKisj09Yul5vR0XHKygojFg5jY9N4vT6Ki+dLkTMzBtxuL3l5822w4+MaFIp4VCohiNPMGBGJRGGzEZ3OglQqITk5gWAwiMXiJjVV4CCTycVKa5V1RsxCKnu+rhyIKJJ7vX5kcZFir4UkHGqDWuhnvVQ92W53kJgY3RYV8jpeqo6s1xvIyFi+Djwzo8Hj8VBcfG+mIVNT04yPj7Nnz54H4km7KgSD677GnJKSwvHjx3G5XHz++RdrprbNzc3h+eefZWJiksuXr628wxM8UoTSpuvBrKOhYcdcHbRtrU9lzXD37l0uXbrM5s2b2Lmz4Z72tVqt3Lhxk4qKsmVdEV0uN62t7ZSXl8SMrnU6AxqNLsqKE6C3d4j4+DgKCuZV136/n7GxKQoKssOp62AwyMTEDDk56vBzMzMGAoEgWdlCZG2xOHC5PKSnC8Q8O2sjEAiiVofqzFbkchnx8RIslpXnxq8rYvb5Ik1DvF5/hM+11+uLSEl73N6I+cmhNqiFZB0yDVlcT7Za7SiViiiBgckkEHNqakrMc9Rq9SiVimUdwAKBAGNjE/dlGnLt2g2SkpLYtm1l/9gHAQUgA4zrtMacnJzMz3/+cyQSCR9//NmaRUOpqSm88cbr2Gx2vvnm5BNP7HWIxYNv1gpqtZr8/DwaG9fO+Ga94PLly3R1dXPw4H5KS0vuad/GxiYsFisHDuxZdru7d1sJBoNs3RrdtwxC1KxSJZObG9kpMzWlwW53UlYWGUAND48TFycjJycyQpbJpGRmCulrj0eY1ZyVNZ/y1miMqNWJiEQi/P4AZrOT1FSBJ4xG4b6VkiKfs+RcPrhYp8QcLf4C8Hj8UTXlxansQCAYETG7XG4CgUCUaYjVakcsFkXVk10uN06ni7S02Laaq22HGh4eITk5acV69GKMjo4xMjLK/v37Y3p2P2iEPqXpoR/p3pGcnMx77/2chAQ5H3/82ZrVDpOSEnn77bcA+OKLb3C5Vl7xPsGjR2g0671oOx4Gqqs3EAgE6OhYO//29YSvvvoKrVbHiy8+H7N8uBR8Ph+XL18hKytzWS9tu91Bd3cfVVWVUZ4VAIODwrzlDRsiA6VgMMjAwDC5uZkR+01P63C7PRGRtFZrwOPxkRvRJqUjOVlBQoKwr1ZjQiqVhMlYrzeTmBhPXJwEp9OL2+1DpRL+Ni0W57Kffd0Qs0Qijhkxi8WiMFF7Y4i9xGJRBDm7XO6IenIwKETNi9PWFotg1Rcr/WE0mpdMV+t0Bnw+Hzk5yxu4Dw2NEgwGqaioWHa7WLhw4SIJCQkcPHjwnve9V6TM/Vxv4q+0tFR++ctfkpCQwJ/+9AkzMzNrch5KpYKf/vRt5HI5X375DSbTek76/3nD5XLh9/tj6kMeJUpKSpiamn4ym3sOPp+PTz/9BLFYwksvPX9PGY2urm70egO7dzcsu19zcysymZSammiTJr/fT1/fAMXF+VHEPTg4ilgsprh4Pl0eDAYZG5siNzdjgRNlkOlpLdnZ87wwMxNqkxLCG4PBQiAQCA+xMBhCQ40E7jEa7SQnC8HW9PTyVrHrhpilUvGc8joYTl8vbpFyu30RqW1XWOwVqcJeHB3b7c6olVqImGP1wM3OmkhNTYn5hxAIBNBq9StOg3I4HExNTd+Xm5dWq6O5uZUdO7b/4AkuKyFl7ud6opvc3Fx++ctfIZNJ+eijj5meXjtSPn78pyQlJfLll9+i0ejW5DyeYHUIBoOYTOZ7ct170JBKpWRnZzEysnZDVdYjZmeNnDz5PQUFBezYsX3V+wWDQa5cuUpaWuqyUbNeb2Bycpra2uqY9+3u7n4kEgmlpYURz8/OmjCZLBQVRba3jo2FlNiREbJcHkdamsAZNpsTu91FxlyblN8fwGRyoFYLXGO1uvB6/aSmCnxkMjmQySQoFCt33awbYg55Yvt8gShiDkXJHo9vbiyj8MHcMcReDocbhSIyBWyzOUhMjKwxu90e3G5PlGUbCCPCZDLpkvab09MzZGSkr9jW1Nc3QEZG+n2Zhly+fAW73cErr7zy0IRgJcEgf5gb8/jf18ks5qqqDbz33s/xej388Y8fotFo1+Q8kpKSeOed4yQlJfHFF98yNTW9JufxBPcGvd7w0BezyyE9XY1YLA6Pc32CebS1tdPb28f+/XuXLBXGQl9fP3q9gYaGbctu19LSRnJyEgUF0eZOer2B2VlTlEc2CFFzVpY6gkemp3V4vT7y8rIingsEgmRnzy/8ZmYMqNXJ4chaqzWSlJQQ5rDZWWs4Yg6Zi4Si5uWwbog5lhLb6xUK5PPEHOpTFghxXoUdGTEvtuC02RzI5fFRze5mszVm/5vBIBiJLJXOnpycQSIRk5u7/A2gr2+AQCBwX+bubrebkydPk5mZwVNPPXXP+68G620W8/79+/nJT36CVqvjD3/4YM0m76SmpvKznx1HqVTwxRdfrxvDiidYGdPTMyQnJ91TLfNBIiQaNRjWh/PYesN3332Hz+fj2LF7a6G6efMW6elqiosLl9xmcHAIp9NJdXXsLGVvbz9ZWRlRwt2RkXFEItEii84AU1MacnPnBWBer4/ZWUu4nxkEIpZKJaSkCulrvV7IPaalCY9nZ+3I5TLkchlutw+Xy/d4EXOod3nhhCiPJzJidrsFop4nZi/BYDBKhS2RiCOes1oFE4jk5MhfiMlkiRkxG41mfD7fkvNBp6c1+P3+Fd29HA4no6Pj1NZuvC+l6NDQEHfvNrN79y4qKyvvef+VsF5mMcvlco4fP86hQwfp6Ojkww//tGbGHdnZWbz77nFkMimffvolU1Nrk0Z/gvvD+PgkwD23Kj4oKJXCDdlqta7J8dc77HY7586dp6iokOrqqlXv193dg9VqW9YNzO8P0NXVS0lJYczxkf39gu/A4nS20WjGYrFRWBgZaU9MzKBQyElJmV/kTU1pSE1NCnOQTmciEAiSni6ksy1mO16vP0zMRmOoZCpkbE0m++NFzAsjZplM+H80MUfWlIPBIG63NyJ1bbdHt0fZbMJNfrEoxGSyEB8fFxVhB4NBDAbjksprn8/HzIx22dVbCF1dPSQnJ933jeL8+YtMT8/w6quvkJ5+bwrvlbAeZjHn5+fzm9/8hpKSYs6cOcd3332/ZtOiSktLeeedn+L1+vjTnz5Hq9WvyXk8wf1Drzdgs9koKytdeeOHgBAhPFHuL43m5mZmZmY4dOjAqi07A4EAd+/epbCwYNk0eFdXDxKJhPLy6N+/1WpDqzVQUhJt/DQyMk5WVkaEs+TkpAYgImqemRHuCSFnMJ/Pj9lkC/cvB4MC+abORdB2uxuv109KisBHFosLmUxCfPzyn3sdEbMQUXq9/jBJB4NBwe1rccQsX6jC9iyqMQtfiIU1ZatVUEcuHk5hNAo9y7HS2VqtgfT01JjDuEFYmWdkpMcchLEQg4NDOBzO+/bA9vv9fPHFV3i9Po4fP45SuXT/9L3iVbEEE2szi1ksFnPw4EF+8Yv3CAQCvP/+h2s6P7eubitvvPEqs7NGPvrosyfq68cYAwNDlJaWRA20eRQQicRrtrB8XBAMBjl16jTJycn35NfQ2tqOz+dn8+bY/cogLMz0+lk2bIgtFBsYGCQjQx3VpTM2NolEIiYnZ97V0eVyMztrJjt7PiAyGi14PF4yM1PCz2m0s6hUieGsr15nQqmMD/OW0WgjOVngCbNZqDMrlY+JV3ZI4OT1CuKvUObX4/GFVxfBYBCPx7dIhe2JiI7tduGDL7zwfn8Au90ZYVgO82YianX0Ckyr1SOVSpcUbo2OTgArp8z8/gCdnd2UlZXcd93LarXy2WdfoFAk8O67PyMhYfnFwGoxLBJxWiRigEc7izk7O4tf//ovOXBgP52dXfz2t79fM+W1SCTiyJHDHDv2NMPDo3zyyZc/Ov9rQTAZT2JiIipVMipVMomJypg9nz8G9Pb2I5PJHkr5ZyUEg8FH59r3GGNsbIzBwSF27txBXNzq/g6dTie9vb1UV29YNtLu6eklOzszZtvc0JAwQWqxCluj0eN2e8jPj9QNTU7OkJ6eEm7hDQZBozFEeGnr9cI0qdQ04f4+OxtyjxSCKJPJgUIRh0wmweHw4PMFUCqX/8z3PpfrISGUvl7YIuXx+PB4/ItsN72RxOxwR6xeAoEgTqc7Rt+yPaqe7HZ7sNsdMSNmjUZIWeTkZKHTRac09XoDdrudkpIiurp6lv1sbW0dbNu2lbq6rVy+fH/TiGZmZvj88y95883X+fnP3+WPf3z/gRCIOgiPSqYik8k4cOAAu3btxOFw8NlnXzAwMPiIjh4NuVzOq6++QlFRAU1NLVy5cv2xdmpKSVGRmZmBWp1GWloqKSkqEhOVJCQkLKlxCAQCOBxOLBYrs7Oz6PUGNBotGo3usY38pqZmMBpNbNmy5ZEPO/F4BEFqXFxc+P9PEBvnz5/nn/2zX7N9ez3Xr99c1T6tre1s3FhDRUUp3d19Mbfp6xtg377dlJeX0NwcOdXLbLZgNJopLMyjs3N+/2AwyOTkDLm5kXMQpqe1bNq0gczMNKamhHZJrXaWgoJsFAo5DocLg8Es2G+mJaHXmTGbHXNDKxRotWZMplDGVo7BYMdmc5OZuXyv/Toi5vmIGSAuTjJHzD6Sk+drwEJNef6x0+lGIhETHy8L16BtNmdU2tpisVFWFi3Wmp01k54eHRU7HE6sVjs5OVm0tcX+co+MjFNRUYpEIg4P4IgFi8XK4OAQdXVbuHHj5n17+Y6OjvH551/y2muv8Mtf/pIPPvgAk8l0X+8VQipBtI/AjnPjxo0cPfo0SUlJtLa2ceHCpTU1909PT+eNN14jMTGR06fP09nZvWbncj8QiURkZWVSUJBHQUE+2dmZYae4QCCAxWLFbLai083icDhwudx4vd6wlahYLCYuLg65PB6lUkFychKlpSXU1gqD5UM6iuHhEQYGhh671H5HRxf79+8hPT0dvf7RaQWcTiFjp1AonhDzCpiZmWFgYJDt27fR2Ni0qvvi+Pg4ZrOZ6uqqJYnZbLag1eopLS2OImaA4eFRtmzZiEwmDXf+AExMTFNaWkhKShImkyDe02pn8fv9ZGaqI4gZID1dxdiYa85+0x6OmIWhFY5wxGy1OgkEgiQnJ2Aw2DGZHBQVLd/Rs26IOVRXnhd8SeYe+yIK5S6XJ9wXBkLfMgjToxYSc2hWZghmsw2pVEpioiIsBgMwGEzk52cjlUqjhiPMzGjJz89hKQwPj7FxYxUFBQWMjIwu+/nu3GmhoqKcLVs2c+dO07LbLofh4RH+9KdPeeONV/nLv/wLPv30M0ZHlz/2clAD3Q+RlwsLCzl69Ci5uTnMzMzw5Zdfr3lPcHV1Fc899wxut4dPP/2C6WnNmp7PahEfH0dJSTGlpcUUFc0rTw0GIwMDw2g0OnQ6PbOzpvv28lYoEsjKyiQ3N4v8/Fz279/D/v170OsNdHX10N3di8OxvJ3gekBHRxe7dzewbVsdp049urGLITW2SqX6wYvmPwdcuXKFX/3ql2zaVLtqjUlHRyd79uxGqVRgt8fOGvb3D7B37y4UCkVUZnF0dJz6+s3k5maHS5IgpK0BcnIyw8QcCATQ600RLVJmsw232ztHzMK9Q683UVqai0gkmhMPWygtzUEsFhEIBLHZ3OEA02pdWRi47oh5samI2+1DLBYjk0nwev24XF5kMmk4Sg0Rs1Ipx2gULqbQt5wTsSIymwXZekpKchQxi0Qi1OrUKGenmRktFRUlpKSoYkYM4+OTeDweystLVyTmmRkN4+MT7NzZQHNzyw9KE05OTvKHP3zAG2+8yrvv/ozLl69w9erV+0rDqnk4qez8/HwOHTpISUkJVquVEydO0t6+tt7BYrGYp546xPbt9UxOTvHdd6eW/GKvF8TFxVFeXkJV1Qby83ORSCQ4HA6Gh0cZG5tgYmL6gSqAHQ4nw8OjDA8Lf8+JiUpKS4upqCjlwIG97N27m/7+AZqb25iZWb8LGpfLTVdXL7W1G7ly5doj0w3Mzgq992lpaT9owfzngomJCaampti2rX7VxNzV1c3evXuorCynuTn29K7BwWH27t1FcXEBXV2R/SbC9D8v+fmRxGy3O7BYbGRnZ9DdPV9im57WsGVLdQSf6HSzqNXzEwgNBjMVFfmoVApMJjsmo21uFkMCZrMDk8lGbq5A7o8VMUskIkSihans6N7lEDGD4PZlszkXEPPC9ihhRZ+UpGR2ViBUsznkW5rMxMS80GjeTCQtipinpwXXqby8nJjEHAgEGBkZo6KilPPnL60Ypdy6dYc333yVLVs2/2AFstFo5Pe//yPHjh3l0KGDbNiwgW+++QaNZvU3S1kwSDIw+wBT2eXl5ezdu5fCwgLsdgcXLlzk7t2WNRvVGEJycjKvvvoKOTlZ3L3bwpUrN9bthKjQLO+NG6soKytBKpVisVhpbe1kaGjkkVqD2mx22to6aWvrJDVVRU1NFdXVFVRVVTI5Oc3Nm7cZG5tY+Y3WAE1NzWzaVMOOHdu4dOn+tB33CovFgsfjWdID4QmicevWLV577TVKSooZHh5ZcfvZWSNarX5ZYjYYZrFYrDGJWfC91pCXF50NnZycoaysKBz5giD2EmYtp4bT2Xq9ifz8LOLiZHg83nnBV2qSQMymUP+yArPZgcXioLAwHYUiDofDE84ML4V1Q8wgRM1ebwCfLxBhwwkgl8uw2Vw4nfNuXzabk0AggMvlQamcrzsvNBQJEbPP58dud5KaGjln2eVyY7c7Yrp8WSw2bDY7+fm5dHbGFnj19w9TWVlOQUE+o6Njy36+8fFJJiYm2bNnF+3tHT94bqzH4+Xbb08wMDDI008f5te//ktaWlq4fPnKqgwOQsmZHzqzKSEhgc2bN7N9+3bS0lKxWCycO3eB1ta2dTEbt6KinOeffxaRSMQ333zPwMDQWp9STCQmJrJpUw0bN1aTlJSIy+Wiq6uPvr6BdeHTbTSauXbtFrdv36W6upK6uk288cYrTE3NcOXKtXVnxmIymenrG6C+vo5btxofWW+xVqslN3d5L/0nmEd3dw/PPONgy5bNqyJmgJ6eHg4c2LdsOntoaISNG6sQi8VRi/DR0XGKivJJTFRGjJKdntZSXV1OWpoKg8EEgF5vJBAIkJ6+kJiFgE6tTmZ62oDL5cHpdIfrym63F6fTg0ollF1D06SSkuQ4HB7s9uX1NeuKmIV0dWBuvKNQY47l9gWL/LHtrojxjXa7i0AgEOX0ZTRaYiqwdTojmZmxzTumpjQUFuZFrKAWYmxsArfbTVVVxYrEDHDt2k3efvsNtm+v58aNWytuvxr09PQyPDzCvn17qKvbyubNm2lra+P27UZ0uqVv6D+EmGUyGRUVFWzatImyslIkEgkTE5NcvXqN3t6+dRGNSiQSnnrqENu21aHRaPnuu1OYzZa1Pq0oFBTkU1+/leLiAkQiEWNjE1y7dovh4bF1cR0Xw+v10tbWSUdHNzU1G9i+fStvv/0GAwPDXLp0BYtl/bhe3bp1h8rKcnbu3PHIouapqRnq67cikUgeW2X7o4Tf76e1tZWGhgYSEhLCArrl0N/fz4ED+ygrK1lSnDs6OsbWrZvIyclicjJS1xKy2c3NzaKvb36hPjMjZEkzM9VhYvb7/RiNFtLTU8LbGY3CJKm0NIGYQWiTWugSZjLZUKkEDrLb3fj9ARIT49FoeLyIOS5OgsPhnWuRElqi3G7fnO3m3OAKt6AsTVjo9uVwk5ExHwkHg8GYymyz2UpubmaUilqvn6W4OI+EBDlOZ+SqenJyhsrKUjIy1DGdoAKBAAMDI1RUlHLu3KUVU7ZTUzMMDAyxa9dOWlvbH1jty+12c+7cBRobm9i1q4FNmzZRX1/P1NQ0HR0d9Pf3hetfIYRyBLOryGSLRCIyMzMoKiqmoqKCwsICpFIpVquNpqZm2ts7Hqn6dSWkp6t5+eWXyMhIp6mphWvXbiyrnH/UkEgkVFdXsm1bHWlpqTidTpqb2+nsFKwHHwcIM4e76enpZ+vWWurrN/OLX7xDY+NdGhvvrgtSMhhm6enpZ9u2eu7cuftIRjFOTEzQ0LCd3NxcxsfHH/rxfgxobW1j9+7dVFdXrarMp9cbMJnMlJQUL0nM4+OT+P0BCgryooh5dtaE0+kiJyczgphD3TiZmeqIOrNGo6eysiQcoIWV2KnzRGw0WsnLywjXos1mOzk5aUilwkhjm81NUpLAW5OTpmU/37oi5lDLlMfjR6WaJ1632xcmZhCi5oU2nA67C3lBRgThWq2OKEMRo9GKWCwiJSU5vBoCoZAPwippdHQyYp+QUq+gIH9Ji8a+vgE2btxAeXkpPT2xJfwLceXKdd577zgHD+7n++9Prbj9vcBisXD69FkuX77Kpk0b2bixhmPHjnLs2FEsFgvj4+NoNFpmZw2UT8+AQY9dnkA8zInsZCgUCSQmJpKSkoJarSY7O4esrPl2HINhlubmFvr6BpicnFx3vb/19XU89dRB3G4PX3zxDSMjK2cyHhXk8ni2bNnE1q2bUSgS0OkMnDt3mf7+oXVBZPcDn8/HnTstdHf3sXfvTnbvbqC6egOnT59fFwNAbty4RWVlGXv37ub06bMP/XhjY+MEAgFKS0ufEPMqodPp0Gq11NRUr1p/MzAwwNatW5bMTHi9XjQaLfn50dOmACYnp8nOjtYCzMxoo+rPev0sNTXlpKQkhR0j9XojxcXz7x0SH6tUCvR6C2azsAhMSkrAaLRjNtvDArCVsK6IOS5uvmVq4dxlt9u3qHd5sdvXvA1n6GJYrQ5yctLDcnWItOBcSMwGgwm/309WVkYUMbtcbnQ6A8XFhTQ1tcQ876mpGcxmC7W1NasiZpPJTHNzG9u319Ha2vZQ2odcLheNjU00NjahUqkoLS2hoCCfvLx8Nm7cCEDd3bvw9de88Zt/xtGUlJjv43Z7MBj0dHZ2MTU1zdjY+Lo16E9MTOTFF5+nqKiQoaERzpw5v25aexITlWzbVsemTTXIZDJGRsZoaemIWsk/zrDbHZw+fYGurl4OHdrLW2+9RktLG1eu3FhT8Z/ZbKGtrZMtWzbT1HT3oU9+crvdTE1NU1FRwaVLlx7qsX5M6Ojo4PDhwyQlJa3qHjM8PML27dvIz89ldDT2AmhsbJyGhm3IZLIovcv0tIby8hIUioSI+4RWq6eioiSifq3ThWrKqjCPzM6aqagoJDExAZvNuUDwpUSvt2BZRMw2mwupVBwRZC6FdUPMfn8wImIWi0VzJiN+3G4vSUmRxJyZOZ+6Xji4IkTMFot9Tq6uDLdK2e1OPB5vVJ05EAhgMJjIzo50fQlhYmKaLVtqiI+Pw+2ObRrQ09PPzp3bSE5OWlWN7ebNRjZsqODZZ5/ht7/9/UOtJZrNZpqbW2hubgEgLk5GSkoKSS7hj/HEzdu4ZTKCwQBerxeXy43NZsNisUQII9YzamqqOXr0CBKJhHPnLi6Z3nrUUKmS2bGjnpqaKkBEf/8gzc1tzM6a1vrUHhomJqb46KMv2LVrG1u2bKK4uIjvvz+zpu1Vt241UlOzgcOHD/PJJ58+9OMNDAxy6NCBVZPME0B3dzeHDx+msrKCpqa7K24/NjaOz+ejqKhwSWKemJhi164d5ORkRXUPhPwLsrMzGBqaz6pptULNOCMjNUzMdrtg0pOWpgKEY4WExSkpSdhsTrxeHw6Hi+S5urLH45vjLiGItFpDdtGP0XQpQYk9byoChI1FXK5IkxGn00NcnDRsGh4i5qSkeeMRi0W4oNHpbAvp6bG8sQ2o1akxfW7Hx6cQi8UUFi495rGnp59AIBB2TloJXq+XCxcuk5GRzs6dO1a1z4OCx+NFq9URMBhwA9daWrlzp4mmpmba2jro6+tnamr6sSBlhULB66+/xksvvcDsrJE//OFP64KUVSoVx44d5pe//BnV1Rvo6url/fc/4dy5yz9qUg7B5/Nx9eotvvzyBGKxmLfffp2Ghm33Nf70QcDpdHHrVhOlpcWUlBQ/9OP19/cD3NNowz93zM4a0ev1lJeXrWp7n8/H1NQMBQVLK+Cnp2fw+wPk5kZPCjQYDHPjfSOFv7OzJnw+P+npaYuet8wRswCLxT5nvTmvZTIarSQnz/OQ1eoMB5U2m4tgMIhS+RgRs9cbCCuvY417FIvFYXJ2OISoNZTe9vuFlqnIiVIOAoEgKlWkAExQziVHTY3Sag1IJGIyMqJrADrdLE6ni+Li6HFhIdhsdsbGJqitrUEsXt1lHRwcpre3n71795CR8WBHOq4G6mBQ6GFeo5vlD0VNTTW//vVfUFJSxOXL1/n44y8wm9fWOjI5OYmjRw/zy1++w4YNFbS3d/GHP3zC5cs3HhtR14PE1NQMf/rTFwwMCIYPb7zxyooT2R4WWlpaMRpNHDlyeNXf0fvF7KwRjUZLbe2mh3qcHxt6e3spKMhf9WCL0dERMjLSw/qXxfD5fOj1hpgjfAOBIHr9bFSrbDAYZHbWhFqdEvG8Xm8gOVkZDggF6017BDGbzXaUSnl4G7PJhlIZj0gUmuPgXXGABawjYo41h3m+RSrUyyx8oFAv88KVx2IVtqDMdkTI10FIP0gk4qiBFlqtgWAwGDOdHQwGGR+foqiocMkxkAAdHT0olYqYs0CXwoULl3G53Lz00ouPfCpNWjCI4TEk5aSkJH7ykzd56aUXMBpN/PGPf6KpqXlNRWhKpZLDhw/yy1++S1VViJA/5urVWz+6aVX3Co/Hy5kzFzl//go5OVm8++7b5OYubXX7sOD3B7h06Spqddo9jRu8X3R1dZOXl0tq6tLzg58gEgMDg0gkEoqKVp51D0K7qkgkimkWEsLk5BSZmRkx793T0xrU6tSohZpOZyAtLSUiZpmdNSMWiyOysLOzpojgz2y2IRKJwulri9WBWCwOi5WtVufjFjEHF0yYChAIBBeksoWifaho7nTO+2OHYLe5SEyUL3xLzGZ7FDEbjUJEtXjUo8fjxWg0k5cX21x8dHSC+Pg4cnOXNh8fG5vAbLZQV7dl+Q+7AE6ni9Onz5ORkc5TTx1c9X4PAmkEV9UqtV4gEomor6/j17/+FQUFeVy8eIWPP/4co9G0Zuckl8ezf/8e/uIv3qW2tpqurl7++MdP5gh5fQjP1gu6u/v49NOv8Xp9cw54jz6aHB4eZWhohL1795CY+OBmm8dCV1c3gUCALVtWfz/4c8fExAQej2fFcbohTE9P4/P5lyXm6ekZZDIpaWnR2VCtVodUKokyntLrZ5HJpBGjI0MlqIUtUiaTlfh4WThonFdiC+lsqyVUVxa4yW53kZAgW7Gks26I2ecLIBaLIoZZLCbmhIS48LYejw/FoohZJpOGo2wQagBKZUJ4lmZoO7fbE7POPDOjJyMjLWaaa2JiBp/PR0nJ0n8wwWCQ9vZucnOzlzQsiYWRkVGamlrYtq2eqqoNq97vh6A4EGBHIMC+QIA7LjvF69DIYiEyMzP5+c/f5ejRI0xNzfD7339Ic3PbmkXJUqmUHTu28Rd/8R719VsYGBjm/fc/5fLl6+vef3stYTAY+eSTrxgbG+fw4QMcPXo4nPZ7VLh48QoSiZgjR4481OPYbDaGh0fYunXLmtXWHzcEAgEmJiZXHTH7/X60Wi05OUsHTCHRYVZWdGuUTicIvRbzQciqeWFN2WZz4PF4F5mIhFqkhEWew+HC5/OHI2a73UkwGAwTs83mQiQSkZCwvO76gXwjrFYr/8f/8X/wL/7Fv+Bf/+t/zX/8j/8Ri+XeHJbmh1fMC8BCRBwIBPF6/eHHIEyVWjhz2WaLFoDND66ITmcvLuyD0EQulUrJzIy25/T7/UxMTFNWVrLs5+ju7sPj8VBfv3XZ7Rbj6tUbTE1N89xzzz6SevOnHqfQuwxsCAb51LM+o7u4uDgOHz7EL37xLsnJSZw4cZovvvhmzdylRCIRmzbV8Bd/8S779u1iamqaP/3pC86du/xnWUO+H3g8Xk6cOEtjYzO1tdW8+eZrJCTIV97xAcFsttDYeJeqqspVE8D9orW1jaSkJCoqKh7qcX5MGB4eQq1Wo1AoVt4YYahPVlbmkroBi8WK0+mKGSyZzYK3uVodyQcmkwW/PxDVwWM22yL4JMQxC10mbTZnmIcCgSAOx7xldMjxayGXxcIDIWaRSMTLL7/Mf/7P/5n/+B//I1lZWbz//vv39B5erxD5zFtx+sPiLwCn0xtOFwiPPREmI/ODKxYSs5BWWEzMBoMZlSopIpIGgZiDwWBMBR/AyMgESqWCrKzYbVUgDErv6uqjsrKCxMTlh2EvRCAQ4NtvT+LxeHjjjddX/Ud5v6gMBsOjKyRzj9cbamqq+c1v/pLt27fR3t7F7373Ab29/Wt2PqWlxbz33nGefvopLBYbn332DSdOnP2zUFk/DNy+fZdTp86TmZnO8eM/ITU15ZEdu7HxLkajiWeeOfZQtR0DA4NYrVYaGh5t58XjjLExoR0pLy+2MchiTE1NI5VKYwZbIeh0hiUDHoMhWugVCAQwmy2kpkZqkWZnjRE1Zo/Hi9PpjiBms9lGYtJCIbI9XFd2ONxzTpaPgJgTExPDphUAFRUVMe0Z7XY7Wq024l9oO58vNFVqvpc59H8QlNkRbl8OD3K5LFzQd7k8cymEeUJzOt1RqQcQiFksFkX9MjweLwaDacl6xdjYJH6/n/Ly5aPmtrZORCLYtu3eakt2u4Ovv/4OhSKBn/zkDWSylRvR7xeDC1JrfqBvHaXasrKyePfdd3jppRewWm18+OEnnD9/Cbd7eX/Zh4XMzAx+8pPXeOWVFxCJRJw4cZbPP/827Kv7BPePgYFhvvzyBDKZlJ/+9M1la4UPEn6/n/PnL5GamsKuXTsf2nGCwSDNza2UlJSgVkdn4p4gGkLd2LdqYp6ZEdwZlwuYNJoZ0tJSYkbVOp0u5gwFg8FISkpk7dlkshAXJ4uY1WCxOCJapCwWB3J5XDjws9lcKBTzymyXy/toUtkLEQgEOHPmDNu2bYt67bvvvuOf//N/HvHv3//7fw9EE7Mwh1kUjppdLi9y+fyHcTjciESiqKh5cd+y2WyPuugh169YK6yZGR3p6WlIpdEXzuPxMjk5syIxW602+voG2bRpI3L5vaXoNBodJ06cJjMzg9dff+2hreb/pUy4bn6gVyTizbi1aWFZiMREJc899wy/+MW7pKSkcPr0eT788NM1m6ykVCp55pkj/Oxnb6FWp3Lp0nU++ujz8KziJ3gw0Gh0fPrpNzgcTt544xUqKlbXx/pDMTY2QXd3H7t27YwpDHpQaG1tw+fz0dDQ8NCO8WOCUDfWkZOzukWayWTG5XItO2pTq9UjkUhiZmUEoZcsQugFglBYqUyICJDma8oLldiWiCFKoemGofZdm9WJWCwKk7nd7lrR/euBO3/94z/+I/Hx8Tz77LNRr73wwgscOnQo4rnQCiYYFNTYC1PZIJiMeDw+nM75Xma32xeew6xQysP1ZZvVSXpG5ArHbLZRXJyDSCQcAwSCtVrtMXuWp6e11NZWkp2dwcREtF3i0NAYhYV5ZGdnLhsx3b3bxoYN5dTXb+H69XubIiXYSV7gmWeO8Nprr/LFF18+cB9l11wi+/U4OWcka2sAJ5PJaGjYwc6dOxCJxDQ1tXDr1h08ntguaw8bUqmU7dvr2L69HrFYxN27bTQ1teDxrP0Iyx8rrFYbn3/+Dc8/f5QXXniG8+cvPRKjmMuXr1JSUshzzz3D++9/+FCO4XA46OzsYsuWzVy8eHFV05P+3DE5OcnmzatX7et0ejIyliZmvV4QeanVaVGWrKHhPqmpqgidSKiDJyUlKTxPITSdLjk5kZkZw9xzNqRSCQkJ8Tid7gXELMdksmG3C79vpTIeh8ON3e5+NDXmEH7/+98zMzPDv/pX/ypmykCpVJKZmRnxLz19Pu/v9fojUtlAOEperMwOmYwsnMNsszkjUgggjN6SSiVRrRF6vSnmDGat1oDf71+2bcrn8624qjcaTQwODlNXt3nJ5vfl0NXVw7lzFykrK+GNN16PGcH/EKQjrFL0a5jCFovF1NfX8Vd/9c/Yt28Pw8Oj/P73H3DlyvU1I+Wqqkp+9at32b27gdHRMd5//1Nu3Gh8QsqPAG63h6+/PsnIyBhHjhxi587tD/2YDoeTK1euk5+fd09EcK9obGxCJpOxY8fD/0w/BszMzBAfH79q3cHMzAzp6WlLqt+NRmEewuI2WVjYBqVatE+ImOfrzC6XB7fbE+GZYbVGtkg5HE4CgQDKUMQ850wZyu46HJ5l/TDgARLzhx9+yPDwMP/m3/yb+66Nejzz7l9Lz2EOtUz58Xh8EcRsnROALS7EA1FFfIPBREJCfISyGwQTAo3GQEFB7PqG1+tjbGyKiorSFS9uY2MLMpmM7dvrlt1uKbS1dXLmzHmKiws5fvzte06LL4f0ufSBjkdPzIKyuZbf/ObXHD16hNlZIx9++OmazkvOysrk+PGf8NxzR3E4HHz++becOnXhidL6EcPv9/P99+fo6elnz56d7N+/56Efs6Ojm4mJSZ566iBK5cMRXRoMBvr7B9ixY8dD1Y78WBCqGy8XBS+ETqdHJpOhUiXHfD0YDGI0mmISs9frxWazRxGzzWbH5/NFlUctFnsEx1gsAjGHUtfBIDjsbhLnuMnnFbhKoQgFlStrZR4IMY+Pj/PFF18wOzvLv/t3/45/82/+Df/hP/yHe34fr3fe/cvvD+LzBSL8soGolqmFuX2bNVqZbbE48PsDEU3hIETMQMx09tSUhpSU5CWtAwcHR0hIkJOfv7RHKwgpkv7+IerqNt+3yrqjo5vvvjtFZmYG7733bpSs/34RIuZHGTGLxeIwIT///LO4XC4+//xrPv30yzUbcKBUKjh27DDvvPMTkpISOXfuMp988nXY4P4JHj2CwSDnzl2mra2L7dvrOHz4wEM/5tmzF5FKpRw7duyhHePWrdsoFArq6u5vof7nBL1eTyAQWDUxh0TEy90f9XrDkhG40WiJcoMEsFhsEdExRNeUXS43Xq8v0hLaZkexIGh0ONwLIuaVifmB5EcLCgr4+OOPf/D7eDwCMYfqwR7P/BzmYDCI2+1dRMwe0tKUCx678fv9EauZkJ9pWlrkSslstuH1+sjIUDM8HDl1ZGpKqB3n5+dEDNEOYXx8GpfLzYYN5VETSxbj9u27lJeXsHPnNi5cuLLKKxGJ/v5BbDYbL730PO+99y7ff3+Knp7e+3qvENIJYgNcj4CYpVIpmzbVsnNnAypVMhqNlq++OsHQ0PBDP/ZSkEjE1NVtYefO7UgkEpqaWmlqao0aDfcEa4fQuMj6+s2IxRLOnr3w0I5lNJq4desOe/fuoqyslMHB6O/9D8Xk5BSjo2Ps2bObpqamx3b+9qOAz+fDZDKTnr46JbvBINR709LSGByMfV+ZnTVSVVWJVCqNGkM6O2ugpiba3MlkMkeVPM1mK+XlRUilEnw+4Xe4sHc59DgzM23BYwfp6UJE7nJ5Wak7dd04f4EQMUNkL/NCIna5vBE2nA6HG7k8LsI5yGZzRQ2uEJrCI58LBoMYDCaysqJ720wmCw6Hk/z82KrAQCDA0NAYpaVFK6alzGYLXV29bNpUGyW9vxdMT2v44IOP0esNvPLKSzz33DOrNnqPhfRH4JOtVCrYt28v/8v/8lccO/Y0drudL7/8lg8++GRNSbm4uIj33nuH/fv3MDk5zYcffsbNm3eekPI6xI0bjTQ2NrNpUw1Hjx5+qMe6c6cZnU7PM88c+0HfreVw48ZNkpKS2Lp160N5/x8T9HrdqjOEgqDXGrPtKYSQyCtWZGw0mpHJZFFZUrPZilKpjChbzteUF6azbSiV8/vabE4kEnG4X9luF7gq9D5u9/L3mnVFzPNTpRaajMwLuQSTkXkiDCuzF5C1MGYr8uKaTDbi42UR24GQzlapkpDJohMHU1Na8vKylxQT9PcPI5VKV2ydAmhsbMbv93HgwL4Vt10ONpudTz75klu37lBbu5Ff//ovqKy8P0eh9GAQ/UOqL+fn5/Hii8/zP//Pf8WePbuYmprh448/509/WttWI5VKxWuvvcRrr71IMBjkm29OcuLEWczmJ/Ny1zNu375LY+Ndamurefrppx7acYRWzwskJio5eHD/QznG6OgYExOT7Nu395EPrXncYDAYSElJWfX2RqNp2YEhIU/9WAFSaCrd4hq12WxFLBZFiIctFkF3EhkhO1Ao5GG+sEcJvoTHoUAzNIhpKaxtn8wiREfMPmQyCWKxKNyYHR8vRSQSEQwGw8SsTJSHJeo2q4P8/PSINIPRKNx4U1OTwxcIQKczIhaLSE9PY3o6svVpYmKG8vIiMjPTY/bR6nQGTCYLNTUb6O7uW/ZzORxO7t5tY9eu7eTn5zExMXk/lwcQbh7Xr99icHCYo0ef4rXXXmFsbIILFy7cU502PRh8oPVlpVLJxo3VbN68GbU6DbfbTVtbBy0t7ZhMazuKUSqV0tCwje3b6/D7/Vy/fpvW1k4C69wfPBbi4mQkJyeTnJxIYqIShUJBQoKc+Pg44uLikMmEVXnoO+L3B/B4BKMdl8uFw+HEbrdjsdgwmy2PxcxtgNu3mwERO3bUEQgEOH/+0kM5jkajpbm5jfr6Orq6epicvP/v6lK4du06b7/9E7Zu3UpTU9MDf/8fC2ZnjXP9xUlYrSsvnvV6AzU1S8+/Dt2HVKpoYjaZLHOvJUboS0KL9qSkxDAhhyLmSEtoB2Kx4Ktht7vCLVIKpZzZWSuOBVacdrsbl+sxImaPJ0TM0rnHoZYpGQ6HB5fLO2cAHofD4Y7ZMmW1ziuzZ2eFi22x2AkGg6SmJjM5OU/ABoOJQCBIZqY6ipinp7UEAgEKCnKWNLjo6xuioWErKlXyimrilpYOamo2cPjwAf7wh49+8PAFjUbL++9/zObNtezatYNf/OLnDA2NcOvWrbCl3XJIJ0i36IclTBQKBRUVZdTU1JCfn4dYLGZqaprTp8/T29sfVcdZC1RUlHHw4D6SkhLp7R3g+vXbj83Up9TUFDIz08nIUJOenk5qqioq1eb3+3G5BOL1eLz4fL7wAlckEiEWi0lIUJCSIiM+Ph65PLJ1z+sVpqppNDq0Wh3T05o1U8avhNu37yIWi9m2bQs+n4/Ll689lONcv36LsrISnnvuGf7pn373wGvBIyOjTExMsH//PlpaWp7UmpeA0RhKPatWRcxGoxG5XI5cHo/LFS2w8vl82Gz2mKlsQYHtJzk5UiQc6spITlYSWqP5/X6cTlcUMQMolQnY7S4cDjeBQHDJiDnEXUth3RBzKCr2+4MRETMIJiMOhwenM9QyJZsTegVwubxLtEwpwsTs9wewWBxRE0R8Pj8mk4Xs7AxaW7sjXvN6fWi1sxQW5nHnTlvMc+7vH2b79s1UV1dy8+adZT+f3+/n6tVbPP/802zduonm5tjveS8IBoO0trbT3d3D1q2bqavbzPHjbzM7a6S9vZ2ent4lo9X7iZjFYjFZWZkUFxdTXl5GTo6Q6jcaTdy+3URPT9+ajmBcCLU6jcOHD5Kfn4tOZ+D06Qvr2kJTJBKRmZlOXl4O+fl5ZGWlh+ucXq8Po9HE+Pg0ZrMFi8WK1WrHbnfEvAEtB7FYjFKZQGJiIipVEikpyajVKWzYUMamTdWAYA07Pj7J6OgEY2MTa9ZTHgs3b95BJpOybdtWPB4PN282PvBjeL1ezp27yOuvv8zu3bu4evXBLwCuXLnG8eNvs23bNm7fvv3A3//HALPZBAgR7vj48iJbAJNpfnuXK/Z33Wy2RJFvCDZbtAI7tOhd7INhszmXIGaBi4LBIC7XvBLb4/Hh9wfCxDw9bVz2s6wbYp6fxeyP4f4V6mUOtUzFA8JKRmiZWuCP7XDPrXwiL6TJZCUrK7r+oNMZKSvLD6f+FmJycoZt22pRKBJiRllOp4vx8Smqqyu5fbuJQGD5KHh4eJTR0XH27Nk5p7R+MGlEj8fL7dtNNDW1sGFDBbW11Rw8eICDBw9gMMwyOjrKxMQkWq0Wo9FEvN+PEjAsU2OWSqWkpKSQnq4mMzOTvLw8srOziIsTfhczMxpu3mxkYGAo7KqzHhAXJ2PXrga2bt2M1+vl0qXrdHb2rNl4yOWgUCRQVFRAUVE+BQV5YSKenTUxODiKVmtApzNgNlsf2PkHAgGsVjtWqz2qJSwlJZns7Axyc7MoLi6kqqqCQCDA1JSGvr5+BgdH1wVJX7lyE5lMxu7dDbhcblpafvgidzFGR8fp7u5l164Genp6Y3r//xCMjY0zMjLKvn17aW5ufiI8jIF5l63YvcmLMZ+qFjo/YsFoNFFSEnuimMlkJikpmrRtNnuE0AuEiVXZ2fOtXE6nECguFicrFnhqO52eFR2/Qlg3xCyVCiTh8QTCAi+Pxz83iSOU2o5cdYDw4TMzFzeGO0lZ1BRuMtkoKsqOSnPo9UY2bChGrU5Br49cxUxMCMRcWJhLT89gzPPu6RmkqCifoqLCVQmbLl++wU9/+jpHjjzFV199u+L29wK/309XVw9dXT0kJSVRXl5CcXEhtbW11NcLvZOBQADp1DT8/d9RvGM7rxYXA0IkJagSFSiVygijBb/fj15voKurm8nJacbHJ3A6XbFOYU1RXV3J/v17USgS6Orq4+bNxnuOKB82kpISKSsrpry8lMzMdEQiETabnaGhMSYnZ5ie1q7ZOZtMFkwmCz09g4hEIjIy0igqyqekpIDDhw9w4ICfoaEROjt7mJqaWZNzDOHChavExcXx1FP7cblc9PQsr/O4H1y8eJWiokKef/5Z/vCH9x/44u7Klav8/Oc/Y+fOhocSlT/u8Pv92O32KA/rpbCUgGshLBYLSqUSiUQSVUKwWKzk5kY7Plos1ijBmM1mR6EoCGd6QUhXRzpROsjOnm+1cjhcUaWkpbBuiHk+Yg6QmDivvPZ4/OGIGZibzBFJzHFxUmQySXims9XqJGORZ7bJJETYaWnJTE3N14x1OhMAmZnqKGI2m4WUYVFRwZLEPDExjd3uYNOmjasiZovFSmPjXfbsaaCyspy+voEV97kfWK1WmpvbaG5uQyQSoVankZGhJjU1lS0+YXXuUSWjVqsRiUT4/QG8Xg82mw2NRovVasNkMjM7a2R2dha/f/0KpTIy0jl8+CC5udloNFpOnDiDVvtgI5wfArk8nvLyUqqqKsLD2vX6WZqa2hkbm1yXYyODwSBarQGt1kBjYysZGWmUl5dQXl5MZWUZRqOZ1tZ2enoG1qRGGgwGOXPmIvHxxzh27AgOh3NV2op7gcvl4tKlqzz33FHq67fS1NT8QN9/amqa/v4Bdu/ezZ07Tbhc62+xu9awWm0xo9hY8Hq9OJ3OJVPVMB+FJyUlRpX5LBYbcXFxxMfH4XbPZ4asVntU66zN5pgboiQPjxwWTESi23lD5O10uElNXd0iY90Qs1Q6T8whkoZYvcy+iIlSocHTSmVCmHxtVgcFBRnExQkDMEBIZYcEYAuJ2eVyY7XaycxU09UVTZITEzNUVBTFXGGBcIPo7R2kvn4TyclJWCwrixRaWjooKyvh8OEDjI9PvemMagABAABJREFUPnRT+2AwiF5vCKecE7zCH93nV27SeOPxVYXGx8ezZ08DmzfX4na7OX/+yooK+UcFkUhEYWE+tbXVFBTkIpFImJ010djYytDQ2GNn9anTzaLTzXL7dgulpYVs3FjJoUP72LlzO62tHbS1dT3ydKxg33mW1157gZdeepZPPvnigS/Ienr6qKqq5MCB/fT1DaxKhHQvuHz5Kn/xF79g7949nDt3/oG+948BFotl1alsYXvrskQeuj/HIubQ7zYxURlBzDabHalUilweF1ZTLxR7hYjZZrORl5cV3i8k+JInxOGwu3E43chk0gjfjaWwbvqYQ8Ts8fgRi0ULHvvCtpwQipgX9jIvrcxeWBfw+wNYrY4oz2wQ6syxjEZAiIilUmnEBV+Mnp5BAoEAGzcuLdVfiGAwyPnzl5HJZBw7dmRV+zxIpAeF6Ff/A1XZa4na2mp+9aufsXlzLR0dPbz//qfrgpSVSgU7dtTx3ntv8+KLx8jKyqCrq5/PP/+ezz//ntbWrseOlBfC7/fT3z/Ml1+e4ttvz6LXz7Jr13bee+9t6us3P/BhKyvB4/HyzTencbs9vPbaS8tGS/eL8+cvIRKJePbZB2/Xqdfr6ezsYseOHauODP+cYLfbUSqVK284B7PZvGzqO0S+sbYJfS8XC71C7VELy3t2u0DMC7sk7HbnXIQs3FfnldhCIOma611eaeQjrCNilsmEGnMs96+FJiMulxepVBKeIOV0eggEgku0TEX6U5tMNtTqlKhj63RG4uPjoszKATQaAx6Pl8LCpX2xhTTaJDU1G1ZtGjA7a+LmzSZKS4vYtKlmVfs8KISIeXaFIRzrEdnZWbzzzlscPXoYo9HMxx9/xZUrNyJWuGtzXpk899xR3nvvbXbsqMNotHD27BU++OBLbt1qXpfp6h+KmRkdp05d4osvTqLV6tm9ewc///lbVFdXLmnM8zDgcDj45ptTiMUSXnvtJeLjH6xrl8Vi5fr1W5SWlrBhQ+UDfW8QFNoikYiDBx++J/jjBrvdvuTMgliwWm1RxLoQNpudQCCwBDFH9ycL5xCKjuefdzicBIPBCLevEBEv9sQOEbPTKTx+zIhZWGnHImaxWIRMJjxePGVKkKV7UCbOE7PL5cHr9cVUZickxIdt0kLQ6YTaclZWtC+roErVUliYv+z5d3X1z9USV3YCC6G1tYPx8UkOHtz/wIZTrISigJ9/5XYQBE7aTBQFHo8eSoVCGDZx/PibKJUKzpy5yBdffBc1W/VRQiQSUVFRyltvvcobb7xEXl42HR29fPzxt5w6dZGRkYl1qQZ/0DAYjJw+fZmvvz6D1Wrj8OH9vPXWa+TkLJ1letAwGk2cPHkOlSqZl156PubY2R+C5uY2NBotR48eua8xrsvBYrHQ0tLKli1bVu0N/ecCh8OORCJZ9TW32azI5fIlMzfBYBC73RGTvF0uFz6fL0ZrVChinifhQCCI07m4phwZITudboLBYJTb12L+iYV1Q8yhvPu8yUhoLrNQI46eyxxpzbl4lWOzOUlJiVZmQ/QISJvNgdPpWjadrVDIY06iCmFqSoPRaGbLltplPmU0zp69hNfr5cUXn30k4+A+sptJCwYRAZUBPx/Z19aVayUIhhJb+dWvfkZVVSV377bxwQef0dcXW4z3KCCVSti0qZqf//wtjh17CplMxtWrjXz44Zfcvt3yWKeqfwi0Wj3ffHOWc+euIpfH8frrL3L48P4HTmRLYXJymosXr1FQkMehQw/WUjMYDHL27AUSEhIeil3n9es38Xq9HDny9AN/78cZIf1NQsLqoubQd2+59LfNZl8yqrbbHVGjP91uIdBb/LzD4Yog5rDb11zEHB68NEfEbrdnrsvoMYqYQ+1SPl90xAxLz2UGoc4cmnUZgtXqjBjDBQuV2dGWbMvXmWcIBALLprMBurr6/v/s/WdsXGmWJYqu8N7SBL0VSVGGIuWllM1USmmUlbZsd9ftO0DfXwM08B4aA7zGYDAPePMwb2YeZn7MAK+75/atru6p6qrKSt+ZUsqL8hIlit57BhnB8D7imPfj8DDcCX8YEczMBSSqFIzznRPurG/vvfbaqKqqQE1NddrnxcLvD+Dbb29Cr9fh0qXt/1F2UOTWhy7a/He5ghk28XOcOfMKVlfX8Zvf/BEPHjwpWc+nRCJBX18PfvnLn+HMmZPw+wO4evUO/vCHrzA+Pr1lAft9x9zcEv7wh68wODiKrq5d+JM/+SinTFIhGB+fwrNngzhwYB96e/fzurbFsoHnz1+ir68X9fXc89rzRSAQwKNHj9HZ2YGGhvTZue8TosSc3Sx6n487HR0Lj8eTcu621+uPi4xZ+P2BpJQ60zIVfYxtIY291mAwDLmCJWpmeMWOImaRCFvjHiMRKiZiZomZiZgJggJBkHHpAL8/BLFYFNdW5fUEIJNJtgwxmGPJlAIwi8UBpVLB+YGGwxFYLDa0tDSmfQ1TU/MIhcLo6+vJ4ZUzEfmjR8/Q0dGGw4e3d1brlFAEtvGJ3Px3ucFg0OODD36E99+/DAD48ssr+OqrqyWzipRIJDh06AB++cuf4uTJI9jYcOCLL67hiy+uYXGRfy/l7wIIgsSTJ4P49NMr8Hp9uHTpVbz55utFiZ4fPnyKubkFnD17Co2N/JLcgweP4XZ78MYbl3hPlz99OgCPx4uLF1/ndd2dDJbs5PLsiDmadk4fMaci5lSk7fcHkgibIevo95mZ5xBvIsIKwlgw8x52EDEDiS1TDGEQBAWKojiU2fHEDCBuMHU6ARh3xMzUKquruWs8S0tmGAy6tIo/giAwMTGDlpbGtAIELgwMvMTU1CxOnTqB9vbtiy5+ptKBAEABmBSK8DNV/qMo+YZcLsO5c6fxy1/+HDU1JvT3P8Jvf/sJFhYy2/FtB8RiEfr69uOXv/wpjh8/DItlA59+egVXrtxK6Z/+A+Jhtzvx+eff4smTQTQ31+PnP/8ADQ38Rptc+Pbb23A4XLh8+RKvSu1IJIKbN++isrIChw8f4m1ddu179+6hvr4eXV3Js4G/jwiFGGLOdkPHRsxKZeqI2efzbQ58SSbIVGIzj8eXNJ3Q7w9ALBbHTScMBkNbNWaAqTPHEnPAH9xZETMQT8yxRBwKkQnEHN/LzNUy5d3yzE4WgCmV8rhIGmBmNodC4ZTp7KUlMwCguTl9OntkhGnZ6enJXWl948YdWCxWvPnmRdTUbI9wZkEgBAHgv0sVOKExYqEMImahUIi+vgP43//3P8OBA/swOjqBf/qn32NwcLgkE6CEQgH27evGn/3ZT3Hy5FFYrTZ8+ukVXL16BxsbpROb7VQwnu6j+PzzbxEOR/CjH72BY8cObatyOxKJ4OuvvwUgwLvvvs1rG9fs7BxmZuZw6tTJnHpss8HLl8PY2LDhtdde5T0i34lgXfCyVdoHAgFQFJVWyc1G1VzPYaZECZNS536/HwqFHLFfWdamObHOHOvuFQiEIZGItjRUwWB450XMsX7ZsSYj4TAZ92KDwfg8fTC42TKllMU9FomQcT7aQGoBGMDMZ2admRLh9frhcLhS+qyy8Pn8mJtbwt69u3MWcxEEia+++hZ+vx/vv38ZRmPq2aL5Qg0aSgCWMvnRd3S048///E9w7twpWCxW/PM/f4rbt++XzPJz165W/OIXP8bZsyfhcnnwxRff4sqV2z8QMg+w2Rz49NMrmJycxeHDvXj//bdzaoXJFS6XB99+exMVFUZcuHCO17Vv3rwDAHj9dX51ITRN4/btO6ioqEBvby+va+9EsN7srI98NggEkuvBseBqf0r8W+LxPh9D2LE8FFVhxyuzYyNmdmPBRs1su28mk5HyuDtvghWAJbp/hcPJvcwikXAr3U3TDBHHprIBJmrW6eJTz+mI2Wq1Q6tVpfQzXVw0o6qqIqPf6dDQOKRSKfbsyT0dFQgE8fnn34AkKXz00bucQ70LQeWmr2upzUXq62vx85//GJcvvwGCIPDFF9/giy+uwG5PP3Vlu1Bba8KPf/wuLl16FSRJ4sqV2/jqq+tYXy8fa8/vAkiSxN27j3Hr1gNUVVXgJz95L+VmmA8sLq7g0aMBdHd35dwxkQ4ejxcPHz7Brl1taG9v421dAJiensHS0hLOnj1blE6NckY+xOz3B9KquP1+lny5asncxMxGx7HrRh+LjZCDkMkkEG56RER7l1liZl5PbAaYC2VFzLF+2QKBIM4NLJaY2XGQ8QKwcJIKmxnNFf9YJELA5wvAaOR2AAPS1ZlXIRQK0NiYvka2sWGH2byO3t59Wx9QLnC7Pfj8868hFArx4x+/D4NBn/MaqVC9aS5iKRExV1ZW4P33f4Sf/OQDqNUq3LhxB//8z5+WTESl0ajx5puv44MPLkOlUuL27Yf45JNvsLS0WpLr+b5genoen3/+LUiSwvvvv43Ozl3bdq5nz15gfn4RZ8+egsmUfcdEJgwMDMJms+P111/j3fHs1q07UKtVOHHiBK/r7jTQNA2CICAWZ79BCQSCaVXc0To0t/qa+VtyPRlIjo6Zx+JrygC2gjeWiLeIOcRuNNK/nrIhZpqOrzEDiFNmc5mMxKazA4H4ojvAKLPlcmlccR5gomaDITkSdTjcIAgyJTHb7S74fH60tTVnfD2Dg2NQq1Xo6GjP+Fzucznx6acMOf/kJx+gupq79p0rWGK2Ftn1y2DQ4+2338Cf/dnPUFNTjfv3n+Af//H3GBubKokJh0QixrFjh/CLX3yExsY6PHv2Er/73ZeYmpr7XpiClAPsdic+++wK1tc38PrrZ3HsGL9iqlhcu3YbPp8fly+/wZsynKIo3LhxBzqdDseOHeVlTRarq2aMj0/gxInjOVlSfhcRiURyyhz4fN60EXMwyI5oTH4Om8pOPD7aoxwlZoqiEAqF48iaJeaoqchmjXyTq0Kb3BUbaHKhbIiZJOktYiYI5sbIRtCJLVPRiDneM1siEcWRMCsAS6wzu1xeaDTKLVtPFhRFw2Zzxs3ZTMTiohm1tdVJxyZiedkMu92JQ4d60z4vHex2Bz755CuQJIkf//h9NDenr29ng8pNMZW1SBEz05/9Gn75y5+jtbUJT5++wD/+4+/w/PnLkkwlAoCOjjb8yZ/8GIcP92JubhG///2XeP58pGTX831GKBTG11/fxMTEDA4f7sWlS69ti+gpFArjypUbUKmUeOMN/urCy8srGB+fxPHjR6HT8Vt2unPnLkQiEc6c4d/QZCeBIIik4CodAoFAxr7nVHVoiqIQDIaS/sbVo8w8nqjCZtu7mMeYqX1kUip7x0TMDDHH+2WzETJLzFIpa9tJJs1lZu3OYtXaqYiZrTMnOoMBTDpbr9emTE0tLq5CLBYljQHjwuDgKAwGHVpbM0fYqeB0uvDxx1/A5fLgvffexsGDvXmvBUQj5u2uMVdUGPHGG6/jf/vffoGOjl0YHBzBr3/9Ozx69KxkvtZGowEffPAOLl48D78/gM8/v4rbtx9upal+QGlA0zTu3n2MJ08GsWtXC370oze3pbZqsWzgwYOnaGtrwYED/JmP3LlzHxRF8y4EczicGBx8iYMHD8JoLI5lbzmCIIisZxAADDlm6ntOR95cqXDG+jnEodZOVGHH15QBZlMo31RikyTjw8FyWSqUDTETJB1DvKmIOb7OHCs73yJmVaxqjklZcEXMQCoBmANCoSCl/abFYkMoFEZzc2bjgtnZRbjdnoJNQ3w+Pz755EvMzi7g7NlX8KMfvZ13Oq6KpuAQCBDZplaV+vpavPfeZfzylz/Hrl2tePFiGL/+9T/j/v3HJVNaSyQSnDx5FD/96XswGHS4e/cxPv/8W1gstpJczw/gxuDgKG7ffoja2mq8917+3/H05xjG/Pwizpw5yZsvtc/nw6NHT9De3orW1hZe1mRx794DEASBCxe+v1adJEnmVMMPBgMQCARpvz8+ny9lujsQCCbVmNnHE8uliY+FwxFQFBVPzMEIZHFETWxxWyqUDTGTRDRipigaFEXHtU8BSOhtju9l3iLmxB2NL5gkAAsEwgiFIpwRs83mBEXRKevMNE1jeXkNTU31Gfswmf7NMVRXV6CxMX3/cyZEIgSuXLmBe/ceoaWlCb/85c/R0pJ7JF5NUbwLv0QiIXbv7sQvfvET/OQnH6CmxoTHjwfwq1/9Fg8ePCkZIQNAa2szfvGLD9HXtx+Tk7P4/e+/xMTEzI6tI4tEIqjVKlRWGlFfX4Pm5ga0tzdj164W7NrVgra2ZrS0NKC+vgaVlUao1aod1Q87NTWHa9f6YTTq8cEHl7O2YswF16/fRSgUxttvX8opEkuH588H4XA4ee8/9vv9ePz4Cbq6OlFXt/3GLOUIgiBzjpiB9G5h6QRiXq+X81ifz8+Ryg4mdekEg+F4YXIgEBdEhkKZ3b+KOzw1DSiKhkgUJTqCoOLaoSKR+PCfIdZoJEySFMJhIi5iBgCvL5hkMgIwUTOXAxhBkHA63aipqcLg4BjntS4urqK9vQm1tdVYXV1P+7qmpuZw8OA+HD16EEtLhSuPX7wYxvKyGRcunMX771/G9PQcbt++uzUAPBOqaJq3+rJOp8W+fXuwb98eKJUKOBxO3Lp1DxMTUyX3jVarVTh37hSamxtgszlw48a9HRMhCwQCaLVqVFQYoNfroNdroNNpoVar8h5pGAgEN3vxnXA4XLDbndjYsJd8XCYXFhdXcOXKbVy8eAYffHAZn3zyFa/lhmAwiOvX7+BHP3oDp0+fxK1bdwtekyQp3LlzD++++zb6+nrx7NkAD1fK4PHjp+jr68Xrr7+OX/3qV7ytu1NAUWTGvt9YBIPROq8rxYwepqUqVSqb+2+BQBB6vTbpMZFICKlUgnA4snn+cFobzkAgmFH8VTbETJA0JOIoMSf2MicTMwGZTLzlrw0wkXCin6nPG4DJpIdAIIiLklwuL9ra6pIeBxijkba2es6/AYDZbAFBEGhubshIzBRFYXBwFCdPHkZ9fS1WVsyZ34wM2Niw4Xe/+xR9fT04dOgA/vzP/wQvXw7jyZPnW60AqVBFUxgW5f+xy2QydHS0Yc+ebtTX14KiKCwsLGFoaIyXjUehEAgE2LdvN44fPwKhUIBHj55jeHiirCNkiUQMk6kKNTVVqKmpRkWFYUvsQlE0vF4fPB4fNjYc8PkCCAZDCAZDCIcjiEQIkCS59foEAgFEIkYEKZVKIJfLoFDIoVYroVar0NBQi87OaN+ty+WB2byO1dV1rKyslQ1Rm83r+OabW3jjDWYD+sknX/JKzktLKxgcHEFfXw9mZ+ewuFi47evs7DwWFhZx6tRJjI6ObQ1gKBSMVecDXLx4Ae3t7ZiZKd1ktVKAJEkIc3AojJp6pE5lBwIBSCQSiESiJNGn3x+AVJr8N67adWxNmSVmvz8QZ8kcDDKzHMRiEQiCRCgUyShmKxtiZp0XxWIBCIIGQdBxRBwOUwnpAAICgQBSqQShEPOGBAJhaLWJMvcghEIhVCr5lhgMAFwuZs6nRqOE2x1PZlarA52dzTAadbDZnEnXShAkVlctaGlpwIMHzzK+tomJGRw4sAfHjh3GH//4RcbnZwOKovDs2QuMj0/i6NGDOHBgP3p69mFqagZDQ6NYXuYmyWqKglWcW31Zq9WgpaUZHR3tqK+vg0gkhMPhxMOHTzE+PrXVYlBqGAx6vPbaGZhMVVhaMuPevSdb9nvlhooKAxob69DUVI/KSgOEQiEoioLd7sTMzAI2NpjI1uXy8G5LKpVKYDTqUVlpQFWVEW1tTdi9exdomobVasfc3CLm5hbh9Zb2c11ft+Kbb27jjTfO4r333sYf//jF1k2XDzx48ASNjXW4dOkC/uEffoNQqPC1b9++hz/905/ilVdO4Nq1GzxcJYPBwZc4cuQwLlx47XtHzASRW405G3/t2KlVifeIWAV27N8CgSDEYmbTG4kQcc+Vy2VbPBIMhlFZGXVtjJqKSLaIOVMGoGyImSSZHb9IJARBkCAIKq4dipGcR99otmVKJhPHEXN1dXyqwedj3ji1WpFAzIwATKfTJBEzS8ZVVUZOYgYY7+ympjpUVBhgs6V3qyJJ/qNmFj6fHzdv9uPp0xc4cGAvdu/uwO7dnfD5fJidncfi4jLM5jV4PF5IaRo60GlrzCKRCEajAdXVVaitrUFjY/2W+5jT6cLg4DCmp2dhtZZPWlgoFKCvrwdHjvQhEiFw69YDTE/Pl/qyklBdXYm2tqbNISdMGWZjw4GRkSmsrVlhtdqLUgIIhyNYW7NibY0ZxCEQMBuF+noTGhpqcexYH44d68P6+gYmJmYwO7sIgiC2/bq4sL5uxdWrd3Dp0lm8++5b+OSTL7cik0JBkiSuXbuDjz56B+fOncKVK9cLXtNms2NoaAR9fb0YGHgBu50fK1eKonD3bj9+9KPL2LdvL4aHR3hZdyeAoqic6vaxqexUiK1DJxNz1NErkZjZYyIR7+a5kqPzYDAEmUyylc1l+Ukmk8DnC271MqdDGREz879isQChEFNjFqdJbYfDLDFLADBvZDAYgVAohEwWjaJZYk5McXs8flAUDb1eg6Wltbi/+f1B+HwBVFVVYHx8lvN6mRnN9FYNMxPYqPn48SP4+OPPMz4/V3g8XvT3P8KDB0/R2tqM9vYWdHV1YP/+vQCYL0vF+Bjw6af4f4T8+KVUhP/XsZPY0Gohk0mhVquhVqug0ai3fgTBYAhm8xqGhsawuLgMpzNFwaaEYHyQz6Ky0ojZ2QXcv/+M16iqUGi1GnR2tmLXrhao1SqQJJNteflyHMvLa2VxrTTNbBA2NhwYHByHWq1ES0sD2tqacObMMRw/fhBTU3MYGZmA2+0t+vWZzRZcu9aPixfP4PLlS/jss6956zm3Wjfw7Nkgjhzpw+TkNObmFgpe88GDx9i9uwuvvnoef/jDxzxcJYOxsXEcO3YU586dx+joWEkGvJQCNE3lNPAkOvgiMzGnqiUDyeKx6DEyeDzehOfG1pRDm6pwKYLBcFzEDESJOh3KhpgpKhoxA4zJiEgkjJnRzAgAhEIBKIqOiZjjh1kAzBvHvvhwmEAkQiQps5nanT/JS5uFzeZMqcwGmN40q9WG1tZGDAwMZXx9JEnhxYsRvPLKETQ11W+bBSVJkpiensX09CwEAgGqqipQXV2FigoD/m/XmIhACKDB68X/88Uz/H//1b9COByB3x/A+roVk5MzsNsdsFptJZt/nA2EQgEOHjyAI0f6EAyG8O23d0s2HjIRIpEQra1N6O7ugMlUCYqiYTav48WLMSwtmbfSYOUKr9eP4eFJDA9PoqrKiM7OVuze3Y49ezqwuGjGwMDLrDajfGJ52Yxbtx7i1VdP4tKl1/D119/ypht4+vQFWlubceHCefzqV/9ry585XwQCQTx58gynTp1AY2MDlpb4+17eudOPH//4A/T29mJggD+BWTmDouicrI0JgtFdpBNKslExV1TNahkS/5ZoHgIw2SeSpBIiZpaIUxFz5u9X2RAzm8pmo2SCoDb/LUQkQm21TEmlYgSDEUQijOAlcU4zwNihOZ3RtX0cLVMA4Hb7klR2LDY2nGhqqoVCIU/Z7rO4aMaRI/uhVquyqmVOTMyip6cbJ04cxeLiJxmfXyhomobFsgGLhRnEYPRGldtCmkbFxgb+/u9/s+3XwTeMRgNef/0cKiuNmJ6ex4MHpTMtiYVSqcCePR3YvXvXZs3Ji2fPhjE7u7glEtlpsFrtsFrtePZsGLt3t6Grqw3vv/8GlpbMePLkBex2Z9GuZXZ2AQqFDCdOHMIrrxxDf/9DXtZlrDXv4qOP3sGZMydx7dqtgtccGBjEgQP7cP78efzDP/y68IvcxOzsLJaXl3HmzGm8fPmyZCWGYoKJmHPrJAmFwpBK84uY2VQ4V2sU83j8uqFQogqbTW9L4HKxvc10ThFz2TQ4UpuZKbZliiVmtmUq0XQEYIxHuCJmuSJ+p+T3h7ZqerFwu/1QqeSchfjYOnMqRGc0ZzYbAZgbwMDAMCorjWhvb8nqGD4R2yZFApguQJ1dCggETC35Jz95FyqVEt9+exe3bj0oOSkbDDqcOXMcP/vZj9DTswcWiw3fftuPTz/9FiMjUzuWlGMRDIbw4sUY/vjHK3j+fBTV1RV4//03cObMsW0d3ZiIkZFJDA2N48CBvXnNPE8Fq3UDg4PD2L9/L+rrC+8XJkkS9+8/Rm2tCV1dnTxcYRR37vRDo9Hg8OHt8xYvJ9A0nfPs7lAolDZiZoV+XBFzJEKAIAiO/mTuY4LBUAIxRyNmFuFwtGWKLcOmQ/kQMx2fyo4VgwHJRA0wLzBWuU0QjN2ZQp5MzApF8ofkdvu2ekYT4XC4QZJUnLouEV6vD06nGy0t2REzwEzVcThcOH78yLYOiufCpzJmc0IAmBKJ8We67Ru3xze0Wg0+/PAdnDx5BIuLK/j4438peeq6osKAixfP4sMP30JrayMmJmbx6adXcevWI5jN1pJe23YhEiEwNDSBTz65ipGRKbS3N+PHP76Mnp7uohmZPH78AvPzS3jllWNoasr+t5d53QG4XG68/vr5nPpmU2FsbAIbGzacOXOa19/60tIy5ubm8corr+Q0DnGnIh9iDofDad8b1mJTJuPuZWbIltuWM5GYE205ozXuWLevCKQxQWQmci4bYqbpeJMRdpBF1D+bCakTI2Z5AgkHgxHIFYlvHNMylZiC8HiYdhCuOjNF0XA63RmnOi0tmWEyVWY0JWdB0zSePBmEXq/Fnj387qQzQQYadoEQdVWNOGOsxcIOiZj37OnCz372PvR6HW7evI/r1++VVDRlNOpx6dI5vP/+GzCZKjE4yESST54MlbzFqFgIhyMYGBjBZ59dg9lswdGjvXj//TdRVcWPzWU60DSNW7cewG534dKl87zNLCcIEnfu3IfBoMfhwwcLXo+mady79whGowH79/M3CxoA7t7th1KpxJEjR3hdt1yRKzEHAoGMZjzBYLJrV/RvydMKmcfDGSNmpquIjOsqYpXaLFg+S4WyIWYgnphJMlpjBrgj5kgk2XM0FIokvaF+H3MTT1Rme70BUBTF6QwGADabCwaDFum+E8vLaxAKhWhoyD79tbi4grU1K44ePZTT1JRCYaIorO8ge0aFQo7Lly/h/PlTsFhs+OMfv8bMTOGq2Xyh0ajw2mun8MEHb6K6ugLPn4/ij3+8gsHB8ZKn00sFr9ePW7ce4caNB5BKxfjRj17H0aO9vESc6UAQJL799g5IksLbb1/MemOcCYuLK5iamsXRo4eg03HrT3LB7OwczOY1nDp1kjf7TwAwm9cwPT2DEyeOb4uneDmBiZhzOyYcDmd8X7iiYhY+n5/zeIZgk4k58bFQKBy3MQgGw/E+HBkCi7K6S5MkYog5ObUd658NMBFzorVZ4nALIOrOokqw66RpGl5vgDOVDTDzlyUSMXS6ZE9tFhsbdgQCITQ15VaXevz4OZRKBXp7+ZtykwnVFAlLDg46pURzcwN+/vMPUV9fiwcPBvD11zdLZmQilUpw7FgfPvroMhobazE0NIE//vEqhoYmyl5hXSwsL6/hs8+uY3JyHj093XjvvTc4Z57zCZ/Pj+vX+6HVqvH666/ytu69e49AURTOnz/L23oajQa9vT28rMeiv/8+FAoFjh79bkfN+ajvQ6FQxjS/3+9PEzEnD6xIdUwwGIJIJIwLshL9sEOhSNzmMZzhvlFWxBwri4+qtGMESyQVNwc5EiEhFArjnsO8IfFRaCAQBk3TnBND0hGzzcb07VZUpK4z0zSwsrKGxsa6nNItFosNs7OL6OvrgVKZLEzbDpgoEutlTswikQinT5/A5cuXEAgE8dlnVzAyMlGSaxEIBNi9ux0/+ck72LevC7Ozi/jkk2/x/PkoIhF+TC6+SyAIAo8evcC1a/chl8vw7ruX0NXVvq3nXFuz4tGj52hpaUBfHz/E5/P58eTJc7S2NhU0spXF0tIylpZWcOLE8ZwcrDJhfX0dU1PTOH78+Peg1syv+AtIn8rmGk7BHJOc4uaqKfv9gaSIWSQSbvHXjqkxA4wtZ+yugySpuJQYYzoSn8oGkLRTEQrjdy80TSMUinASs8fjh1qt4CRVj8eHSIRARYU+7XUvL69BJpNmrEcn4smTQQiFAhw/XgR1JU2jusyJuaLCgJ/+9H309OzB0NA4PvvsChyO0piaVFYa8e67l3Dq1FE4nR58+eVNPHjwvKSTsnYKVlfX8cUXN2CxbOD06aM4c+YYr2ncRIyMTGJ2dhHHjx9Cba2JlzVfvhyF3e7EuXOneRG1PXjwCCqViveo+d69B5DL5d/pqDmfdvVM4i8AnEKu6N+CW17aiY/LZNI4voiqtRNmMCf8G4j2MkcyuNeVGTHTiP0NkCTXxKnYwRZM3TneU3vTeESenM5WcbR1eL2BLS9tLjgcblRWph9SbjZbQFFUzulsj8eLkZFJ7N7dse2iGQNNQQaUbSp7//49+OijdyGTSfH11zfx6NHzLZ1BMSGRiHHixCG8++5FKJVy3LnzBFev3i3ZBmGnIhgM4dq1+xgcHENnZxveeef1bW2runv3ETweHy5ePM9LzZWiKPT3P4Rer+OFTFdWzFhcXMbx48d4j5qnp2dw/PhxSCT81NnLEbnWmEOh0NYshVQIBoOQSqWcGy8uMxHm8eTomNuWMxx3brZ3mVVmL6+ktzQuQ2IWxP07NmImSSouEuZWaic7ggFMOjuxvxnAln927DSQWDgcbuj16QVgkQgBi8WGpqbcZy4/fz6CYDCEs2dfyfnYXFC9ad9XbhGzXC7HO++8gTNnTmB1dQ1//OPXWFlZy3zgNqCxsQ4fffQ29uzpwPj4LD777Brm58vDTWynYnBwHDduPIBOp8Z7711KWxYqBJEIgRs37kGhkOPCBX5qw0tLK1hYWMLx44fTzvbNFg8fPoFKpUJPD7+6kvv3H0ChUODQoe9qXzONfFLZANJGzanIN93fuHy4uck6DKEwujFIjJipDEFHmRFz/M4oOWKmE1LbycS8ZdWZsFNKnJHJwudjiFmj4a7zOhxuiMUiaLWpBWAAsLKyDoNBl3NUEIlE8OTJIEymKnR2bl89zrTp4FJOquz6+lr87Gfvo76+Bg8ePMPVq3dK0gYllUpw5swxXLp0FuEwga+/vo0nT17+IOziCcvLa/j669ugKBqXL19AQ0PttpzHZnPg6dOXaGlpRHc3P62I9+49hkQiwfHjhaeKV1ZWsbKyiuPHj/La8202r2F+fgEnThzf1pJBqUDT+UTMLBGmzp6wJMutvk4VMSc/zpXKjtadJZv/3rweaXbZkvK5S4MxGUmMmGPTPok1ZzZi5qo7S2XJxMyM7EqsGYRBECRUqtTEDCCjwpSN8hobc7/pTE7OwmKx4ZVXjm1bOipKzKX/4QoEAhw7dgjvvvsmIpEIPvvsKkZGJktyLXV1Jnz44VvYtasFL1+O46uvbmJjo7g+0N8HOJ0efP31LXg8Xly8eAbt7YWLqrgwNDSOlZU1nD59PONmOhs4HE6Mjk6gp2cfdLrCVeaPHj2DRqPBvn38uZYBwIMHD6FWq9Hbe4DXdcsD2xMxp5tClTpiTk5b0zS96ezFVVNmHguHI6BpOomXUqGsiJmmwFFjjv03lVRzBhJ7m0lQVPwsZyDGrpPjQ/D5Apxe2gAjACNJCkZj+h+l0+mB3x9AfX1+0cD9+0+hUMhx9GjhxgaJaCYJ/DuvEwDwD64NNJOliwTVahU+/PAdHD7ci8nJWXz66ZWi+i2zEAqFOHq0F2+99SoIgsTXX9/Gixffn4k9pUAgEMKVK3dhsdhw7twJ7N69PRmiO3cegaZpXLhwjpf1njx5Dooicfr0yYLXWlhYxPq6FceOHePhyqJYXFzC6uoqTpw4WXRHwe1GfhFzcno5EVFizn3CVLKxFbctJ2syQtNMmTWxxJoKZUXMVMIHkFhzZog6/pKZIdqipMcSiZmdgcmVzvb7g9BouGvMFEXD40k97CIWq6sW1NfX5PXD2NiwY3x8Gj09ezKKzXLFr11WVNIM4bRTBH7tKo1dZGtrM372sw9gMOhx48Z93L37uCjzhxOh1arx7rsX0dPTjYmJWXz55c2Uc7d/AL+IRAhcv34fKyvrOHXqKLq7O3g/h8/nx4MHA6itrcb+/YVHpn5/AIODI+joaENVVW6dF1x4+nQARqMBHR27Cl4rFg8fPobBoEd3925e1y098omYGWJMX2NO7ZcdCoVAURTnwAqKojki6TBnejvOLzsUSSqxpkJZETNNxXuiUhSSiBlA2hYqYNNDO8FRi1XFcdeZg5ytVCycTk9WZgmrq+uQyaRp/bXT4cmTQYRCYZw/f4bXXe8uktj6oEWb/y4mmN7k43jrrQtwuz349NNvMDtbGgev1tZGvPfeG1CrVbh58yEePRrkbbbvD8gOJEnh1q2HWFoy45VXDm9L5Dw1NYelpVWcOHEYGg23T0EueP78JYLBEE6dKjxqnpqagcvlwvHj/EbNU1PTsNnsOHlye4WkxUZ+QyxS149ZpEtlM2twu4eFQsltVokWoIkTpQAgFI7s0FT2Zr8am85O/EDYNGNsOpsxHUmOoiWJEfMmMXOlNgKBECQScUp7TLfbC5VKkbHNYW2NiUTr6mrSPi8VwuEIHj4cQHV1BS87fRbTIjHYBG2xp0rpdFp89NG76OnZi6GhcXzxxTW43d6inZ8FU9fuw2uvnYLL5cGXX97Ymg72A4oPiqJx+/YjLC+v4dSpo9i1q4X3c/T3PwEAnD9/uuC1wuEInj9nhGU1NYX1StM0jYGBQdTV1aKujl8h3NOnz1BbW4OmpiZe1y0l8rHkTKzxciESiYAkyZSK+9R+2cnEnJjKBpBUdw4EQjs3lQ1EDcu5+poBxCkaE93AAKbOnJjCIAgSJElxvjF+P5N2SBU1u1wMkaSz5gSYdIbd7ipIdTozs4ClpVUcP36Il50+APyZrgoRABSKO1Wqs7MdP/nJe1Crlbh69TYePXpekhquXC7D229fwP79uzE2No0rV+5sqfF/QOlAUfTmJC4Lzpw5hsbGwsctxsLn8+Pp05dobKzjZczq0NAoAoEATp48XvBaIyPjCAZDOHr0aMFrxWJ4eAR+vx8nTpzgdd1SIp+ImSXdzH7Z6QZZpHL/4h5kkWw8kuCPHQpn7eleVsTMhszsa2Pap+JV2gBXxBwfATJ15+SXlqr4ztYaUhGz2+0DkJmYASZqrqqqKMjEv7//CWgaeO01fvoxF0RihAUC/J1CXZSpUmKxGOfPn8Lrr5+D3e7AJ598g8XF1W09ZyoYjXq8994bqKw04O7dJ3jyZGjre7TTIRAwm1SRSLRjBT8UReHmzUdwOFx47bVX0s4/zwejo1PY2LDj9OkTBXc8RCIEnj8fRnNzA0ym6gLXimB4eBQdHe3QaApXj7MgCAIvXgyio2MX9Ho9b+uWEhRFQyDI/X6aOEiCC4FA+kEWXMTM5ZfN3cscTBr9KJGI4sqzqVBWc//ouIiZBs3RPgUkRszxgy0AbkEYED+sOhbsm6pQcH9AXq9/cwpV5gh2bc2KPXt2oaqqYiu1nSt8Pj8eP36OU6eOYu/e3RgZGc9rHRZKmoKGpovSKmU0GvDGG69Br9fi+fNhDAwM52VCzweamupx/vxJhMNhfPPNnZKovwuBQiGHwaCDTqeBVquCWq2EUqmEXC6FRCJJ+o5TFIVIhEAoFEEgEITH44XH44XT6YHD4SrbkZQEQeD69Qd4882zuHjxLD777Apv18qMXnyKd9+9iCNHenH//pOC1hseHsPBgz04ceIoPv30y4LWGhwcwsGDB9DXdwB37vQXtFYsnj8fxLFjR3H48GFcu3aNt3VLBZqmsiKzRDB+2flHzIxfdjInMMckq7IBRsPE/v9gMBwnKk40GUmH8iLmzf9lN/9Roo7OawYSBWHxLVQAKwhL3mFFIkSKZnLmDeOqJzDXkX4KVSwsFhtomkZNTXXexAwA4+MzaGlpxCuvHMPy8ipcLnfea7E9zNttx7lnTxdOnz6OcDiCr7++idXV9W09Xzrs3duF48f7YLM5cPPmw63NVzlDr9eipqYKJlMFqqsr4jaKoVAYPl8APl8AdrsL4XAEBEGCoijQNPObEIlEkErFkMmkUCjkqKszQamM9gsHg2FYLBtYW9vA6up6SWr9qRAMhnD9+n289dZZXLp0Dp9/fpU3gxer1YaJiRkcOLAPIyMTBf2WIpEIXr4cwdGjB1FRYYTNZs97Lbfbg9nZeRw40IN79x7wJkL0er2YnJxCX18vbt++veMHrlBU7qlsIDti9vv9qKzkVtoHg4Gt9HRscBEIhLasPNnSHLfJSOLox3hbznQoK2JGDBED0XFf7BvD/jsxik500SEIZuqUUCiIS1tGIiTU6uTUBjPkIrluEAuv15dVKjscjsDpdKOuzoQXL0YyPj8d7tx5hA8+eBMXL76Kjz/+LO8UbDW5vXacUqkUr712Fm1tTVheNuP27YclHfZw7Fgf9u/fjYWFVfT3Py1b1bVAIEBNTSWamurQ2Fi3VUrxev1YX7fDbnfB4XDD5fIinMH0PhUY1zo1DAYtKip0qKoybHm6u90+LCwsY25uCU6nh7fXlS/cbi9u336M1157BefOncS3397hbe2nT1+itbUJp0+fwJdfXilorZcvR9DXtx+HD/fhypXrBa01ODiEXbva0NXVidHRsYLWisXAwHN0d+/G3r178eLFC97WLQUoioQwj3tXIBDIaKUaCHCPdwSYNlqBQAC5XBZ3P4vtZfb7g5uPcXtoi8UiiERCkCQVjZizqDOXFTFHaYchXjqJqNl/xyu1E9Mc7PADkUgEioruuiMRIsn5i0UwGOFspWLh9Qayrn9ZLDa0tTUm7bRyhd8fQH//E1y4cArHjh3Ggwf5peGq6e2z4zSZqnHp0nmoVEo8fvwCL1/yd3PJFQKBAOfPn0RbWxPGxmbw9OnLvCbTbDcMBi127WpGa2sj5HIZIhECa2sbGB62Ym3NtvVj5wMEQcJud8Fud2FmZgkAoFIpUFtbhYaGauzd24H9+7tgt7swMTGL2dmlkm5kzGYrnj0bwpEjPejp6ebt+xQIBPHixQiOHu1FfX0tVlbyV+SHQmGMjk5g3749uHfvEbze/DMPi4vLcDpd6Ovr45WYl5dXYLVacfjw4e8AMeeXyg4Ggxnd2ljy5rpXx7ZTxRJz7OPsb5XLESxWGe73B+NS2USGZFCZib+4H45VaTP/jv4t0YQEiCXmhEg6wl17Bpg3UaFI7XPt9fohkYgzigkAwGKxQyKR8DIofn5+CWNjUzh4sAfNzQ15rWEi+bfjFAgEOHSoFx988DZoGvjii2slJWWRSIRLl86hra0JAwMjePKkvEhZKBSgtbUBb711Hu+88xo6O9tgsThw9+4APv30Bu7de4HZ2RVeSTkVfL4ApqcXcevWU3z22U0MDIxBKBTixIk+fPTRGzhwoDur7/l2YWxsBnNzyzh8+ABqawsTWcViZGQCHo8Pp04VrqoeHByBQAD09RU+kGJoaAQNDXUwGvkVvj1/Poja2hrU1OTXvlkuYMqVud+70tWPWQQCTFTM9X33+5nOjUTtEZcrGKMCpzj9stnHcklllxcxJyBVtJmo1E4k5qh6O/7lRTZFYVzlilTCMBZse00qT+1YWK1M3am6mp9Rjg8fPofN5sCFC+dybqFqJgn83/1u0AA+c1p4sePUaNR4//3LOH78EGZnF/HJJ9/Aak0/xmw7IRaL8MYb51Bfb8KDB88xPFwa320uiMUidHe344MP3sDp00cglYoxMDCGzz67ifv3X2BlxVKS8ZYsQqEIJicX8M0393D9+iNYrQ709HThgw8uobe3O2Vv/3bjwYPn8Hi8OH/+ZMaba7YgSQrPnr1EZaURu3a1FrSWx+PFzMw89u/fW7Dae3R0HCRJ4sABfqdOjY6OIRKJoK+vj9d1iw2SZEqTudaZGVV0JmLmJl/mb6lsObkdwxKNR7YGV7ATpSgKkQiZlfirrIk5ETSdHDEzPqrZRcwkkTz0gkU4HEnbY8ZGMipV5ulRXq8PwWCItxnLJEni2rV+CAQCvP32xZxulr92WWGgKQjAOH4VasfZ2dmOn/70fVRUGHDr1gPcuvWgpOISsViMN954FSZTFe7de4apqfmSXUsshELhJiFfwpEjPfB6/bh9+yn+5V/6MTm5kHfNeDthtTrQ3/8cX3/dD7PZip6e3Xj//Uvo6GjJ2eChUBAEgTt3HkMmk+LsWf56cmdmFmC3O3Hs2OGCW8xevhyBTCYreJKV3x/A7Ow89u7dy+vUqVAohImJSezfv4/XGdDFBltayTVqDgaDm4LI1Pd1lpjl8uT7epS0uUc/Jj+eKPZKFoSFw9nZcu4wYmb/nyDmMS6yThaJAQCR5gMOh4m0hJcLMQOAzebkxVeXhcfjxY0b92Aw6HDp0mtZ31T4suOUyWR4880LeP31c3A6Xfjkk68xPT2f11p8QSRiIuXq6gr09z/B7OxSSa+HRUtLA95//yKOHOmB0+nBtWsPcePGY5jNG6W+tKzgdvtw//4grly5D7fbixMn+vDWW6/yUprJBQ6HG8+ejaCxsZY3206apvHs2Uvo9Vp0dRXmVb22ZoHFYuVlotPo6DhUKiXa2gqL5BMxNDQMmUyG3bu7eF23mCA2C7K5EnOqiDcWqdLVAEOsjF92/N8iEQIEQSRFzH5/II6EudzHQqH0mVkW5UXMWW5guUiYy4hEkLD7ZIdTc0XMkQgBoVCQtgZNklTW85ZtNif0ek1BRiOJWFlZw8OHA2hubsDp09lFEdMi8VbpPl87ztbWJvziFx+iubkBT54M4ssvr8Pj8eW8Dp8QCoW4dOksqqsr0d//FPPzKyW9HoBpd3rzzbM4c+YIwuEIbt58jFu3nmJjw1nqS8sLDocbN248xv37g1Aq5Xj77XM4cGB3Uc1MxsdnsLpqwbFjB1MOmskVCwsr2Niw4/DhvoJfy9DQGCoqDKivL8y1bH5+EX6/H3v38jsOcnFxCS6XC729vbyuW0ywxJxrWSVdmjrb53DZbzLHJdt1Jj6XougkIg4Egjuvxsz+RAo1pNiKmFOkuLnSRexs53QfPpd5eSo4HE4IhULo9fxGGaOjUxgcHMX+/d04fvxwxuf/ma4KFPKz41Qo5HjjjQt4663XEQgE8dlnVzE4OFoywxAWAoEAr712CnV1Jjx4MID5+eWSXo9QKERf3x5cvnweWq0ajx8P4+rV+1hfz7/HtZywuGjG11/3Y2HBjAMHuvHWW+egVmfWWvCF+/cHQNM0zpzhL6U9MDAMnU6Djo7CIvHp6VkEgyH09OwtaB2KojAxMY1du9rTTkTKByMjo2huboZKxc/GptggCKbsk2s6Pl2aOvocJqpOFXAx7VTc0TTXSMjEzh6mDText3mHEXNixJxqNxvLC1wcEVVvZycKA7LblQWD4ZQ9b4lwOBgTA6NRn9Xzc8GTJ4MYG5vCoUMHcPLkkbTPXRcKIQLw/1bqcrLj7O7uxC9+8RFaWhrw7NlLfPbZ1bJxzjp58hCam+vx5MlLzMwslvRajEY93nnnVezf34X5+VV89dVdzM4ul5UinA+EwxE8ejSEe/eeQ6NR4fLlV9HQUBy1r98fwLNnw6itrUJXVxsvay4ursBud+Lw4d6C1iEIEpOT0+joaM/YM5sJ4+OTEIvF6OoqrGadiNFRRnW/Zw+/0XixwGpYxOLcRHbp0tQsKIpCMMhNvgDg8/k4/+bz+ZO4IBAIQSgUxtW0E+vOoVAEUqk4Y6amrIg5sV+ZBVcdOZf1WLAuLVxvCkFEe59TgSHm7FLZHo8PJEluW13u3r2nGBmZRF9fDy5cOJvyums2X/NalvUZk6kaP/7xe3j11dNwOFz45JNv8Pz5SEmGT3DhwIE96O7uwNDQBMbGZkp6LXv3duCtt85CIpHg1q2nePx4uCxFXXxiaWkdV67ch9frx6uvnsD+/cWpXU5NzWNtzYqjR/t4U2kPDo7CYNChtbWwSUwjIxMQiUQFi8DW1tbhcrl4J1CbzY71dQv279/H67rFQjjMzlbOjZizSWUDjH4o1X3d7w+kVGwnbsS4RGGJUTSr1M70WsqMmFljkXgiThR9xaZScyHr6FjJ5INY5V+qGjPAfEGy/XLQNA232wu9Xpv9BeaIBw+e4enTl+jq2oUPP3yH05mM7WFey9DDbDTq8dZbF/HRR+9ApVLg1q0H+Oqr63A687cv5ButrY04cuQAZmeX8Pz5aMmuQyqV4MKFV3Do0D6srFjwzTf3sLa2M4RdfMDnC+D69UeYm1tBX98evPLKobwMIHLFw4cvIBaLcfRoLy/rzc4uwuPx4uDBwtaz2x1YX7di377CCXViYhpNTQ1ZBwDZYnx8AvX19dBqt+9+tF1gN7u5pviDweCmeCv9exkIBNKksgOcxzPGJPHTpGIdwaLXEOIUhEml6TOXZUbMzP+ywVlmos4NFIdQjEWqFqtYhMNETrs2l8vLe405ES9ejODq1TvQajX42c8+wKFDB7Y2F80kgf+fhyGM/4/HztnDXFdXg7ffvoif//xD1NfX4NmzIfz+91+VXHGdiIoKA86ePQGLxYb79wdKdh16vRaXL78Kk6kST5+O4N69F9/5KJkLJEnh0aMhvHw5ifb2Jly4cCrtppYPuN1ejI5OobOzjRePAJqmMTw8gZqaKlRXF9ZBMT4+hcrKClRWFnZdU1PTEAqFBde+EzExwfT270R1dijEtB3lU3tPR7osvF5vyuf4/QGIxcktV6wxSWz2hqu/ORCI2nICsRHzDiTmaLsTNj2ysflvrog5+bGUSEPMbKo2XR9hJBLJSRno8XihViu3XcW6uLiCjz/+Fywvm3H8+GH88pc/w/Hjh/Abn2Mrld1Ekfi1ywqxWIza2hocO3YIf/qnP8H777+NmppqDAwM45//+XM8fz68VW8vF8jlMly8eAbBYAi3bj0sWVq9vr4Gb755FkKhENevP8L0dHm0Z5USo6OzePRoCNXVFXj99dPbbkgyNDQBvz+AkyczCx+zweTkLMLhMA4cKEy8NTU1C5Ik0d1dGPFZLBtwudzo6tpd0DqJcDgcsFo30N298+rMLDFnMgvhgt8fgFKZXqjo9/tTRtU+HzPlLDGdHa1fx6etASSYjCS6f+3AVLZwi2SZfzP+pdG/JxI3+5zYY2KRS2Qd3QykI2YCAkHqlqpEeL1+CIXCrHufC4HfH8C1a/344otvYbFsoK+vB23hUFwPcwdF4v/4P36JDz54GwcP9sDr9eH27Yf4zW8+w8DA0FaapZzAKrDlchlu3Xq49cUuNjo6WnD+/HF4PD5cvfoAdrurJNdRjpibW8H9+y9QUaHD66+f3lYzC4IgMTAwgspKI9rbmzMfkAGRCIHJyTm0t7dm3QrJhVAohMXFZezeXbhwa3p6Fk1NjTnXVDNhamoaDQ31BYvUig2WmPPRFvh8qaPh6HP8kMmknPd1loAT12B9LWIJm+lvJuPImr1fscS8M1PZQsRNUBIm/DvRM5t5jiBp6hJXZL25APfjyE5gRmw5h2V342FnyhazTWF9fQPffnsX/+t/fYoFhRJsbEkCMGu0GBgYwtWrt/GP//hHfP31TUxNzZXt9CUA6O3di9raajx6NFgyMty/vxMnTvTBbLbi+vXHW7vgHxDF8vI67t17AaNRiwsXXuG1fz8Rs7NLsNmcOHz4AC9OWaOjU7yItyYnZ6FWqwruaZ6dnYNYLEJLS0tB6yRiZmYGQqEQ7e38psm3G8FgEDRNQybLfUPh8/kzRsxsVMz1vGhkHE/MbHScGEkn9jKz9wpWmU1RNFMSle0gYhYKovVlgCHiRBIGEsk6mWi3CDzx8TTn5nIVS0Ts1KpswH6o2fhr841gMIQ/1VYjCAFoANNiKX6qNOL58xEsLq7uiLqoyVSFvr59mJlZxPT0Qkmuobd3D/r69mJubgX9/c/LehNTaqysWPDw4RCqqgw4e/b4ttp4DgyMQKNR8eII5nZ7sLKyhr17uwsqO83PLyISIdDZWZij2MqKGcFgEO3t/LSGsVhdNcPv96Ojo7DrKwUYD4l8iNmX8f4bJebkyNrvZ/+WKpWdTMzx6e1kW07GdCR9vby8iDkh+hWJBHFEHSVmKuYxYdIQAK7nAdwRdy5g18s2Gog2r5cmdbQolmJdLMbnCg0u1LRiUVy6iUG5QiIR4/z5E/B6fXj0aLAk19Db242eni7MzCzh0aOhkhur7AQsLpoxMDCGhgYTDh/u2bbzmM0WrK1Z0du7L6/JQ4kYH5+GRqNCQ0P+0S5BEFhYWEJHR3tBBE/TNBYWlngnZgCYm5tHWxv/6243UrUtZYLX64NYnH4qoM/HuBhyEXgoFAZBEEmkTVHU5kTC+Gvy+fxJox8pik5SZu+oVDZDzIn/jidqACDJRPLmTmVTWRI2kJ2ILJVxSSqEwxFQFMVb32WuaIqE0ExE8E7Ag2trc2giyq+GnArHjvVBqVSiv/9ZScRoe/d2oKdnN2ZmlvDkyUjRz7+TMTW1iPHxOXR3t6Ozs2XbzvPixRiUSjm6uwuPABcWVhAMhrBnT2Hp7NnZeahUStTWmgpaZ35+ASqVCtXV2Tv15bYuf+M0i4FAIHNKmgvsrOx0x7LEnOo5fn8wRTSdbEzCOIUlTp2Kd//y+4OQ7SxiTl8/ZutJsRGyUCjkIObN51GJxMw8zhUxZ0PMXL7cmZBN2mK78CvbCoRgPuRdRBj/50bp/aSzQW2tCbt378Lo6BQ2Nopva9nW1ohDh/ZhYcGMp09/IOV8MDg4gdVVC44ePcDb+NNEWCw2rK1Z0dPTXXCtmaIoTE/Po7W1uaDf6/z8EkiSLDjaXVhgFP9815kXFhinvNZWftfdbjAtTbkTM0u6anVqnU8gEARJkilT3oyymzvNnZziDkIqlcRlVRMdI4PBcEa/7LIiZpFIsCWwYv8diRBx/wbiiVkkSk5ls29Kqse5Imau+jUfiEQivHvfZotWIlpHFgFo3wERs0gkxOnTR+F2ezE4OFb085tMlTh58iDW1jbw6NHL75y1ZrFA08CDBy/h8wVw9uzRJA9hvvDy5QSUSgU6OgqfyjQ1NQeRSIT29vzXikQiWFkxF7QGwKRENzZsvE+b8ng8cDgcaG4uXNFeTGRTK+YCGzFnEuD6/YGU63u9Hk5i9vkCScTM1TLl9wcSbDnDGTeSZUXMQmFymjrx3zRNJ6W3Y8mbeWyTmAluYo4l/+i5WdJOLe7JqWd6E5FI+nGS2wlzjC82CWBmB9SY9+/vhlarxqNHL5I2VtsNtVqJc+eOwePx4969F7xv0r5viEQI3Lv3AlKpBKdOHd2Wc6ytWbGx4UBPT3fBa9lsDjidroJbnubnl2Aw6KHTFWYutLS0jLq6Wl5nNLPrNjY28rrmdsPr9UGpzN0TwuNhiFmjUad9ns/nTxlVM8purog5ue4dVWvHC8C4bDnToayImSHi1NGwWJwcHYvFoiSiZfvREh8XidlIOpl8o6SdmgxStmGlAUmSvIhTckUTEYZsMzNAA1gUSfCvKuuLfh25QKlU4MCBPVhYWIHZbC3quUUiIc6fPwGBQIC7dweSNns/ID84nR48fz6Ouroq7N69PaKj0dEp6HQaNDUV1qYEADMzC6itrS6ok4JNQ7e2FhaVLi2tQCKRoLa2tqB1ErGysgKlUomKiu0pMWwHPB4PBAJBzq2nkUgEwWAo43FutzvlZ+7z+SGVSpICLL+f8alIrB8D8Wpt1i+b3VQEAjuSmOOj4ViiFImEIIh4UhSLhUlkyjyWTL7iTYJkRzzGH8P8LV07DFeNOxMoiuJ9x5sN/s+NFVTQzHVSAMICQdmrsg8d2g+hUIBnz4aLfu7Dh3tgMGjx4MHLrf7zH8APpqeXsLpqwcGD+zJGLvlgYWEVPp8f+/cXHjWz08oKSUW73R44nS60tbUUdC0rK6sAgMbGhoLWSbVufX15b9Rj4fF4AGSOfLng9XozHuf1+lJGzF4vt2qby3yEK2JOdv/K7INQNsQsEDARKUu80X/HR8zZkDBXFA0AYokIJElyRrwsMaeLlNjIN9de1lIQczsRjnP9Kvf6slarQUdHGyYm5opOjI2NtejqasXY2GzRI/XvCx4/ZiaUnTp1iPe1aZrGxMQcamurOQe55AK32wO73YmOjsKi+8XFZdTV1RRktBIMhmCz2dHUVNj0q0TYbHaEQqGCjVCKCbebGaaTzxAOt9udBTF7IZFIOPVA7P0oMZ3t8yWbj4RCYZAkmRAxc9typkPZEDObJmaJVyxOTi2LxcKt2ZzRx0RJZCqRiDijYolEzPk4+zcgPTFHU+S5pDkFaevW24UlkQTs9oPe/Hc5o69vL0iSxPDwZFHPK5dLceLEQdjtLgwNTRX13N8nBIMhPH8+jqoqIzo6Wnhff3p6ASRJYffuwlun5ueXYDJV5dU3y2J5eRUSiQQ1NYW1Ta2umgtuveLC2to66up2TsQcJebcN14ejycjMbO1aK6oOVWfc9SYJLHOzG0yolAwxEwQZMasa9kQM6u4jhJz/L+Zx4RxxCqRcKemUxGwVCJGJMxNqmzDdzpilkjEoCiaMxpPBS7L0GIg8YzlLGNSq1Vob2/G1NR80e0ujx07CIlEjIcPh34Qe20z5uZWYLHYcfDgXt5bCIPBEJaWVtHZ2VZwhmp+fhkCgQAtLflHqisra6AoquA0tNm8DrlcDqPRWNA6ibBYLKiqqtz2ATt8IRAIIBQK5xUxu1xuKJXKtFqf9MTMWivHE3MgEARF0UmRdCAQjCNrtu4cq9TO5LxYNsQs3iJm5ubIRsyJRMxFzOFwcsQc4rjBS6RihFMQr0QiRjhMpBV2SaXipIg9E5i0evGFRM1kZMtcVLD573LF3r2MCnZ0tLgRa11dNZqbazE6OgO321vUc39f8fTpKCQSMXp7C68HJ2JqagEymRTNzYVFgna7E16vDy0t+SuXw+EwNjbsBRPz2to6AKC2tqagdRJhsVghkUhgNBp4XXc74XK58lK6s9F2uqg5qt5OJmaSJBEIBJOImaZpBIPBpCFFPp8/LmJm3L+ohMeKRMyrq6v467/+a/zlX/4l/vqv/xpmszmn44Wbm5nEVHYkwvxbIGAeC4czE7NUKk56DABkUknKiEwmk2bcxUilmZ+TCCZ6Lz4xE0BcKrtcNcZisRhdXe1YWFjZ2lkWA0KhAEeP9sLt9mFsbLZo5/2+w+32Ynp6CR0drQXXgxOxtmaBz+dHV1fh6eylpVU0NNQXFH2vrq6hpqa6oDXsdgcikQhqavgl5o0NZk57VdXOcQBzOOzQ6/U5H+dyZa5P+3w+UBQFtZqbvJl2qmTVNlcvs8+X3EYVDMa7f7EisVTgjZj/9m//FpcuXcJ/+2//DZcuXcLf/M3f5HR8YupaIomPmLnS1lJpMjELBAwxc+1IpDJJysK7TCbJOPZQLpfmPHZQKpWWZJyiCIiLmKVAWdpytrU1QSqVYGJirqjn7exshVarwvPn4z+ksIuM4eFpEASBQ4f287ouTQNzc8uoq6su2AZ3ackMqVRSUH3XbF6HWCwuyFaTpmlYrRu8R8w2G+OoV1m5c1qm7HYH9PrcI2aXi5lKl24jSNM0fD5/yqja7fZwtlOx/dWx8PsDEItFcWM7A4FE968iRMwulwtzc3M4deoUAODUqVOYm5vbSiGw8Pl8sFgscf+xOzfxpnkIm8qWSBirTbZ9iiXqWBJm68LxjzFvRiIxC4UCSKXilMQql0u35O+pkM1zYiEQCCCTSUsyJnBGLAW7haHBkHM52nJ2dbXD5fLAYrEV7ZxisRg9Pd1YX7f9oMIuAcLhCMbH59DQYEJlJb+p1NnZJQiFQrS2FmagYTavb9aI80+Ls2nourrCSNVisaKqqrKgNRIRiUTgdrt3VC+zw2GHRCKBRpNbpsXr9YIkyYz1aY8ndVuV1+tNETH7oVIl23IC8S1Tfr+/+BGzzWaD0WjcStkIhUIYDIYt0mXx1Vdf4V//638d99+/+3f/DgATMcf2KEskwq00NhAbHcdGzGJQFBUXRcs251wmEjArNklNzLIt9VwqKBRyBALZEzO7a8/lGL7wryrrMS2WbpEyUH5tUyqVEiZTJWZnF4t63t272yCXSzE4WFwF+A+IYnJyAcFgGH19e3ld1+l0w+l0o729paB1IhECFoutoBqx3x+A2+0pWJlttdoglUoLdhJLhMPhhNG4c4iZjfINBn1Ox9E0DY/Hm1HR7XK50hCzD1KpFBJJfHeLz+eHRCKJezza3xwvAIsl6qUlS9prKapX5Ntvv41z587FPcaSuUgkQCQLYg6FotGxTCZGKBSvkJZtmoMnErB8U6rORb5M2kGctsbJpiZyqYOyogC2362YWBRLcaGmFdfW5rCLCEOE8rPlbGlhbnrz88WL4kUiIfbs2YXVVSvsdlfRzvsD4kEQJCYm5nDgQBcqKvSw2Zy8rb2wsIKent2bG+n8dQurq2vo7d0LqVSS9/xyi8VaMDFvbDDZpKqqyq20LB9wuVy8e3FvJ2w25n2oqKjA4uJSTse6XO6MGxs2XS0QCJJEwFHVthIOR/QziCq2FXA6me8I16zmQCAEiUSc0mMjEbxEzBUVFbDb7VvDISiKgsPhQGVlfPqFHTcW+x/7HLFYgHAM6Uokwrh0tFQqAk3TcWlrmUyc9IORy7mJWSFPTczsTiYd6bIky7rAZANWep/LMXyDjZwJANNiaVnZcra0NMLpdMPjKd7709bWBLlc9oPgqwwwNbWIcDjCi2NXLBYXVyEQCNDUVNh33Wy2QigUFlTftVg2oNNpIZfn3xNtt29PPdjlckOtVpfEMjgfeDwehEKhvNLvjHAsfSrb7XZDKBRytkyx96jEv0VdwaLKbL+fbaOKt+UEkDQSMhV4IWadToeWlhb09/cDAPr7+9Ha2ppTzxmjuI6NkIVJaevYfwMMMfv98UQrl0tBklSSKjsd+bI1gnSRbZSYs3elYqX3pWzFYSPn1oYuXKhpLRtbTrFYhOrqCqysrBf1vN3du2C3u2C1Oop63h+QDIIgMT29hIYGE2f9Ll84HMxmr5B2J4AhVZIkCxKAWa1MlFddnX+NOByOwOPx8p52Zm0u8+kNLhVsNnteGxSHwwmFQpF20p/Lxb4fySnv2Ig5FlyuYEwbVYizl7moxAwAf/EXf4FvvvkGf/mXf4lvvvkGf/EXf5HT8SJRVHEtEgkgEgnj0tQymYiDmCVJ6jaFglt5rVTKEApFOB1XsiFdlmRzie50Og28Xn/OFp7fB1RXV0IkEsFsTl9r4RNVVUbo9RpMTxe3pr1dEAqFkMmkUChkkEol2CFeEXGYmloAQKOri98BF8vLa6itrSooGiRJEjabA/X1+Q+RYIm5qip/ZTbAEAvfETNLzKlahMoR6+vreb0PTqcTANKquqPuYsnvh9/P3McTI2bGZITi8NHmNhlh3b8ygbcac319Pf7Df/gPBa3BRsxSabICWyYTwe2ORrRSqRhCoSA5Za2QwudLjoqVSllSdM1CpZIjEiHStjVpNCqEQuGcWp/0ei0cDmfWz/8+wWSq2mwFsRftnLt2NSMSIbC4uFa0c/IFoVCA6mojTKYKVFYaodEok2YcUxSNQCAIh8ONjQ0n1tY24HR6SnTF2SEQCGF5eR27djXjxYtR3kZ9rqyso7u7HTU1VVhZyf/zXl/fQHf3rrwd/EKhELxeH6qqCiNVp9OJjo7C+7NjwVpN7iRitlgs6OvrhVKphN+fffbSbmcyZHq9DhYLdyeGx+MFRVEpVd9eb/JoSJqmN2c5KxKe64PRGN0E5JrKLs2g4BSIEjMr9IpPZQeDUaJWKJhacuIILYVCCoc9+WakVMmxseHkPK9Go8wo0NJqVXC7s4+WhUIhdDoNFhfLqz2pXFBVZYTL5Sma+YpQKEBzcz1WVtZzslQtNbRaFTo6mtHcXAupVAKSpOByeWE22+D3BxGJEKAoGiKREDKZBCqVAnq9Bg0NJgBd8HoDmJ1dwszMUka3oVJhenoJTU21aGqqx9xcbqKeVFhfZ9LQDQ21BRGz1WrD/v27UVFh3Ip+cwWTfi2s3cnpdEGhkEMmkyEU4qf9kiW2xD7ccobFwmTYqqurMD+/kPVx2UTMFEXB6/Wl7Hf2en2czmA+XyApxe33B9DQENUmUBSNYDC8U4mZuWGyxMwSsVQq2oyOozcWVuQVS8wSiQgSiTgpYhYKBZuRNDf5qtVKbGykj9x0OjUWFrInWYNBC5FImHHd7ysqKgxYX9/I/ESeUFNTDalUsmOiZbVagd7ebjQ0VIMkKaysWLG8bIHV6swqqpTJJKipqUBjYzV6ejqxZ087pqcXMTo6m7fCeLtgsdjh8fjQ2dnKGzGTJAmLxbaZhn6e9zqxNeJ8idlud6K+vpZT7ZstWPcqvV6H9XV+yj9sFLeTiHl9ndGk5ErMBEHA4/FmbLVyuz0pa+4ul4vTP93t9qC2Nt5Bzefzb3XysL+3xOEW6VBmxMzccGQyIUiS3nIBk8vZ3uToDUWhkICmaQQCsY8xqb1EYlaq5BAIBPB4kolZJBJCpZJjdjZ1NKxQyCCTSeFwuFM+JxGVlYzpPNvq8AOiEIvFUKmURU2zNjbWIBIhsLZW3p+HQCBAd3cr9u7dBZqmMT6+gOnpZU6L2XQIhSJYWFjDwsIaNBolOjsb0dXVgtbWBjx/Pob5+dVtegX5YX5+Ffv3d0ClUvDWXmg2W7cGZuTrvufx+BAMhjYNPibyWsPhcEIsFkOr1WwRbK5g6586HX/ETFEUQqFwQYrxYiMQCMDtdqO6OncrUYfDmZGYHQ5nylncbrcXSqUCIpEoTjfk8/mhVCriNl7sd1iplG8RM+Msxj3zORFlM8QiEonuJBOFXiwxx0bHjMgrErcDVamY3UgiMavVTP7f40muSWi1zBvlcqVWThsMzA4qtn8tE6qrjfD5AkWfLbwTwIorWKVjMVBfX4P1ddtWS185Qi6X4rXXjqGnpxNmsw1Xrz7G6Oh8zqScCI/Hj2fPJnD9+jN4PH4cP96DM2cOb406LQewG4VCHbtiwWZkEqOZXGGzOQqy1XQ6mfuGwZC/yxnb2ZGr61UmhMOhgu1Li421tbW8esNtto2MxOxyuaBUKjh/G6xYLpFcPR4fhEJhnNiLayQkYzKS3SaojIg5esOUyURxJCyXizdz9LE1Zil8vvhai0olB0XRSSIvjVoBmqY5SZIl5nTRm8GgBU3TsNudWb8ek6kSa2vFUxzvJLD1GK+3OMYrarUSarUS6+vlGy1rtWpcvHgSer0GT56M4fHj0Zx92TPB7fbhzp0XePlyBjU1Rly69ErWO/jths8XwMaGk1dittkcIAgSJlNhimi73QmDQZf3iMQoMefv3BUMBkEQRF7ziNMhHA6nbSEqR5jNZhiNxiQXrkyw2+2Qy+VQKBQpn8N+VlzpbLebVbGn6mWOlgTYiDmxv1kqZUxGMqFsiDmWdGUyUdy/5XJxnOMXACiV0iQCVqkY5XViHUejUcDvD3HW5nQ6FQiCTBvZGo06uN3erEVDWq0aSqUCq6vF7dHdKWB/GIW4MuWC6mpGEWuxlGe9X6dT47XXjkEoFOD27RcZ7foKxfT0Mu7cGYRYLMKFC8fj1KOlxNLSGgwGLafBQz6gKBo2mwM1NYVFzHY7k4rW6fLr9w0EggiHwwVbanq9Pt4V1OFwJGeCKzVWV80QCAQwmXKLmllLT6NRn/I50YEXXMTMZi3iPwOWmGMFYMFgCCRJxvU356LMLhtiZlPXEokQQqEAgUC8Ajs2OpbJxBCJhEkpa5VKzpmu1miVKVPVer0mbRobACoq9Dm19dTVMTeC1dWdITQqNljf8mJN3aqsNCISITJ+zqWASqXA+fNHQVEUbt9+UbRrtNvduHXrOSIRAufPH4HRWHqTieVlZiPb1JR/33AirFY7jEY9RKJCRi86AaCg2cUulydvYmfh8/l4T2UTBAGxeGcRMztSOFdHtigxp/4c2YiZ67Py+/0gCCIpy8QVMQNMSTV2wAUbRe8oYmZbo+TyeEU285g4LrWtVLIiryhZC4UCKJXSJGIWChlxV2piVqf16VWrmX7RXIi5vt4Et9tbVKvJnQSpVAKKoopmvFJZacxJuFcsiMUinDlzGEKhAP39Lzn777cTfn8Qd+++QDgcwdmzR6DRlFad6/MF4HR6CrbSjMXGhgMikTBtlJQJrGAr1+EJsfB4PHmNLIyF3+/nXUFNkuSOi5h9Ph9cLnfOxOx2uxGJRNISczgcgd8fSLmJ8np9SQYkJEkhEAhytkzFRsysyYhSuYOImVVks8TMqq3lcsZIxOdLJmavN3ojU6VQXmu1jFqOi5g1GiXEYlHaYQZVVcyHmO1YQrFYhJqaKiwsLGf1/O8jGFVj8URYOp26LI02Dh7shlarxKNHo5yZnmIgEAijv/8lALosBGGrq1ZUVup5uw6bjTGWYLsk8gFBkPB4fAXViN3u1CMFswXjJpW6PpoPKIraGiS0k7Cysoy6utwzK3a7A0Zj+u8CM/CCOzPhdLo5P0fGfCSemD0eb1zEHAgwZdZYQVgqlM0nwqay5XIxSJLaEoMpFMwP1O+PErNKJUM4TMSNe9RomBfrccff4Fhxl8ORTMxGI/PmpyPm6mojQqHwlo9qJtTVmSASiX4wFkmDQvo5c4VCIYdEIi6pXzkX6uqq0NbWgImJRVitzpJei88XxMOHo1Cp5Dhxorek18IOjqipKUywxcLnCyAYDKGiorC5z263pyBVtdfrg0QigUyWvwI6EAhALpfnLULjAk3TvK5XLCwvr0Cn0yWljzNhY2MjY0nC4XCkzG643dzEzE6mioXP54dCIYdQyLy/jId2diYjZUPM7H1aLhchEIgSrlLJpFlihV4qlSxJka1Wy0GSVFI6UKdXIRyOcE6VMhq1CIeJtI5e1dVGrK1xW7hxobm5DsFgKKdjvm9gbgbFORdbDyqntjWRSIjDh/fC5fJibCx7k4TthM3mwvDwHOrqKtHenv8M4sKvwwmCIFBbyw8xA0ybY6E+00yNOP/6btT+Mn9hWzAYhEAgKIjcE1HM3yKfWF5mMpJ1dXU5HbexYYNWq4FUmjp973A4oVarIBYnZ21cLg+kUklSi5nH44NarYx7L9muk8R09o6KmFkoFPETo5RKCYJBAiQZ268shTspMlZwGojo9Sq4nNzEazRq09Ye1WoFVCpF1iQrEonQ0FCLubmlokWEOxEkSRZt1Fx0JnZx67fp0NnZDKVSjsHB6bL6nkxPL8NicaC3d3dWN4/tAEXRsFqdBSupY+FwuKHXawqKDD0eL2Qy6ZZwMVewfa2FETNzX+Sz75jJXvG2XNGwtrYGgiBQX5+bHmFjg+ltT5fOZgVgXGMi2ZapxKjZ4/Fu9jJHSTh2VjMLr9e/syJmgJkqJZEI4fdHhV9KpSTupqpUSiESCeHxxN9oNRpFUh1RJBJCo1Fiw5acqpZIxNDp1GltIU0mxt/WbM6OmBsaaiCRiDE7+92YXrRdIAgCQqGwKLUttqGfvamVGiKRCLt3t2FtzYaNDf6G3vOFgYFJCAQCHDq0t2TXYLXaoddr8ibBRDidbojF4oJ6tlkznHxV0dGbdP7XwHpky2T8bZqKWVbiEyRJYn19HfX1uUfMAFBRkZqY2cFDXAIwVgiYKADjapmKfuaxJiOBnUfMifVkgYDxxPZ649PYAOKiY6VSBrFYlBQZ63QqCAQCzqi4ooJ501MNtgCAmpoK+HyBrOuTbW2N8PsDPxiLZADbJpUuncQXZDLppmahOMMyMqG1tR4ymQTj4+W5efP7g5iYWER9fdWW8LHYYGdlV1byc352w84VAWULtsOCayRgNggEktOauSIcZn43fG1YAKabhabL1w0vHRYWFlFTY8op++ZyuRCJRLIiZr1en/S3dBEzEJ8R8fkCoCg6IYoOQiQSZrz3lRkxM2+w3x/Z/LdkU5EdJWaNRgaKiq8l63TMC3e64onZYGDePLs9mZgrK/UgSSplq5RQKEBNTWXWk2nkcinq602Ynp7fkTvQYmI7UnKpIJVKyoaUAaCjowkOh5vzO1kumJpaRiAQQm/v7pKc3253g6IoVFXlr6SOBXszLaSPOBoR5UfMkQiBSIQoqN0pEmHui3w6dQmForL6feSCpaUliMVi1NRk3zbFODg60qr02YEXXBs5kiTh8/k5ImY/aJqOi5iZWQ7BBPev7HqZy4qYlUoxCCKqyFap2LaoKDGr1XJ4veG4uohWq2TcuxJqzAaDBl5vgNNruKpKD7vdnbJtp7LSAIlEjJWV7Ny72tqaIBQKMTk5m9Xzv89gv5zFqGOKxWIQRHncePR6DXQ6Nebny9t4hqIojI8voKJCB5OpMNFUPiBJEi6Xd3NwROEIhyMIBkMFibdCoTAIgkhqickFwWD2XslcYIch8Nl3LBaLyub3kSuWlphJZI2NudWZLRYLKirSf6+dTlcaZbY3iZgpioLfH0jSECTOamZNRjIFJeXjYg9W+BX9kqhUks3m7egEKY1GBrPZGXecTqeE250s/DIY1VhdTa4hSyRi6PVqjIzMpLyW+vpqkCQJszm7tPSuXc2wWu1wOosTCYlEItTX16C+3gSj0QCVSgGhUIhQKAyn0421NQvm55eLZnuZC1iFdK6tDvlAKBTmNeB+O9DYaAJN01hZKX/F/sLCGnbvbsaePe0l8Rh3ONxbDnp8wOPxFey8xdxkC1NVFzLJiSVQfolZDJLcmcQcCASwsWFDQ0MDgMdZH7exsYH9+/dBLpel1J7YbHbs3t3J+TeHw8E5/tHjSZ7X7HZ741r/WJMRdhJiKpQdMa+tReu5KpUUPl/8qEexWBSnyBYKBdBoFJidNcetpVYrIJVKYOMQflVV6SEQCLC2llr4VV9fjfV1W1b+2NXVFdDrtbh9+2HG5xYKlUqJ/ft3o6OjFTKZFJEIAZvNgbW1dZAkBblcDpOpEu3tzThx4hBmZxfx/Plw1n3YxYDfHwBJkkUZoCAQoGxKC3V1Jths7oKnRRUDFEVjZmYF+/a1QatVpW0p3A44HG60tTVAqZRv3cwKgcfjQ3V1Yalxvz9YkFd1MBhKO0AhE1hi5mrjyRdisWQrRb4TsbCwgH379uYkYrNamft+ZWUFlpe5x586HE7I5TIoFPKk4MblckOpVCRl49xuDxoa4k1PGBW2fOv62JJGplR22RCzTCaCUIg4hy+VSgKzOUqsrImIyxUlZq1WAaFQAIcjnngqKpi0FZfytbrasElo3KpYvV4DtVqJoaHs5q92dbUiHA5vqxpbKpWgr28f9uzpAADMzMxhbGwKq6trnKMMDQY99uzpxN69u9HW1oShoXEMDAwV1XErFWiahseTbG23PedCWRgosFma8fHy6FvOBgsLa9izpwVtbY148WK8qOeOCrZ0vBCz1+tDS0t9QSpkvz9Q0MCPUChcUJaIDRKymU6ULaRSyVaKfCdicXERhw4dRFVVFSyW7LKbViuTsUpPzIwAUa/XIxCILz3FKrNjJw5G5zULt+6zPp9/0y5avpXG9vuDkMvTfw/KhpgZ4Re5RcxKpSSpLUqrVYAgqDgxmF6/ObYxwdnLWKFFIBDm7F81mQzY2HCm/IE2NDApx6UlM+ffYyGXy9DUVI+xsalt835ubW3EyZOHIZNJMTY2hadPn2+JUVLB4XDi3r3HGBh4iRMnjuDAgT1oaKjF9ev3tsQwpYTd7izIJjFbUBRV0AADvmA0MmMDbbbyFX0lIhSKwGy2oaWlDoODE0XNPLAWunq9hpcpbT5fYKvPlG1jyRVMKjr3OcAsCh2xSFHM/UUo5JOYpQiHy6OVMB8sLDAb3aamhqyJ2ev1IRAIpDWdYZXZBoMOZnMiMTP3z0RijlVms8+JDrhQbBGz1+uHXp++46D0d6xNMFac9NZUKVb4FU/M8qT+Zb1eBZ8vmJQerKjQbrVdxII1DUkn6mpsNMFqdWTV+9rV1QqRSIjR0cmMz80VEokE586dwGuvnYLX68Pvf/85bt3qz0jKsQgEgrhx4y6+/PIKVCol3n33IurrczN/3w44HC5oNCped/9cIAiiLIhZr2cyOOXo2Z0OS0vrkMulMJm2fxMVCz4EW7Fgb4qFibdCkMtleWdgwuFIQS2CbBTGlzmPQCCAVCot2pS37YDH44HD4URjY25zvDc2bKisTC0udLs9IAiC0x89GjHHfzfZlrrY71hUTxOvzM5UYy79HWsTSqU4btSjWi0FQUSFX0KhAGq1LCllrdcrk6IQtUYBmUzCSczsDcZs5q4va7Vq6HQazM1lTksLhUJ0drZieXmNdy9mo1GP9967hLa2Jjx69Ay///1nW83x+WBhYRm/+92n8Pn8uHTpLNrbm3m82tyxsWGHQCAoaOpPNohEiLKYnqPVqhAMhndEfTkWa2t2EASJhob8I8V84Xb7Cuo9jkW0EyD/Gm+hbX6RSKTgVidm6AQ/pRn2WoLB8hOI5oKFhXk0NuZmI7u+vp4xY8cos/VJj0ciEQQCwaRNY9SEJrmXOV6ZHcw4pKVsiFmhEMdFwxqNFF5vOObf8s0pUdE0lFrNDCiw2+LJurKS2eVYLM6k89TUVMDt9m3toBPR1FQDiqKxsMBde4hFa2sDFAo5Xr4czfjcXNDa2oh33nkdYrEIn376L3j69AUvaUSPx4uPP/4ca2tWnDt3Ap2dbTxcbX7Y2GDGaBY6XCATQqEwRCJh0SxAU0GjUZeVLWi2oCga6+t21NcXn5iZiT38CARZAU8hxMxGlvl6VbMiq0LEW4y3NT+3bVYhvvOJeREKhSKn9jqr1QqJRAKdLrVmwGazp5wo5nZ7kjQygUAQkQgR951le5nV6uSWqXQoG2IWCLBFxEyxXAJXjGHIlomIM0rMBgPzBiSaNVRVauH1BpIGV4jFIlRV6dKmsZuba2Gx2LJKY+/Z0wG73cVLDYzFgQN78Nprp2C3O/C7330Ks5m/tQEmnfb5519jeXkNp08fxa5dLbyuny0CgSA8Hh9vJhKpEI1y+DNlyAdyubRsbEFzxfq6HQqFbGtSW7HA+grzsakKhcIgSaogVXShxMxHuxMjZsz78Dh8d4iZrTNnn862WBgBWFVV+jqzVqvh/P7Z7Y6kVDbA1JQTu018vgCnyUg6lA0xA1FiVqulEAgEcLvj3b18vlBc+5LBoEYgEEYgEI2shUIBjBVarK/bk9Y3mYwQCoVYXeXuIzUaddBoVFmpq+vrTTAYtLxFywKBAK+8chhHjhzAxMQ0Pvnkq6w+wHxAkiS++uoKVlfXcebMMV4H0+eC9XXrthtYsJFSNv6024mdrH5lM0/V1cU1G+GjLhyLUChU0PegUEtMftqdaAD8MDNrdsLahe5UuFwuOJ251Zk3Nmyb7nKpo2y73QGBQJDCM5sZ85iokXG7PSnmMsensjOhbIiZJGkEg8wXV6NhvvixpiFarTxpprLRqMJGwixbg0EDsVgEiyW5vlxbW4FQKIKNjeS/AUBLSx1IksTCQuZZynv3dsLn82NmpvD2F6FQiFdfPYnu7g48ezaIa9dub5vCmwVLzhsbDrz66smi33QBwGy2QKGQb2vbFHtz53vAfK4Qi0Vx88N3Evz+IAKBEKqq9EU9L/vZxd7UCgHTR1y481a+deLtaHcqBGz2YKcTMwDMzy/kFDETBAGHw5lWmW23MzzBpYNxuZhW28So2e32JpVfvF5f3FzmYDCU0fSobIiZ9ccGGHcvvz8CgmBUiGo1M6TC4fDFPEcBiUScJPyqqtaBoqik4fMCgQA1NRVYWVnnHHMmEAjQ1FSLpSVzRu/Yqiojamoq8fLleMG1X5FIhNdfP4PW1ib09z/Ew4dPC1ovF0QiBL744hv4fAG8/vqZohh+xIJN0/M5ezcR0XF7pSVmZlhAeRid5AO73b3teoBEsP3LfG2qQqFwQc5bUWLOLxXNbrYLS80LwETNhYMlZr+/fGaV54uFhYXNOnP29xKLxZI2YnY4mJZaLmtO1uExMajweLyQSMRxAkGv1w+BQBD3Pc5U1iobYo71w9ZopHEiL72eeUGxEbPRyLwhGxvxxFxdpYfd7kly7Kqq0kMqFWN5mbtmW1dXBblcipmZpYzXun9/F4LBECYmpjM+Nx3EYhEuXTqLhoYa3LhxF4ODIwWtlw+CwSC++OIbCAQCXLx4NqNakE+43V54PD7U1vJnvZgIgiA3xRfbb/+ZCTuZmB0OD9RqRVG/H+zNiy9P9VAoXNBkpkJrxHy0OzFOdnkfHgelUrkpTvouRMzzAHKtM1ug02lTZkDYYRYGgz7pb6laptjunNggh6tlKrb8yoWyIeZYYxGxWASXK/pl0emU8PvDCIWikWxFhRpebxChUDTSlsul0GiVnP7Y9fWViEQIrK1xtxy1ttYjEAhlFHIZjTo0NNRgeHgiK7vOVBCJRLh48Sxqaqpw7dptjI3x3wedLVwuN7755jp0Og3OnTtR1HMvL6+itraKtxYQLng8/qILlxJBUXRR5k9vF1hLTp1u+93aWFAUjVAoXFD6ORahUGHtSmwmLd/NCevQV0hfPeNcxo97n1KpQCAQ2NEbRhZutxsOhzNHYmZ4Ip0AjFFm65Mej0Qi8PsDKVumYtPZ3L3M6bMUZXOnYD2xNRomBRBLzHq9AnZ7tCVKKBRAr1fBmlBHrjbpASCJfAUCoLa2EqurVk77SplMirq6KszOLmb8ku7f34VwOFyQoYhIJMTrr59GbW01rl+/g8nJ1MM0ioWVFTP6+x+hubkBfX17i3bepaVVSCQSmEz8TBLiAqOuLB6hcIEgyLKpLeYD1p++2O9jMBjmbTwo00dciCKaBkmSeYu32HtPIe1OfA5lUSqV34k0Nov5+dz6ma1WxiksndGI3e5IM2XKkxQxs+ZPGk00Q+f3B0BRVFw5LZPNbNkQM/tl02plCIUIBIMMUXPVl/V6FUQiIazWeK9rk8kAny8Irzc+NVNZqYdcLsXSEve4vZaWOgiFQkxPpxdy6fVaNDfXY3h4Mm+FrUAgwKuvvoKGhlrcuHG3LEiZxdDQKMbHp3Dw4P4kM/btwurq+qaBxfa5kTkcbkilkqKMmUyFSISAVFo2Drg5w+8PgiSpuBtOMcBEzPzUmMPhyGZPe/63PYaY89tgsfe4fDMn7HFcwUU+UKmUeduTliPYOnN1dXZ1Zo/Hi0AgkKFlygGJRAyNJnlDyrXhJ0kKPl8g7vk0TcPvj5/LvLiYfvRr2RAzC61WltCrzNwI7PZofbmyUgOKomCLMRYRiYSoqNByprEbGqpAECTMZu42qfb2BlitjowTmHp6diMcjmBkJLvhFlw4e/Y4mpsbcPv2fYyPT+W9znbh9u17sNudOHfuRFHGMjKfiwWNjXXbdg67ndnAGQz8uEjlg1AoUlB9sxyQeHMpBpi6MD/ObdFUdP7rMZmPfDdYDDHn24fMPzGr4PHsLIvYdMinn9lqtWVsmQKQ0pqTaZmK/z54vb4kTUtiL/OOEX8BjF+2VCpKSGMr4fOF4qwMKyo0cDh8cV/QqiodRCIhzObENLYAdXVVWFlZ55ysVFVlgFarxuTkbNpr0+u1aGmpx8jIRN7esidOHMSuXS148OAJhofH8lpju0EQJL7++tpWC1cxJjPNzi5ArVaiokK/Les7HC5QFA2jsXTE7PP5S95LXSgCgVBRNmuxKNRfOhZ89BGTJJV3xMtGzPmmstlIn69WSqVSBa+XXyvhUoKtM+fSz7y+voaKCmPK+xxLzFzWnLFTphIfT+xwSexlzoSyImatlrlxsREz09ytiFNey+USqNVyrK/FG4iYTAaEw8mjHKurDZDJJFhY4J4U1d7eiHA4krF3+cABJloeHs4vWj5wYA/27u3CixfDGBh4mdcaxYLL5cbNm/0wmapw6ND+bT/f4uIKKIpCc/P2GJ2QJAmXy7Ptvtzp4PMFoFTubGJm6r3FjfrDYf68zqOq6vyJmaLIAlTVhUbMzHn5IGaJRAKZTAqf77tDzEDudWaLhbHmTFVHDgSCCAaDnPeOaMtUsgCMHf/IItrLnB3llhUx63RyhMPk1uAKnU4OkUiYlMYGENenLBAIUG3Sw2zeSBJvNTRUIRyOYG0tOcUtlUrQ2GjC7OxiWoW10ajbrC2P5xUt79rVgiNHDmB6eh737j3K+fhSYHp6FiMjEzhwYA/q6rbXJzkUCsNstm4bMQNMyqqiIv9ZuoXC6/Vvjh0sXZ27UJQiHU8QBMRiES+Zm6jBR2ERc+HTyvJ7LeyGgA9iVqmYiC6XSXU7AYuLufUzs7OZ0/czuziJO1XEzLZMcSuzs/v9lxUxa7WyOJGXwaACRdFxj1VWauH3h+D1RlVtRqMGUqkkKY0tEglRV1eJpaU1TiVja2s9RCIRJifn0l7XgQPdCIXCeUXLdXUmnDlzDCsra/j225s5H19K9Pc/gMvlxtmzx7f9hjw9PQeNRoXKyu0xsbBY7JBKJUVt94kF+2PVakvfT50vwuEIxGLRtra2JaLQFqVY8OG8VUjbGx9mRAA/xMySxncplQ0wAy0AZj5zNmCtOdM5gNlsthxbptKNf8zu9182xCyTMfXlROGX2x3Yqg0LhQIYjeoku82aWgNIkkzyx66trYBEIk6Zxt61qxFWqz3tjNzKSgMaG2vx8uVYzkpsvV6LCxdOwel041/+5Spvoo1igSBIXLlyA3K5DKdPH93Wc83PL4MkSbS25jZXNVtEexaLO1eYhcvF3ABLtTHgAyxJFub1nBtYMuWDmPkw+KDp/GvMhUb97IaCTckXArWa+R56vd8d8RfA+ma7sq4zkyQJh8OZVplttzuhVCo4gxO328uZygYym4ykQ9kQM1tfdjiYFyCRiKDRyONaooxGNUQiIdbXnXHH1tQYsbZmTxJ3NTaaEAiEYLEkD7SoqamERqPC+Hj6dqW+vj0IBEIYGcmtb1mhkOPSpbMgCBJffPHNjh1gsLFhx8OHT9HS0oiOjtZtO08kEsHS0hpaWhq2RXDm9frh8wVQXV1cW0kWkQgBrzcAvX7nEjP7+ypmPzYf6WcWFMVaYuZ/26MoPsYu5hc580nMbCqbJZHvEhYWFnKqMzOzmdOlslMLwBwOB+f4R4KIH/8YCDC9zDsula3RyBAIRLbcvYxG5kXFtkRVVmpBECTsMf7YBoMacrkUKyvxNWSZTAKTyYj5eW5RV0dHE4LBUNq5yzU1laitrcaLFyM5/RhEIiEuXDgFhUKOL7+8uuPrOIODIzCb13HixCHe5uNyYXJyBgqFbNtq2mtr1pIM62BhszlKqgwvFHxEnLmfs3Ayja7FZt7yX4um6QJS+YLNNfI7WiRiNid8pbJJkvxO2HEmYnFxEUqlEhUV2WXHrFYrtFpNSle49C1TzJSpxN+Ex+OPS2XTdG7thmVEzNK4WrLRqEQ4TMDjidaSq6o02LC64urFNbVGkCSV5PbV0FANoVCA+flk4lWpFKirq8Lk5Fza9HJf3174fP6c+41PnToKk4mx2rRak0VnOw00TePbb28BAM6cObZt51leNiMYDKG9vWlb1jebLZDLpdDrk+eoFgMbG04oFLId2zbFWkEWs8bM52YgaolZSCqbzjujwx6Wb62ZjZgzDdnJBiqVescHDKmwuMj0Mzc0ZBc1s2WuVHVml8sNkiRzEoB5PJ6kIIbpzNhhxCwUCrbS2AAj/Iptk9JoFJDLpVhbj68v19YasWF1Jamqm5pMcDo9W7W9WOza1QSaptOKvhoaalBVZcTAwDBn/3Mq7N+/Gx0drXj06BlmZuazPq7c4fF40d//AHV1Juzd27kt56AoCtPT82hsrOGtdzUWZjNjwVdbu332n+lgtTLf3crK0qnDC0EpLJVZMuXDZ5yPtZiIOT9ijxJ6vsTMRMx8pLI1GtV3rlWKhd3ugNfrQ0NDdl0erDI7FTHTNA2Xy8MZMbvdqadMZZrLnA5lQ8xAtH9Zq5VDIhFhYyOaxq6u1oKmaVhi6ssGgxoKhQyLCVabWq0SBoMGs7PLSecQiURob2/A8vJ6Sr9SgYCpLbvd3ozGI7FoaKjF0aO9mJ1dxNOnL7I+bqdgbGwKi4srOHLkwLZ5Jk9OzkIkEqGtjX8RWCAQgsPh3tYxk+ngdHoQCkVKVufeiYhGzHwQM9tHnH/EX1jEzKayS0/MKpV6i1S+i1haWsy6zuzxeBAMBjPMZrZniJiTldlSqSROMMaaDGWTcSobYvb5wlvzl41GFWiahs0W3dFVVWnhdPri0ji1dRUgSSqpTaqpqQYURXHWj1taaiGVSjA6mjo93draCINBh6dPB7P+EWm1apw/fxJ2u3PHtUXlghs37oAkKZw+vT0pbbvdCZvNgV27mrdl/eVlMyor9UUdXxiL9fWNHUvMUWIp3jn5jJjZ33Khqfh8eZ19//LtzuCXmJXfuVapWCwuLkGn03F6XHPBZrOjsjJ1TdrhcEKn0yZtykKhMILBUNJ5olOm4lummLnMmQVgZUPMsWnsigoVXK7AVnpaoZBCo1HAvBpPwLW1Rlitzrg0tkAgQFOTCWtr9riRkCw6Oppht7tgsXCPfxQKhThwoBs2mxOzs4tZXbtYLMaFC6dB0zS++uoqLz+ccoXP50d//0PU1laju7tjW84xPj4No1G/LRadKyvrEAqFqKkpTTrbbN6AQiGDTlfaMZT5gCW0Yrb9sWTKh1Kfz7XyQaEbG5aYI5HCOjwYoxvld7bGDABLS0sAgPr67NLZFoslrVjM4XBCJBJxEr3H4+VIZTPvbWzfss/HCO2yqTOXDTGzY+WkUjHUajkslmibVHU1o2RdW4vWl41GDeRyKRYW4tPYJpMRcrmUc1KUyVQBvV6D0dHplNfR2dkCjUaFx4+fZ33tp08fhV6vxZUrN76T7QeJGB+fwtKSGUePHkiqo/CB6ekFEASBjo4W3te2Wu0IhcKory9NOpsdpFJTUzp1eL5g08mlIGY+BGdRYi6sxpwvCh1CwVfEHHX9+u7eq9bX1xEOR1Bfn91wHKt1A3K5PGXXicPhBADOdLbT6UoibHbTE3t/ZCd5ZVNnLhti9niYaRsVFcwbEyv8qq7Wwe0OIBCITuSoq68AQZBJauyWlhoEg2GYzclq6K6uZgSDIczPJ9eeAeaLv39/F9bWrFhZST+Wi8XevZ1ob2/Go0fPsLycuvXqu4abN+8AAF555Qjva0ciEczOLqK1tYF3MwuaprG8vIba2qqSRE7BYBh2uxt1dTuRmNk+Wn6GKGSD7YiYCyf5UtWYWVV2YREzS8zfVfEXwGx+1tbWso6YNzYYHkkVNTudTgCMaVQi3G5maEXsdzQcjiAcDicQMxsx76BUNouKChUCgTB8PoaEpVIxdDplHNEKBALU1hphNtviFNMymQQ1NUbMza0kffk1GiXq6qoxMTGbcse6Z087FAo5Hj3KLlqurq7EsWN9mJ9fLvvBFHzD4/Hi4cOnaGysQ3s7//Xg8fFpSCQStLZmbxSQLZaWzJDJpKiqKk2td3HRDINBu+Papvg0uMgW7M+YT2IuFdgNAdt2liskEglIkiz4dbDp1e9yKhtgBGDV1VVZbe43Nhh+SUXMfn8A4XAYOl0yMbtcHgiFwiS7Ta/XHxeBUxSFQCC084hZKBRAr1fCao2PlgUCAdbM0TR2ZZUWUqkES0uWuOObmkwQCoWYm0uOiDs7m0GSFCYmuFukZDIp9u7twMLCCqxW7vpzLORyGV577RV4vb7vtNgrHYaGxmCxbOD48YO8e2lbLDbY7S50dvLvNra6ug6CINHQsL3DOVJheZnJxjQ0lCadni/EYhFIkuL0nd8uREmID2LeXKnENeZ83z+xWMRLtiIaMX+3iXl5eRkikQgmU+bfeSAQgN/vT1tndjrdnKlsdqZ1NqMe/f7sepnLipgNBiVEImECMWvh8wXh9UYdaurrKhEOE0ne2M3NNbDZXHC7479wUqkEra31mJtbSjmgev/+LohEYjx58iKraz179gRkMhm+/vo6wuH85jPvdNA0jRs37kAmk+Lo0V7e1x8bm0RFhR4VFfxGtkwJZKNkxOz1BuBwuHccMUulYl7MLfIBH1xaavEXW2MupF2Kj2yFUslEdt91Yl5ZYUqLdXU1WT3fZrPDaEwnAHOkjJgBcCizfRxRtG/nRcwVFWoQBLnlACaRiGA0quPU2CKREKYaA1ZWLHFfcKNRC61WhenpZCV1eztTq0wl+lKplOjqasXk5MzWjM106OnpRmNjLfr7H27VJr6vsNkcePFiGF1d7TCZ+CWa6el5RCIEurr4j5rn5hahVMq3RfmdDebnV2EwaKFWZz88vdSQSCQl8HwvbfqZT/DRLsVXq1QoFPpOd48AzMbD5XKjtrY2q+dbrRswGlMHAazIK1Gj4PP5QFFUUsTs8/khlUrizJIY968dR8wqbGx4tgiXTWObzdHI2GQyQCwWJaWxW1trEYkQWFyMF20JhQJ0dDRjbW0jJen29naDpoGBgeGM11hdXYnDh3swM7OAkZHxXF9izhAIBFCpGN9Xk6kKJlMVDAY9ZLLyqU8+efIcHo8Xr7xymNdoJBIhMD09h5aWBt6dwJaX10CSFBobs9tN842FBTNomkZTU2mi9nwgk0kQDhf3Zs5nWbjUEXOh4i+RSMSLT7ZCoYDf/93zyObCyspy1sRss9kgl8tSjmZ0Ol0QCoVJkTFF0fD5/JwRMxCvwvb7A5BIxBl9FErjssABjUYGqVSc0Calg98f2mqlAoD6+goEAiFsbESfJxaLUF9fhfn51aQvbmNjDZRKOe7fH+A8r16vRVtbI4aGxjN+WaVSCc6fPwmv14cbN27n8zIzQq1WoampAbW1JlRXV0Kn06V0PQqFwrDZ7Fhft2BpaRWrq2u8/HBzBUEQuHPnAd5++3Xs29eFoSH+NixjY9Po7u5Ae3szxsZSt7nlikiEwNraBpqaTHjxYvs3WIkIBkOwWBxobDRhdHS+6OfPB1KpBG53qcYEloZM+QQfzl981JiVSsV3cngFF1ZXzdizZw/kcjmCQW6nRxZ2OxMAGgyGrdamWLhcDOfodNqt9DULr9fH4Y0d7WV2ONybjzHveybhZ9kQs8GgAkXRW9Ok2DT27Gx0lrJUKkZllR5TU0txxzY1mSAWizA7G/84AOze3QqXy4vV1XXO8x48uBeRSASDg6MZr/H06aNQqRT4+OMveE3pyeUydHXtQmdnO6qrmXSw3+/H2to6pqdn4XZ7EAgENlNPAkilEqhUSuj1ephM1ejp2Yu+vh6Ew2HMzMxjdHQCa2uW9CflGfPzi1hYWMbBg/swM7PA247cbnfCYrGhq6uVV2IGgNnZRZw+fRgVFXrYbE5e184GMzNLOHnyAKqq9LBai3/+XCGTSRAK7Vw9xc6PmIUgycIzFgqFYkuw9F2H2czwR02NCfPzyd4WsbDZmLKk0ajH8nLyVEKnkyFmrVYLYCXpb01N8R0kXDOY2fuiXL5jiFkJs9m6ZctZVaWFUCiIs9usq6uAUChISmO3tNTA6fTAbo9PVVdXG2EwaFNGy9XVFWhoqMHjxy8y3nC6utrR2tqE+/cfb00jKRQGgw59fT3o7GyHSCTC+roVd+7cx9zc/NaosWwgFovR0FCPjo42dHbuQnd3J9bXrXj2bBBzc+m/jHzi9u17+MUvPsSxY324efM+b+uOjEzg/PmTqK2t3hpEwQeWl80gSRLNzbUlIeaVFcYEobm5puyJWSAQQCaTIBjcucTMolBeLtSSs9SpbLlcAYvFWvA6OwFra0xp02TKTMwejxeRSAQGg57z7z6fHwRBJPliA4xZi1KpgFAo3NIQBAJBkCQVlxrfccQsl0uwHjM5ymTSM2lsVzSlUFdfCZfLF6e61uvV0Os1ePp0JGnNrq4WBIMhzkgaYKJlvz+AkZHJtNem02lw/PhBrKys4fnzoVxfWhK0Wg2OHTuEjo42EASBoaFRvHw5DJvNnvlgDhAEgfn5BczPL+DmzbvYs6cLhw714a23LmB93YL+/kdFiaA9Hi8GBl7i6NGDGB+f5o1E5+aWcPx4CF1drbwScyRCYHXVisZGE54/Hyv69CSSZPzc29oaMTg4XTLFczaQySQQCARxJj87F4UMsSjgrDwQczhc+PuvUMi/N6nsYDAIp9MFk6k6q+c7HC4YDKkFYG63l5OYPR7vpg+2Iq4/nGmPksf8OwiapjOmsstK/MW2SbFp7NUYNbZKJYfBoE6y4GxtrQVBkFhYMMc9rtWqUF9fjfHxGU4VZENDDaqrKzAwMJR2FyoQCHDu3AmQJImrVwvrV5ZIxDhx4gh+8YsP0drahCdPBvB3f/cPuHnzTt6knAiCIPDy5Qj+r//rn3DlynWoVCp8+OE7OH/+FO+9xlwYGHgJj8eLEycO8ZYypCgKExMzaGiozXqeabaYm1uEQiFHVVV2Q9X5xszMMkQiYdmLwORy5ruTqt1wu8FX9pmiqAKdv2gUWu/Ol9yZiLkwO1Qm8yFDKJS+3vpdwtqaGdXV2RGz3W7j7FVm4XK5UhBzsgUnwBJz9DGaphEMhrd+T6lQNsTs9YYQCjERQ3W1jkljxxBzfX3lpp1iNGISi0VobDRhcdGcFG10dbWAIEhOQ5HYsY4TE+nHOh46tB9VVRW4efMu/P5kQUC2aG5uwM9//iEOHuzB2Ngk/v7v/xH37j3MKEjIFzRNY3R0HH//9/+IJ0+eYffuDvzsZx+gsTE7i7p8QZIk+vsfwmjUY/fuXbytOz4+DYGA8TLnE0tLa4hECDQ1Zafc5BtsCaa1tTTnzxZs6m2nR8wMKRY69rHgq8jrKKFQWHAqWyplN1jfH2JeX7fAaDRk5QBmtzug1WpSBhUul5tzkEXUG1uV9Hhie1QgENw5xBzrjW0ycaixGyqwYXXF1bgaG6shFoswMxOfqpbJpGhpqcPs7CJn7TjbsY7V1ZXo6enG2NgkZmfzq9VKJBKcP38Kly9fQjgcwW9/+zG+/fYGp+pvO0AQBPr7H+I3v/k9wuEwfvSjN3D8OL9tTYmYnV3A6uo6Dh3az1ubk9frw/LyGjo6WngZaMCCJEksL5vR2GgqmShoamoBWq0KFRWpd+qlhkLB3EgCgZ19Q6dpmoexj6UzKCnUjpMl5p0s4ssVFss6BAIBKiszT5RzOpkpUlxRMcC4fMnlMkgk8fc1diBIYquVz+dPyvL5/YGMNeayIWabLSGNvRIVWBmNGiiVcswnpKtbWmrhcnlhs7niHu/oaIJIJOI0FBEKBVmNdRSLRTh79jh8Pj/u3n2Y12uqrKzAT37yLnbv7sDjx8/wT//0W5jN2Q3H4BsWywb+8R//GUNDIzh06ADeeefStqa279y5D5lMir6+fbytOTIyAYVCjqam7CbGZIu5uWXIZNKSTXxaXFxDOEygra18o2a5XLaVhism+FZSMxFvoRFz6VTdhU72Yn/zfNSqdwosFibLWlWVmZjZKVI6HfcmmW0XTIyaCYJEMBhKIma/PwCxWBQXoAQCwYz33rIh5kCAaT8ymRhTkdj6cn1DJQiCxOpqlKz1ejUMBg2mpuLJVSQSYteuJqysWOB2J09P6ehozWqs49GjvdBq1bh27XZe01y6uzvx4YeXIRaL8Yc/fIp79x4WXB8qFCRJ4tq1W7hy5Trq6mrw0Uc/gk7HvTMsFDabHaOjk9i7tzNpVmm+WF42w+PxobOzjZf1WKyuMuroUqWzSZLE3Nwy6uurIJPxa6TCFxQKKYLBcMkHQRQKmqYKIlaKKpyY8z0+VvGbL9hI7/tkI+xwOEEQBCorM2+8XS4nAO4pUkBqYgaY6JjLGxtAkgBsxxAzC5NJD683CI+HeUFCITNJamXFGkdsUdFX/KjFlpZ6yOVSDA8nm0aIxSL09GQe61hXZ8KePZ0YHBzB6mpuEa5QKMCZMyfw6qunsbq6jl//+rdYWTFnPrCIGB0dxx/+8ClkMhk++OAdVFVtT6T4+PEzkCSJI0d6eVtzbGwKNTWVvG4oKIrGwsIKGhpMKc1cthszM0sQCoVobi6NE1kmyOXSkrRK8R0xUxS95Vmd7/Xke3yp+6iBKDGXcwcA36BpGjabHRUVme9zHo8XBEFu9ipz/x1IriUDTDo7OZXNGopECTubclBZEbNMJobBoIpLY5tMBkgkYiwuRg1CMom+bDYX1teTPax372bGOj5+/CLlNUgkYpw+fQxOpxsPHz7N6fqlUgkuX76E/fv34OnTAfzxj5+VrchidXUNv/3tH0AQBN577y3U1vKvCvb7AxgYeInW1kZUV2dOI2WDyclZkCTJ+9Sp+fllSCRi1NaWZrCE2+2DxeJAayu/aXq+IJfLSmLjyE5i4ktXwBBzIRFz/hE3H8RcaMaCFUAVOtN5p2Fjw5p2clQsPB5Pyhqz3+8HRVEpiDm5nsy2pSkU8pjHdhgxs97YsWnshoZKBAKhOAMGVvQ1PR0v+qqrq4JWq+LsS5ZIJNi7twNLS+a0BiFHj/ZCpVLg2rXbOSkgVSolPvjgMurqanHlynXcvfug7NN+TqcLv/3tx/D5/HjnnUuoreU/WnvxYhh+f4C36VPBYAhzc0tob2+ESCTiZU0AWFvbQDAYKlk6GwCmpuahUslRU1Oa1q10YCLm4tcl+Y+YyYIiZoqi8s6qsGnoQs5f6PvA/mZKYd1bSthsNmi12qzuGW53amKmacYXm4uY/X4fFAp53Gfk9zMkHNu3nE1nQ1kRc02NHh5PAD4f82JkMgkqq/Rx0TLApLGdTi/s9njR1+7drfD5AlhYSLZT27u3AzKZNO1Yx9paE7q7OzA4OIL19eyNLHQ6LT788B1oNGp8+ukXGB0tvvdyvvD5fPjd7z6Bx+PFO+9czLoRP1sQBIHHj5+hpqaKN9HW+Pg0pFIpWlr4a/2iaRrz8yuoq6uCWMwf4eeC5WULgsFQ2UXNAgHzWyxFqxRLzIWQWSwoii5oQ0eSVN7XEo3+S3fbZV87RX2/iNlut0MoFKbtUWbhcjmh0aQulTG15ORBFz5fAAKBIC46JggCkQgR91g2G9yyIWaZTAK9XoWV5ahVHGvBGWsqYjBooNdrMD0d375kMGhRXW3E6Oh0UqQql8vQ3d2Oubll2O1OzvOLxSKcPn0ULpcHjx8/y/q6jUYDPvjgMkQiEX7/+0+wuLic9bHlAr/fjz/84VP4fH5cvnwx7eizfDA2NgmXy43Dhw/wEvmsrVnhdHrQ0dFS+MXFYH5+GWKxCHV1/G5OsgVN05iZWUZNjTGjM1AxIZUyrl+lqDHzEWXGgiTJgnQEzPH5ETtLhvkTe/6bAhaFjp7cqWAtjvV6fcbnut0eqFTKlO+1x+PhJGa21BNLwgCTuo79Pe8oYq6sZIrtqzEjHhsaK+F0euH1RmtbrOhrfj5e9LV7dwvC4Qimp+eT1t63rxMikTBttHzoUA+0WjWuX7+T9QSXykoj3nvvLVAUhd/97o+8eWiXAj6fHx9//BkIgsA771ziTNXkC4qi8fDhMxiNerS1NfGy5vj4FKqrK6DX8ycCs1hs8PuDaGoqnQCL7clvaSmf1ilWKV6K3le+iZkgSIhE+TsRF0LMrHg1f2Lnj5jLvczGNxwOlpgzR8wej2dz3C73PdDn88W5ebFgDagSiTkYDMX1LRMEkbFDp2yIuapKC5fLj4Cf2U1oNEpotSrMz0cVzWKxCA0N1VhYWI0jT6VSjsbGGkxNzSeJwZRKObq6WjE1NZ9yZF1lpRF793ZieHgs6z7jigoD3n33TRAEgd/97o9b/W87GW63B5988gUkEgnefvtiUhN9IZienoXN5sDBg/t4iZqnpuZAkiTvUfPCwjJqaytLls72+4NYX7ejpaWGNxvKQsH2YJaCmGmaITS+1PIkSRZkekMQJMRiUV7fYXYyVL7fLT6I+fsKv9+PcDiSsj85FqxZSKrgxOfzQy6XJW2wUkfMyYYimcR3ZfMpq9WyuDR2Q0MlKIqKs+Bkxzsmir46OpoBAOPjM0nr7t/fBUCA58+HOc8rEAhw+vRRBAJBPHjwJKtr1et1+NGP3gRBkPj97z+By+XOfNAOwcaGDV9++TWMRj0uXjzHa2vHo0dPodNpsWtXS8FrhUJhLCwso62tideb1cLCKkQiEerqSqPOBoDp6UUoFDKYTOUhAmOHupeqxYYkSd42Siyx5n88S665R92RCLl5bH4bAz7eh3Jo2SoVPB53yjao+Odxu3ixYCPjZAU2K/RKTmXLZPHEnGmTWzbEDACrmyMeBQKgrr4ClnUnwuHozaClpRYOh2dr6DTA7D7b2xuwsLC61TPGQqVSoqOjBRMTM3ETP2Kxf/9uVFQYcPv2/axmLGs0arz77psA6O8cKbNYXFzGzZt30dLShGPHDvK27tzcIjY27Ojt3cvLjWFiYhYymRSNjfylfS0WGwKBIBobS5fOXl21IBgMl01PM0sGpWqxYciUn0F4kUikoEwQuzlhNyu5gCX1fI5lj5dICtMe8F0a2ElwOl1pRV0sfD6GK1KlslNFxgRBgCCIpOiYa2hFKJS+zlw2n47L5UcoyPzwK6t0kMulmIupIzOiLzWmp+OdvtraGiCVSjjtN3t6ukDTNF68SB4JCTCpioMH92F+fjmrucVyuRzvvHMJYrEYH3/8+dbg7O8iXr4c3rTv7EVrazNv6z5+/Aw6nQbt7YWvubq6Dp/Pj127+Klbs1hcXEVtbWXJzEYYw5NV1NRU5H0T5xMsMWerveAbBEHy9j5EIkRBa7GbE9ZzOr9j89sYFHrtQLRNqpA6+06Fx+PhdOxKRCAQAEVRKSfZpSJmILmeDDAkLBQK4z67TEFg2RDzWqzoq6EK4XAEa2vRx7icvphpQ82wWh2w2Rxx66nVKrS3N2FsbDqlMcLJk4dA0zRu3+7PeH1isQhvv/06NBo1PvvsK2xsJBuYfNdw8+ZdrK9b8dprp1P29eWKublF2GwOXqJmmqYxOTmL2loT548kXywurkIsFqOmhh9TlHwwP78KkUiI+vrSpdRZsNFVqSxlmSiXHyIJhwuLmNkbaj7kGj02P4/6QqN9IErMfGUgdhK8Xi+naCsRjCd8MOVz2ZS1XJ4dMbMq7FgbTnaSYiqUDTGzBiJisQgmkwFLS5atekgq0Vd9vQlqtZLTUKSnpwsURWNwcJTzfM3NDWhqqsejRwMp09wsBAIBXn/9HEymKvzLv1zF6mp5WWxuF0iSxJdffg2aBi5ePM9b+uvp0+fQ67Vobm4oeK2pqXkIhQK0tTXycGUM1tc3EA5HUF9fmrYpAHA43PB4/GhsLN01sGCdskql5I1ECMhk/Gy8wuEIxGJR3spo1mM6sWaYy7H5EnM4HM772OgazOaAT2HnToHP54VIJOIk1EQwLU7cz2PdHLkmRAUCgSQfbLaeHPvZRSI7pMbM1m5q64wQiYRxpiKpRF+dnc3wev1YWopvndJoVGhra8TY2BSn/ZlYLMKJEwdhtzvx8iV3mjsWJ04cQVtbC27d6sfMTPJ85+8y3G4Pvv32BkymKhw92sfLmjMz83C53DhwoLvgtdxuD6xWO6/ETFE0VlbWUFdXVVJl9MLCKiordWU72KJYCIUivI0PZW+S+U5Wix6fOzFTFIVIJJIVMaQ6d6ET4QrZWOx0REVbmaNmZmYy9+cUCoVAURTn37k+o+h7Hv0OZxJSlg0xs2ior4THE4DDEW1tammphdMZL/piDUXGxqaRuJHfv5+Jll++HOM8R2/vPqjVKty61Z8xCuju7kBf3348f/4SL168zP+FZQGhUAi1Wo2KCiOqqytRUWGERqMpWa2TxfT0LIaGRnHw4AFePLVpmsbAwEtUVVXwst7k5CwMBl3KiTD5YGlpDXK5DEZj6WYkLy8zc2RLNY6SRakdq5ibHb/EnGkebqbj8zWA4Up15nKsRCIpyLmMFR3luznYyUhXG05+ri/t5xQORzizF6FQKOlxrizF8nL6ttyyKjQolDIYK7QYHp7deowVfT15Eh/ZdnU1IxIhkhzA2Gh5ZGSSM1rWajXYv78L4+NTMJvXk/4ei5qaapw9+woWF1eyqkPnAoFAgNraGjQ01KG21oSKigpotZqUdVePxwOr1Ya1tXUsLi5jbW29qKnF27f70dTUgNdeO4Pf/vaPBQuBJiamcfz4Yezf35Xxc8iEublFnDhxEK2tDXj+nLt0kStWV9dBUTRqa6uS5n0XC06nB35/ELW1FXHud8VG1BijlMQshVAo2Nok5Au23pevJiEYDIGm6byPZ1Kk3KKizOdm23EUW722ua+RPO3o+wL2/cumLBIKhdJmFZi/JxMzU26QJD0GIGEmc3pVdlkRc0N9JWiaxtJStHe5pSVZ9CWXy9DYWIvJydmklECmaPnEiYMgSTJjz7JKpcSbb74Gj8e7WWflhwQbGurR3d2FXbtaIZfLQdM07HYHVlZWMDzsgMfjRTAY3HIYkslkUKvVMBoNMJlMaG1txsmTx+D3+zE5OY3h4TFYrdvvOBaJRHD16nX8+Mfv49ixw7h371FB65EkiZcvR3Ds2CHodBq4XNzmL9kgGAzBbLaipYU/Yg6HI7DZnKitrcLwcLLiv1hYXbWiubkWAoGgpDVegLmxlMIvmyVTuVxe8IQrdrOeSnGbCYwwKJRVOpT7/IG8XfViU7H5EnM4HEEkEsn7+ncy2GxBNuWAUCh9PZ+JmJOzOKFQBGKxOO73Go2Ys6fbsiLm+oZK2GzurR8/M96xGouL5rgIbdeuRgiFAoyPz8Ydr1Yr0dbWiNFR7tpyY2MdGhvr0N//KO0PXCgU4tKlVyGRSPCHP3yWsecsE8RiMfbu3Y3e3h4YjQaEQiFMTU1jenoGCwuLOY2GlMvlaGlpRldXJ/bt24Pe3h4sL6/i8eNnWFhYzLxAAVheXsXg4DB6evZgamqmYAvSkZFxHDrUi717O3H/fvb+5FyYnp7D2bPHUVGhh83mLGgtFsvLZvT2dkMqlWTV474dWF/fwK5djdDr1XHlnWIiFGJee6H1zXzBTuhRKhUlJ2bmegJ5H+/3B7IeP5h8LEPMarUKluxn7HCuo1Znbhv6roErck393FDa56VSyMe2xLFlj3x638uGmHU6FVQqOcbG5rcea2hgJv3MzEQHQwiFAuza1YjVVSs8nng19b59naBp7mhZKBTi+PGDcDpdGBpKL/g6efIoamtN+OqrK7DZ7Gmfmw4ikRA9Pftw5MghqFRKmM1r+OKLrzA5ObVlNpArgsEgxscnMD4+AZlMhp6efTh8+DA++OAdLC+v4vbtflgs1swL5Yn+/gfYtasV5869gt///vOCorhAIIipqRl0dLTiyZOXBRlYLC6ugKIoNDfX80bMZrMFfX17YDIZsbRUWLo9X1itTBtgRYWuZMTMRqxKZWnqkiwxq9UKbBSYHCIIEqFQGCpVYcScjVEFF3w+ZmZvPhkQr5cl5sJI1ePxZmVN+V0De3/JxnktEolAKBRCJBJxjsgMhbizJuw5JBLxFjHTNL3Zi5+9TqJgYv67v/s7DA8PQyKRQC6X48///M/R3t6e8zomkwEkSWJ1NfrLa2mphcvli7vRNjXVQi6XYXQ0vkVKqZSjvb0Zk5MznLvqvXs7odNp8MUX36StU7W1teDAgb0YGBjE5GT+Kcy2tlacPfsK9HodFheX8emnn2F5OXkcZSEIhUJ48uQZnj17jp6e/Th16hX84hc/xosXQ7h37+G2ODWFw2HcvHkXly+/gX37dmNoiLtkkC2GhsbQ3d2Jjo4WjI5O5b1OKBTG2poVTU11GBjIrLTPBjabE5EIgerqipIRczAYhs8XhNHI37COXOH3B0HTNNTq0qQ/WUe/VBaJua/HPU83W3i9PlRV5SfI83q9EAqFUKmUGds0E+Hz+UDTdMGeAm63G3V15TMkpViImqtkFs/FWq9yETNBcPfWs9FxYp84QRA52akWrObo6+vDf/7P/xn/6T/9J7z33nv4r//1v+a1TrVJj9XVja2UtVargtGoxcxMfHq2s7MZLpcXZnN8VLhnTwcEAnD2LcvlMvT27sXi4goWF1OTo0ajxquvnsb6ugV3797P63WoVCq8886bePfdt0AQBP75n3+P3/zmt7yTciwoisKLF4P4m7/5OwwMPEdv73786Z/+FDU1hSueuTA1NYOlpRUcPXoob4UpC6t1AxaLDd3dHQVf1+zsIrRaNXQ6fkiMpmlYrXZUV5fWs9rhcEGnK13qkaJo+HyBkl0DQZAIBkPQavk5v9frL4jcvF5miEE+piesD3M2ns2JoCgKXq8XWm1h0a7T6YJWq/3e+WVHiTkz7bE8lIpMmSllyX9jCT3xb6menwoFE/OhQ4e2dgednZ2w2WwpZ336fD5YLJa4/zY2c1MSiRiLi7GirxqQJBU33rGiQg+jUYfx8fhIViaTorOzBdPT81vpnlgcPLgPEokY/f0PUr4OoVCAixfPA6Dx5Zff5DWvtKurA7/85c/Q3NyImzdv4+///leYn89s9ckXwuEwrl27gf/1v34LgUCAn/zkffT29mzLuW7evAOpVIIjRwr30h4eHoXBoEN1dWFOW+ymi0/vbLPZAp1OXdJeYrfbC5VKUdIbqcvlg8FQuvSnx+OHTsdPO5zH4ysoYo6Sa+7k7nYzx+a7eXS5PAXPS3c6nRAKhTAY9AWts9OQywAPlsSFwlTEzB0BRyPt+L/lOoCE1xrzN998g4MHD6bsd/zqq6/whz/8Ie6xqqoq/Pf//t8RDhOwWJh6rlAoQGOjCSsr63Gim87OJoTDkaQouru7HSKRiDNa1uk02L17F0ZGxuFwpG57OXLkIGpqqvHll9+kHA+ZCmKxGK++egZ793ZjddWML7/8qqRjIJeXV/D3f/8rvPPOZZw/fxpVVRW4fv02r8PRbTY7hoZGsH//XgwNjRbkGz49PYvTp4+jq6utIEGZ3x+AzeZAQ0MNhoeT3eDygdXKfCcrKvRYXd2+2n06eL1+CIUCKBSyrXprsWG3u1FfXwW5XIpgsPjjH91uLxoa+MkAud1eiMUiqNVKzo18JrAdBDqdNskKOPO5PaAoCnq9PufzAgyptra25HUsC5uNsROurKyE3Z7b9e9kRGdRZ35udNgHN4mTJMVJ2qlmbuc6xzsjMf+bf/NvtqLaRPzt3/7tFgnfu3cP/f39+Pf//t+nXOvtt9/GuXPn4h5jjzebN7besNraSshkEszORkVfcrkUDQ01mJiYjVNoSyRi7N7dhsXFVc6Wm6NHe0EQJB4/fp7yumprTTh4sAfDw2OYmkoeHZkOOp0W77zzJiorK3Dv3gPcu3e/LIaQh0Ih/OEPH+PUqVfwyisnoFar8eWX3/Bad37w4Am6u7tw7NghXLlyI+91mH70ObS3t+LBg2cF9UgvLq7gwIG9vCmpbTYHKIpCZWXpiNnvZ9uFpCUj5o0NZuNlMlVgYaH4lrQulxft7Y2Qy2VbYrT812LuE3q9Li9iZjfuen3uGQSKouDxePOOVh0OJ/btU0Imk+XdLcL6/FdVVWNyMn9dx05DlJgzByiZoutUs7Epio204//GEHn2CeqMxPwf/+N/zLjI48eP8dvf/hb/9t/+27Q7QZVKlXKUltkcHQrR0lIDvz+ItbXoY21tDRCJhJiYiLfE7OxshVQq5Zy3bDJVobm5AQ8fPk3ZkiSRSPDaa2fg8Xhx69bddC8zCQ0NdXjnnTdB08Dvf/8x5ubmczq+GOjvvweXy4U33riIDz54B5988gVvrT+BQAADA4M4fvwInj2rKGiwx/j4FLq7O9Hc3ICZmfzT/8vLZvT17UNNTRUWF1czH5ABJEnB6fSU1AEslzaP7YLD4UEoFEZtbVVJiJl1/TMadVhdLaBXCFFiNhh0WF7O/bVEIgS8Xl/eKWWHw5V3yxTbJVJZWYGVlfy+3+FwGA6Hc9s0KOUKtuTKJebKFTRNc0bTUZc8QVbPT4WCa8zPnj3Dr371K/z1X/81qqvzN9x3uZjai0IhQ3W1IS5aFgiYFqm1tY2t+g7A7Eq6u9thNluwsZHc1nT0aC98Pj8GB5NJm8UrrxyFRqPGN998m1M0uXt3Jz744Efw+fz4h3/4dVmSMouhoWF8/vmXMJmq8f777/BqYP/s2QsEg6GCfbRXV9fg9foKHgdpsdgQDkdQV8ff8AebzQGDgT+7z1zBZhBKbc1qNttQX19dEmtOlpgrKgqrrwKMgt/vD8Bo1BdwPS5UVuanzLbbHTAY9Hm9j+x9rqqqsKlj6+vrqKurL2iNnQb2vpfJpxrInPZOlRVlo3GBIP6zJQgip8+74F/Y//gf/wMEQeC//Jf/gr/6q7/CX/3VX8Hjyb/fsqnJBIFAgLm5qIq5vr4aSqUCY2Pxoq+2tkYolQrOecvNzfUwmSrx6FHq1GhjYz327t2NgYEXWF3N3vLw4MFevPnm61hZMePXv/6nHTGXeWJiEl988RVqaky4fPkN3m6u4XAYz549R2trMyorC1MvT07OoKGhtiAjC5qmsb6+gZoa/sYl2u0uyGTSvP2RCwV7Dyi1inZ52QqJRIy6uuKPoiQIEi6Xt2CBIAu7PX9iZY53Qq/X5vU7stnsEIlEeaWzPR4PgsEgTKbCNp6rq2bo9bqUGczvIlgnLzYDlQ7s55pN2jsW0d9q4uN0Tr/fgsVf//N//s9Cl4hDc3MNLBbHVu8iwDh9+XyBJOPvPXs6YLc7sbIS/7hAIMDhwwfgdLoxPs5dQ5FIJDh//hTsdifu33+c9fWdOHEUx48fweTkND7//Ate0iLFwsTEJL755ireeusNXLhwDlev5l8XjsXg4BAOHz6IgwcP4OrVm3mvMz09i4MHe9Dc3IDJydnMB6TA6uoaGhtroVDIeLGQZDdeOp2mJJaUbAqMT/FePrBYHPD7g+joaMbycvH7ujc2HLwJwGw2B+rqTBCLxXmZ/dhsjv8/e/8Z3FaepnmiP3hvCRIEHei9F2Uon5JS6W1VdXVVd3X1bG/vzNyIjYk7ExvzZe+X2U8bsTdmbuz27Ez33O6pqe7q6q4uk1VplZnyXqJE7wl6giRAECAAEh73AwRKFB0AUkpmzX0iEIwAcQ4OgHPO+3/f93mfB5FIhNFoSLuF43AkXm82Z2ckYLS46MBi2dvkwexsIvEpKipkYGBwT/v6tiBp3JFKbz5J1Nru/r69QMx2mXR6gflAuUtlZelQqxXYbE/tHdVqJbm5JoaHxzd8Efn5uej1mi2Z2GVlVgwGHXfvPti25HDsWBtqtYpLl75KObgeP36UY8cO093dw29+89G3Kign0dPTy82bt6mrq6GtbX9sHIPBEN3dPZSVFe9pPtThWMLr9VFcvDef5vn5RA8yJ2d/XJmSbRat9pvJLpLzsns1DtkPTEzYMZuN38h34XAsI5NJ96Wt4HAsIxQKyM7OrMqTZOubzeln8G63h1AolHHWa7cvYDJlbRKxSAfz8wsEgyGKi4sz3se3DUkZ1bW13WVdk6NN211zQqFwG6Gq/alqHajAbLWaCYcjG1SWyssLicVijI5ObHhtXV05fv8qNtvG0SmBQEBraz1Op4uxsY3bJJGbm0NjYy2dnd0pOxsdO3aYo0fb6Ozs4rPPvjgQzOtMcevWbYaGRjhx4hhFRXsLgkk8ftxDPA6NjbV72s/Y2AR5ebl7uuk4nctEItGM1ZmeRyAQJBQKf2PKV8nSflKz+puEzWYnGo1SXV3y0t87OU6Zm7t3/kCyV2s2Z1aW93p9rK1lVlKOx+MsLjozVt+y2+cRiUR7yppjsRjT09MZqTR+W6FSJQRq/P7dmfhP+9FbX3OJwLy5gpXMivfqgnZgArNQKCQ/P5vp6flnhrsFlJTkMzu7uKGEaDTqyM3Nprd3aFOArKwsRavVcPfuw23f5+zZk3i9vpQdklpammhvP0JPTy9ffPFlhp/wYOGTTz5lednN66+/ui9Sh36/n+HhUWpqKvdELpuYmEIsFpGfn3nJMuHY5cZk2jtRKAm/fw21+puxykvqOm9lzPKyEQqFGR+3U1yc99K/j9XVAB6Pj4KCvQvIhEJhXC4PeXm5Ge9jL8F1fn4Rkykro2tlbm6eeDy+50W1zTaOwWDImCH+bUOympeKM5dUKiUSiW7bPhKLt9bQThI0n49L6WqjH5jAnJNjRCIRb1D6KijIRSaTMji4cba4traccDi86XmhUEhzcx2Li04mJ6fZCs3N9WRlGbh8+VpKLOzq6krOnj3JyMgon332RQaf7GAiHA7z619/hFQq4eLFc/uyz66ubqRSKZWVpRnvw26fJxQKU1CQt6djWVx0YjDoNpEwMoXP59+TI9FeoNGoCIXChEKZGZ/sN4aHp4nF4jQ07F1GNV3Y7Q5ycoxpqShth/n5xL4yZbvPzzvQ6TQZWSjOzc0jFAqxWNJfGASDQRYXHXsuQ4+OJu6fVVVVe9rPtwU6nQ6fz59SC1ImkxEKbd+L3o6bkCSNPR/Q0/USPzCBOT/fhN8fWC9XAZSVFeDzrWK3P51bVCjkWK0FDA3ZNgXWysoSNBrVttmyRqOmra0Zm20Cm21i12MqLMzn4sVzTE3N8NFHv/tWl6+3wtLSEleuXKO42EpjY92e92e3L+B0LlFbW53xPmKxODMzcxQUZJ7JQIKcI5GI0Wj2R195dXXtG2NlG406VlbSMzx4kQgEQoyOzmC15pGV9XLnu2dnFxGJhHuqqCRhtzsQi8UZl7Pn5hJtsEwy+Pn5BaLRaMZZ79TUNBZL7o6ewbvB6/UyN2enrm7v1/63AVlZJtxud0qvVSgUO1aoJBLJlmNXSdLY871pkUicFsP7wARmk0nHxMTTESm1WonZnMXw8EZBkaqqEoRCAX19GyUXhUIhTU11LCw4mZ7e2jDixIkjgIDLl6/vejwGg563336D5WU3v/zlr76VRK9U8PhxJ1NT05w8eXxP+sFJ9PT0k5Nj2tO86czMLBqNGo0m8+NxudwA6PX7M38cCASRyaQvfWRJKBQ88WLevfz2MjE8PM3aWpC2tvp9q0qkAqdzmUAgiNW69xnchQUH0WiUwsLMqjNLS4ljKSxM/1jC4Qjz84sUF2c2tz8+PoVIJMp4+yQGBgbJzc3d0+jYtwVGoxGXKzUWvEql3laUChIM763GrrYTMREKhetynangwARmYEMZu7S0gFgstkEXWygUUlFRwszM/AahEYDy8mI0GhX373dsue+CgjzKykq4f//hrnPWMpmM9957i2g0yi9+8cuU5t6+zfj0088RCgWcPXtyz/saHBwmGo1RVZV5mXN2NqHGZLFknhW53SvE43H0+v1xmkp6q2biKLQXGI06RCIRS0sHa1Y+EonS3T2GwaChomJvwSEdxOMwPT1PQYFlz79FJBJlft6J1Zp5r3Zmxo7VWpjRtlNTM2RnZ2XE8ZibsxMIBCgvL8/ovZMYGBggFovR1NS0p/0cdCgUCtRqVcqjbSqVckeSmFQq3TIuJM/J56u52/Wkt8OBCcwrKz683kS5TiAQUFKSh93u3FBOKC7OR6GQbfIAFggENDXV4nAsMTU1w/MQCAScPHkMj2eFjo7OHY9DIBDw5puvotVq+PWvf8PKysreP9wBh8fj4c6du1RUlFNYuDdCSSAQYGpqmoqKzPvMLpebQCCYcYkREitWv39t36wCk2Wrlx2Yc3NNT+wn3S/1fVPB7KwDu32JxsbKl8pYn5iwIxaLKCraGw8BYHp6Dq1WnbFz1tTUHAqFPCN29sREggdTWlqc9rbxeBybbYKKirI9iQX5/auMjo7R1NSclsnCtw1JBvviYmpyrmq1ake/bLlctr5YfxbbqYuJRKK0xh0PTGB+dkTKYjGhUMg3iUxUV5fidq+s93aSKCkpQqfT8ODB1kYVdXXVZGUZuHbt5q6rlmPHDlNcbOXLL7/OWIv224j79x/i8Xg4c+bEnsu1AwNDqNWqPY212O0LmM17K695vb596zFvZ+f2opGfb8blWklJRvCbwOPHw8RiMY4fb35pZf6lJTcrK749kQyTmJqyE4vFKSkpymj7mZk5otEopaXpVw1crmU8nhUqKjLLeoeHR5HL5Xt2m3r8uBOVSkld3d5GHQ8y8vISi7j5+d3HY2UyGVKpdFNV9lnI5bIte9DJ0cbn/QjE4vQC88td/u+A2dmnK5mSknwCgeAGpa+sLD0mk5FbtzYTu5qaalhe9jA+vtn8QCqVcORICzMzc4yNjW/6/7OwWovWBUS6urr38Gm2htFooKAgH7PZjMFgQKNRI5VKEQiERCIRVldX8Xg8LC46mJmZxW63vzS1p2g0yrVr13n33Xeorq5gYCBz28Tx8YknN6vidbGPdJFgnRYikYgzDkorK96M+n9b4ak4/ctby6pUCgwGDT096TmevUwEAiEePx7h6NFa6uvL6el5OW5FY2MztLRUo9drcbszr2oFAkEWFhyUlxfz6FFP2tuHQmHm5haoqCjlzp0HaW8/NjZBU1N9Rq5Zk5PTrK2tUVdXy9hY5kp5ExOTOBxO2tuP092d/nfwbYDVasXhcKak+pV0DduuWiqTSRGLxVsKlchkUmKx2CbGtkQiSUth7sBkzMmygEwmIT8/h7GxqQ0s6Kqq0nV7wGdRUGAhK8uwbYm6tbUJuVzOtWs7O0epVEpef/0CDoeTL7/8em8f5hmYTCbOnj3DP//nf86f//mf8cYbr1NXV4tMJsPpdGKz2RgZGWFmZoZwOEx+fh5nz57mj//4B/zP//P/g9dfv5jRSEUmGBgYYnHRwdGjh/eU/YRCYWZm5jLOQgAcDicCgWBPJDK/fxWFQrYvmdw3wci3WhPlt5mZb8ZuMlXMzjqYmLBTW1tKbu7+aFnvhvHxWSKRKNXVe8+abbZptFp1xjrcNtsUGo06o3L2yIgNkUiYUdYci8UYHByhoqJ8XW4yU9y7d5+cnGwqK1/+CNyLhlAopKAgn6mprUdon4fBkLjnbOeBkNQX36oHLZfLN5W4hUIhYrEoLVe/A5MxJ2G15iEUCjdY/0mlEoqLCxgZsW3Knhoba/D5/Fv6KKtUSpqa6hgcHGZxcWtP6SRef/0CEomY3/zmtxlp5z6P8vIyjhw5TGFhAdFolImJSW7dusXk5MSu+rgKhQKr1UpVVSU1NdU0NTUyPT3DjRu3mJ5O7eTKFDdv3uLDD9+nsrKcoaHMs5+xsXHOnTuNTqfZ0id7NySVmYxGPfPzmQWm1dUAAoFg27JTOnjqNvPyAnRpaSEOh/sb0edOF11doxgMGtrbm7h06fYGrfsXgVAozOTkHKWlRTx+3L9lvy9VTE7OceRIE1VVpbveJ7bCxMQ0J060UVVVzsJCehUip3MJl2uZuroaeno2m/Hshr6+AVpaGqmvr+Xhw0dpb59Ef/8AJ060c/bsK793Hs1FRUVIpVImJiZSer3RaCQej28bmJPTK9sF5ufvNU/L26mfowcmY06iuDgPl8uD2/30Zl5WVoRYLNrkLmUyGcnLM9PV1bvl8PaRI60IBAJu395Z4au1tYmiokK++upyynT67VBUVMiPf/zHfOc7H6DRaLh06Uv+/b//D/zsZz/j0aNHKYnWr62tMTg4yEcf/ZZ//+//A59//jk6nZYf/vD7vPfeOy/UEWZkZJSlJRdtba172s/kZIJNnymZzO9fJRgMZUzKAdbHHeTyzGc9k0gSY15Wa8FszkKtVjAx8fK9jzNBNBrj7t1+BAIBp061vhQi0dDQBGKxiOrqvclKRiIRJiZmKC21ZqTEFQ4ntq+sLMvocw8OjmCxmDPyd3Y4nMzNzdPaurfrNR6Pc+PGLczmHBoaGva0r4OGiooKIpHI+j1pN2Rnm/B4VrZN0DSaxKTHVj1otVq1bWBOR1L3QAVmnU6N0ajbpItdUVGMw+Fan01Nor6+ilAoTF/f0Bb70lJdXUFXVy8rK9tnbEajgRMnjjE6attTf0WlUvHuu2/zgx98H4VCwUcf/Zb/6//6v7h3715KounbIRQK8eDBQ/7iL/4jV65coayslD/7sz+lvPzFadzev/+AnBwT+fmZs17dbg9er4/8/MzlE93uFXS6zOeQkxfCXkQYkthN1H6/UV1dQiAQYnb2YJexn4Xfv8aDBwPodGqOH29+4e+3suJnenqempqyPXuMDw2NI5GIqazMTAN8aGgMmUxKeXn62w8OjhCNRmloyEzoo7OzG4NBT1nZ3sr6AwOD2O3znD9/bl89279p1NbWMD4+kZLSI0BOTs6OY1U6nZZYLIbfv5m1rVRuFiaRyxPCRKn0t5M4UIHZas0jFosxMfF05Ck724her2VgYGN5RalUUFpaRH//4JZf+JEjrUSj0W3nmiFRnnzttfOEQmE+++zzjI+7urqKP/uzP6WiopyrV6/yF3/xH+nu7t7XsmckEuHmzVv81V/9FW63h+985wNOnjyxb/t/Fv39AwQCAZqa6ve0n5mZWfLy9jKL7N4Tqzp5XuzFECOJ7diWLwIajQqLxcT4uH3PYvgvGwsLLnp6xsjPz6apqfKFv19f3xhSqYTa2r0tVF0uN4uLS9TXV2XESbDbF3G7PRkp6K2tBRgbm6CurjqjgDgyMsbKipdjx46lve3z+Oqrr9FoNJw5c2bP+zoIsFqtaLXalK0tpVIpBoOexcXtF8R6vQ6v17fltalUKjaVuJP9/2dbUlLpzr/zgQrMxcUW5uedBAJPa/EVFcWEQuFNLlK1tYmLvrt7s+2j0ainoqKUx4+7d8xWW1ubyc018+WXX7G6urvjyPMQi8W8/vpF3nvvHVyuZf7yL/+SGzd2H8naC5aWXPzN3/wNnZ2dnDjRzhtvvLbvYyqRSITe3j7KykrXV3uZYG7OjlKpzDi4rqx4UakUGX++/RxxksmkRKPRl5Ix19SUEI1Gsdm2VrA76BgdncVmm6WmppTy8swJgKnA7fYyPT1PbW3FnlsW/f2jaDTqjG1H+/tHyMkxZUQC6+7uQyaTUVeXvpxtLBajo6OTgoK8PesQzM3Zefy4k6NHj5Cfvz8TDd8kWltbCAQCjIyM7v5iIDfXjEAg2HGaxGg0btl/VioViEQifL7V555PBOZnlcSKi3f+bg9MYM7K0qFUKhgdfUr6EovFWK352GyTG+r9IlGirzQ1Nbtlnb+trYVwOExHx9ZzzZAoR7S3H2Z01Mbg4OZS+G5Qq9X88Id/SFNTIzdv3uRv/uZvMjI9zwTRaJTf/e5jrl27TmNjA2+88fq+v0d3dy9isYjKysyVhZIzg5kKhfj9foRCIQpFZozTpyNOe1+4JEpUL56EpVIpKC7OY3zcfiBsHjNFV9coc3NODh2qobBw77rWO6G7ewSRSEhTU82e9jM9PcfKio/m5swqRcPD4wSDIdramtPedmHBgd2+wKFDLRmN5PX09OH3+zl9+lTa2z6Pq1ev4/X6eP/9977VJW21Wk1NTQ29vX0pE3oLCgqIx+PMz89v+X+BQIDBoGN5eXNgTrpXPR+TlEol0WhsQ8KZrMBthwMTmPPzE17MMzNPyS7FxflIJGKGhjbO6JWWFiGXy3j8ePOsscGgo7y8hM7Onh3nAl955TSxWJxLly6lfazZ2Sb+5E/+CKPRyD/8wz9w5crVb2Sc5vr161y9eo2GhjpeeWV/S08Oh4OlJdeepDWXllxEo7GMdXiTzN5vytXpWWg0KlZXX7ztYl1dGfF4Qov624x4HB48GGBpaYX29qYXOkbl9foZHZ2moqJ4TxKs8Tj09AyRlaWnqCj9bDESidDfP4zVWpARafHRoy60Wg3V1elfc9FolHv3OigoyKe0dG9e2aFQiE8++RSDwcCbb76xp319kzh69CgCgSAttnpi3nlpW5a/TqdFLBZvmYRptQk+zPOBWa1Wsrq6sXK7W3XnwARmi8XE9LR9Q6mwvNyK2+3F4djYiK+trcDlcjM3t3lV09raRCQS4dGjzm3fq7y8lJISKzdu3NxR3WUr5Ofn8cMf/iEA//W//tdvfLTgxo0bPHjwgCNHDlNfv78uMQMDg+Tn56FQZBYYo9EYbrc7I7YpPMuqzqycnsyU92PRpFYrN5Wo9htarZqSknxsttkNq+tvK6LRGHfu9LCy4ufkyRays/fPH/t59PaOEg5HOHZsb+xkm22alRUfbW2ZaUf39Q0TiUQzyponJqZxOJY4evRwxlmz2+3hlVfO7rm9NT09w61bt2lsbKSt7dCe9vVNQKVS0dbWxsDAIB5PajrzYrGYvLxcpqc3yzonkZOTqP4lxzmfhV6fIIUlpaWT0GjUm8YHFYqdJWwPTGCWSiUbSF8ajYqcnCyGhzfOJ5tMRrKzs+jp2dxb1mjUVFaW0dPTt+3cqlgs5syZkzgcTh492r7UvRUKCwv4gz/4Hn7/Kn/913+Tsu7qi8YXX1xiYmKSixcv7KtLzMjI6BPd8sxNCpaWXBmPPCVXrbsRJbZD8uaWjqvLVpBIJCgU8hduvdjaWkM4HGVoKLWxjm8DwuEot271sLoa4PTpQ2Rl6V/I+4RCYbq7h8nJMVJamnlfOx6P09k5gNGoo7y8OO3tA4Eg/f3DVFSUYTTq097+/v0O9Hpdxr3m69dvYTJl0dranPb2z+PWrTuMjo7x2muvUVq6dyGXl4mzZ88gEgm5efN2ytsUFRUiFouZmNj++jObs4lGo7hcy5v+ZzDo8Xr9m0YqNZrNutu7WcgemMAcDkeYm3sa6EpLC4nH45tGp2pqygmHwwwNbW7mNzfXE4/HdzSqaGtrQavVcOnSV2llUnl5Fr773Q9ZWVnhJz/5yYEyt4jH4/zqV78iFArz9ttv7pts5OLiIn6/P2P3HEiMTWm1moxW8ElWdabGEcnt9ioYYzAkSlQez4uzXszNNZGbm8XQ0CSh0MHUxc4UwWCYmze7CQRCnD3b9sKC89jYDA7HMocPN+yJtDgxMcPS0jKHDzdlNJfc3T1AOBzm+PGjGbz3NHb7Au3tRzPq746NjTMxMcWpUyf3xcb1d7/7BKfTyXe/+911I4iDjry8PFpaWnj06HHK/suQEIUKhUI7eiRYLBaczqUt9QxMJuOm3rNIJEKpVGzKor81gXlubmHDhy0pKWR+3rGhNi+RiCkttTI8bNs0IiWTSampqWRwcHhbVxCVSklbWwvDw6PMzGxfrngeJlMW3/ved/D5/Pz0pz/dcn7tm4bf7+eTTz7BbDbva+lpYmJyT0xPj2cFoVCYkbVdkt2eqVhFcn55r4EumfksL7+YxZhQKODQoVp8vlXGxr6dTOzdEAiEuHGjaz04v6iy9oMHCdJie/veStoPHvQ8UQ5Mn1AWDIbo6hrAai0gLy99Od1bt+6hUik5fDizz3D58nVEIhGvvfZaRts/i1AoxC9+8UvW1tb4oz/6YUaM85cJsVjMe++9i8/nSytbFggEVFZWMjExte1UjVAoxGzOxm7fXCkViURotRqWl90bntfpNhPCFArZrsnTgQnMs7NPXT9MJgNarXqTu1RZmRWJREx//+aZtOQM4E7Zcnv7UYRCIZcvX0n5uFQqFd/73ncIhyP87d/+LT7fwTKsfxZDQ0OMjIxy4kR7RoFwK0xPz6BSKdeF3dNF8vvKZPWeXKgJBJmdppkM9m+F7GwDq6uBtE0GUkVVVTEajZKurrFv3dxyOng2OJ8507Zn97CtsLLip6dnlMLCXEpLM6/0LC4uMT4+Q1NTbUbjfr29Q3i9fk6fPp52tWhhwcHQ0ChtbS3odOlfdx6Ph9u371NeXkpt7d6Y6gA+n5+f//wfCYfD/OhHP1p3ajqIePXVC5hMJj777Iu0JDCt1iJUKuWOMsS5uTmIxWLs9s3cpqwsA0KhkKWljSVuvT5ZbXsqcpXK+XRgAvPi4lOCV0lJ4RN96Y3M1MrKsidCABv1bIVCAQ0NtUxPz247smQ0Gqirq+bRo8cpkwFEIhEffvg+crmCn//871Pe7pvEF198gUgk4vjx9n3ZX7Ksk5ub2chLcj48UwJZApkFqySbe69jTjk5JpzOzT2l/YBKpaCurpzZWQcLCy9n3O6bRCAQ4vr1Tvz+NU6fPkR+/v5nYEND4zgcLo4ebd6TT/TDhz1EozFOnTqS9rYJlvRjsrIMNDSkHxxv375PNBrl1VdfSXtbgEePOpmbs3Px4oV1tvBe4PF4+NnP/oFAIMiPfvQjKioOntlFc3MzbW1t3Lt3n/HxibS2ra+vIxAIbOlQmERhYWKUanZ2c2DejhRmMOiIxeIb2mAaze5JyoEJzMlMQSAAqzWfqam5DYYVer2WnJws+vo2Z8ulpSWo1aod55aPHz9CJBLhzp2ddbOfxcWLF8jLs/Cb3/w6JR/Pg4Dl5WU6OztpbGzYlx7T0tISkUhk/cRLF8mgmEnPL1nuyVSfWq1WEgyG9iT4olarUKkULC6+mMB85EgD8Xic7u7UBBB+HxAMhrl+vQuPx8eJEy0UF+9vBhaPw507CeW9M2eOZjzHvrYW4PHjPvLyzFRUpD+CNDExzfS0naNH29KuYK2urnHnzkMKC/OprU2fCBaPx/nssy8BeP/9d/eFd+LxePi7v/sZS0tLfP/7f8CJE8f3vM/9QkVFOW+99Sbj4+O7Ogk+D7lcTlVV5bo06nYoKSlmcXFr60izOZu1tcCmyQ2DQc/Kim/DPUyn0+xaGTswgTmJnBwTSqUcm23jyqWyspRYLLali1RDQw0ez8q2qx2TKYuKinIePOhIWbe6oaGexsYGbty4wdBQ5t7E3wRu376DUCiktbVlz/uKx+MsLbnIyjJmtH2ynJQJszoppZmp2pZard5EukgXeXmJjG5hIX3Xod1QUpKP2Wykr2+ctbVv/3hUOgiHI9y40YXD4ebYsUaqq4v3df+rqwHu3+8lK0vPoUOZS8sODY2zsOCkvb01o3n627cfIBQKeOWV9IU/ensHmJub5+zZzIhcKytevvzyChZLLufOZZZ5Pw+/f5Wf/eznDAwMcu7cOX74wx++UFOdVFBRUcF3v/tdFhYW+c1vfpf2eGRTUyNisZju7t5tXyOXyzCbs5ma2pqbZLHksrCwWcYzQQhzb3hOp9Ns6Uz1LA5cYC4uziccjjA19ZQZJxAIKCuzMj09t2kMymg0kJeXS2fn9gYUx44dJhAI8uDBw5SOISvLyKuvnmdiYpJr165n9kG+QbjdbkZHx2hsbNyXlbLT6cRg0Ge0bSSSIOllQuBKBvPnrT5ThV6vTXtO/XkUFubh863i9e7vDLNCIaOlpQaHw43Ntj0L9PcZyTnn6elFmpuraWlJPzPcCTMzCwwNTVBTU05JSeYExtu3HyEQCDl7Nv0M0ev18/BhN1ZrAVVV6avoXb58HaFQyBtvXEx7W0joaHd0dHLoUAuNjXvTvk8iEonwu999wqVLX2G1FvEv/sU/p66udl/2nS7a2g7xB3/wPRYXHfzjP/5TWn1lSNyX2tpamZqa3lG5sbS0BKFQyPj45lEqlUqJTqfZZE8rl8tQq5W4XBtboAaDbtf7yYEKzAIBFBXlMT09t6GkYLHkoFIpGRjYLJ1ZX1/9RHFnYMt9ZmUZqagoo6PjUUokIKFQyNtvv0k4HObXv/71N6LotR/o6OhApVLuWQUIEiUsjUad0chTcoY4k8AskyXJW+lnk2KxGI1GtcE+NJN95OZmMTu7//Pqx441IRQKePQofTnY3yfEYnEePBhgdHSGqqpiTp06hEi0f7elzs4hFhddtLe3ZjRXDMng2kNeXg4NDekvHvr6hpmfX+T06fa0iWQej5cbN+5SUJCXMUv7xo3bTExMcfHiqxQVZU6Iex6PH3fyk5/8FLfbw4cffsiPfvQjcnJeDmtbJpPx/vvv8cYbb2CzjfPzn//jBi3qVFFfX4darebBg53VwaqqKvB6fTgcmytnSQe959na2dkJcuOzfWeJRIxarWRlZeeE4UAF5uzsLBQK+SbSV1lZMaFQaNPzSS3nkZGxbRmzSd3shw+3d5l6Fu3tR8nNzeXjjz850Azs3WCz2VhdXaWmZu9ZyMqKN+ORp70gWTrM5IJ7OuKUOWGvoCAXkUjEzMz+8gsqKoowm4309Izh9794mc9vA7q7x+juHiUvz8S5c8d21RJOFfF4nFu3OgkGQ5w7156x7vrIyASTk7McPty0fsNN5xiuXr0LwGuvnUt7gTswMMzIiI3jx49mZKMaj8f59NMvWF528+GH72fMF9kKTucSf/u3P+PSpa8wm3P4n/6nP+eDD94nO3v/3uN51NXV8S//5b+krq6OGzdu8stf/jplS8dnIRaLOXGinbk5+7Ylakj0oAsLCxgdtW35/8LCfAKB4CZGttlsIhaLsbTkXn8uKbbk8ezcYjtQgbmoKI9oNMr09NPSnlAopLi4gLGxiU2N+dLSEmQy6ZYqYJDoMVZVVdDV1Z3Szd1kyqK9/Rh9ff0MDX27M5lYLMbw8AilpSV7ludLzm1n0mNLZj+ZELiSvavndWZTQXZ2oif+7EWRLsrKrKyuBnA49o/4pdOpaW6uxm5fYnzcvvsG/x1hdHSWe/f60elUXLzYjlabueXnswgGQ9y48QiJRMz588czdhu7c+cxfv8aFy6cTHvh4PP5uXnzAWZzNkePpq8zcOXKTTyeFd5++/WMerrBYIhf//pjgsEQf/AH38NozIwzshXi8TiPH3fyl3/5/+Xu3ftUVlbyL/7FP+dHP/pjampqMtYheBZCoZDa2hr+/M//nA8//AC/38dPf/p33L59N+N9trW1otFouHVr531UVVUgEgm3FLUCsFoLN3g8JJGba8bl8mzgyGRlJeb3nx2f2goHKjAXFlqw2x0beooFBbnIZFJGR8c3vb6mpgKPZ2VbpZaWlgYEAgEPHqSWLV+8eIFgMMjnn2fuzXyQMDY2hlwuz3jUKYlkNUImSz/beErgSr9PrNWqCYXCGZWyc3JM+P1r20qz7ga5XIbFYmJycv/6vyKRkOPHWwiHI//dl7C3w9yckxs3uhCJhLz66jEslv0xv3C7vdy+3YVer+Xs2faMFquhUJhr1+4jl8u4cOFU2vuw2aYYGBjh0KGmtGVuw+Ewn3329RMBjbcy8hj3+Xz86le/BeAHP/h+xhr22yEQCHD9+g3+7//7L7l27QZGo5Hvfvc7/Jt/86/54IMPaGxsTGsuWywWU1JSwmuvXeRf/at/xXe+8x2kUgkff/wp/+2//d2eJmU0Gg3t7e2MjtqYmdn5Gm9srGNx0bkpIwYwm3NQKOQbkklItO6ysw2bSKMmkwG/f23Xe9reHeT3CVqtGo1GRWdn34bnS0qKCAZDzMxsVERSq1UUFORx+/bW409isZj6+lpGR20pyWfW1dVSWFjI7373cUbezAcRk5MJlnphYcGWQ/GpIhxOnESZSAQ+Vd9Kv9Sk02l37cVsh9zcnA2z8emirKzoCdlj/5S4Wltr0OlU3LzZ/a22dHzRWF72cuXKY9rb6zh9+hCdnUMMDU3seb92u4OHD/s4cqSe48dbuXUrtQX7s3C53Ny928mJE4c4dqyFO3dSdy4CuHv3EVlZRi5cOMM//dNvNzF2d8Lyspsvv7zGm29e4I03LvK7332a5tEn9vHLX37Ed77zHj/84Q/4+c//EadzfycOAoEAd+/e4969+1itRVRXV1FeXrZusrO6uorTuYTLtYTf7ycYDBKLxRCJxCgUcrRaLSZTNiZTFkKhkHA4jM02Tk9PLzbb+L7wfl577SICAVy7dnPH1+Xl5WIyZXH16tavKyuzbqryAuTmZiMSiTYRwnJyslKq4h2YwGyxJHoSz5exi4rysdkmNs19VVaWAWxJCAOorq5ELpdz//6DXd9bIpFw5swp5ubsdHZ2ZvgJDh78fj8ezwpm894y5qcErvQLLMmeXiaqWUajIaPgqtNpUKkUmy6KdFBZWYLDsbxvxhVWq4WyskKGhqZe2Ez07xPW1oJcu9ZJW1uCra3Xa3j4sG/PhiQ22wwKhYyGhgpCoRAPHmw/zbEdxsamMBh01NVV4XavMDCQ+gx6NBrjq69u8P77r/H22xf5xS8+SuvamJiY4tate5w8eYwzZ07uGli2wtKSi1/84td85zvv8Ud/9If88pe/SUuiOFXE43EmJiaZmEgkCNnZJgoKCjCbc8jKMlJWVoZSqdxQ6g6Fwvh8XpaXE5Mls7OzTE/PZNRD3g719XWUlZVw7dpNVlZ2LikfOtRKIBBkaGjzmC4knArn5hY2JR75+blEo7ENGbNKpUClUjA4uLn6+zwOTGDOzc1maWl5Qz/RYslBJpNummkGqKgow25f2PaLbWysx+FwMju7e8bT1nYIjUbDP/3TLzP/AAcUCwvzZGfvrRyYXKFmUv5TKhOEsVTnx5OQSCRoNOptL4idUFCwNUsyVeTnm9FoVPT07I/oh1ar5vDhepxON/39u1+U/38kEI3GuHevn+rqImprS9Drtdy40bFnX+y+vjEkEgk1NeVEIlEeP96ao7ITOjp60GhUtLe34fOtbsqYdsLq6hpffnmDt946z1tvvcZvfvNJWiI4XV19qNVqWlubWFtb4/799DP/5WU3//APv+LDD9/h+9//Hp999vm2ky37BYfDuSWrWSQSIRQKiUajGYsJpQqj0cirr15gZmaWx4+7d3ytXq+jrKyYR4+6tmzFWSxmNBo1HR2bF3dFRfksLjo39JfN5sR92OFYRqncmSdwYHrMRqOeqamNQdRqTcw0T09vfN5g0GMyGRkc3DpbzsnJxmzO5vHjzl3fVy6Xc/ToYYaHR17IqvGbxtKSC71ev6d97EWBKzkesp2xyHZ4OmqQfnZptRbg8Xgz9k+ur69idTXAzEzm5f8kxGIRp061EolEuX9/gG/p9N03isHBKW7f7kGtVvDaayf2RWO7s3OQ0dEpGhqqMjKqiMfhxo0HuFxuzp8/QU5OesfkcCxx7dodcnOzef3182kvem/dusfg4AgnThyjtTUz72iv18vPf/5L7PZ53nnnLc6cOb1nomgmiEajhMPhFx6UpVIpH374PpFIhM8++3LXkvjRo21EIlG6uvq2/H9VVQXhcHiDXTEkFuJ6vZbp6Y33D4slh2AwlNII54EJzAIBTE9vZLYVFeUzOzu/aTVZXl5CPB7fUgUMoL6+ZsfZ5mdx+PAhpFIpV65czvzgDzBWVjxP/IQz16pO2idmIvSh02mJRqO7Kt08j6SLjcORXilbKpWQm5u96VxKFVlZeszmLIaHN7dPMsHx4y2oVAru3+8nEPjvS91rPzE/7+LKlUfr7lS1tXv3B374sJ+xsWmamqppbk4/OEciUS5fvs3qaoDXXjubtu/4+Pg0d+50UFxcyJkzJ9J+/8uXbzA6Os6ZMyczDs7BYJBf/eq3dHX1cuzYEf7wD7//0sciXwaEQiEffPA+er2OTz75YtdEwWg0UF1dSV/fwJYEUolEQmVlKTbb9KZsurg4MSv+fBUlLy+H+fnU7mcHppQdDoc33ISNRj1qtYr79zeTK0pLi7HbF7a82YtEQqqqKhgaGt5VUEQqlXLoUCvDwyMsLmbejzzISH5HSqUi7XJyEnJ5ok+ciUuTwWDA4/GmTdgoKMjD7V5Jm5FttRYgFAqZnMyMtNXUVEsoFGZ0dHr3F++Curoy8vJMdHWN4nQeDAMUgUCASiVHqZQjl0uRySSIxeIN/IFEBhMlFAoTCIRYWwvi9699485XPt8aV68+oqWlksbGSnJysrh9uzMjYmESDx4ksqHGxmpEIhEdHdvLMm6FQCDEV1/d4rXXTvPmm+f4+OOvdh2FeRZ9fcPI5TJaWuqJRMLcvJm6ln88HufLLxNOeWfOnEQsFmdU1o7FYly+fI35+QXOnTvN//A//Cmffvo5Y2Nbz+1+2yAQCHjnnbcpLi7i0qXLm4jEW+H06ZOEwxE6Orq2/H9VVTkSiYTBwc3trrIyK06nC7//6f3WaNShUMiZn0+NaHdgAvPCgnPDzTvZJ5ycfL5MoMFkMm7LkisutiKXy+nr271v1NzchEwm4/r1b5/sZqpIBtMkOzoTZNonhsRs+POOK7tBIBCQm5vN2Nhm+bvdUFlZitfry2h+2WjUUVBgpqdnJGN97iTy83NoaKhgcnL+G/VY1unUmEw6DAYNRoMWpUq+ydQhHo8Ti8WJx+MIBIItSX7xeJy1tSAejx+328fysheXy7Nnr+t0EY3GePhwEJdrhcbGMl5//QS3bnXuaV79wYMEqayurgKpVMLdu4/Tajn4fKt8+eVNXnvtFG+9dZ6PP/56V1LRs+jo6EEikdDUVE8sFuf27fspbxuLxbl06QrRaJQTJ44hl8u5fv1W6gf/DPr7B5mfX+DNNy/y3e9+SHd3D5cvX92zbeo3CaFQyDvvvE11dSU3btymr2/3KmpxsZWSkiJu376/LTGvqamexcWlTRU9nU5DVpaBBw829q8LCnKJx+PMzaWWAB6owPwsCgosT8hgG7Pi4uIiAGy2rUk01dWVrK6urjMBt4NAIODQoRYmJiaZn997L/GgItkGEAozH/JP9onTLUdLpRL0et22g/nbwWzORiqVMjeX3u+iUinJzc2mu3uzA1kqaG2tJxgMMTy887mzG/R6De3tTbhcKzx+/HINUMRiEbm5RiyWLMxm47re+NpaCI/Hj33ehd8XSPhLB8OEQ5EtFyFisQipVIxMJkGhlKFSylGp5Wi1SnJzjeu9SJ93jYVFFw7HMouL7j0vaFKFzTaHy7XC0aO1nD9/hO7ukZTYrtvh0aMBwuEwdXXlyOVyrl27l1bPc2XFx5df3uTVV0/x9tvn+fTTy7jdu49pJnH37iMEAgEtLQ0IhUJu3kxdOCMej/PVV9cIBIIcOtSMVqvls88uZeSq5nIt8/d//wuOHTtCW1sLZWWlfP31FQYGMrumvklIpVI++OB9iouLuH799o7ug0mIxWLOnTvN8rJ7295ySYkVvV7L5cu3N/2voqKUWCzO+PjGhNJqLcDpdKdcATwwgflZj2WxWITZbKK7e/MXU1xciMu1jMez+aRPDKRb6enp27V0WlFR/uQE/mzvB3+A8ZTMkXkZUqfT4fevpi0SkuwTp9smsFoLicViW/qe7oTKylIEAkFGmbbZbCIvL4fOzqGMTTMA5HIpp08fIhyOcPdu30sp/woEYDZnUVKSR06OHpFISDAYZmHBzZLTw9KSN+3+diQSJRKJsroaZHl54yy5UChEp1dhMKjJytJiteZSVpZPLBbDteRlZnYRu935wh2z3G4fly930NJSRXNzFRZLNrdvd2YkSAPQ0zNKMBimtbWGixdPcfny7bTK5G63l0uXbnDx4kneeusCn312GZfLnfL2d+50EIvFaGqqQyIRc/XqrbRaQDdv3sXv93P8+BE0mg/56KNPMtJkiEZj3Lp1l5GRUS5ceIV3332b1tYWvvrqMgsL3w7726ysLD744D30eh2XLl1OKVMGOHnyGDqdll/96pNtF2aHD7ewsuLdZGghEAiorCxhdnZ+Q6at0agwGLQ8fpz64ubABOZnhSTM5sRw9vPNc4lETF5e7rY09+LiIiQSSUpyms3NjaysrDAy8vvtg5skbmWivJWEyWTC7XanvV1enoV4PL6lHdpOKCsrYX7ekdZNUSAQUF1dztzcQkZs7MOHG/H71xgZyTxbFomEnD7dhlQq4dq1zhdO9pLLpZSUWCgpyUMulxIMhpmaWsQ+t7QpmO4nYrEYyy4vyy4vtjE7AoEAg0FNTo6eHLOB5uYKmpsrWHZ5mZpeYGZm8YUJqoTDUe7f78fhsNDYWMYbb5zk3r1u7PbMRDOGhydZWwty7Fgjb7xxlq+/vpXW+eTxePn88xtcvHiCt98+zxdfXE/r/L937zHhcITW1nqUSiWff/51Wpnv48c9eDwrXLhwhj/6oz/gt7/9lIWFzMYGFxed/P3f/xP19bUcP36UP/3THzE0NML16zdwudJrT71MNDc3ce7cWcLhML/61W93VfZKwmotpKWlie7uvm0FmYqLi8jOzuL69XubFk1WawFKpYK7dzuf2ybhbPYsS9tk0u94LAcmMD+LvDwz0WgUu33huectiEQiJia2zojKykpYWwswPb3z2JNGo6G4uJjr1298a92jUoVcnjSCyLxPlJVlZHg4/QVMUVEhTqcrrQzGYNBhMOgYGBhJ672KiwtQqRTcu9eZ5lFCebkVo1HHnTtdGQtYCARw4kQrBoOGu3f78HheXGDUalVUVBRQWJiDQCDAseimt2eCxUX3N3I+x+NxXC4vLpeXwcFpVCo5uRYjeXlGmprKaWgow+n0MD4+h93ufCFVhPFxO06nhyNHajhzpo3h4Um6uoYy+j2npxMZz8mTLbz55itcuXIHhyP1QOT1+vj88+tcuHCCN954hStXbm/iyuyER496CAQCtLcf4oMP3uLjjy+lZeRis03yy19+zJtvXuD73/+Qq1dv7ug1vBPi8Tg9PX0MDY3Q1tZCS0sTlZXlDA+Pcvfu3T3JYu43TKYsLl58lcLCAiYnp/jii69Tbr+p1Spef/1VlpaWuX17a1EqgUBAe/thPJ4VRkY2t00aGqrxev2bKn1lZVYWF10b5u/Ly4t3PJ4DGZgtlhwcDtemLK+wMI9IJMLc3OZRGIFAQHGxFZvNtuvNqba2BoFAQHf3zgPmvw9Qq5P94cwUrHQ6HXK5fEOrIRWIxWIsFjPd3emJN1RUlBGLxRgfT48V3dhYy8qKL+3yt1QqobW1DqdzmcnJzE0lmpur1xnYdnvmUqA7Qa9XU1tbQm6ukUgkyuTkIhPj86yuHixyjt8fYGx0jrHROdRqBfkFJvLzszh6NMF4n5paYHzcvu8e117vKleuPKK+vpTKSiu5uSZu3+7MyPrT4Vjmq6/ucurUIS5ePMXdu4/TapH4/Wt8/vl1zp1r58KFk9y9+4i+vtT5Bv39I6yurnH2bDvf+967fPzxF2k5pS0tufjHf/yIV189w/nzZ7Bai7h06euMiVyhUIjbt+/x+HEXra3NNDXVU1VVwezsHI8ePWZ4eGRPVbm9QKvV0t5+lMbGBkKhEF9+eYXe3tTvOyKRiHfffROxWMQXX2xfoaitrcJo1PPVV5sTOpPJiNls4sGDng3EwexsI1qtioGBpwx3qVSCyaTd8ZgOXGAWiUSYTEYeP96sppKfn4fdvrDlF5eTk41SqUiJ4l9dXcXc3FxG5dlvG/R6Haur6feHk8jPzwNIe2VcVFSASCRiaiq9AFtdXcHc3EJa5hMWSw7Z2Ubu3u1MW8CjpaUWqVTKw4cP09vwGVRXF1NVVczIyMwLYWBrNErq68uwWIyEQxGGh2aYmJgnHH45RKu9wOdbY2hwmqHBaUwmHYVF2ZSW5lFeXsDS0gpjYzPMzjr3LdOPxeJ0d48xP+/i0KEqLl5sp7d3lIGB9DWWvd5VvvrqLsePN3HixCEMBh0dHb0p7ycYDHHp0k1OnWqjvf0QWq2Gu3cfpbz9xMQMn3xymVdfPcV3v/suly5dZXIy9espGAzy8ceXaGlp4OjRNn70oz/k0qWvd7Q43A1rawFu3brLgwcd1NXV0tRUzzvvvPVEtnKIgYFBpqdnXrhYCCTuTS0tzVRXVxGPQ1dXL3fvPkjbJvbNNy+Sk5PNZ599ve3iRy6XcexYG3NzC5sERSBhmBQMhhgdndjwfEVF8RORrKcJQ0GBeVchlwMXmHNyEsLlz5exZTIZJpNxW4suqzUx1L0bG1un05Gba+bLL7/cnwM+4MjOzsblylybubCwgGAwiNOZXhZYXl5KMBhkbi71gF5YmI9Go+bBg61nB7dDa2sDq6sBxsbS6w9nZxuprCxheHgyo6wKEhrYzc3VzMws0tOTvnzoTpDLpdTWFmO15hKJxBgemmF8fP6lMZ/3G06nB6fTg1QqpqAwm6KiHI4cqSUQCGGzzTE+PrdvvejFxWW+/vohzc0VNDZWUlCQy507XXi96VWOEo5SHTQ3V1FbW/5kVPNuyq2haDTKtWv3aG2tp66ucj3jSrW943As8dFHl3j11VO89darPHjwmAcPdmcXP4vHj3uYmbHz6qtn+M533qOrq5ebN9Mjtj2PUCjM48ddPH7cRWFhPrW11dTUVNPU1EggEMBmG2diYpKpqWk8nv2Z4U+MUZopLy+jpqYGg0FPMBiiq6uHjo4ufL7020fnzp2mvLyUW7fuMT6+/f3jxImjSKUSbt/evIA3GvVYrXl0dQ1sII7KZFJKSgqw2WY3XLMlJQW7+rAfwMCc0BN9PkOzWBIM3+0sHgsLC1hcdO46a1tWllAMGhp6uWMs3xRycnL2pIFbXFzMzMxcWtmGUCikrKyU8fGptFbOjY11rK0FtlyRbofc3GwslhwePOhOq58oFAo5fvwQq6sBenrS62cnYbGYOHq0gcXFZR4+3L9xEqFQSEVFAVVVRQiFAsbH5xkdmdsTW/wgIRSKYBuzYxuzk52jo7g4l9raYqqqipiZWWR0dGZXI/lU3+f+/QHm5pw0NVXw+uvH6e4eYXh4Iq3KSsJveJDl5RXa2up4++1zXL9+P2WDlXgcOjp6cbtXOHasmffff50vv7yeMmPb71/ld7/7ihMnDnPkSCt5eRa++OJyWpmhw+HkH/7hNxw7doimpnrKykq4fPkaY2N7126fnp5lenqWr766SnFxEWVlJRQXW6mtrXly/H7s9nkWFxdZWnLhdrtZWfGyurq67f1BoVCg0WgwGg2YTCby8vKwWHKRy2XEYjFmZuZ48OARw8OjGRtcnD17iqamBh496qazc/sefHFxIdXVFTx61LvlCNzhw80EgyEGBjYuzCsqihGJRIyMPG2BqFQKsrP1zM3t3Bo8cIE5O9uIx7NZ8Sk310w0GmN+fjPDUCgUYrGY6eravWdcWlqCy+Viefn33+HHZMpCJpNlbPloNBrR63V0dHSmtV1JiRW5XMboaOrKQRqNmqKifLq7B9MK5keOtLC6usbwcHo3mObmGnQ6NVevPswoAzWZ9Jw40cLKin9fx6IsliyaGstRquTY7S4GB6YOXA95P+FY9OBY9KBSySkuNlNQmI3VmovT6WFoaIqFhb2zf2dmHDidHpqbK2hpqaaoyMLdu91pZ88TE3MsL69w8mQLFy+e5PHjfvr6Ul/UjY1N4fF4OXv2KO+++yq3bj3ckkS0FaLRKNev32VhwUF7+yH+8A8/4KuvrjIzkzovIhqNcuvWfUZHxzl79gTvvvsmk5PTXL58Dbd771ltNBplbGx8PdhnZRnJz88jLy+XnJxsSktL1nX3kwiFQoTDEWKxGAKB4Mn8vHTD62KxGC7XMiMjo0xPzzI5ObUnMqtQKOTChbPU1dXQ2dnDnTvbOxAqlQrOnTvN0tLyJktiSCQGhYUWHj3q21CBEAqF1NSUYbc7N0wclZYWpCQ0cuACs8lk3JLcZTZns7S0tGV/OTvbhEQi2VVqTSgUUlBQQE/P7z/pC6CoKGHGnooE3VaoqCgHwGabSGu7+vo6VldXN5mP7ISmpoRXa39/6pUMqzWfnJws7tx5nFa2nJ1tpLa2grGx6ZQl8p6FXq/h9Ok21taC3LrVsy+lZaVSRktLFWazAe/KKnfvDLC0lLpAxbcdfn+Avr5JhoZnKCrKobg4lxMnGvCurDI0PMX09OKe+tCBQIi7d/soLMyhsbGc118/QW/vKIOD6fWePR4fX3xxmyNH6jl0qJ68PDM3bjxIOVA4nct8/PEVTp8+zJkzx8jNzebOnY6Uz6GhoTEcjiXOnTvOu+++QWdnD/fuPUprpGphwcEvfvERDQ21HDnSyp/8yQ/p6urh3r2Hafdnd8LSkoulJdc6I1wkEqLT6dDptGg0ahQKBXK5DLFYglAoIB6PE4lECYVCrK6u4fP58HhWcLmWMxJL2QoymYy3336DoqJ87t9/tGNbQCAQcPHiOSQSMVeu3N6UMAgEAo4fb8PvX91k/VleXoRCIefOnaexRigUUFZWyPz80q6jlAcqMMvlMtRq1ZbGBdnZJgYHt75pWyy5wPZl7iRychI2kpOTe1N2+ragrKwUj2cl4+pAbW0Ndvt8Wr0blUpFcXEhnZ29KWeRcrmM2tpqxsYmN9h+7gShUMjRo6243SuMjqb+e0okYk6dOszq6lpaA/9JaDQqzp49TCQS4ebN7j33RAUCAeXlBdTWWonHYaB/kvHxhd/7Mb7tEAlHsY3ZGbfNk5eXRWlZLm1t1dTVlTIyMs3EhH1PC6Hp6UUWF5dpaqqgqakSqzWPe/e6WV5OfREUiUS5fbuLhQUXLS3VvPvueW7d6mB2NjU+RSAQ5Msvb9HUVE1DQxVmczaXL99KubTtcrn5zW++4OjRFlpaGrFai/jqq2tbWipuh1gsTldXH8PDYxw9eojm5gbq62vo6Ojk0aMuQqH9n8GPRhOZ7144L3tBdraJd955A7VaxddfX2dwcOdqx7FjbeTn53Lt2t0tS9g1NeUYjXquXbu/ITEQCoU0NFTjdLpZXHxa8SkszEUulzI2NodYvLNE8oFxlwLIyjIAbCIa6XQaZDLptgpSZnM2fr9/1wCSl5fQ3840g/w2QSwWU1paxthYZoQkk8lETk72rifv82hsrEMgENDXl3rQa2qqRywW0dWV+ohDXV0lWq2ahw970gpiR440PREB6E77Bq9SKTh37ggAN292s7a2txKzXq/m3LlDNDSU4nB4uHa1G5tt/r/boPws4vE4s7NOblzv5f69QVb9gYSAyOvHqK0tXpcazQTBYJj79/u5c6cXmUzCxYvttLRUIxanJ1s7NjbNpUt3CARCnD9/nCNHmlLeRzwep7NzgK++uoVUKuW99y5SX1+V8ntHIlFu3XrI559fRSaT8t3vvsOxY22IROl9hrW1AFev3uLnP/8109NztLcf4c/+7E84duwwcrksrX0dVCTll3/wg+8iEon4zW8+3fW+Vl1dQWtrI/39I1u2G1QqJW1tTczNLWwyzKmsLEalUmzirtTUlLKy4mdxcfeFyYHKmJO2ac978GZlGQG2XRFmZ5tSGufJzTXj9/tZWfn9LxFWViYE+TMluTU21hONRtPaXiQS0dhYz8TEdMoi/nK5nMbGOsbHp1LWFlYqFbS2NjA9bWduLnVVo9LSIsrKiujpGcHpdKe8XeI95Zw7dxShUMiNG134fJk5dUGy/2SlsrKQYDDMw4fDLMz//nMeMoXD4cHh8KDTqygvy6OqqoiKigLGx+2MjMxkvECy25dwONzU15dQWWmlsDCXjo5+ZmdTP6dWVnxcunSHxsZKqqtLycszc/Pmw5SNW+x2B7/73dccP97KsWOtWK2FXLt2J2X/8pkZO7/85accPdrCoUNNVFSUcu3arU3e9rthednN559/jcmUxeHDLbS3J7Sy+/oGePy4e1960N8EcnJMXLjwCmZzDmNjE1y9enPXtoPVWsArr5xkZsbOnTtbu3WdOXMMgUCwSeVLIhHT2FjDwsISCwtPE8zc3Cz0eg0dHburUsIBDMxra4FNfQ6jMZFJLy1tPtmFQiFGo4HR0d0zQ5PJhMPx+2nv+Dyam1vwer27qqBtBbFYTENDPaOjtrTmievqalAqFXR2bp5B3w5tbYkso6Mj9W1OnDiCQCDY5OCyE3Q6DceONbGwsER/f3pVBIVCxrlzR5FIxNy82cXKSuaMYaNRS1tbNWq1gqmpRQb6p761408vGx63n46OEVQqOWXleZSWJh5TUwsMD09ntFiKRKJ0do4yNbVIS0sFp061Yrcv8fBh7wbbvp0Qi8Xo7Bxkbm6Ro0cbeP310wwMjNLZ2Z8S9yEYDHHlyl3Ky60cPtzAd77zBvfvd27qW26HUCjMjRv3GR2d4MSJw7zzzuuMj09z48ZtvN70RoicziU+++wrjEY9zc0NNDTU0dzcyNTUDF1dPdhsEy9lRnmvUKvVtLcfoa6umrW1AJcuXWFkZHcyan6+hddfP4/L5ebrr29uWb2qq6skL8/M3budm+RaGxurkckkdHZuDMD19ZWsrgaYnk6t3XGgArNer90yazIY9KyseLcUydDptIhEIpaWdh9dMBqNdHV17sehHmjodDpKSoq5e3eznmsqqK+vQy6X09WVerAUCoUcOXIIu30hZVconU5DfX0Nw8O2lD1si4sLsFrz6OjoTVnDWCIR88orxwiHo9y5053WqIxCIeP8+aPIZBJu3uzG7c5MalMoFFBbW0JFRQFrayHu3R3A6Xz5lRulUoZSJUepkCFXSJHLJEilEqQyKWKxEJFIiFAoWBdAiMcTgScWSxJzwolHMJLwag6EWFsN4l8NEHlJgid+f4DuLhsjwzOUllooLDJjteZit7vo7x/PaOHkcq1w+fIjysryqa0t5s03T9Lfb2NgYDzlQLS46OKzz27S3FxNXV0FhYV53L7dkfJY1ejoJHb7Iu3trZw4cZiyshJu3Lib8rVhty/yq199RkNDNc3Ndfzwh9+ls7OHR4+60x4pcrncXL58g7t3H1JbW0VtbRXvvPMGa2trDA6OMDg4fKDkOJPQ63UcOtRMXV1iVKurq5cHDzpT6pkXFeXzxhsXWFnx8dlnV7YcT8zKMnDkSDPT0/ZNkyA6nYaamjLGx2c3cBbM5ixMJh2dnSPrvJtvlcCIVqvBZttM5NHptg7YkPghgF0JTgqFAplM+t/FmNThw20AdHamzz4XCAQcPXqE+fkFZmdTH8Wor69Bo1Fv65O9FU6ePE4sFks5W5bJpJw4cZilJTf9/alrd588eRi1WsmVK6mzZ+HZoCzl1q0elpczEyHR69UcPlyLRqNgcnKBwYHpF54lC4UCtFoVer0KnU6FTq9GqZRt8FqOxeKEQhHC4QjhcJS1tRDRaGzdmxkS50PSo1ksFiKXS9FolEil4k2+zaFQBL8/yIrHx4p3lRXPKisr28+q7hVrayH6+iYZGZmlpNSC1WrmwoU2FhaW6e8fT/v3isfjjI7OMDu7SENDGQ0NFZSUFPDoUX/KPrqRSJSHD/uYnrZz+HA9r79+muHh8U3jNNvB71/jq69uUV5u5dChej788A26uvrp6kot+47FYnR19TM6OsHhw020tTVTV1fNgweP6OsbSvu3WF1d4+HDTjo6uigqyqe6uoKGhlpaWhrxen2Mjo5hs00wMzP3jWXSIpGI0tJiGhrqsVoLiEajDA6O0NHRlXLFoLKyjHPnTrG8vMLnn1/ZUgBGLpfx6qunCASC3L79aNP/jx9PuMp1dW3Mlpubq1ldDTAx8fR+WldXsuPxHJjALBaLUCjkW9o56nTabXudOl1Cc3S3HkjSU/j3vb+sUChobT3E4OAQXm/6gaSmphq9Xsdvf5u62bpYLObYscPMzc2n3NsqKsqnuLiA+/c7Uy6Xnzp1FKlUyldfpW6H19BQRWFhLo8eDeBwpL4oS/aUZTIJt2714HKlf94IBAKqqoqori4iGIxw794gTseL6dUlHZ6yTFqys/Votcr1wBkMhvF611ha8uH3B1hdDbK2lsh898IzE4tFyOUSFAopSqUUpVKGSiUnLz8Lq8QMJIKdzxfA5VrBvezD5fLu+1x2KBRhaHCasbE5iovNlJTk8sorrTidHgYGJnA43Gntb20txP37A4yP22lqKuf06UMsLLjo6OhLORtfWHDx2We3qK8vp6rKSlFRHg8e9KSsAT86OsnMzDyHDzfQ2tpAeXkJd+50bHLc2w5+/ypXr96ht3eIo0ebOX36OC0tjTx48IihodG05+7j8TiTkzNMTs4glUooKbFSVlZMQ0MdLS1NhMNhZmfnmZqaYnbWzuKi44UGarlcTlFRAaWlJZSWFiOTSfH5/Ny//4i+vsGUpzsAjhxp5fDhFubmFvjyyxtbVheEQiGvvnoahULO559f3xS4q6tLyc42cO9ez4ZJDavVgsGg4cGDgfXvXKmUk5eXveMxHZjArFarADYFE4lEglwu25ZMpNGoiUQiu/qOKpVKgJTdRr6taG8/hlQq4c6de2lvKxQKOXnyBA6HMy1FoLa2FlQqFZ9/fjml14tEIk6fPoHbvUJvb2pkiPLyYoqLC3j0qC/l0ZaiojxaWmoZH59leDj1kaoE+zrZU+7OKFNWqxUcOVKLXq9mdtZJb+/Evpd6JRIROTkGzLkGTCYdEomIeDzOysoa09NLeDx+PJ5VgsEXoxgWiUTx+aL4fJsXVnK5BI1GgVarQKtVkpdnwmpNBOtAIMzSkocl5woOh2ff7DEj4SijI3OM2+axWnMoKbVw6lQTy8teBgYmmJ9PT6zE4XDz9dcdlJbmUVNTzOuvn2BkZIq+vrGUst9oNEpX1xCTk3McPlzHqVNtVFaWcPfu45TK04FAkBs3HjIyMsmRI0289toZZmbmuXPnYcrlbafTxSefXCY/P5e2tkbOnTtNW1srHR2dDA6OZBQ8Q6EwQ0OjDA2NIhaLKSiwUFRUQEFBHqdPn1j/7E6ni8XFRZxOFy7XMh6PB6/Xl/Z7qlRK9HodWVlZ5ORkk5dnWZ/gWVtbY2xsnNHR8bQVChMZ8CsUFeUzNDTGrVsPtz22V145jtls4vr1BywtuTf8T6fT0Npaz9zcIuPjTxMTsVhEc3M1y8tepqefEgpraqy7HueBCcwKhRxgU+lBrVZu+XwSSqUypWArkyWo/8Hg/g3QHzRoNBqOHDlCf/8ATmf6whlNTY0YDHo++uiTlLdRq9W0tbUyOmrbUpVtKxw+3IJOp+GTT75O6SLVaNQcP97GwoIzZYceo1HPyZOHcDrdPHiwWbFn+/dSce7cEYRCITdvdmXUUy4pSXgDR6MxOjpGmLfvn3etWCwiN9dAfkEORqMaoVBAIBBmYcHN0pIXl8tHJPLNk3MCgTCBQBiH4+kiSqWSYTCoMBjUmEw68vMT8rt+f5DFxWUci26Wllb2rKIWjcaw2eaZmFigoDCbsrI8jh9vwOPxMzg4yexs6gTQeDzO2NgsMzOL1NQUU1lppaQkn97eUUZHp1I6Vrfby1df3aW0tJDGxgreeeccg4M2ursHUwrw8/MOPv74a6qry2hsrOY733mTgYFRHj/uTbk1Mzs7z+zsPEVFeTQ31/HKKyc5evQQXV299PUNpmXN+iwikQgTE9NMTCQqAUqlgtxcM7m52WRnm6ioKKOhoW799fF4nLW1AKurawSDQYLBAJFIdP0+IBKJkEjEyOUKFAo5KpUSsfhpmAoEAiwsOBgZGWNmZo7FxcwMUAoL8zl//jRyuYxbtx7sSLQ7fvwQJSWFdHT0bpILTniwHyESiXL//kZZz/r6chQKGffuPR0D1WiUFBWZmZ39lkhyJgPz80F2t0xXoVDsqo8NrP+4vy96w1vhwoXzCAQCbtxIvQydhEwm4+TJE0xPz6Sl9PXKK6cBtvUwfR7Z2SZaWhoYGhrDbt89kAuFQs6fP0k8HufmzYcplV6VSgXnz7cTDIa5efNRyit0nU7NK68k5pRv3EiffS2TSWhrq8FsNuBYdNPVZds3U4bsbB0FhdmYzQZEIiGrq0EmJx0sLnpYWcl8dOtlwu8P4vcHmZlJLFRUKhlZWRqystQUFeVQUpJLNBpjacnLvH2JhYVlQqHMr9dYLM7U5CLTUw7y8rMoL8/j6NHahOPV0CRTU6mriQWDYTo7R7DZ5mhoKKW1tYbKSiudnUPMzOxOgorHE3PP09PzNDZWUFNTRllZEZ2d/U+0u3c+jlgsTn//KDbbFE1NNdTUlFNRUUJ39wC9vUMpu8dNTc0xNTVHXp6ZxsYa2tsP09bWwtDQCD09A3sW/1hdXcNmm9hwD1EqFej1OnQ6DWq1GpVKuc750Wg0iERihMIEGSoajRGJRAgGQ6ysePH7V/F6vU8UwNwpj5FtB7lcxvHjR6ipqWR52cOlS9dZWtr+Mx871kptbSW9vcNbyq8eOdKEwaDl2rWHGyo/BoOWyspixsfnNrTBGhrKiURiTE7sfM4coMCcyGif7w0kA/Z2wVcmkxEI7H5jesoy/f0UbygpKaG+vp5bt+5k5OZy+vRJ5HJZWuSt0tJiystLuHv3YUokC5FIxKuvnmVtLcC9e6k55Bw92oLJZODKlbspja9IJBIuXDiBSCTi6tV7KZdJs7J0nDnTRiQS5ebN7rRHb3JzjRw6lBCp6OudYGKXCy8VyOQSiopyKCrKQS6XEgpFmJ11Ybcvf2uC8U5IBuqpKSdCYaJHnp2twWTSkpNTSjwex+32Mze3xLzdlXHJOx6PMzvjZHbGSa7FSHl5HocOVVNbW8LwcEJNLFVJ15UVP7du9WA2G6mvL+XkyRZcrhUeP06NwxAKhXn4sJ/R0WlaWqo5erSZ6upyHj7sSclLPBAIce9eF4ODNlpaamlra6Suroqurj4GBkZTlq6cm1tgbm4Bo1FPXV0l1dUV1NfXsLDgoLd3gLGx8X1LYlZX11hdXUt5WuNFQCgUUl9fzeHDrUilEjo7+3n8uGfb310gEHDy5GGqqsro6xvh0aPNVbeqqhIqKorp6xvDbn+aAQuFAo4dayQYDNHb+3REKztbT26ugcGBqV0tWw9MYJbJZASDoU3ZTbIEvZ2Gq0QixudLrd8DpK2M822AVCrl7bffwuVycfdu+r1liyWXlpZmOjt7UrZ3lEqlnD9/lqUl15be2Vuhvb0Ng0HHZ59dSamEV1Zmpa6ukv7+Uaand2eIC4VCzp1rR6NRcf36Qzye1MrQZnMWp061EgiEuHmzKy1ykkgkpKGhlNLSfDweP52Px/YkPgJgNGooLcsjO1uHQABLSz6Ghuw4HCu/twvLWCzO0pKXpSUvMIdGIyc7W0dOjpa6Oit1ddYnQdqJfS7zID1vdzFvd5GdraO8PI+mpnKqq62Mjs5gs6Xu4LWw4GJhwYXVmnDGOn/+KPPzS3R2DqZkIep2e7ly5QH5+Tk0NVVx/nw7i4suHj7s3iSwtBU8Hi9Xr97DZDLQ0lLLsWOtNDbW0t3dz+DgaMqsf5fLzY0b97l/v5PKylKqqso4f/40p0+3MzY2wfDwWNq924MEoVBIVVUZbW2taLVqZmfnuXOnY0cxI7FYzPnzJykstNDVNUhX12Z3vry8HA4fbmR2dpHe3o2ZdENDJTqdmtu3e9YDsEAgoKW5Er8/wPj4PGbzt4T8JZVKCAY33xCl0oSm6HY9EJFIlNIqMTnHltzf7xMuXnwVnU7H3/3dz1MuaSUhEol488038Pl83L69tdf1Vjh79iRKpYLPPvsqpVKx1VpAU1M9fX1DKWUGRqOeU6eOsLDgpKNje0u2JAQCOHPmKGZzFnfudKXsSlRYmEt7eyMrK6vcupWe9rVOp+bokVrUGgW2MTtDQ9MZ90cFAgF5eUZKy/LRahWEQhGmphzMzLhYW9t/3eKDDq83gNcbwGZbQKmUkpOjw2zWU1trpbbWyvKyn9lZB/a5pYzK3Uk1MYNBTXl5HnV1JVRVFWGzzTE6OpNy4J+cnGd6epGysnyqqgp5/fUTTE8v0t09lJJ71ezsInNzDsrKCqirK+fNN88yM7OwrcXg83A6l/nyy1vk5GTR1FTDsWOtNDfX0ds7xMDASMq942AwRE/PID09g5jNJioqSigpsVJdXUEgEGRsbILx8Qmmp7+5sah0IJfLqa2tpKGhdt1/4fPPH+7qxqXRqLh48Qw6nZa7dzu3dK3LytJz5sxRPB4fd+50bWiv5eaaqKkpwWab20A2rKoqRK1RcP/eYEr3iAMTmCUSCWtrm/vIEkniELcLOAKBIKUTJVkKV6lUezjKg4e6ujpaWlq4c+cus7Ppa4CfOnUCkymLX//6dykbp5eXl1JXV8PDh50sLu5OMlOplFy4cJalpWXu3+/c9fVyuYyLF88QDIa5du1+Sqv1Y8da1seiJidTm78uLy/i0KEalpZWuHOnZ9fy0rOoqCigrq6EUCiyJycokUhIUVEOpWUW5HIpPl+A/v4Z7PblfbOS/LZjdTXExISDiQkHCoWU3Fw9ZrOO+vpiamutuFw+ZqYXmZ93peUyBrC87OPBg2E0GiVl5RYqKgooL89PS00sFos9MdiYo6KikPLyAgoKTjIxMUdf39iuQjiJ+enE9pWVVqqrS3j33fNMTdl5/LgvJQb24uISX355k+xsIw0NVbS1NdLUVMvw8Bi9vcNpKYAtLDhZWHBy504HBQUWSkqKqKgopa6uinA4zNzcAuPjk8zMzKbMDn8ZEIlEFBXlU1lZTklJESKRiNnZeW7efJCSPabVWsDp00cB+Prr21tyYPR6LRcunCAYDHHt2kZXMKVSTnt7Ex6Pj56ep+qCGo2Sqiorc7NLOFIclzxAgVnEysrm4CsUCnfMiOPx+CaPz62QHMNKzj3/PiAnJ5u3336LmZkZbt68nfb2RUWFHDlymO7uPiYmpnbfgAQL+9VXX2Fx0bGjZVoSQqGQN964gFAo5PLlW7veOEUiIRcvnkEul/L55zdSYp22tTU86fWMpjwW1dBQQV1dwi/13r2BlLMAuVzKkcO1mLJ1zNtddHdn1osTi0UUl5gpKbEglYpxuXwMDMzidH4zNzqRSIhEIkIsFiESbVYAg8S1FovFicViRKMJJbDk42VVOtfWQoyPLzI+vohKJcNiMZCbq6e5pYxotIT5eRezM06cTk9ax+T1rtL5eIyhoRnKSi0UFibUxBYWlhkcnExpjj0cjtLfP8Ho6CxVVYWUluZhteYxMTFLf79t1wAdiUTp77cxMjJFdXVSv/s809PzdHX1pzQm6HC4uHz5Dnq9lrq6CqqrK6itrWRmZp7e3sGUqlVJRKMxJidnmZycRSgUkpdnpqgon8JCC1ZrAQA+n5+5OTtzcwssLDhwuVwvdUGp0aifjGsVUlRUgFQqYW0twMDAKIODoylVHSQSMUePtlBdXY7Tucz16/e3/K0MBh0XL54kGo1tEisSiYScOnUIoVDAvXtPxWAEAgFHDtcSiUTp65tYf31lVcGOx3RgArNQKCIc3lx2EQoFO/7QkUh0A51+O3i9PkKhMFlZpj0d50GBUqnk+9//Q4LBEB999LuMZgPfffdtXK5lrl1LjfAlFAp5++3XEQqFXLp0NaX3PHnyGGZzNl9/fTOl1fXZs8fJycni6tV7KdngNTfXUFtbztDQBD09u6uBCQQCDh+uo7Q0YYLQ2Tmc8g3cYsni0KEqhEIh3d02pqfS110XS0SUlORSUmJBIhHhcKwwPr6Ix/Ni5+tlMjEqlRylUopCIUUuTwiCSKVipFJRSovbnRAORwmFIoRCEdbWggQCYdbWQqythVhdDb6QWWq/P8jo6Dyjo/Po9UosFgNms578fBPBYJjZGSczMw683tR7/murQXp7JxgenqG4OBdrsZmzZ1twubwMDU1it+/OwQiFwvT02BgenqaysojSUgvFxflMTc3R32/ble0fDkfo6RlhaGiCqqrEiFZR0XlmZxfp7h7A4di9TeN2r3DrVgePHvVSVVVKRUUxb7zxCisrPgYHRxkZGU9LBz8WizEzY1/PPLVaDfn5ZiwWMwUFiSwVEvfj5WU3TucSLtcyy8sePJ4VvF7fnjyVBQIBGo0ag0FPVpaB7OwscnPN6/oXfv8qNtsk4+PTzM2lbptaWJjHiROHUakU9PYO09nZv2W8ycnJ4ty5dsLhCFeuPNhARBUI4PjxFvR6NXfu9G6ostTWFqPTq3j4cHi95WIwatZHBbfDAQrMwi2zqXg88cG3QygUQi5XpPQeDodj3frx2wyJRMIPfvADVColf//3/5D2CIFQKOS9995DKpXyy1/+NuW+9KlTx7FYzHzxxeUtFdqeR21tFQ0NNXR3D6SkeHT4cNP6vODU1O4KR42NVTQ2VjM2Np2St7JYLOLUqUOYzUYGBiYYGEgtuxaJhDQ2llFSkofH7efx41H8/vTm4RMZci6lpYmAvLDgwWZb2FKcY69QqWRotUq0WgU6nRKVSrbBjjAWixEIRAgGw7jda4TDEUKhZPYbW5flTEpzJq/BxEOAUChEJBJsyLIlEhFSqQiZTIzRqEEmE2/ItqPRGKurIbzeNXy+AD7fGl5vYE/jUM/C7V7F7V5lcHCO7GwNFosh8X2XWRKCK1MLzKXRjw6FIgwPzzA2NkdhYTYlpRba2+vx+dYYGZlmamph1+pPMBimp2eM4eEpKisLKSlJZNBzc056e0d2zYATAX6EwcFxKiutVFZaeeONMzgcy/T2DjEzY991Ubm2FqSzc4Du7iGs1jwqK0s4cqSZtrZGZmbmGRpKECvTXdivrHhZWfGuz/+q1SpycrIwmYxkZRmwWgupqal87lgCTxjaqwQCQUKhMJFI+Mn5FkMg4Mm5JVoXllIqVSiVClQqxYbF48qKj4UFJ93dA9jtiywvpzeJkjC1OURhoQW3e4XPPru+rSOY1ZrHyZNt+P0Brl59wOrqxmu2paWG/PxsurpGN/SVzWYjVVVFTE4urLvHCYUCmprKduWyHJjADAJg81kWi8V2XM0HAoF1vezdMDc3R3NzU8qEsYMIkUjE97//fXJzzfz61x9ht6c/gnDu3FkKC/P57LMvt3Ts2go1NZW0tjbR1dXL6OjuqmB5ebmcOXOc6Wk7Dx507fr6urpKmppqGRqybTkv+DwaGqpobk6oeqUiIKJQyDhz5jBarYqOjiEmJ1M12lBz9GgtKpWcsdE5hoZm0mKoCoVCiovNlJXnIZWKWVz0MDa2fwFZIACtVonRqMZo1KDVyteDcCQSw+8PsrCQkMFcXQ2xthZ+YUpgzx+XTCZBoUg+ErKdWVlq8vIM668LBiOsrCQ0tT2eNTye1T3piMfjcRYXV1hcXEEiEZGbqycvz0BdfTE1tVYcjhWmpuZxLHpS+h2j0RgTEwtMTi6QazFSWmqhpaWSuroSxsbmsNlmd73JJgK0jaGhacrL8yktzee1144/0fQe3WAPuBXC4Qh9fWMMDk5QWlpAVZWVV145htfrZ2AgIXSy2+I6FosxPj7D+PgMOp2G8nIrpaWFFBWdJhgMYbNNYrNNMT/vyIiB7fP58fn82GxPW2IymRSdToNWq0GtVqFSKVAqFcjlcjQaDVKpBLE4obmeXMTFYrEnC8TELHMgEGR+fhGfz4/X68fjWWF52ZMyH+Z5qNUqmptrqawsJRKJ0tHRy8DA9hKlTU3VNDXV4HAsc+PGo03vW19fTmWllZGRacbGnnJ8lEo5hw/XsLLip7/vaQJQVV2ISiVjZGTn+88BCsxxEsF5IyKRyJNV1NYZtd/vJz8/L6V3mJiY4vDhNqxWKzbb7hZgBw3JoFxSUswnn3yWktXl82hpaebQoaQkX2oqWhaLmQsXXmFmZo7bt+/v+nq9Xscbb1zA4/Fy+fLuutbl5cW0tx9icnKO+/d3D+LJi2V8fJb793cf1dLrNZw504ZYLOL27Z6UjMphI8Hr3t3BtAheAgEUFGZTWVmIXC7B6fQyNja/L/PHCoUUk0lDdrYOvf6pJrbPF2Rx0cvKSoCVlTXW1vZH3CQTxONP1b+e940Ri4WoVDLUahlqtRyNRobJpFm/Ofv9QdxuP8vLftxuf8as9HA4yvT0EtPTS6jVcvLyDE+IY1Xrpe7pGQe+FErd8TjY51zY51wYjRpKSi1UVxdRWVnIzMwio6yikWIAAIwrSURBVKOzu47nhUJh+vsnGB6eprQ0j/LyfF555TBut5eBARtTU/M7XivRaJSRkUlGR6coKDBTVVXMkSNNtLTUMTo6ydCQjZWV3UleHo+Xjo5eHj3qIy8vh5KSQsrLS6ipqWBtLcDExDSTk7PMzS3siYEdDIZYXFxK2V3rRcJo1FNfX015eUIOc2honJ6ewW3Z93K5lFOnjmCxZGOzzfDwYd+m4F1XV0Z9fTkTE3Z6ep7GE7FYxPHjDQB0PHzqKGUyaSkttTA15cTj+ZZkzNtlxk/HnGRbioysrHhRKORIpdJdrb2mpqYIhULU1NR86wKzVCrl+9//A4qLi/n88y/o7U1dZjKJsrJSLlw4h802zo0bqZHFdDot7777Fn7/Kp9/fnlXYodSqeDdd18nHo/zxRfXdrWbKyrK5/Tpo9jtDm7ceLBraa61tY76+kpsthkePOjd9fV5edkcP95MKBTm2rXOlNS89krwMucaqKkpQqWS43b76emZwu3em2KRVqsgJ0dHTo4OlSopxhNifn5lvYx7EKQ4U0EkEnuSHT+9nkUiARqN/Im2tpycHB35+UYgEeBdLh/Lyz5cLh+BQPoLDp8vwPCwnZERO1lZGvLyjOulbo9nlampBeZml1LK1l0uLy6XF6VSRklJLgWF2VituSwtrTAyMo3d7tzxvIxEogwPTzM6OkNhoZmKigLa25tobq5meHiCsbGZHTPCeDzO9PQ809PzGI06KiuLqKwsoaamjIWFJYaGxpia2r08HY/HmZ1dYHZ2AbFYRH5+LlZr3nqQThpTTE/bmZ21p2yzelAgkYgpLi6kpqaCnJwswuEIg4M2+vtHNpWjn0V+vpnjxxNCJA8e9DE2trkN19RURU1NCZOT8zx69DTBEQgEHDtWj1qt4P79wXVNBJlMQnNLOT5fgJEROzk535IecywW3XLGOMl8UyjkWwbmpKuU0Whkfn7n8kAkEmFoaIS6ulouXbqUtkfpNwWVSsUPfvADzOYcPv74U/r6+nff6Dnk5+fz3nvvsLjo4NNPv0ypXCWXy/ngg3cQCgV8/PGlLefMn4VUKuXdd99ALpfxySeXd+195+fncv78CZaW3Fy5cnfXG8mRI41UV5cxMjJFR8fu30FVVTHNzVW43T7u3OlNaTY1L89Ea2sVQqGA7i4b09OpE7z0ejW1dcUYDCp8vgCdnRMbtKLThVareJLh6ZHLJcRicTyeVex2D0tL/owC1EFFNBrH7V7D7X56jSuVUvT6RJ/cZNKsl8BXV0PrYiTLy+lpg8fj4HR6cTq9SCQiLBYDeXkGGhpKqK21Mj/vYmbakZJX9upqkL6+SYaGZigsyqa42MyxY3WsrQUZG5tlYsK+Y087FoszOTnP5OQ8ZrOR8vICmpqqnmRhc4yMTO0qVuJyebh7t4fHj4coLc2nrKyQ06ePPClPTzE6OpVS/zUSiW5gYFss2RQUWCgoMFNcXAgk+rpzc/PY7YssLDgOZKCWSiUUFFgoLi6kqCgPsViMx+PlwYMexsYmd1zwyGRSDh2qp7zcitvt5erVzSJFQqGAw4frKSnJZ2xslq6ujYTT1tZKcnL0dHfZWHpyDgkEAg61VSIWi+josH275pjD4SgSiWTT80mJTqVSuaWOa1KpKifHtGtgBnj8+PETq7IW7t/fvSz7TcNszuH73/9DFAoFv/rVbxgbSz/Tz801873vfYjX6+M3v/k4pQWJRCLhww/fRaNR89FHn+1qqykWi3nnndfQ67VcurQ9kSKJ/PxcXn31NB6Pl6+/vr1jj0wgEHD8eCtlZUUMDIxv8jt9HkKhgLa2BPN6dtbBw4eDKY1pNTWVU1xswe320fl4LGWCl0Iho7aumNxcPcFgmP7+GebmXBmNECmVUiwWAxaLAYVCSiwWw+VaZXzcicvl/9ZkxfuB1dUQq6sh5uYS555SKcVgUK4zsAsLs4jH43g8azgcHpxOb1q9+3A4ytSUk6kpJxqNgrw8AxZLgtW9thZiZtrB9IyDtV2U4CKRKOO2ecZt85jNBopLzNTXl1JTU8zMzCI229yuDmVJJTGtVkVZWYIkVlZWiNPpYXh4gpmZ+R1v6MFgiIGBcQYGxjGbsygrK6CyspSamnLcbi9jYwnG8k6ZYhKxWGw9k753L0GUslhysFiyKS0toro6wcBeXV1jcdGJw+FiaWmZpaXltJje+wGJRPyEoZ1Nfr6F7GwjQqGQtbUAY2NT2GzTu7LYBYJEO621tQ6JRExf3xh9fZv7zlKphFOnDpGdrae/f5zBwY0jpk1N5VituQwNTW9Y0NfWFmEwqOnpmcLvT5xLRqN6x2M6MIE5FAojk20OzMmsS6vd+oO43R4CgSAWi4Xu7t0Vouz2eSYnpzhx4gSdnZ27lr+/STQ01PPWW28RCAT42c/+noWF1NybnoXZbOb73/8egUCQX/7ytyldOCKRiPfff5vs7Cw+++yrXV2jRCIRb711kZwcE1eu3N51VjIZlFdWfHz55a0dV7EikYizZ4+Rn59Dd/cw/f07L0xkMimnTh3CZNIxMDDJwMDEjq8HMBg0HDlSi1IpY3RkluHh2ZQqCmKxiPKKPEpKcp+YFCwwOelIW+RCJBJiNusoKDCh0ymeaESvMjnpwun0pb2/FwGBQIBAwJPFRvylzS0/i2Sgnp11PyG9KTAYlBiNKioqLFRUWAgGI+tBemnJm/JMrde7xtDQGiMjdrKzteTlGSmvyKOiMh+Xy8f01AJ2++4CJgsLyywsLKNWK7AWmykoSJS5PW4/Y7YZpqcXd9zHyoqfx49H6O0dx2rNpbQ0j+PHmwgGa7DZZrDZZvB6d85UFxaWWFhYQiqVUFSUS3FxPocO1dPaWofDscz4+BSTk3MpO1N5PF48Hi+Dg2MIBAkOSU5OFtnZRkwmw3pGDYkFgtu9gtvtYWXFh9frw+fz4/evsbYWyLhnnXSa0mrV6HQa9HodJpMRrVb9RGQqjsvlpq9vhJmZeZzO1BbGBQW5tLbWo9drWFx00dHRvyVXwGjUcvJkKzKZlAcPBjbYOEIiKJeV5TM2NsfoyNOJEqvVTHFJLpOTDubn3QAolTKqq/N3PC5B/ICIoP7Lf/k/k5Wl5y//8icbnhcKhfzzf/5j7t/v4M6drTPc999/G61Ww3/5L3+d0ntZLLn8yZ/8MXfv3uXLL7/a87HvN6RSKa+99hrNzU1MTU3z29/+LiMf6bw8C9/73ncJBoP80z/9ZltP62chEol47723KSrK56uvrjE8vDPBLCHp+SqFhXlcv36PkZGdGduFhXlcuHASj8fLl1/e2lEyUCqVcP78CUwmPR0dCeH/nWAwaDl1KtEb6ugY2tXeTyCAqior1dVWAoEQnZ1jLLtSE/goLMqmuroIiUSE3b7M6Oh82mxnjUZBQYERiyXhGJVgUK+wsODdtzGi5yEUCpDJxMjlEmQyMTKZGIkkMcucYMkKnwiMCBAKBZtERp5FcqQqFosTjSbGrEKhCOFwdP0RDCZmm4PBxHhWNPpibjcSiQijUUVWlgqDQYlYLCIWi7G8vJawlHSspP37yGQSLBY9eXlGVCoZkUgU+9wSMzNOXCmeJ4nebRZFVjNarZJwOMLU1AITE3Y8ntR4Bzk5BkpKLFgsJoRCAQ6Hm7GxKaanF1KeLlGrlVitFoqKLOh0auLxOA7HMpOTM0xP761/LJFIMBq1GAw69HrtEya2et2A6FkEgyFCoRChUPjJORImFouuL4SfHZeSSiVIpYmZ++f5R16vn+VlDy6XG6dzGYfDlTIPRCCAggILjY01ZGXp8Hr9dHUNb+sSVlVVTFNTJYFAiLt3+zZYwQoE0NJSSXGxBduYnYGBp1m02WzgUFsFTqeXzs4JILEIP3q0guzsLP6X/+XfbH+MByUw/+mf/k+UlOTzV3/1001Z7B//8fdYWFjkk0++2HLbQ4eaOX36BP/xP/6nlKXnLl68QHNzEz/96d8yOZnaPOvLgNVq5d1330Gr1XL37j1u3ryd0fhCcbGVDz54n9XVVf7pn36TsvvTe++9jdVawOXL1xkY2HlsKZkpFxbmcePGfYaGdg7iJSWFnD17nOVlD19/fXvHoJyQ8TyBWq3gzp3uXa31rFYLR47UEwyGN108W+9fzpEjtRgMGmZmnPT1TqRE/MnK0lJXX4xGo2B5OWEukY6AhVAowGzWU1SUjVYrJxqNsbjoZX7ew8rK/pUBxWIharUMpVKGSiVFpZIjlycC8fNI3CBjRCKx9TnmaDSh8JWYZWZ9nhmenWd++hCJhIjFAsRiIWKx6MnfzWTORLCOsroaYG0tvD7Ctboa3LegLRCATqcgK0tNVpYKhSLBXVlZCbC46GZx0bNeUkwVer2SvDwjZrMOsVjE6mqQmWkHMzNO1tZS25fBoKbIasZiMSISCXG7fdhsc8zMLKZ07snlUoqKzBQX56JWJ4L89PQ8ExNzLC6m7vmt06kpLMyloMCMXq8BEllxguS1gMOxtC/qXWKxCLVaiUqlfDImJUOhkCGVSjeMSm0cl4oTjUaJRqOEQmFCoTCBQJDV1QB+/yo+3yperz+jcVepVEJZWRHV1WVoNCp8vlX6+8cYH9/apEOlUnD0aCM5OQbm5px0dAxtCP4ikZBjx+oxmw0MD88wMvx0XCorS8vhI1V4vWsb+srNzSWYTGrs9jX+83/+37c91gMTmP/gD/6YuroKfv7zX23yx3zjjfMYDHr+63/9uy23NRoN/PjHP+TSpa94/LgzpfeTSCT8+Md/jEKh4K//+m9Yfn6m4yVDqVRy/vw5mpubWV5e5pNPPs9I+xqgtraGN998HZdrmV//OrVsWyKR8P77b5Ofb+HKlZsMDOw8SiUWi3n77dfIyzNz8+aDXYNyVVUpJ04cwel08fXXt3dc3RqNes6fP45IJOTGjUc72ukJBAKam6uoqirG4XBz/37/rnOlxcUWGhvLiMfi9PSMY7fvflNTKKTU1ZdgNutZWwsxPGxncTF1UQOZTEJhYRYFBVlIJCL8/iBzcx4WFlb2XKp+ltGs0cjRaOQbAnAkEmNtLczaWuSJsEjykchqX9QdQCgUIJEIn2TjYmQy0ZNsXfQkYxdtyMaDwQg+XwC/P4TPF8TnC+zLyFdiflqFyaRGq02IEa2thVhY8LC46ElLdS2xsNJhsRgwGhNl1OVlH1NTi8zbXSkFWIlERH6BiaLCHDRaJZFIlNlZB5OT8zidqZ1TWVk6rFYz+fnZSCRiVlcDTEzMMTk5l7KrGoBarSAvL4f8/BxMpkTlJhyO4HC4mJ1NyGwuL6cnb3qQIBQKsFhynsxs5yESiXA6lxkammRmZmuFMIFAQGWllYaGCuLxOD09Y0xMbGzPKRQyjh9vQKtV0tszwdTU09K20ajhyNFqVleDdHTY1jX4y8rMlJaaGRtbJBwW8/d////Z9rgPTGB+880POXq0iU8//Yrx8Y0Z7KFDzRw7doj/+B//atss60/+5AcEAgH+9m9/lvJ7GgwGfvSjHxIMBvlv/+2nGfkY7xUikYjDh9s4deoUEomEBw86uHVrZzLUTjh+vJ1Tp04wPT3D7373WUruMnK5jA8+eJecHBNff3191/K1TCblnXdeJzs7ixs37u9avm5srOHIkWZmZ+e5evX+jqvdwkILp061PTGweLjjeJNMJuXkyVays/WMjs7Q02Pbsbogk0loa6vBbDbgdHjo6rLtytQWiYSUleVRWpZQjBsfX2Ry0pFyRqHVKigqMmE2659YOPqZnV3ewD5OF2KxEJ1OgV6vRK9XoVJJ1gPc2loYvz+E35/4u7oaJhz+5nvUWyEhQiJGoZCgVCb/JgRJhMLE54lGY/j9YVZWVtcdp/YSrKVSEVlZakwmNXq9EqFQsN6XXljwsLzsSzkIyeWSdaKeSiUjGo2lrdWt16soLMzBkpdcsAWYnJxnamohJaKWSCTEYjFRVJRDTo4RoVDAyoqfqSk7U1PzKc01JyEWizCbs8jNzcJsNqHVJuQuQ6EwTqebhYVFHI4EyWu/vJpfBKRSCRZLDgUFuRQWWp44F4aYnLRjs83syHTPzc2itbUWrVaF3b5EZ+fIpopIdraeI0dqEQoFPH40usGYIsuk5fDhKtbWQnR02NZbUvn5RmprC7DbPQwPL2A2m74dgfnUqYtcuHCCO3ce8OhR94b/FRRYeO+9N/n1r3+3rdnC4cOtnDzZzl/91V/jcqVe1snNTZCjIpEI//iPv8g4S00XIpGI5uYmTp48iVarxWYb5/LlKykrcT0PiUTCW2+9SVVVBf39g3z55ZWUiBYajYYPP3wHrVbDpUtXNy2KnodSqeS9995Ap9Nw5cptJiZmtn1tYqavlbq6Smy2aW7f7tgxoNXWlnPoUD0ul4cbNx7tGDRNJj0nTrQgkYh5/Hh4ExnjeeTlmWhpSYwsDA5OMTG+c2kcwGIxUltnRS6XYrcvMzIyn7ItpMmkoaTEjF6fyIjsdg9zc24CgfRvaM8SnbKyNOuBOBqN4fOF8HqDeL2Jvy+qh/syIRCAQiFBpZI8KcNLUakk60Iq4XAUny+E2+1nZWWNlZVARqVXkUiI0agiO1uN0ah6ki1GcThWWFz0pEUe0+mUWCx6cnP1SCRigsEwc7NOZmeXUuoli0RCcnONFBSayMrSIhAIcLm8TE7amZlxpBQIpVIJ+fkmCgpyMJl0CAQCvN5VpqYSJepUjDiehUIhIyfHSHa2kexsAzrdUwLuyoqfpSUXLpfnCdlrZYN+9MuESqUgK8tATk6CnW0wJL6/YDDE3JyD6el55uedO/6WRqOO5uZqcnIM+Hxr9PSMbdJFFwgEVFdbqa4uwudbo+PhyIbJjVyLkZaWMvz+II8eja8H5ZwcLY2NVlyuVfr6ZonHE3azP/nJ/3vb4zkwgbm9/TwnThzCbp/nyy+vbvifWCzif/wff8Tjx93bCmMolQr+7M9+THd3T9qELpMpi+985wM0Gg3Xr9/g9u3bL8xzVK1W09LSQltbG2q1itnZWa5fv8nU1O5a0tvBYNDzwQfvk5Vl5Natuzx8uLvrEyRGzN5//23EYjGffvoVc3M7s6kNBh3vvPM6MpmMr7++uSP7WiQScf78SYqK8ujrG9nRU1koFHLsWDPl5Vampuzcu9ezY3k3ScZYXQ1y927fjlm1RCKisbF8nRnb2Tm660iNRqOgvqEUo1HNysoaQ0OzuN27lzsFAsjNNVBSkoNKJSMQCDM7u4zdnn65WiwWPiEzJYKGWCwkHo/j9YbweAJ4PAF8vtC3tsSYCZRKCWq1FLVaikYjQ6lMTHHE43H8/hDLy/514ZJ0x8qEQgEGgxKTSU1WlhqJREQ0GlsP0k6nN6XfUCAQYDIltLqzszUIhUL8/gAzM07mZp3rghM7QS6Xkp9vIr/AhEajIBaL4Vj0MDllx25fSuk45HIpeXkm8vJMmEx6hEIBa2vBJ/7PiywsuNLu00okYrKy9BiNWoxGHQaDFpXqqU9BJBLB613F4/E+YWKv4vevPeETBAgGgxktoAQCATKZdF0zW61WodWqMRh06HRqZDLpk/eP4nJ5WFx0Ybc7cbncu14fOTlG6urKMZuNBIMhhoamsNnmNh2nRqOkra0Gg0HN9LSDvt6JDb9DSWkuNTVFeDyrPH78lK9iMmloairG6w3Q3T1DLBZHIhFx7lwT//bffgvIX+3t56muLkWv1/J3f/eLTf9/7703UCoV/OQn25eqL1x4hZqaSv7zf/6rtI0dZDIZr732KjU11SwvL3Pt2nX6+vr2JUBLJBIqKsppbGyitLQEkUiEzTbOvXv39xSQAWpqqnjttdeIxWJ8+umllPdXWlrCm2++SiAQ5OOPv9jVySkvL5c33rhALBbjiy+ubeIBPAuFQs5rr50lK0vPgwfdDA5uP+Ikl8s4d64dk8lAb+8ovb3bO0RJJGKOHWsiPz+b2VkHHR1DO/b0cnIMHDpUhUwmZXR0ltGRrUkeSYglIqoqC7AWmwmHo4yOzjM7u3sFQygUkJ9vpLg4B7lcgs8XZHrahcPhTStwSiQiTCY1OTk6dDoZAoGAUCiK273G8nIiGL/sjPgpM/vpyFQSz5LCkuzsl4lEb12GRiNDq5WiVssQCgXE43FWV8NPJD1XcbvX0loYJUaCEkHaZFIjlYrX58nn5xMM71R6yYnSsI7cXD0GgwqBQIDHs8rsjIO5uaWUqi9arZL8fBOWvCwUCinRaBS7fYnZWUfK/tNSqRiz2UhenomcHAMSiZhoNIbT6cFuX2B+fmlXIZPtIJGI0esTLGytVoVGo3pC+FKsVzieRTgcIRxOMLIjkSixWPTJd5k4dwQCwRNSmAiJJDkxINk0GRAMhlhZ8ePx+HC7V55k7qlVOMRiEUVFFiori9Hr1QQCIUZGZrDZZjd9n0KhgIqKQqqrrUSjUXp7JjZwUoRCAfX1xRQW5bCw4Ka3d3r9GLKzE5myzxeku3uGaDSGSCSgudmKxWLiX//r/+e2x7hvgbmvr49/9+/+Hf/sn/0zXn/99bS3b28/T1aWjsOHm/gv/+VvN6lMNTbWcerUMf7mb/52W7ELnU7Lj3/8Q3p6evniiy8z+hwlJcWcPXuanJwcfD4fPT29DA0NMTs7m3KQFgqFmM1miooKKSsrp6ioEIlEgtfro7+/n66ubpaX3RkdXxJSqZQLF87R0FDP3JydTz+9lDIj/ciRQxw/fvSJCthX6yIu26G6uoKzZ0/g9fr4/PNrOy56srIMXLx4GqlUyo0bD5iZ2T6rNpkMnD17DKlUzN27PTsyr41GLSdOtKBQyOjtHWd0dPsSukgkpKGhlNLSfHzeNTo7x3YtJz47/jQ9vcTY2MKuN1+RSEhhYRZWazZSqfiJtOMyLlfqi0KxWEh2tgazWYdWmwjGa2thXK41XK41fL79nbMXCgXI5cnxqKcPiUSIRCJBLBasO0eJRDvYum2DBKs2vs7sDoUiRCIxwuHYE2vIjY/9DOYCAajVMrTa5CMxZpPIqBOynm53wiwjnffVauVkZ2swmdTI5ZL1OfP5+WUWF1dSGm2TySTk5iZK3VptYlZ9edmfCLB2V0r7MBo1WPKysFiMyGQSotEo8/Mu5uaczM8vrZOMdkIio9dhNhsxm43odIk+cjAYYmHBxeKiC4fDlRaBbDsk3KHkKBQy5HIZcnmCjZ0MuCKRaN33O+mTkPD8ThpZPMvMDj1xpwrg96+lbWIhEAjIyTFSXJxHYWEuYrEIt9vH2Ngs09MLW54PZrORpqZy1GoFc3NL9PVObPidFAoZbYcr0WqV2GwLjI09vX9ZLHrq6gqfZMqJgC8QCGhqKkSrlbG0FOP//D//3fbHux+BeW1tjf/tf/vf0Gq1NDc3ZxyYw+EQ77xzYUsCmEql5Mc//kPu3n3A3bsPtt3PmTMnaGlp4qc//buMnJeSKC0tobn5aYYbDodxOBw4HE683hXW1taIRKIIBAKkUilKpRKdTktWVhZGo3HdI9rlcmGzjTM8PMrMTHrORNuhqKiQN998A41Gzf37Hdy79zClRYNUKuH111+lrKyE4eFRLl++uWM5SyAQ0N7eRktLI7Oz83z99c0dL4iSkkJOnz5GKBTi8uW7O0oBVlQkBPjX1gLcuPFoxxtBZaWV5uYqAoEQ9+7176iilJWlo62tGqVSxvj4PEOD0zvehPV6NQ2NJWi1SpaXfQwOzu1a6haLhRQVmSgqykYiEeFy+Zmacm3Qft4JiZujitxcA3q9/EmZMYzTucrS0v6YT8jlG0lVCoUUmSwRgJ9FPB4nEomvj0pFIk+DamJkKk4s9uy41FMbSHiaSQuFPDM69TS4J0eoJBLhOqHrWUQiMYLB6LrrVSAQecIe3ztpLRmodToZOp0ctVq67u++shLE5fKyvLyKz5f66FTScMNkUqNUSonH46ysBJ4EaU9KMqlKpYzcXB1msx61Wk48Hsfl8jE362R+PrUgnZWlJddiJDfXgFyeUIhbWvIyO7uI3b6U8giXXC4lJ8dAdrae7Gw9SmVi9jgUCuNyreBwuHA63bhcngNN+NoKSTJbfn6CdS6TSQmHI8zOOpiYmN+2567Xq2loKCc7W4fPt0Z/3+QGgheAJc9IQ0MpAH190xukd4uLs6mosLC87Kevb45oNI5AIKChoQCDQcHIyBIikYKf/OQFj0v9p//0n2hubqajo4OysrJtA7Pf78fv35hNCIVCTCYT7e3nmZuz86Mffcjg4AjXr9/ZtP27776OTqflr//6p9sGOKlUyo9//AMCgSA/+clPM2Y3P7u/4mIrBQX55OTkYDDoUavVmwbeQ6EQXq8Xt9uD0+lkfn6B2dnZlLPYVCCTyTh79jTNzU0sL7v54ouvU158mExZvP124vu7ffsBXV07q6TJZFJef/0CBQUW+vqGuXv30bbfuUAg4NChBpqb61hcXOLq1XvbqgolBuwT/WS73cGdO93bBnuZTMKxY81YLFlbzhE+v9+6uhLKywvw+wN0d9l2FIGQSsVU1xRRWJhNIBBmZMS+rsyzHRIlMBNWqwmxWITT6WNqagmvN7WboEYjJzdXS06OFrFYSCgUwelcxeFYZXU182Cc7L2qVIneq1wu3pDthkJRAoHE/HAwGCUUij3JWGMvlbGdHJ9KjFAlx6iET3ycE3+fDd6RSIxAIIrfH3wy6xzG7w9nLEsqFArQahNBWqdLzHdDgkzmcvlZXl5ledlPKJRa71WplJKdrcZk0qBWJ4xFvN4ACwupz0qr1XLMZh1msw6VSr6eSdvnnMzPL6ek767Xq8m1GDCbDajViZ7vysoqdnsi0LtcKyknBEqlHJNJR1aWjqwsLRqNcr2M7POtPUP28uLx+L4xwtdWkEolZGXpMJkM5OaaMBgSPf5QKMLCwhKzTxY+2yUxBoOGmpoScnMNhEJhRkZmmZxY3PDdSSRiGpvKyM3VrxvUJBdjQqGA6up88vONLCysMDSUGMdKlLsTQXlszMXioh+zOevFBubHjx9z5coV/vW//tf8xV/8xY6B+R//8R/5p3/6pw3PZWdn8xd/8Re0t59nZmaWixdPYzDo+G//7R82bV9eXsJrr53jo48+wWab2PaYrNZCPvzwXTo7uzIuae8GqVSKSCQiHo8TDodfuL9zbW0N5869gkIh59GjLu7cuZ/yoqOhoY6zZ08SDAb54ouruwZzkymLN964gEql4Pbtjh1nlGUyKefPnyQvz8zw8Dj373dve+JrNCrOnj2GwaClt3eUvr7RbXuwZnMWx441IpVK6OkZw2ab2/qFPM2SVSo5E+PzDA5Ob9t7EwgEWIvNVFYWIBIJmJx0Mj6+s0xiIkPOXg/IDoeXyUlXSjdesVhIbq4Wi8WAUikhGo3hcq3hcPjxeNITuYCNfVWdTo5SKVkPwol55QirqxHW1qJPMs/9LRe/aEilQuTyp/POCoUIuVy8IdMPh2Osrj6defb7wxmx3SUSITqdHL1ejk4nRypN+Fj7/SFcLh8uV4JMlsodUi6XrPekdbpEcFxdDbG4mPqstFqdcNUym3Wo1YnMNWFassTC/DI+3+5BUKWSYzbryckxYDAmEohwOMLi4vL6I1UNeEgsRg0GzfpDp1OvB39IEK58vtUn8psJAZBnCV8vQk5WJpOgUinRaJRotSp0Os0GIlosFsft9uJwuFlYcLG0tP3CRCAAiyWLiooisrK0hEIRxsftTIxvbmXl55uorbMiFgux2RaZmFhcPzfkcglNTcVotQomJpaYnEwwuhNttQK0Whk22zKLi4nEtKnJyv/+v/+/tv2Mu2pl/9t/+29xOp1b/u8//If/wM9+9jP+1//1f91tNwC89dZbnD17dsNzz2eek5MzFBXlYzJlrRtUJGGzTeD1+jh8+NCOgXlycpr79zs4cuQQTqeTjo7UWMrp4GVpbFssuVy4cJ68PAt2+wK/+c3vWFzc+vd4HnK5nIsXz1NWVszU1AxffXVtV63s2toqTp1qJxAI8PHHX+NwbO+lmp2dxfnzJ1EoZNy585iRkYltX1tcnE97eyuxWIxr1x5it2/9GYRCAY2NlVRXl7Cy4uf27Z5t+8MikZD6+lLKyvLx+wPcud2/Y5aclaWlvqEEtVqO0+llaGhuR5ZssmRttWY/E5CX8Pt3/+11OgV5eTpMJg1CoQCvN8jYmIulpdW0CFxPszwZOp0CpVKMQJAkOEVYWlrD50sE42DwxS4OXwYS2XwM2FhBEIsFKBTi9YdSKcJi0axn2JFIIlh7vQm2us8X2jXzDYdjOJ2rOJ2JoKlUStDrE4E6P99AYaGRaDSGxxNkaWkFl2t121J1IBBmZmaZmZnlDbPSRUUmiouzCYUiLC56cDhWcLl8Wy6WfL4APl8Am20BpVJGTo6WnBwd1dWFVFcXsroaZH7exeKCG5fLu2Ww8fsD2Gzz2GzziMUiTCYt2dl6TNk68vOzgYQrlsOxjMPhxul073gNRCJRHA43Dof7md9ChFarQqtVotGo0GiUGI16CgpyN7UrEnKsIYLBMIFAgHA4QiiUSGQS5K/Yhu8i0RYRPpGGFSOVJshfcrkcuVyCXC5DLBatvz4ej+PzrbG87GV83I7LtcLy8u4MeqVSntCxLs5DoZCyuhqkv2+SqanNi3SdTkVdfQkGgwq3209//8yGRbnJpKG+vgiBAPr65nA6E1VSqVRMY2MBCoWE0VHX+nlWWKjFYtHseHx7ypgHBwf5P/6P/wOZLFHGWVlZQSKR8Oabb/Ld7343rX0lM2aZTMof/dEHdHX1cvv25l5yQ0MNp08f55e//IipqZ1naN9++3XKykr49NPPM/Iv/iZhMBg4c+Y0VVUV+P2r3Lp1l76+gZS3Lymx8uqr55DLZdy9+5DOzp1L1xKJhHPnTlNeXszMjJ2rV+/sKHJfV1fJkSMtrK2tce3afZaW3Fu+LiGg0kBlZQkOxzJ37nRtK5yg06lpb29Gr1djs83S02Pb9gLLyTHQ2lqJQiFjYmKBoR2yZLk8odqVm6tndfX/196fB0mSnvd9+OfNs+6ju6r67p6rZ3b2vrC4sSBAAqRMgVL84AjZ/IV/In8UbZGUCEsWIVMiJdKmQ7Kg0DJCkCNEihGUgxRlimaIEg3KAC8QAKFd7C52Z3d25+yenun7qPvMy3+8mVlZXVXds4s9But+IjKyqrsqK/Otyvf7Ps/zfb5Pl6tXN49sxxiQuk6dKqHrMmS9urp/rIcsm1FkmJuT3rFtu+zuNtnebr6hvHE8rpHPy7rlVEoP86LNpkW9btFoyJDu21TRN2Qyd9xnZUfZ2dG8c5CLDmQ8324TQubSk0mNRKK/BaHXXs/xa7xlnXezefflZYoiyGZNcrk4uZyUMwUp4LK/3/emj4tGBLXShULSL3uTZVjlcovt7TJ7e8fropumRrGYoVjMkM+nwnrrvd0KOzsVdnerd8XwTiZjFAoZJgtZJifTGIbuX1OXvb0q+/tVDg5qVKvNN8WFEUIQj0vCVyJh+qQvA9M0ME0dw9AGiF+jOAeBSe5DlABm0+n0fHlOKdHZaLRpNu+eyBePm8zOFlhcmCI/kfb1wqus3dphZ6c89NtIJEzOX5hnbq5Ar2dz7domGxv9ahRVVVhenmFhYZJ6vcNrr22G93kqZfLgg3NomsKVK/tUq3LOW1zMMjeXwXVj/MIvfH78WL6V5VLHhbKPsgCYAb73ez9KqTTJr//6vxkadEVR+OEf/izdbo/f+I1/e+QPSGo//xcsLs7zh3/4R2+L5/xWWz6f54MffD8PPHA/tu3wwgvf5lvfevGue0ebpsnTT3+YBx64yN7eAV/5yp8eK1oyNVXkU5/6HlKpJC+8cIlvf3t8r2PTNPj4xz/EwsIMt29v8vWvPz82R5zLZXj66afIZtNcvnyTS5eujf2+Llw4xcMPn8eybF544QpbW6PPWdc1HnroDKdOzdBotHn5pZuUy6Pz+IoiOHNmhnPLspPL6uoOq6vjVbsURTA/P8np0yUMQ2N/XwLyceSgRMJgbi7H1FQGVVWo17tsbzfY37+7SUMKiJhMTEgwNk3pEbTbNtVqzxcPsd4SsBOCiEymEuZ8A21r3VBRfQJXQOh6MyYBOsrSlqUyAcFMsrSjm/OWLDSEgERC88VJ5D4YT9eVUYZqtR2C9d3mq2MxLfSms1kTRVFw3cCbrnNwcPziSwhBLtfX8A4Y3vV6J/SmjyMeSqBPUSxmKBTSYUe+Wk0269jbrVIu313ZUDod92uS0+Qn0qGmuOO41KpN9g+qVCoNKhUZpn6rK2ujeuuHWdlvRfpFURQmJzOUSnmmpydDBnqt1mRjfZ/19f2ROfxkMsbZc7PMzRXwPI+1tT1WV3cGfisTEynuv3+eWEznzp0yKyv74fiUSmkuXJjCslxef30v5I+cPp1nejrF7m6bTsfgV3/1bWZlB/ZWAfPCwiyf/vTT/MEf/CE3bqwOvTbINf/RH32Vl166dORxZfejT3Hu3Bm+/e2X+MpX/uhtzwe/GZudneEDH3g/586dxbZtXn75Vb71rReOLWWK2vnz5/ie7/kosViMF154meeee/FItraiCJ544lGefPJRms0Wf/Inf8729vgw+czMFB//+AeJxUxeeOEVXnttfO754sWzPP74g/R6Pb75zUtsb48OiSeTcT7wgUcoFnNsbOzx4otXx67+Z2cLPProMoahc/PmJteu3hl7A09N5bn/gSUSCZPt7QpXr26ODUMKIZiby3PmzDSmqVEuN1lZ2adeP3qSnJxMMj8/SS4Xw3U99vZabG3VaTaPX0QpiiCXi/lgHEfTFJ8t3KNaldt3QswyTdXXpFb9XK2BYQg0bbhblOsGzGwvZGM7LriOh+sDrBc2s/ArToNh9w8lPWlQhEAofS9bVQSKKlBVmR/X1AD0RzG0JWAHOt7drhsS13q9N6/prWmCVEoqiaVSkqkefL5c/HSo1aRnfTfEryC9EAB1PC7BsdOx2d9vUC5LItlx4JJMmkxOShGZTEbmlLtdi93dGnt7dQ4Ojm/5mUrFKBTSTE6myeWSKIrwPfKmlM/cq911F6tYzCCfT5HLpcjlkmSyyTBsLFXm2lSrDWq1JvV6i3q9RbPZecsB+81aMhkjl0uRz2coFHJks1LNTXYZa7CzXWFr+4DWmMjX5GSGM2dnKRYzuK7HnTv7rK7uDkQ0DEPj/PkZZmbytFo9rl7dDqsxFEVw9myR2dkc1WqHq1f3sW0XRRGcP18knzfZ2mqxvt6kVJp454D5O7EoMAsh+Oxn/wu63S6//dv/fuTr/+Jf/DQzM1P87//7b1GtHi01J4TgQx96P0899QT7+wf8/u//X99RKdVbZbquc999F3j88ceYnp6i0+ny8suv8OKLL70hQM7lsnzykx9ncXGenZ1d/viPv8be3tFecj6f4/u+7+MUi5Ncu7bCN77x/FivXFEUnnzyYR566D5qtQZ/9mfPcXAwuhQqHo/x0Y++j+npAuvrOzz77KWxQHv27DyPPnofAC+/fINbt0Z/J/G4wWOPXWB6eoJqtcnLL92kVhtNpkmlYjzw4BkKhTSNRofXX1+nXB4/Mc3M5Dl7dop43KBabbOysndk2ZOqCqans8zP54nFdLpdm62tBjs7zWO9rwCMJycT5PNxVFVg2y6VSpdKpUet9saVvBRFDIRxEwkd0xwsTbIsl17Po2e5WMHe8vyOUt47FhIfPG/QNYGmK/4+YGwLDP9xlFnueR69nkenY9HpOLTbDp2OJLe9UdEVIQhBWm5aKIbR7TpUq21qtS7V6t0BtWmqYcg7mzV9MPCo17vs7dUpl5vH8hJGt630qNXaYX/pu/Gm8/kkk5NpJiZSIYHMshwqlSZ7uzI3/UZC1alUTOaTs5JslU4nQs8a5PfSbsnwcr3R8muNu2HYudu17lrG9jiTNfgG8bjp92eOkUrFyWRSpNPxgUVErdbk4KDOwX6d/f3xynuGoTE3V2BxaYpUKkavZ3Pnzj5ra3sDdeGKIlhaKnLqVAlFgdu3y6ytHYSLr1TK5OLFWRIJnfX1Gmtrcn7UdYWLF0skEhp37jTZ2ZFzyyOPzPM//U9/d+y13pPADHDx4jk+/OH38e///Ze4c2eYkZtKJfkrf+UvU6lU+a3f+p27quNdWlrg+77vE6RSSV555VX+7M++Tr3+5hRv3qwJIVhYmOf++y9y3333YZoG+/sHvPTSK1y+/Ppdh6xBlgc89dQTPP74o9i2w7PPPs+lS68dedMpiuDRRx/iqacex7Jsvva151hdHa8WNjGR43u+50Pk81muXFnh+ecvjRXeOH16nve//1Ep7v7iFW7cGH3cRCLG+9//MFNTE+zslHn++Stj6y7PnJnlgQfOoChw9co6KyubI8FL01SWz89x6tQ0juNy48YWd+7sjwW6UinLuXPTJJMm9XqHlZU9yuXxzFnT1JibyzEzk0PTZLh6c7POwcHxrN1sNkaxmGBiIu7nByUYl8td6vU3NmnF46ofptVJpQ1Mo+8BW5ZLp+PS6bp0I9u7AbxvhamqwDAEpqFgmAqmITAMZeTCo9NxaTZ7ISu903ljUbFEQguBOp3Ww5aVEqg71GqduwJqIWStcz4vvelEQoJYr+f4TG9ZknXUIi7QRp+YkHnpoBSr17PZ36/7Oe76sf2lDUNjYiJFPp8kn0+RTMrjSOBqsb8viVKVcuMN9f+W7RxjJJNxkskYiWQ/rxyE1qMmK1ccP5Uh88aWZfsh61HkL1kDLwVvVHRd9mfWdXXo2O12j2azTaPeplZvUatKT/6oaIWmq0yV8szNF5mclATCSqXJ+voBW1uVofOZm5vgzJkpTFNjb6/BjRu7YfRNCFhcnGRxcQLbdrl+fT+stkinDS5cKKAoCisrNarVHkLA2bM5FhcLfO5znxt7jvcMMD/99PcPMK1VVeG//C9/kFarPdZrPnPmFD/wA5/k0qVX+cpX/uSuPscwdN7//vfx6KMPIwRcvvw6L7744tvqQeu6zuLiAufOnWV5eZlkMuHXyV3n1VdfY3198w0dTwjBgw/ez4c+9H4SiTivvXaVb37zW8d62cVigU984mMUCnlu3lzjG9/41liCl2yneD+PPfYgnU6PP//zF1hfH63MFYsZfPCDT7CwMM3eXplvfvPS2Mbr584t8MgjFxBCcOnSDVZWRl97Npvk8cfvI59Psbtb5dKlFdpj2KMLC0XuuyhVu9bXD7h+fWusCtLkZIrl5VnS6RjNZpfV1f2QRTnKkkmThQWpeyy7Q7XZ3Kwfq8iVSOgUi0mKxSS6roSe8cHBGwPjZFIjndbJZGIkEupAaVSr7fplURKYbPueuJXfEdN1QcxUMGOK3JuDgO26Hp2uS7PRo9UKSsjsu45IxOOqr8k9CqjbVKtdarXjgdow1LAkK5eTjOKoEpnU9z46HGwYqg+uCfL5BIYhiWjNpsxvl8vyOMcpfxmGRi6XDLuSpdPxSEi/R6XSoFppUK22qNWabwisAwu8Wkn60jFNHd3QQuKX7NUdKH4pvtzrYGREitrIvuASxB0snwAm2d092u0erVb3rtUYU6k4xWKWqekJ8vmUL+rTY2urwuZmeYjYqaqKL7NbxDR1qtUWN2/uDfRMz2bjnD8/TSKhs7vbZHW1Ei64ZmfTLC5m6XYdbtyo0ek4qKpgeTlPMqnS68X5pV/6mbHne88A84/8yI/zla98deBvy8unefrpD/DlL//J2FaE73//Ezz55KN8/evf5Nlnn7/rz0ulUjz55KM88MBFDMPg4KDMlStXWVlZZWNj4zvKQycSCaanp5ibm2VxcZHpaSkB1+v1WF1d49q1G9y8ufqmxE+Wl8/y4Q9/gHw+x8bGFl//+n8+tnwq8Kwfeugi7XaHP//z54/sCjU5mefppz/AxESOlZXbPPvsy2PbR546Nc/73/8ImqZx6dI1rlxZGTn5pdMJnnrqYYrFHNvbZV588crIMg1VVbj//lOcPTuPZdlcvnyLjfXR+en8RJoHHzxNJhOnXG5y5coG9froxUkul2B5eZZcLkG7bXHr1j7b2+NTIPl8gsXFArlcDMdx2d5usrVVP7IkSdcVCoUEpVKaRELDdT2q1R4HBx2q1bsLU8diKpmM4XtbfSDudBxaLZdmy6HVcrCst+a2lcpcfu5Xi+SA1X5+WBGgagqKn0dGCHzhr76Fued+Ltpx3D4BzM9ZO24kj22D7fRz22+FmaZCLCa3eEzWRGtan1jU6ciOXK2WTbNp0W7f3X0ei6mk08NA3en0c9TVaudYXkAqZYRAHSiROY5Lvd7189OtY9n/yaQZgnQ229ekbjQCNbO7A2qZK4+TzSbIZBJkMnESCTP8f7drUa93ZFOKept6o02z0bkrnfB30xRFkE4nyOdT5CfSTE5mQk++0eiEjUlqteG5Ih43WFiYZG5uwpftbHHr1sFAExvT1Dh3bopCIUmnY7OyUqZSkYBtGCrLywUyGYNyucvqqiTixWIq587l0HXB+kYXw0jzL774s2Ov4Z4B5n/0j/4x/9v/9utDK6DPfOZTpFIJfvM3/91YcPje732aCxfO8dWvfuMNM68NQ+f8+XNcuLDM3JxspO04Dnt7++zu7lIuV6jX67TbbXq9XgjYqqpiGAbxeNDtJMPExCSTk3mSScn+c12X3d09bt9e59atNdbXN950wf25c2f44AefolCY5OCgzDe/+S1WVka3wIza+fNn+fCH3088HuO1167x3HMvjw2Xq6rKE088xIMPBvKX3+b27dEebSIR44MffIK5uRJ7exWeffbSyC5PQgguXjzNAw+cw3EcLl26OTaXPDtb4JFHzhGPm9y6JUugRk0u8bjB/Q/I8qd2u8e1a5tsb4/OeadSMc6fn2VyMkW3a7O2ts/m5vheucVimqWlSZJJg17PYXOzzvZ240jgyOWkolcuZyCEoNm02NvrUC4f34ZRTo462axBNmuGQhrdrkuj6dBs2jSbDm92najrfijYEOiGgqELDFNF1yQh6zARLDApxwmu5+G54AbEL6/fvOKwCQEikOlUAjIYCCVgeEty2CjzPMnctm1PKpKFzG0vzJG/2YiArgviMYV4XCUeHwRr1/VotyUwyh7W9l2R7uLxPlCnUoNAXan0Q99HhaxVNapEFgu7ZVmWQ7nc8htwtI5ke8vQecz3guNkMn2gbrV6lMsNKhXZzONuOltpmko6HSOdjpNOyxxuMmkONKTodi1arS6Nujxmq92lHeaVrXeMDCb5FTLXnEzJc85kUn4zE3m+MhLQ9NMIjZEEUEURlEpZ5ucnyeeTPpGzzp07lQECqNQ1mGBuLgfAxkad9fU+A75QSHD6dB5FEdy+3WBvT743lzM4dSrjM7w7tNous7MT/PIz/+PYa7tngPmZZ57h93//K7z++mB3ocnJPD/0Q5/i6tUb/OEffnXke4UQfN/3fZzl5TM899wLfO1rw3Ked2OGYTA/P8vs7DSlUpGJiQnS6dTxbwRarTaVSpVyucze3j7b27vs7Oy+oZzxYVMUhQsXlnnqqSeYmMhTqVR57rkXuXbt5rE//mKxwNNPf4ipqSI7O/t84xvfOpIQNj8/w4c//D7S6STXrq3y/POvjCyDEgLOnz/N448/6Iejr3H16upIoJuczPHUUw+SzaZYX9/lpZeujy1PeOyxC5RKOarVJq9cWqVSGQ4vq6rC2XOznDkzA8Dq6i6rqzsj80mJhMHy8iylUgbLcrh9+4D19crI1yqKYHo6w8LCJLGYRqtlsbFRZ2+vORbATVOlVEpSKqUwDBXLctnf77C/3zk2v2kYCrmczEMmk6rfW9mj0XBoNGwazTfuERuGkJ6iKeUtY3FJpIoCoWRfg2UHLGzpsTqOh+0QljW9nTlpIUBV6DO1FYGm4nvroKkCTSNsphE11/OwLUJZ0W5Pgni3676p8YrHVOIJhURcJRbrh8Etyw1rxRsNi1br+BB4IqGF3nQq1e8dLVnf/dD3UUBtGOqAZKhpypB1r2eHQF2tHq2lHgB1Nhsnm5VAHeRmLcuhXu9QLjeo1VrUau27ClfL/tgmyaTcEolgM4ZyypKkZ4d1x0ENsmXZ2JaD7Tg4tutHU1y58POp/kKu7FCEQFEVNFVBVVU0XcXQfbERUyceN8MwedQ6HYtGo0293qFWa1OttsYSzxRFMDkpm8eUSllUVaHdttjaqrK1VR1IUei6yvx8jtnZPKoq2N1tcft2/zWxmMbZs5NkMgaNhsXqqoysCQFzc0mmphK0Wg5rtzvYtkcyqfLwQ9P8rb/1ufFjfq8A88/93D+k1+vwf/wf/2EoVPL44w/y+OMPHRnSFkLwsY99kAcfvMjKyi2+9KUvD3WoejOmqirJZIJ4PIau674MJziOg2VJ5mGz2XpLS7BisRgPPXQ/jz76MKlUkr29A1544SWuX185FpBTqSQf+MCTXLhwjna7w3PPvcTVq+PbLiaTCT70oSdZWpqjUqnzzW++yM7OmNBxPssHP/g4hUKOra09nnvu1ZFauYah8/DDy5w7t0ir1eGll64PNR0HCbQXLiyyvLyA63pcvXqHW6tbIyfB+fkC911cxDR1NjfLXLu2NfKmM02dM2dKzM1N+CUPZW7fLo+MVMg8Uo65uTyGoVKvd1lfr1Euj2e/5vNxZmYyZDJB/WiPvb0OlcrROedYTCWfl2Acj8uJstNxqTds6nWbVuvu0dA0FRJxhVhcJZFQMY1++ZEk2kDP8nwmtud7nRJ8v5tMCNA0yd7WddHf69ILVpXBRYdleXQ6ziHy291Nb0JAzFSIJ1QScYVEQtZ5B8fudKRXLQH7eK+6D9SGD9T98qxKRbK+jwPqWEwLgTqTMUPJUNkKtN97+jjGdyJhkMnESKdjZDJxkkkjjJR0Oha1Wot6vUO93qZeb99VI47AFEUQjxu+KleQV9ZkbllXI6Iiw8StN2KuG+i72363KbkFueZW6+ixlONgMjmZoljMksslQqGW3d06Ozv1oWqMeFxnbi7PzEwGIQT7+23u3KnSbtvhtc/NZZidlWIl6+tNdnfl3BGLqZw5myUeU9nb77G9LVNZkxM609MGiUSWn/mZd6Dt43dqf/kv/9c8+ugFXnjhEi+8MKhSJYTgL/yFT1AoTPB//p//4UjP76GH7ufDH34/rVaL//SfvsLt2+tjX3uv2ezsNA899ADnz59D0zRu317n299+5UiFs8BiMZPHH3+Ehx66H4BXXrnCSy+9ekTTB5WHHrqPRx+Vr3/55StcvnxtpEep6xqPPHKR++47S6/X48UXX+fWrdEh7tOn53jkkQsYhs6NG3e4fHl1JCjOzhZ4+OFzJBIm6+t7vHZ5bSTQTkymeeABmUeuVJpcvbo5UndY11VOny6xsDAJwMZGlbW1g5GhcLkCzjM7KxnW5XKbjY06tdrohZyuK0xNpZiakt5xr+ewt9dhb+/onGI8LsF4YiKOaSq+jKZLrS7BuNc7/tZTVUgkVBJxlWRKI2b2QdhxPLo9j263v+9Zb7/qlu/Y9GuY/b8HH+t59HPOb6OpKn5plWRvG/5e1/oh+qDMSpZXScb63RLlVFWQSCjh+Mfjfa+613Op13uhZ31crjog8aVSw0B9t3XUfaCWWumBR23bctFQqTSp1aTHeFQKReZgY6TTJqmUBOx4vN/z2LYdms2eX6fcpdns0Gx23xBgjzIps6mGLUUVRQmV5AIL0iSBRy0Fad643ru8RhkxyOUkKz0Yr1arx8FBk/39BpXKIBgLIQmic3MTEX2CJuvr9VCPXQgolZIsLOTQdYX9/Q537vSZ9tPTCWZmEtIxWO/SaDgoCszPx8mkVRpNF8tJ8cw//Ttjz/+eAeaPfewvcObMHIuLM/zO7/xf1GqDocx4PMYP/dCnEELw7/7d7x3ZE3hqqsj3fu/T5HJZLl9+na997c9pNo8XkX83LJ1Oc999yzzwwEXy+Ry9Xo8rV67zyiuvcXBQOfb9hmHw6KMP8MgjD6FpKtevr/L885eOvN7Tpxd46qnHSKeT3Lq1zre+dWlsl5jTpxd48skHicVMrl+/zcsvXx0J9rlcmieffJBCIcv+fpVvf/vaSGGDdDrBY4+ep1DMUqu1ePWV1ZH61slkjPsfOEWplKXd7nH9+tbI7k+aprC0VGRpqYiiCLa2aty6tT+ylMQ0NRYWJpiZyYYM6/X12tjOTpmMyexsNswdV6s9dnfbVKvjPRTTVJmYMJmc7INxs+lQrdnU686xgKCqgmRSJZlUSaVUTN9r8zwJvO2OR6crGcffQZYERemHjVU/rKxFSV+KHFslmisOyF9vwIKcdJCjdl2fFOYgiWABKcx/bjvg2HL/ZmcmIQhBWpZYCUxTetyB2Y4cz1bLptN2aXecYxdKUgK0D9SJhBJyAhzHo9V2qNe6dyWZmkxqfmmWMaKOukO9Lj3qo5pzmKZKOi17T6fTZpijlgtAi2o18IQ7x3rViiJIJk1SqSBkbZBMmgOeruu6fpcv6aG22z3fc+35bTrf+ZCMqirE4waJhCFzzUmTdDoxFBUIogvl8mi980wmRqmUplTKoOsq3a7N9naT7e1GCLhCQLGYZH4+i2mq1Os97txp0mrJ7yiZ1Dh1KkMsplKtWmxsdnEc+ZtZXIij67B/4HBQcSmVcvyzL3yXAPPBwQE/9EOfpFyu8R//41eGwrYTEzl+8Ac/SavV4Xd/9z8eWR6kaSpPPvkojz76EK7r8dJLl3jhhW/fEwCdyaQ5e/YMFy4sMzMzBcDGxhavv36V69dX7qrvqWmaPPLIAzz88AOYpsHKyhrPP3+JSmU807hUmuQDH3iCUmmSg4Mqzz338lilr4mJHO9//6MUi3n29ys8//zlkf1LDUPnoYeWOXdugW7X4tVXb3Lr1nBZlWFoXLx4itOnZ7Fth6tX7rC2tj00+RqGxvL5ORYXp3Bdl5WVHdbW9kZIswq/QYDUs97ZqbO6ujcy/5ZIGCws5JmayuB5sLvbZGOjPnLSUxRBsZhgZiZDPK5h267vHbfpdkfPtLquhGAcj/vlMC2HatWmVrOPJG5JsQsJwumUhmn2w6ftjiQmBWD8Ru5UKb0pMPywbz8MrKCpEpgPWwicPtlLal9H9l4fLL2oRxxRAQugLwBxEXkcBfk+GWz0ucgxkOdiO2D1HCzbVwezPWzLw7LfGHgrCpg+SEf3wQQuS6wiYN126B4D1rouSCZU4gmVZEKWbAVNRvrhb5tG4+j+0tE66lRKDwHfslw/Z9rzCWrj2f1B5zFZ5mWQSpkhKc1xXJpNGbaWzTK6tFrHVwroukoiIYEv6Osdi+nE4/oAIUyOXz/c3O0GuWUnLHmSjSuC/LIX0VWXJ9HXYe/XMsue3mpYz2z4pVeyJGu4trnTsWg2uzQacqvVOiPz6EJANptgcjJJsZjGNGUVRdD5LWBZB+NaKiWZnc1gGCrNpsXGRotareePkcLcXJLJyRiW5bKx2aVelzd9saBTKhnYDmxt27Q7HqYpeOC+An/7b39u7LjfU8C8vr7BmTOLfOQjT/Dccy/x0kvDms1TUwW+//s/TrPZ5vd+70vH9jvOZNK8732Pcf78WTyPsHb49u31d4w9qGkas7PTLC0tcPr0aSYn8wDs7e1z7dpNrl27edd9m1OpJI888iAPPHABXddZWbnNiy++cqR3nc2meeqpx1hamvNzvq9x/fpowlY8HuOxx+7n7NlFut0eL798lZs3h9MBQgjOnVvgoYeW0TSNmzfXee21W0OLCiEEZ87McvHiKXRdZe3WDleu3Bl6naIonD49zbnlWRRFYX39gBs3huuRZV5HFvwHetYrK6MbTKRSJqdOFZmYiOO6HtvbTTY36yPDhaapMj2dplRKomkKzabF7m6Hg4POyHFSFMjlTIrFREjgavlgXK3ZR3rGpqmQSqlkMzqxuCRoBUAsa5MlQNyNCUHfKzQEsZiKrsncbNQcF5/shU/0kpvtEhK+3q3ukAJ8+U58j12GqTV/H3182GO3HXld3Z7j59Kh15P55ru9nhCkTUHMB+vBemiPVtOWi6S2Q+8Iopmi+KmHSK46Gv6Wna9knjrwtEZZLKYOAPVhvW8Zsj6+i1Yspvnhc8P3gvuAKo9l+c0gun4LzbtTOwMJ2rGYFuaVA9A0jEAURG6HAfzNmuQROCG5rNu1I7lmmW8+KoSfTBrkcgkmJtIRhTapL7C/36Jcbg+8Px7XmZ6WWgRSA7/H1laLWk0u/lVVMDUVZ2oqAcD+vsXuXg/Xlff4wnyMWEyh3nDY3pVa8LmMQrGgkU5nv7uAGeCjH30fS0uzfOlLf8zm5s7Qa6emCnzqU09j2za///tfZnf3+DaImUyahx++nwsXlonFTFqtNjdvrnDr1m3u3Nmg1XrrPOlsNkOpVAxrmUulQliGtbm5zerqbVZWblGr3b3qWKlU4JFHHuTcudMA3Lhxi5deunykh5xKJXnssQdZXj6N49i8+uo1Ll++PrIOUdNU7r9/mQcfXEYIhatXb3H58o2R3vvMTIHHHrtIJpNkZ6fMyy9fHymROT09ycMPnyWVirO7W+W1y7dG1hnPLxS5cGGeWMxgZ6fK9etbQ0ArBMzOSkCOxXQqlRYrK4MF/4FlMjFOny6Sy8WxbZetrTqbm42R5JBMxmRuLks2KxWayuUuOzttms3Rk2YqpVMoSLEIVRX0ei6Vik2lao0NhQoByYRKOq2Syejoupyou12XZlvmndud4z1iRWEAPOIxFU3rg5XrgmUPbrbDG/Ys72VTFbnokAxunxym9v8WteDaux2nT4br3R0JzjDkOMfMvmcdze13uh7NZtD3+uicdSymkEyoYb468IZdtx/+bjalVz0OWI7S+w66aAXtLpvNowEqHtdCkJbesB4SyyDo623RbHZotXoh6LXb1ptqLiGECJukKEqQX+7nmA+zFKTAiOc3QJEetmxycvefbZoaqZTpM9QTA9GDoKStUpFs+ehxNU1hcjJOqZQmldJxXS+cE4KFlCyvkoCsaYJK1WJ7u4dleSgKFIsGhUkdx4WdXYdG00VVYGbaIBGHVgc8Jcv/+kufGz9m9yIw67rGD/zAx4nFDH7v9/7voXwzyM5Fn/7008Tjcf7sz/6cy5ev3NXnqKrKqVMLnDlziqWl+bBlZb3eYGdnl4ODMtVqjUajQavVptvtYtt2WF+tKCq6rmGagV5rknQ6RTabYWJignw+i2EEXVocdnf32djYYn19k83NrbsKU0fP9dy50zz88AOUSgU//3yTV165cmRIPpVK8Mgj93P+/FnA48qVFS5dujKyDlwIwfLyEo88cpF4PMba2hYvvXRlZM45l0vz2GMXmZqaoNFocenSzZFs61wuxSMPLzNZyNBotHnt8ho7O5Wh15VKOS7ev0QqFaNabXH16iaVynBeemYmx9mz08TjBrWa1LM+TNoAKQpy6lSBTCaGZTlsbIyuQVYUQaGQYHZWhqtlX942u7ujyVyGoTA5GaNQiGMYCo7jUa1KMB7HplYUSKc1MmmVdFoLWze22h7Nlkuz6R4LELKkR4JDPK5iRKpDbBt6FvSCvcV3zLpWlYjnGgkzH84xR3PNY3POfqjbi+6j+eZIuDzc+6HrN2uCgMVNGDUIHkedNteV49bx88rdnkev6x372WYA1v53YgzIoXq0Wk4I1O3O+G5Zui7CHHU8oRKPKeFxul3XB9ejvWpZwhTtoqWFrSlBgk+jEdRmy+MdxVrWNIVEQieR0P2QtUY8PgjYIBcB3a5Nu93zdbDtcJOerPOORSINQ8U0dWIxzQ+vG6RSksgWgHCQb280eiET/nBEQNMU8vk4xWKSTEbmptttm709Wf4YzB+6rlAqxSkWpc59rWazs9uj05HjmstqTE+baJqgWnPY3Ze/gVRSMFXUURQo16DWhKliln/0P39u7LXdM8D89NN/YUATO51O8gM/8DS9nsV/+A9fpt0e9oxiMZOPf/yDzM/PsLp6hz/+46++oeYPQghKpQIzM1MUiwUKhQmy2Qyq+sao/a7r0my2/DrmCvv7spZ5b+/griXjolYoTHLx4nkuXDiHaRpUKlUuX77GtWtH558zmRSPPHI/y8un8TyPa9ducenSlZFjB3Dq1ByPPfYA6XSS3d0Dvv3tqyP7KicSMR56aJlTp2bp9Wxef/0WN29uDN2AiUSM++8/xeLiFN2uxbWr66yt7Qy9Lp9PcfH+U+TzSZrNLtevb7GzMywQMjWV5ezZvp716uo+BwfDwD05meLUqQKplEG3a7OxUWdnpzm0wtZ1henpNNPTKTRNodWy2Nlpc3DQHfIohZCh6lJJhqoBmk2HckXmjUfdNaoKmbRGLm+QiMtJ27Y9Gj4Qt9pHe8USgIWcZI1+7tVxoGtBtyf3PeuN1RoL0fcqVd/TVJWg5Mg7Ms8bWLSzVL/DlM98HvWZAMKTOWb/D9Gc81HWB2yBbUnADHLN0RD8GxkDRQEjAGq9/zh6qzuOHNt2xwmZ7kcRwoToRzAkYEsBF/DZ4JZHq+nQisimjjtOPD7I/o561e2OS6Pe9cVmLHq90ceRLHLN94RlU5MgBA4SVAOQbrV6tFoWnc7RNdqyHErzQ9b9vWmqmGbfa4+aZFLLrdezwrxysEU94sNzQ5BnDjxqSUxU/ByzgmHofrMTdUgcp9dzfO/eptUKrnO0lx8osE1MJEgmZQ/vbtehXO5ycNAZYNmnUjrFYox8XjpxtZrN7p4Vfp+plMr0tEnMVGh3XHb3HDpdD02FqSmDZFzeu3sVGcFJJeDMUpb//rtBK/u//W//Bl/5yp8N/K1QyPN93/cRms0Wv//7fzgWYB566D6eeOJhHMfh2Wdf4JVXXntTgAjyR5FMJsLaZcMw0DQtVJKRBAabXq9fw9xqHd/i7ThLp1OcO3eG++5bZmIih207rK7e5sqVGyPD+VErFCZ49NEHWFycw3Vdrl9f5ZVXrtJqjR6vhYUZHnvsAXK5NJVKnZdfvsrGxu7Q6wxD5/77z7C8vATAjRvrXLmyNrQ4MAyd++5b5MyZWTzPY+XmFjdubA6FzNPpBBfvX6JYzNDtWty8uc36+sHQxFAqZTh7doZUyjxSz7pUSrO0VCCR0Ol0LNbX6+zuDouCJJM6MzNpCgWZC6pUeuzstGk0holisZhKoRBjcjKOpslQdbliUanYI0UsVBUyGY1crg/GPcuj0XRpNNwjc8WmIUgkBKmkhhkB4p4Pwp2e3N+NJywY9hQNQ6Ap3hDoeh4+2AlcV+B44LrCB0R/74HniQjh6w3SsceaN0gIE17ojSvhIqG/VyPPDwN6cB22K7D8EHWQc7buUihFLlB8oPb3ht7/LM/zvWufCBYA9rhjKwp+lEORoB2TMqcgQbbbC0Lgfr56DPDruoySJOJ9rzoAQdv2aHccGvWuLy06vq46AOtEQiMel/tYrA9qruvR7Tp+AxAJajJna9/VnKZpQW9v1c8tS9AMQtfBJrWxpWjMOLW5USbB3PN1s12/I5oUmOkTzWSnsaP6rAd59lwuPiAA02xaVKs9KpVeWJ8sx18SOovFBKYpo2TlssX+gRXOA6mUytSUSTym0LM89g8c6o3Ae1YoTGggoFqHakP+NooTgrjhEU/m+Jn/4afHXvc9A8zPPPMMv/M7X2JjY5DROzU1ySc+8SHa7Q5f+tIfUa+PLpPKZFJ86ENPMj8/Q61W57nnXuTq1RtvGqDfCctmM5w5s8S5c2colQoAbG/vcf36Cjdu3BqpvBWYEILFxVkeeuh+pqcL9HoWV6+ucPny9bGNKRYWZnjkkYtMTGSp1Zq8+ur1kfXImqZy4cIp7rvvNJqmsra2zeXLq0MdoDRNZXl5nuXlBVRV4fbtXa5evUP3UDlCMhnjvotLTE/nsCyb1dXdkUzrYjHDuXPTpFIxWq0eq6v77O4O5uGFkCpdi4uBSlePO3fq7O8Ph/bz+ThzcxnSaQPHkezqnZ32kMchBOTzJqWpJMmE6rfssymXpQrXYVMUCcb5iGfc63nUfTAex+TVVEgkFJIJGcoMvLWeJUG405X7436ymirBw9AlAJuGBJgomATAazsC2xU4juiD8VsKtO+UyQWGKjxJDlM8fwNV7T+OmuuB48iFkmR093Pvx2GO7gN0ANSGPuhdW7YUiOl2XTo+YI9j3+taoOHd964P56tbkXy1NSZfHYspxOO+tKivB96vPZZgHW3aMU7XXZZ9qaEnHI8HJC5lADQtS9Z+y7C1Tadj+6prQcj66DEcZ3IRJnwG9uD/gjpmWQ3wxj5ARjCCBYgMy6dSJqbZX4i02zKXX69b1Ou9AW6ArivkcgaTkwkSCcWX13UoVyyqVRlZEAKyGY1i0cA0FSzL46DsUK3LmzaZEJSKOromc8kHVblYTMZhIitTQrW2SiyR53/5Bz85/lruFWD+xV/8n+l2O3zpS39KtTo4GRcKE3zykx/EdT2+8pWvji3xASkt+eSTD1MoTNBstrh06TVef/3qPVEmpWkqMzPTLC7Oc+rUIrlcBoC9vQNu3lxjZWVt7MIjMNM0OH/+DPfff550Okmj0eL1129w7drqyDC3ELC0NMfDD18kl0tTrzd59dUb3Lq1ORRG0jSVc+cWuXjxDKaps76+y+XLq9Trg2Onqgpnzsxy4cIihqGzuXnAlddv02wOeujxuMHy8hzzC0Vc12NtbY/V1d0hT7pYzHD27DTptATkW7f22dkZ/A0oimB2NsfCwsSRKl2SmJFkZkbWE3a7Djs7bfb2OkM3euAdFwoyZ9TtuhyULSoVa2iSFQLSKZX8hEkyISdWy/KoN1zqR4BxPCZIJiQLO8gR244E4XZX7o/KbaoqmLoE35gp0NW+B+x5MqRrOxKALX9vO2EA+Q3aoMcaeLT9HLM3EIoO9wBixPV7YkB0pJ9rFgN5Z9cTkXIsIcuz+ke+axP0gVpTvHCvqd7AwgWC0LhcUB0my40zVemDdHRhFJjtBGAt68y7PSl7Osqi5LJYbLBsy7YjYN0ZTy4L6qqjQD3UYSvSDjPoYT2OqCaBTSUWk5sMV8tN1wdB2/M8P1Tt0u3afltHx/dopWcbeLmB1/tmo4qBpy29775XbhiKXzolWeuGMXiO3a4TtgEN0gCH+SaJhEY2228aA/I7rNYkGAcRDV0T5PM6ExM6mibo9lzKFZeaD8jxuKBY0IkZcqFdrsn7W1OhkBfEDI+eLag0NGwXFmdT/L3P/82x13zPAPMP/uBf4cEHZW70S1/60yHyUSaT4hOf+CCpVIJnn/02r7xyNNlrfn6GBx+8wPz8DJ7nsbGxzfXrN1ldXTtSnOStNNM0mZoqMjMTsLMnUVUV23bY2tphbW2dtbX1sS0SozY1VeC++85x5swiqqqyvb3Ha6/d4PbtYYAFWX509uwiDz4oAbxabfDaazePAeTTmKbB1tY+ly8P61UriuD0aQnIkkFd4eqVO0NCIrGYwbnlWRYWinge3Lmzz+rq7lA94WFAXlvbZ3t7EJA1rS+bqesq1WqHO3dqQypdhqEyPS3VuTRNodGw2N5uDUllBrnjqakkyaTfjL5uUz6wabaGZ+VEQiGX08lmNFRV5owDMB4VplYUSPpecTKpoioSfDo9eaO2OxIARpkADMMHYR1Ms09a8jywHIFli3BvO8IPDB9nw16m4j/WVOGDrwTjY4/k9UEzrGkOz/7w9fTHR86X3l3lmPufI3zQluMehNwdP/8cRADuLtQur1tTJVAHgB2AdmCu1wfsno0sv7IZ6w1LMRO5eIqCdXCNYd66LfOO3a478vsPyt4CFngsJpXMomAdhME7HYdO2x1ZtiXBtd9hK2YONu2Qx5IKaK2mzDF3Og6djnNknbUQ+OFqJbJX/JIomRPXtKPD1LJuud/aMViYMfA7EZE8c9+zHnc82eDE9UlpTngtnc4wizsgzAU9t9NpA1WVNeeykYlNre6EegVCSM7IxKSMjAE0Wx6VqkOrLY+diAsKkzoxUy7MKnVotHzPOiU3D6i3VJpdBV31yKddJvPp745+zJ/85F+m1WryiU88Rbfb4z/9p68O5Uh1XefDH36cxcVZNjZ2+OpX//xYUMtkUpw7d4ozZ5ZCD7VarbG+vsnOzi57ewccHFS+o2YTuq6RyaTJ53Pk8zkmJ/MUi0UyGdkAw3Vd9vfLbG7usLGxzdbWzl21TksmE5w7d4rz58+Qzabp9SxWVm5z5crK2DIp6VGf5uLFs8RiJvv7VV577SZ37gyLfui6xvLyIhcunMY0dba3D7h8eZVyedhbPXVqhgsXlojHDfb3a1y5cofyIcWuWMzg7LlZFheLAKyvH7CysjOkwlUqSVJXKmX6gHww1ILRMDRfOD6HqiocHEiVrsN9kEflj7e3W0PlToahUCjEKRZjaJpCr+dycGBRHuEdG4Ygl9PJ52Rpk+vKnHGt7oY3ZNQ0FZJJhUxGkraEkBNyuyvDWe3u6HIlORlDzJCetaF54YRuO9CzFXp2H4yPBp9h4NF1gSrc0OuNmht6qgquJ3ARfk7Z3xN4tiIESf+sjziHu7UQ2n1CmL8wwPfKhYcS/E14CLwjFw+B1+16Cpbthd6w4wbb0ecthIeu9oFaU+XzIcC2hSSE+WBtWaND4kIMhsCDLVrWNgDWY0hmIbnM6NdYR5nggSRru2VLuVFfcnTUb03T+v2rTbPfwzraKMR1ZVOQdluGrGXYWgLV3Yau+56t8HPLIiyPCvYB6AbXEf1tBqHsKICHbUIdLySVWZZ3JMtcktZUn10ua7mjjUq6XdlCtdlwaDT7IkBC4GsMaGQyWhgZq9VdqnUH2w6iZwoTeQ1Dl/dqtQGNpvxlpxOQy8hFdaurUGvJ/grpuEMy5uIh0BNF/v7P/PWx539PAfPGxhaTk1mefvpJej2LL3/5ayNDu8vLp3jyyYcAePHFV3j11St31U4xm02zsDDLzEyJqakisVi/92i73aFeb9JsNmi3Oz6b0A6bU8gfluaXShnEYrJUKplMDBzH8zxqtYbPzD5gd3ef3d2Du+69bJoGp04tcO7caaanCwgh/LzzLW7dWh8L6LlchosXz3L69AKaprKxscvrr6+wszOsK26aBhcuLLG8vISua2xu7vP667eGAFlVFR+QpYe8v1/j2tV19vcHQTQWMzh3bpaFxSIg2NiQgByVvhMCpqZynDkzRTJpjg1Zx+M6CwsTTE1lEAL29lqsr9eHFL3y+Rhzc9lj88eZjMHUdJJ0Soap6nWHgwNrKHesKJDNakxMGMRjvq51W96QjebwZKdrkEopZNKSuAVyom515DamqQ0xA2ImJGIC3QfiwBvuWSIEY9cbX4ekKoRAoqseug6qcAcmONcDx1NwXQXHBy3XE/Jv3psNdd8L5vmEMQ9FuCiHnquKFwJ++A4fuB1P5gSDnHuQBhg3FlHAju6jZDrHBcsWUqfcL10bFxGJgrTpe9bRtEQA1lGS2ahqAcPog3UgjnK4iUm749DtuHS6zpHNPDTNbwtqBu1Bg61/zMBsW3rp3Y7tt+R0/fC1FyFmjV4YvNWmKBwKact9PKFjGn1WO/h5/I4k27Xasq/5YG5ZSDDOSs9Y9sj2F+MNKfgD8vvKZlSyGckP6VlQa0DDD+6mEpBLy4V61xLUWiqWI4jpHtmkg6p4dGyNlmUymU/x85//78Ze3z0HzAD5fIann34SgD/5k2+O7HaUTMZ53/seZnFxlkajyQsvvMK1a8d3X4paKpVkcjJHNpvx+3gmicdjxGImhiE7SSmRu9C2o4zsHu12m1arTaPRolarU63K7Y12morHYywtzXHmzBLT00UURaFarbOycoebN2+PDb1LWcpZ7rvvHKXShM/k3uDq1dWRvZFTqQT33XeK06fnURTB+vouV67cplodDFlrmsqZM7MsLy9gmvpYQE4kTM6em2V+XhLXNjbKIwBZMDub5/TpEvG4QaPRZW3tYIjUFVXp8jyPnR0pmxklsEi5zCSzs2liMY1ez2F7ezh/rKqCQiFGqZTAMBQsy6VctimXrSFiTSqpkstrZPxa427PpVaTN+Thr1HXIZ1USGc0go5z3V4fjEdNyLoGcVOGvAxdenwBEHctQc+SQDw6JB0BX83D1EFV3NBrjAKO4yoD+7sLccvPkOHlYe/0sEcr/O9ARDze4BiBiYEjR01EPs0PU7uen2uW4Oh5hJ578Hcv4s3ffd45AtTRveL6EYTBVztuBLR9spztjPO05Xeoa5HvxgftKPnOdiLete9hjyL16SM862j6Quat++Vb3e5ogRRJMOv33jYN2YVroJmHFRzLpdd16fotM8eRDTUtaA6ihHKuut6Xdj3cljOwqJfruoTiIINlUsN9vQOxkb58a9/T1nQVNcw1Dy8awF849Lzwurp+w5LD1RSGLmRpWlIlldLCEjfLGixtBHkeqaRCLqsRM+U5tzpQb8r0lBASkLMpCcg9W1Bvq3QtyQfJpVx01cV2FZqWie0qxLUeM4XEd0co+1Of+uxAJ6hUKsHHPvYEyWScb33rEleujG5dOD1d5PHHH6BQyNNotHj11StcvXpzpJjGm7HoD/utMiEEhcIE8/MzLC3NUShMAFCrNVhb22B19Q4HB9Wx75fh+SXOnVsiFjNpNFpcu7bGysr6SCZ3sZjn4sWzzMxM+iSsLa5du0OjMZjHN02ds2fnOHtmDt3Q2N2pcO36xlDIOpWOc+7sLLNz8njr6wesru4OdIcKpDNPnSoRi+nU6x1u3Tpgf39wEZDPJ1haKpDNxnyVrgZbW/WBfJdhqExNpcL642bTYnu7Tbk8mGdOJDRKpTj5vImiSEbl/oFFrTaImLouiRz5vI6uydVxveFSrQ97Fpomw1aZCBh3etBqQ7MznHsUQgJx3IRErM/ktRzoWgpdS6FnjQZiRXgYmoeuucQM0BR3cLJ3FRxPlXtXwfYUjgtvC7wQlKKepab4gMugpz3wbj9360N0eEQYBMnjFwHRV0SPFAX4YU931Pn4S4cwzxyE311PwSV4fHREQC4+XFRFArYq3JGg7flRB8uSC6ko0W4UYB/2rHVtMBzuuP6CrNsH7FGLOTVg3WujSWaOK6MznY7vXfuh8MMAK/PfPrgGDT30QcAG2dDDsjypkOb3uO5ZEuSOUjQTAj9k3d+C0LUWhq/xa5L7+34eefA8gjk2JAW6ni884/niMz7g2x62E+ile77nPlojQJLsZJ49kdQGytccpy+D22q5BFNnAMaZjEbclOdp2TJ33GjJ8ddUSCdl2FpRpIfc6EhA1lSPbMrDVB1cT9CyDLqOhq44pIweinBJZov8D5/7ifFje68A88///C/yu7/7fw+EanVd4wMfeJi5uRJ37mzzjW98i05nNODOzU3xwAPnmZ4u4DgOq6t3uHHjFuvrm3cV5n47TQjBxESO6ekiMzMlZmamME0Dz/PY2ytz584mt29vUqmMl+jUdY2lpTmWl09TLOZxXZf19R1u3LjD1tYwS11RFJaWZrhw4RS5XJpu12JlZYMbN9aH2ismk3GWl+dZWpr2OzSVuXF9Y4jUlculWD4/T6mUxbYd7tw54NatQVKXpqksLEyytFRE11UqlRZraweUy30ugBBQLKZZXJwkmTTo9Ww2Nhrs7AyqdN1N/lgImJiQpU6JuIrjeFSqFgcH9kDTCSFkidPkpEEi3g9VV2sOzaY34N2pqgTjbKYfpu72oNmW2+Gfk6ZCPAapRD9P7LrQtUUIxo47YiJXwNBdDM3D1CUZC/qAYLsqlqvguCrOWLCRQKf6wKIGgKOAgjOiHMX3QGUQGBkMDp5H98HnvdMhby9cCvj+c38B4Z9x9PmohUUUwKUQyWAY3xm7oPEXMoo3OJaH8vRBpKJnDzPiDx9XEYNAHTwe6V0HZDNr+DcWkMwCsA5qrqNhddsZBOygH/cojzhobmIYfttMv9GJpg2DpSwz8+h1nUgDkSDfK8H73apKlV3QpAcvFyF+xCCmYuiDIf6e5dHxG8K0O4N5fdMUJOOCVEre80LI8rpmR97zAWgnYpBJCUxdvrfjA7JlK2iqSzYJhmrjAR3boG3rKMIjbVpowsL1FDokyeRy/L3P/ejY67pngPmf/bNnWF29zZ/+6XNDwHHhwikefvg8tm3z3HOXuHlzbexxcrkM58+f4tSpeWIxE8uy2dra5fbtdba2dimXq2+rZJwQgkwmxcREjkJhglKpSKGQQ9elu1WvN9na2mVzc4fNzd0jPXtFUZibm+L06QUWFqZRVZVqtcHKyjqrq+sjFynJZJxz5xY4c0aGoavVJjdurLO2tj1U0z05meHC+SWmpvO+57vHzRubQ2VPpVKOc8tz5PMpej2b27f3uX17b6DBhGnqLC0VmJ+fRFUV9vcbrK0dDGhZK4pgZibL/PyEX4NssbFRZ29vUBTkbuqPDUOhWIxTKEghkE6nX+oUvcxYTCGf18hlZQ/cnuVRqznU6oOSmMEqOZvtE7i6lrwpW+3hMhpTl2CcjMtcMfhecU+h44enDwd2AyA2dRdTl5M2yEneciUQy200cEjQkEChKY7sEoUTHgd80ED1AVc59FgB3mhDgYg3O+ThBv8n8vdxR4leT/RIhz3xN0oyiwK36wN3/3H4fIj85gO3I8IcvMzJy3eP8oijQK0qLtoxgD2+fG2Ed616A3XSbuBd97yQGT6KbKap/XB4IDCj6wx4/o6vGd7pOlg+WAcNPw5/YwLQdPrdyHyw1jT5WNVAGRHWkD2UA68WbEsqfDmhxxsQusALQtkMkiL9SHZEfEYgfE9bNjiR3ngQRtd8b/zwecjFjTegjx7N1wskEMdjwq8LV8LIRrfXJ20GYGwasg45FZfzhONKUlezo+J6YOoe6YSHoTq4HnRsnY5tIPCI6z1MVToSPeL0MNGwmM4ZfO5z3wXlUv/Nf/MTLC0V6HZ7/OmfPj+kj53JJHnqqQcpFPLs7ZV57rmX2d0dJjYFJoRgZqbIwsIMs7NTpNNJACzL4uCgyv7+AdVqnVqt4at3tel2e8eCtqIomKZBPB4jkYiTTCZIp1NkMilyuSyZTArNV9N3HJdyueqTwA7Y2dkf2/c4MFVVmZ0tsbg4y+LiLLqu0el0WVvbYnV1fWTrRSEEc3MllpeXKJXyeB5sbu5x8+YGu7uVQ+cvmJsrsry8QC6XotezWLu1w+rq9lAoenauwNmzs6RSMdrtHmtre6yvHwxEIFKpGEtLRaancwgBOzt1bt8+GOj/ahgqc3N5ZmdzaJpCrdZlY2OwBjmoP56dzWCa4+uPMxmdqelUSOaq1SSZK1rqpChSt3Zi0iBmKiGrulqTzSLCcQOSSUE2q5OI9UNWgWd8OMwY88PTyThhGVTPFnR8MD7sFauKh6G5mLpHzPBCAHVc4XvDchsVehV4EnwVF1Vx0BUZfg1Mer4qDmoIvi4qPrd56DfSNy8CYH1ACx6rigBchOcSDTe/k9YPkyt4IqhrHu3VB56/NxJM+0cU4XU7IVhHHw+RxVBDb9vx+vn74Tz33QH2QEjcB+3DOezDZDNd9dC0QSZ6NBxu+WA9SjAlAOzDWxT8Pc8HbQfpDVvBMaVHPI4qE3ipmkoIkEFP7374ut/XWyijwfxuLWBp98PZ+DlsGYa3o+1AD92ziiLD+QFRLtCcD05HLlj65YzBov7wve560OkptHsKXUuG4hOGSyouCYeuJ2jbOl1bR+AR0y1iqpxPLUx6xBG4xJUOitcjkyvw3//0d4HAyA/8wH9Fu93igx98AE3TePbZV1hbG1alOn16jocfXiYej7GxscvLL782khx22FKpBKXSJIVCnomJHLlcOmw2EZhcbdk+G9sNQVpqtirouoZ2uJ8eshxKEsAaVKt1KpUa5XKVSqV2V0X18bjJ3Nw0i4tzTE8X0DSVbrfH+voOa2ubbG8fjFwwZDJJTp+e5/TpOWIxg3a7y+rqJqurm7Tbg950LGZw+vQMp0/PEosZNOptVla3uHN7b8CTNgyNxaUpTp2awjR16vU2q6u7bG9XBla3Up96iomJJI7jsrlZ5c6d8kBpVDJpMD+fp1SSDOuDgzYbG/WBkqeg3eLUlGytNqr+WFUFk5OSzGWaCrbtclC2OTiwBnJgibhCPq+TzfpErq4E41rDPeRFCzIphXRa1hk7jgTiRiRkBXLKjMUgGZM3qeLfoF2rD8ZehD0t8DB0D1N3iRv90LTrCSwnCsSHvVYPTfG9YCHJIlEQdj0FB20AiMcDcBDudXyP0fEBF4QnHw+/AyQIKgRg2H8uIn/zvdrIY8B/DsctCABE+CPyvW7PCx/3n7uRvweLBLf/v7FHl+csvd4+iA9GDEZ7w1GgVg6N3SBoy1dajoiw3pURqQZvAKjHhcQdT/EbkIwD7H4Z3OGSrsOAHYTEo4Iph8FVEYcafUQ6dB1uERCQzxxH6lBLuVMfEG2/fOkupU+DzxaK/w34wyUvoX+toRft9ft/H4dQ8hqEH9KWIXrTVMPrC8x1+1rzXV/uNvAxdE2CcTJC0gzu9XZPoduTizJT94gbLnFD/i4sV6Fj6/QcDUV4xLW+h2xj0CUOgEkbTfQABVtLkckV+Zmf/P+OvaZ7Cpg3NraJxQyeeup+CoUsKyvrvPDCa0OKVqqqcv68rL+VZTwVXn/9xpHlRKMsFjNJpZIkk3HicRPTNDEMLdTGVhSfKeoGKjY2vZ5Fr9ej3e7SbndotSQz+42MoqqqlEoTzMyUmJubJp+X9dXNZpuNjR3u3NlhZ2c0GJumweLiDGfOzJHPZ3Bdl62tA1ZXAwAffH2xmOPcuQWmpvK+R1thdXWbvd1Bclk6neD06Slm5wqoqsLeXo1bt/Y4OOhHLhRFMD2d49SpEsmkSbdrs75eZnOzOlBTODGRZHFxkmw2huO47OzIPshRhvWodovb2+2BbjrxuEqxGGdyMibJXC2Hg32LWr0vvK+qkMvqTEzKMgkpGDJM5NI1yKRVMhl5w7quDFc123KlHFhA3krEIBGXk4nrQsfqr5YPT5ox3SUeA11x+uVPgUfsqEM5zcAb1hUHQ3MHcsEShFUfiDUcVIbDzyEFKtw0xUN4DuAcggfwhAaoeELBE2q4RcH4rlQ/RtkA0Eb3o+wQgL+Zz/QCAA/A2iEA75GPD78dgSfUCHgHAW91jOc9CrSdkSkEmdMWxzDkPT8V4R7ytAePdRiwbZ98dixgH9JGD3LYPcsLNcSD/SjiYthOM2h2EtmrKkOM9uAzol3CpNqXFz6XncQ8vCCUTRRwvUPnIMJzCYBcCcVG5Byk68pAF7TDP6MgChBIsAYkuwAaBH7JWiDmExHysX2SZscK7nUwNB+MTRn1cj3oOjpdW8PxFHTFIWE4aMKS9z4mPWKAwKCNLuQE46hJHCWJ4vUopBQ+99N/Y3gwg3G414AZ5Jdz8eISFy4s0un0eP75yyMFMlRV4fTpOZaXl8hmU1iWze3bG9y6tcHm5t2JeLwTZpoGhUKeYnGSmZkiExO5sEn33l6Fzc09Njd3x5K/dF1jfn6KU6fmKBbzKIqgUqmztrbN7ds7Qzl5me+d5vTpWZLJGL2exe3bu6zd2qHV6qOQ1J3Oc/rMDPl8Csdx2dgos7a2N/A609SYn59kfn4Sw9BoNLrcuVNmZ6cWzssStDPMz08Qj+t0uzZbW42BtotBu8WZmQyJhIZtu+zuDrZbFELqVk9NJUn4utWVqvSOo915kgmVfL4vAtDuSO+43nAj5yTLm7KRUodOTzIrW50+pghkvjgKxo4rQ1ednkLXHgRjQ/OIGYNese0KLEcLAXkQiF10VQKxrsqJGPwJOARguXkjQFhCtR0BYGsgxCzBRvMBd3B/JOiGINcHtIEwdmQvFIIEIeD13zv6yHdlYVg4dJ/kTOy5RLzyYQ++79kfs6gIvW8n3MAZeH44VB8At+MKvEiKIADxw6A9ANRRTzvyMtdPOwSiJ3YYFh/8XWmHQuKjAVv4ICMGNi9yHEUMK5xJeVKGQvYBwztsABLZRoWyFeGDtEIkZD26XWi/OckRP4K7tFHtQYN9cK7BeUcRLZBRDfLwpiEGSttCIR9L0LVlOkoID9O/x2OGG5Y49lyVnq3Tc1UU4WGqNjHNRhGujIoRw8IEPAw6ISC7SgJbSyE8G91tIJwe2Ykin/sb3wWs7L/9t3+WP/qj/zwQ+s3n0zz22HlyuRTb22VefPHyWPAqFHKcPj3H/LxkPMteyGU2NrbZ2dnn4KDyjgB1IhEnl8swMZEln89SKOTD/LbrupTLNXZ2yuzs7LO7Wx57TqapMzcnc82lUh5FUWg229y5s8vt29vUaoOKZxJkJzh9epZSKYeiKOzv11hb22Fr82BgXGMxg4XFIktLMlzdanW5c2ef9fXB88lmEywsTDI1JfPH+/tN1tfLA72QYzGd2dksMzM5Xwqzy8ZGg4ODVniDmKYsdwrkMlst22+32Alfc1iZK9CtLpf7ZC5VhVxOZ3LCwDD6ZU6VmjvAsEzEBZm01KdWhFwxN9v9UofA4qbMIR0G43ZvkLwlhEdMd4npHmbkRrVclZ4PxtHwtMDzQdg+BMQiBOBgG57obT9gbaMqLsKzI1NuAMAantBxFc33hkeA0whQCoBJER64DnjOWGD1COKOSgiYBKHtgJ0TBdUwLjn+iP2dH6v0IvvwsRuee7gQ8EaHrwfOVVFBqH6utR8dkACujgdx7zBw25Hn9qFvB9/bVgYAezi14OfrR4C2GPCyB8PigYc9yDk4PiQOgUSpkF52IKAyxstWQ/3wviTpqCYgnh9OdtzB9puS5DUIjseFs8PyKPpfwVHrqahXfRRCBQuEqHcvm7wI1BHh/r6kbV/IR/iLbUN3iZmg+WI9rgeWo9FzNHquKj1t1Samy/tTCLA9DQsTGx0VB1PtobhRQE4iPBfdayLsjvxNxnLkJgp87sf+yvjxuleA+ZlnnuHWrXX+839+dYAVLAScOTPHxYtLGIbOnTs7XLp0dUgUo/96QamUZ3a2xNTUJLlcGsDvGNSkXK5QqzV8la827XaHTqdLr2cdS/zqq36ZPvkrRjKZIJVKkMmkSaeT6JGCw2azzcFB1Sebye0o8ZFMJsXsbJH5+WkmJzPI7iZt1tf3WF/fHVLmAlnCtLg4xcKCBNlOp8f6+h6313ZHsquXTk1TLMrQ+f5+ndu399nb6x83CFcvLhZJp2O+rneN9fXKgHBIPp9gfn6SfD6G58n88ebmYP74cLh6VLvFTMZgaipJOj1emSuZVJnwvWPZxFyGqqPesa5D1g9Va6q8CQMwjuaNYz7DMukzLF0X2pbvGUfC1KoiwTgRA80PUbueoOf0wXjA21EcjEOhaekR69hoOOi4DL5HTu82Krb8jAEQVnAVHU/oeELDVXRAHXZ58MHbs0MwUXDBtUd6gyiaBDEfyMK9UPzHiv/8O/GF32IbAG0fBTwn8tzpPw8WHN6YXLpQQdEkK1uoSBCPhvdF/9oHxtcZ3g9ELfA9beWQp61GPOPhFMS4sLiL4suJHiafRQF7sAY7APDDtdhBnXfP8nziIX63scFOY9EmIIGuerSj17j2m4EFXm3QLtRxvBDcPW8YaIci2aJ/d/TrnAc9b9XXdh/XQ9z1gsVDXygm2OSCp0+uMzRPdmbzgdjzwPYUnw+iYbuKBG3VIaa7qFj+PKBgYWBh4iHQ6WEoPRTPxkP4IWtJ9uoDsgJmBowk9BrkYoLP/fRPjx5I7iFg/v//6E8zPZNBUQSvvHKTmzc3Bv4vdZ3nOXt2Dl3X2N4+4MqVFTY3944EVMPQKRRyTExkyeXSZLMpksn4gKJXYLbt4DgOrisnfPljUPxG3cOkL5DM60D9q14PCGANKpX6yG5Ph89tamqS6WkZ4k4kYgBUKnU2N/fZ2NgfuQBJpeLMz5dYXJwilYr7edwKd27vsrs7WA4Wj5ssLBRYWCwRixl0uxYbG2XW1w8GCGKJhMn8/ASzsxPoukqz2WV9vcL2dp/ApqoK09MZ5ubyxOM6vZ7Dzk6D7e0mvZ7jv0aqc01Pp4nHNSxLljvt7rbDcLWm9clchtEnc5XL/V6nmibI5aREpqFL77hWd6nWnAEhgHRSIZuTJU6eJ/PFQag6HGfdL3dIjGZYBtOBpsjwVSImyVggvY+eo2E52oCghyJcDMWW9cf+DRuEph30ER6xJ71gbDTVRXF74cQuPWHdB2JDgrA4RJ/FRXGtEIQV4YAzHNJG0ZA1LXoEhDW5iTExxdAzDcDN7YNesEU8WEUI8FxJ1RnwdiN55lG3ZNSjHghfB/rPCq7nHfLMFUZ67uECYkwo2/Pk9bhOH7hd23/s791Bjzg6hpIoph5KD6j9MRwJ2vYYT1tGOhxXDHjZwwu1EYB9iHwmy7xUmSOOSK5GeQyCKGD7j/2weHQBEFyGJCf2wVp6wLJP93CTkNG9shVlsAvZ4e5kwVcf9ZiPsmGvud+BzPUGe4fLvuKHW5rK0H2ULGcckq6V71XDUkW52Cbkf5iaiyoc/7UKNgYWBi4KKjY6PTTRQwCu0HHUBK6IoXhdNK+FcHoRQE6B1UR0a+A65Eoz/PRf//Gx13/PAPMPfeavUi5XePiRMxSLWcoHdV54cdgz1nWN06dnOHt2jnjcpN3ucuvWBmtrmyNLiUaZEIJkUpY7xWImpmmEpC9NUwZAu0/8crAsSf7qdgPyV3ds7+NRFo+bfq45z9TUJNmsbHLR69ns7pbZ3i6zvb0/xKgGCcZzc0Xm50tks0k8z+PgoM76+h6bmwfYkZpiCaATLC5NMTGRwvM89vcbrK/vs7s7mBculbIsLBTI5RK4rsfeXp2NjSrVajvy2SazszlKpTSqqlCvd9naarC/3w9XJxI609MpCoUkqipoNi12dqQ6V/CaVEqnUIgNKXPVI2SuVEplctIklZSTdastc8dRvepRoepGa1D8Q1N9ME5KxqnnSTGAPsOyv3qWxA5CMLZcRYavHC0Sog7C0w6m6oSsaXnD6tjoOOgMA7GFrrgIrxf+xxWqD8BG6BFHvTQ5wVsIz0LFAac3CMBCBVWX4Kv6AKzqw55uALiHwKgfxnb7wHWURYBRDIBkBFgHwtrB+w579+ETuXg8HMr2wc4L2EThouAYk8WuCMVPKSgBaB+KDCgjPGLP9cckOj79bSjqIBTf41Y4nNMPQ+WeRz+XbaO4fdAeJucpeELDdsUhLzsA2ij57BAB7RDI9nPZPonQkx6360XLvLwwFB7sAwAPlOEOW+h1I3wxkUFgDIDS858HoHpcWmPUf/ufPvq/AbAHCwI1ulf8krAReumuJwYU8wLRHgF+WaKDoXlhiDq6yLbRQzDW6KELuSD2UHDUGK6SwBMKqtNCddsIz8FTNAnIehx6LURPArIw4ojkBLl0kr/xI//VmPG5x4B5c3MHgLn5AhcvLmIYGmtr21y+vEq7PQiAQU51aWma6ekJFEWh1eqwsbHL1tYeOzsHI+Up3ykzTYNcLs3ERMbPNedCj9i2Hfb3a+ztVdjZKVOp1EfmUfL5NDMzk8zNlUinJe2+fFBnY/OAzc19uoeaRExOZpibLzA9PYGmqbRaXTY2ymxulgfC0KlUjNnZfOgdt9s9NjerbG3VQtEQCdpp5ubypFKmL/TRYnu7QbNpha+ZmIgzM5MhldJxXY+Dgw67u52QXa2qQipzlRLEYr4yV8XioGyFrGldE+TyGhN5A10X2BHvOGj6FbCqsxkVTRsdqlYUWdqUTkkFLs+TdcZt3zv2vEEwTpgyXOd5YLtqGKZ2fQKWwMVQHUzdRRvwivUQjD0CzzYKxI5P0ApCnLoPwhKMo15XAMKKa6EI2wfh4IgCVEOCbrBXjMEYnudFgMSSe8dGID3qkT8sRUOo0pMWoUet+o9VRABsfhHqUa383gnzIl68F4SxXRcv9IhdPH+B4UUXH6NMCP+6NcnZDqIKIhJdEBGAHQDu4e2wZxx428MkPDU85pB3HWwjQuNH57O9IcAOQXzIM/b/49IXUvGCBidRpbdDTUL8Tl/97l59TfWjfhZRcJaPRRi6DjTSx0VVBPhdqMJR5XAv8FGfF4Tsneg+ZMbLSILUBZD5eu0QEdP1qyGCRbYfm0CjhyZsH4wFrhKTmzCkd0wX7LYcPS0GZloumnsNRK8Bnosw4ijJCRACr3VA2tS/O7Syf/RH/yavXLoePtc0leXlOZZOTSEE3Lq1xdWrt4fypiC96JmZSWZmJimV8mGet15vsb9foVyu+WIiTdrtzsi56s2Yqiokk3GSyTipVJJ0OkEulyGTSRKL9WukZa65zsFBjYODGpVKY2T4Xdc1SqU809MTTE9PYpoB2NXY3iqztVUeUvvK51PMzE4yOytfb1kO29sVNjfLVCp9gpimqUxP55ibmySTifnecYOtreqAXGYqZTI9nWVqKuMTtSy2txvs7jZDdnU8rjE1laJYTKJpCp2Oze5uh/39TviaZFKjUIgzMSG941bL4aAsm48Hl55OS+84mZB3WyCR2Wj6t7SQ0phRAflOF+ot2dfY81+TiEE6KWXypEiIBONWT05A48A4IG/1nGCyk16EoTqYmnMojHXYKw7Y0haG4iK87l0AsR/C9ixUYYPdHQhnoxmgmj4IGz5IRLw7xwK35+/lZI5tMTDDCQGqjvA3VA2hSo9aBAB8aHbzIp51AHB94PMBMZLfDRnartt/r+f5oW15NcfOvERC2NFwts/K7he9Rr103zOOLhqUfn58SHfZB1XPkWDtuQ44Np6/eJF7Z8R5inDcXJRIKkCLALk4tCjyF0bOaG/bAx+0o+Hxw6A9zBc4Kp99GLSD3PYgaEdr2vvCKqO4ggHrwXH6HnKgPe75YBf1vAPADFp09sHzUAMU/2/BO8EbyCcPnEf48wlfycgmJ4dblYbfXF8bPmhgovsKeVHiXVCWGK2IEJHFtaY4KJ7tn4OCq5ghGAt6qE4Hxe1IsBaqzB3rScCFbh1hyTlVmElEIievpl3B6TQRqkZh4TQ/8f/7r0eMgH8d9wowP/PMM1y5cotXLt0cKP8JWgrOLxRRFMHOToUbN+6MrNkF6Unn82kKhazvraaJx/ttGV3XDcPQ7XaHbtfCsiw/v+yGYhvCnyhkfllF1zUMQycWi/nKXwaGoQ98tmXZ1Osy11ytNv1cc2NsrllRFCYnMxSLOZ+olkQI4Ye2K+zsVNjdqQxIX4IE4+mZCWZmJonHA9nKOltbZfb26mFOWDbLSDMzk6NYzKAokjW9tVVle7sW1h5rmkKplGZmJk8qZfj9o9tsbzeo13v+uUrveHo6QzotFwyVSpfd3U5I5pLecYxSKR56x9WqzUG5X+pkGH4DiZyOpsnQWLXW73UKsjdxJq2QTqkoyrCAPEgSVyrRZ1TbDqFnbDsSZI8GY60fzlZcDNUeCFE7noqN4YexZAhUBgotNCx/Be2Hs4XmA7HZB2I/nKm4PblhI1w5Th70wVczJRgHIBzkRp2ev1nyfc6h6I+qIzRDbqoOwT4CUCE4ORaeY+P5oCH30rsK/36UCUV60YoiQTLYCwURsoEUP5Id5I5h5NQ7kIeOhLQ9zwd/L/SQZUjb6XvMx5miIPxogIdyKAqgDkQKgkhA8BnBuHiOLccrAG/HGu19qxpC1QeBW/Fz++FCzPGB2uqDd7CoOgK04bC3DXdLQpPHU8KSr6iX3S/5Cl41LGE6IGs6LnVPX33Ndb0QuL2odxx0CEOEX3kItgM566FPGMhHEwV4MbwYUHxi2jjd9CC8f3jzEGEZoqyAcFA8JzwDubg2cRUTDwXF66G4HRS3G3rO6AkJyIou88dWU36/QkGJZxDxDNg9vE4Vt9tGqBp6toAaT5LwevzUX/vRMWNwDwHz3/pbf490WsN1Pa5dW2d1ZWugxEfW5pZYXOqzj2/flmIco9jKUTMMjUwmSSolvdtEwvRzyzqGoaPrGurhWoGIOY7j9x216XZljrnTkVur1aHZ7NBstofqiUedx8REhsnJLMVinmw26dcze1QrDXb3quztVn2Puv8+RRFMTGaYnsozPTPhe9Iu+/sNtrcr7OzUBmQyc7kE09M5pqfz6LpKr2ezs1Nne7tGo9FPCeTzCaanMxQKaT/n22N7u8neXjPi+eqUSikKhUToHe/tSe84UN06nDtutRzKFekdu66cq7MZKZEZNJBotvwGEi15DE2DTErWHAcCIIEaVyAnrmsSjEMSl8+obnf75U2q4oOxT+AaB8a64mCoNoYqw36DIWoj9KAVbDQ/PK14AbAquIoR3rgI9RAQd1E8y88pBt6wCVpMgrAWAW/PAbsLjs/qtDqDedUQgM0QiNGMCPi6EkDsngQRx8JzLITr4Nq9kaFsoWoITZf7gU0CmFBliFuC2dGh7CiwMpA7llc+zmmO5nr7XrPSfz7mc7xI6DrcHD+M7Ujv2PO95OD5uJMQmrxuD9WPKvih/SC6oKoIofTHOABtf6ETPB4GbgGan+YIyXgRQh4QktEGgNvy0xCHQVsFRcd1h+vV5WBGS76i5V6jBWcIgbsPz4NNTaLgPSzbOriPPH4HMx6HFwiHFd4CnXh5tYOEOlmG2B+XfgWEz/tAQ2ChuD1ULHD8aJhQZM5YT8j72GqjOG28nu8d6zGUuMwre90GXruK59gI3cDIFlCMGFZtH7tRJZvL87mf/ptjr++eAebPfva/o1arcv78LMVihk6nx7Vr69y5vTsA0EIIpqZyzM0XKZWyKIpCp9Nje/uA7e0ye3uVsR2ojrKAgS1F0eVKWgqz36Xe3CEzDJ1sNkkulwpzzcmkzDG7rku12pKh7f06Bwf1oXpm09QpFrOUpvIUi1k0TQ09452dKnt7tQG1rUwmztRUjunpHLGYjuMEwF2nXO43iUgmDaamMkxNZTAMDcty2NtrsbPTpNWSwKNpCoVCgqmpNImEXCyVy1329vresa4rTE7GKBbjGIYS5o7LFTv0juNxhXxOJ5vTUBVBr+dRrcsGEo4jxzyVVMjl+o0joqxqz5MAnIzLULXu5427lqDli3+MA2PbVeg6+kCY2lBtWdKkBgQPEQKxHYaoZT5ZesUByYPBFbTwxXY9R4Kw20Pxen0gFooE4QCMFf/1rgtOFxwJ3J7VHZzUNROhmxKEg72fT/ZcB8/uyRW4v+FaePahxaBQUHQDoen9veaHtgMwjoZ83b7X7AXgFgU718Fz5cTrhYAYeLTuSOD/js33xEWE1CUUOQGLIGytKP4mC1iDhYRcXGjhgiIgknmOhRtcpx14xxaebeP6+1FEs2AR46EMpwZUTS7KkGkGeVwrAt7W6Dy/4ofJhToI2ErA4vcG+AJRj/twGdgwGW2wBEwe75CoyoDYijvkcUPgNUpmugTwcVrlIgLk4TvDYx5ueNIPUB9t45qb9NXZ+seP6r4H3r7qK+FFJWjlO1S//l8PKyHwPBTPRng9VOw+EIMf1YpLQBYK2B0UpxOCMaqOEksjYin5XfeaOC1JQlbjSbT0BEJRcRoHWI0aCIXYRIHJmXl+7P/zF8de/z0DzH/9r/89dnel5nU2m2BpqUgmE6fXs7l27Q4725Wh96iqSqGYoTCZJT+RRtflCqnT6VGpNNja2md7++AdOf9MJsn8fJFUKkEyGccw+uVVnU6Per1NrdakVm1Rq7WGOj0Ftrg0xfT0BMmkDL93uxblcpODgwaVSnNIe3t+fpKZmTymqeF5UK222N9vUi73vV6QXvTiolTl8jyo1brs77eoVvs5e1VVOHUqTzptSJBs25TLXSqVXvi5mqawsJAmmZRj3Wo7VKs2jYYTAX+VYtHEkL95Gk3Jqu5EJDIn8yrplAx/2o7s4NTqQLDW0FXIZQVm2LnJZ1RH9Kl11SWdcPulTZ6CZfuCH/5koeCSMKXXC/JGtzGGyplULExhIbxgURd4xYbvFfdzvZrdQMGfLEHesEFIWjMjEyzg2dCty8nVjiwYgzB0AMCajohMcB4ubqOM8GxcqzcYbhYCRTdQ/Pf1gVgys0d5nE6nhdNuhGFs13FwbWskGIUfEwJdHxxl6FoNQROBTxYLmNmK7xD75zA2kRjxtomGsT18ii9eSPaKLgq80FM+blEgVA1F84FaKP616OjZiZGvDxYmrm2HHrIbgrctF0GHx0sIGcUQCkLREUYMxUxGLtULvXkZLvcXAa4VfheHj4eqA4r0tHU/VBqa64O1I39T0TIwd0RKIgRuCbSuYuIpkR4B/hgOypkOypv298dBhUxpBKptrhdQrgZhuT82w+8efN4HddkEo6+XfvS5BAuTgITXJ+MFv0vVbknSpWfLMQzfakS4HqYcv24NnE7//lV1FDMh88eagdss43UaeK6DUFW0ZBYtlcVzHKzKDk63g1A1zNwERnaS7v42pmfzoz/6XRDKPrETO7ETO7ETOzEYn1g9sbG2t7fHT/7kT7K3t/dun8p71k7G+O23kzF+++1kjN8Ze6+N8wkwvwlzXZfd3d2x4egT+87tZIzffjsZ47ffTsb4nbH32jifAPOJndiJndiJndg9ZCfAfGIndmIndmIndg/ZCTCf2Imd2Imd2IndQ3YCzG/Ckskkn/3sZ0kmk8e/+MTelJ2M8dtvJ2P89tvJGL8z9l4b55NyqRM7sRM7sRM7sXvITjzmEzuxEzuxEzuxe8hOgPnETuzETuzETuweshNgPrETO7ETO7ETu4dMO/4lJ3acvfrqq/ziL/4iP/IjP8L3f//3v9un856yX/3VX+WVV15B12XLzb/6V/8qZ8+efbdP67veNjY2+OIXv0ij0SCVSvFTP/VTzMzMvNun9Z6yer3OP//n/5ytrS10XWd6epof//EfJ5PJvNun9p603/7t3+a3f/u3+cIXvsDi4uK7fTrfkZ14zN+htdttfuM3foPHHnvs3T6V96Q99thjfOELX+Cf/JN/wl/6S3+JZ5555t0+pfeE/cqv/Aqf/vSn+eVf/mU+/elP8y//5b98t0/pPWdCCD7zmc/wy7/8y3zhC19gamqK3/iN33i3T+s9aTdv3uTatWsUCoV3+1TeEjsB5u/Qfv3Xf53PfOYzpNPpd/tU3pP2xBNPoGkysHP+/Hn29/ffM7J775ZVq1VWVlb4yEc+AsBHPvIRVlZWqNVq7/KZvbcslUrxwAMPhM+Xl5ffM1rO95JZlsW/+lf/ih/7sR87snf4d5OdAPN3YC+++CKtVosPfOAD7/ap/L/C/uAP/oDHH38cRTn52X4ntr+/z8TERDiOiqKQz+dPQONtNNd1+fKXv8wTTzzxbp/Ke87+7b/9t3z0ox+lVCq926fyltlJjvkI+/znPz92snrmmWf4zd/8Tf7+3//77/BZvbfsqDH+lV/5lRA8vv71r/O1r32NX/iFX3gnT+/ETuwtsV/7tV/DNM0TDspbbFevXuXGjRv88A//8Lt9Km+pnQDzEfaP//E/Hvu/119/nXK5zM/+7M8CUKvVeP7552k0Gnz2s599p07xu96OGuPAnn32WX7rt36Ln/u5nyOXy739J/Uet8nJSQ4ODnBdF0VRcF2Xcrn8nsnP3Wv2r//1v2Zra4vPf/7zJ9Get9guX77MxsYGP/VTPwXIaNAv/dIv8RM/8RM88sgj7/LZvXk7Uf56i+yLX/wiZ8+ePVkRv8X2/PPP82u/9mv83M/9HNPT0+/26bxn7B/+w3/IJz7xCT72sY/x1a9+lT/+4z/mH/yDf/Bun9Z7zv7Nv/k3XL16lb/7d/8upmm+26fznref/Mmf5POf//x3PSv7xGM+sXva/sW/+BdomsY//af/NPzbz//8z5+Q7b5D+2t/7a/xxS9+kd/5nd8hmUyGHseJvXV2+/Ztfvd3f5eZmZkw5VUqlfg7f+fvvMtndmL3up14zCd2Yid2Yid2YveQnSQ8TuzETuzETuzE7iE7AeYTO7ETO7ETO7F7yE6A+cRO7MRO7MRO7B6yE2A+sRM7sRM7sRO7h+wEmE/sxE7sxE7sxO4hOwHmEzuxEzuxEzuxe8hOgPnETuzETuzETuwesv8HVeDrn3gW3iIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "path = descent(Dh, x0=[-3, 0], l_rate=0.01, nsteps=1000)\n",
    "\n",
    "plot_descent(h, \n",
    "             xlim=(-5, 5),\n",
    "             ylim=(-5, 5),\n",
    "             path=path,\n",
    "             levels=40\n",
    "            );"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ad1f3a4f",
   "metadata": {},
   "outputs": [],
   "source": [
    "plot3d(r, (-1.4, 1.4), (-0.5, 1.4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "4eac96e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "path = descent(Dr, x0=[-0.5, 1], l_rate=0.001, nsteps=2000)\n",
    "\n",
    "plot_descent(r, \n",
    "             xlim=(-1.4, 1.4),\n",
    "             ylim=(-0.5, 1.4),\n",
    "             path=path,\n",
    "             levels=40\n",
    "            );"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4de39705",
   "metadata": {},
   "source": [
    "## Linear regression using sklearn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "dbe9155a",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "reg = LinearRegression()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "1b3dca43",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>29.03</td>\n",
       "      <td>5.92</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>27.18</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>22.67</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>17.82</td>\n",
       "      <td>1.75</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>18.78</td>\n",
       "      <td>3.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Thur</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>244 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     total_bill   tip     sex smoker   day    time  size\n",
       "0         16.99  1.01  Female     No   Sun  Dinner     2\n",
       "1         10.34  1.66    Male     No   Sun  Dinner     3\n",
       "2         21.01  3.50    Male     No   Sun  Dinner     3\n",
       "3         23.68  3.31    Male     No   Sun  Dinner     2\n",
       "4         24.59  3.61  Female     No   Sun  Dinner     4\n",
       "..          ...   ...     ...    ...   ...     ...   ...\n",
       "239       29.03  5.92    Male     No   Sat  Dinner     3\n",
       "240       27.18  2.00  Female    Yes   Sat  Dinner     2\n",
       "241       22.67  2.00    Male    Yes   Sat  Dinner     2\n",
       "242       17.82  1.75    Male     No   Sat  Dinner     2\n",
       "243       18.78  3.00  Female     No  Thur  Dinner     2\n",
       "\n",
       "[244 rows x 7 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "b3b64e70",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression()"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg.fit(df[['total_bill']], df['tip'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "f94adf1f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.10502452])"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg.coef_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "65cd9dc9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9202696135546731"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg.intercept_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "bcb57146",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fdac9531070>]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 7))\n",
    "sns.scatterplot(data=df, x='total_bill', y='tip', marker='o')\n",
    "x = np.arange(0, 55)\n",
    "plt.plot(x, reg.coef_[0]*x + reg.intercept_, c='b')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "142399c9",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/bb/opt/anaconda3/lib/python3.8/site-packages/sklearn/base.py:450: UserWarning:\n",
      "\n",
      "X does not have valid feature names, but LinearRegression was fitted with feature names\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([11.42272135])"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg.predict([[100]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "5370b68e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "      <th>regression</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>2.704636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "      <td>2.006223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "      <td>3.126835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>3.407250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "      <td>3.502822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>29.03</td>\n",
       "      <td>5.92</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "      <td>3.969131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>27.18</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>3.774836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>22.67</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>3.301175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>17.82</td>\n",
       "      <td>1.75</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>2.791807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>18.78</td>\n",
       "      <td>3.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Thur</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>2.892630</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>244 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     total_bill   tip     sex smoker   day    time  size  regression\n",
       "0         16.99  1.01  Female     No   Sun  Dinner     2    2.704636\n",
       "1         10.34  1.66    Male     No   Sun  Dinner     3    2.006223\n",
       "2         21.01  3.50    Male     No   Sun  Dinner     3    3.126835\n",
       "3         23.68  3.31    Male     No   Sun  Dinner     2    3.407250\n",
       "4         24.59  3.61  Female     No   Sun  Dinner     4    3.502822\n",
       "..          ...   ...     ...    ...   ...     ...   ...         ...\n",
       "239       29.03  5.92    Male     No   Sat  Dinner     3    3.969131\n",
       "240       27.18  2.00  Female    Yes   Sat  Dinner     2    3.774836\n",
       "241       22.67  2.00    Male    Yes   Sat  Dinner     2    3.301175\n",
       "242       17.82  1.75    Male     No   Sat  Dinner     2    2.791807\n",
       "243       18.78  3.00  Female     No  Thur  Dinner     2    2.892630\n",
       "\n",
       "[244 rows x 8 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['regression'] = reg.predict(df[['total_bill']])\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "5a832ad4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "      <th>regression</th>\n",
       "      <th>regression_error</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>2.704636</td>\n",
       "      <td>1.694636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "      <td>2.006223</td>\n",
       "      <td>0.346223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "      <td>3.126835</td>\n",
       "      <td>-0.373165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>3.407250</td>\n",
       "      <td>0.097250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "      <td>3.502822</td>\n",
       "      <td>-0.107178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>29.03</td>\n",
       "      <td>5.92</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "      <td>3.969131</td>\n",
       "      <td>-1.950869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>27.18</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>3.774836</td>\n",
       "      <td>1.774836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>22.67</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>3.301175</td>\n",
       "      <td>1.301175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>17.82</td>\n",
       "      <td>1.75</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>2.791807</td>\n",
       "      <td>1.041807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>18.78</td>\n",
       "      <td>3.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Thur</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>2.892630</td>\n",
       "      <td>-0.107370</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>244 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     total_bill   tip     sex smoker   day    time  size  regression  \\\n",
       "0         16.99  1.01  Female     No   Sun  Dinner     2    2.704636   \n",
       "1         10.34  1.66    Male     No   Sun  Dinner     3    2.006223   \n",
       "2         21.01  3.50    Male     No   Sun  Dinner     3    3.126835   \n",
       "3         23.68  3.31    Male     No   Sun  Dinner     2    3.407250   \n",
       "4         24.59  3.61  Female     No   Sun  Dinner     4    3.502822   \n",
       "..          ...   ...     ...    ...   ...     ...   ...         ...   \n",
       "239       29.03  5.92    Male     No   Sat  Dinner     3    3.969131   \n",
       "240       27.18  2.00  Female    Yes   Sat  Dinner     2    3.774836   \n",
       "241       22.67  2.00    Male    Yes   Sat  Dinner     2    3.301175   \n",
       "242       17.82  1.75    Male     No   Sat  Dinner     2    2.791807   \n",
       "243       18.78  3.00  Female     No  Thur  Dinner     2    2.892630   \n",
       "\n",
       "     regression_error  \n",
       "0            1.694636  \n",
       "1            0.346223  \n",
       "2           -0.373165  \n",
       "3            0.097250  \n",
       "4           -0.107178  \n",
       "..                ...  \n",
       "239         -1.950869  \n",
       "240          1.774836  \n",
       "241          1.301175  \n",
       "242          1.041807  \n",
       "243         -0.107370  \n",
       "\n",
       "[244 rows x 9 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['regression_error'] = df['regression'] - df['tip']\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "1f7b9d21",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-5.223508328974097e-16"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['regression_error'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "aae8c350",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    244.000000\n",
       "mean       0.745825\n",
       "std        0.694074\n",
       "min        0.002632\n",
       "25%        0.276832\n",
       "50%        0.541028\n",
       "75%        0.999040\n",
       "max        3.743435\n",
       "Name: regression_error, dtype: float64"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.abs(df['regression_error']).describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e9c90820",
   "metadata": {},
   "source": [
    "## Linear regression with total_bill and size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "f8c43f8d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression()"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg2 = LinearRegression()\n",
    "reg2.fit(df[['total_bill', 'size']], df['tip'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "9ef9295b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.09271334, 0.19259779])"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg2.coef_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "4b0b3a49",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6689447408125022"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg2.intercept_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "f4792cb5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "      <th>regression</th>\n",
       "      <th>regression_error</th>\n",
       "      <th>regression_2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>2.704636</td>\n",
       "      <td>1.694636</td>\n",
       "      <td>2.629340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "      <td>2.006223</td>\n",
       "      <td>0.346223</td>\n",
       "      <td>2.205394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "      <td>3.126835</td>\n",
       "      <td>-0.373165</td>\n",
       "      <td>3.194645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>3.407250</td>\n",
       "      <td>0.097250</td>\n",
       "      <td>3.249592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "      <td>3.502822</td>\n",
       "      <td>-0.107178</td>\n",
       "      <td>3.719157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>29.03</td>\n",
       "      <td>5.92</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "      <td>3.969131</td>\n",
       "      <td>-1.950869</td>\n",
       "      <td>3.938206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>27.18</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>3.774836</td>\n",
       "      <td>1.774836</td>\n",
       "      <td>3.574089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>22.67</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>3.301175</td>\n",
       "      <td>1.301175</td>\n",
       "      <td>3.155952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>17.82</td>\n",
       "      <td>1.75</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>2.791807</td>\n",
       "      <td>1.041807</td>\n",
       "      <td>2.706292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>18.78</td>\n",
       "      <td>3.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Thur</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>2.892630</td>\n",
       "      <td>-0.107370</td>\n",
       "      <td>2.795297</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>244 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     total_bill   tip     sex smoker   day    time  size  regression  \\\n",
       "0         16.99  1.01  Female     No   Sun  Dinner     2    2.704636   \n",
       "1         10.34  1.66    Male     No   Sun  Dinner     3    2.006223   \n",
       "2         21.01  3.50    Male     No   Sun  Dinner     3    3.126835   \n",
       "3         23.68  3.31    Male     No   Sun  Dinner     2    3.407250   \n",
       "4         24.59  3.61  Female     No   Sun  Dinner     4    3.502822   \n",
       "..          ...   ...     ...    ...   ...     ...   ...         ...   \n",
       "239       29.03  5.92    Male     No   Sat  Dinner     3    3.969131   \n",
       "240       27.18  2.00  Female    Yes   Sat  Dinner     2    3.774836   \n",
       "241       22.67  2.00    Male    Yes   Sat  Dinner     2    3.301175   \n",
       "242       17.82  1.75    Male     No   Sat  Dinner     2    2.791807   \n",
       "243       18.78  3.00  Female     No  Thur  Dinner     2    2.892630   \n",
       "\n",
       "     regression_error  regression_2  \n",
       "0            1.694636      2.629340  \n",
       "1            0.346223      2.205394  \n",
       "2           -0.373165      3.194645  \n",
       "3            0.097250      3.249592  \n",
       "4           -0.107178      3.719157  \n",
       "..                ...           ...  \n",
       "239         -1.950869      3.938206  \n",
       "240          1.774836      3.574089  \n",
       "241          1.301175      3.155952  \n",
       "242          1.041807      2.706292  \n",
       "243         -0.107370      2.795297  \n",
       "\n",
       "[244 rows x 10 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['regression_2'] = reg2.predict(df[['total_bill', 'size']])\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "9a71f792",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "      <th>regression</th>\n",
       "      <th>regression_error</th>\n",
       "      <th>regression_2</th>\n",
       "      <th>regression_2 error</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>2.704636</td>\n",
       "      <td>1.694636</td>\n",
       "      <td>2.629340</td>\n",
       "      <td>1.619340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "      <td>2.006223</td>\n",
       "      <td>0.346223</td>\n",
       "      <td>2.205394</td>\n",
       "      <td>0.545394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "      <td>3.126835</td>\n",
       "      <td>-0.373165</td>\n",
       "      <td>3.194645</td>\n",
       "      <td>-0.305355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>3.407250</td>\n",
       "      <td>0.097250</td>\n",
       "      <td>3.249592</td>\n",
       "      <td>-0.060408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "      <td>3.502822</td>\n",
       "      <td>-0.107178</td>\n",
       "      <td>3.719157</td>\n",
       "      <td>0.109157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>29.03</td>\n",
       "      <td>5.92</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "      <td>3.969131</td>\n",
       "      <td>-1.950869</td>\n",
       "      <td>3.938206</td>\n",
       "      <td>-1.981794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>27.18</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>3.774836</td>\n",
       "      <td>1.774836</td>\n",
       "      <td>3.574089</td>\n",
       "      <td>1.574089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>22.67</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>3.301175</td>\n",
       "      <td>1.301175</td>\n",
       "      <td>3.155952</td>\n",
       "      <td>1.155952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>17.82</td>\n",
       "      <td>1.75</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>2.791807</td>\n",
       "      <td>1.041807</td>\n",
       "      <td>2.706292</td>\n",
       "      <td>0.956292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>18.78</td>\n",
       "      <td>3.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Thur</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>2.892630</td>\n",
       "      <td>-0.107370</td>\n",
       "      <td>2.795297</td>\n",
       "      <td>-0.204703</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>244 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     total_bill   tip     sex smoker   day    time  size  regression  \\\n",
       "0         16.99  1.01  Female     No   Sun  Dinner     2    2.704636   \n",
       "1         10.34  1.66    Male     No   Sun  Dinner     3    2.006223   \n",
       "2         21.01  3.50    Male     No   Sun  Dinner     3    3.126835   \n",
       "3         23.68  3.31    Male     No   Sun  Dinner     2    3.407250   \n",
       "4         24.59  3.61  Female     No   Sun  Dinner     4    3.502822   \n",
       "..          ...   ...     ...    ...   ...     ...   ...         ...   \n",
       "239       29.03  5.92    Male     No   Sat  Dinner     3    3.969131   \n",
       "240       27.18  2.00  Female    Yes   Sat  Dinner     2    3.774836   \n",
       "241       22.67  2.00    Male    Yes   Sat  Dinner     2    3.301175   \n",
       "242       17.82  1.75    Male     No   Sat  Dinner     2    2.791807   \n",
       "243       18.78  3.00  Female     No  Thur  Dinner     2    2.892630   \n",
       "\n",
       "     regression_error  regression_2  regression_2 error  \n",
       "0            1.694636      2.629340            1.619340  \n",
       "1            0.346223      2.205394            0.545394  \n",
       "2           -0.373165      3.194645           -0.305355  \n",
       "3            0.097250      3.249592           -0.060408  \n",
       "4           -0.107178      3.719157            0.109157  \n",
       "..                ...           ...                 ...  \n",
       "239         -1.950869      3.938206           -1.981794  \n",
       "240          1.774836      3.574089            1.574089  \n",
       "241          1.301175      3.155952            1.155952  \n",
       "242          1.041807      2.706292            0.956292  \n",
       "243         -0.107370      2.795297           -0.204703  \n",
       "\n",
       "[244 rows x 11 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['regression_2 error'] = df['regression_2'] - df['tip']\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "429c8ff2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>regression_error</th>\n",
       "      <th>regression_2 error</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>244.000000</td>\n",
       "      <td>244.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.745825</td>\n",
       "      <td>0.739004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.694074</td>\n",
       "      <td>0.685833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.002632</td>\n",
       "      <td>0.002048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.276832</td>\n",
       "      <td>0.273011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.541028</td>\n",
       "      <td>0.536010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.999040</td>\n",
       "      <td>0.959264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>3.743435</td>\n",
       "      <td>4.042497</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       regression_error  regression_2 error\n",
       "count        244.000000          244.000000\n",
       "mean           0.745825            0.739004\n",
       "std            0.694074            0.685833\n",
       "min            0.002632            0.002048\n",
       "25%            0.276832            0.273011\n",
       "50%            0.541028            0.536010\n",
       "75%            0.999040            0.959264\n",
       "max            3.743435            4.042497"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.abs(df[['regression_error', 'regression_2 error']]).describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60883b0a",
   "metadata": {},
   "source": [
    "## Linear regression and $R^2$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "4ae57fec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.45661658635167657"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg.score(df[['total_bill']], df['tip'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "89233e2b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.46786930879612587"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg2.score(df[['total_bill', 'size']], df['tip'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd51d51d",
   "metadata": {},
   "source": [
    "## Linear regression with total_bill and day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "8a2fb060",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Thur</th>\n",
       "      <th>Fri</th>\n",
       "      <th>Sat</th>\n",
       "      <th>Sun</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>244 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Thur  Fri  Sat  Sun\n",
       "0       0    0    0    1\n",
       "1       0    0    0    1\n",
       "2       0    0    0    1\n",
       "3       0    0    0    1\n",
       "4       0    0    0    1\n",
       "..    ...  ...  ...  ...\n",
       "239     0    0    1    0\n",
       "240     0    0    1    0\n",
       "241     0    0    1    0\n",
       "242     0    0    1    0\n",
       "243     1    0    0    0\n",
       "\n",
       "[244 rows x 4 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "pd.get_dummies(df['day'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "a373f0bd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "      <th>regression</th>\n",
       "      <th>regression_error</th>\n",
       "      <th>regression_2</th>\n",
       "      <th>regression_2 error</th>\n",
       "      <th>Thur</th>\n",
       "      <th>Fri</th>\n",
       "      <th>Sat</th>\n",
       "      <th>Sun</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>2.704636</td>\n",
       "      <td>1.694636</td>\n",
       "      <td>2.629340</td>\n",
       "      <td>1.619340</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "      <td>2.006223</td>\n",
       "      <td>0.346223</td>\n",
       "      <td>2.205394</td>\n",
       "      <td>0.545394</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "      <td>3.126835</td>\n",
       "      <td>-0.373165</td>\n",
       "      <td>3.194645</td>\n",
       "      <td>-0.305355</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>3.407250</td>\n",
       "      <td>0.097250</td>\n",
       "      <td>3.249592</td>\n",
       "      <td>-0.060408</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "      <td>3.502822</td>\n",
       "      <td>-0.107178</td>\n",
       "      <td>3.719157</td>\n",
       "      <td>0.109157</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>29.03</td>\n",
       "      <td>5.92</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "      <td>3.969131</td>\n",
       "      <td>-1.950869</td>\n",
       "      <td>3.938206</td>\n",
       "      <td>-1.981794</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>27.18</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>3.774836</td>\n",
       "      <td>1.774836</td>\n",
       "      <td>3.574089</td>\n",
       "      <td>1.574089</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>22.67</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>3.301175</td>\n",
       "      <td>1.301175</td>\n",
       "      <td>3.155952</td>\n",
       "      <td>1.155952</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>17.82</td>\n",
       "      <td>1.75</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>2.791807</td>\n",
       "      <td>1.041807</td>\n",
       "      <td>2.706292</td>\n",
       "      <td>0.956292</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>18.78</td>\n",
       "      <td>3.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Thur</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>2.892630</td>\n",
       "      <td>-0.107370</td>\n",
       "      <td>2.795297</td>\n",
       "      <td>-0.204703</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>244 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     total_bill   tip     sex smoker   day    time  size  regression  \\\n",
       "0         16.99  1.01  Female     No   Sun  Dinner     2    2.704636   \n",
       "1         10.34  1.66    Male     No   Sun  Dinner     3    2.006223   \n",
       "2         21.01  3.50    Male     No   Sun  Dinner     3    3.126835   \n",
       "3         23.68  3.31    Male     No   Sun  Dinner     2    3.407250   \n",
       "4         24.59  3.61  Female     No   Sun  Dinner     4    3.502822   \n",
       "..          ...   ...     ...    ...   ...     ...   ...         ...   \n",
       "239       29.03  5.92    Male     No   Sat  Dinner     3    3.969131   \n",
       "240       27.18  2.00  Female    Yes   Sat  Dinner     2    3.774836   \n",
       "241       22.67  2.00    Male    Yes   Sat  Dinner     2    3.301175   \n",
       "242       17.82  1.75    Male     No   Sat  Dinner     2    2.791807   \n",
       "243       18.78  3.00  Female     No  Thur  Dinner     2    2.892630   \n",
       "\n",
       "     regression_error  regression_2  regression_2 error  Thur  Fri  Sat  Sun  \n",
       "0            1.694636      2.629340            1.619340     0    0    0    1  \n",
       "1            0.346223      2.205394            0.545394     0    0    0    1  \n",
       "2           -0.373165      3.194645           -0.305355     0    0    0    1  \n",
       "3            0.097250      3.249592           -0.060408     0    0    0    1  \n",
       "4           -0.107178      3.719157            0.109157     0    0    0    1  \n",
       "..                ...           ...                 ...   ...  ...  ...  ...  \n",
       "239         -1.950869      3.938206           -1.981794     0    0    1    0  \n",
       "240          1.774836      3.574089            1.574089     0    0    1    0  \n",
       "241          1.301175      3.155952            1.155952     0    0    1    0  \n",
       "242          1.041807      2.706292            0.956292     0    0    1    0  \n",
       "243         -0.107370      2.795297           -0.204703     1    0    0    0  \n",
       "\n",
       "[244 rows x 15 columns]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat([df, pd.get_dummies(df['day'])], axis=1)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "483521bd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression()"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg3 = LinearRegression()\n",
    "reg3.fit(df[['total_bill', 'Thur', 'Fri', 'Sat', 'Sun']], df['tip'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "9d5ad68f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.1046728 , -0.01132963,  0.00755391, -0.07843209,  0.08220781])"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg3.coef_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "4f9be050",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9202696135546731"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg.intercept_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "7e367034",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.45887402603123395"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg3.score(df[['total_bill', 'Thur', 'Fri', 'Sat', 'Sun']], df['tip'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd63c192",
   "metadata": {},
   "source": [
    "## Regular expression"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1fcb805c",
   "metadata": {},
   "source": [
    "### String operations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e073188f",
   "metadata": {},
   "outputs": [],
   "source": [
    "s = \"Hello there! How are you?\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3ce569f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'hello there! how are you?'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.lower()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "feb04de8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'HELLO THERE! HOW ARE YOU?'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.upper()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "192a7647",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Hello', 'there!', 'How', 'are', 'you?']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.split()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "bbc5457a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['He', 'o there! How are you?']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.split('ll')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "fbde57d5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Hello', 'there!', 'How', 'are', 'you?']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pieces = s.split()\n",
    "pieces"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4d7bf5d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Hello----there!----How----are----you?'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"----\".join(pieces)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "32d9ebe9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Hellothere!Howareyou?'"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"\".join(pieces)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ba3a0402",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Hello there! How are you?'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "92d8e927",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.find('there')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "018c5161",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'there! How are you?'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s[6:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "38cde094",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-1"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.find(\"bob\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "b207a1bc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Hello the<RE>! How a<RE> you?'"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.replace(\"re\", \"<RE>\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "062ecc90",
   "metadata": {},
   "source": [
    "### Raw string"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "3833bd86",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hello\n",
      "there\t!\n"
     ]
    }
   ],
   "source": [
    "print(\"Hello\\nthere\\t!\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e593ef9c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hello\\nthere\\t!\n"
     ]
    }
   ],
   "source": [
    "print(\"Hello\\\\nthere\\\\t!\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "01e9b95e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hello\\nthere\\t!\n"
     ]
    }
   ],
   "source": [
    "print(r\"Hello\\nthere\\t!\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "0740f9b2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hi 🙂\n"
     ]
    }
   ],
   "source": [
    "print(\"Hi \\U0001F642\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "ff68029a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hi \\U0001F642\n"
     ]
    }
   ],
   "source": [
    "print(r\"Hi \\U0001F642\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "b876059d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "4d647e24",
   "metadata": {},
   "outputs": [],
   "source": [
    "sample = \"\"\"I am writing in reference to the our conversation on Tuesday, March 2, 2021.\n",
    "Your order of 100,000 units of GC-1344 microcontrollers has been confirmed.\n",
    "You will be billed $19.50 per unit for the total of $1,950,000.00.\n",
    "The expected delivery date is Friday, April 30, 2021. In case of any further\n",
    "questions please contact our sales department by email support@simonis.biz,\n",
    "phone (294) 934-0923 or fax (294) 934-0202.\n",
    "\n",
    "Delfina Fischer\n",
    "Manager, Simonis LLC\n",
    "delfina.fisher@simonis.biz\n",
    "(294) 934 0937\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "a82b31c6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I am writing in reference to the our conversation on Tuesday, March 2, 2021.\n",
      "Your order of 100,000 units of GC-1344 microcontrollers has been confirmed.\n",
      "You will be billed $19.50 per unit for the total of $1,950,000.00.\n",
      "The expected delivery date is Friday, April 30, 2021. In case of any further\n",
      "questions please contact our sales department by email support@simonis.biz,\n",
      "phone (294) 934-0923 or fax (294) 934-0202.\n",
      "\n",
      "Delfina Fischer\n",
      "Manager, Simonis LLC\n",
      "delfina.fisher@simonis.biz\n",
      "(294) 934 0937\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "3ea40bef",
   "metadata": {},
   "outputs": [],
   "source": [
    "import html\n",
    "import re\n",
    "from IPython.core.display import display, HTML\n",
    "\n",
    "\n",
    "def re_show(regex, text=\"\", flags=0):\n",
    "    \"\"\"\n",
    "    Displays text with the regex match highlighted.\n",
    "    \"\"\"\n",
    "    text_css = '''\"border-style: none;\n",
    "                   border-width: 0px;\n",
    "                   padding: 0px;\n",
    "                   font-size: 14px;\n",
    "                   color: darkslategray;\n",
    "                   background-color: white;\n",
    "                   white-space: pre;\n",
    "                   line-height: 20px;\"\n",
    "                   '''\n",
    "    match_css = '''\"padding: 0px 1px 0px 1px;\n",
    "                    margin: 0px 0.5px 0px 0.5px;\n",
    "                    border-style: solid;\n",
    "                    border-width: 0.5px;\n",
    "                    border-color: darkred;\n",
    "                    background-color: cornsilk;\n",
    "                    color: red;\"\n",
    "                    '''\n",
    "\n",
    "    r = re.compile(f\"({regex})\", flags=flags)\n",
    "    t = r.sub(fr'###START###\\1###END###', text)\n",
    "    t = html.escape(t)\n",
    "    t = t.replace(\"###START###\", f\"<span style={match_css}>\")\n",
    "    t = t.replace(\"###END###\", f\"</span>\")\n",
    "    display(HTML(f'<code style={text_css}>{t}</code>'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "1703a4f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<code style=\"border-style: none;\n",
       "                   border-width: 0px;\n",
       "                   padding: 0px;\n",
       "                   font-size: 14px;\n",
       "                   color: darkslategray;\n",
       "                   background-color: white;\n",
       "                   white-space: pre;\n",
       "                   line-height: 20px;\"\n",
       "                   >I am writing in reference to <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >the</span> our conversation on Tuesday, March 2, 2021.\n",
       "Your order of 100,000 units of GC-1344 microcontrollers has been confirmed.\n",
       "You will be billed $19.50 per unit for <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >the</span> total of $1,950,000.00.\n",
       "The expected delivery date is Friday, April 30, 2021. In case of any fur<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >the</span>r\n",
       "questions please contact our sales department by email support@simonis.biz,\n",
       "phone (294) 934-0923 or fax (294) 934-0202.\n",
       "\n",
       "Delfina Fischer\n",
       "Manager, Simonis LLC\n",
       "delfina.fisher@simonis.biz\n",
       "(294) 934 0937\n",
       "</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "re_show(r\"the\", sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "8de3790f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<code style=\"border-style: none;\n",
       "                   border-width: 0px;\n",
       "                   padding: 0px;\n",
       "                   font-size: 14px;\n",
       "                   color: darkslategray;\n",
       "                   background-color: white;\n",
       "                   white-space: pre;\n",
       "                   line-height: 20px;\"\n",
       "                   >I am writing in reference to <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >the</span> our conversation on Tuesday, March 2, 2021.\n",
       "Your order of 100,000 units of GC-1344 microcontrollers has been confirmed.\n",
       "You will be billed $19.50 per unit for <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >the</span> total of $1,950,000.00.\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >The</span> expected delivery date is Friday, April 30, 2021. In case of any fur<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >the</span>r\n",
       "questions please contact our sales department by email support@simonis.biz,\n",
       "phone (294) 934-0923 or fax (294) 934-0202.\n",
       "\n",
       "Delfina Fischer\n",
       "Manager, Simonis LLC\n",
       "delfina.fisher@simonis.biz\n",
       "(294) 934 0937\n",
       "</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "re_show(r\"the|The\", sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "ebe74424",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<code style=\"border-style: none;\n",
       "                   border-width: 0px;\n",
       "                   padding: 0px;\n",
       "                   font-size: 14px;\n",
       "                   color: darkslategray;\n",
       "                   background-color: white;\n",
       "                   white-space: pre;\n",
       "                   line-height: 20px;\"\n",
       "                   >I am writing in reference to <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >the</span> our conversation on <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >T</span>uesday, March 2, 2021.\n",
       "Your order of 100,000 units of GC-1344 microcontrollers has been confirmed.\n",
       "You will be billed $19.50 per unit for <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >the</span> total of $1,950,000.00.\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >T</span>he expected delivery date is Friday, April 30, 2021. In case of any fur<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >the</span>r\n",
       "questions please contact our sales department by email support@simonis.biz,\n",
       "phone (294) 934-0923 or fax (294) 934-0202.\n",
       "\n",
       "Delfina Fischer\n",
       "Manager, Simonis LLC\n",
       "delfina.fisher@simonis.biz\n",
       "(294) 934 0937\n",
       "</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "re_show(r\"T|the\", sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "1d7ee54c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<code style=\"border-style: none;\n",
       "                   border-width: 0px;\n",
       "                   padding: 0px;\n",
       "                   font-size: 14px;\n",
       "                   color: darkslategray;\n",
       "                   background-color: white;\n",
       "                   white-space: pre;\n",
       "                   line-height: 20px;\"\n",
       "                   >I am writing in reference to <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >the</span> our conversation on Tuesday, March 2, 2021.\n",
       "Your order of 100,000 units of GC-1344 microcontrollers has been confirmed.\n",
       "You will be billed $19.50 per unit for <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >the</span> total of $1,950,000.00.\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >The</span> expected delivery date is Friday, April 30, 2021. In case of any fur<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >the</span>r\n",
       "questions please contact our sales department by email support@simonis.biz,\n",
       "phone (294) 934-0923 or fax (294) 934-0202.\n",
       "\n",
       "Delfina Fischer\n",
       "Manager, Simonis LLC\n",
       "delfina.fisher@simonis.biz\n",
       "(294) 934 0937\n",
       "</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "re_show(r\"(T|t)he\", sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "e48a74ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<code style=\"border-style: none;\n",
       "                   border-width: 0px;\n",
       "                   padding: 0px;\n",
       "                   font-size: 14px;\n",
       "                   color: darkslategray;\n",
       "                   background-color: white;\n",
       "                   white-space: pre;\n",
       "                   line-height: 20px;\"\n",
       "                   >I am writing in reference to the our conversation on Tuesday, March 2, 2021.\n",
       "Your order of 100,000 units of GC-1344 microcontrollers has been confirmed.\n",
       "You will be billed $19.50 per unit for the total of $1,950,000.00.\n",
       "The expected delivery date is Friday, April 30, 2021. In case of any further\n",
       "questions please contact our sales d<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >epa</span>rtment by <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >ema</span>il support@simonis.biz,\n",
       "phone (294) 934-0923 or fax (294) 934-0202.\n",
       "\n",
       "Delfina Fischer\n",
       "Manager, Simonis LLC\n",
       "delfina.fisher@simonis.biz\n",
       "(294) 934 0937\n",
       "</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "re_show(r\"e.a\", sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "87301e76",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<code style=\"border-style: none;\n",
       "                   border-width: 0px;\n",
       "                   padding: 0px;\n",
       "                   font-size: 14px;\n",
       "                   color: darkslategray;\n",
       "                   background-color: white;\n",
       "                   white-space: pre;\n",
       "                   line-height: 20px;\"\n",
       "                   ><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >I</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >m</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >w</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >g</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >h</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >u</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >v</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >T</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >u</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >y</span>, <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >M</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >h</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span>, <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >1</span>.\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >Y</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >u</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >1</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span>,<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >u</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >G</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >C</span>-<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >1</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >3</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >m</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >h</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >b</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >m</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span>.\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >Y</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >u</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >w</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >b</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >b</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span> $<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >1</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span>.<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >5</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >p</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >u</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >h</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span> $<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >1</span>,<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >5</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span>,<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span>.<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span>.\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >T</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >h</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >x</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >p</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >v</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >y</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >F</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >y</span>, <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >A</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >p</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >3</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span>, <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >1</span>. <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >I</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >y</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >u</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >h</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span>\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >q</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >u</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >p</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >u</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >p</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >m</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >b</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >y</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >m</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >u</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >p</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >p</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span>@<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >m</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span>.<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >b</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >z</span>,\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >p</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >h</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span> (<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span>) <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >3</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span>-<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >3</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >x</span> (<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span>) <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >3</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span>-<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span>.\n",
       "\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >D</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >F</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >h</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span>\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >M</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >g</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span>, <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >S</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >m</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >L</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >L</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >C</span>\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>.<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >h</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span>@<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >m</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span>.<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >b</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >z</span>\n",
       "(<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span>) <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >3</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >3</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >7</span>\n",
       "</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "re_show(r\"\\w\", sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "ce897bc4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<code style=\"border-style: none;\n",
       "                   border-width: 0px;\n",
       "                   padding: 0px;\n",
       "                   font-size: 14px;\n",
       "                   color: darkslategray;\n",
       "                   background-color: white;\n",
       "                   white-space: pre;\n",
       "                   line-height: 20px;\"\n",
       "                   >I<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>am<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>writing<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>in<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>reference<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>to<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>the<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>our<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>conversation<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>on<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>Tuesday<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >,</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>March<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>2<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >,</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>2021<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >.</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span>Your<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>order<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>of<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>100<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >,</span>000<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>units<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>of<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>GC<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >-</span>1344<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>microcontrollers<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>has<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>been<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>confirmed<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >.</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span>You<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>will<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>be<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>billed<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >$</span>19<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >.</span>50<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>per<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>unit<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>for<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>the<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>total<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>of<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >$</span>1<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >,</span>950<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >,</span>000<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >.</span>00<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >.</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span>The<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>expected<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>delivery<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>date<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>is<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>Friday<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >,</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>April<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>30<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >,</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>2021<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >.</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>In<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>case<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>of<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>any<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>further<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span>questions<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>please<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>contact<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>our<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>sales<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>department<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>by<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>email<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>support<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >@</span>simonis<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >.</span>biz<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >,</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span>phone<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >(</span>294<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >)</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>934<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >-</span>0923<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>or<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>fax<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >(</span>294<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >)</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>934<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >-</span>0202<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >.</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span>Delfina<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>Fischer<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span>Manager<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >,</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>Simonis<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>LLC<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span>delfina<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >.</span>fisher<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >@</span>simonis<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >.</span>biz<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >(</span>294<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >)</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>934<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>0937<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span></code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "re_show(r\"\\W\", sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "e775be42",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<code style=\"border-style: none;\n",
       "                   border-width: 0px;\n",
       "                   padding: 0px;\n",
       "                   font-size: 14px;\n",
       "                   color: darkslategray;\n",
       "                   background-color: white;\n",
       "                   white-space: pre;\n",
       "                   line-height: 20px;\"\n",
       "                   >I am writing in reference to the our conversation on Tuesday, March <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span>, <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >1</span>.\n",
       "Your order of <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >1</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span>,<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span> units of GC-<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >1</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >3</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span> microcontrollers has been confirmed.\n",
       "You will be billed $<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >1</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span>.<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >5</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span> per unit for the total of $<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >1</span>,<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >5</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span>,<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span>.<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span>.\n",
       "The expected delivery date is Friday, April <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >3</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span>, <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >1</span>. In case of any further\n",
       "questions please contact our sales department by email support@simonis.biz,\n",
       "phone (<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span>) <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >3</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span>-<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >3</span> or fax (<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span>) <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >3</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span>-<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span>.\n",
       "\n",
       "Delfina Fischer\n",
       "Manager, Simonis LLC\n",
       "delfina.fisher@simonis.biz\n",
       "(<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span>) <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >3</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >3</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >7</span>\n",
       "</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "re_show(r\"\\d\", sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "1d099591",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<code style=\"border-style: none;\n",
       "                   border-width: 0px;\n",
       "                   padding: 0px;\n",
       "                   font-size: 14px;\n",
       "                   color: darkslategray;\n",
       "                   background-color: white;\n",
       "                   white-space: pre;\n",
       "                   line-height: 20px;\"\n",
       "                   >I <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>m writing in referen<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span>e to the our <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span>onvers<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>tion on Tuesd<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>y, M<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span>h 2, 2021.\n",
       "Your order of 100,000 units of GC-1344 mi<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span>ro<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span>ontrollers h<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>s <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >b</span>een <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span>onfirmed.\n",
       "You will <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >b</span>e <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >b</span>illed $19.50 per unit for the tot<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>l of $1,950,000.00.\n",
       "The expe<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span>ted delivery d<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>te is Frid<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>y, April 30, 2021. In <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>se of <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>ny further\n",
       "questions ple<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>se <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span>ont<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span>t our s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>les dep<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>rtment <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >b</span>y em<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>il support@simonis.<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >b</span>iz,\n",
       "phone (294) 934-0923 or f<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>x (294) 934-0202.\n",
       "\n",
       "Delfin<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span> Fis<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span>her\n",
       "M<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>n<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>ger, Simonis LLC\n",
       "delfin<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>.fisher@simonis.<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >b</span>iz\n",
       "(294) 934 0937\n",
       "</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "re_show(r\"[abc]\", sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "82659456",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<code style=\"border-style: none;\n",
       "                   border-width: 0px;\n",
       "                   padding: 0px;\n",
       "                   font-size: 14px;\n",
       "                   color: darkslategray;\n",
       "                   background-color: white;\n",
       "                   white-space: pre;\n",
       "                   line-height: 20px;\"\n",
       "                   ><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >I</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>m wr<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span>t<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span>n<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >g</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span>n r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span>n<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span> to t<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >h</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span> our <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span>onv<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span>rs<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>t<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span>on on Tu<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span>s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>y, M<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >h</span> 2, 2021.\n",
       "Your or<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span>r o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span> 100,000 un<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span>ts o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >G</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >C</span>-1344 m<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span>ro<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span>ontroll<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span>rs <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >h</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>s <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >b</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span>n <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span>on<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span>rm<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span>.\n",
       "You w<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span>ll <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >b</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >b</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span>ll<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span> $19.50 p<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span>r un<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span>t <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span>or t<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >h</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span> tot<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>l o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span> $1,950,000.00.\n",
       "T<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >h</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span>xp<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span>t<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span>l<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span>v<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span>ry <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>t<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span>s <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >F</span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>y, <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >A</span>pr<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span>l 30, 2021. <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >I</span>n <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span> o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>ny <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span>urt<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >h</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span>r\n",
       "qu<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span>st<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span>ons pl<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span>ont<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span>t our s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>l<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span>s <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span>p<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>rtm<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span>nt <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >b</span>y <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span>m<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span>l support@s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span>mon<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span>s.<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >b</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span>z,\n",
       "p<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >h</span>on<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span> (294) 934-0923 or <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>x (294) 934-0202.\n",
       "\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >D</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span>l<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span>n<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >F</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span>s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >h</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span>r\n",
       "M<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>n<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >g</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span>r, S<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span>mon<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span>s LL<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >C</span>\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span>l<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span>n<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>.<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span>s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >h</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span>r@s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span>mon<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span>s.<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >b</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span>z\n",
       "(294) 934 0937\n",
       "</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "re_show(r\"[a-kA-K]\", sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "2a49379e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<code style=\"border-style: none;\n",
       "                   border-width: 0px;\n",
       "                   padding: 0px;\n",
       "                   font-size: 14px;\n",
       "                   color: darkslategray;\n",
       "                   background-color: white;\n",
       "                   white-space: pre;\n",
       "                   line-height: 20px;\"\n",
       "                   >I<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >m</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >w</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span>g<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span>efe<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span>ce<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span>he<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >u</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>c<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >v</span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >T</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >u</span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span>da<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >y</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >,</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >M</span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span>ch<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >,</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >1</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >.</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >Y</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >u</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span>de<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span>f<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >1</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >,</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >u</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span>f<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>GC<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >-</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >1</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >3</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >m</span>ic<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span>c<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>ha<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>bee<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>c<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span>fi<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >m</span>ed<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >.</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >Y</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >u</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >w</span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>be<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>bi<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span>ed<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >$</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >1</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >.</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >5</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >p</span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >u</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>f<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span>he<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span>f<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >$</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >1</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >,</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >5</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >,</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >.</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >.</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >T</span>he<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >x</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >p</span>ec<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span>ed<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>de<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >v</span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >y</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>da<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>F<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span>ida<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >y</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >,</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>A<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >p</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >3</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >,</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >1</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >.</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>I<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>ca<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span>f<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >y</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>f<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >u</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span>he<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >q</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >u</span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >p</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span>ea<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>c<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span>ac<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >u</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>de<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >p</span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >m</span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>b<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >y</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >m</span>ai<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >u</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >p</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >p</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >@</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >m</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >.</span>bi<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >z</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >,</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >p</span>h<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >(</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >)</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >3</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >-</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >3</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>fa<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >x</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >(</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >)</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >3</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >-</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >.</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span>De<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span>fi<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>Fi<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span>che<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >M</span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span>age<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >,</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >S</span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >m</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >L</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >L</span>C<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span>de<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span>fi<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >.</span>fi<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span>he<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >@</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >m</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >.</span>bi<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >z</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >(</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >)</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >3</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >3</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >7</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span></code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "re_show(r\"[^a-kA-K]\", sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "34850a62",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<code style=\"border-style: none;\n",
       "                   border-width: 0px;\n",
       "                   padding: 0px;\n",
       "                   font-size: 14px;\n",
       "                   color: darkslategray;\n",
       "                   background-color: white;\n",
       "                   white-space: pre;\n",
       "                   line-height: 20px;\"\n",
       "                   ><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >I</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >m</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >w</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >g</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >h</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >u</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >v</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >T</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >u</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >y</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >,</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >M</span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >h</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >,</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >1</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >.</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >Y</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >u</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >1</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >,</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >u</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >G</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >C</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >-</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >1</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >3</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >m</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >h</span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >b</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >m</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >.</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >Y</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >u</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >w</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >b</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >b</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >$</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >1</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >.</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >5</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >p</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >u</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >h</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >$</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >1</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >,</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >5</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >,</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >.</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >.</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >T</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >h</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >x</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >p</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >v</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >y</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >F</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >y</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >,</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >A</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >p</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >3</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >,</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >1</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >.</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >I</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >y</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >u</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >h</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >q</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >u</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >p</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >u</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >p</span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >m</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >b</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >y</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >m</span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >u</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >p</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >p</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >t</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >@</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >m</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >.</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >b</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >z</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >,</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >p</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >h</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >(</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >)</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >3</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >-</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >3</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >x</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >(</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >)</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >3</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >-</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >.</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >D</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >F</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >c</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >h</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >M</span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >g</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >,</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >S</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >m</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >L</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >L</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >C</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >l</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >.</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >f</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >h</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >e</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >r</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >@</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >m</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >o</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >n</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >s</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >.</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >b</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >i</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >z</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >(</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >)</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >3</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >4</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    > </span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >9</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >3</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >7</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >\n",
       "</span></code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "re_show(r\"[^a]\", sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "8a01e9c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<code style=\"border-style: none;\n",
       "                   border-width: 0px;\n",
       "                   padding: 0px;\n",
       "                   font-size: 14px;\n",
       "                   color: darkslategray;\n",
       "                   background-color: white;\n",
       "                   white-space: pre;\n",
       "                   line-height: 20px;\"\n",
       "                   >I <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >am</span> writing in reference to the our convers<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >at</span>ion on Tuesd<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >ay</span>, M<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >ar</span>ch 2, 2021.\n",
       "Your order of 100,000 units of GC-1344 microcontrollers h<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >as</span> been confirmed.\n",
       "You will be billed $19.50 per unit for the tot<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >al</span> of $1,950,000.00.\n",
       "The expected delivery d<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >at</span>e is Frid<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >ay</span>, <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >Ap</span>ril 30, 2021. In c<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >as</span>e of <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >an</span>y further\n",
       "questions ple<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >as</span>e cont<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >ac</span>t our s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >al</span>es dep<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >ar</span>tment by em<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >ai</span>l support@simonis.biz,\n",
       "phone (294) 934-0923 or f<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >ax</span> (294) 934-0202.\n",
       "\n",
       "Delfina Fischer\n",
       "M<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >an</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >ag</span>er, Simonis LLC\n",
       "delfina.fisher@simonis.biz\n",
       "(294) 934 0937\n",
       "</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "re_show(r\"(a|A)[a-z]\", sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "52ffcca7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<code style=\"border-style: none;\n",
       "                   border-width: 0px;\n",
       "                   padding: 0px;\n",
       "                   font-size: 14px;\n",
       "                   color: darkslategray;\n",
       "                   background-color: white;\n",
       "                   white-space: pre;\n",
       "                   line-height: 20px;\"\n",
       "                   >I am writing in reference to the our conversation on Tuesday, March 2, <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >202</span>1.\n",
       "Your order of <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >100</span>,<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >000</span> units of GC-<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >134</span>4 microcontrollers has been confirmed.\n",
       "You will be billed $19.50 per unit for the total of $1,<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >950</span>,<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >000</span>.00.\n",
       "The expected delivery date is Friday, April 30, <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >202</span>1. In case of any further\n",
       "questions please contact our sales department by email support@simonis.biz,\n",
       "phone (<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >294</span>) <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >934</span>-<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >092</span>3 or fax (<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >294</span>) <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >934</span>-<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >020</span>2.\n",
       "\n",
       "Delfina Fischer\n",
       "Manager, Simonis LLC\n",
       "delfina.fisher@simonis.biz\n",
       "(<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >294</span>) <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >934</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >093</span>7\n",
       "</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "re_show(r\"\\d\\d\\d\", sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "e3ef0744",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<code style=\"border-style: none;\n",
       "                   border-width: 0px;\n",
       "                   padding: 0px;\n",
       "                   font-size: 14px;\n",
       "                   color: darkslategray;\n",
       "                   background-color: white;\n",
       "                   white-space: pre;\n",
       "                   line-height: 20px;\"\n",
       "                   >I am writing in reference to the our conversation on Tuesday, March 2, <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >202</span>1.\n",
       "Your order of <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >100</span>,<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >000</span> units of GC-<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >134</span>4 microcontrollers has been confirmed.\n",
       "You will be billed $19.50 per unit for the total of $1,<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >950</span>,<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >000</span>.00.\n",
       "The expected delivery date is Friday, April 30, <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >202</span>1. In case of any further\n",
       "questions please contact our sales department by email support@simonis.biz,\n",
       "phone (<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >294</span>) <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >934</span>-<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >092</span>3 or fax (<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >294</span>) <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >934</span>-<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >020</span>2.\n",
       "\n",
       "Delfina Fischer\n",
       "Manager, Simonis LLC\n",
       "delfina.fisher@simonis.biz\n",
       "(<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >294</span>) <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >934</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >093</span>7\n",
       "</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "re_show(r\"\\d{3}\", sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "565fb8e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<code style=\"border-style: none;\n",
       "                   border-width: 0px;\n",
       "                   padding: 0px;\n",
       "                   font-size: 14px;\n",
       "                   color: darkslategray;\n",
       "                   background-color: white;\n",
       "                   white-space: pre;\n",
       "                   line-height: 20px;\"\n",
       "                   ><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>I<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>m<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>w<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>t<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>n<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>g<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>n<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>f<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>n<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>c<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>t<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>t<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>h<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>u<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>c<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>n<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>v<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>t<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>n<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>n<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>T<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>u<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>d<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>y<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>,<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>M<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>c<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>h<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>,<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2021</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>.<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>Y<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>u<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>d<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>f<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >100</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>,<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >000</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>u<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>n<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>t<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>f<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>G<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>C<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>-<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >1344</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>m<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>c<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>c<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>n<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>t<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>l<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>l<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>h<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>b<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>n<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>c<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>n<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>f<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>m<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>d<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>.<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>Y<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>u<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>w<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>l<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>l<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>b<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>b<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>l<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>l<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>d<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>$<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >19</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>.<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >50</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>p<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>u<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>n<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>t<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>f<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>t<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>h<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>t<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>t<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>l<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>f<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>$<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >1</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>,<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >950</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>,<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >000</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>.<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >00</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>.<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>T<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>h<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>x<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>p<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>c<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>t<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>d<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>d<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>l<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>v<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>y<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>d<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>t<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>F<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>d<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>y<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>,<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>A<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>p<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>l<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >30</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>,<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2021</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>.<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>I<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>n<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>c<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>f<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>n<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>y<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>f<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>u<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>t<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>h<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>q<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>u<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>t<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>n<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>p<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>l<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>c<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>n<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>t<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>c<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>t<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>u<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>l<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>d<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>p<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>t<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>m<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>n<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>t<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>b<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>y<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>m<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>l<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>u<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>p<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>p<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>t<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>@<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>m<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>n<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>.<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>b<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>z<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>,<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>p<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>h<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>n<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>(<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >294</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>)<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >934</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>-<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0923</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>f<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>x<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>(<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >294</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>)<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >934</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>-<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0202</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>.<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>D<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>l<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>f<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>n<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>F<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>c<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>h<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>M<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>n<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>g<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>,<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>S<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>m<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>n<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>L<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>L<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>C<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>d<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>l<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>f<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>n<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>a<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>.<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>f<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>h<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>e<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>r<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>@<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>m<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>o<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>n<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>.<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>b<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>i<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>z<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>(<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >294</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>)<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >934</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0937</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span>\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    ></span></code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "re_show(r\"\\d*\", sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "cdcf88b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<code style=\"border-style: none;\n",
       "                   border-width: 0px;\n",
       "                   padding: 0px;\n",
       "                   font-size: 14px;\n",
       "                   color: darkslategray;\n",
       "                   background-color: white;\n",
       "                   white-space: pre;\n",
       "                   line-height: 20px;\"\n",
       "                   >I am writing in reference to the our conversation on Tuesday, March <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2</span>, <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2021</span>.\n",
       "Your order of <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >100</span>,<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >000</span> units of GC-<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >1344</span> microcontrollers has been confirmed.\n",
       "You will be billed $<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >19</span>.<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >50</span> per unit for the total of $<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >1</span>,<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >950</span>,<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >000</span>.<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >00</span>.\n",
       "The expected delivery date is Friday, April <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >30</span>, <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >2021</span>. In case of any further\n",
       "questions please contact our sales department by email support@simonis.biz,\n",
       "phone (<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >294</span>) <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >934</span>-<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0923</span> or fax (<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >294</span>) <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >934</span>-<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0202</span>.\n",
       "\n",
       "Delfina Fischer\n",
       "Manager, Simonis LLC\n",
       "delfina.fisher@simonis.biz\n",
       "(<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >294</span>) <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >934</span> <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0937</span>\n",
       "</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "re_show(r\"\\d+\", sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "482336bd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<code style=\"border-style: none;\n",
       "                   border-width: 0px;\n",
       "                   padding: 0px;\n",
       "                   font-size: 14px;\n",
       "                   color: darkslategray;\n",
       "                   background-color: white;\n",
       "                   white-space: pre;\n",
       "                   line-height: 20px;\"\n",
       "                   >I <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >am</span> writing in reference to the our convers<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >at</span>ion on Tuesd<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >ay</span>, M<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >ar</span>ch 2, 2021.\n",
       "Your order of 100,000 units of GC-1344 microcontrollers h<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >as</span> been confirmed.\n",
       "You will be billed $19.50 per unit for the tot<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >al</span> of $1,950,000.00.\n",
       "The expected delivery d<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >at</span>e is Frid<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >ay</span>, April 30, 2021. In c<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >as</span>e of <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >an</span>y further\n",
       "questions ple<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >as</span>e cont<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >ac</span>t our s<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >al</span>es dep<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >ar</span>tment by em<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >ai</span>l support@simonis.biz,\n",
       "phone (294) 934-0923 or f<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >ax</span> (294) 934-0202.\n",
       "\n",
       "Delfin<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span> Fischer\n",
       "M<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >an</span><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >ag</span>er, Simonis LLC\n",
       "delfin<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >a</span>.fisher@simonis.biz\n",
       "(294) 934 0937\n",
       "</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "re_show(r\"a\\w?\", sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "906b3c37",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<code style=\"border-style: none;\n",
       "                   border-width: 0px;\n",
       "                   padding: 0px;\n",
       "                   font-size: 14px;\n",
       "                   color: darkslategray;\n",
       "                   background-color: white;\n",
       "                   white-space: pre;\n",
       "                   line-height: 20px;\"\n",
       "                   >I am writing in reference to the our conversation on Tuesday, March 2, 2021.\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >Your order of 100,000 u</span>nits of GC-1344 microcontrollers has been confirmed.\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >You will be billed $19.50 per u</span>nit for the total of $1,950,000.00.\n",
       "The expected delivery date is Friday, April 30, 2021. In case of any further\n",
       "questions please contact our sales department by email support@simonis.biz,\n",
       "phone (294) 934-0923 or fax (294) 934-0202.\n",
       "\n",
       "Delfina Fischer\n",
       "Manager, Simonis LLC\n",
       "delfina.fisher@simonis.biz\n",
       "(294) 934 0937\n",
       "</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "re_show(r\"Y.*u\", sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "71760472",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<code style=\"border-style: none;\n",
       "                   border-width: 0px;\n",
       "                   padding: 0px;\n",
       "                   font-size: 14px;\n",
       "                   color: darkslategray;\n",
       "                   background-color: white;\n",
       "                   white-space: pre;\n",
       "                   line-height: 20px;\"\n",
       "                   >I am writing in reference to the our conversation on Tuesday, March 2, 2021.\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >You</span>r order of 100,000 units of GC-1344 microcontrollers has been confirmed.\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >You</span> will be billed $19.50 per unit for the total of $1,950,000.00.\n",
       "The expected delivery date is Friday, April 30, 2021. In case of any further\n",
       "questions please contact our sales department by email support@simonis.biz,\n",
       "phone (294) 934-0923 or fax (294) 934-0202.\n",
       "\n",
       "Delfina Fischer\n",
       "Manager, Simonis LLC\n",
       "delfina.fisher@simonis.biz\n",
       "(294) 934 0937\n",
       "</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "re_show(r\"Y.*?u\", sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "99f49e1e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<code style=\"border-style: none;\n",
       "                   border-width: 0px;\n",
       "                   padding: 0px;\n",
       "                   font-size: 14px;\n",
       "                   color: darkslategray;\n",
       "                   background-color: white;\n",
       "                   white-space: pre;\n",
       "                   line-height: 20px;\"\n",
       "                   >I am writing in reference to the our conversation on Tuesday, March 2, 2021.\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >Your order of 100,000 units of GC-1344 microcontrollers has been confirmed.\n",
       "You will be billed $19.50 per unit for the total of $1,950,000.00.\n",
       "The expected delivery date is Friday, April 30, 2021. In case of any further\n",
       "questions please contact our sales department by email su</span>pport@simonis.biz,\n",
       "phone (294) 934-0923 or fax (294) 934-0202.\n",
       "\n",
       "Delfina Fischer\n",
       "Manager, Simonis LLC\n",
       "delfina.fisher@simonis.biz\n",
       "(294) 934 0937\n",
       "</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "re_show(r\"Y.*u\", sample, flags=re.S)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "6efac93e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<code style=\"border-style: none;\n",
       "                   border-width: 0px;\n",
       "                   padding: 0px;\n",
       "                   font-size: 14px;\n",
       "                   color: darkslategray;\n",
       "                   background-color: white;\n",
       "                   white-space: pre;\n",
       "                   line-height: 20px;\"\n",
       "                   >I am writing in reference to <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >the</span> our conversation on Tuesday, March 2, 2021.\n",
       "Your order of 100,000 units of GC-1344 microcontrollers has been confirmed.\n",
       "You will be billed $19.50 per unit for <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >the</span> total of $1,950,000.00.\n",
       "The expected delivery date is Friday, April 30, 2021. In case of any fur<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >the</span>r\n",
       "questions please contact our sales department by email support@simonis.biz,\n",
       "phone (294) 934-0923 or fax (294) 934-0202.\n",
       "\n",
       "Delfina Fischer\n",
       "Manager, Simonis LLC\n",
       "delfina.fisher@simonis.biz\n",
       "(294) 934 0937\n",
       "</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "re_show(r\"the\", sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "490eb8b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<code style=\"border-style: none;\n",
       "                   border-width: 0px;\n",
       "                   padding: 0px;\n",
       "                   font-size: 14px;\n",
       "                   color: darkslategray;\n",
       "                   background-color: white;\n",
       "                   white-space: pre;\n",
       "                   line-height: 20px;\"\n",
       "                   >I am writing in reference to <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >the</span> our conversation on Tuesday, March 2, 2021.\n",
       "Your order of 100,000 units of GC-1344 microcontrollers has been confirmed.\n",
       "You will be billed $19.50 per unit for <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >the</span> total of $1,950,000.00.\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >The</span> expected delivery date is Friday, April 30, 2021. In case of any fur<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >the</span>r\n",
       "questions please contact our sales department by email support@simonis.biz,\n",
       "phone (294) 934-0923 or fax (294) 934-0202.\n",
       "\n",
       "Delfina Fischer\n",
       "Manager, Simonis LLC\n",
       "delfina.fisher@simonis.biz\n",
       "(294) 934 0937\n",
       "</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "re_show(r\"the\", sample, flags=re.I)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "6219dc67",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<code style=\"border-style: none;\n",
       "                   border-width: 0px;\n",
       "                   padding: 0px;\n",
       "                   font-size: 14px;\n",
       "                   color: darkslategray;\n",
       "                   background-color: white;\n",
       "                   white-space: pre;\n",
       "                   line-height: 20px;\"\n",
       "                   ><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >I</span> am writing in reference to the our conversation on Tuesday, March 2, 2021.\n",
       "Your order of 100,000 units of GC-1344 microcontrollers has been confirmed.\n",
       "You will be billed $19.50 per unit for the total of $1,950,000.00.\n",
       "The expected delivery date is Friday, April 30, 2021. In case of any further\n",
       "questions please contact our sales department by email support@simonis.biz,\n",
       "phone (294) 934-0923 or fax (294) 934-0202.\n",
       "\n",
       "Delfina Fischer\n",
       "Manager, Simonis LLC\n",
       "delfina.fisher@simonis.biz\n",
       "(294) 934 0937\n",
       "</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "re_show(r\"^\\w\", sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "c075766b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<code style=\"border-style: none;\n",
       "                   border-width: 0px;\n",
       "                   padding: 0px;\n",
       "                   font-size: 14px;\n",
       "                   color: darkslategray;\n",
       "                   background-color: white;\n",
       "                   white-space: pre;\n",
       "                   line-height: 20px;\"\n",
       "                   >I am writing in reference to the our conversation on Tuesday, March 2, 2021.\n",
       "Your order of 100,000 units of GC-1344 microcontrollers has been confirmed.\n",
       "You will be billed $19.50 per unit for the total of $1,950,000.00.\n",
       "The expected delivery date is Friday, April 30, 2021. In case of any further\n",
       "questions please contact our sales department by email support@simonis.biz,\n",
       "phone (294) 934-0923 or fax (294) 934-0202.\n",
       "\n",
       "Delfina Fischer\n",
       "Manager, Simonis LLC\n",
       "delfina.fisher@simonis.biz\n",
       "(294) 934 <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0937</span>\n",
       "</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "re_show(r\"\\w+$\", sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "0baec1a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<code style=\"border-style: none;\n",
       "                   border-width: 0px;\n",
       "                   padding: 0px;\n",
       "                   font-size: 14px;\n",
       "                   color: darkslategray;\n",
       "                   background-color: white;\n",
       "                   white-space: pre;\n",
       "                   line-height: 20px;\"\n",
       "                   ><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >I</span> am writing in reference to the our conversation on Tuesday, March 2, 2021.\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >Y</span>our order of 100,000 units of GC-1344 microcontrollers has been confirmed.\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >Y</span>ou will be billed $19.50 per unit for the total of $1,950,000.00.\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >T</span>he expected delivery date is Friday, April 30, 2021. In case of any further\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >q</span>uestions please contact our sales department by email support@simonis.biz,\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >p</span>hone (294) 934-0923 or fax (294) 934-0202.\n",
       "\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >D</span>elfina Fischer\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >M</span>anager, Simonis LLC\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >d</span>elfina.fisher@simonis.biz\n",
       "(294) 934 0937\n",
       "</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "re_show(r\"^\\w\", sample, flags=re.M)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "e720e338",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<code style=\"border-style: none;\n",
       "                   border-width: 0px;\n",
       "                   padding: 0px;\n",
       "                   font-size: 14px;\n",
       "                   color: darkslategray;\n",
       "                   background-color: white;\n",
       "                   white-space: pre;\n",
       "                   line-height: 20px;\"\n",
       "                   >I am writing in reference to the our conversation on Tuesday, March 2, 2021.\n",
       "Your order of 100,000 units of GC-1344 microcontrollers has been confirmed.\n",
       "You will be billed $19.50 per unit for the total of $1,950,000.00.\n",
       "The expected delivery date is Friday, April 30, 2021. In case of any <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >further</span>\n",
       "questions please contact our sales department by email support@simonis.biz,\n",
       "phone (294) 934-0923 or fax (294) 934-0202.\n",
       "\n",
       "Delfina <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >Fischer</span>\n",
       "Manager, Simonis <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >LLC</span>\n",
       "delfina.fisher@simonis.<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >biz</span>\n",
       "(294) 934 <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >0937</span>\n",
       "</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "re_show(r\"\\w+$\", sample, flags=re.M)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "35c18655",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<code style=\"border-style: none;\n",
       "                   border-width: 0px;\n",
       "                   padding: 0px;\n",
       "                   font-size: 14px;\n",
       "                   color: darkslategray;\n",
       "                   background-color: white;\n",
       "                   white-space: pre;\n",
       "                   line-height: 20px;\"\n",
       "                   ><span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >I am writing in reference to the our conversation on Tuesday, March 2, 2021.</span>\n",
       "Your order of 100,000 units of GC-1344 microcontrollers has been confirmed.\n",
       "You will be billed $19.50 per unit for the total of $1,950,000.00.\n",
       "<span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >The expected delivery date is Friday, April 30, 2021. In case of any further</span>\n",
       "questions please contact our sales department by email support@simonis.biz,\n",
       "phone (294) 934-0923 or fax (294) 934-0202.\n",
       "\n",
       "Delfina Fischer\n",
       "Manager, Simonis LLC\n",
       "delfina.fisher@simonis.biz\n",
       "(294) 934 0937\n",
       "</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "re_show(\"^.*2021.*$\", sample, flags=re.M)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "375de105",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<code style=\"border-style: none;\n",
       "                   border-width: 0px;\n",
       "                   padding: 0px;\n",
       "                   font-size: 14px;\n",
       "                   color: darkslategray;\n",
       "                   background-color: white;\n",
       "                   white-space: pre;\n",
       "                   line-height: 20px;\"\n",
       "                   >I am writing in reference to the our conversation on <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >Tuesday, March 2, 2021</span>.\n",
       "Your order of 100,000 units of GC-1344 microcontrollers has been confirmed.\n",
       "You will be billed $19.50 per unit for the total of $1,950,000.00.\n",
       "The expected delivery date is <span style=\"padding: 0px 1px 0px 1px;\n",
       "                    margin: 0px 0.5px 0px 0.5px;\n",
       "                    border-style: solid;\n",
       "                    border-width: 0.5px;\n",
       "                    border-color: darkred;\n",
       "                    background-color: cornsilk;\n",
       "                    color: red;\"\n",
       "                    >Friday, April 30, 2021</span>. In case of any further\n",
       "questions please contact our sales department by email support@simonis.biz,\n",
       "phone (294) 934-0923 or fax (294) 934-0202.\n",
       "\n",
       "Delfina Fischer\n",
       "Manager, Simonis LLC\n",
       "delfina.fisher@simonis.biz\n",
       "(294) 934 0937\n",
       "</code>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "re_show(r\"[A-Z][a-z]*, [A-Z][a-z]+ \\d+, \\d{4}\", sample)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "95770434",
   "metadata": {},
   "source": [
    "### re.findall()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "534afa1b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Tuesday, March 2, 2021', 'Friday, April 30, 2021']"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "re.findall(r\"[A-Z][a-z]*, [A-Z][a-z]+ \\d+, \\d{4}\", sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "49815701",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['$19.50', '$1,950,000.00']"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "re.findall(r\"\\$[\\d,.]*\\d\", sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "9fda49b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['19.50', '1,950,000.00']"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "re.findall(r\"\\$([\\d,.]*\\d)\", sample)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad3accc9",
   "metadata": {},
   "source": [
    "### re.sub()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "9e84a8ae",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I am writing in reference to the our conversation on Tuesday, March 2, 2021.\n",
      "Your order of 100,000 units of GC-1344 microcontrollers has been confirmed.\n",
      "You will be billed **AMOUNT** per unit for the total of **AMOUNT**.\n",
      "The expected delivery date is Friday, April 30, 2021. In case of any further\n",
      "questions please contact our sales department by email support@simonis.biz,\n",
      "phone (294) 934-0923 or fax (294) 934-0202.\n",
      "\n",
      "Delfina Fischer\n",
      "Manager, Simonis LLC\n",
      "delfina.fisher@simonis.biz\n",
      "(294) 934 0937\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(re.sub(r\"\\$[\\d.,]*\\d\", \"**AMOUNT**\", sample))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1fe765e0",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}