diff --git a/T2-FR10.ipynb b/T2-FR10.ipynb
index aac9dbb2b41f0a41d3da1cb9a5a40a9c81a681a1..6b55edc8183a7b444bf61ea97cbec162e0babace 100644
--- a/T2-FR10.ipynb
+++ b/T2-FR10.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
@@ -11,31 +11,40 @@
        "\n",
        "<style>\n",
        ".output_png {\n",
-       "    display: table-cell;\n",
-       "    text-align: center;\n",
-       "    vertical-align: middle;\n",
+       "    display: block;\n",
+       "    margin-left: auto;\n",
+       "    margin-right: auto;\n",
+       "    width: 50%;\n",
        "}\n",
-       "</style>\n"
+       "</style>\n",
+       "<div class=\"output_png\">\n",
+       "    <img src=\"your_image.png\" />\n",
+       "</div>\n"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
       ]
      },
-     "execution_count": 1,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "from IPython.core.display import HTML\n",
+    "\n",
     "HTML(\"\"\"\n",
     "<style>\n",
     ".output_png {\n",
-    "    display: table-cell;\n",
-    "    text-align: center;\n",
-    "    vertical-align: middle;\n",
+    "    display: block;\n",
+    "    margin-left: auto;\n",
+    "    margin-right: auto;\n",
+    "    width: 50%;\n",
     "}\n",
     "</style>\n",
+    "<div class=\"output_png\">\n",
+    "    <img src=\"your_image.png\" />\n",
+    "</div>\n",
     "\"\"\")"
    ]
   },
@@ -51,6 +60,7 @@
     "import empiricaldist as ed\n",
     "from scipy.stats import norm, pearsonr, linregress, spearmanr\n",
     "import matplotlib.pyplot as plt\n",
+    "import matplotlib.gridspec as gridspec\n",
     "import seaborn as sns\n",
     "\n",
     "\n",
@@ -341,6 +351,37 @@
     "\n"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 22109 entries, 0 to 26745\n",
+      "Data columns (total 8 columns):\n",
+      " #   Column          Non-Null Count  Dtype   \n",
+      "---  ------          --------------  -----   \n",
+      " 0   id_student      22109 non-null  category\n",
+      " 1   gender          22109 non-null  object  \n",
+      " 2   age_band        22109 non-null  object  \n",
+      " 3   disability      22109 non-null  object  \n",
+      " 4   score           22109 non-null  float64 \n",
+      " 5   click_events    22109 non-null  float64 \n",
+      " 6   log_clicks      22109 non-null  float64 \n",
+      " 7   disability_cat  22109 non-null  category\n",
+      "dtypes: category(2), float64(3), object(3)\n",
+      "memory usage: 1.9+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "students.info()"
+   ]
+  },
   {
    "attachments": {},
    "cell_type": "markdown",
@@ -358,13 +399,21 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### <font color = 'gold'> Students dataset </font>\n",
+    "### <font color = 'gold'> Student dataset </font>\n",
     "\n",
-    "Looking at the summary statistics of the numerical values below, we can see that scores range from 0 to 100 with a mean of 74 and a standard deviation of 15.  Clicks range from 10 to 25000 (as per data preparation) with a mean of 1700 and a standard deviation of 1975.  The large standard deviation for clicks suggests that there is a large spread of values and that it is right-skewed.\n",
+    "The student dataset contains 22109 rows and 6 columns.  The columns are described below:\n",
     "\n",
-    "The bar charts below show that there are slightly more male students than female students and that there are many more younger students (18-35) with a very few aged over 55.  Approximately 10% of students have declared a disability.\n",
+    "|  column      | description            | type                            |  example   |\n",
+    "|--------------|------------------------|---------------------------------|------------|\n",
+    "| id_student   |  Unique student number | integer recoded as category     | 27417      |\n",
+    "| gender       |  Student's gender (M/F)| categorical / boolean           | 'F'        | \n",
+    "| age_band     |  Student's age in band (18-35, 35-55, 55+)| categorical  | '18-35'    |\n",
+    "| disability   |  Declared disability status | categorical / boolean      | 'Y'        | \n",
+    "| score        |  Final score - used as proxy for 'outcome' in analysis | float64  |  86.5 |\n",
+    "| click_events |  Number of clicks made to VLE - used as proxy for 'engagement' in analysis | float64  | 1005   |\n",
     "\n",
-    "I will return to these summary statistics later in the notebook but first, let's look at the distributions of the variables."
+    "It is assumed that this data is a <i>representative sample</i> of the population of students who enrolled on the course.  It is also assumed that the variables are <i>independent</i> of each other - e.g. that a student's score is not dependent on the number of clicks made in the VLE or the student's age or disability status.\n",
+    "\n"
    ]
   },
   {
@@ -392,14 +441,26 @@
     "print(students.describe())"
    ]
   },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The categorical variables - gender (male or female), age bands (0-35, 35-55, 55+) and disability declared (yes or no) - can be used to divide the dataset into subgroups for comparison between groups.\n",
+    "\n",
+    "The countplot charts below show that the sample contains slightly more male students than female students and that there are many more younger students (18-35) with very few aged over 55.  Approximately 10% of students have declared a disability.\n",
+    "\n",
+    "I will return to these summary statistics later in the notebook but first, let's look at individual distributions of the variables.\n"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
       "text/plain": [
        "<Figure size 1000x500 with 3 Axes>"
       ]
@@ -409,33 +470,27 @@
     }
    ],
    "source": [
-    "# set figure \n",
-    "fig, axes = plt.subplots(1, 3, figsize=(10, 5), sharey=True)\n",
+    "# create figure\n",
+    "fig = plt.figure(figsize=(10, 5))\n",
     "fig.suptitle('Counts of students')\n",
     "\n",
-    "# first subplot (matplotlib bar chart)\n",
-    "plt.subplot(1,3,1)\n",
-    "students.age_band.value_counts().plot(kind='bar',)\n",
-    "plt.xlabel('Age band')\n",
-    "plt.ylabel('Count')\n",
-    "plt.xticks(rotation=0)\n",
-    "\n",
-    "# second subplot (matplotlib bar chart)\n",
-    "plt.subplot(1,3,2)\n",
-    "students.gender.value_counts().plot(kind='bar')\n",
-    "plt.xticks(rotation=0)\n",
-    "plt.xlabel('Gender')\n",
-    "\n",
-    "# third subplot (matplotlib bar chart)\n",
-    "plt.subplot(1,3,3)\n",
-    "students.disability.value_counts().plot(kind='bar')\n",
-    "plt.xlabel('Disability')\n",
-    "plt.xticks(rotation=0)\n",
+    "# create gridspec\n",
+    "gs = gridspec.GridSpec(1, 3, width_ratios=[1, 1, 1])\n",
+    "\n",
+    "# create first subplot -  first column\n",
+    "ax1 = plt.subplot(gs[0])\n",
+    "ax1 = sns.countplot(data = students, x = 'age_band', palette = 'Set2', order = ['0-35', '35-55', '55<='])\n",
+    "\n",
+    "# create second subplot - second column\n",
+    "ax2 = plt.subplot(gs[1])\n",
+    "ax2 = sns.countplot(data = students, x = 'gender', palette = 'Set2', order = ['M', 'F'])\n",
+    "\n",
+    "# create third subplot - third column\n",
+    "ax3 = plt.subplot(gs[2])\n",
+    "ax3 = sns.countplot(data = students, x = 'disability', palette = 'Set2', order = ['Y', 'N'])\n",
     "\n",
-    "# prevent overlapping of subplots\n",
     "plt.tight_layout()\n",
-    "plt.show()\n",
-    "\n"
+    "plt.show()\n"
    ]
   },
   {
@@ -449,18 +504,20 @@
     "\n",
     "Scores range from 0 to 100 with the median (77) greater than the mean (74) suggesting that the distribution is left-skewed.  This is confirmed in the histogram and boxplot of scores below.  The distribution appears to be a normal (Gaussian) curve, but with a left-tail.  \n",
     "\n",
-    "Most students scored between 65 and 85.\n",
+    "I have added a KDE (Kernel Density Estimation) line to the histogram to show the shape of the distribution.  The KDE line is a smoothed version of the histogram and is a useful tool for visualising the shape of the distribution.  \n",
+    "\n",
+    "Students' scores are centred around 80 with a number of outliers below a score of 40.\n",
     "\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 51,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1000x500 with 2 Axes>"
       ]
@@ -470,22 +527,24 @@
     }
    ],
    "source": [
-    "# set figure\n",
-    "fig, (ax1, ax2) = plt.subplots(ncols=2, figsize=(10, 5), )\n",
+    "# create figure\n",
+    "fig = plt.figure(figsize=(10, 5))\n",
     "fig.suptitle('Histogram and Boxplot of \"Scores\"')\n",
     "\n",
-    "# first subplot (matplotlib histogram)\n",
-    "ax1 = plt.subplot(121)\n",
-    "ax1.set_xlabel('score')\n",
-    "ax1.set_ylabel('Frequency')\n",
-    "ax1 = plt.hist(scores, bins=25, color='orange', ec = 'blue',  )\n",
+    "# create gridspec\n",
+    "gs = gridspec.GridSpec(1, 2, width_ratios=[1, 1])\n",
+    "\n",
+    "# create first subplot -  first column\n",
+    "ax1 = plt.subplot(gs[0])\n",
+    "ax1 = sns.histplot(data = students, x = 'score', bins = 25, kde = True, color = 'forestgreen')\n",
     "\n",
-    "# second subplot (seaborn boxplot)\n",
-    "sns.boxplot(x = scores,ax=ax2 )\n",
+    "# create second subplot - second column\n",
+    "ax2 = plt.subplot(gs[1])\n",
+    "ax2 = sns.boxplot(data = students, x = 'score', color = 'turquoise')\n",
     "\n",
     "# prevent overlapping of subplots\n",
     "plt.tight_layout()\n",
-    "plt.show()"
+    "plt.show()\n"
    ]
   },
   {
@@ -493,50 +552,25 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The dataset contains a few categorical variables - gender (male or female), age bands (0-35, 35-55, 55+) and disability declared (yes or no) - which can be used to divide the dataset into subgroups. \n",
+    "#### <font color = 'turquoise'> Distributions within Subgroups </font>\n",
     "\n",
-    "We can plot histograms for each subgroup to see if there are any differences in the distribution of scores between these subgroups.  \n",
+    "We can plot histograms for each categorical variable to see if there are any differences in the distribution of scores between groups of students.  \n",
     "\n",
-    "A visual inspection of the histograms hints that female students score higher than male students, as do older students in comparison to the younger age bands, although it is noticable that there are very few students in the 55+ age band.  \n",
+    "A visual inspection of the histograms below hints that female students score higher than male students, as do older students in comparison to the younger age bands, although it is noticable that there are very few students in the 55+ age band.  \n",
     "\n",
     "It is more difficult to see if there is a difference between students who have declared a disability and those who have not.  \n",
     "\n",
     "I will return to this later in the notebook."
    ]
   },
-  {
-   "attachments": {},
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#FIXME - deprecation warning"
-   ]
-  },
   {
    "cell_type": "code",
-   "execution_count": 90,
+   "execution_count": 101,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\zoona\\AppData\\Local\\Temp\\ipykernel_35924\\3976228948.py:26: MatplotlibDeprecationWarning: Auto-removal of overlapping axes is deprecated since 3.6 and will be removed two minor releases later; explicitly call ax.remove() as needed.\n",
-      "  ax3 = plt.subplot(212)\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<Figure size 640x480 with 0 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
     {
      "data": {
-      "image/png": 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nExISwqBBg3j00Ufp0aOHvW98fDyLFy/mmWee4fXXX8dms9GqVStuv/12e5+BAwfy66+/8vTTT/PUU0/h6upK//79efnllyvd7LUyjzzyCG3btuXNN9/kmWeeASA6OppBgwZx+eWXA9CtWzfi4+P58ccfOXToEF5eXnTr1o1ffvmlQskXEREREZGTMRn/fA9SRERERKQJ2LhxIz169GDmzJkMGzbM2eGIiIiIiEgjpZroIiIiItLoFRQUVDg2ZcoUzGYz/fr1c0JEIiIiIiLSVKici4iIiIg0eq+88grr1q3jwgsvxMXFhV9++YVffvmFsWPHEh0d7ezwRERERESkEVM5FxERERFp9BYsWMAzzzzD9u3byc3NJSYmhuHDh/P444/j4qJ1IyIiIiIiUnNKoouIiIiIiIiIiIiIVEE10UVEREREREREREREqqAkuoiIiIiIiIiIiIhIFZREFxERERERERERERGpgpLoIiIiIiIiIiIiIiJVUBJdRERERERERERERKQKSqKLiIiIiIiIiIiIiFRBSXQRERERERERERERkSooiS4iIiIiIiIiIiIiUgUl0UVEREREREREREREqqAkuohIIzFp0iRMJhNpaWnODsVplixZgslkYsmSJc4ORURERERqQfn87ptvvnF2KHWqoc5jW7RowahRo2p93P3792MymZg+fXqtjw0wYMAAOnfuXKM4yn+vOl5dPQcRaTqURBcRkUr9+OOPDB06lLCwMNzc3AgMDKRfv368/vrrZGdnOzs8EREREZFqK0+cln+8vLyIiYlh6NChTJs2jaKiImeH2KAd/+xcXFwIDAykV69eTJgwge3btzs7vFq3fft2Jk2axP79+50diog0EC7ODkBERBoWm83GmDFjmD59Ol26dOHf//430dHR5OTksHLlSp544gnmzp3LwoULnR2qiIiIiMgpef/99/Hx8aGoqIhDhw4xb948Ro8ezZQpU/jpp5+Ijo52dogN1sUXX8yIESMwDIOsrCw2bdrEp59+ynvvvcfLL7/M/fffb+8bGxtLQUEBrq6uToy4+nHs3LkTs/l/60y3b9/OM888w4ABA2jRokUdRykijYGS6CIi4uCVV15h+vTp3Hfffbz++usOrzpOmDCB5ORkPvvsMydGWHvy8vLw9vZ2dhgiIiIiUk+uvfZagoOD7d+feuopZs2axYgRI7juuuv4888/nRhd9TljHtu2bVtuueUWh2MvvfQSQ4cO5YEHHqB9+/YMHjwYKFu57uHhUa/xVaa6cbi7u9dDNCLSmKmci4hII5OWlsb111+Pn58fQUFBTJgwgcLCQnt7//796datW6XntmvXjvj4+CrHzs/P5+WXX6ZTp068+uqrFWoFAkRERDBx4sQKx2fOnEmvXr3w9PQkMDCQG2+8kYMHDzr0Ka9duH37di688EK8vLxo3rw5r7zySoXx/vrrL6688kq8vb0JDQ3lvvvuq/I121WrVnHJJZfg7++Pl5cX/fv3Z8WKFQ59yl/h3b59OzfffDPNmjWjb9++VT4LEREREak/VquVxx57jPDwcLy9vbn88ssd5pJPP/00rq6uHD16tMK5Y8eOJSAgwGFOfCqGDRvGbbfdxqpVq1iwYIFDW3XmmQCHDh1izJgxREZG4u7uTlxcHHfddRfFxcVVXnf58uVcd911xMTE4O7uTnR0NPfddx8FBQUO/UaNGoWPjw979+5l8ODB+Pr6MmzYMKDsLdIpU6bQqVMnPDw8CAsL44477iAjI8NhDMMweP7554mKisLLy4sLL7yQbdu21eh5HS8oKIgvvvgCFxcXXnjhBfvxymqRp6SkcOuttxIVFYW7uzsRERFcccUVDiVTvv/+e4YMGWJ/jq1ateK5557DarVWev1169Zx3nnn4enpSVxcHB988IFDe3Vrsx9fE3369Olcd911AFx44YX2MjZLlixh5MiRBAcHU1JSUmGMQYMG0a5duxNeR0QaLyXRRUQameuvv57CwkImT57M4MGDeeuttxg7dqy9ffjw4WzevJmtW7c6nLdmzRp27dpVYfXI8X7//XcyMzO56aabsFgs1Y7phRdeYMSIEbRp04Y33niDe++9l4ULF9KvXz8yMzMd+mZkZHDJJZfQrVs3Xn/9ddq3b8/EiRP55Zdf7H0KCgq46KKLmDdvHuPHj+fxxx9n+fLlPPzwwxWuvWjRIvr160d2djZPP/00L774IpmZmfzrX/9i9erVFfpfd9115Ofn8+KLL3L77bdX+x5FREREpO688MIL/Pzzz0ycOJF77rmHBQsWMHDgQHtCefjw4ZSWlvLll186nFdcXMw333zDNddcc1orn4cPHw7A/Pnz7ceqO888fPgwvXv35osvvuCGG27grbfeYvjw4SxdupT8/Pwqr/n111+Tn5/PXXfdxdtvv018fDxvv/02I0aMqNC3tLSU+Ph4QkNDee2117jmmmsAuOOOO3jooYc4//zzmTp1KrfeeiuzZs0iPj7eIdH71FNP8eSTT9KtWzdeffVVWrZsyaBBg8jLy6vxMysXExND//79+fPPP0+4d9I111zDnDlzuPXWW3nvvfe45557yMnJISkpyd5n+vTp+Pj4cP/99zN16lR69erFU089xSOPPFJhvIyMDAYPHkyvXr145ZVXiIqK4q677uKTTz45rfvp168f99xzDwCPPfYYM2bMYMaMGXTo0IHhw4eTnp7OvHnzHM5JSUlh0aJFJ/xdS0QaOUNERBqFp59+2gCMyy+/3OH4v//9bwMwNm3aZBiGYWRmZhoeHh7GxIkTHfrdc889hre3t5Gbm1vlNaZOnWoAxnfffedwvLS01Dh69KjDx2azGYZhGPv37zcsFovxwgsvOJyzZcsWw8XFxeF4//79DcD47LPP7MeKioqM8PBw45prrrEfmzJligEYX331lf1YXl6e0bp1awMwFi9ebBiGYdhsNqNNmzZGfHy8PR7DMIz8/HwjLi7OuPjiiys8v5tuuqnK+xcRERGR+rV48WIDMJo3b25kZ2fbj3/11VcGYEydOtV+rE+fPsY555zjcP63337rMD+sSvlc8OjRo5W2Z2RkGIBx1VVXGYZxavPMESNGGGaz2VizZk2FccvPLb/P4+PMz8+v0H/y5MmGyWQyDhw4YD82cuRIAzAeeeQRh77Lly83AGPWrFkOx3/99VeH40eOHDHc3NyMIUOGONzLY489ZgDGyJEjK30mxwOMcePGVdk+YcIEh99JEhMTDcCYNm2aYRj/e76vvvrqCa9T2TO54447DC8vL6OwsNB+rPz3itdff91+rKioyOjevbsRGhpqFBcXVxqHYfzv38LxYmNjHZ7D119/Xem/K6vVakRFRRk33HCDw/E33njDMJlMxr59+054fyLSeGkluohIIzNu3DiH73fffTcAc+fOBcDf358rrriCzz//HMMwgLLXY7/88kt7eZSqlK8c8fHxcTi+ZcsWQkJCHD7p6ekAfPvtt9hsNq6//nrS0tLsn/DwcNq0acPixYsdxvLx8XFYoeHm5kbv3r3Zt2+f/djcuXOJiIjg2muvtR/z8vJyWHEPsHHjRnbv3s3NN99Menq6/dp5eXlcdNFFLFu2DJvN5nDOnXfeWeX9i4iIiIhzjBgxAl9fX/v3a6+9loiICPsct7zPqlWr2Lt3r/3YrFmziI6Opn///qd1/fL5b05ODlD9eabNZuO7775j6NChnHXWWRXGraw8YjlPT0/7f+fl5ZGWlsZ5552HYRhs2LChQv+77rrL4fvXX3+Nv78/F198scM8vFevXvj4+Njn4b/99hvFxcXcfffdDvHce++91X9AJ/HP5/dPnp6euLm5sWTJkgqlZv7Zr1xOTg5paWlccMEF5Ofns2PHDoe+Li4u3HHHHfbvbm5u3HHHHRw5coR169adzu1UyWw2M2zYMH744QeHe501axbnnXcecXFxdXJdEXE+JdFFRBqZNm3aOHxv1aoVZrPZoZbgiBEjSEpKYvny5UDZxDk1NdX+mmpVyn9xyc3NdTjeunVrFixYwIIFCyqMsXv3bgzDoE2bNhUS7QkJCRw5csShf1RUVIVfJpo1a+YwmT5w4ACtW7eu0O+fNQZ3794NwMiRIytc++OPP6aoqIisrCyHczSxFREREWl4/jnHNZlMtG7d2mGOe8MNN+Du7s6sWbMAyMrK4qeffmLYsGEnTFZXR/n8t3w+XN155tGjR8nOzqZz586nfM2kpCRGjRpFYGAgPj4+hISE2P8Y8M85rIuLC1FRUQ7Hdu/eTVZWFqGhoRVizM3Ntc/DDxw4AFR8xiEhITRr1uyU467MP5/fP7m7u/Pyyy/zyy+/EBYWRr9+/XjllVdISUlx6Ldt2zauuuoq/P398fPzIyQkxL4A55/PJDIyssICobZt2wI4/LupbSNGjKCgoIA5c+YAsHPnTtatW3fS37VEpHFzcXYAIiJyeir7hSE+Pp6wsDBmzpxJv379mDlzJuHh4QwcOPCEY7Vv3x6ArVu3csUVV9iP+/j42M/9/fffHc6x2WyYTCZ++eWXSuuo/3NVe1W11stXzZ+K8lXmr776Kt27d6+0zz+vf/zqFhERERFpPJo1a8Zll13GrFmzeOqpp/jmm28oKiqqlTrU5fsJtW7dGqj+PPPYsWM1up7VauXiiy/m2LFjTJw4kfbt2+Pt7c2hQ4cYNWpUhbcp3d3dMZsd10HabDZCQ0Ptf1T4p5CQkBrFVhNbt27FYrGccMHKvffey9ChQ/nuu++YN28eTz75JJMnT2bRokX06NGDzMxM+vfvj5+fH88++yytWrXCw8OD9evXM3HixArPxFk6duxIr169mDlzJiNGjGDmzJm4ublx/fXXOzs0EalDSqKLiDQyu3fvdpic7tmzB5vNRosWLezHLBYLN998M9OnT+fll1/mu+++4/bbbz/pZqEXXHAB/v7+fPHFFzz66KMVJuqVadWqFYZhEBcXZ1/5cbpiY2PZunUrhmE4/JFg586dFa4N4Ofnd9I/EIiIiIhIw1W+8rucYRjs2bOHrl27OhwfMWIEV1xxBWvWrGHWrFn06NGDTp06nfb1Z8yYAZQtRoHqzzNDQkLw8/OzJ+Gra8uWLezatYtPP/3UYSPRBQsWVHuMVq1a8dtvv3H++eefcKFIbGwsUPaMW7ZsaT9+9OjRE5ZWqa6kpCSWLl1Knz59qlyJfnzMDzzwAA888AC7d++me/fuvP7668ycOZMlS5aQnp7Ot99+S79+/eznJCYmVjrW4cOHycvLc1iNvmvXLgCH341q4mRvNowYMYL777+f5ORkZs+ezZAhQ2ptVb+INEwq5yIi0si8++67Dt/ffvttAC699FKH48OHDycjI4M77riD3Nzcaq3Q8fLy4uGHH2br1q088sgjla4O/+exq6++GovFwjPPPFOhzTAMe+30UzF48GAOHz7MN998Yz+Wn5/PRx995NCvV69etGrVitdee61CCRoo+8VARERERBq+zz77zKHG9DfffENycnKFOe6ll15KcHAwL7/8MkuXLq2VVeizZ8/m448/pk+fPlx00UVA9eeZZrOZK6+8kh9//JG1a9dW6FfV25bli1uObzcMg6lTp1Y77uuvvx6r1cpzzz1Xoa20tJTMzEwABg4ciKurK2+//bbD9aZMmVLta1Xl2LFj3HTTTVitVh5//PEq++Xn51NYWOhwrFWrVvj6+lJUVARU/kyKi4t57733Kh2ztLSUDz/80KHvhx9+SEhICL169arxPQH2xHz5M/ynm266CZPJxIQJE9i3b1+t/DsUkYZNK9FFRBqZxMRELr/8ci655BJWrlzJzJkzufnmm+nWrZtDvx49etC5c2e+/vprOnToQM+ePas1/iOPPEJCQgKvvvoq8+fP55prriEqKoqMjAzWr1/P119/TWhoKB4eHkDZ5Pf555/n0UcfZf/+/Vx55ZX4+vqSmJjInDlzGDt2LA8++OAp3ePtt9/OO++8w4gRI1i3bh0RERHMmDEDLy8vh35ms5mPP/6YSy+9lE6dOnHrrbfSvHlzDh06xOLFi/Hz8+PHH388pWuLiIiISP0LDAykb9++3HrrraSmpjJlyhRat27N7bff7tDP1dWVG2+8kXfeeQeLxcJNN910Stf55ptv8PHxobi4mEOHDjFv3jxWrFhBt27d+Prrr+39TmWe+eKLLzJ//nz69+/P2LFj6dChA8nJyXz99df8/vvvBAQEVIijffv2tGrVigcffJBDhw7h5+fHf//731NaGd6/f3/uuOMOJk+ezMaNGxk0aBCurq7s3r2br7/+mqlTp3LttdcSEhLCgw8+yOTJk7nssssYPHgwGzZs4JdffiE4OLja19u1axczZ87EMAyys7PZtGkTX3/9Nbm5ubzxxhtccsklJzz3oosu4vrrr6djx464uLgwZ84cUlNTufHGGwE477zzaNasGSNHjuSee+7BZDIxY8aMKv8QERkZycsvv8z+/ftp27YtX375JRs3buSjjz7C1dW12vdVme7du2OxWHj55ZfJysrC3d2df/3rX4SGhgJlbyBccsklfP311wQEBDBkyJDTup6INAKGiIg0Ck8//bQBGNu3bzeuvfZaw9fX12jWrJkxfvx4o6CgoNJzXnnlFQMwXnzxxVO+3pw5c4zBgwcbISEhhouLixEQEGD07dvXePXVV43MzMwK/f/73/8affv2Nby9vQ1vb2+jffv2xrhx44ydO3fa+/Tv39/o1KlThXNHjhxpxMbGOhw7cOCAcfnllxteXl5GcHCwMWHCBOPXX381AGPx4sUOfTds2GBcffXVRlBQkOHu7m7ExsYa119/vbFw4UJ7n/Lnd/To0VN+FiIiIiJSNxYvXmwAxueff248+uijRmhoqOHp6WkMGTLEOHDgQKXnrF692gCMQYMGVfs65XPB8o+Hh4cRFRVlXHbZZcYnn3xiFBYWVnpedeaZhlE2dx0xYoQREhJiuLu7Gy1btjTGjRtnFBUVOdzn8fPY7du3GwMHDjR8fHyM4OBg4/bbbzc2bdpkAMa0adPs/UaOHGl4e3tXeW8fffSR0atXL8PT09Pw9fU1unTpYjz88MPG4cOH7X2sVqvxzDPPGBEREYanp6cxYMAAY+vWrUZsbKwxcuTIkz6/45+d2Ww2AgICjB49ehgTJkwwtm3bVqF/YmKiw32kpaUZ48aNM9q3b294e3sb/v7+xjnnnGN89dVXDuetWLHCOPfccw1PT08jMjLSePjhh4158+ZVeHblv1esXbvW6NOnj+Hh4WHExsYa77zzzgnjMIz//Vs4XmXP4f/+7/+Mli1bGhaLpdLfQb766isDMMaOHXvS5ycijZ/JMGqwk5uIiDQKU6dO5b777mP//v3ExMQ4OxwRERERkdO2adMmunfvzmeffcbw4cOdHY6cob7//nuuvPJKli1bxgUXXODscESkjimJLiLSRBmGQbdu3QgKCmLx4sXODkdEREREpFaMHz+eTz/9lJSUFIdNJUXq02WXXUZCQgJ79uw56UakItL4qSa6iEgTk5eXxw8//MDixYvZsmUL33//vbNDEhERERE5bT/++CPbt2/no48+Yvz48Uqgi1N88cUXbN68mZ9//pmpU6cqgS5yhtBKdBGRJmb//v3ExcUREBDAv//9b1544QVnhyQiIiIictpatGhBamoq8fHxzJgxA19fX2eHJGcgk8mEj48PN9xwAx988AEuLlqfKnImUBJdRERERERERERERKQKZmcHICIiIiIiIiIiIiLSUCmJLiIiIiIiIiIiIiJSBRVuqgabzcbhw4fx9fXVhhEiIiIictoMwyAnJ4fIyEjMZq1rORWam4uIiIhIbanuvFxJ9Go4fPgw0dHRzg5DRERERJqYgwcPEhUV5ewwGhXNzUVERESktp1sXq4kejWU7/h98OBB/Pz8nByNiIiIiDR22dnZREdH2+eZUn2am4uIiIhIbanuvFxJ9Goof03Uz89PE3URERERqTUqR3LqNDcXERERkdp2snm5CjCKiIiIiIiIiIiIiFRBSXQRERERERERERERkSooiS4iIiIiIiIiIiIiUgXVRBcRERGRemGz2SguLnZ2GPXC1dUVi8Xi7DBERERE5AxhtVopKSlxdhgNTm3Ny5VEFxEREZE6V1xcTGJiIjabzdmh1JuAgADCw8O1eaiIiIiI1BnDMEhJSSEzM9PZoTRYtTEvVxJdREREROqUYRgkJydjsViIjo7GbG7aFQUNwyA/P58jR44AEBER4eSIRERERKSpKk+gh4aG4uXlpQUcx6nNebmS6CIiIiJSp0pLS8nPzycyMhIvLy9nh1MvPD09AThy5AihoaEq7SIiIiIitc5qtdoT6EFBQc4Op0GqrXl5014GJCIiIiJOZ7VaAXBzc3NyJPWr/A8Gqk0pIiIiInWhfJ55pixUqanamJcriS4iIiIi9eJMe7X0TLtfEREREXEOzTtPrDaej5LoIiIiIiIiIiIiIiJVcGoSfdmyZQwdOpTIyEhMJhPfffddlX3vvPNOTCYTU6ZMcTh+7Ngxhg0bhp+fHwEBAYwZM4bc3FyHPps3b+aCCy7Aw8OD6OhoXnnllTq4GxERERFpbEaNGsWVV17p7DBEREREROrNgAEDuPfeewFo0aJFhXxrTS1ZsgSTyURmZmaVfaZPn05AQID9+6RJk+jevbv9e0Odnzs1iZ6Xl0e3bt149913T9hvzpw5/Pnnn0RGRlZoGzZsGNu2bWPBggX89NNPLFu2jLFjx9rbs7OzGTRoELGxsaxbt45XX32VSZMm8dFHH9X6/YiIiIiIiIiIiIg0FmvWrHHIpda1G264gV27dlXZPnXqVKZPn27/fnzC35lcnHnxSy+9lEsvvfSEfQ4dOsTdd9/NvHnzGDJkiENbQkICv/76K2vWrOGss84C4O2332bw4MG89tprREZGMmvWLIqLi/nkk09wc3OjU6dObNy4kTfeeKNe/4GIiIiISNNjGAZWqxUXF6dOq0VEREREaiQkJKRer+fp6Ymnp2eV7f7+/vUYTfU16JroNpuN4cOH89BDD9GpU6cK7StXriQgIMCeQAcYOHAgZrOZVatW2fv069cPNzc3e5/4+Hh27txJRkZGpdctKioiOzvb4SMiIiIidScnJ4dhw4bh7e1NREQEb775psOqk6KiIh588EGaN2+Ot7c355xzDkuWLLGfX/5a6Lx58+jQoQM+Pj5ccsklJCcn2/tYrVbuv/9+AgICCAoK4uGHH8YwDIc4bDYbkydPJi4uDk9PT7p168Y333xjby9/RfWXX36hV69euLu78/vvv9fpsxERERERqam8vDxGjBiBj48PERERvP766w7tx5dzMQyDSZMmERMTg7u7O5GRkdxzzz32vjNmzOCss87C19eX8PBwbr75Zo4cOVLhmitWrKBr1654eHhw7rnnsnXrVnvbP8u5/NPx5VxGjRrF0qVLmTp1KiaTCZPJRGJiIq1bt+a1115zOG/jxo2YTCb27Nlzik+oehp0Ev3ll1/GxcXF4Yd1vJSUFEJDQx2Oubi4EBgYSEpKir1PWFiYQ5/y7+V9/mny5Mn4+/vbP9HR0ad7KyIiIiJyAvfffz8rVqzghx9+YMGCBSxfvpz169fb28ePH8/KlSv54osv2Lx5M9dddx2XXHIJu3fvtvfJz8/ntddeY8aMGSxbtoykpCQefPBBe/vrr7/O9OnT+eSTT/j99985duwYc+bMcYhj8uTJfPbZZ3zwwQds27aN++67j1tuuYWlS5c69HvkkUd46aWXSEhIoGvXrnX0VOrP5MmTOfvss/H19SU0NJQrr7ySnTt3OvQZMGCA/ZeX8s+dd97p0CcpKYkhQ4bg5eVFaGgoDz30EKWlpQ59lixZQs+ePXF3d6d169YOr+uKiIiISO166KGHWLp0Kd9//z3z589nyZIlDvPs4/33v//lzTff5MMPP2T37t189913dOnSxd5eUlLCc889x6ZNm/juu+/Yv38/o0aNqvSar7/+OmvWrCEkJIShQ4dSUlJyyrFPnTqVPn36cPvtt5OcnExycjIxMTGMHj2aadOmOfSdNm0a/fr1o3Xr1qd8neposO+drlu3jqlTp7J+/XpMJlO9XvvRRx/l/vvvt3/Pzs5WIl1EROQMUWK1sTrxGAu2p7I9OZv84lLyi6yYzSbahvnQPtyPLs39Ob91MG4uDXo9QqORk5PDp59+yuzZs7nooouAsklw+X44SUlJTJs2jaSkJPuxBx98kF9//ZVp06bx4osvAmWT+g8++IBWrVoBZYn3Z5991n6dKVOm8Oijj3L11VcD8MEHHzBv3jx7e1FRES+++CK//fYbffr0AaBly5b8/vvvfPjhh/Tv39/e99lnn+Xiiy+uq0dS75YuXcq4ceM4++yzKS0t5bHHHmPQoEFs374db29ve7/bb7/d4Zl6eXnZ/9tqtTJkyBDCw8P5448/SE5OZsSIEbi6utp/RomJiQwZMoQ777yTWbNmsXDhQm677TYiIiKIj4+vvxsWERGRRicpKYm0tLQ6Gz84OJiYmJg6G98ZcnNz+c9//sPMmTPt8+xPP/2UqKioSvsnJSURHh7OwIEDcXV1JSYmht69e9vbR48ebf/vli1b8tZbb3H22WeTm5uLj4+Pve3pp5+2z5XLrzdnzhyuv/76U4rf398fNzc3vLy8CA8Ptx8fNWoUTz31FKtXr6Z3796UlJQwe/bsCqvTa1ODTaIvX76cI0eOOPzjtVqtPPDAA0yZMoX9+/cTHh5e4ZWB0tJSjh07Zn+w4eHhpKamOvQp/378wz+eu7s77u7utXk7IiIi0sBl5ZcwZeEu/rvuL7ILSyvts+dILnO3lL3J5uNm4vxoT/7VwpM2QW6V9q+OpjhZP1X79u2jpKTEYYLu7+9Pu3btANiyZQtWq5W2bds6nFdUVERQUJD9u5eXlz2BDhAREWGfK2ZlZZGcnMw555xjb3dxceGss86yl3TZs2cP+fn5FZLjxcXF9OjRw+HY8eUEm4Jff/3V4fv06dMJDQ1l3bp19OvXz378n7/AHG/+/Pls376d3377jbCwMLp3785zzz3HxIkTmTRpEm5ubnzwwQfExcXZXyPu0KEDv//+O2+++aaS6CIiIlKlpKQk2nfoQEF+fp1dw9PLix0JCU1qbr53716Ki4sd5sCBgYH2efY/XXfddUyZMoWWLVtyySWXMHjwYIYOHWrf/2fdunVMmjSJTZs2kZGRgc1mA8p+Ph07drSPU74g5fjrJSQk1Np9RUZGMmTIED755BN69+7Njz/+SFFREdddd12tXeOfGmwSffjw4QwcONDhWHx8PMOHD+fWW28Fyn4gmZmZrFu3jl69egGwaNEibDab/R9Hnz59ePzxxykpKcHV1RWABQsW0K5dO5o1a1aPdyQiIiINkc1m8N/1f/HSLztIzysGINjHjYvah9E2AB645y4Kc7IwubjhGtICt9A4PGK7kesbxLy9+czbm0/B/g1kLp9J8eGdJ75YJZriZL225ebmYrFYWLduHRaLxaHt+BUv5XO9ciaTqULN85NdB+Dnn3+mefPmDm3/XGBx/OrspigrKwso+6XneLNmzWLmzJmEh4czdOhQnnzySftq9JUrV9KlSxeHUorx8fHcddddbNu2jR49erBy5cpK5/jlte9FREREKpOWlkZBfj7XT3yDwmYtyS0xUWg1UWQDdzP4udnwdzUIdjdwt5x8vH9KTdrLrJcfIi0t7Yyel0dHR7Nz505+++03FixYwL///W9effVVli5dSnFxMfHx8cTHxzNr1ixCQkJISkoiPj6e4uLieo/1tttuY/jw4bz55ptMmzaNG264weEtydrm1CR6bm6uQ7H3xMRENm7cSGBgIDExMQ4ri6DsF6Pw8HD7X0s6dOjAJZdcwu23384HH3xASUkJ48eP58Ybb7S/6nvzzTfzzDPPMGbMGCZOnMjWrVuZOnUqb775Zv3dqIiIiDRI2YUl/Hvmen7fU/ZaaOtQH54Y0oEL2oRgMZtYv349WQl/MGziq4TF/G+Fs2HAkcISkvLMHMw349miB54tehDuYaNrs1J8Xau6oiNN1su0bNkSV1dX1qxZY38OWVlZ7Nq1i379+tGjRw+sVitHjhzhggsuqNE1/P39iYiIYNWqVfaV1aWlpaxbt46ePXsC0LFjR9zd3UlKSnIo3XKmsdls3HvvvZx//vl07tzZfvzmm28mNjaWyMhINm/ezMSJE9m5cyfffvstUL29iKrqk52dTUFBAZ6enhXiKSoqoqioyP49Ozu7dm5UREREGo39mSUEXXoPa2iDLaNi2edDBWVlFs0maBHkTYcIP+KCvbGY67dEdEPTqlUrXF1dWbVqlX2enZGRwa5du6qc73p6ejJ06FCGDh3KuHHjaN++PVu2bMEwDNLT03nppZfsZa/Xrl1b6Rh//vlnhet16NChRvfg5uaG1WqtcHzw4MF4e3vz/vvv8+uvv7Js2bIajV9dTk2ir127lgsvvND+vbwO+ciRI6u9wdCsWbMYP348F110EWazmWuuuYa33nrL3u7v78/8+fMZN24cvXr1Ijg4mKeeeoqxY8fW6r2IiIhI45KaXcjIT1azIyUHT1cL9w5sw63nx1Va5zwsphVRbTo5HIsGegHZBSWs3n+M7cnZpBSaOZrqzjlxgfSMaXbGT9qry9fXl5EjR/LQQw8RGBhIaGgoTz/9NGazGZPJRNu2bRk2bBgjRozg9ddfp0ePHhw9epSFCxfStWtXhgwZUq3rTJgwgZdeeok2bdrQvn173njjDTIzMx3iePDBB7nvvvuw2Wz07duXrKwsVqxYgZ+fHyNHjqyjJ9CwjBs3jq1bt/L77787HD9+/tylSxciIiK46KKL2Lt3r0MZndo2efJknnnmmTobX0RERBoum81gysLdvLUwDZ+ug7ABob7uxAR64e3ugqerhbziUtJzizmSU0habjH70vLYl5aHr4cLvVsE0iHC74ydl/v4+DBmzBgeeughgoKCCA0N5fHHH8dsrnxvp+nTp2O1WjnnnHPw8vJi5syZeHp6Ehsbi81mw83Njbfffps777yTrVu38txzz1U6zrPPPktQUBBhYWE8/vjjBAcHc+WVV9boHlq0aMGqVavYv38/Pj4+BAYGYjabsVgsjBo1ikcffZQ2bdo4lJCpC05Nog8YMOCUXrHdv39/hWOBgYHMnj37hOd17dqV5cuXn2p4IiIi0kTtPZrLiP+s5lBmAcE+7ky/9Ww6N/ev0Vh+nq4M7BBGr9hmLNl5lKRj+fyxN51dqTnEdwon2Ef7rFTHG2+8wZ133slll12Gn58fDz/8MAcPHsTDwwMo22j0+eef54EHHuDQoUMEBwdz7rnnctlll1X7Gg888ADJycmMHDkSs9nM6NGjueqqq+ylSwCee+45QkJCmDx5Mvv27SMgIICePXvy2GOP1fo9N0Tjx4/np59+YtmyZVVuOFWuvHzinj17aNWqFeHh4axevdqhzz/3IqpqvyI/P79KV6EDPProo/bFNlC2Er189ZOIiIg0XTmFJdz35SZ+SyibO+TtXMGQfr3p2qk1JlPlSfH03CISUnJISM4mp7CUhTuOsGb/Mfq0DKJduG+V5zVlr776Krm5uQwdOhRfX18eeOABh/nv8QICAnjppZe4//77sVqtdOnShR9//NFeLWT69Ok89thjvPXWW/Ts2ZPXXnuNyy+/vMI4L730EhMmTGD37t10796dH3/8ETe3mu0j9eCDDzJy5Eg6duxIQUEBiYmJtGjRAoAxY8bw4osv2kt/1yWTcSpZ7DNUdnY2/v7+ZGVl4efn5+xwRERE5DhJSUmkpaVVu39avpWHf0sjs9BGhI+Fp/oFEuZT+bqChIQEbrnlFu5/99sKK9ErYxgGO1JyWLb7KIUlNixmEwPahtAp0q/SCftfu7fxxrirHUqKNEWFhYUkJiYSFxdnT4qfTF5eHs2bN+f1119nzJgxdRxh3TjRfTe0+aVhGNx9993MmTOHJUuW0KZNm5Oes2LFCvr27cumTZvo2rUrv/zyC5dddhnJycmEhoYC8NFHH/HQQw9x5MgR3N3dmThxInPnzmXLli32cW6++WaOHTtWYXPTqjS0ZyciIiK1LzmrgOH/Wc2eI7m4uZi5o6cvD15zQbXn5aVWG1sOZbH2QAb5xWWlQCL9PbiwfWili1wa67y8JvPspmT58uVcdNFFHDx4sELJwOPVxry8wW4sKiIiInIySUlJtO/QgYL8/Gr1N7l6ED7sFdzCWlJ8dD+r33qMwU+evL5y+YaTJx3fZKJDhB+xQV7M357KgfR8Fu44wsGMfC5qH1ZpqRgps2HDBnbs2EHv3r3Jysri2WefBeCKK65wcmRnhnHjxjF79my+//57fH197TXM/f398fT0ZO/evcyePZvBgwcTFBTE5s2bue++++jXrx9du3YFYNCgQXTs2JHhw4fzyiuvkJKSwhNPPMG4cePsG7PeeeedvPPOOzz88MOMHj2aRYsW8dVXX/Hzzz877d5FRESkYckrKmX09LXsOZJLuJ8HHwzvhe3ovlMaw8VipkdMMzo392fDwUzWJB7jcFYhs1cn0SM6gD4tg3CxaG7eWBUVFXH06FEmTZrEddddd8IEem1REl1EREQarbS0NAry8yts/FkZw4A/01w4XGDG3WxwSbdIvHtNP+E5CauX8sunUyksLDyluLzcXLiiWyTrkjL+Lu2Sy7G8Yi7vFomvRzV3HT0Dvfbaa+zcuRM3Nzd69erF8uXLCQ4OdnZYZ4T3338fKCu3eLxp06YxatQo3Nzc+O2335gyZQp5eXlER0dzzTXX8MQTT9j7WiwWfvrpJ+666y769OmDt7c3I0eOtP9BBCAuLo6ff/6Z++67j6lTpxIVFcXHH39MfHx8vdyniIiINGxWm8GELzaSkJxNsI8bX9/Zh+hAL9Yfrdl4rhYzvVsE0j7cl+W70thzNJf1SZnsT8tnUKcwwvzOvNXbTcHnn3/OmDFj6N69O5999lm9XFNJdBEREWn0Ktv485/+2JvG4YIMLCYTV/SMIsK/8vrLx0tN2gtARmYmycnJpxxXcze4MNaTFQfLNjmaveoAfaM9CPS0AJxSGZqmrkePHqxbt87ZYZyxTlbhMTo6mqVLl550nNjYWObOnXvCPgMGDGDDhg2nFJ+IiIicGV75dQe/JaTi5mLmw+FnER3oVSvj+nm4MqRrBPvSclmYcIRj+cV8ufYg58QF0rtFYK1cQ+rPqFGjGDVqVL1eU0l0ERERafIOHstnzf4MAAZ2CK1WAh2goKAAgMWLFrFs9cYaX9/k7oVPxwEUegewYE8OeTt+pzTjMNbcYwA1StCLiIiIiDQlP246zIfLysq2vHZdN3rFNqv1a7QM9iHiXE8W7zjC7iO5/LnvGMlZhXTRgnQ5CSXRRUREpEkrKrWyICEVgM7N/WgfUf2NCIuKigA4q11zzu7R+bTiKDHS+TPPlWS88e3Un3O9UshL3MCPmyAzM/O0xhYRERERaczSc4t4+odtAIy7sBWXd4uss2t5uloY3CWChORsFu04woH0fI5aXHELb11n15TGT0l0ERERadKW704jp7AUPw8XLmgdUqMxfL3ciQiqfvK9Ks2DcllwxMzOXE/+zA+nbUCL0x5TRERERKSxe+bH7RzLK6Z9uC8TLmpbL9fsEOFHsI87P29JJqughLCbX2LN4UJ69qyXy0sjo21oRUREpMlKTMtj2+FsAC7uGIabi3OnPhYTDArNppNvPgYmdrp3xLvLQKfGJCIiIiLiTL9tT+WHTYcxm+CVa7vW65w9xNedm86OJszDhtnVg5dXZPDlmqR6u740Hkqii4iISJNUXGpj4Y6yMi49ogOIalY7mxKdLrMJLgrJobt/PgBBl9zNtixXJ0clIiIiIlL/sgpKePy7LQDc3q8lXaMC6j0Gd1cL54WUkrtlATYDJv53C+8u3lPvcUjDpiS6iIiINElr9h8jr8iKv6cr57UKcnY4Dkwm6BeUQ3jJYUxmC18e9OL33WnODktEREREpF69tXA3qdlFxAV7c9/A+injUhmzCdLnTuXq9t4AvDpvJx8t2+u0eKThUU10ERERaXIy84vZkJQJQL82wbhYGt66AZMJ2hbvYO/evXi3v4CxM9by+e3n0i06wNmh1ZukpCTS0urvjwfBwcHExMTU2/VEREREpGoHj+UzY+UBACZd3gkPV4uTI4Jerofw6BzN7K05vDh3BxmpyVzcqvbeaG0I81HNwWtGSXQRERFpcpbvTsNqGMQEehEX7O3scKpkAtJ+ep1uZ53Lnly4/bO1/DC+L+H+Hs4Orc4lJSXRvkMHCvLz6+2anl5e7EhIqPYkftSoUXz66afccccdfPDBBw5t48aN47333mPkyJFMnz69DqIVERERadpem7+TYquNvq2D6d82xKmxZB87CsAtt9wCQED/Ufifey3vrc3g2aceI3/H8lq5zqnOR2tbY5iDw//m4ZMnT+aRRx6xH//uu++46qqrMAyjLkI9ISXRRUREpEk5kJ7HvrS8spIpbYIxmUzODunErKXcHJPHl+nR7EzN4fbP1vLVHX3wdHP+Spy6lJaWRkF+PsMmvkpYTKs6v15q0l5mvfwQaWlppzSBj46O5osvvuDNN9/E09MTgMLCQmbPnt0kVtSIiIiIOMPWQ1l8v/EwAI9c2t7J0UBBbjYAQ+54nHZde2EYsCHDSmKuhbArHqb/2PsJdD+9xG1N56O1qbHMwQE8PDx4+eWXueOOO2jWrFkdRVh9SqKLiIhIk2EzDJb/XVu8W1QAQT7utX4Nd1seMUW7CSpJIagkBS9bLnkWX3LN/mS5BJHo0Ylsl8BTG9MCH488iyveXcGWQ1k8+M0m3rmpR8P/A0AtCItpRVSbTs4Oo0o9e/Zk7969fPvttwwbNgyAb7/9lpiYGOLi4pwcnYiIiEjjYxgGL85NAODK7pF0bu7v5Ij+Jygy1j43bW4YzN2SzN6jeazJ9OTGs6Pxdm8aqdSGPgcHGDhwIHv27GHy5Mm88sorzg5HSXQRERFpOnak5JCeV4yHi5lz4k4tkX0yXtZseuUuoWveCtyM4qo7Zn1Lims0uzx7sMX7XIrNnicdOzExkQ77d3Bfbx+eWXqMnzcn08zI5eoOPqcdd1OpQehMo0ePZtq0afYk+ieffMKtt97KkiVLnBuYiIiISCO0bHcaf+xNx81i5oFB7ZwdTpXMJhMXdwzj2JqDZOSX8MvWFK7q0RyLuekvdGkILBYLL774IjfffDP33HMPUVFRTo1HSXQRERFpEqw2g1X70gHo1aJZrW1MZAJu8t/EdSlf4EIpAOkuYSS7tSDdJZw8ix9ethx8rJmEFR+kefE+wksOEl5ykN45v7HW90I2el9AibniqvjcnLLXRp988kmefPJJAHy6xRN0yd3M2JTJaxPvoujQ9tOK39l1F5uCW265hUcffZQDB8o2vlqxYgVffPGFkugiIiIip8gwDKb8tguA4X1iiQ6svU0764K7i4XLukby5ZqDHMos4Pc9aU6v334mueqqq+jevTtPP/00//nPf5wai5LoIiIi0iRsO5xFdmEpXm4WukUF1MqYnqZi5tzgyRUBWwA47NaCVb6D2O/eHqooteJlzaF1wWa65y0nqDSVvtk/0zN3KUv9r2SHZ0+H84oKCgDod/M9nHX+AAAMA9akWzmYbyFu5MtcFF6Cew3/HtAQ6i42BSEhIQwZMoTp06djGAZDhgwhODjY2WGJiIiINDor96azISkTNxczd/Rv6exwqiXQ242LO4bx85ZkNh7MpEWQF7FB3s4O64zx8ssv869//YsHH3zQqXEoiS4iIiKNntUGq/cfA+DsFoG4WsynPaZf4WFeCfyGuDBXig0ziwJvJMHzrCqT5+XyLb5s9jmfLd59aFewgXOzf6WZNY1LM2bSpmATCwOuI9/i63COf1iUQ03CsFIbn69JIjO/hG1FzRjaNeKMqI/ekI0ePZrx48cD8O677zo5GhEREZHG6e1FewC46exoQn09nBxN9bUO9aFblD+b/srit4Qj3HJuDO4utfPmq5xYv379iI+P59FHH2XUqFFOi0NJdBEREWn09uWaySuy4uPuQufmfqc9nldxGtdtvQM/13SSc2y8nnsJzaPOPqUxDJOZHV692OXZnbNzFnJOznxaF26h+ZF9/NpsGPs9OlR5rpuLmcGdI/hy7UES0/LYeDCTHjHO35H+THbJJZdQXFyMyWQiPj7e2eGIiIiINDhJSUmkpaVV2Z6QVszKfem4mOG8wALWr19f7bETEhJqI8TTcn7rYPan55NVUMLy3WkM7BDm7JDOGC+99BLdu3enXTvn1dBXEl1EREQaNZOrOzuzy1aBnBMXiIv59Fahu1gLuSLhAfyKUjhUGsA5/3eQntcE07yG49lMFlb5DWKvZ2fiM2YTWnKIK9P/j+V+l7EQo8rzQnzduaB1MEt2HeWPvem0CPammZdbDaOQ02WxWOy/vFksWnUkIiIicrykpCTad+hAQX5+lX1Cr52EZ6uzyNgwj0smv12j6+Tm5tY0xNPmajFzcYcwvln/F9sOZ9M61IcWKutSL7p06cKwYcN46623nBaDkugiIiLSqPl0jafIZsLf05UOEae5Ct2wEb97EuG52ylw8WfS0aEcynmXnrUQZ5prJJ+H3Mu/Mv9Ll/w/6Zf9I6WRzfntBPnYrlH+7E3L5eCxAhZsT+XaXlGYm1hZl9SkvY3mOn5+p/+Wg4iIiEhTlJaWRkF+PsMmvkpYTKsK7RnFJhaluAIG115yIT5DLzyl8RNWL+WXT6dSWFhYSxHXTPNmnnSPDmDjwUwWJhxh+LmxuLmcfinJ+taY5uDlnn32Wb788staG+9UKYkuIiIijVaJ1cCv91UA9IpthsV8egnmPkkf0jZ9IVaTCz+2f4Xkv7bWRph2NpMLvwVcz1HX5gzImsO//A/x401efEhJpf1NJhMD24cxa1USyVmFbDyYSc8mUtYlODgYTy8vZr38UL1d09PL65Q2BJ0+ffoJ27/77rvTC0hERESkiQmLaeWw10+5zVuSgVzahfvRvmP4KY9bX0nf6jivVRCJaXlkFZSw7kAGfVoFOTukamsMc3CofB7eokULioqKaimqU6ckuoiIiDRayw4U4OIXgofFoEOE78lPOIHI7E2c89c0AH5r/TiH/HsCtZtEB8BkYpNPX465hDLk6Edc3AqCC2fy30M9KTZ7VnpKl1BX1iUX8ceeNLxt+fi5V2+1y4lqUjpbTEwMOxIS6jXG4OBgYmJi6u16IiIiIgLZBSXsOVJWhqVXE1gQ4mox07d1MD9vSWZdUgadmvvh5+Hq7LCqRXPwmlMSXURERBolq83g2x1lk/E2vtbTqoVusRYyaPezmDDYFjqE7aGX1VaYVTro0ZaJ+3rzfPQf9PA4ROHGO7l+Q29yrJVPwL07XQjNIvhxXSJ5WxdW6xrW3GMAJCcn11rctSkmJqZJTKhFREREpGobDmZiANGBnoT4ujs7nFrRKsSb5gGeHMosYMWeNC7tHOHskKpNc/CaURJdREREGqVftiaTnGvFWpBDy6jTm4yfl/QBzQqTyHULYWnc/bUU4cltzPZj4Gd5LBwdQJ+ADH67aA/TXIdhM1UslJ5nLeTXHBsEhBE/6F/EuuWcdPwdO3fz4ybIzMysg+hFRERERE6sqMTKtsNZAE2mLCGUlV3s1zaYz1cfZFdqLt2jC4jwr/ytUmkaGl/lexERETnjGYbBe4vL6iLmrPuB09nLJyJ7E70Ozwbgt1aPUeRSv5tHrjls47FD/SkxudHOtpebLQuICPQlIsjP4dM61IvegfkAbCkKITDAv0Kff36a+XjU672IiIiIiBxv6+FsSqwGQd5uxAZ6OTucWhXq60HHiLLfHZbtSsMwDCdHJHVJSXQRERFpdFbsSWd7cjYeLiZy1v1Y43HMtlIu3vOCvYxLYmDfWoyy+nYVBTK32XAMTHTNX0mv3CWV9usZkEeAayn5Vgt/ZnjXb5AiIiIiIqfAajPYeDATgB4xAZhMJucGVAfOaxWEq8VESnYhiWl5zg5H6pCS6CIiItLofPz7PgAuivPEVphb43G6pH5LUEEi+S4B9VrGpTL7PDuz1P8KAPpl/0DLgoqbmrqYYEBwWRmXTVleHC1SZT4RERERaZh2H8kht6gULzcL7cJ9nR1OnfB2d6FrVAAAq/cf02r0JkxJdBEREWlUdqfmsGTnUUwmGNKm5qux3UtzODfp/wBYGXNHvZdxqcwG735s9C5bDT8o43O8rZkV+sR6FdPGuxADE0vTfNE8XUREREQaok0Hy2qhd43yx8XcdFOQPWMCcDGbSM0uIulYvrPDkTrSdP8Fi4iISJP0yYpEAOI7hhPuU/OV2L3/moZXaSbpnnFsCb+ylqI7TSYTS/2vINU1Ck8jn0syZoNhq9Ctb1AOFpPBoUI3EvPdnBCoiIiIiEjVjmQXkpJdiNkEnSP9nR1OnfJyc6FL87J7XJWo1ehNlZLoIiIi0mik5xbx3/WHABhzQVyNx/ErPET3w18AsLzFPRimhlMWxWZy4ZdmwykxuRFTtLvS+uh+rja6+5etclmR7otN83QRERERaUA2/VW2Cr1NqC/e7g1nrl1XesY2w2I2kZxVyKHMAmeHI3Wg6f8rFhERkSZj5p9JFJfa6Bblz1mxzdhwbH+Nxul74F1cjBIO+Pcmsdn5tRtkLchwDWWJ/1VcnPkl52fP5aB7G464RTv0OTsgj23ZnhwrcWF7jied/RrfZD0pKYm0tLR6u15wcDAxMTH1dj0RERGRM1FBiZWdqWX7+HSNatqr0Mv5uLvQKcKPzYeyWJ14jKhmXs4OqUqag9eMkugiIiLSKBSWWJnx534AxlzQEpPJVKNxgvN20S5tAQYmlsVNgBqOU9e2ep1Di8IE2hRuZmDmV3wech+G6X8vEbpbDHo3y2VZuh8rj3nT1qcQN3PjWZKelJREhw7tyc+vv+S/l5cnCQk7qj2JHzVqFJ9++mmF47t376Z169a1HZ6IiIhIk7D9cDZWm0GIjzsR/h7ODqfe9IptxtbDWRzMKCA1u5Awv4Z37w19Dm4YBhdffDEWi4V58+Y5tL333ns89thjbN26laioqLoKt0pKoouIiEij8MPGw6TlFhPp78GlncNrPM65Bz8GYGfwxaR5t62t8GqfycSigGuJSd1FWMlfdM7/ky3e5zl06epfwKYsL7JKXdiQ6cU5gXlOCvbUpaWlkZ9fwMzHrqdDTEidXy8h6Si3vPgVaWlpp7QS5pJLLmHatGkOx0JC6j5eERERkcbIMGDLof9tKFrThS+NkZ+nK21CfdmZmsPmv7K4uGPDS6I39Dm4yWRi2rRpdOnShQ8//JA77rgDgMTERB5++GHef/99pyTQQUl0ERERaQQMw+Dj3/cBMOr8FrhaaratS3DeLtqkL8bAxKroMbUZYp3It/iy0u8SBmR9x/lZP7PboxuFFm97u8UEfQJz+fVIABuyvOjun4+7pfGsRgfoEBNCz7bNnR1Gldzd3QkPr/kfbURERETOJCmFJrIKSnB3MdMu3NfZ4dS7btH+7EzNYWdqDn3bBOPpanF2SJVqyHPw6Ohopk6dyvjx4xk0aBAtWrRgzJgxDBo0iOHDhzstLm0sKiIiIg3e8t1p7ErNxdvNwg1n17ye3vGr0I95tayt8OrURu++pLlE4Gnkc372zxXa2/oUEehaSpHNzMashlt7UURERESavr05ZUnjjpF+NV740piF+3kQ4uuO1Waw/XC2s8NptEaOHMlFF13E6NGjeeedd9i6dSsffvihU2M68/41i4iISKPz8e+JAFx3VjT+nq41GqOxrUIvZ5gsLAq4BoAu+X8SVpzk0G4yQe9muQBsyPKiyHrmvDJbH3766Sd8fHzsn+uuu87ZIYmIiIg0SC4B4aQWls1FuzY/MzYU/SeTyWTfTHXzX5nYjMb1lmhD8tFHH7F161buvfdePvroI6eXVFQSXURERBq0nSk5LNt1FJMJRp8fV+NxGuMq9HKH3FuR4NkTE0alq9Hb+BTR7O/V6JuytRq9Nl144YVs3LjR/nnrrbecHZKIiIhIg+TTYzBgIjbIiwAvN2eH4zTtwnxxdzGTXVjK/vTGs2dRQxMaGsodd9xBhw4duPLKK50djpLoIiIi0rB98vcq9PiO4cQE1SxBHJif2ChXoR/vD78hWDETW7SLiKJEhzazCc5pVjZBX5/pRZFNq9Fri7e3N61bt7Z/IiIinB2SiIiISINTVGrg03UQAN2iApwbjJO5Wsx0ivQDYPNfWU6OpnFzcXHBxaVhbOmpJLqIiIg0WGm5RczZeAiA2y6o+Sr0nodmAbA3sH+jW4VeLtslkO1eZwNwbs68Cu1tfAr/txo9y7O+wxMRERGRM9jypAIsHj54WQxia7jwpSnp8nc5mwPp+WQVlDg5GqkNSqKLiIhIgzXzzwMUl9roFuVPr9hmNRrDuziNDkfnArC2+S21GV69W+M7EBtmWhTtJKJov0Ob2QS9/16NvinLi1KbEwIUERERkTOOYRj8sqdsHtrS14rZpLciA7zciAks+2PCjmRtMNoUNIz18CIiIiL/UFhiZcbKAwDcdkFLTDWcjHdP/hIXo4TDvl1J9utWmyHWuyyXYLZ7nU3n/FWcmzOPOe53OLS38SlkRboPuVYLO3M9nBTlqUlIOtqkriMiIiJyplmflEliZim2kiJaeCuBXq59uC9Jx/JJSMmhd1ygs8NxoDn4qVMSXURERBqk7zceIj2vmEh/Dy7tHF6jMVxL8+ia/A0Aa5qPqM3wnGa170A65q+hRdEOwosPkOIWa2+zmKB7QD6/p/uyIdObTk6M82SCg4Px8vLklhe/qrdrenl5EhwcXO3+06dPr7tgRERERJqIz1buByA/YRnurfo7N5gGpFWIDy7mI2QVlJCSXejscIDGMQc/3qRJk5g0aVLtBlRDTk2iL1u2jFdffZV169aRnJzMnDlz7LutlpSU8MQTTzB37lz27duHv78/AwcO5KWXXiIyMtI+xrFjx7j77rv58ccfMZvNXHPNNUydOhUfHx97n82bNzNu3DjWrFlDSEgId999Nw8//HB9366IiIhUk2EY/OfvDUVHnd8CF0vNKtB1Tv0eD2suxzxj2Rd4QW2G6DRZLsEkeJ1Fp/zVnJWzkJ+CRju0d/YtYNUxb9JLXMiwNKwVL8eLiYkhIWEHaWlp9XbN4OBgYmJi6u16IiIiIk3d0Zwi5m5JBiBn/U9wmZLo5dxczLQO9WFHSg47knNoY3F2RJqDnw6nJtHz8vLo1q0bo0eP5uqrr3Zoy8/PZ/369Tz55JN069aNjIwMJkyYwOWXX87atWvt/YYNG0ZycjILFiygpKSEW2+9lbFjxzJ79mwAsrOzGTRoEAMHDuSDDz5gy5YtjB49moCAAMaOHVuv9ysiIiLVs3x3GrtSc/F2s3DD2TWbcJltpfQ8XDYfWBc5DExNZyuYdT4D6JS/mlaFW/EpzSDX5X/14t0tBp38CtiY5c1B14Y9WY2JiWkSE2oRERGRM9WXa5IosRq0DXLlQOpeZ4fT4LQP92VHSg67UnNoFeHsaMpoDl4zTk2iX3rppVx66aWVtvn7+7NgwQKHY++88w69e/cmKSnp77+cJPDrr7+yZs0azjrrLADefvttBg8ezGuvvUZkZCSzZs2iuLiYTz75BDc3Nzp16sTGjRt54403lEQXERFpoD7+exX69WdH4+/pWqMx2qYtwK84lTzXQBJCB9dmeE6X7hrBQbdWRBfvpUv+Slb6Od5fD/98NmV5kWkJxDWkhXOCFBEREZEmrdRqY9aqJAAube3FgpP0PxNFB3rh7WYhr9hKSoHqxTdmjWpJVlZWFiaTiYCAAABWrlxJQECAPYEOMHDgQMxmM6tWrbL36devH25ubvY+8fHx7Ny5k4yMjEqvU1RURHZ2tsNHRERE6seu1ByW7TqKyQS3nhdXs0EMg16HZwCwMeIGrGb3WoywYdjk0xeALnl/YjZKHdr8XG209i4q+++zr6j32ERERESk6fstIZXkrEKCvN04L8rT2eE0SGaTiXbhvgAk5TWAei5SY40miV5YWMjEiRO56aab8PPzAyAlJYXQ0FCHfi4uLgQGBpKSkmLvExYW5tCn/Ht5n3+aPHky/v7+9k90dHRt346IiIhU4ZO/V6HHdwwnJsirRmPEZK0mNG83xWZPNoVfU5vhNRh7PbqQa/bH25ZDm4LNFdp7BOQD4NW+HwVWrXoRERERkdr12coDANzYOxpXi+abVWkfXpbHTC4wYXb3dnI0UlNOLedSXSUlJVx//fUYhsH7779f59d79NFHuf/+++3fs7OzlUgXERGpB2m5RXy74RAAt11Q/VXoaWlpWHyS7d+HJH8MwGqfgexPywfyaxRPdk5Ojc6rDzaThS3e59InZx7d8n5np1dPh/Zw9xK8bbnkufqwIcPqpCgdGYbh7BDqlc1mc3YIIiIiInViz5Ec/tibjtkEN58TS+q+BGeH1GCF+LoT5O1Gel4xnq3PqZNraN55YrXxfBp8Er08gX7gwAEWLVpkX4UOEB4ezpEjRxz6l5aWcuzYMcLDw+19UlNTHfqUfy/v80/u7u64uze9175FREQaull/JlFcaqNbdAC9YpudtH9yclni/Ntvv8XiEwhAF58sXjl3I6U2E/+em0dS4Uc1jqf4SNmq+NLS0pP0dI4t3n3onbOA5sWJBJccJs010t5mMkFEySH2uLdjzTF3DMPAZHLOCiFXV1dMJhNHjx4lJCTEaXHUF8MwKC4u5ujRo5jNZoeygiIiIiJNQfkq9IEdwmge4EnqSfqf6VqF+JCedwyvtn1qdVw3NzfMZjOHDx8mJCQENze3Jj/XPhW1OS9v0En08gT67t27Wbx4MUFBQQ7tffr0ITMzk3Xr1tGrVy8AFi1ahM1m45xzzrH3efzxxykpKcHVtWxjsgULFtCuXTuaNTv5L+ciIiJSPwpLrMz4cz8AY/rGVWvyl5mZCcCFPVrSvl0bAG4s/i/YYKtLJy4Z2P+0Ylq0KI91u8Fqaxgruf8pz+LPXs8utC3YRNe8P1gUcK1De1hpCrtMsRzBgzX7M+gdF+iUOC0WC1FRUfz111/s37/fKTE4g5eXFzExMZjNjaaCooiIiMhJ5RaV8u36srdHR/Rp4dxgGolWod6s3n8Mj7geFJXW3tuZZrOZuLg4kpOTOXz4cK2N29TUxrzcqUn03Nxc9uzZY/+emJjIxo0bCQwMJCIigmuvvZb169fz008/YbVa7TXMAwMDcXNzo0OHDlxyySXcfvvtfPDBB5SUlDB+/HhuvPFGIiPLVmLdfPPNPPPMM4wZM4aJEyeydetWpk6dyptvvumUexYREZHK/bDxMGm5xUT6e3Bp58rfFqtKMx8PIoL88C3NoHvqVgC2BQ0iws3vJGeemJdHw19BvMWrD20LNtE2fwNL/K/EZvrf9M4FK3kJS/HtFs/sVQeclkQH8PHxoU2bNpSUlDgthvpksVhwcXHRSiARERFpcuas/4vcolJahnhzfuugk58ghPi442UxyMeDDSlF1OZ6dDc3N2JiYigtLcVqbZiLf5yptublTk2ir127lgsvvND+vbwO+ciRI5k0aRI//PADAN27d3c4b/HixQwYMACAWbNmMX78eC666CLMZjPXXHMNb731lr2vv78/8+fPZ9y4cfTq1Yvg4GCeeuopxo4dW7c3JyIiItVmGAb/+XtD0VHnt8DVUrMVAj1yl2LGRpJ7G464nRn7mRx0b0Oe2RdvWw4tCnewz7OzQ3vuxl/x7RbP3K0pPJ1XTDNv5/1hwGKxYLFYnHZ9ERERETk9hmHYS7mMODdWCwaqyWQyEellY0+OhVWHCvl3HYzv6upqr8Ihtc+pSfQBAwaccIOp6mw+FRgYyOzZs0/Yp2vXrixfvvyU4xMREZH6sXTXUXam5uDtZuGGs2NqNIa7LZ8u+SsBWOvzr9oMr0EzTGZ2evagZ94y2hWsr5BEL07ZTaRHKYcLXfjv+r+47YKWTopURERERBq7lfvS2X0kFy83C1f3inJ2OI1KpGdZEn3t4UJKrLYaLxwS59BPS0RERJzuvSV7Abipdwz+njVbPdE17w/cjGKOukRywL1dbYbX4O3wKtsbplXhVlxthRXazw4qBuDLNQertUhBRERERKQyM/5ehX51z+b4eWjV86kIdjew5mWSV2Kwat8xZ4cjp0hJdBEREXGqtfuPsTrxGK4WU41XSbtgpUfuMgDW+Q6AM+y10lTXaI65hOBqlNCqcGuF9i7+Jbi5mNl9JJdth7OdEKGIiIiINHbJWQXM354KaEPRmjCZIH/PKgDmbUtxcjRyqpREFxEREacqX4V+Tc8owv09ajTGee578LblkGMJYKdnz9oMr3Ewmez33T5/XYVmT4vBxR3CAJiz4VC9hiYiIiIiTcPnq5Kw2gzOiQukbZivs8NplAp2lZWfnL89BZtNb4g2Jkqii4iIiNNsP5zNoh1HMJvgjv6tajSGCbjUYzMA6737YTOdmRtXJvxd0iW2aBee1pwK7Vf1aA7A9xsPU2q11WtsIiIiItK4FZZYmbUqCdAq9NNRcGATHi4mUrOL2HIoy9nhyClQEl1ERESc5v2lZavQB3eJIC7Yu0ZjDGnrQqRLFkUmD7Z696nN8BqVLJcQkl1jMGOjbcHGCu392obQzMuVtNwiVuxNr/8ARURERKTR+nHTYdLzion09yC+U5izw2m8rCV0C3MDYOmuo04ORk6FkugiIiLiFIlpefy8+TAAdw2o2Sp0gIfOK5uEbvY+j2JzzcrBNBU7vcpKulSWRHdzMTO0WyQAc9b/VZ9hiYiIiEgjZhgG01bsB2B4nxa4WJROPB09wst+Z1mmJHqjon/1IiIi4hRvLdyNzYAL24XQKdK/RmMEFSbSL9aFUsPMBp9+tRxh47PHowsAkcWJeFjzKrSXl3SZty2VvKLSeo1NRERERBqn1YnH2J6cjYermZt6Rzs7nEave3jZIqANBzPJKihxcjRSXUqii4iISL3bcySH7zaWbXB5/8XtajxOx4zfAPijqDV5lpol4puSHJdAjrhGYsYgrmh7hfbu0QHEBXtTUGLl160pTohQRERERBqb8lXoV/WIIsDLzbnBNAGh3i60DPHGajP4Y0+as8ORalISXUREROrdm7/txjBgUMcwukTVMPmdvpfo3I0A/FLYpfaCa+T2eXQGoGXBtgptJpOJK7uXrUYv/yOGiIiIiEhVDh7LZ/72ssUXt57fwrnBNCH924YAsGy3Sro0Fkqii4iISL1KSM7m583JANx3cduaD7TyXUwY/LSrhMPWZrUUXeO3z6MTAC2KduCCtUL75d3L6qKv3JtOZn5xvcYmIiIiIo3LjD8PYDOgb+tg2ob5OjucJqPf30n0pTuPYhiGk6OR6nBxdgAiIiLStCUlJZGW9r/XFF9acQyA86I9KEjew/rkUx/TpSiDzutnYAZe/aOYFkNrKdgmINU1ilyzPz62LNq7Vny4ccHetA/3ZUdKDgu2p3LdWaprKSIiIiIV5ReX8sXqJECr0GvbuXFBuLmYOZxVyN6jubQO1R8oGjol0UVERKTOJCUl0b5DBwry8wFwC29DxMg3MWxWvn56FJ+n/1WjcSdf5E7Xvu78+Vcpyw5YCdUmmf9jMrPPoyNd81fSw+1ApV0u7RzBjpQcftmaoiS6iIiIiFTqv+sPkV1YSosgLy5sF+rscJoUTzcL58QFsnx3Gkt3pSmJ3ggoiS4iIiJ1Ji0tjYL8fIZNfJXQ6FYsPeJCehHE+sK1z75VozE9bbncm/4gGIXMKe0H/EpRiZLox9vr2bksie5atnIoMTGR9evX29tjLSUALNt1hN9XrcXLteYV/oKDg4mJiTm9gEVERESkQbHZDKavSARg5HktMJtNTo6o6enfNuTvJPpRxvSNc3Y4chJKoouIiEidC4tpRYF/DOkHU3AxmxjYvRW+Hq41GuvcpI/wMAo54t2GbR49gV9rN9gm4KB7G0pMbgRZ8ugebubJJ5/kySefdOgTedv7EBRN/K0Pkp+wtMbX8vTyYkdCghLpIiIiIk3I8j1p7D2ah4+7C9f2inJ2OE1Sv7Yh8HMCq/alU1hixcPV4uyQ5ASURBcREZE6ZzVgxZ50AHrGNqtxAt2tNJceh78AYHXUGNh7qNZibEqsJlcOuLejdeEWLm/ngt+/7uSs8wc49NmaaWFnNnS74QH6hEyo0XVSk/Yy6+WHSEtLUxK9kZs8eTLffvstO3bswNPTk/POO4+XX36Zdu3a2fsUFhbywAMP8MUXX1BUVER8fDzvvfceYWFh9j5JSUncddddLF68GB8fH0aOHMnkyZNxcfnfrx1Llizh/vvvZ9u2bURHR/PEE08watSo+rxdEREROYlpf69Cv+6sqBrP3eXE2oT6EOHvQXJWIWv2H+OCNiHODklOQEl0ERERqXN7c8xkFZTg5WahV0yzGo/TLeUbPKw5pHvGsTvoQmBm7QXZxOzz6ETrwi0Mbu3KBr8ootp0cmh3yylk5+qDHCmyENayDa6Wmpd0kcZv6dKljBs3jrPPPpvS0lIee+wxBg0axPbt2/H29gbgvvvu4+eff+brr7/G39+f8ePHc/XVV7NixQoArFYrQ4YMITw8nD/++IPk5GRGjBiBq6srL774IlBWWmjIkCHceeedzJo1i4ULF3LbbbcRERFBfHy80+5fRERE/mff0VyW7DyKyQSjzmvh7HCaLJPJRJ9WQXy7/hCr9imJ3tApiS4iIiJ1yuzpx46sslcTz2tVtgt9TbhYC+h5aBYAa6JGgUlJ3xM54FG2gvisSDPeuQUV2kN83PHzcCG7sJT9aXm0CdNmRmeyX391LIs0ffp0QkNDWbduHf369SMrK4v//Oc/zJ49m3/9618ATJs2jQ4dOvDnn39y7rnnMn/+fLZv385vv/1GWFgY3bt357nnnmPixIlMmjQJNzc3PvjgA+Li4nj99dcB6NChA7///jtvvvmmkugiIiINxPQ/9gNwUftQYoO8nRtME3duy7Ik+p/70p0dipyEfvsUERGROtXswlspMUwE+7jRIcKvxuN0SZ2DV2kmWe6R7AgZVIsRNk25lgAOFvlgMZvo4nKgQrvJZKJ1qA8Ae47m1nd40sBlZWUBEBgYCMC6desoKSlh4MCB9j7t27cnJiaGlStXArBy5Uq6dOniUN4lPj6e7Oxstm3bZu9z/BjlfcrHEBEREedKzy3iq7UHARh9vja7rGt9WgYBsOmvTPKLS50cjZyIkugiIiJSZ7YeKcKny8UA/Kt9KGaTqUbjWGxFnHWorHTL6qhRGCa9TFcdG/OCAejmklhpe3kSfX9aPlabUW9xScNms9m49957Of/88+ncuTMAKSkpuLm5ERAQ4NA3LCyMlJQUe5/jE+jl7eVtJ+qTnZ1NQUHFNyYAioqKyM7OdviIiIhI3fhs5QEKS2x0ae5Pn1ZBzg6nyYtq5knzAE9KrAbrD2Q6Oxw5ASXRRUREpE4UlVr5YF3ZatY4HysR/p41HqtT6k/4FB8lxy2UhNAhtRVik7cxr6yuYjdL5Un0MD8PPF0tFFttJGdVnsCUM8+4cePYunUrX3zxhbNDAco2PfX397d/oqOjnR2SiIhIk5RfXMqnK/cDcGf/VphquABGqs9kMnFOy7I3/1TSpWFTEl1ERETqxPtL9nI4x4o1N4POAdYaj2O2lXLWoU8BWNt8BFazW22F2ORtyQ+i1GYQZTmGb1FKhXazyURskBcAiWl59R2eNEDjx4/np59+YvHixURFRdmPh4eHU1xcTGZmpkP/1NRUwsPD7X1SU1MrtJe3naiPn58fnp6V/6Ht0UcfJSsry/45ePDgad2jiIiIVO7LNQfJzC8hNsiLSzqHOzucM8a5f5d0URK9YVMSXURERGrdniM5vLd4LwDHFn6E22nMONof/QX/omTyXAPZEnZFLUV4Zsi3ubL6UNkfMGIyV1faJy64bLOo/Wn59RaXNDyGYTB+/HjmzJnDokWLiItzrIHaq1cvXF1dWbhwof3Yzp07SUpKok+fPgD06dOHLVu2cOTIEXufBQsW4OfnR8eOHe19jh+jvE/5GJVxd3fHz8/P4SMiIiK1q8Rq4+PlZW8v3n5BSyxmrUKvL6qL3jiooKiIiIjUqhKrjfu+3ESx1UaPcHe+27EcuK9GY5kMK2f/NR2AdZG3YLV41F6gZ4jf9lk5L9qFmMzVbAu7vEJ7bKAXJhMcyy8mq6AEf09XJ0QpzjZu3Dhmz57N999/j6+vr72Gub+/P56envj7+zNmzBjuv/9+AgMD8fPz4+6776ZPnz6ce+65AAwaNIiOHTsyfPhwXnnlFVJSUnjiiScYN24c7u7uANx555288847PPzww4wePZpFixbx1Vdf8fPPPzvt3kVERM4USUlJpKWlVdq29EA+hzIL8Hc308qcxvr1p7YqOiEhoTZCPCP881kZhkGwl5m0fBtfLlxDtzD3Go8dHBxMTEzM6YYolVASXURERGrV24v2sOVQFv6ervz7LH++O42x2h2dR2BhEgUu/mwOv7q2Qjyj/LavlKf6uxOTtRoMG5gcXwtwd7UQ6e/JocwC9qfl0S06wDmBilO9//77AAwYMMDh+LRp0xg1ahQAb775JmazmWuuuYaioiLi4+N577337H0tFgs//fQTd911F3369MHb25uRI0fy7LPP2vvExcXx888/c9999zF16lSioqL4+OOPiY+Pr/N7FBEROZMlJSXRvkMHCvIre/vQRMTod3ALiWX/gumc9+xXNb5Obm5uzYNs4rKPHQXglltuqdAWNOR+fDr/i/snv0fm8pk1voanlxc7EhKUSK8DSqKLiIhIrVmflMG7i/cA8PyVnQmyVqzDXV1mWyl9Dv4fAOua30KJi3etxHim+fMvKwWGK14lGQTn7yXNu02FPnHB3hzKLCAxXUn0M5VhGCft4+Hhwbvvvsu7775bZZ/Y2Fjmzp17wnEGDBjAhg0bTjlGERERqbm0tDQK8vMZNvFVwmJaObT9lW9iVZorriaDETffiNstN57y+Amrl/LLp1MpLCysrZCbnILcbACG3PE47br2cmjbn2tm3TFoeeH1DLixZouHUpP2Muvlh0hLS1MSvQ4oiS4iIiK1Ir+4lAe+2oTVZnB5t0iGdotk/fqaJ9E7HvmJgMK/yHMNZEPEDbUY6ZmlxAZbS2M523UPMZmrK02itwjy4vc98FdGASVWG64WbZsjIiIi0hSFxbQiqk0n+3fDMFiyOgkopkeLIFr+XZ/7VKUm7a2lCJu+oMhYh58BgG9BCev+2E9GsZmwlh00H2+A9BMRERGR02YYBo/8dwuJaXmE+3nw3BWdT2s8i62Yc/76DwBrokZSavGsjTDPWJusZZtExmRVvrlooLcbfh4uWG0GB49pg1ERERGRM8Xeo3mk5xbjZjHTQ28kOo2fhws+7i7YDEjO0mr+hkhJdBERETltn6zYzw+bDuNiNjH1xu74e53e5pSdU7/DryiFXLcQNodfU0tRnrm2lsYCEJm9CZNhrdBuMploEVxWLicxPa9eYxMRERER5zAMg9WJxwDoHh2Ah6vFyRGduUwmE80DyhYOJWcWODkaqYyS6CIiInJaVu5N58W5ZTvMPz6kA+fU8BXQci7WQnofnAbAqqjRWM01351eyuy3hVJk8cbdmkdw3p5K+8QFlSXRD6TnV6s+toiIiIg0bolpeRzNLcLVYqJ7TICzwznjRfh7AHBYK9EbJCXRRUREpMaSswoYP3s9VpvBld0jGXVei9Mes+fhWfiUpJHlHsnWsCtOP0jBhplk3y4ANM/eWGmf5s08sZhM5BSWklVQUo/RiYiIiEh9MwyDP/eVrULvFhWAp1ahO11EQFkSPSWrEJsWtTQ4SqKLiIhIjRSVWrlz5nrS84rpEOHH5Ku7YjKZTmtM7+I0zv7rUwB+jx2HzXx6ZWHkfw759QCqTqK7Wsz21S9JqosuIiIi0qTtSs3laG4RbhYzPWObOTscAYK93XG1mCi22jiWV+zscOQflEQXERGRGpn0wzY2HczE39OVD2/phafb6a9e6ZP0AW62Ag77dmFX8MW1EKWUO+TXHYDm2RugipUt0YFegJLoIiIiIk2Z1Wawcl86AL1im2kVegNhNpsI9/u7pIvqojc4SqKLiIjIKft8dRKfrz6IyQRv3dSDmCCv0x4zOG8XnVN/AGBZi3vhNFe1i6MU306UmlzxLknHv/CvSvvE/J1E/yujQK+QioiIiDRR2w5nkVVQgpebhe7RAc4OR44TUb65qOqiNzhKoouIiMgp2ZCUwdPfbwPgwUHt6N825PQHNQz6J07BhMHO4ItJ9ut6+mOKA6vZnVSfjsDfq9ErEerrjpuLmaJSG0dyiuozPBERERGpB6U2WJVYVgu9d4tA3FyUGmxIIv8ur6gkesOj/6eIiIhItR3NKeKumespttqI7xTGvwe0qpVx4zJWEJO1hlKTK7/HjquVMaWi/5V02Vhpu9lsIrpZ2eqXgyrpIiIiItLk7Mkxk19sxc/Dhc7N/Z0djvxD+N9J9KyCEvKKSp0cjRxPSXQRERGplhKrjfGz15OSXUirEG9eu67baW8kCmC2lXLB/qkAbIi8iWyP5qc9plTuf5uLbqqyT3Qz1UUXERERaYrM3gHszC6rf96nVRAWs8onNjTuLhaCfNwArUZvaFycHYCIiIg0Di/9soNVicfwcXfhw+Fn4evhWu1z09LSsPgkV9rWJ2suQQX7yTX78aPrpRQmV96vMtk5OdXuK5Ds1xUDE80Kk/AqTiPfLbhCn/K66MmZhZRYbbhatOZCREREpClo1m8EpYaJMD932oX5OjscqUKEvwfpucUkZxXQOtTH2eHI35REFxEROYMlJSWRlpZ20n7LDhTwn1WZAPy7ly/Zf+1ifeV7UzpYvnw5AN9++y0Wn8AK7f4uJTx83mJwg6e2xfDJ/FmnFH/xkUQASkv1qmN1FLn4kubVmpD83TTP3sTu4Isq9AnwcsXH3YXcolIOZxYQG+TthEhFREREpDbtzSjBu8tAAPq3DamVN0qlbkT6e7L1ULZWojcwSqKLiIicoZKSkmjfoQMF+Scu2+Ea0oLw4a9hdvUg648vGffyjFO+Vp9OMXTv0qHC8cEl8wm2FpNqCsGt+9WM7WE5pXEXLcpj3W6w2qynHNOZ6pBf97+T6BsqTaKbTCZiAr3YnpzNwWNKoouIiIg0doZh8MmGLEwmM9FeViL8PZ0dkpxAxN910Y9kF1FqteGiN0MbBCXRRUREzlBpaWkU5OczbOKrhMVUvkFosQ0WpbiSV2oizMPG1TdchenGq6p9jdULf+L3bz/Bw82FiCA/hzb/0jT6pv4JwB+BVxLm0eyU78HLw+2UzznTHfLrTveUr4k8UV30QE+2J2eTlKG66CIiIiKN3U+bk0lIK8FWXEjnSCVkGzp/T1c8XS0UlFg5klNEZID+6NEQKIkuIiJyhguLaUVUm04VjtsMgx82HSavNB8/Dxeu7B2Dh+uprRTfuXldlW19s3/CBSsH3Nuy373iKnWpG8m+XQAIzt+NxVqI1eJRoU/U35uLHs0poqjUirvLqf3cRURERKRhyC0q5cW5CQBkr/oGr9bXOzkiORmTyUSEvwf70vJIyS5UEr2B0J+fREREpFJrEo9xID0fF7OJy7pGnnIC/UQiihJpW7AJGyaW+l8BqslYb3Lcw8lzDcJiWAnL21lpHx93F/w9yzaOPZypWowiIiIijdWUBbtIziokzNtC9uo5zg5Hqin875IuqaqL3mAoiS4iIiIV/JWRz6rEYwD8q30oIb7utTe4YaN/1ncAbPM6h3TXyNobW07OZCLZtzMA4TlbquzW/O8VL4cyC+olLBERERGpXdsOZzHtj/0A3N7TD6O0yLkBSbWF+ZUl0VOylURvKJyaRF+2bBlDhw4lMjISk8nEd99959BuGAZPPfUUEREReHp6MnDgQHbv3u3Q59ixYwwbNgw/Pz8CAgIYM2YMubm5Dn02b97MBRdcgIeHB9HR0bzyyit1fWsiIiKNVn5xKb9uTcEAOkb40SHC76TnnIp2BRuJKEmi2OTOH36X1urYUrmc7GySk5Ptn13EAhBwdK3D8eM/PqayX7L2H8mqsk9aWpozb0tEREREqmC1GTw2ZytWm8GQLhH0jKhYwk8arjC/skVM2YWl5BeXOjkaASfXRM/Ly6Nbt26MHj2aq6++ukL7K6+8wltvvcWnn35KXFwcTz75JPHx8Wzfvh0Pj7L/8w8bNozk5GQWLFhASUkJt956K2PHjmX27NkAZGdnM2jQIAYOHMgHH3zAli1bGD16NAEBAYwdO7Ze71dERKShMwyD+dtSySu2EujtxoB2IbU6vsUopm/2TwCs8b2IfEvtJujFUWGJFYC1a9eyYcc++/GEZmkM7gWBaev56PuPKj3X7O6N39lXkJZXykcf/wds1gp9rLllbyskJyfXQfQiIiIiUlOzVyex6WAmPu4uPDW0I4f2bHd2SHIK3F0sNPNyJSO/hNTsIuKCta2lszn1J3DppZdy6aWVr0AzDIMpU6bwxBNPcMUVVwDw2WefERYWxnfffceNN95IQkICv/76K2vWrOGss84C4O2332bw4MG89tprREZGMmvWLIqLi/nkk09wc3OjU6dObNy4kTfeeENJdBERkX/YkJTJgWNlddAHdw7H1VK7L631zF2GnzWDbEsA63z61+rYUlFxaVniu1urUM47u4f9uLtRhK1oFdGeBTwwpD05Jt8K5xoG/JxdQr7ZlSsuPp8w14plXXbs3M2PmyAzM7PO7kFERERETs2hzAJe/mUHAA8OakuYnweHnByTnLpwfw8y8ktIyS4kLtjb2eGc8RpsTfTExERSUlIYOHCg/Zi/vz/nnHMOK1euBGDlypUEBATYE+gAAwcOxGw2s2rVKnuffv364ebmZu8THx/Pzp07ycjIqPTaRUVFZGdnO3xERESauvTcIv7Ylw5Av7YhBPnUYh10wMuaw9k5vwGwwu8yrCa3k5whtcXbw5WIID/7JzA4hHSXcAC6eR9zaCv/RAb7EeNd9upogVtApX2a+ei1YBEREZGGxDAMJn6zmdyiUnrGBDC8TwtnhyQ1VF4XPVV10RuEBptET0lJASAsLMzheFhYmL0tJSWF0NBQh3YXFxcCAwMd+lQ2xvHX+KfJkyfj7+9v/0RHR5/+DYmIiDRgNpvB/O2pWG0GsUFedI6s/TIrfbJ/wd0oIsU1hh2ePU5+gtSpFLeyuugRxfur7NPcswSAQwX6g4eIiIhIYzBrVRK/70nD3cXMa9d1w2I2OTskqaHw8iR6ViGGYTg5GmmwSXRnevTRR8nKyrJ/Dh486OyQRERE6tTaAxkcySnC3cXMwA5hmEy1O9mOcc2kc/6fACz1vwJMmoI4W/LfSfTw4qQq+zT3KAYgpciVUs3bRURERBq0g8fyeXFuAgAPX9KeliE+To5ITkewjzsWs4nCUhtZBSXODueM12B/gw0PL3vFODU11eF4amqqvS08PJwjR444tJeWlnLs2DGHPpWNcfw1/snd3R0/Pz+Hj4iISFOVWWxiVWJZGZcB7ULwca/9LVNGN1uHGYPdHl057N6y1seXU1e+Ej2sJAmTYau0T4CrFS+LFathIrXQtT7DExEREZFTYLMZPPTNJvKLrfRuEcit57VwdkhymixmEyF/l9hMUUkXp2uwSfS4uDjCw8NZuHCh/Vh2djarVq2iT58+APTp04fMzEzWrVtn77No0SJsNhvnnHOOvc+yZcsoKfnfX2wWLFhAu3btaNasWT3djYiISENlYv0xCzYDWoV40y6s4gaTpyu+lYWenslYsbDcf2itjy81c8wljCKTO25GMUGllZe4M5mgucffJV0KVdJFREREpKGa8ecB/tx3DE9XC69e1xWzyrg0CfaSLtlFTo5EnJpEz83NZePGjWzcuBEo20x048aNJCUlYTKZuPfee3n++ef54Ycf2LJlCyNGjCAyMpIrr7wSgA4dOnDJJZdw++23s3r1alasWMH48eO58cYbiYyMBODmm2/Gzc2NMWPGsG3bNr788kumTp3K/fff76S7FhERaTh8ug0io9iMm8XMhe1Ca72Mixkbrw0qm/ht8LmALJfgWh1fas4wmUl1iwFOVhe9rKTLoQKtRBcRERFpiPan5fHSLzsAeHRwe2KDvJ0ckdSWMP+/V6JnaSW6s9X++9qnYO3atVx44YX27+WJ7ZEjRzJ9+nQefvhh8vLyGDt2LJmZmfTt25dff/0VDw8P+zmzZs1i/PjxXHTRRZjNZq655hreeuste7u/vz/z589n3Lhx9OrVi+DgYJ566inGjh1bfzcqIiLSAGUVWgnoPwqAc1sG4l0HZVwGeW6ns7+FbKsbq30vrvXx5fQku8YSU7Sb8OIktnifV2mfyL9XoicXumIzQIuaRERERBoOq83gwa83UVBipU/LIG45J9bZIUktKl+JfjS3CKvN0EaxTuTUJPqAAQNOuLusyWTi2Wef5dlnn62yT2BgILNnzz7hdbp27cry5ctrHKeIiEhTNHNLDhZPX/xdbXSLCqj18d1KcxnmU7aZ6OdZXSmK8ar1a8jpSbFvLnqgyj5BbqW4mWwUG2bSi10IcS+tr/BERERE5CSmrUhk7YEMvN0svHKtyrg0Nf6erri7mCkqtZGWW0SYn8fJT5I60WBroouIiEjdWXfgGAsTCwDoEWitk8n22X9NJ8BSwM40K7/mtK318eX0pbpFAxBYmoqLrfI6i2YThP29Gj1Fm4uKiIiINBh7j+by6rydADw+pCPRgVq00tSYTKbj6qKrpIszKYkuIiJyhjEMg+d+SgAgZ9M8gtyrfiuspnwLk+l5+HMAHlxQhFVTjgYpz+JPrtkPMwYhJYer7BdxXEkXEREREXG+8jIuRaU2LmgTzE29o50dktSRUL+yuuhHcrS5qDPpN1oREZEzzC9bU9h4MBMPFxOZy2bUyTX6HngXF6OYTUVR/LRL5T8asvLV6GElB6vsE+H+dxK9SEl0ERERkYbg/5bvY0NSJr7uLrx8TVdMJpVxaapCfctWoh/JVhLdmZREFxEROYOUWG32Vz4vb+uNLT+z1q8RnrOF9mnzMDDxcU7fWh9fatcR1ygAwoqrTqKH/70SPbPEhQKrfkETERERcabdqTm8MX8XAE9e1pHIAE8nRyR1qXwlenpeEaVWm5OjOXMpiS4iInIG+WLNQRLT8gj2ceOKdt61fwHDoH/imwBsC72MxNKQ2r+G1KrqrET3sBgEupa9UaCSLiIiIiLOU2q18cDXmyi22riwXQjXnRXl7JCkjvm6u+DpasFmQFpusbPDOWMpiS4iInKGyCsqZepvuwG456I2eLrW/jSgbfpvROZsocTswR8xd9X6+FL7Ul3LkujNSo/gWsXmovC/1ejJhW71EpeIiIiIVPTB0r1s/isLPw8XJl+tMi5nApPJdFxddG0u6ixKoouIiJwh/vN7Imm5RbQI8uKm3jG1Pr7FVkTf/e8AsKb5CPLctQq9Mci3+JFj9v97c9FDVfYr31w0RSvRRURERJwiITmbqQvLFsVMurwT4f4eTo5I6kuorzYXdTYXZwcgIiIidS+3qJT//J4IwH0Xt8XVUvt/R+9++Cv8iw6T4xbKuua31Pr4UneOuEXjW5hFWMlBDru3rLRPhEfZq6MpRa7YDDBr0ZOIiIhIrUpKSiItLa3StlKbwcTf0iixGpwd6U6skcr69UeqPXZCQkJthSlOUL65aGq2VqI7i5LoIiIiZ4CZfx4gq6CElsHeXNY1stbH9yzJ4Jy//gPAH7F3UWrR5kaNSaprNK0Kt55wc9FAVyvuZhtFNjNpxS6EupfWY4QiIiIiTVtSUhLtO3SgID+/0nb/828ioO8wrAXZfPvYv/kmL7NG18nNzT2NKMVZwv4u53Isr5hSqw2XOlgUJSemJLqIiEgTV1Bs5ePl+wD494WtsdTBEuJzkz7C3ZpHqnd7tocMrvXxpW6lupVtSBVa8leVfUwmCHcv4UCBO8mFrkqii4iIiNSitLQ0CvLzGTbxVcJiWjm0ZRWbWJjiggH0ifIi+pVPTnn8hNVL+eXTqRQWaiVzY+Tz9+aiBSVW0nKLVcrHCZREFxERaeK+WJNEWm4xUc08uaJ77a9CD8xPpGvKHACWxd0LJq2KaGyO/L25aGDpEVxthZSYK5+Uh3v8L4nezb+gPkMUEREROSOExbQiqk0n+3ebYbBi7V8YFNIy2Jtzu0bUaDPR1KS9tRmm1LPyzUUPpOeTmlOoJLoT6LdcERGRJqyo1MqHS/9ehT6gdZ3UQr9g/1uYsbIncAB/+feq9fGl7uVbfMmxBGDCILQam4sma3NRERERkXqx+a8sUrILcbOYubBdaI0S6NI0hP0/e/cdX2V5/3/8dfbJ3hMIGxIQBAEBVx1UUFyVDiu1rmpr1X7Vfq21VVttrV+1tY7aWts6+lNra0ute4HgANmbsANhZJ3sk5Oz798fB6IpSSDhJCfj/Xw88njIua77Op/TMu68c92f61Bf9MoGHS4aCwrRRURE+rF/rT5AeYOX3GQn86YMivr6BXXLGVH7CSGThY+H3RT19aXnVBzajZ4daL8veq4jEqI3BK00h/QNnIiIiEh3avQGWLorctDoKaMySHSqocRAln2oL3plo1ryxIJCdBERkX4qHDZaeqFfd8YIHFZLdN/ACHP6nscB2JD7VerihkZ3felRFbZIX/SODhd1WAxSbZFe6BXajS4iIiLSbQzD4MNtVQRCBnkpTiYOSol1SRJj2UmREL360OGi0rMUoouIiPRTS7ZXsdvVRJLTymXThkR9/aKqt8lu2o7XkshnQ74T9fWlZ1XYI79Hcjo4XBQ+341e4VOILiIiItJdSlxNlLiaMJvgnEK1cZHPDxc1DHC5/bEuZ8BRiC4iItJP/eWTEgAumzaEBEd0H/20hLycsvcPAKwcfBVeW2pU15eeV3VoJ3pasApruP0+izkK0UVERES6VTAUZsn2KgBOKkgjI9ER44qkNzh8uChAhVq69DiF6CIiIv3QtvJGPtnpwmyCb88cFvX1Typ7mWR/BQ32HNbmfSPq60vP81iSaDInYcIgM1je7rwcZ6SdS7nPitFTxYmIiIgMIKv21tLgDZLosDJtWHqsy5Fe5HBLl6pGHS7a0xSii4iI9EPPfhrZhT7nhFyGpMdHde24QC3T9j8HwNKh3ydkcUZ1fYmdSlvk8NmswIF252TZA5gxaA5Z8Jm0K0pEREQkmpqCkRAd4PTRmditiu7kc1mJCtFjRX8SRURE+plqt48FayMh6DWnDo/6+tP3/QVHqImKhLEUZ82J+voSO1XHEKJbzZBhj+xGbzQn90hdIiIiIgPF+lorobDB4LQ4Rmcnxroc6WWyvnC4aCis50J7kkJ0ERGRfual5aX4g2FOHJzClKFpUV07tbmUieX/BODjYT8Ak24l+pPDIXq2v/0QHSDHGemLrhBdREREJHocBRMoazZjMsGZY7J0mKgcISXOht1iJhQ2qPXocNGepO98RURE+pFgKMxLK0oBuOrUYVG/8T517++xGCFK0k5hX+rJUV1bYu9wiJ4ZPIjJCLc77/Dhoo0WhegiIiIi0RA2DNLOuhaACYNSdJiotMlkMpGZZAfU0qWnKUQXERHpRxZvq6Ks3ktavI3zJ+RFde28hg2MqV5IGDMfD705qmtL71BnzSRgsmMzAqQGq9qdl+M43M4lCdAOKREREZHj9XGpF0fuKKwmg+nDdZiotC87MXImlUL0nqUQXUREpB85vAv9a1OH4LBaorewYXDGnscA2JJ9AdUJo6K3tvQahslMlS0f6LgveoY9iNVkEDJZsWYM6qnyRERERPolbyDESxsbARibHCLebo1xRdKbaSd6bChEFxER6Sf213r4cFslAN88uSCqa4+sWUx+4wYCZgdLC74b1bWld2npi95BiG42Qfahli6OvDE9UpeIiIhIf/XXZXuo8oQINroYldR+Sz0RgOykQzvR3T4MQ4eL9hSF6CIiIv3E31fuwzDg1FEZDM9MiNq6JiPEqXv/AMCa/Pk0ObKjtrb0Pp/vRD/Y4bzDfdHtuQrRRURERLqqvjnA7xbtBKDu4xewKqmTo0hPsGM2gS8YptEbjHU5A4b+aIqIiPQDgVCYl1fuA+Dyk4dGde2iyrfIaC6h2ZrCqkFXRHVt6X0qD+1E76idC3weojvyRnd7TSIiIiL91V8+KaHBG2RIspWmTYtiXY70ARaziYyEyMGzlWrp0mMUoouIiPQDC4srqGr0kZno4MvjcqK2riXsZ+a+pwFYOehK/NbEqK0tvVO1NY8wJhLCjcSHGtqdl+OM7HqxZ48gpKdIRURERDqtzuPn2U9KAPjG+EQw1MpFjk1WUiREr3IrRO8pOqlARESkFystLcXlch113h8/qgHgjMFWNm1Yd0xrFxcXA+ByubAklrU559T610j2lVNvSecd0+kEy9qe156GxsZOzZfYC5rt1FqzyQhWkBU4wF5LcpvzUqwhLEaAkNVGpVf7MkREREQ6688fl9DoC1KYm8SMwc5YlyN9SFaSA8p0uGhPUoguIiLSS5WWllJYVESzx9PhPEtiOoNueBaT2cITt17Ob+s6F3QvWLAAS2L6Ea8nWoLcfuoisMPPNg3iuXef79S6AP7KyM6aYFC9+vqSKtsgMoIVZAcOsNdZ1OYckwmSwm7qLGkcaNYtpYiIiEhn1Db5efbTyL3yLbPGYPZ3fB6NyBdlJR7aia4QvcfoOx4REZFeyuVy0ezxMP+Oh8kpGNnuvG0NZjbVWchwhJl3/5PHvP6KhW/wyYJnmDp2ENMmn3DE+DnBxWQF/bhM6TgnfYXrJ1s6/RkWLWpi9Q4IhUOdvlZip8qWT2HzmqP2RU8MN1JnSeNgc+d/b4iIiIgMZE9/vJsmf4jx+cnMHp/D2rUK0eXYZSbZAXD7gjT7Q8TZdT/e3RSii4iI9HI5BSMZPHp8m2OGYfDhZ6WAn0kjchmcn3LM627bsBqApHgHeRmtW3Y4Q02cWbEMgOWpc8mJT+tS7fFOe5euk9g61sNFE0ONYIMyr27aRURERI5VbZOf55fuAeDWWWMwmUyxLUj6HIfVQkqcjfrmAFVuHwXp8bEuqd9TA0sREZE+rKLBR43Hj9VsYnR29A79nOZeiMPwUmkbxPa4SVFbV/qGqkMhelrQhS3c/iOiSeFIz/uyZguhsE4XFRERETkWzy/bg+fQLvRzirJjXY70US2Hi6qlS49QiC4iItKHFZc1ADAyOxGHNTq7gRNDdUxyfwzAp8nng0m3CwNNsyUJtzkFEwaZgfZ77McZHsL+ZgKGid1V7h6sUERERKRv8viDPHdoF/oNZ47ULnTpMoXoPUvfFYuIiPRRwVCYbRWRncBFuUlRW3dGw7tYCXLAPpw9jrYPlZT+r9KWD3Tc0sUE+Ct2A7DpYH1PlCUiIiLSp728Yh91ngBDM+I574S8WJcjfVi2DhftUQrRRURE+qgSVxO+YJhEh5UhUeqBlxqsYrxnBQCfJF8A2hkzYFUdY190f8UuADbub+j2mkRERET6skAozJ8/jmxAuP6MEVjMuteWrju8E73W4ycQCse4mv5PIbqIiEgfteVQK5eivCTMUQq7ZzS8g5kwux1FHHSMiMqa0jdV2Y81RN8JaCd6f/DRRx9x4YUXkp+fj8lk4tVXX201ftVVV2EymVp9zZkzp9Wcmpoa5s+fT3JyMqmpqVx77bW43a1b/WzYsIHTTz8dp9PJkCFDeOihh7r7o4mIiPQKr607yMF6L5mJDuadNDjW5Ugfl+CwEm+3YADVbn+sy+n3FKKLiIj0QU2+IHtrPAAU5SZHZc30QDmFzWsBWJp8flTWlL7r853oZZiMULvz/OWRnehbDjYQ1uGifVpTUxMnnngiTz75ZLtz5syZQ1lZWcvX3/72t1bj8+fPZ/Pmzbz//vu88cYbfPTRR1x//fUt4w0NDZx77rkMHTqU1atX8/DDD/Pzn/+cp59+uts+l4iISG8QDhs8tSRy33TtacNx2qJznpEMbId3o1c2emNcSf9njXUBIiIi0nnbyhsxDMhLcZKWYI/KmjMb38GEwQ7nBKrs2hkz0NVZMvCb7NgNP2lBFzW2nDbnBar3YTUZuA/9YGd4ZkIPVyrRct5553Heeed1OMfhcJCbm9vmWHFxMe+88w4rV65k6tSpADzxxBOcf/75/PrXvyY/P58XX3wRv9/PM888g91uZ/z48axbt45HHnmkVdguIiLS3yzZUcWOSjeJDivzZxTEuhzpJ7ISHeyt9lDV6CNdKW+30k50ERGRPsYwjM9buURpF3pm4CBjmtcDsCx5zlFmy4BgMuNqOVx0f/vzjDB5zshO9U0H1NKlv1u8eDHZ2dmMHTuWG264gerq6paxZcuWkZqa2hKgA8yaNQuz2czy5ctb5pxxxhnY7Z//8G/27Nls27aN2traNt/T5/PR0NDQ6ktERKSveeaTEgAumzaEZKctxtVIf3F4J3qVW4eLdjeF6CIiIn1MZaOP6iY/FrOJMTmJUVlzRsM7AGyLm0T1oeBUpPJQS5fso/RFz4tTiD4QzJkzh7/+9a8sXLiQBx98kCVLlnDeeecRCkX+/y8vLyc7O7vVNVarlfT0dMrLy1vm5OS0fqrh8K8Pz/lvDzzwACkpKS1fQ4YMifZHExER6VbbKxr5eIcLswmuPGVYrMuRfuRwiO5y+1Fnxe6ljf4iIiJ9TPGhXegjsxJwRKGX4gh7NaO9GzEw8VnS7ONeT/qPz/uidxyi5x8O0XW4aL922WWXtfz3hAkTmDhxIiNHjmTx4sWcc8453fa+d955J7fddlvLrxsaGhSki4hIn/Lsp3sA+PK4HIakx8e2GOlXUuNs2CwmAiEDd8AU63L6Ne1EFxER6UNCYYNtFY0AFOVFp5XLN1M2ALA1bjI1trZ7HcvA9HmIfhCM9re2tIToBxowOpgn/cuIESPIzMxk586dAOTm5lJZWdlqTjAYpKampqWPem5uLhUVFa3mHP51e73WHQ4HycnJrb5ERET6itomPwvWRFrjXXPq8BhXI/2NyWQiMzGyG71OIXq3UoguIiLSh5S4mvAGwiQ4LBREYRfL1Hwz0+MPENYudGmDy5ZLGDPxYTcJ4fb7UOc4QljNJuqbAxys9/ZghRJL+/fvp7q6mry8PABmzpxJXV0dq1evbpmzaNEiwuEw06dPb5nz0UcfEQgEWua8//77jB07lrS0tJ79ACIiIj3gpRWl+IJhxucnc/Lw9FiXI/1Q9qGWLnV+hejdqVeH6KFQiLvvvpvhw4cTFxfHyJEj+cUvftFqh5NhGNxzzz3k5eURFxfHrFmz2LFjR6t1ampqmD9/PsnJyaSmpnLttdfidrt7+uOIiIgct8OtXApzkzGbjv8m6b4znZF146dSZ8s+ymwZaEImOzXWyO+Ljlq6WM0wKjvSn7/4oA597Kvcbjfr1q1j3bp1AJSUlLBu3TpKS0txu93cfvvtfPbZZ+zZs4eFCxdy8cUXM2rUKGbPjvwArqioiDlz5nDdddexYsUKPv30U2666SYuu+wy8vMjZy1cfvnl2O12rr32WjZv3szf//53HnvssVbtWkRERPqLQCjM/1u2F4jsQjdF4f5d5L9lKkTvEb06RH/wwQf5wx/+wO9+9zuKi4t58MEHeeihh3jiiSda5jz00EM8/vjjPPXUUyxfvpyEhARmz56N1/v5Lqj58+ezefNm3n//fd544w0++ugjrr/++lh8JBERkS7z+IPsqW4CoCg36bjXK7SVcd5oKyHDxPKkc497PemfjrUv+uH2Qod/0CN9z6pVq5g8eTKTJ08G4LbbbmPy5Mncc889WCwWNmzYwEUXXcSYMWO49tprmTJlCh9//DEOh6NljRdffJHCwkLOOecczj//fE477TSefvrplvGUlBTee+89SkpKmDJlCj/84Q+55557dG8uIiL90nubKyhv8JKZaOeCE/NiXY70U9mH2rnUq51Lt+rVB4suXbqUiy++mLlz5wIwbNgw/va3v7FixQogsgv90Ucf5a677uLiiy8G4K9//Ss5OTm8+uqrXHbZZRQXF/POO++wcuVKpk6dCsATTzzB+eefz69//euWXTEiIiK93bbyRsIG5CQ7yEh0HP2Co5ifuByAhe4R1Fszj3s96Z+qbIMoal5N9lFD9CT+vRaKyxWi91Vnnnlmhz3t33333aOukZ6ezksvvdThnIkTJ/Lxxx93uj4REZG+5oXPIrvQL5tWgMNqiXE10l+lJ9oxm8AfNmFJyop1Of1Wr96Jfsopp7Bw4UK2b98OwPr16/nkk08477zzgMgjpuXl5cyaNavlmpSUFKZPn86yZcsAWLZsGampqS0BOsCsWbMwm80sX768zff1+Xw0NDS0+hIREYm1LYd2+EbjQNFB9WuY7NiHP2Twj/oJx72e9F9VtsiGgyz/se5Eb+z2mkRERER6u52VbpbtrsZsgm9OL4h1OdKPWc1m0hPsANhzRsS4mv6rV+9E//GPf0xDQwOFhYVYLBZCoRD3338/8+fPB6C8vByAnJycVtfl5OS0jJWXl5Od3brHq9VqJT09vWXOf3vggQe49957o/1xREREuqyq0YfL7cdiMjE25/hbucwsjbRX+MvaAJVZiYw/7hWlvzrcziU1VI0t7CNgbvspiMMh+p7qJjz+IPH2Xn2bKSIiItKtXlwe2YV+dmE2g1LjYlyN9HdZSQ5cbr9C9G7UpZ3oI0aMoLq6+ojX6+rqGDEiev9n/eMf/+DFF1/kpZdeYs2aNTz//PP8+te/5vnnn4/ae7TlzjvvpL6+vuVr37593fp+IiIiR3N4F/rwrASctuN7FHRI3UqGNKwmYJj51ce+aJQn/VizJRG3ORkTBpmBsnbnZSY6yEpyYBiwtVy70XtKT92Xi4iIyLFr9of41+r9AMyfMTTG1chAkHmo3ac9a3iMK+m/uhSi79mzh1AodMTrPp+PAwc6ftS3M26//XZ+/OMfc9lllzFhwgSuuOIKbr31Vh544AEAcnNzAaioqGh1XUVFRctYbm4ulZWVrcaDwSA1NTUtc/6bw+EgOTm51ZeIiEishI1IP3SAccfbysUwmFn6RwDe8ZzA/ob2+x+LHNbS0iWow0V7m566LxcREZFj9/r6gzR4gwxJj+NLo9WjWrpf1qEQ3ZatEL27dOo529dee63lv999911SUlJafh0KhVi4cCHDhg2LWnEejwezuXXOb7FYCIfDAAwfPpzc3FwWLlzIpEmTAGhoaGD58uXccMMNAMycOZO6ujpWr17NlClTAFi0aBHhcJjp06dHrVYREZHuUt5sojkQIt5uYWh6/HGtVVC3nEGN6wmaHbzSNAX4JDpFSr/msuUz3LeVzMDBDucV5SXx0fYqheg9oKfvy0VEROTYvXColcvlJw/FbDbFuBoZCDKTDoXoaXl4AuEYV9M/dSpEv+SSSwAwmUxceeWVrcZsNhvDhg3jN7/5TdSKu/DCC7n//vspKChg/PjxrF27lkceeYRrrrmmpY5bbrmFX/7yl4wePZrhw4dz9913k5+f31JrUVERc+bM4brrruOpp54iEAhw0003cdlll5Gfnx+1WkVERLrL3qZI+5bC3KTjuwk3DE45tAt9fe48ag4mRqM8GQAqD/VFzzpKiD5Oh4v2mJ6+LxcREZFjs2F/HRv212O3mPn61MGxLkcGiDibhTiLQXPIxN66IKfFuqB+qFMh+hd3gK9cuZLMzMxuKeqwJ554grvvvpvvf//7VFZWkp+fz3e/+13uueeeljk/+tGPaGpq4vrrr6euro7TTjuNd955B6fT2TLnxRdf5KabbuKcc87BbDYzb948Hn/88W6tXUREJBrMccmUNUeC86LjbOUyrHYpee5NBMwOVg36Nqx5MxolygDgOhSiZwYOghEGU9sdAQ//Ht1a1kA4bGjnVTfq6ftyEREROTYvfBbZhX7+hFwyEts+kF2kO6TYIiH6nrpArEvplzoVoh9WUlIS7TralJSUxKOPPsqjjz7a7hyTycR9993Hfffd1+6c9PR0XnrppW6oUEREpHslFJ2BgYnsJEfLYTFd0moX+tfw2DOiVKEMBLXWTILYsBt+UkPV1Fnb7u05IjMBu9VMkz9EaY2HYZkJPVzpwNNT9+UiIiJydPWeAK+tjzy59y0dKCo9LMVuUO6FPfUK0btDl0J0gIULF7Jw4UIqKytbdsIc9swzzxx3YSIiIgIJE2YBx78LfUTNR+Q0FeM3x7Fq8LejUZoMIIbJgsuWS25gH1mBA+2G6FaLmTE5iWw60EBxWYNC9B6i+3IREZGeUVpaisvlanf8je1NeANhhqZYMVWXsKZmzzGvXVxcHIUKZSBLtYcBCyV1wViX0i91KUS/9957ue+++5g6dSp5eXmYTHpUV0REJNr21gVw5I7ChMHYnKSuL2SEW3ahr82/jGZbWpQqlIGkypZPbmAfmYGD7Iib1O68otzklhD9vAl5PVfgAKX7chERkZ5RWlpKYVERzR5Pu3Pyv/MHbBlDWPOPx5j6k7e79D5ut7urJcoAl2IzACitDxAKG1jUWjGquhSiP/XUUzz33HNcccUV0a5HREREDvlwTzMAeXEGcXZLl9cZXf0hWZ4d+CwJrM6fH63yZIBx2SIHsh/1cNH8ZFgNW3S4aI/QfbmIiEjPcLlcNHs8zL/jYXIKRh4xXuk18XGlDavJ4Oprr8Nmvq5T6xevWMLbzz+G1+uNVskywCRaIez34rc7KXE1MSo7MdYl9StdCtH9fj+nnHJKtGsRERGRQ4KhMB+VRkL0oQmhLq9jMkLMPLQLfU3+5fhsKVGpTwaeqkOHix4tRD/ceqi4rKHbaxLdl4uIiPS0nIKRDB49/ojXN2wsA9wU5acyfGx2p9etKN0VhepkIDOZIODagyO/kOKyBoXoUWbuykXf+c53dFCniIhIN/poRxV13jChpjpy44wurzPG9QEZzSV4LUmszf9mFCuUgebwTvTkUC2OcPuPMRflRkL0A3XN1DfrUKPupvtyERGR2GvyBdlVFWnDMmGQNq1I7PgrIofOb9GGlqjr0k50r9fL008/zQcffMDEiROx2Wytxh955JGoFCciIjJQ/XP1fgCatizGXHR+l9YwGUFmlD4NwOpB38JnPY6+6jLg+cxx1FvSSQnVkBk4yAHHqDbnpcTbGJQax4G6ZraWNTB9REYPVzqw6L5cREQk9jYfbCBsQF6Kk6wkR6zLkQHMX7kb0FOh3aFLIfqGDRuYNGkSAJs2bWo1psOMREREjk+128f7WyoAcG9cCPO6FqIXVr1LureUZmsKa/O+Ec0SZYCqsuWTEqohq4MQHaAoL4kDdc0UK0TvdrovFxERia1w2GDjgXoAJg7WLnSJrUBVZCe6QvTo61KI/uGHH0a7DhERETnkX2v2EwgZjEq3sffQTVBnmcNBZuz7EwCrBn2bgDUhmiXKAOWy5TPKu4mswIEO5xXlJfNBcSXFOly02+m+XEREJLZKqptw+4LE2SzqQS0x56/aC0BFg49qt4+MRD0ZES1d6okuIiIi3cMwDF5euQ+ALw+P7/I6RVVvkuo9gMeWxrq8r0WrPBngOn24aLl2wIiIiEj/tmF/ZBf6uPxkrGbFbBJbhr+ZvEQLgDa0RFmXdqKfddZZHT4eumjRoi4XJCIiMpCt3FPL7qom4u0WTitwdmkNczjA9H1/iaw36EqClrholigDWNWhw0UzAuWYjFC78w6H6NvKGwmGwlgt+oayu+i+XEREJHZqPX5KayIHrutAUekthqbaKHOHKC5r4LTRmbEup9/oUoh+uO/iYYFAgHXr1rFp0yauvPLKaNQlIiIyIL28ohSACyfmE2cLdmmNEypeI8VXRpMtg/W586JZngxw9ZZ0/CYHdsNHerCy3XlD0+OJt1vw+EOUuJoYnaNDbbuL7stFRERiZ9OhXujDMuJJibMdZbZIzxiWYuWz/eqLHm1dCtF/+9vftvn6z3/+c9xu93EVJCIiMlDVewK8ubEMgMtOHoLh6nw/dEvYx8n7nwFgxeCrCVm6tptdpE0mMy5bHvn+PWQGDgJt//4ym02MzU1ibWkdW8oaFKJ3I92Xi4iIxEYwFGbzwUhIOXFwamyLEfmCYamRH+hsUYgeVVF9tvZb3/oWzzzzTDSXFBERGTBeXXcAXzDM2JwkJg1J7dIaE8pfJclfSaM9m425l0S1PhHoQl909WKMCd2Xi4iIdK/tlW58wTBJTitDM7p+lpFItA0/FKLvrHTjC7bfglE6J6oh+rJly3A6teNNRESkswzD4G+HWrlcdvKQDnsct8cS8nLy/mcBWDH4GkJmncQu0Xe4L/qxh+jaARMLui8XERHpXhv21wGRXujmLty7i3SXzHgzyU4rwbDBzko9mRgtXWrncumll7b6tWEYlJWVsWrVKu6+++6oFCYiIjKQrNxTy9byRpw2M5dOHtylNU4s/xcJgWrqHXlsyrkoyhWKRHy+E/1Ay2slJSWsWbOm1Txrgx+ADaXVR4x1RmZmJgUFBV2+vr/TfbmIiEjPq2jwUtHgw2yC8fnJsS5HpBWTyURRXjLLS2ooLmtkfL4OvY2GLoXoKSmt/8c3m82MHTuW++67j3PPPTcqhYmIiAwkzy/bA8BXJg8iJb7zhxJZQ81MO/A8AMuHXEvYrIONpHu4rLkYmEgIN2Jpihwuevfddx8R2JpsTobc+g9qvTDttLMIN3dtR3pcfDxbi4sVpLdD9+UiIiI9b+OhA0VHZycRb+9StCbSrQ6H6FsONsCUWFfTP3TpT/qzzz4b7TpEREQGrPJ6L+9uKgfgihnDurTGpLJ/EB+opc45iOKsuVGsTqS1oNlBrTWT9GAVg6gA4IzLf8DUU888Yu47B000BeGbv3yeHKfR6feqKN3Fiw/ejsvlUojeDt2Xi4iI9Cx/GLaVR858mThYO3yldxqXr9aK0XZcPy5bvXo1xcXFAIwfP57JkydHpSgREZGB5KUVpQTDBicPS2+52ekMR7CBafsju9A/G3IdYbN2w0j3ctnySQ9WMdwRuSlPyRnM4NHjj5iX11zGzio3puQ8Bg9N6+kyBxTdl4uIiPSMvW4zwbBBRqKdvBSdPyK907jD5xOVN2AYRpfO3JLWuvRddmVlJZdddhmLFy8mNTUVgLq6Os466yxefvllsrKyolmjiIhIv+UPhnlpeeRA0W+fMrRLa0zb/zzOUCOu+JFszZoTzfJE2lRlG8SY5vUMd3a8syUzyc7OKqhy+3qosoFH9+UiIiI9a7fbAsDEQSkKJqXXGpWdiMVsos4ToLzBS15KXKxL6vPMXbno5ptvprGxkc2bN1NTU0NNTQ2bNm2ioaGBH/zgB9GuUUREpN96e1MZLreP7CQHs8fndvr6RF8Fk8v+DsCnQ7+PYbJEu0SRI1RZ8wFadqK3JyvRAYBLIXq30X25iIhIz3EOPRF30ITNYqIwVweKSu/ltFkYlZUIEOmLLsetSzvR33nnHT744AOKiopaXhs3bhxPPvmkDjASERHphOeW7gFg/vSh2Cxt/2zb5XJhSSxrc2xe1e+whn2UOMfxqXcUlLU9ry0NjY2drlcEoMoWCdEHO9zYO/i5TeahEL2myU8obGAxa7dWtOm+XEREpOckn/wVINIqw27t0r5UkR5TlJfEtopGissaOKcoJ9bl9HldCtHD4TA2m+2I1202G+Fw+LiLEhERGQhW7alhbWkddouZb04fcsR42aFAfMGCBVgS048YHx3v5oGZi8EE3/04lRX1f+rU+/srSwAIBoOdL14GNLclFa8pHicexmW1/w1kktOK3WrGHwxT0+QnK8nRg1UODLovFxER6Rml9QHiRkwFDCYX6KwX6f2K8pJ5dd1Bisu0eSoauhSin3322fzP//wPf/vb38jPj+xEOnDgALfeeivnnHNOVAsUERHpr/740W4ALj1pENlJRx5KVFdXB8BZk0dQOHb0EeNX+F/GEobN5rFMOn02kzr5/osWNbF6B4TCoU5eKQOeyUSVLZ8h/p2cmGOhpt1pJjIT7Rys81Lt9ilE7wa6LxcREekZr29vAiA/ziAl7sgfYIv0NkWHDxctUzuXaOhSiP673/2Oiy66iGHDhjFkSGTn3L59+zjhhBN44YUXolqgiIhIf7Sz0s37WyowmeC6M0Z0ODct0UleRuuei7n+PUyoKiaMidWZF5Nn63xPxninvdPXiBzWEqLnmvmwg3mZiQ4O1nmpcvso7LHqBg7dl4uIiHS/qkYfH+1tBmBMsjagSN9wOEQvqW7C4w8Sb+9SDCyHdOl/vSFDhrBmzRo++OADtm7dCkBRURGzZs2KanEiIiL91Z8/juxCn1WUw8hDB74cM8Pg9Po3ANgSP41qW160yxM5qirbIAAm5ViOGqIDuNz+Hqhq4NF9uYiISPf7f5/tJRAG38GtpA/peAOMSG+RleQgK8lBVaOPreWNnKQ2RMelU6cgLFq0iHHjxtHQ0IDJZOLLX/4yN998MzfffDPTpk1j/PjxfPzxx91Vq4iISL9Q2eBlwZoDAHzvS52/CR/mK2awfxdBrCxLmhPt8kSOyeHDRU/MtQBGu/OyWkJ0X0+UNWDovlxERKRneAMhXvhsLwANK1/FpHPSpQ9RS5fo6VSI/uijj3LdddeRnHzkI+MpKSl897vf5ZFHHolacSIiIv3Rc0v34A+FmTI0jSlDjzwwtCMmI8xph3ahr0s8HbdVuwkkNmpsuQQNE+lxJjJN7d+UpydE2gZ5/CE8fh1iGy26LxcREekZ/1i1L3JAerwFz7alsS5HpFOK8pIAhejR0KkQff369cyZ0/6Ot3PPPZfVq1cfd1EiIiL9Vb0nwP87tJPl+qP0Qm9LYfNqsoJleE1OViTp0ECJnZDJyn5fpBXRMEtlu/PsVnPL4Vtq6RI9ui8XERHpfr5giD8s3gXAJYUJYIRjXJFI54w7tBN9y0GF6MerUyF6RUUFNlv7JxBbrVaqqqqOuygREZH+6i+f7KbRG6QwN4kvF+V06lqL4eeUhrcAWJV0Dj5zQneUKHLMSnyRm/Lh5ooO52UmRnajq6VL9Oi+XEREpPv9c/V+yuq95CQ7OGd4fKzLEem0wyH61vJGwuH2WzDK0XUqRB80aBCbNm1qd3zDhg3k5elwMxERkbbUefw88+keAG6ZNRqzuXMNFac0LiY5VEeDJZU1iWdEv0CRTirxHgrRLUcL0dUXPdp0Xy4iItK9/MEwv/8wsgv9hi+NxG5RM3Tpe4ZnJmC3mvH4Q5TWeGJdTp/WqRD9/PPP5+6778br9R4x1tzczM9+9jMuuOCCqBUnIiLSn/zp4924fUHG5SVz7rjcTl2bEKrnZPdCAD5OvpCQyd4dJYp0yuGd6MOOshM9K+lwiK52LtGi+3IREZHutWDNfg7UNZOV5OCykwtiXY5Il1gtZsbmqC96NFg7M/muu+5iwYIFjBkzhptuuomxY8cCsHXrVp588klCoRA//elPu6VQERGRvqymyc9zx7EL/dSGN7EZfg7ah7E9bnI3VCjSeSXeFADyzTVYQ80ELXFtzju8E73G7SccNjr9+1+OpPtyERGR7hMIhXly8U4AvnvGCJw2S4wrEum6cXnJbDxQz5ayBs6boCcVu6pTIXpOTg5Lly7lhhtu4M4778QwIr10TCYTs2fP5sknnyQnp3P9XUVERAaCpz/aTZM/xAmDkvnyuM79WznMUsV4z0oAFqdcAiYFkNI71IUclDWGyUsyk+nZRXnSCW3OS3ZasVlMBEIGtR4/GYdCdek63ZeLiIh0n1dW7WdfTTOZiXbmTx8a63JEjktRnnaiR0OnQnSAoUOH8tZbb1FbW8vOnTsxDIPRo0eTlpbWHfWJiIj0eeX1Xp5bWgLALeeMwdSJENwEfCthGQBb4qZSYddNvPQu6ysiIXpW0/Z2Q3STyURmooOyei8ut0L0aNF9uYiISPS5fUEeeX87AN8/cxRxdu1Cl76t6NDhosVljTGupG/rdIh+WFpaGtOmTYtmLSIiIv3Sr9/bhjcQZtqwNM4pyu7UtVdOsjHaVonfZOeTlLndVKFI162vCDFnlJWspu0dzstItB8K0X2MJamHqhsYdF8uIiISPU8v2YXL7WNYRjzfmqENLNL3FR4K0Q/UNVPvCZASb4txRX1Tpw4WFRERkc7ZfLCef63ZD8BP547r1C50e6iJh2ZFdux+ljSHJktqd5QoclzWl4cAyGra0eG8rMTDh4v6ur0mERERka4or/fy9Me7AfjxeYXYrYrNpO9LibMxOC1ydtEWtXTpMv1tICIi0k0Mw+D+N4sxDLjoxHwmDUnt1PUnVr9GVoKZA8FU1iae0T1Fihyn9RVhADKbdoIRbndeZkuI7u+RukREREQ66zeHniCdOjSN2eNzY12OSNR83tJFIXpXKUQXERHpJou2VrJ0VzV2q5kfzRnbuYsPrGF0/ScA/LXpFMIm9WKU3mmbK4zfsGAPe0jxHmx3XkaiHYj0GfUGQj1VnoiIiMgx2XSgnn+2PEFa1KknSEV6O4Xox6/LPdFFREQESktLcblcR7weCBnc814VAHNHxVFZspXKkmNcNBxi7Cc3koDBCxv8bB2Uz6TolSwSVSEDSsNZjLKUk+XZTn3c4DbnOawWkp1WGrxBXG4fg9Pie7hSERERkbYFQ2HuXLARw4ALT8xncoEO6Zb+ZVxe5Eyi4nKF6F2lEF1ERKSLSktLKSwqotnjOWIsecbXSPvSlYSaannsu1/nUf+Rc9rzw5l2fn2uk9pmg/99z8fplwejWbZI1O0J5URC9KYd7Mw4u915mYmOQyG6XyG6iIiI9BrPLd3DxgP1JDmt3D23KNbliETduLwUALaXuwmEwtgsak7SWQrRRUREusjlctHs8TD/jofJKRjZ8ro7CO+X2QgbMKMgiYLfvnDMa2YEK7i95i4gwFPV06hoWoQvoBBderfd4RwAMo9yuGhmooPdriYdLioiIiK9xr4aD795bzsAPzm/iOxkZ4wrEom+wWlxJDqsuH1Bdlc1MTY3KdYl9TkK0UVERI5TTsFIBo8eD0QOE31t/UHChofBaXHMPHHQsfdTNMJ8ddPj2AiwN+VkPi0/GVjUfYWLRElJKBKiZzVt73Be5qG+6ArRRUREpDcwDIOfvrqJ5kCI6cPT+cbUIbEuSeS4FRcXt/n64CQTW33w1rINNA2N69LamZmZFBQUHE95fZZCdBERkSjaVdXEnmoPZhOcNTa7UwcSTah4lSENawiYnXww6iewbWE3VioSPXsOhegpvjIcwQZ81uQ252UmOQCodvsJGwZmHdglIiIiMfTK6v18tL0Ku9XMA5dOwGzWvYn0XQ01kTO5vvWtb7U5nv7l75F00gXc9/hfqFv8bJfeIy4+nq3FxQMySO/1IfqBAwe44447ePvtt/F4PIwaNYpnn32WqVOnApGfGv7sZz/jT3/6E3V1dZx66qn84Q9/YPTo0S1r1NTUcPPNN/P6669jNpuZN28ejz32GImJibH6WCIi0g/5AiGWbI/cuEwdmk56gv2Yr01p3s8ZJY8B8OnQ79PgHNQtNYp0hyac1DvySfEdJMu9nf2pU9uclxJnw2o2EQwb1DcHSIs/9j8jIiIiItG0q8rNz/6zGYBbZ41hRJYyIunbmt2RQ0PnfvenjJ045YjxEreZNTUw+ktf4fSvXdjp9StKd/Hig7fjcrkUovc2tbW1nHrqqZx11lm8/fbbZGVlsWPHDtLSPj8l+aGHHuLxxx/n+eefZ/jw4dx9993Mnj2bLVu24HRG+ljNnz+fsrIy3n//fQKBAFdffTXXX389L730Uqw+moiI9EMf7XDh9gVJibMxbVja0S84xGQEmbPjHuxhD/uTJ7Mu7+vdWKVI96hMHEuK7yDZTdvaDdHNJhMZiXYqGny4Gn0K0UVERCQmfMEQN7+0luZAiFNGZnD9GSNiXZJI1GTkD21pN/pF1nova2r20RiyMXj02BhU1rf16hD9wQcfZMiQITz77OePGAwfPrzlvw3D4NFHH+Wuu+7i4osvBuCvf/0rOTk5vPrqq1x22WUUFxfzzjvvsHLlypbd60888QTnn38+v/71r8nPz+/ZDyUiIv1SiauJLWWRn/x/eVwO1k6cdn7yvmfJb9yI15LIO6PvxTBZuqtMkW5TmTCW0dUfkt20tcN5mYmOSIju9jM6p4eKExEREfmCB9/expayBtIT7Pz2G5OwqI2LDAAZiXZMQHMgRJMvSIKjV8fCvc6xf4cfA6+99hpTp07la1/7GtnZ2UyePJk//elPLeMlJSWUl5cza9asltdSUlKYPn06y5YtA2DZsmWkpqa2BOgAs2bNwmw2s3z58jbf1+fz0dDQ0OpLRESkPf4wLCyuAGByQSqDUo/9kJbcxk3M2PcXABaNvINGZ1631CjS3aoSIrtZst3bOpyXmRjpi67DRUVERCQW3ttczjOflgDw669NJCfZGeOKRHqGzWImNd4GQJXuxTutV4fou3fvbulv/u6773LDDTfwgx/8gOeffx6A8vJyAHJyWm9jysnJaRkrLy8nOzu71bjVaiU9Pb1lzn974IEHSElJafkaMkSnM4uISPvW11ho8odIjbdxyoiMY77OEWzkvO13YSbE1szZbMua041VinSvysRCANKa92INedudl5kYaeGiEF1ERER62vaKRm79+zoArjl1OGcX6rE4GViyDm9oadS9eGf16hA9HA5z0kkn8atf/YrJkydz/fXXc9111/HUU0916/veeeed1NfXt3zt27evW99PRET6rvjC0yn1RNqvfLmoE21cDINzd9xLqvcA9Y58Fo38UTdWKdL9muyZNNnSMRMm07Oz3XmHd6I3eIP4gqGeKk9EREQGuDqPn+v+uoomf4gZI9K58/zCWJck0uMykyL34tqJ3nm9uvlNXl4e48aNa/VaUVER//rXvwDIzc0FoKKigry8zx9/r6ioYNKkSS1zKisrW60RDAapqalpuf6/ORwOHA5HtD6GiIj0U5VNQTJm3wjAtGFp5HeijcuUAy8wqmYJQZONN8c+gM+a3F1livSYyoSxDK9bRrZ7K+VJJ7Q5x2mzkOiw4vYFqXb7O/XnRkRERKQjpaWluFyuI14PhQ1++XENe6v9ZMVb+N4EGxvXr+vU2sXFxVGqUiR2Pm+t6I9xJX1Prw7RTz31VLZta91Xc/v27QwdOhSIHDKam5vLwoULW0LzhoYGli9fzg033ADAzJkzqaurY/Xq1UyZMgWARYsWEQ6HmT59es99GBER6VeCoTCPLq/D7Ewk3R5m+vBjb+MyqH4Np+19EoDFI/6XiqRxR7lCpG+oSjwUojcdrS+6HbcviMvtU4guIiIiUVFaWkphURHNHs8RY2mzvkfylAsI+72sf+Z2zvpZSZffx+12H0+ZIjF1uJ1LbZOfYCh87E9SS+8O0W+99VZOOeUUfvWrX/H1r3+dFStW8PTTT/P0008DYDKZuOWWW/jlL3/J6NGjGT58OHfffTf5+flccsklQGTn+pw5c1rawAQCAW666SYuu+wy8vPzY/jpRESkL3vyw11sdQUI+zxMy7diMZuO6bqU5v1csO3HmAlRnHUeG3O+0s2VivScyoTIY9FZRw3RHeyp9ugxUhEREYkal8tFs8fD/DseJqdgZMvr2xvMbKyzAgan5FsY9PPfdGn94hVLePv5x/B62z/7RaS3S3BYiLNZaA6EqG7y62DdTujVIfq0adP497//zZ133sl9993H8OHDefTRR5k/f37LnB/96Ec0NTVx/fXXU1dXx2mnncY777yD0/n5b4IXX3yRm266iXPOOQez2cy8efN4/PHHY/GRRESkH1i2q5rHFm4HoOa935N44w+O6bo4fw2XbrmZ+EAtFQlj+WDknWA6tvBdpC+oTBgLQGbTLszhIGFz27eahx8jrdZjpCIiIhJlOQUjGTx6PBA5SHRjaTkAp4/O4qSCtC6vW1G6Kyr1icSSyWQiM9HOvtpmqtw+heid0KtDdIALLriACy64oN1xk8nEfffdx3333dfunPT0dF566aXuKE9ERAaYqkYfP3h5LWEDzhoWx3NbFgNHD9GtoWYuKb6VVO9+6h35vDruUYIWtbGQ/qXemY/PkoAj1ER6cwmuhNFtzstMtAPgcvswDAOTfpgkIiIiUXagtpn3NlcAMGlwKpOHpMa2IJFeIjPJwb7aZlyNeiq0M9T4RkRE5BiFwgb/8/Jaqhp9jMlJ5LqTju0wUJMRZO62n5Dr3kKzNYV/j3sMjz2zm6sViQGTmaqEMQAd9kVPi7djMZkIhAwavMGeqk5EREQGiNomP69vOEjIMBiZlcDpYzL1Q3uRQw73RVdrxc5RiC4iInKMHlu4g6W7qom3W/j9/JNwWo/hn1HD4Jxd/8eI2k8Imh38p+gRauOHdXutIrHS0hfd3X6IbjabSP/CbnQRERGRaPGG4NV1B/AFw+QmO5k9PhezAnSRFodbK7rcfgzDiHE1fYdCdBERkWPw4bZKnli0A4AHLp3AqOykY7puxr4/M6HiP4Qx8+aY+ylLntidZYrEXGVipC96RzvR4fOWLlV6jLTX+Oijj7jwwgvJz8/HZDLx6quvtho3DIN77rmHvLw84uLimDVrFjt27Gg1p6amhvnz55OcnExqairXXnstbre71ZwNGzZw+umn43Q6GTJkCA899FB3fzQRERkgTDYHS6usNHiDpMTZuPDEPGwWRV8iX5SeYMdsAn8wTKOeCj1mvb4nuoiISKyVVnu45eV1GAbMn17AxZMGtRp3uVxYEsuOuG5aw3vMdD0NwKuZ3+Uz/xgoO3JeexoaG4+vcJEYOHy4aFbTdjDCYGr7G9fIDphG7UTvRZqamjjxxBO55ppruPTSS48Yf+ihh3j88cd5/vnnGT58OHfffTezZ89my5YtOJ2RQ6nmz59PWVkZ77//PoFAgKuvvprrr7++5XyihoYGzj33XGbNmsVTTz3Fxo0bueaaa0hNTeX666/v0c8rIiL9S9gwyLzgf6n1m3HazFw8KZ94u2Ivkf9mMZtIT7DjcvupcvtIjrPFuqQ+QX+biIiIdMAbCPG9F1ZT3xxg0pBU7rlwXMtY2aFAfMGCBVgS01tdd25GBb86cRWY4eGSUdz/wT7g6U69t7+yBIBgULsDpO+oiR9GwOzAEWoi1buPurihbc774mOk0jucd955nHfeeW2OGYbBo48+yl133cXFF18MwF//+ldycnJ49dVXueyyyyguLuadd95h5cqVTJ06FYAnnniC888/n1//+tfk5+fz4osv4vf7eeaZZ7Db7YwfP55169bxyCOPKEQXEZHj8sKGRuLHzMSMwYUT80mLt8e6JJFeKyvREQnRG32MzEqMdTl9gkJ0ERGRdhiGwU//vYktZQ1kJNj5w7dOwmG1tIzX1dUBcNbkERSOHd3y+uDwAb7nfxcrBqvMk6gqvITrizrfh3HRoiZW74BQOHTcn0WkpxgmK1UJY8hv3EiOe2sHIXrkG9v65gD+YBj7sZwxIDFTUlJCeXk5s2bNanktJSWF6dOns2zZMi677DKWLVtGampqS4AOMGvWLMxmM8uXL+crX/kKy5Yt44wzzsBu/zzYmD17Ng8++CC1tbWkpaUd8d4+nw+f7/MnFhoaGrrpU4qISF/18opSXt3WBMCUjBD5qXExrkikd8tMckC5ngrtDIXoIiIi7XhxeSn/WrMfswme+OZk8lLavhlPS3SSl5EMQEqwisuqXsJOgD2OQj7N+BZ5Jkub1x1NvFO7Z6RvqkwoPBSib2Fb1uw258TbrcTbLXj8IWqa/OSmOHu4SumM8vJyAHJyclq9npOT0zJWXl5OdnZ2q3Gr1Up6enqrOcOHDz9ijcNjbYXoDzzwAPfee290PoiIiPQ7S3e6uOvVTQDUffISBZd/NcYVifR+WXoqtNO05UdERKQNa0pruff1zQDcMaeQU0ZlHvWauFAjl7qeJj7spsI2mDfSryTcxQBdpC+rSCwCINu9tcN5n9+8aweMtO/OO++kvr6+5Wvfvn2xLklERHqJXVVuvvfCaoJhg9MLnNR/+lKsSxLpEzKTIvfh9c0BfEE9+XwsFKKLiIj8F5fbx/dfWEMgZDBnfC7XnzHiqNdYwz4uqf4zqSEX9ZZ0Xs24joBZO2tlYGoJ0Zu2RQ4XbcfhvuhVCtF7vdzcXAAqKipavV5RUdEylpubS2VlZavxYDBITU1NqzltrfHF9/hvDoeD5OTkVl8iIiK1TX6ueW4lDd4gkwtSuXFaaqxLEukz4mwWEh2RBiXajX5sFKKLiIh8QTAU5uaX1lLe4GVkVgIPf20iJlPH/czNhJlb8zy5gVKazQn8O+O7eCwKeWTg+uLhomnNpe3OO9wXXTvRe7/hw4eTm5vLwoULW15raGhg+fLlzJw5E4CZM2dSV1fH6tWrW+YsWrSIcDjM9OnTW+Z89NFHBAKBljnvv/8+Y8eObbOVi4iISFt8wRDffWE1e6s9DEqN4+krpmK3dP4MIpGBrOVevFH34sdCIbqIiMgX/Ob97SzbXU283cIfr5hCktN21GuuSviEEb5iAiYbr2Z8h1pb9lGvEenPDh8uCpDd1H5Ll4wv9GI0DKNHapP2ud1u1q1bx7p164DIYaLr1q2jtLQUk8nELbfcwi9/+Utee+01Nm7cyLe//W3y8/O55JJLACgqKmLOnDlcd911rFixgk8//ZSbbrqJyy67jPz8fAAuv/xy7HY71157LZs3b+bvf/87jz32GLfddluMPrWIiPRFP39tMytKakh0WHnmqmlkHWpNISLH7vCfG21oOTY6WFREROSQ97dU8IfFuwB46KsTGZWddNRr7vmSnS85txPGxFtp36bcPqybqxTpGyoSiw4dLlrMtqw5bc5JT7BjNoE/GKbRFyT5GH5oJd1n1apVnHXWWS2/PhxsX3nllTz33HP86Ec/oqmpieuvv566ujpOO+003nnnHZzOz1tXvfjii9x0002cc845mM1m5s2bx+OPP94ynpKSwnvvvceNN97IlClTyMzM5J577uH666/vuQ8qIiJ92ssrSvnbin2YTPDE5ZMZm3v0e3YROZJaK3aOQnQRERGgtNrDbf9YB8BVpwzjgon5R71mZP2nzD8zEh4tSv0qu+NO6M4SRfqUykN90XPcxe3OsZhNpCXYqXb7cbl9CtFj7Mwzz+zwiQCTycR9993Hfffd1+6c9PR0Xnqp40PdJk6cyMcff9zlOkVEZOBav6+Oe/6zGYAffnkMZ43VE6AiXZV1KESvdvsJGwbmo7QxHejUzkVERAY8byDEDS+uptEb5KSCVH5yftHRL9r+LidX/g2A/3gmsTHhlG6uUqRvqUgoBCDb3fHhoodv3l2NOtBIRERE2lft9nHDC6vxh8LMKsrh+2eOinVJIn1aSrwNq9lEMGxQ5wkc/YIBTiG6iIgMeD9/bTObDzaQnmDnyfknYbce5Z/HsvXwylWYCfPsWj8Lmqf0TKEifUjkcFEn9rDnKIeLqhejiIiIdCwYCnPz39ZysN7L8MwEHvnGiZjN2jUrcjzMJpPuxTtBIbqIiAxor6zax8srIz0VH7tsEnkpcR1f0FAGL10GAQ9l8YVc/4YX0A28yH/74uGiHbV0yUy0A7pxFxERkfY9/N42lu6qJt5u4Y9XTFELOJEoOXwvXtWoe/GjUU90ERHp10pLS3G5XG2OldQF+OnCyNg3xiWS0LiPNWv2tbuWKehlzNJbSGg8SHPiUF5o/jLB8IpuqVukP4gcLrqBHHcxW7PPa3PO4d0vdZ4AwVAYq0V7PERERORzb28s449LdgPw0FcnMiZHB4mKREtmkg4XPVYK0UVEpN8qLS2lsKiIZo/niDGTPY68Kx/Dlp5P865VPPjgvTxIBwfqAX//ahyTx9twecKc/NgmSuo2AuDxBbvrI4j0aRWHDhfNbtra7px4u4U4m4XmQAhXk5/cZGdPlSciIiK93M7KRv73lfUAXHf6cC6YmB/jikT6lyy1czlmCtFFRKTfcrlcNHs8zL/jYXIKRrYaW+GysM9jId5icMEZE3Gc9a8O15rj/hdf9rxOECsv5/+Ir9w/hhUL3+CTBc/gCyhEF2lLZeLhw0W3YjJCGCbLEXNMJhNZSQ5KazxUNfgUoouIiAgAHn+Q772whiZ/iBkj0rljTmGsSxLpdw4/FdrkC9HsDxFnP/J+XSIUoouISL+XUzCSwaPHt/y6uKyBfaUVmEwwd9IQ8lM77oNeVPkWX658HYAPRt9FIHsug4FtG1Z3Z9kifV5N3DD85jjs4WbSm/dQHT+yzXmHQ/RKtxdI6dkiRUREpNcxDIO7/r2JnZVuspMc/O7yk9TyTaQb2K1mUuJs1DcHqHL7KEiPj3VJvZb+BhIRkQGlzuPnw22VAEwfnn7UAD2/YR2zdv4SgOWDr6Y4e2631yjSXxgmS0tLl5zGze3Oyz7ci1EHGomIiAjw8sp9LFh7AIvZxBPfnNyyW1ZEoq+lpYvuxTukEF1ERAaMUNjg7U3lBEIGg1LjmDYsvcP5Sb5yLiy+HasRYEfG2Swt+F4PVSrSf5QnnQBAXgchelbS4V6MfsLh9s8mEBERkf5v88F6fvZa5L7hf88dy/QRGTGuSKR/y0yyA1CpvugdUoguIiIDxrLd1VQ2+nBYzcwen4PZZGp3riXs44KtPyI+WEdFQiHvjL4XTPpnU6SzyhMjrZRy3O2H6KlxNmwWE6GwQa3H31OliYiISC/T4A1w44tr8AfDnFOYzXfPGBHrkkT6veykyJlEVQ0K0TuiNEBERAaEvdVNrN5bC8CsohySnLYO55+162Fy3cU0W1N4vfAhghYddijSFeVJ4wDIatqJJeRtc47JZGp5TFstXURERAYmwzD48b82sKfaw6DUOH7z9RMxm9vf9CIi0XG4tWKNx08gFI5xNb2XDhYVEZF+zxeCRVsqAJgwKIVR2Ykdzj+h/N9MqPwPYcy8NfZ+Gp15PVGmSJ/V2NBAWVlZ24OGQYMljeRQLZbST9nvHNfmtARzCICS8hpSaALA5XJ1S70iIiLS+zy/dA9vbSzHZjHxu8snkxpvj3VJIgNCgsNKgt1Ckz9EVaPvqOeGDVQK0UVEpN9bVW3F4w+RkWDnjNGZHc7NadzMWbsfBmDp0BsoTZ3eEyWK9EneQCT4XrVqFWu37m533pcm2pmbDQcW/5WnS9t+LNueM4L40TPYvHsfK15bBEDIXQPQfkAvIiIi/cLa0lruf6sYgJ+cX8TkgrQYVyQysGQnOylxNVGpEL1dCtFFRKRfS5x0HuVeMxaziTkn5GK1tN/JLM5fw4VbfxQ5SDT9TFYOurIHKxXpe/zBSIh+4shsTpk2ud155mAzBCv4eqGZ4MRpbc6pDTp43w3xaVlcPncaJhNs3baD19dDXV1dd5QvIiIivUCdx89NL60lEDI474RcrjplWKxLEhlwspIch0L0ttsvikJ0ERHpx8rdQdLOugaAU0dmtPRcbovJCDJ3209I8ldSEzeU90b/DDo4eFREPpfgtJGXkdzuuMc7GqoXMsxU1u68bAMWug0ChoXElFSSbWEqEnUWgYiISH9SWlraql1b2DD4v09qOVDnIy/RwuWjDNauXdultYuLi6NVpsiAk3OoL3qlzidql0J0ERHpl0Jhg9+tqMdsjyPLEWbSkNQO55+250mGNKzGb47n9cKH8Vs77psuIseuwl4AQGqomriQm2bLkX++LCbIsAep8tuo9NlItukGXkREpD8pLS2lsKiIZo+n5bXkk+eRdtbVGEE/q5/4IWfcXXLc7+N2u497DZGBJjspsnmlpslPMBTu8AnugUohuoiI9EvPflrCFpefsM/DlHwrpg52lY+qXsTUgy8A8N7oe6iJH95TZYoMCD5zHNXWbDKCleQEStljaftw0SxHJESv8lsZhUJ0ERGR/sTlctHs8TD/jofJKRhJldfEx5VWDGBKtpnhP/vNca1fvGIJbz//GF6v2lGIdFaCw0KczUJzIITL7Sc3RU+E/jeF6CIi0u/srGzkoXe3AVD74V9IGP3dduemePfz5R2/AGBV/nx2ZJ7TIzWKDDQVtgIygpXk+kvZ42w7RM92BNjSGEelz9bD1YmIiEhPySkYSfrQsbyzvBSDEIW5SZw2LqfDTS/HoqJ0V5QqFBl4TCYT2ckO9lZ7qGz0KkRvg/bmi4hIvxIMhfnhP9bjD4aZnOvAvf7ddudawn7mbv0JzpCbg0kT+XToTT1YqcjAUm4fCkCuv7TdOVn2IABVPu3zEBER6a8MA97ZXE6TP0R6vJ2zxmYfd4AuIscvW33RO6QQXURE+pWnluxi/f56kp1Wvj81pcO5Z5Q8Sk5TMc3WFN4cez9hs4I7ke5Sfqgveq5/b+S75zZkOoKAQVPIgieob6ZFRET6o+IGM/tqmrGaTZw/IRe7VdGUSG9wuC+6QvS26W8qERHpNzYfrOexhTsAuO/iE8iIt7Q7d4zrfSaVvwLAO2Puxe3I7ZEaRQaqKls+QazEGR5SQ64259jNBmm2EIBauoiIiPRDzqEnUlwfuUc/pzCbjERHjCsSkcMO70SvdvsIhsMxrqb3UYguIiL9gi8Y4of/WE8gZDBnfC4XT8pvd25qcymzdt4PwIrBV7En7dSeKlNkwAqbrFTYhwCQ7ytpd16OIwBAhUJ0ERGRfqXOGyLzgv8FTJyQn0xhXnKsSxKRL0hyWnHazIQNqHb7Y11Or6MQXURE+oXHF+5ga3kjGQl2fvmVE9rtq2gJeZm77cc4Qk3sT57M0oL2Dx0Vkegqsw8DIM+/p9052QrRRURE+p1w2OCJFfVYEtNItoX50pisWJckIv/FZDKppUsH1PxVRET6vLWltfxh8S4A7v/KCWT+12OhLpcLS2IZAJdWPUl20w7c5hSeS/0BDeVVXX7fhsbGrhctMgAdtA8HPuwwRM9xRA4XrfRZKeiZskRERKSbPfNpCWvLfYQDPqbnmrFatKdTpDfKTnJQWuOhssELgzo+Y2ygUYguIiJ9mjcQ4oevrCdswCWT8plzQl7LWFlZJDhfsGABlsR0vppzgBkT1hI24FurCln83r+O6739lZGWFMFg8LjWERkoDu9EzwyWYw834zfHHTEnyxHAdOhwUZ/J3sMVioiISLRtOlDPg+9sBaB20Z9Jvu66GFckIu3JTo5sSKvQTvQjKEQXEZE+7eF3t7G7qomcZAf3XnRCq7G6ujoAzpo8gtNHp/ID/3sALLR+iTGnnM2Y43zvRYuaWL0DQuHQca4kMjB4LEnUWTJIDVWT699LqbPwiDk2M6Tbg1T7bTSa1StVRESkL2vyBfnB39YSCBmcPMjBK+veBhSii/RWucmRdi4ut49gKKynRr5AIbqIiPRZn+2u5plPI7vB/2/eRFLi2+6hnJNo5erwv3Dgp9Qxms0ZF5FnOv6bgXindsmKdFaZfRipzdXk+/e0GaJDpKVLJERP6uHqREREJJp+/tpmdruayEtxcuPUFF6JdUEi0qFEh5V4uwWPP0Rlo4/81COfHB2o9OMEERHpk9y+ILf/cz2GAd88eQhnjc1ud+4VCUvJDJbRZE7i7bRvYUQhQBeRron0RYd8f0m7cw4fLqqd6CIiIn3Xa+sP8srq/ZhM8NtvTCLJoXtwkd7OZDK17EavaPDGuJreRX+DiYhIn/Srt4rZV9PM4LQ4fjp3XLvzLp9g5QzndsKYeCv923gsCuVEYumgYxgAuf69mIxwm3NyDoXobot2oouIiPRF+2o8/HTBRgBuPmsUM0ZkxLgiETlWOS0huvqif5FCdBER6XOWbK/ipeWlADz81RNJdLTdnSzRX8VTcyOPn32WNJv9jlE9VqOItK3amoff5MBh+MgIlrc5J9MexIxBwGTHkpzVwxWKiIjI8QiFDW75+zoafUGmDE3jB+eMjnVJItIJOYcOFy3XTvRW+lSI/n//93+YTCZuueWWlte8Xi833ngjGRkZJCYmMm/ePCoqKlpdV1payty5c4mPjyc7O5vbb7+dYDDYw9WLiEg01DcHuOOfGwC46pRhzBzZzq6WoJ9Ty58hyWFiayCXFUlf7sEqRaQ9hslMmX0o0H5LF6s5EqQDOHL1jbeIiEhf8vRHu1m9t5ZEh5VHvzFJBxOK9DGHd6LXNwfwBkIxrqb36DN/k61cuZI//vGPTJw4sdXrt956K6+//jqvvPIKS5Ys4eDBg1x66aUt46FQiLlz5+L3+1m6dCnPP/88zz33HPfcc09PfwQREYmCe/6zifIGL8MzE7hjTtuHEgLw4S/J9O2l2hPmKfdZ6oMu0ouU2YcBkOfb0+6cbGekpYs9TyG6iIhIX1Fc1sAj728D4GcXjmNIenyMKxKRznLaLKTG2QD1Rf+iPpEouN1u5s+fz5/+9CfS0tJaXq+vr+cvf/kLjzzyCGeffTZTpkzh2WefZenSpXz22WcAvPfee2zZsoUXXniBSZMmcd555/GLX/yCJ598Er/fH6uPJCIiXfCfdQf4z7qDWMwmHvn6icTZLW1P3LkQPn0MgGtf81IbTujBKkXkaA4fLprn39PunBxHZCe6XTvRRURE+gRfMMStf19HIGTw5XE5fHXK4FiXJCJdlJOivuj/rU+E6DfeeCNz585l1qxZrV5fvXo1gUCg1euFhYUUFBSwbNkyAJYtW8aECRPIyclpmTN79mwaGhrYvHlzz3wAERE5bgfrmrnr1U0A3HTWKCYXpLU90V0F//4eANtTTuc/29S+S6S3KbcPxcBEWshFfKixzTnZhw4XdeSOwjB6sjoRERHpikc/2MHW8kYyEuw8cOkETCZTrEsSkS7KSVJf9P/W9klsvcjLL7/MmjVrWLly5RFj5eXl2O12UlNTW72ek5NDeXl5y5wvBuiHxw+PtcXn8+Hzff6TloaGhuP5CCIicpzCYYMf/mM9jd4gk4akctPZ7RwQGg7Dq9+DpkrIKmJN8jzgzR6tVUSOzmeOw2XNIyt4kEH+XeyIm3TEnAx7EJMRwuxMpNqvezEREZHebNWeGv64ZBcA939lApmJjhhXJCLHI7dlJ7oXwzD0QzF6+U70ffv28T//8z+8+OKLOJ3OHnvfBx54gJSUlJavIUOG9Nh7i4jIkZ75tIRlu6uJs1n47TcmYWvvcKLlf4CdH4DVCV99hpDZ3rOFisgx2+8YCcAg3642xy0mSAq7Adjnaad1k4iIiMRcky/ID19ZT9iAS08axJwTcmNdkogcp6xEB2YTePwhGn16uht6eYi+evVqKisrOemkk7BarVitVpYsWcLjjz+O1WolJycHv99PXV1dq+sqKirIzY38pZ2bm0tFRcUR44fH2nLnnXdSX1/f8rVv377ofzgRETkmW8sbeOidyOFEd18wjuGZ7fQ3P7gO3v9Z5L9n/wpyxvVMgSLSJQccIwAY3E6IDpAUrgdgn6fXPzwpIiIyYP3qrWL2VnvIT3HyswvHx7ocEYkCq8Xc8kRJRb1aukAvD9HPOeccNm7cyLp161q+pk6dyvz581v+22azsXDhwpZrtm3bRmlpKTNnzgRg5syZbNy4kcrKypY577//PsnJyYwb13bA4nA4SE5ObvUlIiI9zxsIccvL6/CHwpxTmM03T27nySCfG/51LYQDUHgBTL2mZwsVkU7bb4/sRM8KluEIN7U5JyUUCdFLtRNdRESkV/pwWyUvLi8F4OGvnUhKnC3GFYlItGQnHwrRdbgo0Mt7oiclJXHCCSe0ei0hIYGMjIyW16+99lpuu+020tPTSU5O5uabb2bmzJnMmDEDgHPPPZdx48ZxxRVX8NBDD1FeXs5dd93FjTfeiMOhHl0iIr3Zb97b1nI40f/Nm9h+H7a374DqnZA8CC56AtSvTaTXa7YkUW3NISNYwSDfbnbHTThiTlI40gu9wmvB4w8Sb+/Vt64iIiIDSp3Hzx3/3ADAVacM49RRmTGuSESiKTfZyaYDDZQ1NMe6lF6hz38n8tvf/haz2cy8efPw+XzMnj2b3//+9y3jFouFN954gxtuuIGZM2eSkJDAlVdeyX333RfDqkVE5LDS0lJcLtcRr2+s8PHnj2sAuH5yAvt2bKat5lpp+xcyfN0LGJjZMeF23Fv3AHsAKCkp6ba6ReT4HbCPICNYwWB/2yG60/ARbHRhTcpk4/56po/IiEGVIiIi0pa7Xt1EZaOPEVkJ3DGnMNbliEiU5afEAZGd6KGwEeNqYq/PheiLFy9u9Wun08mTTz7Jk08+2e41Q4cO5a233urmykREpLNKS0spLCqi2eNp9bo5IZX8q57AkphG47p3+N6Dv2vz+uGpJtZ+NxGcJu5b0szP7227jYtHB6GI9Er7HaOY6FnGYN/Oduf4Dm7DOjaTNaV1CtFFRER6idfWH+SNDWVYzCYe+fok4uxqvSbS36TG23DazHgDYaoa1dKlz4XoIiLSf7hcLpo9Hubf8TA5BZH+yIYBH1daqfKZSbaFufiCs7FedPYR15qNIDfV/oqU4G5KbKNxf/XH3Pa11jfvKxa+wScLnsEXUIgu0hvtP3S4aFbgAPawF7/ZecQc34GtJIw9lbWltT1dnoiIiLShvN7L3a9uAuDGs0YxaUhqbAsSkW5hMpnIS4mjxNXEwfpmsmNdUIwpRBcRkZjLKRjJ4NHjAVheUk2Vrwar2cTFU4aTnmBv85pT9z7J0OBuvJYkFk78DfnOvCPmbNuwulvrFpHj02RJpc6SSWrIRb6/hD3OoiPm+A9uBWBNaR2GYbR/NoKIiIh0O8Mw+NG/NlDfHGDCoBRuPntUrEsSkW6Un+KkxNVEWZ2X7LhYVxNb5lgXICIicti+Gg/Ld0f6oJ9VmN1ugD6kbgXT9j8PwAejfkpjGwG6iPQNh3ejD/LtanPcX7ELi8nA5faxv1aHGomIiMTSi8tL+Wh7FXarmd9+40RsFsVKIv1Z3qG+6AfrmzEGeFt0/W0nIiK9QqM3wNubyjGAorwkxuUltzkvLlDLnO0/w4TBhpyvsCPznJ4tVESi6oA90sppsL/tEN0I+sl1hgBYu6+up8oSERGR/1LiauL+N4sBuGNOIaOyk2JckYh0t5xkB2YTePwhPKFYVxNbauciIiIxFzLgzY1lNAdCZCU6OGtsO93WjDDn7riXxICL6rjhLBl+W88WKiJRt98ReQw8x1+KNewjaHYcMacgPsSBZitr9tZy0Yn5PV2iiIjIgFFaWorL5Tri9VDY4K4Pq2kOhDgh286JcTWsWdO580qKi4ujVaaI9BCrxUx2kpPyBi/VvoG9F1shuoiIxNy6GgsVTT6cVjNzJ+a1+1joSQdfYkTtpwTNDt4c+yuCliMPIRSRvqXBkka9JY2UUC2D/LvZ20Zf9CHxQZZVO7QTXUREpBuVlpZSWFREs8dzxFjyjK+R9qUrCfuaeOfnV/NmY1WX38ftdh9PmSLSw/JSD4foA/tsIoXoIiISU4mTzmNPkwWAOSfkkhJna3NeTuNmTtv7OwAWD7+N6gQdYiTSL5hMlDrGMMGznALf9jZD9IL4yLOjWw7W4w2EcNosPV2liIhIv+dyuWj2eJh/x8PkFIxseb3GZ2JxhRUDODnPwdD/+2OX1i9esYS3n38Mr9cbpYpFpCfkpThZCwrRY12AiIgMXOvKfaR/+XsAnDIyg6EZCW3OswfdzN32EyxGiO0Zs9iY85WeLFNEulmpYywTPMsZ6t3OxylHjqfawmQlOahq9LHxQD3ThqX3fJEiIiIDRE7BSAaPHg+ALxji/eWlGAQZnZ3IKSfkYjJ1LUirKG37/BMR6d3yDx0uWh8wYbLHxbia2BnYzWxERCRmdlQ08utltZjMFgriQ0wdmtb2RMPgyzvvJ8V3kHpHPu+P+il08cZdRHqnfY7RAGQFDxIfajxi3GSCacMif0esKKnp0dpEREQGKsMwWFhcSYM3SLLTyjlF2V0O0EWk70pwWEl2WgETjvyxsS4nZhSii4hIj6t2+7jm+ZV4AgbefZs5KSPU7g35hIp/M6b6A0ImC2+O/RV+a2IPVysi3a3ZkkiFbRAAQ3zb25xz8qHd5wrRRUREesbmgw3sqHRjNkXaLjqsaqcmMlDlp0Z2oDsGjYtxJbGjEF1ERHqUxx/kmudXsa+mmZwEC1X/vh9LOxtaMpp2cmbJIwB8OvRGKpLG92ClItKT9jnGAFDQXog+PAOA1XtrCYbCPVaXiIjIQFTZ4GXx9sjhoTNHZpCXMnBbOIhIpC86gGPwwP2eXD3RRUSkxwRCYb7/4hrW76sjNd7GT09P5eJ7GnC5XFgSy1rNtYW9XH7gR1jDPrbGTeFN09kYZWXtrNy2hsYj20KISO+01zGWqe4PGerbDoZxRNumsblJJDutNHiDFJc1MmFwG83TRURE5Lj5QvDexjJCYYNhGfFMKWin7aKIDBiD0+IBcAwqJBAyYlxNbChEFxGRHhEOG9zxzw0s3laF02bmmaumUbZxKQALFizAkvjFgwIN/jh+HTl5BzjodTB3STrVgT93+j39lSUABIPBaHwEEelGBxzDCWIlKVRHWrCKWlt2q3GL2cTUYeks2lrJ8pJqhegiIiLdwWRmRbWVRm+QlDgbs8d3/SBREek/0uJtOM0GXpuD7dV+pse6oBhQiC4iIt3OMAx++WYxC9YewGI28fv5J3FSQRovflwHwFmTR1A4dnTL/FOCn3FJ8AAhzPwn+XLmzR7WpfddtKiJ1TsgFA5F4VOISHcKmewcdAynwLeDAt+2I0J0gJOHR0L0FSU1fOf0ETGoUkREpH9LPf0KKr1mrGYTcyfk4bSpD7qIgMlkItMZZr/HwsZKf6zLiQmF6CIi0u1+8952nvk0siv8wXkTObswp9V4WqKTvIxkAPJ9u7nQ9S4AH6dchDdxInldfN94p73LNYtIzyt1jDkUom9nfeLpR4yfPDzyxMrKPTWEwwZms3bGiYiIRMuHezykzPwaALOKcshKcsS4IhHpTbKcBvs9sKlqYIboOlhURES61e8W7eB3H+4E4L6Lx/PVKYPbnZsQqueCmuewEGZb3GTWJpzRU2WKSC+w1zEWgCG+nZiMI58gOSE/hTibhVpPgJ1V7p4uT0REpN9ausvFH1bVAzA2OcTY3KQYVyQivU2WIwzA9mo/3sDAe9pbIbqIiHSbpz/axa/f2w7AT84v5Nszh7U712L4ubD6GRLCjbisubyf+o0jDhYUkf6tyjaIZnMCDsNLvn/PEeN2q5mThqYCsLykpmeLExER6ad2Vjby3f+3mmAYmoo/YnzKwAvHROToEq0QbHQRDMPqvbWxLqfHKUQXEZFu8fvFO/nVW1sBuHXWGK4/Y2QHsw3OrX2ZvEApzaZ4Xsu4hoBZj4+KDDSGycweRyEAw71b2pxz8rAMAFYoRBcRETlu5fVernp2JY3eIGMzbLje/K32sYhIm0wm8O7dAMCyXdUxrqbnKUQXEZGo+92iHTz0zjYgEqD/z6zRHc6/KG4dhc1rCWHmjYyrqbdm9USZItIL7XaOB2CEd3Ob49OGpwGwsqQGwzB6rC4REZH+ptrtY/6fP2N/bTPDMuL58alpEArEuiwR6cW8pRsBWLZbIbqIiEiXGYbBI+9vb2nh8r/nHj1A/8Z4K/PiVwOwKPVr7HeM6vY6RaT32ussJISZjGAFWeaGI8YnD0nDZjFR3uCltMYTgwpFRET6vgZvgG8/s4JdVU3kpTh54TvTSXFaYl2WiPRyvtLITvT1++po8gVjXE3PUoguIiJREQ4b3Pv6Fh5fuAOAO+YUctPZHQfouZ6t/PUrcQCsTvgSmxJmdHudItK7+cxxHLCPAGCSvfSI8Ti7hUlDUgFYOgAfIxURETlejd4AVz+7ks0HG8hIsPPCd6YzOC0+1mWJSB8QrK8gK95CMGywaoD1RVeILiIixy0YCnP7Pzfw3NI9ANx38XhuOLOjHujAwXWccfCP2C0mlvuG81HKRd1fqIj0CSWHWrpMsu1rc/zUUZkAfLLD1WM1iYiI9Ad1Hj/f+vNyVu+tJdlp5a/XnszIrMRYlyUifcgJ2XZg4PVFV4guIiLHxRcMceNLa/jXmv1YzCYe+fqJfHvmsI4vqt4FL34Vm+Fj4e4gT7vPBJP+SRKRiN3OcQAU2spItB85ftqhEP3TXS7CYfVF7yk///nPMZlMrb4KCwtbxr1eLzfeeCMZGRkkJiYyb948KioqWq1RWlrK3LlziY+PJzs7m9tvv51gcGA9CiwiEisut4/Lnv6M9fvrSYu38dJ1MxifnxLrskSkj5lwKET/eEdVjCvpWUosRESkyzz+IN95fhXvbq7AbjHz+/kncelJgzu+qHYPPH8RNFVR4xjMV/7uIYj6L4rI5+ps2dRasrCawpw70nrE+IlDUkl0WKnzBNhSdmTfdOk+48ePp6ysrOXrk08+aRm79dZbef3113nllVdYsmQJBw8e5NJLL20ZD4VCzJ07F7/fz9KlS3n++ed57rnnuOeee2LxUUREBpTyei/f+OMytpY3kpno4O/fnckJgxSgi0jnTcp1ALD5YAOVDd4YV9NzjvyuRERE5AtKS0txuY5smdDkD/PLj2vYVh3AaTXx41NTyfIdZM2ag+2uZfNUMGbpLTg85XgTC3i++QIa/Vu6s3wR6aN2x41ninsxF4w+8nbVZjEzY0Q6HxRX8vEOl0KAHmS1WsnNzT3i9fr6ev7yl7/w0ksvcfbZZwPw7LPPUlRUxGeffcaMGTN477332LJlCx988AE5OTlMmjSJX/ziF9xxxx38/Oc/x25v47EDERE5bvtqPMz/83JKazzkpTh58TvTGaEWLiLSRalOCxMHp7Bhfz2Lt1fx9alDYl1Sj1CILiIi7SotLaWwqIhmj6fV65bEDLK/fi/2rGGEvG5KXvkZV9+/rcO1BiWZWHJVAo50M9urQ3zpN5spd28CwDPATvUWkaPb7RzHFPdi5o6x8r4RPmL81FGZfFBcyac7XUc/g0GiZseOHeTn5+N0Opk5cyYPPPAABQUFrF69mkAgwKxZs1rmFhYWUlBQwLJly5gxYwbLli1jwoQJ5OTktMyZPXs2N9xwA5s3b2by5Mmx+EgiIv1aiauJ+X/6jIP1XgrS43nxO9MZkq5DREXk+Jw5NpsN++tZsk0huoiICC6Xi2aPh/l3PExOQSSkagjAJ5U2mkMmnBaD04Y5SPnpAx2ukxGs5Ht1D5IersZlzuLlMXdy+YPprFj4Bp8seAZfQCG6iLR20D6CprCd7AQ/Wd7dR4yfPjrSF33Fnhq8gRBOm9pCdbfp06fz3HPPMXbsWMrKyrj33ns5/fTT2bRpE+Xl5djtdlJTU1tdk5OTQ3l5OQDl5eWtAvTD44fH2uPz+fD5fC2/bmhQCx8RkWOx+WA9Vz27kqpGHyOzEnjxOzPITXHGuiwR6QfOHJvF4wt38NGOKgKhMDZL/+8YrhBdRESOKqdgJINHj6esvpmP1x3EGwqTGm/jK5MGkRxn6/DajKadXLr5IRLD1dQ6h/DqCb8nyZFLErBtw+qe+QAi0ueETRbWBQo41bGTAveaI8ZHZiWSk+ygosHHqj21nHYoVJfuc95557X898SJE5k+fTpDhw7lH//4B3Fxcd32vg888AD33ntvt60vItIffbrTxXf/32rcviCFuUm88J3pZCY6Yl2WiPQTJw5OJS3eRq0nwJq9tUwfkRHrkrpd//8xgYiIRMXuKjcL1hzAGwyTm+zk61OGHDVAz23cxNc2fY/EgIuq+FH8Y8LTNDqO7KUrItKW5b4RABQ0roVw65YuJpOJ00ZlAfDJziPPbZDul5qaypgxY9i5cye5ubn4/X7q6upazamoqGjpoZ6bm0tFRcUR44fH2nPnnXdSX1/f8rVv377ofhARkX7mtfUHuerZFbh9QWaMSOcf35upAF1EospiNvGlMZF78cXbq2JcTc9QiC4iIkdV4jbzxsYygmGDYRnxXHrSIOLsHbdOGFG9hK9u+h5xwXrKEk/glROewmPXTlEROXabAoOo8xrEh+ph32dHjJ82OrLj5VOF6DHhdrvZtWsXeXl5TJkyBZvNxsKFC1vGt23bRmlpKTNnzgRg5syZbNy4kcrKypY577//PsnJyYwbN67d93E4HCQnJ7f6EhGRtv3lkxJ+8Le1BEIGcyfk8fw1J5Ps7Hjji4hIV5w5NhuAD7dWHmVm/6AQXURE2mUYBikzv8GaGiuGAUV5SVwwMf+o/c4mHfw7F229HVvYx+60U/nXCU/is6X0UNUi0l+EsPDv4kDkF5v/fcT4qSMjP5jbdLCe2iZ/T5Y2IP3v//4vS5YsYc+ePSxdupSvfOUrWCwWvvnNb5KSksK1117Lbbfdxocffsjq1au5+uqrmTlzJjNmzADg3HPPZdy4cVxxxRWsX7+ed999l7vuuosbb7wRh0M7JEVEjkc4bPCrt4r5xRtbALjqlGE88c3JOKw6M0REuscZY7IwmWBreSNl9c2xLqfbqSe6iIi0KRQ2eHpNA6lnXAHAtGFpzByRgclkavcaczjIGXseZXLZ3wHYkHMpi0bejmHSPzci0jX/2BLk6sl22PIfmPN/YP48DMhOdjI2J4ltFY18tKOKiycNimGl/d/+/fv55je/SXV1NVlZWZx22ml89tlnZGVFHuX97W9/i9lsZt68efh8PmbPns3vf//7lustFgtvvPEGN9xwAzNnziQhIYErr7yS++67L1YfSUSkTyktLcXlOvLpq0DI4MmVdXxU6gXgWxOSuHCQl3Xr1nZq/eLi4qjUKSIDQ3qCnRMHp7JuXx1LtlVx2ckFsS6pWynVEBGRI3gDIW55eR3v7vJgGGEmpYc5ZWTHrVicgTrmbruTgvpVAHwy9EZWDroSOgjdRUSO5oPdQXzmeBzuCti7FIaf3mr8rMJstlU08uHWSoXo3ezll1/ucNzpdPLkk0/y5JNPtjtn6NChvPXWW9EuTUSk3ystLaWwqIhmj6fV6yZ7HFmX3Enc8JMwwiGq336M+x9cxP3H8V5ut/v4ihWRAeOssdms21fHwq2VCtFFRGRgqW3yc/3/W8XKPbVYzVC24EFG/eCHHV6T2bSDi4r/lxTfQfzmeN4ecx+7M77UQxWLSH8WDMMWYyST2UjVkqfZV5vQanyIOdLG5YMtZaxcFcZi7twP7jIzMyko6N83/CIi0ve5XC6aPR7m3/EwOQUjAfCG4NNKK3UBMxaTwYycMLk33ATc1KX3KF6xhLeffwyv1xvFykWkP5s1LpvffrCdj7ZX0eQLkuDov1Fz//1kIiLSaXtcTVz93EpKXE0kOa3cPiOZKx/4FGg/RB9X+QZn7/o/bGEfdc5BvFb4a6oTRvVc0SLSb7kbGwC446+f8d4VCYQ3vcrJ17xAyPjCJJOZwTe/gJtkTr/k2/gObOnUe8TFx7O1uFhBuoiI9Ak5BSMZPHo8NU1+Plh/kPpAgDibhYtOzCc3xXlca1eU7opSlSIyUIzLS2ZYRjx7qj0s3FrJRSfmx7qkbqMQXUREAFi9t4bvPL+KWk+AQalxPHv1NNwHdgCRnS+WxLJW861hHxdX/4npje8BsC1uMn/L/iGehgRoKDti/bY0NDZG90OISL/ia44cUBSccQNu07/JSWzk97/5OdscE1vNW+GysM8DZ3z/ASakho55/YrSXbz44O24XC6F6CIi0mfsrW7irU3l+INhkp1WLpk8iLR4e6zLEpEByGQycf6EPH6/eBdvbShTiC4iIv3bmxvKuPUf6/AHw0wcnMKfr5xKdpKTN1dFwvAFCxZgSUxvmV+U0MCfJ6xlfGIjYQMe2D2GX5fkY9Bxv9z/5q8sASAYDEbvw4hIv5OYU8CO3POZXPZ3zrSup2n0N1uNe5Ib2bepHFcojsGjh8aoShERke63q9HM+n0HMQzIS3FywcQ84u2KdkQkdg6H6B9uq+zXLV3656cSEZFjYhgGf/xoN//39lYAZhXl8Pg3J7XciNfV1QFw1uQRFI4dDYbBzNBKLgguxUaQRhL4m30e9eNHct34zr//okVNrN4BofCx7xwVkYFpU87FTC77OyNrlhAXqKXZltYyNjQ9HpMJapr81DcHSImzxbBSERGR6AuFDdJmfZd1tZH79MLcJM4pysZqNse4MhEZaIqLi1v92jAMchIsVDSF+MvbyzmtIK7La/fm84oUoouIDFD+YJifvbaJv63YB8BVpwzj7gvGtXkoX1qik1GpYWbV/oMRwcg/mCWOIt5L+yYeSxJ5Xawh3qnHTkXk2LgSRlOeWESuu5iiyrdYM2h+y5jDZmFQShz765opcTUxaUhq7AoVERGJsgZvgPs/qSV5yoUAnDIyg6lD0zCZOneYtojI8WioqQLgW9/61hFjqV+6kpQZX+MXz7+J69UHuvwevfm8IoXoIiIDULXbxw0vrmFFSQ0mE9w9dxzXnDa83fmn2Hfw7YoXcRrNBLHwScqFrE04HUza+SIiPWdTziXkuos5oeI/rMm/HL4QHgzPTFCILiIi/c7OSjffe2E1Oyt9hANeTsmzMG1Y+tEvFBGJsmZ3AwBzv/tTxk6c0mqs1m9iUTkkF57C5U8swNqFqKC3n1ekEF1EZIDZWt7Ad55fxf7aZhIdVh7/5iTOLsxpc25CoJrXvxnHBUlLwIBy2xDeTbucGltuD1ctIgLbMs/lSyWPkNFcQq57E+VJE1rGhmcm8PFOFwdqm/EHw9i7cucuIiLSi7y2/iB3/msDTf4Q6XFmNj93B4PueTjWZYnIAJeRP5TBo1v3cx1kGKyq20ODN4g/tYBhOUkxqq776LsLEZEB5L3N5cz7/VL21zYzNCOef3//lLYD9FAQlj7BBXt/wQVjbAQNM58mn8/LWf+jAF1EYsZvTWRHxiwATqj4T6ux1HgbKXE2QobB3uqmWJQnIiISFd5AiHv+s4kf/G0tTf4Q04en89CsTPwVu2JdmohIm0wmE6MPBec7KtwxrqZ7KEQXERkADMPgd4t2cP3/W02TP8QpIzN49funtvwj18qOD+Cp0+C9u7Aafj7aG+Su+q+wIunLGCZLzxcvIvIFm3IuAmBs1fvYQp6W100mE6OyEwHYUdk/b9xFRKT/23KwgYt/9yl/XbYXgBvPGsmL35lOepzuw0Wkdxt7KF8ocTXRHAjFuJro69XtXB544AEWLFjA1q1biYuL45RTTuHBBx9k7NixLXO8Xi8//OEPefnll/H5fMyePZvf//735OR8vrOytLSUG264gQ8//JDExESuvPJKHnjgAazWXv3xRUSOSWlpKS6Xq93x5kCY36+q59N9XgDOGxXP1ZNslGzbRMkX5jkbdjN48x9IrloFQNCWzDuhmVz03CtccVMabTd8ERHpfo0NDZSVlQFQZuRylm0QWYEDDN7xIktTLmiZl2aO3KzvrnKz78BBrG0clPxFHf3dKSIi0pNCYYO/fLKbX7+7HX8oTGainYe/diJnjc2OdWkiIsckK8lBVpKDqkYf28ob+905Rb06RV6yZAk33ngj06ZNIxgM8pOf/IRzzz2XLVu2kJCQAMCtt97Km2++ySuvvEJKSgo33XQTl156KZ9++ikAoVCIuXPnkpuby9KlSykrK+Pb3/42NpuNX/3qV7H8eCIix620tJTCoiKaPZ42x63pg8n6yp3YM4dihILUvP8UT61/h6e+MCcnwcR9Zzm4drINi9mEP2Tw+HI/93+8nzrvKwB4fMEe+DQiIq15D+1gWbVqFWu37m55PTQ4jd8UHuDEfS9wzd8PEObzsDxp6kXgTOT//fsdAtX7Olw/5K4BaAnoRUREYmHTgXp+8u+NbNhfD8CXx+Xwf5dOICPREePKREQ6Z3xeMosbq9h8sJ4TB6dgMnW8qaUv6dUh+jvvvNPq18899xzZ2dmsXr2aM844g/r6ev7yl7/w0ksvcfbZZwPw7LPPUlRUxGeffcaMGTN477332LJlCx988AE5OTlMmjSJX/ziF9xxxx38/Oc/x263x+KjiYhEhcvlotnjYf4dD5NTMLLV2H6PidXVVoKGCafFYHqOQeb11wPXAxAXbuJ0z3t8qfldnEZkl/p6x1TeTPg61Zdkc80lsGLhG3yy4Bl8AYXoItLz/MFIiH7iyGxOmTa55XWbcSJNvl0Mj/fw6HmJbLKMaxlb3+xnmw8KJ05iZkLHZzhs3baD19dDXV1dt9QvIiLSkSZfkN++v51nPi0hbECS08pPzy/iG9OG9KvgSUQGjrG5SXy804XL7aey0UdOsjPWJUVNrw7R/1t9feSnsunp6QCsXr2aQCDArFmzWuYUFhZSUFDAsmXLmDFjBsuWLWPChAmt2rvMnj2bG264gc2bNzN58mRERPo6S3wKlsTI341hw2BDhZ/tNQEAsuItzBzswGmNHIMRF2rk9PrXOLX+deKMyA72UscYXs+4hr3OSBB1uOOiyZnYsx9ERKQNCU4beRnJrV7b2HAaMxrfZxafUZ0xo+V1k9dg2wEoDyaQlZaMtYMTgCoS+89NvYiI9C0Liyu45z+bOVDXDMCFJ+Zz9wVFZCfp3yYR6bucNgsjsxLYXuFm88EGheixEA6HueWWWzj11FM54YQTACgvL8dut5Oamtpqbk5ODuXl5S1zvhigHx4/PNYWn8+Hz+dr+XVDQ0O0PoaISFQdbkGwYMECLInpmGxOEgpPw5oS6Z3o3b+FHXvWswODNJufGwt2c/2QPSRbIzvLN7uTeGj3aF6rzMPgE+CTVuv7KyNd04NB7UQXkd5lfcLpTG1cRH5gL3m+EsocwwHIcQRJsoZoDFrY43EwKtF3lJVERESi42hnFQG4PCGeXdfAsv2RJ0GzEyxcf1IyJ+UZ7N+xhf3tXFdcXBzlakVEusf4/BS2V7jZVtHIGaMzsVo62NXSh/SZEP3GG29k06ZNfPLJJ0effJweeOAB7r333m5/HxGR43W4BcFZk0eQOuJElnty8BlWrIQ4Ob6CwSfYiB9fxBnBpZwaWoEDPwAHTbl8YP0SmzMKyck0c1076y9a1MTqHRAK97+TtUWkb/NYkiiOn8oEz3KmuD/kjUMhuskEoxO8rKlPYEeTUyG6iIj0iKOdVYTZSvK0i0k55TLM9jiMcIiGFQso/fRlVgaP/d8qt9sdpYpFRLrHkLQ4kp1WGrxBdla5KcxNPvpFfUCfCNFvuukm3njjDT766CMGDx7c8npubi5+v5+6urpWu9ErKirIzc1tmbNixYpW61VUVLSMteXOO+/ktttua/l1Q0MDQ4YMidbHERGJLrOVmrTxbGgaBECGPcDcnHryLR6muhczselT7EYkPK+wDWJ50mx2OceDyUzH3YIh3qlzI0Sk91qTeCYTPMsZ5d1EWqCSWlvkKZzRiZEQvaTJTjBMhy1dREREoqGjs4oqmk2sq7XiDkb6nGc4wkxOC5Py9Yvh6xcf0/rFK5bw9vOP4fV6o167iEg0mUwmxuUl81lJDZsONChE7wmGYXDzzTfz73//m8WLFzN8+PBW41OmTMFms7Fw4ULmzZsHwLZt2ygtLWXmzJkAzJw5k/vvv5/KykqysyPfWL3//vskJyczbtw42uJwOHA4dAq2iPR+Lp+Z3G89zH77UAAmJnuYlVrBDM8iJjV9/IXwfDCfJc1mt3N8ZJumiEg/UGPLZZfzBEZ6NzGz8R3eSv820LqlS4nHwWjtRhcRkR6SUzCSwaPHA9DoDfDRDhc7qyK7x+PtFk4blUlhblKnDw6tKN0V9VpFRLrL+PwUVuyp4UBdM5UNXrL7QW/0Xh2i33jjjbz00kv85z//ISkpqaWHeUpKCnFxcaSkpHDttddy2223kZ6eTnJyMjfffDMzZ85kxozIAVPnnnsu48aN44orruChhx6ivLycu+66ixtvvFFBuYj0WYZhsGDNAZ7cmYQjLxmrEeDCnBq+YbzN5KolOIxIYFRuG8JnybMpcYxTeC4i/dLS5PMY4d3M2Oa1rPKfRaV9CCYTjEn0srougeLGOIXoIiLSo4LhMGtL61hRUkMwbGAywYmDU5kxIh2H1RLr8kREul2i08ronCS2lTeyZl8dc8Yf7Tn43q9Xh+h/+MMfADjzzDNbvf7ss89y1VVXAfDb3/4Ws9nMvHnz8Pl8zJ49m9///vctcy0WC2+88QY33HADM2fOJCEhgSuvvJL77ruvpz6GiEhU1Xn83POfzby2/iBgIrBvI3cPWsr8xuU4jcjjnZW2QSxLmqOd5yLS77ls+WyNm0xR8xpOaXiLVzO/C8C4pGZW1yWw12PHEzQRbzViXKmIiAwE5c0mFn5WSl1zAID8VCdnjc0mM1Gb+ERkYDlpSCrbyhvZUdHIqSMzSHLaYl3ScenVIbphHP2bHafTyZNPPsmTTz7Z7pyhQ4fy1ltvRbM0EZGYWFhcwY8XbKSq0YfFbOLSpG3cEvwVg+JNYIDLmsuy5DnsdE4Ak5oAi8jAsCz5PMY0r2O4byuDfDs54BhFuj1EjiNAhc/GNncck1PbOehNREQkCuq9ITIv/F8+rbIBAeLtFk4fncnYnM63bhER6Q+yk50MTo1jf10z6/fXc9qozFiXdFx6dYguIiIR9c0BfvHGFv65ej8AI9Ks/CbxRSZX/QcSTZSHklmTeTHb4yZhKDwXkQGm3prJpoSZnNj0Kac1vMnfM38AJhNFSc1U+GwUNzoVoouISLcwDINX1x3gnneqSBh3JmAweUga09W6RUSEyQWp7K9rZtOBek4elo7d2nfzir5buYjIALF4WyWzf/sR/1y9HxNw/eBS3mq+gslV/yFosvPjD7z8tG4e2+JPUoAuIgPW8qQvEzDZyPfvYbR3PRDpi27GoMpvo8qnvSMiIhJdB+qaufq5ldz69/U0+g38Fbs5OzfIGWOyFKCLiADDMxNIjbPhC4YpLmuIdTnHRWmLiEgvVefxc8c/N3DVsyspb/AyLDHEK0m/5SeuH+PEB+Mu4fWh9/Dgp36C6CZdRAa2JksKqxPPAuDMulexh73EWQyGJ0QOFS1udMayPBER6UfCYYO/LtvDuY8sYfG2KuxWM/MnJFH211tJs+sMDhGRw0wmE5MLUgFYXVpLKNx3/45UiC4i0ssYhsGCNfs55zdL+PuqfQBcnbKWtwPXMjWwEjLHwBWvwtefx2NLj22xIiK9yIqkWdRZMkkM1zOz4W0AxiVFDlze5nbSh+/ZRUSkl9hd5eYbTy/jnv9spskfYtqwNN7+n9OZV5QI4VCsyxMR6XXG5SWTYLfQ6A2ypQ/vRtdzrSIivcjuKjd3vbqJpbuqARgd7+b+4G852VcM9gQ48y6YfgNY7TGuVESk9wmZbCxKncel1X9kUtPHbImfRih+MHHmMJ6QhT0eOyMS/LEuU0RE+qBQ2ODPH+/mkfe34wuGSbBb+PF5hcyfPhSz2cSafbGuUESkd7JazEwdls6S7VWsKKmhKC8Jq7nv7etWiC4i0gt4AyH+sHgXf1i8C38ojMNi8AP761wXegW7OQQnzINzfwnJ+bEuVUSkV9vrLGRb3CTGNq/jnLpX+HvW/1CU1Mya+gQ2NsQrRBcRkU7bXtHI7f/cwPp9dQCcPjqTBy6dwOC0+NgWJiLSR5yQn8zqvbW4fUE2H2zgxMGpsS6p0xSii4h0s9LSUlwuV5tjhmGwuszHs+saKHNHHv88zbGTXxm/o8CopDl5KNsn/A/uzMmwsxwob3V9SUlJd5cvItLnLEm5hGHeYvICpUx2f0RtyjmsqU9gj8dOfcBCik2P24uIyNEFQmGeWryLxxftIBAySHJaufuCcXxtymBMJlOsyxMR6TOsFjPThqXx4bYqVu6pYXxeMlZL39qNrhBdRKQblZaWUlhURLPHc8SYNX0w6ed8h7gRUwFIDNTwQNz/4wKW4w4Y/HCJj8eXbyQY/s5R38fjC0a9dhGRvqrJksLHKRcxq+4VTm14g73OMQyNS2Jvs4ONDXGcluGOdYkiItLLbT5Yz+2vbGjp3zurKJv7vzKBnGQdVC0i0hXj8pNZuSeyG33TwQYmDUmNdUmdohBdRKQbuVwumj0e5n73p2TkDwUgaJjYE0jiYDABAxMWQlxpeY9bHf8kydTMUibzd+cF1M1J4fI5Ha+/cdki1r7zMr6AQnQRkS/aGD+TEc2bGeHbwnk1L7I6+U72NjvY3BDHjDQ31r618UVERHqILxjid4t28ofFuwiGDVLjbdx70XguOjFfu89FRI6D1Wzm5OHpLNpa2dIb3WG1xLqsY6YQXUSkG5WVlQGw5LPVWBL3YM8diXPoRMy2yA6WaaH1PBz3HMPMFWx2J/GjrTP5tC4DWHtM6/sr9wIQDCpEFxFpxWTi/bTLuKLyIbKCB7k8+G8WWa+mMWhhu9vJuGRvrCsUEZEe1lGbRYCNFT7+uKaeg42Rtl+nDHbynZOSSQ1XsHZtRYdrFxcXR7VWEZH+aFxeMmtKa6nzBFi1p5ZTR2XGuqRjphBdRKQb1dXVATBl+gxqMibQEHYAMMhUza+sf+JLzg14cfCadQ5LM05m/GkWxndi/UWLmli9A0Jh9fcVEflvHksS76d+g4tr/sLJTR9yWvw5vN0wnA0N8QrRRUQGmI7aLJoTUkk/6zskjD8TgKC7htoP/sjftn3K3zr5Pm63WoaJiLTHYjZx+qhMXt9Qxtp9dUwYlEJynC3WZR0ThegiIt1ov8dCzjcfYE/aBAhDosnHD6wLuNr8FjZTiOK4KXycciFNlhRyurB+vNMe9ZpFRPqT3XEnsCF+JhM9y7gz8Dve42EqfDbKvboNFhEZSA63WZx/x8PkFIwEwDBgt9vM5joLAcMEGIxMDDN+cCK2cT8EfnjM6xevWMLbzz+G16sf0oqIdGR4ZgKD0+LYX9vM0l3VzDkhN9YlHRN99yAi0g1Kqz089O5W3tiVhLNgAhYjyLfsS7jN/DdSTB6qrHl8mDqPA46RsS5VRKTfW5x6CbmBvRQEDjLLtp53A5NZU5dAfqwLExGRHpdTMJLBo8dT3uBl8bZKKhp8AGT/f/buO76q+v7j+OvcnZu9yICEvfcQBNygiLti3UqtVdtKtdI6W/evVWu1WrXV1lqp4t7bIgguQFZAIOwRIHsnN7n7/P5IuJpC2HCT8H4+Hudx7z3ne875nJwQvvnkez7feCen9Ot0wBOHlhRsPJRhikgrqqqrI2VTD6WdT5HL4WcYBsf3TuPlb7extqSOYTlJZCa2/UmblUQXETmECqsbefLzDby2aBvBsImByai6uTye9ibZRiVeI4bPE37E8tjxmEb7mUBDRKQ9CxkOPkj5CZeVPsqvjVf4lOFs8DhJNmKiHZqIiBxhjUH476pi8ovrAHBYLYzrmcrgLolYNHGoSJvV2NgIwOdz5vDFt3mH/Pj+0s0ANOym5JMcep3iXfTPiie/qI4v1pfx45Fdoh3SXimJLiJyCJTUevnb5xt4+dtt+ENhAE5IqeYWz8MMcm0mZBrkxR7H/PjT8VpjoxytiMjRp8aWzqfJl3BO5b85yZLH3PAwttlzox2WiIgcIb6gScLYC/m0yE7IbEqg98+MZ3yvNGKdSo2IHAp2C8Sb9SQ2bsMVrMMZqsMR8mAPebGFvdhCXuzhpvc71zV99mExgxhmGMMMYaHp1TDDmIaFsGHjuJgirrgohuTsrSQm1eI37Phx4MOJz3Dgw4HPcNJIDPVGLB7ceIxYfDhgH/5AtuCbAF+uB5/ffwS+UgIwrkcaG0rrKarxkl9UR0K0A9oL/U8hInIQyup8PD1vIy8u2Iov2JQ8PzbNy3Tf04xu+BYM+HRDkHlpF5He5bgoRysicnTbGDOExXEn84va95jrH0aJLRNLbFK0wxIRkcPINE0++q6Yez4pI/mEKwmZkJXo4oTe6e2ifIDIkWYJB4gJVBMTrI68ugI1OEP1OIN1OIP1OHa+D9XjDDa9/6WzmhfvTADzHlh66OPq5oJj+tmBHRDesc/7BbHRaI3DY0mgzpoUWeqtSdRZk6mxpdBgiSchRvONHWlxLhtjuqfy1YZyvtpQzsQDmSjuCFISXUTkAGwp9/Cvrzbz+pJteANNyfORqX5+E3yOcfVfNDVK7cXnzlM5/d6HuHJaMulRjFdERJp8lXAm5/n/wYjAOpbSh07HnhvtkERE5DBZuKmCP326liVbqwAI1pYxtnsyY4d2wVDpFjlamGFigjXkGsVM6mllpGcuvVcvJzZciztUS2yojthwLbGhps8x5gGWM/nBPymvEUOjJRavNRav4cZvceE3nAQsTgJG0+K3OCLvA4aTkGEljKVp5Hnzq4kFgzAWM8zmld+y+dvPGD7uBPr36IzNDOAI+7CbPhymD0fYi930ERP2NC/12M0ANoLEh6qJD1WTGSjYbeh+w8k53Z1MvSAGwzmHhBKDqpiuVLh74LPFH9jXQ/bJsJwkVhfVUunxs6q6bZe8VRJdRGQ/LCuo4h9fbOKTVcWYZtO6oSlBppszOKF+dtNTYgld4MRbYNilFL7yWlTjFRGRlkzDyscpV3KlbxZLfX1IGnEGvqAv2mGJiMghtKqwhoc/XcvctWUAuOwWzunt5s8/m0LuYy8riSTVQwABAABJREFUgS4dhxkm1l9Bgq+QBF8xCb5C4nylxPnLifWXE+svIzZQjtUMgRO4PBb4AKr2fNiQCZUBBxV+BxUBB1UBO9VBBzUBG7VBOzVBGzVB+/fvA3bKS4opXrOEcN9JGHGpewsc8DUv+8ZfWk3j+gCTB/TEGzdmn/axhX24wx5iwnXEhWqJD1URH6omrjmpvvO9w/TR0+Wj50A78A1s+CZyjDpHJ8rdPalw96Qitidl7t5UuHsStiileihYLQYn903nzaU72FRvwZHRM9ohtUp3XERkL0Jhk9n5Jfzzy00s2vJ9b+OkTB/XBmYytv6zpuR5fAYc/1sYORVszugFLCIie+S1xlLdaTQ9t+9go6Uz27evjnZIIiJyCGwp9/DorHW8t7wQAJvF4OLROdxwSm+2b1jNwwH90VTavqrqaoqKiiKfY0L1pAUKSQvsICVYQnKwlORgGcmBEpKC5dgI7ttxgy4Kyj144zpjSczEQywew40HNw2GO/LeY7jx4sKMsezxePHNS+fmz3PmzKU6bwnje2Yw7pjhB3bxezBnjocl6yEUDu3zPkGLk1qLk1pSKGmljdUMkhCsZOuS2VSt+oKTjjuGAelWOvm3kxQqJ95fSry/lO7V8yP7BAw7RY7ubHP2YruzN9udvSi1d8E09jySurq6ep9jP5p0SXbTNyOetSV1pJz2S8I7Ryy2MUqii4i0YntVA68t2sZri7dTXOsFwG4xODezgmvqn6Zv9cqmhu4UOO7XcMw14HBHL2AREdlnVY5segfW0MncQUpyp2iHIyIiB2FjWT3/mLeJN5duJxhuSr6cMzSb6af2oVtaLADboxmgyF7YQw1k+rdw4UAbA7fPoI/n3/SI8dDT7SHVEdjjvsGwQaHPxTZvDAWNbrb7XBRHFifFPhelfieekq00rp/P5MtP4tS+ux/JbQeSDvAa3K6mmuKxLjtZqYd+isidxz/UQoaNKnsnvqxKY/ZCP//yxmONSwG6kGgL0C+2jv5xdfSPrWNAXB1D4mtItAfI9a0j17cucpy6oJVva1KYX53C/KoUltQm4Q23TKr7SzcD0NBwgCVzOrDjeqexsbQWn2FQ6wtHO5zdUhJdROQHAqEwn60u4eVF2/hyfVmkZEuyy8KFKRu4quoJMiub/4admAvH/gJGXAFO1UkTEWlvGn0h3vzbfZz1nxejHYqIiByApQVVPDNvI/9dXRLpt5/UN53fntaXQZ0ToxucyG7YQo2kNmwmtXETqQ2bSGloek30FUECcIEb2LbLfrXEU2akUmFJpspIarHUEk/Y3TJZa6VphHjnH6ybM6dxv0dyH038waavy9CenXY7kn5j8/K+aZJqVtLFLKRLuHkxC4m3+ZmQWsaE1KYyUkGsbDM6s8nSlXXWXmw1cvhmfoAv14PP7z+CV9Y+xDltnJQR5F8P/ZakGxdFO5zdUhJdRI564bDJsm1VvJdXyIffFVFe//1/aOM6BbjYMptJVS/hrGx+TK7zSBg7DfqfA1b9GBURac8CbXOgi4iItMI0TeauLePv8zby7ebKyPqJ/TP4xUk9GNk1JYrRydHgf8ut7I5hhkkJFpPt20Rn/yYy/VvJ8BeQHCzFwu5LVVQFXawurKcxpQ+u7H5U29KptqZTbUsjYNl9udCY5mVfHK6R3B3Nvo2kT6SU7pQCSwHMMGnBYjr7NtLZv4kuvo3EhuvobhbQPVTAhNCX+AwnS3ol8/wIO7We7Xv9HjoQ7b1cTKLDBLPtds6V/RGRo5JpmqwqrOX95YW8s3QbJfXfPyKX7AhzbuxqrvC+SM/aptm7TcNCdebxlPT8MZ6UQeA3YPmKvZ5n8+bNh+0aRERERESOFtUNft5Ysp2Xvy1gY5kHALvV4NxhnbnuhB70ztCToXJ4NTY2AvD5nDl88W1eZL3NCNPHXc/QhBqGxNcyJL6GQfG1JNp2X6u8zO9gTX08+Z441tTHs8YTT74nnpIdO5rLrYxutdyKtFGGhXJ7NuX2bJZzPJgmiaFyuvg2keNbR1ffWtxhD+MSihl3dgzwPPkr3uCDskw+KM1ieV0CcPATHqtczOGlJLqIHFU2lNbx3vIiPlheyKZyz/cbAg30qvmWqbHzudi5Gntj06Nc6ypCPLcswH+WByiq/xD48IDO2+Dbt8leRERERESkiTcQYu7aMj5YUch/V5fgDzaNUIx1WLlkdC5XH9+drMR9HYcrcnB8vqaJac8dlMCZ/R3khreTE95BllmCfTeTewawUWx0otCSRaGRQYnRiRJLJzyu2KbSLTQl5QY1L3PmzFW5lY7CMKixpVNjS2dV7Bgww2QEttOw/H36BddwbI6d/nH19I/bwM3dN1BpJLHS0p/vrAMoMLpgGnue1LU1C75RuZjDSUl0EenQTNNkbUkdn64s4eOVRawprotsc1phvHs7J1a8xkXxy3HFN41G9+HgW9dYvnWdwOb03tDf4JJLD+z8387+gK/eeg5fQEl0EREREZG98QfDfLWhjA+WF/Hf1SXU/2AwyoCsBC4dk8u5w7KJd9mjGKUcLVyBajLrV5FZt4rjkz9lxs1xpLo/gf+Z69NnuCizd6bU3plSRxdK7Z2psmUQNlrWKk8gkj/fhcqtdGCGhRJHLm8X9+TL95fyo8uv4GejEujduJxuvjWkmNWcEJrPCaH51FsSWOseQX7MSMrsncHY9xHqCTH6HjqclEQXkQ5nZ43zT1eV8OmqYrZWfP8ok82AE5LKODvwCacGPicu4IUE8GFnRew4VsaOJd99DD6LG2iakOVgGK64gzyCiIiIiEjHVt3g54v15cxdW8rs/FJqGr/PUGYlujhrSBZnD81mcOdEjP1IKInsD0s4QLpnHZn1q8iqW0lm3SqSvQXfN3ACWPCbFsqduRTbcylydKXEkUONNRUOcPSwHH08YQdr3SNY6x6BLeynq28tvRuX0927irhwLSPr5zKyfi4Vtgzy3aNYEzOCOpvme4g2JdFFpEPwB8Ms2FTBp6uKmbW6hNI6X2Sbw2JyfEIJk3z/5bTwlyQ1NpdxiUlke+wopj31X76JPRl/TAqwtnk5RHE11yQLBjUSXUREREQEmga9fLejhnnrypi7tpS8bdWEfzDXYpLLwrguLsbnxtA31Y7F8BIs3cSy0gM/Z35+/sEHLh2HaZLo3dE8ynwlmfWr6FS/Fpu5axmMKlcuxfEDmbuxgX+98iG5k67h+HGjoxC0dERBi4ONMYPZGDMYixmkm3cN/RqX0LNxJanBEo6r/ZDjaj9ku6Mnq9yjWRczjKBFI86jQUl0EWm3dlQ38uW6Mr5YX8aX68up836fqI63m5wct5VJjR9zormIOK+3aUNcJ+h3IfQ/G7odz7xXX+fdtR9x9k96069v70Me45w5HtW1ExEREZGjmmmabCyr55uNFXyzoYKFmyuoamhZD6N7ipOVn71O3Zr5bN2+iuVmmL8fhljq6+sPw1GlrYvxV5JZv5rM+lVk1K0is341McGaXdo12hIpjh9IcdwgiuIHUhw3EJ89EYDZ3/2HJUXvk33QzyuL7F7YsLEpZhCbYgbhCDfSu3EF/RoWk+PfSJfm5aSat1njHslK9xhKHTnRDvmooiS6iLRpBQUFlJeXA+Dxh1lb4WdZsY+8Yh876lomppNtAU5xruHMwKeMN1bgbGxKqvtiMynJPJ7qrOPxpAwAwwq1wIqVbN7cNFI8Oc5FVmpr1ekOnOraiYiIiMjRxjRNCiob+GZjBfM3VjB/UwVlP3hSFCDOaWN8r1RO6tuJE/ukU7wpn5G3/oPLbn2YjNyehzym/G/n8fGMx/HuHFwjHZbD9NG5ZhkZzbXMM+tXk+gr3KVd0LBTFtuX4vgBFMcNpDh+ENWunP2qQS1yuPgtMayKHcOq2DHEBasY0LiYQZ4FJIYqGer5mqGerymxd2Gl+1jWuEfgt2iS5cNNSXQRaZNCYZMv8tYx5bqbsaT3wJHdB3tqDsYP6syZ4RApdes50bKCy5JXMsK6EWvIBAusKg3x1pogb+UHyCteB6wD/tXq+Rp8KrciIiIiIrInPxzg8kOmabKjLkh+WYDV5X5Wlfkobwi3aOOwQr9UB4M6ORjcyUnPFDs2iwGUU7ypPFJuJSO3J116DzzksZcUbDzkx5TocwWq6eRZS3r9Okbb53DHL2PpG/491pXmLm1L7Dlsc/Zmm7MP21y9KXJ0I2Q0T1AbAqoBils9V21d3eG4BJG9qrcl8238qXwbN4Ec3wYGNyygZ+MKMgLbyah5gxNq32VdzDCKYux8GO1gOzAl0UUkqhr8QTaXe9hU5ml+rWdTuYcNpfU0+EMkTLiuRXtLYxW9Aus4x7mUKxKWkOj+ftLQJVWxvF+YyvtFKayrb5oYlAyIy2j9/IHKHfi2fYenUSNSRERERERaU1BQQL/+/WlsaACLDUdGD1w5A3F2HoCzywCs7sQW7c1QAF/hWrwFK/BuXYGvcA3rQ0He38t5VG5FdscwQyR6d5DWsIH0+nVNiXPPOuL9PyiUbwXSrYDJDq+LpbVJLKlJYmltEnm1idSGmhPmbG9e9o/mu5KoMyxsc/Vhm6sPrlA9/RuXMNgzn9RgCQMbFvGnbnDVL2OZ71iAP3ACjfbkaEfcoSiJLiKHXShsUljdyMay+kjCfFN5PZvKPBTVtJ68dlpMajYtZ0SmwamJ25lsfE0/15bI9jAGm4yufGftzyprf6qzkiALJtC07Is5c+ayZNt3qlkuIiIiIrIbpmmyo7qRD/K24Rw5hd7jzqLecBMyW5a8sBgmqQ6TVKdJmjNMqtPE1r0PjO8DXLDX86jcigBghknwFZPasJHUhk2kNWwkpWETqY1bsIV9u92lypVDWWwf5m/x8Op7c4gZfSE9Bx8DSU3b+zUvB0vzXUlb4rXGsSzuRJbFnkBmYCuDPAvoVb+Y/unQn88ILZrLxpST+C7zPAoSj4EfPNUvB0ZJ9HagtUfmDpW0tDRyc3MP2/GlY/vh96dpmlQ0htlUFWBzdYCt1UF21AUprg8SCLd+jHiHQXa8jex4G53jbXRxh+gdWEPy6pnk5CwnPfb7H/YhrBQ4+7AhZggbXQNptMYDENO87C/VLBcRERERaRION9Uy/25HDSsLa1i1o5aVhTVUN08CmjjuImoATHDZLGQnxTQvLjrFu7BaDryWtMqtHD2qqqspLtxBYqiCTv5tZPgLyPRvJSPQ9N5p7v4PKQHDQYk9h0JndwodPSh09qDI0Q2fpekp5AXFb/Hlhv9y9nFJmu9Kjh6GQbGjG8WObty3LJnkdW/z2zN60sdaSJ+Kz+hT8Rk1zmxWZpzDqk5n43F2inbE7ZaS6G1cQUEB/fv3o6Gh8bCdw+2OIT9/jRLpsl9M02Thyo1MvuxaSM7BkdETR0ZPrLFJu28fDBCoKiRQuZ1gZdNroHIHwcodhL11VMUb5Pa2MaaPjYk9bMTYmzvgsRbqww62xQ5mk2sgW1z98VtcR+5CRUREREQ6oFDYZHN5PSt31DYlzXfUsLqwlrrdzBVktxp0ibeyYt6HnHDSBAb26UFKrANDEzDKXthDDSQ3FpDcuJVs8zPOmhJD//Bf6L2hEbd19yOtfGELGzyxrPbEs6Y+nnxPPPn18WxtdBNm5/dcYfPyVWQ/lVuRo11j2M4bSwMUn/hTfnxCfwaVvEv/0o9J9BUyvuBpxhb8gy3J4/gu4zw2p4zHNJQW3h/6arVx5eXlNDQ08uIdF9I/N/2QHz+/oIzL//ga5eXlSqJLq5o62B5WFTZ1rlfuqGVVYQ213iCJZ/ymRVsDkwS7SZLDJNFuEt+8uK1g9MgCsgCwmz56+NfS17+Kvv7vyAy1nC29wpLO7NJE/v7hcpJOupQTxh1zpC5XRERERKRDCYdNNpXXs3xbDd/taFpWF9bSGNi1LIXDZqF/VgKDshMY1DmRQdmJ9MmMY9WK5Yy8/Ql6nH0yqXHOKFyFtFWWcIAEXxGJ3u0kebeT0rCF5MatpDRuaVmzPAYYZAc8AASxUmGkUGKkU2zpRInRtJQbKYTdVmhOgXRpXvZG5VZEvlce24e5PW7my66/onfFHAaXvEOX2mX0qPqKHlVfUW9PY1XG2eSnn0GVu1u0w20XlERvJ/rnpjOiT+dohyFHgUAozIbSelbuqGFVYW3TiJSiWhr8u3ZEbBbw7FhHv9496d45i/QEJ2mxDmzWXWttWUNeMutXkV27gpyaxXSuzcNm+iPbw1goiRvAppTj2ZhyAhXunsx+6wXmblnK2ah2l4iIiIjI3hQUFFBWVkaJJ8TGqgAbKpuWjVUBvEFzl/ZOq0H3ZBs9kuz0SG5auiTYsFkMIACUEygtZ1Up5OfnH/HrkTbCNHEFa0j0FpLo20GidzuJ3h2RJd5XgoXW63c22JOpiunKymI/s75aSuKw0+kyeBw11hRMw9qirRXIOMAwVW5FpEldbS1FRUWRz9sZzudpw0lP2M4xdbMYVTeHuEA5Y7b/mzHb/812Ry+WxZ3I8rjjqLWltnrc6urqIxB926UkensTDkKgEYI+sNrB5gSrE/QYnRyAOm+AdSV15BfVsbqollU7asgvrsMf3LUDFGO3MiC7aUTKwOYRKfWF6xlzzFlc+tRbdOmS+H1j0yTWX05G/Wo61+aRXbecjPp8rGbLx+pqHRlsTT6WrUnHUpB4DD57IiIiIiIism9M06SoxsuK7TV8vbqAZ9+ehS29O1b3rv3qsN+Lv2Qj/uL1+Is34CvZQLCykHXmHiYv2o36+vpDFb60AYYZJCZQQ6y/nOGWdcSPsnNG+CN6rptDvK+EOH8p8f7SVif13ClgcVHj6ky1qwtVMV2pjOlKVUw3KmO6Rn7Pm73uP3w4fwFn9+1CnO3QP2kvcrTzNj9dtHjxYpat2dRqO7sxnsnpJVyatY0JqWV08W+gS+UGzqj4F19WpvF6cWc+KMugJtjyD1M7SyY1NDQcvotow5REb8uqtpCybRaPTnLSu+JT+KoGQrv7j8uAmGSIy4C4TpCUC/FZmnlXANi6dSubC8sorg9S4gmxrSbI1poAW2uClHp2/5ib227QI8lO9+bRKD2TbWTF2ZonCvIDZXiLy1i/dg0OK8SUrSDLXE6WfzPZ/s1k+TYTF67d5bi11hQ2u/qzxTWAdTHDKbN3bvoDUAAobwBa/iCuras75F8PERERkQP1wwnVD4e0tDSVWJRWmaZJca2X77Z/X5Llu+01VHi+f7rT2XUYABZMEh0myT9Y4u0WLL16A70P6Pz5387j4xmP4/XuftJHiT5LOIAzVI8zWIczWI8z1PTqCtbgDlQSE6jC7a/EHaiKfI4J1mDQ/JSCAzgzBpgDZbsev86aRIUtkwp7JpW2TCrsWVTYM6iwZVFvTWo5uC9MU9UWz/e/5+n3O5HDyx9syvEM7dmJcccM32v7OcBC08OQ0CqGh1bQjW2clFrOSanl/BULmyzdWGXpxyprP2qMRBZ8E+DL9eDz+/d67I5ISfS2bMHTdFv2d2461gk/rCOG0TQCPRxsWjChsbJpKWt+xM4eA8k9IL0vpPQEi3V3Z5A2YH9/GTNNk0AYAiETX8ikIRCmxhemztfytaIhzLZqL9uqGrA43K0eL1hXTqB0C/6yzfiLN+Av2UiwuoT85o6U3QIZcQaZcQa5iRZ6pVjomdz0elyyhcbfxWMxH92lkxUyYa0nnoXVySyoTmFBdQpbvTGAARQ1L3umiWFERESkrSgoKKBf//40HsbRVzFuN2vy85VIF2oaA6wvqWNdST3rSupYX1rH2uJ6yut3HVRlsxj0yYgn2xXg1af/zI+vvJb+A/phsxzaQVUlBRsP6fHkf5gm9nBjUwI8VN+UBA/W4WhOimdbFzF4opOh3plk5r1LTLgeV7gBV9hDTNiDK+zBYR5YYiuMQYMlgcJGO6s3F1HiyKEwlEShz8UObww7fC6KvC785g/zCvXA+uZl3+j3O5EjI9ZlJys1YR9bJ7CFLLYwkYRgBf0al9K3YRlpwSJ6hzfRO7yJ84IfUWzP4dMusdRlWr7/w9tRRkn0tix3DPXrvuC5T5Zyzmkn061XP3AmNCXQd/6Fd2d5F08Z1JdCXSFUbW1aV7qqabHHQKcBkDG4abS6Sr8ccaZpUl7vp8Ljo7LeT2WDn0qPn82FZTz17AzCFhuGzdm02B3N7x1Y7E4Mqx1sDgybA8Nqx2Lfv0l8dibQY6wmsTaTOJtJoj1Mut1LjrWK9MwqEno2EB92khDuQnwojoRwLfHhahLCNcSae39csz5ko9TWmSJLBkVGJoWWTIqNTgRj7JAGicCkA/i6aWIYERERaSvKy8tpbGjkR7c+jjW1K54g+EIG/jCETAObxcRmgNMC8famidbj7SaWfex6lxRsZOZDN1NeXq4k+lGi1hugoKKBrRUNbKnwUND8uqXCQ0nt7ktnWC0GvTvFMaRLIoM7JzK4SxL9MuNx2a0sXbqUf/38Y5KvueaQJ9BlzwwzRAxeuiQYxNWux7453JzgblqckfceXOGGSNI7pvmzq/mzdQ91xbED453Asp3zcraqNmijJmijNminJmCnOminzO+gzO+kvPk18j7gpDJgJ2Ra8JdupnH9Jo6fMo5jRw0lGUgGBh2ir5N+vxNp22ptqXwbfyrfxp9KYrCMXo0r6en9jmz/FjID25jaCaZeF0d1+C8Ur11EQdJoCpLGUOfMjHboR4SS6G3ZwB+xzteVG389kuPO60m3uE67trHYwBnftKT0aFoXDkHtDihfD6WrIeCBHUuaFncaZA5uSqo744/s9XRw3kCI7VWNbKtsoKCyqTNcUNlAQaWHgsoGvIHdd4jcQycfxFlN7AY4reCwmDgtJjGWEAmWRlKNOpwlKwit/phTR/Whd5KV+FAlCcFKEnyVOLz7PkohiI06axK1tlQq7JlU2LKosGfxxdK1vPnqq4z58c85edyoFvscigp3mhhGRERE2oKKeh93fl5Bzq9fZSluqNi3/awWg6xEFznJbnJSYshIcGHRgJYOKRw28YfC1HoD1DYGm18D1HqDVDf4Ka7xUlzrZWtpNcU1XiobwzTuZqLPH0qNsZCTaCc3wUZOoo3cBBu5iXacNgMIAZWEyypZ3fxEqCb+3H+GGcIRasAR8uAI1uMMeXCE6nEEPU3rQp6mdcGm9c7mdS22B+txhBvABdwUDzwDhQceUyBsUBO0t0iC14ZsVNV5qSgtIbHHMNI6d8NruGjEhRcnjYYLLy68RtNn07XnP6KkNi//a2eSO8Zp3Y9RrPtOv9+JtB81tnSWxJ/MkviTcYfq6OFdSeK2efR3FJPkbCCp/L/0K/8vAJWuXHYkDqcofgiF8UOoisntkCWmlUTviCzWprroSbnQ82So3AwlK6F8HTSUw6bPYdNcSOlOUrgzzsNc6aWj1I40TZNKj785Md5AQXOSfGtlA9sqGyiu9WLuoR9sGJDidpAS6yA51kGK20GosZY3Xvw34ydPITUjC5vFwGY1sFksza9N760WA5fpJSFUSWKwkoRQOcnBMhL8ZcQFyonzlxHrb3q1h71EBjCkAMcBzN/taIWaoI0Sn5MSn4tiv5NSn5Niv6v59fvPVQE7TWVYdmp6dM9fupVGj0kwqJEEIiIi0nEluR1srApgcbqxGCad4mNIiXXgdliJcVixWgyCoaYkar03SKWn6alDfyjM9qpGtlc1Mn9T00Tt3VLddE+LJTfVjdOmkotHimma1PuClNT6KK31UlLnpaTWR0mtl+qGAI3+EN5giJq6Buq9fvwhk0DYJGxCKAwhs+l902eTkAlh8/vtB/pge8hTRaCqiGB1McGqQoLVxQSqiwiUb2Orv4GlB3DMo2LiTzPcnNyuxxmqb5HYdkaS4D9Ieoc8TLRv4VdXx9I58AAJC/6IM9yA0zy09d39IZMG00nIHosXJ15c+AwnXpz4DEdT0rs54d24MwkeSYA7acRFAPtunx6fM2cuS2a9y2mXDuL0EeN22e5qXg6GktwisjsN1nhWxo5l9vZG/vvGTH5+3VWc3cdO78Y8cnzrSPEWkOItYHDJu03tLXEUOPuy1dWX7c7eFDq6U2dN3mtljMOZOzwUlETv6AwLpPZsWoJeKFsDxSuhdjtUbqIHmyi9OZ7gkv+DmJ9CrwlN5V8OkV1qR1rt2BIzsCVlYotPxeJOxNq8NL1PwuJ0g8WGYbU1xR8KYoYC3y/BAGbQT9jnwfQ1YIR8XPuTy+ncKZV4l414l40El52EGBvxLjvxLhtuhw2LAUbzP1iDpn+7oXBTZ7rOG6TO2zRSpM4bpKbBT3Gtl6JqL5ubR4tUNIbw7yVX7LIZZMZZyYi1khlna/Ga5rZit7b8gZG/egdvLX6RIRN60c2/hYRQFfHNS0Kwsuk1VElCsAqn2bjPX/dGSyy11mS214RYvX4r9i6DcWd0p9aIb1qIp86II+ByQNyu+yc2L333ch49jiciIiJHA6vFYPqxSUy76lKuv+cv5Pbps9d9TNOkqiHAtqqGyNOKjYEQ+cV15BfXYTGgc1IM3dNi6Z4WewSuouPy+IKU1jUlxEtqvZQ2J8dLmteV1noprfPRsLfO/CFgmmHCvgZMbz1hn4ew10PYW0+wvpJQfQWhunLGnno23bt1I8YKNkss0Kt5OTjtZuLP5trfOxPgOyfAtFtWEjvSztiGj8hdtaBF2RNXuAFX6Pv3TrMRy/7+6cIKdLECFU0D+X/AG7JQF7JRF2xaaoP2yOfa5nV1Ifv374O25u1N62qDNiqKtlOzdiGTL7+EU08Ys9+hxTYvrVGCW0SizRsIEQjDv78p4j8rUoBeJFi7Mj65gtFJVYxOrGJEQjVu6unXuIR+jUsi+5b5HaysS2BlfQLf1SWwxhPPBk8sDeHvU9Oh+koAior2PodeNBxVSfSnnnqKhx9+mOLiYoYOHcoTTzzB6NGjox3WPskv+H7WxpAJXtOGaTaPDTaIdCAsmNiN8B5qL6ZD7Mk4nbWkNG4ioW49CU4v7JgNr84Gmwu6joOep0DX8ZAxCGz7/p91OGxS7vFFflFYsHIz7pOuodfgcQSsbhpDzQEfYi8uLWO304cfYqYZJlRX0TRSpHkJVBdF3ocba9nhgNQYg1S3QWqMQZp753sLmc0TdGbFWciKN/hxnMFlt8SD+QgU7/38tUEbxT4nxT4XRT4XJc0jxXe+3/m684dQU027tUy+fDinDvm+I+dsXg6WOnIiIiJyINpjv3xUtotA+dZ9rnFuGAYpsU1PIQ7tkkQobFJU08jmcg+byz3NCfZGtlU18sX6cuJtdpJO/inf7vDSra+flNhD38/64ROiobBJtTdMZWOIisYwFY0hKhtDVDWG8QabJrD3hUx8QRN/qGmxGE2TWNqtYLcYTYvVwGkzcNsMkuPdZKcnE+e0EetsGtwS67AR57IR57RF1jusFgwLWAwDg+ZXA/yhMF5/iAZ/iMZA86s/RE1jgEqPj/L6phH+FR4fFfV+yup9lNb6qPft+ySF8S4bGQkuMhKcZMS76JTgIiXWTozdSnHhdu6583eccM4lpKZnYjFoGohD0wAcA7AAhmG2XPeDV5sBhuGg6ZHQlBbnbkpyv072hZfQf8DAQ3FLWzhSE386TD+x/vLvR4EH63GF6lp8du4sc9KcJHeE6nEF6yLlTyz/m8UGcABnxQBzoHrfYvGFLZEkdl3Q/n3SO9RyXV3IRmVlFeVb19NtzCR69hvYPDq8aZR4yNi31IgVSGpe/tecOXNZslYDjESk4/I3VyEY2rMT444Z3mJbEfAu8L4ZItsspmt4G7nh7WSbxaSb5aQ7/JycWs7JqS1Hm1eTQJkljTIjlZVlJm/WW6muqjxCV7R/jpok+quvvsr06dN5+umnGTNmDI899hiTJk1i7dq1dOq0m1rjbcCbS7bz7KwiMq/4MzeXuLFUxzY9QurY80hx0wxj+hsJ+xqaFn8Dpq+haSSEv7HpvT9I2J+O6YulZ5yXW6eMpJd/LY6GQqzrN2Gs34iVZ7BarRipvfCl9METm4MnJps6WwoeYvHgoqwRimqbavwV1jRSUuslEGo5IiBu8KnUQuSv/Q4jRIrNR7LVS4LFS5LRSKKlgWTqSbXUkkADDoI4CGIxQgTDBkGsBEwrfsOOz7TjxUm96aTKC1t3FJHRfQBBRwL1YQf1ITv1YXvTa8hGfdhKyGy9FpMFkzhbiDhrmFhbiFhriHhrkHS7D5evnDXf/JdjBveia7xJhlFFbHIjjhw/TtOLw/ThMH04TQtuMxF32Iptdx3CvagJOmi0J1JnxFNLHPVGXGTUeF3zyPFaIw6/y7nbkePpzcv/TviikeIiIiLS1rTHfvmhYLUYdEl20yXZzfG906lq8EcS6oXVjdQFDRJHn8+DX1fx4Nez6J4WS9+MePpkxNGzUxzZSTFkJrhIj3fitFkiT1j+UChsUtsYoLoxQHWDP/JaXONjw44yZr7zEUZMEtb4VKyxyRiWQ11OppF9Lhh/iLlsBikxFlJcVpJjLKTEWElxWUiOsTa9j7GQ7LI21xPfKQw0RD5ZvFtpyP+CAdN+TZfeAw55jPuV5DZNLGYQqxnAYoYwzBAWM4jFDDV/Djd9Zue2ED2MHYztYqWvuZGcandk/Q/b7FysYR/2sBdb2Ict5MXW/N4e9jZ/3rm96b0j5OFnzkr+/ft47OYdsOjgvx4hLHgtsc2Lm5LqBgoKtuHK7EVcamaLEic/LIHixRmp/R007Pt0Livw3Zy5LFmXz2mjMumR3jcysOhQVf7WACMROVrEuux7nDchRDKb6M+m5s+2sJ/UYDHpgULSAztID+wgOViKO+whiVqSwrX0ZhPjUuCiC9x8cBgG3x4KR00S/dFHH+Waa67hqquuAuDpp5/mww8/5LnnnuO2226LcnS7t72qkfxqcGb326/9DMOC4YzF4ty3x0KrgdtLASa0EkjzElHXvLRyfsJkUEWuUUpXSwm5Rmnz0vQ+hbrvyyDtrN19oDleG9AVCL8D//vUoqVpMU3wY8Ns/kf4w1cDExf+7+MJ/SCWndVTRgIsAt++hxUwHHgs8TRa42iwJOCxxtNgiafOmkydLZk6azK11mTmfb2Q92c+x6QrfsnJ40a2ejw7u5/4ZW/UkRMREZG2pj32yw+HZLeD5FwHI3KT8QVDLFu5js9mf8aAE85iW20wkmD/ZNWu+1otBm6HFZfditlcmzsQClPn3fOIbFfPliUmDExcVoixmsRYwWU1ibE1TVxvNcBqMZtemxfTbOq+h5prg4dNg7AJQROqqipZMX8up515LjHxSTQEwzQGTBqDJo2Bpkk0GwIm3r1MpmkxwGE1cNkMnDtHudsNnGaA+XP/i7+ukrCnmlBjLSFPFaG6CkKeKkz/vpc+BLBbwGFtWpw2o/m9wYB0C8m1+WTWhbGGA1jNANZwAEvzq9UMYg37mz6bAazhIFbTjyWyLdD8uSkB/sP9J9oLuWaqm0z/X4hb9Lem9gSxmc37mkFszYlzG/s+uj7CCfddHQvm32E33zcHzaDpG4Gm74HaSCmTlq81u11n/8E6GzUBOw1hKz98SrnpKdp1TL58LKcObL0cir15id/P8PW7kYhIdAQtDkocuZQ4Ws5n6Ax7SAmUkRwsJTlYiqViA+vXb4DBSqJHjd/vZ8mSJdx+++2RdRaLhYkTJzJ//vwoRrZnpw7IYNuaZfzt8Uc59YwzGdC7Kw6LicMSxmGYGEbzBDbN/VCTpsRwIGzgb158YUvkvd808Ict+EJN7wNhg7JqD4WFRXTqnIs9Jo6QaWBCZNIcCINp4iBIrOElngbi8BCPh3izgRSjlmyjgkyjkiyjkiyjgk5UYze+z4r7QyY+nIQsTZOq7CAeHw78hh0/DvyGo+kzdvyGgyA2wlgwMQhjYDa/B7AQxkIIK2GshNi2ZTMlm/JxpXbG6XBgs5jYDBN786vN0lTe5n/X2QwTu9H0S0HIdBLCIGQaBMNG0y8FNL0P+Lz4PTX44zvTaLjxhKx4QjYaQlbqm18bmtdVBexUBhxUBhw0hlsb1VPfvGxr+tqUbsYfgmDwADrJIiIiIu1Me+2XA3Rbcj8vnR9D99LHcHl2Td+Zexo1tZeJtABO8NRyjvtbxjnzoVsa+b40NvqT2ehPZmsgkbKgm9KQG79pIxQ2m+f02X0fMtbwk2D1kWjxkWD1kW5tIClUSd3W7+jdOYUsd4hUi4dEowGrYWL8oLa0Ye5835Qx/z7ypvVGiyttXmeYeKxVlHReg7H89eZ237f64eU39fEtYDQdyTSM5qNasJlB7EagqVTKbr58N6ZB+rDuxLhjm4/kxGpmYCEdK80jrNk5+jrcch1hrGaweX2YPfI+BCv23OSAWIFuNmAH+Pd/95BJ0+8spkHQtETeR9YFQwR8XsKOOIKGjXCk7fftQs37+sIWGkJWGkNWGsOW5tem32284ab137+3UBeyU1FSTMm6PAadfhlDh4/Yp+9rB5DWvOyNnqIVETm6+CyxFDljKXJ2AyBv6yr+89Z3vHh+dONqzVGRRC8vLycUCpGRkdFifUZGBmvWrNmlvc/nw+f7fthxTU0NALW1tYc30P/RJQ76Omto3LCQ8nVZbPGWHJLj/rAedtGqNZR8PZsDObLdArF2cNqaFtMEf6hpCex8bZ6pfvjJx9O3d/dDEv8PLc0rZd0SHz1Hd6d7j67srT+8v9atXkXBioX0HN216fg/ZG1emrmA7OZln49fF6YA2LZ1C98u3rdHEfdHSWEhAIXbtvHt4qU6fhTOoePr+Efz8Y/EOXR8Hf9gFBTsAKChoeGI9/N2ns8093NivHZuf/vl0Hb65rZNszmzjw18y/brCcX9MaivDcq/hXI4jqblh0wT6nDRiIsGs2kgigWzeaBJmESjgQQasBP6/gnLwA8OkAEEgcP0pevTdX9+vTRhtxND7qXETLigaUzKfpxlb8NVwjSVj/SHoNHrJ2A48JsWgmELvuYBSUHTEhmkFIwMWrJ8P4DJNAjsHMD0w/fNbQJhg4a6WhrKtpHWaxipGZ0ImFaCpoWAaSFE02vk8w/WB01L8+CiPSetv//d5dhdf3fZX//zuw5AxfZKCutMUopLSdly6Ouv11U21cltr/+ntPfjH4lz6Pg6/tF8/CNxjvZ+/Gj1zfe1X26YR0HPvbCwkM6dO/PNN98wduzYyPpbbrmFefPmsXDhwhbt77nnHu69994jHaaIiIiIHGW2bdtGly5doh3GEbO//XJQ31xEREREDr+99cuPipHoaWlpWK1WSkpajrcuKSkhMzNzl/a3334706dPj3wOh8NUVlaSmpq62wl8Dqfa2lpycnLYtm0bCQmHasoTaSt0fzs+3eOOTfe349M97tiieX9N06Suro7s7P15hq39299+ObSdvrl+HnR8uscdm+5vx6d73LHp/nZ80brH+9ovPyqS6A6Hg5EjRzJ79mzOO+88oKnzPXv2bKZNm7ZLe6fTidPpbLEuKSnpCETauoSEBP2Q6MB0fzs+3eOOTfe349M97tiidX8TExOP+DmjbX/75dD2+ub6edDx6R53bLq/HZ/uccem+9vxReMe70u//KhIogNMnz6dqVOnMmrUKEaPHs1jjz2Gx+PhqquuinZoIiIiIiJHDfXLRURERKS9OWqS6BdddBFlZWXcddddFBcXM2zYMD755JNdJjUSEREREZHDR/1yEREREWlvjpokOsC0adNafUy0rXI6ndx99927PMIqHYPub8ene9yx6f52fLrHHZvub/SoXy5tke5xx6b72/HpHndsur8dX1u/x4Zpmma0gxARERERERERERERaYss0Q5ARERERERERERERKStUhJdRERERERERERERKQVSqKLiIiIiIiIiIiIiLRCSfQ27KmnnqJbt264XC7GjBnDt99+G+2Q5AA88MADHHPMMcTHx9OpUyfOO+881q5d26KN1+vl+uuvJzU1lbi4OKZMmUJJSUmUIpaD9eCDD2IYBr/+9a8j63SP27cdO3Zw+eWXk5qaSkxMDIMHD2bx4sWR7aZpctddd5GVlUVMTAwTJ05k/fr1UYxY9kcoFOLOO++ke/fuxMTE0LNnT+6//35+OG2M7nH78sUXX3D22WeTnZ2NYRi88847Lbbvy/2srKzksssuIyEhgaSkJK6++mrq6+uP4FVIW6O+ecegvvnRRf3yjkl9845L/fKOpyP1y5VEb6NeffVVpk+fzt13383SpUsZOnQokyZNorS0NNqhyX6aN28e119/PQsWLGDWrFkEAgFOO+00PB5PpM1NN93E+++/z+uvv868efMoLCzk/PPPj2LUcqAWLVrEM888w5AhQ1qs1z1uv6qqqhg/fjx2u52PP/6Y1atX88gjj5CcnBxp86c//Ym//vWvPP300yxcuJDY2FgmTZqE1+uNYuSyrx566CH+/ve/8+STT5Kfn89DDz3En/70J5544olIG93j9sXj8TB06FCeeuqp3W7fl/t52WWXsWrVKmbNmsUHH3zAF198wbXXXnukLkHaGPXNOw71zY8e6pd3TOqbd2zql3c8HapfbkqbNHr0aPP666+PfA6FQmZ2drb5wAMPRDEqORRKS0tNwJw3b55pmqZZXV1t2u128/XXX4+0yc/PNwFz/vz50QpTDkBdXZ3Zu3dvc9asWeaJJ55o3njjjaZp6h63d7feeqt53HHHtbo9HA6bmZmZ5sMPPxxZV11dbTqdTvPll18+EiHKQTrzzDPNn/70py3WnX/++eZll11mmqbucXsHmG+//Xbk877cz9WrV5uAuWjRokibjz/+2DQMw9yxY8cRi13aDvXNOy71zTsm9cs7LvXNOzb1yzu29t4v10j0Nsjv97NkyRImTpwYWWexWJg4cSLz58+PYmRyKNTU1ACQkpICwJIlSwgEAi3ud79+/cjNzdX9bmeuv/56zjzzzBb3EnSP27v33nuPUaNG8eMf/5hOnToxfPhw/vnPf0a2b968meLi4hb3NzExkTFjxuj+thPjxo1j9uzZrFu3DoDly5fz1VdfMXnyZED3uKPZl/s5f/58kpKSGDVqVKTNxIkTsVgsLFy48IjHLNGlvnnHpr55x6R+ecelvnnHpn750aW99cttR/Rssk/Ky8sJhUJkZGS0WJ+RkcGaNWuiFJUcCuFwmF//+teMHz+eQYMGAVBcXIzD4SApKalF24yMDIqLi6MQpRyIV155haVLl7Jo0aJdtuket2+bNm3i73//O9OnT+eOO+5g0aJF3HDDDTgcDqZOnRq5h7v7ma372z7cdttt1NbW0q9fP6xWK6FQiD/84Q9cdtllALrHHcy+3M/i4mI6derUYrvNZiMlJUX3/CikvnnHpb55x6R+ecemvnnHpn750aW99cuVRBc5gq6//npWrlzJV199Fe1Q5BDatm0bN954I7NmzcLlckU7HDnEwuEwo0aN4o9//CMAw4cPZ+XKlTz99NNMnTo1ytHJofDaa68xc+ZMXnrpJQYOHEheXh6//vWvyc7O1j0WEenA1DfveNQv7/jUN+/Y1C+XtkzlXNqgtLQ0rFbrLjOEl5SUkJmZGaWo5GBNmzaNDz74gM8//5wuXbpE1mdmZuL3+6murm7RXve7/ViyZAmlpaWMGDECm82GzWZj3rx5/PWvf8Vms5GRkaF73I5lZWUxYMCAFuv69+9PQUEBQOQe6md2+3XzzTdz2223cfHFFzN48GCuuOIKbrrpJh544AFA97ij2Zf7mZmZucuEkcFgkMrKSt3zo5D65h2T+uYdk/rlHZ/65h2b+uVHl/bWL1cSvQ1yOByMHDmS2bNnR9aFw2Fmz57N2LFjoxiZHAjTNJk2bRpvv/02c+bMoXv37i22jxw5Ervd3uJ+r127loKCAt3vdmLChAl899135OXlRZZRo0Zx2WWXRd7rHrdf48ePZ+3atS3WrVu3jq5duwLQvXt3MjMzW9zf2tpaFi5cqPvbTjQ0NGCxtOwSWa1WwuEwoHvc0ezL/Rw7dizV1dUsWbIk0mbOnDmEw2HGjBlzxGOW6FLfvGNR37xjU7+841PfvGNTv/zo0u765Ud0GlPZZ6+88orpdDrN559/3ly9erV57bXXmklJSWZxcXG0Q5P99Itf/MJMTEw0586daxYVFUWWhoaGSJuf//znZm5urjlnzhxz8eLF5tixY82xY8dGMWo5WCeeeKJ54403Rj7rHrdf3377rWmz2cw//OEP5vr1682ZM2eabrfbfPHFFyNtHnzwQTMpKcl89913zRUrVpjnnnuu2b17d7OxsTGKkcu+mjp1qtm5c2fzgw8+MDdv3my+9dZbZlpamnnLLbdE2ugety91dXXmsmXLzGXLlpmA+eijj5rLli0zt27daprmvt3P008/3Rw+fLi5cOFC86uvvjJ79+5tXnLJJdG6JIky9c07DvXNjz7ql3cs6pt3bOqXdzwdqV+uJHob9sQTT5i5ubmmw+EwR48ebS5YsCDaIckBAHa7/Pvf/460aWxsNH/5y1+aycnJptvtNn/0ox+ZRUVF0QtaDtr/dtZ1j9u3999/3xw0aJDpdDrNfv36mf/4xz9abA+Hw+add95pZmRkmE6n05wwYYK5du3aKEUr+6u2tta88cYbzdzcXNPlcpk9evQwf/e735k+ny/SRve4ffn88893+3/v1KlTTdPct/tZUVFhXnLJJWZcXJyZkJBgXnXVVWZdXV0UrkbaCvXNOwb1zY8+6pd3POqbd1zql3c8HalfbpimaR65ce8iIiIiIiIiIiIiIu2HaqKLiIiIiIiIiIiIiLRCSXQRERERERERERERkVYoiS4iIiIiIiIiIiIi0gol0UVEREREREREREREWqEkuoiIiIiIiIiIiIhIK5REFxERERERERERERFphZLoIiIiIiIiIiIiIiKtUBJdRERERERERERERKQVSqKLiIiIiIiIiIiIiLRCSXQREQGgrKyMX/ziF+Tm5uJ0OsnMzGTSpEl8/fXX0Q5NREREROSoor65iEjbYot2ACIi0jZMmTIFv9/PjBkz6NGjByUlJcyePZuKiorDcj6/34/D4TgsxxYRERERac/UNxcRaVs0El1ERKiurubLL7/koYce4uSTT6Zr166MHj2a22+/nXPOOSfS5rrrriMjIwOXy8WgQYP44IMPIsd48803GThwIE6nk27duvHII4+0OEe3bt24//77ufLKK0lISODaa68F4KuvvuL4448nJiaGnJwcbrjhBjwez5G7eBERERGRNkR9cxGRtkdJdBERIS4ujri4ON555x18Pt8u28PhMJMnT+brr7/mxRdfZPXq1Tz44INYrVYAlixZwoUXXsjFF1/Md999xz333MOdd97J888/3+I4f/7znxk6dCjLli3jzjvvZOPGjZx++ulMmTKFFStW8Oqrr/LVV18xbdq0I3HZIiIiIiJtjvrmIiJtj2GaphntIEREJPrefPNNrrnmGhobGxkxYgQnnngiF198MUOGDOG///0vkydPJj8/nz59+uyy72WXXUZZWRn//e9/I+tuueUWPvzwQ1atWgU0jXYZPnw4b7/9dqTNz372M6xWK88880xk3VdffcWJJ56Ix+PB5XIdxisWEREREWmb1DcXEWlbNBJdRESAprqLhYWFvPfee5x++unMnTuXESNG8Pzzz5OXl0eXLl1220kHyM/PZ/z48S3WjR8/nvXr1xMKhSLrRo0a1aLN8uXLef755yOjbeLi4pg0aRLhcJjNmzcf+osUEREREWkH1DcXEWlbNLGoiIhEuFwuTj31VE499VTuvPNOfvazn3H33Xfz29/+9pAcPzY2tsXn+vp6rrvuOm644YZd2ubm5h6Sc4qIiIiItEfqm4uItB1KoouISKsGDBjAO++8w5AhQ9i+fTvr1q3b7YiX/v378/XXX7dY9/XXX9OnT59IbcbdGTFiBKtXr6ZXr16HPHYRERERkY5EfXMRkehRORcREaGiooJTTjmFF198kRUrVrB582Zef/11/vSnP3Huuedy4okncsIJJzBlyhRmzZrF5s2b+fjjj/nkk08A+M1vfsPs2bO5//77WbduHTNmzODJJ5/c6yiZW2+9lW+++YZp06aRl5fH+vXreffddzV5kYiIiIgctdQ3FxFpezQSXUREiIuLY8yYMfzlL39h48aNBAIBcnJyuOaaa7jjjjuApsmNfvvb33LJJZfg8Xjo1asXDz74INA0auW1117jrrvu4v777ycrK4v77ruPn/zkJ3s875AhQ5g3bx6/+93vOP744zFNk549e3LRRRcd7ksWEREREWmT1DcXEWl7DNM0zWgHISIiIiIiIiIiIiLSFqmci4iIiIiIiIiIiIhIK5REFxERERERERERERFphZLoIiIiIiIiIiIiIiKtUBJdRERERERERERERKQVSqKLiIiIiIiIiIiIiLRCSXQRERERERERERERkVYoiS4iIiIiIiIiIiIi0gol0UVEREREREREREREWqEkuoiIiIiIiIiIiIhIK5REFxERERERERERERFphZLoIiIiIiIiIiIiIiKtUBJdRERERERERERERKQVSqKLiIiIiIiIiIiIiLRCSXQRERERERERERERkVYoiS4iIiIiIiIiIiIi0gol0UVEREREREREREREWqEkuoiIiIiIiIiIiIhIK5REFxERERE5QHPnzsUwDN54441ohyLNdt6TuXPnRjsUEREREekglEQXEREREWlHbrnlFgzD4KKLLopqHFu2bMEwjBZLQkICw4YN48knnyQUCkU1PhERERGRQ8UW7QBERERERGTfmKbJyy+/TLdu3Xj//fepq6sjPj4+qjFdcsklnHHGGQDU1NTw0Ucf8atf/YqtW7fy8MMPRzU2EREREZFDQSPRRURERETaiblz57J9+3aee+45gsEgb731VrRDYsSIEVx++eVcfvnlXH/99XzwwQccc8wxvPTSS9EOTURERETkkFASXURERETkIIVCIe644w4yMzOJjY3lnHPOYdu2bZHtd999N3a7nbKysl32vfbaa0lKSsLr9e71PDNnzmTAgAGcfPLJTJw4kZkzZ+623datWznnnHOIjY2lU6dO3HTTTXz66ae7rRW+cOFCTj/9dBITE3G73Zx44ol8/fXX+/cF+AHDMMjIyMBma/nQ67vvvsuZZ55JdnY2TqeTnj17cv/99+9S9uWkk05i0KBBrF69mpNPPhm3203nzp3505/+tMu5tm/fznnnndfiOn0+3y7t1q9fz5QpU8jMzMTlctGlSxcuvvhiampqDvg6RUREROTooXIuIiIiIiIH6Q9/+AOGYXDrrbdSWlrKY489xsSJE8nLyyMmJoYrrriC++67j1dffZVp06ZF9vP7/bzxxhtMmTIFl8u1x3P4fD7efPNNfvOb3wBNZVSuuuoqiouLyczMjLTzeDyccsopFBUVceONN5KZmclLL73E559/vssx58yZw+TJkxk5ciR33303FouFf//735xyyil8+eWXjB49eq/X3tDQQHl5OQC1tbV8/PHHfPLJJ9x+++0t2j3//PPExcUxffp04uLimDNnDnfddRe1tbW7lH2pqqri9NNP5/zzz+fCCy/kjTfe4NZbb2Xw4MFMnjwZgMbGRiZMmEBBQQE33HAD2dnZvPDCC8yZM6fFsfx+P5MmTcLn8/GrX/2KzMxMduzYwQcffEB1dTWJiYl7vUYREREROcqZIiIiIiJyQD7//HMTMDt37mzW1tZG1r/22msmYD7++OORdWPHjjXHjBnTYv+33nrLBMzPP/98r+d64403TMBcv369aZqmWVtba7pcLvMvf/lLi3aPPPKICZjvvPNOZF1jY6PZr1+/FucKh8Nm7969zUmTJpnhcDjStqGhwezevbt56qmn7jGezZs3m8Bul1/84hctjrnzuP/ruuuuM91ut+n1eiPrTjzxRBMw//Of/0TW+Xw+MzMz05wyZUpk3WOPPWYC5muvvRZZ5/F4zF69erW4zmXLlpmA+frrr+/xekREREREWqNyLiIiIiIiB+nKK69sMcHnBRdcQFZWFh999FGLNgsXLmTjxo2RdTNnziQnJ4cTTzxxr+eYOXMmo0aNolevXgDEx8dz5pln7lLS5ZNPPqFz586cc845kXUul4trrrmmRbu8vDzWr1/PpZdeSkVFBeXl5ZSXl+PxeJgwYQJffPEF4XB4r3Fde+21zJo1i1mzZvHmm29y/fXX88wzzzB9+vQW7WJiYiLv6+rqKC8v5/jjj6ehoYE1a9a0aBsXF8fll18e+exwOBg9ejSbNm2KrPvoo4/IysriggsuiKxzu91ce+21LY61c6T5p59+SkNDw16vR0RERETkfymJLiIiIiJykHr37t3is2EY9OrViy1btkTWXXTRRTidzkjSu6amhg8++IDLLrsMwzD2ePzq6mo++ugjTjzxRDZs2BBZxo8fz+LFi1m3bl2k7datW+nZs+cux9yZfN9p/fr1AEydOpX09PQWy7PPPovP59unmuG9e/dm4sSJTJw4kfPPP58nn3ySX/7ylzz22GN89913kXarVq3iRz/6EYmJiSQkJJCenh5JlP/vebp06bJL/MnJyVRVVbW4zl69eu3Srm/fvi0+d+/enenTp/Pss8+SlpbGpEmTeOqpp1QPXURERET2mZLoIiIiIiJHQHJyMmeddVYkif7GG2/g8/lajLhuzeuvv47P5+ORRx6hd+/ekWXnaO/WJhjdk52jzB9++OHISPL/XeLi4vb7uAATJkwA4IsvvgCa/ghw4oknsnz5cu677z7ef/99Zs2axUMPPdQilp2sVutuj2ua5gHF88gjj7BixQruuOMOGhsbueGGGxg4cCDbt28/oOOJiIiIyNFFE4uKiIiIiByknaO6dzJNkw0bNjBkyJAW66+88krOPfdcFi1axMyZMxk+fDgDBw7c6/FnzpzJoEGDuPvuu3fZ9swzz/DSSy9x7733AtC1a1dWr16NaZotRmlv2LChxX49e/YEICEhgYkTJ+7bhe6jYDAIQH19PQBz586loqKCt956ixNOOCHSbvPmzQd8jq5du7Jy5cpdrnPt2rW7bT948GAGDx7M73//e7755hvGjx/P008/zf/93/8dcAwiIiIicnTQSHQRERERkYP0n//8h7q6usjnN954g6KiIiZPntyi3eTJk0lLS+Ohhx5i3rx5+zQKfdu2bXzxxRdceOGFXHDBBbssV111FRs2bGDhwoUATJo0iR07dvDee+9FjuH1evnnP//Z4rgjR46kZ8+e/PnPf44ku3+orKxsv74GP/T+++8DMHToUOD7keU/HEnu9/v529/+dsDnOOOMMygsLOSNN96IrGtoaOAf//hHi3a1tbWRpP5OgwcPxmKx4PP5Dvj8IiIiInL00Eh0EREREZGDlJKSwnHHHcdVV11FSUkJjz32GL169dplMk+73c7FF1/Mk08+idVq5ZJLLtnrsV966SVM02wxUegPnXHGGdhsNmbOnMmYMWO47rrrePLJJ7nkkku48cYbycrKYubMmbhcLoDIqG2LxcKzzz7L5MmTGThwIFdddRWdO3dmx44dfP755yQkJESS4XuydOlSXnzxRaBpwtDZs2fz5ptvMm7cOE477TQAxo0bR3JyMlOnTuWGG27AMAxeeOGFAy7PAnDNNdfw5JNPcuWVV7JkyRKysrJ44YUXcLvdLdrNmTOHadOm8eMf/5g+ffoQDAZ54YUXsFqtTJky5YDPLyIiIiJHDyXRRUREREQO0h133MGKFSt44IEHqKurY8KECfztb3/bJaELTSVdnnzySSZMmEBWVtZejz1z5kxyc3Mjo7r/V1JSEscddxyvvvoqjz76KHFxccyZM4df/epXPP7448TFxXHllVcybtw4pkyZEkmmA5x00knMnz+f+++/nyeffJL6+noyMzMjyfh98fLLL/Pyyy8DYLPZyM3N5eabb+auu+7CYml68DU1NZUPPviA3/zmN/z+978nOTmZyy+/nAkTJjBp0qR9Os//crvdzJ49m1/96lc88cQTuN1uLrvsMiZPnszpp58eaTd06FAmTZrE+++/z44dO3C73QwdOpSPP/6YY4899oDOLSIiIiJHF8M8mOEfIiIiIiKyX5YvX86wYcP4z3/+wxVXXHHEzvvYY49x0003sX37djp37nzEzisiIiIi0t4piS4iIiIicgRNmzaNGTNmUFxcTGxs7GE5R2NjIzExMZHPXq+X4cOHEwqFWLdu3WE5p4iIiIhIR6VyLiIiIiIiR8D777/P6tWr+cc//sG0adMOWwId4Pzzzyc3N5dhw4ZRU1PDiy++yJo1a5g5c+ZhO6eIiIiISEelkegiIiIiIkdAt27dKCkpYdKkSbzwwgvEx8cftnM99thjPPvss2zZsoVQKMSAAQO45ZZbuOiiiw7bOUVEREREOiol0UVEREREREREREREWmGJdgAiIiIiIiIiIiIiIm2VkugiIiIiIiIiIiIiIq3QxKL7IBwOU1hYSHx8PIZhRDscERERERERERERETlIpmlSV1dHdnY2Fkvr482VRN8HhYWF5OTkRDsMERERERERERERETnEtm3bRpcuXVrdriT6PoiPjweavpgJCQlRjkZEREREREREREREDlZtbS05OTmR/G9rlETfBztLuCQkJCiJLiIiIiIiIiIiItKB7K2EtyYWFRERERERERERERFphZLoIiIiIiIiIiIiIiKtUBJdRERERERERERERKQVqokuIiIiIiIiIiIiEiWhUIhAIBDtMDoku92O1Wo96OMoiS4iIiIiIiIiIiJyhJmmSXFxMdXV1dEOpUNLSkoiMzNzr5OH7omS6CIiIiIiIiIiIiJH2M4EeqdOnXC73QeV5JVdmaZJQ0MDpaWlAGRlZR3wsZREFxERERERERERETmCQqFQJIGempoa7XA6rJiYGABKS0vp1KnTAZd20cSiIiIiIiIiIiIiIkfQzhrobrc7ypF0fDu/xgdTd15JdBEREREREREREZEoUAmXw+9QfI2VRBcRERERERERERERaYWS6CIiIiIiIiIiIiKyVyeddBK//vWvo3Lue+65h2HDhkXl3Eqii4iIiIiIiIiIiIi0Qkl0EREREREREREREZFWKIkuIiIiIiIiIiIi0g588sknHHfccSQlJZGamspZZ53Fxo0bI9u/+eYbhg0bhsvlYtSoUbzzzjsYhkFeXl6kzcqVK5k8eTJxcXFkZGRwxRVXUF5evs8xBINBpk2bRmJiImlpadx5552YphnZ/sILLzBq1Cji4+PJzMzk0ksvpbS0NLJ97ty5GIbB7NmzGTVqFG63m3HjxrF27doW53nwwQfJyMggPj6eq6++Gq/XewBfsUNDSXQRERERERERERGRdsDj8TB9+nQWL17M7NmzsVgs/OhHPyIcDlNbW8vZZ5/N4MGDWbp0Kffffz+33npri/2rq6s55ZRTGD58OIsXL+aTTz6hpKSECy+8cJ9jmDFjBjabjW+//ZbHH3+cRx99lGeffTayPRAIcP/997N8+XLeeecdtmzZwk9+8pNdjvO73/2ORx55hMWLF2Oz2fjpT38a2fbaa69xzz338Mc//pHFixeTlZXF3/72t/3/gh0ihvnDPxPIbtXW1pKYmEhNTQ0JCQnRDkdERERERERE5JArKCjYr9GobVlaWhq5ubnRDkOkVV6vl82bN9O9e3dcLtcBH6e8vJz09HS+++47vvrqK37/+9+zffv2yDGfffZZrrnmGpYtW8awYcP4v//7P7788ks+/fTTyDG2b99OTk4Oa9eupU+fPns830knnURpaSmrVq3CMAwAbrvtNt577z1Wr169230WL17MMcccQ11dHXFxccydO5eTTz6Zzz77jAkTJgDw0UcfceaZZ9LY2IjL5WLcuHEMHz6cp556KnKcY489Fq/X22JU/b7Y09d6X/O+tv06o4iIiIiIiIiIdDgFBQX069+fxoaGaIdySMS43azJz1ciXTqc9evXc9ddd7Fw4ULKy8sJh8NA07/htWvXMmTIkBaJ4tGjR7fYf/ny5Xz++efExcXtcuyNGzfuNYkOTcnsnQl0gLFjx/LII48QCoWwWq0sWbKEe+65h+XLl1NVVdUixgEDBkT2GzJkSOR9VlYWAKWlpeTm5pKfn8/Pf/7zFucdO3Ysn3/++V7jOxyURBcREREREREROcqVl5fT2NDAZbc+TEZuz2iHc1BKCjYy86GbKS8vVxJdOpyzzz6brl278s9//pPs7GzC4TCDBg3C7/fv0/719fWcffbZPPTQQ7ts25nIPhgej4dJkyYxadIkZs6cSXp6OgUFBUyaNGmXGO12e+T9zqT8zoR7W6MkuoiIiIiIiIiIgNVGYueexGb3xhsM4Q+GcdmtJLjsuOyWFiNPReTIq6ioYO3atfzzn//k+OOPB+Crr76KbO/bty8vvvgiPp8Pp9MJwKJFi1ocY8SIEbz55pt069YNm+3AUsMLFy5s8XnBggX07t0bq9XKmjVrqKio4MEHHyQnJwdoKueyv/r378/ChQu58sorW5wnWpREFxERERERERE5iviDYVZsr2bh5koWbKpgbXEd1Q0+uv72HT7cAezYuss+NotBvMtGvMtOvMtGSqyDriluUmIdSq6LHCHJycmkpqbyj3/8g6ysLAoKCrjtttsi2y+99FJ+97vfce2113LbbbdRUFDAn//8Z+D7kd7XX389//znP7nkkku45ZZbSElJYcOGDbzyyis8++yzWK3WvcZRUFDA9OnTue6661i6dClPPPEEjzzyCAC5ubk4HA6eeOIJfv7zn7Ny5Uruv//+/b7WG2+8kZ/85CeMGjWK8ePHM3PmTFatWkWPHj32+1iHgpLoIiIiIiIiIiIdmGma5G2r5sv15SzcXMGSrVV4A62VTDBx2qw4bRbsNguN/hAN/hDBsElVQ4CqhkCk5ZdAvMtG1xQ33dJiyUl247BZjsg1iRyNLBYLr7zyCjfccAODBg2ib9++/PWvf+Wkk04CICEhgffff59f/OIXDBs2jMGDB3PXXXdx6aWXRuqkZ2dn8/XXX3Prrbdy2mmn4fP56Nq1K6effjoWy779+73yyitpbGxk9OjRWK1WbrzxRq699loA0tPTef7557njjjv461//yogRI/jzn//MOeecs1/XetFFF7Fx40ZuueUWvF4vU6ZM4Re/+EWLCVGPJMM0TTMqZ25H9nWWVhERERERERGRtqLBH+SdZYX8Z/4W1hTXtdiWEutgTPcUju2RyrCcJIq2rOOMU0/h14+8QE6fgS3aBsNh6r1B6rxBar0B6rxBimu8bK9uJBT+Pq1kMSA7KYb+mQn0yYjDZo1OQn37+lU8ev35LFmyhBEjRkQlBpG98Xq9bN68me7du7eYCPRQmzlzJldddRU1NTXExMQctvO0ZXv6Wu9r3lcj0UVEREREREREOpAt5R5eWLCV1xZvo84bBMBlt3BKv06M7ZHKmB6p9O4U16IMS6jMhunzsLvKLDaLhSS3gyS3o8X6QCjMjqpGtlR42FLRQE1jgO1VjWyvauTLDWUMyk5kcOdEEmLsux5URA6L//znP/To0YPOnTuzfPlybr31Vi688MKjNoF+qCiJLiIiIiIiIiLSASzZWslfZ29g3rqyyLrcFDdXju3Kj0fmkOg+tMlsu9VCt7RYuqXFAlDd4Gd9aT3f7aihzhtk8dYqlmytokd6LEO6JJGTHKP66SKHWXFxMXfddRfFxcVkZWXx4x//mD/84Q/7tG9BQQEDBgxodfvq1avJzc09VKG2K0qii4iIiIiIiIi0Y9sqG3jwkzV8uKIIAMOAk/qkc+W4bpzYOx2L5cgkrpPcDo7plsLI3GQ2V3hYvq2abVWNbCzzsLHMQ1qcg7E9UumeFqtkushhcsstt3DLLbcc0L7Z2dnk5eXtcfvRSkl0EREREREREZF2qN4X5G+fb+DZrzbjD4YxDLhoVA6/OKknXVNjoxaXxWLQMz2OnulxVNT7WLG9hvziWsrr/by/ooisRBfjeqbSJdkdtRhFZFc2m41evXpFO4w2SUl0EREREREREZF2JBQ2eX3xNv7833WU1/sAGNsjlTvPGsCA7NYnxouG1DgnJ/frxNieqSzeWkXetmqKary8uXQHXVPdjOuZSqf4wzepoojIoaAkuoiIiIiIiIhIO7G2uI7fvJ7Hyh21AHRLdXPHGf05dUBGmy6R4rJbOa5XGsNykvh2cyWrCmvYWtHA1ooGeneK47heaZqAVETaLCXRRURERERERETauFDY5J9fbuLR/67DHwoT77Jx44TeXDm2Gw6bJdrh7bM4p41T+nViRG4SCzZVsrakjvWl9Wwu93BMtxRGdE3CZmk/1yMiRwcl0UVERERERERE2rAt5R5+8/pylmytAmBCv048MGVwuy6DkuR2cPqgTEZ2TWbeujJ2VDcyf1MF+UW1nNQ3Pao13UVE/peS6CIiIiIiIiIibZBpmry4YCt//GgNjYEQcU4bd501gB+P6tKmS7fsj/R4J1NGdGZtSR1fri+nujHAO3mF9EqP44Q+acS7VOJFRKJPSXQRERERERERkTampNbLb19fzpfry4GmiUMf/vEQuiS7oxzZoWcYBv0yE+ieFsuCTZUs317NhrJ6tlR4OLZHKsNzk7B0kD8aiOyLgoICysvLj9j50tLSyM3NPWLna4+URBcRERERERERaUO+2VDODa8so7zej8tu4bbT+3Hl2G5YLB07key0WTmxTzoDshL4fG0pRTVevtpQzvrSOk7tn0FqnDPaIYocdgUFBfTr35/GhoYjds4Yt5s1+fn7nUh/6qmnePjhhykuLmbo0KE88cQTjB49utX255xzDnl5eZSWlpKcnMzEiRN56KGHyM7OBmDLli107959l/3mz5/Pscceu38XdYgpiS4iIiIiIiIi0gaEwyZPfb6Bv3y2jrAJ/TLjeeqyEfRMj4t2aEdUeryTH4/swqqiWr5cX05JrY+Xv93G6O4pjOyajLWD/zFBjm7l5eU0NjRw2a0Pk5Hb87Cfr6RgIzMfupny8vL9SqK/+uqrTJ8+naeffpoxY8bw2GOPMWnSJNauXUunTp12u8/JJ5/MHXfcQVZWFjt27OC3v/0tF1xwAd98802Ldp999hkDBw6MfE5NTT2wizuElEQXEREREREREYmyKo+fm17LY+7aMgAuGpXDvecOxGW3Rjmy6DAMg0HZiXRLiWXO2lI2l3uYv6mCDaX1nDogg/R4jUqXji0jtyddeg/ce8MoefTRR7nmmmu46qqrAHj66af58MMPee6557jtttt2u89NN90Ued+1a1duu+02zjvvPAKBAHb79/MfpKamkpmZeXgvYD9Zoh2AiIiIiIiIiMjRbGlBFWf+9Uvmri3DabPwpwuG8NAFQ47aBPoPxblsnD0ki0kDM3DZLJTV+3hlUQHzN1YQCpvRDk/kqOT3+1myZAkTJ06MrLNYLEycOJH58+fv0zEqKyuZOXMm48aNa5FAh6ayL506deK4447jvffeO6SxHyiNRBcREREREREROQAHO/mfaZp8vKGB55fXEgxDVpyVm8cl081SxtKlZYcw0r3Lz88/oufbHzsnHs1JdjN3bRkbyur5dkslmys8TBqgWukiR1p5eTmhUIiMjIwW6zMyMlizZs0e97311lt58sknaWho4Nhjj+WDDz6IbIuLi+ORRx5h/PjxWCwW3nzzTc477zzeeecdzjnnnMNyLftKSXQRERERERERkf100JP/WW2knvZL4oacBoBnzVcs/PhxpvgbD2GU+6++vj6q59+TWKeNM4dksb6kjjlrSimr8/Hyom0c1yuNoV0SMQzVShdpC37+85/z4osvRj7/8OfKzTffzNVXX83WrVu59957ufLKK/nggw8wDIO0tDSmT58eaXvMMcdQWFjIww8/rCS6iIiIiIiIiEh7czCT/zWGYEGZjUq/BTAZnBSi96mjMU6beXiC3Qf5387j4xmP4/V6oxbDvuqdEU92Ugyz8kvYWtHAvHVlbC73cGr/DOJcSnWJHG5paWlYrVZKSkparC8pKSEzM5P77ruP3/72t63um5aWRp8+fejfvz85OTksWLCAsWPH7rb9mDFjmDVr1iG/hv0V1Z8sX3zxBQ8//DBLliyhqKiIt99+m/POOy+yvbW/IP7pT3/i5ptvBqBbt25s3bq1xfYHHnigRQH7FStWcP3117No0SLS09P51a9+xS233HLoL0hEREREREREjir7O/lfca2XeSsK8fhDOG0WJg/KpGtq7GGMcN+UFGyMdgj7JdZp49yh2azYXsNXG8opqGzgxYVbOaVfJ9zRDk6kg3M4HIwcOZLZs2dHcrnhcJjZs2czbdo0OnXqRKdOnfZ6nHA4DIDP52u1TV5eHllZWYck7oMR1SS6x+Nh6NCh/PSnP+X888/fZXtRUVGLzx9//DFXX301U6ZMabH+vvvu45prrol8jo+Pj7yvra3ltNNOY+LEiTz99NN89913/PSnPyUpKYlrr732EF+RiIiIiIiIiMju5RfVMntNKaGwSYrbwdlDs0hyO6IdVrtlGAZDc5LISXHz6apiSut8fLyymNxYK4bdFe3wRDq06dOnM3XqVEaNGsXo0aN57LHH8Hg8XHXVVbttv3DhQhYtWsRxxx1HcnIyGzdu5M4776Rnz56RUegzZszA4XAwfPhwAN566y2ee+45nn322SN2Xa2JahJ98uTJTJ48udXtmZmZLT6/++67nHzyyfTo0aPF+vj4+F3a7jRz5kz8fj/PPfccDoeDgQMHkpeXx6OPPqokuoiIiIiIiIgcdmHT5OsN5SwtqAagR1ospw3MwGmzRjewDiIl1sGFo3L4dnMli7ZUUuCxkjX1L2yuDjAi2sGJHKAj9XTIgZ7noosuoqysjLvuuovi4mKGDRvGJ598sstkozu53W7eeust7r77bjweD1lZWZx++un8/ve/x+n8fnLg+++/n61bt2Kz2ejXrx+vvvoqF1xwwQHFeCi1m0JRJSUlfPjhh8yYMWOXbQ8++CD3338/ubm5XHrppdx0003YbE2XNn/+fE444QQcju//sjtp0iQeeughqqqqSE5OPmLXICIiIiIiIiJHF18wxCcri9lS0TQB6ehuKRzbI0WTYB5iVovB2J6p5Ka4+XD5NkjN4bbPymmI2cLlx3bV11vajbS0NGLcbmY+dPMRO2eM201aWtp+7zdt2jSmTZu2T20HDx7MnDlz9thm6tSpTJ06db/jOBLaTRJ9xowZxMfH71L25YYbbmDEiBGkpKTwzTffcPvtt1NUVMSjjz4KQHFxMd27d2+xz86/iBQXF+82ie7z+VrU4qmtrT3UlyMiIiIiIiIiHVxtY4D3lhdS4fFjsxicOiCDPhnxe99RDljn5BgmZAZ4bV4e7l6jufPdVXy9oYKHpgwh0W2Pdngie5Wbm8ua/HzKy8uP2DnT0tLIzc09Yudrj9pNEv25557jsssuw+VqWdNq+vTpkfdDhgzB4XBw3XXX8cADD7R4FGB/PPDAA9x7770HFa+IiIiIiIiIHL0Kqxv5YEURjYEQsQ4rZw/NJiNBdbqPBKcVyt68j3te/oIXv6vjk1XFfLejhr9eMpyRXVWRQNq+3NxcJbXbGEu0A9gXX375JWvXruVnP/vZXtuOGTOGYDDIli1bgKa66iUlJS3a7PzcWh3122+/nZqamsiybdu2g7sAERERERERETlqrCmu5a2lO2gMhEiPc3LRMTlKoEfB2X1iefMX4+ia6mZHdSMXPTOff3+9GdM0ox2aiLQz7SKJ/q9//YuRI0cydOjQvbbNy8vDYrHQqVMnAMaOHcsXX3xBIBCItJk1axZ9+/ZttR660+kkISGhxSIiIiIiIiIisiemaTJ/YwWfriohZJr0TI/lgpFdiHepjEi0DOmSxAe/Oo6zhmQRDJvc+/5qfv1qHg3+YLRDE5F2JKpJ9Pr6evLy8sjLywNg8+bN5OXlUVBQEGlTW1vL66+/vttR6PPnz+exxx5j+fLlbNq0iZkzZ3LTTTdx+eWXRxLkl156KQ6Hg6uvvppVq1bx6quv8vjjj7coAyMiIiIiIiIicjACoTAfryzm2y2VAIzsmsyZg7Nw2NrF+MUOLd5l54lLhnPnWQOwWgzezSvk/L99w5ZyT7RDE5F2Iqo10RcvXszJJ58c+bwzsT116lSef/55AF555RVM0+SSSy7ZZX+n08krr7zCPffcg8/no3v37tx0000tEuSJiYn897//5frrr2fkyJGkpaVx1113ce211x7eixMRERERERGRo4LHF+T9FYWU1PqwGDChXwYDsvVUe1tiGAZXH9edQdkJXP/SMtYU13H2k1/xlwuHMXFARrTDE5E2LqpJ9JNOOmmvdaiuvfbaVhPeI0aMYMGCBXs9z5AhQ/jyyy8PKEYRERERERERkdZU+w0+XbSNel8Ql83CWUOy6ZwcE+2wpBVjeqTy4Q3H8cuZS1mytYqf/WcxvzqlF7+e2AerxYh2eCLSRumZIhERERERERGRAxDTawxzS2zU+4Iku+1cdEyOEujtQEaCi5evOZapY7sC8MScDVz3whI8PtVJF5HdUxJdRERERERERGQ/mKbJ22vqST//d4RMg9wUNxeNyiHJ7Yh2aLKPHDYL9547iL9cNBSHzcJn+SVc8PR8Cqsbox2aiLRBUS3nIiIiIiIiIiLSnviDYX7/zne8tqIOw7DQIy7EGUOzVQqknfrR8C50TY3l2v8sJr+olnOf+ppnrxzF0JykaIcmR7GCggLKy8uP2PnS0tLIzc09Yudrj5REFxERERERERHZBxX1Pn7x4lK+3VKJxYDy/z7N+T/9qRLobVR+fv4+t/2/ExP541dVFNT4+PHTX3PD6CTG5bSN0jxKcB5dCgoK6N+/Hw0NR+6pCLc7hvz8Nfv8ffb3v/+dv//972zZsgWAgQMHctdddzF58mSgaR7MefPmtdjnuuuu4+mnn271mFu2bKF79+67rJ8/fz7HHnssAM8//zxXXXVVi+1OpxOv17tPcR8MJdFFRERERERERPZibXEdV89YxPaqRuKdNm4cHc81D36AcfVPox2a/I/ayjIALr/88v3az3DEkH7OrdBzFH+eX03Vg49Tu+D1wxHifolxu1mTn69E+lGivLychoZGXrzjQvrnph/28+UXlHH5H1+jvLx8n7/HunTpwoMPPkjv3r0xTZMZM2Zw7rnnsmzZMgYOHAjANddcw3333RfZx+1279OxP/vss8gxAFJTU1tsT0hIYO3atZHPhnFk/oipJLqIiIiIiIiIyB7Mzi/hhpeX4fGH6Jrq5l9TR1G7fX20w5JWNNbXAnDmdb+j75CR+7Vv2IQVVSE21ltJPnEqw864nBEpIaL1sEFJwUZmPnTzfiU4pWPon5vOiD6dox3Gbp199tktPv/hD3/g73//OwsWLIgkwN1uN5mZmft97NTU1D3uZxjGAR33YCmJLiIiIiIiIiKyG6Zp8o8vNvHgJ2swTTi2Rwp/v2wkybEOlm6PdnSyN6nZXenSe+DeG/6PXGD59mrmrStjq8eKJSaBMwZlYrNaDn2QIu1cKBTi9ddfx+PxMHbs2Mj6mTNn8uKLL5KZmcnZZ5/NnXfeuU+j0c855xy8Xi99+vThlltu4Zxzzmmxvb6+nq5duxIOhxkxYgR//OMfW4xcP1yURBcRERERERER+R++YIg73lrJm83Z8kvH5HLvOQOxK5F6VBjaJYl4p42PVhazudzD23k7OGdoNk6bNdqhibQJ3333HWPHjsXr9RIXF8fbb7/NgAEDALj00kvp2rUr2dnZrFixgltvvZW1a9fy1ltvtXq8uLg4HnnkEcaPH4/FYuHNN9/kvPPO45133okk0vv27ctzzz3HkCFDqKmp4c9//jPjxo1j1apVdOnS5bBer5LoIiIiIiIiIiI/UF7v47oXlrBkaxUWA+46awBTx3U7YrV3pW3okR7Hj4Z15r3lhRRWe3lzyQ7OHZZNrFPpNJG+ffuSl5dHTU0Nb7zxBlOnTmXevHkMGDCAa6+9NtJu8ODBZGVlMWHCBDZu3EjPnj0ZOHAgW7duBeD444/n448/Ji0tjenTp0f2O+aYYygsLOThhx+OJNHHjh3bYrT7uHHj6N+/P8888wz333//Yb1e/asXEREREREREWm2urCWa/6zmB3VjcS7bDx16QhO6HP4J/eTtqlzcgxTRnbmnWWFlNX7eH3Jds4f3pmEGHu0QxOJKofDQa9evQAYOXIkixYt4vHHH+eZZ57Zpe2YMWMA2LBhAz179uSjjz4iEAgAEBMT0+o5xowZw6xZs1rdbrfbGT58OBs2bDiYS9knegZJRERERERERAT4dFUxFzz9DTuqG+meFss7149XAl3oFO/ix6O6EO+yUdMY4LUl26io90U7LJE2JRwO4/Pt/t9FXl4eAFlZWQB07dqVXr160atXLzp3bn3y1Ly8vMg+uxMKhfjuu+/22OZQ0Uh0ERERERERETmqmabJ3+Zu5OFP1wIwvlcqT106giS3I8qRSVuR7HZw4cgc3s7bQaXHz+tLtvOj4Z3JSHBFOzSRI+72229n8uTJ5ObmUldXx0svvcTcuXP59NNP2bhxIy+99BJnnHEGqamprFixgptuuokTTjiBIUOGtHrMGTNm4HA4GD58OABvvfUWzz33HM8++2ykzX333cexxx5Lr169qK6u5uGHH2br1q387Gc/O+zXrCS6iIiIiIiIiBy1vIEQt725gnfyCgG44tiu3HX2AE0gKruIc9m4YGQX3ssrpLjWyzvLdnD+iC6kxzujHZp0QPkFZW32PKWlpVx55ZUUFRWRmJjIkCFD+PTTTzn11FPZtm0bn332GY899hgej4ecnBymTJnC73//+70e9/7772fr1q3YbDb69evHq6++ygUXXBDZXlVVxTXXXENxcTHJycmMHDmSb775JjKh6eGkJLqIiIiIiIiIHJWKa7z8/MUl5G2rxmoxuOfsAVwxtlu0w5I2LMZu5bzh2byzrCmR/vayHUwZ0ZnUOCXS5dBIS0vD7Y7h8j++dsTO6XbHkJaWts/t//Wvf7W6LScnh3nz5u13DFOnTmXq1Kl7bPOXv/yFv/zlL/t97ENBSXQREREREREROeos3lLJL2YupazOR2KMnb9dNoLxvfY9iSRHL6fNynnDsnlr2Q5K63y8tWwHF4zoQnKsyv/IwcvNzSU/fw3l5eVH7JxpaWnk5uYesfO1R0qii4iIiIiIiMhRwzRNZi4s4N73VxEImfTNiOcfV46ka2pstEOTdsRpt/Kj4Z15c+l2yuv9vLlsOxeM6KI6+nJI5ObmKqndxqjAl4iIiIiIiIgcFXzBELe/9R2/f2clgZDJmYOzeOuX45RAlwPisls5f3gXUmMdeHwh3ly6g5rGQLTDEpHDQEl0EREREREREenwSmq9XPyPBbyyaBuGAbee3o8nLx1OrFMP6cuBi3E0jUhPdtup9wV5a+l2ar1KpIt0NEqii4iIiIiIiEiHtmhLJWc98RXLCqpJcNn490+O4Rcn9cQwjGiHJh1ArNPGlBFdSIqxU+sN8s6yHXgDoWiHJSKHkJLoIiIiIiIiItIhmabJs19u4uJ/LKCszkffjHjem3YcJ/XtFO3QpIOJddo4f0Rn4pw2qhoCvL+ikGAoHO2wROQQURJdRERERERERDqcOm+AX85cyv99mE8obHLusGze+uU4uqWp/rkcHvEuO+cOy8ZhtVBY7WVWfgmmaUY7LBE5BJREFxEREREREZEOZU1xLec8+TUfryzGbjW4/9yBPHbRMNU/l8MuLc7JmUOysBiwrqSebzZWRDskETkElEQXERERERERkQ7jraXbOe+pr9lc7iE70cVr143lirHdVP9cjpjcFDcT+mcAsHhrFd9tr4lyRCJysPQnWBERERERERFp97yBEPd9sJqXFhYAcHzvNB6/eDgpsY4oRyZHowFZCdQ2Bli4uZLP15YS57LRXaWEZB8VFBRQXl5+xM6XlpZGbm7uETtfe6QkuoiIiIiIiIi0axtK65j20jLWFNdhGPCrU3pz44TeWC0afS7RM6Z7CrXeAPlFdXy8sogLRnShU4Ir2mFJG1dQUEC//v1obGg8YueMccewJn/NPifS77nnHu69994W6/r27cuaNWsAOOmkk5g3b16L7ddddx1PP/30oQk4CpREFxEREREREZF2yTRNXl+8nbvfW0VjIERanINHLxzGCX3Sox2aCIZhMKFfBvW+INsqG3lveSEXH5NLnEvpOGldeXk5jQ2NTP3DVDK7Zx728xVvLmbG72ZQXl6+X6PRBw4cyGeffRb5bLO1/L6+5ppruO+++yKf3W73fsW1bds2cnJy9mufw0n/akVERERERESk3an3Bfnd29/xbl4h0FS+5ZELh9IpXiN9pe2wWgzOHJzF64u3U+Hx89HKIqaM6KKnJGSvMrtnktu/7ZZYsdlsZGa2nuR3u9173L47BQUFvPDCC8yYMYOBAwfy9ttvH2yYh4wmFhURERERERGRduW77TWc9dcveTevEKvF4OZJfZlx1Wgl0KVNctqsnDUkC4fVQlGNl682HLla1yKHy/r168nOzqZHjx5cdtllFBQUtNg+c+ZM0tLSGDRoELfffjsNDQ27PY7H4+GFF15g4sSJdO/enY8++ojf/OY3PPfccy2OFRcXt8flyy+/PKzXq5HoIiIiIiIiItIuhMMmz361iYc/XUsgZNI5KYa/XjKMkV1Toh2ayB4luR2cNjCDD1YUkbetmqxEF30y4qMdlsgBGTNmDM8//zx9+/alqKiIe++9l+OPP56VK1cSHx/PpZdeSteuXcnOzmbFihXceuutrF27lrfeeityjHnz5jFjxgxef/11OnXqxOWXX84zzzxDz549dznfOeecw5gxY/YYU+fOnQ/5df6QkugiIiIiIiIi0ubtqG7kN6/lsWBTJQCTBmbw0JQhJLkdUY5MZN/0TI9jZNdklmyt4rP8EtLinKTE6vtX2p/JkydH3g8ZMoQxY8bQtWtXXnvtNa6++mquvfbayPbBgweTlZXFhAkT2LhxYyRJftJJJxETE8Nf/vIXrrvuuj2eLz4+nvj46P7RSUl0ERERERERETliCgoKKC/fv3IWXxY08sySGhoCJi6bwU+HJTChu8GmNSsPU5R7l5+fH7VzS/s1rkcqJTVetlc38uGKIi46JgeHTdWWpX1LSkqiT58+bNiwYbfbd44i37BhQySJ/v777zNjxgxuvPFGnnnmGa644gouueSS3dZRnzlz5l4T7R9//DHHH3/8QV5J65REFxEREREREZEjoqCggH79+9PYSm3c/2U4Y0k97RfEDjgJAF/hGna8/wi3Vhcdxij3T319fbRDkHbEYjE4fVAmLy8qoLLBz+w1JZw+MBPD0ESj0n7V19ezceNGrrjiit1uz8vLAyArKyuy7qyzzuKss86iqqqKl19+mRkzZnDzzTdz6qmncsUVV3DeeefhdrsBlXMRERERERERkaNIeXk5jQ0NXHbrw2Tk7lr39odKvQaLK2w0hgwMTPolhuiX0wPLsU8doWj3LP/beXw843G8Xm+0Q5F2JtZp44xBWby5dDvrSurJSqxhWE5StMMS2We//e1vOfvss+natSuFhYXcfffdWK1WLrnkEjZu3MhLL73EGWecQWpqKitWrOCmm27ihBNOYMiQIbscKzk5mV/+8pf88pe/ZM2aNTz//PPccsstvPnmm7z55puAyrmIiIiIiIiIyFEoI7cnXXoP3O02fzDMVxvK+a60BoDEGDuTBmaQlRhzJEPcq5KCjdEOQdqx7KQYjuuVxhfry/lyfRmd4p1kJ7Wt73GJruLNxW32PNu3b+eSSy6hoqKC9PR0jjvuOBYsWEB6ejper5fPPvuMxx57DI/HQ05ODlOmTOH3v//9Xo/br18/HnzwQf74xz+2WhomWpREFxEREREREZE2oaCygc/yS6jzBgEY3DmR43qlqWa0dEjDcpIoqvGyvrSeT1cVc9mYrvpeF9LS0ohxxzDjdzOO2Dlj3DGkpaXtc/tXXnml1W05OTnMmzfvoOKxWCz06dPnoI5xqCmJLiIiIiIiIiJR5QuG+Gp9OSsLawFIcNmY2D+DnBR3lCMTOXwMw2BC/04U13qp9Qb5cn0ZE/pnRDssibLc3FzW5K/Z7wmYD0ZaWhq5ublH7HztkZLoIiIiIiIiIhI1Wys8fJZfSr2vafT5kC6JjO+p0edydHDarJw2IIM3l+5gZWEtPdLj6J4WG+2wJMpyc3OV1G5j9D+SiIiIiIiIiBxxvmCIz/JLeCevkHpfkMQYO1NGdObkvp2UQJejSpdkN8ObJxb9LL+ExkAougGJyC40El1EREREREREjqjiRoNPFxRERp8P65LEuF6p2K1KnsvRaVzPVLZWNFDZ4OfzNaVMHpSJYRjRDktEmkX1f6cvvviCs88+m+zsbAzD4J133mmx/Sc/+QmGYbRYTj/99BZtKisrueyyy0hISCApKYmrr76a+vr6Fm1WrFjB8ccfj8vlIicnhz/96U+H+9JERERERERE5H94/GFSJ9/I12X2yOjzC0Z04cS+6Uqgy1HNZrVw2sAMLAasL61nXUn93ncSkSMmqv9DeTwehg4dylNPPdVqm9NPP52ioqLI8vLLL7fYftlll7Fq1SpmzZrFBx98wBdffMG1114b2V5bW8tpp51G165dWbJkCQ8//DD33HMP//jHPw7bdYmIiIiIiIhIS3PWlHDjp2XEDTkVMBmWk8RlY3LpnBwT7dBE2oSMBBeju6UA8PnaUuq9wShHJEdCOByOdggd3qH4Gke1nMvkyZOZPHnyHts4nU4yMzN3uy0/P59PPvmERYsWMWrUKACeeOIJzjjjDP785z+TnZ3NzJkz8fv9PPfcczgcDgYOHEheXh6PPvpoi2S7iIiIiIiIiBx61Q1+7vtgNW8t3QFAoHIHE/t3Ylif9ChHJtL2jOqWwqZyD6V1PmbllzBKc4x2WA6HA4vFQmFhIenp6TgcDpXwOcRM08Tv91NWVobFYsHhcBzwsdp8TfS5c+fSqVMnkpOTOeWUU/i///s/UlNTAZg/fz5JSUmRBDrAxIkTsVgsLFy4kB/96EfMnz+fE044ocUXadKkSTz00ENUVVWRnJx8xK9JRERERERE5Gjw31XF/O6dlZTV+TAMOKt3LE9ddwNpj7+8951FjkJWi8GkgZm89G0BBZUNpJgqc9RRWSwWunfvTlFREYWFhdEOp0Nzu93k5uZisRz4v6c2nUQ//fTTOf/88+nevTsbN27kjjvuYPLkycyfPx+r1UpxcTGdOnVqsY/NZiMlJYXi4mIAiouL6d69e4s2GRkZkW27S6L7fD58Pl/kc21t7aG+NBEREREREZEOq9Lj5+73VvH+8qbEUM/0WB7+8VAo38yTQd9e9hY5uqXEOhjfM5Uv1pfzXbUVa4Ke2uioHA4Hubm5BINBQqFQtMPpkKxWKzab7aBH+bfpJPrFF18ceT948GCGDBlCz549mTt3LhMmTDhs533ggQe49957D9vxRURERERERDqqD1cUcde7K6nw+LEYcN2JPblxQm9cditLyzdHOzyRdmFYThIbyuoprPaSMkHliDsywzCw2+3Y7fZohyJ70K6eCenRowdpaWls2LABgMzMTEpLS1u0CQaDVFZWRuqoZ2ZmUlJS0qLNzs+t1Vq//fbbqampiSzbtm071JciIiIiIiIi0qGU1fn4xYtLuP6lpVR4/PTNiOed68dz6+n9cNmt0Q5PpF0xDINT+nbCwMTdZyyLCr3RDknkqNaukujbt2+noqKCrKwsAMaOHUt1dTVLliyJtJkzZw7hcJgxY8ZE2nzxxRcEAoFIm1mzZtG3b99W66E7nU4SEhJaLCIiIiIiIiKyK9M0eTdvB6f9ZR4fryzGZjG44ZRevPer8QzpkhTt8ETardQ4J73jwwA8u7SWRr/KfYhES1ST6PX19eTl5ZGXlwfA5s2bycvLo6CggPr6em6++WYWLFjAli1bmD17Nueeey69evVi0qRJAPTv35/TTz+da665hm+//Zavv/6aadOmcfHFF5OdnQ3ApZdeisPh4Oqrr2bVqlW8+uqrPP7440yfPj1aly0iIiIiIiLSIZTWernm/9m77zC5y0Lt49/ps733mmzqbnohCQRIgCS0UAUpUpQmUgT0yEGBA1hQeKWoHFGPgkIooiH0khBIAiSE9LZpm7Il29tsmT7z/rG4uBJSd/e35f5c11wyv3oPhuzsPc88z9/W8v2XNtDY7qcwI5bXbj2Ju+aOxGHV6HOR4zU6LkjAVUNte5DfLt1ldByRQcvQEn3NmjVMnDiRiRMnAnDXXXcxceJE7r//fiwWC5s2beK8885jxIgRXHfddUyePJkVK1bgcDg6r7FgwQJGjRrF6aefztlnn83MmTP54x//2Lk/Li6O999/n7179zJ58mR+8IMfcP/993PjjZpPSkRERERERORYhMNh/rG2nDMeW8aS4mpsFhN3zRnBa7eeRFFmnNHxRAYMqxkalnT0XH9asYfdNS0GJxIZnAxdWHTWrFmEw+Gv3f/ee+8d9hqJiYm88MILhzxm3LhxrFix4qjziYiIiIiIiEhX1S4P//3PTXy4oxaAsVlxPHrJOEalaypUkZ7g3rWKKRkO1lR6uXfRFl68YTomk8noWCKDSr+aE11EREREREREjPPulirOfGI5H+6oxW4x86MzR/Lq905UgS7Sw66fFIvTZmbVngZeXV9hdByRQUcluoiIiIiIiIgcUps3wI/+sZHvPr+WxnY/Y7Jieev2mXxv1jCsFlULIj0tNcrKbacNB+DnbxXT3O43OJHI4KKfdCIiIiIiIiLytdaXNnL2b1bw9zXlmExw86wCFt58EsPTYoyOJjKo3HDyUIalRlPf5uOR97YbHUdkUFGJLiIiIiIiIiJfEQiGeHLJLr7x9Er217eTGefkxRumc/eZo7BbVSeI9Da71cxPzx8DwAurS9lQ1mRsIJFBRD/1RERERERERKSLqmYPV/zpMx5fspNgKMx54zN5545TmD40yehoIoPajIIkLpyYRTgMP3tzG+Fw2OhIIoOCSnQRERERERER6fTxrjrO+c0KVu9rINph5YlvTuA3l08kLsJmdDQRAX505kicNjNr9jfy3tZqo+OIDAoq0UVERERERESEYCjME0t2ctVfPqO+zUdhRixv3jaTCyZmGR1NRP5NRlwE188cCsCv3t2OPxgyOJHIwKcSXURERERERGSQq2v1cu0zq3liyS7CYbj8hBwWfu9E8pOjjI4mIgdx06lDSYqys7eujRc+KzU6jsiAZzU6gIiIiIiIiIgcWmlpKXV1dT1y7eJaH79e1UiDO4TDYuKmybHMyg+wbfPG7r9XcXG3X1NkMIpx2rjjjOHc99pWnvxgFxdOyiLWqSmXRHqKSnQRERERERGRPqy0tJRRo0fjbm/v9mtHTziLxDNuwmSx4qsr5cBrv+QHdT0/qrW1tbXH7yEy0F12Qi7PfLqPPbVtPP1RCT86c5TRkUQGLJXoIiIiIiIiIn1YXV0d7vZ2rrz7UdJyC7rlmqEwbGy0sKfVAkB2ZJDJE9KxTnqiW67/dYpXL+Odvz6Jx+Pp0fuIDAY2i5n/PnMUNz63lj9/vJdvTc8jMz7C6FgiA5JKdBEREREREZF+IC23gOzhRcd9HY8/yFubKylvdQNwYkESU/ISMJlMx33tw6kuLenxe4gMJnMK0zghP5HV+xr4f+/v4LFLJxgdSWRA0sKiIiIiIiIiIoNEQ5uPlz4vo7zRjc1iYv64DKbmJ/ZKgS4i3c9kMvHjc0YD8Or6CrYeaDY4kcjApBJdREREREREZBDYV9fGy5+X0ez2E+u0cumUHIamRBsdS0SO04SceOaPzyQchoff3k44HDY6ksiAoxJdREREREREZIDbUNbE6xsP4AuGyIqP4JtTc0iOdhgdS0S6yY/mjcRuMfPx7jqW7aw1Oo7IgKMSXURERERERGSACofDnaVaGCjKjOXCiVlE2rVEmshAkpMYydUz8gD45TvbCYU0Gl2kO6lEFxERERERERmAgqEwi7dVs3Z/I9CxgOjpo1KxmDX/uchAdOtpw4hxWtle1cI7W6qMjiMyoKhEFxERERERERlgfIEQb2w6QHFVCyYTzBmdpgVERQa4+Eg73zlpCABPfrBTo9FFupFKdBEREREREZEBpN0XYOH6cvbXt2M1m5g/LpPCzFijY4lIL/jOzCHEOK3srG7lrc2VRscRGTBUoouIiIiIiIgMEM1uP6+sKafa5cVpM3PxpGyGJEcZHUtEeklchI3rZw4F4MkPdhHUaHSRbqESXURERERERGQAqG/18vc1ZTS5/cQ6rVw6OYf0OKfRsUSkl317Zj6xTiu7a1p5c9MBo+OIDAgq0UVERERERET6udoWL/9cV0G7L0hStJ1Lp+SQEGU3OpaIGCDWaeOGkzUaXaQ7WY0OICIiIiIiIiLHrsbl4dX1FXgCIVJjHFw4MQunzWJ0LBHpRsXFxUd1/MToENF2E3tq2/jNa59wal5kDyU7OsnJyeTm5hodQ+SoqUQXERERERER6aeqmj0s2lCBNxAiPdbJBRMycahAFxkwXA21AHzrW9866nNjp19CwqnX8P/e2cZd/3czhEPdHe+oRURGsr24WEW69Dsq0UVERERERET6oQNNbl7bcABfMERmnJPzJmTisKpAFxlI3K0uAM656SeMHDf5qM71h+DdA2FIzOLiXy4kL9rYEr26tIQFv/ov6urqVKJLv6MSXURERERERKSfKW9s5/WNB/AHw2QnRDB/XCZ2q5Y9ExmokjLzyB5edNTnTXE08GlJPbvcEcwYn4fZbOqBdCIDn37CioiIiIiIiPQjZQ3tvLaho0DPTYzkvPEq0EXk4MZnxxNhs9Ds9rO9qsXoOCL9ln7KioiIiIiIiPQTB5rcvLHpAIFQmPykSOaPy8Bm0a/2InJwdquZSXnxAKze10AwFDY2kEg/pZ+0IiIiIiIiIv1Ao8/UZQT6OWMzsKpAF5HD+PfR6DuqNRpd5Fjop62IiIiIiIhIH2dLzuXjGmvHIqLxTs4dpwJdRI6MzWJmUm48AGv3NxIOazS6yNHST1wRERERERGRPuxAS4DUb/4MX8hEWqyD88ZnagoXETkqY7PjsFvMNLT52FvXZnQckX5HP3VFRERERERE+qjyxnYeWFaPNTqROFuICyZk4bBajI4lIv2Mw2phbHYcAGs0Gl3kqKlEFxEREREREemDql0ervy/z6hrD+GvL2NmagCnTQW6iBybiTnxWMwmKps9HGjyGB1HpF9RiS4iIiIiIiLSxzS3+7nqz5+xv76dtCgL1S/di1P9uYgchyiHldEZMQCs2d9gcBqR/kUluoiIiIiIiEgf4vEHueFva9hZ3UparIMHTk0k2FpvdCwRGQAm5yZgAvbVt1Pb4jU6jki/oRJdREREREREpI8IhsJ8/6X1rN7XQIzTyl+/cwJp0VajY4nIABEfaWdYajQAa0sbDU4j0n+oRBcRERERERHpA8LhMPe/toX3tlZjt5r509VTGJUea3QsERlgpuQlALCzuoVmt9/gNCL9g0p0ERERERERkT7gd0t3s+CzUkwmePKbE5g+NMnoSCIyAKXGOslNjCQchnUajS5yRFSii4iIiIiIiBjspdWl/HrxTgAeOq+Is8ZmGJxIRAayf41G33rARbsvYHAakb7P0BJ9+fLlzJ8/n8zMTEwmE4sWLerc5/f7ufvuuxk7dixRUVFkZmZy9dVXc+DAgS7XyM/Px2QydXn88pe/7HLMpk2bOPnkk3E6neTk5PDII4/0xssTEREREREROawl26r58aubAbh19jCumpFvbCARGfCyEyJIi3UQDIXZWNZsdByRPs/QEr2trY3x48fz1FNPfWVfe3s769at47777mPdunUsXLiQHTt2cN55533l2IceeojKysrOx2233da5z+VyMXfuXPLy8li7di2PPvooDzzwAH/84x979LWJiIiIiIiIHM6GsiZufXEdoTBcOiWbH8wdYXQkERkETCYTU/ISAdhY3oQvEDI4kUjfZugS32eddRZnnXXWQffFxcWxePHiLtt+97vfccIJJ1BaWkpubm7n9piYGNLT0w96nQULFuDz+fjLX/6C3W6nqKiIDRs28Nhjj3HjjTd234sREREREREROQrlje1c/9c1ePwhZo9M4ecXjsVkMhkdS0QGiYKUKBIibTS2+9lS0cykL6Z4EZGv6ldzojc3N2MymYiPj++y/Ze//CVJSUlMnDiRRx99lEDgy7mcVq5cySmnnILdbu/cNm/ePHbs2EFjoxZPEBERERERkd7n8vj5zrOfU9fqZXRGLL+9YhI2S7/6FV1E+jmTycTkL4rz9WVNBENhgxOJ9F2GjkQ/Gh6Ph7vvvpvLL7+c2NjYzu233347kyZNIjExkU8//ZR77rmHyspKHnvsMQCqqqoYMmRIl2ulpaV17ktI+OqnbF6vF6/X2/nc5XL1xEsSERERERGRQSgQDHHrC+vZWd1KaoyDv1w7hWhHv/n1XEQGkJFpMXyyu55Wb4DdNa2MTI8xOpJIn9Qvfkr7/X4uvfRSwuEwv//977vsu+uuuzr/edy4cdjtdm666SYefvhhHA7HMd3v4Ycf5sEHHzyuzCIiIiIiIiL/KRwO88AbW1m+s5YIm4U/XzOVjLgIo2OJyCBltZgZnx3Hqr0NrC9rZERatKaVEjmIPv9dsX8V6Pv372fx4sVdRqEfzLRp0wgEAuzbtw+A9PR0qquruxzzr+dfN4/6PffcQ3Nzc+ejrKzs+F+IiIiIiIiIDHp/+WQfz68qxWSCJy6bwNjsOKMjicggNzY7DovZRLXLS2Wzx+g4In1Sny7R/1Wg79q1iyVLlpCUlHTYczZs2IDZbCY1NRWAGTNmsHz5cvx+f+cxixcvZuTIkQedygXA4XAQGxvb5SEiIiIiIiJyPJZsq+Znb20D4MdnjWZe0cEHdomI9KZIu5VRX0zjsr6sydgwIn2UoSV6a2srGzZsYMOGDQDs3buXDRs2UFpait/v5xvf+AZr1qxhwYIFBINBqqqqqKqqwufzAR2Lhj7xxBNs3LiRPXv2sGDBAu68806+9a1vdRbkV1xxBXa7neuuu46tW7fy8ssv8+STT3aZBkZERERERESkJ22paOb2l9YTDsPlJ+Ry/clDDn+SiEgvmZATD0BJTSsut//QB4sMQobOib5mzRpmz57d+fxfxfY111zDAw88wOuvvw7AhAkTupz34YcfMmvWLBwOBy+99BIPPPAAXq+XIUOGcOedd3YpyOPi4nj//fe55ZZbmDx5MsnJydx///3ceOONPf8CRUREREREZNCra/Vy49/W0O4LcvLwZB46v0hzDotIn5Ic7SA3MZLShnY2lDVxyogUoyOJ9CmGluizZs0iHA5/7f5D7QOYNGkSq1atOux9xo0bx4oVK446n4iIiIiIiMjx8AdD3LJgHQeaPQxNjuJ3V0zCZunTM6uKyCA1MSee0oZ2th5wMW1oIg6rxehIIn2GfnKLiIiIiIiI9JCfv1XMZ3sbiHZY+ePVk4mLsBkdSUTkoPKSIkmMtOMLhth2wGV0HJE+RSW6iIiIiIiISA/459pynv10HwCPXTqeYakxxgYSETkEk8nEhNx4ADaUNRE6zAwRIoOJSnQRERERERGRbrapvIl7Xt0MwO2nD2duUbrBiUREDm90egxOmxmXJ8Ce2jaj44j0GSrRRURERERERLpRXauXm55biy8Q4ozRqdxx+nCjI4mIHBGrxczYrDgA1pc2GpxGpO9QiS4iIiIiIiLSTfzBEN9bsI7KZg9DU6J47JsTMJtNRscSETli47PjMZvgQLOHKpfH6DgifYJKdBEREREREZFu8vO3iln9r4VEr5pCrFMLiYpI/xLlsDIirWMNB41GF+mgEl1ERERERESkG7yypqxzIdHHvzmBYanRxgYSETlGE79YYHR3TSstHr+xYUT6AJXoIiIiIiIiIsdpY1kTP1m0BYDvnz6cOYVpBicSETl2qTFOsuIjCIVhS4XL6DgihlOJLiIiIiIiInIcalu8fPf5fy0kmsb3tZCoiAwA47M7FhjdXNFMIBQyOI2IsVSii4iIiIiIiBwjfzDELS98uZDo498cr4VERWRAKEiJJtphxe0Psru61eg4IoZSiS4iIiIiIiJyjH725rYuC4nGaCFRERkgzGYTY7M6RqNvKG8yNoyIwVSii4iIiIiIiByDV9aU8deV+wEtJCoiA9OYrFgsJhPVLi9VzR6j44gYRiW6iIiIiIiIyFH694VE7zhDC4mKyMAUabcyIq3jA8KNGo0ug5hKdBEREREREZGjUNvi5abnOhYSnVOYxu2naSFRERm4xuXEA7CrupV2X8DYMCIGUYkuIiIiIiIicoR8gRC3LFhHlctDQUoUj12qhURFZGBLj3WSHuskGA6zpcJldBwRQ6hEFxERERERETlCP3trG6v3NRDjsPLHq7WQqIgMDuOzOxYY3VzRTDAUNjiNSO9TiS4iIiIiIiJyBP6+poy//dtCogUpWkhURAaHYWnRRNgstHoD7KltNTqOSK9TiS4iIiIiIiJyGBvKmrj31Y6FRO88YwRnaCFRERlErGYzY7M6RqNvLG82OI1I71OJLiIiIiIiInIINS0evvvcWnzBEHML07jttGFGRxIR6XVjs+Iwm6CiyU1ti9foOCK9ymp0ABEREREREZGeUFpaSl1d3XFdwx8M88CyeqpcfrJiLFw9EjZsWN9NCY9McXFxr95PRORgop1WClKi2VXTyqbyJk4frW/kyOChEl1EREREREQGnNLSUkaNHo27vf24rpM457vETDqXkLeN1X+6i5PvreimhEevtVXzEIuIscZnx7OrppXtVS2cNCwZp81idCSRXqESXURERERERAacuro63O3tXHn3o6TlFhzTNfa1mlnbYAXCzMy2k/HT33ZvyCNUvHoZ7/z1STwejyH3FxH5l8x4J8nRdupafWw94GJyXoLRkUR6hUp0ERERERERGbDScgvIHl501OdVNXvYUFYOhJk+NImpQ5K6P9wRqi4tMezeIiL/zmQyMT47ng+217C5oplJufGYTCajY4n0OC0sKiIiIiIiIvJv2rwB3tpcSTAcpiAlihPyE42OJCLSZ4xMj8FuNdPs9lPacHxTZon0FyrRRURERERERL4QDIV5e3Mlrd4AiZF25hama5SliMi/sVnMjE6PAWBzRbPBaUR6h0p0ERERERERkS8s31nLgWYPdquZc8dnYLfq12YRkf80NisOgD21bbR4/AanEel5ejcgIiIiIiIiAmw90MymL0ZVnlmUTkKk3eBEIiJ9U1K0g6z4CMLAlgMuo+OI9LhjKtGHDh1KfX39V7Y3NTUxdOjQ4w4lIiIiIiIi0puqmj18uL0WgOlDExmSHGVwIhGRvm1cdsdo9K0VzQRDYYPTiPSsYyrR9+3bRzAY/Mp2r9dLRUXFcYcSERERERER6S1t3gBvbj6ghURFRI5CQUo0kXYLbb4ge+pajY4j0qOsR3Pw66+/3vnP7733HnFxcZ3Pg8EgH3zwAfn5+d0WTkRERERERKQnBUNh3tpcSZs3qIVERUSOgsVsoigzls/3NbK5vJnhqTFGRxLpMUdVol9wwQUAmEwmrrnmmi77bDYb+fn5/PrXv+62cCIiIiIiIiI9JRwO89GOGiq1kKiIyDEZkxnH5/saKWt009jmIyFKa0nIwHRUJXooFAJgyJAhfP755yQnJ/dIKBEREREREZGetrG8uXNBPC0kKiJy9GIjbAxJjmJvXRubKpo5dUSK0ZFEesQxfcS+d+9eFegiIiIiIiLSb+2vb2P5zo6FRE8elqyFREVEjtHYrI7pnosrXfiDIYPTiPSMoxqJ/u8++OADPvjgA2pqajpHqP/LX/7yl+MOJiIiIiIiItITGtp8vL2lijBQmBHLxNx4oyOJiPRbeUmRxDqtuDwBdla3UJQZd/iTRPqZYxqJ/uCDDzJ37lw++OAD6urqaGxs7PIQERERERER6Ys8/iCvbzyALxAiI87J7FEpWkhUROQ4mE0mxnwxGn1zRbPBaUR6xjGNRH/66ad59tlnueqqq7o7j4iIiIiIiEiPCIbCvL25kma3nxinlXPHZWA1ayFREZHjVZQZy6o99VS7vFS7PKTFOo2OJNKtjundgs/n48QTT+zuLCIiIiIiIiI9ZvmuWsoa3dgsJuaPyyTSfswznIqIyL+JtFsZlhoNaDS6DEzHVKJff/31vPDCC92dRURERERERKRHbCpvYlN5R7EzryidlBiHwYlERAaWcdnxAOyoasHrDxobRqSbHdPH7h6Phz/+8Y8sWbKEcePGYbPZuux/7LHHuiWciIiIiIiIyPHaU9fKRztqATixIImClGiDE4mIDDyZcU6SouzUt/kormphQk680ZFEus0xjUTftGkTEyZMwGw2s2XLFtavX9/52LBhwxFfZ/ny5cyfP5/MzExMJhOLFi3qsj8cDnP//feTkZFBREQEZ5xxBrt27epyTENDA1deeSWxsbHEx8dz3XXX0dra+pW8J598Mk6nk5ycHB555JFjedkiIiIiIiLSzzR4TbyzuYowUJgRy5S8BKMjiYgMSCaTibHZXywwWt5MOBw2OJFI9zmmkegffvhht9y8ra2N8ePH853vfIeLLrroK/sfeeQRfvOb3/DXv/6VIUOGcN999zFv3jy2bduG09mxQMGVV15JZWUlixcvxu/38+1vf5sbb7yxc7oZl8vF3LlzOeOMM3j66afZvHkz3/nOd4iPj+fGG2/sltchIiIiIiIifY81Pp1Pa60EQmHyEiM5bVQqJpPJ6FgiIgPWqPQYPtldR0O7j4omN9kJkUZHEukWhq6ictZZZ3HWWWcddF84HOaJJ57g3nvv5fzzzwfgb3/7G2lpaSxatIjLLruM4uJi3n33XT7//HOmTJkCwG9/+1vOPvts/t//+39kZmayYMECfD4ff/nLX7Db7RQVFbFhwwYee+wxlegiIiIiIiIDVLMnSOolD+ENmUiJcXD22AwsZhXoIiI9yWG1MDI9hi0VLjaVN6tElwHjmEr02bNnH/LT+6VLlx5zoH/Zu3cvVVVVnHHGGZ3b4uLimDZtGitXruSyyy5j5cqVxMfHdxboAGeccQZms5nPPvuMCy+8kJUrV3LKKadgt9s7j5k3bx6/+tWvaGxsJCHhq1/l83q9eL3ezucul+u4X4+IiIiIiIj0DrcvyC8+bsSWmEmkJcz54zOxW49pNlMRETlK47Li2VLhoqS2lTZvgCiHoWN4RbrFMb2LmDBhAuPHj+98FBYW4vP5WLduHWPHju2WYFVVVQCkpaV12Z6Wlta5r6qqitTU1C77rVYriYmJXY452DX+/R7/6eGHHyYuLq7zkZOTc/wvSERERERERHpcIBjithfXs6vBT9DdwkmpfhU4IiK9KCXGQUack1AYth7QwFQZGI7pncTjjz9+0O0PPPDAVxb17I/uuece7rrrrs7nLpdLRbqIiIiIiEgfFw6HeeCNrSwprsZmhqp//pTYH//M6FgiIoPO2Kw4Kps9bDnQzJT8BMxaj0L6uW79Ptu3vvUt/vKXv3TLtdLT0wGorq7usr26urpzX3p6OjU1NV32BwIBGhoauhxzsGv8+z3+k8PhIDY2tstDRERERERE+rZfv7+T51eVYjLBHdPj8VZsMzqSiMigNDw1GqfNTIsnwL66NqPjiBy3bi3RV65cidPp7JZrDRkyhPT0dD744IPObS6Xi88++4wZM2YAMGPGDJqamli7dm3nMUuXLiUUCjFt2rTOY5YvX47f7+88ZvHixYwcOfKg86GLiIiIiIhI//PbD3bxuw93A/DgeUXMyI4wOJGIyOBltZgpzOgYlLqpotngNCLH75imc7nooou6PA+Hw1RWVrJmzRruu+++I75Oa2sru3fv7ny+d+9eNmzYQGJiIrm5udxxxx387Gc/Y/jw4QwZMoT77ruPzMxMLrjgAgBGjx7NmWeeyQ033MDTTz+N3+/n1ltv5bLLLiMzMxOAK664ggcffJDrrruOu+++my1btvDkk09+7ZQ0IiIiIiIi0r/8cXkJv168E4Afnz2Kq2fks25dg8GpREQGt7FZcawrbWJ/fTvNbv/hTxDpw46pRI+Li+vy3Gw2M3LkSB566CHmzp17xNdZs2YNs2fP7nz+r3nIr7nmGp599ll+9KMf0dbWxo033khTUxMzZ87k3Xff7TLafcGCBdx6662cfvrpmM1mLr74Yn7zm990yfr+++9zyy23MHnyZJKTk7n//vu58cYbj+Wli4iIiIiISB/y10/38Yu3twPwgzkjuPGUAoMTiYgIQHykndzESEob2tlc0Uy+0YFEjsMxlejPPPNMt9x81qxZhMPhr91vMpl46KGHeOihh772mMTERF544YVD3mfcuHGsWLHimHOKiIiIiIhI3/Pi6lL+5/WtANw6exi3nT7c4EQiIvLvxmXHUdrQzrYDLnIOvjShSL9wTCX6v6xdu5bi4mIAioqKmDhxYreEEhERERERETmUhevK+fGrmwG44eQh/GDuCIMTiYjIfxqSFEW0w0qrN0BFe7cuzSjSq46pRK+pqeGyyy7jo48+Ij4+HoCmpiZmz57NSy+9REpKSndmFBEREREREen02oYKfvjKRsJhuHpGHj8+ezQmk8noWCIi8h/MZhNjMmNZtbeBPa0q0aX/OqY/vbfddhstLS1s3bqVhoYGGhoa2LJlCy6Xi9tvv727M4qIiIiIiIgA8Nyq/dzx8gZCYbhsag4PzC9SgS4i0ocVZcVhMkG914wtJd/oOCLH5JhGor/77rssWbKE0aNHd24rLCzkqaeeOqqFRUVERERERESORDgc5ndLd/PrxTsBuGp6Hg+cV4TZrAJdRKQvi3ZYKUiOZndtKzETzjQ6jsgxOaaR6KFQCJvN9pXtNpuNUCh03KFERERERERE/iUUCvPQm9s6C/TbTx/OQ+cXYVGBLiLSL4zNjgMgqug03H51h9L/HFOJftppp/H973+fAwcOdG6rqKjgzjvv5PTTT++2cCIiIiIiIjK4+YMhfvjKRp75ZB8A/zO/kLvmjNAULiIi/UhOQgTR1jBmRyQfl3qMjiNy1I6pRP/d736Hy+UiPz+fgoICCgoKGDJkCC6Xi9/+9rfdnVFEREREREQGIY8/yM3Pr2Xh+gosZhOPf3M83z5piNGxRETkKJlMJoZEBwF4t6SNcDhscCKRo3NMc6Ln5OSwbt06lixZwvbt2wEYPXo0Z5xxRreGExERERERkcGpoc3Hd59by+p9DTisZv73ykmcPjrN6FgiInKM8qJCbKrzsbcJNpY3MyEn3uhIIkfsqEaiL126lMLCQlwuFyaTiTlz5nDbbbdx2223MXXqVIqKilixYkVPZRUREREREZFBYNsBF/N/+zGr9zUQ47Dyt++coAJdRKSfc1igbfvHACxYtd/gNCJH56hK9CeeeIIbbriB2NjYr+yLi4vjpptu4rHHHuu2cCIiIiIiIjK4vL25kot//ykVTW7ykiL55/dOZNrQJKNjiYhIN2jd8DYAb2w6QHO73+A0IkfuqEr0jRs3cuaZZ37t/rlz57J27drjDiUiIiIiIiKDSygU5tfv7+B7C9bh9gc5eXgyr91yEiPSYoyOJiIi3cRbsZ28OCsef4iF68uNjiNyxI6qRK+ursZms33tfqvVSm1t7XGHEhERERERkcGjxePnxufW8tuluwG4fuYQnrl2KvGRdoOTiYhId5tbEAnAgs9KtcCo9BtHVaJnZWWxZcuWr92/adMmMjIyjjuUiIiIiIiIDA4lta1c9L+fsqS4GrvVzK8vGc+95xZitRzVr6siItJPnJoXQaTdwu6aVlbvbTA6jsgROap3JWeffTb33XcfHo/nK/vcbjf/8z//w7nnnttt4URERERERGRgCofDvLi6lHN/8zG7alpJjXHw95tmcPHkbKOjiYhID4q0mTl/QibQMRpdpD+wHs3B9957LwsXLmTEiBHceuutjBw5EoDt27fz1FNPEQwG+clPftIjQUVERERERGRgaGzz8d8LN/He1moATixI4olvTiA11mlwMhEZSBqbmqisrDQ6xnFpamoyOkKPuOKEPF5cXcY7Wyqpay0kOdphdCSRQzqqEj0tLY1PP/2Um2++mXvuuadz3iKTycS8efN46qmnSEtL65GgIiIiIiIi0v99WlLHXS9vpMrlwWYx8cO5I7nh5KGYzSajo4nIAOF2uwH4cOlSlq/eYGyY4+Sr2QtAe3u7wUm619jsOMZnx7GxvJlX1pRz86wCoyOJHNJRlegAeXl5vP322zQ2NrJ7927C4TDDhw8nISGhJ/KJiIiIiIjIAOALhHhs8U7+sLyEcBiGJkfx5GUTGZsdZ3Q0ERlgvF4vAFNGZjF14hiD0xyfVZ/6WbELvD6f0VG63ZXT89j4j028sHo/N52iD1OlbzvqEv1fEhISmDp1andmERERERERkQFoS0Uz/71wE1sqXABcNjWH++cXEmk/5l9JRUQOKybSQUZSrNExjktshN3oCD1m/rhMfvrmNsoa3KzYXcepI1KMjiTytbTcuYiIiIiIiPQIty/Iw+8Uc/5Tn7ClwkVchI3fXzmJX148TgW6iMggF2G3cPGkjsWkF6zab3AakUPTuxYRERERERHpVFpaSl1d3XFfZ3O1l9+vbaaqNQjAiTlOrpsQS4K/knXren6hv+Li4h6/h4iIHJ8rp+Xy7Kf7+GB7DZXNbjLiIoyOJHJQKtFFREREREQE6CjQR40ejfs4FrAzO6NJmH0d0ePmABBw1dLw/u95sWQ1L3ZX0KPQ2tpqwF1FRORIDE+L4YQhiaze28DLn5dxxxkjjI4kclAq0UVERERERASAuro63O3tXHn3o6TlFhzVueEwlLaZ2dxkwRsyAWGGRocYkx2Hbcx/90zgQyhevYx3/vokHo+n1+8tIj3DHPIT7aslxltNlL8Op7+JiEAzEf4mnJ3/6+KipCqeuC2a+NiFRFW+iiXsxxoOYCJMEDMhk4UQVoImMyGTlSBW3OZI3OZo3JZo3OYo2s3RuM3RtFgTaLSm0GqOA5MWvuwJV07LZfXeBl5aXcats4dhtWj2ael7VKKLiIiIiIhIF2m5BWQPLzri42tcHj7aWUtlc0dhnRhp5/TRqWTGG/e1/OrSEsPuLSLHxhQOEOupIt5T1vFwlxPjqyLGW02Mt5pIfwMmwoe/kA1INAPtEOq6y0oQwkHAx79fKj546Ev6TXYarSn/9kij0p5LsyVZ5fpxOnNMOklRdqpcHpZur2FuUbrRkUS+QiW6iIiIiIiIHBO3L8inJXVsOeACwGYxccKQRCbmJGAxq1QSkYOzB1pJat9DonvvF/+7j3h3ObHeCizhQ7fZAZOdVkcqrfYU3NY4PLZ43NY43LZ4PNY4PLY4PvtkBR+9uoATzv4GE8ePJ2CyEjRZCWPCHA5iIYg5HMRMEEs4iDXsxxlqIzLURkSolYhgK5GhViJCrcQGG4gP1GML+0j1V5Dqr+iSp90cRaU9v/NRZcshYHb05L++AcdhtXDJlByeXlbC85+VqkSXPkkluoiIiIiIiByVUDjM5opmVpbU4w10DPMcmRbDzGHJRDv1a6aIdDCHAiS695LStpOUtp0kt5eQ2L6XGF/N154TMDtocmbR5Myh2ZlFszOLFnsarY5UWuxpuG0Jhx35vcm3j5XlQZJ9SeTZ0o7/dYSDxAbqSQjUfvGoIdl/gFR/OZGhNgo8WynwbAUghJlKex57nYXscRZRb03XSPUjcMUJuTy9rITlO2sprW8nNynS6EgiXejdjYiIiIiIiByxsoZ2lu+qpa7VB0BytJ1ZI1LJSjBu6hYR6T6NTU1UVlYe9XnWkJdM315yvLvI9O4h07eXNF8pVgIHPb7JkkSNPYdqWy419mxqbVnU2zJwWRIJm/5jTmzfFw+8QNVhs7haWo46/6GETBaabKk02VLZ+2/bLeEAqb5yMnz7Oh8xoWayfHvJ8u1lpustmi2J7HEWscdZRLmjgJBJVdzB5CZFcsqIFJbvrOWF1aX891mjjI4k0oX+yxUREREREZHDamz38fGuOvbUtQHgsJqZMTSJsVlxmDV1i0i/53a7Afhw6VKWr95wyGPNhBkR1crk2CYmxTUxObaJomgXNvNX5ytvDljZ0hLL5pZYtrbGsr0thh2t0biCti+OCAGlXzy6h6+mo+oOBA5e4HeXoMlKpSOfSkd+57bYQAP5nm0M9Wwjx7uLuGADE9tWMLFtBR5TBNsjJ7E1cho1tmyNUP8PV07LZfnOWl5ZU8adc4bjsFqMjiTSSSW6iIiIiIiIfC2PP8jqvQ1sLG8iFO7ofMZlxTFtaBIRNhUcIgOF1+sFYMrILKZOHNNlnzXsJzt8gCGh/QwJlZIXKiUC71eu0UI0ZeZMKkwZHDBncMCUTqMjHqJNkAERwMQvHj1p6dI21u6CYOgwq4X2AJc1kU3RM9kUPRNbyEuudydDPFsZ6tlGVKiFCW2fMKHtE2qtGWyNmsb2iMm4LdG9nrMvOn1UKmmxDqpdXt7bWs154zONjiTSSSW6iIiIiIiIfEUoFGbzgWZW7anH4++Y9zw/KZKTh6eQGGU3OJ2I9JSYSAfZiZFk+PaR69lBtq+ENF/ZV6Zl8ZkcVNuyqbbnUmXPpcqWR4slvsvoaieQ0bvxAYh09o2/o/xmByURYymJGAvhELneXRS2r2a4exMpgUpmNS/i5OY32OMsYkP0yZTbCwb16HSrxcxlU3N58oNdLFi1XyW69Ckq0UVERERERKSLKreJD1eX0tDWMe95YpSdU4Ynk5cUZXAyEekR4TDZlgZun2bnWylLmVD5d2xhX5dD2szRHLAPpcIxlAr7UGptWV+du1y+nslMqXMkpc6RfBhqZ2T7eoraPyPdX8ZwzyaGezZRactlTczp7HaOgUH67/byE3L53Ye7+WxvA7trWhiWGmN0JBFAJbqIiIiIiIh8odzlJ/UbD/BJrQ3w4bSZmT40ibGZmvdcZKCxhHzkNH9OQf0yhjR+QkxKDZzpBA5AuKM0L3WMpMwxjAr7UJqsKYN6lHR38poj2RR9EpuiTyLJf4DxbZ9S1LaaDH8p8xueocGawtro0yiOnGJ01F6XHufk9FGpvL+tmudXlfLAeUVGRxIBVKKLiIiIiIgMeo1tPp5YspPnVtURUTAFE2Em5CYwLT8Rh+Y9FxkwHIEW8hs/+aI4/xR7qL1zny9s4aM9XsoTT8A28jTqrBmDdjR0b6q3ZbI0/husjJnHhLYVTGj9hMRALXOaXmaG6x0iE7NZMsj+Gr5yeh7vb6vmn+vKufvMUUTYB9m/AOmTVKKLiIiIiIgMUoFgiOdX7eexxTtxeTrmO27fuZILTp3M6OEpBqcTke5gC7QxrOEjRtW+S07z51jCXy622WpPoSTxFEoST+H5pdt59flfMf/aQmbbsgxMPDi5LTGsjD2bNdGnMaZ9FZNbPiIm1Mz1ads449Zo/mHdAuH5g+KDjZOHJZOTGEFZg5s3Nh3g0ik5RkcSUYkuIiIiIiIyGH26u44H3tjKzupWAEalx3D5SBvX/urnxJyx0OB0InI8zKEAeU0rGV37DkMblmMLeTv31UcMYXfSLEoST6U6enRnKetjt1Fx5d/4zU7WR89iY9RMRrevZVLtIvLjPfyQRVRv3MHyId+nPG6y0TF7lNls4ooT8vjVu9tZ8FmpSnTpE1Sii4iIiIiIDCJlDe384u1i3tlSBUBCpI0fzB3J5SfksnHDeoPTicjxSG0tpqj6dUbWLSYi0Ny5vSEij+KUs9iZPIemiFwDE8qRCpmsbI2axh9WNTOy4lXuPS2WtLZiLtnyXfYkzGRF/u00RA4xOmaPuWRKNo8t3sHGsia2VDQzJivO6EgyyKlEFxERERERGQTcviBPLyvh6WUleAMhzCa4anoed84ZQXyk3eh4InKMrEE3I+veZ1zVP0lvLe7c3mZLYnvKPLannElN1CgtCtpPecNWHv7YR9kJt/CD4eWMq1rI0MaPyW9cybrMy1mZexMBi9PomN0uOdrBWWMyeH3jAZ5ftZ9fXjzO6EgyyKlEFxERERERGcDC4TDvbKni528VU9HkBmD60EQeOK+IUemxBqcTkWOV1LabsdWvUljzFo5gGwABk41dSaexLW0+ZXGTCZtU+wwUzeEoPiz4ERsyLmXm/qcY1vARUw48z/D6pSwZ9mNK46cZHbHbXTUjj9c3HmDRhgruOXs0cRE2oyPJIKa/TUVERERERAaoHVUtPPD6VlbuqQcgKz6Cn5wzmrPGpGPSqFSR/iccYmjDCiYfWEC268vpl5qc2WxKv4itqfPx2OKNyyc9rjEynzdGP8qQho85reSXxHkPcPHWW9maei7L878/oP7/n5KXwKj0GLZXtfDPteV8Z+bAnb5G+j6V6CIiIiIiIgNMc7ufx5fs5LlV+wmGwtitZr57agE3n1pAhN1idDwROUqWoIfC2reZVLGARE8pACEslCSdyqb0iyiNm9q5QKgMDnsTZ/K32Jc5qfT3TKj8O0U1b5Lf+CkfDfkBO5PnDIjpe0wmE9+anse9i7bw/Kr9fPukfH0ALIbp8yV6fn4++/fv/8r2733vezz11FPMmjWLZcuWddl300038fTTT3c+Ly0t5eabb+bDDz8kOjqaa665hocffhirtc+/fBERERERkSMWDIV5+fMyHn1vO43tfgDOLErnJ+eMJicx0uB0InK0nP4mxlf9gwmVfyfS3wiAxxLNpvSL2ZBxKW2OVIMTSm9pcbmorKz8yvbSiCv5JHMy36j9Len+Ms7Z+RPyyl/nHym30W7pW1N21dXVHfU5F0zM4pfvbGdPXRufltRz0rDkHkgmcnh9vkX+/PPPCQaDnc+3bNnCnDlzuOSSSzq33XDDDTz00EOdzyMjv3xzGAwGOeecc0hPT+fTTz+lsrKSq6++GpvNxi9+8YveeREiIiIiIiI9bHN5M/cu2szG8mYAhqdG8z/zi5g5XIWDSH8T6atjSsVzjKv6J7aQFwCXI511mZezJfV8/NYogxNKb/H4OzqxNWvWsH77nq897iHTGO7Ij+CHQ3Yxpv0zEnds4MatE/m4se/8DAi2NgAc9MOArxPtsHLRpCz+tnI/z63crxJdDNPnS/SUlJQuz3/5y19SUFDAqaee2rktMjKS9PT0g57//vvvs23bNpYsWUJaWhoTJkzgpz/9KXfffTcPPPAAdrtWoRcRERERkf7L5fHz6/d28Nyq/YTCEOOwcsecEVw9Iw+bRdM7iPQnByvPq6NGsSbrKnYln6aFQgchX6CjRB9fkMqJUyce8tgmpvNUqJIr/f8g01nH65M/Y6nlZJZYZxEyGT+V1/Ydu3hjIzQ1NR3Ved+ansffVu5ncXE1lc1uMuIieiagyCH0q799fT4fzz//PHfddVeXOZAWLFjA888/T3p6OvPnz+e+++7rHI2+cuVKxo4dS1paWufx8+bN4+abb2br1q1MnPjVv4C8Xi9er7fzucvl6sFXJSIiIiIicvTC4TCvbzzAT98spq614/eX88Zncu85o0mNdRqcTmTwaGxqOqqRtQcTHWhkVvNCprvewR72AbDfMYLFCVewM2IiBExQVdsdcb+Wq6WlR68vxyfKaSMj6UimZ4nl5dAPmd38KmPaP+OM4HIKLaW8HX8VLdbEHs95KNXRx/azaURaDNOGJPLZ3gZeXF3GXXNGdHMykcPrVyX6okWLaGpq4tprr+3cdsUVV5CXl0dmZiabNm3i7rvvZseOHSxcuBCAqqqqLgU60Pm8qqrqoPd5+OGHefDBB3vmRYiIiIiIiByn3TWt3P/aFj4tqQdgaHIUP71gjL7mLtKL3G43AB8uXcry1RuO6RrxVh935e/m+px9RFpCAHzeHM/DJSNY2pACrPni0fN8NXsBCAQCvXI/6TkBs4PFCZex3zGCM5peIdO3j2/V/D+WJFzKrogJRsc7JlfNyPuiRC/lttOG6ZtW0uv6VYn+5z//mbPOOovMzMzObTfeeGPnP48dO5aMjAxOP/10SkpKKCgoOKb73HPPPdx1112dz10uFzk5OcceXEREREREpBu4fUF+9+Eu/rh8D/5gGIfVzK2zh3HjqUNxWI3/qr7IYPKvb7BPGZnF1Iljjupca9jPzOAqZgc+JgIPAPtN2Sy2zmZnagHD0kwM6/bEh7Z0aRtrd0EwFDz8wdIv7IycRJU9j7MbniPDv59zG/7KmuhSPo49l7Cpf5XQcwvTSYlxUNvi5f2t1ZwzLsPoSDLI9JsSff/+/SxZsqRzhPnXmTZtGgC7d++moKCA9PR0Vq9e3eWY6upqgK+dR93hcOBwOLohtYiIiIiISPdYur2a+1/bSnljx+jX2SNTePC8MeQmRRqcTGRwi4l0HOE0G2AKBylsX8MM1zvEhDoWAa61ZvBx3Lnsc4wGkwmjqsFIp9aMG4hc1iT+nnIbJ7reZmrrUqa0fkiyv5K3E6/Ca+4/Pz/sVjOXT83hN0t389yqfSrRpdf1mxL9mWeeITU1lXPOOeeQx23YsAGAjIyO/5hmzJjBz3/+c2pqakhNTQVg8eLFxMbGUlhY2KOZRUREREREjldFk5sHX9/K+9s6BgNlxDn5n/lFzCtK67JWlIj0YeEwQz1bmel6k6RAx3/LLksCn8aexfaIyf1uVLD0LyGThY/j5lNtz2Fe44vke7dzec0TvJ50HQ22tMNfoI+4fFouT31Uwqo9DeyqbmF4WozRkWQQ6RcleigU4plnnuGaa67Bav0ycklJCS+88AJnn302SUlJbNq0iTvvvJNTTjmFcePGATB37lwKCwu56qqreOSRR6iqquLee+/llltu0WhzERERERHps/zBEH/5eC9PLNmF2x/EajZx3cwh3H76cKIc/eJXOREBkv0HOLXpVXJ9uwFwmyJZHTOHjdEnETTZDE4ng8muiAk0WVI4r+HPJARruaz2cd5JuIq9EUVGRzsiGXERnDE6lfe2VvP8qv08eP7RTaMkcjz6xTuvJUuWUFpayne+850u2+12O0uWLOGJJ56gra2NnJwcLr74Yu69997OYywWC2+++SY333wzM2bMICoqimuuuYaHHnqot1+GiIiIiIjIEflsTz33vbaFndWtAEzNT+BnF4xlZLpG3Yn0FxHBFk50vcOY9lWYCRPAyvroU/g85gy85gij48kgVWvP4oWUuzi34VmyfSWc3/BnPok9m8+jT4d+8O2mq6bn897Wav65roIfnTlKHypLr+kXf9Lmzp1LOBz+yvacnByWLVt22PPz8vJ4++23eyKaiIiIiIhIt6lv9fKLt7fzz3XlACRG2bnnrFF8Y3K2pm4R6SfM4QATWlcwveV9HOGORUN3RoxnRex5uKyJBqcTAbclmn8mf5dZza8yvu1TZrreIslfxfsJlxEy9e2q8MSCJIYmR7Gnro1X11fwrel5RkeSQaJv/5chIiIiIiIyCIRCYV78vJRH3t1Bs9sPwOUn5PKjeSNJiNJifyL9xRD3Vk5tXkRCsA6Aals2y+IuoMJRYHAyka5CJitL4y+hzpbJrKaFjHavJTLUwhuJ38Zvdvbovffu3cu6deuO+fxTsy3sqYM/LN3OaFudYR8yJycnk5uba8i9pfepRBcRERERETHQ1gPN/OTVLWwoawKgMCOWn104hkm5CcYGE5EjFheoZVbTIoZ6twHQZo7h49hz2BY5FbRoqPRhm6JOotmSyLkNz5Ln3ckldU+xKOlG2i3dP31Ya4sLgPvuu4/77rvvmK9jckSR/b2/UuZyctKF38Zbtrm7Ih6ViMhIthcXq0gfJFSii4iIiIiIGKDdF+DxxTv5yyf7CIbCRDus3DVnBFfPyMNqUekm0h9EWOHK+A1cXP0iVoIEsbAu+lQ+i5nT46N5RbrLfudo/pF8CxfU/4k0fznfrH2Shck30WxN6db7eN1uAE654namnDTruK61rsHC3laYdN3PmZES6IZ0R6e6tIQFv/ov6urqVKIPEirRRUREREREetmH22u4d9EWKpo6CoVzxmZw//xC0mJVuon0C+EwJzp289Qt0eTFbQFgn2MkH8VdRKMt1eBwIkev2p7Lyym3c1Hd08QH67ms9jcsSrqBanv3F8RxadlkDy86rms4W73s/ayUSreZ2JwRxDpt3ZRO5OBUoouIiIiIiPSSmhYPD76xjbc2VQKQFR/BTy8o4rRRaQYnE5EjFe/ez+w9/4/8hFWAmZpAFKtSL6XEORa0ALD0Y03WFF5K+T4X1P+RNH8F36h7ijcTv81+5yijo31FcrSD7IQIyhvdbC5v5qRhyUZHkgFOJbqIiIiIiMhxKi0tpa6u7mv3h8JhFu9p57lNLbT7w5hNcM7wKC4riiaivYJ16yp6Me3XKy4uNjqCSJ9lCXo4ofxZplT8DWvYjy9s4ZfL29k05DJOyhtndDyRbtFuieWV5FuZ3/AMed6dnF//J95OvJrdEeONjvYV47PjKW90s+VAM9OGJGoqNOlRKtFFRERERESOQ2lpKaNGj8bd3n7Q/bbkXBLn3YIzu+Or697KXTS89zt+V13C73oz6FFobW01OoJIn5Lf+Amz9zxKvKfjA6998dP5+a7h/N9HTzE/X9WKDCx+s5NFSTdwZuMLjHSv55yGv/FOwpXsjJxkdLQuhiZHEeO00uIJsKO6haLMOKMjyQCmv+lFRERERESOQ11dHe72dq68+1HScgs6twfDsL3Zwg6XmTAmLKYwRXFBCnLyME971MDEX6949TLe+euTeDweo6OI9AnR3ipm7X2c4fVLAWixp/LRkB+wO2k2ldufMzidSM8Jmay8k/AtglgodK/hrMbnsRCkOHKq0dE6mc0mxmXF8UlJPRvLmynMiMWkKZWkh6hEFxERERER6QZpuQWdC6WVNbTz4fYamt1+AIYkRzFrZEqfX/isurTE6AgifYI5FGBi5YtML/0T9pCbEBbWZV7Gqpwb8FujjI4n0ivCJjPvJVxO0GRlbPsq5jW+iDkcYmvUNKOjdSrKimPV3gZqW7xUNnvIjI8wOpIMUCrRRUREREREuonbH2TFrlqKK1sAiLJbOHVkCsNSojU6TqSfyHRt4PSSX5Lc3vGhUkXMeD4o+G/qo4YZnEzEACYzS+IvIWiyMKHtE+Y2vYSFAJuiTjI6GQARNgsj02LYVuliY1mTSnTpMSrRRUREREREukF5u4m3V+7H7Q8CMC4rjhOHJeGwWgxOJiJHIsLfyMx9v2VMzRsAuK1xLM+/nW2p54JJCxbKIGYy82HcxYSwMKltOac3/QNzOMiG6FOMTgbA+Jw4tlW62F3bSqs3QLRDdad0P/2pEhEREREROQ5NniDJ5/83n9XZgCCJUXbOGJ1KRpxGw4n0C+EQY6sXMXP/UzgDLgA2p13Ax3m34LHFG5tNpK8wmVgWdwFBk5WprUuZ3fwqJsKsjz7V6GSkxjjJiHNS2exhc3kzMwqSjI4kA5BKdBERERERkWMQDod5feMB7n23lqhRMzERZmp+ElOHJGA1a9SqSH+Q2rqd00p+RUbrFgBqoobzQcE9VMWMNTiZSB9kMvFx7LkETRamtyxmVvMiAiYbm6NONDoZE3LiqWyuYnNFs34OS49QiS4iIiIiInKUql0efvLqFpYUVwPgq97DWeNzGKPRbyL9gsPfzEmlv2dc1UJMhPFaoliZexMbMi4hbFJVIvK1TCZWxpyFJRxkautSTm/6B36Tne2RUwyNVZASTZTDQps3yO6aVkalxxqaRwYefSwjIiIiIiJyFF7feIC5jy9nSXE1NouJy4qiqfzbncTbw0ZHE5HDCYcoqn6Na9d9g/FV/8REmOLkefx14iusz7xcBbrIkfhiRPr6qI5vYc1rfIFh7o2GRrKYTYzNigNgY1mzoVlkYNJPBxERERERkSPQ1O7j3kVbeHNTJQBjs+J49JJxtB/Yza9CQYPTicjhpLYWc1rJI51Tt9RFDmXp0B9RETfZ4GQi/ZDJxEdxF2IL+xjTvpqzG57j9SQb+5yFhkUakxnH53sbqXJ5qGr2kB7nNCyLDDwq0UVERERERA5j2c5afvSPjVS7vFjMJm6dPYxbTxuGzWJm3QGj04nIoRxs6pZVOTewIeObhMyqRUSOmcnMkvhvYg37GeVez/z6Z1iUfCNljuGGxIlyWBmRHk1xZQvrSxs5a2yGITlkYNJPCxERERERka/R7gvw8NvbeW7VfgCGJkfx2DcnMCEn3thgInJ44RBjql9n5v7fERHomN6hOHkeK/K/T5sjxeBwIgND2GTmvYQrsYb9DPNs4bz6/2Nh0nepdAwxJM/EnASKK1vYVdvKSR4/sU6bITlk4FGJLiIiIiIichAby5q44+UN7K1rA+DaE/O5+8xRRNgtBicTkcPR1C0ivSdksvB24jWcV/9/5Ht3cEH9H3kl5TbqbJm9niUlxkF2QgTljW42ljVx8nB9YCbdQyW6iIiIiIjIvwmFwvxpxR4efW8HgVCY9Fgnj14yTr+Ii/QDB5u6ZWXOjWzMuFRTt4j0oKDJyhuJ3+Gi+qfJ8u3lwro/8HLK93FZE3s9y8TceMob3WypcDFtSBJ2q7nXM8jAo58gIiIiIiIiX6hp8fCDv29kxa46AM4Zm8EvLhxLXKS+Di7Sl5lDAcZV/ZMZZX/EGXABUJxyZsfULfZkg9OJDA4Bs53Xkq7n0trfkRyo5ML6p3k5+XY8luhezTEkKYr4SBtN7X62Vbo0BZt0C30UIyIiIiIiAny4o4aznljBil11OG1mfnnRWH53xUQV6CJ9WThMfsMnfGvD5cze+/9wBlzURRbw9zFP8+6In6pAF+llXnMkC5NvxGVJIDFQywX1f8IW8vZqBpPJxMQvivP1pY2EwuFevb8MTBqJLiIiIiIig5o3EOSRd3fw54/3AjA6I5bfXj6BYakxBicTkUNJai/hlL1PkN+0CoB2azyf5t3MlrTzCJtUd4gYpc0Sz8Kkm/hm7W/I8JdybsOzvJZ0fa9mGJ0Ry8qSelyeAHtq2xiW2ruj4WXg0U8VEREREREZtMoa2vnegnVsrmgGOhYP/e+zRuG0afFQkZ7U2NREZWXlMZ0bFWxiTuNLTHO9i4UQAax8EjefDxIuxROOgqrabk57cK6Wll65j0h/1GhLY1HyjXyj7n/J925nbuOLLCGj1+5vs5gZkxXHmv2NrC9rVIkux00luoiIiIiIDEofFFdz58sbcHkCJETaePQb4zmjMM3oWCIDmtvtBuDDpUtZvnrDUZ0bbQlwS+4ebs0rIcYaBOCNmnTu3zWavW4/sKCb0x6ar6bj2yuBQKBX7yvSX1TZ83gz8VrOr/8/RrvX8u3UobzZi/cfnx3PutJGDjR5qHZ5SIt19uLdZaBRiS4iIiIiIoNKIBjiscU7+d+PSgCYmBvPU1dMIjM+wuBkIgOf19sxN/KUkVlMnTjmiM4xh4NMC67ljMAKYmgDoNyUyVvWuZTkDmFObo/FPaSlS9tYuwuCoaAxAUT6gX3O0byfcBlnNr7ARUl7uGO6nZJeune008qItBi2V7WwvrSJM8ek99KdZSBSiS4iIiIiIoNGbYuX219cz8o99UDH9C0/Pns0dqvZ4GQig0tMpIOMpNhDHxQOM8K9gRNdb5MQrAOgyZLMJ7FnszNiPJjMvTg5xFdFOu0G3l2k/yiOnEpU0MXJrjf59VwHv3JvB87vlXtPzIlne1ULu2paOMmTRIxTi4XLsVGJLiIiIiIig8LqvQ3c+sI6alq8RNkt/PLiccwfn2l0LBH5T+EwQz1bmNHyHqn+CgDazNGsipnHlqgZhExas0Ckv1kTfRqu/Zs5J2E/d0UsYmHLOVTFHNm3UY5HaqyTrPgIKprcbCxvZuaw5B6/pwxMKtFFRERERGRAC4fD/GnFHn717g6CoTAj0qL53ysna5Exkb4mHGaoZyvTW94jzV8OgM/kYE30bNZFz8JvdhgcUESOmcnEH6rGEK7dzbkj4Pziu3hp7F9ojsju8VtPzI2nosnNlopmTshP1LfP5JioRBcRERERkQGr2e3nv17ZyPvbqgG4YEImv7hoLJF2/Sok0meEwwzxbmO66z3S/WUA+Ex2NkSdzNroWXgs+sBLZCAIYeayf7jZeHcOBVRxwbbv89K4v+C1xfXofYckRxEXYaPZ7ae40sX4nPgevZ8MTHrnKCIiIiIiA9LWA818b8E69te3Y7eYuX9+IVdOy8VkMhkdTUQAUzhEgWczU1s+6CzP/SY7G6JmsjZ6Nm6V5yIDTpsfftr+TX6T9BKJnlLO2/5fLCz6HUFzz60xYDaZmJgTz0c7a1lb2siYrDgsZr0XkKOjEl1ERERERAacv39exn2vbcEbCJEVH8HvvzWJcdnxRscSEcBhgXnRu7ii+j0SgrUA+E02NkbNZE30bNyWGIMTikhPagjHsKjwCb65+XqyXeuZu+sh3hnxEJh6bpqVwsxYPtvbQIsnwK6aFkalH2ZhY5H/oBJdREREREQGDI8/yH2LtvDK2o75lE8blcpjl44nPrLnRriJyJFxBFr4RtQa/vT9aDJiPoMgeEyRbIg+iQ1RJ6s8FxlE6qOG8caoR7hw2+2MqnuPZmcmn+Z9r8fuZ7OYmZATz8o99azZ18jItBh9M02Oikp0EREREREZEPbVtXHzgnUUV7owm+AHc0dy86kFmPWVbRFDJbTvY3zVPyiseRNHTBtgpjYQydakOWyJnKEFQ0UGqbL4E1hS8BPm7X6IaeXP0BiRT3Hq2T12v/HZcazd30h9m4999e0MSY7qsXvJwKMSXURERERE+r13t1TxX69spMUbIDnazm8um8iJw5KNjiUyaJnCQYY0fsL4ylfIb1rVuX2/P5H73qygZdIVnJI31cCEItIXbEubT4KnlBPKn+WM3T+jyZlFZez4HrmXw2ZhbFYca0sbWbOvQSW6HBWV6CIiIiIiYojS0lLq6uqO6xqBUJgFm1t4bUcbAKOSbfxgejxOVynr1pV2R8zDKi4u7pX7iPQHTn8TRTVvML7yH8R5DwAQxsSehJlszLiEZ5bu5M1Nv2D+pJ6b+1hE+pdPcm8moX0fwxs+4rzt/8WL457F5czskXtNyI1nQ1kTB5o9VDS5yYqP6JH7yMCjEl1ERERERHpdaWkpo0aPxt3efszXsEQnknze3ThzigBwrX6V95Y9y3uhYHfFPCqtra2G3FfEaKZwkLymVRRVv8nQhmVYw34APNZYtqSdz8b0i3E5swAIs8vIqCLSF5nMvDviIWI330Ba2w7OL76Ll8b+Gb+1+0eKRzusjM6IYcsBF2v2NZA1Iavb7yEDk0p0ERERERHpdXV1dbjb27ny7kdJyy046vNrPCZW11nxhkxYTWGmJAXI+sY58I1zeiDtoRWvXsY7f30Sj8fT6/cWMVK8ez9F1W9QWPs20b7azu3VUSPZmHEpO5LnErA4DUwoIv1FwBLB66N/zRUbryG5vYSzd97L66P/H2GTpdvvNSkvgS0HXOyrb6e2xUtKjNZlkMNTiS4iIiIiIoZJyy0ge3jRER8fCof5fG8Dn9U0EAaSo+2cPTaDhEh7z4U8jOrSEsPuLdLbIn11DK9fyqja98hs2dS53W2NY3vKmWxNnU9t9EgDE4pIf9XqSOO10b/m0i03MbTxY2bu+y0rhtzR7fdJiLQzPDWaXTWtrC1t5Myi9G6/hww8fXoSsgceeACTydTlMWrUqM79Ho+HW265haSkJKKjo7n44ouprq7uco3S0lLOOeccIiMjSU1N5b/+678IBAK9/VJEREREROQ4tXkDLFpfwaq9HQV6YUYsl07JMbRAFxkMIvyNjK1ayMVbbuaGz8/htD2PktmyiRBm9iTM5I2Rv+JPU9/mo6E/VIEuIselOqaI94bdD8CUAwsoqn6tR+4zJS8BgJ3VLTS7/T1yDxlY+vxI9KKiIpYsWdL53Gr9MvKdd97JW2+9xSuvvEJcXBy33norF110EZ988gkAwWCQc845h/T0dD799FMqKyu5+uqrsdls/OIXv+j11yIiIiIiIsemtKGd97ZW0e4LYjWbOG1UKqMzYo2OJTJgRXlrGdq4guH1S8lpWoOZL9caqIwew47kOexMnkObI8XAlCIyEO1MmUuiez8zyv7I6SUP0+TMpiJucrfeIzXWSW5iJKUN7awrbWT2yNRuvb4MPH2+RLdaraSnf/VrFc3Nzfz5z3/mhRde4LTTTgPgmWeeYfTo0axatYrp06fz/vvvs23bNpYsWUJaWhoTJkzgpz/9KXfffTcPPPAAdrtGrIiIiIiI9GWhcJjP9jawem8DAElRHdO3JEbpvbxItwqHSW7fRUHDcoY2LCe9tbjL7uqoUexMnsPO5DNwOTMNCikig8WqnOtJdO9lZN1i5m+/mxfHPUtzRHa33mNKXgKlDe1sPeBi2pBEIu19viYVA/X5Px27du0iMzMTp9PJjBkzePjhh8nNzWXt2rX4/X7OOOOMzmNHjRpFbm4uK1euZPr06axcuZKxY8eSlpbWecy8efO4+eab2bp1KxMnTjzoPb1eL16vt/O5y+XquRcoIiIiIiIH1eoN8N7WKsob3QAUZcZy6ogUbJY+PSulSL9hC7SR41pLXuMqhjauINZb1bkvjInKmDHsSTyZnUln0ByRY2BSERl0TCbeG3Y/cZ4K0lu3cX7xnbw07hl81uhuu0V2QgRpsQ6qXV42lDVxYkFyt11bBp4+XaJPmzaNZ599lpEjR1JZWcmDDz7IySefzJYtW6iqqsJutxMfH9/lnLS0NKqqOn7wV1VVdSnQ/7X/X/u+zsMPP8yDDz7YvS9GRERERESO2K7qFpZur8ETCGGzdEzfMipd07eIHJdwiLTW7eQ2fUZe0yoyWzZhCX+5Zpjf7KA0fholiaewN+Ek2u0qlETEOEGLk9dH/5rLN15Dknsf5+y4h0WFjxM2dU+daTKZmJKXyFubK9lY3syk3AScNku3XFsGnj5dop911lmd/zxu3DimTZtGXl4ef//734mIiOix+95zzz3cddddnc9dLhc5OfrUXURERESkp3kDQZbtqKW4qgWA1BgHZxalk6DpW0SOXjhEcnsJ2c3ryHatI6t5HZGBpi6HNDmz2B8/nX0JJ1IadwIBi9OYrCIiB9FmT+a10Y/xzc3Xk9+0ilP3PsFHQ3/YbdcvSIkiKcpOfZuP9aVNzChI6rZry8DSp0v0/xQfH8+IESPYvXs3c+bMwefz0dTU1GU0enV1decc6unp6axevbrLNaqrqzv3fR2Hw4HD4ej+FyAiIiIiIl+rotHN+9uqcHkCmIAp+QlMG5KExWwyOppIv2AKB0lp20XWv0pz1wYiAs1djvFaoiiLm8L++Gnsj5/R7XMMi4h0t9rokbwz4iHO2/4jJla+TENEPpsyvtEt1zaZTEwbmsjbm6vYUNbExNx4jUaXg+pXJXprayslJSVcddVVTJ48GZvNxgcffMDFF18MwI4dOygtLWXGjBkAzJgxg5///OfU1NSQmtqxyu7ixYuJjY2lsLDQsNchIiIiIiJfCobCrNpTz5r9jQDEOq3MK0onM77nvn0q0h81NjVRWVnZ+dwcDpLlLWGoZwtDPVvI9xQTEWrrco7P5GCfczR7nGPYEzGGUscIQv+aCqEJaKqkN7laWnr1fiLS97S4XF3+LjsSlYzClnAVZzU+x6w9j1LSHsXuyAndkicqHCbeYabJG2L5tjLGph5+YG1dXV233Fv6jz5dov/whz9k/vz55OXlceDAAf7nf/4Hi8XC5ZdfTlxcHNdddx133XUXiYmJxMbGcttttzFjxgymT58OwNy5cyksLOSqq67ikUceoaqqinvvvZdbbrlFI81FRERERPqARp+JZZ+XUtfqA6AwI5ZTRiTjsGoUmMi/uN0di+t+/OESvDuWcmJCAyfF1zMtvoEYa7DLsa6AlVVNCXzSmMQnjUlsaIkjEDbT0Zh//MXDOL6avQAEAoHDHCkiA43H3/H31Zo1a1i/fc9Rn/9HwjxdlMVlGRVcWvZTzvj8JHa3d89Co9bELKILT2VbdTur3nyJcMB7yOODrQ0AR/1hgPRffbpELy8v5/LLL6e+vp6UlBRmzpzJqlWrSElJAeDxxx/HbDZz8cUX4/V6mTdvHv/7v//beb7FYuHNN9/k5ptvZsaMGURFRXHNNdfw0EMPGfWSREREREQE8AbCxM/6NkurrIAPp83M6aPSGJbaPb8MiwwElpCX9JYtXGhdwfeuiuSk/M9xmruW5u1EsNecyx5zPnvM+VQ60ghFWyAbJtHx6EuWLm1j7S4IhoKHP1hEBhRfoOO/+/EFqZw4deIxXWNjeBLTfc+SbyvjnZM28zv79bhNkcedLRyGJa0eGnFywqmzGR9Rf8jjt+/YxRsboamp6bjvLf1Dny7RX3rppUPudzqdPPXUUzz11FNfe0xeXh5vv/12d0cTEREREZFjtGJXLT98r5a4aR3TMo5Ii+bUESlE2vv0ryciPc4c8pPeupWc5jVkN68ls2Uz1pAXYoAYKxCk3RxFhb2AckfHo86aASZz5zXSDEt/ZCKdWiRYZLCLctrISIo95vPfDd7A5bWPkxKs5zoW8mriTYRMx/8NtpMj3Lxe5aTEl8DJ6UGirKGvPbY6WoswDzZ6lyoiIiIiIr2isc3Hz94q5p/rygEIuGo4pSCBqWMyDE4mYgxTOEBa63ZymteQ07yGTNdGbCFPl2PabEmsdSXy4tJNmCdewrApp4FJi+2KyODltsTwetL1fLP2SXK9u5jVvJClcd847r8b8yN9pDn8VHttrG2K5JTk1m5KLAOBSnQREREREelRwVCYf6wt45F3d1Df5sNkgrMKInn6llvIeHyB0fFEeo0pHCSlbWfnSPMs1wYcwa4LgbbbEiiPnUxZ3GTK4qbQGJHHBwuf4601a5k/Jp5hKtBFRKizZfJOwlWc1/AXxrd9Sr01nY3RJx/XNU0mmJ7YymuVCWxyRTI5vv2Qo9FlcFGJLiIiIiIiPWbVnnoeemMb2ypdAAxPjeaXF4/DVL+X3/vcBqcT6XnR3iryG1eR37SSnKbPcQZbuuz3WGMpi51EedwUyuImUx9ZoJHmIiJHYE/EGD6OPYeTXW8yq3kRjdYUSp2jjuuaeRE+Mhw+Kr121jRFcqpGo8sXVKKLiIiIiEi3K2to5xdvF/POlioAYpxWvn/6cK6ekY/damZd/V6DE8pg0djURGVlZa/dzxL2M8S9lZHudYxsX0e6v7TLfrcpkr0RRZQ4x1ISMZZK+xDC/5rT3AW4qr5yTVdLy1e2iYgIrIk+jcRANUXtn3NOw195KeUOGm3HvjpEx2j0Nl6ttLP5i9Ho0RqNLqhEFxERERGRbtTqDfDUh7v584q9+IIhzCa4Yloud54xgqRoh9HxZBBxuzu+6fDh0qUsX72hR++VaPMxL7mas1KqOS2xlmhrsHNfMAyfNyfwQX0KS+tT2NASRzBsBmqAD47o+r6ajg+dAoFAD6QXEenHTCY+iL+U+EAdWb69nF//f7yYegdec9QxXzInwkem08cBj53PG6OYnaIPMkUluoiIiIiIdIN2X4C/rdzPH5aV0NjuB+CkYUncd24ho9JjDU4ng5HX6wVgysgspk4c0+3XTwnVURjaTmFwB3nhMsyEO/e5iGGHZRjbzcPZbR6KOyIC0mEyHY+jtXRpG2t3QTAUPPzBIiKDTNBk5Y3Eb3N57eMkBOs4t+GvvJp0EyGT5ZiuZzLBjMRW/nkgka2uCCbHtxFr02j0wU4luoiIiIiIHDOPP8jzq/bz9LIS6lp9AAxJjuKes0YxpzANk+Z2FoPFRDrISOqGD3LCYZIClYxwb2S4eyNJgeouu6ttWexxjmGPs4gaW3bnvObxXzyOR6TTfpxXEBEZ2NyWGF5Lup7Lan9DrncXs5v+yQfxlxzzGhPZEX6ynT7KPXZWNkQzL83VzYmlv1GJLiIiIiIiR83jD/LS6lKe+qiE2paOEb+5iZHcfvpwLpiQidViNjihSDcIh0nxH2C4p6M4TwzUdO4KYqHMMayzOG+xJhgYVERE6m2ZvJPwLc5r+Avj2ldSb0tnQ/Qpx3y9k5JaeLkiie2tEUyIbyfNoSm1BjOV6CIiIiIicsRcHj8vflbKXz7ZS7WrozzPio/g9tOHcdGkbGwqz2UASPDXMMq9lpHt60kI1nZuD2Blv3MUuyLGscc5Bq85wsCUIiLyn/ZEjGFF7Lmc4nqDU5sX0WBNpdQ56piule4MMDLazY7WCFbUxXBxZuOxDmyXAUAluoiIiIiIHFZFk5tnPt7LS5+X0ertGImVEefk1tOGccnkHOxWlefSv0UHmxjRvp5R7nWk+cs7twewsdc5ml0R49nrLMRndhqYUkREDmdt9GySAtUUta/mnIa/8lLKHTTa0o7pWicmtrK7zUmFx86edgcFUd5uTiv9hUp0ERERERH5WlsqmvnTij28uamSYKhj4cQRadFcf/JQzp+QicN6bIt2ifQFtpCX4e4NFLavIdtXgumLxUGDmNnvGMmOyMmUOMfgNzsMTioiIkfMZOKD+EuID9SS5dvLBfX/x4spd+CxRB31pWJtISbFtfF5UzQf10eTH+nFotHog5JKdBERERER6cIbCPLulioWrCpl9b6Gzu0nDUvihpOHcuqIFC0YKv1XOES2bw+F7asZ7t6IPezr3FVuH8qOyEnsdI7HY4k2MKSIiByPoMnKG4nf5vLax4kP1nFuw7MsTP4uIdPRf/g/JaGdLS0RNPmtbGqOYGK8uwcSS1+nEl1ERERERAAoa2hnwWelvLKmjPq2jmLRYjYxf1wG1588lDFZcQYnFDl2sYF6Cts/p7D9c+KCX3441GBNYVvkVLZHTNHioCIiA4jbEsNrSddzWe1vyPHtZnbTP/kg/hKOdmJzuznMjMQ2ltbGsroxmtExnh5KLH2ZSnQRERERkUHMHwzx4fYaXlhdyrKdtYQ7ZrMgPdbJ5SfkctkJOaTFag5o6Z8ibTA7ag/fqF1Fjm9353avycnOiAlsjZxGpT3vqAsVERHpH+ptmbydcBXnN/yZce0rabClsT761KO+TlGMm41NkdT7raxujCK2B7JK36YSXURERERkENpR1cIra8pYtKGCutYvp7M4ZUQK35qWy2mjUrFatFio9EPhMFmu9Xw/dgkv/iCGGMen4IMwJkodw9kaeQIlzrEEzHajk4qISC/YG1HEitj5nOJ6nVObX6PZksieiLFHdQ2zCWYmt/BaZQIbmyOZYoroobTSV6lEFxEREREZJJrb/by+sYJX1pazqby5c3tytIOLJ2VxxbRc8pKOftEtkb4gxlNJYe1bFNa8SbynAiIBTBzwx7A36WSKNV2LiMigtTZ6FvGBWsa1r+Tsxuf5u+VWauw5R3WN/EgfeRFe9rsd7LEX9FBS6atUoouIiIiI9COlpaXU1dUd8fH+YJi1lV6Wl7pZe8CDP9Sx3WKCKZkOThsSycR0B1azm/r9O6jf30PB/0NxcXHv3EgGNGvQw7D6pRTVvElO8xpMdMxH5DNH8mFrPj996XMST7+S2flTDE4qIiKGMpn4MP5iYoMN5Ht3cEH9n3gx5c6j/nB1ZlILpeV26qypOLKLeiis9EUq0UVERERE+onS0lJGjR6Nu739MEeacOSMIapoFpEjT8LijO7c46vZS+vmxbRt/Yg9bhd/79nIh9Xa2mpwAul3wmEyWzZSWPMmI+qW4Ai2de4qjZvC1tT57E6azXuLXuGTslXMR/Odi4gIhEwW3kq8lktrf0NKoJLz6//E31Nux2c+8rVfkh1BimLdbHFFknD6DQTDPRhY+hSV6CIiIiIi/URdXR3u9nauvPtR0nK7fo04HIZGn4nydjPl7WbcwS+LwwhLmJzIEDlRIeJysjBNuRa4tlez/6fi1ct4569P4vF4DM0h/ce/pmsZXfM2CZ6yzu1Nziy2pZ7LtpRzaHFmGJhQRET6Op/ZyWtJN3B57eOkBCo5p+GvvJZ0PSGT5YivMT2hje3NNkgfxso6N1f3YF7pO1Sii4iIiIj0M2m5BWQPLyIcDlPl8rCrppXdta20eAKdx9itZoanRjMqPYas+AhMpr41Gre6tMToCNIP2ILtDK9fSmH1m+S41nZu95kj2ZV8GltT51MROwFMWgRXRESOTIs1gUVJN3Bp3e/I925ndtM/+SD+EjjC90pR1hBDfbvZ6RjNkmonZQ3t5CRG9nBqMZpKdBERERGRfsVEvdfEnp217KpppdX7ZXFus5gYkhzF8NQY8pMisVpULEo/FA6R07yWwpq3GFa/FHvI3bEZE2VxU9iWei67kmYTsEQYHFRERPqrGnsObyd8i/ManmFc+0qarMmsjTntiM9PD1SyqToAuWO5d9EWnv321D43YEG6l0p0EREREZE+LhQKs76skWfWu8i6+S98VG0DmgAV5zJwxLnLKKx5k8Lat4n1VnVub3Tmsi31HIpTz6bFkW5gQhERGUj2RIxlWdz5zGpexCmuN2i1xLMjctIRnWsC6t97itwbf8+ynbW8samS88Zn9mxgMZRKdBERERGRPigQDLGutIl3t1TxzpZKKps75g63xqZgNYUpSI1leFo0eYkqzqX/ivA1MLz+A0bVvkdWy8bO7R5LNDuT57At9VwqY8Ye8VfsRUREjsb6qFOIC9QzsW0F8xpfoN0SQ5lj+BGdG2goZ1aKhw9qInjoja2cMjyZ+Eh7DycWo6hEFxERERHpI1q9AVbsrGVxcTUfbq+hsd3fuS/aYWVSmpV/PP4TbrzjbvJGaESu9E8OfzPD6z9kRN1icprXYCYEQAgz++OnsS31XEoSTyFocRqcVEREBjyTiY/iLiAq5GKEeyPz6//M31Nuo86WdUSnn5LiZT8p7K5p5eG3t/Orb4zr4cBiFJXoIiIiIiIGqmx2s6S4hiXbqllZUo8vGOrcFx9p47SRqZw1NoOThyezbfNGntv9GRYNypV+xh5opaBhOSPq3ievaRWWcLBzX1V0ITuS57AjeR5tjhQDU4qIyKBkMvNuwpVEBFvJ8ZVwYd0feTnl+7isiYc91WqGhy8ayyVPr+TlNWVcOCmL6UOTeiG09DaV6CIiIiIivSgcDrOt0sWSbTUsKa5mc0Vzl/35SZHMKUzjjNFpTM5L0FQt0m9Zg26GNqxgRN1ihjR+ijXs69xXEzWcnclz2Jk8h2ZntoEpRUREIGiy8UbSdVxa+1uSA5VcWP8HXk6+HY8l6rDnTs1P5IppubzwWSk/fnUzb99+Mk6bpRdSS29SiS4iIiIi0sN8gRCf7a1n8bZqlmyr5sAX85tDx1TPk3ITOGN0GnMKUylIicak+Z+ln7IGPeQ1rWRk3WKGNqzAFvryz3p9RD47k+eyI3kOjZH5xoUUERE5CK85gleTb+Sy2idJDNRwfsP/8Y/kmwmaDj/P+d1njmLxtmr21Lbxvx+VcNecEb2QWHqTSnQRERERkR7Q1O7jox0d85sv21FLqzfQuc9pM3Py8BTmFKZx2qhUkqMdBiYVOT6RvjqGNnzM0Ibl5DWvxhrydu5rdmSyI6WjOK+LHK4FQkVEpE9rtcTzatKNXFr7WzJ9+zi74TneTLyWsOnQI8vjImw8eF4R31uwjt9/tJt5RWkUZcb1UmrpDSrRRURERES6SWl9O4uLq1m8rYrP9zUSDIU796XEODhjdCpnjE7jpGHJ+pqv9F/hMInuvRQ0LGNowwoyWrZg4ss/682ODHYnzWZH8lyqowtVnIuISL9Sb8vgtaTrubju9wzzbOGMpldYHH8pmA49xd5ZY9KZW5jG+9uque3F9bx520wi7apeBwr9PykiIiIiA15paSl1dXXdft1QOMyuBj+fV3j4/ICXMlegy/7cOCsnZDqZmumgINGG2RQAdwXbNlcc0/2Ki4u7I7bIYTU2NVFZWdn53BwOku8pprD9MwrbPiM5UNXl+DLHMLZFnsDWyGlU2fM7ivNWoLXrcb3J1dJi2L1FRKR/O+AYytuJV3NuwzOMaf8Mn8nBsrgLDvnBsMlk4lcXj2NT+Qr21LbxP69t5dFLxvdeaOlRKtFFREREZEArLS1l1OjRuNvbu+eCFhsReeOJGDGDyIITsEQndO4Kh4J4Srfg3v0Z7t2fsb+5mhXdc9cuWltbe+CqIuB2uwH4cOlSNq5bzamJdZydUs3cpBoS7f7O47whM8sakninNp1361Kp9EYALmCxMcEPwlezF4BAIHCYI0VERL6qJGIsi+MvY17Ti0xqW47XHMGq2DMPeU5ClJ0nLpvAFX9axStry5k5PJnzJ2T1UmLpSSrRRURERGRAq6urw93ezpV3P0pabsExXcMfgkq3mQNuE9VuM4Hwl6OQrKYw6REhMiPCpEWEsOePhlNGA9d2zwv4N8Wrl/HOX5/E4/Ec/mCRo2QKB8kP7ef+U+1ccsIOCiMbMP/bNC1tRFBsHsE2yyh2mQvwZjuwZcN8AzMfytKlbazdBcFQ0OgoIiLST22LOgF72MPs5leZ0fIeXnME66NPPeQ504cmcetpw/nNB7v4yatbmJATT15SVC8llp6iEl1EREREBoW03AKyhxcd8fFt3gAlta2U1LZR3tjOv01vTrTDytCUKApSosmKj8Bi7p05n6tLS3rlPjJ4RHuryWtaRX7jKnKbV+NMcsEsJ1APQL01jX3O0ZQ4x3DAnt+5sFqigZmPVKTTbnQEEREZADZEn4I95OGklneY1bwIn8nJBqIPec7tpw1jVUk9q/c1cPuL63nluyditx56TnXp21Sii4iIiIh8obHd11Gc17RR5eo62jsxyk7BF8V5aowDkxZLlH7IEvSQ7Vr/RXG+kiT33i77W0N23t3eRmXaTCIK59FiTfiaK4mIiAweq2Pm4Ah7mNL6IWc0vcxO+2z+dojjrRYzT1w2gbOeXMHG8mZ+vXgH95w1utfySvdTiS4iIiIig1Y4HKa+zcfO6hZKattoaPN12Z8e6+wozlOjSYjUqFbph8Jhktx7yGtcRV7TKrJd67GGvJ27Q5ipji5kf8J09sVP54XF63njlYeZf+1wZqtAFxER6WAysSJ2Po6Qm7Htq/hu9Ee8NezQtWpmfAS/ungc331+LX9YtoeTCpI5ZURKLwWW7qYSXUREREQGncb2juJ8Z3Vrl+LcbILshEgKUqIYmhJNtENvl6X/cfibyWte3Vmcx/hquuxvsaeyP346+xOmsz/uBLy2uM59ITb2dlwREZH+wWTig/hLsIe9jHSv59VvRvBp27ZDnnLmmHS+NT2X51eVctffN/LO908mJcbRS4GlO+m3AhEREREZFNoDsHZ/IzurW6hp+XIkrsVkIj85kmGp0QxJisJhsxiYUuTomcIB0lu2kt+0irzGVaS1bsNMqHN/wOygPHZiZ3FeHzEUNB2RiIjIUQubzLybcCWtzQ1Mtu/n1MqnYfdsGHbG155z7zmFrNnXyPaqFr63YC3PXz8Nh1XvN/sblegiIiIiMmDVtHh4e1cbaVf+incO2IE6oKM/zE2MZERaDAUpUfpFRvqdGG8VeY0ryW9aRU7T5ziDLV3210cMYV/CDPbHT6c8diJBi9OgpCIiIgNLyGThqZbTmF/zRy4cDbx4BVz+wtcW6U6bhd9dMYkL//cTPt/XyN3/2MTj35yg9XX6mT5doj/88MMsXLiQ7du3ExERwYknnsivfvUrRo4c2XnMrFmzWLZsWZfzbrrpJp5++unO56Wlpdx88818+OGHREdHc8011/Dwww9jtfbply8iIiIix6Cp3ce7W6p4Y9MBVpbUEwqDM7sICJMd31GcD0uNJsKu4lz6D2vQQ7ZrbecULUnufV32e6yxlMadwL6E6eyPn0arI92YoCIiIoNAEAvf/Iebkl9OIadt42GL9GGp0fz+yslc+8xqFm04QF5SFHfOGdHLqeV49OkWedmyZdxyyy1MnTqVQCDAj3/8Y+bOncu2bduIiorqPO6GG27goYce6nweGRnZ+c/BYJBzzjmH9PR0Pv30UyorK7n66qux2Wz84he/6NXXIyIiIiI9wxcI8dGOGhauq+CD7dX4g+HOfSOSbKx6+Sm+dfW1DB+dbWBKGegam5qorKzsnouFw6T79zOifT0j3OsY4tmGLezv3B3CTKljBDsjJ7IzYiJljuGETRYIAQ1h4NhyuFpaDn+QiIiI4A/BxxnXcbn1fdj+5mGL9JnDk/nZBWP474WbefKDXeQnR3LhRL037S/6dIn+7rvvdnn+7LPPkpqaytq1aznllFM6t0dGRpKefvCRFu+//z7btm1jyZIlpKWlMWHCBH76059y991388ADD2C323v0NYiIiIhIzwiHw2yuaGbhugpe33igywKhozNiOW98JueOy6B233Ym/+h1Ir5zrXFhZUBzu90AfLh0KctXbzjm6yTYfMxOrOX0pFpmJ9aS6fR22V/mcbK0PoUP6lNY1pBMc8AOtADLv3gcP1/NXgACgUC3XE9ERGQgK9lXxvozb2dIUxPxVR8TeuEySk74GS2pJxz0+BFWuHBUFK9ub+O/XtlIa00ZRSnGLzSanJxMbm6u0TH6tD5dov+n5uZmABITE7tsX7BgAc8//zzp6enMnz+f++67r3M0+sqVKxk7dixpaWmdx8+bN4+bb76ZrVu3MnHixN57ASIiIiJy3Cqb3Sxaf4CF68rZVdPauT0lxsGFE7O4aFIWo9JjO7fX7jMgpAwqXm9H2T1lZBZTJ4454vPM4SA54QpGBnczIrSb7PABzHz5LQo/VkrM+ew0D2OneRg1jmSIN5FeAN/s9lfRYenSNtbugmAo2EN3EBER6f9aW1wA3Hfffdx3333YzPDyNyK4cDTkfPwjLn3FzRs7v+4DaRPJ599N1KiZ/PjtfVQ990MCjQd6L/xBRERGsr24WEX6IfSbEj0UCnHHHXdw0kknMWbMl29Mr7jiCvLy8sjMzGTTpk3cfffd7Nixg4ULFwJQVVXVpUAHOp9XVVUd9F5er7fzjTCAy+Xq7pcjIiIiIkeh3Rfgva1VLFxXwce76wh/0TM6rGbmFqVz8aQsZg5LxmoxGxtUBrWYSAcZSbGHPibQQL53O3meHeT4duIMe7rsr7NmsM85kv2OUVQ4hhI02QCwABk9FfzfRDr1TV0REZHD8X7xLbRTrridKSfNAmBlOECB6/eMYy2vXh7NyzHXsTbipIOeHwzB8poQDcQy4nt/YHaaH4dBy/VUl5aw4Ff/RV1dnUr0Q+g3Jfott9zCli1b+Pjjj7tsv/HGGzv/eezYsWRkZHD66adTUlJCQUHBMd3r4Ycf5sEHHzyuvCIiIiJyfEKhMKv21rNwXQXvbK6kzfflyNgT8hO5aFIWZ4/LINZpMzClyKFZQ16yfSXke7aT591BYqCmy36PKZL9zpHsc4xkv3MkbZZ4Y4KKiIjIUYtLyyZ7eFHn86Xh32HZ/TOKat7iipY/kZEcy4bMyw567kX5Af6+pgyXJ8Da1lgumJCF3aoBIX1VvyjRb731Vt58802WL19OdvahJ9yfNm0aALt376agoID09HRWr17d5Zjq6mqAr51H/Z577uGuu+7qfO5yucjJyTmelyAiIiIiR2hPbSsL11Xw6voKKprcndtzEyO5aFIWF03MJjcp8hBXEDFQOExyoJI8z3byvdvJ9O7BypcfAIUwU2XPZZ9jFPudo6i25RA26RdmERGRgSBssvL+sPvxWmKYVPkSs/f+GmfAxaqcG8Bk6nJslMPKeeMz+fvaciqbPby2oYLzVaT3WX26RA+Hw9x22228+uqrfPTRRwwZMuSw52zYsAGAjIyOLzvOmDGDn//859TU1JCamgrA4sWLiY2NpbCw8KDXcDgcOBzGT+ovIiIiMlg0tft4Y1MlC9eVs760qXN7jMPKueMzuGhSNlPyEjD9xy8fIn1BrMnNZWOsXJ/0KdOqXic61HU6SJclgf2OkexzjqLMMQKvOcKgpCIiItLjTGaWDbkLjy2OE0v/wIyyP+EMuPhoyF3wHx+cJ0U7uHBCFq9uqOBAs4dFGyo4f0ImDqtBc7vI1+rTJfott9zCCy+8wGuvvUZMTEznHOZxcXFERERQUlLCCy+8wNlnn01SUhKbNm3izjvv5JRTTmHcuHEAzJ07l8LCQq666ioeeeQRqqqquPfee7nllltUlIuIiIgYyBsI8uH2Whatr2Dp9hp8wRAAZhOcMiKFiydlM6cwDadNv0RI32IO+clo2UJe0yrymlby/dRizBdHAnsgBH6TjXL7sC+maRlFozX1K6PPREREZAAzmfgs53o81lhO2/MoEytfxhlw8f6w+wmZu9ax6XFOLpqYxavrK6hs9vDq+gounJCFQ++B+5Q+XaL//ve/B2DWrFldtj/zzDNce+212O12lixZwhNPPEFbWxs5OTlcfPHF3HvvvZ3HWiwW3nzzTW6++WZmzJhBVFQU11xzDQ899FBvvhQRERERoWOe8zX7G3l1fQVvbTqAyxPo3DcqPYaLJ2Vz/oRMUmOdBqYU+Q/hMInufeQ2fUZe02dkN6/DHmr/cr8JNlUH2e0cQ3joqV0WBBUREZHBa2PGpXgtMczb9SCja9/B6W/i7ZG/wGeN7nJcWqyTiydls3B9OdUuLwvXV3DhxCwNJulD+nSJHg6HD7k/JyeHZcuWHfY6eXl5vP32290VS0RERESO0u6aVhatr2DRhgrKG7+c5zwt1sEFE7K4YGIWozNiDUwo0lWEr4Hc5tXkNX1GbtNqYnxdFwRtt8ZTGn8C++Ons+DTMp57+knmXzuZ2c6RBiUWERGRvmh76ll4rdGcs+MehjSt5NLNN7Co8HFaHV3XakyJcXDRxGxeXV9BTYuXhesquHBSFhEq0vuEPl2ii4iIiIgxSktLqaurO65rNLqDfFzmYfl+NyWN/s7tEVYTM7KdnJoXQWGKHYvZjbtyN+sqjzf1wRUXF/fMhWVAsQY9ZLnWk9v0GbnNq0lt29Vlf8BkpyJ2AqXx09gfP43aqOGd85o2hP5mRGQRERHpJ/YmnswrY/7A+cU/IKV9N5dv/DavFT5GTfToLselxDi4eFIW/1xXQW2rl3+uK+fCCVlEOVThGk3/D4iIiIhIF6WlpYwaPRp3e/vhD/4PJnskkcNOIKpoFs78iZjMHSNnwsEA7r3raNv6Ie7dq9ke8PJMdwc/jNbW1l6+o/Rl1qCHjJbNZLvWkdW8noyWzVjDvi7H1ESN6CzNK2LGE7RomiERERE5NtUxRbw47hkuKL6T5PYSLt18I2+P+Bl7kk7tclxStINvTM7mn+vKqW/18fKaMuaPyyQlRms7GkkluoiIiIh0UVdXh7u9nSvvfpS03ILDHu8LQWW7mfJ2MzUeEyG+XEAx0R4iNypEdmQIx5AJcNqEngv+NYpXL+Odvz6Jx+Pp9XtL32EPtJLRsons5nVku9aT1roNSzjQ5ZgWeyr746dRGj+N0ripuO2JBqUVERGRgajFmcHLY/+Pc3bcQ37TKs7b/l8sG3IH6zMu77IIeWKUnW9Mzub1DQdocvt5ZW0Z84rSKUiJPsTVpSepRBcRERGRg0rLLSB7eNFB93n8QUpqW9lV00pZQzuhf1vKJiHSxoi0GEalxxAfae+ltF+vurTE6AhiAIe/mSzXBrJd68huXk9K2w7MhLoc02JPpTx2IhVxkyiPnURjRF6XX2BFREREupvPGs2iwsc5reRRxlUvZNbex0lwl/LRkB8SMn9Z1SZE2vnm1Bze3lJJWYObNzdVcmJBElPyEjDp/UqvU4kuIiIiIkfE7esoznfXtFLW2LU4T4qyMyw1muGp0SRF66um0rtM4SCJ7n2kt2wlvWUrGS2bSGnf/ZXjmpxZVMROpDx2EhVxE2l2ZKk0FxERkWPW4nJRWXlsC/s8H3kNpyTGcXbDs4yv+iexTcU8n/ojWqxdvwk3Lc2MI2xjd6OfT0vqqahrZkqGA4u5e97DHO86SIOFSnQRERER+VrtvgAltW3sqmmhvNFN+N+K8+RoO8NTYxiWGk1ilPEjzmXwiPLWkt66lfSWLaS3biWttRhHsO0rx9VH5FMRO4nyuIlUxE6k1ZFmQFoREREZaDz+IABr1qxh/fY9x3ydPwJnJk/hD2PWM8SzjRt23cQ1mybzWfNXp5Szpw8jomAK+5sDlJRV0Va8nLD/+KcrDLY2ABzzhwGDhUp0EREREekUDofZ3+wndvolfFhlpaF0b5f9KTGOzhHnCX1gqhYZ+GzBdlJbi8lo2dpZnMf4ar5ynM8cQXX0aKpjiqiMHkNF7ATNaS4iIiI9whfoKNHHF6Ry4tSJx329P4RmcJX/JTIcNbw9dRVvWOfxqWXaV74xV+0/wMr2DIhNJm36eZwQWU26rf247r19xy7e2AhNTU3HdZ2BTiW6iIiIyCDnDQRZvbeBD4prWFJcTXmjm4RTr6HB17E/NcbB8NRohqVG94k5zmXgivA3ktK6g9S2naR88Uhw7//KXOYhzNRHDqUqpoiq6DFUxRRRHzmEsEm/3oiIiEjviXLayEiK7YYrxfKP0F3MaXqZUe71XBB4h5G2GpbEX0rA/OX77wwgz9fIm1XxNPitLG/LYlJcGycmtWI5xtldqqOd3ZB/4NO7TBEREZFBJhwOs7eujWU7a1m+s5ZVexpwf/GVVAC7BZp2rOakqZOYVDicaKfeMko3C4dIMzVw8WgrZ7tfZdy6l8j07SHu/7d353FyVPfd7z9VvffM9KyaGe0LEmhBZpHEpgSMkVli8xhjG+MXzuXBjnkcAwETxw+Or22SeImdlx1iTExI4jiLubbj2MaYQJAlLHZJSBYIGAmEBNpmX7t7eqnuqvtH9fR0z0xLo216NPN98yrOqVOnqk5VT7W6f3X6VLZnzOp9ngYOBJawP3gmBwJncTBwBmkzlNsWMAAMdE5Y80caiEbLtm8RERGZGjJmgMdr/5A2/3wu7f8VyxLbaLBa+XXdzfT5GvP1av1ZbpzTzTPdVewcCLO9v4KDCT9XN/VT688eYQ9yIvSNSERERGQa6I2n2byvm2fe7GLTG50c7E0ULW+sCvCepY1csayJitgB1l74lyx6z88VQJcT5rHT1A/uzfUsd3uZN8TfJBCIww1h4DnI/TnaDuwdrOCVaISdsWp2RiPsjEZoTw/1kOoGns9Nk0e6wx32KJPJlLklIiIiclozDH5XeRkdvtm8r+dfmZE5zMc7v81T1dfzWviC/PAuPhPeMyPK/HCa33RE6Ej7ePhgPZc1RFlRldBz008BfSsSERERmYKiSYutb/fw/J5uXtjbzeutA0UPBfV7TNYsrOXSJTO49MwZLG2uwsh92t6+/VCZWi2nu4DVz4z4m8yIv5EfkqUusRePM7pXVNrx8PLhNO3hxVgzlnPYbKbNaCIVCkC9W2dRbprsNm6Ms+1NyNrq/SUiIiIn7lBgMT9q/FOu7vkR89J7uLLvxyxItvCb2htImeF8vTMqUjTN7eZ/OiIcTATY0BnhnUE/l88YIOxxjrAHOVYKoouIiIhMAT3xNC+93cNL7/SyZV8POw/1k7WLPzgvaazkkjPqueysGVy0qJ6wXx8F5Tg5NtXJw/lxy4emSLp9zOoJbzWdFWfSUXEmnbnpZ088y6P/9A2u/d9rufzsVQCcro8BDQf1rAARERE5ueKeGn7e8Mesij3FJQP/zZnJl2nueIcnaj/OocAZ+XqVXpvrZ/axvS/M8z2V7IkHOZjwc2lDlKWVSfVKP0n0zUlERETkNGPbDm93x9m+v4+X3u5h69s9vNUZH1Vvfn2YS86o5+IzGrhoUR2NVXpokBw7TzZJw+Bb+R7mM+Jv0DC4h0B29N8cQH9g1nDAvPIsOirOJOZvYuQ3OHuSDckiIiIiMtk4hslLVVdwILCEa3r+ndpsFx/peoAtVet4seoqbMMDuB+zVtUOMic3vEtX2seTHdXsigZ5z4wBqn32UfYkR6MguoiIiMgk1xVL8fKBPnbkppcP9DGQHD328pLGSlYvqGP1/FouXFTHnNrwGFsTKS2c7qYh/mZ+KJYZ8TeoTbyDyegvXhnDT3f4DDoqzqSrYkmuh/kS0t7KMrRcREREZOpq98/jR42f4939v+Dswc1cGF3P/OQunqy9kW7frHy9pkCGG+f0sL0vzObeSvYnAvzHgQYurotxbvUgpnqlHzcF0UVEREQmCdt2ONA7SEvrAK+3Rnn98AAtrQMc6kuMqhvwmpw9u5rVC2pZM7+OVfNrqa3QkBLTRW9fH62trce9vuFkmWEdZmZ6H7NS+9w0vY9ItnfM+jEzwuHAQlr9izjsX8jhwCI6fbPzvZ8AGAQGo0B0XG0YiI6vnoiIiIiAZQZYX3sjbweXsq73pzRbB7ip4ztsqVrHlqp12IYb5vUYsKZ2kMUVKTZ0RjiU9PNMdxW7Y0GumDFAY0APQj8eCqKLiIiIlEHSyrK7LcrrrW6g/PXDA+xqixJLjf5QaxhwxoxKzp1bwzlzazhvbg1nNVfh85hlaLmUUyLh3lB5auNGnt6yY1zrVHoyrKgc4OyqAVbm0uWVA4Q9o3uX2w68NVjBzmiEnbFqXo1WsTNaTVs6ABiABbyRm05MumMfAJmMvsiJiIiIjNeboXM57F/Ie/p+xuLkq1wc/R+WJF7hydobaffPy9er9Wf50KxeXouGeKa7ko6Ujx8frGNlJMHFdTGCevDoMVEQXUREROQUsrI273QPsqcjxludMXa1RWlpHWBvZwx7jM+tfq/JmU2VLJ8ZYVluWj4rQiTom/jGy6STSqUAWH3WbNacd3bxQsehhn5m2W3MdNpyaTsNTs+Y20rjo9VootVs5rDRzGGzmVajCSvkh3q3zsLcdCps3Bhn25uQtbOnaA8iIiIiU1PcU82jdZ/gzMQOLu//OQ2ZVm7svI/tle/mhaqryZjuL1QNA86OJFgYTvF0dxVvxIK8MhDmjViQtfUxlleN/sWrjE1BdBEREZGTIJHO8uzOPby6v4tDAxkODmQ4GM3QFsuQKfEcn0jAZGGNl4U1PubX+FhQ42V2lRevaQBZoBf6etnTN4EHArS0tEzsDuWY1Ya9vKtqgBnWIWZYh/NT0Bkcs37MrKbTNys3zabTN5s+bwOOUfxrhoaJaHxOOKjhh0RERESOm2HwRvg89geW8O7+X7IssY3Vsac4I7GTp2qu553gsnzVCq/NNU39nB0ZZFNnhG7Ly4bOCDsHQsw2I2U8iNOHgugiIiIix6BvMM2ejtjw1OmmB3tL9+Kw0wms7gNY3QexuvaT7tiL1bGPbLyXnRPY9mMVi8XK3QQBQlYvM+Jv0BB/k3Oqn+Trn65geeOP8XaO/ilDFpMebxNdvll0+GbTlQuaJzx62KeIiIjIVJT0VPJE3cfZnTyPK3r/k9psF9d3P8RbwbPZVP0B+r3D3STmhiw+NrebV/pDvNjrDvHSEVpN/TV3EsvoqaNHoiC6iIiIyAiO49A2kCwOlueGY+mKpUuulx3spzbso74yQJXXocrnEPE5hDwejMULgAUTdQgnpGXLJh7/178jmUyWuynTStDqo35wL/WDe6lL7MvnK6yC4VhCQMgDOCSNUK5X+ax82uNrJmvoI76IiIjIdLMvuIJ/azqDC6P/w3mxpzkj+Srzk7t4qeo9bK28Ij/Ei8eA82oSnFmZ4rmeSlqiISrf9V46U3ro+5HoE7aIiIhMW0Pjle/tjPFWZ5w3O6K81eHmx3rA55DZNSHOaKxk8YxKFje602DbXi6/5P3c8MDPmbNk6QQexcnXvv+tcjdhSgtZvdTlAuT1g/vyQfOiYPkIfcE5dFacyea34/zk108x4/dvYuUFv+8OdCkiIiIiAqTNIM9Uf4DXwhfx7v6fMz/1BhdFn2T54Faerv5fvBk8J//5scJrc2XjAIGO1/jttt0sXPm+Mrd+clMQXURERKa8nniatzpj+WD53s4YezvjvNMzSHasp3sCXtNgfn04HyRf3FjJ4hlVLJpRQUVg9Eeo7b1vn+KjkNOJPxOjJnmAmsQBN00eoCZxkNrkfsJWb8n1+gOz6A4vpCe8iO7QQrrDi+gJLcDyVgCw4bV/47E31nPtJRUKoIuIiIjImHp8Tfy8/tMsTr7CZf2PEMn28v6ef+Wg/wyeqX4/bf4F+brV9gD9z/1/8McKoh+JgugiIiIyJaQzNvt7BnPB8nguYB5jb1ecvkGr5HoVfg+LZlSyaEYFi2dUsqTJDZjPq6vA7zVLrifTnOMQyAxQkzxYECwfzoczfUdc3Q2WL3KD5OGFdIcW0RNegOUJT0z7RURERGRqMwz2hM7h7cAy1sQ2sDq6kTnpt/hY59+xJ7iS5yLvo8fXVO5WnjYURBcREZGy2r9/P11dXeOqm7UduhNZ2mLu1BrLcCia4dBAhvZ4lhKdyjGAhrCH2REvs6s8zK7yMrvKy6wqL3UhE8MwAAeIQjrKwEF49eCxHUdLS8uxrSCTmsdOU5nqoCrdTlWqjapUG5FcWpVqpyrVjt8ePOI24r56+kJz6QvOoS84N5efS09oPhlPaIKORERERESms4zp54XINbwavoiLok+wfHAri5M7WZR8ldfDF7DfXFjuJp4WFEQXERGRstm/fz9Lly0jMTgcjDS8frzVTXhrZuKtbcZbMxNfzUy8Nc14a5owPL6S27PTCazug2R6DmH1HHSn7kNkeg/zdibFSxNwTLFYbAL2Isejt6+PtsOHCNkxItkeqjK9VGXdKZLppTrbRU2mi5pMJ5Fs6SFXCg146ujyzaTLN5Nu70y6fLPo8s2kx9dMyhzRq9zKTdE+oO+4jmEgqgc+iYiIiMixi3prWV/7MbZVXs7agcdYnHyVswc3882al5j13gD+rL7HHImC6CIiIjJhMlmbzliKtv4k7QNJtr72DoE1H2HFRVfiBKqIZwwS2SOP82zgUOGFCq9DpdehypebvA5Bjwdj8Xxg/sQcUIGWLZt4/F//jmQyOeH7nu5MO0Mw008o00fQctNwuocKq5uKdBe/Z+7kzj+qYKb3WzS9ZeEzS/xkYYRE1uRgMpSfDqWCHEyGOJCbP5wMkbA9BWv05qbXTsVhApDu2AdAJlP6wbciIiIiIqX0+Jp5tP6TzEzt4/cGfs2c9F7+7JIAv0kdKnfTJjUF0UVEROSkiCYt2geStPWnaBtI5vLJonxXLDVqyJXqiz5CJ0BquMzvMakO+6gOuVNNaDhfGfRiTsIHKrbvf6vcTZgS3IB4HyGrzw2MW8XB8eHyPkKZfoJWH8Gj9ZrxA7M9QDpfFCdM1KhkwKgkSiUxo5I+o7poihOGiuK/tTBwVm4qh40b42x7E7J2tkwtEBEREZGpoDWwkP9suB171//gbfkVDR8v1yfc04OC6CIiInJEI3uPu4HxVD7fnguSx9PjC+p5TYPGqgBN1UECdpInf/lTLln3B8yZPScfKA/6hsYpl3Lq7eujtbX1uNf3OBYV2QHCdtRNs1Eq7FyaHSBsD1CRjQ6n2QFCzpHHGS/FxiBhVjLoqSJuRoh7IkQ9dQx4a3ll19s8vXEDS959PUvPvYBBTxW2ceSPwZHcNNmEg/5yN0FEREREpgrD4BVrLv/2RIr/+Hi5GzO5KYguIiIyjR1v7/FSIkEvzdVBmiJBmiPBonxTJEhTdYCGigCm6QbIt2/fzk/ueIizrr+aOc1Vp/BI5VgkEgkAntq4kae37ADAxKHOl6bBn6bBn6Lel3Ynf5o6n0WdL01dQVmtzyLiPb4hR2wHeiw/PZaPbstPr+WnOz1iPl/m5vssHzZj3XiJku4YIPFmhmsuqGGOt/Y4z4qIiIiIiExXCqKLiIichvbv309XV1fJ5VnboS9p05PI0p1w07Hyycz4ouMeA2pDJnUhD3UhD/Vj5k2CXrOwFUDcnZJgJeFgBxwsqNHS0nI8hy8ngcdOE7J6c8Oi9BGyegnn5pcGNnPTDSEWz3+D5gqocAYJkcBknHdTCmQxSRAiboQZHEqNMHHCubJcaoSI4y5LEMQJmSW3GQLm5Kbx0BAoIiIiIiJyIhREFxEROc3s2rOPNe++koy3Ak9lPZ6qejyV9XhzqaeqHk9FDYbpOfrGADsZIxPrJhvtJptLM4X5WDf24AA49ik7plhMT4I/IY6Dz07kg+JuMDyXz/QSzJf1Ecq4aSAbL729MLDMB3RRGDd3MEiaYRJmBQmzgkGzkqRZQcKsJGGGc/kKEp6KfD5lBMEoHRAv5AOqc9PJpCFQRERERETkRCiILiIiMklkbYeu3NjjpYZWaR9IEUtlqP/4fUfdnoFD0AMhz3Aa8jqEPBD0OO68B7ymH5iZmyZWy5ZNPP6vf0cymZzwfU9qjoM/Gy/oHd5LKDMiOG71uEFxq5dwpg+vnTr6dkfIGh6S3hoGfbUkfDUkvDUkfLW89uY7PPf0JuZfcCWLlr2rIGAexjHGd3NGRERERERkqlAQXURE5BRyHId4OktnNFUwJemMFczn8l2xNNlxDj5up+JUV4SpiYSpDHipDHipyKVDU8jvwZzkD+ds3/9WuZswIQwnQ9AaIJgZGDF0yvAQKm6gvJew1UfQ6sPrWMe8n4wZYDAXCE/4anKB8drhILmvloSvlsFcPuWpgjH+Rjbs+Dcee+k3XHv2fPyBxSfjFIiIiIiIiJy2FEQXERE5Dol0lp7BNF0jAuEjA+Od0RQJa/zjMJsGNFYFaaoO0hwJuA/krM49pDOXb9u7i9+7aA0feeDnzFky3lGh5aRwbAKZKKFMP8HMAEGrn2Cmn1Cmn/nerVx0TZBV9o+Y+drPCOWWBTP9Rx465QjSZigfEB/uLV4cCHfzbmqZoTGD4iIiIiIiInL8FESXcTnaA+xOJw0NDcybN6/czRCRMij1XmZlHaJpm2jKZmAozU3R9HC+cD59jM8nDHoNaoMmNUGTmqCHmqCZmx/Ke6gNmVQHTDxmYRA0nZsGYAD6B+DtPbtP5DQIYNoZAtkogcwAwcxwGsz05wLjA4Qy/QQyAwXBcLcnuVHq4Zpe4AI/8DvoG7vKoFnJoFlFzFNN3BMh7qkm5okQN6uH855c3oyQMQOlD8IGUrkJgP7cdOIGotGTsh0REREREZGpQEF0Oar9+/ezdNkyEoOD5W7KSREKh9nV0qJAusgUk7UdYskMA0mL/oTFQNJiIJHJpRYH27v5+3/6IbY3iBmqwhOKYIYieMIRzEDFce3TyVpk431k470FaS/ZWC/2UD63zLFO/pjfU+lhnL19fbS2th7TOl47RdiOEbTjhOwY4aybulOcUDZWPG/HCOXqBJwTez2SRohBTxWDZlU+fae1m1d2/I5Y7Vn0mzX0pH30Zvz0WD56LD/9lg+bsXqJp4CO3DQ5pDv2AZDJZMrcEhERERERkfJTEF2OattbrThNS3nvDf+HUG0TqaxB2oaUDemsQdaBrAO2Y+RSd1qluSEAACIJSURBVN4BDNyhCQyjIA/4TAefmUsN8OfyftN92F3QM5yaJ/FX6e373+JH3/wzurq6FEQXmUCZrI2VdUhnbFLZbD6fn7JumrSyDKazDKYzuTRLIp0hPiKfKKgTTWYYSFhEU0cP9oXP/YMjLHUImO77UcDjvh/5TYeAJ5ea4PcUp14DDKMaqD5p52o8TvuHcToOXjuFPxujJnWIVTNNsq/8gkP7nqDKm6HKY7mpN0OVx01rfBY1Xotqr5XPBz32CTelP+Ol3/LRl/HRb/nyAe/eXNqXcdOetJ/eXL7P8mE55qhtpTt6SLyZ4vc/dD4XrTqHCLDghFtYHhs3xtn2JmTtY/zJhYiIiIiIyBSkILoc1YMv9dN0w1/yBkDvcWxgzF+9jz8yHvJ5qAh4qAx4qQr6iATdtCropSropcLvxTyZkXaRKcTK2gyms0XB6aRlk8pkRwWwh/IpK5fmyrp7+xiIJ8jYDlbWwbLBKsgPlWeG8raDlXXrZGy3fJzPyjwp/B6o8JlU+E0qfEYub5CK9bP+sUdYe831NM+cRcjnIejzEPJ7CPk8BLwmxmkylvREPYzTtDN47SQ+O4k3myzK++wkXjvlluWWFS9P4M8O4s/G8WfibpqNE8jNm+SCs9XArZXAa8fVRhuDBEESRmhEGiRBaMx0MJemCGAHPUfcfjg3jWfk+aHAcyjgYWZ95LiOZ7IIB/3lboKIiIiIiMikoSC6HNXsKi87W96gsXkWVZUV+D2G2zPTYxDwGnhNA48BHsPANMnnDcMNnDmOg8NQ3k2HAnDpXLAtnXUDb6mMQyLjkMxNDpCwsiSsLF2x9JjtM4CQzyDsMwj7TMJeN60oKPN53MDYVBnXXaYGx3FIZWwS6SzJzFDv6sKA93A+Ybm9sIfz2aJ8whruqT2cz5KZyOj1MXAyaZyshZPNuGnGAjuDbaVw0gkcK4VtJXGsJHbaTR0r6Zalh/IpN03FsZMxN03FIXvkHumz37eOpbOWnUDjbUzHxsDGcGwMJ4uJmxqOXZQfqmM62aPm3XWzJfM4Tr5+hWcHwfN8rHVeYH5rO6adweNYeBwL07bwOBk8toWZK/PYmVw+k1tuYebquHm3jhsUT+UD4h7n1PZCdjCI2z56okmcUC2+ylrSRpC0GSBlBHP5IGkjQMoMkzRDpMwwKSOUz6eNwDE/SDOQm042BZ5FRESmJ8uyiE3i54k4uf+G8kX/N5z88rSRwFPhIUWC7ljnuLc9nlql54YZRf8vTHNzzvD86DrFqWWNHT84nU32v7PxmIqvi0wf0yqI/sADD/A3f/M3tLW1cc4553D//fdzwQUXlLtZk96H5ib4lz++g+g5V+OrrMVr2PhMB69h4zUcfIaD13DwmnYu7y43cHJDvBhkcVPbgSzGcHnBctsxsGyDhO3BGfrHzxvA8IcwAyFMfxgzUIEZrMAMhDECFZj+MJgmg5bDoOXgPmVtNDuTxknFycZT1L330/zL5lb2ZA8woyrAjKoAjZEA9RWBEQ/zOz0c6aGvtuOQzro3JFIZh2TWIZ1LU5ni8lTGresOx+OQtd3UdhiRd4aH8LEdbNwhd0yM/NA9pgGmYeSH73HLjVy5O3kMA6/p1htKq6sqqK+rxedxH6zo8xh4TDOXGnhNE69p4PXk8h4jN19Y7i7zmO6NHCf3CS2f4hTk3UD2cB4yto2VcbBsGytjk7Ed0lmbTNYhk7XzeStrY9lOfgiSoSlhZUlatpsWBMcTlk0qv3y43kTxmAZhn4dgrte132vi95hu6jUJ5KaR5X3d3fzo33/I4nMvoqKqGhMnP3mx8ZLBa2TxkcVHBj8ZfMZQ3sJHhoCRwU8aPxkCWLk6GTxk8ZJ1t5HLm7kg9PDklMiDiR8TLyZhTBrc4DU2njHWM7CxBqMk+7uojf4lwS0Bd1ku0O3mh4LhNsbQ+o6NkWvX0LYnBR/c+r9C4PwX7D31u7MxsYwAadPvpkYAywxgGQEsw180P5QfDnyHSZkhkka4eN4MkzaCvPjkL3jm4e9y7f/+f7j8klWn/mBERETktOLgYGPnwrx2Pl+yzChe7qZj521jeBuFy0duoXDbhWXxla3MrJ5J55zdPJ54B8fIBaUNcqnjfiEqyI9dJzePWwa5euCuw/B28udlOKpcsDx3xgqWHcOPwOF6WHb9Mrp5hUd45fhftEnA+SisuGEFh9nCD42tjB1qH6sk/0KMEcYfu76BieEwnM8vNwvqHPm//Nacgm3mSmPnHWJWwyw6m3fz+OD+3Mts5F/i4byRu0NhuH8qI+vkUiNXx72HMrI8ly/crmMUbdMoLB+RL1VnqLyrrwPDb5CxLWzsEedcZHKbNkH0n/zkJ9x99908+OCDXHjhhdx3331cddVV7N69m8bGxnI3b1I7/7W/JPX/VuE1nz+p45MfSQYPFj4svGQMbz5v4cMy3JCbhY+k46OLGtqcWjqcGjqcarqcCN12Jb1OJX12mAR+TK8fvH48FbX4Gxfy6Dvw6DvFHwpMA+oq/NSE/dSEfG4a9lEb9lEd8lEZ8BL2ewkHPFT4vYT9HioCXgJeE5/HDej6PSZejxv09ZrueLn5O/4FgdtMbviMVGZ4yIzCITXyQ20UDKkx1PN40Mq4Qdl0lq6+KE/8ZiOO6cPwBTH8AUxf0L354Ati+oMT84KdNFGgrdyNKAuvMfTrDgh6IFDwXICA6RD02IRMm4BpEzSzBM0sITNDyMwSNCxCRoaQkSZoWoRIEzbShLAIkSRkpPE7KcxcL2TDzmDYFobjpqadwUiOXZ4cjPJ/z+smEPg1fht8po0/d6PshJSjg3wYCHuADrBO3W7cG1EjbyAOPT/CwC4qM8gyXN8uuslI0U3G/DoYZFIJ0tFejEgTGTNA2jawHJO0bebTwrK0Y2LZRvHyEWWWY5CyPQxmPSSyJol83kPaMRn/NzAHSOam/qPW1gMsRUTkdDHcm3fk/52CZYyYH8cyY+ztFdbP1A8SPjNMqnaAw8b+I2yPMbY9up1HDEQXBZZHB5SL13FygeXR2ym1Tv97oyxZu4T2yA5+4nudMYPVBWWTOr52JtSfWQ/EiRIvd2tOL2N9HziJr7VhDP3P/cs65U7l3+kiqFtUx1T4OwteDitYQQfb+SHbAUbcODAwR6TF5SamM1xWXHt0mYGB6RSWF9Y2C+p63DnHLFhqjtr+cBtM0jOjVJ5TSby6m7cSu8fYZ27dgm0aTsFxOYVtLu/NhNP2WVsTbNoE0b/zne/wqU99iltuuQWABx98kMcee4wf/OAH3HPPPWVu3eRmODZ+T+mL2e3D6cE23DRrmDh4cAwjP5yBiZPv3WlgYzpuOrRspKFeqSEY/Y/rkX77NdTMgiFuY06Qw049h5wGDjv1HHYa6KCGDqeGTsdNu4lgOyZdsXTJYWMmq8DC8fXcDDgpgqQJkiKUm4KkCRlJwkPzRhp/7tz7cr2LvUYWn2Hneg3b+d7DHmy8ZDFwcAebcPv7ZvP9gc1cudunN1/uuPkMnlGT5Zhun2TDi4WHLB6s3N7c1MRyvCXWN8k4w/lswUP/hkZ6MHJ/PIV/KkbBH5RhgBcbn5EdTg274HwM573Y+R7YbhA7TdCwCGLhd5JEu1oJOinCRoqwkabCTOfTSjPlpoZFlSdFxGPhNQp6OGdz0yQQBGqqTY4WdXb7a7vnPzs0GZ7RZXjIGCPmc3Xdv67hvuPZfH/yXL9wI/9uUtBX3Siug5l7LxouH1rndy+/xq7tL7Dskvey7Kwzj7i94ncoA9sYrje0bOT2h9JjHVrkeGzc+Fu2rX+EtddfyiVrzhv3et7cFDplLTt2eoCliJxsJYcsoDi4OLJuqZql6heulY0kCcwJYFXG6TY6jlp/9J5L12eM3FAP1dL1j3/bibO6mOHMoG/+fjZnrNHnyBi51YKcUSrATNGQEaOO3yjcw9j7K36djrY/t+tl7L2DLPm9JbRX7eCnvpaCpUcOfo8ZLi/oAVwW74ZF715ENy08QUt523KiIhCIBMiSIk7q+LfjUBxkcwrCZ0VBtuIgWvH88LrDga0RQbuRAb6Cdfe89Q6te/cwZ8kK5s9vGt7miP2Pb76gNzK4eWesvtAFvYKLaxfXLVg+que1M3p7AE8++iyv/vY3rLn2ei5997tyJ3r8n21PRhBw6HosfJ8Yaw4Y9V5YmH/qyRfZ9cLTLL34cubNrBvqeJ1fd/gLYcHaRvFyZ1TdkWXO8HaHfmmQK8tvN//LgsJ8vnt4UXnROgXbbe/spqd1P3OWr2D+gqaC977R/zaM+X5mFLyXFa5ljFFW9N46tJad37YzYl9DN7+G1rGH1jDsovkjvYcOt3ucv/qdLDfWLoEFlyygnz1sYs+Jb88u7Llf0IPfzr1HjOztbw/XLf4FQMEvAYrqjN7m0LJoxSD1V9dzsPvgiR/HFDYtgujpdJpt27bxhS98IV9mmibr1q3jhRdeKGPLTg8/bbqS7//zG6x593uZPWcu2VyAyk3NfMCo8B+uY+I4+bCVx7HxO24Y1Odk8DsZfE4WX1FanPcX5Ycnnz20foaIE6fB6ef8TAvebJqKEX/5GcekhwjdThV9TiV9VNLnVNJLJf25+bgTZJBALg0SJ0jcCZLGh5UL8g4FC8fDxMaPlRvewh3iImC4ab7cyOSWub2LQ0aKMO40FPwO54Lfbj45os5QwDyNWe4P/lOZw+ibO3UnvtkshntDIHczwjLcGwSWYbo3DXI3Ewrni5YZHqx8Prccz3C+KPXk61kF67e2HuTQ3t3MP/t8Zs+ZRXaormHm8u46jjHW7bAjnbCJ90p3gL39NcRmm8SaRwdsT36rTt4WR27JXBml3lOPc1YXXTPePMGtlZf5rigN3gZiCw7zirm13M0Z03j/fRsKPEUXHuJlc8sxr1/qtRlvqTPmF4rjuzITyzto9DUysPgA2zzPHVd7Su9n+Mtx4ZrF58kZsXTsr9DFJcVtKJyPrzrM7KbZdC94kw12z/CX2JLrlNpLrtQo3bKx1hi57ZFf1ksd61jb6r+sn0XnLqKjbie/NPeWOG8j54+ybaO49thbc0ps5fjPh3VthmXXLKPV9xL/7v1difNf+hUf6xjK5r2w5L1L6ORVHuHVMjfmBJ0NTWc3MUgrr9Fa7tacmIJgbexEgrXHqWQANB+UHTmEROnAZzyeIBGLEgxV4vN6KRqeYWhfuXXzl8TQ/gvKh+sWBFnGHIZheFl+2+NYp+RQDuAGbTB4++3DHGp5lUXnXsTsGbVu4Ihj2WfB0BUTzKG4r0u8BTq2d7DwA5dyRtPyCW/PyVZ4bg3Mo69wKtpQELE+6it8hI8fRsJDpi9DyKxi0aLFJ6l15fHUrhfofKaThWY9i5tXlLs5x2UoHP8/jz3La89sYMWlVzJ/dh3FQxsNpc7wjYTCFAfHLLwRMXKd0eUlh07KzY9azyxRxxy9ncFkkmQiSkVtLeFKPw4OtlF8Y8FNC+eP8Osac/g8leMb28zzZtLd2l2GPZ8+pkUQvauri2w2S1NTU1F5U1MTu3btGlU/lUqRSg1/yOrvd3+OPjAwcGobOkk9mtyCcdNsXuJ1XnJen9j4S2GX4ePiyU0jHiHnOAQcB7/jEMrlg7ZD0EkQdBIEnHYC9vCyiONQi4PHAW9B6nXAzKUex8ELmHZuv47JqJOVOxaTLKZRfJd1qKZluMM7ZHJp1jDIGG5ANWtABne+D4PuoXncnsAZI1c/t76Nl4zhI5Pbjrs9d3J70IJtuB8EbQxsw733a+f25X5INPJ1nII6WcPtw20XvEz5f6dwil664mXktuTm84NE5M7lULnHgaEBcTzOUF0HEzCdofXceY8zdF6Hl5mA4Th4KFjXGd6n6TgF9Ya3Te6YnKFWGoXzQ5/ljeL5gtfQyZ1bIH/eM7nzl8m/fu75zeZes6HX1H3N3DQDx9mjeeijfZaTMmZJFXBmM20cBg4XH+zp5kxoPLORXvbxvLWv3K05MUugcYl7LC+e7seyGGYsnkEvb7PZervcrTkxZ0DDGQ308Q5brHfK3ZoTswDqF9TTzwG2pw+UuzUnrgkiTREG6WSv03l6vocNqYBARYAUUTqt0/vhYgAYkMmkmVQjOuX/rSsI4OSDkYX/Ng8FPCFjZclmLEyPD9MoCBqO/Hdz5N2uwvJRdd194Ax3UiwsK1W3ZHk+gDrc/nydgvqDsUEGB3qprG8mUhke+3yM2pcx6liKgrzO8L6MEfPFxzhiO4w89oLyMbZjjKhzcN8hOve9SdMZK6itqhh9nsc878Pny2CMOkPtLFpndL1j+RRX+BKU0n6wn4639rBg1VrmL2g+hq1PjGP5iBjfk2JwzyCx6iTJ/ArjOQuTz2DCHVqj82ArO7aMrzPVZNbd4T5rq+tQGzu2nN7hoqFj6W5rZ9ervjK35sT0dvcCU+N16Wntxkk7xHqjxKorj2HNEw4OFcUnTobDr+/hcMteFq1aS9OSOeNeb+jmf3GgfyiIz4iA/4ggP8XlFAX5x7jxMOqGwtg3FgYTCfo6WnHmO9My9jl0zEPPzCvFcI5WYwo4fPgws2fP5vnnn+fiiy/Ol3/+859n06ZNbN68uaj+vffey1/8xV9MdDNFREREREREREREZIIdOHCAOXNK3xA5vW9hjVNDQwMej4f29vai8vb2dpqbR9/F/8IXvsDdd9+dn7dtm56eHurr6zEmYKzbyWZgYIC5c+dy4MABIpFIuZsjIhNI17/I9KRrX2T60vUvMn3p+heZnqb7te84DtFolFmzZh2x3rQIovv9flatWsWGDRu47rrrADcwvmHDBm6//fZR9QOBAIFA8fAfNTU1E9DSyS0SiUzLi0lEdP2LTFe69kWmL13/ItOXrn+R6Wk6X/vV1dVHrTMtgugAd999NzfffDOrV6/mggsu4L777iMej3PLLbeUu2kiIiIiIiIiIiIiMklNmyD6Rz/6UTo7O/nyl79MW1sb5557Lk888cSoh42KiIiIiIiIiIiIiAyZNkF0gNtvv33M4VvkyAKBAF/5yldGDXEjIlOfrn+R6UnXvsj0petfZPrS9S8yPenaHx/DcRyn3I0QEREREREREREREZmMzHI3QERERERERERERERkslIQXURERERERERERESkBAXRRURERERERERERERKUBBdjuqBBx5gwYIFBINBLrzwQrZs2VLuJonISfSNb3yDNWvWUFVVRWNjI9dddx27d+8uqpNMJrntttuor6+nsrKSD33oQ7S3t5epxSJyKvz1X/81hmFw11135ct07YtMXYcOHeLjH/849fX1hEIhVq5cyUsvvZRf7jgOX/7yl5k5cyahUIh169bx5ptvlrHFInIyZLNZvvSlL7Fw4UJCoRBnnHEGf/VXf0Xh4/J0/Yuc/p5++mmuvfZaZs2ahWEY/PKXvyxaPp7rvKenh5tuuolIJEJNTQ2f/OQnicViE3gUk4uC6HJEP/nJT7j77rv5yle+wvbt2znnnHO46qqr6OjoKHfTROQk2bRpE7fddhsvvvgi69evx7IsrrzySuLxeL7OZz/7WR599FH+8z//k02bNnH48GGuv/76MrZaRE6mrVu38g//8A+8613vKirXtS8yNfX29rJ27Vp8Ph+PP/44r7/+Ot/+9repra3N1/nWt77Fd7/7XR588EE2b95MRUUFV111FclksowtF5ET9c1vfpPvf//7fO9736OlpYVvfvObfOtb3+L+++/P19H1L3L6i8fjnHPOOTzwwANjLh/PdX7TTTfx2muvsX79en7961/z9NNPc+utt07UIUw6hlN4u1FkhAsvvJA1a9bwve99DwDbtpk7dy533HEH99xzT5lbJyKnQmdnJ42NjWzatIlLL72U/v5+ZsyYwcMPP8yHP/xhAHbt2sWyZct44YUXuOiii8rcYhE5EbFYjPPPP5+///u/56tf/Srnnnsu9913n659kSnsnnvu4bnnnuOZZ54Zc7njOMyaNYs//dM/5XOf+xwA/f39NDU18cMf/pAbb7xxIpsrIifR+9//fpqamvjnf/7nfNmHPvQhQqEQ//Ef/6HrX2QKMgyDX/ziF1x33XXA+P6db2lpYfny5WzdupXVq1cD8MQTT/AHf/AHHDx4kFmzZpXrcMpGPdGlpHQ6zbZt21i3bl2+zDRN1q1bxwsvvFDGlonIqdTf3w9AXV0dANu2bcOyrKL3gqVLlzJv3jy9F4hMAbfddhvve9/7iq5x0LUvMpX96le/YvXq1XzkIx+hsbGR8847j3/8x3/ML9+3bx9tbW1F1391dTUXXnihrn+R09wll1zChg0beOONNwB4+eWXefbZZ7nmmmsAXf8i08F4rvMXXniBmpqafAAdYN26dZimyebNmye8zZOBt9wNkMmrq6uLbDZLU1NTUXlTUxO7du0qU6tE5FSybZu77rqLtWvXcvbZZwPQ1taG3++npqamqG5TUxNtbW1laKWInCw//vGP2b59O1u3bh21TNe+yNS1d+9evv/973P33Xfz53/+52zdupU/+ZM/we/3c/PNN+ev8bG+B+j6Fzm93XPPPQwMDLB06VI8Hg/ZbJavfe1r3HTTTQC6/kWmgfFc521tbTQ2NhYt93q91NXVTdv3AgXRRUQk77bbbuPVV1/l2WefLXdTROQUO3DgAHfeeSfr168nGAyWuzkiMoFs22b16tV8/etfB+C8887j1Vdf5cEHH+Tmm28uc+tE5FT66U9/yo9+9CMefvhhVqxYwY4dO7jrrruYNWuWrn8RkSPQcC5SUkNDAx6Ph/b29qLy9vZ2mpuby9QqETlVbr/9dn7961/z1FNPMWfOnHx5c3Mz6XSavr6+ovp6LxA5vW3bto2Ojg7OP/98vF4vXq+XTZs28d3vfhev10tTU5OufZEpaubMmSxfvryobNmyZezfvx8gf43re4DI1PNnf/Zn3HPPPdx4442sXLmSP/zDP+Szn/0s3/jGNwBd/yLTwXiu8+bmZjo6OoqWZzIZenp6pu17gYLoUpLf72fVqlVs2LAhX2bbNhs2bODiiy8uY8tE5GRyHIfbb7+dX/ziF2zcuJGFCxcWLV+1ahU+n6/ovWD37t3s379f7wUip7ErrriCnTt3smPHjvy0evVqbrrppnxe177I1LR27Vp2795dVPbGG28wf/58ABYuXEhzc3PR9T8wMMDmzZt1/Yuc5gYHBzHN4lCQx+PBtm1A17/IdDCe6/ziiy+mr6+Pbdu25ets3LgR27a58MILJ7zNk4GGc5Ejuvvuu7n55ptZvXo1F1xwAffddx/xeJxbbrml3E0TkZPktttu4+GHH+aRRx6hqqoqP75ZdXU1oVCI6upqPvnJT3L33XdTV1dHJBLhjjvu4OKLL+aiiy4qc+tF5HhVVVXln30wpKKigvr6+ny5rn2Rqemzn/0sl1xyCV//+te54YYb2LJlCw899BAPPfQQAIZhcNddd/HVr36VJUuWsHDhQr70pS8xa9YsrrvuuvI2XkROyLXXXsvXvvY15s2bx4oVK/jd737Hd77zHT7xiU8Auv5FpopYLMaePXvy8/v27WPHjh3U1dUxb968o17ny5Yt4+qrr+ZTn/oUDz74IJZlcfvtt3PjjTcya9asMh1VmTkiR3H//fc78+bNc/x+v3PBBRc4L774YrmbJCInETDm9C//8i/5OolEwvnMZz7j1NbWOuFw2PngBz/otLa2lq/RInJKXHbZZc6dd96Zn9e1LzJ1Pfroo87ZZ5/tBAIBZ+nSpc5DDz1UtNy2bedLX/qS09TU5AQCAeeKK65wdu/eXabWisjJMjAw4Nx5553OvHnznGAw6CxatMj54he/6KRSqXwdXf8ip7+nnnpqzO/5N998s+M447vOu7u7nY997GNOZWWlE4lEnFtuucWJRqNlOJrJwXAcxylT/F5EREREREREREREZFLTmOgiIiIiIiIiIiIiIiUoiC4iIiIiIiIiIiIiUoKC6CIiIiIiIiIiIiIiJSiILiIiIiIiIiIiIiJSgoLoIiIiIiIiIiIiIiIlKIguIiIiIiIiIiIiIlKCgugiIiIiIiIiIiIiIiUoiC4iIiIiIiIiIiIiUoKC6CIiIiIiIiIiIiIiJSiILiIiIiIiIiIiIiJSgoLoIiIiIiJyzNLpdLmbICIiIiIyIRREFxERERGZQn72s5+xcuVKQqEQ9fX1rFu3jng8DsAPfvADVqxYQSAQYObMmdx+++359fbv388HPvABKisriUQi3HDDDbS3t+eX33vvvZx77rn80z/9EwsXLiQYDALQ19fHH/3RHzFjxgwikQjvec97ePnllyf2oEVERERETiEF0UVEREREpojW1lY+9rGP8YlPfIKWlhZ++9vfcv311+M4Dt///ve57bbbuPXWW9m5cye/+tWvWLx4MQC2bfOBD3yAnp4eNm3axPr169m7dy8f/ehHi7a/Z88e/uu//ouf//zn7NixA4CPfOQjdHR08Pjjj7Nt2zbOP/98rrjiCnp6eib68EVERERETgnDcRyn3I0QEREREZETt337dlatWsXbb7/N/Pnzi5bNnj2bW265ha9+9auj1lu/fj3XXHMN+/btY+7cuQC8/vrrrFixgi1btrBmzRruvfdevv71r3Po0CFmzJgBwLPPPsv73vc+Ojo6CAQC+e0tXryYz3/+89x6662n8GhFRERERCaGt9wNEBERERGRk+Occ87hiiuuYOXKlVx11VVceeWVfPjDH8ayLA4fPswVV1wx5notLS3MnTs3H0AHWL58OTU1NbS0tLBmzRoA5s+fnw+gA7z88svEYjHq6+uLtpdIJHjrrbdOwRGKiIiIiEw8BdFFRERERKYIj8fD+vXref7553nyySe5//77+eIXv8iGDRtOyvYrKiqK5mOxGDNnzuS3v/3tqLo1NTUnZZ8iIiIiIuWmILqIiIiIyBRiGAZr165l7dq1fPnLX2b+/PmsX7+eBQsWsGHDBi6//PJR6yxbtowDBw5w4MCBouFc+vr6WL58ecl9nX/++bS1teH1elmwYMGpOiQRERERkbJSEF1EREREZIrYvHkzGzZs4Morr6SxsZHNmzfT2dnJsmXLuPfee/n0pz9NY2Mj11xzDdFolOeee4477riDdevWsXLlSm666Sbuu+8+MpkMn/nMZ7jssstYvXp1yf2tW7eOiy++mOuuu45vfetbnHnmmRw+fJjHHnuMD37wg0dcV0RERETkdKEguoiIiIjIFBGJRHj66ae57777GBgYYP78+Xz729/mmmuuASCZTPK3f/u3fO5zn6OhoYEPf/jDgNt7/ZFHHuGOO+7g0ksvxTRNrr76au6///4j7s8wDP77v/+bL37xi9xyyy10dnbS3NzMpZdeSlNT0yk/XhERERGRiWA4juOUuxEiIiIiIiIiIiIiIpORWe4GiIiIiIiIiIiIiIhMVgqii4iIiIiIiIiIiIiUoCC6iIiIiIiIiIiIiEgJCqKLiIiIiIiIiIiIiJSgILqIiIiIiIiIiIiISAkKoouIiIiIiIiIiIiIlKAguoiIiIiIiIiIiIhICQqii4iIiIiIiIiIiIiUoCC6iIiIiIiIiIiIiEgJCqKLiIiIiIiIiIiIiJSgILqIiIiIiIiIiIiISAkKoouIiIiIiIiIiIiIlPD/A6Dp93ry1qdXAAAAAElFTkSuQmCC",
       "text/plain": [
        "<Figure size 1500x1000 with 3 Axes>"
       ]
@@ -546,171 +580,58 @@
     }
    ],
    "source": [
-    "# set figure\n",
-    "plt.clf()\n",
-    "\n",
-    "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(nrows = 2, ncols=2,figsize=(15, 10),  )\n",
-    "fig.suptitle('Histograms of \"Scores\" by categorical variables')\n",
-    "\n",
-    "\n",
-    "ax1 = plt.subplot(221)\n",
-    "ax1 = plt.hist(male['score'], bins=25,   alpha = 0.8, align='left', label = 'male', edgecolor='black', linewidth=1)\n",
-    "ax1 = plt.hist(female['score'], bins=25,   alpha = 0.3, align= 'right', label = 'female', edgecolor='red', linewidth=1)\n",
-    "ax1 = plt.title(' by Gender')\n",
-    "ax1 = plt.subplot(221).set_xlabel('Score')\n",
-    "ax1 = plt.subplot(221).set_ylabel('Frequency')\n",
-    "ax1 = plt.legend()\n",
-    "\n",
-    "ax2 = plt.subplot(222)\n",
+    "# create figure\n",
+    "fig = plt.figure(figsize=(15, 10))\n",
+    "fig.suptitle('Histograms of \"Scores\" by categorical groups')\n",
     "\n",
-    "ax2 = plt.hist(disabled_yes['score'], bins=25,   alpha = 0.8, align='left', label = 'disabled', edgecolor='black', linewidth=1)\n",
-    "ax2 = plt.hist(disabled_no['score'], bins=25,   alpha = 0.3, align= 'right', label = 'not disabled', edgecolor='red', linewidth=1)\n",
-    "ax2 = plt.title(' by Disability')\n",
-    "ax2 = plt.subplot(2,2,2).set_xlabel('Score')\n",
-    "ax2 = plt.subplot(2,2,2).set_ylabel('Frequency')\n",
-    "ax2 = plt.legend()\n",
-    "\n",
-    "# \n",
-    "ax3 = plt.subplot(212)\n",
-    "ax3 = plt.hist(age_0_35['score'], bins=25,   alpha = 0.8, align='left', label = 'age 0-35', edgecolor='black', linewidth=1)\n",
-    "ax3 = plt.hist(age_35_55['score'], bins=25,   alpha = 0.5, align= 'mid', label = 'age 35-55', edgecolor='red', linewidth=1)\n",
-    "ax3 = plt.hist(age_55_['score'], bins=25,   alpha = 0.5, align= 'left', label = 'age 55<=', edgecolor='green', linewidth=1)\n",
-    "ax3 = plt.title(' by Age Bands')\n",
-    "\n",
-    "\n",
-    "\n",
-    "ax3 = plt.legend()\n",
-    "plt.tight_layout()\n",
+    "# create gridspec\n",
+    "gs = gridspec.GridSpec(2, 2)\n",
     "\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\zoona\\AppData\\Local\\Temp\\ipykernel_35924\\2584693153.py:8: MatplotlibDeprecationWarning: Auto-removal of overlapping axes is deprecated since 3.6 and will be removed two minor releases later; explicitly call ax.remove() as needed.\n",
-      "  plt.subplot(2,2,1)\n",
-      "C:\\Users\\zoona\\AppData\\Local\\Temp\\ipykernel_35924\\2584693153.py:17: MatplotlibDeprecationWarning: Auto-removal of overlapping axes is deprecated since 3.6 and will be removed two minor releases later; explicitly call ax.remove() as needed.\n",
-      "  plt.subplot(2,2,2)\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1500x1200 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "#define grid of plots\n",
-    "fig, axs = plt.subplots(nrows=1, ncols=2, figsize=(15, 12))\n",
+    "# first subplot by gender -  first row, first column\n",
+    "ax1 = fig.add_subplot(gs[0, 0])\n",
+    "ax1 = sns.histplot(data = students, hue = 'gender', x = 'score', bins = 25, kde = True, alpha=0.5, legend=True )\n",
+    "ax1.set_title('by Gender')\n",
     "\n",
-    "#add title\n",
-    "fig.suptitle('Histograms of \"Scores\"')\n",
     "\n",
-    "#add data to plots\n",
-    "plt.subplot(2,2,1)\n",
-    "plt.hist(male['score'], bins=25,   alpha = 0.8, align='left', label = 'male', edgecolor='black', linewidth=1)\n",
-    "plt.hist(female['score'], bins=25,   alpha = 0.5, align= 'right', label = 'female', edgecolor='red', linewidth=1)\n",
-    "plt.title(' by Gender')\n",
-    "plt.subplot(2,2,1).set_xlabel('Score')\n",
-    "plt.subplot(2,2,1).set_ylabel('Frequency')\n",
-    "plt.legend()\n",
     "\n",
-    "# second subplot (matplotlib histogram - scores by disability)\n",
-    "plt.subplot(2,2,2)\n",
-    "plt.hist(disabled_no['score'], bins=25,   alpha = 0.8, align='left', label = 'no declared disability', edgecolor='black', linewidth=1)\n",
-    "plt.hist(disabled_yes['score'], bins=25,   alpha = 0.5, align= 'right', label = 'declared disability', edgecolor='red', linewidth=1)\n",
-    "plt.title('\"Scores\" by Declared Disability')\n",
-    "plt.subplot(2,2,2).set_xlabel('Score')\n",
-    "plt.subplot(2,2,2).set_ylabel('Frequency')\n",
-    "plt.legend()\n",
+    "# second subplot by disability - first row, second column\n",
+    "ax2 = fig.add_subplot(gs[0, 1])\n",
+    "ax2 = sns.histplot(data = students, hue = 'disability', x = 'score', bins = 25, kde = True, alpha=0.5, legend=True )\n",
+    "ax2.set_title(' by Declared Disability')\n",
     "\n",
     "\n",
+    "# third subplot by age band - second row, first column\n",
+    "ax3 = fig.add_subplot(gs[1, :])\n",
+    "ax3 = sns.histplot(data = students, hue = 'age_band', x = 'score', bins = 25, kde = True, alpha=0.5, legend=True, hue_order = ['0-35', '35-55', '55<='] )\n",
+    "ax3.set_title(' by Age Bands')\n",
     "\n",
-    "# avoid overlapping subplots\n",
+    "# prevent overlapping of subplots\n",
     "plt.tight_layout()\n",
-    "\n",
     "plt.show()\n"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "\n",
-    "import matplotlib.pyplot as plt\n",
-    "from importlib import reload\n",
-    "plt=reload(plt)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# plot histograms of scores by age band\n",
-    "plt.hist(age_0_35['score'], bins=25,   alpha = 0.8, align='left', label = 'age 0-35', edgecolor='black', linewidth=1)\n",
-    "plt.hist(age_35_55['score'], bins=25,   alpha = 0.5, align= 'mid', label = 'age 35-55', edgecolor='red', linewidth=1)\n",
-    "plt.hist(age_55_['score'], bins=25,   alpha = 0.5, align= 'left', label = 'age 55<=', edgecolor='green', linewidth=1)\n",
-    "plt.title(' by Age Bands')\n",
-    "#plt.plot.set_xlabel('Score')\n",
-    "plt.xlabel('score')\n",
-    "plt.legend()\n",
-    "\n",
-    "plt.show()\n",
-    "\n",
-    "\n"
-   ]
-  },
   {
    "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### Other ways of visualising the distribution of scores\n",
-    "\n",
-    "I explored the scores data using probability mass function (PMF) which also visualises distributions by mapping from values to probabilities.  This is useful when there are a few numbe of discrete values so may not be the best choice for this data.  \n",
+    "#### <font color = 'turquoise'>Other ways of visualising the distribution of scores</font>\n",
     "\n",
-    "Therefore, I also explored the scores data using a cumulative distribution function (CDF) which maps from values to their cumulative probabilities.  This is useful when there are a large number of discrete values, which will be particularly useful for the click_events data.  \n",
+    "I also took the opportunity to plot the probability mass function (PMF) and cumulative distribution function (CDF) of scores, which visualises distributions by mapping <i>from</i> values <i>to</i> probabilities and cumulative probabilities, respectively.  PMF is useful when there relatively few discrete values, whereas CDF is especially useful for data with many discrete values.  \n",
     "\n",
-    "If data is normally distributed we would expect a $sigmoid$ shaped curve, as shown below.  The data is close enough to a normal distribution for the purposes of this analysis as can be seen in the overlaid CDF plots below, so I will proceed with this assumption."
+    "If data is normally distributed we would expect a $sigmoid$ shaped curve for the CDF.  I have plotted the CDF for scores and overlaid the normal CDF using the same mean and standard deviation.  For the purposes of this analysis, I will assume that scores are normally distributed."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 153,
+   "execution_count": 130,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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UqBCNGzfmo48+on79+hbXzJgxA0hOmHl4eFCpUiXGjBlD3759KVSoUIaeIzW9evXC2dmZiRMnMnToUFxcXGjfvj2TJk3Cw8Mj0+5zj4eHB59//jnr1q1j3rx5hIaGYmtrS4UKFfj4448tdkW1tbVl/fr1jB8/niVLlrB8+XIKFixIo0aN8Pf3B5I/29WrVzNy5Ei+/fZb5s2bh5+fHx9//DFDhgxJU0w+Pj7s27ePsWPHsmLFCj799FMKFixIlSpVmDRpkrnd66+/zuLFi5kyZQp37tyhWLFiDBgwgA8++CBzPyQRERHJcUxGZq04LCIiIiIiIiIiIg+kNeNERERERERERESyiJJxIiIiIiIiIiIiWUTJOBERERERERERkSyiZJyIiIiIiIiIiEgWUTJOREREREREREQkiygZJyIiIiIiIiIikkWUjBMREREREREREckiSsaJiIiIiIiIiIhkESXjREREREREREREsoiScSIiIiIiIiIiIllEyTgREREREREREZEsomSciIiIiIiIiIhIFlEyTkREREREREREJIsoGScich9hYWF07NiRggULYjKZmDZtmrVDEhEREZFMonc9EbEWJeNE5LE5e/Ysr7/+OqVLl8bR0RE3NzcaNmzI9OnTuXv3rrmdn58fJpMJk8mEjY0NHh4e+Pv789prr7F3795U+77X/t+Hr69vpsU/aNAgfvrpJ4YPH86iRYto0aLFfduaTCbmz59vfp7Ro0db1AcHB9O7d2/KlCmDo6Mjvr6+NG7cmFGjRmVavNbysGcXERGR3Enven/Tu56IpEc+awcgIrnTunXr6NSpEw4ODvTo0YOqVasSFxfHr7/+yrvvvssff/zB3Llzze0DAgIYMmQIALdv3yYoKIhly5bx+eefM2jQIKZMmZLiHs888ww9evSwKHNycsq0Z9iyZQtt27blnXfeeaR+zpw5Q506dXBycqJPnz74+fkREhLCwYMHmTRpEmPGjMmkiEVERESyht71/qZ3PRFJLyXjRCTTnT9/nhdffJGSJUuyZcsWChcubK578803OXPmDOvWrbO4pmjRorz00ksWZZMmTaJbt25MnTqVcuXK8X//938W9eXLl09xTWa6du0aHh4ej9zP1KlTuXPnDocPH6ZkyZIp7pGVoqKicHFxydJ7ioiISO6idz1LetcTkfTSNFURyXQfffQRd+7c4csvv7R4ObunbNmyDBw48KH9ODk5sWjRIgoUKMD48eMxDCNT4jt37hydOnWiQIECODs788QTT1i8MM6fPx+TyYRhGMyePds8LSKjzp49S7FixVK8nAF4e3unKPvxxx9p0qQJrq6uuLm5UadOHZYsWWLRZtmyZdSqVQsnJye8vLx46aWXuHLlikWbXr16kT9/fs6ePUvLli1xdXWle/fuACQlJTFt2jSqVKmCo6MjPj4+vP766/z5558Wfezfv5/AwEC8vLxwcnKiVKlS9OnTJ8OfhYiIiOR8etezpHc9EUkvJeNEJNOtWbOG0qVL06BBg0fuK3/+/LRv354rV65w/Phxi7qYmBiuX79uccTGxj6wv7CwMBo0aMBPP/3EG2+8wfjx44mJieH5559n5cqVADRu3JhFixYBydMjFi1aZD7PiJIlS3Lp0iW2bNny0Lbz58+nVatWREREMHz4cCZOnEhAQAAbNmywaNO5c2dsbW2ZMGECffv2ZcWKFTRq1IibN29a9JeQkEBgYCDe3t588skndOjQAYDXX3+dd99917yuS+/evVm8eDGBgYHEx8cDyb/JffbZZwkODmbYsGHMnDmT7t27s2fPngx/FiIiIpLz6V3Pkt71RCTdDBGRTHTr1i0DMNq2bZvma0qWLGm0atXqvvVTp041AOOHH34wlwGpHvPmzXvgvd5++20DMHbs2GEuu337tlGqVCnDz8/PSExMtLjHm2++mebnuJ9jx44ZTk5OBmAEBAQYAwcONFatWmVERUVZtLt586bh6upq1KtXz7h7965FXVJSkmEYhhEXF2d4e3sbVatWtWizdu1aAzBGjhxpLuvZs6cBGMOGDbPoa8eOHQZgLF682KJ8w4YNFuUrV640AOO333575M9AREREcge966Wkdz0RSS+NjBORTBUZGQmAq6trpvWZP39+IHmx339q27YtGzdutDgCAwMf2Nf69eupW7cujRo1suj/tddeIzg4OMVvZDNDlSpVOHz4MC+99BLBwcFMnz6ddu3a4ePjw+eff25ut3HjRm7fvs2wYcNwdHS06OPe1In9+/dz7do13njjDYs2rVq1omLFiinWZwFSrL+ybNky3N3deeaZZyx+01yrVi3y58/P1q1bAcxrqKxdu9b8G1QRERHJ2/Sul5Le9UQkvbSBg4hkKjc3NyDly9SjuHPnDpDypa9YsWI0b948XX1duHCBevXqpSivVKmSub5q1aoZjPT+ypcvz6JFi0hMTOT48eOsXbuWjz76iNdee41SpUrRvHlzzp49C/DA+1+4cAGAChUqpKirWLEiv/76q0VZvnz5KFasmEXZ6dOnuXXrVqprmMDfCw03adKEDh06MGbMGKZOnUrTpk1p164d3bp1w8HBIe0PLyIiIrmG3vVSp3c9EUkPJeNEJFO5ublRpEgRjh07lml93uurbNmymdantdja2uLv74+/vz/169enWbNmLF68ON0vmmnl4OCAjY3lIOikpCS8vb1ZvHhxqtcUKlQISP4N7ffff8+ePXtYs2YNP/30E3369GHy5Mns2bPH/FtsERERyTv0rvdgetcTkbTQNFURyXStW7fm7Nmz7N69+5H7unPnDitXrqR48eLm32g+ipIlS3Ly5MkU5SdOnDDXZ5XatWsDEBISAkCZMmUAHvhyey++1J7h5MmTaYq/TJky3Lhxg4YNG9K8efMUR/Xq1S3aP/HEE4wfP579+/ezePFi/vjjD5YuXZq2hxQREZFcR+96aaN3PRG5HyXjRCTT/ec//8HFxYVXX32VsLCwFPVnz55l+vTpD+3n7t27vPzyy0RERPD+++8/0pbz97Rs2ZJ9+/ZZvDxGRUUxd+5c/Pz8qFy58iPf49927NiR6joc69evB/6ehvDss8/i6urKhAkTiImJsWhrGAaQ/FLn7e3NnDlzLHYT+/HHHwkKCqJVq1YPjadz584kJiYybty4FHUJCQnmXbr+/PNP833vCQgIAHjoTmYiIiKSe+ldz5Le9UQkvTRNVUQyXZkyZViyZAldunShUqVK9OjRg6pVqxIXF8euXbtYtmwZvXr1srjmypUrfP3110Dyb0iPHz/OsmXLCA0NZciQIbz++uuZEtuwYcP45ptveO655xgwYAAFChRgwYIFnD9/nuXLl6cY5p8ZJk2axIEDB3jhhReoVq0aAAcPHmThwoUUKFCAt99+G0ie9jF16lReffVV6tSpQ7du3fD09OTIkSNER0ezYMEC7OzsmDRpEr1796ZJkyZ07dqVsLAwpk+fjp+fH4MGDXpoPE2aNOH1119nwoQJHD58mGeffRY7OztOnz7NsmXLmD59Oh07dmTBggV8+umntG/fnjJlynD79m0+//xz3NzcaNmyZaZ/TiIiIpIz6F3Pkt71RCTdrLuZq4jkZqdOnTL69u1r+Pn5Gfb29oarq6vRsGFDY+bMmUZMTIy5XcmSJc3b1ZtMJsPNzc2oUqWK0bdvX2Pv3r2p9s0jbEV/9uxZo2PHjoaHh4fh6Oho1K1b11i7dm2m3uOfdu7cabz55ptG1apVDXd3d8POzs4oUaKE0atXL+Ps2bMp2q9evdpo0KCB4eTkZLi5uRl169Y1vvnmG4s23377rVGjRg3DwcHBKFCggNG9e3fj8uXLFm169uxpuLi43DeuuXPnGrVq1TKcnJwMV1dXw9/f3/jPf/5jXL161TAMwzh48KDRtWtXo0SJEoaDg4Ph7e1ttG7d2ti/f/8jfyYiIiKS8+ldL5ne9UQkvUyG8a9xqSIiIiIiIiIiIvJYaM04ERERERERERGRLKJknIiIiIiIiIiISBZRMk5ERERERERERCSLKBknIiIiIiIiIiKSRZSMExERERERERERySJKxomIiIiIiIiIiGSRfNYOIKdKSkri6tWruLq6YjKZrB2OiIiI5ACGYXD79m2KFCmCjY1+J5pd6T1PRERE0is973lKxmXQ1atXKV68uLXDEBERkRzo0qVLFCtWzNphyH3oPU9EREQyKi3veUrGZZCrqyuQ/CG7ublZORoRERHJCSIjIylevLj5PUKyJ73niYiISHql5z1PybgMujdlwc3NTS9pIiIiki6a+pi96T1PREREMiot73larERERERERERERCSLZItk3OzZs/Hz88PR0ZF69eqxb9++B7ZftmwZFStWxNHREX9/f9avX29RP3r0aCpWrIiLiwuenp40b96cvXv3WrTx8/PDZDJZHBMnTsz0ZxMREREREREREbnH6sm4b7/9lsGDBzNq1CgOHjxI9erVCQwM5Nq1a6m237VrF127duWVV17h0KFDtGvXjnbt2nHs2DFzm/LlyzNr1iyOHj3Kr7/+ip+fH88++yzh4eEWfY0dO5aQkBDz8dZbbz3WZxURERERERERkbzNZBiGYc0A6tWrR506dZg1axaQvJV88eLFeeuttxg2bFiK9l26dCEqKoq1a9eay5544gkCAgKYM2dOqveIjIzE3d2dTZs28fTTTwPJI+Pefvtt3n777QzFfa/PW7duaS0RERERSRO9P+QMafk+GYZBQkICiYmJWRydSM5ia2tLvnz5tFamiOR66XnPs+oGDnFxcRw4cIDhw4eby2xsbGjevDm7d+9O9Zrdu3czePBgi7LAwEBWrVp133vMnTsXd3d3qlevblE3ceJExo0bR4kSJejWrRuDBg0iX77UP5LY2FhiY2PN55GRkWl5RBERERHJZeLi4ggJCSE6OtraoYjkCM7OzhQuXBh7e3trhyIiki1YNRl3/fp1EhMT8fHxsSj38fHhxIkTqV4TGhqaavvQ0FCLsrVr1/Liiy8SHR1N4cKF2bhxI15eXub6AQMGULNmTQoUKMCuXbsYPnw4ISEhTJkyJdX7TpgwgTFjxmTkMUVEREQkl0hKSuL8+fPY2tpSpEgR7O3tNeJH5D4MwyAuLo7w8HDOnz9PuXLlsLGx+kpJIiJWZ9Vk3OPUrFkzDh8+zPXr1/n888/p3Lkze/fuxdvbG8BidF21atWwt7fn9ddfZ8KECTg4OKTob/jw4RbXREZGUrx48cf/ICIiIiKSbcTFxZmXVXF2drZ2OCLZnpOTE3Z2dly4cIG4uDgcHR2tHZKIiNVZ9dcSXl5e2NraEhYWZlEeFhaGr69vqtf4+vqmqb2Liwtly5bliSee4MsvvyRfvnx8+eWX942lXr16JCQkEBwcnGq9g4MDbm5uFoeIiIiI5E0a3SOSdvr7IiJiyao/Fe3t7alVqxabN282lyUlJbF582bq16+f6jX169e3aA+wcePG+7b/Z7//XPPt3w4fPoyNjY155JyIiIiIiIiIiEhms/o01cGDB9OzZ09q165N3bp1mTZtGlFRUfTu3RuAHj16ULRoUSZMmADAwIEDadKkCZMnT6ZVq1YsXbqU/fv3M3fuXACioqIYP348zz//PIULF+b69evMnj2bK1eu0KlTJyB5E4i9e/fSrFkzXF1d2b17N4MGDeKll17C09PTOh+EiIiIiIiIiIjkelYfL9ylSxc++eQTRo4cSUBAAIcPH2bDhg3mTRouXrxISEiIuX2DBg1YsmQJc+fOpXr16nz//fesWrWKqlWrAslbZ584cYIOHTpQvnx52rRpw40bN9ixYwdVqlQBkqecLl26lCZNmlClShXGjx/PoEGDzAk9EREREcketm/fTps2bShSpAgmk4lVq1Y99Jpt27ZRs2ZNHBwcKFu2LPPnz3/scYqIiIiklckwDMPaQeREkZGRuLu7c+vWLa0fJyIiImmi94f0+/HHH9m5cye1atXihRdeYOXKlbRr1+6+7c+fP0/VqlXp168fr776Kps3b+btt99m3bp1BAYGpumeD/o+xcTEcP78eUqVKpXjFqIPDw9n5MiRrFu3jrCwMDw9PalevTojR46kYcOG1g5PcrGc/PdGRCSt0vOeZ/VpqiIiIiIi9/Pcc8/x3HPPpbn9nDlzKFWqFJMnTwagUqVK/Prrr0ydOjXNybjcqkOHDsTFxbFgwQJKly5NWFgYmzdv5saNG4/lfnFxcdjb2z+WvkVE0sIwDKLjEnFxUOpDshf9FykiIiIiucbu3btp3ry5RVlgYCBvv/32fa+JjY212OgrMjIyzfczDIO78YnpjjMzONnZYjKZ0tT25s2b7Nixg23bttGkSRMASpYsSd26dS3aDB06lFWrVnHr1i3Kli3LxIkTad26NQDLly9n5MiRnDlzhsKFC/PWW28xZMgQ8/V+fn688sornD59mlWrVvHCCy8wf/58fv31V4YPH87+/fvx8vKiffv2TJgwARcXFwA+/fRTpk6dyqVLl3B3d+fJJ5/k+++/z6yPSUTyqCOXbvLfdcfxdnVkdvea1g7HupISISEWEuOSj3tfJ8RCYiwkxP3rz9jU2yXGJx9J8cl93vs68a9z89cJf50nJB9GEvDXpMx/Ts40jH+V/7uNcf+vH3q9YdHU4vqWH4Ffo0f8UB+NknEiIiIikmuEhoaa1x6+x8fHh8jISO7evYuTk1OKayZMmMCYMWMydL+78YlUHvlThq59VMfHBuJsn7bX+fz585M/f35WrVrFE088gYODg0V9UlISzz33HLdv3+brr7+mTJkyHD9+HFtbWwAOHDhA586dGT16NF26dGHXrl288cYbFCxYkF69epn7ubcW9KhRowA4e/YsLVq04L///S9fffUV4eHh9O/fn/79+zNv3jz279/PgAEDWLRoEQ0aNCAiIoIdO3ZkzgckInnS1Zt3+fink6w8dAVI/sVF6K0YfN1z2BTpmFtwOwyiwiHqWvJ5XDTERyX/GRuZXBYTCXF3/jqi/5Fg+0cizbDOL42yrdjb1o5AyTgREZHswG/YOovz4ImtrBSJSN4zfPhwBg8ebD6PjIykePHiVowo8+XLl4/58+fTt29f5syZQ82aNWnSpAkvvvgi1apVY9OmTezbt4+goCDKly8PQOnSpc3XT5kyhaeffpoRI0YAUL58eY4fP87HH39skYx76qmnLEbLvfrqq3Tv3t08MrFcuXLMmDGDJk2a8Nlnn3Hx4kVcXFxo3bo1rq6ulCxZkho1ajz+D0REco2wyBgOX7rJH1ducexqJLvOXicmPgmAF2oW5d3ACtkvERcXDSFHIOQw3A6FyCtw6/JfybVbEB0BCXcf3/1tHSCfA9ja/fW1/b/+dABb+3/9ea+9HdjYgW2+5D9t8v39te1f5zb5/v7aZAs2tpb3N5kA032+Jvk8LV8/sK9/t/nH9T5VH/EDfHRKxomIiIhIruHr60tYWJhFWVhYGG5ubqmOigNwcHBIMVIsrZzsbDk+1jpr0TnZ2T680T906NCBVq1asWPHDvbs2cOPP/7IRx99xBdffMG1a9coVqyYORH3b0FBQbRt29airGHDhkybNo3ExETzCLratWtbtDly5Ai///47ixcvNpcZhkFSUhLnz5/nmWeeoWTJkpQuXZoWLVrQokUL2rdvj7Ozc7qeTUTyjsQkg73nbvDLqXB+ORXOidCUo5zq+hXgg9aVqFbMI+sD/CfDgDvXIPQohP4O14IgPAjC/vhr6uZDOLiDixfk9wZHD7B3BnsXsHMBh/zJZY5uYJ8fHFzBzgnyOaaeSLuXaLO1+0dySqxFyTgRERERyTXq16/P+vXrLco2btxI/fr1H8v9TCZTmqeKZgeOjo4888wzPPPMM4wYMYJXX32VUaNG8c4772RK//fWgbvnzp07vP766wwYMCBF2xIlSmBvb8/BgwfZtm0bP//8MyNHjmT06NH89ttveHh4ZEpMIpI7RMUmsGz/Jb7ceZ5LEX+PGjOZoKKvG/5F3aha1J1qxTyoXsw9zWtqZpqEuOSk29ktEHEWrp+C66eTp5OmxqVQ8gitQhWTk23uxf5KurknHy6FkhNskivlnDcHEREREclz7ty5w5kzZ8zn58+f5/DhwxQoUIASJUowfPhwrly5wsKFCwHo168fs2bN4j//+Q99+vRhy5YtfPfdd6xbt+5+t8jTKleuzKpVq6hWrRqXL1/m1KlTqY6Oq1SpEjt37rQo27lzJ+XLlzePiktNzZo1OX78OGXLlr1vm3z58tG8eXOaN2/OqFGj8PDwYMuWLbzwwgsZfzARyTWi4xKYs+0s83cFExmTAICHsx1PVfSmaQVvnizrhadLFu/cbBjJo9su/5Z8XD8FIb8nr9X2byYb8CgJvlWhcAAULAO+1ZL/lDxLyTgRERERybb2799Ps2bNzOf31nbr2bMn8+fPJyQkhIsXL5rrS5Uqxbp16xg0aBDTp0+nWLFifPHFFwQGWmcqaXZx48YNOnXqRJ8+fahWrRqurq7s37+fjz76iLZt29KkSRMaN25Mhw4dmDJlCmXLluXEiROYTCZatGjBkCFDqFOnDuPGjaNLly7s3r2bWbNm8emnnz7wvkOHDuWJJ56gf//+vPrqq7i4uHD8+HE2btzIrFmzWLt2LefOnaNx48Z4enqyfv16kpKSqFChQhZ9MiKSnW08Hsbo1X9w5WbySLhSXi70aVSKjjWL4WSfvqn6jyz2DgSthlMb4MpBuHUpZRsnTyhWJznZ5usPhSpAgdLJU0VF/kHJOBERERHJtpo2bYphGPetnz9/fqrXHDp06DFGlfPkz5+fevXqMXXqVM6ePUt8fDzFixenb9++vPfeewAsX76cd955h65duxIVFUXZsmWZOHEikDzC7bvvvmPkyJGMGzeOwoULM3bsWIvNG1JTrVo1fvnlF95//32efPJJDMOgTJkydOnSBQAPDw9WrFjB6NGjiYmJoVy5cnzzzTdUqVLlsX4eIpK9XYuM4b2Vx9gUlLwGaFEPJ95vVYkWVXyxscni6ae3rsDv38KeT5N3Nr3Hxi450Va2ORSrnZx8K1hW67FJmpiMB73dyH1FRkbi7u7OrVu3cHNzs3Y4IiKSw2k31bxB7w85w4O+TzExMZw/f55SpUrh6JjNducTyab090bS44+rt3hl/n5CI2PIZ2Pi1SdLM+Dpslm7Pmf83eQRcAcWwLmtf5d7+kH1blCyARQJ0JpuYiE973kaGSciIiIiIiIiVrfpeBgDlh4iOi6RMoVc+OylWpT3ycKE17UTsGc2HP8BYm79XV6iAQR0g2pdknclFXlESsaJiIiIiIiIiFXN23mesWuPYxjQqKwXs7vXxN3J7vHfOCkRji6DfZ/Dlf1/l7uXgCptoVZvbbYgmU7JOBERERERERGxmpWHLjNmzXEAutYtwdi2VbCztXm8NzUMCFoDm0ZBxLnkMpMtlG8BT/wflGwINo85BsmzlIwTEREREREREas4ePFPhi4/CsDrjUsz7LmKmB7nJgiGAWc2w7YJf4+Ec/KEJ96Amj3B1efx3VvkL0rGiYiIiIiIiEiWu3LzLq8tPEBcQhLPVPZhaIvHnIg7uwU2joLQ35PP7ZyhXj94crA2Y5AspWSciIiIiIiIiGSpqNgEXl2wn+t3Yqno68q0LgHY2GRuIi4pKYm4uDgcw3+HLePg/PbkinxOULsPNByokXBiFUrGiYiIiIiIiEiWGrf2OEEhkXjlt+eLnrVxccjc9ERISAhrVnyHx90LdL7zZXKhyRZq9YRm74OLV6beTyQ9lIwTERERERERkSyz43Q4S3+7BMDMrjUp5umcaX3HxcWxdetW9u7ZgwFEGA5EmtxxC3gemvwHPEpk2r1EMkpbg4iIiIiISLa0bds2TCYTN2/etHYoGdarVy/atWv30HYmk4lVq1Zl2n39/PyYNm1auq/LDZ+5ZG93YhMY9teGDT3rl6R+mYKZ1ndwcDCfzprBnr8ScVWNE/SvEI5b/63QdpYScZJtKBknIiIiIpLL9erVC5PJxMSJEy3KV61a9XgXS88m7j3/v48WLVo89ntPnz6d+fPnP7RdSEgIzz333GOLw8/Pz/zcTk5O+Pn50blzZ7Zs2WLRrkGDBoSEhODu7v7QPpW4k4yY9OMJrty8SzFPJ/7TomKm9JmQkMDPP65lwYIF3LodhYdxi26mNXRo25r8Xb+AgmUy5T4imUXJOBERERGRPMDR0ZFJkybx559/Zmq/cXFxmdrf49KiRQtCQkIsjm+++eax39fd3R0PD4/71t/7/Hx9fXFwcHissYwdO5aQkBBOnjzJwoUL8fDwoHnz5owfP97cxt7eHl9f3zyRpJWst+fcDRbtuQDApA7VMmWduLCwMD6fNYXd+w4AUMM4Sr+iQZR7bT7U6P7I/Ys8DkrGiYiIiIjkAc2bN8fX15cJEyY8sN3y5cupUqUKDg4O+Pn5MXnyZIt6Pz8/xo0bR48ePXBzc+O1115j/vz5eHh4sHbtWipUqICzszMdO3YkOjqaBQsW4Ofnh6enJwMGDCAxMdHc16JFi6hduzaurq74+vrSrVs3rl279lie38HBAV9fX4vD09PTXG8ymfjf//5H69atcXZ2plKlSuzevZszZ87QtGlTXFxcaNCgAWfPnjVfM3r0aAICAvjf//5H8eLFcXZ2pnPnzty6dcvc5t/TVJs2bUr//v15++238fLyIjAw0Hz/f05TvXz5Ml27dqVAgQK4uLhQu3Zt9u7dC8DZs2dp27YtPj4+5M+fnzp16rBp06aHfgb3PucSJUrQuHFj5s6dy4gRIxg5ciQnT54EUo52u3DhAm3atMHT0xMXFxeqVKnC+vXrCQ4OplmzZgB4enpiMpno1atXur4nkrfEJSQxbPnvAHStW4KGZR99A4Ujhw7xxdzPuHbrLs5GNC+67Ob5jt1weHU9+FZ95P5FHhcl40REREREMsowIC7KOodhpCtUW1tbPvzwQ2bOnMnly5dTbXPgwAE6d+7Miy++yNGjRxk9ejQjRoxIMc3yk08+oXr16hw6dIgRI0YAEB0dzYwZM1i6dCkbNmxg27ZttG/fnvXr17N+/XoWLVrE//73P77//ntzP/Hx8YwbN44jR46watUqgoODrZrQuZdkPHz4MBUrVqRbt268/vrrDB8+nP3792MYBv3797e45syZM3z33XesWbOGDRs2cOjQId54440H3mfBggXY29uzc+dO5syZk6L+zp07NGnShCtXrrB69WqOHDnCf/7zH5KSksz1LVu2ZPPmzRw6dIgWLVrQpk0bLl68mO5nHjhwIIZh8MMPP6Ra/+abbxIbG8v27ds5evQokyZNIn/+/BQvXpzly5cDcPLkSUJCQpg+fXq67y95x9LfLhJ8I5pCrg4Mb/lo01MTEhJYu/wbVq1eTUKSiTJGMG/UMKjw1vdQ9QXQyE7J5rSbqoiIiIhIRsVHw4dFrHPv966CvUu6Lmnfvj0BAQGMGjWKL7/8MkX9lClTePrpp80JtvLly3P8+HE+/vhjiyTZU089xZAhQ8znO3bsID4+ns8++4wyZZLXZurYsSOLFi0iLCyM/PnzU7lyZZo1a8bWrVvp0qULAH369DH3Ubp0aWbMmEGdOnW4c+cO+fPnT9ezPczatWtT9Pnee+/x3nvvmc979+5N586dARg6dCj169dnxIgR5tFrAwcOpHfv3hZ9xMTEsHDhQooWLQrAzJkzadWqFZMnT8bX1zfVWMqVK8dHH31031iXLFlCeHg4v/32GwUKFACgbNmy5vrq1atTvXp18/m4ceNYuXIlq1evTpEsfJgCBQrg7e1NcHBwqvUXL16kQ4cO+Pv7A8nfp39eC+Dt7f3Aqbgi0XEJzNh8BoABT5fDzdEuw31FRkby7VezuXorDgyDJjYHaPxCL2z8O2RWuCKPnUbGiYiIiIjkIZMmTWLBggUEBQWlqAsKCqJhw4YWZQ0bNuT06dMW00tr166d4lpnZ2dzIg7Ax8cHPz8/iwSYj4+PxTTUAwcO0KZNG0qUKIGrqytNmjQBSPMIr379+pE/f37z8SDNmjXj8OHDFke/fv0s2lSrVs0iVsCchLpXFhMTQ2RkpLmsRIkS5kQcQP369UlKSjJP+0xNrVq1Hhjr4cOHqVGjhjnZ9W937tzhnXfeoVKlSnh4eJA/f36CgoIyNDIOwDCM+64RN2DAAP773//SsGFDRo0axe+//56he0jeNm9nMNfvxFKigDNdahfPcD+hISF8MXsqV2/F4WTcpXuhEzTtP0OJOMlxNDJORERERCSj7JyTR6hZ694Z0LhxYwIDAxk+fHiGp4S6uKQckWdnZznSxWQypVp2b6plVFQUgYGBBAYGsnjxYgoVKsTFixcJDAxM86YQY8eO5Z133klzzP8cXZaaf8Z7LzmVWtm9Z8io1D6/f3Jycnpg/TvvvMPGjRv55JNPKFu2LE5OTnTs2DFDm2ncuHGD8PBwSpUqlWr9q6++SmBgIOvWrePnn39mwoQJTJ48mbfeeivd95K86WZ0HHN+SV5rcfAz5bHPl7ExQaeOH+P75cuIT7LBy7hBtxqueLZZDDa2mRmuSJZQMk5EREREJKNMpnRPFc0OJk6cSEBAABUqVLAor1SpEjt37rQo27lzJ+XLl8fWNnP/wXvixAlu3LjBxIkTKV48eaTM/v3709WHt7c33t7emRpXel28eJGrV69SpEjydOU9e/ZgY2OT4rNNj2rVqvHFF18QERGR6ui4nTt30qtXL9q3bw8kj5S73zTTh5k+fTo2NjYWm0z8W/HixenXrx/9+vVj+PDhfP7557z11lvY29sDWIyaFPm3z345y+2YBCr6uvJ89YxN6/9t96/8+PMmDGwoxUU6BzbAsf4rmRypSNbRNFURERERkTzG39+f7t27M2PGDIvyIUOGsHnzZsaNG8epU6dYsGABs2bNSvPos/QoUaIE9vb2zJw5k3PnzrF69WrGjRuX6fe5JzY2ltDQUIvj+vXrj9yvo6MjPXv25MiRI+zYsYMBAwbQuXPn+64XlxZdu3bF19eXdu3asXPnTs6dO8fy5cvZvXs3kLzm3IoVKzh8+DBHjhyhW7duaRqtd/v2bUJDQ7l06RLbt2/ntdde47///S/jx4+/76jBt99+m59++onz589z8OBBtm7dSqVKlQAoWbIkJpOJtWvXEh4ezp07dzL8zJI7hUXGMH9nMADvBlbAxiZ9GysYhsGOzRtY//NmDEzUsDlJ927dlIiTHE/JOBERERGRPGjs2LEpEjg1a9bku+++Y+nSpVStWpWRI0cyduzYx7LDaaFChZg/fz7Lli2jcuXKTJw4kU8++STT73PPhg0bKFy4sMXRqFGjR+63bNmyvPDCC7Rs2ZJnn32WatWq8emnnz5Sn/b29vz88894e3vTsmVL/P39mThxonl04pQpU/D09KRBgwa0adOGwMBAatas+dB+R44cSeHChSlbtiwvv/wyt27dYvPmzQwdOvS+1yQmJvLmm29SqVIlWrRoQfny5c3PV7RoUcaMGcOwYcPw8fFJ9+YRkvtN23Sa2IQkapX05KmK6RvFahgGm35cw5Zf9wLQ2PYQbXoNxrbc048jVJEsZTKMdO6JLkDyDi7u7u7cunULNzc3a4cjIiI5nN+wdRbnwRNbWSkSeZz0/pAzPOj7FBMTw/nz5ylVqhSOjo5WilCyi9GjR7Nq1SoOHz5s7VCyNf29yZvOXLtD4LTtJCYZfPd6feqWSn1DktQYhsG6lUs5cPQUAM/Y7adB38lQqPzjClfkkaXnPU9rxomIiIiIiIhIpvr4pxMkJhk0r+Sd/kTciqUcOHYKDIPWzgep1WcKeJV7jNGKZC0l40REREREREQk0xy4EMFPf4RhY4KhLSqm+TrDMPhp9XJzIq69y36qvT4X3DK28YNIdqVknIiISC6jKa8iIllj9OjRjB492tphiGQrhmEw8ccTAHSqVZxyPq5pvm7TupXsPfwHAM8776da38+UiJNcSRs4iIiIiIiIiEim2BR0jd+C/8Qhnw1vP5P2qaXbf17DrgNHAWjleJAar30KHsUfV5giVqWRcSIiIiIiIiLyyJKSDD7+KXlUXJ9GpSjs7pSm6w7u3MK2PYcACHT8ndr9ZoN7sccWp4i1KRknIiIiIiIiIo9s19kbnAq7Q36HfPRrUiZN15w+eoC1m34BbGjkeJIn/m+mpqZKrqdpqiIiIiIiIiLyyL7ecwGAF2oWxd3J7qHtrwSfYdnKHzCwoXq+8zz12gQl4iRP0Mg4ERGRbEobMYiIiEhOEXLrLhuDwgB46YmSD21/888/+WbxIuINW8rYXKHNK8MweT78OpHcQCPjREREREREROSRfLPvEolJBvVKFaD8Q3ZQjYuLY+lXs4lKsMHXuEanLl2x9a2YRZGKWJ+ScSIiIiIiki1t27YNk8nEzZs3rR2KiDxAfGIS3+y7CMDL9R88us0wDH74ei5hdxJxMaJ48clyOJRvlhVhimQbSsaJiIg8Zn7D1pkPERFr6NWrFyaTiYkTJ1qUr1q1CpPJZKWosk5ef36Rx+3nP8IIvx1LIVcHnq3s+8C22zes4PilG9gYiXQuexf3pwZmUZQi2YeScSIiIiIieYCjoyOTJk3izz//zNR+4+LiMrW/x+VxPb+IwKI9wQB0rVMc+3z3TzOcOHqYbfuOAdCq0GVKvDgZlBCXPEjJOBERERGRPKB58+b4+voyYcKEB7Zbvnw5VapUwcHBAT8/PyZPnmxR7+fnx7hx4+jRowdubm689tprzJ8/Hw8PD9auXUuFChVwdnamY8eOREdHs2DBAvz8/PD09GTAgAEkJiaa+1q0aBG1a9fG1dUVX19funXrxrVr16z2/KNHjyYgIMCibNq0afj5+ZnPe/XqRbt27fjwww/x8fHBw8ODsWPHkpCQwLvvvkuBAgUoVqwY8+bNM18THByMyWRi6dKlNGjQAEdHR6pWrcovv/wCJE/bK1u2LJ988onFvQ8fPozJZOLMmTOP/gGIPCanw26z51wEtjYmutYrcd92ERERrPphFQB17U5Ss8cEyGefRVGKZC/ZIhk3e/Zs/Pz8cHR0pF69euzbt++B7ZctW0bFihVxdHTE39+f9evXW9SPHj2aihUr4uLigqenJ82bN2fv3r0WbSIiIujevTtubm54eHjwyiuvcOfOnUx/NhERkezgn1NlNV1WJPMYhkFcXJxVDsMw0hWrra0tH374ITNnzuTy5cuptjlw4ACdO3fmxRdf5OjRo4wePZoRI0Ywf/58i3affPIJ1atX59ChQ4wYMQKA6OhoZsyYwdKlS9mwYQPbtm2jffv2rF+/nvXr17No0SL+97//8f3335v7iY+PZ9y4cRw5coRVq1YRHBxMr1690vVcmfn8abVlyxauXr3K9u3bmTJlCqNGjaJ169Z4enqyd+9e+vXrx+uvv57iPu+++y5Dhgzh0KFD1K9fnzZt2nDjxg1MJhN9+vSxSOABzJs3j8aNG1O2bNlHilfkcfr2t0sAPF3Rm8LuTqm2SUhIYNni+cQmmihhXObZDj3B1ScrwxTJVvJZO4Bvv/2WwYMHM2fOHOrVq8e0adMIDAzk5MmTeHt7p2i/a9cuunbtyoQJE2jdujVLliyhXbt2HDx4kKpVqwJQvnx5Zs2aRenSpbl79y5Tp07l2Wef5cyZMxQqVAiA7t27ExISwsaNG4mPj6d379689tprLFmyJEufX0RE8p5/J8OCJ7ayUiQi8qji4+MfOtLscRk+fDj29ukbVdK+fXsCAgIYNWoUX375ZYr6KVOm8PTTT5sTbOXLl+f48eN8/PHHFkmyp556iiFDhpjPd+zYQXx8PJ999hllypQBoGPHjixatIiwsDDy589P5cqVadasGVu3bqVLly4A9OnTx9xH6dKlmTFjBnXq1OHOnTvkz58/Xc+WGc+fVgUKFGDGjBnY2NhQoUIFPvroI6Kjo3nvvfeA5O/NxIkT+fXXX3nxxRfN1/Xv358OHToA8Nlnn7Fhwwa+/PJL/vOf/9CrVy9GjhzJvn37qFu3LvHx8SxZsiTFaDmR7CQhMYlVh68C0KVO8fu2+2ntSkIjbuNsRNOhkj22FQKzKkSRbMnqI+OmTJlC37596d27N5UrV2bOnDk4Ozvz1Vdfpdp++vTptGjRgnfffZdKlSoxbtw4atasyaxZs8xtunXrRvPmzSldujRVqlRhypQpREZG8vvvvwMQFBTEhg0b+OKLL6hXrx6NGjVi5syZLF26lKtXr2bJc4uIiGSERreJyKOaNGkSCxYsICgoKEVdUFAQDRs2tChr2LAhp0+ftpheWrt27RTXOjs7mxNxAD4+Pvj5+Vkk1Xx8fCymoR44cIA2bdpQokQJXF1dadKkCQAXL15M07P069eP/Pnzm4+0eNDzp1WVKlWwsfn7n1I+Pj74+/ubz21tbSlYsGCKKbf169c3f50vXz5q165tjqNIkSK0atXK/O+gNWvWEBsbS6dOnTIcp8jjtv10ONfvxFLQxZ7G5Qul2ubYod/Yf+Q4AO2d9uHWZlxWhiiSLVl1ZFxcXBwHDhxg+PDh5jIbGxuaN2/O7t27U71m9+7dDB482KIsMDCQVatW3fcec+fOxd3dnerVq5v78PDwsHiJaN68OTY2Nuzdu5f27dun6Cc2NpbY2FjzeWRkZJqfU0RERERyJzs7O4t32ay+d0Y0btyYwMBAhg8fnuEpoS4uLg+Nx2QypVqWlJQEQFRUFIGBgQQGBrJ48WIKFSrExYsXCQwMTPOmEGPHjuWdd95JV+wPen4bG5sU03/j4+NT9JHeZ02rV199lZdffpmpU6cyb948unTpgrOzc7r6EMlKyw9cAaBtQFHsbFOO9Ym4cYM1a9YAtjTKd5Syr80D5wJZHKVI9mPVZNz169dJTEzEx8dyrriPjw8nTpxI9ZrQ0NBU24eGhlqUrV27lhdffJHo6GgKFy7Mxo0b8fLyMvfx7ymw+fLlo0CBAin6uWfChAmMGTMmXc8nIiIiIrmbyWRK91TR7GDixIkEBARQoUIFi/JKlSqxc+dOi7KdO3dSvnx5bG1tMzWGEydOcOPGDSZOnEjx4snT2/bv35+uPry9vVNd2uZh7vf8hQoVIjQ0FMMwMP21w+Phw4fT3f/97Nmzh8aNGwPJa2gdOHCA/v37m+tbtmyJi4uLeQrr9u3bM+3eIpntVnQ8G4PCAHihZtEU9UlJSaz4ei5xhi0luEqzHsPA0y+LoxTJnqw+TfVxadasGYcPH2bXrl20aNGCzp07P9LOTMOHD+fWrVvm49KlS5kYrYiIiIhI1vH396d79+7MmDHDonzIkCFs3ryZcePGcerUKRYsWMCsWbPSPfosLUqUKIG9vT0zZ87k3LlzrF69mnHjsmb62v2ev2nTpoSHh/PRRx9x9uxZZs+ezY8//php9509ezYrV67kxIkTvPnmm/z5558W6+bZ2trSq1cvhg8fTrly5SymtYpkN2uPXiUuIYmKvq5UKeKWon7HT6u4cjMOByOGFxpVxqZ4yuntInmVVZNxXl5e2NraEhYWZlEeFhaGr69vqtf4+vqmqb2Liwtly5bliSee4MsvvyRfvnzmRVp9fX1TJOYSEhKIiIi4730dHBxwc3OzOEREREREcqqxY8emmEZZs2ZNvvvuO5YuXUrVqlUZOXIkY8eOfSw7nBYqVIj58+ezbNkyKleuzMSJE7N0s4LUnr9SpUp8+umnzJ49m+rVq7Nv375MTUROnDiRiRMnUr16dX799VdWr15tnr1zzyuvvEJcXBy9e/fOtPuKPA7LDyTvFtyhZjHzSNJ7rly+xC/7ktdsb+l1Bfemb2Z5fCLZmVWnqdrb21OrVi02b95Mu3btgOShrJs3b7YYrv1P9evXZ/Pmzbz99tvmso0bNz70t0ZJSUnmNd/q16/PzZs3OXDgALVq1QKStydPSkqiXr16j/5gIiIiIiLZyPz581OU+fn5WayJfE+HDh3MO36mJjg4OEVZr169UiTsRo8ezejRox8YR9euXenatatF2T/XbGvatGmKNdwyIj3P369fP/r162dRdm+X1Pv1tW3bthRlqX1OlSpVYu/evQ+M9cqVK9jZ2dGjR48HthOxpnPhdzh48SY2JmgbUMSiLj4+npXfzMfARBWbs/i/NB5srZp6EMl2rP43YvDgwfTs2ZPatWtTt25dpk2bRlRUlPk3QT169KBo0aLmLeMHDhxIkyZNmDx5Mq1atWLp0qXs37+fuXPnAskLwY4fP57nn3+ewoULc/36dWbPns2VK1fMOxFVqlSJFi1a0LdvX+bMmUN8fDz9+/fnxRdfpEiRIqkHKiIiIiIi8pjExsYSHh7O6NGj6dSpU4p1skWyk5WHkjduaFy+EN5ujhZ1G1cv40Z0Eq7GHVo90wyTR3FrhCiSrVk9GdelSxfCw8MZOXIkoaGhBAQEsGHDBvP/fC5evGixbXiDBg1YsmQJH3zwAe+99x7lypVj1apVVK1aFUheZ+HEiRMsWLCA69evU7BgQerUqcOOHTuoUqWKuZ/FixfTv39/nn76aWxsbOjQoUOKNSNERERERESywjfffMMrr7xCQEAACxcutHY4IveVlGSw4mByMq5DzWIWdedPHee3Y6cBaFs4DKd6H2V5fCI5gdWTcQD9+/e/77TU1IZ8d+rUyTzK7d8cHR1ZsWLFQ+9ZoEABlixZkq44RURERERE0svPz++h021Tm+orkh39FhzBlZt3cXXIxzOV/x7BGR8fz5oV3wEmauU7RZkXP4J/rSUnIsly7W6qIiIiIiIiIpK57k1Rfc7fF0c7W3P51rXL+DPWhJtxm2fadQf3otYKUSTbUzJORERERERERB4qJj6RdUdDAGhf4+8pqlcvXmDP76cAaFU8EocqLa0Sn0hOkS2mqYqIiIiI5CSZscOnSF6hvy+5x5YT17gdk0ARd0fqlSoAQGJiIquXLcTAhL/pNOU7fWzlKEWyPyXjREREcjC/YesszoMntrJSJCJ5g52dHQDR0dE4OTlZORqRnCE6Ohr4+++P5Fz3pqi2rVEUG5vk9eB2/rSCsDtJOBl3CQx8BtwKWzNEkRxByTgRERERkTSytbXFw8ODa9euAeDs7IxJC5SLpMowDKKjo7l27RoeHh7Y2to+/CLJtv6MimPbyeSffe1rJK8H92dEBDv2HwNsaFH4T1zq9bBihCI5h5JxIiIiIiLp4OvrC2BOyInIg3l4eJj/3kjOtfZoCPGJBlWKuFHexxWADcsXkWDYUJpL+Hf6QLuniqSRknEiIiIiIulgMpkoXLgw3t7exMfHWzsckWzNzs5OI+JyiZUHLwN/j4o7eewIp67exMZI5LmaxTAV8LNidCI5i5JxIiIiIiIZYGtrqySDiOQJF25EcfDiTWxM8Hz1IsTHx7Nh7UrARH3H03gFzrV2iCI5io21AxARERERERGR7GvVoasANCzrhbebI7/+uIybsSbcjEgaP/8yOLhaOUKRnEUj40RERPKof+7Eql1YRUREJDWGYbDqcPIuqu1rFCXixg12HjoJ2BBYIg77yi2tG6BIDqSRcSIiIiIiIiKSqt8v3+L89Sic7GwJrOLLT8vmkYgNZUyXqNRhmLXDE8mRlIwTERERERERkVStPJQ8Ku6Zyj6EBZ/kVFgUNkYiLeqWx+Re1MrRieRMSsaJiIiIiIiISAoJiUms/T15vbh21Qvz8+rvAajtcB6vpwdYMzSRHE3JOBERERERERFJ4dcz17l+J46CLva4hu0nLBocjRiatGgPdo7WDk8kx1IyTkRERESytdmzZ+Pn54ejoyP16tVj3759D2w/bdo0KlSogJOTE8WLF2fQoEHExMRkUbQiIrnHqr+mqLau4sUvO/cA0KTQnzgHtLdmWCI5npJxIiIiIpJtffvttwwePJhRo0Zx8OBBqlevTmBgINeuXUu1/ZIlSxg2bBijRo0iKCiIL7/8km+//Zb33nsviyMXEcnZomIT+OmPMAD8ow8QlWhHAW5Sp9NgMJmsHJ1IzqZknIiIiIhkW1OmTKFv37707t2bypUrM2fOHJydnfnqq69Sbb9r1y4aNmxIt27d8PPz49lnn6Vr164PHU0nIiKWNh4P4258IuU9bTh57hIAz5TOh613eStHJpLz5bN2ACIiIpI9+A1bZ3EePLGVlSIRSRYXF8eBAwcYPny4uczGxobmzZuze/fuVK9p0KABX3/9Nfv27aNu3bqcO3eO9evX8/LLL9/3PrGxscTGxprPIyMjM+8hRERyqHu7qLZwPMXtGBtKcpkKbUZaOSqR3EHJOBERERHJlq5fv05iYiI+Pj4W5T4+Ppw4cSLVa7p168b169dp1KgRhmGQkJBAv379HjhNdcKECYwZMyZTYxcRyclu3Inl1zPX8TDd5fbNPwETz5ZzxuRR3NqhieQKSsaJiIhkotw2uiy3PY/kftu2bePDDz/k008/pV69epw5c4aBAwcybtw4RowYkeo1w4cPZ/DgwebzyMhIihfXPzhFJO9afzSExCSDVq7nIMFEZeMURZ4dbe2wRHINJeNEREQySIkqkcfLy8sLW1tbwsLCLMrDwsLw9fVN9ZoRI0bw8ssv8+qrrwLg7+9PVFQUr732Gu+//z42NimXTHZwcMDBwSHzH0BEJIf64fBVCtncwT7hLiYjiWbl8oNXOWuHJZJraAMHEREREcmW7O3tqVWrFps3bzaXJSUlsXnzZurXr5/qNdHR0SkSbra2tgAYhvH4ghURySUu/xnN/gsRPGl3FoAA/sAr8F0rRyWSu2hknIiIiIhkW4MHD6Znz57Url2bunXrMm3aNKKioujduzcAPXr0oGjRokyYMAGANm3aMGXKFGrUqGGepjpixAjatGljTsqJiMj9rTkSQhGbSNxt4rE1EmhSzhW8ylo7LJFcRck4EREREcm2unTpQnh4OCNHjiQ0NJSAgAA2bNhg3tTh4sWLFiPhPvjgA0wmEx988AFXrlyhUKFCtGnThvHjx1vrEUREcpTVh6/QyO4cAHU4gvvTH1o5IpHcR8k4EREREcnW+vfvT//+/VOt27Ztm8V5vnz5GDVqFKNGjcqCyEREcpfTYbe5ey0YF4dE7I1YGlUqDL5VrR2WSK6jZJyIiEgaaLMGERERye1+OHyZJ+3OASbq2x7FpeUX1g5JJFdSMk5ERETSRYlJERGR3McwDH47cIjKNiYcjRjq128Irj7WDkskV1IyTkRERERERCSPO3zpJpVjg8AmH0/Yn8ThyYXWDkkk17J5eBMRERERERERyc1+3rIVbPLhaMRQ76nW4JDf2iGJ5FpKxomIiIiIiIjkYUlJSSRcOAhADccLONZ52coRieRuSsaJiIiIiIiI5GEbf9lFAnY4GDHUe7od2NpZOySRXE3JOBEREREREZE8yjAMft+9CYCqNmdxr9XByhGJ5H5KxomIiIiIiIjkUUF//E50vAkHIxbfKvXBxtbaIYnketpNVURERERERCQPMgyDzRvWAVCV41Rq8bWVIxLJGzQyTkRERERERCQPOnXyJBFR8dgbsdz1KIOLi3ZQFckKSsaJiIiIiIiI5DGGYfDrprUAVOMPnBv2tXJEInmHknEiIiIiIiIieczFixe5fCMKWyOBi4keNPYvY+2QRPIMJeNERERERERE8pidf42K8yeI0yW74upoZ+WIRPIOJeNERERERERE8pCw0FBOX76OyUjiZoINDWpUtXZIInmKknEiIiIiIiIiecjODcsBqMgZvkxqRfNK3laOSCRvUTJOREREREREJI/4MyKCYxfCAbiekI8SpSvi4Wxv5ahE8hYl40RERERERETyiF0/rcDARGnjAgsTniawio+1QxLJc7JFMm727Nn4+fnh6OhIvXr12Ldv3wPbL1u2jIoVK+Lo6Ii/vz/r168318XHxzN06FD8/f1xcXGhSJEi9OjRg6tXr1r04efnh8lksjgmTpz4WJ5PRERERERExNruREZy6NRFAO4mJhBKQZ6p7GvlqETyHqsn47799lsGDx7MqFGjOHjwINWrVycwMJBr166l2n7Xrl107dqVV155hUOHDtGuXTvatWvHsWPHAIiOjubgwYOMGDGCgwcPsmLFCk6ePMnzzz+foq+xY8cSEhJiPt56663H+qwiIiIiIiIi1rL3xyUkYksRwpgT34KA4h74ujtaOyyRPMfqybgpU6bQt29fevfuTeXKlZkzZw7Ozs589dVXqbafPn06LVq04N1336VSpUqMGzeOmjVrMmvWLADc3d3ZuHEjnTt3pkKFCjzxxBPMmjWLAwcOcPHiRYu+XF1d8fX1NR8uLi6P/XlFREREREREslpcTAz7T14GwM7RgQjcCayiUXEi1mDVZFxcXBwHDhygefPm5jIbGxuaN2/O7t27U71m9+7dFu0BAgMD79se4NatW5hMJjw8PCzKJ06cSMGCBalRowYff/wxCQkJGX8YEREREQEgKirK2iGIiMi/HPl5MTGGHQW4xcxbTwBovTgRK8lnzZtfv36dxMREfHwsfwD4+Phw4sSJVK8JDQ1NtX1oaGiq7WNiYhg6dChdu3bFzc3NXD5gwABq1qxJgQIF2LVrF8OHDyckJIQpU6ak2k9sbCyxsbHm88jIyDQ9o4iIiEhe4+PjQ+fOnenTpw+NGjWydjgiInmekZTEnt9PAi74FXLkxsX8lPfJT+lC+a0dmkieZPVpqo9TfHw8nTt3xjAMPvvsM4u6wYMH07RpU6pVq0a/fv2YPHkyM2fOtEi4/dOECRNwd3c3H8WLF8+KRxARERHJcb7++msiIiJ46qmnKF++PBMnTkyxmZaIiGSdU7vWEZHogiOxbHV8GkBTVEWsyKrJOC8vL2xtbQkLC7MoDwsLw9c39R8Mvr6+aWp/LxF34cIFNm7caDEqLjX16tUjISGB4ODgVOuHDx/OrVu3zMelS5ce8nQiIiIieVO7du1YtWoVV65coV+/fixZsoSSJUvSunVrVqxYoaVBRESy2O69ewGo6RXHj+fjASXjRKzJqsk4e3t7atWqxebNm81lSUlJbN68mfr166d6Tf369S3aA2zcuNGi/b1E3OnTp9m0aRMFCxZ8aCyHDx/GxsYGb2/vVOsdHBxwc3OzOERERETk/goVKsTgwYP5/fffmTJlCps2baJjx44UKVKEkSNHEh0dbe0QRURyvatn/+DCHTtsjEQcytTlbnwiRT2cqFJE/6YVsRarrhkHydNFe/bsSe3atalbty7Tpk0jKiqK3r17A9CjRw+KFi3KhAkTABg4cCBNmjRh8uTJtGrViqVLl7J//37mzp0LJCfiOnbsyMGDB1m7di2JiYnm9eQKFCiAvb09u3fvZu/evTRr1gxXV1d2797NoEGDeOmll/D09LTOByEiIiKSy4SFhbFgwQLmz5/PhQsX6NixI6+88gqXL19m0qRJ7Nmzh59//tnaYYqI5Gp7floOQBXn6yyLKAuE8FxVX0wmk3UDE8nDrJ6M69KlC+Hh4YwcOZLQ0FACAgLYsGGDeZOGixcvYmPz9wC+Bg0asGTJEj744APee+89ypUrx6pVq6hatSoAV65cYfXq1QAEBARY3Gvr1q00bdoUBwcHli5dyujRo4mNjaVUqVIMGjSIwYMHZ81Di4hItuY3bJ3FefDEVlaKRCRnWrFiBfPmzeOnn36icuXKvPHGG7z00ksWO9s3aNCASpUqWS9IEZE8IPJ6KH+EJwI21KrXkPc3XQOgTfUi1g1MJI+zejIOoH///vTv3z/Vum3btqUo69SpE506dUq1vZ+fH4ZhPPB+NWvWZM+ePemOU0REREQernfv3rz44ovs3LmTOnXqpNqmSJEivP/++1kcmYhI3rLvxyUkYUNJ23B+d+/D3fjfKVHAmWrF3K0dmkieli2ScSIiIiKSe4SEhODs7PzANk5OTowaNSqLIhIRyXviYmM5cD4CsKN+tbJMOZq8EWKb6oU1RVXEyqy6gYOIiIiI5D6urq5cu3YtRfmNGzewtbW1QkQiInnP4S3LiTHsKMAtfJ98ia0nwwFoXU1TVEWsTck4EREREclU91syJDY2Fnt7+yyORkQk7zEMg32H/wCgXnF7Np2LIS4hibLe+ano62rl6ERE01RFREREJFPMmDEDAJPJxBdffEH+/PnNdYmJiWzfvp2KFStaKzwRkTzj3B8HuBFnj70RS/Vnu/HpxqsAtK6mKaoi2YGScSIiIvLItAOtAEydOhVIHpExZ84ciymp9vb2+Pn5MWfOHGuFJyKSZ+zbmvz/5YD8N4j2rMivpzcBmqIqkl0oGSciIiIimeL8+fMANGvWjBUrVuDp6WnliERE8p4/w0M5FWEAJuo82ZwNf4SSkGRQubAbZb3zP/R6EXn8tGaciIiIiGSqrVu3KhEnImIl+zcuA0yUsQ3Fq04H1hz5a4pq9cLWDUxEzDQyTkREREQe2eDBgxk3bhwuLi4MHjz4gW2nTJmSRVGJiOQt8bExHDwTCthTp2IxbkTHs+fcDQBa+2uKqkh2oWSciIiIiDyyQ4cOER8fb/76frRwuIjI43N087fEGPZ4EEm5wKEs/SOMJAOqFnWjREFna4cnIn9RMk5ERPK8f24+oI0HRDJm69atqX4tIiJZwzAM9h0+DjhTp2R+bFy9+fHYXgBa+muKqkh2ojXjRERERERERHK4S4d/ISzemXzEU6PFy/wZFceus8lTVJ+rqmScSHaikXEiIiIi8sheeOGFNLddsWLFY4xERCRv2rf9J8ARf48YnHzLsua3SyQmGVQq7EYpLxdrhyci/6BknIiIiIg8Mnd3d2uHICKSZ90Ou0DQTTsA6jYJBGDd0RAAWvn7Wi0uEUmdknEiIpIr/HPdN9DabyJZbd68edYOQUQkz9r/49ckYUsJ+5v4Vm/Oreh4dp65DsBzWi9OJNtRMk5ERPIUJe1EREQkN0mMj+fAxduAE3WrVwGTiY1BYSQkGVT0daVMofzWDlFE/kXJOBERERF5ZDVr1mTz5s14enpSo0YNTCbTfdsePHgwCyMTEcndTuxaS5ThRH6iqPh0NwDW/zVFVRs3iGRPSsaJiIiIyCNr27YtDg4OALRr1866wYiI5CEH9u8H7KnpbWDr4ExkTDw7TocD0FLrxYlkS0rGiYiIiMgjGzVqVKpfi4jI43Mj5BLn79hjMpKo2ehZADYHhRGfaFDWOz/lfFytHKGIpEbJOBERERF5LPbv309QUBAAlStXplatWlaOSEQkdzmw8TsAytmF4V7laQA2HAsF4LmqGhUnkl0pGSciIiIimery5ct07dqVnTt34uHhAcDNmzdp0KABS5cupVixYtYNUEQkF0iIj+dwcARgTy3/CmBjQ3RcAr+cSp6i2kLJOJFsy8baAYiIiIhI7vLqq68SHx9PUFAQERERREREEBQURFJSEq+++qq1wxMRyRWO7/6Ju4Y97kRS9qmXAfjlZDgx8UkUL+BE5cJuVo5QRO5HI+NEREREJFP98ssv7Nq1iwoVKpjLKlSowMyZM3nyySetGJmISO6xf/9vgA01CyVgk98LgA1/JE9RbVHF94G7WouIdWlknIiIiIhkquLFixMfH5+iPDExkSJFilghIhGR3OVaaAiXbttgMpKoUb8pALEJiWwJugZAi6qFrRidiDyMknEiIiIikqk+/vhj3nrrLfbv328u279/PwMHDuSTTz6xYmQiIrnD/q1rAKhoexFX/5YA7Dpzg9uxCXi7OlCjuIcVoxORh9E0VRERERF5ZJ6enhZToqKioqhXrx758iW/biYkJJAvXz769OlDu3btrBSliEjOFxcXx+9nLgO21C7rA/kcgL93UQ2s4ouNjaaoimRnSsaJiIiIyCObNm2atUMQEckTjh3YTWySLZ7GTUo17QNAQmISG4PCAHhOu6iKZHtKxomIiIjII+vZs6e1QxARyRMO7PkVgFpuNzAV9gdgX3AEEVFxeDjbUbdUAWuGJyJpoGSciIjkWn7D1lmcB09sZaVIRPKumJgY4uLiLMrc3NysFI2ISM529coVrkYmYGskEFCnvrn8p7+mqD5TyYd8tloaXiS7099SEREREclUUVFR9O/fH29vb1xcXPD09LQ4REQkYw7s+BmAyjbncandFQDDMNj01y6qgVU0RVUkJ1AyTkREREQy1X/+8x+2bNnCZ599hoODA1988QVjxoyhSJEiLFy40NrhiYjkSLGxsRw9fQGAWiXyg5MHAKfC7nDl5l0c8tnQsKyXFSMUkbTSNFURERERyVRr1qxh4cKFNG3alN69e/Pkk09StmxZSpYsyeLFi+nevbu1QxQRyXGOHj5EfJIJL+MGJeq3N5dvOZE8Kq5+mYI42dtaKzwRSQeNjBMRERGRTBUREUHp0qWB5PXhIiIiAGjUqBHbt29Pd3+zZ8/Gz88PR0dH6tWrx759+x7Y/ubNm7z55psULlwYBwcHypcvz/r169P/ICIi2cihvck/P2s6XMBUppm5fOvJ5GTcUxW9rRKXiKSfknEiIiIikqlKly7N+fPnAahYsSLfffcdkDxizsPDI119ffvttwwePJhRo0Zx8OBBqlevTmBgINeuXUu1fVxcHM888wzBwcF8//33nDx5ks8//5yiRYs+0jOJiFhTWFgYV/+8i42RSLUadSCfPQC3ouM5cOFPAJpVUDJOJKfQNFURERERyVS9e/fmyJEjNGnShGHDhtGmTRtmzZpFfHw8U6ZMSVdfU6ZMoW/fvvTu3RuAOXPmsG7dOr766iuGDRuWov1XX31FREQEu3btws7ODgA/P79HfiYREWs6tCd5VFwFzuFS77/m8u2nw0lMMijnnZ/iBZytFZ6IpJOScSIiIiKSqQYNGmT+unnz5gQFBXHw4EHKli1LtWrV0txPXFwcBw4cYPjw4eYyGxsbmjdvzu7du1O9ZvXq1dSvX58333yTH374gUKFCtGtWzeGDh2KrW3qaynFxsYSGxtrPo+MjExzjCIij1tCQgK/HzsOQA0fwNPPXHdvimozTVEVyVGUjBMRERGRx8rPzy9Do9OuX79OYmIiPj4+FuU+Pj6cOHEi1WvOnTvHli1b6N69O+vXr+fMmTO88cYbxMfHM2rUqFSvmTBhAmPGjEl3fCIiWeHUiRPcTQBX4w5lGrQ1lyclGfxyMhzQFFWRnCZDa8Zt3bo1s+MQERERkVxk8+bNtG7dmjJlylCmTBlat27Npk2bHvt9k5KS8Pb2Zu7cudSqVYsuXbrw/vvvM2fOnPteM3z4cG7dumU+Ll269NjjFBFJq0O7NgNQPd9ZbCq3MZcfuXyTG1FxuDrmo7afp7XCE5EMyFAyrkWLFpQpU4b//ve/elkREREREQuffvopLVq0wNXVlYEDBzJw4EDc3Nxo2bIls2fPTnM/Xl5e2NraEhYWZlEeFhaGr69vqtcULlyY8uXLW0xJrVSpEqGhocTFxaV6jYODA25ubhaHiEh2cOvWLc6EJG/QUKNyWbBzNNdt/WtUXONyhbCz1d6MIjlJhv7GXrlyhf79+/P9999TunRpAgMD+e677+77giMiIiIieceHH37I1KlT+eabbxgwYAADBgxgyZIlTJ06lQ8//DDN/djb21OrVi02b95sLktKSmLz5s3Ur18/1WsaNmzImTNnSEpKMpedOnWKwoULY29vn/GHEhGxgiP7dgImShqXKFD/JYu6rSeS14trWqGQFSITkUeRoWScl5cXgwYN4vDhw+zdu5fy5cvzxhtvUKRIEQYMGMCRI0cyO04RERERySFu3rxJixYtUpQ/++yz3Lp1K119DR48mM8//5wFCxYQFBTE//3f/xEVFWXeXbVHjx4WGzz83//9HxEREQwcOJBTp06xbt06PvzwQ958881HeygRkSxmGAaHDh0AoIbHHSj89wY4127HcPRK8s/TplovTiTHeeQNHGrWrImvry8FCxZk4sSJfPXVV3z66afUr1+fOXPmUKVKlcyIU0RExILfsHXmr4MntrJiJCLyb88//zwrV67k3XfftSj/4YcfaN26dbr66tKlC+Hh4YwcOZLQ0FACAgLYsGGDeVOHixcvYmPz9++Xixcvzk8//cSgQYOoVq0aRYsWZeDAgQwdOvTRH0xEJAsFBwdz824SDkYslZ94yqJu4/Hk6fvVi3tQyNXBGuGJyCPIcDIuPj6eH374ga+++oqNGzdSu3ZtZs2aRdeuXQkPD+eDDz6gU6dOHD9+PDPjFREREZFsaMaMGeavK1euzPjx49m2bZt5OumePXvYuXMnQ4YMSXff/fv3p3///qnWbdu2LUVZ/fr12bNnT7rvIyKSnRzavQ2AqqbT2Plb/uz88WgoAM9VTX39TBHJ3jKUjHvrrbf45ptvMAyDl19+mY8++oiqVaua611cXPjkk08oUqRIpgUqIiIiItnX1KlTLc49PT05fvy4xS9mPTw8+Oqrr/jggw+yOjwRkRwlJiaGoLMXAahR3AVcCprrIqLi2H3uBqBknEhOlaE1444fP87MmTO5evUq06ZNs0jE3ePl5cXWrVvT1N/s2bPx8/PD0dGRevXqsW/fvge2X7ZsGRUrVsTR0RF/f3/Wr19vrouPj2fo0KH4+/vj4uJCkSJF6NGjB1evXrXoIyIigu7du+Pm5oaHhwevvPIKd+7cSVO8IiKStfyGrbM4RCT7OX/+fJqOc+fOWTtUEZFs7+jhgyQkgbdxnSJ12ljU/fxHKIlJBlWKuFGyoIuVIhSRR5GhZNyoUaPo1KkTDg6Wc9MTEhLYvn07APny5aNJkyYP7evbb79l8ODBjBo1ioMHD1K9enUCAwO5du1aqu137dpF165deeWVVzh06BDt2rWjXbt2HDt2DIDo6GgOHjzIiBEjOHjwICtWrODkyZM8//zzFv10796dP/74g40bN7J27Vq2b9/Oa6+9lpGPQ0RERETuwzAMDMOwdhgiIjnKoT3J/66u4XgJU5V2FnXrjyVPUW3pXzirwxKRTJKhZFyzZs2IiIhIUX7r1i2aNWuWrr6mTJlC37596d27N5UrV2bOnDk4Ozvz1Vdfpdp++vTptGjRgnfffZdKlSoxbtw4atasyaxZswBwd3dn48aNdO7cmQoVKvDEE08wa9YsDhw4wMWLycN8g4KC2LBhA1988QX16tWjUaNGzJw5k6VLl6YYQSciIiIi6bdw4UL8/f1xcnLCycmJatWqsWjRImuHJSKS7YWGhBByKxYbI5FqteqDja257mZ0HLvOXAc0RVUkJ8tQMs4wDEwmU4ryGzdu4OKS9mGycXFxHDhwgObNm/8dkI0NzZs3Z/fu3ales3v3bov2AIGBgfdtD8lJQpPJhIeHh7kPDw8PateubW7TvHlzbGxs2Lt3b6p9xMbGEhkZaXGIiIiISEpTpkzh//7v/2jZsiXfffcd3333HS1atKBfv34p1pYTERFLh379GYCKpvM4N3jVom7j8TASkgwq+rpSulB+a4QnIpkgXRs4vPDCCwCYTCZ69eplMU01MTGR33//nQYNGqS5v+vXr5OYmGjemv4eHx8fTpw4keo1oaGhqbYPDQ1NtX1MTAxDhw6la9euuLm5mfvw9va2aJcvXz4KFChw334mTJjAmDFj0vRcIiIiInnZzJkz+eyzz+jRo4e57Pnnn6dKlSqMHj2aQYMGWTE6EZHsKyEhgaMnzwE21ChVwGLjBoAfNUVVJFdIVzLO3d0dSB4Z5+rqipOTk7nO3t6eJ554gr59+2ZuhI8gPj6ezp07YxgGn3322SP1NXz4cAYPHmw+j4yMpHjx4o8aooiIiEiuExISkuovaBs0aEBISIgVIhIRyRlOHDvM3UQb3IzblG7c1aLu1t14dpwOB6Clv6aoiuRk6UrGzZs3DwA/Pz/eeeeddE1JTY2Xlxe2traEhYVZlIeFheHrm/oPF19f3zS1v5eIu3DhAlu2bDGPirvXx783iEhISCAiIuK+93VwcEixYYWIiIiIpFS2bFm+++473nvvPYvyb7/9lnLlylkpKhGR7O/wzk0AVHcKwaZkPYu6zUFhxCcalPPOT1lvV2uEJyKZJF3JuHtGjRqVKTe3t7enVq1abN68mXbt2gGQlJTE5s2b6d+/f6rX1K9fn82bN/P222+byzZu3Ej9+vXN5/cScadPn2br1q0ULFgwRR83b97kwIED1KpVC4AtW7aQlJREvXqWP/BEREREJH3GjBlDly5d2L59Ow0bNgRg586dbN68me+++87K0YmIZE83b97k7PUYwESNWnXhX+u0rz+aPEX1OU1RFcnx0pyMq1mzJps3b8bT05MaNWqkuoHDPQcPHkxzAIMHD6Znz57Url2bunXrMm3aNKKioujduzcAPXr0oGjRokyYMAGAgQMH0qRJEyZPnkyrVq1YunQp+/fvZ+7cuUByIq5jx44cPHiQtWvXkpiYaF4HrkCBAtjb21OpUiVatGhB3759mTNnDvHx8fTv358XX3yRIkWKpDl2EREREUmpQ4cO7Nu3jylTprBq1SoAKlWqxL59+6hRo4Z1gxMRyaYO790OmPAzLuJZx3LjhjuxCWz/a4qqdlEVyfnSnIxr27ateZrmvVFsmaFLly6Eh4czcuRIQkNDCQgIYMOGDeZNGi5evIiNzd+bvjZo0IAlS5bwwQcf8N5771GuXDlWrVpF1apVAbhy5QqrV68GICAgwOJeW7dupWnTpgAsXryY/v378/TTT2NjY0OHDh2YMWNGpj2XiIhkjN+wdRbnwRNbWSkSEcmI+Ph4Xn/9dUaMGMHXX39t7XBERHIEwzA4fPgIADW84sC9qEX91hPXiEtIopSXCxV9NUVVJKdLczLun1NTM2ua6j39+/e/77TUbdu2pSjr1KkTnTp1SrW9n58fhmE89J4FChRgyZIl6YpTRERERB7Mzs6O5cuXM2LECGuHIiKSY5w/f55bMUk4GDFUqt04Rf2Px5I3v2lR1feBs9REJGeweXgTEREREZG0a9eunXl6qoiIPNyhPTsA8Dedws6/vUXd3bhEtp7QFFWR3CTNI+M8PT3TnIGPiIjIcEAiIiIikrOVK1eOsWPHsnPnTmrVqoWLi4tF/YABA6wUmYhI9nP37l2CzpwHTNQo6gAuXhb1v5wK5258IkU9nPAv6m6dIEUkU6U5GTdt2rTHGIaIiIiI5BZffvklHh4eHDhwgAMHDljUmUwmJeNERP7h6JHDJBomfIxwCjfomqJ+g6aoiuQ6aU7G9ezZ83HGISIiIiK5xPnz560dgohIjnFo768A1LAPxlShhUVdbEIim4OuAZqiKpKbpDkZFxkZiZubm/nrB7nXTkRERETylj179rBmzRri4uJ4+umnadGixcMvEhHJo0JCQgi9GY2tkYB/9Rpga2dRv+vMDW7HJuDt6kDNEp5WilJEMlu61owLCQnB29sbDw+PVIfHGoaByWQiMTExU4MUERERkezv+++/p0uXLjg5OWFnZ8eUKVOYNGkS77zzjrVDExHJlg7t3QlARc7iXHdUivr1R/+eompjoymqIrlFmpNxW7ZsoUCBAgBs3br1sQUkIiIiuZPfsHUW58ETW1kpEnlcJkyYQN++fZk9eza2trZMmDCBDz/8UMk4EZFUJCQkcPSP4wDU8IqHQhUs6uMTk9gYFAYkJ+NEJPdIczKuSZMmqX4tIiIiIgJw8uRJvv32W2xtbQEYMmQII0eO5Nq1a3h7e1s5OhGR7CUoKIiYBAM3I5JST6T8BdWusze4GR1PARd76voVsEKEIvK4pDkZ929//vknX375JUFBQQBUrlyZ3r17m0fPiYiIiEjeEh0dbbF2sL29PY6Ojty5c0fJOBGRfzm85xcAAmxOYVM15RTVVYeuANDKvzD5bG2yNDYRebwylIzbvn07bdq0wd3dndq1awMwY8YMxo4dy5o1a2jcuHGmBikiIrmTpi2K5D5ffPEF+fPnN58nJCQwf/58vLy8zGUDBgywRmgiItnGzZs3OXf1BgA1KpQER8tNEKNiE9hwLBSA9jWLZnl8IvJ4ZSgZ9+abb9KlSxc+++wz8zSExMRE3njjDd58802OHj2aqUGKiIiISPZXokQJPv/8c4syX19fFi1aZD43mUxKxolInndo/14AShkX8Kj3Sor6n4+Hcjc+kZIFnalR3COLoxORxy1DybgzZ87w/fffmxNxALa2tgwePJiFCxdmWnAiIiKSM2nUY94UHBxs7RBERLK9pKQkDh/cD0CN/NegZIMUbVYeugpAu4CimEzaRVUkt8nQxPOaNWua14r7p6CgIKpXr/7IQYmIiIiIiIjkRufPnyfybgKORgyVaj4J/0q2XYuM4dfT4QC0r6EpqiK5UZpHxv3+++/mrwcMGMDAgQM5c+YMTzzxBAB79uxh9uzZTJw4MfOjFBEREREREckFDv2WPEXVnxPk85+Uon71kaskGVCjhAd+Xi5ZHZ6IZIE0J+MCAgIwmUwYhmEu+89//pOiXbdu3ejSpUvmRCciIiIiIiKSS0RHR3Pi9GkAanhGQaHyKdqsOpy8i6pGxYnkXmlOxp0/f/5xxiEiIiIiIiKSqx09epTEJPA1rlG4TpsU9afDbnPsSiT5bEy0rlbEChGKSFZIczKuZMmSjzMOERHJA/65qL8W9BcREZG8xDAMDv22B4Aapj+g2ugUbVYeSh4V17RCIQq42GdleCKShTK0m+o9x48f5+LFi8TFxVmUP//8848UlIiIiIjkbGfPnmXevHmcPXuW6dOn4+3tzY8//kiJEiWoUqWKtcMTEclyISEhhN24ia2RgH9pX8hfyKI+Kcngh8N/7aKqKaoiuVqGknHnzp2jffv2HD161GIduXtbLicmJmZehCIiIiKSo/zyyy8899xzNGzYkO3btzN+/Hi8vb05cuQIX375Jd9//721QxQRyXKHDh0CoBJncArokKJ+7/kIrty8i6tDPppX8snq8EQkC9lk5KKBAwdSqlQprl27hrOzM3/88Qfbt2+ndu3abNu2LZNDFBEREZGcZNiwYfz3v/9l48aN2Nv/Pc3qqaeeYs+ePVaMTETEOuLj4zn6+2EAatiegYotU7RZ9dcU1Zb+hXG0s83K8EQki2VoZNzu3bvZsmULXl5e2NjYYGNjQ6NGjZgwYQIDBgwwZ/xFREREJO85evQoS5YsSVHu7e3N9evXrRCRiIh1BQUFERuXgLtxi1KVa4K9i0V9THwi64+GANC+pqaoiuR2GRoZl5iYiKurKwBeXl5cvZo8r71kyZKcPHky86ITERERkRzHw8ODkJCQFOWHDh2iaFH9I1NE8p5DBw8CEMAfmKp3TlG/KSiM27EJFPVwoq5fgawOT0SyWIaScVWrVuXIkSMA1KtXj48++oidO3cyduxYSpcunakBioiIiEjO8uKLLzJ06FBCQ0MxmUwkJSWxc+dO3nnnHXr06GHt8EREstSff/5J8IULYBgEOIVBqSYp2tyboto2oAg2NqasDlFEsliGknEffPABSUlJAIwdO5bz58/z5JNPsn79embMmJGpAYqIiIhIzvLhhx9SsWJFihcvzp07d6hcuTKNGzemQYMGfPDBB9YOT0QkS91bxqk0F/AIaAW2lqtF3bgTy7aT4QC8oCmqInlChtaMCwwMNH9dtmxZTpw4QUREBJ6enuYdVUVEREQkb7K3t+fzzz9nxIgRHDt2jDt37lCjRg3KlStn7dBERLJUUlISRw4nJ+NqcAyqvZ2izdrfQ0hIMvAv6k5Zb9csjlBErCFDybh/unTpEgDFixd/5GBEREREJOf79ddfadSoESVKlKBEiRLWDkdExGrOnTtH5O07OBl3qVjABL7VUrRZ8dcU1fY1NCpOJK/I0DTVhIQERowYgbu7O35+fvj5+eHu7s4HH3xAfHx8ZscoIiIiIjnIU089RalSpXjvvfc4fvy4tcMREbGae1NU/TlBvhpd4F8zyc6F3+HIpZvY2phoU72INUIUESvIUDLurbfeYu7cuXz00UccOnSIQ4cO8dFHH/Hll18yYMCAzI5RRERERHKQq1evMmTIEH755ReqVq1KQEAAH3/8MZcvX7Z2aCIiWSY6OpoTJ04AUMP0B1TvlqLNyr9GxT1ZzotCrg5ZGp+IWE+GknFLlixh/vz5vP7661SrVo1q1arx+uuv8+WXX7JkyZLMjlFEREREchAvLy/69+/Pzp07OXv2LJ06dWLBggX4+fnx1FNPWTs8EZEs8fvvv5OUlERhIwzfcrXArbBFfVKSwYqDycm4DjWLWSNEEbGSDCXjHBwc8PPzS1FeqlQp7O3tHzUmEREREcklSpUqxbBhw5g4cSL+/v788ssv1g5JROSxMwyDQwcPAn9t3FCzR4o2e89HcOXmXVwd8vFMZZ+sDlFErChDybj+/fszbtw4YmNjzWWxsbGMHz+e/v37Z1pwIiIiIpJz7dy5kzfeeIPChQvTrVs3qlatyrp166wdlojIY3f16lWuhYeTz0igqt1lKPt0ijYrDiZP3W9VrTCOdrZZHaKIWFGad1N94YUXLM43bdpEsWLFqF69OgBHjhwhLi6Op59O+UNGRERERPKO4cOHs3TpUq5evcozzzzD9OnTadu2Lc7OztYOTUQkSxz8a1RcJU7jVK4R5LNcD+5uXCLrj4YA0KGWpqiK5DVpTsa5u7tbnHfo0MHivHjx4pkTkYiIiIjkaNu3b+fdd9+lc+fOeHl5WTscEZEsFRcXx7Fjx4C/pqiWG56izc/HQ4mKS6R4ASdql/TM6hBFxMrSnIybN2/e44xDRERERHKJnTt3WjsEERGrOX78OHFxcXgaN/GzvwVV2qdos/yvjRteqFEMk8mU1SGKiJWlORmXmvDwcE6ePAlAhQoVKFSoUKYEJSIiIiI5y+rVq3nuueews7Nj9erVD2z7/PPPZ1FUIiJZ79ChQwAEcAxTlbZgbzlFPywyhl9PhwPwQs2iWR6fiFhfhpJxUVFRvPXWWyxcuJCkpCQAbG1t6dGjBzNnztR6ICIiIiJ5TLt27QgNDcXb25t27drdt53JZCIxMTHrAhMRyULXr1/n4sWLmIwkAjgOdT5O0WbVoSskGVC7pCclC7pYIUoRsbYM7aY6ePBgfvnlF9asWcPNmze5efMmP/zwA7/88gtDhgzJ7BhFREREJJtLSkrC29vb/PX9DiXiRCQ3uzcqrizBuJWuDUUCLOoNw+Db/ZcAeKGmNm4QyasylIxbvnw5X375Jc899xxubm64ubnRsmVLPv/8c77//vvMjlFEREREcpCFCxcSGxubojwuLo6FCxdaISIRkccvMTGRI0eOAH9t3FDj5RRt9pyL4Fx4FC72tjwfUCSrQxSRbCJDybjo6Gh8fHxSlHt7exMdHf3IQYmIiIhIztW7d29u3bqVovz27dv07t3bChGJiDx+p0+fJioqChcjivL216FiqxRtFu+9AEDbGkXJ7/BIS7iLSA6WoWRc/fr1GTVqFDExMeayu3fvMmbMGOrXr59pwYmIiIhIzmMYRqq7A16+fBl3d3crRCQi8vjdm6JajSBsq70Adk4W9dfvxPLTH6EAdKtbIsvjE5HsI0Op+GnTptGiRQuKFStG9erVAThy5AiOjo789NNPmRqgiIiIiOQMNWrUwGQyYTKZePrpp8mX7+9XzcTERM6fP0+LFi2sGKGIyONx+/ZtTp8+DUBNjkKNMSnafH/gMvGJBtWLuVO1qH4xIZKXZSgZ5+/vz+nTp1m8eDEnTpwAoGvXrnTv3h0nJ6eHXC0iIiIiudG9XVQPHz5MYGAg+fPnN9fZ29vj5+dHhw4drBSdiMjjc/jwYQzDoLhxBa/CJaFoTYv6pCSDJXsvAtC9XklrhCgi2Ui6k3Hx8fFUrFiRtWvX0rdv38cRk4iIiIjkQKNGjQLAz8+PLl264OjoaOWIREQeP8MwOHz4MPDXxg0BvVK02Xn2OhcjonF1yEfr6oWzNkARyXbSvWacnZ2dxVpxj2r27Nn4+fnh6OhIvXr12Ldv3wPbL1u2jIoVK+Lo6Ii/vz/r16+3qF+xYgXPPvssBQsWxGQymX8o/lPTpk3NUyjuHf369cu0ZxIRERHJy3r27KlEnIjkGRcuXCAiIgJ7I44qpnNQpX2KNov3JI+Ka1+zKM722rhBJK/L0AYOb775JpMmTSIhIeGRbv7tt98yePBgRo0axcGDB6levTqBgYFcu3Yt1fa7du2ia9euvPLKKxw6dIh27drRrl07jh07Zm4TFRVFo0aNmDRp0gPv3bdvX0JCQszHRx999EjPIiIiIiLJEhMT+eSTT6hbty6+vr4UKFDA4hARyU3ubdxQhZPYV20D+QtZ1IdFxrApKAyAbvW0cYOIZHDNuN9++43Nmzfz888/4+/vj4uLi0X9ihUr0tTPlClT6Nu3r3mL+zlz5rBu3Tq++uorhg0blqL99OnTadGiBe+++y4A48aNY+PGjcyaNYs5c+YA8PLLLwMQHBz8wHs7Ozvj6+ubpjhFREREJO3GjBnDF198wZAhQ/jggw94//33CQ4OZtWqVYwcOdLa4YmIZJqYmBiOHz8OQE2OQcCnKdos2XuRhCSD2iU9qejrltUhikg2lKFknIeHxyMvvhsXF8eBAwcYPny4uczGxobmzZuze/fuVK/ZvXs3gwcPtigLDAxk1apV6b7/4sWL+frrr/H19aVNmzaMGDECZ2fn+7aPjY0lNjbWfB4ZGZnue4qIiIglv2HrLM6DJ7ayUiSSmRYvXsznn39Oq1atGD16NF27dqVMmTJUq1aNPXv2MGDAAGuHKCKSKY4dO0ZCQgKFjOsUzQ+UamJRH5eQxJJ9yVNUezbwy/oARSRbStc01aSkJCZNmsSpU6c4duwY3t7efPrpp8ybN8/iSIvr16+TmJiIj4+PRbmPjw+hoaGpXhMaGpqu9vfTrVs3vv76a7Zu3crw4cNZtGgRL7300gOvmTBhAu7u7uajePHi6bqniIiISF4RGhqKv78/APnz5+fWrVsAtG7dmnXr1j3o0lSld43he5YuXYrJZDLv8ioiktnuTVGtwTFMNbqBja1F/YY/Qgm/HYu3qwOBVTQzS0SSpWtk3Pjx4xk9ejTNmzfHycmJGTNmEB4ezldfffW44nssXnvtNfPX/v7+FC5cmKeffpqzZ89SpkyZVK8ZPny4xai8yMhIJeRERB5AI55E8q5ixYoREhJCiRIlKFOmDD///DM1a9bkt99+w8HBIV193VtjeM6cOdSrV49p06YRGBjIyZMn8fb2vu91wcHBvPPOOzz55JOP+jgiIqkKDQ3l6tWr2BiJVCMIAr5I0WbhrmAgea04+3wZWrJdRHKhdP00WLhwIZ9++ik//fQTq1atYs2aNSxevJikpKR039jLywtbW1vCwsIsysPCwu67lpuvr2+62qdVvXr1ADhz5sx92zg4OODm5mZxiIiIiEhK7du3Z/PmzQC89dZbjBgxgnLlytGjRw/69OmTrr7+ucZw5cqVmTNnDs7Ozg/8ZXBiYiLdu3dnzJgxlC5d+pGeRUTkfu6NiqvAWVxK1YWClgM7jl25xf4Lf5LPxkS3utq4QUT+lq6RcRcvXqRly5bm8+bNm2Mymbh69SrFihVL143t7e2pVasWmzdvNk8dSEpKYvPmzfTv3z/Va+rXr8/mzZt5++23zWUbN26kfv366br3vx0+fBiAwoULP1I/IiI5nUaziUhmmDhxovnrLl26UKJECXbv3k25cuVo06ZNmvvJyBrDAGPHjsXb25tXXnmFHTt2PPQ+WhtYRNIrISGB33//Hfhr44YnJqVos2j3BQCe8y+Mt5tjlsYnItlbupJxCQkJODpa/hCxs7MjPj4+QzcfPHgwPXv2pHbt2tStW5dp06YRFRVl3l21R48eFC1alAkTJgAwcOBAmjRpwuTJk2nVqhVLly5l//79zJ0719xnREQEFy9e5OrVqwCcPHkSSB5V5+vry9mzZ1myZAktW7akYMGC/P777wwaNIjGjRtTrVq1DD2HiIiIiNxf/fr1M/TL0wetMXzixIlUr/n11/9v777js6zu/4+/75FFIAkQSEIYCRBkzwgCCrVGg9Iqigj8qAJVUGvqSL8OKEOlFlyIA6W2tXZIobZCrVAqRkBGWGHJFCFsMhhJyE7u+/z+iNx6m7AkyZXxej4e1yO5zznXdX2uk+TOySfnus4a/fGPf/T8s/VyzJw5U88999wVxweg/tq9e7cKCwsVbHLUNrBQah/nVZ+VX6zF245Lksb2b2NFiABqsCtKxhljNG7cOK9nfRQWFuqhhx5SYGCgp+yjjz66rOONHDlSmZmZmjZtmtLS0tSzZ08tW7bMM+A6cuSI7PZv76QdMGCA5s+frylTpmjy5MmKiYnR4sWL1bVrV0+bjz/+2JPMk6RRo0ZJkqZPn65nn31Wvr6++uyzzzyJv1atWmn48OGaMmXKlXQFAAAAvuPjjz++7La33357lcRw7tw53Xvvvfr973+v0NDQy96PZwMDuFIpKSmSpF76UvYe90gO7z+tF246qqJStzpHBKlPm8ZWhAigBruiZNzYsWPLlV1qFdJLSUhIuOBtqStXrixXNmLECI0YMeKCxxs3bpzGjRt3wfpWrVpp1apVVxomAAAALuJyVyy12WxyuVyX1fZKnzF84MABHTp0yOtW2PPPNnY6ndq3b1+Fi3X5+fld8cISAOqvzMxMHTlyRDa51Uu7pF5vetW73EZ/+eYW1bED2shms1kRJoAa7IqScX/605+qKg4AAADUYj9kQa9LudJnDHfs2FFffvmlV9mUKVN07tw5vf7668x2A1Apzs+K62AOKiiyo9TsGq/6z/ak63hWgUIa+OiOnpFWhAighruiZBwAAABQna7kGcP+/v5ejy+RpJCQEEkqVw4AP0Rpaam2b98uSeqjL6VrnyrX5v21hyRJo/u2lr+PozrDA1BLkIwDAABApXr++ecvWj9t2rTLPtaVPmMYAKrSdxduaBeQK3Ud7lW/Ny1HyQdPy2G36WfXsXADgIqRjAMAAEClWrRokdfrkpISpaamyul0ql27dleUjJOu/BnD3/X+++9f0bkA4GK8Fm7oe7/k9H7e5J/XHZIkxXcJU2RIQHWHB6CWIBkHAACASrV169ZyZTk5ORo3bpzuvPNOCyICgKvnWbjBnF+44Q9e9WfzirVo63FJ0viB0VaECKCWYE4/AAAAqlxQUJCee+45TZ061epQAOAH8SzcoIMKat1NCmntVb9w81EVlrjVpUWQYts0tiJEALUEyTgAAABUi+zsbGVnZ1sdBgBcsXILN3Qf6V3vcuuvyYclSeMGRMlms1V7jABqD25TBQBckahnlni9PjRrqEWRAKip3njjDa/XxhidPHlSf/3rX3XrrbdaFBUA/HBeCzfYT0hdhnnV/3dnmo5nFahJoK9+2qOFNUECqDVIxgEAAKBSvfbaa16v7Xa7mjVrprFjx2rSpEkWRQUAP5zXwg3XxEsB396GaozRu18clCTd17+N/H0clsQIoPYgGQcAAIBKlZqaanUIAFBpPAs36JuFG7o/6lW/IfWMvjyeLT+nXff1j7ImSAC1Cs+MAwAAAADgArZs2SJJ6mAOKsjXJsXc7FX/+29mxY2Ibakmgb7VHh+A2oeZcQCAq8Zz5AB8V2Fhod58802tWLFCGRkZcrvdXvXn/7AFgJqu3MIN1wyRnH6e+q8zzilpb4ZsNun+69taFSaAWoZkHAAAACrV/fffr08//VR33323+vbty6qCAGqtXbt2qaCgQME6p3Y6JMW+7VX/h9Vlt+Xf0jlM0aGBFkQIoDYiGQcAAIBK9cknn2jp0qUaOHCg1aEAwFXZtGmTJKmP2S57SGup1XWeuoxzhfpoy3FJ0sRBzIoDcPl4ZhwAAAAqVWRkpBo1amR1GABwVU6cOKHjx4/LLrd660up612S/ds/of+afFjFLrd6tw5RnzZNLIwUQG1DMg4AAACV6tVXX9XTTz+tw4cPWx0KAPxg52fFdTH7FGgrlnr+zFNXWOLS/A1HJPGsOABXjttUAQAAUKliY2NVWFiotm3bqkGDBvLx8fGqP3PmjEWRAcDlKSgo0M6dOyVJ12qb1OVOKbS9p37JjpM6nVesiGB/xXcJsyhKALUVyTgAAABUqtGjR+v48eP67W9/q7CwMBZwAFDrbNu2TaWlpQrTKbXUSanvRE+dMUbvrzskSbq3fxs5HdxwBuDKkIwDAABApVq3bp2Sk5PVo0cPq0MBgCtmjPHconqt2Spb8y5Sq76e+i1HzurL49nyddo16trWVoUJoBYjhQ8AAIBK1bFjRxUUFFgdBgD8IAcOHNDZs2flp2J10x6p7wTpOzN8/7T2kCRpWM8WahLoa1GUAGozknEAAACoVLNmzdKvfvUrrVy5UqdPn1ZOTo7XBgA12flZcT3NTvn6B0rd7/HUpWUXatnONEnS2AFRVoQHoA7gNlUAAABUqiFDhkiSbrrpJq9yY4xsNptcLpcVYQHAJWVlZemrr76SJMVqu9TrXsk30FP/wYbDKnUb9Y1qoi4tgq0KE0AtRzIOAAAAlWrFihVWhwAAP8jmzZslSdHmsEKVJV37gKeusMSl+RuOSJLGDYyyIDoAdQXJOAAAAFSqwYMHWx0CAFyx0tJSbd26VZJ0rbZLHYZITaI99Qs3HdXpvGJFhgTols5hVoUJoA4gGQcAAIBK9cUXX1y0ftCgQdUUCQBcvt27dys/P19BytU1OiD1e9lTV1zq1u9WHZAkPTS4rZwOHr8O4IcjGQcAAIBK9aMf/ahcme07KxHyzDgANY0xRhs2bJAk9THbZW92jRT9I0/94q3HdSK7UM0a+WlEbCtrggRQZ5CMAwBcUNQzS7xeH5o11KJIUJ/wfVf7nT171ut1SUmJtm7dqqlTp+qFF16wKCoAuLBjx47pxIkTcsilPtoh3fCmZC+b/eZyG73zzay4iTe0lb+Pw8pQAdQBJOMAAABQqYKDy68wePPNN8vX11eJiYlKSUmxICoAuLDzs+K6mT0K9PeTOt/uqVvy5UmlnspTSAMf/b9+ra0KEUAdwo3uAAAAqBZhYWHat2+f1WEAgJfs7Gzt3r1bktRPW6R+D0pOP0mS22009/OvJUk/HxitQD/mswC4eryTAAAAoFLt2LHD67UxRidPntSsWbPUs2dPa4ICgAvYtGmTjDGKMkcVbs+WYn/uqftsT7r2pZ9TQz+nxvaPsi5IAHUKyTgAAABUqp49e8pms8kY41V+3XXX6b333rMoKgAor6SkRFu2bJH0zay4HiOlRuGSyv6R8NaKsllx9/Zvo+AGPpbFCaBuIRkHAPUUD8kHUFVSU1O9XtvtdjVr1kz+/v4WRQQAFduxY4cKCgoUYrLUQanSgAWeui/2n9KOY9ny97HrgeujLYwSQF1DMg4AAACVqk2bNlaHAACXZIzxLNzQV9tk73ib1KyDp+7NpP2SpDH92qhpQz/L4gRQ97CAAwAAACrF559/rs6dOysnJ6dcXXZ2trp06aLVq1dbEBkAlJeamqrMzEz5qli9tFO6/glP3fqDZ7T58Fn5Ou2aOKithVECqItIxgEAAKBSzJkzRxMmTFBQUFC5uuDgYD344IOaPXu2BZEBQHnr16+XJPU0u+Qf1kGK7OOpe/PzsllxI2NbKSyIW+wBVC6ScQAAAKgU27dv15AhQy5Yf8sttyglJaUaIwKAip0+fVr79++XZNRXW6Ve90o2myQp5fAZrTtwWk67TQ/9qJ21gQKok0jGAQAAoFKkp6fLx+fCqw06nU5lZmZWY0QAULHzs+JiTKqaOgqk7vd46t78vGwF1eG9WyoyJMCS+ADUbSTjAAAAUCkiIyO1c+fOC9bv2LFDERER1RgRAJSXn5+vbdu2SZL6K0XqMVJq0ESStPXIWa3clym7TfrFjcyKA1A1WE0VAOqBqGeWeL0+NGuoRZEAqMtuu+02TZ06VUOGDJG/v/czlgoKCjR9+nT95Cc/sSg6ACizceNGlZaWKkLpitJRqe9ET91rn5U9K+6u3i3VpmmgVSECqONIxgFAHUPiDYBVpkyZoo8++kgdOnRQQkKCrrnmGknS3r17NXfuXLlcLv3617+2OEoA9VlJSYk2bdokSRpgNskWdYMU3k1S2bPivvgqUw67TY/+OMbKMAHUcSTjAAAAUCnCwsK0bt06Pfzww5o0aZKMMZIkm82m+Ph4zZ07V2FhYRZHCaA+27Ztm/Lz8xWibHXWfmnQK56615aXzYob0aelWjdtYFWIAOoBknEAAACoNG3atNHSpUt19uxZff311zLGKCYmRo0bN7Y6NAD1nNvtVnJysiTpOpMie5uBUtvBkqQNB09rzden5OOw6ZEb21sZJoB6gGQcAAAAKl3jxo117bXXWh0GAHjs3btXZ8+eVYAK1Us7pRsWeupe++wrSdI9sa3Uqgmz4gBULctXU507d66ioqLk7++vfv36aePGjRdt/+GHH6pjx47y9/dXt27dtHTpUq/6jz76SLfccouaNm0qm83mWSXnuwoLC/XII4+oadOmatiwoYYPH6709PTKvCwAqBJRzyzx2gAAAHBpxhitW7dOkhRrtsk3oovU7iZJ0rqvT2n9wTPyddiZFQegWliajFu4cKESExM1ffp0bdmyRT169FB8fLwyMjIqbL9u3TqNHj1a999/v7Zu3aphw4Zp2LBh2rlzp6dNXl6err/+er344osXPO8TTzyh//znP/rwww+1atUqnThxQnfddVelXx8AAAAAwHpHjhzR8ePH5VCp+mqbdH2iZLPJGKMX/7dPkjSqbyu1CAmwNlAA9YKlybjZs2drwoQJGj9+vDp37qx58+apQYMGeu+99yps//rrr2vIkCF68skn1alTJ82YMUO9e/fWW2+95Wlz7733atq0aYqLi6vwGNnZ2frjH/+o2bNn68c//rH69OmjP/3pT1q3bp3Wr19fJdcJAAAAALDO+VlxPcxuNWwaKXX6qSTpf7vStP1olgJ8HEr4MbPiAFQPy5JxxcXFSklJ8Uqa2e12xcXFeR6q+X3Jycnlkmzx8fEXbF+RlJQUlZSUeB2nY8eOat269UWPU1RUpJycHK8NAAAAAFCzZWRk6KuvvpJk1F8p0qD/k+wOlbrceumbWXETbohW80b+1gYKoN6wbAGHU6dOyeVylVvePiwsTHv37q1wn7S0tArbp6WlXfZ509LS5Ovrq5CQkCs6zsyZM/Xcc89d9nkAoLp899lxh2YNtTASAACAmmf16tWSpM5mv0JDgqQuZY8o+jDlmA5m5qlJoK8mDGprZYgA6hnLF3CoLSZNmqTs7GzPdvToUatDAgAAAABcxOnTp7Vr1y5J0vXaIN34a8npq4Jil15bXraC6iM3tlcjfx8rwwRQz1g2My40NFQOh6PcKqbp6ekKDw+vcJ/w8PAran+hYxQXFysrK8trdtyljuPn5yc/P7/LPg8AAAAAwFpr1qyRMUYx5qAiQptI3UZIkv60LlUZ54oUGRKgn13X2uIoAdQ3ls2M8/X1VZ8+fZSUlOQpc7vdSkpKUv/+/Svcp3///l7tJWn58uUXbF+RPn36yMfHx+s4+/bt05EjR67oOAAAAACAmis7O1s7duyQJN2gDdJ1D0t2u87kFeudlQckSb+6pYP8nA4rwwRQD1k2M06SEhMTNXbsWMXGxqpv376aM2eO8vLyNH78eEnSfffdp8jISM2cOVOS9Nhjj2nw4MF69dVXNXToUC1YsECbN2/Wu+++6znmmTNndOTIEZ04cUJSWaJNKpsRFx4eruDgYN1///1KTExUkyZNFBQUpF/+8pfq37+/rrvuumruAQAAAABAVVi7dq3cbreizRG1CnRJ3UdKkt5I2q9zhaXqFBGkO3pGWhwlgPrI0mTcyJEjlZmZqWnTpiktLU09e/bUsmXLPIs0HDlyRHb7t5P3BgwYoPnz52vKlCmaPHmyYmJitHjxYnXt2tXT5uOPP/Yk8yRp1KhRkqTp06fr2WeflSS99tprstvtGj58uIqKihQfH6+33367Gq4YAAAAAFDVcnNztWXLFknfzIq7ZYbk20Cpp/L0t/WHJUlThnaSw26zMkwA9ZSlyThJSkhIUEJCQoV1K1euLFc2YsQIjRgx4oLHGzdunMaNG3fRc/r7+2vu3LmaO3fulYQKAAAAAKgF1q1bJ5fLpZbmhKJaRnpmxc367x6Vuo1uvKaZBrYPtThKAPWV5ck4AAAAAAAqS35+vjZv3iSpbFac7cevSzabNqae0f92pctukybf1sniKAHUZ5Yt4AAAAAAAQGVLTk5WSUmpwk2GYiKbSdGD5HYbvbBktyRpVN/WiglrZHGUAOozZsYBAAAAAOqEvLw8bdiwXpI0WMmy3fiyZLNp0ZZj2n4sW4G+Dj0R18HiKAHUd8yMAwAAAADUCWvXrlVJSakiTJquaREitfuxMnIK9fwnZbPiHvlxezVr5GdtkADqPZJxAAAAAIBaLzc3V5s2lT0r7kYlyzbo/2QkTV60U9kFJeoWGayJN7S1NkgAEMk4AAAAAEAdsHr1apWWlqqlOaH24cHSNbfq39tO6LM96fJx2PTyiO5yOvgTGID1eGYcAAAAAKBWy8nJUcrmzZKkG7VOtrjXlJFbpOkf75IkPXZTjDqGB1kZIgB48G8BAAAAAECttnr1arncbrUxxxQd00Wm3U2a/FHZ7aldI4P04OB2VocIAB7MjAMAAAAA1FpZWVnasiVFkvQjrZPtpgX6c/Lhb29PvbuHfLg9FUANwjsSAAAAarS5c+cqKipK/v7+6tevnzZu3HjBtr///e91ww03qHHjxmrcuLHi4uIu2h5A7bdyxQq53UbR5rCieg7WTldrvbBkjyRp8m2d1CmC21MB1Cwk4wAAQI0X9cwSz4b6ZeHChUpMTNT06dO1ZcsW9ejRQ/Hx8crIyKiw/cqVKzV69GitWLFCycnJatWqlW655RYdP368miMHUB3S09O1fccOSdJNjk3KHfCUHpm/RcUut27uHKZxA6KsDRAAKkAyDgAAADXW7NmzNWHCBI0fP16dO3fWvHnz1KBBA7333nsVtv/ggw/0i1/8Qj179lTHjh31hz/8QW63W0lJSdUcOYDq8Nlnn0mSOpt9anH9aD3z2RkdPp2vyJAAvXx3d9lsNosjBIDySMYBAACgRiouLlZKSori4uI8ZXa7XXFxcUpOTr6sY+Tn56ukpERNmjS5YJuioiLl5OR4bQBqvtTUVH399deyG5ducqboX77D9MmOk3LabXrz//VSSANfq0MEgAqRjAMAAECNdOrUKblcLoWFhXmVh4WFKS0t7bKO8fTTT6tFixZeCb3vmzlzpoKDgz1bq1atripuAFXPGKPPli+XJPXRl1LP0Zqy7LAk6Ve3XKPerRtbGR4AXBTJOAAAANRJs2bN0oIFC7Ro0SL5+/tfsN2kSZOUnZ3t2Y4ePVqNUQL4IXbt2qUTJ0/K1xRrUMBXeuDr/ioscev69qF6cFBbq8MDgItyWh0AAAAAUJHQ0FA5HA6lp6d7laenpys8PPyi+77yyiuaNWuWPvvsM3Xv3v2ibf38/OTn53fV8QKoHi6XS59/8xzIAdqs5Ca3a8uBUjUJ9NXse3rIbuc5cQBqNpJxAFADfH+FyEOzhloUCQDUHL6+vurTp4+SkpI0bNgwSfIsxpCQkHDB/V566SW98MIL+t///qfY2NhqihZAddm0aZPOZmUp0OSpl/8xXXvgIUnSKyO6q3nQhWfBAkBNQTIOAGooEnQAICUmJmrs2LGKjY1V3759NWfOHOXl5Wn8+PGSpPvuu0+RkZGaOXOmJOnFF1/UtGnTNH/+fEVFRXmeLdewYUM1bNjQsusAUDny8vK0csXnkqQbtU7PFY1UkXw1bkCUftwx7BJ7A0DNQDIOAAAANdbIkSOVmZmpadOmKS0tTT179tSyZcs8izocOXJEdvu3j0F+5513VFxcrLvvvtvrONOnT9ezzz5bnaEDqAIrVqxQUXGJwk2GCh0B+ldeH/VoGaxnbu1odWgAcNlIxgFAJWI2GwBUvoSEhAvelrpy5Uqv14cOHar6gABYIi0tTSkpKZKkm/WF7s9/TGFBfnr3vlj5+zgsjg4ALh/JOAAAAABAjWaM0bKln0iSuph9+mdJf510Ruof98UqjOfEAahl7JduAgAAAACAdfbs2aPDR4/LaUrV1r1fv3P9RK+M6KHuLUOsDg0ArhjJOAAAAABAjVVSUqJPl/1XkjRQm/Rm6R2a+KMO+kn3FhZHBgA/DLepAgAAAABqrNWrVyv7XK6CTI583dlKbz5Iv4vrYHVYAPCDMTMOAAAAAFAjZWZmau2a1ZKkm80qvej6mV4d2VO+Tv6UBVB78Q4GAAAAAKhxjDFasvifchupgzmg/5X20C1x8eoUEWR1aABwVUjGAQAAAABqnO3bt+vwiQz5mBIFudL1RcR4PTiordVhAcBVIxkHAAAAAKhR8vPztXzZUknSYCXrz/qpXr2nh5wO/oQFUPvxTgYAAAAAqFE+W/6p8otK1Nyc0glXoCaOHqH2zRtZHRYAVAqScQAAAACAGuPgwYPaum27JGmQWavSHz+nuM5hFkcFAJWHZBwAAAAAoEYoKirSP//5oSTpWrNVB9rcrdE39rI4KgCoXE6rAwAAAAAAQJL+sfg/KigoVIjJUku/XHUZ+4zVIQFApSMZBwAAAACwXPK23Tq4d5ck6WbbakVPXCQHCzYAqIN4ZwMAAAAAWOrYqWwt/fdHkqRYs01RQxMV0LSVxVEBQNUgGQcAAAAAsEx2QYlmv/sXOeVSsMnWDdEBatBntNVhAUCV4TZVAKhiUc8s8Xp9aNZQr7JDs4ZWd0hArVfRzxUAoPbJLy7V/81bpJYlZyRjNLThTgXd8w/JZrM6NACoMsyMAwAAAABUu+JStxLeX6fW2V9Kkvo7dyrmgT9IASHWBgYAVYxkHAAAAACgWrncRr/6xzZFHv9MbptTESZdN418RAppbXVoAFDlSMYBAAAAAKqNy2301D936NzulXLaHfIxJbqrbys5Ym60OjQAqBYk4wAAAAAA1cLtNnrmXzu0fusOtXNmSZLiQ08qdMhT1gYGANWIBRwAAEC9xmIQAFA93G6jyYu+1McpqbrPf69Kbb7q5Dii3mNnSnaH1eEBQLVhZhwAAAAAoEoZYzT13zu1cNMRjfRLUanNV03MWd1x53DZGjW3OjwAqFYk4wAAAAAAVcYYoxeW7NEHG45oqM8OOexOOU2J7rk2XH5dbrM6PACodjUiGTd37lxFRUXJ399f/fr108aNGy/a/sMPP1THjh3l7++vbt26aenSpV71xhhNmzZNERERCggIUFxcnPbv3+/VJioqSjabzWubNWtWpV8bgLor6pklXhsAAADKe+2z/frDmlT1cBxWM2exJOmnkVkKu+1piyMDAGtYnoxbuHChEhMTNX36dG3ZskU9evRQfHy8MjIyKmy/bt06jR49Wvfff7+2bt2qYcOGadiwYdq5c6enzUsvvaQ33nhD8+bN04YNGxQYGKj4+HgVFhZ6Hev555/XyZMnPdsvf/nLKr1WALUHiTYAAICrN2/VAb2RtF/Rtgxd53tCkk19Ao6p+9iXJJvN6vAAwBKWJ+Nmz56tCRMmaPz48ercubPmzZunBg0a6L333quw/euvv64hQ4boySefVKdOnTRjxgz17t1bb731lqSyWXFz5szRlClTdMcdd6h79+76y1/+ohMnTmjx4sVex2rUqJHCw8M9W2BgYFVfLgAAAADUecWlbk3/907N+u9e+alUP2mwX8XyUWvHKQ15YJrk28DqEAHAMpYm44qLi5WSkqK4uDhPmd1uV1xcnJKTkyvcJzk52au9JMXHx3vap6amKi0tzatNcHCw+vXrV+6Ys2bNUtOmTdWrVy+9/PLLKi0tvWCsRUVFysnJ8doAAAAAAN5OZhdo5LvJ+nPyYdnl1kONdyjX7acQZeueMePkbNLK6hABwFJOK09+6tQpuVwuhYWFeZWHhYVp7969Fe6TlpZWYfu0tDRP/fmyC7WRpEcffVS9e/dWkyZNtG7dOk2aNEknT57U7NmzKzzvzJkz9dxzz13ZBQIAAABAPbLuwCn9cv5Wnc4rVpC/Q4lh+3Q4wy1fU6TR1zZTYHQfq0MEAMtZmoyzUmJioufz7t27y9fXVw8++KBmzpwpPz+/cu0nTZrktU9OTo5ateI/OgAAAABgjNEf16Rq5n/3yuU26hQRpEdan1TKjnOyGbfujs5T89tesDpMAKgRLE3GhYaGyuFwKD093as8PT1d4eHhFe4THh5+0fbnP6anpysiIsKrTc+ePS8YS79+/VRaWqpDhw7pmmuuKVfv5+dXYZIOQM31/YUXDs0aalEkAAAAdVdBsUtP/2uHPt5+QpJ0V69IjYg4rU9X7JEkDWlyRDE/e5cFGwDgG5Y+M87X11d9+vRRUlKSp8ztdispKUn9+/evcJ/+/ft7tZek5cuXe9pHR0crPDzcq01OTo42bNhwwWNK0rZt22S329W8efOruSQAdRirqwIAAHjbcSxLd769Vh9vPyGn3aZnf9pZD3Qo0qcrVkuSBvnsVN+xMySHj8WRAkDNYfltqomJiRo7dqxiY2PVt29fzZkzR3l5eRo/frwk6b777lNkZKRmzpwpSXrsscc0ePBgvfrqqxo6dKgWLFigzZs3691335Uk2Ww2Pf744/rNb36jmJgYRUdHa+rUqWrRooWGDRsmqWwRiA0bNujGG29Uo0aNlJycrCeeeEI/+9nP1LhxY0v6AQAAAABqi5zCEr3yv3366/rDMkYKbeiruf+vt5qXZuiDvy+VZFdv5379aOJMKbil1eECQI1ieTJu5MiRyszM1LRp05SWlqaePXtq2bJlngUYjhw5Irv92wl8AwYM0Pz58zVlyhRNnjxZMTExWrx4sbp27epp89RTTykvL08TJ05UVlaWrr/+ei1btkz+/v6Sym45XbBggZ599lkVFRUpOjpaTzzxhNcz4QAAAAAA3owx+nj7Cf1myR5lniuSJN3Rs4V+PbST8g+m6IPFy+SSUx1tqRr680myhba3OGIAqHksT8ZJUkJCghISEiqsW7lyZbmyESNGaMSIERc8ns1m0/PPP6/nn3++wvrevXtr/fr1PyhWAHUPz5YD6gZ+lgGgan2dkatp/96pdQdOS5LahgZqxrCuGtg+VId3bdb8xctUKqfaO05o+Ojxskd0sThiAKiZakQyDgCqC3+sAwAAXJkSl1tvJO3XvFUHVOIy8nPalXBje00c3FZ+TocOb12pDz7+TCXyUTvHSY38xa/lbNLa6rABoMYiGQcAAAAAqNDJ7AIlzN+qlMNnJUk/7thcz93eRa2aNJAkHVjzkRYmbSlLxPlkatTEp0nEAcAlkIwDAAAAAJSzen+mHluwTWfyitXI36lZd3XXbd3CZbPZJEk7P/2rFiXvl1s+auefpZEPT5czqJnFUQNAzUcyDgAAAADgcTq3SG9+/rX+nHxIxkhdWgTp7TG91aZpoKfNpsXztHR7miSHujQ6pzsfeUEOvwbWBQ0AtQjJOAA1Cs90AwAAsEZ+can+sDpV735xULlFpZKk0X1bafpPu8jfxyFJMm63Pv/TDK05Jkk2xTY5p1sf+q3sPr7WBQ4AtQzJOAAAAACox84Vluhv64/oj2sO6lRusSSpW2Swnrm1owa2D/W0Kz57Uovem629uQ0lSYNaST8aO0s2B39WAsCV4F0TAAAAAOqhrPxivbcmVe+vO6ScwrKZcK2bNND/xV+jn3SLkN1u87TN3vWZFvzrP0ozTeSQSz/tEaoewx61KnQAqNVIxgEAAABAPZJXVKo/rU3V71Yd1Llvbkdt1yxQv/hRe93es4V8HPZvGxujA5/+Xh+tP6B8NVGgrVAjb79FrXreaFH0AFD7kYwDAAAAgHogr6hUCzYd1Tsrv/bcjtoxvJEeuylG8V3CvWbCSZK7tFSr/vy8vjhql2wNFOZXqFEPPKaQ0HArwgeAOoNkHAAAAADUYcezCvTndYf0941HdO6b21HbNG2gxJs76KfdW5RLwknSufTDWvT+m0otbCTZpN4RDg0ZO10+fv7VHT4A1Dkk4wDUGd9fiRUAAKC+MsZo8+Gzen/tIS3blSaX20iSokMD9cAN0bontpX37ajf2W/nxi+09H/LVWgayUfF+knvlur+04er+xIAoM4iGQcAAAAAdUSpy63/7DihP65J1c7jOZ7yAe2a6v7ro3XjNc0rnAknSXlZmVrylze156xDko8i7Kd1113DFdplcDVFDwD1A8k4AAAAAKjlikpd+mfKMc1bdUBHzxRIkvycdt3ZK1JjB0SpU0TQBfc1xmjrin/rszUbVWD8ZDcuDQo+oev/31NyhHWorksAgHqDZBwAAAAA1ELGGO1LP6f/bD+hf6YcU3pOkSSpaaCvfn59tEb3ba0mgb4XPcbJo4e09MP3deycTZKfmtvOathNfRUx8DnJVvEMOgDA1SEZV8t895lYh2YNtTASwFrffz4cPw8AAKA+MMZo98kcLd+driU7Tmp/Rq6nLjzIXw8ObqtR17ZWgK/josc5l35YK//9V209WSIju3xNsX7UPEt9x0yVI5jVUgGgKpGMAwAAAIAarKDYpfUHT2vFvgx9tjtdJ7ILPXW+DrsGX9NMt/dooVu6hMnPefEkXOHpE1qz5G/akHpOpXJKsquL45BuufWnCup9J7PhAKAakIwDAAAAgBomu6BEH287rk93p2tD6hkVl7o9df4+dt0Q00y3dA7TLV3CFRzgc8nj5Wed0sZ//04bUnNVaPOX5FQr5xnF9e+l1jc8Lfn4V+HVAAC+i2QcgBqPW1IB/FC8fwCoTQpLXNp+NEv/2HxMS748ocKSbxNwkSEBGtShmeI6NdfA9qHy97n4DDhJkjHK+WqNkpOWKCXTqRL5SDZ/NbPn6KYOQeow/GXZnBd/phwAoPKRjAMAAACAapadX6ItR85q06Ez2n0yR19n5Op4VoGM+bZNh7CGurtPS/24Y5jaNQuU7TJvITX5Z3Ro5d+0efse7S1qJrctQJIUbj+r6/t0VqdbJsvuvPRsOgBA1SAZBwAAAABVqKDYpd0nc7TzeLZ2HMvWl8ez9FV6boVtGzfwUVynMI3u11q9WoVcdgJOrhLl7lymL9cnKSVNOq3GksIlm9QmsEjX9+ujdgPukM3Bn4AAYDXeiQEAAACgkmQXlHiSbrtP5mj3iWylnsqT25RvGx0aqD5tGqtnqxDFNG+o9s0bqkmg7+Un4EqLVZgyX3t2bNbOtGKluiJkbI0lSb62UnVvGaTYm4YprE1MJV4hAOBqkYwDAAAAgCuUlV+sA5m5OpCZp9RTeTqYmat9aed06HR+he1DG/qpW2SQukUGq2tksHq1bqxmjfyu/MQlhcr6ap32b1qurw6nKdW0lMvWrKzOJrUMdKlHj57qdsNt8vNnUQYAqIlIxgGoNjxIHQAA1HTGGJ3NL1FWfrGyCkqUXVCi9OxCncgu1MmsAh05k68Dmbk6lVt8wWO0btJA3VoGq2uLYHVuEaROEY3UvNEPTIyVFqno0CYd2b5Sh1IP6uu8QGUoVJK/pCjJJoU2sKnbNdHqNmCIGoc2+2HnAQBUG5JxAAAAAOqNUpdbZ/NLdCq3SBnnipR5rkgZ5wqVmpmn/Rm5+jojV7lFpZd1rIhgf7Vr1lDRoYGKDg1U++YN1S0yWI0Df/gKpaYoV9kHU3Ry93odPXpUh7ONTppQGZtdUhtJkk1utWpQrJgOHdWh3y1qFhZ++be2AgAsRzIOAAAAQK1jjFFBiUvZBSU6m1eirIJiZeWX6HRukTJzi5V5rkhn8oqUW1Sq3MJSnSsq1dm8stlupoLnt31fIz+nggJ8FBzgo7AgP0WEBCgiyF+RjQPUvnlDtW3WUA39ru7PqdKcDJ3etVKnjh1QWkamTmYV6kRJkAq+Wf1U+vb208Y+JWoT3ljRnXqpffd+ahAYeFXnBgBYh2QcgCv23dtNL3SrKbekAgAqy9y5c/Xyyy8rLS1NPXr00Jtvvqm+fftesP2HH36oqVOn6tChQ4qJidGLL76o2267rRojRkVKXG4VlbrlchmVut1yGaPs/BKdyC7UiawCZeQUqdjlUqnbqNRVlmjL+yaRlltUqsISlwpKXCoscSu3qFQ5BSUqrWhVhMtgs0lNGviqWSM/z9amSaBiwhoqpnlDtWkaKF+nvVKuuyg/T9knDyo746iy0o/o7Kl0nTqbo1MFdmW5G3wz402Sgss2m2SXS839StSiWWNFdeisNt2uV1BISKXEAwCwHsk4AABQr1zOPxRQcyxcuFCJiYmaN2+e+vXrpzlz5ig+Pl779u1T8+bNy7Vft26dRo8erZkzZ+onP/mJ5s+fr2HDhmnLli3q2rWrBVdQvYwxMkYy33zuNpJRWVmp28jlNsovLlVGTpHScwqVmVukgmKXikrdKnG5VeoychkjtzFyu41KXEZFpW4VlbpU6iorN0ZyucsSasUuo1JX2b7FLqOS0vOfu1VcWrYVlbpVUOKS6wcmzi7FabcppIGPQhr4KiTAR00b+iq0od83m68a+fuooZ9TgX5ONQ70UWhDPzVu4CuH/Yfd1mmMkau0VAXZp5V3Nl15WaeUd+6s8s5lKy83V3m555SXX6CcQreySxwqND4VHCWo7INN8rOVqFmAUfOQBoqIbK0W1/RR8zYd5HTypxoA1FW8wwO4asyCAwBUldmzZ2vChAkaP368JGnevHlasmSJ3nvvPT3zzDPl2r/++usaMmSInnzySUnSjBkztHz5cr311luaN29etcZ+Madzi/T53gwt352uL49ny+U23yTQzrco+8QYyW3KkmjG6DuJsrLy7ybdahubrexW0BYhAYoI9ld4sL/8nA457TY5HXb5Oe1q5O9UI3+nGvg41MDXLn+nTf4Oo0AfuwL9bGroY5e/w0hut9yuUrndLrldbrndLhmXS253gdyuc3K73SotLlFpfqnOnihWZlG+SosKVVpcoNLiorKtpFglJcUqLS1RSUmJiopLVFRc+k0y0qjQZVOR26Ei45Bbjktcnfcz4wJUoGB7oYL9pJBAP4WGt1Boy3YKbdtTgaGRPO8NAOoZknEAAACokYqLi5WSkqJJkyZ5yux2u+Li4pScnFzhPsnJyUpMTPQqi4+P1+LFiy94nqKiIhUVFXle5+TkXF3gF7Fh7xEt+ueHKihxySapgaR+Kp9Ju2Bqxla22exXsI+n3ngaOmw2Oew2OWw22WxliTHbN5U2mbIXpqy8rOyb83piLWtgKyuUw1UoZ2m+zHfi8Irwe+F6vcwu275/RcWSTsmmTCO5ZZeRreyjrXJuH700xzdbxWzGrQa2AgXaihXoKFWgj1EDX7sCA/wV2ChYQcHBCglvo6AWHeQX1kGyV1fcAICajmQcUAcxUw0AUBecOnVKLpdLYWFhXuVhYWHau3dvhfukpaVV2D4tLe2C55k5c6aee+65qw/4MgT62BTgylVATcjLuC/dxHzv44WUSiqS/1UGdAFXMGnMZtyyf5O6s9vcssl4Xjvlko9K5bS55bSZss0hz0w8p8Mmp8Mhp8MhH6dD/n6+8vMPkJ9/A/k1CJRfg0byCwySf8Mm8gtuLt/gZrL5Bp7PWAIAcNlIxgHwsCKJx7ObAABWmzRpktdsupycHLVq1apKztWhVZjaDbhV14QFqWlD3wpvT7zcsitpW+XHzM2Qco7LZrNLNvs3CSqb53OvcltZ+bdl9vMH9C77pr3d7pDN7pDd8c1ms8vucMruOF/ulN3hlM1ul83u+M75AQComUjGAbgoZtkBAKwSGhoqh8Oh9PR0r/L09HSFh4dXuE94ePgVtZckPz8/+fn5XX3Al8HX11c/u/nCK8HWXuGSulsdBAAAtUJNmCAPAAAAlOPr66s+ffooKSnJU+Z2u5WUlKT+/ftXuE///v292kvS8uXLL9geAACgujEzDgAAADVWYmKixo4dq9jYWPXt21dz5sxRXl6eZ3XV++67T5GRkZo5c6Yk6bHHHtPgwYP16quvaujQoVqwYIE2b96sd99918rLAAAA8CAZBwAAgBpr5MiRyszM1LRp05SWlqaePXtq2bJlnkUajhw5Ivt3VqkcMGCA5s+frylTpmjy5MmKiYnR4sWL1bVrV6suAQAAwAvJOKAC9eE5afXhGgEAdUNCQoISEhIqrFu5cmW5shEjRmjEiBFVHBUAAMAPQzIOVYJET/WhrwEAAAAAqD1IxgE1xOUk1Ui8AQAAAABQu7GaKgAAAAAAAFBNmBkHWMCKGW7fPScz6gAAAAAAsAbJOKCKcWspAAAAAAA4j2QccBWqcrYZSTwAAAAAAOqeGvHMuLlz5yoqKkr+/v7q16+fNm7ceNH2H374oTp27Ch/f39169ZNS5cu9ao3xmjatGmKiIhQQECA4uLitH//fq82Z86c0ZgxYxQUFKSQkBDdf//9ys3NrfRrAwAAAAAAAM6zPBm3cOFCJSYmavr06dqyZYt69Oih+Ph4ZWRkVNh+3bp1Gj16tO6//35t3bpVw4YN07Bhw7Rz505Pm5deeklvvPGG5s2bpw0bNigwMFDx8fEqLCz0tBkzZox27dql5cuX65NPPtEXX3yhiRMnVvn1wnpRzyzxbFV57Ko4PgAAAAAAqN0sv0119uzZmjBhgsaPHy9JmjdvnpYsWaL33ntPzzzzTLn2r7/+uoYMGaInn3xSkjRjxgwtX75cb731lubNmydjjObMmaMpU6bojjvukCT95S9/UVhYmBYvXqxRo0Zpz549WrZsmTZt2qTY2FhJ0ptvvqnbbrtNr7zyilq0aFFNV1+/XO5tl5fTrqI2l1sGAAAAAABgFUuTccXFxUpJSdGkSZM8ZXa7XXFxcUpOTq5wn+TkZCUmJnqVxcfHa/HixZKk1NRUpaWlKS4uzlMfHBysfv36KTk5WaNGjVJycrJCQkI8iThJiouLk91u14YNG3TnnXdW4lXWD7V5pc7KTBICAAAAAABcjKXJuFOnTsnlciksLMyrPCwsTHv37q1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",
       "text/plain": [
-       "<Figure size 1500x1200 with 2 Axes>"
+       "<Figure size 1500x500 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -718,39 +639,46 @@
     }
    ],
    "source": [
-    "#define grid of plots\n",
-    "fig, axs = plt.subplots(nrows=1, ncols=2, figsize=(15, 12))\n",
+    "# using Empirical Distribution class from ThinkStats2 - create pmf and cdf of scores - used below\n",
+    "pmf_scores = ed.Pmf.from_seq(scores, normalize = True)\n",
+    "cdf_scores = ed.Cdf.from_seq(scores)\n",
     "\n",
-    "#add title\n",
+    "# generate random normal distribution with same mean and std as scores - used below\n",
+    "sample = np.random.normal(students['score'].mean(), students['score'].std(), size = 20000, )\n",
+    "\n",
+    "#create figure\n",
+    "fig = plt.figure(figsize=(15, 5))\n",
     "fig.suptitle('PMF and CDF of \"Scores\"')\n",
     "\n",
-    "#plot PMF of scores, using the Pmf class from the empiricaldist module\n",
-    "plt.subplot(2,2,1)\n",
-    "pmf_scores = ed.Pmf.from_seq(scores, normalize = True)\n",
-    "pmf_scores.bar(label='Scores')\n",
-    "plt.title('PMF of \"Scores\"')\n",
+    "#create gridspec\n",
+    "gs = gridspec.GridSpec(1,2)\n",
+    "\n",
+    "#first subplot - first col - PMF\n",
+    "ax1 = fig.add_subplot(gs[0,0])\n",
+    "ax1 = pmf_scores.bar()\n",
+    "plt.title('CDF of \"Scores\"')\n",
     "plt.xlabel('Scores')\n",
     "plt.ylabel('Probability')\n",
     "\n",
     "\n",
-    "# plot CDF of scores, using the Cdf class from the empiricaldist module\n",
-    "plt.subplot(2,2,2)\n",
-    "cdf_score = ed.Cdf.from_seq(students['score'])\n",
-    "cdf_score.plot(legend = True, label='Score')\n",
-    "plt.title('CDF of \"Scores\" and Normal Distribution')\n",
-    "plt.xlabel('Score')\n",
-    "plt.ylabel('Cumulative Probability')\n",
-    "plt.legend()\n",
+    "#second subplot - second col - CDF + normal distribution\n",
+    "ax2 = fig.add_subplot(gs[0,1])\n",
+    "ax2 = cdf_scores.plot(label='Scores')\n",
+    "ax2.set_title('CDF of \"Scores\"')\n",
+    "ax2.set_xlabel('Scores')\n",
+    "ax2.set_ylabel('Cumulative Probability')\n",
     "\n",
-    "# plot normal distribution of random sample using scores distrution mean and standard deviation\n",
-    "sample = np.random.normal(students['score'].mean(), students['score'].std(), size = 20000, )\n",
-    "ed.Cdf.from_seq(sample).plot(legend = True, label = 'Normal from random sample')\n",
+    "# plot normally distributed CDF using empiricaldist library - sample data generated above\n",
+    "ax2 = ed.Cdf.from_seq(sample).plot(legend = True, label = 'Normal - EmpiricalDist')\n",
     "\n",
-    "# plot theoretical normal distribution using scores distribution mean and standard deviation\n",
+    "# plot normally distributed CDF using numpy using scores distribution mean and standard deviation\n",
     "dist_score = norm(students['score'].mean(), students['score'].std())\n",
     "xs = np.linspace(0,100,20000)\n",
     "ys = dist_score.cdf(xs)\n",
-    "plt.plot(xs, ys, color = 'gray', label = 'Normal')\n",
+    "plt.plot(xs, ys, color = 'gray', label = 'Normal - Numpy')\n",
+    "\n",
+    "\n",
+    "\n",
     "plt.legend()\n",
     "plt.show()\n",
     "\n",
@@ -764,18 +692,18 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "CDFs can be used to calculate percentiles and cumulative probabilities.\n",
+    "Additionally, CDFs can be used to calculate between quantities and cumulative probabilities.  For example, we can evaluate a CDF fowards, i.e. mapping from a quantity to its cumulative probability.  If we took a score as an input, we could calculate a probability of that score or less - syonymous with percentile rank.  \n",
     "\n",
-    "For example, if we want to know what score corresponds with the 20th percentile, we can scan across the CDF until we see the corresponding score.  By scanning the plot above, it looks like the 20th percentile corresponds to a score of about 60 which corresponds with the IQR25 of 66. This can be interpreted as saying that 20% of students scored 60 or less so if an individual scored 60, they would be in the bottom 20% of students.\n",
+    "The inverse calculation can be made to go from a probability to a quanity.  For example, if we wanted to know what score corresponds with the 20th percentile, this is possible.  We can scan across the CDF until we see the corresponding score.  By scanning the plot above, it looks like the 20th percentile corresponds to a score of about 60. This can be interpreted as saying that 20% of students scored 60 or less so if an individual scored 60, they would be in the bottom 20% of students.\n",
     "\n",
-    "Similarly, we can calculate the cumulative probability of a score of X or less by using the plot or the code.\n",
+    "This can also be done programmatically using the Empiricaldist package which is useful for comparing distributions between groups.\n",
     "\n",
     "As it turns out, the 20th percentile is a score of 62:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 176,
+   "execution_count": 131,
    "metadata": {},
    "outputs": [
     {
@@ -788,7 +716,7 @@
     }
    ],
    "source": [
-    "percentile_20 = cdf_score.inverse(.2)\n",
+    "percentile_20 = cdf_scores.inverse(.2)\n",
     "print(\"\\nThe 20th percentile of scores is\",percentile_20)"
    ]
   },
@@ -797,7 +725,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "CDFs are particularly useful when we want to compare the distributions of two variables.  For example, we can compare the CDFs of the scores across groups, as was done with the histograms earlier.  The same direct comparisons have been plotted below and are easier to interpret than the histograms.\n",
+    "#### <font color = 'turquoise'> CDF comparisons </font>\n",
+    "\n",
+    "Let's take a moment to compare CDFs for the different groups which have been plotted below: \n",
     "\n",
     "* There does not appear to be a great difference between male and female students in regards to outcome (scores).\n",
     "* There does appear to be a difference between students who have declared a disability versus those who have not.  Students who have declared a disability appear to consistently score lower than those who have not.\n",
diff --git a/Task2-ALL.ipynb b/Task2-ALL.ipynb
index a4bb9a0eb96d3388d0cce1921c6a5fee73676326..9c1c8c3fc0282073d5336200cb34a5a2ee9530e0 100644
--- a/Task2-ALL.ipynb
+++ b/Task2-ALL.ipynb
@@ -1929,6 +1929,138 @@
     "sns.catplot(x='click_bins', y = 'scores', data = students, kind = 'box', hue = 'gender', sym='')\n",
     "plt.show() "
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sns.pairplot(data=students, hue=\"disability\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1500x1000 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "\n",
+    "# create figure\n",
+    "fig = plt.figure(figsize=(15, 10))\n",
+    "fig.suptitle('Histograms of \"Scores\"')\n",
+    "\n",
+    "# create gridspec\n",
+    "gs = gridspec.GridSpec(2, 2)\n",
+    "\n",
+    "# first subplot by gender -  first row, first column\n",
+    "ax1 = fig.add_subplot(gs[0, 0])\n",
+    "ax1.hist(male['score'], bins=25, alpha = 0.8, align='left', label = 'male', edgecolor='black', linewidth=1)\n",
+    "ax1.hist(female['score'], bins=25, alpha = 0.3, align= 'right', label = 'female', edgecolor='red', linewidth=1)\n",
+    "ax1.set_title(' by Gender')\n",
+    "ax1.set_xlabel('Score')\n",
+    "ax1.set_ylabel('Frequency')\n",
+    "ax1.legend()\n",
+    "\n",
+    "# second subplot by disability - first row, second column\n",
+    "ax2 = fig.add_subplot(gs[0, 1])\n",
+    "ax2.hist(disabled_yes['score'], bins=25, alpha = 0.8, align='left', label = 'disabled', edgecolor='black', linewidth=1)\n",
+    "ax2.hist(disabled_no['score'], bins=25, alpha = 0.3, align= 'right', label = 'not disabled', edgecolor='red', linewidth=1)\n",
+    "ax2.set_title(' by Disability')\n",
+    "ax2.set_xlabel('Score')\n",
+    "#ax2.set_ylabel('Frequency')\n",
+    "ax2.legend()\n",
+    "\n",
+    "# third subplot by age_band - second row, first column (spanning both)\n",
+    "ax4 = fig.add_subplot(gs[1, :])\n",
+    "ax4.hist(age_0_35['score'], bins=25, alpha = 0.8, align='left', label = 'age 0-35', edgecolor='black', linewidth=1)\n",
+    "ax4.hist(age_35_55['score'], bins=25, alpha = 0.5, align= 'mid', label = 'age 35-55', edgecolor='red', linewidth=1)\n",
+    "ax4.hist(age_55_['score'], bins=25, alpha = 0.5, align= 'left', label = 'age 55<=', edgecolor='green', linewidth=1)\n",
+    "ax4.set_title(' by Age Bands')\n",
+    "ax4.legend()\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n",
+    "\n",
+    "\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1500x1000 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#create figure\n",
+    "fig = plt.figure(figsize=(15, 10))\n",
+    "\n",
+    "#add title\n",
+    "fig.suptitle('PMF and CDF of \"Scores\"')\n",
+    "\n",
+    "\n",
+    "\n",
+    "\n",
+    "\n",
+    "\n",
+    "#plot PMF of scores, using the Pmf class from the empiricaldist module\n",
+    "plt.subplot(2,2,1)\n",
+    "pmf_scores = ed.Pmf.from_seq(scores, normalize = True)\n",
+    "pmf_scores.bar(label='Scores')\n",
+    "plt.title('PMF of \"Scores\"')\n",
+    "plt.xlabel('Scores')\n",
+    "plt.ylabel('Probability')\n",
+    "\n",
+    "\n",
+    "# plot CDF of scores, using the Cdf class from the empiricaldist module\n",
+    "plt.subplot(2,2,2)\n",
+    "cdf_score = ed.Cdf.from_seq(students['score'])\n",
+    "cdf_score.plot(legend = True, label='Score')\n",
+    "plt.title('CDF of \"Scores\" and Normal Distribution')\n",
+    "plt.xlabel('Score')\n",
+    "plt.ylabel('Cumulative Probability')\n",
+    "plt.legend()\n",
+    "\n",
+    "# plot normal distribution of random sample using scores distrution mean and standard deviation\n",
+    "sample = np.random.normal(students['score'].mean(), students['score'].std(), size = 20000, )\n",
+    "ed.Cdf.from_seq(sample).plot(legend = True, label = 'Normal from random sample')\n",
+    "\n",
+    "# plot theoretical normal distribution using scores distribution mean and standard deviation\n",
+    "dist_score = norm(students['score'].mean(), students['score'].std())\n",
+    "xs = np.linspace(0,100,20000)\n",
+    "ys = dist_score.cdf(xs)\n",
+    "plt.plot(xs, ys, color = 'gray', label = 'Normal')\n",
+    "plt.legend()\n",
+    "plt.show()\n",
+    "\n",
+    "\n",
+    "\n",
+    "\n"
+   ]
   }
  ],
  "metadata": {