diff --git a/Task2 supplementary.ipynb b/Task2 supplementary.ipynb
index c61c8d64eb644937e2256d1e089511ecb7eaa865..12f2e7b62e6f307f3baf42dda264624eab1265b2 100644
--- a/Task2 supplementary.ipynb	
+++ b/Task2 supplementary.ipynb	
@@ -32,7 +32,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 1,
    "metadata": {
     "deletable": false
    },
@@ -45,7 +45,7 @@
     "import matplotlib.gridspec as gridspec\n",
     "import seaborn as sns\n",
     "import empiricaldist as ed\n",
-    "from scipy.stats import norm, pearsonr, linregress, spearmanr\n",
+    "from scipy.stats import norm, pearsonr, linregress, spearmanr, levene, ttest_ind, kruskal, mannwhitneyu\n",
     "\n",
     "# read data \n",
     "student_bio = pd.read_csv(r'task2a.csv', sep=',', header=0, index_col=0)\n",
@@ -566,6 +566,103 @@
     "\n",
     "plt.show()"
    ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## <font color = 'gold'>Additional statistical tests</font>"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Another candidate statistical test is `Mann-Whitney U test` from <i>scipy.stats</i>.  This is a non-parametric test that does not assume that the data is normally distributed.  It is a good alternative to the t-test when the data is not normally distributed or when the variances of the two groups are not equal.  It returns a U-statistic and a p-value, which we will use to determine whether there is a statistically significant difference between the medians of the two groups.\n",
+    "\n",
+    "The Mann-Whitney U test works by ranking the data from both groups and comparing the ranks of the data points from the two groups. It does not assume that the data is normally distributed, and does not rely on the means or standard deviations of the data. Instead, it compares the medians of the two groups by looking at the ranks of the data points.\n",
+    "\n",
+    "We can see that the p-value is 0.000, which means that we will reject the null hypothesis and accept the alternative hypothesis that there is a statistically significant difference between the medians of the two groups."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# create data for levene test\n",
+    "disabled_yes_score = disabled_yes['score']\n",
+    "disabled_no_score = disabled_no['score']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Based on Mann-Whitney U test, there is a statistically significant difference in median between the two groups (U = 18139268.000, p = 0.000)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Mann-Whitney U test\n",
+    "U_statistic, p_value = mannwhitneyu(disabled_yes_score, disabled_no_score)\n",
+    "\n",
+    "# print the U-statistic and p-value\n",
+    "if p_value < 0.05:\n",
+    "    print(\"\\nBased on Mann-Whitney U test, there is a statistically significant difference in median between the two groups (U = {:.3f}, p = {:.3f})\".format(U_statistic, p_value))\n",
+    "else:\n",
+    "    print(\"\\nBased on Mann-Whitney U test, there is no statistically significant difference in median between the two groups (U = {:.3f}, p = {:.3f})\".format(U_statistic, p_value))\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "A third candidate statistical test is `Kruskal-Wallis H test` from <i>scipy.stats</i>.  This is a non-parametric test that does not assume that the data is normally distributed or that the variances of the two groups are equal.  It returns a H-statistic and a p-value, which we will use to determine whether there is a statistically significant difference between the medians of the two groups.  The H-statistic is a measure of the difference between the groups, calculated on the ranks of the data points from the groups.\n",
+    "\n",
+    "We can see that the p-value is 0.000, which means that we will reject the null hypothesis and accept the alternative hypothesis that there is a statistically significant difference between the medians of the two groups."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Based on Kruskal-Wallis test, there is a statistically significant difference in median between the two groups (H = 59.452, p = 0.000)\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Kruskal-Wallis test\n",
+    "H_statistic, p_value = kruskal(disabled_yes_score, disabled_no_score)\n",
+    "\n",
+    "#H-statistic and p-value\n",
+    "if p_value < 0.05:\n",
+    "    print(\"\\nBased on Kruskal-Wallis test, there is a statistically significant difference in median between the two groups (H = {:.3f}, p = {:.3f})\".format(H_statistic, p_value))\n",
+    "else:\n",
+    "    print(\"\\nBased on Kruskal-Wallis test, there is no statistically significant difference in median between the two groups (H = {:.3f}, p = {:.3f})\".format(H_statistic, p_value))\n",
+    "\n",
+    "\n",
+    "\n",
+    "\n"
+   ]
   }
  ],
  "metadata": {
diff --git a/UFCFVQ-15-M_Programming_Task_2.ipynb b/UFCFVQ-15-M_Programming_Task_2.ipynb
index 2ebe1d5ded76ef6907f11db8bf1b799868ef22b5..a4d24e8fccc53db77400ca58033f1bbb81ce5f58 100644
--- a/UFCFVQ-15-M_Programming_Task_2.ipynb
+++ b/UFCFVQ-15-M_Programming_Task_2.ipynb
@@ -27,12 +27,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### <font color = 'gold'> Importing the required libraries </font>"
+    "#### <font color = 'gold'> Importing the required libraries for all Task 2 </font>"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 55,
    "metadata": {
     "deletable": false
    },
@@ -50,7 +50,7 @@
     "\n",
     "# statistics\n",
     "import empiricaldist as ed\n",
-    "from scipy.stats import norm, pearsonr, linregress, spearmanr"
+    "from scipy.stats import norm, pearsonr, linregress, spearmanr, levene, ttest_ind, kruskal, mannwhitneyu\n"
    ]
   },
   {
@@ -63,7 +63,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -129,7 +129,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -175,6 +175,8 @@
    "source": [
     "# merge the two dataframes into one - using outer join to keep all rows from each df - clean up later\n",
     "students_merged = pd.merge(student_bio, student_clicks, how = 'outer', on='id_student')\n",
+    "\n",
+    "#inspect the data and dataframe\n",
     "print(students_merged.head())\n",
     "print('\\n-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-\\n')\n",
     "print(students_merged.info())\n"
@@ -212,7 +214,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -239,7 +241,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -276,7 +278,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -393,7 +395,7 @@
        "click_events                        0                   0.0"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -421,7 +423,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 7,
    "metadata": {
     "deletable": false
    },
@@ -485,7 +487,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 8,
    "metadata": {
     "deletable": false
    },
@@ -532,7 +534,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -607,7 +609,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -650,7 +652,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -701,7 +703,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -735,7 +737,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -786,7 +788,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -831,7 +833,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -899,7 +901,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -951,14 +953,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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       "text/plain": [
-       "<Figure size 1000x500 with 2 Axes>"
+       "<Figure size 1500x700 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -967,17 +969,17 @@
    ],
    "source": [
     "# create figure\n",
-    "fig = plt.figure(figsize=(10, 5))\n",
+    "fig = plt.figure(figsize=(15, 7))\n",
     "fig.suptitle('Histogram and Boxplot of \"Scores\"')\n",
     "\n",
     "# create gridspec\n",
     "gs = gridspec.GridSpec(1, 2, width_ratios=[1, 1])\n",
     "\n",
-    "# create first subplot -  first column\n",
+    "# create first subplot -  first column - histogram of scores including kde\n",
     "ax1 = plt.subplot(gs[0])\n",
     "ax1 = sns.histplot(data = students, x = 'score', bins = 25, kde = True, color = 'forestgreen')\n",
     "\n",
-    "# create second subplot - second column\n",
+    "# create second subplot - second column - boxplot of scores\n",
     "ax2 = plt.subplot(gs[1])\n",
     "ax2 = sns.boxplot(data = students, x = 'score', color = 'turquoise')\n",
     "\n",
@@ -1004,12 +1006,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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       "text/plain": [
        "<Figure size 1500x500 with 2 Axes>"
       ]
@@ -1033,18 +1035,18 @@
     "#create gridspec\n",
     "gs = gridspec.GridSpec(1,2)\n",
     "\n",
-    "#first subplot - first col - PMF\n",
+    "#first subplot - first col - PMF of scores\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",
+    "plt.title('PMF')\n",
     "\n",
     "\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_title('CDF')\n",
     "ax2.set_xlabel('Scores')\n",
     "ax2.set_ylabel('Cumulative Probability')\n",
     "\n",
@@ -1078,14 +1080,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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       "text/plain": [
-       "<Figure size 1500x500 with 2 Axes>"
+       "<Figure size 1500x700 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -1094,7 +1096,7 @@
    ],
    "source": [
     "#create figure\n",
-    "fig = plt.figure(figsize=(15, 5))\n",
+    "fig = plt.figure(figsize=(15, 7))\n",
     "fig.suptitle('Distribution of \"Click Events\"')\n",
     "\n",
     "#create gridspec\n",
@@ -1132,7 +1134,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
@@ -1198,7 +1200,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
@@ -1276,7 +1278,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
@@ -1328,13 +1330,13 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "\n",
-    "I have linked to additional EDA which is supplementary to the tasks of the assignment.  It is <b>not required</b> for the coursework but related, and I wanted to maintain a record of it.\n",
+    "I have linked to a separate notebook which contains additional EDA - specifically looking at the distributions of 'click_events' and 'scores' between subgroups.  This is supplementary to the tasks of the assignment.  It is <b>not required</b> for the coursework but related, and I wanted to maintain a record of it.\n",
     "\n",
-    "The notebook below contains between group comparisons of distributions - e.g. comparing the distributions of clicks (log10) and scores between age bands, genders and declared disability status.\n",
     "\n",
     "[Task2 supplementary](//Task2%20supplementary.ipynb)\n",
     "\n",
@@ -1431,8 +1433,8 @@
     "\n",
     "Our hypotheses:\n",
     "\n",
-    "- H0 (null hypothesis): <i> There is no relationship between 'click_events' and 'scores' </i>\n",
-    "- H1 (alternative hypothesis): <i> There is a relationship between 'click_events' and 'scores' </i>\n",
+    "* <font color = 'gray'><b>H0 (null hypothesis): </font></b><i> There is no relationship between 'click_events' and 'scores' </i>\n",
+    "* <font color = 'gray'><b>H1 (alternative hypothesis):</font></b> <i> There is a relationship between 'click_events' and 'scores' </i>\n",
     "\n",
     "Our significance level will be 0.05, which is a standard level of significance for hypothesis testing, and will give us a 95% confidence interval in regards to rejecting the null hypothesis in favour of the alternative hypothesis.\n",
     "\n",
@@ -1442,46 +1444,48 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "\n",
       "Based on Pearson's R test, there is a statistically significant relationship between engagement and attainment (r = 0.341, p = 0.000)\n"
      ]
     }
    ],
    "source": [
-    "r, p = pearsonr(students['score'], students['log_clicks'])\n",
+    "r_statistic, p_value = pearsonr(students['score'], students['log_clicks'])\n",
     "\n",
-    "if p < 0.05:\n",
-    "    print(\"Based on Pearson's R test, there is a statistically significant relationship between engagement and attainment (r = {:.3f}, p = {:.3f})\".format(r, p))\n",
+    "if p_value < 0.05:\n",
+    "    print(\"\\nBased on Pearson's R test, there is a statistically significant relationship between engagement and attainment (r = {:.3f}, p = {:.3f})\".format(r_statistic, p_value))\n",
     "else:\n",
-    "    print(\"Based on Pearson's R test, there is no statistically significant relationship between engagement and attainment (r = {:.3f}, p = {:.3f})\".format(r, p))\n",
+    "    print(\"\\nBased on Pearson's R test, there is no statistically significant relationship between engagement and attainment (r = {:.3f}, p = {:.3f})\".format(r_statistic, p_value))\n",
     "\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 46,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "\n",
       "Based on Spearman's Rank Correlation test, there is a statistically significant relationship between engagement and attainment (rho = 0.318, p = 0.000)\n"
      ]
     }
    ],
    "source": [
-    "rho, p = spearmanr(students['score'], students['log_clicks'])\n",
+    "rho, p_value = spearmanr(students['score'], students['log_clicks'])\n",
     "if p < 0.05:\n",
-    "    print(\"Based on Spearman's Rank Correlation test, there is a statistically significant relationship between engagement and attainment (rho = {:.3f}, p = {:.3f})\".format(rho, p))\n",
+    "    print(\"\\nBased on Spearman's Rank Correlation test, there is a statistically significant relationship between engagement and attainment (rho = {:.3f}, p = {:.3f})\".format(rho, p_value))\n",
     "else: \n",
-    "    print(\"Based on Spearman's Rank Correlation test, there is no statistically significant relationship between engagement and attainment (rho = {:.3f}, p = {:.3f})\".format(rho, p))\n"
+    "    print(\"\\nBased on Spearman's Rank Correlation test, there is no statistically significant relationship between engagement and attainment (rho = {:.3f}, p = {:.3f})\".format(rho, p_value))\n"
    ]
   },
   {
@@ -1489,7 +1493,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Both Pearson's and Spearman's correlation coefficients lead us to reject the null hypothesis and accept the alternative hypothesis.  This means that there is a statistically significant relationship between 'click_events' and 'scores' - a weak, positive relationship."
+    "Both Pearson's and Spearman's correlation coefficients lead us to reject the null hypothesis and accept the alternative hypothesis.  This means that there is a statistically significant (p<0.05) relationship between 'click_events' and 'scores' - a weak, positive relationship where scores increase as 'engagement' (measured by 'click_events') increases."
    ]
   },
   {
@@ -1517,19 +1521,19 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We will now investigate the effects of disability on levels of attainment.  We will do this by looking at the relationship between disability and scores.\n",
+    "We will now investigate whether declared disability status has an effect on attainment.  I will do this by considering the between disability and scores.\n",
     "\n",
-    "Declared disability is a categorical variable - it is either 'yes' or 'no'.  We will use a boxplot to visualise the relationship between disability and scores."
+    "Declared disability is a categorical variable - it is either 'yes' or 'no' - so we can plot distributions of scores for each of these groups.  I will look at testing for a statistically significant difference between the two groups in FR13."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 82,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
      "data": {
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0xIULFzAzM8Pe3l67rFOnTgwdOpRff/2VpKQkjIyMeP/99594HE/y+++/k5SUREBAAJA14aSlpSUZGRlPjN3b25uDBw+SlpamM3lrQfYZHBzMlClTtMuSk5OJjY0t0PbZk086ODjkG2P2+yC3c3z+/PkCx5uXjIwMli1bhpmZGfXr18+3bcmSJenRowc9evQgPj4ef39/xowZQ+/evYmJiWH79u2MHTuW0aNHa7fJr6zIxYsXdUbqX7p0iczMTO0kq8/qSe/1oKAgpkyZwrp169i4cSP29vba986zePzznV8MBX3f5HcMJUqUyNE+NTVVZ//Z8nvNhBBCCCHEs5HSLkIIIYQQz2nnzp0oipJjeXbN5+xSHO3atcPAwIBx48blGIWavX2zZs0wNjZm5syZOn3+/PPPxMXFERgY+MR43nvvPW7dusW8efNyrEtKSiIhIQHIKsnxuOwEf0pKyhP3s3//fp36zjdu3OCPP/6gRYsWOqPZ7ezseOutt1iyZAlLly6lZcuW2NnZPbH//Jw8eZLBgwdTokQJbc1ttVpNhw4dWLVqlXa09aOyy80AdOjQgejo6FxHxuf2WmZTq9U51s+aNSvHqOC8BAQEYGVlxcSJE0lLS8szRmdnZ/z8/Fi4cKFO6Y+tW7cWqJRIfjIyMhg4cCBnz55l4MCBWFlZ5dn23r17Os8tLCwoU6aM9v2R/To/fk6mT5+eZ58//PCDzvNZs2YB8NZbbxX4GHJjZmYGkOePGlWqVKFKlSrMnz+fVatW0alTpwLdAVDQzzeAubl5rvsv6PvG3Nw8z2Pw9vZmz549Ost++umnHH086TUTQgghhBDPRkakCyGEEEI8p08++YTExETat29P+fLlSU1NZd++fSxfvhxPT09tfe4yZcowcuRIxo8fT4MGDXjnnXfQaDQcPnwYFxcXJk2ahL29PSNGjGDs2LG0bNmSt99+m/PnzzN79mxq1KhRoFIU3bp1Y8WKFXz00Ufs3LmTevXqkZGRwblz51ixYgWbN2/mzTffZNy4cezZs4fAwEA8PDy4e/cus2fPxtXV9YmjlAEqVapEQEAAAwcORKPRMHv2bADGjh2bo21QUBAdO3YEYPz48U9zevn7779JTk4mIyODe/fusXfvXv7880+sra1Zs2aNTomUr7/+mp07d1KrVi369OmDr68v9+/f59ixY2zbtk3740FQUBCLFi1i6NChHDp0iAYNGpCQkMC2bdv4+OOPadu2ba6xtG7dmsWLF2NtbY2vry/79+9n27Zt2NraFuhYrKysmDNnDt26deONN96gU6dO2NvbEx4ezoYNG6hXr542uT9p0iQCAwOpX78+PXv25P79+8yaNYuKFStq65s/SVxcHEuWLAEgMTGRS5cusXr1ai5fvkynTp2e+Fr4+vrSqFEjqlevTsmSJTly5Ai///47AwYM0B6Pv78/33zzDWlpaZQqVYotW7Zw9erVPPu8evUqb7/9Ni1btmT//v0sWbKELl26ULVq1QIdU15MTU3x9fVl+fLl+Pj4ULJkSSpVqqQt/QNZr/tnn30GUOCyLgX9fANUr16dbdu2MXXqVFxcXPDy8qJWrVoFft/4+fmhVquZPHkycXFxaDQamjRpgoODA7179+ajjz6iQ4cONG/enJMnT7J58+YcP0o96TUTQgghhBDPSBFCCCGEEM9l48aNSs+ePZXy5csrFhYWirGxsVKmTBnlk08+USIjI3O0/+WXX5Rq1aopGo1GKVGihNKwYUNl69atOm2+//57pXz58oqRkZHi6Oio9OvXT4mJidFp07BhQ6VixYq5xpSamqpMnjxZqVixonY/1atXV8aOHavExcUpiqIo27dvV9q2bau4uLgoxsbGiouLi9K5c2flwoULTzxmQOnfv7+yZMkSpWzZsopGo1GqVaum7Ny5M9f2KSkpSokSJRRra2slKSnpif0riqLs3LlTAbR/RkZGir29veLv769MmDBBuXv3bq7bRUZGKv3791fc3NwUIyMjxcnJSWnatKny008/6bRLTExURo4cqXh5eWnbdezYUbl8+bLOcYaEhGifx8TEKD169FDs7OwUCwsLJSAgQDl37pzi4eGhBAcHa9uFhoYqgHL48OE8jy0gIECxtrZWTExMFG9vb6V79+7KkSNHdNqtWrVKqVChgqLRaBRfX19l9erVSnBwsOLh4fHE89ewYUOd82dhYaGULVtW+eCDD5QtW7bkus3jx/G///1PqVmzpmJjY6OYmpoq5cuXVyZMmKCkpqZq29y8eVNp3769YmNjo1hbWyvvvvuuEhERkePchYSEKIASFhamdOzYUbG0tFRKlCihDBgwIMd74vE4st8Lj76/cjsP+/btU6pXr64YGxvn2L+iKMrt27cVtVqt+Pj4PPH8ZXuaz/e5c+cUf39/xdTUVAG0x1DQ942iKMq8efOU0qVLK2q1WueYMzIylOHDhyt2dnaKmZmZEhAQoFy6dOmZXjMhhBBCCPH0VIqSz72rQgghhBBCFIL09HRcXFxo06YNP//8s77DEa+p6OhonJ2dGT16NKNGjdJ3OEIIIYQQ4iUiNdKFEEIIIUSRW7t2LVFRUQQFBek7FPEaW7BgARkZGXTr1k3foQghhBBCiJeMjEgXQgghhBBF5uDBg/z777+MHz8eOzs7nclJhSguO3bsICwsjFGjRtG4cWNWr16t75CEEEIIIcRLRhLpQgghhBCiyHTv3p0lS5bg5+fHggULdCZ+FKK4NGrUiH379lGvXj2WLFlCqVKl9B2SEEIIIYR4yUgiXQghhBBCCCGEEEIIIYTIh9RIF0IIIYQQQgghhBBCCCHyIYl0IYQQQgghhBBCCCGEECIfkkgXQgghhBBCCCGEEEIIIfIhiXQhhBBCCCGEEEIIIYQQIh+SSBdCCCGEEEIIIYQQQggh8iGJdCGEEEIIIYQQQgghhBAiH5JIF0IIIYQQQgghhBBCCCHyIYl0IYQQQgghhBBCCCGEECIfkkgXQgghhBBCCCGEEEIIIfIhiXQhxAsrMjKSjh07Ymtri0qlYvr06foO6ZVw7do1VCoV3333nb5DyWHMmDGoVKoi6ftpjju3ODw9Penevbv2+a5du1CpVOzatauQIxVCCCGEeHllXyP9/vvv+g6lSL2o14KPX7MWluxr6QULFhR63wCNGjWiUqVKzxRHQa7dhRCiMEgiXYhX2OXLl/nwww8pXbo0JiYmWFlZUa9ePWbMmEFSUpK2naenJyqVCpVKhYGBATY2NlSuXJm+ffty8ODBXPvObv/4n5OTU6HFP2TIEDZv3syIESNYvHgxLVu2zLPtoxdTnp6ejBkzRmf9tWvX6NGjB97e3piYmODk5IS/vz8hISGFFq++POnY9WXBggU67w0TExNcXFwICAhg5syZPHz4UN8hFrply5YVyQ8+8fHxhISEUKlSJczNzbG1tcXPz49BgwYRERGhbffXX3899+s/ceJE1q5d+3wBCyGEEEIUsezkafafmZkZ7u7utGnThtDQUFJSUvQd4gvt0XNnaGhIyZIlqV69OoMGDSIsLEzf4RW6sLAwxowZw7Vr1/QdihDiJWao7wCEEEVjw4YNvPvuu2g0GoKCgqhUqRKpqan8888/DBs2jDNnzvDTTz9p2/v5+fHpp58C8PDhQ86ePcvKlSuZN28eQ4YMYerUqTn20bx5c4KCgnSWmZqaFtox7Nixg7Zt2/LZZ589Vz+XLl2iRo0amJqa0rNnTzw9Pbl9+zbHjh1j8uTJjB07tpAiFrkZN24cXl5epKWlcefOHXbt2sXgwYOZOnUqf/75J1WqVNG2/eqrr/jiiy/0GG3B4/D39ycpKQljY2PtsmXLlnH69GkGDx5caLGkpaXh7+/PuXPnCA4O5pNPPiE+Pp4zZ86wbNky2rdvj4uLC5CVSP/hhx+eK5k+ceJEOnbsSLt27QrnAIQQQgghitCcOXOwsLAgJSWFW7dusXnzZnr27Mn06dNZv349bm5u+g7xhZX9fU5RFOLi4jh58iQLFy5k9uzZTJ48maFDh2rbenh4kJSUhJGRkR4jLngc58+fx8Dg/8eOhoWFMXbsWBo1aoSnp2cRRymEeFVJIl2IV9DVq1fp1KkTHh4e7NixA2dnZ+26/v37c+nSJTZs2KCzTalSpfjggw90lk2ePJkuXbowbdo0ypYtS79+/XTW+/j45NimMN29excbG5vn7mfatGnEx8dz4sQJPDw8cuyjOCUkJGBubl6s+9S3t956izfffFP7fMSIEezYsYPWrVvz9ttvc/bsWe0PMIaGhhga6v+fpoLEYWBggImJSZHHsnbtWo4fP87SpUvp0qWLzrrk5GRSU1OLPAYhhBBCiBdVx44dsbOz0z4fPXo0S5cuJSgoiHfffZcDBw7oMbqC08f3hNy+z3399de0adOGTz/9lPLly9OqVSsA7R2m+lbQODQaTTFEI4R43UhpFyFeQd988w3x8fH8/PPPOkn0bGXKlGHQoEFP7MfU1JTFixdTsmRJJkyYgKIohRLflStXePfddylZsiRmZmbUrl1bJ7GfXRJEURR++OEH7S2Hz+ry5cu4urrmSKIDODg45Fi2ceNGGjZsiKWlJVZWVtSoUYNly5bptFm5ciXVq1fH1NQUOzs7PvjgA27duqXTpnv37lhYWHD58mVatWqFpaUlXbt2BSAzM5Pp06dTsWJFTExMcHR05MMPPyQmJkanjyNHjhAQEICdnR2mpqZ4eXnRs2fPZz4Xj5s2bRoeHh6YmprSsGFDTp8+rV0XGhqKSqXi+PHjObabOHEiarU6xzEXVJMmTRg1ahTXr19nyZIl2uW51TfcunUr9evXx8bGBgsLC8qVK8eXX36pXZ+amsro0aOpXr061tbWmJub06BBA3bu3PlMx51XHI97vC5mo0aN2LBhA9evX9e+Zz09PYmPj8fc3DzXz9zNmzdRq9VMmjQpz/1cvnwZgHr16uVYl12yCbLebz/88AOge6tutu+++466detia2uLqakp1atXz1G7VKVSkZCQwMKFC7XbZ9eW7N69e66jd57lNRNCCCHEqy8jI4Mvv/wSJycnzM3Nefvtt7lx44Z2fUhICEZGRkRFReXYtm/fvtjY2JCcnPxM++7atSu9e/fm4MGDbN26VWfdwYMHadmyJdbW1piZmdGwYUP27t2bo49bt27Rq1cvXFxc0Gg0eHl50a9fv3wHMfz999+8++67uLu7o9FocHNzY8iQITplNaFwvicoisL//vc/XF1dMTMzo3Hjxpw5c+aZztejbG1t+e233zA0NGTChAna5bnVJr9z5w49evTA1dUVjUaDs7Mzbdu21Smf8scffxAYGKg9j97e3owfP56MjIxc93/06FHq1q2r/e4zd+5cnfUFrdX+aI30BQsW8O677wLQuHFj7XXurl27CA4Oxs7OjrS0tBx9tGjRgnLlyuW7HyHE60US6UK8gtatW0fp0qWpW7fuc/dlYWFB+/btuXXrVo5aecnJyURHR+v8PakWYWRkJHXr1mXz5s18/PHHTJgwgeTkZN5++23WrFkDZJXMWLx4MZB1u+HixYu1z5+Fh4cHN27cYMeOHU9su2DBAgIDA7l//z4jRozg66+/xs/Pj02bNum0ee+997QJ0D59+rB69Wrq169PbGysTn/p6ekEBATg4ODAd999R4cOHQD48MMPGTZsmLZmfY8ePVi6dCkBAQHai7i7d+/SokULrl27xhdffMGsWbPo2rVroY2qWbRoETNnzqR///6MGDGC06dP06RJEyIjI4Gs0T2mpqYsXbo0x7ZLly6lUaNGlCpV6pn3361bNwC2bNmSZ5szZ87QunVrUlJSGDduHFOmTOHtt9/W+bLz4MED5s+fT6NGjZg8eTJjxowhKiqKgIAATpw48dTH/axGjhyJn58fdnZ22vfs9OnTtZ+h5cuX5/jC8Ouvv6IoivaLU26yfwBatGhRvj9mffjhhzRv3hxAu/9HPzczZsygWrVqjBs3jokTJ2JoaMi7776r8yPW4sWL0Wg0NGjQQLv9hx9++FTnoSCvmRBCCCFefRMmTGDDhg0MHz6cgQMHsnXrVpo1a6ZNKnfr1o309HSWL1+us11qaiq///47HTp0eK4R0Llda+7YsQN/f38ePHhASEgIEydOJDY2liZNmnDo0CFtu4iICGrWrMlvv/3G+++/z8yZM+nWrRu7d+8mMTExz32uXLmSxMRE+vXrx6xZswgICGDWrFk5ymHC831PgKyR96NGjaJq1ap8++23lC5dmhYtWpCQkPDM5yybu7s7DRs25MCBAzx48CDPdh06dGDNmjX06NGD2bNnM3DgQB4+fEh4eLi2zYIFC7CwsGDo0KHMmDGD6tWrM3r06FzLKMbExNCqVSuqV6/ON998g6urK/369eOXX355ruPx9/dn4MCBAHz55Zfa69wKFSrQrVs37t27x+bNm3W2uXPnDjt27CjSO7CFEC8hRQjxSomLi1MApW3btgXexsPDQwkMDMxz/bRp0xRA+eOPP7TLgFz/QkND893X4MGDFUD5+++/tcsePnyoeHl5KZ6enkpGRobOPvr371/g48jL6dOnFVNTUwVQ/Pz8lEGDBilr165VEhISdNrFxsYqlpaWSq1atZSkpCSddZmZmYqiKEpqaqri4OCgVKpUSafN+vXrFUAZPXq0dllwcLACKF988YVOX3///bcCKEuXLtVZvmnTJp3la9asUQDl8OHDz30OHnX16lUFUExNTZWbN29qlx88eFABlCFDhmiXde7cWXFxcdF5XY4dO1ag1zo0NPSJ8VtbWyvVqlXTPg8JCVEe/acp+70XFRWVZx/p6elKSkqKzrKYmBjF0dFR6dmz5zMd9+NxKErW5yQ4OFj7fOfOnQqg7Ny5U7ssMDBQ8fDwyBHj5s2bFUDZuHGjzvIqVaooDRs2zPPYFEVREhMTlXLlyimA4uHhoXTv3l35+eeflcjIyBxt+/fvnyPuR/t5VGpqqlKpUiWlSZMmOsvNzc11jjNbcHBwrsf2LK+ZEEIIIV5d2ddIpUqVUh48eKBdvmLFCgVQZsyYoV1Wp04dpVatWjrbr169Osc1Vm6yr0HyuuaIiYlRAKV9+/aKomRdz5ctW1YJCAjQXtsrStY1kpeXl9K8eXPtsqCgIMXAwCDX69jsbXO7Fnz8ektRFGXSpEmKSqVSrl+/rl32vN8T7t69qxgbGyuBgYE6x/Lll18qQK7Xco970netQYMGKYBy8uRJRVH+/1o6+ztA9vn99ttv891Pbufkww8/VMzMzJTk5GTtsoYNGyqAMmXKFO2ylJQUxc/PT3FwcFBSU1NzjUNRCnbtvnLlylzfVxkZGYqrq6vy/vvv6yyfOnWqolKplCtXruR7fEKI14uMSBfiFZM9YsDS0rLQ+rSwsACyJiF9VNu2bdm6davOX0BAQL59/fXXX9SsWZP69evr9N+3b1+uXbtWJDPEV6xYkRMnTvDBBx9w7do1ZsyYQbt27XB0dGTevHnadlu3buXhw4d88cUXOUa/ZJeuOHLkCHfv3uXjjz/WaRMYGEj58uVz1J4HctSWX7lyJdbW1jRv3lxnNH/16tWxsLDQliTJrg+/fv36XG81fF7t2rXTGVFes2ZNatWqxV9//aVdFhQUREREhE6ZlKVLl2JqaqodNfM8LCwscryvHpV9Dv744w8yMzNzbaNWq7UTfmZmZnL//n3S09N58803OXbsWI72BTnuwtasWTNcXFx0RvefPn2af//994mjXExNTTl48CDDhg0Dskb19OrVC2dnZz755JMn3gXyaD/ZYmJiiIuLo0GDBrmeo+dRkNdMCCGEEK++oKAgne8kHTt2xNnZOce15sGDB7Wl7CDrWtPNzY2GDRs+1/4f/w5z4sQJLl68SJcuXbh37572GjwhIYGmTZuyZ88eMjMzyczMZO3atbRp00Znnp9s+ZX/e/R6KyEhgejoaOrWrYuiKLmWS3zW7wnbtm0jNTWVTz75RCeewpzwPq/vgNlMTU0xNjZm165dOcrOPN4u28OHD4mOjqZBgwYkJiZy7tw5nbaGhoY6d0MaGxvz4YcfcvfuXY4ePfo8h5MnAwMDunbtyp9//qlzrEuXLqVu3bp4eXkVyX6FEC8nSaQL8YrJrpecX3LyacXHxwM5k/Ourq40a9ZM5y+3muyPun79eq515ipUqKBdXxR8fHxYvHgx0dHR/Pvvv9rSFn379mXbtm3A/9eirlSpUp79ZMeX2zGUL18+R/yGhoa4urrqLLt48SJxcXE4ODhgb2+v8xcfH6+dALVhw4Z06NCBsWPHYmdnR9u2bQkNDS1w4vRJypYtm2OZj4+PTk3D5s2b4+zsrE0AZ2Zm8uuvv9K2bdtC+bEmPj4+337ef/996tWrR+/evXF0dKRTp06sWLEiR4J24cKFVKlSBRMTE2xtbbG3t2fDhg3ExcXl6LMgx13Ysi/Q165dq70deOnSpZiYmGjrNebH2tqab775hmvXrnHt2jV+/vlnypUrx/fff8/48eMLFMP69eupXbs2JiYmlCxZEnt7e+bMmZPrOXoeBX3NhBBCCPFqe/yaS6VSUaZMGZ1rrvfffx+NRqO91oyLi2P9+vV07dr1ueZIgpzfYS5evAhAcHBwjmvw+fPnk5KSQlxcHFFRUTx48CDf7wR5CQ8Pp3v37pQsWRILCwvs7e21Pwg8fs31PN8Tsr9zPH6O7e3tKVGixFPHnZu8vgNm02g0TJ48mY0bN+Lo6Ii/vz/ffPMNd+7c0Wl35swZ2rdvj7W1NVZWVtjb22sHkjx+TlxcXHJMuOrj4wNQpNfqQUFBJCUlaUuNnj9/nqNHj2rLAwkhRDZDfQcghChcVlZWuLi45Jg88Xlk91WmTJlC61Nf1Go1lStXpnLlytSpU4fGjRuzdOlSmjVrViT702g0GBjo/maZmZmJg4NDrrXHIesCGLK+bPz+++8cOHCAdevWsXnzZnr27MmUKVM4cOCAdpRIUVKr1XTp0oV58+Yxe/Zs9u7dS0RERKHUCrx58yZxcXH5vq9MTU3Zs2cPO3fuZMOGDWzatInly5fTpEkTtmzZglqtZsmSJXTv3p127doxbNgwHBwctPXrHx3dpG9BQUF8++23rF27ls6dO7Ns2TJat26NtbX1U/Xj4eFBz549ad++PaVLl2bp0qX873//y3ebv//+m7fffht/f39mz56Ns7MzRkZGhIaG5phINy95fZl9vO57QV4zIYQQQgiAEiVK0Lp1a5YuXcro0aP5/fffSUlJKZRrzce/w2T/qP/tt9/i5+eX6zYWFhbcv3//mfaXkZFB8+bNuX//PsOHD6d8+fKYm5tz69YtunfvnmNQwfN8TygOp0+fRq1W5zsie/DgwbRp04a1a9eyefNmRo0axaRJk9ixYwfVqlUjNjaWhg0bYmVlxbhx4/D29sbExIRjx44xfPjwF2agha+vL9WrV2fJkiUEBQWxZMkSjI2Nee+99/QdmhDiBSOJdCFeQa1bt+ann35i//791KlT57n6io+PZ82aNbi5uWlHjT8PDw8Pzp8/n2N59m192RMrFofsWzVv374NgLe3N5B10ZhXcjc7vvPnz9OkSROddefPny9Q/N7e3mzbto169erp3OqYl9q1a1O7dm0mTJjAsmXL6Nq1K7/99hu9e/d+4rb5yR6V86gLFy7g6empsywoKIgpU6awbt06Nm7ciL29/RNL+BRE9kSYT+rLwMCApk2b0rRpU6ZOncrEiRMZOXIkO3fupFmzZvz++++ULl2a1atX6yR7Q0JCcu2voMf9LPIbOVWpUiWqVavG0qVLcXV1JTw8nFmzZj3zvkqUKIG3t7fOj2Z57X/VqlWYmJiwefNmNBqNdnloaGiBj6FEiRI5JtOF3O8iedJrJoQQQohX3+PXXIqicOnSJapUqaKzPCgoiLZt23L48GGWLl1KtWrVqFix4nPv//FrzexrfSsrq3yvR+zt7bGysnrqgUmnTp3iwoULLFy4UGdy0a1btxa4j4J+T8j+znHx4kVKly6tXR4VFZVvmZWCCg8PZ/fu3dSpU+eJd6F6e3vz6aef8umnn3Lx4kX8/PyYMmUKS5YsYdeuXdy7d4/Vq1fj7++v3ebq1au59hUREUFCQoLOqPQLFy4APPe1+pPucAgKCmLo0KHcvn2bZcuWERgYWGij+4UQrw4p7SLEK+jzzz/H3Nyc3r17ExkZmWP95cuXmTFjxhP7SUpKolu3bty/f5+RI0c+9+2VAK1ateLQoUPs379fuywhIYGffvoJT09PfH19n3sfj/v7779zrTGeXZ8xu0xLixYtsLS0ZNKkSSQnJ+u0VRQFyEq+Ozg4MHfuXJ0SKxs3buTs2bMEBgY+MZ733nuPjIyMXEtypKena5OVMTEx2v1myx49UxjlXdauXcutW7e0zw8dOsTBgwd56623dNpVqVKFKlWqMH/+fFatWkWnTp0wNHy+32F37NjB+PHj8fLyomvXrnm2y21E0OPnIHuE86Pn6uDBgzrvsUcV9Lifhbm5eb6lUrp168aWLVuYPn06tra2BdrnyZMniY6OzrH8+vXrhIWF6ZQZyv7S8XjCW61Wo1KpdEaPX7t2jbVr1+Z6DLklzL29vYmLi+Pff//VLrt9+7b2FthsBXnNhBBCCPHqW7RokU65yd9//53bt2/nuP556623sLOzY/LkyezevbtQRqMvW7aM+fPnU6dOHZo2bQpA9erV8fb25rvvvtOWLXlUVFQUkDUgoF27dqxbt44jR47kaPf49Xm23K5JFUUp0PeubAX9ntCsWTOMjIyYNWuWzv6mT59e4H3l5f79+3Tu3JmMjAxGjhyZZ7vExMQc35m8vb2xtLTM9zo9NTWV2bNn59pneno6P/74o07bH3/8EXt7e6pXr/7MxwR5Xydn69y5MyqVikGDBnHlypVCeR8KIV49MiJdiFeQt7c3y5Yt4/3336dChQoEBQVRqVIlUlNT2bdvHytXrqR79+4629y6dYslS5YAWaPQw8LCWLlyJXfu3OHTTz/VmfTleXzxxRf8+uuvvPXWWwwcOJCSJUuycOFCrl69yqpVq3Lc3lgYJk+ezNGjR3nnnXe0I2COHTvGokWLKFmypHZSHisrK6ZNm0bv3r2pUaMGXbp0oUSJEpw8eZLExEQWLlyIkZERkydPpkePHjRs2JDOnTsTGRnJjBkz8PT0ZMiQIU+Mp2HDhnz44YdMmjSJEydO0KJFC4yMjLh48SIrV65kxowZdOzYkYULFzJ79mzat2+Pt7c3Dx8+ZN68eVhZWdGqVavnPi9lypShfv369OvXj5SUFG1y9/PPP8/RNigoiM8++wzgqS8qN27cyLlz50hPTycyMpIdO3awdetWPDw8+PPPP3NM7PqocePGsWfPHgIDA/Hw8ODu3bvMnj0bV1dX7YS1rVu3ZvXq1bRv357AwECuXr3K3Llz8fX1zfVL0tMc99OqXr06y5cvZ+jQodSoUQMLCwvatGmjXd+lSxc+//xz1qxZQ79+/TAyMnpin1u3biUkJIS3336b2rVrY2FhwZUrV/jll19ISUlhzJgxOvsHGDhwIAEBAajVajp16kRgYCBTp06lZcuWdOnShbt37/LDDz9QpkwZncR4dh/btm1j6tSpuLi44OXlRa1atejUqRPDhw+nffv2DBw4kMTERObMmYOPj4/OhKUFec2EEEII8eorWbIk9evXp0ePHkRGRjJ9+nTKlClDnz59dNoZGRnRqVMnvv/+e9RqNZ07d36q/fz+++9YWFiQmprKrVu32Lx5M3v37qVq1aqsXLlS287AwID58+fz1ltvUbFiRXr06EGpUqW4desWO3fuxMrKinXr1gEwceJEtmzZQsOGDenbty8VKlTg9u3brFy5kn/++Uc7ufqjypcvj7e3N5999hm3bt3CysqKVatWPdUI8YJ+T7C3t+ezzz5j0qRJtG7dmlatWnH8+HE2btyInZ1dgfd34cIFlixZgqIoPHjwgJMnT7Jy5Uri4+O11475bdu0aVPee+89fH19MTQ0ZM2aNURGRtKpUycA6tatS4kSJQgODmbgwIGoVCoWL16c548RLi4uTJ48mWvXruHj48Py5cs5ceIEP/30U4Gum/Pj5+eHWq1m8uTJxMXFodFoaNKkCQ4ODkDWnQgtW7Zk5cqV2NjYFGiAlBDiNaQIIV5ZFy5cUPr06aN4enoqxsbGiqWlpVKvXj1l1qxZSnJysradh4eHAiiAolKpFCsrK6VixYpKnz59lIMHD+baN6D079//meK6fPmy0rFjR8XGxkYxMTFRatasqaxfv75Q9/GovXv3Kv3791cqVaqkWFtbK0ZGRoq7u7vSvXt35fLlyzna//nnn0rdunUVU1NTxcrKSqlZs6by66+/6rRZvny5Uq1aNUWj0SglS5ZUunbtqty8eVOnTXBwsGJubp5nXD/99JNSvXp1xdTUVLG0tFQqV66sfP7550pERISiKIpy7NgxpXPnzoq7u7ui0WgUBwcHpXXr1sqRI0ee63xcvXpVAZRvv/1WmTJliuLm5qZoNBqlQYMGysmTJ3Pd5vbt24parVZ8fHwKvJ/Q0FDt+wpQjI2NFScnJ6V58+bKjBkzlAcPHuTYJiQkRHn0n6bt27crbdu2VVxcXBRjY2PFxcVF6dy5s3LhwgVtm8zMTGXixImKh4eHotFolGrVqinr169XgoODFQ8Pj2c67sfjUJSsz0lwcLD2+c6dOxVA2blzp3ZZfHy80qVLF8XGxkYBdPafrVWrVgqg7Nu3r0Dn8cqVK8ro0aOV2rVrKw4ODoqhoaFib2+vBAYGKjt27NBpm56ernzyySeKvb29olKpdI7h559/VsqWLatoNBqlfPnySmhoaK7Hee7cOcXf318xNTVVAJ1j3rJli1KpUiXF2NhYKVeunLJkyZJnes2EEEII8erKvkb69ddflREjRigODg6KqampEhgYqFy/fj3XbQ4dOqQASosWLQq8n+xrkOw/ExMTxdXVVWndurXyyy+/6HzfedTx48eVd955R7G1tVU0Go3i4eGhvPfee8r27dt12l2/fl0JCgpS7O3tFY1Go5QuXVrp37+/kpKSonOcj14LhoWFKc2aNVMsLCwUOzs7pU+fPsrJkycVQAkNDdW2e97vCYqiKBkZGcrYsWMVZ2dnxdTUVGnUqJFy+vTpHNeseXn03BkYGCg2NjZKtWrVlEGDBilnzpzJ0T77Wjr7OKKjo5X+/fsr5cuXV8zNzRVra2ulVq1ayooVK3S227t3r1K7dm3F1NRUcXFxUT7//HNl8+bNOc5dw4YNlYoVKypHjhxR6tSpo5iYmCgeHh7K999/n28cilKwa3dFUZR58+YppUuXVtRqdY79K4qirFixQgGUvn37PvH8CSFeTypFyeOnQCGEEOI/0dHRODs7M3r0aEaNGqXvcF5q7du359SpU1y6dEnfoQghhBBCvBBOnjyJn58fixYtolu3bvoOR7ym/vjjD9q1a8eePXto0KCBvsMRQryApEa6EEKIJ1qwYAEZGRnyxeY53b59mw0bNsh5FEIIIYR4xLx587CwsOCdd97RdyjiNTZv3jxKly4t5QiFEHmSGulCCCHytGPHDsLCwpgwYQLt2rXD09NT3yG9lK5evcrevXuZP38+RkZGhTbngBBCCCHEy2zdunWEhYXx008/MWDAAO2EkEIUp99++41///2XDRs2MGPGDFQqlb5DEkK8oKS0ixBCiDw1atSIffv2Ua9ePZYsWUKpUqX0HdJLacGCBfTo0QN3d3emTJlCx44d9R2SEEIIIYTeeXp6EhkZSUBAAIsXL8bS0lLfIYnXkEqlwsLCgvfff5+5c+diaChjToUQuZNEuhBCCCGEEAKAPXv28O2333L06FFu377NmjVraNeuXb7b7Nq1i6FDh3LmzBnc3Nz46quv6N69e7HEK4QQQgghRHGRGulCCCGEEEIIABISEqhatSo//PBDgdpfvXqVwMBAGjduzIkTJxg8eDC9e/dm8+bNRRypEEIIIYQQxUtGpAshhBBCCCFyUKlUTxyRPnz4cDZs2MDp06e1yzp16kRsbCybNm0qhiiFEEIIIYQoHq9d4afMzEwiIiKwtLSUCSSEEEIIIcRzUxSFhw8f4uLigoHB63XD5/79+2nWrJnOsoCAAAYPHpznNikpKaSkpGifp6enc/bsWdzc3F678yeEEEIIIQpfZmYmkZGRVKtWrVDnPXjtEukRERG4ubnpOwwhhBBCCPGKuXHjBq6urvoOo1jduXMHR0dHnWWOjo48ePCApKQkTE1Nc2wzadIkxo4dW1whCiGEEEKI19ShQ4eoUaNGofX32iXSs2cBv3HjBlZWVnqORgghhBBCvOwePHiAm5ub9jpT5G/EiBEMHTpU+/zGjRtUqlRJrs+FEEIIIUShyL4+f3zAx/N67RLp2eVcrKys5EJdCCGEEEIUmtexbKCTkxORkZE6yyIjI7Gyssp1NDqARqNBo9Fon1tbWwNyfS6EEEIIIQpXYZcNlCKEQgghhBBCiGdSp04dtm/frrNs69at1KlTR08RCSGEEEIIUTQkkS6EEEIIIYQAID4+nhMnTnDixAkArl69yokTJwgPDweyyrIEBQVp23/00UdcuXKFzz//nHPnzjF79mxWrFjBkCFD9BG+EEIIIYQQRUYS6UIIIYQQQggAjhw5QrVq1ahWrRoAQ4cOpVq1aowePRqA27dva5PqAF5eXmzYsIGtW7dStWpVpkyZwvz58wkICNBL/EIIIYQQQhSV165GekFlZGSQlpam7zCEeGEZGRmhVqv1HYYQQgghClGjRo1QFCXP9QsWLMh1m+PHjxdhVEIIIYQQryfJT+ZOXzkpSaQ/RlEU7ty5Q2xsrL5DEeKFZ2Njg5OT02s5uZoQQgghhBBCCCFEUZD85JPpIyclifTHZL9JHRwcMDMzkwShELlQFIXExETu3r0LgLOzs54jEkIIIYQQQgghhHg1SH4yb/rMSUki/REZGRnaN6mtra2+wxHihWZqagrA3bt3cXBwkDIvQgghhBBCCCGEEM9J8pNPpq+clEw2+ojsmkNmZmZ6jkSIl0P2Z0XqdQkhhBBCCCGEEEI8P8lPFow+clKSSM+F3C4hRMHIZ0UIIYQQQgghhBCi8EnOJX/6OD+SSBdCCCGEEEIIIYQQQggh8iGJdPFC6d69O+3atdPLvq9du4ZKpeLEiRMvVF8AY8aMwc/PL982j5+7Ro0aMXjwYO1zT09Ppk+fXijxCCGEEEIIIYQQQogXx6N5oMLMAe3atQuVSkVsbGyebRYsWICNjY32+eN5LH3m+wqTXhPpe/bsoU2bNri4uKBSqVi7du0Tt9m1axdvvPEGGo2GMmXKsGDBgiKP82XQvXt3VCoVX3/9tc7ytWvXPvetDgsWLEClUqFSqVCr1ZQoUYJatWoxbtw44uLinqvvl02jRo2050Kj0VCqVCnatGnD6tWrddq5ublx+/ZtKlWqVGyxzZgxI9/Pw+HDh+nbt6/2eUE/c0IIIYQQQgghhBDi5fF4Dqiovf/++1y4cCHP9Y/nrB4f/Pmy0GsiPSEhgapVq/LDDz8UqP3Vq1cJDAykcePGnDhxgsGDB9O7d282b95cxJG+HExMTJg8eTIxMTGF3reVlRW3b9/m5s2b7Nu3j759+7Jo0SL8/PyIiIgo9P09j6KeZKBPnz7cvn2by5cvs2rVKnx9fenUqZPO/6DUajVOTk4YGhoWaSyPsra21vn173H29vYyUYUQQgghhBBCCCHEK664c0CmpqY4ODjkuf5JOauXhV4T6W+99Rb/+9//aN++fYHaz507Fy8vL6ZMmUKFChUYMGAAHTt2ZNq0aUUc6cuhWbNmODk5MWnSpHzbrVq1iooVK6LRaPD09GTKlClP7FulUuHk5ISzszMVKlSgV69e7Nu3j/j4eD7//HNtu8zMTCZNmoSXlxempqZUrVqV33//XaevM2fO0Lp1a6ysrLC0tKRBgwZcvnw51/1u2rSJ+vXrY2Njg62tLa1bt9Zpm11CZfny5TRs2BATExOWLl0KwPz586lQoQImJiaUL1+e2bNn6/R96NAhqlWrhomJCW+++SbHjx9/4nmArFmBnZyccHV1pXbt2kyePJkff/yRefPmsW3bNp24sku7xMTE0LVrV+zt7TE1NaVs2bKEhoZq+xw+fDg+Pj6YmZlRunRpRo0alesPAj/++CNubm6YmZnx3nvv6dwR8KTbZB69rcfT0xOA9u3bo1Kp8PT05Nq1axgYGHDkyBGd7aZPn46HhweZmZkFOj9CCCGEEEIIIYQQougkJCQQFBSEhYUFzs7OOXJ7j+aAFEVhzJgxuLu7o9FocHFxYeDAgdq2ixcv5s0338TS0hInJye6dOnC3bt3c+xz7969VKlSBRMTE2rXrs3p06e16x4v7fK4R3NW3bt3Z/fu3cyYMUNb9eHq1auUKVOG7777Tme7EydOoFKpuHTp0lOeoaLxUtVI379/P82aNdNZFhAQwP79+4tsn4qikJiarpc/RVGeKla1Ws3EiROZNWsWN2/ezLXN0aNHee+99+jUqROnTp1izJgxjBo16plK5Dg4ONC1a1f+/PNPMjIyAJg0aRKLFi1i7ty5nDlzhiFDhvDBBx+we/duAG7duoW/vz8ajYYdO3Zw9OhRevbsSXp6eq77SEhIYOjQoRw5coTt27djYGBA+/btcyR1v/jiCwYNGsTZs2cJCAhg6dKljB49mgkTJnD27FkmTpzIqFGjWLhwIQDx8fG0bt0aX19fjh49ypgxY/jss8+e+hxkCw4OpkSJEjlKvGQbNWoUYWFhbNy4kbNnzzJnzhzs7Oy06y0tLVmwYAFhYWHMmDGDefPm5fiB6NKlS6xYsYJ169axadMmjh8/zscff/xM8R4+fBiA0NBQbt++zeHDh/H09KRZs2Y6Cf7sNt27d8fA4KX634UQQojXUFxMNIf/nEtmHtcVQgghhBBCvAqGDRvG7t27+eOPP9iyZQu7du3i2LFjubZdtWoV06ZN48cff+TixYusXbuWypUra9enpaUxfvx4Tp48ydq1a7l27Rrdu3fPdZ9Tpkzh8OHD2Nvb06ZNm2eqCjFjxgzq1Kmjrfhw+/Zt3N3d6dmzZ645KX9/f8qUKfPU+ykKxVd3ohDcuXMHR0dHnWWOjo48ePCApKQkTE1Nc2yTkpJCSkqK9vmDBw+eap9JaRn4jtZP6ZiwcQGYGT/dS9S+fXv8/PwICQnh559/zrF+6tSpNG3alFGjRgHg4+NDWFgY3377ba4fkicpX748Dx8+5N69e1hbWzNx4kS2bdtGnTp1AChdujT//PMPP/74Iw0bNuSHH37A2tqa3377DSMjI20MeenQoYPO819++QV7e3vCwsJ06o8PHjyYd955R/s8JCSEKVOmaJd5eXkRFhbGjz/+SHBwMMuWLSMzM5Off/4ZExMTKlasyM2bN+nXr99TnwMAAwMDfHx8uHbtWq7rw8PDqVatGm+++Sbw/yPCs3311Vfax56ennz22Wf89ttvOqP9k5OTWbRoEaVKlQJg1qxZBAYGMmXKFJycnJ4qXnt7ewBsbGx0tu3duzcfffQRU6dORaPRcOzYMU6dOsUff/zxVP0LIYQQxSXxwT3O7V6OOmwtFRKPUEOVQZi9B7513tJ3aHo1adIkVq9ezblz5zA1NaVu3bpMnjyZcuXKads0atRIO9gh24cffsjcuXO1z8PDw+nXrx87d+7EwsKC4OBgJk2apFO+bteuXQwdOpQzZ87g5ubGV1999UzXlUIIIYQQ4sni4+P5+eefWbJkCU2bNgVg4cKFuLq65to+PDwcJycnmjVrhpGREe7u7tSsWVO7vmfPntrHpUuXZubMmdSoUYP4+HgsLCy060JCQmjevLnO/tasWcN77733VPFbW1tjbGysrfiQrXv37owePZpDhw5Rs2ZN0tLSWLZsWY5R6vr0UiXSn8WkSZMYO3asvsMoVpMnT6ZJkya5jrA+e/Ysbdu21VlWr149pk+fTkZGBmq1+qn2lT1qPvs2i8TERO2HKltqairVqlUDsm7JaNCggTaJ/iQXL15k9OjRHDx4kOjoaO1I9PDwcJ1EenaCGrJGsV++fJlevXrRp08f7fL09HSsra2BrPOQfTtKtuzk/7NSFCXPiV379etHhw4dOHbsGC1atKBdu3bUrVtXu3758uXMnDmTy5cvEx8fT3p6OlZWVjp9uLu7a5Po2fFmZmZy/vz5p06k56Vdu3b079+fNWvW0KlTJxYsWEDjxo1zJP6FEEIIfVEyM4iLvM6NY1sgbC3l4g/xhirrzjhUcNXAnbTkeP0G+QLYvXs3/fv3p0aNGqSnp/Pll1/SokULwsLCMDc317br06cP48aN0z5/tJZmRkYGgYGBODk5sW/fPm7fvk1QUBBGRkZMnDgR+P85jD766COWLl3K9u3b6d27N87OzgQEBBTfAQshhBDipRQeHk50dHSR9W9nZ4e7u3uR9a8Ply9fJjU1lVq1ammXlSxZUmfAxKPeffddpk+fTunSpWnZsiWtWrWiTZs22oER2ZUaTp48SUxMjE7uzdfXV9vPo3mz7P2dPXu20I7LxcWFwMBAfvnlF2rWrMm6detISUnh3XffLbR9PK+XKpHu5OREZGSkzrLIyEisrKxyHY0OMGLECIYOHap9/uDBA9zc3Aq8T1MjNWHj9PMlwNTo6ZLa2fz9/QkICGDEiBFFPhro7NmzWFlZYWtry5UrVwDYsGGDTsIXQKPRAOT5OuWlTZs2eHh4MG/ePFxcXMjMzKRSpUqkpqbqtHv0C2F8fNaX53nz5un8TwV46h8KCiojI4OLFy9So0aNXNe/9dZbXL9+nb/++outW7fStGlT+vfvz3fffcf+/fvp2rUrY8eOJSAgQDtivyC16wubsbExQUFBhIaG8s4777Bs2TJmzJhR7HEIIYR4vaWmZ3L11m3uXDlFYsQ5jGIvYxl/DbuUcFwyIrBRpWKT3VgFV1Tu3C4VgEvdznj5Vtdj5C+OTZs26TxfsGABDg4OHD16FH9/f+3yx0cCPWrLli2EhYWxbds2HB0d8fPzY/z48QwfPpwxY8ZgbGysM4cRQIUKFfjnn3+YNm2aJNKFEEIIka/w8HDKV6hAUmJi1gKVAWozawxMLUmPi0RJS8m/gwIwNTPj3Nmzr1wy/Wm4ublx/vx5tm3bxtatW/n444/59ttv2b17N6mpqQQEBGjLJNvb2xMeHk5AQECO3Ftx6N27N926dWPatGmEhoby/vvvF+ukqU/yUiXS69Spw19//aWzbOvWrfmOJNZoNNok7rNQqVRPXV7lRfD111/j5+eX49eoChUqsHfvXp1le/fuxcfH56mTzHfv3mXZsmW0a9cOAwMDfH190Wg0hIeH07Bhw1y3qVKlCgsXLiQtLe2Jo9Lv3bvH+fPnmTdvHg0aNADgn3/+eWJcjo6OuLi4cOXKFbp27ZprmwoVKrB48WKSk5O1o9IPHDjwxL7zsnDhQmJiYnKUonmUvb09wcHBBAcH06BBA4YNG8Z3333Hvn378PDwYOTIkdq2169fz7F9eHg4ERERuLi4aOM1MDDI8xfHJzEyMtLWtn9U7969qVSpErNnzyY9PV2nZI4QQghR2JIf3ufi8b+JvXoM1f1LWMZfwzn9JuVUseT6L5wKUhU11w3cuO3cDMc67+NTqQal87grTGTJnqC8ZMmSOsuXLl3KkiVLcHJyok2bNowaNUr7ZWX//v1UrlxZp7RiQEAA/fr148yZM1SrVi3POYwGDx6cZyyPl158+PDh8x6eEEIIIV5C0dHRpKrNqTt8DjHqkiRlgEL2NZ2CuSFYGym4mGVSyjQTw6ecui0y/DJLJw8jOjr6lUqke3t7Y2RkxMGDB7XHFRMTw4ULF/LMx5mamtKmTRvatGlD//79KV++PKdOnUJRFO7du8fXX3+tHXh85MiRXPs4cOBAjv1VqFDhmY7B2Ng415xUq1atMDc3Z86cOWzatIk9e/Y8U/9FRa8Z4vj4eJ1ZV69evcqJEycoWbIk7u7ujBgxglu3brFo0SIAPvroI77//ns+//xzevbsyY4dO1ixYgUbNmzQ1yG8sCpXrkzXrl2ZOXOmzvJPP/2UGjVqMH78eN5//33279/P999/z+zZs/PtT1EU7ty5g6IoxMbGsn//fiZOnIi1tTVff/01kDVh5meffcaQIUPIzMykfv36xMXFsXfvXqysrAgODmbAgAHMmjWLTp06MWLECKytrTlw4AA1a9bMkRAuUaIEtra2/PTTTzg7OxMeHs4XX3xRoOMfO3YsAwcOxNrampYtW5KSksKRI0eIiYlh6NChdOnShZEjR9KnTx9GjBjBtWvXClxzKTExkTt37pCens7NmzdZs2YN06ZNo1+/fjRu3DjXbUaPHk316tWpWLEiKSkprF+/Xvs/m7JlyxIeHs5vv/1GjRo12LBhA2vWrMnRh4mJCcHBwXz33Xc8ePCAgQMH8t577z1zWRdPT0+2b99OvXr10Gg0lChRAsj6kaF27doMHz6cnj17PvVdBEIIIUSe0lNRIk9z7/w+Yi/uxyzqJC7pN6j8eLv/vj/FGJQgxtSDREsvMkuWwcjRByvXCti5+VDWWEPZ4o7/JZWZmcngwYOpV6+eTmm8Ll264OHhgYuLC//++y/Dhw/n/Pnz2snT85qfKHtdfm3ym8PodSy9KIQQQghd4fcSmbo/hlIfzecWavj/Sn0YGRqQmp5JQjokpKuISDLgX7UBPo4WVHMvQUlzY73Grm8WFhb06tWLYcOGYWtri4ODAyNHjsTAIPdfGhYsWEBGRga1atXCzMyMJUuWYGpqioeHB5mZmRgbGzNr1iw++ugjTp8+zfjx43PtZ9y4cdja2uLo6MjIkSOxs7OjXbt2z3QMnp6eHDx4kGvXrmFhYUHJkiUxMDBArVbTvXt3RowYQdmyZZ+7DHNh02si/ciRIzqJx+wSLMHBwSxYsIDbt28THh6uXe/l5cWGDRsYMmQIM2bMwNXVlfnz58tto3kYN24cy5cv11n2xhtvsGLFCkaPHs348eNxdnZm3LhxTywB8+DBA5ydnVGpVFhZWVGuXDmCg4MZNGiQTi3v8ePHY29vz6RJk7hy5Qo2Nja88cYbfPnllwDY2tqyY8cOhg0bRsOGDVGr1fj5+VGvXr0c+zQwMOC3335j4MCBVKpUiXLlyjFz5kwaNWr0xGPv3bs3ZmZmfPvttwwbNgxzc3MqV66sHR1lYWHBunXr+Oijj6hWrRq+vr5Mnjw53xHl2ebNm8e8efMwNjbG1taW6tWrs3z5ctq3b5/nNsbGxtqEvampKQ0aNOC3334D4O2332bIkCEMGDCAlJQUAgMDGTVqFGPGjNHpo0yZMrzzzju0atWK+/fv07p16yf+AJKfKVOmMHToUObNm0epUqV0Jkrt1asX+/bt05lwQgghhHhqaUlw8whc30vCxT0Y3z6CUWYKdoDdI81u4ki0ZXkySpbF1Lk8Dl4VsXX3pYSpDSX0FfsrpH///pw+fTrHnX19+/bVPq5cuTLOzs40bdqUy5cv4+3tXWTxPF568datWzr1N4UQQgjxatt/+R79lh4lNjENlYEae00mtcuVwsHKBDMjNQYGKhJT04mOTyUiNomztx/wIDmd0xEPOBPxgPLOltTyssXatGDz772Kvv32W+Lj42nTpg2WlpZ8+umn2jsQH2djY8PXX3/N0KFDycjIoHLlyqxbtw5bW1sgK9H+5ZdfMnPmTN544w2+++473n777Rz9fP311wwaNIiLFy/i5+fHunXrMDZ+th81PvvsM4KDg/H19SUpKYmrV69q5+fr1asXEydOpEePHs/Ud1FSKdmzRb4mHjx4gLW1NXFxcTkmc0xOTubq1at4eXnpTEIpxOtm/PjxrFy5kn///TffdvKZEUIIkcPdcxC2Fi7vRLl1FFVmms7qGMWCfxVvoq0rYepVi7LV/Cnj6ZnnhN0vg/yuL/VtwIAB/PHHH+zZswcvL6982yYkJGBhYcGmTZsICAhg9OjR/Pnnn5w4cULb5urVq5QuXZpjx45RrVo1/P39eeONN5g+fbq2TWhoKIMHD87zy9zjbt68iZub2wt5/oQQQghRuJYdDGf0H6dJz1QoU9KIPVM+4pOQKbiWrZjnNoqicCs2iRM3YrkclQCAgQr83Gyo5WWLcR41X25ePMPU/u9w9OhR3njjjSI5nqLwuuda/v77b5o2bcqNGzdy3Pn4qPzOU/b1+Y0bN3B1dS202F6+4t9CiCITHx/PtWvX+P777/nf//6n73CEEEK8LLKT52fWQNQ57WIVcEcpwcHMChxRyqP2qkfdWvWoV9Yec41chhYlRVH45JNPWLNmDbt27XpiEh3QJsydnZ2BrPmJJkyYwN27d3FwcACy5ieysrLSjiB/ljmMhBBCCPF6mrX9IlO2XgCgTVUXunhnUnf41Sdup1KpcC1hhmsJM+7EJbP/yj3C7ydyLDyWC5HxNCpnj7e9RVGHL4pYSkoKUVFRjBkzhnfffTffJLq+yDcYIYTWgAED+PXXX2nXrp2UdRFCCJG/1EQ4PB9OLIOos9rF6RiyK6MyWzLf5ECmL0a2Xrxf052B1Vyxt3z2CeDF0+nfvz/Lli3jjz/+wNLSUlvT3NraGlNTUy5fvsyyZcto1aoVtra2/PvvvwwZMgR/f3+qVKkCQIsWLfD19aVbt25888033Llzh6+++or+/fuj0WS9ljKHkRBCCCEKYsO/t7VJ9KHNffikSRmOHz/+1P04WZvQvloprkYnsOv8XR4kp7P+39uUdbCgcXkHTI3UhR26KCa//vorvXr1ws/PTztf5otGEulCCK0FCxawYMECfYchhBDiRZaZASd/hR0T4GEEAIqBEefM32T+/apszahOvMqctn6lmFbbnTfcS7zUZVteVnPmzAHIMbdMaGgo3bt3x9jYmG3btjF9+nQSEhJwc3OjQ4cOfPXVV9q2arWa9evX069fP+rUqYO5uTnBwcGMGzdO20bmMBJCCCHEk5y+FcenK08A0Ku+FwObPv+U8V525riW8ODQ1fscC4/h4t14IuKSaF7BEQ9b8+fuXxS/7t27P3EOR32TRLoQQgghhHgyRYFL22DraLgbBkCmlSubbT9g9MUyRCWaAdDc15HPA8pR1tFSn9G+9p40DZKbmxu7d+9+Yj8eHh45Src8rlGjRs80okwIIYQQr76ohyn0XXSE5LRM/H3sGfFW+ULr20htQL0ydpRxsGDzmTvEJKax9kQE1d1LUNfbttD2I0Q2SaQLIYQQQoj8RRzPSqBf3ZP13MSaKxX68cG/VYi4m7WopmdJhr9VjuoeJfUXpxBCCCGEeGEoisJnK08SEZdMaTtzZnWuhqE694lBn4ejlQmda7rzz6Vo/r0Zx9HwGO4+TKaqWaHvSrzmJJEuhBBCCCFyF3MddoyHUyuznquNyaz5IXPT3+bbf6JQFCjrYMGIVuVpXM5BSrgIIYQQQgitP09GsPtCFMaGBvwUVB1rU6Mi25eR2oDG5RxwtTFl69lIbsQkce+BEUYOT55wXYiCkkS6EEIIIYTQlXgf/p4Ch36CjNSsZZXfI6rmMAb8dY+DV6MA6FLLndGtfTGRSZ2EEEIIIcQjYhJSGbcuqxzgJ43LUMaheMr+lXW0pKS5Mev+vU1cUhpOXSZz+m4KbxTL3sWrThLpQgghhBAiS1pyVvL87+8gOS5rmVdDaD6OvxNKMXjBCe4lpGJurGbiO5Vp61dKv/EKIYQQQogX0oS/znIvIRUfRws+bOhdrPu2tdDQuYYbqw5eIgozxu+5j5PbHVpUdCrWOMSrp/ALEwkhhBBCiJdPzHWYUxe2jspKojtUhA9WoXRby7QzZgT9coh7CalUcLZi3Sf1JYkuhBBCCCFyte9SNL8fvYlKBZPeqYKxYfGnHzVGauo5pJN4YT9pmdBv6THWHL9Z7HGIV4uMSBdPzdPTk8GDBzN48OBi3/eCBQsYPHgwsbGxL1RfAI0aNcLPz4/p06fn2ebxc6dSqVizZg3t2rXj2rVreHl5cfz4cfz8/AolJiGEEKJAYsNhYeus/1o6Q9PRUOV9MjFg1B+nWXowHJBSLkIIIYQQIn8ZmQpj1p0BoFttD6p7lNBbLGoVRK2dRPfZW9l5LYnPVv6LhcaI5r6OeoupqISHhxMdHV1s+7Ozs8Pd3b3Y9veikET6K6J79+4sXLgQAENDQ0qWLEmVKlXo3Lkz3bt3x8Dg9bn54NGJzszMzHBxcaFevXp88sknVK9eXbvu/fffp1WrVsUa2+HDhzE3N891nZubG7dv38bOzg6AXbt20bhxY2JiYrCxsSnGKIUQQrxWYsNhQWDWf0uWhu4bwMqFjEyFz3//l1XHskYTTWxfmc41X7+LZSGEEEIIUXBrj9/iQmQ81qZGfNq8nL7DASWTJha3wdOZndeS6L/0CKP8S1LRXlMo3b8ICeXw8HDKV6hAUmJise3T1MyMc2fPPtWxZ+cuJ02axBdffKFdvnbtWtq3b4+iKEURaqGSRPorpGXLloSGhpKRkUFkZCSbNm1i0KBB/P777/z5558YGr4YL3dGRgYqlapIk/uhoaG0bNmS5ORkLly4wE8//UStWrX45ZdfCAoKAsDU1BRTU9MiiyE39vb2ea5Tq9U4OUm9LiGEEMUoNhwWtM6RRE/LyGTI8hOs//c2agMVU9+rKqVchBBCCCFEvlLSM5i69QIA/Rp5Y21mpNd4HtyPAiCo2wegMsC+/ZdQtjYjN4ZzZ9kI0qKuPvc+niWhXNiio6NJSkyk6/BvcXQv+nr0keGXWTp5GNHR0U993CYmJkyePJkPP/yQEiX0d7fCs3oxMquiUGg0Gm0itlSpUrzxxhvUrl2bpk2bsmDBAnr37g1AbGwsn332GX/88QcpKSm8+eabTJs2japVq2r7WrduHePGjePUqVNYWFjQoEED1qxZk+t+p06dSmhoKFeuXKFkyZK0adOGb775BgsLC+D/S6gsWrSIL774ggsXLnDp0iWcnZ0ZOXIkv/76K7GxsVSqVInJkyfTqFEjbd8LFixg9OjRREdHExAQQP369Qt0LmxsbLTnwtPTkxYtWhAcHMyAAQNo06YNJUqUyFHa5eTJkwwePJgjR46gUqkoW7YsP/74I2+++Sb37t1jwIAB7Nmzh5iYGLy9vfnyyy/p3Lmzzn7T09MZMGAAixcvxsjIiH79+jFu3DjtKPn8yuI8WtrFxsaGxo0bA2j/xxIcHEyTJk0YMmQIERERaDT//+tpu3btsLS0ZPHixQU6P0IIIQSxN/5Lol/PSqIHrwcrF1LSMxiw7DhbwyIxUquY1bkaLSs56ztaIYQQQgjxglt2MJxbsUk4WmkIruOp73BIin8AQOCHIylXpToZmfB3VCb3sMC7z0yaOqWheY6Khc+TUC4Kju7euJatqO8w8tWsWTMuXbrEpEmT+Oabb/QdzlOTRPqTKAqkFd+tETqMzOCRMiXPokmTJlStWpXVq1drE+nvvvsupqambNy4EWtra3788UeaNm3KhQsXKFmyJBs2bKB9+/aMHDmSRYsWkZqayl9//ZXnPgwMDJg5cyZeXl5cuXKFjz/+mM8//5zZs2dr2yQmJjJ58mTmz5+Pra0tDg4ODBgwgLCwMH777TdcXFxYs2YNLVu25NSpU5QtW5aDBw/Sq1cvJk2aRLt27di0aRMhISHPfC6GDBnCokWL2Lp1K++9916O9V27dqVatWrMmTMHtVrNiRMnMDLK+vU0OTmZ6tWrM3z4cKysrNiwYQPdunXD29ubmjVravtYuHAhvXr14tChQxw5coS+ffvi7u5Onz59nipWNzc3Vq1aRYcOHTh//jxWVlaYmppibGzMwIED+fPPP3n33XcBuHv3Lhs2bGDLli3PfG6EEEK8ZmJv/FfO5TqU8MpKoluXIik1gw+XHGXPhSiMDQ348YPqNC7voO9ohRBCCCHECy4+JZ3vd1wCYFBTH0yNX5w5dWxdPLQJZqfSGfx25AaxiWn8m2RDWz8XDJ4z9yYKTq1WM3HiRLp06cLAgQNxdXXVd0hPRRLpT5KWCBNd9LPvLyPAOPd62k+jfPny/PvvvwD8888/HDp0iLt372pHNH/33XesXbuW33//nb59+zJhwgQ6derE2LFjtX08Olr9cY+Orvb09OR///sfH330kU4iPS0tjdmzZ2v7CQ8PJzQ0lPDwcFxcss7vZ599xqZNmwgNDWXixInMmDGDli1b8vnnnwPg4+PDvn372LRp0zOfB8ga+Z2b8PBwhg0bpm1XtmxZ7bpSpUrx2WefaZ9/8sknbN68mRUrVugk0t3c3Jg2bRoqlYpy5cpx6tQppk2b9tSJdLVaTcmSJQFwcHDQqZHepUsXQkNDtYn0JUuW4O7urjOSXwghhMhT3M3/Jhb9L4nefQNYlyI5LYNeCw+z7/I9TI3UzA9+k3pl7PQdrRBCCCGEeAn8/PdV7iWk4mVnzrtvvrjJUY2RmsDKziw/fIPw+4kcunqf2qVt9R3Wa6V9+/b4+fkREhLCzz//rO9wnsrrMwPla0xRFG1pkZMnTxIfH4+trS0WFhbav6tXr3L58mUATpw4QdOmTQvc/7Zt22jatCmlSpXC0tKSbt26ce/ePRIfmeTA2NiYKlWqaJ+fOnWKjIwMfHx8dOLYvXu3No6zZ89Sq1YtnX3VqVPnuc4D6E5G+qihQ4fSu3dvmjVrxtdff62NA7Lquo8fP57KlStTsmRJLCws2Lx5M+Hh4Tp91K5dW6f/OnXqcPHiRTIyMp457sf16dOHLVu2cOvWLSCr/E337t3zPC4hhBBCK+5m1kj0mGv/JdGzRqIrisLwVf+y7/I9LDSGLOpVU5LoQgghhBCiQOJT0vn5nysADG3ug5H6xU432lloaPrfXZcHr97n2r0EPUf0+pk8eTILFy7k7Nmz+g7lqciI9CcxMssaGa6vfReCs2fP4uXlBUB8fDzOzs7s2rUrR7vsUc9PMwHntWvXaN26Nf369WPChAmULFmSf/75h169epGamoqZmZm2z0cTvfHx8ajVao4ePYparXu7T3Zt9cKW/eHMPhePGzNmDF26dGHDhg1s3LiRkJAQfvvtN9q3b8+3337LjBkzmD59OpUrV8bc3JzBgweTmppaJLHmp1q1alStWpVFixbRokULzpw5w4YNG4o9DiGEEC8ZnSS6539J9KzRQtO2XeSPExEYGqj4qVt1aniW1GuoQgghhBDi5bHs4HUeJKdT2t6cwMovx9w65Z2tiIhL5tStOLaciaRbHQ9MjV6ccjSvOn9/fwICAhgxYgTdu3fXdzgFJon0J1GpCqW8ir7s2LGDU6dOMWTIEADeeOMN7ty5g6GhIZ6enrluU6VKFbZv306PHj2e2P/Ro0fJzMxkypQpGBhk/eK4YsWKJ25XrVo1MjIyuHv3Lg0aNMi1TYUKFTh48KDOsgMHDjyx77xMnz4dKysrmjVrlmcbHx8ffHx8GDJkCJ07dyY0NJT27duzd+9e2rZtywcffABAZmYmFy5cwNfXV2f73OItW7Zsjh8LCsLY2Bgg19HsvXv3Zvr06dy6dYtmzZrh5ub21P0LIYR4jcTdyppYVJtE36BNoq86epOZ2y8CMLF9ZerKSHQhhBBCCFFAKekZzP/7KgAf+XtjYPDy3C3v72NHRGwS9xJS2XMhioCKTvoO6bXy9ddf4+fnR7ly5fQdSoFJIv0VkpKSwp07d8jIyCAyMpJNmzYxadIkWrduTVBQEJA1O26dOnVo164d33zzDT4+PkRERGgnGH3zzTcJCQmhadOmeHt706lTJ9LT0/nrr78YPnx4jn2WKVOGtLQ0Zs2aRZs2bdi7dy9z5859Yqw+Pj507dqVoKAgpkyZQrVq1YiKimL79u1UqVKFwMBABg4cSL169fjuu+9o27YtmzdvLnB99NjYWO7cuUNKSgoXLlzgxx9/ZO3atSxatEin3ni2pKQkhg0bRseOHfHy8uLmzZscPnyYDh06AFn10n///Xf27dtHiRIlmDp1KpGRkTkS6eHh4QwdOpQPP/yQY8eOMWvWLKZMmVKgmB/n4eGBSqVi/fr1tGrVClNTU+1o/S5duvDZZ58xb948Fi1a9Ez9CyGEeE3E3fpvJPrVrCR68P+PRD9w5R5frM6aR+XjRt68V0N+mBVCCCGEEP8vPDyc6OjoPNdvuZzI3Ycp2Joa4MFdjh2LKnDf+i7rYWhgQLMKjqw4coNzdx7i42iJl93LO5j2ZVO5cmW6du3KzJkz9R1KgUki/RWyadMmnJ2dMTQ0pESJElStWpWZM2cSHBysHS2uUqn466+/GDlyJD169CAqKgonJyf8/f1xdHQEoFGjRqxcuZLx48fz9ddfY2Vlhb+/f677rFq1KlOnTmXy5MmMGDECf39/Jk2apE3c5yc0NJT//e9/fPrpp9y6dQs7Oztq165N69atgax64/PmzSMkJITRo0fTrFkzvvrqK8aPH//EvrNH05uYmFCqVCnq16/PoUOHeOONN3Jtr1aruXfvHkFBQURGRmJnZ8c777yjnXD1q6++4sqVKwQEBGBmZkbfvn1p164dcXFxOv0EBQWRlJREzZo1UavVDBo0iL59+z4x3tyUKlWKsWPH8sUXX9CjRw+CgoJYsGABANbW1nTo0IENGzbQrl27Z+pfCCHEa+DRJLqNR1YS3SYrWX45Kp4PFx8lLUMhsLIzn7V4eUaCCCGEEEKIohceHk75ChVIemQOPB0qA1z6zMWohAsX18+l9pg/n2k/8fHxzxHl83GyNqGauw3HwmPZce4uH9R2R2P4cpZ4iQy//ORGL9h+xo0bx/Llywutv6KmUrJnYHxNPHjwAGtra+Li4rCystJZl5yczNWrV/Hy8sLExERPEQpRME2bNqVixYp6/eVOPjNCCPECS7gHPzeD+1eykujdN2iT6PcTUmk/ey/X7yVSzd2GX/vUxkRqQj6z/K4vxZPdvHkTNzc3OX9CCCHEC+bYsWNUr16drsO/xdHdO8f6GwkGHLpniLGBwlsuaRg+5RyjZw/tZuPCGQSN/Qm/Og0LKer/d3T7nyydPOyJ/adlZLL0YDhxSWlULmVNk/8mIn2SmxfPMLX/Oxw9ejTPgZvP4mlzLU/8waMImJqZce7sWdzd3Yttn4/L7zxlX5/fuHEDV1fXQtunjEgX4iUTExPDrl272LVrF7Nnz9Z3OEIIIV5EGemwMvi/JLp71sSi/yXRk9My6LvoCNfvJeJW0pR5QW9KEl0IIYQQQuTJ0d0b17IVdZYpisLfh28AKVTzsMWztO1T91tcI6ifxEhtQLMKDqw6dotTt+KoXMoae0uNvsMqMHd3d86dPZtvCZ7CZmdnp9ckur5IIl2Il0y1atWIiYlh8uTJL9WEDEIIIYrR1lFw7W8wMocuK7KS6UBmpsKnK05y5HoMliaGhHavgZ3Fy/MlQQghhBBCvBgiYpO5+zAFtYGKqq42+g7nubmWMKOsgwUX78az91I07aqV0ndIT8Xd3f21TGwXN0mkC/GSuXbtmr5DEEII8SI7+Rsc+O+OpfZzwaGCdtXEv86y4dRtjNQqfuxWnTIOlnoKUgghhBBCvMyO34gBoIKTJabGr8bdjfXK2HE5Kp7r9xO5fi8BD1uZeFToesrqRUIIIYQQ4oUVcRzWDcp67D8MfN/Wrgrde5X5/1wF4Lt3q1LX204fEQohhBBCiJfcg6Q0rkQlAODnZqPfYAqRtakRVf87nr8vRZP5ek0rKQpAEulCCCGEEK+C+Cj47QNITwafltDoS+2qTadvM259GACftyxHW7+X61ZVIYQQQgjx4jh5MxYFcC9phu0rViawpmdJNIYG3ItP5eztB/oOR7xgJJGei8zMTH2HIMRLQT4rQgjxgshIy5pc9MFNsC0D7/wEBlmXeUev32fQbydQFPigtjv9GnrrOVghhBBCCPGySk3P5HREVoL5VRqNns3ESE1Nr5IAHLhyn3TJe4hHSI30RxgbG2NgYEBERAT29vYYGxujUqn0HZYQLxxFUUhNTSUqKgoDAwOMjY31HZIQQrzeNo+E63vB2BI6LQMTawCuRMXTe+ERUtIzaVregTFtKsq1jRBCCCGEeGZnbz8gNT0TGzMjPG3N9B1Okajias3x8FjiU9I5d/shlUpZ6zsk8YKQRPojDAwM8PLy4vbt20REROg7HCFeeGZmZri7u2NgIDe3CCGE3hxfAod+zHr8zk9gXw6AuKQ0uoceJiYxjaqu1szqUg1Dtfz/WgghhBBCPBtFUTh5MxYAP1ebV3aAhqGBAW+427DnYjRHrsfg62yFgcGreazi6Ugi/THGxsa4u7uTnp5ORkaGvsMR4oWlVqsxNDR8Zf/hFEKIl8LNo7B+SNbjhl9A+VbaVePXhxF+PxHXEqb83L0GZsZy2SeEEEIIIZ7dzZgkYhLTMFKrqOBspe9wilSlUtYcunafuKQ0Lt6Np5yTpb5DEi8A+UaVC5VKhZGREUZGRvoORQghhBAidw8jYfkHkJEK5QKh4XDtqh3nIvn96E1UKpj+vh92r9gkUEIIIYQQoviduhUHQHknK4wNX+07HY3UBvi52XDgyn2OXL+Pj6PFCz2QMDw8nOjo6GLbn52dHe7u7sW2vxeFJNKFEEIIIV426amwIggeRoCdD7Sfq51cNC4xjS9WnQKgVz0v3vQsqc9IhRBCCCHEKyAhJZ3LUfEAVH5NaoZXdbXh6PUYouNTuXYvES87c32HlKvw8HAqVChPYmJSse3TzMyUs2fPFSiZrigKzZs3R61Ws3nzZp11s2fP5ssvv+T06dO4uroWVbiFRhLpQgghhBAvm01fwI0DoLH6b3LR/7+1duz6M9x9mEJpO3M+CyinxyCFEEIIIcSr4kzEAzIVcLY2wd7y9bjb0cRITZVSNhwNj+HwtfsvbCI9OjqaxMQklnz5HhXc7Yt8f2fDo/hg4gqio6MLlEhXqVSEhoZSuXJlfvzxRz788EMArl69yueff86cOXNeiiQ6SCJdCCGEEOLlcnQhHPkZUEGH+WBXVrtqW1gkq4/dwkAF375bFRMjtf7iFEIIIYQQrwRFgdMRWWVdXpfR6Nmqudtw/EYMt+OSufswGQdLE32HlKcK7va84VNK32Hkys3NjRkzZjBgwABatGiBp6cnvXr1okWLFnTr1k3f4RWYJNKFEEIIIV4WNw7BX59lPW48EnwCtKtiE1MZsSarpEufBqWp7lFCHxEKIYQQQohXzJ1kFQ+T0zExNKCsg4W+wylW5hpDyjhYcCEynlM342ha4cVNpL/ogoODWbNmDT179uSdd97h9OnTnDlzRt9hPRVJpAshhBBCvAwS7sHyblmTi1ZoAw0+1Vk95s8zRD1MwdvenCHNffQUpBBCCCGEeNVceZh1l6OvixWG6ld7ktHcVC5lzYXIeM5HPqR+WTs0hnLX57P66aefqFixInv27GHVqlXY2xd9KZrC9Pq9+4UQQgghXkbbQiD+DtiVg3ZztJOLAmw+c4e1JyIwUMF3UtJFCCGEEEIUErWVA3eSVQBUes3KumQrZWNKSTNj0jIUzt1+qO9wXmoODg58+OGHVKhQgXbt2uk7nKcmiXQhhBBCiBfdzSNwfHHW47dngcZSuyo2MZWRa04D0Nffm2ruUtJFCCGEEEIUDku/loAKt5KmlDAz1nc4eqFSqajsmvUjwqlbcSiKoueIXm6GhoYYGr6cRVIkkS6EEEII8SLLzIAN/5VxqdoF3GvprJ6y5QLR8SmUcbBgcLOyuXQghBBCCCHE00vLULCo0hyAKqVs9BuMnlVwssTQQMW9hFQi4pL1HY7QE0mkCyGEEEK8yI4ugNsnQGMNzcfqrDp9K46lB68DMK5tRSnpIoQQQgghCs3BW8mozUtgolbwsjPXdzh6pTFS4+OYdVfoqVtxeo5G6MvLOY5eCCGEEOJ1kHAPto/LetxkJFg4aFcpikLIn2fIVKB1FWfqetvpKUghhBBCCPEq2nw5EQAv80zUBio9R6N/VVytCbv9gEuR8ST7ZOg7nBzOhke9Uvt5EUkiXQghhBDiRbV9LCTHgmMleLOXzqo1x29x9HoMpkZqRgZW0E98QgghhBDilXTp7kPORKWiZGbgafHiJY31wdHKBFtzY+4lpHIpKh4bfQf0Hzs7O8zMTPlg4opi26eZmSl2ds82kGfMmDGMGTOmcAMqJpJIF0IIIYR4Ed08CscWZT1u9R2o//+y7WFyGhP/OgfAJ03L4Gxtqo8IhRBCCCHEK2rJgXAAki4dwsyzup6jeXGUc7Jk3+V7nL/zkFqW+o4mi7u7O2fPniM6OrrY9mlnZ4e7u3ux7e9FIYl0IYQQQogXTWYG/PUpoECVTuBRR2f1jG0XiY5PwcvOnF71vfQToxBCCCGEeCUlpWaw6thNAB6e2AjNJJGerZxjViL9ZkwSVV6gsSzu7u6vZWK7uMlko0IIIYQQL5pjiyDiOGisoPk4nVUXIh8Suu8aACFtfNEYygSjQgghhBCi8Kw7GcHD5HQczdUkXz2u73BeKFamRjhbmwBwI1HSqq8becWFEEIIIV4k8VFZtdEBGn8Jlo7aVYqiMObPM2RkKjT3daRROYc8OhFCCCGEEOLZLD14HYDmpc0ARb/BvIDKO2XVdLmRIGnV14284kIIIYQQL4qMNPi9ByTFgENFqNFHZ/Vfp+6w7/I9jA0NGN3aV09BCiGEEEKIV9Wpm3GcvBmHkVpFU68XqHbJC6SsgyUGKohNM8CwpKu+wxHFSBLpQgghhBAvii1fwbW/wdgCOv6iM8FoYmo6/9sQBkC/ht64lTTTV5RCCCGEEOIVlT0a/a1KzlibSAnB3Jgaq3H/71rc3Ldhke0nMzOzyPp+Fejj/Mhko0IIIYQQL4ITy+Dg3KzH7X8Eh/I6q3/YeYnbccmUsjGlXyNvPQQohBBCCCFeZQ+S0/jjRAQAH9T2gJhr+g3oBVbOyZJr9xIx922IohRu+RtjY2MMDAyIiIjA3t4eY2NjVCpVoe7jZaYoCqmpqURFRWFgYICxsXGx7VsS6UIIIYQQ+nbrKKwbnPW44XCo0Fpn9bXoBObtuQrA6Da+mBjJ6CAhhBBCCFG41hy7RVJaBj6OFtTwLMFxSaTnydveArXqDpRw4VpcOtULsW8DAwO8vLy4ffs2ERERhdjzq8XMzAx3d3cMDIqv4Iok0oUQQggh9Cn+Lvz2AWSkgM9b0PCLHE3GrQ8jNSMTfx97Wvg65tKJEEIIIYQQz05RFJYcyCrr0rWWh4yAfgIjtQEOJgq3k1QcvpVMh0Lu39jYGHd3d9LT08nIyCjk3l9+arUaQ0PDYn+fSiJdCCGEEEJf0lNhRRA8jADbsvDOT/DYiIrtZyPZce4uRmoVIW185UuNEEIIIYQodIevxXDxbjymRmrav1FK3+G8FFxMM7mdZMChiOQi6V+lUmFkZISRkVGR9C+enkw2KoQQQgihL5tHQPh+0FhB51/BxEpndXJaBuPWZ00w2rO+F972FvqIUrxmfvjhBzw9PTExMaFWrVocOnQo3/bTp0+nXLlymJqa4ubmxpAhQ0hOLpovlEIIIYQoGtmj0dv6uWBlIonbgnAyzURRMrkSk05EbJK+wxHFQBLpQgghhBD6cHoVHJ6f9fidn8CubI4m8/++wvV7iThaafikSc71QhS25cuXM3ToUEJCQjh27BhVq1YlICCAu3fv5tp+2bJlfPHFF4SEhHD27Fl+/vlnli9fzpdfflnMkQshhBDiWUXHp7Dx9G0gq6yLKBgTNaTcOgvAtrOReo5GFAdJpAshhBBCFLeHkbDh06zHDT6Dcm/laHIrNonvd14C4MtWFbDQSEU+UfSmTp1Knz596NGjB76+vsydOxczMzN++eWXXNvv27ePevXq0aVLFzw9PWnRogWdO3d+4ih2IYQQQrw4Vh65SVqGQlVXayq7Wus7nJdK0sWDAGwNk0T660AS6UIIIYQQxUlRYP0QSIoBp8rQcHiuzSZuOEtyWiY1vUrydlWXYg5SvI5SU1M5evQozZo10y4zMDCgWbNm7N+/P9dt6taty9GjR7WJ8ytXrvDXX3/RqlWrYolZCCGEEM8nM1Nh2aH/n2RUPJ3EiwcAOHDlHg+S0/QcjShqMrRJCCGEEKI4nVoJ5zeAgRG0mwOGxjma7L0UzYZTtzFQwdi3K8oEo6JYREdHk5GRgaOjo85yR0dHzp07l+s2Xbp0ITo6mvr166MoCunp6Xz00Uf5lnZJSUkhJSVF+/zhw4eFcwBCCCGEeGp7LkZx434SliaGtJHBG08tPSaCUpZqbj3MYNf5KBkA84qTEelCCCGEEMXlwW34a1jW44bDs0akPyYtI5OQP88AEFTHkwrOVjnaCPGi2LVrFxMnTmT27NkcO3aM1atXs2HDBsaPH5/nNpMmTcLa2lr75+vrW4wRCyGEEOJRSw6EA9DhDVdMjdV6jublVLOUCQDbpLzLK08S6UIIIYQQxUFRYP1gSI4FZz+oPzjXZov3X+fS3XhKmhszpJlPMQYoXnd2dnao1WoiI3W/BEZGRuLk5JTrNqNGjaJbt2707t2bypUr0759eyZOnMikSZPIzMzMdZsRI0YQFxen/QsLCyv0YxFCCCHEk92MSWTHuax/9z+o7a7naF5eNV2yEuk7z98lLSP36x/xapBEuhBCCCFEcTj5K1zYBGpjaD8X1EY5mtxPSGX6tgsAfNaiHNZmOdsIUVSMjY2pXr0627dv1y7LzMxk+/bt1KlTJ9dtEhMTMTDQ/UqhVmeNZlMUJddtNBoNVlZW2j9LS8tCOgIhhBBCPI2lB8PJVKCuty1lHOTf42dV1taIkubGPExO53h4rL7DEUVIEulCCCGEEEUt7hZs/CLrceMvwaFCrs2mbb3Ag+R0Kjhb8X4Nt2IMUIgsQ4cOZd68eSxcuJCzZ8/Sr18/EhIS6NGjBwBBQUGMGDFC275NmzbMmTOH3377jatXr7J161ZGjRpFmzZttAl1IYQQQrx4ktMy+O1QVlmXoDqe+g3mJWegUlGvjB0A/1yM0nM0oijJZKNCCCGEEEVJUWDdQEiJg1JvQp1Pcm12/s5Dlh68DsCo1hVQG8gEo6L4vf/++0RFRTF69Gju3LmDn58fmzZt0k5AGh4erjMC/auvvkKlUvHVV19x69Yt7O3tadOmDRMmTNDXIQghhBCiANb/e5uYxDRK2ZjSrIKDvsN56TUoa8e6kxHsuRjN0Bbl9B2OKCKSSBdCCCGEKEpHF8ClbaDWQLs5oM55+aUoCv/bEEamAgEVHanrbVf8cQrxnwEDBjBgwIBc1+3atUvnuaGhISEhIYSEhBRDZEIIIYQoDIqisHDfNQC61nbHUC0FK55Xg7JZ1+//3owlLjFNSjS+ovT+Sfnhhx/w9PTExMSEWrVqcejQoXzbT58+nXLlymFqaoqbmxtDhgwhOTm5mKIVQgghhHgK9y7D5i+zHjcdBfa5Tx66/exd/r4YjbHagJGtfIsxQCGEEEII8bo5cSOWU7fiMDY04P03pZxgYXC2NqWMgwWZCuy7HK3vcEQR0Wsiffny5QwdOpSQkBCOHTtG1apVCQgI4O7du7m2X7ZsGV988QUhISGcPXuWn3/+meXLl/Pll18Wc+RCCCGEEE+QkQ6r+0JaIng2gNr9c22Wmp7JhL/OAtCzvhfutmbFGaUQQgghhHjNLNqfVU6wTRUXbC00eo7m1VH/vzrpey5KIv1VpddE+tSpU+nTpw89evTA19eXuXPnYmZmxi+//JJr+3379lGvXj26dOmCp6cnLVq0oHPnzk8cxS6EEEIIUez+/g5uHQGNNbSfCwa5X3Yt2n+Nq9EJ2Flo6N/Yu5iDFEIIIYQQr5Oohyls+Pc2AMF1PfQczavF3ycrkf73xSgURdFzNKIo6C2RnpqaytGjR2nWrNn/B2NgQLNmzdi/f3+u29StW5ejR49qE+dXrlzhr7/+olWrVsUSsxBCCCFEgdw8Aru/yXrceipYu+ba7F58CjO2XwRgWIAPliZSS1EIIYQQQhSd5YfDSc3IxM/NhiquNvoO55VSy8sWI7WKmzFJXL+XqO9wRBHQ22Sj0dHRZGRk4OjoqLPc0dGRc+fO5bpNly5diI6Opn79+iiKQnp6Oh999FG+pV1SUlJISUnRPn/w4EHhHIAQQgghRG5S4mF1H1AyoFJHqNwxz6ZTt17gYXI6FV2s6Fhd6lMKIYQQQoiik56RyZID4QB0r+up32BeQeYaQ95wL8HBq/f5+1I0nnbm+g5JFDK9Tzb6NHbt2sXEiROZPXs2x44dY/Xq1WzYsIHx48fnuc2kSZOwtrbW/rm5yZdUIYQQQhShLSPh/hWwKgWB3+XZ7NydB/x6KOuLzOjWvqgNVMUVoRBCCCGEeA1tDYvkzoNk7CyMeauyk77DeSU1KPtfeZcLUXqORBQFvSXS7ezsUKvVREZG6iyPjIzEySn3D/OoUaPo1q0bvXv3pnLlyrRv356JEycyadIkMjMzc91mxIgRxMXFaf9u3LhR6McihBBCCAHAub/g6AJAlVUX3bRErs0UReF/68+SqcBblZyoVdq2WMMUQgghhBCvn4X7rwHQuaY7GkO1foN5RTUoaw/A/sv3SM/IPVcpXl56S6QbGxtTvXp1tm/frl2WmZnJ9u3bqVOnTq7bJCYmYvDYRF1qddYHP68i/hqNBisrK50/IYQQQohCFx8Ff36S9bhOf/Dyz7PpjnN3+edSNMZqA0a8VaGYAhSvk0mTJlGjRg0sLS1xcHCgXbt2nD9/XqdNcnIy/fv3x9bWFgsLCzp06JBjkEt4eDiBgYGYmZnh4ODAsGHDSE9P12mza9cu3njjDTQaDWXKlGHBggVFfXhCCCGEeErn7zzkwJX7qA1UdKnlru9wXlmVSlljZWLIw5R0TkdIeelXjV5LuwwdOpR58+axcOFCzp49S79+/UhISKBHjx4ABAUFMWLECG37Nm3aMGfOHH777TeuXr3K1q1bGTVqFG3atNEm1IUQQggh9GLraEiMBoeK0HR0ns3SMjKZ8NdZAHrU98Td1qy4IhSvkd27d9O/f38OHDjA1q1bSUtLo0WLFiQkJGjbDBkyhHXr1rFy5Up2795NREQE77zzjnZ9RkYGgYGBpKamsm/fPhYuXMiCBQsYPfr/399Xr14lMDCQxo0bc+LECQYPHkzv3r3ZvHlzsR6vEEIIIfK36L/R6AEVHXG2NtVvMK8wtYGKml4lATh09Z6eoxGFTW+TjQK8//77REVFMXr0aO7cuYOfnx+bNm3STkAaHh6uMwL9q6++QqVS8dVXX3Hr1i3s7e1p06YNEyZM0NchCCGEEELAjcNwclnW47dngqEmz6ZLD1znSlQCtubG9G9cppgCFK+bTZs26TxfsGABDg4OHD16FH9/f+Li4vj5559ZtmwZTZo0ASA0NJQKFSpw4MABateuzZYtWwgLC2Pbtm04Ojri5+fH+PHjGT58OGPGjMHY2Ji5c+fi5eXFlClTAKhQoQL//PMP06ZNIyAgoNiPWwghhBA5xSamsvrYLQCC6njqN5jXQC0vW7advcuhq/fp6++t73BEIdL7ZKMDBgzg+vXrpKSkcPDgQWrVqqVdt2vXLp1bQw0NDQkJCeHSpUskJSURHh7ODz/8gI2NTfEHLoQQQggBkJkJG4dlPfb7AFzfzLNpXGIa07dfBGBIcx+sTIyKI0IhiIuLA6BkyawRUkePHiUtLY1mzZpp25QvXx53d3f2798PwP79+6lcubJ2kAtAQEAADx484MyZM9o2j/aR3Sa7j9ykpKTw4MED7d/Dhw8L5yCFEEIIkaulB8NJSsuggrMVtf4bLS2Kzv+PSL9PZmbupajFy0nviXQhhBBCiJfaiSUQcRw0VtAsJN+mM7ZfJDYxDR9HCzrVcCumAMXrLjMzk8GDB1OvXj0qVaoEwJ07dzA2Ns4xIMXR0ZE7d+5o2zyaRM9en70uvzYPHjwgKSkp13gmTZqEtbW19s/X1/e5j1EIIYQQuUtJz2DBvmsA9PX3QqVS6Teg10BFFyvMjdU8SE7n3B0ZMPAqkUS6EEIIIcSzSoqFbWOzHjf6Aiwc8mx6JSpeW5vyq0BfDNVyGSaKR//+/Tl9+jS//fabvkMBYMSIEcTFxWn/wsLC9B2SEEII8cr640QEUQ9TcLIyoXUVF32H81owVBtQ3VPqpL+K5BucEEIIIcSz2vV11gSjduWgZt98m0786xzpmQqNy9nj72NfTAGK192AAQNYv349O3fuxNXVVbvcycmJ1NRUYmNjddpHRkbi5OSkbRMZGZljffa6/NpYWVlhapr7RGYajQYrKyvtn6Wl5XMdoxBCCCFypygK8/++AkCPep4YyUCOYpNdQufQtft6jkQUJvkECSGEEEI8i8gwOPRT1uO3vgZ13vXO912KZtvZSNQGKkYGViimAMXrTFEUBgwYwJo1a9ixYwdeXl4666tXr46RkRHbt2/XLjt//jzh4eHUqVMHgDp16nDq1Cnu3r2rbbN161asrKy05Vjq1Kmj00d2m+w+hBBCCKE/uy9EcSEyHguNIZ1rues7nNfKo3XSFUXqpL8qDPUdgBBCCCHES0dRYNNwUDKgfGvwbpJn04xMhXHrs0pXfFDLnTIOMvpWFL3+/fuzbNky/vjjDywtLbU1za2trTE1NcXa2ppevXoxdOhQSpYsiZWVFZ988gl16tShdu3aALRo0QJfX1+6devGN998w507d/jqq6/o378/Go0GgI8++ojvv/+ezz//nJ49e7Jjxw5WrFjBhg0b9HbsQgghxOskPDyc6OjoXNdN3ZVVVqSxh4ZLYaeeuu+zZ88+V2yvi9zOU2aGgrEaouNTWbf7MK5Wz56CtbOzw91dfgh5EUgiXQghhBDiaZ39E67uAUMTCJiYb9PVx25y7s5DrEwMGdzMp5gCFK+7OXPmANCoUSOd5aGhoXTv3h2AadOmYWBgQIcOHUhJSSEgIIDZs2dr26rVatavX0+/fv2oU6cO5ubmBAcHM27cOG0bLy8vNmzYwJAhQ5gxYwaurq7Mnz+fgICAIj9GIYQQ4nUXHh5O+QoVSEpMzLHO2KkszsHTUDIzmDPkPb5/EPXM+4mPj3+eMF9ZD+5nndMPPvgg1/WOnSZi4lGFroNHE39y8zPvx9TMjHNnz0oy/QUgiXQhhBBCiKeRmgibR2Y9rjcISnjk2TQlPYPp2y4CMKBJGUqYGxdHhEIU6BZiExMTfvjhB3744Yc823h4ePDXX3/l20+jRo04fvz4U8cohBBCiOcTHR1NUmIiXYd/i6O7t866/VGGRCSBhyV0nPTjM/V/9tBuNi6cQXJycmGE+8pJin8AQOCHIylXpXqO9WGxas4+AL93PqZm3w+faR+R4ZdZOnkY0dHRkkh/AUgiXQghhBDiaeydDnE3wNoN6g3Ot+myg+Hcik3CycqEoDqexRGdEEIIIYR4zTi6e+NatqL2eXR8ChHh4QA0rFyaks84mCMy/HKhxPeqs3Xx0Dn/2ZT7iZw9fouYDA2lyniiUqn0EJ0oTDLZqBBCCCFEQd2/Av9Mz3ocMAH+j737Dm+y3P84/k7SvVtKF3uXsgVBQFCGDEXFcdyKHNdRURQHchyICxXFiXIcuP2Jxy0iKhsZInuVPQqlu3S3SZrk90eg2sNq2oR0fF7Xlcsnz7jzyeEUkm/v53v7BZ301GJzOW8u3A3AvUPaEeBrOgMBRURERKSh+3N/LgBtY0KqXUSXmosLD8BogCJzOYVl5d6OI26gQrqIiIhIVf38CNjM0HoQdLzklKd+sHwfOcUWWjYK4h+9mp6hgCIiIiLSkB0psbArw9nTvHfLKC+nadh8TUYahzoXaE/LV3uc+kCFdBEREZGq2PEz7PoFjL5w4TQ4xa2ZeSUW/rN0LwD3X9AeX5M+comIiIiI563ZfwQH0LJRUEURV7wnPjwQgLT8Ui8nEXfQtzoRERGR07GWws8Tndt974bodqc8/e0leygsKycxLpSLuyacgYAiIiIi0tDll1rZnu5cALN3K81Grw3iwgIAzUivL1RIFxERETmd5a9B3gEIawIDHzrlqRkFZXy0Yj8ADw3vgNGoRYVERERExPP+2JeD3QHNogIrZkKLd8WHOwvp2UVmym12L6eRmlIhXURERORUcvfBsunO7eHPgn/IKU9/Y+Euyqx2eraIZHBizBkIKCIiIiINXW6xhe1phQD0ax3t5TRyTGiAD8F+JuwOyCgwezuO1JAK6SIiIiKnMm+Sc4HRVudB0uhTnpqSU8IXqw8C8PDwDhhO0UddRERERMRdVu3NwQG0jg4m7ugsaPE+g8FQ8eeRVqA+6XWdCukiIiIiJ7PzF9j5Mxh9TrvAKMAr83dSbncwsH1j+rRudIZCioiIiEhDlmcxsCuzCIBz9Bm01jnWZiddfdLrPBXSRURERE7EWgY/P+zcPucuaNzhlKfvSC/kuw2pADw07NTnioiIiIi4y7Z8EwDtY0JoHOrv5TTyvypmpOeX4XA4vJxGakKFdBEREZETWToNjuyH0Hg47+HTnj79tx04HHBhlzi6NA33fD4RERERafD8mySRVmrEgGaj11axof4YDVBisVFYVu7tOFIDKqSLiIiI/K+Df8LvRxcYHfkC+Iee8vTNh/L5ZWsGRgNMuKD9GQgoIiIiIg2d3eEgcvCtAHRKCCMy2M/LieREfEzGijsF0tTepU5TIV1ERETk7ywl8O0d4LBDl6sg6dLTXvLybzsAGN29CW1jTl10FxERERFxh99TyvBPaI+PwaHZ6LVcfJizT3pavhYcrctUSBcRERH5u/mTIXcPhCbAhS+e9vQ1+3NZvCMLk9HA+KHtzkBAEREREWnoyqw2Pt1cAECHMBvB/j5eTiSn8vc+6VJ3qZAuIiIicsyeRbD6Hef2pW9CYORpL3n5150AXNWrKS0aBXsynYiIiIgIAO//vo/sEjvlBZm0C7V7O46cRvzRQnp2kZlym/686ioV0kVEREQASvPg+7ud22ffCm2HnPaSFbuzWbk3Bz+TkXGDNRtdRERERDwvs6CMtxfvASBvyceYVN2r9UIDfAjyM2F3QGah2dtxpJr0oyYiIiIC8PNEKEiFqNZwwVOnPd3hcPDSr87e6Nf2bkaTiEBPJxQRERER4bm5yRSZy2kX5UvxtiXejiNVYDAYiA1zzkrPKFB7l7pKhXQRERGRbT/Api/AYITRM8Hv9C1aFu/IYl1KHv4+Ru4e1PYMhBQRERGRhm7V3hy+23AYgwFuOysMcHg7klRRbJg/ABkFmpFeV2klAhEREWnYijJhzn3O7f7joXmf017icDh4+TfnbPQx/VoSc3R2iYiIiIiIp1htdp74fgsA1/dpTtsoq5cTiSsqZqQXakZ6XeXyjPTi4mJP5BARERHxjp8nQkkOxHaG8ydV6ZJftmawJbWAYD8Tdwxs7eGAIiIiIiLwwfJ97MwoIirYjweHdfB2HHFRbKizkJ5XYsVstXk5jVSHy4X02NhY/vnPf/L77797Io+IiIjImbN7Pmz9xtnS5dIZ4ON/2ktsdgfTj85G/+e5rWgUcvprRERERERq4nBeKa/O3wXAIyMTiQjy83IicVWgn4mwAGdzkAwtOFonuVxI//TTT8nNzWXw4MG0b9+e559/nsOHD3sim4iIiIjnWEvhpwec233+BQndq3TZjxsPszOjiLAAH24doNnoIiIiIuJZDoeDSd9spsRio1eLSK48q6m3I0k1acHRus3lQvro0aP57rvvSE1N5V//+heff/45LVq0YNSoUXzzzTeUl5d7IqeIiIiIey2dBkf2Q1gTGPTvKl1SZrXx4rztANxxXhvCA309GFBEREREBL5Zl8qSnVn4+Rh5/oquGI0Gb0eSalIhvW5zuZB+TOPGjZkwYQKbNm1i+vTpzJ8/nyuvvJKEhASeeOIJSkpK3JlTRERExH0yt8Py153bI18A/9AqXfb+7/s4nF9GfHgA/+zfyoMBRUREREQgs6CMKT9uBeD+oe1pGxPi5URSE7FhzraQmWrtUif5VPfCjIwMPvroIz788EMOHDjAlVdeyS233MKhQ4d44YUXWLVqFb/++qs7s4qIiIjUnN0Oc+4HuxXaj4TEUVW6LLvIzNuL9wDw8IgOBPqZPJlSRERERBo4h8PBY99toaCsnC5NwrltgCZy1HWNQ52F9MKyckos5QT5Vbs0K17g8p/WN998wwcffMAvv/xCUlISd911FzfccAMREREV5/Tr14+OHTu6M6eIiIiIe2z4DFJWgG8QXPgiGKp2a+wrv+2kyFxO16bhXNqtiYdDioiIiEhD99PmNH7dloGP0cCLV3bFx1TtxhJSS/j7mIgM8uVIiZWMAjOtolVIr0tc/tMaO3Ys11xzDcuXL+fss88+4TkJCQk8+uijNQ4nIiIi4lbF2fDb487t8ydBRPMqXbYro5D/W50CwKMXdlRfShERERHxqNxiC5O/d7Z0uXtQWzrGh3k5kbhLbFjA0UJ6Ga2ig70dR1zgciE9LS2NoKCgU54TGBjI5MmTqx1KRERExCN+fRxKj0BsZzjnzipf9tzcZOwOGJYUS5/WjTwYUEREREQEpvy4lZxiCx1iQ7l7UFtvxxE3ig0LYHt6oRYcrYNcvickNDSUzMzM4/bn5ORgMqlXqIiIiNRS+3+HjZ8DBhj1Kph8q3TZsl1ZLNqRhY/RwCMjEz0aUURERETkt20ZfL/hMEYDTPtHV/x81NKlPjm24GhGgRmHw+HlNOIKl38ST/YHbDab8fPzq3EgEREREY9Y/Lzzvz1vhmYnbk/3v2x2B8/+lAzADee0oHXjEA+FExERERGB/FIrj367GYDbBrama9MI7wYSt2sc4o/RAKVWG4Xmcm/HERdUubXL66+/DoDBYOC9994jJOSvL5I2m42lS5eSmKhZWiIiIlILHV4P+5eB0QcGPlTly75ae5Dt6YWEBfgwfkg7DwYUEREREYFnf9pGZqGZ1tHB3D+0vbfjiAf4mIw0CvYnq8hMZoGZsICq3Skr3lflQvorr7wCOGekz5w5s1IbFz8/P1q2bMnMmTPdn1BERESkpla86fxv5ysgvEmVLik2l/PSrzsBuGdwOyKDdeediIiIiHjOsl1ZfLnmEAYDvHhlVwJ81UK5vmoc6iykZxWaaRuju17riioX0vft2wfAoEGD+Oabb4iMjPRYKBERERG3yTsIW791bvcdV+XL3lu2j6xCM82jgripXwsPhRMRERERgSJzOY987WzpMqZvS3q1jPJyIvGkmFB/tqVBZqEWHK1LqlxIP2bRokWeyCEiIiLiGX/MBIcNWp0H8V2rdElOkZl3l+0F4KHhHfD30WwgEREREfGcF+dtJzWvlGZRgTw8ooO344iHxRxdcDSz0OzlJOKKKhXSJ0yYwNNPP01wcDATJkw45bnTp093SzARERGRGivLh7UfObf73VPly95avIciczmdm4RxUZd4D4UTEREREYE/9ubw8coDADx/eVeC/Fye9yp1THSIPwagxGKj2FxOsL/+zOuCKv0prV+/HqvVWrF9MgaDwT2pRERERNxh7UdgKYTGidB2aJUuSc0r5ZOjX2QeGp6I0ajPNyIiIiLiGaUWGxO/3gTAtb2b0b9ttJcTyZngazISFexHTrGFzEIzrVRIrxOq9Kf093Yuau0iIiIidYLN6mzrAs7e6FX8hf9r83disdk5p3UUA9vpi4yIiIiIeM4r83eyP6eEuLAAJl3Y0dtx5AxqHOp/tJBeRqvoYG/HkSrQrztERESkftr6LRSkQnAMdL2qSpfszizkq7WHAHh4RKLuthMRERGRGklJSSE7O/uEx3bmWHhvWQ4A/+wayO5tm10aOzk5ucb5xHtiQv3Znl5Ilvqk1xlVKqRffvnlVR7wm2++qXYYEREREbdwOGDFG87tPreDj3+VLnvpl53YHTAsKZazmkd6MKCIiIiI1HcpKSkkduxIaUnJ8QdNPsTf/Bp+0S0o2rKQO16o/pqDRUVFNUgp3hITGgBowdG6pEqF9PDwcE/nEBEREXGffUshfRP4BEKvW6p0ycaDeczbmo7BAA8O7+DhgCIiIiJS32VnZ1NaUsL1E6cR27xNpWPJ+Ua25fvgb3Qwavi5+F94rsvjJ69ews8fvUZZWZm7IssZFB3qB0BhWTmlFhuBfiYvJ5LTqVIh/YMPPvB0DhERERH3Wfmm8789boCgqCpd8uIv2wG4vEdT2seGeiqZiIiIiDQwsc3b0LRdp4rnR0os7DiUAjgYnBRPm2p+9sxI2eOmhOIN/j4mIgJ9ySu1kllYRotG6pNe2xm9HUBERETErTK3w65fAQOcc2eVLvl9VzbLd+fgZzJy39B2ns0nIiIiIg2Ww+Fg0fZMbHYHLaKCaBcT4u1I4kUxoc4WlGrvUjdUaUb6WWedxYIFC4iMjKRHjx6nXHhr3bp1bgsnIiIi4rJFzzj/23EUNGpz6nNxfpk5Nhv9+nOa0ywqyJPpRERERKQB25FRyMEjpZiMBgYlxmhx+waucZg/OzOLtOBoHVGlQvqll16Kv7/zNySjR4/2ZB4RERGR6kv+0fkw+sB5j1Tpknlb0tl0KJ8gPxN3D2rr4YAiIiIi0lCVWW0s3ZkNQO9WUYQH+no5kXibFhytW6pUSJ88efIJt0VERERqjdIj8NMDzu3+4yGu82kvsdkdvPzbTgBuPbcV0SH+nkwoIiIiIg3Yqr05lFptRAX50bN5pLfjSC3Q+Ghrl/xSK2arDX9fLTham1WpkH4ia9asITk5GYCkpCR69uzptlAiIiIiLvv1cSjKgEbtYODDVbrku/Wp7M4sIjzQl1sHtvZwQBERERFpqHKKzGxKzQfgvA6NMRnV0kUg0NdEaIAPhWXlZBWZaRqpNpO1mcuF9EOHDnHttdeyfPlyIiIiAMjLy6Nfv3588cUXNG3a1N0ZRURERE5t7xJY/4lz+5I3wDfgtJdYyu28usA5G/3O89sQFqBba0VERETE/RwOWLIrC4cD2jQOprnW5JG/aRzi7yykF6qQXtsZXb3g1ltvxWq1kpycTG5uLrm5uSQnJ2O327n11ls9kVFERETk5Cwl8OO9zu2zb4UWfat02ew1BzmYW0rjUH/G9G3puXwiIiIi0qAdLjVwMNe5wOiAdo29HUdqmWPtXbKK1Ce9tnN5RvqSJUtYsWIFHTp0qNjXoUMH3njjDQYMGODWcCIiIiKntfg5OLIfwprAkKqt5VJmtfHmwl0AjBvUlkA/9SIUEREREQ8w+bI5z1l+O6t5hBYYleMcW6cpu8ji5SRyOi7PSG/WrBlWq/W4/TabjYSEBLeEEhEREamS1HWwcoZze9QrEBBWpcs+WXmAjAIzTSICuaZ3Mw8GFBEREZGGLKznKIrLDQT7m+jVIsrbcaQWOjYjPbfIgs3u8HIaORWXC+nTpk3jnnvuYc2aNRX71qxZw/jx43nppZfcGk5ERETkpGxW+OEecNih85XQfniVLisyl/P2kj0AjB/aDn8fzUYXEREREfcrttgJO+cqAPq2boSfj8tlOGkAwgJ88DMZsTkcHCnRrPTarEqtXSIjIzEY/lpNuLi4mD59+uDj47y8vLwcHx8f/vnPfzJ69GiPBBURERGpZMUbkLEFAqNg5AtVvmzW7/vILbbQunEwl/do4sGAIiIiItKQfbu9CFNgKGG+djrGV+3OSWl4DAYD0SF+HM4vI7vQXNHqRWqfKhXSX331VQ/HEBEREXFBwWFYevROuBFTITi6SpfllVh4d+leAO4f2h4fk2YFifyvGTNmMG3aNNLT0+nWrRtvvPEGvXv3Pun5eXl5PProo3zzzTfk5ubSokULXn31VS688MIzmFpERKR2ySgoY86uYgA6hdsw/m2Cqsj/ahzqz+H8MrKKzCR6O4ycVJUK6WPGjPF0DhEREZGqmz8FrMXQrA90vbrKl81cspdCczkd48O4qEu8BwOK1E2zZ89mwoQJzJw5kz59+vDqq68yfPhwduzYQUxMzHHnWywWLrjgAmJiYvjqq69o0qQJBw4cICIi4syHFxERqUVenb8Liw3KDm0lvlk7b8eRWu7YLPSsIrOXk8ipVKmQfjJlZWVYLJV794SF6VYVERER8aCDf8KmL5zbI56HKs7uySws48MV+wB4cFh7jEbNChL5X9OnT+e2225j7NixAMycOZOffvqJWbNm8cgjjxx3/qxZs8jNzWXFihX4+voC0LJlyzMZWUREpNbZm1XEl2sOApC3+CMM/Z7xciKp7Y4tOJpdaMHhcFRqsS21h8v3MxcXFzNu3DhiYmIIDg4mMjKy0kNERETEY+x2mDfRud39BmhyVpUvnbl4L2VWOz2aRzA48fiZtSINncViYe3atQwdOrRin9FoZOjQoaxcufKE1/zwww/07duXu+++m9jYWDp37sxzzz2HzWY7U7FFRERqnTcW7sZmd9Ar3h9z6jZvx5E6oFGwHwag1Gqj2KLPUbWVy4X0hx9+mIULF/L222/j7+/Pe++9x5QpU0hISODjjz92OcCMGTNo2bIlAQEB9OnTh9WrV5/y/Ly8PO6++27i4+Px9/enffv2zJ071+XXFRERkTpo02xIXQt+ITDkiSpfll1k5vPVBwCYcEF7zfAQOYHs7GxsNhuxsbGV9sfGxpKenn7Ca/bu3ctXX32FzWZj7ty5PP7447z88ss888zJZ96ZzWYKCgoqHoWFhW59HyIiIt60L7uY7zekAnB151Avp5G6wsdkJDLYD4DsQrV3qa1cbu3y448/8vHHH3P++eczduxYBgwYQNu2bWnRogWfffYZ119/fZXHUg9GERERqTJzEcx/0rk98EEIjT3l6X/3/u/7KLPa6dYsgnPbVm1hUhE5PbvdTkxMDO+88w4mk4mePXuSmprKtGnTmDx58gmvmTp1KlOmTDnDSUVERM6MNxfuxu6AIYkxtIk0eTuO1CHRIX7kFlvIKjLTMjrY23HkBFyekZ6bm0vr1q0BZz/03NxcAM4991yWLl3q0lh/78GYlJTEzJkzCQoKYtasWSc8/1gPxu+++47+/fvTsmVLzjvvPLp16+bq2xAREZG65vfpUJQOka3gnLuqfFl+iZVPVjpno98zqK1mo4ucRHR0NCaTiYyMjEr7MzIyiIuLO+E18fHxtG/fHpPpr0JBx44dSU9PP24tpWMmTZpEfn5+xWPbNt3yLiIi9cOBnGK+Ozob/Z4hWmBUXNM45FifdM1Ir61cLqS3bt2affucC3UlJiby5ZdfAs6Z6q7MDFcPRhEREamy3H2w4k3n9vBnwce/ypd+uGI/ReZyEuNCGdJRvdFFTsbPz4+ePXuyYMGCin12u50FCxbQt2/fE17Tv39/du/ejd1ur9i3c+dO4uPj8fPzO+E1/v7+hIWFVTxCQ3Xbu4iI1A9vLdqDze7gvPaN6d4swttxpI45tuBoVpEK6bWVy4X0sWPHsnHjRgAeeeQRZsyYQUBAAPfffz8PPfRQlcfxVg/GgoKCKmcUERGRWuK3x8FmhlbnQYcLq3xZkbmcWcudEwDGDdZsdJHTmTBhAu+++y4fffQRycnJ3HnnnRQXFzN27FgAbrrpJiZNmlRx/p133klubi7jx49n586d/PTTTzz33HPcfffd3noLIiIiXnEwt4Sv1x0C4F7NRpdqiD46Iz2vxIrVZj/N2eINLvdIv//++yu2hw4dSnJyMuvWraNt27Z07drVreH+l3owioiINEB7l0Dyj2AwwojnwYVi+GerDpBfaqV142BGdo73YEiR+uHqq68mKyuLJ554gvT0dLp37868efMqJr+kpKRgNP41F6dZs2b88ssv3H///XTt2pUmTZowfvx4Jk6c6K23ICIi4hXvLttLud3BuW2j6dki0ttxpA4K9vchyM9EicVGTpGFuPAAb0eS/+FyIf1/tWzZkpYtW7p8XXV7MPr6+p60B+OJbh+dNGkSEyZMqHheUFBAs2bNXM4rIiIiXmAphjlHf4nf6xaITarypWVWG+8u2wvAXee3xWTUbHSRqhg3bhzjxo074bHFixcft69v376sWrXKw6lERERqryPFFr5ccxCAu85v4+U0UpdFh/iTkltCVpFZhfRayOXWLgALFixg1KhRtGnThjZt2jBq1Cjmz5/v0hje6sEYFhbmUk4RERHxot8mQ+4eCE2AwY+6dOkXq1PILrLQNDKQS7sneCigiIiIiDR0n6w6QJnVTqeEMPq2aeTtOFKHacHR2s3lQvpbb73FiBEjCA0NZfz48YwfP56wsDAuvPBCZsyY4dJY6sEoIiIiJ7VnIfz5rnN79AwIrPotspZyO/9Z6pyN/q/z2uBrqtbcARERERGRUyqz2vhoxX4Abh/YWmvySI1EhzonCmvB0drJ5dYuzz33HK+88kql2z3vvfde+vfv73JRWz0YRURE5IRK8+C7o58pzr4V2gx26fJv1h0iLb+MmFB/ruzZ1P35RERERESAb9alklNsoUlEIBd10Zo8UjMVM9KLzDgcDi+nkf/l8vSsvLw8RowYcdz+YcOGkZ+f73KAcePGceDAAcxmM3/88Qd9+vSpOLZ48WI+/PDDSucf68FYVlbGnj17+Pe//12pZ7qIiIjUAz9PhMLDENUaLnjKpUvLbXbeWrwHcM4KCvDV5wRpmJYuXcrFF19MQkICBoOB7777rtLxm2++GYPBUOnxv5/zc3Nzuf766wkLCyMiIoJbbrmFoqKiSuds2rSJAQMGEBAQQLNmzXjxxRc9/dZERERqBbvdwXtH1+T557mt8NFdkFJDkUF+mIwGrDYH+aVWb8eR/+HyT/gll1zCt99+e9z+77//nlGjRrkllIiIiDRg236ATV+AwQiX/Qf8gl26/MdNh0nJLSEq2I/r+jT3UEiR2q+4uJhu3bqdsv3iiBEjSEtLq3j83//9X6Xj119/PVu3buW3335jzpw5LF26lNtvv73ieEFBAcOGDaNFixasXbuWadOm8eSTT/LOO+947H2JiIjUFvOTM9ibXUxYgA/XnN3M23GkHjAaDTQKVnuX2qpKrV1ef/31iu2kpCSeffZZFi9eXLEo6KpVq1i+fDkPPPCAZ1KKiIhIw1CUCXPuc273vw+a9XbpcqvNzqvzdwFwy7mtCPJzuYudSL0xcuRIRo4cecpz/P39iYuLO+Gx5ORk5s2bx59//kmvXr0AeOONN7jwwgt56aWXSEhI4LPPPsNisTBr1iz8/Pzo1KkTGzZsYPr06ZUK7iIiIvXRB8v3A3D9OS0I9tfnTnGPxqH+ZBaayS60oF/P1C5V+il/5ZVXKj2PjIxk27ZtbNu2rWJfREQEs2bN4rHHHnNvQhEREWkYHA74cTyU5EBsFzh/0umv+R+z/zzIgZwSokP8uLlfS/dnFKlnFi9eTExMDJGRkQwePJhnnnmGRo0aAbBy5UoiIiIqiugAQ4cOxWg08scff3DZZZexcuVKBg4ciJ+fX8U5w4cP54UXXuDIkSNERh6/SLDZbMZs/muGVWFhoQffoYiIiGfsSC9k5d4cTEYDN57TwttxpB6JPtonPavITLMgL4eRSqpUSN+3b5+nc4iIiEhDt+Fz2DEXjL5w2Uzw8Tv9NX9TarHx2gLnbPR7BrfTrCCR0xgxYgSXX345rVq1qlh7aOTIkaxcuRKTyUR6ejoxMTGVrvHx8SEqKor09HQA0tPTadWqVaVzYmNjK46dqJA+depUpkyZ4qF3JSIicmZ8tHI/AMOSYkmICPRuGKlX/r7gKCqk1yo1+oZ5bPVYg8HgljAiIiLSQBUchnlHZ6AP+jfEdXZ5iA9W7COr0EzTyECu7a3e6CKnc80111Rsd+nSha5du9KmTRsWL17MkCFDPPa6kyZNYsKECRXPU1NTSUpK8tjriYiIuFt+iZVv16UCMEZ3QYqbRYc6JxQVlpVjsXs5jFRSreWEP/74Y7p06UJgYCCBgYF07dqVTz75xN3ZREREpCFwOGDO/WDOhyY9of94l4fIL7Eyc/EeAB4Y1h4/n2p9xBFp0Fq3bk10dDS7d+8GIC4ujszMzErnlJeXk5ubW9FXPS4ujoyMjErnHHt+st7r/v7+hIWFVTxCQ0Pd/VZEREQ86r9rD1JqtZEYF0qfVlHejiP1jL+PibAA59znfIsmL9cmLn/LnD59OnfeeScXXnghX375JV9++SUjRozgX//613G91EVEREROa/N/Yec8MPnBpTPAaHJ5iLeX7KGgrJzEuFAu6dbEAyFF6r9Dhw6Rk5NDfHw8AH379iUvL4+1a9dWnLNw4ULsdjt9+vSpOGfp0qVYrdaKc3777Tc6dOhwwrYuIiIidZ3N7uDjlQcA52x0dWkQT2gc6mzvkqdCeq3icmuXN954g7fffpubbrqpYt8ll1xCp06dePLJJ7n//vvdGlBERETqscIM+Plh5/Z5D0NMR5eHyCgo44PlzvVcHhreAZNRHzZFAIqKiipml4Nz3aMNGzYQFRVFVFQUU6ZM4YorriAuLo49e/bw8MMP07ZtW4YPHw5Ax44dGTFiBLfddhszZ87EarUybtw4rrnmGhISEgC47rrrmDJlCrfccgsTJ05ky5YtvPbaa5pgIyIi9dbiHZmk5JYQHujL6O6awCGeER3iz56sYvKt+m5Tm7g8Iz0tLY1+/fodt79fv36kpaW5JZSIiIg0AA4HzH0ASo9AXFfof1+1hnl9wS7M5XZ6tYhkcGLM6S8QaSDWrFlDjx496NGjBwATJkygR48ePPHEE5hMJjZt2sQll1xC+/btueWWW+jZsyfLli3D39+/YozPPvuMxMREhgwZwoUXXsi5557LO++8U3E8PDycX3/9lX379tGzZ08eeOABnnjiCW6//fYz/n5FRETOhE9XOWejX9WrKYF+rt9JKVIVx2akq7VL7eLyjPS2bdvy5Zdf8u9//7vS/tmzZ9OuXTu3BRMREZF6btt3kPwjGH1g9Ftg8nV5iH3ZxXzx50EAJo5M1K21In9z/vnn43A4Tnr8l19+Oe0YUVFRfP7556c8p2vXrixbtszlfCIiInVNal4pi3dmAXBdnxZeTiP1WXSIs5BeYDVUq/WleIbLhfQpU6Zw9dVXs3TpUvr37w/A8uXLWbBgAV9++aXbA4qIiEg9VJwNPz3o3B7wAMR1qdYw03/bic3uYFCHxpzdUgs9iYiIiIjnzP7zIA4H9GvTiFbRwd6OI/VYWIAPfiYjFpsd36im3o4jR7nc2uWKK65g9erVREdH89133/Hdd98RHR3N6tWrueyyyzyRUUREROqbnydCSTbEJMGAB6s1xJbUfH7ceBiAh4YnujOdiIiIiEgl5TY7s/9MAeDa3s29nEbqO4PBQHSoHwB+Ma28nEaOcWlGutVq5Y477uDxxx/n008/9VQmERERqc+2/wRbvgKDES6dAT5+1Rpm2i87ALi0ewJJCWHuTCjiNa1bt+bPP/+kUaNGlfbn5eVx1llnsXfvXi8lExERadgW7cgio8BMVLAfwzrFejuONADRIf4czivDt3FLb0eRo1yake7r68vXX3/tqSwiIiJS31lKYO7Dzu1+90KTs6o1zKq9OSzZmYWP0cCEC9q7MaCId+3fvx+bzXbcfrPZTGpqqhcSiYiICMDnfzgXGf1Hz6b4+6hntXjesT7pfjEtvRtEKrjcI3306NF899133H///Z7IIyIiIvXZiteh4BCEN4PzH6nWEA6HgxfnbQfgmt7NaNFI/Sml7vvhhx8qtn/55RfCw8MrnttsNhYsWEDLli29kExERET+vsjoNWrrImdIdIjzzl3fxmrtUlu4XEhv164dTz31FMuXL6dnz54EB1f+8nrvvfe6LZyIiIjUI3kH4fdXndvDngbfwGoNMz85k3UpeQT4Grl3cDv35RPxotGjRwPOfphjxoypdMzX15eWLVvy8ssveyGZiIiIaJFR8YZGwc4Z6T6hjSgw272cRqAahfT333+fiIgI1q5dy9q1aysdMxgMKqSLiIjIic2fDOWl0KI/JI2u1hA2u4OXjvZGH9u/FTFhAW4MKOI9drvzy1GrVq34888/iY6O9nIiERERAS0yKt7j52Mk2MdBcbmBA/lWb8cRqlFI37dvnydyiIiISH12YCVs+RowwIjnwWCo1jDfb0hlR0YhYQE+/GtgG/dmFKkF9FlbRESkdtEio+JN4b5HC+l55d6OIrhYSF+1ahU//vgjFouFIUOGMGLECE/lEhERkfrCbod5E53bZ90E8V2rNYyl3M7033YCcOf5bQkP8nVXQpFaZcGCBSxYsIDMzMyKmerHzJo1y0upREREGiYtMireFO7r4HAp7M/TjPTaoMqF9K+++oqrr76awMBAfH19mT59Oi+88AIPPvigJ/OJiIhIXbfhM0jbCP5hMPjxag/zf6tTOHSklJhQf27u19J9+URqkSlTpvDUU0/Rq1cv4uPjMVTz7g0RERE5vZSUFLKzs096PKvYxuIdzkVGuwQXsm7dOpfGT05OrlE+kXA/O2DiQL5mpNcGVS6kT506ldtuu40ZM2ZgMpmYOnUqzz33nArpIiIicnJlBbBginP7vIkQ0rhawxSby3lj4W4A7h3SjkA/zQaS+mnmzJl8+OGH3Hjjjd6OIiIiUq+lpKSQ2LEjpSUlJz0n/NzriOh/HaX7N3Lx+Y9W+7WKioqqfa00bOG+DgAOFlgpt9nxMRm9nKhhq3IhfceOHcyePRuTyfnF9YEHHuCJJ54gMzOTmJgYjwUUERGROmzpNCjOgkZtofft1R7mg+X7yC4y06JREFef3cyNAUVqF4vFQr9+/bwdQ0REpN7Lzs6mtKSE6ydOI7b58Wvv2B3w82FfymxwXs9ONBv4jcuvkbx6CT9/9BplZWXuiCwNULAP2C1lWPwC2J9TQtuYEG9HatCqXEgvKSkhLCys4rmfnx8BAQEUFRWpkC4iIiLHy9kDq952bg+fCj5+1RrmSLGF/yzZC8CEC9rjq1kYUo/deuutfP755zz+ePXbIImIiEjVxTZvQ9N2nY7bvzeriLKDaQT6mji7axt8jK5/Bs1I2eOOiNKAGQxgzd6Pf0Ii29MLVEj3MpcWG33vvfcICfnrD6y8vJwPP/yQ6Ojoin333nuv+9KJiIhI3eRwwLxJYLdC2wug/bBqD/XW4t0UmsvpGB/GxV0T3BhSpPYpKyvjnXfeYf78+XTt2hVf38qL6k6fPt1LyURERBqWzan5AHSMD61WEV3EXSyZRwvpaYWM6urtNA1blQvpzZs359133620Ly4ujk8++aTiucFgUCFdREREYNt3sOsXMPrC8OeqPczerCI+XLEfgIdHdMBo1MKLUr9t2rSJ7t27A7Bly5ZKx7TwqIiIyJlRUGplf46zd3rnJuFeTiMNnTVrPwDb0wu8G0SqXkjfv3+/B2OIiIhIvVF6BOY+7Nwe8AA0bl/toZ6esw2rzcHgxBgGdVArOan/Fi1a5O0IIiIiDd7Ww86CZdPIQCKDqteeUMRdLJn7AEhOK/RyEtG9KSIiIuJe85+E4kxo1A4GTKj2MAu3Z7BoRxa+JgOPj0pyXz4RERERkZOw2R1sPexs69JFs9GlFjg2Iz01r5SCMqt3wzRwLvVIFxERETmlAytg7YfO7UteBx//ag1jLrfx1I/bAPjnua1oFR3spoAitdugQYNO2cJl4cKFZzCNiIhIw7M/p5hii41AXxNtGmthR/E+u7mY6CAj2SV2dqQXcnbLKG9HarBUSBcRERH3KDfDj+Od2z1vhhb9qj3UrN/3sz+nhMah/twzuJ178onUAcf6ox9jtVrZsGEDW7ZsYcyYMd4JJSIi0oAcW2Q0KSEMk9bnkVqiRbgv2SVmtqcVqJDuRSqki4iIiHssmw7ZOyEkFoZOqfYwGQVlvLFwFwCTRiYS4q+PK9JwvPLKKyfc/+STT1JUVHSG04iIiDQsBaVWDhxbZDQhzMtpRP7SItyHtWlmktPVJ92b1CNdREREai5rByx72bk98gUIjKj2UM//vJ0Si42zmkcwunsT9+QTqeNuuOEGZs2a5e0YIiIi9dqWo73Rm0UFEqFFRqUWaRnhC8D2tAIvJ2nYqlVI37NnD4899hjXXnstmZmZAPz8889s3brVreFERESkDrDbnS1d7FZoPwKSRld7qLUHcvl2fSoGAzx5SSeMup1WBICVK1cSEBDg7RgiIiL1lnORUWeRskuCFhmV2qVFuPMu3R3phdjtDi+nabhcvld6yZIljBw5kv79+7N06VKeffZZYmJi2LhxI++//z5fffWVJ3KKiIhIbbXuI0hZCb7BcOFLcIqFEk/FZnfw5A/OBUav6tmMrk0j3BhSpG64/PLLKz13OBykpaWxZs0aHn/8cS+lEhERqf/2ZhdRYrER5GeitRYZlVomIdQHP5ORYouNQ0dKad4oyNuRGiSXZ6Q/8sgjPPPMM/z222/4+f11m8vgwYNZtWqVW8OJiIhILZefCr894dwe8jhENKv2UP9dc5DNqfmE+vvw0IgObgooUreEh4dXekRFRXH++eczd+5cJk+e7O14IiIi9daWVOds9KR4LTIqtY/JaKBdrPMXPMnpau/iLS7PSN+8eTOff/75cftjYmLIzs52SygRERGpAxwOmHMfmAugSS/ofXu1h8ovsfLiLzsAGD+0HdEh/m4KKVK3fPDBB96OICIi0uDkl1pJyT26yGgTtXWR2ikxLoythwvYnlbI8E5x3o7TILlcSI+IiCAtLY1WrVpV2r9+/XqaNNGCYCIiIg3Gptmw61cw+cGlM8BoqvZQr8zfSW6xhXYxIYzp19J9GUXqqLVr15KcnAxAp06d6NGjh5cTiYiI1F9bUp2LjDaPCiI80NfLaUROrGN8KADbNSPda1wupF9zzTVMnDiR//73vxgMBux2O8uXL+fBBx/kpptu8kRGERERqW0K0+Hnic7t8x+BmMRqD7U9vYBPVh0AnAuM+pqqtRa6SL2QmZnJNddcw+LFi4mIiAAgLy+PQYMG8cUXX9C4cWPvBhQREaln7A7YmnZ0kVHNRpdaLDEuDIDt6YVeTtJwufxN9bnnniMxMZFmzZpRVFREUlISAwcOpF+/fjz22GOeyCgiIiK1icMBPz0AZXkQ3w363VuDoRxM/n4rNruDkZ3j6N822n05Reqge+65h8LCQrZu3Upubi65ubls2bKFgoIC7r23+j9rIiIicmKHSw2UWp2LjLaKDvZ2HJGTSjw6I31/TjEllnIvp2mYXJ6R7ufnx7vvvsvjjz/Oli1bKCoqokePHrRr184T+URERKS22fotbJ8DRl+49C0wVf/21582p/HHvlwCfI08elFHN4YUqZvmzZvH/Pnz6djxr5+HpKQkZsyYwbBhw7yYTEREpH7aW+hsT9gpQYuMSu0WHeJPdIg/2UVmdmYU0b1ZhLcjNTguF9J///13zj33XJo3b07z5s09kUlERERqq+JsmPugc3vggxDXudpDlVjKefYnZw/oO89rS9PIIHckFKnT7HY7vr7H/3LK19cXu93uhUQiIiL1l2/jVmSZjRgMausidUPH+FCW7TKzPa1AhXQvcLm1y+DBg2nVqhX//ve/2bZtmycyiYiISG3188NQkgOxneHcCTUa6q1Fe0jLL6NpZCB3nNfaTQFF6rbBgwczfvx4Dh8+XLEvNTWV+++/nyFDhngxmYiISP0T1usSANo1DiE0QIuMSu2XGHdswVH1SfcGlwvphw8f5oEHHmDJkiV07tyZ7t27M23aNA4dOuSJfCIiIlJbJM+BLV+DwQSXvgk+ftUe6kBOMe8s3QvAYxclEeBrcldKkTrtzTffpKCggJYtW9KmTRvatGlDq1atKCgo4I033vB2PBERkXojr8xGcNJ5AHRvHuHdMCJVdGzB0eSjC+TKmeVya5fo6GjGjRvHuHHj2LdvH59//jkfffQRkyZNYuDAgSxcuNATOUVERMSbirJgzn3O7f7jIaFHjYZ7es42LDY7A9pFM7xTbM3zidQTzZo1Y926dcyfP5/t27cD0LFjR4YOHerlZCIiIvXLr3tKMPj4EelnJy4swNtxRKrk2IKj29MLcTgcGAzq638muTwj/e9atWrFI488wvPPP0+XLl1YsmSJu3KJiIhIbeFwwI/3QnEWxCTBeRNrNNyiHZnMT87Ex2hg8sWd9OFPBFi4cCFJSUkUFBRgMBi44IILuOeee7jnnns4++yz6dSpE8uWLfN2TBERkXrBUm5n3p4SANqG2vV5VOqMtjEh+BgN5JdaSS8o83acBqfahfTly5dz1113ER8fz3XXXUfnzp356aef3JlNREREaoN1H8OOuWDyg8vfBd/qz9gps9p46kfnGitj+7ekbUyIu1KK1Gmvvvoqt912G2FhYccdCw8P54477mD69OleSCYiIlL//LT5MHlldsoLc2gapMW8pe7w9zHRprHzO9T2NPVJP9NcLqRPmjSJVq1aMXjwYFJSUnjttddIT0/nk08+YcSIEZ7IKCIiIt6SswfmTXJuD34c4jrXaLh3lu5lX3YxMaH+3DuknRsCitQPGzduPOVn6WHDhrF27dozmEhERKR+cjgcvLN0HwCF63/CqMnoUscca++SnK4+6Weayz3Sly5dykMPPcRVV11FdHS0JzKJiIhIbWArh29uB2sxtBwAfcfVaLiDuSXMWLQbgMdGJREa4OuOlCL1QkZGBr6+J/+Z8PHxISsr6wwmEhERqZ8Wbs8kOa2AAB8DRevnwg3XeDuSiEsS48L4nsOake4FLhfSly9f7okcIiIiUtssexlS14B/OIx+G4zVX1rF4XAw+YetmMvt9GvTiIu7xrsxqEjd16RJE7Zs2ULbtm1PeHzTpk3Ex+vnRkREpCYcDgdvHp3YMaJNEDvKirycSMR1fy04qhnpZ1qVCuk//PADI0eOxNfXlx9++OGU515yySVuCSYiIiJedGgNLHnBuX3RyxDRrEbD/bYtg4XbM/E1GXjq0s5a0Enkf1x44YU8/vjjjBgxgoCAyusQlJaWMnnyZEaNGuWldCIiIvXDyr05rE/Jw8/HyMXtg3nN24FEqqFjnHNNnT1ZxZjLbfj7mLycqOGoUiF99OjRpKenExMTw+jRo096nsFgwGazuSubiIiIeIOl2NnSxWGDzldA13/UaLhSi40pRxcYvW1Aay0wKnICjz32GN988w3t27dn3LhxdOjQAYDt27czY8YMbDYbjz76qJdTioiI1G3H2gxec3YzIgMtXk4jUj2xYf5EBPmSV2Jld2YRnRLCvR2pwahSId1ut59wW0REROqhXx+D3D0Q1sQ5G72G3ly0i9S8UppEBDJu8InbVog0dLGxsaxYsYI777yTSZMm4XA4AOdEleHDhzNjxgxiY2O9nFJERKTuWp9yhOW7c/AxGrjjvDZk7E32diSRajEYDCTGhbJqby7JaYUqpJ9BLjc7/fjjjzGbzcftt1gsfPzxx24JJSIiIl5yaC2smeXcHv0WBEbWaLjdmUW8s3QvAE9cnESQn8vLs4g0GC1atGDu3LlkZ2fzxx9/sGrVKrKzs5k7dy6tWrXydjwREZE67fUFuwC4rEcTmkQEejmNSM0kHm3vsj1NfdLPJJcL6WPHjiU/P/+4/YWFhYwdO9YtoURERMQL7HaY+6Bzu9t10Pr8Gg3nXGB0C1abg0EdGjMsSbNpRaoiMjKSs88+m969exMZWbNfZomIiAis2pvDoh1Z+BgN3DVId0hK3dexYsHRQi8naVhcLqQ7HI4TLhB26NAhwsN1K4GIiEidtfFzOLwO/EJh6OQaDzdnUxrLd+fg72NkyiVaYFREREREzjyHw8HUn7cDcG3v5rSKDvZyIpGaq5iRnq4Z6WdSle+v7tGjBwaDAYPBwJAhQ/Dx+etSm83Gvn37GDFihEdCioiIiIeV5cP8J53b5z0MoXE1Gu5IsYUpP24F4K7z29K8UVANA4qIiIiIuO7nLelsPJhHkJ+Je4ZoNrrUD+1jQzEYILvIQlahmcah/t6O1CBUuZA+evRoADZs2MDw4cMJCQmpOObn50fLli254oor3B5QREREzoDFL0BxFjRqB33+VePhJv+wlewiC+1iQrjjvNZuCCgiIiIi4hqrzc60X3YAcOuA1sSEBng5kYh7BPqZaNUomL3ZxWxPL6BxaGNvR2oQqlxInzzZeYt3y5YtufrqqwkI0F8+IiIi9ULmdlj9H+f2yOfBx69Gw83bks4PGw9jNMBL/+hGgK/JDSFFRERERFzzxeoU9mUX0yjYj9sHanKH1C+J8aHOQnpaIQPaqZB+JrjcI33MmDEqoouIiNQXDgfMmwj2cuhwEbQdWqPhcostPPbdZgDuOK8N3ZpFuCGkiIiIiIhrcorMvPzbTgDuHdKOEP8qzyUVqROO9UlPVp/0M8blv0VsNhuvvPIKX375JSkpKVgslkrHc3Nz3RZOREREPGz7HNi7GEz+MPzZGg/35N9autw3tF3N84mIiIiIVMPUn7eTV2IlMS6U6/o093YcEbdLjAsFYHtaoZeTNBwuz0ifMmUK06dP5+qrryY/P58JEyZw+eWXYzQaefLJJz0QUURERDzCWgq//Nu53f9eiGpVo+GOtXQxGQ289I9u+PuopYuIiIiInHmr9ubw1dpDGAzw7GVd8DW5XP4SqfU6xjtnpO/OLMJqs3s5TcPg8oz0zz77jHfffZeLLrqIJ598kmuvvZY2bdrQtWtXVq1axb333uuJnCIiIuJuy1+HvBQIawLn3l+joSq1dBnYWi1dRERERMQrzOU2Hv3W+bn02t7N6dki0suJRGouOTn5uH12h4NAHwOl5XZ+WvonzcN9qzV2dHQ0zZvrro2qcLmQnp6eTpcuXQAICQkhPz8fgFGjRvH444+7N52IiIh4Rs4e+H26c3vY0+AXXKPhJv+tpct4tXQRERERES/5z5K97MkqJjrEj4nDE70dR6RGCnKzALjhhhtOeDz2+hcJaJrE9Xc/TEny0mq9RmBQENuTk1VMrwKXC+lNmzYlLS2N5s2b06ZNG3799VfOOuss/vzzT/z9/T2RUURERNzJ4YA590N5GbQ+HzpdXqPh5m1J40e1dBERERERL9t8KJ83Fu4C4LGLkggPqt4MXZHaorTIuZDoRXc8SoeuPY87vi7XxL4iOPeGB+gccZ/L42ek7OGzFx4iOztbhfQqcLmQftlll7FgwQL69OnDPffcww033MD7779PSkoK999fvdvCZ8yYwbRp00hPT6dbt2688cYb9O7d+7TXffHFF1x77bVceumlfPfdd9V6bRERkQZn4xewbwn4BMCoV8BgqPZQWYVmHv12C6CWLiIiIiLiPaUWG+Nnr8dqczCiUxyXdk/wdiQRt2mU0IKm7Todtz/3UB77dmRh9g2labsmXkjWsLhcSH/++ecrtq+++mqaN2/OypUradeuHRdffLHLAWbPns2ECROYOXMmffr04dVXX2X48OHs2LGDmJiYk163f/9+HnzwQQYMGODya4qIiDRYxdl/LTB6/iMQ1braQzkcDh75ehM5xRYS40LV0kVEREREvOaZn7axN6uY2DB/pl7eBUMNJouI1BXRIc7uINlFFi8naRhqvGxx3759mTBhQrWK6ADTp0/ntttuY+zYsSQlJTFz5kyCgoKYNWvWSa+x2Wxcf/31TJkyhdatq18AEBERaXB+eRRKcyG2M/QdV6OhvvjzIAu2Z+JnMvLK1d3V0kVEREREvOK3bRl89kcKAC//ozuRwX5eTiRyZjQKcf5/vchcTpnV5uU09V+VZqT/8MMPVR7wkksuqfK5FouFtWvXMmnSpIp9RqORoUOHsnLlypNe99RTTxETE8Mtt9zCsmXLqvx6IiIiDdqehbDpC8AAF78Opur3jNyfXczTc7YB8ODw9nSMD3NTSBERERGRqjuYW8KD/90IwG0DWnFuu2gvJxI5c/x9TIQF+FBQVk52kZmmkUHejlSvVamQPnr06CoNZjAYsNmq/tuP7OxsbDYbsbGxlfbHxsayffv2E17z+++/8/7777Nhw4YqvYbZbMZsNlc8LygoqHI+ERGResNS4lxgFKDPHdD0+IVqqqrcZuf+LzdQYrFxTusobj1Xd4eJ1Cdav0hEROqKUouNOz5ZS36plW7NInhweAdvRxI546JD/I8W0i0qpHtYlQrpdrvd0zmqpLCwkBtvvJF3332X6Oiq/YZx6tSpTJkyxcPJREREarklL8CR/RDWBAY/VqOh3l68h/UpeYT6+/DSP7phNKr/pEh9ofWLRESkNklJSSE7O/uExxwOB6+vzmdbWilh/kbu7ubH1k0bqzx2cnKyu2KKeFV0iD97s4vJLjKf/mSpEZcXG3Wn6OhoTCYTGRkZlfZnZGQQFxd33Pl79uxh//79lfqxHyvy+/j4sGPHDtq0aVPpmkmTJjFhwoSK5wUFBTRr1sydb0NERKR2S98MK95wbl/0MviHVnuoTYfyeG3BLgCmXNpJMx5E6pm/r18EMHPmTH766SdmzZrFI488csJr/r5+0bJly8jLyzuDiUVEpL5KSUkhsWNHSktKTng8tOfFRA29A4fdxs4PHmH4U1uq9TpFRUU1iSniddFH+6SrkO55LhfSn3rqqVMef+KJJ6o8lp+fHz179mTBggUV7WPsdjsLFixg3LjjF0BLTExk8+bNlfY99thjFBYW8tprr52wQO7v74+/v3+VM4mIiNQrdhv8cC84bJA0GjqMrPZQpRYb983eQLndwUVd4rmsRxP35RQRrztT6xf9b+vFwsLCmgUXEZF6KTs7m9KSEq6fOI3Y5pUnTaaXGliR5YMD6BbloN0jp65VnUjy6iX8/NFrlJWVuSmxiHdEhzjrnjlFFuwOB0aD7hj2FJcL6d9++22l51arlX379uHj40ObNm1cKqQDTJgwgTFjxtCrVy969+7Nq6++SnFxccUsmJtuuokmTZowdepUAgIC6Ny5c6XrIyIiAI7bLyIiIsCqt+HwOvAPh5Ev1GioqT8nszermJhQf54Z3RmDPqCJ1CtnYv0iUOtFERFxTWzzNjRt16nieXaRmT/XHMKBnY7xoZzfMbZan0szUva4M6aI14QH+WIyGii3O8gvtRIZ5OftSPWWy4X09evXH7evoKCAm2++mcsuu8zlAFdffTVZWVk88cQTpKen0717d+bNm1fxAT4lJQWj0ejyuCIiIg1e7j5Y+Ixze9jTEHp827SqWrQ9k49XHgBg2j+6ERmsD2ciDV111i+C41svpqamkpSU5ImIIiJSzxSby/lh42EsNjtNIgIZkli9IrpIfWI0GGgU7EdmoZnsIrMK6R7klh7pYWFhTJkyhYsvvpgbb7zR5evHjRt3wlYuAIsXLz7ltR9++KHLryciIlLvORzw43goL4WWA+Csm6o9VHaRmYe+ci7cdHO/lpzXvrG7UopILXIm1i+C41svFhQUuOstiIhIPWa12flx02EKy8qJCPJlVNd4TFr0XgRwtndxFtIttDv5+vBSQ26b6p2fn09+fr67hhMREZGaWP8p7FsCPgFw8WtQzZk6DoeDiV9tIrvIQvvYEB4ZmejmoCJSW/x9/aJjjq1f1Ldv3+POP7Z+0YYNGyoel1xyCYMGDWLDhg0nXL9IRESkOhwOB79uzSCjwEyAj5FLuyUQ4GvydiyRWuPYgqM5WnDUo1yekf76669Xeu5wOEhLS+OTTz5h5MjqL2AmIiIiblKYDr8+6twe9Cg0On5GaFV99kcKC7Zn4mcy8to1PfSFRaSe0/pFIiJSG63Yk8PurCKMBhjVNYEIta4QqeTYgqPZRRYvJ6nfXC6kv/LKK5WeG41GGjduzJgxY5g0aZLbgomIiEg1zX0IyvIhvjucc1e1h9mdWcQzP20D4OERHegYH+amgCJyJixdupRp06axdu1a0tLS+Pbbbxk9enTFcYfDweTJk3n33XfJy8ujf//+vP3227z00ksV6xd17tyZ3r17065dO4xGI4GBgQwePLjS62zatIm7776bP//8E5PJRMuWLc/sGxURkXptf5GRtblHABjaMZYmkYFeTiRS+xwrpOeXWrGU2/Hz0XqTnuDy/6r79u2r9NizZw+rVq3iueeeIzQ01BMZRUREpKq2/QDJP4DRBy59E0zVWw7FUm7nvtnrKbPaObdtNP/s38rNQUXE04qLi+nWrRszZsw44fEXX3yR119/nZkzZ/LHH38QHBzM8OHDufXWWzlw4ABms5mYmBgyMjL47bffmDNnDiEhITgcjooxCgoKGDZsGC1atGDt2rW8//777Nu3j3feeedMvU0REanH/Jt2Yl2u847I3i2jNLFD5CQC/UwE+zt/VnKK1d7FU9yy2KiIiIjUAqVHYO6Dzu3+4yGuS7WHemX+TrakFhAR5MtL/+iGUQs5idQ5I0eOPGnrRYfDwauvvspjjz3GpZdeCsDHH39MbGws3333Hddccw3JycnMmzePP//8k169egHwxhtvcOGFF/LSSy+RkJDAZ599hsViYdasWfj5+dGpUyc2bNjA9OnTuf3228/YexURkfons7icxpf9GwcG2sWEcE7rKG9HEqnVokP8KTaXkF1oIT5cd254gssz0svKypg2bRoXXnghvXr14qyzzqr0EBERES/59TEoyoBG7WDgw9UeZtXeHGYu2QPA85d3IS48wF0JRaSW2LdvH+np6QwdOrRiX3h4OH369GHlypUArFy5koiIiIoiOsDQoUMxGo388ccfFecMHDgQP7+/etUOHz6cHTt2cOTIkRO+ttlspqCgoOJRWFjoibcoIiJ1WJG5nKm/H8EUFE6Er50LkmIxGDSxQ+RU/uqTrhnpnuLyjPRbbrmFX3/9lSuvvJLevXvrLzIREZHaYMUbsP5T5/Ylr4Nv9YrfucUW7p+9AYcDrurVlBGd490YUkRqi/T0dABiY2Mr7Y+Nja04lp6eTkxMTKXjPj4+REVFVTqnVatWx41x7FhkZORxrz116lSmTJninjciIiL1jt3u4P7ZGziQX055US5924fga1K/Z5HTiQ5xTmxQId1zXC6kz5kzh7lz59K/f39P5BERERFXbfg/52x0gKFPQot+1RrGZncw/ov1pOWX0To6mCcu7uS+jCIiR02aNIkJEyZUPE9NTSUpKcmLiUREpDZ5+bcd/LYtA18jpH37LEGPTvV2JJE64a8Z6RYcDocmP3uAy7/Sa9KkiRYVFRERqS12/gLf3+3c7jsO+t9X7aHeXLibZbuyCfA18tYNZxHir6VUROqruLg4ADIyMirtz8jIqDgWFxdHZmZmpePl5eXk5uZWOudEY/z9Nf6Xv78/YWFhFQ99txARkWO+35DKjEXOFoN39grHcniHlxOJ1B2RQX4YDWCx2SksK/d2nHrJ5UL6yy+/zMSJEzlw4IAn8oiIiEhVpayCL8eAwwZdr4ELnoZqzjpYtiuLVxfsBODZ0V1IjAtzZ1IRqWVatWpFXFwcCxYsqNhXUFDAH3/8Qd++fQHo27cveXl5rF27tuKchQsXYrfb6dOnT8U5S5cuxWq1Vpzz22+/0aFDhxO2dRERETmZjQfzePirTQDccV5rzm8Z5OVEInWLyWggKljtXTzJ5UJ6r169KCsro3Xr1oSGhhIVFVXpISIiImdAxlb4/CooL4V2w+DSN8FYvd6RafmljP/C2Rf92t7NuKJnUzeHFRFvKCoqYsOGDWzYsAFwLjC6YcMGUlJSMBgM3HfffTzzzDP88MMPbN68mZtuuomEhARGjx4NQMeOHRkxYgS33XYbq1evZvny5YwbN45rrrmGhIQEAK677jr8/Py45ZZb2Lp1K7Nnz+a1116r1LpFRETkdLKLzNzxyVrM5XYGJ8bw8PBEb0cSqZP+3t5F3M/le7avvfZaUlNTee6554iN1arJIiIiZ9yRA/DJ5VCWD836wD8+ApNvtYay2uyM+3w9ucUWkuLDmKy+6CL1xpo1axg0aFDF82PF7TFjxvDhhx/y8MMPU1xczO23305eXh7nnnsu8+bNIyDgr8WKP/vsM8aNG8eQIUMwGo1cccUVvP766xXHw8PD+fXXX7n77rvp2bMn0dHRPPHEE9x+++1n7o2KiEiddmydnvSCMto0Dua1a7pjMqrWJFIdzkJ6oWake4jLhfQVK1awcuVKunXr5ok8IiIiciolufDp5VCUDo07wrVfgF/1b3t94eftrD1whNAAH96+4SwCfE1uDCsi3nT++efjcDhOetxgMPDUU0/x1FNPnfScqKgoPv/881O+TteuXVm2bFm1c4qISMP26vydLN+dQ6CviZk39CQ0oHoTREQEokPU2sWTXL4HPDExkdLSUk9kERERkVMpt8CXN0HObghvBjd+A0HVb6s2b0sa7/2+D4CX/tGNFo2C3ZVUREREROS0Fu3I5I2FuwF4/ooutIvVAtQiNXGstUteiRWrze7lNPWPy4X0559/ngceeIDFixeTk5NDQUFBpYeIiIh4gMMBP90P+5eBXwhcNxvCEqo93KEjJTx0dDGn2we2ZninOHclFRERERE5rUNHSrh/9gYAbjinOZd2b+LdQCL1QJCfiUBfEw4gt1h90t3N5dYuI0aMAGDIkCGV9jscDgwGAzabzT3JRERE5C8r3oD1n4LBCFd+ALHV72VuszuYMHsjhWXl9GgewUPDO7gxqIiIiIjIqZnLbdz92TrySqx0bRrO46OSvB1JpF4wGAw0CvHj0JFSsovMxIYFnP4iqTKXC+mLFi3yRA4RERE5me0/wW9POLeHT4X2w2o03NuLd7N6fy7BfiZeu7oHviaXb1ATEREREam2Z39KZuOhfMIDfZlx3Vn4+2idHhF3iQ7xP1pI14x0d3O5kH7eeed5IoeIiIicSNpG+PpWwAG9boE+d9RouA0H83hl/i4Anrq0M80bVX+hUhERERERV32/IZWPVx4A4JWru9EsSp9HRdxJC456jsuF9KVLl57y+MCBA6sdRkRERP6mIA0+vwasJdB6EIx8AQyGag9XZC5n/BfrsdkdXNwtgcvPUh9KERERETlz9mQVMembzQDcPagNgxNjvZxIpP45tuBodpG5ohW3uIfLhfTzzz//uH1//wNRj3QRERE3sJbBF9dB4WGI7gD/+BBMvjUacsoPWzmQU0KTiECeGd1ZH6hERERE5Iwpszr7opdYbJzTOor7h7b3diSReqlRsB8GoMxqp9hiI8Tf5fKvnITLTVGPHDlS6ZGZmcm8efM4++yz+fXXXz2RUUREpOGZ9wgcXgeBUXDdbAiMqNFwP21K479rD2EwwPSruhEeWLOivIiIiIiIK579KZnt6YU0CvbjtWt64KN1ekQ8wsdkJCLI+X1P7V3cy+VfSYSHhx+374ILLsDPz48JEyawdu1atwQTERFpsDZ+AWs/AAxwxXsQ1apGwx3OK2XSN5sAuOv8NvRp3cgNIUVEREREqubnzWl8ssrZF/3lq7oRGxbg5UQi9Vt0iD9HSqxkF5pp2SjY23HqDbf9+i82NpYdO3a4azgREZGGKWMbzLnfuX3+I9B2SI2GK7fZuX/2BgrKyunWNJz7dAutiIiIiJxBB3NLePhr56SOOwa25vwOMV5OJFL/NQ519knP0ox0t3J5RvqmTZsqPXc4HKSlpfH888/TvXt3d+USERFpeMyF8OVNzsVF2wyGgQ/VeMhn5ybzx75cgvxMvHpND3x1C62IiIiInCFWm517v1hPYVk53ZtF8ODwDt6OJNIgHCukZxaqkO5OLhfSu3fvjsFgwOFwVNp/zjnnMGvWLLcFExERaVAcDvjhHsjZBWFN4PJ3wWiq0ZBfrT3EB8v3AzD9qu60itYtfSIiIiJy5rz06w7Wp+QRGuDDG9dqUofImdI4xFlIzyuxYim34+ejnz13cLmQvm/fvkrPjUYjjRs3JiBA/a1ERESqbfW7sPVbMPrAPz6E4OgaDbfhYB7//nYzAPcOaceIznFuCCkiIiIiUjWLdmTynyV7AZh2ZVeaRQV5OZFIwxHs70Owv4lis43sIjMJEYHejlQvuFxIb9GihSdyiIiINFyH1sAv/3ZuD3sGmvWu0XCZBWXc8ckaLOV2LkiK5b4h7dwQUkRERESkajIKynjgy40A3HhOC0Z0jvdyIpGGp3GIP8XmErIKVUh3lyoX0hcuXMi4ceNYtWoVYWFhlY7l5+fTr18/Zs6cyYABA9weUkREpN4qy4f/3gx2KyRdCn3+VaPhzOU2/vXpWjIKzLSNCWH6Vd0wGg3uySoiIiIi8jcpKSlkZ2dX2mezO5iyNJfcYgstI3y4qImZdevWuTx2cnKyu2KKNEgxoQHszylRn3Q3qnIh/dVXX+W22247rogOEB4ezh133MH06dNVSBcREXHFwmcg/yBEtoJL3gRD9YveDoeDyd9vZV1KHmEBPrx7Uy9CA3zdGFZERERExCklJYXEjh0pLSmptD+83zVEDLgBu6WU5dPuo++k1Bq9TlFRUY2uF2moji04mqVCuttUuZC+ceNGXnjhhZMeHzZsGC+99JJbQomIiDQIqWudvdEBRr0CAcf/stoVn646wBd/HsRogNev7aHFRUVERETEY7KzsyktKeH6idOIbd4GgKwyA0sznaWm3vG+tHj6jWqPn7x6CT9/9BplZWVuySvS0MQcLaTnFJux2R2YdKdyjVW5kJ6RkYGv78lntfn4+JCVleWWUCIiIvWerRx+vA9wQJeroM2gGg335/5cpvy4DYCHRyRyfoeYmmcUERERETmN2OZtaNquEyWWcuatTgFsdIwPpX9SzRa7z0jZ456AIg1UaIAP/j5GzOV2corNxIQGeDtSnWes6olNmjRhy5YtJz2+adMm4uO1eISIiEiVrH4H0jdBQDgMf7ZGQ2UUlHHXZ+sotzsY1TWeOwa2dlNIEREREZHTczgc/LYtg2KzjcggX85vr0kdIt5mMBjU3sXNqlxIv/DCC3n88cdPeEtNaWkpkydPZtSoUW4NJyIiUi/lp8Kio8XzoVMgpPpfNCzldu76bB1ZhWY6xIby4pVdMdSgz7qIiIiIiKvWp+SxP6cEk9HAyM7x+PlUudwkIh50rL2LFhx1jyq3dnnsscf45ptvaN++PePGjaNDhw4AbN++nRkzZmCz2Xj00Uc9FlRERKTe+PlhsBRBsz5w1pgaDfXMT9tYe+AIoQE+zLyxJ0F+Vf6nXURERESkxnLNBpYfzAZgYLvoihmwIuJ9mpHuXlX+th0bG8uKFSu48847mTRpEg6HA3DeJjB8+HBmzJhBbGysx4KKiIjUCzt+hu1zwOjjXGDUWP3ZOl+tPcTHKw8A8OrV3bW4qIiIiIicUQa/IP7I9sHugLYxIXRpEu7tSCLyN41DnIX07CIzdocDo+5erhGXpq21aNGCuXPncuTIEXbv3o3D4aBdu3ZERkZ6Kp+IiEj9YSmGuQ85t/veDbGdqj3UltR8Hv12MwDjh7RjSEf9MltEREREzqyoC/5Fic1AWIAPQxNj1GJQpJaJDPbDx2jAanOQX2IlMtjP25HqtGrd/x0ZGcnZZ5/t7iwiIiL12+KpkH8QwpvDeROrPcyRYgt3fLIWc7mdwYkxjB/Szo0hRURERERO7/eUUkI6DwYcDO8Uh7+vyduRROR/GA0GokP8SS8oI7PQrEJ6DWn1BxERkTNh3zJY+ZZz+6KXwK96bVjKbXbu/WI9qXmltGgUxCtXd8do1MwfERERETlzDueV8p+1+QAkhtlJiAj0ciIROZnGFQuOlnk5Sd2nQrqIiIin5e6DL28Chw26Xg3th1d7qGfnJrNsVzaBvib+c2NPwgN93RhUREREROTUbHYHE77cQLHVgfnwDjqG27wdSUROITbsaCG9QAuO1pQK6SIiIp5kLoQvroPSXEjoARe/Vu2hPv8jhQ+W7wfglau7kRgX5qaQIiIiIiJV896yvazam0uAj4HsOS+jmyNFareY0AAAMgvNOBwOL6ep21RIFxER8RS7Hb65HTK3QUgcXPM5+FbvttcVe7J54vstADxwQXtGdI53Z1IRERERkdPakprPS7/uAGBs9zDKjxz2ciIROZ1GRxcctdjsHCmxejtOnaZCuoiIiKcsegZ2zAWTv7OIHpZQrWH2Zxdz12frKLc7uKRbAuMGt3VzUBERERGRUyu12Lhv9gasNgfDkmIZ2kp90UXqAqPR8Fef9AL1Sa8JFdJFREQ8YfNXsOxl5/Ylb0DTntUapqDMyq0fryGvxEq3ZhG8eGVXDAbdPysiIiIiZ9bzPyezO7OIxqH+PH+FPpOK1CWxR9u7ZBSqT3pNqJAuIiLibqnr4Pu7ndv9x0O3q6s1TLnNzrjP17M7s4j48ADevbEnAb4mNwYVERERETm9pTuz+GjlAQBe+kc3ooL9vJxIRFxxbMHRDM1IrxEV0kVERNyp4DB8cT2Ul0G74TBkcrWHenZuMkt3ZhHga+Tdm3oRExbgxqAiIiIiIqdXUGZl4tebABjTtwXntW/s5UQi4qpj3yWzCs3Y7VpwtLpUSBcREXEXcyF8fhUUHobGiXDFe2Cs3gzy93/fxwfL9wPwylXd6dwk3I1BRURERESq5tk5yaTll9GiURATRyZ6O46IVENkkC9+JiPldge5JRZvx6mzVEgXERFxB1s5fPVPSN8MwY3hui8hIKxaQ/248TBPz9kGwMMjOjCyS7w7k4qIiIiIVMniHZnMXnMQgwGmXdmNID8fb0cSkWowGAzEhKq9S02pkC4iIlJTDgf8/BDs+hV8AuHa2RDZolpDrdiTzQNfbgSct87eeV4bdyYVEREREamS/FIrj3y9GYCb+7Wkd6soLycSkZqIqeiTrgVHq0uFdBERkZpa8QasmQUYnO1cmvas1jDbDhdwx8drsdjsXNgljicu7oTBYHBvVhERERGRKnhmzjbSC8po2SiIh4erpYtIXRd7tE+6ZqRXnwrpIiIiNbH1O/jtcef2iKnQcVS1hjl0pISbP1hNobmc3q2imH5Vd0xGFdFFRERE5MxbuD2D/649hMEAL/2jG4F+1Vv3R0Rqj2OF9OwiM+V2u5fT1E0qpIuIiFTXwdXw7R3O7d53wDl3VmuYI8UWxsxaTWahmfaxIbx7Yy8CfPVlRURERETOvPwSK5O+cbZ0+Wf/VvRqqZYuIvVBWIAPAT5G7A7IKdKCo9WhQrqIiEh17PoNPr8aysug/UjnbPRqKLGUc+vHa9iTVUx8eAAf/bM34UG+bg4rIiIiIlI1T83ZRkaBmdbRwTw4rIO344iImxgMBmLU3qVGVEgXERFxRWkefH83fHYllOZCwllw5ftgdH0GeZnVxm0fr2HtgSOEBfjw0T97Ex8e6P7MIiIiIiJVsCA5g6/XOVu6TPtHV7V0EalnYo8uOJquQnq1+Hg7gIiISJ2xaz78cA8UHgYMcM5dMPgx8AtyeShLuZ27PlvH8t05BPuZ+PCfvWkfG+r+zCIiIiIiVZBXYqlo6XLrua3o2UItXUTqm7hw54z09HwV0qtDhXQREZHTKcuHX/4N6z91Po9qDZe+BS36Vmu4cpud+2avZ+H2TPx9jLx/89mc1TzSjYFFRERERFwz5cdtZBaaad04mAfU0kWkXooPc94BfaTESpnV5uU0dY8K6SIiIqdyeD18cQMUHAIM0OdfMOSJas1CB7DbHTz01Sbmbk7Hz2TknZt6cU7rRu7NLCIiIiLigl+3pvPt+lSMBnjpH9208L1IPRXoZyI80Jf8Uivp+WUqDLtI/3uJiIicTPIc+OY2sJZAZCsY/Ra06Fft4RwOB49+t5lv16diMhp487oenNe+sRsDi4iIiIi45kixhX9/uwWA2we20Z2SIvVcfHgA+aVW0vLLaObtMHWMFhsVERH5Xw4HLH8dZt/gLKK3GQJ3LKlxEf2pOdv4v9UHMRjglau7M6xTnBtDi4iIiIi4bvIPW8kuMtMuJoT7hrbzdhwR8bD4o33S0wpKvZyk7tGMdBERkb+zWeGnCbDuY+fzs2+FES+Aqfr/ZFptdh75ejNfrzsEwAtXdOWSbgnuSCsiIiIiUm3ztqTxw8bDmIwGtXQRaSDiw5190jPyzTiCvRymjlEhXURE5JjSI/DlGNi3BAxGGD4V+twBBkO1hywyl3Pnp2tZtisbk9HAc5d15qpeuoFORERERLwrp8jMo0dbuvzrvNZ0axbh3UAickY0CvbD12TAYrNTYK3+d92GSIV0ERERgLyD8OnlkL0TfIPhylnQYUSNhswsKOPmD/5kW1oBgb4mZlzfg8GJsW4KLCIiIiJyaikpKWRnZ5/w2Esrj5BTbKF5uA8Do4pZt26dS2MnJye7I6KInGFGo4HYsAAOHSklx6JCuitUSBcRETmyHz66GPJSIKwJXDcb4rrUaMjdmYWMmfUnqXmlRIf4Mevms+naNMItcUVERERETiclJYXEjh0pLSk57lhQ4gAaXzoRh93GH6+N55x/76n26xQVFdUkpoh4QXy4s5Cea1Yh3RUqpIuISMOWs8dZRC9Ihag2MOYHCG9aoyFX78vlto/XkF9qpVV0MB+N7U3zRkFuCiwiIiIicnrZ2dmUlpRw/cRpxDZvU7G/uBwWpPlidUDHCLjyiWnVGj959RJ+/ug1ysrK3JRYRM6UuKMLjuaYjV5OUrfUikL6jBkzmDZtGunp6XTr1o033niD3r17n/Dcd999l48//pgtW5x9vHr27Mlzzz130vNFREROKmuHs4helAHRHZxF9NC4Gg35xeoUnvh+KxabnbOaR/DemLOJCvZzU2AREREREdfENm9D03adALA7HHy97hBWRxlxYQEM7dkUk7F6M1IzUqo/i11EvCs+zLngaFG5AWNAiJfT1B1e/7XD7NmzmTBhApMnT2bdunV069aN4cOHk5mZecLzFy9ezLXXXsuiRYtYuXIlzZo1Y9iwYaSmpp7h5CIiUqelb4EPLnQW0WM6wc0/1aiIXma18cjXm3jkm81YbHZGdo7j89vOURFdRERERGqNNfuPcDivDF+TgeGdYqtdRBeRui3Qz0REoC8AfgkdvJym7vB6IX369OncdtttjB07lqSkJGbOnElQUBCzZs064fmfffYZd911F927dycxMZH33nsPu93OggULznByERGpsw5vgI9GQUk2xHeDm+dASONqD5eaV8pV/1nJF38exGCAh4Z3YMZ1ZxHga3JfZhERERGRGkjLL2XVvhwABnWIISJIEz5EGrL4o+1d/Jt09HKSusOrhXSLxcLatWsZOnRoxT6j0cjQoUNZuXJllcYoKSnBarUSFRXlqZgiIlJfOByw5Wv4+BIoPQJNesJNP0BQ9f8NWb47m4vf+J1Nh/KJCPLlo7G9uXtQW4ya3SMiIiIitUSJpZy5m9NxOKB9bAiJcaHejiQiXhYf4WzvEtC0k5eT1B1e7ZGenZ2NzWYjNja20v7Y2Fi2b99epTEmTpxIQkJCpWL835nNZsxmc8XzgoKC6gcWEZG6K/8Q/PQA7JznfN7sHLj+vxAQVq3hHA4H/1m6lxfnbcfugM5Nwnj7+p40i9KioiIiIiJSezgc8MvWDIrM5UQE+TI4MQaDQZM+RBq6ppHOQrp/QgcsNoeX09QNtWKx0ep6/vnn+eKLL1i8eDEBAQEnPGfq1KlMmTLlDCcTEZFaw26DP9+HBVPAUgRGXxjwAAyYAD7+1RrSUm7nkW828c065/ocV/ZsyjOjO6uVi4iIiIjUOsn5JlIKSvAxGrioSzz+PvrMKiIQEehLgNFBmY8fu3IsnOPtQHWAVwvp0dHRmEwmMjIyKu3PyMggLu7UC7699NJLPP/888yfP5+uXbue9LxJkyYxYcKEiucFBQU0a9asZsFFRKRuyEyGH+6BQ386nzfrAxe/DjGJ1R4yr8TCvz5dy6q9uZiMBiZfnMSN57TQrB4RERERqXUCWvciucDZ1XdwYgzRIdWbSCIi9Y/BYCA6wM6hEhNbsyzejlMneLVHup+fHz179qy0UOixhUP79u170utefPFFnn76aebNm0evXr1O+Rr+/v6EhYVVeoiISAOw7hOYOcBZRPcLhYtehrHzalREP5BTzOVvr2DV3lxC/H2YdfPZ3NS3pYroIiIiIlLrpORbaXzJw4CBzk3C6BiveoiIVNbY39nSRYX0qvF6a5cJEyYwZswYevXqRe/evXn11VcpLi5m7NixANx00000adKEqVOnAvDCCy/wxBNP8Pnnn9OyZUvS09MBCAkJISQkxGvvQ0REagmHAxY/D0uedz5vP9JZRA9vUqNh1x7I5baP15JbbCEhPIBZY88mMU5fRkRERESk9skpMjP19yMY/YOI9rdzfvsYb0cSkVooOsAOwI4cC+Zym1o/nYbXC+lXX301WVlZPPHEE6Snp9O9e3fmzZtXsQBpSkoKRuNfE+fffvttLBYLV155ZaVxJk+ezJNPPnkmo4uISG1js8KP98GGT53PBzwIgx+DGs4Yn7PpMBO+3Iil3E6XJuG8P6YXMWEnXptDRERERMSbzOU27vhkLRnFNqxHDnNO52hMRt1BKSLHC/UBW/ERLMGRbDqUz9kto7wdqVbzeiEdYNy4cYwbN+6ExxYvXlzp+f79+z0fSERE6h5zIXw5BvYsAIMRLpoOvcbWbMhyGy/8vINZy/cBcEFSLK9d050gv1rxz6eIiIiISCU2u4MHvtzImgNHCPI1sOurp/Dv9rq3Y4lILWUwQNnBLQQnDuCPvTkqpJ+GV3uki4iIuEVhOnww0llE9w2Ca/6vxkX03ZmFjJ6xoqKIftuAVsy8oaeK6CJS782YMYOWLVsSEBBAnz59WL169UnPfffddxkwYACRkZFERkYydOjQU54vIiKe43A4mPzDFuZsSsPXZOChfpGU5x7ydiwRqeXKUrYAsGpvrpeT1H4qpIuISN2WthHeGwrpmyG4Mdw8BzqMqPZwDoeD/1udwqg3fic5rYCoYD/eH9OLRy9K0i2xIlLvzZ49mwkTJjB58mTWrVtHt27dGD58OJmZmSc8f/HixVx77bUsWrSIlStX0qxZM4YNG0ZqauoZTi4iIq/M38Wnq1IwGOCVq7vTLdbf25FEpA4wH3QW0tceOILVZvdymtpNhXQREambHA5Y+ZaziJ5/EKLawC2/QZOe1R4yv8TKXZ+tY9I3mymz2jm3bTTzxg9gSMdYNwYXEam9pk+fzm233cbYsWNJSkpi5syZBAUFMWvWrBOe/9lnn3HXXXfRvXt3EhMTee+997Db7SxYsOAMJxcRadjeXbqX1xfsAuCpSzszqmuClxOJSF1hzU4hzN9IqdXGpkP53o5Tq6mQLiIidU9xNnx+NfwyCWwW6HAR3DofolpVe8ith/MZ+dpSft6Sjo/RwKSRiXz8z95aVFREGgyLxcLatWsZOnRoxT6j0cjQoUNZuXJllcYoKSnBarUSFaX+miIiZ8rMJXt4dm4yABMuaM+N57TwciIRqVscJEX7AbBqb46Xs9RuKqSLiEjdsncJvN0fdv0CJn+48CW45jMIqn7RZvnubK7+zyoO55fRolEQX9/ZjzvOa4NRrVxEpB578sknMRgMFQ9/f39sNhuxsc67cMrKyrj77rv58ssvmTNnDldccQUZGRmVxkhJSeGiiy4iKCiImJgYBgwYQHx8fKVi/P8ym80UFBRUPAoLCz36PkVE6rMZi3bz/M/bARg/pB33DG7r5UQiUhd1jnEW0lfsyfZyktpNhXQREakbbFZY8BR8fCkUpUN0B7htIfS+zbnUeDV9vyGVmz9YTZG5nD6tovhh3Ll0axbhvtwiIrVYp06dSEtLIy0tjfXr11c6dv/99/Pjjz9yySWX0LFjRw4fPszll19ecdxms3HRRRdhsVhYsWIFF110EZs2bWLw4MEEBJz8bp6pU6cSHh5e8UhKSvLY+xMRqc9em7+Lab/sAJwz0e+/oD2GGnwuFpGGq3ucc02FP/cdodhc7uU0tZcK6SIiUvtl74b3h8GylwEHnDUGbl8EcZ2rPaTD4eCdpXsY/8UGrDYHF3WJ56N/9iY80Nd9uUVEajkfHx/i4uKIi4sjKSkJk8lERkYG+fn5vP/++0yfPp2AgADatGnDBx98wIoVK1i1ahUAv/76K9u2bePTTz9l/vz5fPvtt0ycOJH//ve/WCyWk77mpEmTyM/Pr3hs27btTL1dEZF6weFwMP3XHbwyfycADw3vwL1D2nk5lYjUZfEhJppFBWKx2dXe5RRUSBcRkdrL4YA/34OZ58LhdRAQDld+AJe8Dn7B1R7Wbnfw9JxknpvrvA12bP+WvHFtDwJ8Te5KLiJSJ+zatYuEhARat27N2LFj6dy5MwsWLGDt2rVYrVYGDx7MggUL6Nu3L4mJiTRv3ryiX/rKlSvp0qULH330EU8//TTz5s3j9ttvp6CggK1bt570Nf39/QkLC6t4hIaGnqm3KyJS5zkcDl76dQevL9wNwKSRidw9SO1cRKRmDAYD57VvDMCSnVleTlN7qZAuIiK1U2EGfH4V/PQAlJdCq/PgzpXQ+fLTX3sKpRYb93yxnlnL9wHw7wsTeWJUkvqhi0iD06dPHz788EPmzZvH22+/zb59+0hNTeWdd97hyy+/xNfXl0mTJlFcXMzYsWMBKC4uZvbs2QCkp6dTUlLC448/zqxZs2jZsiUOhwOAffv2nfR11SNdRKR67HYHz/6UzIxFewB47KKO3HFeGy+nEpH64rz2MYAK6afi4+0AIiIix0meAz/eCyU5zgVFhz4Jff4Fxpr9/nfr4XzGf7GB3ZlF+JoMvPSPblzavYl7MouI1DEjR46s2O7atSt9+vShRYsWXHnllXz11VdYrVY2bNjAvHnzKhYgtVgsFBcXV1x38OBBLBYLV155ZaWxv/7660r91P9u6tSpTJkyxQPvSESk/iq32Zn49Wa+XncIgCcvTuLm/q28nEpE6pO+bRrhazJwIKeE/dnFtIyu/l3g9ZVmpIuISO1hKYEfx8Ps651F9NgucPti6HtXjYrodruD95bt5bIZK9idWURMqD8f/bO3iugiIn8TERFB+/btad68OV9++SUAv/zyC3369Kk4JzIykn/+858AxMXF0aFDBxwOR8Vj7969ADz44IMnfR31SBcRcU2Z1ca/Pl3H1+sOYTI6J4OoiC4i7hbi70PPFpEALN2lWeknokK6iIjUDhlb4d1BsPZDwAD9x8NtCyA2qWbDFpQx5oPVPPNTMhabnQuSYpl330D6tYl2S2wRkfqiqKiIPXv2EB8fT8+ePfH19WXBggUVx3fs2EFKSgp9+/YFoG/fvmzevJnMzMyKc3777TfCwsJISjr5393qkS4iUnUFZVbGzFrN/OQM/HyMzLyhJ1f2bOrtWCJST1W0d9mhQvqJqLWLiIh4l8MBa96HXx6F8jIIiYPL/wOtz6/x0L9ty+DhrzZypMRKgK+RJ0Z14trezTAY1A9dROTBBx/k4osvpkWLFhw+fJjJkydjMpm49tprCQ8P55ZbbmHChAlERUURFhbGPffcQ9++fTnnnHMAGDZsGElJSdx44428+OKLpKen89hjj3H33Xfj7+/v5XcnIlL3ZRWaGTNrNdvSCgj19+HdMb04p3Ujb8cSkXrsvPaNeWHedlbsycFcbsPfx+TtSLWKCukiIuI9Jbnwwz2wfY7zebthMPptCK7ZbPHcYgvPzNnGN+tTAeiUEMZr1/SgbUxITROLiNQbhw4d4tprryUnJ4fGjRtz7rnnsmrVKho3bgzAK6+8gtFo5IorrsBsNjN8+HDeeuutiutNJhNz5szhzjvvpG/fvgQHBzNmzBieeuopb70lEZE6JyUlhezs7OP2ZxaXM2VJLmlFNsL9jTw+MAK/vAOsW3egymMnJye7M6qINAAd40NpHOpPVqGZNfuP0L+t7uT+OxXSRUTkzCvJha3fwLJXoOAQGH3hgqfgnDuhBrPFHQ4H3284zFNztpFbbMFggNsGtOaBYe31m3QRkf/xxRdfnPJ4QEAAM2bMYMaMGSc9p0WLFsydO9fd0UREGoSUlBQSO3aktKSk0n7f6ObEXPU0PqGNKM/PYNvsx/nHU4er/TpFRUU1jSoiDYTBYGBgu8Z8ve4Qi3dkqpD+P1RIFxGRM6PcDLt+hY1fwM5fwG517o9qA1fOgoTuNRr+0JESHv12C0t2Onu5JcaFMvXyLvRoHlnD4CIiIiIi7pednU1pSQnXT5xGbPM2AOSYDSzP8sFqNxDma+fcjpEEPvNmtcZPXr2Enz96jbKyMnfGFpF6blCis5D+27YM/n1hR7VG/RsV0kVExLOyd8Gqt2DLN1CW99f+uC7Q9RroeTP4V7/lis3u4KMV+3np1x2UWGz4+RgZP6Qdtw9sja9Ja2qLiIiISO0W27wNTdt1Yn9OMb9vSqPc7iAuLIBLuycQ4Fv9uyozUva4MaWINBTnd4jBz8fI/pwStqcX0jE+zNuRag0V0kVExDOO7IfFL8CmL8Bhd+4LjYcu/4Bu10Bspxq/xM6MQh7+ahMbDuYB0LtVFFMv70KbxuqFLiIiIiJ1x+ZD+SzamYnDAS0aBXFRl3hNChERrwjx92Fgu8bMT87g5y3pKqT/jQrpIiLiXvmpsOwlWPcx2Mud+zpcCL1vh1YDwVjzXuWWcjtvL97Dm4t2YbU5CPX34ZELE7n27OYYjbrtTERERETqCgObj5jYmZIJQMe4UIZ0jMWkz7Qi4kUjO8cxPzmDX7akM+GC9t6OU2uokC4iIu5RcBhWvAl/vgc2s3Nfm8Ew6DFo2tNtL7PxYB4Pf7WJHRmFAAztGMMzo7sQFx7gttcQEREREfE0c7mD6EsnsrPQOdHknFZR9G4VpX7EInLGJScnV3re2GrHZIAdGYXMWbKahNDql5Cjo6Np3rx5TSPWCiqki4hI9TkckLIKVv8Hkn/8awZ6834w+DFo2d9tL1ViKeeV33by/u/7sDsgKtiPJy/pxMVd4/VlQ0RERETqlOwiM5OX5BCceC4GHAxLiiNR7RNE5AwryM0C4IYbbjjuWMxVTxHY6iyuf+QlClb9t9qvERgUxPbk5HpRTFchXUREXGcthc3/hdXvQPrmv/Y37wcDH3TORHdTcdvhcPDrtgye+nEbqXmlAIzunsATF3ciKtjPLa8hIiIiInKm7M4sYuyHqzmYa8VWWsigFgEqoouIV5QWFQBw0R2P0qFr5TvJ9xYZWZ8LrS+4kcE3Xlut8TNS9vDZCw+RnZ2tQrqIiDQwhRnO2edrZkHpEec+nwDoepWzB3pcF7e+3IGcYp78YSuLdjh/S94kIpCnR3dicGKsW19HRERERORMmLclnQf/u5EiczmxwSbWvfsgjZ9+w9uxRKSBa5TQgqbtOlXaF2kuZ/3v+zhiMRLWtD1hgb5eSld7qJAuIiKnl7UDVrwBm2aDzeLcF94cet8KPW6EoCi3vlyZ1cbMJXt4a/EeLOV2fE0Gbh/YmnGD2hHoV/PFSkVEREREzqRym52Xf9vJ24v3ANC7ZRR3dvVh8BOpXk4mInJiwf4+NIkIJDWvlN1ZRZzVPNLbkbxOhXQRETkxhwMOrHAW0Hf+/Nf+pmdDv3sh8SIwur+ovXRnFo9/v4UDOSUAnNs2mimXdqJN4xC3v5aIiIiIiKel55dx3+z1rNqbC8At57bikZGJbN64wbvBREROo21MCKl5pezMKFQhHRXSRUTkfzkcsHs+LJ0GB/84utPgLJz3uwean+ORl80qNPPMT9v4fsNhAGLD/HnsoiRGaTFREREREamjftmazsSvN5FXYiXIz8TzV3Tlkm4J3o4lIlIl7WNDWLYri4wCMzlFZhqF+Hs7klepkC4iIk52O+yY6yygp21w7jP5Q/froO/dEN3OQy/r4Ms1B5n683byS60YDTCmX0seGNaBEH/9MyUiIiIidU9+qZWpc5P54s+DAHRpEs5r13Snte6yFJE6JMjPh5aNgtmbXUxyeiHntlUhXUREGjKbFZJ/gKUvQeY25z7fIDj7Fuh7D4R6bmHP3ZmF/PubLaze77zNtVNCGFMv70LXphEee00REREREU/6ZWs6j3+3hcxCMwB3DGzNA8M64Odj9HIyERHXdYwPY292MdvTCujXuhFGY8O9Y1yFdBGRhsZaBofXwYHlsH85HFwN1mLnMf8w6H07nHMXBDfyWITUvFL+s2QP/7c6BavNQaCviQeGtefmfi3xMekLhoiIiIjUPZmFZUz+fis/b0kHoFV0MFMv78I5rT33uVpExNNaRQcT4Guk2GIjJbeEltHB3o7kNSqki4g0BLZy2Ph/zsehNWAzVz4eFA197nAW0QMjPBZjf3Yxby/ew9frDlFudwAwODGGpy7tRNPIII+9roiIiIhIdaSkpJCdnX3KcxwOBwv2lfLRxgKKrQ6MBhjdIZirOoXil3eAdesOnPC65ORkT0QWEXErk9FAYmwYGw7lsS2tQIV0ERGppxwO2PUr/DYZsv72QT04Blr0g5bnOv/buCMYPTcTfFdGIW8t3sP3G1I5Wj+nX5tGjBvUlr5tGmkxURERERGpdVJSUkjs2JHSkpKTnuMT1ZRGw+4koEU3AMxpu8j5+XVeydrHK1V8naKiIjekFRHxnI4JoWw4lMferGLKrDYCfE3ejuQVKqSLiNRXqWudBfT9y5zPAyLg3PshcRQ0agNnoHi9JTWfGYt2M29rOo6jBfRBHRozbnBberaI8vjri4iIiIhUV3Z2NqUlJVw/cRqxzdtUOmazw/YCEzsKjDgwYDI4SAq30bZZC4x9Xq7S+Mmrl/DzR69RVlbmifgiIm7TOMSf6BA/soss7MwobLDrmqmQLiJS3+TsgUXPwpavnc9N/nDOv5xF9MDIMxJhzf5c3ly0m8U7sir2jegUx7jBbencJPyMZBARERERcYfY5m1o2q5TxfN92cUs3pFJQVk5AC0bBXF+hxjCA31dGjcjZY9bc4qIeIrBYKBjfBjLdmWzOTWfLk3CG+Sd5Sqki4jUF1k7YNnLsPm/4LADBuh2LQz6N0Q08/jLOxwOlu/O4c1Fu1i1NxcAowEu6ZbAXYPa0j421OMZREREREQ8pbDMypKdWezJKgYgxN+H89o3pk3j4AZZUBKRhiUpPoyVe3LILrKQmlfaINc5UyFdRKSuS98MS6fBth+Ao/1T2g2DwY9DfFePv3xqXinfrU/l63WH2Hv0S4WvycAVZzXlX+e1adALkYiIiIhI3Wd3wLqUI6zam4PV5sBggB7NIujTqhF+Pp5bZ0hEpDYJ8DWRGB/KltQCNhzMUyFdRETqCIcDUlbB8tdg589/7U8cBQMfhIQeHn35YnM5P29J55t1h1i5N6ei/3mAr5Frzm7O7QNbkxAR6NEMIiIiIiKe5pfQgYXpPuRbswGIDw9gUIcYGof6ezmZiMiZ171pBFtSC9ibVUx+qdXlllZ1nQrpIiJ1SXEObPw/WPcxZO84utMAnS+HAQ9AbKdTXl4TNruD5buz+XZ9Kr9sTafEYqs4dk7rKC4/qykXdoknxF//tIiIiIhI3VZmtfHhhgLibphGvtVIgI+R/u2i6RQfpjYuItJgNQrxp3lUECm5JWw8lMfAdo29HemMUrVDRKS2s9th/1JY+xFsnwM2i3O/bxB0vgL6j4fodh55aYfDwba0Ar5dl8oPGw+TWWiuONYqOpjLezThsrOaNMhbukRERESkflqfcoQH/ruRvVnFGAxGmgfbGHFWawL9TN6OJiLidd2bRZCSW8LWwwWc08BaXKmQLiJS29htkLEVDqyAA7/DgZVQkv3X8fhu0PNm6HwlBIR5JEKpxcZXaw/y6aoUdmQUVuyPCPLl4q4JjO7RhLOaR2g2joiIiIjUG2VWG6/O38U7S/dgd0BkgJEdn07migmTVEQXETmqZaMgIgJ9ySu1kpxWQLdmEd6OdMaokC4iUhtYy2DTbNj+k7P3uTm/8nG/UOj6DzhrDCR091iMvBILH688wIcr9pNb7Jz57mcyMqRjDJf1aML5HWIa1G+bRURERKRh2HQojwe+3MiuzCIALuvRhNHNyzl/yp9eTiYiUrsYDAa6N4tg8c4s1qUcoXOTcEzGhjHJToV0ERFvKsmFP9+D1e9AcdZf+/1CoXkfaNEPWpzrLJ77eG5Bo9S8Ut5btpfZfx6s6H3eNDKQW89txWU9mhIe1LAWEBERERGRhsFcbuONBbt5e8kebHYH0SF+PHtZF4Z3imPdunXejiciUislJYTxx75cCsrK2ZFeSFKCZ+6Wr21USBcR8YbcfbDqLVj/KVhLnPvCm0GvsdB6EMR1BZNn/4ouMpezIDmDOZvSWLQ9k3K7A4CO8WH867zWXNQlHh+TZp+LiIiISP20JTWfB/+7ke3pzlaGF3dLYMolnYgK9vNyMhGR2s3XZKRni0h+353N6v25JMaFYmwAs9JVSBcR8TRrGWTvgPQtzt7n6ZvgwHJw2J3H47pAv/HQaTSYPDvzu8RSzsLtmczZmMaiHZmYy+0Vx/q1acS/zmvDgHbR6n0uIiIiIvWW1WZnxqLdvLlwN+V2B1HBfjwzujMXdon3djQRkTqjS5Nw1h44Qn6plR0ZhXSMr/+z0lVIFxFxN1s57F8G27539jvP3gkO2/HntRkC/e+FVueBhwrXDoeD3ZlF/L47m+W7s1m+O4dS619ZWkUHM6prPKO6JtAhLtQjGUREREREaovktAIe+HIj29IKABjZOY6nR3cmOsRzbRRFROojPx8jPZpHsGJPDqv359IhLhRjPZ+Up0K6iIg7VBTPv4PkH6Ekp/LxgAjnzPPYzhDXGZr2hsbtPRIls7CMZTudhfPfd2eTWWiudLx5VBCjusZzUdd4kuLDNPtcREREROo9S7lzFvpbi3djtTmICPLl6Us7M6prvD4Pi4hUU7emEaw7cIS8Eis7MwpJjKvfs9JVSBcRqS5bORz4HbZ+e3zxPDAKOl4MHUY6+52HJXh01vnOjCLmJ2fw27YMNhzMq3Tc38dI71ZR9G8bzblto+mUoOK5iIiIiDQcGw/m8fBXm9iR4eyFPiwplmcu60xMaICXk4mI1G3OWemRrNybwx97c2kXE4qpHvdKVyFdRMQVtnJnf/OK4nn2X8eOFc87XQYtB3h0sdBiczl/7s9lyc4s5idncDC3tNLxLk3CGdDOWTg/q0UkAb4mj2UREREREfGWlJQUsrOzT3jMXO7gi62F/LizGLsDwvyN3NojjP7NDBzatY1Dpxk7OTnZ/YFFROqZ7s0i2HAwj7xSK1sP59O1aYS3I3mMCukiIqdjLYN9S2HHXNg+B4qz/jpWUTwfDS0Heqx4Xma1se7AEVbsyWHl3hw2Hsyj3O6oOO7nY+TcttEM7RjLkI4xxIZpdo2IiIiI1G8pKSkkduxIaUnJccf8m3ai0cjx+EYlAFC0dREHF7zL+NICl1+nqKioxllFROorPx8jfVpHsXhHFqv25pIYF4afj9HbsTxChXQRkRMpyoJdv8COn2HPQrD+7cN5YOT/zDz3dfvL2+wONqfmO/uc78pmbcoRLOX2Suc0iQikf9tGDOkYy4B20QT56a90EREREWk4srOzKS0p4fqJ04ht3gYAsw0255k4UOy8IzPQ5KBHVDnxI/vDyP4ujZ+8egk/f/QaZWVlbs8uIlKfdE4IZ0OKc1b62pQj9G3dyNuRPEJVFxERux1y90DqWji0BlLXwOENwF8zvglrAu1HQOJF0Gqg24vnDoeD/Tkl/L4ri993Z7NyTw4FZeWVzokN86dv60b0axNN3zaNaBYV5NYMIiIiIiJ1UWzzNjRpm8SWwwUs352N+egElM4JYZzbLhp/n+q1OcxI2ePOmCIi9ZbJaKBf20bM3ZzOugNH6NoknGD/+ld2rn/vSETkdIoynUXzY4Xzw+ugLP/48+K7QYcL/1ow1M0LdBaWWVn+/+zdeXxU1cH/8e+dmcxM9gRCFiABZFFkU0QQrEoVFbStuNWFVqXuFZfyqNVal19ti0trXdpK7dOqfYraulsVKgXRqogCIiD7ImHLTvbMfn9/JIwkmVySIZMh4fN+veY1c5dz77n3TDI335w5d0u5Ptxcqg83lWrXvubjnKe6HZo0uLdOHpKlSYOzNLhPMjcJBQAAAFqo9Bn6ePkuFVU39hzPSnHq9GOylZeeGOeaAWiPfZWV2rt3b6dvt7KystO3ibYN6ZOi3DS3iqo9WrqtXFOG58S7Sp2OIB1Az9ZQKRWvlfZ80dTbfKVUVdh6PYdbyjtO6neC1G+sVDBRSu/XqVUpr/Xqy12VWrWzSku3lmllYaWCB4xznmA3dMKATJ0ytI9OHpKlkX3T5LD3zHHFAAAAgENV6wsp84zrtKjIIckjp92miYN7a3S/dNlsdEABYsEWCsgZrJUj5FFC0CNHyKuEUIMcQY8SQp5m8w0zKJuCMsyQbGZQhhmUIVMhw66Q4VBmaI16T3DKtn2ePLveVF3QodqgQ7WBxueagF21QYcq/E4FzI7/bewr2S5Jqo9wHwV0PsMwdMrQLL28Ype+2lOt0f3T412lTkeQDqDn2Pd1Y2BetFYq/qoxQK/aGWFFQ+pzTGNo3v8Eqe9YKWdEpw7Xsq/Op03FNVqzu0pf7qrSqp37tLOiodV6g7KSderQLJ06rI9OOqp3j/zqEwAAANCZ/MGQXlhWqEcXlCht3PckScNyUnTK0D5K4XoasGaG5ArWOlvJigAAiHVJREFUyu2vkjtQI1ewRq5ArVwRXk9O2KobZiZpYOhRpX/+iFyBGjlDrf+ujdYpSdJVU92Sth903Xolqs5IUq2SVWskq85IVqWRpkojXVVK1z4jXVVGmoLGN78DPv3Er/9ulrw+X6fVGdb6ZiRqWE6KNhXXasnGUk1Mi3eNOhefMAC6r1CwsZf5xncbbwpatjHyeukFUt7opuB8XGPPc3fn/DavqvdrS2mttpTUaGNRrTYV12hTcY1KarwR1x/cJ1nH5Wdq7IAMnTq0D+OcAwAAAB2wZGOJfvnOem0pqZUk+Up36PQRfXXCyLw41wyID5uhxg5kX3+i5GCVkkPVSg5WKyVYpaRQ43NysCa8LClYLbtC7du4XVKBQ1Kx1CKLDsghn80lv9H48Nnc8hku+cPznI09z2VTSDaZRtOzjMY5ZlAVe7arYsdGFRw1WLm9U5UQ8sppepVgeuVseu00vTJkKkkNSjIb1EflzW5n1lKdLVWVjixVOvpoRP9qZQ93qK+tWI5ggwJ2hnvqCt8akqVtpXXaW+XRTkfP+pY9QTqA7sVTJW37QNr0b2nTAqm+7JtlNkfjWOa5I6WcUY29zHNGSIkZh7zbWm9AXxTu08aiGm0trdXWkjptK6tVWW3b/9nun5moY3LTdFx+uo7Lz9To/HSluTv3JqUAAADAkWBzcY1++c56fbCpVJLUK9mpi49262eX3qyc378S59oBseEINijdu0fJ3lKl+EqU4itTsq9UKU2PK5yFeu7nqXLYnpB2d2zbtQG7KgMJqgokqMqfoOqAo/F103RVwKHyiioV79gib78TVZvQS5UBh6r8CaoNOqIaaqUlX0miGjY3aNoPJunMYRMir2SG5A7VKylUp8RQjZJCtUoM1io5VKOUYJVSg/uaHpVKMP1KDtUo2Vejfr7tGpEtXfn9JEl/lj79s6pceSpPGqyy5CEqSxqisuQh2uceoJCNeLQzpboTNH5QL32ytVxrKu0ynD3nHxi8UwAc3oKBxpuBbl3c+Ni1XDKD3yx3p0tDzmy8IeiQKZ0SmktSSbVHy3fs0+dfV2j51/u0bm91s/HMD5SX7taQ7BQNy0nV0TmpGpqToqE5qXytFAAAADhEOyvq9dTizXp15W4FQ6YS7IaumjRQs04fqq3r1+hnZjt71gJx1NbNNBNCXmUGitUrUKJMf4kyA8XKDJQoM1CiXv4SpYSqrDdskyRDQVOqbxruZP/wJ3VGkuqU1PhsJDe9/mZ+0H3wv1c/X7xEKzZs0MnHDtWkE4+P7uAtLF5cpxWbpWAo2PZKhk0ee4o89hRJFjevNE25Q3VKC+5TRqBMmYFSeXauUVLt1xqel6J0u0fp3r1K9+7VUfs+ChcLyKEi5wDtcg1VoWuodrmHqjghX6ZhP2j9uZlp244vyNBXe6pV1eBX+sRL4l2dTkPKA+DwEQpJlTu+Gd9872rp648kb4uLh95DG0PzY85pvCloB8Y2D4VMFdd4VFher8KKepXUeFVW61VFnU/ltT6V1XpV1vTcUv/MRI3un64hfVI0ODtFg/ukaFBWMuOaAwAAAJ2sqMqjP7y/RS99Xih/sLFDy5nH5uhn5wzXoKzkONcOaJ+GhgbZDWnHsnfk2vpvDUmq05DkOg1JqtXgpDr1d3sOuo1Kf4J2edza63WrqOmxx+tWkdelnUUV2vbVlxo7/WqdcerEdtUpuenRHkluZ2MZd4Lyenf+YNf7t98pDCMcuJc48yVJ7xQaWvT6OqWMOVV9MlM0PLlGx6ZU69iUGh2bUqPhKTVKcwTU37dV/X1bdVLNAkmNvfVX16Trs6pMfbyvlz6t7KWaYOvcgZuZts1hs+nUYVn615d7lTr2XNX6esY/PUl/AHQN05R8tVJdqVRbKtWVSLXFja9ri6SSDY0Buq+mdVl3hnTUZGnw6dLgb0sZBW3uJhAMqaTGqz2VDdpd2aC9VR7tqWzQzorG4Hznvgb5Agf/BW4Y0vDcNJ04MFPjBvbSuIGZykvvOV9HAgAAAA5HZbVePb1kq/7v0x3h6/ZvDcnS7LOGaWxBZpxrB7TNFvIrs2GHsuq3qnf9VvWu36aLUlfrxXtS5bR/0Wa5Brm0z8hUhZGhfUZG03Om9jVNe9xuKbV5mQRJ+ZI2L16ivbWr5G/j29NHOl+gsaf7mMHZzXrUr296yDSVaVaqv7lH+aHdyjd3q39oj1IcPk3KrNCkzArdNnCrQjK0x8jTNtsAbbMN1DbbAHmMRG5mehBHZaVoeHpA//nNbUr5wVvxrk6nIEgH0DGmKdVXSFWFUtVuyVPZOG65p7rx2dv0vP8Rnq5uPiRLW+xOqc/R34xxXjBR6nucgrKpvNarvVUe7d1VpNIaj0pqvCrd/6j1qqTaq5Iajw52DeGwGeqXmaiCXknKSXMrK8WlrBSneqc41TvZpd4pTuX3SmI8cwAAAKCL7Kyo118/3q6XPtupBn/j3w0nDszU7DOP1sTBveNcO/RkbQ270hbDDKlXoEi5vkLl+HYo11eoXN8O9fHvll0t/uZ1SJIhb8iuameO9jn6aJ+jjyodfbTPka19jqymIUsiO9i/jjq1R3cPZt2jPl1lGqAySV+osX0zAyXK9RWqn2+b+nu3KiNYpv7mHvUP7tGpwaUKyaY9zoE6tr9TVTk2Wd799Ah3bHpICyo6OID/YYwgHTiSmabkb2gednuqGsPxAwPxhkqpalfjncArd0r+uuj36UiUUrKllGyZyX3kc/dRrSNTFe4C7XEPVqGtn8rqTVXU+VSx3aeiLz0qqvpAxdUeBdr5X3aHzVBehlt56Ynql5GovHS38nslqaDpkZfulsPes+4cDQAAAHQ3pmlqZeE+PffJDr27Zm/4nkRj+qdr9llH69ShWTIMI861RE/V0NAgSXp/8WJ9+NmqiOsYMjUkqU7HpVVqTGq1jkur1KjUaqU7AhHXrwo4tK42VetrU7WhLlVf7arVmtVrNep712jKqSfF6lDQiUzDpoqEXFUk5Gpd8nhJUnKwUv29Wxsfvi3qFShVf982XZUtXXVDikqDj2v76s+0PulEbUw8XgGbq9PqwzjshxeCdKCnCQWlim2NY4yXbWnqMV4Zocd403PIH91+krOl9P5SUm+F3OkKJqTIn5AmnyNFXnuKao0UVZmJ2hdK1L6AW6WBRBV7ndpTZ6i0zqeSMq9Kv/a2GGalTtKmNndpM6TsVLdy0t3KTXOpT6pLfVLcyk5zqU+KS1mpLuWlN/Ywt9u44AYAAAAOR1UNfr29eo/+/mmh1u+tDs//1pAsXXfqUTqFAB1dwOttvC/WuKP76cTjR0qmqT5mufLN3eoX2qP+oT3qaxbJpdbDdvjlUInRR0VGtops2SoyclRky1aVK01K+ea9W1y+RDur12h4qGeMD32kqrNnaGPSCdqYdIIkKS1QoYGe9Ura+aFGu4vVx1mnPjULNb5moWoDdv27LEdvluRpYVm2GkIHv2mpFcZhP7wQpAPdkb9Bqi1pGm+8uHGIleK1jY+S9ZK/g79gDZvkSpPpTlPIma6AM1U+R6q89hQ12Bvv/F1qZGm3maVt/t7a5E3T7hqprMirOl+wHWOO+5oekaUnJjQOrZLsUq9kp3qlONU72aleyU7lpLmVm+5WXrpbfVJc9CQHAAAAuiGPP6jFG0r05qrden9DqXzBxr8hXA6bvjumr66aNFAj+6XHuZY4kiQaPp0xyK6ZeRs10VyrPN8OJZqt/5b2GwkqTein4oT+KknorxJnviocOQoZzQPSpKZHs3kMvdIjVTt6aXXKyXp9S40+e/dl3Thjqi4cEtSI4AZlOqp0Ye4eXZi7Rz4laL1tmFbbR2i9bZgCRseHj2Uc9sMLQTpwuPB7mm7A2fSI8Npsem14I9yQ8wABm1sVyYNVkniUau0ZqjOSVGskq1ZJqlGyqsxElQcSVeZ3q8TvVKk3QXUNIdVVBWS2a/SU2jaXuBNsSkywKz0xQelJTmUkJigjKUEZiQmNgXmqS9mpLvVJdTc9u+ROOLT/0AIAAAA4/PgCIS3dVq43V+3We18Vq9b7zXAYw3JS9P1x+brohP7KSCJsRIyZIfVq2KG8mjXKq1mtvJq1ujV7q2xXJEtaLTV2TldACSpx9lNRQoFKnI3BeYUjW6bB36yIzBuU1gX6qSB3kj43TeX6CzW04UsNbVil9OA+jQl9pTGhr+QxErUp8TitSxqvvc4BUju/dZOWyO/Hw8lhEaT/4Q9/0KOPPqqioiKNGTNGTz31lMaPH9/m+i+//LLuvfdeff311xo6dKgefvhhnXPOOV1YYxxJTNNUyJSCIVMh05RpNvamqGzwa1+9T5X1PlXW+7Wv3q+GhgYlBGrk9NfIGaiRM1ArZ6BGCf5aOfw1cvirleBvnO8K1CgpWK3U4D6lB/cpKcJ/vls68Nes10xQqdJVZqarxMzQJrO/1ocGaL1ZoK/NXIXq29tz21TL3uIOm6FUt0Op7oSmZ4eyUlzKTm0cRiU7tfF1n1SXUtwOJSbYlZhgl8thk40hVQAAAIAjVkmNR0s2lOr9jSX6YGOJ6v3ffHs1K8muUwvcOqUgUQMyEiRVatuGyqj3tX79+kOvMHokV6BGuTVrm4LzNcqt+UruYIsOaYa0fV9Ihc6jFOp7vPY6B6o0oa9CxmERlaE7MgwVOQeoyDlA/037rnL8OzW04Usd07BSqcFKja5fqtH1S7XP3kfrksZpfdI41Th6xbvW6IC4/3b4xz/+odmzZ2vu3LmaMGGCHn/8cZ199tnauHGjsrOzW63/ySef6LLLLtOcOXP0ne98Ry+88IKmT5+ulStXauTIkXE4gh4mFJLMoBQKNI61HQpIZqjFdLDpdTC8rj8QUIPHqwavTw1erzxevzxerwJ+n4yAR2bQKyPglQIeGUFv03bMxm2HH6bMUEghMyiFQgqZIZmhkMxQUDJDMprWN/TN+lKoqc4hSSEZoZAkU0YoIIfpkyPka/ZsN4ON6+3f3v7XMr95VuMyQ43TNoVkkymbzPC0S1KeQurbNN+mkOzGod+l2Ws6VNYUjpea6So1M5pNl5npKlPj/EBCihKdjSG2K8GmJKddSQkO5TvtOtppV6KzMdx2NwXcLkfjek67Ta4Em1JcDiU7HUp2NQblyS6Hkl12pbkT5HLYGJMQAAAAwEH5gyF9ubNSH24u0/sbSrRmd1Wz5cG6farf+LHq1n2gHbs3aIVM/a6T61Bb2/Y3ZtHzGWZAWXVblVezVrm1a5Vb85V6N2xvtZ7f5lJxyrHamzpKe1NH6Z8frte8px/Xd6/6lr497IQ41Bw9mmGo2FmgYmeBPk47V/29W3Rs/eca6lmtzGCpTq6Zr0k1C/S162itSZ6kbe5j+eZDNxD3IP2xxx7Ttddeq5kzZ0qS5s6dq3feeUd//etfddddd7Va/4knntDUqVN1xx13SJIefPBBLVy4UL///e81d+7cLq17tOq8AW0oqta6PdUKbHxPmaWfS6FAYxhrBpuC2+AB00HZzW/m2czmz83KmCHZW6y3f9retJ3wcoVkb3p2hOdFFwYnND3SOvVMxdEhZsheW6I89lR57I033vQ6UuRLSFMgIVWBhFSFnKkKudIVdKUpkJglf2K2golZMl1pcthtstsMpSTYldUUgrsPeG4Mxwm6AQAAAHS9UMjUhqIafbK1TB9vKdNn2ytU5ws2W2d0/3QdkxbUEz+9VhddeZ1yp58lTT+r0+uy/rMPNP/5J+TxeDp92zh8JXtLlFe7tjE4r1mrnNr1Sgi1fg9Uuvs3heYjtTd1tMqShihk+yYGqwwVdmW1cQQzDZt2uodpp3uYFocu0tCGLzW8/nMV+LZokHeDBnk3qNaWrrXJE7Q26STVODLjXWW0Ia5Bus/n04oVK3T33XeH59lsNk2ZMkVLly6NWGbp0qWaPXt2s3lnn3223njjjYjre73e8J2YJam6ujrierH2xhe7tXB9sdbvqdb28rrwONR3OT7QdMfbcalTRwVMm4JNMXygKXYPNEXxgXCUb5cMu0zDJtnsChpO+Y0EBWxOBQyXArYEBQ2ngjaHJEMymvp6G419vQ2bTTJsMowDXtuaQmPDLu1fz7A17sMwZDTtyzD2r2eTYXcoaHdLdqdMu0shu0tyuGXYHbLbHbLZbLLb7bLZ7LLbbbLbHXI47HLY7Upw2GW32+WwO2R32GQ37DJsNtlstqZnuxIcDiU47I036TzwYXNIrjS57A65JHGrHAAAAADdXWF5vT5uCs6Xbi1XeV3zoSEzkxI0aXCWJh/dR6cd3UfZqW6tXLlSjxZtVm7BYPUfOiIm9Sou3BqT7eLwkeaS+tZ8qaHrv1KBd6MKPJuUESxrtV6DkaSd7qEqdB2tna6jVegepjr7AX+R10iqKW1WprrG+t5jQCz4bS6tSx6vdcnjlR4o1ai6TzWi/jOlhKp0Us17mlCzUNtdx2hN8iRtdw+Pd3XRQlyD9LKyMgWDQeXk5DSbn5OTow0bNkQsU1RUFHH9oqKiiOvPmTNH/+///b/OqfAhWFm4T++s3huezklzaUTfdGW7v62tgSzZ7Q6Zhr3xYWsMo0OGXbLZw/Nls8k0HE0htaMxWLY5ZNjsMm2OcIAswx5+ls0h2ZoCX3tCU+DrkGw2yZbQ9Oxo2r5dRtP6jdu0S0bj9tUUUhuGIZsh2W2GbIYhw5BshqEkp13JLocS7O0dlxsAAAAAEE+FhYUqK2seSpqmqT01Qa0r9WldmU9flfpUVt+8x7nLbmhEH6dG5Tg1OtulARkONd4qqVS7Npdqlxi/HB2X6N+nPrUblVO3Qdm1G3VpwnL9/a40Sf8nVXyzXtCU1tWm6fOqDK2oytTnVRnaXJ8iU4akeklfND2s+Uoah38JBAIHWROIjSpHH32U/l0tTZumwQ1rNKruExX4tugo73od5V2vGnuGsrOytSqVEQkOF3Ef2iXW7r777mY92Kurq5Wfn9/l9Zg6Mld9MxI1om+ahuelKSvF1bTkxC6vCwAAAADgyFZYWKhjhg9XQ32DEvoMlDt/hFz5I+XOHyF7cvNhBcxgQN49G+XZ8aU8O76Ud89GbQoF9Ho79sP45WjJMAPKaNilrPotyqrfqj51m5Rdu0GpvpLmKzYNF13kS1Kpe4AKbf1VaOuvXUZf+ROdUh8pWdLkpkdHLV5cpxWbpWAoePCVgRgKGg5tSjpem5KOV4a/RKPql2pE/edKDVbq8j6VuuS2FC0P/lN7KrK0I/MkxlKPo7gG6VlZWbLb7SouLm42v7i4WLm5uRHL5Obmdmh9l8sll8sVcVlXmjQ4S5MGZ8W7GgAAAACAI5Rpmtpb5dHqXVX6z4rtSj33p8o76rjGIToPYJOpXi5TWS5TWe6QejtNOQYNlU4eKumidu2L8csh01SKr0RZ9VvUu25bU3C+Rb3qv5bD9EUsUuEuUEnKMSpJPkb//mKH5v7v33XyJT/Qtyd9czPQzkpWktzOTtoS0HkqE7L13/Tz9EnaORrSsFr5u+ZrVHK5Jtg2SetvU7UrV2typuurnPNU5yRn7GpxDdKdTqdOOOEELVq0SNOnT5ckhUIhLVq0SLNmzYpYZuLEiVq0aJFuu+228LyFCxdq4sSJXVBjAAAAAAAOf6Zpqrjaq9W7KrV2d5VW767Sml1VzcY3TzzqBAUlJdgN9U1PVN/MRPXLSFROmksO26EN28n45UeOfZX7VLvzK2X7dyrbt1s5/h3K8+1Qjm+HkkJ1Ecv4DJeKnAUqcg5QkXOAdjmHaK9rkLy2pPA6n5a/pooGs6sOAzisBI0EbUw6QX8srNLWxS/qoWtO19nJG5TmLdLJhXN10s4/a1uvU7U65wIVZoxvHMoZMRf3oV1mz56tK6+8UuPGjdP48eP1+OOPq66uTjNnzpQkXXHFFerXr5/mzJkjSbr11lt12mmn6be//a3OPfdcvfTSS1q+fLmeeeaZeB4GAAAAAABxU1Ld2NN8ze7Gx+pdVSqr9bZaz24zNCwnVX3dfv1z7m908RXXacSxw2WzMQYvrNlCAaV7dimzYYd6N2zXccYS3Xx1so5JfEjphZGHRwmEDG2uT9b62lStq0vT+tpUfVWbqh0NSU1jmktScdPj42ZlGcMcaLShLKS/eM/SjtN+q2HlizW66FX1rVmtoeXva2j5+6p099OanPP1VfZ31eDsFe/q9mhxD9IvueQSlZaW6r777lNRUZGOO+44LViwIHxD0cLCQtkO+E/4pEmT9MILL+jnP/+5fvazn2no0KF64403NHLkyHgdAgAAAAAAnS7SzUAlqdYX0pYKv7ZU+LS5wq+t+/yqaAi1Ws9mSPlpDg3OTGh89ErQgPQEuRyG1q9fr7+umq/Ma68lRMc3zJCSfWXK8OxqeuxUZv3X6tWwQxmenbKbB4TaLkn97ZKCCslQudFLpUaWio0+KrLlqMjIVomRpWCSIzweS7+mR3swhjnQXNDu1vrsc7Q++xz1rtuiUcWva3jJu8rw7NYpO36vSYVztaXXZK3L+Y52ZEyQacQ99u1xDoszOmvWrDaHclmyZEmreRdffLEuvvjiGNcKAAAAAID4CN8M1OuXM3uQXHnD5MwbJlfeMCX07t9qfTMUlL98l3xFm+Ur2iJv0Rb5S7Zre8CrDy32w81AjzyOYINSvcVK9RYpw7NL6QeE5ume3UoItf4mw35+m1sViQNVkThAy7dX6c35i5Xzre/r6HGnKRghtMs+hHoyhjnwjZrqau3duzc8vVfJWpv4AyXkX6QxdR/ppOoFKvBu0tHl/9HR5f9RjT1DX6ScphUp39Ze5yDJiPwP08rKyi46gp7hsAjSAQAAAAA40gVDpjaX1Gj1ziotWrVV6Rf9Sjl5Qw4YAuMbyQ5TvZwhZTpNZbpMZSSYcgzMk5Qn6dSD7oubgfZApilXsEZJvgol+cvltq1W/recmhJ6VYPWvdEYnvuK5Q5UW24mJLuq3bmqdOeryt1P+xIHNIbnSYNU48wOj8W8aO3f9M769/TdCRkaQs9XICY8/sZvZCxfvlxfbNhmseYwjUrJ0Q/67tSFuXuU5azUqVVv6tSqN/VVbar+sbef3ijuq0JPUrNS+4dQqq+vj9Uh9Cj8pgMAAABwRGpr2IzOkpWVpYKCgphtH92baZraUV6vL3dVavWuqqabglarwf/NMBauvKEyJSUm2JWT5lJumls56W7lpLmVmGA/pP1zM9DDnBmSM1gvd6BarkBN4yNYI3egRq5AtZL9FUr0VzSF5vuU5K9Qkr+i+dArTklnuCUtlfY133yDkaQqR5YqEnJVlpCnckeuyhPyVJ6Qq32ObIVaBuMeSR5TjWOZN6quqYnRwQPYzxdo/EwYMzhbk048/qDrb5X0GzOoo0NbNDb4pY4NbdSIlBr9YugG/WLoBu0y8rTWPlxrbMeq1NZHn37i1383S16f76DbBkE6AAAAgCNQeNiMGPbASkxK0ob16wnTocp6nzYW1WhjcY02FtVoU9Nztaf1TRSTnXaN7JeuXKdX//vIvfrhjbM17JhjZbTxtXwcppqCcGewVq5gnZyBWrmCteFQ3B2o0TDHKk3+rlvDvf+r7BV/U2KoTomhWiWG6uQO1cum1uPet0eDkaRaR4Z2VZtavXGHihKP0p5QpnZ7ErXb49ZuT6KqgwkHlAhK2t30aD9uBgp0nWR3gvJ6p7V7/UqdqMU6UR+HGjS0YZWOrl+p/r6t6m/uVf/AXk3VYpU7crSwIE3+/vaof98caQjSAQAAABxxysrK1NDg0Xk/fVK2XgWqCxjyBiVvyFDIlByG5LCZctmktARTaU5TaQ5Tdlv7tl9cuFXzHr5DZWVlBOlHiFpvQF+X1WlHeb2+Lq8Lv95eXqfSmshjTjvtNg3vm6Yx/dM1un+GxvRP11F9UmS3GVq5cqWe3PCRkh2zCdG7mC3klytYqxyjQsfn2tS/ZpV6bamQK1Qvd6he7qagu/mjTq5QQ3iZy2yQTab1jhySxjolbWjs8R1BQ9CmqkCCKv0Jjc+BBFX5HSrzu1TidanU51Kpz6kSn0tlPpdK/U55Q43fVvCVbFfD5o065cLxOmncGB0l6ahOPE/cDBQ4/HltiVqbPFFrkycqMVirozxrNbRhtQq8m9Q7UKxLs4p16dXJqjUf094Nn+rrjJO0I+Mk1bjz4l31wxJBOgAAAIAjSkmNR3cvKlP+T/6pVXJLFe0rZzOk3HS38jOTVNArSbnpbtkIOHsk0zQVCJmq8QRU3eBXVYNf1Z7G56oGv4qrvSqqatD24koVVXlU3hBUvd86NM1OtqsgzaGCdIcK0hNUkO5Qv1SHEuyGJJ+kEtXsLtGXTZ2C169fH/Pj7HFMUwnBermCtXIG6+QK1LbqEe4M1DUt/+a1K1AnZ7Cucd1ArRxm0xAHLknXp0j6+4EjmnSIL2SoOpCgmoBD1QGHKg8IxSuq61W6d7eyjpmgnAFD5JFb9UZi07NbHrkVMBIst5/c9BgYYdn+oDvRZe9QT9b24magQPfSYE/RV8kn6avkk+QMNegozzql7FikEQl71CvRo6HlizW0fLEkqSJxgHaljdXetNHanTpGVe7+bd6w9EhCkA4AAADgiNIryantlX7ZEtxyGKZy05PUK8WpJKddSQkO2e2G/IGQ/MGQar0Bldf5VF7rU4M/qD2VHu2p9GjZ9golJtg1KCtZR/VJVkGvJCW0t7s6OoU/GFJpjVfF1Z6mh1dF1R6V13rV4A/J4w9qX3Wd6jxe+YKSL2gqaJoKhqSgKYVMUyGz8QafjdPNX0cjWFcpf+VeBSr2KFC5V/59exTYt1f+il3a4WvQ51Fss7a2NrrKdDO2UKAp9D4g7A40heDNQu/acOh9jrNQd96QrNzAL5S6NChXqKFThyeoDzm0r9YnvytdhjtdHsMlj9zyGC555ZLHcKtBLnmb5nnCz43LPHIpIEeb4dPixUu04r/bdVb+ME3NnhSeb5eU2vQ4FATdANrisyVqQ9IJWrS7SvNfnqfrb7hG0492aGj9FyrwblSvhh3q1bBDo4tflyTV2DP0tesY7XAP1y7XUO1xDZLHlnzQ/cTyXjTxQJAOAAAA4IjisNt056RM3XjFJbr5F08qf1j/g5YxTVNVDX7t3NegnRX1KqyoV4M/qHV7q7Vub7XsNkMFvZJ0VFayBmUd/A9LtG3/uS6q9qioyqOSpoC8qNqjkqbn4mqvymq9MqMMvDsi5K1XyFurkKdOIU+tQp5aBev2KVBTpmBNmU6a8l0NGjhAiXYpwZYkaXDT49Cs/+wDzX/+CXk8bYz5cZixh7xyBZrGAA/WapRtq74/wqHxdYs0aP0auUO1SgzWNY3/3Tj8SeOY4HVyh2rlNKO40Z1NUo5dUrUOzM8DIUPVAYeqAwmqDjqaeoMnNM375vWB82uCzdepCSTIU/K1GjYv1bQfXK4zT53Q7molND0OFoQTdAOIN48/qJAp/d8nu/TC6l6SBivdUaCTM8s1Ib1CEzL26fi0KqWqUqPqP9Wo+k/DZb+uT9Lq2jStqUnT6pp0ra9N1U5Pokx988/DYG3j1/727t3b1YcWEwTpAAAAAML+8Ic/6NFHH1VRUZHGjBmjp556SuPHj29z/ZdfflmzZs1SSUmJDMPQ0KFD9X//93+WZQ4HY/PcClTsave3lA3DUEaSUxlJTo3ql65gyNSeygZtK6vTttJaVXsC2l5Wp+1ldZKkXk6H0iZ+X+tLfRoRCMrlsHf6MRQWFjbr6RUImdrXEFJ5Q7DxUR9UeUNIdb6Q6v2m6gMhBUNqHLXZlEyZ4RGcnTZD7gRDiQ6bEh2GEhMM9U5LUb+c3kpxORofbkez18kuh5KdDtltbZ/EUMhUgz+oel9QDb6g6v0BVTcEVF7rVVmdT+W1XpXX+lRR51NJTWNAXlztkTfQvl7FDpuh7FSXstPcyk1zKzfdrawUpxKdDpXu3a1f/r/79K3vXKJefXJkNxpzV8OQDDUO1WNIMgyz+XTTOjZJDptkMxySMpoe32gMuv+pfhdfqmOPHdGu+nZEceHWTt9mmw68MWazm2LWtp53wDJXsCb82tEyCHdKuihJ0vx2D58kSXVBe+uQu43Au6K8QqVfb9RRk87VkOEjw73A/Upo1xAEDkm9mh6RLF5czxjgAHo0X6Dx99uYwdmadOLxzZbtlvSapLdMv/qZezUwVKgBoZ3qGypSL1VqYFK9BibV63vZReEyfjlUamSpxMhSqZGlVUU2zSuyqbKysusOKoYI0gEAAABIkv7xj39o9uzZmjt3riZMmKDHH39cZ599tjZu3Kjs7OxW63/yySe65JJLZLPZ9Mtf/lI7d+7UM888oylTpmjLli0Ry/QUdpuh/F5Jyu+VpFOHZqm8zqdtpXXaVlar4mqvKnw2ZZ56he55v1z/77/vaUz/dB2Tm6ajc1M1NDtFfTMSlZPmltNx8OFgvIGgqur9qmzwq6LOp+Jqj9bvKNJjc5+V3Omyp2bJntpb9pRMGUZnDi9Tp/YMDJ1gN2QYRlMQ3fhsMwz5QyF5/NEPs5HqNNQr0d70sIWfeyfalZloV+9Em9Jcthbj1HubHtJ63w7VffW+Rvz4ZvUfemzU9WhLpwXdpimbGZRhBmQzg7IpKJsZVLpq1S/VUJZZofSGnY3L9q9jBmU0rWczg7KF/EoIeeQIeZQQbHoOeeQ48HXIo4SgV46QR85gnS5w7tGDt6SoT/DnSvrE12lDojTYktVgS1Z5nV+795bK0btA7vRsNTSN+R352aUGwy2vXAoZ7funU5KkTxcv0Ypt63TWSX10TJ/BSpGU0ilH0bQPeowDOEIkuxMs76XgU29t0khtapp2heqU7d+jPr7dyvbvUh//HmUESpSggPqaReprNobrZ/aRfjAjSYu74Bi6AkE6AAAAAEnSY489pmuvvVYzZ86UJM2dO1fvvPOO/vrXv+quu+5qtf4TTzyh9PR0zZgxQ/fcc48k6YsvvtDatWvbLNMTGYahrBSXslJcGj+ol2q9Aa1ct1kfLV2mvqNPUZU3pM+/3qfPv97XqmyvZKeSXXYlOx1yJ9hlqnFoE3/QVHWDX/vqfar3Re4NmzRmWuu6yFSiXUp0mEq0N7522kwl2KQEW2Mvaxlm07rfCJqGAiHJbzYNi1FdqY1fLtekU78tR2KqGgIhNfhNNQRM1fsbXweburP7g6akg4+x4rIbcjkMJSUYSnfZ5JZfS5cslK+mXKG6SgXrqxSsKVewtlyB2gop6D/oNg8mwSb5a8rl8lfJYfplC/llN32yh/yym37ZQ37Zmp7tzZ59spt+2cxA+PWBy2xmQGMcWzTlPLcGeZ9Vry9elV0B2c2AHKa/+bP2TweathmUfX8IrlDbAbZb+sPsVMn8tbTykE9FazZJmTZJ3wwds//GmFVNPcCr/I1DozS+/qYneGWg8WaZVU03zawOOFTVdEPNUNM7y1eyXQ2bd2jaD07VmcdYD4vianp0FEE3AMSH15asna6h2ukaGp5nmEGlBSvUy1+iXoESZQaK5ar6Wmt37ZLGxrGynYggHQAAAIB8Pp9WrFihu+++OzzPZrNpypQpWrp0acQyn3zyiaqrqzVlypTwvKlTp2rz5s1tljkshELK3fi87j3VqeNKX1CKP6vVKlaxsKmDDxlxbEO5RpS/oYt6F8qTNkBf1adpmydF2zwp2uFJUqnfLb9pU0WdTxV1B6+yTaZS7X6lO/zKSvAqPVipsi1faNiAvspNsSnT7lGmrUGpNq9srYJyU0b4iJqWma2XHbh+Zc0ebQn9V1ryTHiok/2Mpq0EjQT5HYkKGg4ZMmTKJtMwJKPxtc0MyhnyNvaGNn3aPwLMgWdvqiENOvlEpWX0kmFmyq402cx82RWSTUHZm3po25tCZ7uCspuB8OsDQ2mHmsLqpmeHAo07afgf6bODn+MOc0g6zinpK6m+8zcfDDUO19N4RDYFQ4YCZuMjaNoa//nR9PCbNtUF7WoI2tUQsqs+/NoWYZ5ddUGHysvKVbJ1nYacOl1HjxqjBrktb4x5oP03wrS6u8DixXUMiwIARxDTsKvK0UdVjj7arsYhz1bt/Ep/++dj+vv34ly5TnLEBelm091oqqur41wTAAAA9AT7ryvNrrjrYQyVlZUpGAwqJyen2fycnBxt2LAhYpmioiKFQqFmZXJycuT1elVUVBSxTHV1dbNr8d27d4fnd5lQUCmrn9Xtk1yS599S5KoesjNPdkl735L2Si0HFjFNaZ9SVG6mqU5uNZguNcgpW2McLZtCSjPqlaFapRt1SlWDbCFT8qnxITWmmEFJVbGp/7fHtqe3b3tvhJlgsWyVVNnOzRxEsOkR6baVQVPyBm3ymYYCIUPeoCGfacjfNM8bsikQMuQzbfIGDQWann2mTf6gIV9Ija+b1vHU1qp+X4nS8ocprVeWgqZNftOmgAz5TXt42m/aFDBtjYF40+ugpKBpkylDQdNQUI3BeEiNIXlIhjauW6fC1cs0ePwZGnTUgM45QYYke+NjU2WDCncHVberRsHUgw/h01E1FY3j9+/ZuVOfLY9Fl3qpeM+emO6D7bP9w30fbL9nb78r9hHr7RcWNl7n1dfXd+m13v59hUKdM2zZfobZ3a/4O2jXrl3Kz8+PdzUAAADQw+zcuVP9+1v1zzy87dmzR/369dMnn3yiiRMnhuffeeed+uCDD7Rs2bJWZRISEhQIBJqV+eMf/6g77rhDI0eOjFhm8uTJ+uCDD2J3IAAAAICkjz76SCeffHKnbe+I65Het29f7dy5U6mpqTLa8ZW1zlJdXa38/Hzt3LlTaWltD96P7os27vlo456PNu7ZaN+eL15tbJqmampq1Ldv3y7bZyxkZWXJbreruLh5z9Ti4mLl5uZGLJObm6s9e/Y0K1NcXCyXy9VmmbfeeqtZj6R9+/Zp9OjRWrt2rdLT0zvhSNqnpqZGxx57rNatW6fU1NQu2y8OrrPahjbuOdpqS9q4Z6Pdez5+3/d88WqbqqoqjRw5UsOHD+/U7R5xQbrNZotrT6G0tDT+eO/haOOejzbu+Wjjno327fni0cZdGQDHitPp1AknnKBFixZp+vTpkhq/Drto0SLNmjUrYplJkybpvffea1bmvffek8/na9ar/UAt22f/6/z8/C5tt/1hfr9+/fidcJjprLahjXuOttqSNu7ZaPeej9/3PV+82mb/vhyOzo2+j7ggHQAAAEBks2fP1pVXXqlx48Zp/Pjxevzxx1VXV6eZM2dKkq644gr169dPc+bMkSTdeuuteuWVVzR37lz169dPO3fu1Geffabk5ORwGQAAAKAnIEgHAAAAIEm65JJLVFpaqvvuu09FRUU67rjjtGDBgvDNRAsLC2Wz2cLrT5o0SS+99JJuuukm3X333TIMQ0OHDtXf/va3VjctBQAAALozgvQu4nK5dP/998vlcsW7KogR2rjno417Ptq4Z6N9ez7auHPMmjWrzaFclixZ0mrexRdfrIsvvjjq/cWr3Xi/HL46q21o456jrbakjXs22r3n4/d9z9fTrvMM0zTNTt0iAAAAAAAAAAA9iO3gqwAAAAAAAAAAcOQiSAcAAAAAAAAAwAJBOgAAAAAAAAAAFgjSAQAAAAAAAACwQJDeRf7whz9o4MCBcrvdmjBhgj777LN4VwlRmDNnjk488USlpqYqOztb06dP18aNG5ut4/F4dNNNN6l3795KSUnRhRdeqOLi4jjVGIfqoYcekmEYuu2228LzaOPub/fu3frBD36g3r17KzExUaNGjdLy5cvDy03T1H333ae8vDwlJiZqypQp2rx5cxxrjI4IBoO69957NWjQICUmJmrw4MF68MEHdeD91Wnj7uXDDz/Ud7/7XfXt21eGYeiNN95otrw97VlRUaEZM2YoLS1NGRkZuvrqq1VbW9uFR3Fk6+i18Msvv6xjjjlGbrdbo0aN0rvvvhv3OqFzdeT8//nPf9Ypp5yizMxMZWZmasqUKeH1uT7vGdr7fmh5bf7SSy/JMAwNGjSI9u3GIl2b33nnneH3xPjx43X11Vdbfs5XVlbqpptuUl5enlwul4YNGxaTzw50XGddm3f0c/vxxx/X0UcfrcTEROXn5+snP/mJPB5PTI7xSHM4XJsfrA6RLFmyRGPHjpXL5dKQIUP03HPPtXt/YSZi7qWXXjKdTqf517/+1fzqq6/Ma6+91szIyDCLi4vjXTV00Nlnn20+++yz5tq1a81Vq1aZ55xzjllQUGDW1taG17nhhhvM/Px8c9GiReby5cvNk046yZw0aVIca41offbZZ+bAgQPN0aNHm7feemt4Pm3cvVVUVJgDBgwwr7rqKnPZsmXmtm3bzH//+9/mli1bwus89NBDZnp6uvnGG2+YX375pfm9733PHDRokNnQ0BDHmqO9fvWrX5m9e/c23377bXP79u3myy+/bKakpJhPPPFEeB3auHt59913zXvuucd87bXXTEnm66+/3mx5e9pz6tSp5pgxY8xPP/3U/O9//2sOGTLEvOyyy7r4SI5MHb0W/vjjj0273W4+8sgj5rp168yf//znZkJCgrlmzZq41Qmdq6Pn//LLLzf/8Ic/mF988YW5fv1686qrrjLT09PNXbt2cX3eA7T3/dDy2nz79u1mv379zNzcXDMxMZH27aYiXZvffffdZkJCQvg9ceKJJ5qSzOeeey7i57zX6zXHjRtnnnPOOeZHH31kbt++3VyyZIm5atWqOB8dTLNzrs07+rkxb9480+VymfPmzTO3b99u/vvf/zbz8vLMn/zkJ11yzD3d4XBtfrA6tLRt2zYzKSnJnD17trlu3TrzqaeeMu12u7lgwYKOHLpJkN4Fxo8fb950003h6WAwaPbt29ecM2dOHGuFzlBSUmJKMj/44APTNE2zsrLSTEhIMF9++eXwOuvXrzclmUuXLo1XNRGFmpoac+jQoebChQvN0047LRyk08bd309/+lPzW9/6VpvLQ6GQmZubaz766KPheZWVlabL5TJffPHFrqgiDtG5555r/uhHP2o274ILLjBnzJhhmiZt3N21vFBuT3uuW7fOlGR+/vnn4XXmz59vGoZh7t69u8vqfqTq6LXw97//ffPcc89tNm/ChAnm9ddfH7c6oXMd6vkPBAJmamqq+fzzz7daxvV599Oe90PLa/NbbrnFnDRpkvnkk0+aNpvNPPHEE8Pr0r7dS6Rr8wPfE/s/59PS0sLviZaf808//bR51FFHmT6fr2srj3bpjGvzjn5u3HTTTebpp5/ebN7s2bPNk08+uVOOCd84HK7N2xOk33nnneaIESOazbvkkkvMs88+u0P7YmiXGPP5fFqxYoWmTJkSnmez2TRlyhQtXbo0jjVDZ6iqqpIk9erVS5K0YsUK+f3+Zu19zDHHqKCggPbuZm666Sade+65zdpSoo17grfeekvjxo3TxRdfrOzsbB1//PH685//HF6+fft2FRUVNWvj9PR0TZgwgTb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       "text/plain": [
        "<Figure size 1500x1000 with 4 Axes>"
       ]
@@ -1606,12 +1610,13 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {
     "deletable": false
    },
    "source": [
-    "### Requirement FR13 - Test if there is any difference between the attainment of disabled and non-disabled students"
+    "### <font color = 'orange'> Requirement FR13</font> - Test if there is any difference between the attainment of disabled and non-disabled students"
    ]
   },
   {
@@ -1619,48 +1624,43 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We will now test if there is any difference between the attainment of disabled and non-disabled students.  We will do this by performing a two-sample t-test.\n",
+    "We saw above that there appears to be a difference between students with and without a declared disability in terms of their scores.  Now we want to test if this difference is statistically significant.\n",
     "\n",
-    "First need to check if variances are equal between the groups.  We will do this by performing a Levene's test.\n",
+    "I will do this by performing a two-sample t-test.  This is a parametric test that requires that the data is normally distributed (which we have already ascertained) and that the variances of the two groups are equal.  \n",
     "\n",
-    "The Levene's test is a test of homogeneity of variances.  It is used to check if the variances of two or more groups are equal.  It is a non-parametric test that does not require that the data is normally distributed."
+    "I will test for equality of variances using Levene's test from <i>scipy.stats</i> which returns a p-value and a test statistic. If the p-value is less than 0.05, we will reject the null hypothesis and accept the alternative hypothesis that the variances are not equal.  If the p-value is greater than 0.05, we will accept the null hypothesis and reject the alternative hypothesis that the variances are not equal.\n",
+    "\n",
+    "* <font color = 'gray'><b>H0 (null hypothesis):</font></b> <i> The variances of the two groups are equal </i>\n",
+    "* <font color = 'gray'><b>H1 (alternative hypothesis):</font></b> <i> The variances of the two groups are not equal </i>"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 97,
+   "execution_count": 38,
    "metadata": {},
-   "outputs": [],
-   "source": [
-    "disabled_yes_score = disabled_yes['score']\n",
-    "disabled_no_score = disabled_no['score']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 98,
-   "metadata": {
-    "deletable": false
-   },
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "W-statistic: 13.711\n",
-      "p-value: 0.000\n"
+      "Based on Levene's test, there is a statistically significant difference in variance between the two groups (W = 13.711, p = 0.000)\n"
      ]
     }
    ],
    "source": [
-    "from scipy.stats import levene\n",
+    "# create data for levene test\n",
+    "disabled_yes_score = disabled_yes['score']\n",
+    "disabled_no_score = disabled_no['score']\n",
     "\n",
-    "# Perform the Levene test for equal variances\n",
+    "# Levene test for equal variances\n",
     "W_statistic, p_value = levene(disabled_yes_score, disabled_no_score)\n",
     "\n",
-    "# Print the W-statistic and p-value\n",
-    "print(f'W-statistic: {W_statistic:.3f}')\n",
-    "print(f'p-value: {p_value:.3f}')\n"
+    "# print the W-statistic and p-value\n",
+    "if p < 0.05:\n",
+    "    print(\"Based on Levene's test, there is a statistically significant difference in variance between the two groups (W = {:.3f}, p = {:.3f})\".format(W_statistic, p_value))\n",
+    "else:\n",
+    "    print(\"Based on Levene's test, there is no statistically significant difference in variance between the two groups (W = {:.3f}, p = {:.3f})\".format(W_statistic, p_value))\n",
+    "\n"
    ]
   },
   {
@@ -1668,33 +1668,47 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Conclude that the variances are not equal between the groups.  Will therefore use, Mann-Whitney U test or the Wilcoxon signed-rank test. \n",
-    "Maybe Welch's t-test to perform the test - t-test without equal variances."
+    "As Levene's test for equal variances returns a p-value of 0.000, we will reject the null hypothesis and accept the alternative hypothesis that the variances are not equal.  This means that we will have to use a different statistical test which does not assume equal variances.  \n",
+    "\n",
+    "Some options are: \n",
+    "* Welch's t-test\n",
+    "* Mann-Whitney U test\n",
+    "* Kruskal-Wallis H test\n",
+    "\n",
+    "To perform Welch's t-test, we will use `ttest_ind` from <i>scipy.stats</i> but ensure that we set the `equal_var` parameter to `False`.  The test will return a t-statistic and a p-value, which we will use to determine whether there is a statistically significant difference between the means of the two groups.\n",
+    "\n",
+    "* <font color = 'gray'><b>HO (null hypothesis):</font> </b> <i>There is no statistically significant difference between the means of the two groups </i>\n",
+    "* <font color = 'gray'><b>H1 (alternative hypothesis):</font> </b> <i> There is a statistically significant difference between the means of the two groups </i>\n",
+    "\n",
+    "If the p-value is less than 0.05, we will reject the null hypothesis and accept the alternative hypothesis.  If the p-value is greater than 0.05, we will accept the null hypothesis and reject the alternative hypothesis.\n",
+    "\n",
+    "\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 99,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "t-statistic: -7.330\n",
-      "p-value: 0.000\n"
+      "\n",
+      "Based on Welch's t-test, there is a statistically significant difference in mean between the two groups (t = -7.330, p = 0.000)\n"
      ]
     }
    ],
    "source": [
-    "from scipy.stats import ttest_ind\n",
-    "\n",
     "# Welch's t-test\n",
     "t_statistic, p_value = ttest_ind(disabled_yes_score, disabled_no_score, equal_var=False)\n",
     "\n",
-    "# Print the t-statistic and p-value\n",
-    "print(f't-statistic: {t_statistic:.3f}')\n",
-    "print(f'p-value: {p_value:.3f}')"
+    "# print the t-statistic and p-value\n",
+    "if p_value < 0.05:\n",
+    "    print(\"\\nBased on Welch's t-test, there is a statistically significant difference in mean between the two groups (t = {:.3f}, p = {:.3f})\".format(t_statistic, p_value))\n",
+    "else:\n",
+    "    print(\"\\nBased on Welch's t-test, there is no statistically significant difference in mean between the two groups (t = {:.3f}, p = {:.3f})\".format(t_statistic, p_value))\n",
+    "\n"
    ]
   },
   {
@@ -1702,12 +1716,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "- conclude sig difference between means of the two groups\n",
-    "- p vale < 0.05\n",
-    "- t-statistic -> size and direction of difference between means\n",
-    "- negative means that mean of first group (disability = yes) is lower than mean of second group (disability = no)\n",
-    "- absolute value of t-statistic indicates magnitude of difference between means\n",
-    "- quite large absolute value of t-statistic -> large difference between means\n",
+    "We can conclude that there is a statistically significant difference between the means of the two groups (p<0.05).  The t-statistic is negative, which means that the mean score of students with a declared disability is lower than the mean score of students without a declared disability.  \n",
+    "\n",
+    "The absolute value of the t-statistic is a measure of the difference between means in units of standard error.  The larger the t-statistic, the larger the difference between the means.  In this case, the t-statistic is 7.3, which means that the difference between the means is 7.3 times the standard error of the difference.  This can be interpreted as the difference between the means being large and \"significant\" at the 95% confidence level.\n",
     "\n"
    ]
   },
@@ -1716,15 +1727,19 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "TODO\n",
+    "##### <font color = 'turquoise'> Additional statistical tests </font>"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "As previously, I undertook a few additional statistical tests to see if the results were consistent.  I performed a Mann-Whitney U test and a Kruskal-Wallis H test.\n",
+    "\n",
+    "The results and interpretations of these tests have been saved in a separate notebook.\n",
     "\n",
-    "- finish writing up FR13\n",
-    "- update library cell\n",
-    "- write up reflection\n",
-    "- merge git\n",
-    "- save supplementary file to folder and check link\n",
-    "- delete unneeded files\n",
-    "- final check in a week??"
+    "[Task2 supplementary](//Task2%20supplementary.ipynb)"
    ]
   },
   {