From a28749e9ef64dbea127e88f8c9dcd34babfc8e07 Mon Sep 17 00:00:00 2001
From: sociologyquinn <kellyquinn@berkeley.edu>
Date: Sun, 26 Sep 2021 17:26:28 -0700
Subject: [PATCH] mark up code a bit, update which parts are pre filled

---
 ...oduction to Machine Learning Student.ipynb | 530 ++----------------
 .../Introduction to Machine Learning.ipynb    |  82 +--
 2 files changed, 82 insertions(+), 530 deletions(-)

diff --git a/Fundamentals for Machine Learning/Data Splitting and Bias-Variance Tradeoff/Introduction to Machine Learning Student.ipynb b/Fundamentals for Machine Learning/Data Splitting and Bias-Variance Tradeoff/Introduction to Machine Learning Student.ipynb
index 0151e39..e57c6ac 100644
--- a/Fundamentals for Machine Learning/Data Splitting and Bias-Variance Tradeoff/Introduction to Machine Learning Student.ipynb	
+++ b/Fundamentals for Machine Learning/Data Splitting and Bias-Variance Tradeoff/Introduction to Machine Learning Student.ipynb	
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -37,7 +37,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -56,170 +56,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>age</th>\n",
-       "      <th>workclass</th>\n",
-       "      <th>fnlwgt</th>\n",
-       "      <th>education</th>\n",
-       "      <th>education-num</th>\n",
-       "      <th>marital-status</th>\n",
-       "      <th>occupation</th>\n",
-       "      <th>relationship</th>\n",
-       "      <th>race</th>\n",
-       "      <th>sex</th>\n",
-       "      <th>capital-gain</th>\n",
-       "      <th>capital-loss</th>\n",
-       "      <th>hours-per-week</th>\n",
-       "      <th>native-country</th>\n",
-       "      <th>income-bracket</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>39</td>\n",
-       "      <td>State-gov</td>\n",
-       "      <td>77516</td>\n",
-       "      <td>Bachelors</td>\n",
-       "      <td>13</td>\n",
-       "      <td>Never-married</td>\n",
-       "      <td>Adm-clerical</td>\n",
-       "      <td>Not-in-family</td>\n",
-       "      <td>White</td>\n",
-       "      <td>Male</td>\n",
-       "      <td>2174</td>\n",
-       "      <td>0</td>\n",
-       "      <td>40</td>\n",
-       "      <td>United-States</td>\n",
-       "      <td>&lt;=50K</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>50</td>\n",
-       "      <td>Self-emp-not-inc</td>\n",
-       "      <td>83311</td>\n",
-       "      <td>Bachelors</td>\n",
-       "      <td>13</td>\n",
-       "      <td>Married-civ-spouse</td>\n",
-       "      <td>Exec-managerial</td>\n",
-       "      <td>Husband</td>\n",
-       "      <td>White</td>\n",
-       "      <td>Male</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>13</td>\n",
-       "      <td>United-States</td>\n",
-       "      <td>&lt;=50K</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>38</td>\n",
-       "      <td>Private</td>\n",
-       "      <td>215646</td>\n",
-       "      <td>HS-grad</td>\n",
-       "      <td>9</td>\n",
-       "      <td>Divorced</td>\n",
-       "      <td>Handlers-cleaners</td>\n",
-       "      <td>Not-in-family</td>\n",
-       "      <td>White</td>\n",
-       "      <td>Male</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>40</td>\n",
-       "      <td>United-States</td>\n",
-       "      <td>&lt;=50K</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>53</td>\n",
-       "      <td>Private</td>\n",
-       "      <td>234721</td>\n",
-       "      <td>11th</td>\n",
-       "      <td>7</td>\n",
-       "      <td>Married-civ-spouse</td>\n",
-       "      <td>Handlers-cleaners</td>\n",
-       "      <td>Husband</td>\n",
-       "      <td>Black</td>\n",
-       "      <td>Male</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>40</td>\n",
-       "      <td>United-States</td>\n",
-       "      <td>&lt;=50K</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>28</td>\n",
-       "      <td>Private</td>\n",
-       "      <td>338409</td>\n",
-       "      <td>Bachelors</td>\n",
-       "      <td>13</td>\n",
-       "      <td>Married-civ-spouse</td>\n",
-       "      <td>Prof-specialty</td>\n",
-       "      <td>Wife</td>\n",
-       "      <td>Black</td>\n",
-       "      <td>Female</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>40</td>\n",
-       "      <td>Cuba</td>\n",
-       "      <td>&lt;=50K</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   age          workclass  fnlwgt   education  education-num  \\\n",
-       "0   39          State-gov   77516   Bachelors             13   \n",
-       "1   50   Self-emp-not-inc   83311   Bachelors             13   \n",
-       "2   38            Private  215646     HS-grad              9   \n",
-       "3   53            Private  234721        11th              7   \n",
-       "4   28            Private  338409   Bachelors             13   \n",
-       "\n",
-       "        marital-status          occupation    relationship    race      sex  \\\n",
-       "0        Never-married        Adm-clerical   Not-in-family   White     Male   \n",
-       "1   Married-civ-spouse     Exec-managerial         Husband   White     Male   \n",
-       "2             Divorced   Handlers-cleaners   Not-in-family   White     Male   \n",
-       "3   Married-civ-spouse   Handlers-cleaners         Husband   Black     Male   \n",
-       "4   Married-civ-spouse      Prof-specialty            Wife   Black   Female   \n",
-       "\n",
-       "   capital-gain  capital-loss  hours-per-week  native-country income-bracket  \n",
-       "0          2174             0              40   United-States          <=50K  \n",
-       "1             0             0              13   United-States          <=50K  \n",
-       "2             0             0              40   United-States          <=50K  \n",
-       "3             0             0              40   United-States          <=50K  \n",
-       "4             0             0              40            Cuba          <=50K  "
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Look at the first 5 rows\n",
     "census.head()"
@@ -252,35 +91,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "age                int64\n",
-       "workclass         object\n",
-       "fnlwgt             int64\n",
-       "education         object\n",
-       "education-num      int64\n",
-       "marital-status    object\n",
-       "occupation        object\n",
-       "relationship      object\n",
-       "race              object\n",
-       "sex               object\n",
-       "capital-gain       int64\n",
-       "capital-loss       int64\n",
-       "hours-per-week     int64\n",
-       "native-country    object\n",
-       "income-bracket    object\n",
-       "dtype: object"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "..."
    ]
@@ -301,303 +114,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>age</th>\n",
-       "      <th>workclass</th>\n",
-       "      <th>fnlwgt</th>\n",
-       "      <th>education</th>\n",
-       "      <th>education-num</th>\n",
-       "      <th>marital-status</th>\n",
-       "      <th>occupation</th>\n",
-       "      <th>relationship</th>\n",
-       "      <th>race</th>\n",
-       "      <th>sex</th>\n",
-       "      <th>capital-gain</th>\n",
-       "      <th>capital-loss</th>\n",
-       "      <th>hours-per-week</th>\n",
-       "      <th>native-country</th>\n",
-       "      <th>income-bracket</th>\n",
-       "      <th>income-bracket-binary</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>39</td>\n",
-       "      <td>State-gov</td>\n",
-       "      <td>77516</td>\n",
-       "      <td>Bachelors</td>\n",
-       "      <td>13</td>\n",
-       "      <td>Never-married</td>\n",
-       "      <td>Adm-clerical</td>\n",
-       "      <td>Not-in-family</td>\n",
-       "      <td>White</td>\n",
-       "      <td>Male</td>\n",
-       "      <td>2174</td>\n",
-       "      <td>0</td>\n",
-       "      <td>40</td>\n",
-       "      <td>United-States</td>\n",
-       "      <td>&lt;=50K</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>50</td>\n",
-       "      <td>Self-emp-not-inc</td>\n",
-       "      <td>83311</td>\n",
-       "      <td>Bachelors</td>\n",
-       "      <td>13</td>\n",
-       "      <td>Married-civ-spouse</td>\n",
-       "      <td>Exec-managerial</td>\n",
-       "      <td>Husband</td>\n",
-       "      <td>White</td>\n",
-       "      <td>Male</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>13</td>\n",
-       "      <td>United-States</td>\n",
-       "      <td>&lt;=50K</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>38</td>\n",
-       "      <td>Private</td>\n",
-       "      <td>215646</td>\n",
-       "      <td>HS-grad</td>\n",
-       "      <td>9</td>\n",
-       "      <td>Divorced</td>\n",
-       "      <td>Handlers-cleaners</td>\n",
-       "      <td>Not-in-family</td>\n",
-       "      <td>White</td>\n",
-       "      <td>Male</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>40</td>\n",
-       "      <td>United-States</td>\n",
-       "      <td>&lt;=50K</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>53</td>\n",
-       "      <td>Private</td>\n",
-       "      <td>234721</td>\n",
-       "      <td>11th</td>\n",
-       "      <td>7</td>\n",
-       "      <td>Married-civ-spouse</td>\n",
-       "      <td>Handlers-cleaners</td>\n",
-       "      <td>Husband</td>\n",
-       "      <td>Black</td>\n",
-       "      <td>Male</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>40</td>\n",
-       "      <td>United-States</td>\n",
-       "      <td>&lt;=50K</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>28</td>\n",
-       "      <td>Private</td>\n",
-       "      <td>338409</td>\n",
-       "      <td>Bachelors</td>\n",
-       "      <td>13</td>\n",
-       "      <td>Married-civ-spouse</td>\n",
-       "      <td>Prof-specialty</td>\n",
-       "      <td>Wife</td>\n",
-       "      <td>Black</td>\n",
-       "      <td>Female</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>40</td>\n",
-       "      <td>Cuba</td>\n",
-       "      <td>&lt;=50K</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>37</td>\n",
-       "      <td>Private</td>\n",
-       "      <td>284582</td>\n",
-       "      <td>Masters</td>\n",
-       "      <td>14</td>\n",
-       "      <td>Married-civ-spouse</td>\n",
-       "      <td>Exec-managerial</td>\n",
-       "      <td>Wife</td>\n",
-       "      <td>White</td>\n",
-       "      <td>Female</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>40</td>\n",
-       "      <td>United-States</td>\n",
-       "      <td>&lt;=50K</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>49</td>\n",
-       "      <td>Private</td>\n",
-       "      <td>160187</td>\n",
-       "      <td>9th</td>\n",
-       "      <td>5</td>\n",
-       "      <td>Married-spouse-absent</td>\n",
-       "      <td>Other-service</td>\n",
-       "      <td>Not-in-family</td>\n",
-       "      <td>Black</td>\n",
-       "      <td>Female</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>16</td>\n",
-       "      <td>Jamaica</td>\n",
-       "      <td>&lt;=50K</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>52</td>\n",
-       "      <td>Self-emp-not-inc</td>\n",
-       "      <td>209642</td>\n",
-       "      <td>HS-grad</td>\n",
-       "      <td>9</td>\n",
-       "      <td>Married-civ-spouse</td>\n",
-       "      <td>Exec-managerial</td>\n",
-       "      <td>Husband</td>\n",
-       "      <td>White</td>\n",
-       "      <td>Male</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>45</td>\n",
-       "      <td>United-States</td>\n",
-       "      <td>&gt;50K</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>31</td>\n",
-       "      <td>Private</td>\n",
-       "      <td>45781</td>\n",
-       "      <td>Masters</td>\n",
-       "      <td>14</td>\n",
-       "      <td>Never-married</td>\n",
-       "      <td>Prof-specialty</td>\n",
-       "      <td>Not-in-family</td>\n",
-       "      <td>White</td>\n",
-       "      <td>Female</td>\n",
-       "      <td>14084</td>\n",
-       "      <td>0</td>\n",
-       "      <td>50</td>\n",
-       "      <td>United-States</td>\n",
-       "      <td>&gt;50K</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>42</td>\n",
-       "      <td>Private</td>\n",
-       "      <td>159449</td>\n",
-       "      <td>Bachelors</td>\n",
-       "      <td>13</td>\n",
-       "      <td>Married-civ-spouse</td>\n",
-       "      <td>Exec-managerial</td>\n",
-       "      <td>Husband</td>\n",
-       "      <td>White</td>\n",
-       "      <td>Male</td>\n",
-       "      <td>5178</td>\n",
-       "      <td>0</td>\n",
-       "      <td>40</td>\n",
-       "      <td>United-States</td>\n",
-       "      <td>&gt;50K</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   age          workclass  fnlwgt   education  education-num  \\\n",
-       "0   39          State-gov   77516   Bachelors             13   \n",
-       "1   50   Self-emp-not-inc   83311   Bachelors             13   \n",
-       "2   38            Private  215646     HS-grad              9   \n",
-       "3   53            Private  234721        11th              7   \n",
-       "4   28            Private  338409   Bachelors             13   \n",
-       "5   37            Private  284582     Masters             14   \n",
-       "6   49            Private  160187         9th              5   \n",
-       "7   52   Self-emp-not-inc  209642     HS-grad              9   \n",
-       "8   31            Private   45781     Masters             14   \n",
-       "9   42            Private  159449   Bachelors             13   \n",
-       "\n",
-       "           marital-status          occupation    relationship    race  \\\n",
-       "0           Never-married        Adm-clerical   Not-in-family   White   \n",
-       "1      Married-civ-spouse     Exec-managerial         Husband   White   \n",
-       "2                Divorced   Handlers-cleaners   Not-in-family   White   \n",
-       "3      Married-civ-spouse   Handlers-cleaners         Husband   Black   \n",
-       "4      Married-civ-spouse      Prof-specialty            Wife   Black   \n",
-       "5      Married-civ-spouse     Exec-managerial            Wife   White   \n",
-       "6   Married-spouse-absent       Other-service   Not-in-family   Black   \n",
-       "7      Married-civ-spouse     Exec-managerial         Husband   White   \n",
-       "8           Never-married      Prof-specialty   Not-in-family   White   \n",
-       "9      Married-civ-spouse     Exec-managerial         Husband   White   \n",
-       "\n",
-       "       sex  capital-gain  capital-loss  hours-per-week  native-country  \\\n",
-       "0     Male          2174             0              40   United-States   \n",
-       "1     Male             0             0              13   United-States   \n",
-       "2     Male             0             0              40   United-States   \n",
-       "3     Male             0             0              40   United-States   \n",
-       "4   Female             0             0              40            Cuba   \n",
-       "5   Female             0             0              40   United-States   \n",
-       "6   Female             0             0              16         Jamaica   \n",
-       "7     Male             0             0              45   United-States   \n",
-       "8   Female         14084             0              50   United-States   \n",
-       "9     Male          5178             0              40   United-States   \n",
-       "\n",
-       "  income-bracket  income-bracket-binary  \n",
-       "0          <=50K                      0  \n",
-       "1          <=50K                      0  \n",
-       "2          <=50K                      0  \n",
-       "3          <=50K                      0  \n",
-       "4          <=50K                      0  \n",
-       "5          <=50K                      0  \n",
-       "6          <=50K                      0  \n",
-       "7           >50K                      1  \n",
-       "8           >50K                      1  \n",
-       "9           >50K                      1  "
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "from sklearn.preprocessing import LabelBinarizer \n",
-    "\n",
+    " \n",
     "lb = LabelBinarizer()\n",
-    "census['income-bracket-binary'] = lb.fit_transform(census[\"income-bracket\"])\n",
+    "census['income-bracket-binary'] = lb.fit_transform(census[\"income-bracket\"]) # use fit_transform to create new variable\n",
     "census.head(10)"
    ]
   },
@@ -605,7 +129,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Now let's look at the features we will use for prediction. There are a couple of different ways we could convert our categorical features to numerical ones. One simple way to do this is to convert them into dummy variables. Use the pandas [get_dummies](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.get_dummies.html) method to convert the categorical variables into dummy variables. Be sure to drop the target variable (and the one we created) as well."
+    "Now let's look at the features we will use for prediction. There are a couple of different ways we could convert our categorical features to numerical ones. One simple way to do this is to convert them into dummy variables. Use the pandas [get_dummies](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.get_dummies.html) method to convert the categorical variables into dummy variables. *Be sure to remove the target variable (both the original and binarized versions) with* `.drop()`."
    ]
   },
   {
@@ -614,7 +138,12 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "X = pd.get_dummies(data=census, columns=[\"workclass\", \"education\", \"marital-status\", \"occupation\", \"relationship\", \"race\", \"sex\", \"native-country\"])\n",
+    "# create X by dropping our y variable from the df with the .drop() method. which axis refers to columns?\n",
+    "X = \n",
+    "\n",
+    "# use get_dummies method to convert selected vars into dummy variables\n",
+    "X = pd.get_dummies(data=..., \n",
+    "                   columns=[\"workclass\", \"education\", \"marital-status\", \"occupation\", \"relationship\", \"race\", \"sex\", \"native-country\"])\n",
     "X.head()"
    ]
   },
@@ -873,12 +402,22 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "# first load in and assess the df \n",
     "from sklearn.datasets import load_iris\n",
     "\n",
     "iris = load_iris()\n",
     "X_iris = iris.data[:, 0:2]  # Let's use the first two features\n",
     "y_iris = iris.target\n",
     "\n",
+    "iris.data.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
     "sizes = np.arange(.2, 1, .10)\n",
     "\n",
     "for size in sizes:\n",
@@ -896,8 +435,11 @@
     "    \n",
     "    df_cm = ...\n",
     "\n",
-    "    df_cm = ...\n",
-    "    df_cm.index = ...\n",
+    "    # rename and index...can find the key to this data set using the target and target_names attributes\n",
+    "    df_cm = df_cm.rename(index=str, \n",
+    "                         columns={0: \"Setosa\", 1: \"Versicolor\", 2: \"Virginica\"})\n",
+    "    df_cm.index = [\"Setosa\", \"Versicolor\", \"Virginica\"]\n",
+    "    \n",
     "    plt.figure(figsize = (10,7))\n",
     "    sns.set(font_scale=1.4)#for label size\n",
     "    sns.heatmap(df_cm, \n",
@@ -1010,7 +552,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.3"
+   "version": "3.8.11"
   }
  },
  "nbformat": 4,
diff --git a/Fundamentals for Machine Learning/Data Splitting and Bias-Variance Tradeoff/Introduction to Machine Learning.ipynb b/Fundamentals for Machine Learning/Data Splitting and Bias-Variance Tradeoff/Introduction to Machine Learning.ipynb
index c896a4e..127cd12 100644
--- a/Fundamentals for Machine Learning/Data Splitting and Bias-Variance Tradeoff/Introduction to Machine Learning.ipynb	
+++ b/Fundamentals for Machine Learning/Data Splitting and Bias-Variance Tradeoff/Introduction to Machine Learning.ipynb	
@@ -597,7 +597,7 @@
     "from sklearn.preprocessing import LabelBinarizer\n",
     "\n",
     "lb_style = LabelBinarizer()\n",
-    "census['income-bracket-binary'] = lb_style.fit_transform(census[\"income-bracket\"])\n",
+    "census['income-bracket-binary'] = lb_style.fit_transform(census[\"income-bracket\"]) # use fit_transform to create new variable\n",
     "census.head(10)"
    ]
   },
@@ -842,7 +842,9 @@
     }
    ],
    "source": [
-    "X = census.drop(['income-bracket', 'income-bracket-binary'], axis = 1)\n",
+    "# create X by dropping our y variable from the df with the .drop() method.\n",
+    "X = census.drop(['income-bracket', 'income-bracket-binary'], \n",
+    "                axis = 1) # refers to columns\n",
     "X = pd.get_dummies(X)\n",
     "X.head()"
    ]
@@ -958,7 +960,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -976,7 +978,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -1013,7 +1015,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1023,7 +1025,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -1060,7 +1062,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1085,19 +1087,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAykAAAKGCAYAAABOV9TlAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAA9hAAAPYQGoP6dpAACMcUlEQVR4nOzdd3jN5//H8dfJyQ5i770Su9TeNUq1FBV7dqja+muL0moV1aoqVaUt5av2KjVq1ihqthShVowQBAmJ7HN+f0ROpZmOnOQkno/vda7r63Pfn/vzPqeXyPu872Ewm81mAQAAAICdcMjoAAAAAADgUSQpAAAAAOwKSQoAAAAAu0KSAgAAAMCukKQAAAAAsCskKQAAAADsCkkKAAAAALtCkgIAAADArpCkAAAAALArJCkA7N7x48c1duxYtWrVSlWrVlXVqlXVunVrjR8/XhcvXszo8HTjxg0NHTpUderUUbVq1dS8eXM9ePDA5s/9+uuv5eXlpTFjxtj8WY8jLi4vLy/Vrl1b0dHRKd7Tp08fyz2rV69OkzgCAgIe67/D1atX5eXlpYoVK6bJ8wEA1iNJAWC3oqKi9NFHH8nHx0crVqxQQECAihcvrkKFCunq1atatGiR2rZtq8WLF2dYjGazWf3799fmzZsVGRmpMmXKqGDBgnJ3d8+wmOxJcHCwDh06lGyfoKAgHT58OE2f+8MPP+iFF17QvXv30nRcAED6cMzoAAAgMSaTSf3799e+fftUsGBBjRgxQu3atZODQ+x3K0FBQZo5c6YWLlyojz/+WNmyZVO7du3SPc5Lly7p9OnTcnBw0KpVq1S6dOl0e3aPHj3Upk0b5ciRI92e+TgcHR0VHR2t7du3q169ekn227FjR6qqLY9jypQpj31PgQIFtHHjRhkMhjSNBQDw+KikALBL8+bNsyQoixYtUvv27S0JiiTlzJlTY8eO1auvvipJmjhxou7fv5/ucd69e1eSlCdPnnRNUCQpd+7cKlOmjPLly5euz02tmjVrSpK2b9+ebL+tW7fKwcFB5cuXT4+wkuTk5KQyZcqk+39HAEBCJCkA7E5oaKhmzpwpSRo1apSKFi2aZN/BgwcrR44cCgoK0vr169MrRIuYmBhJkrOzc7o/294VLVpUXl5eunbtmnx9fRPt8+DBA+3du1fVq1dXnjx50jlCAIC9IkkBYHd27NihsLAwFSpUSK1atUq2r4eHhz7//HMtWbJEnTp1StD+yy+/qFevXnr22WdVtWpVvfDCC/ryyy8VHBycoG+vXr3k5eWlS5cuaceOHerRo4dq1KihGjVqqE+fPtq7d2+8/l5eXurRo4ckyd/f37Lw+8CBAykuwl69erW8vLzUt2/feNdDQkI0bdo0tW/f3vLsjh07avbs2QoNDY3XN7mF89euXdPHH3+s5s2bq3LlyqpTp4769++vPXv2JOh74MABeXl56Z133lFwcLAmTJigpk2bqnLlymrWrJmmTJlidZWqZcuWkqRt27Yl2r57925FRETo+eefT3ac/fv3a/jw4WratKmqVKmi6tWrq23btpoxY4ZCQkIs/eI+kzhNmjSRl5eXrl69Kklq1qyZvLy8dPPmTb355puqWrWq6tevr++++y7R/2aTJ0+Wl5eX6tatq6CgoHgx3b17V/Xr15eXl5fmzp37WJ8LACB5JCkA7E7cL9I1a9aMN8UrKc8995xq1KghJycny7WYmBgNHTpU77zzjg4ePKg8efKobNmyunLliubMmaP27dsnuTPY//73P7311ls6deqUSpQoIaPRqD/++EOvvfZavF+2a9SoYZmi5OzsbEkqsmfPbtX7joiIUK9evTR79mz5+fmpaNGiKly4sM6cOaNp06apd+/eioqKSnGcQ4cOqV27dlq8eLHu3LkjLy8vubq6ateuXXr99dc1derURO8LCgqSj4+PfvrpJzk6Oqp48eLy9/fXDz/8oH79+lmqRo8jLklJasrX1q1b4/VLzFdffaW+fftq06ZNlmlhHh4e+ueff/TNN9/Ei61QoUKqUaOG5d4qVaqoRo0acnFxiTfm4MGDtXfvXpUpU0bh4eEqUaJEos8ePny4SpQoobt37+qLL76I1/bJJ5/o9u3bevbZZ9WvX78UPgkAwOMgSQFgdwICAiRJ5cqVs3qMmTNnavPmzcqdO7cWLVqkLVu2aPXq1dq1a5caNmyoa9euafDgwYn+0v/TTz+pX79+OnDggNasWaPdu3eradOmMpvNmjFjhqXfkiVLNG7cOElSvnz5tGTJEi1ZssTqLWxXrlypU6dOqXbt2tq9e7fWrVun9evXa+PGjSpUqJBOnDihDRs2JDvGnTt3NGjQIN2/f1+dOnXS3r17tWrVKu3atUvTpk2Ti4uLvvvuO61bty7BvXv27FF0dLSWL1+ubdu2aePGjfrxxx/l5OSkv//+Wzt27Hjs9+Tt7a2iRYvK19dX/v7+8doiIyO1c+dOVapUSUWKFEn0/pMnT2r27Nlyd3fXokWLtGPHDq1atUq///67vv76axmNRh0/fly///67JKlTp05asmSJ5f6ZM2dqyZIlCdbtXLhwQT///LPlv2+zZs0Sfb6rq6smTpwog8GglStX6ujRo5JiK0MbNmyQu7u7Jk+enKpkGgCQevxUBWB3AgMDJcUujrdGaGio5s+fLyl2l6e4BdxS7AL3r7/+WoUKFdK5c+e0cePGBPdXr15do0aNsqwzcXNz09tvvy1JOnPmjMLCwqyKKyVnzpyRFDtF6dEdu0qUKKFhw4apZcuWCSoC/7Vo0SIFBwerevXqmjBhQrytkNu0aaN33nlHUuy0qMR88sknqlq1quXP9evX13PPPSdJ+vPPP616Xy1atJCUsJqyf/9+hYSEJDulb+/evXJ0dFTv3r3j/XeUpOeff96ya9i5c+ceK6Z27dqpbNmykqRs2bLFq8L9V61atdStWzeZzWaNHz9ed+/e1UcffSRJevfdd1W8ePHHejYAIGUkKQDsjtFolCSrt6U9cuSIHjx4oGLFiqlhw4YJ2t3d3dWhQwdJ0q5duxK0N27cOMG1R6cD/XdtSFqJ+2V3wYIF2rx5c7xkqEOHDpo5c6ZeeOGFZMeImyrXtWvXRLfS9fHxkbOzsy5fvqwLFy7Ea3N2dladOnWSjMva951UkhI3dS65qV79+/fX8ePHNWjQoARtJpNJHh4ekvTYieOjiVhqvPPOOypSpIh8fX3VtWtX3bp1Sw0aNFD37t0faxwAQOpwTgoAu5MvXz79888/lu19H5efn58kJTvtKq4tru+j8ufPn+Caq6ur5f9bszYjNXx8fLRkyRJdvXpVQ4cOlYuLi2rVqqUmTZqoZcuWKlSoUIpjpPTe3dzcVKpUKZ05c0aXLl2Kt91unjx55OiY8J+FuPdu7ft+9tlnlTt3bh0+fFjBwcHy9PSUyWTS9u3bVbZs2RS3/HVwcJDJZNKePXt07tw5Xb58WefPn9epU6csC/rNZvNjxZTYf+PkeHh4aPz48Xrttdfk5+en7Nmza9KkSY81BgAg9aikALA7cVWL8+fPp6r/jRs3dPv2bcuf477xj/uWPTFxbQ8ePEjQltzUH+nxfyFOLU9PT61cuVJ9+vRR3rx5FRERod9//10TJ05Us2bNNHz48BRPUH+S926r9+3g4KBmzZopOjpaO3fulCQdPXpUt2/fTnFXLyl2I4NmzZrp9ddf1+TJk7V48WL9/fffqlatmtXrf6zZMvqZZ56xTEHMkyePcufObdWzAQApI0kBYHcaNWokSTp48GCqfjH+/vvv1aBBA7333nuSZFmHkdz0pLhv4B9ds2ELScWf1PSkXLly6f3339eePXu0YsUKjRgxQtWrV5fJZNKmTZv0/vvvJ/u81Lz3uC17bf3eH/XfKV9xu3qllKQsXbpUEydOVHBwsHr16qWZM2dqy5YtOnLkiObOnftEmys8rs8++0xBQUFycHCQn5+f5SwfAEDaI0kBYHfq1asnDw8PBQYGpribVVhYmDZs2CCz2Wz5hbVkyZKSlOQBgo+22WrRc9y0KZPJlOjamrjNAR51+/ZtHTx4UA8ePJCDg4OqVq2qAQMGaOnSpZo+fbqk2HUc4eHhST43rgqV1HsPCwuzbL2cngu+GzRoIHd3d+3Zs0eRkZHaunWrihYtqgoVKiR7348//ihJmjBhgsaOHauWLVuqRIkSlt20bty4YfPYpdhF/itWrJC7u7tmz54tR0dHzZ07V6dOnUqX5wPA04YkBYDdcXNzU69evSRJU6dO1bVr15LsO2XKFN25c0c5cuRQly5dJMWugXB3d9fly5cTHMAoxf6ivnbtWkmxvzzbwqO7c/33PBaz2Zzogv0333xTvXr1skyJelTdunUt9ya3NiSuCrVs2bJEqzirVq1SVFSUChYsmOJakLTk7Oysxo0b68GDB1qwYIH8/f1TNdUrbtvixJKZS5cuWbYE/m8iGLdpQFpMzQsLC9PYsWNlNps1dOhQNWnSRH369FF0dLRGjx6dqrNrAACPhyQFgF0aOHCgKlSooGvXrql79+7auHFjvF/Ob926pffff1+LFi2SJI0bN86SGGTLls2S5Lz33ns6cuSI5b47d+5o6NChunbtmkqXLq22bdvaJH53d3fLQY9ffvmlpfoRFhamiRMn6uTJkwnuefHFFyXFTis6ffq05XpERIS+/PJLSbEJWHLrTbp37y5PT08dOXJE48aNi7fuZNOmTZoyZYokadiwYYnu/mVLcVO+Zs2aJSnlqV7Sv5WhefPmKTIy0nL9zz//VP/+/S3XHm2T/p3KllyCm1pTp07V1atX5e3trd69e0uKPQyycOHCOn36tL7//vsnfgYAID529wJgl1xcXDR37lwNHjxYR48e1YgRI5QtWzYVL15ckZGRunDhgkwmk1xcXPTBBx/opZdeinf/kCFD9M8//+i3335T9+7dVbJkScsp5VFRUSpSpIhmzJgRb9eutDZ48GANGzZMO3bsUOPGjVW0aFFdunRJDx480IABAzR79ux4/Xv27Knt27fr0KFDat++vYoXL65s2bLp8uXLun//vnLkyGE5nyMp+fLl01dffaVBgwZp2bJl+uWXX1SmTBkFBgbq+vXrkqRXX31VHTt2tNXbTlLTpk3l5OSkBw8eKH/+/HrmmWdSvGfQoEEaMWKE1q5dq127dqlIkSK6c+eOrl+/LqPRqJo1a+rw4cOW9xbHy8tLR48e1ZtvvqnixYvr888/t5yL8jiOHj2qRYsWycHBQePHj7dsj+3u7q4xY8Zo0KBBmjVrlp5//nmrxgcAJI5KCgC7lSdPHi1atEjTpk1Ts2bN5OHhobNnz+rq1asqVaqUevfurfXr18vHxyfBvU5OTpo1a5Y+/fRT1axZU4GBgbpw4YJKlSqlIUOGaM2aNTZfdN2qVSv98MMPqlu3rqKiouTn56fKlSvrxx9/VLt27RKN+bvvvtOQIUNUvnx53bx5U2fPnlXOnDnVo0cPrV+/3lKdSU79+vW1bt06denSRbly5dLp06cVHR2t5s2b68cff9TIkSNt8XZTlD17dss5LC1atEhVJadNmzb63//+p7p168rBwUH//POPzGazWrdurSVLlmjixImSpN27dysiIsJy34QJE1SjRg1FRkbq6tWrunLlymPHGxERoffff18mk0mdO3dWtWrV4rW3aNFCzz33nKKiovT+++/bbGtqAHgaGcy22ksTAAAAAKxAJQUAAACAXSFJAQAAAGBXSFIAAAAA2BWSFAAAAAB2hSQFAAAAgF0hSQEAAABgV0hSAAAAANgVTpxPRlTghYwOAQDSlFvhRhkdAgCkqehI/4wOIUnp9bukU97S6fKc9EQlBQAAAIBdoZICAAAA2IIpJqMjyLSopAAAAACwK1RSAAAAAFswmzI6gkyLSgoAAAAAu0KSAgAAAMCuMN0LAAAAsAUT072sRSUFAAAAgF2hkgIAAADYgJmF81ajkgIAAADArlBJAQAAAGyBNSlWo5ICAAAAwK5QSQEAAABsgTUpVqOSAgAAAMCuUEkBAAAAbMEUk9ERZFpUUgAAAADYFSopAAAAgC2wJsVqVFIAAAAA2BUqKQAAAIAtcE6K1aikAAAAALArVFIAAAAAGzCzJsVqVFIAAAAA2BUqKQAAAIAtsCbFalRSAAAAANgVkhQAAAAAdoXpXgAAAIAtsHDealRSAAAAANgVKikAAACALZhiMjqCTItKCgAAAAC7QiUFAAAAsAXWpFiNSgoAAAAAu0IlBQAAALAFDnO0GpUUAAAAAHaFSgoAAABgC6xJsRqVFAAAAAB2hUoKAAAAYAusSbEalRQAAAAAdoVKCgAAAGADZjMnzluLSgoAAAAAu0IlBQAAALAFdveyGpUUAAAAAHaFSgoAAABgC+zuZTUqKQAAAADsCpUUAAAAwBZYk2I1KikAAAAA7ApJCgAAAAC7wnQvAAAAwBZMHOZoLSopAAAAAOwKlRQAAADAFlg4bzUqKQAAAADsCpUUAAAAwBY4zNFqVFIAAAAA2BUqKQAAAIAtsCbFalRSAAAAANgVKikAAACALbAmxWpUUgAAAADYFSopAAAAgC1QSbEalRQAAAAAdoVKCgAAAGADZnNMRoeQaVFJAQAAAGBXqKQAAAAAtsCaFKtRSQEAAABgV6ikAAAAALbAifNWo5ICAAAAwK6QpAAAAACwK0z3AgAAAGyBhfNWo5ICAAAAwK5QSQEAAABsgYXzVqOSAgAAAMCuUEkBAAAAbIE1KVajkgIAAADArlBJAQAAAGyBNSlWo5ICAAAAwK5QSQEAAABsgTUpVqOSAgAAAMCuUEkBAAAAbIFKitWopAAAAACwK1RSAAAAAFtgdy+rUUkBAAAAYFeopAAAAAC2wJoUq1FJAQAAAGBXqKQAAAAAtsCaFKtRSQEAAABgV6ikAAAAALbAmhSrUUkBAAAAYFdIUgAAAADYFaZ7AQAAALbAwnmrUUkBAAAAYFeopAAAAAC2kMkWzm/atEnz58/XuXPnZDQaVb16dQ0aNEhVq1ZN1f3h4eGaM2eONm7cKH9/f7m5uemZZ57RgAED9Oyzzz5WLFRSAAAAgKfct99+q+HDhyswMFCdO3dWy5YtdeDAAXXr1k179uxJ8f7o6Gi9+uqrmjVrlhwcHNSjRw81adJE+/fvV69evbR169bHisdgNpvN1r6ZrC4q8EJGhwAAacqtcKOMDgEA0lR0pH9Gh5CksOXj0+U5bp0/fKL7z507p7Zt26ps2bJatmyZ3N3dJUm+vr7q1q2bPD09tWXLFrm4uCQ5xurVqzV69GjVrl1b8+bNk5OTkyTpwIED6tu3r/LkyaNdu3bJaDSmKiYqKQAAAMBTbP78+TKZTBo4cKAlQZGkChUqqFOnTgoICND27duTHePYsWOSpI4dO1oSFEmqU6eOypUrp1u3buny5cupjokkBQAAALAFszl9Xk9o//79kqQGDRokaKtfv74kad++fcmOkStXLkmSv3/8ylZUVJTu3Lkjg8GgnDlzpjomkhQAAADgKRUVFSV/f3/lzp1bOXLkSNBevHhxSdL58+eTHeeVV15RtmzZNHfuXG3YsEEhISHy9/fXyJEjdevWLfn4+FgSmdRgdy8AAADAFjLB7l5BQUEym83y9PRMtD0ucbl//36y4xQrVkxLlizRqFGj9Pbbb8drGzx4sAYOHPhYcZGkAAAAAJlY8+bNk21Pbj1JdHS0JMVbR/IoZ2dnSVJERESyz7h//76mTZumU6dOqVq1aqpevbru3r2rbdu2ad68eSpYsKB8fHySHeNRJCkAAACALWSCSkrcjl1RUVGJtkdGRkpSvAX1iXn33Xf122+/adCgQRo6dKjlekBAgLp3766xY8eqRIkSql27dqriIkkBAAAAMrGUdt5KTvbs2WU0GpOcznXv3j1JSnS9SpwbN27ot99+U+HChTV48OB4bQULFtTbb7+t//u//9PSpUtJUgAAAIAMZbb/SoqTk5OKFy8uPz8/hYaGysPDI1573LbBZcuWTXKM69evS5JKly4tB4eE+3KVL19eUsKdv5LD7l4AAADAU6x27doym82WrYgftXfvXklSrVq1krw/X758kqQLFy4osXPiL168KEnKnz9/qmMiSQEAAABswWRKn9cT8vHxkcFg0PTp0+NN+zp9+rRWrVqlggULqkWLFkneX6RIEVWvXl3Xrl3T7Nmz47XduXNH06ZNkyS9/PLLqY6J6V4AAADAU6xKlSrq16+f5s2bp7Zt26p169YKCQnR+vXrFR0drUmTJll2+bp3754WLFggSRoyZIhljMmTJ6tnz5766quvtHPnTtWsWVN37tzRjh07FBQUpB49eiSb6PyXwZxYTQaSpKjACxkdAgCkKbfCjTI6BABIU9GRqV/nkN7CFoxKl+e49ZmcJuOsWLFCixcv1vnz5+Xh4aEqVapo8ODBqlq1qqXP1atXLVsenzlzJt79gYGBmjNnjn777TcFBATI2dlZFStWVPfu3dWmTZvHioUkJRkkKQCyGpIUAFkNSUraJSn2hDUpAAAAAOwKa1IAAAAAW8gEhznaKyopAAAAAOxKlqyk3L59W3ny5MnoMAAAAPA0o5JitUxVSVm0aFGKfTZs2KAXX3wxHaIBAAAAYAuZqpIyceJEubm5qWPHjgna7t69q3Hjxmnr1q0ZEBkAAADwH2YqKdbKVJWUggUL6oMPPtCGDRviXd+yZYteeuklbdmyRYUKFdJ3332XQRECAAAAeFKZqpKycOFC9e7dWyNHjpSLi4tq1aql8ePHa+PGjZKkbt266Z133pGHh0cGRwoAAICnndnEcYTWylRJSpEiRSyJyogRI5QjRw7dvn1bJUqU0MSJE1WzZs2MDhEAAADAE8pU070kqXDhwlq4cKEKFiyo27dvq2nTplq3bh0JCgAAAOyLyZQ+ryzIrpOUkJCQRF/Zs2fXrFmzVKBAAR04cEBHjx5N0AcAAABA5mTX071q1aqVqn6vvvpqvD8bDAadOnXKFiEBAAAAqcPuXlaz6ySlUKFCGR0CAAAAgHRm10nKjh07MjoEAAAAwDrs7mU1u16TAgAAAODpY9eVlEcdP35c+/fv1/nz53Xv3j1FRkbK3d1d2bNnV7ly5VSzZk1VrVo1o8MEAAAAYmXRnbfSg90nKWfOnNGYMWN08uRJmc1Jl8wMBoOqVaumTz75ROXKlUvHCAEAAACkJbtOUvz8/NS9e3c9ePBATZs2VYMGDVSsWDF5enrK2dlZkZGRCg4O1pUrV/T7779r165d6tmzp5YuXapSpUpldPgAAAB4mlFJsZpdJynTp09XRESEfvjhBzVo0CDZvj179tSePXv01ltvaebMmZo6dWo6RQkAAAAgLdl1kvLHH3/ohRdeSDFBidOoUSO1bt1aBw8etHFkAAAAQAqSWaqA5Nl1khIeHq6CBQs+1j0FCxZUcHCwjSJCZnLoz+P6bsFSnTl7QeERkSpXpqR6d+mgVs0apXqMsxf89N2CpTpw5JhCQx+ocKECavVcQ/Xq0kGeObInes/FS1c1e/5iHTxyTHeD7ylP7pxqUr+2Br3eS3ly5bT06zv4PR3+8+8UY3jr1R4a9FrPJNuPHjuhvoNHqlplby38NvEK4uN+Fid8/9GPi1fqyLETCgq+rxzZPFS9aiW93quzqlT0SjFmAE+mcaO6Gj1qqKpVqyQ3N1edOHFaX834XqtWrU/1GNmzZ9O77wxUx44vqkTxIgoMvKsNG7fp4/Ff6Nat2wn6u7u7adTIIerUqa1KFC+i4OD7+n3vAX3xxbc6eOjPRJ/RvFkjDRv6hmrXrq4cObLp1q3b+m3nPn06ebrOnDmfoP/yZd+pY4cXk4z5xZd6aPOWnZY/G41GDRrYT716+cirfBmFhITqyJFj+mr699q+Y0+8e+f+ME19endO8XNZ8L/leu31EWrSuJ62b1uZYn9JcnQukqp+ANKOXScpJUuW1O7duzVixAg5OKS8W3JUVJR27NihYsWKpUN0sGcbtvymUeOnyGg0qnaNqjIajTpw5C/93weTdN6vpwa+2iPFMXbtO6i3x0xURGSk8ufNo3q1qivg5i3Nnr9EG7ft0uypn6h40cLx7tl/6E8NGfmxwiMiVNGrrKpU8tJJ33+0/OeNOnDkmJZ8/5VyZM8mSapXq7oK5Mub6LPDwsK1Y89+SZJ3udJJxhga+kCjP/lCpmTmvD7uZ/Hr9t0a9fHnio6JUbkyJVWtUgVd9r+m7bv3adfeA5r04Ttq06Jpip8fAOt07dpe/5v/taKjo7Vz5z5FR8eoWbMGWrZkjj4e/4U+mTAtxTE8PNy1ZfMy1ar5jM6f99OGjdtVubK3BrzZWy+92FL1Gryo69dvWPq7uLho6+blqlOnhgICbmrzlp3KnSun2r/8gl5u11qvvfG2fvop/i/0w4f11xdTxslkMunI0ePy97+uShW91bPHK2r/cmu1bddLe34/EO+e6s9UUVRUlJavWJdo3NceicnJyUnr1y1U8+aNFBUVpSNHjuvu3SDVqVNDm39dmuCz2L//sBwdjYmOazQa5dOprYxGo/7664Qk6cbNW1q0eFWSn2G9ujVVunQJ/fmwP4D0ZTAnt2VWBlu6dKk++ugjNWrUSMOHD1elSpWS7HvmzBl9/vnn2rdvn9599129+uqrT/z8qMALTzwG0t/tu0Fq9UpfGRwM+vHrz1S5QnlJ0oVLV9Rv8EjduRukFT/OTPaX/+B79/VC51d1736IunZ8SSOH9peTk5Ok2F/i3/voM1X2LqdF302TwWCw3NO22xu6dz9En4x5W21bNZMkhUdEaNTHU7Rt11718HlZo4cPSPE9jP7kC/3y63b16dpR7w55I8l+YyZM1dpN2yRJ1atWTFBJedzPIvjefbXq1FchoQ806YN31K51c8tYazdu1ZiJX8rdzU2/rpin3I9UhZB5uBVOfSUR6S9fvjw6f/aATCaTmrfopCNHj0uSvLzKaPvWlcqfP69q1m6l48dPJTvO55M/0NtvD9Cixav06msjFBMTI4PBoCmffajhw/tr9ZoN6tylv6X/pImj9d67g/XrrzvUuWt/PXgQJim2UrL+l4WKiIhU6bJ1dOfOXUlS+fJldPyvHYqOjtbL7fvGq2qMeX+4Pv7oXV2+7C+vCg0UFRUlSfL0zKHbt3z1518nVKt2qxQ/i3Ef/p8+GPu2rl0LUMdXXtXhI8ckSblz59Lypd+padP6atuulzb9mvLBzx+Ne0djx4zQqtUb1KVr/xT7V6xYXn/s26jw8HA9W+t5XblyLcV7kHGiI/0zOoQkPfgy6X/D05L729+ny3PSk10f5tilSxd16tRJe/bsUadOnVSnTh117txZb7zxhgYOHKg33nhDXbt2Vf369dW+fXvt3btXzz//vPr27ZvRoSMDLVn1i8IjItT9lbaWX8olqXSJYho+oK/MZrN+WvFzsmNs3rFH9+6HqEL5Mho9fIAlQZGk1s0b65W2rXT81Bn99vsfluvL1mzQnaBgde/UzpKgSJKri4veG/qG8ubJpctXUv5Bun7zDv3y63aVK11Swwf0TbLf1t9+19pN21TzmcpJ9nncz2Lrzt8VEvpALZs2iJegSNLLbVqqSYPaehAWpp174387CiBtDHyrr9zd3TTr2x8tCYoknTlzXmPGfioHBwcNGfxasmNky+ahN97oqdDQBxo+4kPFxMRIksxms94b9YkuXLikjh1eVPHi/05h6t7tFUnS4KHvWxIUSdq+Y4+2bdutbNk81LhxXcv1Xj07ydHRUbNmzU8w7WripK90/O9TKl68iBo2qG25XqN6FUnS0UfeV3Jee7W7JGnIsDGWBEWS7ty5q76vDlNUVJTGjx+Z4jgNG9TW6FFDFRBwU28OeDfF/k5OTlq86Fu5u7tpyLAxJChABrHrJMVgMGjChAmaM2eO6tatq7CwMB0/flx79uzRjh07tGfPHv31118KCwtTgwYNNGPGDE2fPj1VU8OQde3ed0iS1Lxx/QRtzRrVk8FgsPRJyj/nL0qSmjSoI6Mx4fSB2jWqSZL27D9subZ15++SpN5dOyToX7hgAe1ct1jfTv0k2eeGhj7QF9/8IIPBoHEjh8ZLjh51K/COPp7ytSqUL6P+fbolOd7jfhbRMTGq6FVW9WvXSHS8ksWKSpJuJjKfHcCTe+GF2C8Hfv751wRt637ZIpPJpDYvNE/Q9qgmjespe/Zs2rPnD929GxSvzWQy6Zf1W2Of9cgXEZWqNFaNmi3l53clwXjZsnlIkqKjoy3XoqOjdez4Ke3ctS/RGM6di/0ZWrjIv+tKn3n4hcrRoymvxcubN7cKFy6oqKgobdy4PUH71avXdO68n6o/U1kFCuRLchwHBwdNnz5RRqNRb78zTkFBKa9ZHTrkNVWu5K3Nm3/TsmVrU+wPJMtkTp9XFmTXa1LiNGnSRE2aNFF0dLSuXbumu3fvKioqSq6urvL09FTRokUtU26A8xcvSZLKliqRoM0zR3blzZ1Lt27f0e27QfEWsj8qbo1HNg/3RNsdHyYuFy9dlhS7HurshUvKnzePCubPp8tXr2nT9l3yv3ZDuXPl1PPPNVRFr7Ipxv7d/5Yp8PZdtWnZVM9UrpBoH7PZrLGTvtSDsDB9+sG7upPMP7qP+1l07fCSunZ4KcnxTvj+I0kqkD/xtTQAnkylirEVz5OnziRou3s3SAEBN1W4cEHly5cn0cXvklSpUuzmFidPJhxDknwf/j2uXNnbci009EGiU8jeeL2nGjSorevXb2j79n8rJh+Pn6qPxye+UYfBYFD1Z2KrJv5Xr1uuV68em6S4urpo1cq5ql2runLkyK4TJ05r5qx5WrJkjaVv3JeNYWHhluli/xWXNFXwLqcbN24l2ue1V7urWtWK2r//sJYvT3wdzKPy5cuj90cPU3R0tN557+MU+wOwnUxVcnB0dFTx4sVVrVo11axZU5UrV1axYsVIUGARfO++IiIj5eHuJnd3t0T75MubW5IUePtukuOUKh5bMUhq962jx09KkiVB8L9+Q9HR0cqXN7eWrPpF7Xq8qa+/+59Wr9+sHxYuU5fXhuqr2fNTjH3xyrUyGAx6s2/S1ZHFK9dp74EjGtq/j8qWTph8PDpeWnwWcfYeOKIjx07IxdlZjerVSrE/gMeTM6en3NzcdO/efYWGPki0z/WAm5KkggXzJzlOXFtc3/8KsIyReAWibNlSWrniB509s1/fzvpMvqfP6sW2PRUWFp6q9/Haq91VqlRxXb9+Q3sfqdRWfzjda+oXH8nbu5z2/3FYp8+cU61az2jhgpma9uV4S99bt27rzp27ypEju6onMqU1X748Kv9wLV3efHkSjcNoNOr90cMkSZ9M+DJVsb894k15eubQylXr5et7NlX3AMkym9LnlQXZdZJy9OhRBQQEJNq2fPlyde/eXQ0bNlSLFi30zjvv6Pjx1M1zRdb14OE/oq6urkn2cXFxftg3LMk+rZo1louzs3buPaCFy9bo0f0ldu87qCWrY7cBjYyM/YbvfmioJOnSFX99+tVs+bR7QRuXzdXeTcv16YfvKns2D/2wcJlWrN2Y5DOXrlmvsPAIPdeorsqULJ5on/N+lzXt2x9V85nK6t0l4bSyR6XVZyFJl69e0/sTYr81faN3F+XNnSvZ/gAeX9y0qkfXhPxX+MO/19k8PKweJyyFMapUqaD2L7+gUqVifw4ZDAZ5e6dcCZakOrVraOoXH0mSRr0/0VIFcXNzVflypRUTE6M3B7yrSpUbq3OX/qpT9wW1at1VQUHBGjL4NXXo0EZSbMX4p0WxO2/98MO0eOtncuTIrrnfT5OLi4ukf3+O/Vfnzu1UrFhh/fnXCW3ZuivF2N3d3SzrYKZ8MStV7xeA7dh1ktKjRw+tXBl/y0Oz2axhw4Zp3LhxOnr0qAIDA3X16lWtX79e3bp108KFCzMoWtgD48MpAskV1+LyjeQ2tsufL48+fG+IjEYHfTbjO73Y9XUNHT1enV8dqoHvjpNPuxckSU6OsTMmox4mKyGhD9S2VTON+b+BKl60sDxzZFfbVs308ajhkqRZcxcl+tyYmBgtfXj+Qb/unRKNKSo6WqPHT5HR6KCJY99Jce1VWn0W5/0uq9+Qkbp9566aNKit/n26JvtcANZ5dIF7UuJmDiT39zqlceLuTWoWwm+/7VXO3OVVuGg1DRw0SkWLFNLin75V9+4dk42/Qf1a2rD+J3l4uOvb2Qu0aNG/2/uGhYWrQKEqqli5sebOWxz/eTv3WqaODXqrn+X6h+M+15Gjx1WtakWdOL5LWzcv17qf/6d/Tu9T9eqVtXrNBklKcjrY0IcbDEz98ttk447Tu1dn5c6dS1u37tKxYydTdQ+QItakWM2uk5TEfsAuWrRImzdvVtmyZTV37lwdPnxYu3fv1pQpU5Q3b15NmjSJE+efYu7usVWDiIjIJPtERsa2uSdTYZCkl19ooR+//kwN69bUnbtB2n/oT7m4OOnLCe/rjd5dJMly5smj1Ypur7RNMFbLpg2UO1dO3bp9Rxf8LidoP/LXCd26fUdFCxdU9SoVE43nmx9+0qkz5/Te0DdVpFCBZGOX0uazOPzX3+r91ju6cTNQjevX1pefjGFjCsBGQkJiK7JubslUP11jqwehyVRbQkMeJDtO3M+r0AeJTykLCgpWSEiobt4M1HffL9SAge9JksZ/9F6Sz3zllZe0aeMS5czpqe9/+ElDh41JdNzz5/0SvX/9htjF/M8+W9VyLSQkVE2f66AJE6fJ3z9A9evXVNWqFbV8xTrVqNlStx9OUw26m3BdXsmSxVSrVnWFhIRq7dqEmxAkprNP7M/uRUtWp6o/ANvKFAvnH7VixQrlzJlTCxYsUO7csfPps2XLprZt26patWpq37695s6dq9q1a6cwErIiD3d3ubu56X5IqMIjIuT6cDrAo24F3pEUu3tMSmpUq6zZUxPOh/7jcOzpy4Uezv3OldPT0la0cMEE/SWpSKECunM3SEHB9xO0bdu1V1LsNLPEBN65q3mLVsjZ2UkHjx7TwaP/bsd5+06QJOnSZX+N/Phz5c7pqZHD3nziz2Ldr9s1bvJXioqK1ssvtNDHo4YneVAagCd3/36I7t8PUc6cnnJ1dVV4eMI1IHE/cx49iPG/rl2PnSad1JoTy5qV64mvWfmvlSvXa+73X6pkyWLKlStngh3D3n1noCZOGC0HBwd9OnmGPvjws1SN+6i4dTL/TazCwsL10cdf6KOPv0hwTwXvcpKkS5evJmjr0D522tj6DVtTtZYmb97cql+/lsLDw7Vu3ebHjh9IijmZw5aRvEz3laifn5+aNm1qSVAeVbx4cTVv3lx//fVX+gcGu2AwGFTu4WLyC4lspRl8774C79xV7pyeya6rCAkN1aE/j+v0P+cTbT/wcM/+Sg//kSxUIJ+lqnIjiR134hanJ3YI4u79sYtLWzRNuFWwFFsNMZlMioyM0oYtv8V7xSVMd4KCtWHLb9q+O3ZL0Cf5LOYtWqH3P/lCUVHReuvVHpo49v9IUIB0ELcjV4VE1oDkypVTBQvm182bgbp5MzDJMU6cOB07xiNnIz2q4sMdxOL6FSpUQF9O/VhfTk18NyuTyaSoqNidtJyc4n+3Of2rCfp00hjLWpOkEpTGjepqwfwZloXs/1X64c8qf/9/16FWrFheL7RuZll78igPD3fVrFlNQUHBOnv2YoL2F1rHnlW15udNiT7vv1q1ek6Ojo7asWOv7t1L+EUSgPSX6ZKUnDlzKm/epLc/zZs3rx4kUcLG06Fh3ZqSpB27E+7fv333PpnN5hR3pwq8fVf9Bo/UuM+mJ2iLiIjUuk3b5Gg0qmXThgmeu3HrzgT3nL3gp4Cbt5Q3Ty4VL1ooXltQ8D1dvRYgN1cXVSiX+OLUIoUK6MTeTYm+5n0d+0tB9aoVdWLvJm1ZteCJPoula9bry1nzZDQ66JP3R2jQaz0TjQlA2vt1c+zp6S+/3DpB28vtWsnBwSHFE9b3/H5AISGhatK4nnLkyB6vzcHBQS+92FIxMTHavOU3SbHVircG9NHgQa+qRImiCcZr2KC2cuTIritXrsVLjj6d9L4GDeyn0NAHat+hb4K1Jv99bo/ur2jI4NcS3cyjd08fSdKWR35+jh41VL+sW6jmzRom6N+3Txe5urpq9ZqNli3jHxU3bWxfCmdixaldq3ps//2p6w+kGmtSrGb3SUpoaGi8tSk1a9ZMchcvs9ms/fv3q1ChQom24+nQ/sXn5ebqogXL1ujPv//d9//ipaua8d0CGQwG9en27wLQW4F3dOHSFcvUJ0kqWbyoSpUoppOnz2r95n9/IYiMjNSYiVN149ZttX+xZbypXb26tJfR6KCFy9do975/10XduRukcZ9+JbPZrG4d2yY4HDLu7BHv8mXSvFrxuJ/FuQuX9Nn0OZKkD98dqg4vPp+m8QBI3vwFy2NPih/WX/UefskgSeXLl9En40fKZDJp2ldzLNcLFswvL68y8bYkDgsL1/wFy5QjR3Z9O+uzeIfCfvbpWJUuXUI/r/1VFy/Gro8LCgrWylXr5eDgoHk/TIuX2Hh7l9X338Vu3/vltNmW6y1bNNa77wxSTEyMOvm8ps1bdib7vnbv+UO+p88qX748mvn1pHgxtXmhuQYPflUPHoTpi6n/LnJf98sWSdK4ce8o+8NKtRSbNE34ZJQiIiI06dOEXyR5eZWRp2cOXb16PdlpcY+q+WzsAb2HDv2Vqv4AbM/u16TMnz9fS5YsUfny5eXt7a1s2bJp48aN+uWXX9S27b8LlIOCgjR58mSdOXNGffv2zbiAkeEKFcinkcPe1EefzVDfQe+qVvVqcnZ20oHDfykiMlLDB/RT+TKlLP2/mv2j1m7appdfaKGJY//Pcn3imLfVe+C7GjV+ipau2aA8uXLqrxO+un3nrmpUraT3hvSP99wqFbz03pD+mjx9jga+O05VK3opZ05P/fX3Kd27H6K6Navr1YffFj7q6sP540ULp31y/bifxez5ixUVFS0Pd7cEa18e1bxxPT3/XKM0jxd42l29ek1v/984zZk9Rb/tWKWdO/cpIiJSzZo1kJubm94fM8kyTUuSJk4YrT69O2vB/5brtddHWK5/OO5zPfdcA3Xp/LLq1K6hw0eOqVIlL1XwLqeLFy9r2PCx8Z47fMQHqlatkpo0qa9/Tu/THweOKKdnDtWq9YxcXFz04/yl+nrmXEv/j8a9K0m6eTNQPXt2Us+eie9KOG/eEu3avV8mk0k9ew3S1s3L1LdPFzV7rqGOHD2mQgULqG7dZxUVFaVefYbEW1i/YsU6devaXu3attLpU79r/x+HlTdP7NqRmJgY9eg1SH6JTGUt9XAL94sPD7NNjZIli0mSLjzGPUCqZNEzTNKDXScpY8eO1alTp+Tr66tTp07Fq6BMmzbNkqQcPnxYffr0kclkUuHChfXWW29lVMiwE53avaCC+fNp7k8rdPzkaRmNDqrgVVZ9unZUy6YNUjVG1UreWvDN5/r2x8X68/hJ/WOWShQrrNd7+qhz+xcT3Zu/h8/L8i5XRvMWr9Bff/vqn/N+KlakkPr36aqePu0TrZTcfbgzTYF8tjnF/XE+i0MPD68MfRCmDQ+ngiSmSKECJCmAjcydt1hXr17Tu+8MUp06NRQTE6M//zyhL7+ao59Tucbi3r37atykvca+P1wdOrTRSy+2kL9/gGZ9O18TJ32V4IT227fvql79F/Xeu4P0yisvqWWLxgoPj9D+/Uc0+7v/aeXKXyx93dxcVbNmbOWhUKEC6tH9lSTj2LVrv3bt3i9JOnbspJ6t9bxGjxqmF1o304ttWuju3WCtWPmLJn/2daLb/nbtNkCjRw1Rt64d1OaF5goIuKWVq9br8ykz9ddfiW8THHe441X/64m2JyZPnlwymUzx1sQAyFgGc3IbstuRqKgonT171pK0GAwGjR0b+03Q33//rS5duqhFixYaM2aMChRIeXvWVD0z8EKajAMA9sKtMMklgKwlOtI/o0NIUuj4HunyHI8PF6XLc9KTXVdSHuXk5KSKFSuqYsWEZ0hUqFBBR44ckZubWwZEBgAAACAtZZokJTmOjo5ydMwSbwUAAABZBeekWM3ud/d6VO/evfXzzz9b/rxmzRr17t074wICAAAAkOYyVZJy8OBBXb3678my/v7+OnSIPc0BAACArIQ5UgAAAIAtZNGDFtNDpqqkAAAAAMj6qKQAAAAAtsBhjlajkgIAAADArlBJAQAAAGyBNSlWo5ICAAAAwK5QSQEAAABswMxhjlajkgIAAADArmSqSsqnn36qChUqWP7cokULFSlSJAMjAgAAAJLAmhSrZYokJSgoSGfPnlWdOnVUuHBhy3Vvb295e3srIiJCx48fV548eVS6dOkMjBQAAADAk8oU073MZrNee+01jRo1KtH2NWvWqHfv3jpy5Eg6RwYAAAAkwWROn1cWlCmSlFy5cqlVq1Y6dOiQ/Pz8ErQvW7ZMOXLkULt27dI/OAAAAABpKlMkKZLUrVs3mc1mLV++PN7148ePy9fXV+3bt5eLi0sGRQcAAAD8h9mUPq8sKNMkKTVq1FD58uX1888/KyoqynJ96dKlcnBwUPfu3TMwOgAAAABpJdMkKVJsNeXu3bvaunWrJCkkJESbNm1S3bp1VaJEiQyODgAAAHgEa1KslqmSlHbt2snd3V3Lli2TJK1du1bh4eFUUQAAAIAsJFNsQRzHw8NDbdu21bJly3Tp0iUtXbpUBQsWVPPmzTM6NAAAACAecxatcqSHTFVJkaTu3bvLbDZr7NixOnfunDp37iyDwZDRYQEAAABII5mqkiJJ5cuXV40aNXTo0CE5OTmpc+fOGR0SAAAAkBCVFKtluiRFknr16qWAgAA1btxYefLkyehwAAAAAKShTJmkvPDCC3rhhRcyOgwAAAAANpApkxQAAADA7pmy5kGL6SHTLZwHAAAAkLVRSQEAAABsgYXzVqOSAgAAAMCuUEkBAAAAbIFKitWopAAAAACwK1RSAAAAABswm6mkWItKCgAAAAC7QiUFAAAAsAXWpFiNSgoAAAAAu0IlBQAAALAFKilWo5ICAAAAwK5QSQEAAABswEwlxWpUUgAAAADYFSopAAAAgC1QSbEalRQAAAAAdoVKCgAAAGALpowOIPOikgIAAADArpCkAAAAALArTPcCAAAAbIAtiK1HJQUAAACAXaGSAgAAANgClRSrUUkBAAAAYFeopAAAAAC2wBbEVqOSAgAAAMCuUEkBAAAAbIDdvaxHJQUAAACAXaGSAgAAANgCa1KsRiUFAAAAgF2hkgIAAADYAGtSrEclBQAAAIBdoZICAAAA2AJrUqxGJQUAAACAXaGSAgAAANiAmUqK1aikAAAAALArVFIAAAAAW6CSYjUqKQAAAADsCpUUAAAAwAZYk2I9khQAAAAA2rRpk+bPn69z587JaDSqevXqGjRokKpWrZrqMbZt26YFCxbo1KlTkqSSJUuqZ8+eevnll+XgkPpJXEz3AgAAAJ5y3377rYYPH67AwEB17txZLVu21IEDB9StWzft2bMnVWNMmzZNgwYN0sWLF/Xyyy+rXbt2unHjhkaNGqUpU6Y8VjwGs9lstuaNPA2iAi9kdAgAkKbcCjfK6BAAIE1FR/pndAhJCmzVJF2ek3fzrie6/9y5c2rbtq3Kli2rZcuWyd3dXZLk6+urbt26ydPTU1u2bJGLi0uSY+zfv199+/ZVhQoV9OOPPypXrlySpODgYHXs2FFXr17Vli1bVKJEiVTFRCUFAAAAeIrNnz9fJpNJAwcOtCQoklShQgV16tRJAQEB2r59e7JjzJs3T5I0efJkS4IiSZ6envq///s/+fj4KDg4ONUxkaQAAAAANmA2pc/rSe3fv1+S1KBBgwRt9evXlyTt27cvyfsjIiK0b98+lS1bVt7e3gna27RpowkTJjzW2haSFAAAAOApFRUVJX9/f+XOnVs5cuRI0F68eHFJ0vnz55Mc4+zZs4qOjpaXl5f8/f01atQoNWjQQFWrVlWHDh20du3ax46L3b0AAAAAG0ivLYibN2+ebHtyU7WCgoJkNpvl6emZaHtc4nL//v0kx7hx44Yk6datW+rQoYNy5syp1q1bKyQkRNu2bdN7772nCxcuaMSIESm9FQuSFAAAAOApFR0dLUlycnJKtN3Z2VlS7JSupISGhkqSDh48qKZNm2rGjBmWRfZXrlyRj4+PZs+erWbNmqlatWqpioskBQAAALCB9KqkbP8t+UXtyYlLJqKiohJtj4yMlKR4C+r/y2g0Wv7/Rx99FG8XsGLFiumNN97Q559/rl9++SXVSQprUgAAAICnVPbs2WU0GpOcznXv3j1JSnS9Spxs2bJJkvLly6dChQolaK9cubIkyc/PL9VxkaQAAAAAtmA2pM/rCTg5Oal48eK6ffu2ZdrWoy5fvixJKlu2bJJjlC5dWtK/U8f+K+56ctWY/0rVdK+jR4+mesDk1KhRI03GAQAAAJA2ateurYsXL2r//v1q0aJFvLa9e/dKkmrVqpXk/cWKFVPRokV19epVnThxwlI5iXPs2DFJSnR74qSk6sR5b29vGQxPlqUZDAadOnXqicZIb5w4DyCr4cR5AFmNPZ84H9C4abo8p+DunU90/99//y0fHx+VK1dOixcvVvbs2SVJp0+fVteuXeXp6amtW7daFtEnZv78+fr0009VrVo1zZs3zzIF7OLFi+rcubMiIyO1adMmFS5cOFUxpaqSktrBAAAAAGQuVapUUb9+/TRv3jy1bdvWsn3w+vXrFR0drUmTJlkSlHv37mnBggWSpCFDhljG6N27tw4dOqRt27apTZs2ev755xUaGqotW7bowYMHGj9+/GPlFKmqpDytqKQAyGqopADIauy5knK94XPp8pxCv/+WJuOsWLFCixcv1vnz5+Xh4aEqVapo8ODB8U6Kv3r1quVcljNnzsS7PyYmRitWrNCKFSt0/vx5OTk5qUqVKnrjjTdUr169x4qFJCUZJCkAshqSFABZDUlK2iUp9iRNzkm5cuWKfv/9d126dEn379/XxIkTFRYWpt27d6tly5ZycGATMQAAADxd0uuclKzoiZKU+/fv66OPPtKmTZtkNptlNptlMBg0ceJEXbp0ScOGDVOxYsU0e/ZslSlTJq1iBgAAAJCFWV3iiIiIUL9+/bRhwwa5u7vrueeeU758+SztZrNZnp6eunLlirp3765r166lScAAAABAZmA2G9LllRVZnaQsWLBAJ06cUN26dbV161bNmjVLxYoVs7RXqFBBO3bsUP369RUcHKw5c+akScAAAAAAsjark5T169fL0dFRX3zxhXLlypVoHw8PD02ZMkUuLi7as2eP1UECAAAAeHpYvSbl8uXLKl++vPLmzZtsvzx58qhUqVI6d+6ctY8CAAAAMh0WzlvP6kqKk5OTgoODU9U3PDxcbm5u1j4KAAAAwFPE6iTFy8tL165dk6+vb7L9Tp48KT8/P3l7e1v7KAAAACDTMZsM6fLKiqxOUrp06SKz2ay33347wWmTcU6fPq2hQ4fKYDCoY8eOVgcJAAAA4Olh9ZqUtm3baufOndqwYYM6duyokiVL6tatW5KkkSNH6sKFCzp58qRMJpOaNm2q9u3bp1XMAAAAgN0zmzM6gszriQ5z/OKLL+Tl5aW5c+fq/Pnzlutr166VJLm5ual79+4aPny4DIasWYoCAAAAkLYMZvOT53gRERE6evSozp8/r5CQELm6uqpEiRKqVauWsmXLlhZxZoiowAsZHQIApCm3wo0yOgQASFPRkf4ZHUKSLtVokS7PKXF0W7o8Jz09USUljouLi+rVq6d69eqlxXAAAAAAnmJpkqT4+flp7969unTpksLDw5U9e3aVLVtW9evXV4ECBdLiEQAAAECmklV33koPT5Sk3LhxQ+PGjdOuXbskSY/OHDMYDDIajerYsaNGjRold3f3J4sUAAAAwFPB6iQlODhY3bp10/Xr1+Xk5KS6deuqbNmycnd3V2hoqE6fPq2DBw9qxYoVOnv2rBYsWCBnZ+e0jB0AAACwW+zuZT2rk5Rvv/1W165d0zPPPKPp06cnOq3r0qVLGjx4sP766y/NmzdPAwYMeKJgAQAAAGR9Vh/muGXLFrm4uOibb75Jct1JiRIl9O2338poNOrnn3+29lEAAABApsOJ89azOkkJDAxUuXLllCdPnmT7FS1aVOXLl9e1a9esfRQAAACAp4jV072KFCmi69evy2QyycEh+Vznzp077PIFAACAp4rZnDWrHOnB6kpKz549dfv2bU2fPj3Zfj/99JMCAgLk4+Nj7aMAAAAAPEVSVUk5evRogmve3t6qXr26vvvuO/n6+qpz587y9vaWu7u7wsLCdOnSJa1bt05r165VixYt1KlTpzQPHgAAALBXZlNGR5B5GczmlDdH8/b2lsGQeLnKbDYn2fZou8Fg0KlTp6yPNANEBV7I6BAAIE25FW6U0SEAQJqKjvTP6BCSdK5iq3R5TtlTm9PlOekpVZWUwoUL2zoOAAAAIEsxsSbFaqlKUnbs2GHrOAAAAABA0hMsnAcAAAAAW7BpkmIymRQWFqYLFy5ozpw5tnwUAAAAYFfMZkO6vLIiq89JkaTt27drzpw5OnfunCIiImQyJb+FwZtvvvkkjwMAAADwFLA6STl48KCGDBmSYmIiSblz51b9+vWtfRQAAACQ6ZhNWbPKkR6snu61YMECmUwmNWjQQMuWLdPPP/8sg8Gg9u3ba+vWrfrpp5/0yiuvSJLy5s2rSZMmpVnQAAAAALIuqyspx44dk4uLi6ZMmaLcuXNLkkqVKqVjx46pWLFiKlasmGrWrKncuXPrhx9+0MKFC/Xaa6+lWeAAAACAPUv5NEIkxepKSlBQkIoVK2ZJUKTYQx/9/PwUEhJiufbmm2/KxcVFGzdufLJIAQAAADwVrE5S3N3d5eTkFO9a8eLFJUnnzp2zXMuWLZtKliypS5cuWfsoAAAAINMxmwzp8sqKrE5SSpQoocuXLys8PNxyrWTJkpIkX1/feH2joqIUFRVl7aMAAAAAPEWsTlKaNm2q0NBQjRs3zjK965lnnpHZbNaKFSsUGRkpSfr777914cIFFS1aNG0iBgAAADIBk9mQLq+syOokpXfv3ipYsKDWrl2rRo0aKTIyUiVLllTjxo3l6+urjh07aujQoerbt68kqVmzZmkVMwAAAIAszOokJXv27Prpp5/03HPPycPDQ87OzpKkDz74QEWKFNG5c+e0ZcsWhYaGysvLSwMGDEizoAEAAAB7x4nz1jOYzU++OVp4eLhcXV3j/Xnbtm3y9/dXiRIl1KJFCzk6PtHh9hkiKvBCRocAAGnKrXCjjA4BANJUdKR/RoeQpL9LtU2X51S5+Eu6PCc9pUnm8GiCEvfnl156KS2GBgAAADIlzkmxntXTvVIrNDRUHTp0UMeOHW39KAAAAABZgM3nYJlMJvn6+spgyJrz5QAAAIDEZNWdt9KDzSspAAAAAPA4Mt9qdgAAACATyKo7b6UHKikAAAAA7ApJCgAAAAC7wnQvAAAAwAbYgth6VFIAAAAA2JVUVVJGjx5t9QOioqKsvhcAAADIrNiC2HqpSlLWrFkjg8EgsxU1K85HAQAAAPA4UpWktG/f/qlMNiJnf5jRIQBAmupXuH5GhwAATw22ILZeqpKUyZMn2zoOAAAAAJDE7l4AAACATbAmxXrs7gUAAADArlBJAQAAAGyAY1KsRyUFAAAAgF2hkgIAAADYAGtSrEclBQAAAIBdoZICAAAA2ADnpFgvTSspISEhCggISMshAQAAADxlnjhJOXv2rEaOHKkGDRqoVq1aatasmSTp+vXratu2rVatWvXEQQIAAACZjSmdXlnRE033WrNmjT788ENFRUUlaLty5YrOnj2rsWPH6tixYxo/fvyTPAoAAADAU8LqSsrff/+tsWPHSpLefPNNrVmzRtWqVbO0V6pUScOGDZOjo6NWrFihn3/++YmDBQAAADILswzp8sqKrE5Svv/+e5lMJk2cOFEjRoxQhQoVZDQaLe0eHh5666239Nlnn8lsNmvlypVpEjAAAACArM3qJOXw4cPKnz+/2rVrl2y/Nm3aqGDBgvL19bX2UQAAAECmYzKnzysrsjpJuX//vvLkyZOqvvny5VNkZKS1jwIAAADwFLE6ScmfP7/8/PwSXTT/qMjISF28eFH58+e39lEAAAAAniJWJymNGjVSWFiYZs6cmWy/6dOnKzQ0VA0bNrT2UQAAAECmY5IhXV5ZkdVbEL/11lvasGGDvvvuO/n5+al169YKCQmRJF29elXnz5/XypUrtW3bNrm5uen1119Ps6ABAAAAZF1WJykFChTQnDlzNHToUG3evFlbtmyxtLVs2VKSZDablT17dk2bNk3FihV78mgBAACATCKrbg+cHp7oMMcaNWpo48aNWrp0qXbt2qVz584pNDRUrq6uKl68uBo1aqQePXqwHgUAAABAqj1RkiJJOXLkUP/+/dW/f/+0iAcAAADIEkwZHUAmZvXCeQAAAACwBasrKbNnz36s/gaDQW+++aa1jwMAAAAyFdakWM/qJOWrr76SwZC6D95sNpOkAAAAAEgVq5OU9u3bJ5mkhIWFKTAwUCdOnFBERIR69uypsmXLWh0kAAAAkNmwJsV6VicpkydPTrHP7du3NWzYMP3yyy9avXq1tY8CAAAA8BSx6cL5PHnyaOrUqQoNDdVXX31ly0cBAAAAdsWUTq+syOa7exUoUEBly5bVvn37bP0oAAAAAFnAE5+TkhrBwcEKCQlJj0cBAAAAdoHdvaxn80rKnDlzdP36dZUuXdrWjwIAAACQBVhdSXn11VeTbDObzYqMjNSlS5d0+/ZtGQwG+fj4WPsoAAAAINMxUUixmtVJSmrXmBiNRnXv3l3du3e39lEAAAAAniJWJymffvppsu1Go1Genp6qUqWKcufObe1jAAAAgEzJxJoUq1mdpBQsWFBeXl4kIAAAAADSlNUL58eOHavmzZsrODg4LeMBAAAA8JSzupJy8+ZNlS1bVp6enmkZDwAAAJAlmDM6gEzM6kpK6dKlde3aNT148CAt4wEAAADwlLM6SZkwYYIMBoN69+6trVu36saNGzKZTGkZGwAAAJBpmdLplRVZPd1r8uTJ8vT01MmTJzV06FDLdaPRmOQ9J06csPZxAAAAAJ4SVicpR44cSfR6dHS01cEAAAAAWYXJwBbE1rI6Sdm+fXtaxgEAAAAAklKZpPTu3VteXl4aM2aM5VqRIkVsFhQAAACQ2bG7l/VSlaQcPHhQMTExto4FAAAAAKyf7gUAAAAgaVl15630YPUWxAAAAABgC1RSAAAAABswsbmX1VKdpNy/f1+HDh16oofVqlXrie4HAAAAkPWlOkk5e/asevfubfWDDAaDTp06ZfX9AAAAQGZiEqUUa6U6STGbn2wTtSe9HwAAAMDTIdVJyrPPPqtFixbZMhYAAAAgy8hsX9Fv2rRJ8+fP17lz52Q0GlW9enUNGjRIVatWtWq8gwcPqk+fPnruuec0a9asx7qX3b0AAACAp9y3336r4cOHKzAwUJ07d1bLli114MABdevWTXv27Hns8e7fv6+RI0fKZLJuI2Z29wIAAABsILPs7nXu3DnNmDFD5cuX17Jly+Tu7i5J6tmzp7p166axY8dqy5YtcnFxSfWY48eP17Vr16yOiUoKAAAA8BSbP3++TCaTBg4caElQJKlChQrq1KmTAgICtH379lSPt2nTJq1bt04tWrSwOiaSFAAAAMAGTOn0elL79++XJDVo0CBBW/369SVJ+/btS9VYN27c0EcffaQ6deqoV69eVseUqulegwcPVqFChax+CAAAAAD7ExUVJX9/f+XOnVs5cuRI0F68eHFJ0vnz51Mcy2w2a/To0YqOjtbkyZN15coVq+NKdZICAAAAwP40b9482fbkpmoFBQXJbDbL09Mz0fa4xOX+/fspxrFw4ULt3btXn376qQoXLmz7JAUAAADA48kMWxBHR0dLkpycnBJtd3Z2liRFREQkO865c+f0xRdfqEWLFurYseMTx0WSAgAAAGRij7Oo/b/iduyKiopKtD0yMlKS4i2o/6+oqCi9++678vDw0Pjx462O5VEkKQAAAIANZIYtiLNnzy6j0ZjkdK579+5JUqLrVeLMmDFDp06d0jfffKM8efKkSVwkKQAAAMBTysnJScWLF5efn59CQ0Pl4eERr/3y5cuSpLJlyyY5xoYNGyRJgwYNSrR9+/bt8vLyUu3atbVw4cJUxUWSAgAAANhAWmwPnB5q166tixcvav/+/QnONtm7d68kqVatWkne37t370QrMf7+/lqzZo1KlSqlF198UUWKFEl1TCQpAAAAwFPMx8dHy5cv1/Tp01WnTh1lz55dknT69GmtWrVKBQsWTPZgxr59+yZ6/cCBA1qzZo1Kly6tIUOGPFZMJCkAAACADWSWSkqVKlXUr18/zZs3T23btlXr1q0VEhKi9evXKzo6WpMmTbLs8nXv3j0tWLBAkh478XgcJCkAAADAU27kyJEqXbq0Fi9erMWLF8vDw0O1a9fW4MGDVbVqVUu/e/fuaebMmZJIUgAAAIBMx5wJdvd6lI+Pj3x8fJLtU7RoUZ05cyZV49WpUyfVff/Lwaq7AAAAAMBGqKQAAAAANpBZ1qTYIyopAAAAAOwKlRQAAADABqikWI9KCgAAAAC7QiUFAAAAsAFzRgeQiVFJAQAAAGBXqKQAAAAANmDKZOek2BMqKQAAAADsCkkKAAAAALvCdC8AAADABtiC2HpUUgAAAADYFSopAAAAgA1QSbEelRQAAAAAdoVKCgAAAGADHOZoPSopAAAAAOwKlRQAAADABjjM0XpUUgAAAADYFSopAAAAgA2wu5f1qKQAAAAAsCtUUgAAAAAbYHcv61FJAQAAAGBXqKQAAAAANmCilmI1KikAAAAA7AqVFAAAAMAG2N3LelRSAAAAANgVKikAAACADbAixXpUUgAAAADYFSopAAAAgA2wJsV6VFIAAAAA2BWSFAAAAAB2heleAAAAgA2YDBkdQeZFJQUAAACAXaGSAgAAANiAiU2IrUYlBQAAAIBdoZICAAAA2AB1FOtRSQEAAABgV6ikAAAAADbAYY7Wo5ICAAAAwK5QSQEAAABsgN29rEclBQAAAIBdoZICAAAA2AB1FOtRSQEAAABgV6ikAAAAADbA7l7Wo5ICAAAAwK5QSQEAAABsgN29rEclBQAAAIBdoZICAAAA2AB1FOtlqkpKWFhYqvqtWLHCxpEAAAAAsJVMlaQMGDBAkZGRSbbfuHFDr7/+uj788MN0jAoAAABAWspUScqBAwc0ePBgRUdHJ2hbs2aN2rZtq99//11FixbNgOgAAACAf5nS6ZUVZaokpWPHjtq9e7dGjBghkyn2P0lgYKAGDBig999/XyEhIerTp49++eWXDI4UAAAAgLUy1cL5SZMmycHBQStXrtS7776rJk2aaOLEiQoODlaZMmU0adIkVatWLaPDBAAAAGRm6bzVMlWSIkkTJkyQwWDQihUrtHHjRhmNRg0YMEADBw6Us7NzRocHAAAA4AlluiRFkj755BMZDAYtX75cTZs21fDhwzM6JAAAACCerLpeJD3YdZLyv//9L8m2MmXKqECBAtq+fbvee+89Va5cOV577969bR0eAAAAABuw6yRl0qRJMhgMSbabzbHz/NatW2dZLG82m2UwGEhSAAAAkKFMrEmxml0nKYMGDUo2SQEAAACQ9dh1kjJkyJCMDgEAAACwCnUU69l1kpKY6OhohYSEKCIiQh4eHsqWLVtGhwQ75VDcW84NX5ZDgeKSo7NMN68o6uCvivE9mOK9To07yrlxxxT7xVzyVfjCif9eMDrKqXZrGSvVk0PuApLBIPOdG4o+9Yei/tgkxUSlOKZzm1flVKOZItb/oOi/dibsYHSUY82WcqrWWIac+aTICMVcPKHI3atkvnszYX+DgxxrtZRj1UZyyFNIigxXzPWLijqwSaaLJ1OMR5KcGrST83OdFfn7z4rauTJV9wBIe+XrVFSbQR1VrGJJObs66+qZy9o2d72ObPwj1WMUKFVILwzsIO/6VeSZL6ciHoTL7/g5bf1hvU7uPmbpl6doPk3+fVaqxhzVcKBuX70lSXLN5qbpx+fLwSHxo9iCbwXpnVpvxLuWu0hevTj4FVVu8oyy58mhu9fv6PiOI9o8Z52CbtxJdJzH/SwMDg5q0qOlGvg8p4JlishgkC6f9NO2eRt0dFPqPz8A6SNTJClnzpzR0qVLtW/fPl29etVykKMkGQwGlSlTRrVq1VKPHj1UpkyZDIwU9sJYqZ5c2r8lmUyK8TslmUwylqoo11eGKnLXKkXtWZPs/aYblxX9996kx/d6VgZnV5kC/P696Ogs1x6jZCxWXubwUJmunpXZbJaxSFk5P9dZxnI1FL7oUykqIulxy1WXU41mSQdmcJBLp2FyLFddpvt3FXP+uAw588uxSgMZy1VX2ILxMt+6+m9/B6Ncu70rY6nKMsdEy3T9oszhoTIWKSvHHqNT9Vk4FCwpp1QkbABsq3a7hnrtqyEyRZt05o8Tiok2qUKDyhow6/+0btoy/TI95S8Qytb01rAFY+Tq4aobF6/r79+OKmeB3KrU+BlVavyMVkz8n7Z8H7vGMyI0XH+s2Z3kWEW9S6hohRK67R+okDv3LdeLVyolBwcHXT/vr0vHzye478G9B/H+XKJKaY1Y+IE8cmbT/Tv35Lv3hDxyZlOzPi+odtsG+vq1yfL7zziP+1kYnRw1cM67qtqshh7cC9XpfX/LPYeHytb0Vrla3lr0wQ/auXBzip8f8LhYk2I9u09SZsyYoTlz5igmJkaSlDt3buXIkUPOzs6KjIzUvXv3dPbsWZ09e1ZLly7VkCFD9NZbb2Vw1MhQ7jnk8tLrUlSkwhdOlOn6RUmSIU8hufYaI6fGHRRz5ohMNy8nOUTMmcOKOXM40TbHao3lWKWBYq6eU+T2pZbrTg3byVisvGKu/KPwFV9JD+5Z4nHt/LaMRcvKqVF7Re1YlnTcL76e7FtzfLa5HMtVV8zFkwpfNlWKjoy9XruVXJ7vJZe2/RU+78NHYnpZxlKVZbp/VxHLp8l0/UJsg1s2ub4yVM5NXpHp2gXFnD+W2OMkRye5vPyWDEa7/1EBZGnZ8+RQ788GKDIsUl90HadLf8f+XS5YprDeWfqxXhrmoz+3HNJV30tJjuFgdNBr04bI1cNVa6Ys0cZvVlvaKjSsqiFzR+mVUT11YtdfuvbPFYXcva+5I75OdKwc+XJq3MYpioqI0qw3pyjiQbilrVilkpKkXT9t0fYfNyb7vhyMDur/9Qh55Mymo78e0I/vfKPwkDBJsZWSIfNG681Zb2tcixGKDI+0+rNoPeBlVW1WQ+eOnNHXr07Wg+AQSVK5Wt4a8dMH6vJBXx3ZuF/3b99LNl4A6SfxWqydWL9+vWbNmqVSpUrp66+/1pEjR7Rv3z79+uuvWrdunX799Vft27dPhw8f1vTp01WqVCnNmDFDGzcm/0MRWZtTzRYyOLko6tBWS4IiSebb1xX123IZDA5yrN3KqrENuQrIuVVvmaMiFLF2lmSKsbQ5Vm0sSYrYOO/fBEWSHtxT5K/zY/tUqpfk2C4vvS65uinG/1zS761um9hn/DrfkqBIUvTBzYq55Ctj4dJyKO71b0zVn5MkRf664N8ERZLCQhSxbrbMMdFyes4nyec5N+8mQ95Cirl8Osk+AGzvud6t5eLmot/+96vll3JJCjh/Tas/XyQHBwc179cm2TG86lVW3mL55XfsXLwERZJ8fz+uPUu2ycHooJov1k8xnlenDlaOfDn1y/TlunziQry2EpVKS1K8OJNSoUEV5S9ZUHev39a8t2daEhRJ+ufAKW38ZpXyFs2vRt1aWK4/7mfh6OKk599op/CQMM1+a6olQZGks4dO6/dlO3Q34LZKVCmdYrzA4zKl0ysrsusk5X//+58KFSqkpUuXqmXLlvLw8Ei0X7Zs2dSqVSstWbJEBQoU0IIFC9I5UtgTY9lnJCnRSkj0mSMym01yfNjncTk/30sGZ1dF7fk5/voPJxeZ795QTMCl+NOtHjLdCZAkGbLnSnRcx+rPybF8DUX+tkKmwGuJ9jHkKyqHnPlkCvSX+fb1BO3RD99v3PuXe3Y5ZM8lc0y0Ys7+maC/+d4dme/ekLFgSRk8PBO0G0tXkWPNFoo+vC12yhyADFPluRqSpD83H0jQ9teWwzKZTKr6sE9SXD1cdfGvc/p7Z8KfB5J042Lsz55cBXMnO86zbeqqUuNq8j9zWZvnrEvQXqxSKZliTLpyyi/ZcSSpiHcJSZLvvr/jVWPinN53QpJUuWl1y7XH/SwqNaom9xzuOrR+n4Jv3k1wz+IP5+r9xoN1YudfKcYLIP3Y9RyOs2fPqmvXrqleHJ8jRw61bt1aK1eysPdp5pCvqCTJlEiyoPBQmUOC5ZA9l+SeI37FIwXG0lXkWO4ZmYJuKurApviNURHxF9D/N6bCsd/Qme8n/AfSkKuAnFv2UMwlX0Uf+FXObd9I0Ed65H3dTOR9STIH+sf2y1/s4cAPt++OjopX8Ynn4fouQ97CMocG/3vdLZuc2/aX+c4NRW5fKqf6LyX53gDYXuHysX+vr/2T8O//g+AQ3bsVpJwFcit7nhxJTln6c/NB/bk56Y1DSlYtK0m6G3A7yT6Ozo7qNLqXJGn5hAUyxcT/DtfRxUkFyxRW4NWbqtuxsRp2bqaCZYooKjxSvnuP65fpKxRw/t8vYhwcYn9Ohd8PU2JiomPHL1SmiOXa434WcRWSi3+dlYPRQc88X1vla1eQo7OjLv19QX+s2aOoiMgEYwFpwcyaFKvZdZLi4eGhsLDEf3AlJTQ0lLNVnmau7jI4OcscEZbkAnVzSJCUPZcM2TxlfowkxanxK5KkqH3rpZjoxwrLuUnsvTG+h+I3GBzk8vJbktmsiHVzlNxmhYZsOSU9jD8Rpvux1w0esf0Uel/msBAZ3LLJoWDJ+Iv8Jck9hwy5C8be454jXpNLm1dl8MgRu7Ymmn+8gYzknsNDzq7OCrv/INFqgyQF34z9xTxHvpxWrasoVLaoarVrIJPJpKO/JqxQxGnQuZnyFsuv80f/0ak9xxO0F6tQQo5OjspfoqC6ffSqzh7y1el9J1SicinVbtdQVZs9q69fm6x/DsRWZwMuxCYs5WpXkMFgsBzSHKdcLW9JUrY8Oaz+LPKXLCRJMpvMev/nTxNM62r9VnvN6PepblxIvIoNIGPY9XSvypUra8OGDfLz80tV/3/++Ufr169X1apVbRsY7JbB2VWSZE5mB624X7rj+qaGQ9FyMhYtK9P9IEUfS3q3m8Q4t+guYzEvmUKCFLkv/tQIp0btZSxaVpFbf5I5ODDZcf59b0kkDdFRD/u5PLxgtuxQ5tz2DRk88/zb18VNLm37y+DoFHuP47/fVzhWbSTHCrUVtfcXma4l3JkHQPpy8Yj9ux+3cDwxcW2u7qn/uRYnW+4cemvOO3J0ctS+FTuTXXzfot+LkqRN3ya+K2DxSqUkSTf9AvRRq7c1tdvH+uaNzzS60SBt+f4XuWZzU/+ZI+TsFvtz6uSuYwq6eVfFKpbUK6N7yuhotIxVslpZtR0Wu2bOyTn2Z5U1n4VbdndJUqcxveSRK5tm9PtUQyr31octRujPLQeVv0RBDZ03Wk4uzil8UsDjY02K9ey6kjJ48GB1795dHTp00CuvvKJ69eqpZMmSypkzp5ycnBQVFaV79+7p8uXL2r9/v5YvX66oqCgNHDgwo0NHRonbnjrZ6urjV9qcareWJEUf3vJYVRSn5t3kVLeNzFGRilj9tfTg3206HQqXkVODdor+56ii/9qV8mDmuB9DKZSOH6kkRu5cIYdi5WUsVEpuAz6Xyf+czFFRMhYpI3NMjKJ9D8qxQm2ZH+6eZ/DMK+dWvRVz3S/FrYkBpI+4KVX/rTI8yvLX/jFnEnjmy6nhCz9QoTJF5HfsnJaMm5tk38pNq6tgmcIKOH9Nx7Ymvvvh7sXbdHzHUUVFRCnkzr8VnZjoGK2ctFDl61RUyapl9Gybutq/apeiIiI1b8TXGvTDSLXq3041X6yvK6cuKluu7Cr1TDkd2bhfFRpWlevD5MSaz8LROfZXHWdXF33aYYylYnL93FV9++YXGrv+MxWvVEr1OzXRrkVbU/fBAbA5u05SKleurDlz5mj06NH66aeftGjRoiT7ms1m5c2bV1OmTNGzzz6bjlHCnpgjYysoBienpDs9rB4kd15J/P7OMpZ7RpIUfSLps1PiMTrK5aU35FilgcyR4YpY+ZVMl8/82+7kIpeXB0jhDxSx4YdUDWmOjJ3aYHBM4tu+h+8r7jOQJEWGK3zBJ3Jq0FaOlerJoWh5mR/cV/SpPxS5e42cm3aK7RceKskQO/XMaFTE2m+TXscCIF3FTWtydk36m/64KkBkWCp/rkkqXK6ohswbrbzF8uviX+f0Ve8JyVYoarWN3fXrwNo9SfYxm826ez3xNS1ms1l///anSlYto5JVymj/qtgvZ3z3/q1P27+vl4Z2knf9yqrYqJqun7uqRR/8oN+Xbtc3pxcp9OGOXNZ8FpFhse/J9/fjCaZ0mc1m7V6yTT0nvCHvepVJUgA7YtdJiiTVq1dPW7du1aZNm/THH3/Iz89Pd+/eVXR0tFxdXeXp6akyZcqoTp06atasmVxdH7/UjSwkMkzmiDAZXD1if2mPTnjCe9zaDlMSazv+y1i2mgxOLoq5elbm4KQXlFq4ZZOrzwgZi3vJ/OC+wpdNlek/2wo7PttcDnkKyXTLXy4tesRrcygau3jV8ZkmMpaooOjThxRz5rBl0b0hW8KduCTJIXvs+0qwZiU6UlG7Vilq16qE9+SNXYxqCg6U0bumjMW9ZAoOlHODdvH7PVyM71j+WTl45lPM5dOK/vO3lD8LAE8sPCRM4SFhcs/hIScX50QXeXvmzylJCkpk96rEVGhYVQNm/Z/cc7jrxK6/NPutqUmu8ZBizzOp1rymJOnwhn2P/yYeuncrNr646V5x/M9c1pxBXybon694ATm5OOmOf+xp9tZ8FnEVncArNxP0laTbV2Ove+TKbsU7ApLHwnnr2X2SIklOTk5q166d2rVrl3JnPPVMt67KWLScHPIWSbhY3NUjdsF8aLAUmrrFpcay1SRJMacTn97wKEP2XHLt+X5sAnInQOFLpsh890bCfg/XlzjkKyKHfEUStEuSsWg5qWg5me7eUMyZw5ZdveISiwRj5o3b/evKI9eKyMEzb+wWwjH/SdicXORQuJTM4aEy3wmQoUhscuTgmVcOVfIm+gyH/MXkkL+YzKYYiSQFSDf+/1xRmRrlVahsEV0+eTFem7tnNuXIl1P3AoN1PzA4iRH+VbtdQ/WbOkiOTo7avWSbFo39PsEuXf9VpkZ5eeTMpmv/XIm3O9d/tRnYQcUrl9aWH37RhaP/JGjPW7yApH93EHN0cVLJKmVkNpl0PpH+3vUrS5L8jv97HsrjfhZXz8SuscmZxNbKOfLllCTdv53yZwcg/WSKJCUply9f1uXLl+Xq6qoKFSokeY4Kni4x54/JWLScjF7PJkhSHL2elcHgoKhzSZywnghj4TKx415N+A9oPC7ucu0xWg55CinG/5zCl34hhYUk2jVq92pF7V6daJtz2/5yqtZYEet/UPRfOy3XzXeuy3T3pgz5i8qQK3/8c1okOXrHfsv56Onxzg1flmPl+gpf+oVizv0Vv3+1xjI4OivqxD7JbFb08T2KPp74NA6nxh3l3LijIn//WVE72eIbSG8ndv6pMjXK65nnayf4xbz687Xk4OCgE0mcf/Koqs2f1atfDpbR0aifpy7Vhq8TVlgTU+qZcpKkc4fPJNuvQJnCerZNXQXfCkqQpDi5OKtmm9gDbU/u+kuSZDQa9X+Lxyk0OETv1u6fYK1J44eHOB5e/+9U28f9LE789qf0YT9VbFhVHjmzKTQo/s/lKk1iz2A5e9A32fcGWCOrLmpPD3a9u9cHH3yg335L+G3tpUuX1LVrV7Vq1UpvvPGGevXqpfr162vChAkKD0+6XI2nQ/Sx3TJHhsupzgtyKFrOct2Qu5CcmnaW2WxS1B8b/72eLacMeQpZpoHF4+QSe4ZITLRM1/2Sfa7LC33kkLewTLeuKnzR5CQTlCcRdXirDAYHubz0hvTI7mSOtVrJWNxbMdcuyHTp339oo/85Evs2mrwiObtZrjsU85Lzc51ljo5S1O9r0zxOAGlr74rfFPEgXC1ff0llapS3XC9QurDav9tNJpNJW77/xXLdM19OFSxTWJ4PqwSSlD2vp/p9MUhGR6N+mb4y1QmKJJWoGvtlzcVjZ5Ptt3vxNklS4+4t4h3AaHRyVPdPXlOeovl0as9xS9Uk4kG4fPf9Lc98OfXCwA6W/gaDQT5jeqtktbI6ufuYzh46bfVncePidf219bBcs7npta+GyuWRHdDqvdJENV+qr3uBwTq4LpVrDgGkC7uupKxYsUIFChTQc889Z7l248YN9ejRQ4GBgSpcuLAqVqyosLAwnTx5UosWLdLp06f1448/yim5hdPI0sz37ihy609yefF1ufYeK5PfKZljomUsWUkGJ2dF7lgW71R4p+c6y6laY0Ud263IX76LN5YhRx4ZHIwyBQcmnC71aL88hWWsFPsNoTk8VC4v9Euyb8Ta2Upxh64kRB/cLMfyNWQsUUHuA6cq5soZGXLmk7FQKZnDQhSxbna8/jGnDii6Un05ej0r94FfKObqWRncs8uhWDnJZFLEmm9kDrplVSwA0s/d67e1bPx89Z48QO8uH68z+08qOjJK3g2qyNnVWas+WyT/M5ct/TuO7KH6nZpq38qd+vGdbyRJLV97SdlyZVd0VLTylyyo16YNSfRZ546c0a6ftsS7lrdYfklS4OXE13XEOX/kjNZ+uUwvv91Fw+a/r/NH/1FQwB2Vrl5OuQrl0fXz/vphxIx49ywe+4M+2Pi5OrzbTc+2qatbl26oRJXSylssv66fu6p5/zfziT4LSfrf6NnKX2KcqjStrk9//0bnDp9W7sJ5VaJyaUWGR+rHd77Rg3uhyb43wBqmZHaiQ/LsOklJzDfffKPAwEC98cYbGj58uIzG2D3VQ0ND9cknn2jt2rVauHChXn311QyOFBkp+s+dMgffkVP9l+RQpKxkNskU4KeoPzYq5kzKa0viGDxiF1Ka791Jtp+xhLcMhtjCpLGYl1TMK8m+EevmSNb+0DKbFL74cznVf1GOlRvIWO4ZmUPvKfrv3xW5e3WCKWCSFLH6a5katPu3f0iQYk4dVNS+X2S6kfR5CADsy56l23Xn+m21HvCySlcvJ5PJpMsnLmjL978ke5J8HK+6FSVJjk6OqvNyw2T7/jdJyZ479jDF5E6jj7N+xkr5HT+vlq+9pJLVyqh4pZIKvHpL62es1K+z1yZYoB949aY+7TBGL7/dRd71K6tA6cIKvHxD66Yt07YfNyrs3oMEz3jcz+J+YLAmtX9fz/dvq1ov1VflJs8o7N4DHV6/Txu+WZ3s2TAAMobBnNxm4xnM29tbgwcP1uDBgy3XGjdurLx582r16oTz+aOjo/Xyyy/L0dFRa9c++RSW0Ak9n3gMALAnw39I/Ra1AJAZfO+3IqNDSFLPEh3T5Tk/XUp8nWtmZtdrUhITHByc5Dkojo6Oqlevni5d4hsRAAAAILPKdNO9ihUrluxJs+Hh4XJwyHS5FwAAALIYE+ekWM3uf5s/dOiQ1q9fr/Pnz8tsNqtNmzbavn27IiMTHuB048YNbd68Wd7e3hkQKQAAAIC0YPeVlAMHDujgwdhFcK6uripUqJACAgL03nvv6auvvpIkBQUFae3atfr+++8VEhKirl27ZmDEAAAAACfOPwm7TlIOHz6s06dP69SpU/L19dXJkyd14cIFmc1mnTt3ztLvzJkz+vTTTyVJPj4+nEwPAAAAZGJ2naRky5ZNNWvWVM2aNS3XIiMj9c8//yg4ONhyrVChQnrxxRfVtm1bNW3aNAMiBQAAAOLjxHnr2f2alP9ydnZWyZIl5ezsrCtXrkiSihcvrqlTp5KgAAAAAFmAXVdSkjJv3jx9++23qlChQqLnpQAAAAAZjd29rJfpKikxMTFasWKFDAaDfH199ddff2V0SAAAAADSUKZLUrZt26bAwEC99dZbMhqNWrx4cUaHBAAAACRgTqf/ZUWZLklZsmSJ3N3d9dprr6lp06b69ddfdffu3YwOCwAAAEAayVRJysWLF/XHH3/oxRdflLu7u7p27arIyEitXLkyo0MDAAAA4jGl0ysrylRJytKlS2UwGNSlSxdJUsOGDVW0aFEtXbo0gyMDAAAAkFYyTZISERGhNWvWqGLFiqpUqZLleufOnXXt2jXt3Lkz44IDAAAAkGYyTZKyYcMG3bt3z1JFidOpUycW0AMAAMDumM3mdHllRZkmSVm8eLE8PDz00ksvxbueO3dutWjRQr///rvlcEcAAAAAmVemSFIuXLigO3fuqEuXLnJ3d0/Q3qNHDxUsWFBbt27NgOgAAACAhEwyp8srK8oUJ86XLl1aO3bsSLK9Vq1aybYDAAAAyDwyRZICAAAAZDZZdXvg9JAppnsBAAAAeHpQSQEAAABswJxF14ukByopAAAAAOwKlRQAAADABrLqzlvpgSQFAAAAgDZt2qT58+fr3LlzMhqNql69ugYNGqSqVaum6v7AwEDNnj1bv/32m27cuCEXFxdVrFhRffr0UYsWLR4rFqZ7AQAAADaQmU6c//bbbzV8+HAFBgaqc+fOatmypQ4cOKBu3bppz549Kd7v7++vDh06aOHChcqfP7969uyp559/XidPntSgQYM0c+bMx4qHSgoAAADwFDt37pxmzJih8uXLa9myZZbD03v27Klu3bpp7Nix2rJli1xcXJIc49NPP9XNmzc1dOhQDRo0yHJ96NCh6tSpk2bOnKnnn39e5cuXT1VMVFIAAAAAGzCl0+tJzZ8/XyaTSQMHDrQkKJJUoUIFderUSQEBAdq+fXuS9z948EC//fabcubMqQEDBsRrK1SokLp16yaz2fxYh6+TpAAAAABPsf3790uSGjRokKCtfv36kqR9+/YleX9MTIzeffddDR06VEajMUG7q6urJCk0NDTVMTHdCwAAALCBzHBOSlRUlPz9/ZU7d27lyJEjQXvx4sUlSefPn09yjOzZs6tv376JtpnNZm3ZskWS5OXlleq4qKQAAAAAT6mgoCCZzWZ5enom2h6XuNy/f9+q8RctWqRjx46pQIECj7XDF5UUAAAAwAbS65yU5s2bJ9ue3HqS6OhoSZKTk1Oi7c7OzpKkiIiIx47r559/1qRJk2Q0GjV58mTLtK/UIEkBAAAAnlJxO3ZFRUUl2h4ZGSlJ8RbUp8b333+vqVOnysHBQZMmTbKsbUktkhQAAAAgE0uuUpKS7Nmzy2g0Jjmd6969e5KU6HqVxERGRuqDDz7Qzz//LFdXV02dOvWxD3KUSFIAAAAAm0irgxZtycnJScWLF5efn59CQ0Pl4eERr/3y5cuSpLJly6Y4VnBwsN566y0dOXJEefPm1bfffpvq0+r/i4XzAAAAwFOsdu3aMpvNlq2IH7V3715JUq1atZIdIyQkRP369dORI0dUvnx5rVixwuoERSJJAQAAAGzCJHO6vJ6Uj4+PDAaDpk+fHm/a1+nTp7Vq1SoVLFgwxSlb48aN08mTJ+Xt7a1FixapcOHCTxQT070AAACAp1iVKlXUr18/zZs3T23btlXr1q0VEhKi9evXKzo6WpMmTbLs8nXv3j0tWLBAkjRkyBBJ0smTJ7V+/XpJsWehxLX/V7Vq1dS4ceNUxUSSAgAAANhAZjjMMc7IkSNVunRpLV68WIsXL5aHh4dq166twYMHx5u2de/ePc2cOVPSv0nKrl27LO1r165N8hm9e/dOdZJiMGeGFT0ZJHRCz4wOAQDS1PAfHn+fewCwZ9/7rcjoEJLUtOjj72pljZ1Xt6XLc9ITlRQAAADABkzUAqzGwnkAAAAAdoVKCgAAAGAD1FGsRyUFAAAAgF2hkgIAAADYQFqcYfK0opICAAAAwK5QSQEAAABsgEqK9aikAAAAALArVFIAAAAAG+DMdOtRSQEAAABgV6ikAAAAADbAmhTrUUkBAAAAYFeopAAAAAA2YKaSYjUqKQAAAADsCkkKAAAAALvCdC8AAADABtiC2HpUUgAAAADYFSopAAAAgA2wBbH1qKQAAAAAsCtUUgAAAAAbYE2K9aikAAAAALArVFIAAAAAG2BNivWopAAAAACwK1RSAAAAABswU0mxGpUUAAAAAHaFSgoAAABgAyZ297IalRQAAAAAdoVKCgAAAGADrEmxHpUUAAAAAHaFSgoAAABgA6xJsR6VFAAAAAB2hUoKAAAAYAOsSbEelRQAAAAAdoUkBQAAAIBdYboXAAAAYAMsnLcelRQAAAAAdoVKCgAAAGADLJy3HpUUAAAAAHaFSgoAAABgA6xJsR6VFAAAAAB2hUoKAAAAYAOsSbEelRQAAAAAdoVKCgAAAGADZrMpo0PItKikAAAAALArVFIAAAAAGzCxJsVqVFIAAAAA2BUqKQAAAIANmDknxWpUUgAAAADYFSopAAAAgA2wJsV6VFIAAAAA2BUqKQAAAIANsCbFelRSAAAAANgVKikAAACADZiopFiNSgoAAAAAu0KSAgAAAMCuMN0LAAAAsAEzWxBbjUoKAAAAALtCJQUAAACwAbYgth6VFAAAAAB2hUoKAAAAYAMm1qRYjUoKAAAAALtCJQUAAACwAdakWI9KCgAAAAC7QiUFAAAAsAETlRSrUUkBAAAAYFeopAAAAAA2wJoU61FJAQAAAGBXqKQAAAAANsA5KdajkgIAAADArlBJAQAAAGyANSnWo5ICAAAAwK5QSQEAAABsgHNSrEclBQAAAIBdIUkBAAAAYFeY7gUAAADYgJktiK1GJQUAAACAXaGSAgAAANgAC+etRyUFAAAAgF2hkgIAAADYAIc5Wo9KCgAAAAC7QiUFAAAAsAF297IelRQAAAAAdoVKCgAAAGADrEmxHpUUAAAAAHaFSgoAAABgA1RSrEclBQAAAIBdoZICAAAA2AB1FOtRSQEAAABgVwxmJssBAAAAsCNUUgAAAADYFZIUAAAAAHaFJAUAAACAXSFJAQAAAGBXSFIAAAAA2BWSFAAAAAB2hSQFAAAAgF0hSQEAAABgV0hSAAAAANgVkhQAAAAAdoUkBQAAAIBdIUkBAAAAYFdIUgAAAADYFZIUIAMsXLhQXl5eSb4OHz4cr7/JZNLSpUvVvn17Va9eXXXr1tXw4cN18eLFBGM3a9ZMXl5eunfvXnq9HQBPiZCQEHl7eyf5s2vMmDEJ7jlx4oQGDBigBg0a6JlnnpGPj49++eWXBP2+/vpreXl5af78+enwTgDYO8eMDgB4Gp06dUqS1KdPH2XPnj1Be+HCheP9+cMPP9SKFStUvnx5de/eXQEBAfr111+1e/duLV68WN7e3ukSN4Cnm6+vr8xms2rXrq3atWsnaK9YsWK8P+/fv1/9+/eXs7OzXnzxRbm5uenXX3/VO++8o/Pnz2v48OHpFDmAzIYkBbDCnTt3ZDAYlCtXLqvu9/X1lYuLi0aOHCmj0Zhs3127dmnFihVq2LCh5syZI0fH2L+27du31xtvvKH3339fq1evtioOAE+38+fPq0yZMqnuH/cFi4+Pj9q1a5ds38jISI0ePVpGo1HLly+3PGfQoEHq1q2b5syZo9atW/MlC4BEMd0LeAxHjx7Vu+++qyZNmuiff/6xaozIyEidO3dO5cuXTzFBkWSZ+jBs2DBLgiJJjRo1UtOmTXXy5EkdO3bMqlgAPN3eeOMNvfLKK1q1apXCw8NT7O/r6yspYcUkMb/++quuX7+uDh06xEuEcuTIoWHDhslkMmnJkiXWBw8gSyNJAVIQEhKiJUuWqF27durWrZvWrVunatWqqUiRIlq9enWya0viXr169bKMd/bsWUVFRalChQopPjsqKkqHDx+Wp6enqlSpkqC9QYMGkqR9+/YlO46/v7+aNWsmb29v/fTTT4/5CQDIqlq1aqULFy7o/fffV6NGjTRp0iRduHAhyf4nT56Uq6urSpUqleLY+/fvl/Tvz6lH1a9fP16fpJjNZr3//vuWn6OhoaEpPhdA1sB0LyAJZ86c0ZIlS7Ru3TqFhoYqV65c6tevnzp37qzSpUtLku7fv6/BgwenOFaRIkUs/z9uuoTBYNDbb7+tw4cPKygoSCVLlpSPj4969OghB4fY7w+uXbumyMhIeXl5yWAwJBi3ePHikmKnbCTl2rVr6t27t65fv65PPvlEPj4+qf8QAGRpI0eO1KBBg7R+/XotX75cCxYs0IIFC1S3bl1169ZNLVq0sFRwIyMjdeHCBRUrVkyzZ8/Wxo0bdeXKFXl6eqpp06YaPHiwChQoYBnbz89PklSyZMkEz82WLZty586tK1euKDIyUs7Ozgn6mM1mffDBB1q1apUaNmyob775Rq6urjb5HADYH5IU4D82bdqk//3vfzp69KgkqXbt2urSpYuef/75BP+QVqhQIVUVkUfFTZdYtmyZateurZdeekmBgYHatWuXJkyYoEOHDumrr76Sg4OD7t69K0ny9PRMdKwcOXJIik2WEnP9+nVLgvLZZ5+lOIccwNMnW7Zs6tq1q7p27aq///5by5cv1/r16/XHH38oX7588vHxUb9+/XTp0iVFR0fr4sWLWr58uZo3b6569erp8OHDWr58uXbs2KGffvrJUmVJzc+vO3fuKCQkRLlz547XZjabLRuGNG/eXF999VWiiQyArIskBfiPKVOmyN/fX7Vq1dInn3ySqmkNj8NgMKhw4cIaNmyY2rdvb7keGBiovn37avPmzVq+fLm6du2q6OhoSZKTk1OiY8X9ox0REZGgLSAgQIMGDVJAQICmTZumVq1apen7AJD1VKlSRVWqVNHIkSM1b948ffvtt5o1a5bq1q2rqKgolSlTRmXLltXnn39uqWqYTCZNnTpVP/zwg0aNGqVly5ZJUqp/fkVGRiZoGzdunJYvX642bdpoypQp8dbjAXg68Lce+I+GDRtq9erVOnTokIYOHaouXbro5ZdfTnSrYF9fX23bti3FMYsUKaKOHTtKkj744AN98MEHCfrkzZtXo0aN0muvvaaff/5ZXbt2lYuLi6TYtSmJifvH3d3dPUHb66+/rhs3bih37tyJbhUKAP9lNpu1d+9eLV26VL/99ptMJpMqVKigQoUKqXjx4tq4cWOCexwcHDRixAht3LhRf/31l/z8/FSyZElLEvO4P7/mzZunGzduSJKaNGlCggI8pfibD/zH+PHjNWTIEC1fvlzLly/XJ598oi+++EIvvPCCunbtqmrVqln6+vr6aubMmSmOWbt2bUuSkpy4sa9cuSJJypkzp6Skp3PFHdgYN+3rUcHBwWratKl27typ8ePHa9q0aSk+H8DT6fbt21q1apWWLVumq1evysnJSa1bt1aPHj1Uo0aNFO93dHRUxYoVde3aNV2+fFklS5a0TPO6d++e8uXLl+Cee/fuyWAwKFu2bPGu37hxQ82bN9euXbs0adIk1a9fX/nz50+bNwog0yBJARKRL18+DRo0SAMGDNCOHTu0aNEirVmzRqtXr1aFChXUpUsXtW/fXh07dkxV8hEnKipKvr6+ioiIUK1atRK0P3jwQJIsFZQiRYrIzc1Nly9fTnS8uOtly5ZN0PbNN9+oZs2aateunTZu3KhWrVqpdevWqY4VQNZ38OBBLV68WNu2bVNUVJSKFCmit99+Wz4+PgnWiVy6dEnXr1+Xl5dXomdEhYWFSZKlglKmTBkdPnxYV65cSXAWS0hIiO7cuaOyZctaNgqJ89JLL+mLL77QV199pdmzZ+uDDz7QnDlz0vJtA8gE2IIYSIbRaFTLli01f/58bdq0Sb1795a/v78++ugjHT9+/LHHi4qKUteuXdW7d2/duXMnQfvBgwclSc8884yk2GkUzz77rO7evavTp08n6L93715JSjThqVq1qlxdXTVx4kQZDAZ9/PHHiT4TwNNr1KhR+vXXX1WnTh3NmjVL27Zt05tvvpkgQZGk6dOnq0+fPlq7dm2CtpCQEJ08eVLOzs6WM1Tq1KkjKfEt0uN+dtWsWTNBW5UqVWQwGDRo0CCVKVNGO3fu1KpVq57ofQLIfEhSgFQqVaqUxowZo927d+uTTz5R3rx5H3sMd3d3tWjRQiaTSZMnT5bJZLK0Xb58WV988YUcHBzUp08fy/XOnTtLkj777LN4C0z37NmjnTt3qmrVqvGmoP1XrVq11LVrV925c0fjxo177JgBZF3du3fXli1bNHfuXDVv3jxBVeNRbdu2lSR9//33CggIsFyPiorShAkTFBQUJB8fH8v0rWbNmilv3rxasWKFzpw5Y+l/7949zZgxQwaDQT179kzyec7Ozpo0aZIcHBz06aefxnsmgKzPYDabzRkdBPA0CQgIUPfu3eXv7y9vb2/Vq1dPgYGB2r59ux48eKDRo0erb9++8e4ZOnSoNm/erNKlS6tZs2a6ceOGNm3aJDc3N/3000/y9va29G3WrJn8/f116NAhy1qVkJAQtW3bVteuXdPUqVP10ksvpedbBpBFjBkzRitXrlT27NnVqlUrubm5ad++fTp//rxq1KihuXPnxlsIv23bNg0dOlQuLi568cUX5eHhoV9//VUBAQEaMmRIvHOmvv76a82cOTPBz8BJkyZpwYIFatiwoebOnZuebxdABiJJATJAUFCQZs+erW3btikgIEDu7u6qWrWqXnvtNdWrVy9B/+joaM2fP1+rV6+2HJ5Ws2ZNDRkyJMFc78SSFEnavXu33njjDeXMmVPr169PdCErAKTk559/1tKlS3XmzBnFxMSoRIkSateunfr06ZPoWSaHDx/WrFmzdOzYMZnNZpUpU0Z9+vRJ8GVJUklKWFiY2rZtqytXruiTTz6xVJcBZG0kKQAAAADsCmtSAAAAANgVkhQAAAAAdoUkBQAAAIBdIUkBAAAAYFdIUgAAAADYFZIUAAAAAHaFJAUAAACAXSFJAQAAAGBXSFIAZCoHDhyQl5dXoq+KFSuqRo0aatu2rSZPnqybN29mdLgaM2aMvLy89PXXX1uurV69Wl5eXvFO1bbW+fPnn3iMlKxdu1ZeXl7q1atXqvrHvb9mzZrZNK5Ro0bJy8tLs2bNyhLPAQD8yzGjAwAAa9WoUSPen81ms0JDQ3Xx4kX9888/WrNmjRYsWCBvb+8MitB2IiMjNWPGDC1cuFDHjh3L6HAAAEhTJCkAMq0lS5Ykev3mzZsaPHiwjh07plGjRmnNmjUyGAzpHF3SWrZsqWrVqsnd3d3qMW7evKnvv/9eRqMxDSMDAMA+MN0LQJaTP39+ff755zIYDPL19bW7SkP27NlVpkwZFSpUKKNDAQDALpGkAMiSSpYsqZIlS0qSTpw4kbHBAACAx/L/7d19cEzXG8Dxr91IbEmIpIkwUmwsDWKYtkMJgkE7aLSiTJk0nWililIqYajXjtIqqmo6tKYiaYckRK3EezZpXiYUoyoNIfIiE0ljRRqS7GZ/f7C3Vjbp/ry0aef5zBgz555z7j13Z8x9nPOcI8u9hBD/WW3atAHgjz/+UMp69OiBt7c30dHRLFy4kF9++QV3d3fmzZtHcHAwAEajkW3btnH48GGuXbuGRqMhICCAsLAwBg0aZPdeZ86cYevWrZw9e5aamhr69evHBx98YLdufHw8UVFRDBw4kB07dthcq6ys5LvvviMpKYmioiKcnJzo06cPYWFhDBkyBEBZwgZgNpvp0aMHAL/99pvSj8lk4ocffiAhIUFJrtdqtbz22mtMmjTJ7jKxkpISvvrqK1JTU6moqECr1RIeHv5Xr/mxMZlM7N27F71ez4ULF7h16xYajQadTkdwcDATJ05sdNleRkYGmzZt4tdff+Wpp55iwIABzJw5Ez8/P7v1z5w5w/bt2zl16hSVlZV4eXkxbNgw3nnnHby9vZ/kMIUQQjhAghQhxH9WYWEhQIOPzpqaGsLDwykrK8PPz4+8vDzlY/bKlSuEhYVRUlKCs7MzXbt2paqqitTUVFJTU5k9ezYzZ8606U+v17NgwQJMJhNeXl74+PiQlZXFlClT0Gq1Dj/v1atXCQ8Pp6CggJYtW9K9e3eMRiPp6emkp6ezZs0aJkyYQJcuXejdu7cyQ/TgBgLV1dXMmDGDrKwsVCoVvr6+ODs7c/78ec6dO8exY8f48ssvcXZ2VtpcunSJ0NBQysvLadOmDX5+fhQUFDB37twG/T8JtbW1vP3222RkZODk5ISvry8dOnSgoKCAkydPcvLkSfLy8oiMjGzQNiUlhS+++AIXFxe0Wi3FxcXo9XqOHDnC1q1bGwSWu3btYuXKlVgsFtzd3dHpdFy9epVdu3ah1+v55ptv8Pf3f+JjFkII0ThZ7iWE+E/68ccfMRqNODk5MXDgQJtrRqORuro6kpKSSEhIICUlhd69e1NXV8fs2bMpKSlhwoQJZGRkkJiYyLFjx9i2bRuurq5s2rQJg8Gg9FVWVsbixYsxmUzMnz8fg8FAfHw8R48eRafTcf78eYee12KxsHDhQgoKChg8eDAGg4GEhASOHz/OqlWrAFi6dCnXr19nxowZbNy4EQC1Wk1sbKzNJgJr1qwhKyuLgIAAkpKSSE5OZv/+/Rw8eBCdTofBYLDZEtlisRAZGUl5eTmjR4/GYDAQFxdHWloaEydO5Oeff37o38FRMTExZGRkoNPpOHr0KAcPHiQhIYGMjAymT58OwM6dO7l161aDtmfOnGHgwIGcOHGC+Ph4UlNTef3116mtreXDDz+kqqpKqXvq1ClWrVqFRqPh008/JTMzk/j4eNLT0wkNDeXGjRvMmjWLO3fuPPExCyGEaJwEKUKI/wyz2UxpaSmxsbEsW7YMgJCQELvLd6ZOnaqUu7u7A3Do0CFyc3Pp06cPq1evVpaLAQQGBrJgwQIAtm7dqpTHxsZSXV3NyJEjmT59urIcydvbm02bNtnMVjQlOzub06dP4+HhwcaNG2nfvr1yLSQkhJEjR1JbW0tycnKT/ZSWlhIXF0fr1q3ZvHkzzzzzjHKtS5cubNiwAbVaTXR0tPLxnpWVxblz55QNB1q3bg2Ai4sLK1asQKfTOTSGR5GZmYlKpSIyMpIOHToo5c7OzsybNw+NRoPJZCI/P79BW+s7a9eundLmo48+QqfTUV5ezoEDB5S6W7Zsob6+nnnz5jFu3Dil3MXFhUWLFtGvXz+KiorYv3//ExurEEKIvyZBihDiX8veYY5Dhgxh2bJl3Lp1i+HDh7Nw4UK7bfv27dug7MSJEwCMGjXKbs7GmDFjADh9+rTygf/TTz8BMH78+Ab1fXx8Gs1heVBqaqpy7/uDI6ulS5dy9OhRpk6d2mQ/BoMBk8lE//797QZnWq0WPz8/qqurOXXqlM0YRo0aRatWrWzqq9VqXn31VYfG8Cis+Twvvvhig2s1NTW0bdsWwO4Mx8svv4yrq6tNmVqtVn4T6/hqamrIysoC4KWXXrL7HNbfOC0t7SFHIoQQ4nGQnBQhxL/Wg7kSTk5OuLq60q1bN4YNG8Zzzz3XaNunn366QZk1wTwuLo7jx4/bbadWqzGbzRQVFdGzZ08KCgoAGs096dGjR6N93c/aT/fu3e1edzSZ2zqGCxcuMGXKFLt1SktLAcjPz2fo0KHKvbt162a3vjUx/0lzdnamoqKC7OxsLl++TEFBARcvXiQnJ4e6ujoA6uvrG7Rr7LBO67u0zr7k5+cr/cyaNctuG6PRCNzNDxJCCPHPkSBFCPGv1dhhjo5wcXFpUGadHcnPz7e7rOh+1twI698ajcZuPTc3N4eep7KyEuCRDniEP8dQXl5OeXl5k3UfHENj935wluJJuH37NmvXrmXPnj3U1tYq5Z6enowePZq0tDQlgHhQY89tLa+pqQGwyU35qzwbe7kvQggh/j4SpAghxD3WpU47duxokGzfGDc3N37//Xeqq6vtXrd+IDt678b6cZS1n4iICN5//32H2lgDqUcdw6NYvHgxBw4cwMPDg2nTphEQEED37t3x8vICYNiwYY0GKbdv37Zbbg1KrMvnrIFkhw4dSElJecwjEEII8ThJTooQQtxjTTK/fPmy3etms5mMjAwKCwuVZUfWNvefUXI/6/IrR+/dWP0TJ04wdepUtm/f7lA/jY0B7ubUXLx4UQk+/moMTfX1OJSWlqLX63FyciI2NpaIiAgGDRqkBCh1dXVUVFQ02r6xpVk5OTkAyvbSnTt3RqVSUVZWZjOrcr+ioiLOnj3b5P2EEEI8eRKkCCHEPYGBgcDdnBSz2dzg+oEDB3jzzTeZOHGiktsQFBQEwO7duxvUNxqNDv+PvXXm5tChQ3ZnBvR6PdnZ2crHtUp1959vi8ViU2/w4MG0aNECg8Gg5J7cr6ioiGnTpjF27FglKBk+fDgAycnJyrKz++3bt8+hMTys4uJiLBYLrVu3ttmNzEqv1ysBlb3fJSkpyWaJGNw9d8X63NZDMF1dXenbty9ms5m4uDi7z7JkyRImTZpks0WzEEKIv58EKUIIcc+4cePo1KkT58+fJzIy0iYvITMzkxUrVgAwefJkJadl8uTJeHp6kpmZybp16zCZTMDdAGXu3LkO5zYEBgbSs2dPysrKmD9/vk2wsHv3bhITE2nVqhUhISHAn/kW9fX1NsFI165dGT16NLdv3yYiIsJmlqGwsJD33nuPuro6+vfvT0BAAHB3p7PBgwdjNBqZM2cON27cAO6eAL927VpOnjz5/73Ie+rr66msrGzyj8ViwdfXF5VKxc2bN4mJiVHam81m9u7dq2wnDfaXnl29epVFixYpwV11dTVRUVHk5+ej1WoZNWqUUjciIgKA9evX22wzXFtby7p160hPT6dly5a88cYbDzVmIYQQj4fkpAghxD0ajYbNmzcTHh5OYmIiycnJ+Pn5UVlZqZxeP2TIEJudodzc3Pjss8+IiIhg27ZtxMfH07FjR/Ly8qitrSUwMFDZXrgpKpWKzz//nNDQUI4cOUJaWhparZaysjKuX7+OWq1m+fLldOzYEYB27drh7e1NaWkpwcHB+Pj4sGPHDtzc3FixYgXFxcWcO3eOMWPGKMudLl++jMlkomPHjmzYsMHm/h9//DGhoaGkp6cTFBSEVqvl2rVrVFRUEBQU5NAOZQ8qKSnh+eefb7JOdnY2np6eTJ48mZiYGJYvX87XX39N+/btKS4uxmg00rZtW3r27ElOTg4lJSUN+hgxYgT79+8nJSUFX19f8vPzqaqqwsPDgw0bNtCyZUul7tChQ5kzZw4bN25k/vz5fPLJJ3h7e1NYWMjNmzdp0aIFq1evVt6ZEEKIf4bMpAghxH38/f1JTEzkrbfewsfHh4sXL1JWVkavXr2Iiopiy5YtODnZ/v/OgAED2LNnD2PHjkWtVpOXl4e/vz/ffvstL7zwgsP37tatG/v27SMsLAwvLy9yc3O5c+cOQUFBREdHExwcbFN//fr1PPvss1RVVXHt2jWKi4sBaNu2LTExMURFRdGrVy+Kioq4cuUKnTp1IiwsjLi4uAZbGnt7e/P9998THh6Op6cnubm5uLu7s2zZMmbMmPFwL/P/sGTJElauXEmvXr2orKzk0qVLtGvXjmnTprFv3z5lZuPw4cMN2o4fP57NmzfTuXNncnNz0Wg0hISEkJCQYPcgynfffZedO3cycuRI6uvrycnJQaVSMWLECKKjo3nllVee+HiFEEI0rYXlwQXNQgghhBBCCPEPkpkUIYQQQgghRLMiQYoQQgghhBCiWZEgRQghhBBCCNGsSJAihBBCCCGEaFYkSBFCCCGEEEI0KxKkCCGEEEIIIZoVCVKEEEIIIYQQzYoEKUIIIYQQQohmRYIUIYQQQgghRLMiQYoQQgghhBCiWZEgRQghhBBCCNGsSJAihBBCCCGEaFYkSBFCCCGEEEI0KxKkCCGEEEIIIZqV/wE7QLuMlBB2lQAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<Figure size 720x504 with 2 Axes>"
+       "<Figure size 1000x700 with 2 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -1141,14 +1141,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<Figure size 720x504 with 2 Axes>"
+       "<Figure size 1000x700 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -1156,9 +1156,9 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<Figure size 720x504 with 2 Axes>"
+       "<Figure size 1000x700 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -1166,9 +1166,9 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<Figure size 720x504 with 2 Axes>"
+       "<Figure size 1000x700 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -1176,9 +1176,9 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAykAAAKGCAYAAABOV9TlAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAA9hAAAPYQGoP6dpAACiCUlEQVR4nOzdd3iTZdvH8V+6S1vKpmwo0LKH7L0VlA1FmYIKogwRB+DA8TofFyKKOBBkqCAbRDbIElQUZNOySxlldUBn7veP2mjpoE2bJoHv5zlyPDbXfV33GWkwZ85rmAzDMAQAAAAADsLF3gEAAAAAwH+RpAAAAABwKCQpAAAAABwKSQoAAAAAh0KSAgAAAMChkKQAAAAAcCgkKQAAAAAcCkkKAAAAAIdCkgIAAADAobjZOwDAWp988ommTZuWoz6NGzfWnDlz8jyWxYsXa9KkSWrWrJlmzZpl9Thnz55Vhw4d5OrqqoMHD+ZdgHlo7dq1WrZsmf7++29duXJFPj4+Klu2rNq0aaOBAweqaNGieXq/48ePKzAwMEd9oqOjNXfuXG3cuFGnT5/WjRs3VKRIEdWoUUNdunRR165d5eKS9juaXbt2aciQISpfvrzWrVuXly8h1/bt26dPP/1Uf/zxh5KSklSxYkWFhIRowIABMplMORqrbdu2ioiIyLT9mWee0YgRI9I8l5CQoC+//FLLly9XeHi4/P391bRpU40ZM0YVK1bMcBz60MfR+9zqySef1ObNmx32717gbmMyDMOwdxCANX788UctWrQo3fN79uyRJAUFBcnX1zdNW40aNfTyyy/neSx3Q5KSmJioMWPGaNOmTZKksmXLqkiRIrp8+bLOnz+v5ORkFSxYUB9++KFatWqV6/sdP35cL7/8sipWrKg333wz2/0OHjyoESNG6NKlS/L09FSFChXk7u6u8PBwXbt2TZJUr149ffnllypYsKCln6MmKbt379YjjzyixMRElSlTRr6+vjp69KgMw1D37t313nvvZXusmJgYNWjQQN7e3qpevXqG1/Tv31/du3e3/JycnKwnnnhCW7ZskYeHh6pWraqIiAhLgjp37lzVqFEjzRj0oY+j97nV/Pnz9dprrznk373AXcsA7jBBQUFGUFCQ8euvv+bbPaOioozQ0FDj3LlzuRonISHBCA0NNcLCwvIosrzzzjvvGEFBQUavXr3SxXfp0iXjueeeM4KCgox69eoZp0+fzvX9pk6dagQFBRkvvPBCtvvcvHnTaN26tREUFGS89957RmxsbJr2Xbt2Gffee68RFBRkDB8+PE3bjRs3jNDQ0DyJPa/ExMQYTZo0MYKCgoy5c+danj9w4IDRvHlzIygoyFixYkW2x9uzZ48RFBRkPPLII9nuM2PGDCMoKMjo3r27cf78ecMwUn5PX3vtNSMoKMjo0qWLkZycTB/6OFWf/1qwYIFRrVo1IygoyKhevXqm1wHIXyQpuOPYI0m508XGxhp169Y1goODjfDw8AyvSU5ONh588EEjKCjIePPNN3N9T2uSlEWLFhlBQUHGkCFDMr3myJEjRo0aNYygoCDj0KFDuY7TlmbPnm0EBQUZjz/+eLq2NWvWWD6YZdcPP/yQoz+f+Ph4o0WLFkZQUJDx999/p2lLTk42evToYQQFBRnr1q2jD32cpk+qmJgYSyKT+iBJARwHC+cB3NaJEyd08+ZNFS1aVKVLl87wGhcXF/Xo0UOStH///vwMzyJ1mkbt2rUzvSYoKEg1a9aUJP3999/5Epe1Vq5cKUnq2bNnurZOnTqpUKFCOnz4sE6dOpWt8Y4ePSpJqly5crau//XXX3Xp0iVVrVpVtWrVStPm4uKiXr16SZLWrFlDH/o4TR9JOnXqlDp37qx58+bJx8dHL774ogA4FpIU3HXOnj2r4OBg9e/fX/v27VOPHj1Uq1YttW/fXtu3b7dct3PnTo0bN05t27ZV7dq1Vb9+fXXr1k1Tp05VTExMmjEXL16s4OBgDR06NMP7xMXFacqUKbr33ntVu3ZttWrVSpMnT9bFixczjO3W+dPt27dXcHCwkpKStHjxYvXu3Vv16tVTo0aN9MQTT2T6YTs2NlaffvqpunTporp166pdu3Z67733dOPGDcuY2eHmlrLHRmRkpA4dOpTpdd26ddPy5csz3NDAMAytWLFCgwYNUsOGDVW3bl1169ZNX3zxheLi4tJcGxwcbBnjxx9/VHBwsCZOnJjtOHfs2KHk5ORMr/vggw+0Zs0adevWzfLcrl27FBwcrE6dOlme++STTxQcHHzbx+LFi9OMf+3aNb3//vu67777VLt2bTVu3FiPPfZYmt+v20lOTrYkXfXq1UvXbjKZLB/KUtdh3U5oaKik7Ccp+/btkyTVrVs3w/bU5//44w/60Mdp+kjS+fPndfHiRbVo0ULLli1T+/btM+wPwH7Y3Qt3rcjISA0fPlyGYahy5co6ceKE5UP7lClTNH36dElSmTJlFBQUpAsXLujo0aM6evSotm7dqu+//16urq63vU98fLyGDh2qP//8UwEBAapUqZKOHTumH374Qdu2bdPy5cvTLfDPzDvvvKM5c+bI399flSpV0okTJ7Rx40Zt27ZN8+bNU506dSzXRkVFadiwYdq/f7/c3d0VFBSky5cv66uvvtKuXbsUHx+f7X9XlStXVvHixXXp0iUNGzZMjz32mLp27aqAgIA01/n6+maY+JjNZj333HOWykCZMmVUsGBBHTt2zJIwzJw5U/7+/pKke+65RxEREYqIiFCxYsVUvnz5bO3Q07RpU33zzTc6cOCABg8erEceeUStWrWSp6dnmuvKlSuXrdddqlQp3XPPPRm2XblyRSdPnpSkNP8eTpw4oWHDhikiIkIeHh6qVKmSYmJitHXrVm3dulVjx47VqFGjbnvviIgIJSYmyt3dXSVKlMjwmjJlykiSTp8+na3Xc+zYMUkpf07Tpk3T3r17ZTabFRQUpJCQkHS7qJ09e1ZSyiYJGUmtqkVERCgpKUlubm70oY/D95FS3rMzZ85UixYtJP37uw7AcZCk4K51+vRp1axZU99++618fX119epVFS5cWAcOHNDnn3+uAgUK6Msvv1TDhg0tfdauXatx48Zp37592rZtm9q0aXPb+xw4cECFChXSV199Zdn16tChQ3r44YcVHh6uH3/8MU0FJitz587VhAkTNHToULm4uOjq1at67LHHtH//fk2fPt2SWEnS+++/r/3796tmzZr69NNPVapUKUnSwoUL9corr2RZabiVm5ubXnjhBT399NO6evWq3nvvPb333nuqUqWKmjRpoubNm6tZs2by8fHJsP9XX32llStXqmLFivrggw8sFYCLFy/q2Wef1a5du/Taa6/pww8/lCR99913li2m27Ztm+3dvdq0aaO2bdtq8+bN+uOPP/THH3/I09NT99xzj5o0aaKWLVtmORXsVn379lXfvn3TPX/jxg099NBDkqQhQ4aoefPmklJ2QBs7dqwiIiLUq1cvvfTSS5YEdOvWrXr66ac1depU1a5dW61bt87y3levXpUk+fv7p9suOVXq7mSpu5bdbrzIyEiZTCY99NBDunnzpqVt27Zt+vbbbzV58mQ9+OCD6WIoVKhQhmOmJpVms1lRUVEqUqQIfejj8H0kqUKFCqpQoUKGfQA4BqZ74a42YsQIy4fIwoULS5K2b98uNzc3DRkyJE2CIkn33nuvmjVrJunfqTPZ8cwzz6TZlrd69erq3bu3JOnPP//M9jgPPPCAHnnkEcuH1sKFC1u+lf/rr78s112+fFk//vij3N3d9cknn1gSFEkKCQnRsGHDsn3PVPfff78+/fRTFS9e3PJcaGio5s2bp1GjRql58+aaPHmy5UNDqri4OH311VdycXHRlClT0swbL1GihKZMmSJfX1/99NNP2V5bkRmTyaSpU6dqyJAhlm9M4+PjtXPnTk2ZMkV9+/ZVhw4dtHDhQhm52H190qRJOnLkiBo0aKAJEyZYnl+7dq2OHj2q2rVr680330xTIWvVqpWee+45SdLnn39+23ukVrpurQL9l5eXV5prs5JaRTEMQ82aNdOSJUv0999/a/369RoyZIiSkpL0yiuvpJmSljoNL/U+t/L09LSc05IaA33o4+h9ADgHkhTc1TKaxzxixAjt27cvwyk5ZrPZUi347zfRt5PRt+bly5eXlLJuJDfjpH4b+N9xfvnlFyUnJ6tp06aWKUH/lVoFyKmOHTtq48aNmjZtmnr27JkmYYmLi9MPP/ygrl27pkk2/vzzT12/fl0VK1bM8GyOIkWKqHHjxjIMQ9u2bbMqrv/y9PTUiy++qI0bN2rSpElq3rx5mg/6Z8+e1UsvvaRx48bJbDbnePwZM2bo559/VvHixTVlyhRLMiRJmzdvlpSSzGY0FbBz586SUv6d3Lqu6VbZOaQxNf7sXFuoUCENGTJEjz32mKZPn64aNWrIw8ND5cqV04svvqh+/frJMAxLNUtSphWcVEbKDpFpYqAPfRy9DwDnwHQv3NX++yH7v1xcXGQ2m7V161aFhobq9OnTCgsL08GDBxUdHS1JOfomPqP7pH7zl5NpVxmtTUj9AP7fccLCwiSl7GSVkXLlysnX1/e2H5Qz4uHhoU6dOlkWmIeGhmrr1q1avHixjh49qsjISD399NOWxeSpFadLly6pf//+GY555swZScp1JeW/SpYsqaFDh2ro0KGKj4/XH3/8oY0bN2rJkiWKiYnRzz//rIYNG2rw4MHZHnPLli2WxGTKlCnp/jxS/70vWrTIcujlrVxdXZWcnKyzZ8+qWrVqmd4rNRlOSEjI9JrUtsy+Rf6voKCgLHcweuKJJ7RgwQLt379fkZGRKlasmAoUKCAp82+g/xtb6u8hfejj6H0AOAeSFNy1XF1d03wL/l/ffvutPv/8c12+fNnyXIECBXTPPffoypUrOTqR2NXVNcsF9jlJdtzd3bM1zvXr1yX9+x/wjPj4+FiVpNyqSpUqqlKlioYOHarPPvtMU6dO1YEDB3TgwAHVrFnTco/o6Ojb7kKVmgDmNU9PTzVv3lzNmzfXk08+qeHDh2v//v1asGBBtpOUEydO6JlnnpHZbNbEiRPTTQWUZHmtJ0+etCyqz8ztXmvqXPrUP8uMpK5FSZ2qmBulS5e2JK6pGxbcLobU+7u6ulqupQ99HL0PAOdAkgLc4vvvv9ebb74pNzc3DR48WE2aNFFQUJDKlSsnFxcXPf/88zlKUuwh9Zv1rKaS3bhxI9vjjR8/Xn/99Zdef/11tWzZMsNrTCaTnnzySS1evFhnz561bEzg7e0tSerevbvee++9HLyKnDl+/LiefvppJSUladWqVZleV6RIEU2YMEGDBw+2VHBuJyYmRk8++aSio6PVtWtXPfzwwxlel/rvfdasWZa1S9YKCAhQgQIFdOPGDUtl41YRERGSsr9bmdlsVlJSkjw8PDJsT30+NRmuVKmSJOncuXMZXp/6fJkyZSzTbuhDH0fvA8A58I4FbvHNN99Ikt544w299NJL6tSpkypUqGD5D9yFCxfsGV62pJ6DkbpY+lYXLlzIUdUiNjZW4eHh2rp1a5bXmUwmFS1aVNK/u+2krr05fvx4pv0OHjyow4cP5yhxulXqwYahoaE6fPhwltemxpidb1YNw9Czzz6r48ePKygoSG+88Uam16auD8rstSYnJ2vnzp06c+bMbdfDmEwmy3k5qWdB/JfZbLacj/Pfracz8+yzz6pmzZr6+OOPM2y/dOmSrly5Ijc3N8ufWeomB5mdw7N3795096cPfRy9DwDnQJIC3CI8PFySMlzkferUKcuUpaSkpHyNKyfatGkjFxcX7dq1K8OkasmSJTkaL3XB948//qgTJ05ket2ZM2d08OBB+fr6Wrb6bdSokby9vXXgwIEMK1AxMTEaNmyYevTooS1btlieT13kmt3pcKkL8CXpww8/zDIJWLt2rSRZtg7Oyscff6xNmzbJz89Pn3zyiaUylJHUHdwWLVqU4VqjVatWaejQoerbt68SExNve++OHTtKUrrDIiVp/fr1un79umrWrGn5NjkrQUFBMpvNWrNmTYbz9+fOnStJatmypWWaYKNGjeTv768DBw6kS/zMZrPl96hr166W5+lDH0fvA8A5kKQAt0j9NnzmzJlpFl3++eefGjFihOW5rBY021upUqXUvXt3JSQkaOzYsWkSlbVr1+qzzz7L0Xhdu3ZV7dq1FRMTo4EDB2rp0qVpPugahqEdO3bo0UcfVWJiYpqtnf38/DRgwAAZhqHRo0dr//79ln6XL1/W2LFjde3aNZUpUybNae+pC8dTpzRlxzPPPCMPDw9t2bJFjzzyiA4cOJCmPSYmRl988YU++eQT+fj4aMSIEVmOt3btWn3++edycXHRBx98cNsDJbt166YyZcrowIEDmjhxYppq1a+//qrXX39dUsruatlZxNunTx8VLlxY69at01dffWVJ2A4dOqTXXntNkvTYY4+l6ZOYmKiwsDCFhYWl2YGuT58+8vPz05kzZ/TCCy9Y1s8YhqH58+fryy+/lJubm8aOHWvp4+bmZtmuevz48ZYD7xITE/XGG2/o8OHDqly5stq2bUsf+jhNHwDOwWTk5rAAwAGlnnj+7bffqkmTJunaz549qw4dOsjV1TXDb/Z/+uknPf3005JSphCVKVNGV65cUUREhFxdXVW/fn39/vvv6tKli6ZMmSIp5ZvuSZMmqVmzZpo1a1a27pOTPu3bt1d4eLjmzZuXbsF2Zn2uXbumgQMHKjQ01HLi/PXr13X27FnVrFlTBw4cyDS2jFy+fFmjR4+2VJK8vb1Vrlw5ubu7Kzw8XNeuXZPJZNLgwYPT7SKVkJCg0aNHWyolFStWlJeXl06cOKH4+HgVLFhQ8+fPV9WqVS19duzYYfnwUaVKFTVr1kwvvfTSbeNM3Xo4dcFs8eLFVbJkScXHx+vkyZNKTExU4cKF9eGHH6appOzatUtDhgxR+fLltW7dOklS/fr1dePGDRUrVkx16tTRzZs3lZCQkK66U6NGDb388suSUqauPfbYY7p8+bI8PT1VpUoVRUVFWda/tG7dWtOnT89004Zbbdq0SaNHj1ZSUpICAgJUqFAhHT16VGazWSEhIemmn6X+Pkjp3wNbtmzR2LFjFRcXpwIFCqhixYq6dOmSLl26JDc3N7355pvq2bNnmvESEhL06KOPavfu3Zbfo4iICF25ckW+vr764YcfVKVKFfrQx6n63Op2f18DyH9UUoBb3H///fr222/VtGlTubi46OjRozIMQ507d9Z3331nOf38l19+cejDwQoVKqQffvhBjzzyiEqWLGn5YDty5Eh98sknknK2JWfRokU1f/58ffzxx+ratauKFy+u8PBwhYaGytfXV71799b8+fMz3ObWw8ND06dP11tvvaWGDRsqMjJSoaGhKlq0qPr166clS5akSVCklKlYY8aMUfHixXX69GkdOXIkW3G2b99eq1ev1jPPPKPGjRvLZDLp6NGjunDhgoKCgjRmzBj99NNP2ZrqlbpGJjIyUhs3btTOnTv1xx9/aM+ePWkeR48etfSpUaOGli9frkceeUSlSpXSsWPHdOnSJdWsWVOTJk3SZ599lu0ERZLatWun7777Tu3atdPNmzcVFhamKlWq6IUXXrBUZrKrTZs2Wrx4sXr06CFfX18dO3ZMhmGoS5cuWrhwYboERUr5s/v666/11FNPqWzZspbfo86dO2vBggUZfvijD30cvQ8Ax0clBbgLHT9+XF26dFGFChUs6zMAAAAcBZUU4A50+PBhtW/fXhMnTsywPXWXrqwOEwQAAHenDz/8UMHBwYqKisp2H7PZrO+//149e/ZU/fr11bRpU40bNy7LDXeyQpIC3IEqVaqka9euacmSJVq0aFGaNRQ7d+7U1KlTJUl9+/a1V4gAAMABLV26VF9++WWO+02ePFmvvPKKkpOTNWDAALVo0ULr1q1Tnz59bns0QEaY7gXcob777ju9+uqrkv5dPH758mXLblmPPfaYnnvuOTtGCAAAHEVSUpKmTp2qL774wvLl5m+//aaCBQvetu+WLVs0YsQItWzZUjNmzLCsvdy6dauGDx+uGjVqZLidflaopAB3qP79++uHH37QfffdJ09PTx09elRJSUlq06aNZsyYQYICAAAkpcyy6Natm2bMmKHatWurcOHCOeqfukvpU089lWZzmFatWqlt27Y6cOCA5XDV7Mr+FjMAnE69evUsU7sAAAAysmzZMl28eFHjx4/XI488ovvuu09Xr17NVt/ExET9/vvv8vf3txzk/F8tWrTQpk2btGPHDtWtWzfbMZGkAAAAAHexvn37auLEiSpUqFCO+547d04JCQkKDg6WyWRK116+fHlJUlhYWI7GJUkBAAAAnFjqIb6Z2bBhQ5bttx4UnROpFRd/f/8M21PXtERHR+doXJKULCRGHrd3CIDT8S7dyt4hAADuIkkJ4fYOIVN3w2fJpKQkSZK7u3uG7R4eHpKU4wOwSVIAAAAAJ3a7SokteXp6SkpZm5KRhIQESVKBAgVyNC5JCgAAAGAL5mR7R2BzqetYMpvOlXogZHa2Mv4vtiAGAAAAYJUyZcrI29tbp0+fzrA99fkqVarkaFySFAAAAMAWDHP+POzIxcVFDRo00NWrVzM8WX779u2SpEaNGuVs3DyJDgAAAMBdqV+/fpKkd99917IGRUo5cX7z5s2qU6dOjs5IkViTAgAAACAboqKiNHv2bEnSmDFjLM/fd999uu+++7RmzRr16NFD7du314ULF7R69Wr5+vrq//7v/3J8L5NhGEaeRX6HuRu2jQPyGlsQAwDyk0NvQRxxKF/u416qep6O1759e4WHh+u3335Ls+D97NmzljNZjhw5kqZPUlKSZs2apcWLF+vMmTPy9/dXw4YNNWbMGFWuXDnHMZCkZIEkBcg5khQAQH4iScn7JMURMN0LAAAAsAHDzovanRkL5wEAAAA4FCopAAAAgC2YqaRYi0oKAAAAAIdCJQUAAACwBdakWI1KCgAAAACHQiUFAAAAsAVzsr0jcFpUUgAAAAA4FCopAAAAgC2wJsVqVFIAAAAAOBQqKQAAAIAtcE6K1aikAAAAAHAoVFIAAAAAGzBYk2I1KikAAAAAHAqVFAAAAMAWWJNiNSopAAAAABwKSQoAAAAAh8J0LwAAAMAWWDhvNSopAAAAABwKlRQAAADAFszJ9o7AaVFJAQAAAOBQqKQAAAAAtsCaFKtRSQEAAADgUKikAAAAALbAYY5Wo5ICAAAAwKFQSQEAAABsgTUpVqOSAgAAAMChUEkBAAAAbIE1KVajkgIAAADAoVBJAQAAAGzAMDhx3lpUUgAAAAA4FCopAAAAgC2wu5fVqKQAAAAAcChUUgAAAABbYHcvq1FJAQAAAOBQqKQAAAAAtsCaFKtRSQEAAADgUEhSAAAAADgUpnsBAAAAtmDmMEdrUUkBAAAA4FCopAAAAAC2wMJ5q1FJAQAAAOBQqKQAAAAAtsBhjlajkgIAAADAoVBJAQAAAGyBNSlWo5ICAAAAwKFQSQEAAABsgTUpVqOSAgAAAMChUEkBAAAAbIFKitWopAAAAABwKHdUkmIYhrZt22bvMAAAAAAZRnK+PO5ETjXda+HChVq0aJGuXr2q5ORkGYYhKSU5SUpKUnR0tOLi4nTo0CE7RwoAAADAWk6TpCxbtkyTJ0+2JCYZ8fb2VpcuXfIxKgAAACATrEmxmtNM91qwYIFcXFz0wQcfaPv27QoODlZISIi2bdumb775RlWrVpXJZNL48ePtHSoAAACAXHCaJOXo0aNq27atHnjgARUtWlT16tXTvn37VKxYMTVr1kxfffWVTCaTvvzyS3uHCgAAAKScOJ8fjzuQ0yQpN2/eVGBgoOXnwMBAHT9+XOZ/ymglS5ZUu3bttGfPHnuFCAAAACAPOE2S4ufnp7i4OMvPZcuWVVJSkk6dOmV5rnTp0oqIiLBHeAAAAADyiNMkKdWrV9e2bduUmJgoSapYsaIMw9Bff/1luSY8PFyurq52ihAAAAD4D7M5fx53IKdJUrp3764TJ05o0KBBOnTokCpXrqwKFSroo48+0pYtW7Rw4UKtXbtWVatWtXeoAAAAAHLBabYg7tmzp3777TctWrRIoaGhql69ukaPHq3nnntOI0eOlCSZTCY9/vjjdo4UAAAA0B27qD0/OE2SIklvvvmmBg0apCJFikiSunXrJm9vby1ZskTe3t7q06ePmjVrZucoAQAAAOSGUyUpUsralP/q2LGjOnbsaKdoAAAAgEzcoetF8oPTJSnXrl1ToUKFLD+vXbtWu3btUrly5dS3b1/5+vraLzgAAAAAueY0SUpSUpJefvllLV++XLt27ZKvr69mz56td955R4ZhyGQyaeHChfr+++/l5+dn73ABAABwt2NNitWcZnevOXPmaMmSJSpZsqRiY2OVnJys6dOny8PDQy+++KIGDhyosLAwTpwHAAAAnJzTVFJWrVql8uXLa+nSpSpQoIB27dqla9euqXfv3ho8eLAk6dixY1q3bp3Gjx9v52gBAABw12NNitWcppJy4sQJtWvXTgUKFJAkbd++XSaTSa1bt7ZcU7t2bZ07d85eIQIAAADIA05TSTGbzXJz+zfcnTt3SpIaN25see7mzZuWJAYAAACwKyopVnOaSkrZsmW1Z88eSdK5c+d04MABVa9e3XJmSnx8vDZt2qRy5crZM0wAAAAAueQ0SUr79u31559/atCgQRo0aJAMw1C3bt0kSVu2bFH//v0VERGh3r172zlSAAAAQCm7e+XH4w7kNNO9Ro0apWPHjmnjxo2SpBYtWmjQoEGSpN27d+vgwYPq1auXQkJC7BkmAAAAgFxymkqKh4eHPvvsM61YsUIrVqzQ119/LXd3d0lS165d9eOPP+rtt9+Wq6urnSNFflj+8wbVatFFO3/7096hAA6vdaumWr1qvs6d3aurl49o65Zl6tOnq73DAhwe7x3kmtmcP487kNMkKamqVq2qqlWrpnmuevXqqlWrlp0iQn77+9ARvfXhZ/YOA3AKDz3UU+vXLVSbNs3011/7tXXrLtWvX0s/fDdDL7/0tL3DAxwW7x3AvkyGYRj2DiIn1q9fr++++0779+/XzZs3VbhwYVWrVk19+/ZVp06d8vReiZHH83Q85N7mbb/qhTc+UFR0jCTpyylvqVmj+naOCv/lXbqVvUPAP4oXL6qwY7tkNpvVoWNf/bFnnyQpOLiyNqz7USVKFFPDxvdp376Ddo4UcCy8d5xLUkK4vUPI1M1l/8uX+3j3eD5f7pOfnKqS8tZbb2nMmDHavn27rl+/LhcXF128eFFbtmzR2LFj9eabb9o7RNjIhUuReunNDzVm4utKTExU0SKF7R0S4PCefGKoChTw1mfTv7F8yJKkI0fC9OJLb8vFxUVjRj9qxwgBx8R7B7A/p0lS1qxZo2+//VblypXTJ598ot27d+uvv/7SX3/9pRkzZigwMFBz587V5s2b7R0qbGDqjNla+tM61QiuonlffKRKFcraOyTA4XXp0kGStHTpz+nalq9YK7PZrPv/uQbAv3jvIM+wJsVqTrO717x58+Tv7685c+aoZMmSluc9PT3Vpk0bBQcHq0ePHpo3b57atm1rv0BhE5UqlNObLz2jbve1l4uL0+TWgF3VrBEkSTpw8Ei6tqtXr+n8+YsqXTpAxYsX1aVLl/M7PMBh8d4B7M9pPu0dPHhQbdu2TZOg/FdAQIDatm2r/fv353NkyA+PDe6nHl06kqAA2VSokL+8vb0VFRWt2NgbGV4Tcf6iJCkgoER+hgY4NN47gGNwmkpKfHy8/P39s7ymYMGCio2NzaeIAMBx+fr6SJJu3LiZ6TVxN+NSrvXxyZeYAGfAewd56g49aDE/OM3X0mXLltXu3bszbTcMQ7/99pvKlCmTj1EBgGNKTk6WlPJ3Y2ZMJtM//58vIQFOgfcO4BicJknp1KmTjhw5onfffTfdXxwJCQl68803deTIEd177712ihAAHEdMTEpV2dvbK9NrPL08JUmxWXxjDNxteO8gT7Fw3mpOM91rxIgR+umnnzRr1iz9/PPPatSokfz8/HT+/Hnt27dPkZGRKl++vIYPH27vUAHA7qKjYxQdHaNChfzl5eWluLi4dNeU+mc+fUTEhfwOD3BYvHcAx+A0lRRfX1/NmzdPrVu3VkREhJYvX6558+Zpw4YNunTpktq0aaO5c+fK19fX3qECgEM4cCBlZ6Lq1aqkaytcuJACAkro4sVIXbwYmd+hAQ6N9w7yDJUUqzlNJUWSSpYsqRkzZujSpUs6cOCAoqOj5efnpxo1aqhECXbYAID/+nnNRjVt2kA9enTWn3+l3fmwR/f75OLiotU/b7RTdIDj4r0D2J/TVFKmTZum3377TZJUvHhxtW3bVt26dVPbtm0tCcrGjRv1wgsv2DNMAHAYs2YvUGzsDY17aoSaNW1oeT4oqLL+7/UJMpvN+mjKDDtGCDgm3jvIM4aRP487kFMlKVnt7iVJu3fv1sqVK/MpIgBwbGfPntP4Z16Rr6+PNm1cpJ9/+k7LlszWH7+tUalSJfXSy+9o//7D9g4TcDi8dwD7c9jpXosXL9bGjWlLqatWrdKhQ4cyvD4hIUG7du1SoUKF8iE6AHAOX8+cr7Nnz+m5Z0epSZN7lJycrD//3K8Pp8zQ0qWr7R0e4LB47yBP3KHrRfKDychqI3A7On/+vDp37mzZVcNkMmW5Z3mqiRMnaujQoXkSQ2Lk8TwZB7ibeJduZe8QAAB3kaSEcHuHkKmb372SL/fx7v9avtwnPzlsJSUgIEA//PCDrl+/LsMw9PDDD6tXr17q1atXumtNJpPc3NxUqlQpBQQE2CFaAAAA4BZUUqzmsEmKJAUHB1v+uVevXurYsaMaN25sx4gAAAAA2JpDJyn/9fbbb6d77saNGypQoIAdogEAAABuw6CSYi2n2d0r1dKlS/XQQw+pdu3aatgwZVvAefPmafLkybp27Zp9gwMAAACQa05TSZGk559/XitWrJBhGHJ1dbUspD9x4oQWLFigvXv3at68eZw6DwAAAPtzsjUpq1ev1qxZsxQaGipXV1fVr19fo0aNUp06dbLVPy4uTjNmzNBPP/2k8PBweXt7q169eho5cqQaNGiQo1icppKycOFCLV++XG3atNHq1as1cuRIS9vo0aP1wAMP6OjRo/r222/tGCUAAADgfKZPn65x48YpMjJS/fr1U6dOnbRr1y71799fW7duvW3/pKQkPfLII/rss8/k4uKigQMHqk2bNtq5c6cGDx6sdevW5Sgeh92C+FYhISGKjo7WqlWr5OrqqmnTpunTTz+1nJtiGIa6d+8uk8mk5cuX58k92YIYyDm2IAYA5CeH3oJ49sR8uY/3w+/kqn9oaKi6deumKlWq6IcffrCs+T506JD69+8vf39/rV27Vp6enpmOsXjxYk2aNEmNGzfWzJkz5e7uLknatWuXhg4dqqJFi2rLli1ydXXNVkxOU0kJDQ1Vu3btMn1hJpNJLVu21NmzZ/M5MgAAAMB5zZo1S2azWU8++WSaTamqV6+uvn376vz589qwYUOWY+zdu1eS1Lt3b0uCIklNmjRR1apVdenSJZ0+fTrbMTlNkiJJ8fHxWbbHxsbmUyQAAADAnWHnzp2SpBYtWqRra968uSRpx44dWY5RuHBhSVJ4eNrKVmJioq5cuSKTyaRChQplOyanSVKCgoK0fft2JSYmZtgeFxenbdu2qWrVqvkcGQAAAJABszl/HrmQmJio8PBwFSlSRAULFkzXXr58eUlSWFhYluP06dNHvr6++vrrr7Vq1SrFxMQoPDxcEyZM0KVLlxQSEmJJZLLDaXb36tu3r15++WU988wzevnll9O0Xbx4UZMnT1ZERIRGjBhhpwgBAACA/NehQ4cs27OaqnXt2jUZhiF/f/8M21MTl+jo6CzvUa5cOX333XeaOHGixo8fn6Zt9OjRevLJJ7PsfyunSVJCQkK0Y8cOrV69WuvWrbPMdWvXrp3Onz8vwzDUtm1bPfjgg3aOFAAAAJBTbEGclJQkSWnWkfyXh4eHpNsvu4iOjtZHH32kgwcPqm7duqpfv76uXr2q9evXa+bMmQoICFBISEi243KaJEWSPvroIzVq1EjfffedQkNDZRiGIiIiVKFCBfXr109Dhw6VyWSyd5gAAABAvrndovaspO7YldmSioSEBElKs6A+I88995w2bdqkUaNGaezYsZbnz58/rwEDBuill15ShQoV1Lhx42zF5VRJiiQNGDBAAwYMUFxcnK5fvy5fX1/5+PjYOywAAAAgLcPxKyl+fn5ydXXNdDpXVFSUJGW4XiXVhQsXtGnTJpUuXVqjR49O0xYQEKDx48frmWee0ffff5/tJMXhF86fOXNGX331lc6cOZPm+XXr1mnw4MFq2LChWrVqpU8//VRmJyipAQAAAI7C3d1d5cuX1+XLlzPcKTd12+AqVapkOkZERIQkKTAwUC4u6dOLoKAgSel3/sqKQycpixYtUpcuXfTBBx/o6NGjlueXL1+u5557TqdPn5a3t7diYmI0bdo0jRs3zn7BAgAAAP9hmI18eeRW48aNZRiGZSvi/9q+fbskqVGjRpn2L168uCTp+PHjyuic+BMnTkiSSpQoke2YHDZJOX78uCZPniwXFxcNHDjQkoHFx8fr3XfflclkUu/evfXrr79q9+7dGjBggNatW6f169fbOXIAAADAeYSEhMhkMunjjz9OM+3r8OHDWrRokQICAtSxY8dM+5cpU0b169fXuXPn9Pnnn6dpu3Llij766CNJUo8ePbIdk8OuSZk7d64Mw9DMmTPVsGFDy/ObN2/W5cuX5ePjoxdeeMGy48CkSZO0YcMGLV68OMt/iQAAAEC+cJKlCLVr19awYcM0c+ZMdevWTZ07d1ZMTIxWrlyppKQkvfXWW5bP3FFRUZo9e7YkacyYMZYx3nnnHQ0aNEhTpkzR5s2b1bBhQ125ckUbN27UtWvXNHDgwBx9RnfYJOXXX39Vs2bN0iQo0r8lp1atWsnX19fyvJubm1q0aKGtW7fma5wAAACAs5swYYICAwM1f/58zZ8/Xz4+PmrcuLFGjx6tOnXqWK6LiorStGnTJKVNUipWrKilS5dqxowZ2rRpk2bPni0PDw/VqFFDAwYM0P3335+jeBw2Sblw4YJatmyZ7vk//vhDJpNJTZo0SddWrFgxXb16NT/CAwAAALLmBLt7/VdISMhtzzIpW7asjhw5kmFbsWLF9OKLL+rFF1/MdSwOuyYlKSkp3aEy165d0/HjxyUpXYVFkmJjY2+7hzMAAAAAx+awlZSSJUum26Zs586dMgxDRYsWVdWqVdP12bt3r2V3AQAAAMCu8mDnrbuVw1ZSmjRpoi1btujy5cuW5xYtWiSTyaR27dqlu37Pnj36+++/M6ywAAAAAHAeDltJGTJkiBYvXqyHHnpIPXr00OHDh7Vt2za5ubnp4YcfTnPt9u3bNWHCBLm4uNx2Hh0AAACQL5xkdy9H5LBJStWqVfXqq6/qtdde06effirDMGQymfTSSy+lmep177336syZMzIMQ48//rhq1qxpx6gBAAAA5JbDJilSyg4DLVu21KZNm5SYmKhWrVopMDAwzTXu7u6qVKmSHn30UfXp08dOkQIAAAC3oJJiNYdOUiSpVKlSGjBgQKbtK1askIuLwy6tAQAAAJBDDp+k3A4JCgAAABySwe5e1uITPgAAAACHQpICAAAAwKE4/XQvAAAAwCGxcN5qVFIAAAAAOBQqKQAAAIAtmFk4by0qKQAAAAAcCpUUAAAAwBYM1qRYi0oKAAAAAIdCJQUAAACwBdakWI1KCgAAAACHQiUFAAAAsAGDc1KsRiUFAAAAgEOhkgIAAADYAmtSrEYlBQAAAIBDoZICAAAA2ALnpFiNSgoAAAAAh0IlBQAAALAF1qRYjUoKAAAAAIdCJQUAAACwBc5JsRqVFAAAAAAOhSQFAAAAgENhuhcAAABgCyyctxqVFAAAAAAOhUoKAAAAYAsc5mg1KikAAAAAHAqVFAAAAMAWWJNiNSopAAAAABwKlRQAAADABgwOc7QalRQAAAAADoVKCgAAAGALrEmxGpUUAAAAAA6FSgoAAABgC1RSrEYlBQAAAIBDoZICAAAA2AInzluNSgoAAAAAh0IlBQAAALAF1qRYjUoKAAAAAIdCJQUAAACwAYNKitWopAAAAABwKFRSAAAAAFugkmI1KikAAAAAHApJCgAAAACHwnQvAAAAwBbMHOZoLSopAAAAABwKlRQAAADAFlg4bzUqKQAAAAAcCpUUAAAAwBaopFiNSgoAAAAAh0IlBQAAALABw6CSYi0qKQAAAAAcCpUUAAAAwBZYk2I1KikAAAAAHAqVFAAAAMAWqKRYjUoKAAAAAIdCJQUAAACwAYNKitVIUrJQouK99g4BcDrXn2tu7xAApzRybrK9QwAAh0GSAgAAANgClRSrsSYFAAAAgEOhkgIAAADYgtneATgvKikAAAAAHApJCgAAAACHwnQvAAAAwAbYgth6VFIAAAAAOBQqKQAAAIAtUEmxGpUUAAAAAA6FSgoAAABgC2xBbDUqKQAAAAAcCpUUAAAAwAbY3ct6VFIAAAAAOBQqKQAAAIAtsCbFalRSAAAAADgUKikAAACADbAmxXpUUgAAAAA4FCopAAAAgC2wJsVqVFIAAAAAOBQqKQAAAIANGFRSrEYlBQAAAIBDoZICAAAA2AKVFKtRSQEAAADgUKikAAAAADbAmhTrUUkBAAAA4FBIUgAAAAA4FKZ7AQAAALbAdC+rkaQAAAAA0OrVqzVr1iyFhobK1dVV9evX16hRo1SnTp1sj7F+/XrNnj1bBw8elCRVrFhRgwYNUo8ePeTikv1JXEz3AgAAAGzAMOfPIy9Mnz5d48aNU2RkpPr166dOnTpp165d6t+/v7Zu3ZqtMT766CONGjVKJ06cUI8ePdS9e3dduHBBEydO1HvvvZejeEyGYRjWvJC7QWHfKvYOAXA6Z5+qb+8QAKc0cm6yvUMAnNKcU4vtHUKmLnVqky/3Kb5uS676h4aGqlu3bqpSpYp++OEHFShQQJJ06NAh9e/fX/7+/lq7dq08PT0zHWPnzp0aOnSoqlevrm+++UaFCxeWJF2/fl29e/fW2bNntXbtWlWoUCFbMVFJAQAAAGzAWSops2bNktls1pNPPmlJUCSpevXq6tu3r86fP68NGzZkOcbMmTMlSe+8844lQZEkf39/PfPMMwoJCdH169ezHRNJCgAAAHAX27lzpySpRYsW6dqaN28uSdqxY0em/ePj47Vjxw5VqVJF1apVS9d+//3364033sjR2hYWzgMAAAA24AyHOSYmJio8PFxFihRRwYIF07WXL19ekhQWFpbpGMeOHVNSUpKCg4MVHh6uTz75RFu3blV0dLQqV66soUOHqkePHjmKiyQFAAAAuEtdu3ZNhmHI398/w/bUxCU6OjrTMS5cuCBJunTpknr16qVChQqpc+fOiomJ0fr16/X888/r+PHjevrpp7MdF0kKAAAAYAuGKV9u06FDhyzbs1pPkpSUJElyd3fPsN3Dw0NSypSuzMTGxkqSdu/erbZt22rq1KmWRfZnzpxRSEiIPv/8c7Vv315169bNMtZU2UpS9uzZk63Bbueee+7Jk3EAAAAA5F5qMpGYmJhhe0JCgiSlWVB/K1dXV8s/v/rqq2l2AStXrpyGDx+u//3vf1qxYkXeJikDBgyQyZS7TNBkMlkOdQEAAADudPm1JmXD5qx33sqKn5+fXF1dM53OFRUVJUkZrldJ5evrK0kqXry4SpUqla69Vq1akqSTJ09mO65sJSmlS5fO9oAAAAAAnIO7u7vKly+vkydPKjY2Vj4+PmnaT58+LUmqUiXz8wMDAwMl/Tt17Fapz2dVjblVtpKUjRs3ZntAAAAAAJJhzp81KbnVuHFjnThxQjt37lTHjh3TtG3fvl2S1KhRo0z7lytXTmXLltXZs2e1f/9+S+Uk1d69eyUpw+2JM8M5KQAAAMBdLCQkRCaTSR9//HGaaV+HDx/WokWLFBAQkC55udXgwYMlSa+//rpiYmIsz584cULffPONvLy81LNnz2zHlCe7e505c0bbtm3TqVOnFB0drTfffFM3b97UL7/8ok6dOsnFhVwIAAAAdxdnOCdFkmrXrq1hw4Zp5syZ6tatm2X74JUrVyopKUlvvfWWZZevqKgozZ49W5I0ZswYyxhDhgzRb7/9pvXr1+v+++/Xvffeq9jYWK1du1Y3btzQ66+/nqMlJCbDMAxrX1B0dLReffVVrV69WoZhyDAMmUwmHTp0SIcPH1bPnj1Vrlw5ff7556pcubK1t7Gbwr6Zz70DkLGzT9W3dwiAUxo5N9neIQBOac6pxfYOIVPnmrfLl/uU3rEpT8ZZuHCh5s+fr7CwMPn4+Kh27doaPXp0mpPiz549a9ny+MiRI2n6Jycna+HChVq4cKHCwsLk7u6u2rVra/jw4WrWrFmOYrE6SYmPj9fAgQO1f/9++fr6qnHjxvr7778VGRmpQ4cO6dChQxo6dKiuX78uf39/LVmyxOkW4JOkADlHkgJYhyQFsI4jJynhzdrny33K7Lzz1o9bPQ9r9uzZ2r9/v5o2bap169bps88+U7ly5Szt1atX18aNG9W8eXNdv35dM2bMyFWgZ86cyVV/AAAAAM7B6iRl5cqVcnNz0/vvv6/ChQtneI2Pj4/ee+89eXp6auvWrVYHKUlDhw7V2LFjczUGAAAAAMdndZJy+vRpBQUFqVixYlleV7RoUVWqVEkXL1609laSpIsXL6ap1AAAAACOzDDnz+NOZHWS4u7uruvXr2fr2ri4OHl7e1t7K0lSpUqVdPjw4VyNAQAAAMDxWb0FcXBwsP744w8dOnRI1atXz/S6AwcO6OTJk1keAJMd77zzjoYPH67HH39c999/vypUqCAvL68Mr83JQTEAAACALTjLYY6OyOok5cEHH9Tvv/+u8ePHa8qUKQoODk53zeHDhzV27FiZTCb17t07V4GGhITIMAxt2bJFv/zyS6bXmUwmHTx4MFf3AgAAAGA/Vicp3bp10+bNm7Vq1Sr17t1bFStW1KVLlyRJEyZM0PHjx3XgwAGZzWa1bds2RydMZuSee+7JVX8AAAAgP1l/GiFydeL8+++/r+DgYH399dcKCwuzPL9s2TJJkre3twYMGKBx48bJZMpduWvOnDm56g8AAADAOeQqSTGZTBoxYoQefvhh7dmzR2FhYYqJiZGXl5cqVKigRo0aydfXN69iTSM2NlY3b95UoUKF5OaWq5cBAAAA5DnWpFgvTz7de3p6qlmzZjk+7j6nDMPQ7Nmz9d133+n06dOW5wMDAxUSEqKHH3441xUbAAAAAPaVJ0nKyZMntX37dp06dUpxcXHy8/NTlSpV1Lx5c5UsWTIvbiHDMDR27FitX79ehmHI19dXJUuW1PXr1xUWFqZ3331Xe/bs0dSpU/PkfgAAAEBuUEmxXq6SlAsXLuiVV17Rli1bJKUkEqlMJpNcXV3Vu3dvTZw4UQUKFMhVoAsXLtS6detUt25dvfLKK6pRo4alLSwsTK+++qrWrVunpUuX5nqRPgAAAAD7sTpJuX79uvr376+IiAi5u7uradOmqlKligoUKKDY2FgdPnxYu3fv1sKFC3Xs2DHNnj1bHh4eVge6aNEilShRQl9++aUKFiyYpq1y5cr69NNP1bVrV/34448kKQAAALA7dveyntVJyvTp03Xu3DnVq1dPH3/8cYbTuk6dOqXRo0frr7/+0syZMzVy5EirAz127Jjuv//+dAlKqoIFC6pNmzZas2aN1fcAAAAAYH8u1nZcu3atPD099emnn2a67qRChQqaPn26XF1dtXTpUmtvJUlKTk6+bSXG3d1dCQkJuboPAAAAkBcMsylfHnciq5OUyMhIVa1aVUWLFs3yurJlyyooKEjnzp2z9laSpIoVK2r79u2ZJiEJCQnavn27KlSokKv7AAAAALAvq5OUMmXKKCIiQmaz+bbXXrlyJde7fHXt2lWnTp3SpEmTFBMTk6YtMjJSzz77rE6fPq2uXbvm6j4AAABAXjAMU7487kRWr0kZNGiQ/u///k8ff/yxnn766Uyvmzt3rs6fP6/x48dbeytJ0sMPP6w1a9Zo1apV2rhxo2rUqCE/Pz+dP39eJ06cUHx8vOrUqaOHH344V/cBAAAAYF/ZSlL27NmT7rlq1aqpfv36+uKLL3To0CH169dP1apVU4ECBXTz5k2dOnVKy5cv17Jly9SxY0f17ds3V4F6eHho1qxZ+vDDD7V06VL98ccfljZvb28NGjRI48ePz9UOYgAAAEBeMW4/4QiZMBnG7TdHq1atWqYnuRuGkeUp76ntJpNJBw8etD7S/0hKStKJEycUHR0tPz8/VapUSW5ueXIuZRqFfavk+ZjAne7sU/XtHQLglEbOTbZ3CIBTmnNqsb1DyFRojfvy5T5VDt55u9tm65N96dKlbR1Hjri5ualq1ar2DgMAAADIlPkOXS+SH7KVpGzcuNHWcaTz9ttvW9XPZDJp4sSJeRwNAAAAgPyS93Ok8sjs2bOt6keSAgAAADg3myYpZrNZ8fHxioiI0Lp16/T4449nu6+1lRQAAADAEdyp2wPnh1wlKRs2bNCMGTMUGhqq+Pj4256ZkpMkpVevXrkJDQAAAICTsjpJ2b17t8aMGZOtwxyLFCmi5s2bW3urdP78808dOHBAN27cUOHChRUcHKw6derk2fgAAABAbhlmKinWsjpJmT17tsxms1q0aKGxY8fK09NTvXr1Uo8ePTRq1ChduHBBS5Ys0aJFi1SsWDG99dZbuQ72+PHjeuaZZ3T48GFJabc/rlq1qj766CNVrlw51/cBAAAAYD9WJyl79+6Vp6en3nvvPRUpUkSSVKlSJe3du1flypVTuXLl1LBhQxUpUkRfffWV5syZo0cffdTqQC9duqQhQ4YoMjJS1apVU6NGjVSyZElFRUVp586d+vvvvzVs2DAtW7ZMhQsXtvo+AAAAQF64/WmEyIyLtR2vXbumcuXKWRIUKeXQx5MnTyomJsby3OOPPy5PT0/99NNPuQp0xowZioyM1Pjx47V06VK9+OKLeuyxxzR+/HgtXLhQEydO1MWLFzVz5sxc3QcAAACAfVmdpBQoUEDu7u5pnitfvrwkKTQ01PKcr6+vKlasqFOnTll7K0nS5s2bVa9ePY0YMSLD9qFDh6p+/fpat25dru4DAAAA5AXDbMqXx53I6iSlQoUKOn36tOLi4izPVaxYUZJ06NChNNcmJiYqMTHR2ltJki5cuKD69etneU3dunUVERGRq/sAAAAAsC+rk5S2bdsqNjZWr7zyimV6V7169WQYhhYuXKiEhARJ0t9//63jx4+rbNmyuQq0QIECunjxYpbXXLx4UV5eXrm6DwAAAJAXzIYpXx53IquTlCFDhiggIEDLli1Tq1atlJCQoIoVK6p169Y6dOiQevfurbFjx2ro0KGSpPbt2+cq0Lp162rjxo06fvx4hu1hYWHauHGj6tatm6v7AAAAALAvq5MUPz8/zZ07V+3atZOPj488PDwkSS+//LLKlCmj0NBQrV27VrGxsQoODtbIkSNzFejQoUN18+ZNDRs2TAsXLtSZM2d09epVHT58WLNnz9agQYMUHx+vYcOG5eo+AAAAQF4wDFO+PO5EJsPI/eZocXFxaaZZxcXFaf369QoPD1eFChXUsWNHubnl6nB7SSk7fE2ZMiXT9vHjx2v48OG5vk+qwr5V8mws4G5x9qms144ByNjIucn2DgFwSnNOLbZ3CJn6u1K3fLlP7RMr8uU++Sn3mYOUbh2Il5eXunbtmhdDp/H444+rWbNm+vHHH3XgwAHFxMTI19dXNWvWVL9+/VSrVq08vycAAABgDc5JsV6eJClZiY2N1aBBg2QymbR4ce4z3Tp16qhOnTppnktISLBMN4Nja96ysZ557knVrlNdXl6eOnTgqD779BstW7I622P4+flq7NPD1b1nZ5UrV0ZXLl/Vmp836u03P1bkpSu37V+4SCFt37VKpUqVVDH/YCUn8+0lHJ9LxRryaNtbLqUqSu4eMp8/rcQdK5W8/9fb9nVvHyKPDv1ue13y8QOK+/rVf59wdZN78wfkWrelXIoGSDLJuHJeSX/vUOK2FVJS7nZtBPJDtSY11H10X1WoUUnuXh46e+SUfv5qhXb/tDPbYwRUKqVuT/ZRjRa1Vah4IcXdiNPxvaH6+asV+vuXv27b37eQr95aO0WFSxbRw4F9ZU425+IVAXcHq9ekZJfZbNahQ4fSbUtsjdOnT+vpp59Ol+y0bt1aY8eOVWRkZK7vAdvpG9JNK36aq5atGmvf3oPauf031alXU7PmfKLnJ43J1hg+PgW0dOW3evb5UXJ3c9eanzcp9sYNPfLYQG3etlwBASVuO8aUT95QqVIlc/tygHzjWqelvB59RS6Vaio54oSSTx6SS+lK8ur/jNzb971tf/P5U0r665dMH0ZCylby5ogT/3Zy95DXo6/Ko/MguRQqLvOpI0o+dUimQsXl0am/vB59VXL3tNErBvJGsx6tNOn711W9aU2dPHBcR3YfVIWagRoz/Tn1eur2ibskBTWspv9b9b5a92uvpIRE/bVxjy6cPK86berr+TmTdf+IHrcd45F3nlDhkkVuex3uPOzuZT2bV1LyytmzZ/XQQw/p6tWrlkMjJenmzZvy8fHR2rVrtW/fPv3www8qWZIPoI6mWPEi+vjTt3Tjxk116zJQf/25X5JUNShQK1bP04RJY/TTinXav/9wluNMeGGs7mlQRwu+X6YnH39eycnJMplM+r+3JmnUmEf07geT9fDA0Zn27z+wt7r36Jynrw2wKZ+C8uw1UkpMUNzXr8gcnrLDoalYaXk99prc24Uo+eBvMp/P/MDc5IO7lXxwd4Ztbg3aya1eayWfPqqEn+danndv01uuFYKVfOqI4ub9T4qNssTjNWiCXMsHyb19XyWumZd3rxXIQwWL+uvRd59Uws14vfXgZJ34O0ySVKpyGb3w/evqOa6f/li7W6cPncx0DBdXF42c8pS8fLy18L15Wj5tkaWtVsu6Gj/zBT04cZD2bf5TZ4+eznCMVn3bqVGXZnn62oC7gc0rKXnls88+09WrV/Xaa69p3Lhxlue9vb21YcMGvfnmm7pw4YKmTZtmvyCRqcdGDFaBAt76asZcS4IiSceOHtfrr7wvFxcXPf7kw1mO4evro6GPPKTY2Bua8NzrlmlahmFo8ovv6OSJ0+reo7PKlSudYf9y5cvonfcma/u2jD+sAY7IvWlnmTw8lfjrz5YERZKMyHNKXDtPJhcXuTW/36qxTUUD5NH1ERkJ8YpfOFUy/zv10e2etpKk+KUz/k1QJCk2Sgkrvk65pk5Lq+4L5IeOQzrL09tT62avtiQokhQRFq4F/5snFxcX3fvIA1mOUaNZbRUvV1LH94amSVAkaf+2vdr03Tq5uLqqcdfmGfYvVra4Br/6qA7/eiD3LwhOid29rOc0ScquXbvUsWNH9evXTyZT+j+MPn36qE2bNtq8eXP+B4fbuve+tpKklSvWpmv7adV6mc1m3du5XZZjtGjZWH5+vtq5/Tddu3o9TZvZbNbqnzZIkjr9c6//MplMmvHV+5KkJ0Y8Z8UrAOzDNfgeSVLywV3p2pIO/S7DbJbbP9fklMcDw2Ty8FLiph9lXLnwnwYvGVcuKDnipIyLZ9L1M0eekySZ/ApbdV8gP9Rt30CS9Mea9O+dPWt3y2w2q167BlmO4enjpbC/jmnvpj8ybD9/IuW9UCQg/VQuk8mkkR89JUma8czUHMUOwImme0VGRqpcuXJZXhMYGKht27blU0TIiWrVq0qSDh86lq7t2tXrunDhUspC9uJFMl38Xr1GkCTp0MGjGbYfORwqSapRMzhd27jxj6tZ80Ya8+QknTkdbtVrAOzBpUTK33vmi2fTN96MkRFzTS4Fi0g+BdNWPG7DtUpduQXfI/OVi0rcvjJtY0Kc4r56JfOYyqZsz25E3X6jCsBeygalvHfOHk2faMdej9H1S9dUuGQRFSzqr6jL19NdI6UkOBklOakC66S8F65EXE7X1vWJXgpuXENfPf+pIs9esuYlAHc1p6mkFCtWTIcPZ71eITQ0VEWLFs2niJBd/oUKytvbS1FRMYqNvZHhNRfOp/wFXrJE8UzHKRmQ0nb+fMZ/2aeOUaJksTTP16lbUxNfHKvVqzZo7rcLcxw/YDdePjK5e8iIuyH9s7j9Vkb0NUmSybdQjoZ2/2e3r8RflkjJSTnq69HhQUlS8oHMP7wB9lSgoI88vDx1M/qG4m9k/N65dvGqJMm/eCGr7lG6alk17d5SZrNZv/+c9r1QoVagej/9oPas+01bfthg1fi4MxhG/jzuRE6TpLRu3Vo7d+7UqlWrMmxfu3atfvnlF7Vo0SKfI8Pt+Pr4SErZ5CAzcTdT/iPi41sg02t8bjPOzdQx/rlOkry8PDXj6w8UFRWjp8a8kLPAATszeaacQWUkJmR+0T9tqddmh0v5YLmWD5I5+qqS9mzOUUweXYbItWI1maOvKWHLkhz1BfKLl0/K+yH+Znym1yTEJaS5Nif8ihTUU58/Lzd3N21duDHN4nt3Tw89MeUp3Yi+oa8nfpbjsQGkyNZ0r0mTJll9g8TEvNlHf/jw4Vq1apWeffZZLVq0SPXr15efn5+io6P1119/aefOnfLz89MTTzyRJ/dD3vnvAvfMpK4zymi9kWUcc9bj/DvGv8+99sYEVatWRUMGjtKli+nL8YBDM6eepZDF12SmdP9wW+7/LLRP2rk6R1UU986D5d6ym4zEBMV//6F0I/vTy4D8lJ1zSCz/vcnivzsZ8S9RWBPmTFbpKmV1fG+ovp38VZr2h14YojJVy+njkf9TVGTG08hw97hTtwfOD9lKUpYsWSKTyZTlh8zMZPWhMydKly6tr776SpMmTdKOHTu0Y8eONDFVqFBB77333m3XrSD/pU7x8vbK/NsqTy/Pf67NvNoSG5Myjlcm43j9M8aNf8Zo36GVHhsxSD98t1Qrlq3JeeCAnaWeX2Jyy+Kw2tS2xMy/MU7D3UOuwSmLhZP2bs1eH1c3efZ+Qm71WstIiFP8vPdkPpn7s68AW4n7Z4qXu2fm7x13T3dJynQ6WEbKVC2nZ755QcXLlVTYX8f0v8GvWyoyklS7dT11HNJZ2xZv1u+rb3/QKoDMZStJ6dmzZ54lG7lRp04drVq1Svv27dPBgwd1/fp1+fj4qFq1amrQoIFDxIj0oqNjFB0dI/9CBeXl5am4uPQfplLXm1y4cDHTcc5HpOw+VLJkxutWbh3jjbcnycXFRf7+BTXjqw8y7DP9i//JMKRJE97QlctXs/+igPwQf1NG/E2ZvH1SkpGk9NO+TH6FJEnmqOz9/roG1ZfJw1PJp4/KuJaNA3C9feU16Hm5VqwuIzZKcXPelflMxptXAI4iLuambsbclI+/j9w9PZQYn/69U6hEyu50qWtTbqdWy7oaM/1ZFSjoo32b/9TUJ95Ll+AMeGmoXFxc5FPQRyOnPJXhOI9/OFaGYWjuazMVczU6h68MzuZO3R44P2QrSXnnnXdsHUeO1KlTR3Xq1LF3GMiBQwePqXGT+goKrqJ9e9PuF1+osL9KliyuS5cuZzkl6+CBlA9GwdWqZNieuoNY6nU+PinrWzrf3z7TMUMeTDkp+I3XPyRJgUMyXzgj1/JBcilRRuZzJ9I2evvK5FtIRsx1KTZ700pcg/7Z0jgbi95NBYvI65FX5FK8tMyREYr79i0Zl8/n+DUA9nD26GlVvSdYpauW1an9x9O0+fj7yr94IUVFXs/WlKxmPVppxAdj5Obupk3frdOsF2dkOKXMs0BKpb9+x0aZjtW8Z2tJ0o/vzydJAbLgsFsQHz58WMWLF7fs1nW7nb3+q1q1arYKC1Zav26LGjeprwe6dUyXpDzQtZNcXFy0bs3mLMfYueM3xcTEqkWrJipY0FdRUTGWNhcXF3Xu0l7Jyclav+4XSVLdmm0zHetqTMp2xcX8gy1rZgBHlHz0T7mWD5Jr9cbpkhS3Go1kcnFR4tE/sz2ea7mUJD/59G3+TvUqIK9HJsuleGklnzmmuG/flm7wgQrOY9+mPap6T7Aa3Ns4XZLS4L7GcnFxyfT8k/+q36GhHv9wrFzdXPXjB99p2dTMd4kc33Jkpm1zTi2WJD0c2Ddba2ZwZ2BNivUcNknp1auXRo0apdGjR0vK/pQzk8mkgwcP2jo85ND8OYv01NMj9OToR7Rh3S/avSvlQ1WVqpX00ivjZTab9eknX1uuL1myuAr6+ynqerQuXEjZWvjmzTjNn7tII0YO0UdT39DI4c9ZNmZ47Y0JqlipvJYt/VmnTqbfEx9wVkl7Nsm9dQ+5t+iq5GN/ynw6pVJoKlZa7p36yzCblbhtheV6k18hybOAFH/Dsj2xhbunTMXKyEhOSl+VuYVnt8fkUryMzBfOKG7m65lugQw4ql8WblTXJ3qpy2Pd9PeWP3XsjyOSpIDA0gp5bqDMZrN++nK55Xr/EoVVwK+AbkTf0PV/poAVLOav4R+Mkaubq5Z8vCDLBAVA3nLYJKVhw4YqW7as5edGjTIvncLxhYdH6IUJb+rjaW9q1ZrvtPWXX5UQn6DWbZvL29tLr01+zzJNS5Imv/asBgzqo/lzF2nUyAmW5998/UO1atNMvft2VcNG9bRnz9+qXqOqgoOr6NTJM5rwzGv2eHmAzRjXLyth1Sx59hopr8del/nEARlJiXKtXFsmdw8lrJkn48Jpy/Xu9w6U+z1tlbhnsxIWfZpmLFOhYjK5usp8LVJKynznRVPxMnKtk7Kdu3EzVp49hmd6bfyP0+7cTfrh1K5EXNbc12bq0Xef1IsL3tChnfuVmJComi1qy8PLUz+8M0dnj/z73nnw+YFqFdJeWxdu1BfPTpMkdX60m/wK+ykpMUklKwZkus7k2O+HtWEuG7QgPf52tJ7DJilz5szJ8mc4n29n/aDwsxF6avwINWxUT+Zks/b9dUDTPvlaK5evzdYYUVEx6tyxn56bMFrde9ynzl3aK+LcBX31xVy99840XbyYjYXAgJNJ+n2DjOuX5d66h1zKVZXMZpnPHVfithVKPrg72+OYfApKSkl8suJaqYZMLinHaLlWrCYp8ym08Ys+JUmBw9r8/Xpdjrisrk/0VOX6QTInm3Vy/wmt/nJZugMYM1K9aS1Jkpu7m5r3aJ3ltSQpQN4yGdbsK3yXKOyb8QJtAJk7+1R9e4cAOKWRc1kfB1gjdb2PI9pRqk++3Kd5xKJ8uU9+cpoT5yXp6tWrmjVrVpqfR44cqfr166t79+765Zdf7BccAAAAgDzhNEnK2bNn9cADD+jdd9/VxYsp52C8+uqr2rx5sxISEnT06FE9+eST2rdvn50jBQAAAFLOScmPx50oT5OUmJgYnT9vmz30Z8yYoStXrmjo0KHy9fXVlStXtH79epUrV047duzQokWL5O7urq+//vr2gwEAAABwWLlOUo4dO6YJEyaoRYsWatSokdq3Tzk4LyIiQt26ddOiRXkzR27Hjh1q1aqVJkyYoAIFCmjbtm1KTk5Wjx495O/vr5o1a6pz5876/fff8+R+AAAAQG6Y8+lxJ8pVkrJkyRL17t1by5Yt0+XLl2UYhlLX4Z85c0bHjh3TSy+9pMmTJ+c60EuXLql69eqWn3fu3CmTyaRmzZpZnitevLiiozlsDAAAAHBmVicpf//9t1566SVJ0uOPP64lS5aobt26lvaaNWvqqaeekpubmxYuXKilS5fmKlA/P780CciOHTvk5eWlOnXqWJ47e/asihUrlqv7AAAAAHnBkClfHnciq5OUL7/8UmazWW+++aaefvppVa9eXa6urpZ2Hx8fPfHEE3r33XdlGIZ+/PHHXAUaGBiodevW6ezZs1q8eLEuXLig5s2by93dXZK0Z88erVu3TrVq1crVfQAAAADYl9VJyu+//64SJUqoe/fuWV53//33KyAgQIcOHbL2VpKkYcOG6cqVK+rUqZNefPFFmUwmDRkyRJL08ccfa/DgwTIMQ48++miu7gMAAADkBbORP487kdVJSnR0tIoWLZqta4sXL66EhARrbyVJat++vT766CNVr15dNWrU0P/+9z81adJEkuTh4aHAwEDNmDEjzZQzAAAAAM7HzdqOJUqU0MmTJ5WYmGiZcpWRhIQEnThxQiVKlLD2VpJSpnO1a9dO9913X7q2Rx99VE888USuxgcAAADgGKyupLRq1Uo3b97UtGnTsrzu448/VmxsrFq2bGntrSRJ48aN05gxYzJs8/DwyNXYAAAAQF4zy5QvjzuR1ZWUJ554QqtWrdIXX3yhkydPqnPnzoqJiZGUsstWWFiYfvzxR61fv17e3t567LHHchXo1atXVbVq1VyNAQAAAMDxWZ2klCxZUjNmzNDYsWO1Zs0arV271tLWqVMnSZJhGPLz89NHH32kcuXK5SrQWrVq6bffflNycnKaXcQAAAAAR3Snbg+cH6xOUiTpnnvu0U8//aTvv/9eW7ZsUWhoqGJjY+Xl5aXy5curVatWGjhwYK7Xo0jSM888o3Hjxql379667777VKFCBXl5eWV4bYcOHXJ9PwAAAAD2kaskRZIKFiyoESNGaMSIEXkRT6YGDRokk8mkyMhIHT16NMtrc7vdMQAAAJBbZnsH4MRynaTkl549e8pkomQGAAAA3OmsTlI+//zzHF1vMpn0+OOPW3s7vfPOO1b3BQAAAPIba1KsZ3WSMmXKlGxXNgzDyHWSkpEbN26oQIECeTomAAAAAPuyOknJavrVzZs3FRkZqf379ys+Pl6DBg1SlSpVrA7yv5YuXarvv/9eBw4cUHJysg4ePKh58+bpyJEjGj9+vAoVKpQn9wEAAABygzUp1rM6ScnO9KvLly/rqaee0ooVK7R48WJrb2Xx/PPPa8WKFTIMQ66urjIMQ5J04sQJLViwQHv37tW8efPk6+ub63sBAAAAsA+rT5zPjqJFi+qDDz5QbGyspkyZkquxFi5cqOXLl6tNmzZavXq1Ro4caWkbPXq0HnjgAR09elTffvttLqMGAAAAcs+cT487kU2TFCnl0McqVapox44duRpnwYIFqlixoj799FNVqlQpzVSzQoUK6f3331eVKlX0888/5zZkAAAAAHZk8yRFkq5fv66YmJhcjREaGqp27dpletq8yWRSy5Ytdfbs2VzdBwAAAMgLhkz58rgT2TxJmTFjhiIiIhQYGJjrseLj47Nsj42NzfU9AAAAANiX1QvnH3nkkUzbDMNQQkKCTp06pcuXL8tkMikkJMTaW0mSgoKCtH37diUmJsrd3T1de1xcnLZt26aqVavm6j4AAABAXjDfmUWOfGF1kpLdNSaurq4aMGCABgwYYO2tJEl9+/bVyy+/rGeeeUYvv/xymraLFy9q8uTJioiI0IgRI3J1HwAAAAD2ZXWS8vbbb2fZ7urqKn9/f9WuXVtFihSx9jYWISEh2rFjh1avXq1169ZZqint2rXT+fPnZRiG2rZtqwcffDDX9wIAAAByy3yHrhfJD1YnKQEBAQoODs6TBCQj7du3V0hIiPr06aMSJUpIkj766CM1atRI3333nUJDQ2UYhiIiIlShQgX169dPQ4cOzfSASQAAAADOwWSknoiYQx06dNCVK1e0efNm+fv753Vcqlatmkwmk1xdXS0VklatWlna4+LidP36dfn4+Njs8MbCvlVsMi5wJzv7VH17hwA4pZFzk+0dAuCU5pzK/YHhtrIsIHfLHbKrx/n5+XKf/GR1JeXixYuqUqWKTRIUSVq1apUWLVqk5cuXa/369dqwYYNKlSqlkJAQ9e3bV8WLF5eXl5dN7g0AAADkllWVAEjKxRbEgYGBOnfunG7cuJGX8VhUrlxZzz//vH755RdNnz5dHTt21MWLF/Xxxx+rXbt2Gj16tLZu3WqTewMAAACwH6uTlDfeeEMmk0lDhgzRunXrdOHCBZnN5ryMTZLk4uKidu3a6ZNPPtHWrVs1ceJEBQYGav369RoxYoTat2+v6dOn6+LFi3l+bwAAAMBa5nx63ImsXpMycOBARUZG6vTp02mez+xEeEnav3+/NbfK0MGDB7Vo0SKtXLlS169fl5ubm9q0aaMHH3xQrVu3zpN7sCYFyDnWpADWYU0KYB1HXpOyOJ/WpPRmTcq//vjjjwyfT0pKsjqYnKhRo4Zq1KihCRMm6JdfftHq1au1YcMGbdq0SQcPHsyXGAAAAIDMmNl11mpWJykbNmzIyzisdvnyZZ05c0bh4eGKj4+3dzgAAAAAcilbScqQIUMUHBysF1980fJcmTJlbBbU7cTGxmrNmjVaunSpfv/9d5nNZhUsWFADBgxQSEiI3eICAAAAUrG7l/WylaTs3r1bycn2nStrGIa2bt2qZcuWaePGjYqLi5NhGGrQoIFCQkLUpUsXeXp62jVGAAAAALln9XSv/HL48GEtXbpUK1eu1OXLl2UYhgoXLqyHHnpIISEhCgwMtHeIAAAAQDp36s5b+cFhk5Svv/5ay5Yt07Fjx2QYhkwmk5o2baqQkBB16tRJ7u7u9g4RAAAAgA04bJLy3nvvSZKKFSumPn36qG/fvipXrpydowIAAACyx+xkm3utXr1as2bNUmhoqFxdXVW/fn2NGjVKderUsWq83bt36+GHH1a7du302Wef5ahvtpOU6Oho/fbbbzkO7r8aNWqU7Wtbt26tfv36qV27dlmevQIAAAAgd6ZPn64pU6aobNmy6tevn6KiorRq1Spt27ZNn3/+uVq1apWj8aKjozVhwgSrD3vPdpJy7NgxDRkyxKqbSJLJZMrR+SVffPGF1fcCAAAA7M0s5yilhIaGaurUqQoKCtIPP/ygAgUKSJIGDRqk/v3766WXXtLatWtztEnV66+/rnPnzlkdk0t2LzQMI1cPa7MoAAAAALYza9Ysmc1mPfnkk5YERZKqV6+uvn376vz58zk6I3H16tVavny5OnbsaHVM2a6kNGjQQPPmzbP6RgAAAMDdxFnOSdm5c6ckqUWLFunamjdvrjlz5mjHjh26//77bzvWhQsX9Oqrr6pJkyYaPHiw1q9fb1VM2a6kAAAAALizJCYmKjw8XEWKFFHBggXTtZcvX16SFBYWdtuxDMPQpEmTlJSUpHfeeUcmk/XT3UhSAAAAABswm/LnkRvXrl2TYRjy9/fPsD01cYmOjr7tWHPmzNH27dv14osvqnTp0rmKy2G3IAYAAABwex06dMiyPav1JElJSZKU6RmEHh4ekqT4+Pgs7xEaGqr3339fHTt2VO/evbO8NjtIUgAAAAAbcIZto1J37EpMTMywPSEhQZLSLKi/VWJiop577jn5+Pjo9ddfz5O4spWkjB49WqVKlcqTGwIAAADIOznZeetWfn5+cnV1zXQ6V1RUlCRluF4l1dSpU3Xw4EF9+umnKlq0qNWx/Fe2kxQAAAAAdxZ3d3eVL19eJ0+eVGxsrHx8fNK0nz59WpJUpUqVTMdYtWqVJGnUqFEZtm/YsEHBwcFq3Lix5syZk624mO4FAAAA2ICzbEHcuHFjnThxQjt37kx3tsn27dslSY0aNcq0/5AhQzKsxISHh2vJkiWqVKmSHnjgAZUpUybbMZGkAAAAAHexkJAQLViwQB9//LGaNGkiPz8/SdLhw4e1aNEiBQQEZHkw49ChQzN8fteuXVqyZIkCAwM1ZsyYHMVEkgIAAADYQG63B84vtWvX1rBhwzRz5kx169ZNnTt3VkxMjFauXKmkpCS99dZbll2+oqKiNHv2bEnKceKREyQpAAAAwF1uwoQJCgwM1Pz58zV//nz5+PiocePGGj16tOrUqWO5LioqStOmTZNEkgIAAAA4HWfYgvi/QkJCFBISkuU1ZcuW1ZEjR7I1XpMmTbJ97a04cR4AAACAQ6GSAgAAANiAs1VSHAmVFAAAAAAOhUoKAAAAYAOGk+zu5YiopAAAAABwKFRSAAAAABtgTYr1qKQAAAAAcChUUgAAAAAboJJiPSopAAAAABwKlRQAAADABgx7B+DEqKQAAAAAcChUUgAAAAAbMHNOitWopAAAAABwKCQpAAAAABwK070AAAAAG2ALYutRSQEAAADgUKikAAAAADZAJcV6VFIAAAAAOBQqKQAAAIANcJij9aikAAAAAHAoVFIAAAAAG+AwR+tRSQEAAADgUKikAAAAADbA7l7Wo5ICAAAAwKFQSQEAAABsgN29rEclBQAAAIBDoZICAAAA2ICZWorVqKQAAAAAcChUUrIQnXDT3iEATuehObxvAGsseKWavUMAkMfY3ct6VFIAAAAAOBQqKQAAAIANsCLFelRSAAAAADgUKikAAACADbAmxXpUUgAAAAA4FJIUAAAAAA6F6V4AAACADZhN9o7AeVFJAQAAAOBQqKQAAAAANmBmE2KrUUkBAAAA4FCopAAAAAA2QB3FelRSAAAAADgUKikAAACADXCYo/WopAAAAABwKFRSAAAAABtgdy/rUUkBAAAA4FCopAAAAAA2QB3FelRSAAAAADgUKikAAACADbC7l/WopAAAAABwKFRSAAAAABtgdy/rUUkBAAAA4FCopAAAAAA2QB3FelRSAAAAADgUkhQAAAAADoXpXgAAAIANsAWx9aikAAAAAHAoVFIAAAAAGzBYOm81KikAAAAAHAqVFAAAAMAGWJNiPSopAAAAABwKlRQAAADABsysSbEalRQAAAAADoVKCgAAAGAD1FGsRyUFAAAAgEOhkgIAAADYAGtSrEclBQAAAIBDoZICAAAA2ADnpFiPSgoAAAAAh0IlBQAAALABgzUpVqOSAgAAAMChUEkBAAAAbIA1KdajkgIAAADAoZCkAAAAAHAoTPcCAAAAbICF89ajkgIAAADAoVBJAQAAAGyAhfPWo5ICAAAAwKFQSQEAAABswGywJsVaVFIAAAAAOBSnq6TEx8fr2rVrMpvNMv7JTg3DUFJSkq5du6YNGzZo/Pjxdo4SAAAAdzvqKNZzmiQlISFBL7zwgn7++WclJydneS1JCgAAAOC8nCZJ+eKLL7Ry5Uq5u7srMDBQp06dUuHCheXr66tz584pPj5exYoV0+jRo+0dKgAAACAztRSrOc2alLVr18rX11c///yzVq1apfr166tp06ZavXq1fv31Vz3wwAO6cuWKqlSpYu9QAQAAAOSC0yQpZ86cUadOnVSmTBlJUq1atfTXX39Jkry9vfX222+rRIkSmj17th2jBAAAAFIY+fS/O5HTJClJSUkqUaKE5eeKFSsqPDxc8fHxkiQPDw+1adNGR44csVeIAAAAAPKA0yQpRYsW1eXLly0/lylTRoZhKCwszPJcwYIFdfHiRXuEBwAAAKRhzqfHnchpkpR69eppw4YNOn/+vCSpatWqMgxDW7ZssVyzf/9+FSxY0F4hAgAAAMgDTrO716BBg7RmzRp1795d//vf/9S2bVs1atRI06dPV1RUlCIjI/Xrr7+qU6dO9g4VAAAAYHevXHCaSkrDhg319ttvy9XVVQkJCZKk5557Tm5ubvrmm2+0YsUKFSlSROPGjbNvoAAAAAByxWkqKZLUs2dPdevWTUlJSZKkOnXqaPXq1VqzZo28vb3Vvn17FS1a1M5RAgAAALpjd97KD05TSUl148YNXbt2zfJzyZIlVbRoUXXo0IEEBQAAALgDOFWSMnv2bLVs2VLLly+3PJecnKznn39e7du317Jly+wYHQAAAPAvdveyntMkKRs3btTbb78tHx8fy4GOUkqS8sQTT8jX11cTJ07U1q1b7RglAAAA4JxWr16tBx98UA0aNFDjxo31+OOPa9++fdnuHxkZqTfeeEMdOnRQrVq11KBBAw0ePFjr16/PcSxOk6R88803KlKkiJYsWaL777/f8ryHh4dGjx6txYsXq2DBgvrqq6/sGCUAAADgfKZPn65x48YpMjJS/fr1U6dOnbRr1y71798/W0WA8PBw9erVS3PmzFGJEiU0aNAg3XvvvTpw4IBGjRqladOm5Sgep1k4f+zYMXXt2lUlS5bMsL1EiRLq3LmzVqxYkc+RAQAAAOkZhnMsnA8NDdXUqVMVFBSkH374QQUKFJCUcgRI//799dJLL2nt2rXy9PTMdIy3335bFy9e1NixYzVq1CjL82PHjlXfvn01bdo03XvvvQoKCspWTE5TSUlISLDs6pUZd3d3mc136sw8AAAAIO/NmjVLZrNZTz75pCVBkaTq1aurb9++On/+vDZs2JBp/xs3bmjTpk0qVKiQRo4cmaatVKlS6t+/vwzD0MaNG7Mdk9MkKYGBgdq+fbvi4+MzbE9ISND27dtVoUKFfI4MAAAASM8sI18eubVz505JUosWLdK1NW/eXJK0Y8eOTPsnJyfrueee09ixY+Xq6pqu3cvLS5IUGxub7ZicJknp0aOHzpw5o2effVYXLlxI03bx4kVNmDBBJ0+eVPfu3e0UIQAAAOBcEhMTFR4eriJFiqhgwYLp2suXLy9JCgsLy3QMPz8/DR06VAMHDkzXZhiG1q5dK0kKDg7OdlxOsyZl4MCBWrdundatW6f169erVKlS8vX1VUxMjCIiImQYhho2bKghQ4bYO1QAAAAg37YH7tChQ5btWU3VunbtmgzDkL+/f4btqYlLdHS0VbHNmzdPe/fuVcmSJdWxY8ds93OaJMXFxUUzZ87UzJkztXTpUh0/ftzSVq5cOfXu3VuPPvqo3N3d7RglAAAA4DxS13xn9hnaw8NDkjJdcpGVpUuX6q233pKrq6veeecdy7Sv7HCaJEWS3NzcNGLECI0YMUIJCQm6du2aChQoIF9fX3uHBgAAAKRh5MF6kezIqlJyO6k7diUmJmbYnpCQIElpFtRnx5dffqkPPvhALi4ueuuttyxrW7LLqZKU//Lw8FCJEiXsHQYAAADgtPz8/OTq6prpdK6oqChJynC9SkYSEhL08ssva+nSpfLy8tIHH3yQo2leqRw2SXn77bfVqlUrtWzZ0vJzdphMJk2cONGWoQEAAAC3lRc7b9mau7u7ypcvr5MnTyo2NlY+Pj5p2k+fPi1JqlKlym3Hun79up544gn98ccfKlasmKZPn646depYFZfDJimzZ8+Wn5+fJUmZPXt2tvqRpAAAAADZ17hxY504cUI7d+5MV/XYvn27JKlRo0ZZjhETE6Nhw4bpwIEDCgoK0owZM1S6dGmrY3LYJOXtt99W9erV0/wMAAAAOAtnOXE+JCRECxYs0Mcff6wmTZrIz89PknT48GEtWrRIAQEBt52y9corr+jAgQOqVq2a5syZk+3pYZlx2CSlV69eWf4MAAAAIPdq166tYcOGaebMmerWrZs6d+6smJgYrVy5UklJSXrrrbcsu3xFRUVZZjiNGTNGknTgwAGtXLlSUspZKJnNgKpbt65at26drZgcNkkBAAAAnFl+nZOSFyZMmKDAwEDNnz9f8+fPl4+Pjxo3bqzRo0enWVcSFRWladOmSfo3SdmyZYulfdmyZZneY8iQIdlOUkyGs9ShlJKlzZ07VydOnFBCQkKGJTSTyaTFixfnyf3cPMrkyTjIO61bNdWkiWNVt25NeXt7af/+w5oy9UstWrTS3qHhH10C6ts7hLtKrSa11G9MP1WqESgPLw+dOnxKy75equ2rtmd7jNKVSitkVIjqtqirQsULK+5GnI7tPaalXy7Vn7/ssWH0+K8Fr1Szdwh3ld9PR+qrX4/pyMUoxScmq0rxghrUMFD3Vsv+HPpLMXGasf2oth2/oMjYePl5uqtumcJ6tFlV1S5V2IbR47+8H33f3iFk6r5yXfLlPmvOrM6X++Qnp0lStm3bppEjR1oOnMmMyWTSoUOH8uSeJCmO5aGHeurbWZ8oKSlJmzfvUFJSstq3byEvLy+99vr7+r83PrJ3iBBJSn5q06ONxn/8jJKTkvX3zr+VnJSsui3qysPLQ/M+nKfvp3x32zFqNKqhV799Td4+3jp34pxOHTmlogFFFVQvSJI0842vteSLJbZ+KRBJSn766eBZvbjyT7m6mNSofDG5upi0+1SkEpLNGtkiSCNbBN92jPDrN/Tw3G2KjI1XGf8CCi5RUBFRN3XownW5mkz6X48G6hBUKh9eDRw5Sbm3XOd8uc/aMz/ny33yk9NM9/r888+VlJSk0aNHq0OHDvLz85PJZLJ3WMgnxYsX1Refv68bN26qQ8e++mPPPklScHBlbVj3o15+abyWLV+jffsO2jlSIH/4F/XXmP+NUfzNeL3w4CSF7guVJJWtXFZv/fC2+o/rr1/X/KqTh05kOoaLq4vGfzRe3j7emvO/b7Vg2gJLW71W9TR55it6eNJQ/bF5j04fPWXz1wTkhyux8Xr9573ycnfVVw81V81ShSRJJy5H67Hvd2rG9qNqVzVAwSX8sxzno80HFRkbr371K2pCh1pydUn5TLJi/xm9/NNfev3nvWoZWEKebq62fknAHcnF3gFk14EDB3Tvvfdq9OjRql69usqWLasyZcpk+MCd58knhqpAAW99Nv0bS4IiSUeOhOnFl96Wi4uLxox+1I4RAvnrgYcfkKe3l1bNXmlJUCTpbNhZzX53tlxcXNT9ke5ZjlGneR2VLB+gY3uPpklQJOmvrX/p5/k/y9XVVa26trTJawDs4fs/TyouyayH7qlkSVAkqVJRP41pXU2GpPl/ZJ7cp9p54pIkaWTzIEuCIkndapVTYFFfXY9L1LFLGR+Oh7uHWUa+PO5ETpOkuLi4qHz58vYOA3bSpUsHSdLSpenLmctXrJXZbNb9/1wD3A0atk/Zr37nzzvTte1a+6vMZrMatm+Y5RheBbx19K+j+n3T7xm2nzsRLkkqElA0l9ECjmNb2AVJUvuqAena2lUJkEnS1n+uyUrqZI4L0TfTPJ+YbFZ0XKIkyd/LPXfBAncxp0lSatSooYMHmcpzt6pZI2V+/IGDR9K1Xb16TefPX1TJksVVvDgfpnB3KB+U8qXN6aOn07XFXI/R1UtXVbh4YfkXzXzKyq9rduqZ7uM1/8P5GbZXrZvyvrt8PjIPIgYcQ9jllOpG5WJ+6dr8vT1UzMdTV24k6EpsfJbjtKxUQpL04qo/tefMZd1MTNKpKzGatGKPLsXGq13VAJUr7JPlGAAy5zRrUp544gk9+uijWrp0qXr27GnvcJCPChXyl7e3t6KiohUbeyPDayLOX1Tp0gEKCCihS5cu53OEQP7y8feRp5enbkTfUNyNuAyvuXrxqoqWLKrCxQvr+uXrOb5Huarl1Lp7a5nNZu1Ynb5aAzijqLgExSeZ5ePhpgIeGX8EKubrpUux8YqMjVcRH89Mx5rQsZYuxMTpz7NX9Mh3OyzPmyQ91qyqHm8elNfhwwk5yf5UDslpkpR9+/apVq1amjRpkj755BMFBgbK0zP9Xx4mk0mffPKJHSKErfj6pnwTdePGzUyvibuZ8kHN14dvrXDn8y7gLUmKv5n5N70JcSltXj5eOR6/YJGCemHGC3Jzd9Pa79dmufgecCY3EpIlSV7umS9m93RLmWRyIzHr3UT9vT3UrWZZhUVGq6CXu6oU89O56zd19FKUlv19RvXLFFGLwBJ5Fzxwl3GaJGXKlCmWfw4PD1d4eHiG17Hj150nOTnlPypZfRuR+ufOHz/uBmZzyvFgRlaLJS3viZy9KQqXKKzX5/6fylYpp2N7j+qLyTOsjhNwNC6p74ssrkl9V93uC/AXVv6pnw+F68mWwRrerKrlvbbhaIQmrtijp5f8pvlDWqlK8YK5DxxO605d1J4fnCZJ+fbbb+0dAuwkJiZWkuTtnfk3wp5eKVW12CyqLcCd4mZsyu+5h6dHptektmU2HSwj5YPKa/LMySpZPkBH/zqqyYNfVnxc1vPyAWdSwCOlghKXlJzpNQlJKV8CeGdRbdl58pJ+PhSuhuWKasQt07o6BJXS0MaV9eXOY5rz+3G91qVe7gMH7kJOk6Q0btzY3iHATqKjYxQdHaNChfzl5eWluLj0H7pKBaSU1CMibr8jC+Dsbsbc1I2YG/L195WHp4cS4hPSXVO4RMpp11cvXs3WmPVa1dPE6ZPkU9BHf2z+Q++MfDtHCQ7gDHw83FTA3VUx8UmKS0zOcNpXZEzK731x38y/GPvtVMpmEs0rFc+wvVXlkvpy5zEduZDz9WC4s2RZ8UaWnGZ3L9zdDhxI2dWrerUq6doKFy6kgIASungxUhcvsgsR7g6nj6Ts6lWuarl0bb7+vipcvLCuRV7Ttchrtx2rTY82emXWq/Ip6KM1363R68NeI0HBHclkMlmmX524nP4Mk+s3ExQZG6/CBTxUNItF81H/bDHs6pLxx6jUaWVJZj6gAtZy2EpK48aNNWLECD322GOWn7PDZDJp165dtgwNdvDzmo1q2rSBevTorD//2p+mrUf3++Ti4qLVP2+0U3RA/vtj8++q1qCamt7bVGH7w9K0Nb2vmVxcXPRHJuef/Fejjo319Efj5ermqrnvz9UPU7+3VciAQ2hRqYT2nbuqTcfOq3pAoTRtm46dlyGp5W0WvFcs6itJ2nb8gh5uXDld+68nUw56DCrBepS7nZndvazmsJWUqKioNNN6oqKisvW4fp3S6p1o1uwFio29oXFPjVCzpv8eUBcUVFn/9/oEmc1mfTSFBb64e6xfsF5xN+LUY3hPVWtQzfJ8mcAyGvz8YJnNZi35Yonl+cIlCqts5bKWaWCSVKhYIY37YJxc3Vz1/ZTvSFBwV+hRu5y83F015/fj+iv8iuX5k5djNG3rYZkkDWn0b+JxKSZOJy5H61LMv59J7q9eRj4ebvrt9GV9sys0zcYuO05c1Fe/HpNJUv97KuXHSwLuSCaDDZwz5eZRxt4h4D8efWSAZnz+npKSkrR58w7FxyeoffsW8vb21gsvvqX/vfepvUOEpC4B9e0dwl3j3v73acy7Y5SclKx9O/cpKSFRdVrUlaeXp2a/M0s/fvaj5dpxH4xTh5CO2rBwvaY8M0WS9PDEh9X3yRAlJSZp+6ptMmcyNeXQ7we1eu7q/HhJd7UFr1S7/UXIE4v2ntL/rdknV5NJDcsXlYeri3afjlR8klljW1fTI02rWq59+ac/tWL/WXWrVVb/d/+/f7/9EnpBzy3/XfFJZpUrVEBBJQoq4vpNHbxwXSZJz7SvqUENA+3w6u4+3o++b+8QMtWqTId8uc/W8A35cp/85LDTvYBbfT1zvs6ePafnnh2lJk3uUXJysv78c78+nDJDS5fyAQp3n7XfrVHkuUvq80RfBdcPljnZrLD9YVr6xRLt/Pn2BzDWalpbkuTm7qY2PdtmeS1JCu4kfepWUICft77ZFaq/z12Vi4tJ1Ur6a0ijyuoQVCpbY7SuUlLzh7TWN7tCtftUpLaEXpCvp5taVy6pwY0C1ah8MRu/CuDO5jSVlN9+++2217i4uKhAgQIqVaqUChUqlOt7UkkBco5KCmAdKimAdRy5ktKiTPt8uc/28DtvXa7TVFIGDx6co0PJatWqpddff13Vq1e3YVQAAAAA8prTJCljx47VsmXLdOrUKZUvX1733HOPSpYsqZiYGO3Zs0eHDh1S0aJF1aBBA126dEl//fWXhgwZosWLF6tcufRbdAIAAAC2xInz1nOaJKVixYo6deqUxo0bp+HDh8vVNe0BTHPnztWbb76pnj17qn379tq5c6eGDx+uL7/8Uq+//rqdogYAAACQUw67BfGtvvrqKzVr1kwjR45Ml6BI0qBBg9S4cWNNnz5dktSsWTO1adNG27dvz+9QAQAAABmGkS+PO5HTJClhYWGqVatWltfUqFFDR48etfwcGBioyEhOIAcAAACcidNM9/L399fhw4ezvCYsLEwFChSw/Hzz5k35+PjYOjQAAAAgHdakWM9pKilNmzbVtm3btGDBggzbV61apV9++UVNmjSRJMXHx2vz5s2qWLFiPkYJAAAAILecppIyevRobdmyRa+88ooWLVqke+65RyVKlFB0dLT27NmjXbt2yc/PT2PHjlVSUpK6d++u8PBwPfHEE/YOHQAAAHchg0qK1ZwmSSlfvrxmz56tl156SXv37tXevXtlMpksi4Vq1Kiht956S4GBgTpz5ozOnj2rvn37qnfv3naOHAAAAEBOOE2SIknVqlXTjz/+qCNHjmjv3r26evWqfH19VadOHdWuXdtyXUBAgHbt2iVfX187RgsAAADAGk6TpAwYMEBNmzbV2LFjFRwcrODg4EyvdXd3l7u7ez5GBwAAAKR1p24PnB+cZuH8gQMHFBUVZe8wAAAAANiY01RSChUqpNjYWHuHAQAAAGQLWxBbz2kqKePHj9eqVav09ddf6/z58/YOBwAAAICNOE0lZdmyZSpYsKDef/99vf/++3Jzc5O3t3e660wmk3bt2mWHCAEAAIB/sSbFek6TpOzYsSPNz4mJiUpMTLRTNAAAAABsxWmSlMOHD9s7BAAAACDbWJNiPadZkwIAAADg7uCwlZTDhw+rePHiKlq0qOXn7KpWrZqtwgIAAACyxaCSYjWHTVJ69uyp0aNHa/To0ZafTSbTbfuZTCYdPHjQ1uEBAAAAsBGHTVIaNmyosmXLWn5u1KiRHaMBAAAAcsbM7l5Wc9gk5dy5c4qIiNDFixdVokQJzZkzx94hAQAAAMgHDrtw/ty5c5o6darat2+v0aNHa+vWrfYOCQAAAMg2I5/+dydy2CRl1apVGjZsmAoVKqT169drxIgRat++vaZPn66LFy/aOzwAAAAANmIyHPwoTLPZrC1btmjx4sXatGmTkpKS5ObmprZt2+rBBx9Uq1atbHZvN48yNhsbuFN1Cahv7xAAp7TgFXamBKzh/ej79g4hU9VLNM6X+xy6uDtf7pOfHHZNSioXFxe1a9dO7dq109WrV7Vs2TItXrxY69ev14YNG1SqVCmFhISoT58+KlGihL3DBQAAAJBLDl9JyczBgwe1aNEirVy5UtevX5ebm5vatGmjBx98UK1bt86Te1BJAXKOSgpgHSopgHUcuZJSrUT+7E57+OJv+XKf/OTwlZTM1KhRQzVq1NCECRP0yy+/aPXq1dqwYYM2bdrEOSkAAACAE3PaJCXV5cuXdebMGYWHhys+Pt7e4QAAAADIJadMUmJjY7VmzRotXbpUv//+u8xmswoWLKgBAwYoJCTE3uEBAAAAHOaYC06TpBiGoa1bt2rZsmXauHGj4uLiZBiGGjRooJCQEHXp0kWenp72DhMAAABALjl8knL48GEtXbpUK1eu1OXLl2UYhgoXLqyHHnpIISEhCgwMtHeIAAAAQDp36kGL+cFhk5Svv/5ay5Yt07Fjx2QYhkwmk5o2baqQkBB16tRJ7u7u9g4RAAAAgA04bJLy3nvvSZKKFSumPn36qG/fvipXrpydowIAAACyhzUp1nPYJKV169bq16+f2rVrJ1dXV3uHAwAAACCfOGyS8sUXX9g7BAAAAMBqrEmxnou9AwAAAACA/3LYSgoAAADgzAzDbO8QnBaVFAAAAAAOhUoKAAAAYANm1qRYjUoKAAAAAIdCJQUAAACwAYNzUqxGJQUAAACAQ6GSAgAAANgAa1KsRyUFAAAAgEOhkgIAAADYAGtSrEclBQAAAIBDoZICAAAA2ICZSorVqKQAAAAAcCgkKQAAAAAcCtO9AAAAABsw2ILYalRSAAAAADgUKikAAACADbAFsfWopAAAAABwKFRSAAAAABswsybFalRSAAAAADgUKikAAACADbAmxXpUUgAAAAA4FCopAAAAgA2YqaRYjUoKAAAAAIdCJQUAAACwAdakWI9KCgAAAACHQiUFAAAAsAHOSbEelRQAAAAADoVKCgAAAGADrEmxHpUUAAAAAA6FSgoAAABgA5yTYj0qKQAAAAAcCkkKAAAAAIfCdC8AAADABgy2ILYalRQAAAAADoVKCgAAAGADLJy3HpUUAAAAAA6FSgoAAABgAxzmaD0qKQAAAAAcCpUUAAAAwAbY3ct6JCkAAAAAtHr1as2aNUuhoaFydXVV/fr1NWrUKNWpUydb/c1msxYsWKDvv/9ep06dkqenp5o2baqnnnpKlSpVylEsTPcCAAAAbMAwjHx55IXp06dr3LhxioyMVL9+/dSpUyft2rVL/fv319atW7M1xuTJk/XKK68oOTlZAwYMUIsWLbRu3Tr16dNHhw8fzlE8JoMVPZly8yhj7xAAp9MloL69QwCc0oJXqtk7BMApeT/6vr1DyJSHZ9l8uU9C/Nlc9Q8NDVW3bt1UpUoV/fDDDypQoIAk6dChQ+rfv7/8/f21du1aeXp6ZjrGli1bNGLECLVs2VIzZsyQm1vKhK2tW7dq+PDhqlGjhhYvXpztmKikAAAAADbgLJWUWbNmyWw268knn7QkKJJUvXp19e3bV+fPn9eGDRtuO4YkPfXUU5YERZJatWqltm3b6sCBA9q7d2+2YyJJAQAAAO5iO3fulCS1aNEiXVvz5s0lSTt27Mi0f2Jion7//Xf5+/urdu3a6dpTx81qjFuRpAAAAAA2YOTTIzcSExMVHh6uIkWKqGDBgunay5cvL0kKCwvLdIxz584pISFB5cuXl8lksmqMW7G7FwAAAODEOnTokGV7VlO1rl27JsMw5O/vn2F7auISHR2d6RhXr16VpFyNcSuSlCwkJYTbOwQAAAA4qfz6LHm7JCUrSUlJkiR3d/cM2z08PCRJ8fHxNh3jViQpAAAAgBO73aL2rKTu2JWYmJhhe0JCgiSlWVBvizFuxZoUAAAA4C7l5+cnV1fXTKdiRUVFSVKG61VSFSpUSFLm07myM8atSFIAAACAu5S7u7vKly+vy5cvKzY2Nl376dOnJUlVqlTJdIwyZcrI29vbcq01Y9yKJAUAAAC4izVu3FiGYVi2Iv6v7du3S5IaNWqUaX8XFxc1aNBAV69ezfBk+eyMkW7MbF8JAAAA4I4TEhIik8mkjz/+OM2UrcOHD2vRokUKCAhQx44dsxyjX79+kqR3333XsgZFSjlxfvPmzapTp47q1q2b7ZhMRl4cUwkAAADAab377ruaOXOmSpUqpc6dOysmJkYrV65UUlKSZsyYYTmQMSoqSrNnz5YkjRkzJs0YY8eO1Zo1axQYGKj27dvrwoULWr16tby9vTV37lxVq1Yt2/GQpAAAAADQwoULNX/+fIWFhcnHx0e1a9fW6NGjVadOHcs1Z8+etWx5fOTIkTT9k5KSNGvWLC1evFhnzpyRv7+/GjZsqDFjxqhy5co5ioUkBQAAAIBDYU0KAAAAAIdCkgIAAADAoZCkAAAAAHAoJCkAAAAAHApJCgAAAACHQpKCXDt69KhefvllderUSXXq1NE999yjLl266LXXXlNYWFiux4+IiNCiRYvyIFIgbwwfPlzBwcH68ssvb3ttWFiYgoOD1a5dO5nN5nyILq3BgwcrODhYhw4dsvm9Fi9erODgYL355ps2vxfuLNa+pwYOHGjT3+/g4GA1bNjQ6v68JwDrkaQgVxYuXKiePXtq+fLlql69ugYOHKjevXsrICBA3333nbp166aFCxdaPf7hw4fVuXNnbdiwIQ+jBnLnwQcflCQtX778ttemJth9+vSRi0v+/5Xbq1cvjR49WsWKFcv3ewPZZe17qk+fPjb9/R49erRGjBhhdf/q1atr9OjRatWqVR5GBdwd3OwdAJzXuXPn9NprrykgIEDff/+9SpQokab9t99+0yOPPKJXX31VjRs3VoUKFXJ8j+vXrysuLi6vQgbyRNu2bVW8eHEdPXpUBw8eVI0aNTK8Ljk5WcuXL5erq6tCQkLyOcoUvXv3tst9gZyw9j1VsmRJm8Z162naOVW9enVVr149j6IB7i5UUmC1TZs2KTExUT179kyXoEhSo0aN1K9fPyUlJWnNmjV2iBCwDTc3N8uH/6VLl2Z63S+//KJLly6pTZs2Nv8wBTgz3lMAbkWSAqslJiZKSpmSlZmHH35Yn376qe677z7Lc4ZhaOHCherXr5/q16+vevXqqW/fvlq4cKEMw7BcN3HiRA0ZMkSStGHDBgUHB+uTTz6xtEdHR+vDDz9U586dVatWLTVo0ECDBw/Wzz//nC6OhIQEffTRR+ratavq16+ve+65R3369NHMmTMtr+O/8S1dulTDhg1T06ZNVfP/27v3uBzv/4Hjr45EjlFiGovrRslPmzlmJIcZ5rxMfTHGfIcZ5rAxh4WNHQwzbMbXIYxKDq02TDmkacNaWw4RKiqHJKm77q7fH3Zfc+suMTaH9/Px8PDoc32uz/W57q6r+3pfn5ObG8899xyvvvpqiV+e4snSr18/LCws2LFjBwaDwWye4OBgAHx9fYHSX/tw8/rX6XTExsYyYMAA3N3d8fLyIjY2FoDdu3fj7+9Pq1ataNy4Md7e3kydOpVz586ZlFPcmJSUlBRmzpyJt7c3Hh4eeHt7M2XKlCL7Axw4cIDhw4fTvHlz3N3d6dChAwEBAaSnp5fqs9Lr9Xz11Vf06NEDDw8PmjZtSv/+/dm4cWORcTr+/v40atSI+Ph4evTogbu7O97e3pw9e7ZUxxKPrnu5p8xd3zqdjsGDB7Nlyxbatm2Lh4cHvr6+2rV25swZJk6ciJeXFx4eHvTu3ZsdO3awZMkSdDodMTExJmXdOiYlJiYGnU7HkiVL2L9/P/7+/nh6etK0aVMGDhzI3r17i9TX3JgUg8HAmjVr6NOnD02bNqV58+b4+fmZ7docGxvL2LFjeeGFF3B3d6dp06Z0796dRYsWkZeXdzcfsRCPFAlSxD3z8vLCwsKCXbt2MXToUMLCwrhy5YpJHhcXF3x8fLSuXqqqMm7cOKZOncqVK1d4+eWXeeWVV7h27RpTp07lnXfe0fb18fGhV69eANStW5dRo0bx/PPPA5CWlkavXr1YtmwZtra2+Pr64u3tTUJCAm+99RYBAQEm9Rg7dixLly7F3t4eX19f+vTpw9WrV/noo4+YNm2aSd6pU6cyadIkUlNT6datG4MHD6ZZs2YcPnyYSZMmsXHjxvv+WYpHT+3atWnRogUXL15k3759RbZfvnyZH3/8kZo1a+Ll5XVX1/6txo4dS0FBAf/5z3/Q6XQ0btyYiIgI3nzzTRITE+nYsSODBg2ibt26WgB0+fLlEuv+66+/0qtXLwIDA3FxcWHgwIE0bNiQkJAQ+vfvT1JSkpZ32bJlDBkyhJiYGFq1asXAgQOpVq0aa9asoVevXnecHCM7O5tXX32Vjz/+mNzcXHr37s2LL75Iamoq77//PqNHjy7yQFpYWMjrr7+Og4MD/v7+uLm54eLiUuJxxKPvbu+pkhw/fpypU6fSqlUr+vbtS4sWLbC0tCQhIYH+/fsTGhqKoij4+/tToUIFxo0bd1cvoXbv3s3QoUOxsrLC19eX1q1bExsby4gRI4iLiytx3/z8fIYMGUJAQACZmZl0796dl156iZMnT/Lf//6XVatWaXm3bNmCn58f0dHRtG7dmiFDhtCpUydSUlJYvHgx7777bqnrLMQjRxXib1i3bp3aqFEjVVEUVVEUVafTqS+++KI6bdo09bvvvlNv3LhRJL+iKOqbb76p5uXlael6vV4dMWKEqiiKGhwcrKUfPHhQVRRFHTlypEk5w4cPVxVFUefMmaMaDAYtPTU1VfXx8VEVRVEjIiJUVVXVY8eOqYqiqAMGDDAp49q1a2r79u1VnU6nXrp0SVVVVY2Pj1cVRVH79OljUj9VVdWtW7eqiqKo/fv3/xufmHic7NixQ1UURX377beLbFu5cqWqKIq6aNEiVVXv/tqfNGmSqiiK2q1bN1Wv15uU3atXL1VRFPXMmTMm6XPnzlUVRVG/+eYbLc3Pz09VFEX9/fffVVVV1cLCQrVr166qoihqaGioyf4bNmxQFUVRx4wZo6qqqh49elTV6XRq69at1RMnTpjk/fLLL1VFUdQePXqohYWFqqqqalBQkKooihoQEKDlmzlzpqooijp27Fg1NzdXS79y5Yrar1+/Yus7dOjQIp+pePzdzT2lqkWvb1VVte+jZcuWFSmjT58+qqIoamBgoEn6F198oe138OBBk7KeffZZ7Wfjd5KiKOrmzZtNyli4cKGqKIo6ceJELc3cPbFs2TLtey0nJ0dLP3/+vNqiRQvV3d1dzczMVPPz89XmzZurnp6eanJyssmxzp49q7q5uakNGzY0KUOIx4m0pIi/5dVXXyU4OJg+ffpQtWpVVFUlMTGRjRs38tZbb+Ht7U1oaKiWf/369QBMmzYNW1tbLd3GxoaJEycCsGHDhhKPmZ6ezp49e6hRowYTJ040mTHJ2dlZeyNtPJZRamoqKSkp2s/29vYEBgZy6NAhqlatCoCDgwPz5s1j5syZJvUDaNWqFcAd31KLJ4ePjw9VqlRh165dZGdnm2wLDg42GTB/r9d+586dsbGxMXv8Q4cOmfw8atQooqKiGDx4cLF1jouL4+TJk7Ro0YIePXqYbOvXrx/Dhw/X3lJv3rwZVVUZPXo09erVM8k7YsQIGjRoQEJCAr/88ovZY+Xn5xMSEkLZsmWZOXMmZcqU0bZVrlyZ6dOnA0XvVYBu3boVew7i8XU399Sd3H4NJSQkEBcXR+PGjRkwYIDJtuHDh99Va12tWrXo06ePSVqHDh0AOH36dIn7Gltspk2bhp2dnZZeo0YNpk6dyujRo7lx4wYFBQXMmDGD+fPnU6tWLZMyateujYuLCwaDgatXr5a63kI8SmR2L/G36XQ65syZg6qqHD9+nNjYWGJiYti7dy+XLl3SHsA6derEiRMnsLGx4dtvvzVblpWVFfHx8aiqioWFhdk88fHxwM2B+VZWVkW2N2/e3CSfoii0bt2a/fv34+Pjg5ubGy1btqR169Y899xzWFv/dRs4OTnx8ssva8HW6dOnSU5O5tSpUxw5cgSg2L7S4slja2tLz549WblyJeHh4fTt2xe4ee0dO3YMb29vnJycuHHjxj1f++ZmxRs8eDDvvPMO7777Lp9//jmtWrWiZcuWeHl53XEwsfG+8PT0LLLN0tKS8ePHaz//9ttvALRo0aJIXgsLC5o1a0ZCQgLx8fE8++yzRfKcPn2anJwcPD09qVixYpHtbm5u2Nvbc+bMGbKzs7G3t9e2SfeuJ1Np76k7sbGxoWbNmiZpR48eBTC77om1tTWenp6lHvtUt27dImkVKlQAbo7BKk5eXh6JiYk4Ozvj7OxcZPtLL71k8nOXLl0AuHDhAidOnCAlJYWkpCTi4+M5c+YMIN9J4vElQYq4bywsLNDpdOh0OgYOHMi1a9eYM2cOwcHBLFq0iBYtWqCqKvn5+SxevLjYcgwGA9evXzd5YLnVtWvXgL++EG5XqVIlypYtS05Ojpa2dOlS1qxZw7Zt24iLiyMuLo7ly5dTuXJlRo4cafLmedu2bSxevFjrl29jY0PdunXx8PDg2LFjd/mpiMddv379WLlyJaGhodoD1e2De7Oysu752r/1TatRjx49qF69OqtXryY6OpqQkBBCQkKwsrLCx8eHGTNmaK2DtzO+dS3u/rmV8U12cXmND4s3btwwu/1O96qxjOzsbHJycu543uLJUJp76k7Kli1bJM04ZrJ69epm97mb2cJubRU0Mr5cUG+bBONWmZmZQOnuP7g5fmz+/Pn89NNP2jFq1arF//3f/1GlShUyMjJKPJ4QjzIJUsQ9MRgM9OjRg7y8PH744QezrR4VKlRg5syZhIeHc+7cOcqXLw/cbNKOjIy852Mb/7hfuHDB7Pbc3Fzy8vJMvohsbW0ZOnQoQ4cO5dKlS1pLz/bt25k7dy41atSgS5cu7Ny5kwkTJlC9enVmz55N06ZNefrpp7G2tiYjI4PNmzffc73F48nV1ZVnn32WQ4cOkZKSQvXq1dm+fbvJ4N77de3fqmXLlrRs2RK9Xs+vv/7KgQMHCA0NJSIigry8PJYtW2Z2P2NdjAHE7XJycihXrhyAFjRcuHDBbNCTlZUFQJUqVcyWdad79dYyKleuXGwe8WQpzT11L4zXc3HX/u3dyx6EO91/er0eS0tLrK2tuXDhAoMHD0av1zN69GjatWuHq6urFsB36dKFjIyMB15nIf4tMiZF3BMrKysKCws5d+6c2VlYbletWjXs7e15+umnuXDhAmlpaUXyXLlyhYCAANatW6elmQt+jIt8xcXFmV3oMSYmBlVV0el0APz+++/MmzdPezh0cHCga9euzJ07Vxu/YpxyMiQkBIBZs2bRt29fXF1dte5gJ0+eBEp+SyaeTP3790dVVcLDw4mKiiIzM9Nkhfl7ufaLo9frWbJkCQsWLABuBuDPPfccY8aMISgoCCsrK5MpVG9nXFjO2H3xdt27d6d58+bk5ubi7u4OoL3Fvd3BgwcBtHvtdnXr1qVcuXKcPn3a7HTFiYmJZGRk8MwzzxQZAyaebHe6p+6Fh4cHQLFjqIpLv5/s7e2pXbs258+fN/u3YPny5Xh4eLBt2zYiIiK4fv06fn5+jBo1Cnd3dy1AycnJITU1FZDvJPH4kiBF3LOhQ4cCMGXKFH7++eci2/Pz8/noo4/IycnRmuj79+8P3BwweGsXkcLCQgICAlizZo3JuivGAOHWPr5OTk60b9+ejIwM5s+fb7LOwoULF5g3bx6A1k3AYDCwYsUKPvvssyJBjbH/8VNPPQX81UXg4sWLJvnS0tKYM2eOdl5C3KpLly5UrFiRiIgIvvvuO7ODe+/22i+Ora0tYWFhLFu2rMh9l5KSgsFg0K5nczw9PalTpw7R0dFFFlkNCgoiOTmZZs2aUbZsWW3dii+//FIL0o1WrVrFr7/+Sv369WnSpInZY9nY2NC7d2/0ej2zZs0yWdPh6tWrzJgxA/jrXhXCqDT31N3y8PDAzc2NmJgYtm/fbrJt7dq1RdYSelCMi1bOmTPH5LstPT2dDRs2YGVlRatWrbSA5PbWEr1ez7Rp07T7qaCg4B+ptxD/NOnuJe5Z3759OXPmDF999RWvvvoqjRs3pkmTJtjb25ORkcH+/fu5cOECHTt2ZOTIkcDNAb8//fQTkZGRdO3alTZt2lC+fHn279/P8ePHURSFt99+WzuGcWBhTEwMc+fO5fnnn6dDhw7MmjWLgQMHsnbtWmJjY2nWrBlZWVns2bOHq1ev4ufnpw04bNy4MT179mTLli28+OKLtG/fHjs7O+Li4oiJiaFu3braA2Tfvn0JCwtj1qxZxMTEULNmTVJTU/nxxx9RVZVy5cpx7do1DAaD2UH74slUtmxZunfvTmBgIMeOHTO7GvbdXvslmTx5MiNGjGDQoEF07NiRp556ioyMDCIiIrCysmLChAnF7mtpacm8efN47bXXGDNmDG3btqVevXqcPn2aPXv24OjoyPvvvw/cvHfGjRvHJ598Qp8+ffD29sbR0ZGjR49y+PBhqlevzmeffVZiXceNG8fRo0f54Ycf6N69O61btyY/P5/IyEjS09Px8fEpcTYy8WQqzT11L2bPno2fnx/jx48nNDSUevXqER8fT0xMDFWrVuXy5csP/G/7sGHD2L9/P+Hh4Rw7dky7JyIiIsjMzOTDDz/EwcEBb29vFixYwPbt27l06RLu7u5kZWURGRlJWloaDg4OXLp0SRvnIsTjRlpSxN8yfvx4Nm3axCuvvEJOTg5bt25lxYoVREVF0bBhQxYuXMjixYu1FhFra2u+/PJLpk+fTrVq1di+fbu2OOLo0aNZt26dSd93Z2dnJk2aRKVKlVi3bh07d+4EwNHRkaCgIIYPH05ubi4bNmwgMjKSxo0bs2TJkiILNAYEBDB9+nQcHBzYsWMHq1evJi0tjWHDhrFx40at73zLli1ZunQpHh4e7N27l3Xr1pGQkMBLL73E1q1badeuHbm5uezfv/+f+HjFI8TYPSU3N5dXXnmlyPa7vfZL0qZNG9auXUu7du04cuQIK1euJDIykjZt2rB+/XratWtX4v5NmjQhODiY3r17k5CQwOrVq/ntt9/o3bs3mzZtwtHRUcs7fPhwvvnmG5o1a8b+/fsJDAzkypUrDB06lK1bt1K/fv0Sj1W+fHnWrVvH+PHjKVOmDEFBQYSHh1O7dm3mzp3L4sWLJeAXZt3pnroXDRs25Ntvv6Vz5878+uuvrF27luzsbL744gtt1q8HPWmDra0tK1euZMKECdjY2LBp0ya2bduGoigsX75cW8TYuGhqp06dOHnyJKtXr+bAgQO4ubmxevVqRo8eDWB2lXohHgcWqnRmFEIIIcRjTq/Xk5aWRo0aNcyuPeTr68vhw4eJjo4u9QsDIcSDIy0pQgghhHjs6fV6OnfuTNeuXYuMT4yOjubIkSO4ublJgCLEQ0JaUoQQQgjxRHjvvffYvHkzTz31FO3atcPOzo5Tp04RGRlJmTJlWL16tTarnRDi3yVBihBCCCGeCAaDgeDgYIKCgkhKSuL69etUr16dVq1aMXz4cFxcXP7tKgoh/iRBihBCCCGEEOKhImNShBBCCCGEEA8VCVKEEEIIIYQQDxUJUoQQQgghhBAPFQlShBBCCCGEEA8VCVKEEI+UmJgYdDqd2X+NGjXC09OT7t278+GHH5Kenv5vV5f33nsPnU7HokWLtLTg4GB0Oh2DBw/+2+UnJib+7TLuJDQ0FJ1Oh7+/f6nyG8/P29v7gdZr8uTJ6HQ6lixZ8lgcRwghxF+s/+0KCCHEvfL09DT5WVVVrl+/zunTpzl+/DghISH873//o0GDBv9SDR8cvV7PwoULWbNmDUePHv23qyOEEELcVxKkCCEeWevXrzebnp6ezqhRozh69CiTJ08mJCQECwuLf7h2xevYsSNNmjShXLly91xGeno6X331FVZWVvexZkIIIcTDQbp7CSEeO46OjsybNw8LCwv++OOPh66loUKFCri6uuLs7PxvV0UIIYR4KEmQIoR4LNWpU4c6deoA8Ntvv/27lRFCCCHEXZHuXkKIx5a9vT0A169f19J0Oh1OTk6sXbuWSZMm8dtvv1GlShXGjRtHz549AcjMzOTrr7/mhx9+IDU1FTs7Ozw8PBgyZAitW7c2e6wjR46wdOlSjh49Sl5eHk2bNmX8+PFm8wYHBzNlyhRatmzJqlWrTLZlZWWxevVqwsPDSU5OxtramsaNGzNkyBDatm0LoHVhAzAYDOh0OgCOHTumlVNQUMDGjRsJCQnRBte7urrSp08f+vfvb7ab2Pnz5/nyyy/Zu3cvly9fxtXVlWHDht3pY75vCgoK2LJlC2FhYfzxxx9cu3YNOzs7FEWhZ8+e9O3bt9hue9HR0SxcuJDff/+dcuXK0aJFC958803q1atnNv+RI0dYsWIFP//8M1lZWTg6OtKuXTtGjBiBk5PTgzxNIYQQpSBBihDisXXu3DmAIg+deXl5DBs2jIyMDOrVq0diYqL2MHv69GmGDBnC+fPnsbW1pW7dumRnZ7N371727t3LmDFjePPNN03KCwsL45133qGgoABHR0ecnZ2JiYlhwIABuLq6lrq+Z86cYdiwYZw9exYbGxvq169PZmYmBw4c4MCBA3z44Yf06tWLOnXq4O7urrUQ3T6BQE5ODm+88QYxMTFYWlri4uKCra0t8fHxxMXFsXv3br744gtsbW21fU6ePMmgQYO4ePEi9vb21KtXj7Nnz/L2228XKf9B0Ov1DB8+nOjoaKytrXFxcaFGjRqcPXuW2NhYYmNjSUxMZPLkyUX2jYyMZNGiRZQpUwZXV1dSUlIICwtj586dLF26tEhguW7dOj744ANUVaVKlSooisKZM2dYt24dYWFhfPPNNzRq1OiBn7MQQojiSXcvIcRjafv27WRmZmJtbU3Lli1NtmVmZpKfn094eDghISFERkbi7u5Ofn4+Y8aM4fz58/Tq1Yvo6Gi2bt3K7t27+frrr6lQoQILFy4kKipKKysjI4P33nuPgoICJkyYQFRUFMHBwezatQtFUYiPjy9VfVVVZdKkSZw9e5Y2bdoQFRVFSEgIP/74IwEBAQC8//77pKen88Ybb/D5558DYGVlxfr1600mEfjwww+JiYnBw8OD8PBwIiIi2LZtG9999x2KohAVFWUyJbKqqkyePJmLFy/SuXNnoqKiCAoKYt++ffTt25dffvnlnn8PpRUYGEh0dDSKorBr1y6+++47QkJCiI6O5vXXXwdgzZo1XLt2rci+R44coWXLluzZs4fg4GD27t3LK6+8gl6vZ+LEiWRnZ2t5f/75ZwICArCzs+Pjjz/m4MGDBAcHc+DAAQYNGsSVK1cYPXo0ubm5D/ychRBCFE+CFCHEY8NgMJCWlsb69euZMWMGAP369TPbfcfPz09Lr1KlCgDff/89x48fp3HjxsyePVvrLgbg5eXFO++8A8DSpUu19PXr15OTk4OPjw+vv/661h3JycmJhQsXmrRWlOTQoUMcPnwYBwcHPv/8c6pWrapt69evHz4+Puj1eiIiIkosJy0tjaCgIMqXL8/ixYt5+umntW116tRhwYIFWFlZsXbtWu3hPSYmhri4OG3CgfLlywNQpkwZZs2ahaIopTqHv+PgwYNYWloyefJkatSooaXb2toybtw47OzsKCgoICkpqci+xs+scuXK2j7Tp09HURQuXrzIjh07tLxLliyhsLCQcePG0b17dy29TJkyvPvuuzRt2pTk5GS2bdv2wM5VCCHEnUmQIoR4ZJlbzLFt27bMmDGDa9eu4e3tzaRJk8zu26RJkyJpe/bsAaBTp05mx2x06dIFgMOHD2sP+Pv37wegR48eRfI7OzsXO4bldnv37tWOfWtwZPT++++za9cu/Pz8SiwnKiqKgoICPD09zQZnrq6u1KtXj5ycHH7++WeTc+jUqRNly5Y1yW9lZUXv3r1LdQ5/h3E8T6tWrYpsy8vLo1KlSgBmWzi6du1KhQoVTNKsrKy034nx/PLy8oiJiQHgxRdfNFsP4+94375993gmQggh7gcZkyKEeGTdPlbC2tqaChUq8Mwzz9CuXTuee+65YvetXr16kTTjAPOgoCB+/PFHs/tZWVlhMBhITk6mQYMGnD17FqDYsSc6na7Ysm5lLKd+/fpmt5d2MLfxHP744w8GDBhgNk9aWhoASUlJvPDCC9qxn3nmGbP5jQPzHzRbW1suX77MoUOHOHXqFGfPnuXEiRMkJCSQn58PQGFhYZH9ilus0/hZGltfkpKStHJGjx5tdp/MzEzg5vggIYQQ/x4JUoQQj6ziFnMsjTJlyhRJM7aOJCUlme1WdCvj2Ajj/3Z2dmbzVaxYsVT1ycrKAvhbCzzCX+dw8eJFLl68WGLe28+huGPf3krxINy4cYN58+axefNm9Hq9ll6tWjU6d+7Mvn37tADidsXV25iel5cHYDI25U7jbMyNfRFCCPHPkSBFCCH+ZOzqtGrVqiKD7YtTsWJFLl26RE5Ojtntxgfk0h67uHJKy1jOyJEjGTt2bKn2MQZSf/cc/o733nuPHTt24ODggL+/Px4eHtSvXx9HR0cA2rVrV2yQcuPGDbPpxqDE2H3OGEjWqFGDyMjI+3wGQggh7icZkyKEEH8yDjI/deqU2e0Gg4Ho6GjOnTundTsy7nPrGiW3Mna/Ku2xi8u/Z88e/Pz8WLFiRanKKe4c4OaYmhMnTmjBx53OoaSy7oe0tDTCwsKwtrZm/fr1jBw5ktatW2sBSn5+PpcvXy52/+K6ZiUkJABo00vXrl0bS0tLMjIyTFpVbpWcnMzRo0dLPJ4QQogHT4IUIYT4k5eXF3BzTIrBYCiyfceOHQwePJi+fftqYxvat28PwKZNm4rkz8zMLPUbe2PLzffff2+2ZSAsLIxDhw5pD9eWljf/fKuqapKvTZs2WFhYEBUVpY09uVVycjL+/v5069ZNC0q8vb0BiIiI0Lqd3So0NLRU53CvUlJSUFWV8uXLm8xGZhQWFqYFVOZ+L+Hh4SZdxODmuivGehsXwaxQoQJNmjTBYDAQFBRkti7Tpk2jf//+JlM0CyGE+OdJkCKEEH/q3r07tWrVIj4+nsmTJ5uMSzh48CCzZs0CwNfXVxvT4uvrS7Vq1Th48CDz58+noKAAuBmgvP3226Ue2+Dl5UWDBg3IyMhgwoQJJsHCpk2b2Lp1K2XLlqVfv37AX+MtCgsLTYKRunXr0rlzZ27cuMHIkSNNWhnOnTvHqFGjyM/Px9PTEw8PD+DmTGdt2rQhMzOTt956iytXrgA3V4CfN28esbGxd/dB/qmwsJCsrKwS/6mqiouLC5aWlly9epXAwEBtf4PBwJYtW7TppMF817MzZ87w7rvvasFdTk4OU6ZMISkpCVdXVzp16qTlHTlyJACffvqpyTTDer2e+fPnc+DAAWxsbBg4cOA9nbMQQoj7Q8akCCHEn+zs7Fi8eDHDhg1j69atREREUK9ePbKysrTV69u2bWsyM1TFihX55JNPGDlyJF9//TXBwcHUrFmTxMRE9Ho9Xl5e2vTCJbG0tOSzzz5j0KBB7Ny5k3379uHq6kpGRgbp6elYWVkxc+ZMatasCUDlypVxcnIiLS2Nnj174uzszKpVq6hYsSKzZs0iJSWFuLg4unTponV3OnXqFAUFBdSsWZMFCxaYHH/OnDkMGjSIAwcO0L59e1xdXUlNTeXy5cu0b9++VDOU3e78+fM0a9asxDyHDh2iWrVq+Pr6EhgYyMyZM1m+fDlVq1YlJSWFzMxMKlWqRIMGDUhISOD8+fNFyujQoQPbtm0jMjISFxcXkpKSyM7OxsHBgQULFmBjY6PlfeGFF3jrrbf4/PPPmTBhAh999BFOTk6cO3eOq1evYmFhwezZs7XPTAghxL9DWlKEEOIWjRo1YuvWrbz22ms4Oztz4sQJMjIycHNzY8qUKSxZsgRra9P3Oy1atGDz5s1069YNKysrEhMTadSoEStXruT5558v9bGfeeYZQkNDGTJkCI6Ojhw/fpzc3Fzat2/P2rVr6dmzp0n+Tz/9lIYNG5KdnU1qaiopKSkAVKpUicDAQKZMmYKbmxvJycmcPn2aWrVqMWTIEIKCgopMaezk5MSGDRsYNmwY1apV4/jx41SpUoUZM2bwxhtv3NuHeRemTZvGBx98gJubG1lZWZw8eZLKlSvj7+9PaGio1rLxww8/FNm3R48eLF68mNq1a3P8+HHs7Ozo168fISEhZhei/O9//8uaNWvw8fGhsLCQhIQELC0t6dChA2vXruXll19+4OcrhBCiZBbq7R2ahRBCCCGEEOJfJC0pQgghhBBCiIeKBClCCCGEEEKIh4oEKUIIIYQQQoiHigQpQgghhBBCiIeKBClCCCGEEEKIh4oEKUIIIYQQQoiHigQpQgghhBBCiIeKBClCCCGEEEKIh4oEKUIIIYQQQoiHigQpQgghhBBCiIeKBClCCCGEEEKIh4oEKUIIIYQQQoiHigQpQgghhBBCiIeKBClCCCGEEEKIh8r/A1u0g7Tx1V05AAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<Figure size 720x504 with 2 Axes>"
+       "<Figure size 1000x700 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -1186,9 +1186,9 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAykAAAKGCAYAAABOV9TlAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAA9hAAAPYQGoP6dpAACexElEQVR4nOzdd3zNZ//H8ffJFAmxRe2IxB61N0FLaxO1S1s6jFv1btHSdXfeXTpVh1JKUZvaq1apXSNI7AgRMwmZ5/v7wy/nlmaIk5ycc3g9f4/z+N051/d7XZ+jOZzP+VzDZBiGIQAAAABwEC72DgAAAAAA7kSSAgAAAMChkKQAAAAAcCgkKQAAAAAcCkkKAAAAAIdCkgIAAADAoZCkAAAAAHAoJCkAAAAAHApJCgAAAACH4mbvAABrffnll/rqq6/u6Z6GDRtqxowZuR7LggULNH78eDVp0kTTpk2zup9z586pbdu2cnV11eHDh3MvwFy0evVqLV68WH///beuXLkib29vlSlTRq1atVL//v1VtGjRXB3vxIkT8vf3v6d7YmJiNHPmTK1fv15nzpzRzZs3VaRIEVWrVk0dO3ZUp06d5OKS9juaHTt2aNCgQSpXrpzWrFmTmy8hxw4cOKCvv/5au3fvVnJysipUqKCQkBD169dPJpPpnvtbsWKFZs2apSNHjigxMVGVKlVS37591bt37wyvT0xM1Pfff68lS5YoIiJCvr6+aty4sUaOHKkKFSpwD/c45T3/9MILL2jjxo0O+3cv8KAxGYZh2DsIwBq//fab5s+fn+75PXv2SJICAwPl4+OTpq1atWqaOHFirsfyICQpSUlJGjlypDZs2CBJKlOmjIoUKaLLly/rwoULSklJUcGCBfXpp5+qRYsWOR7vxIkTmjhxoipUqKB333032/cdPnxYw4YN06VLl+Tp6any5cvL3d1dERERunbtmiSpTp06+v7771WwYEHLfY6apOzcuVNPPfWUkpKSVLp0afn4+OjYsWMyDENdunTRRx99dE/9vfnmm5o9e7Ykyd/fXwkJCYqIiJAkhYSE6J133klzfUpKip5//nlt2rRJHh4eqly5siIjIy0J6syZM1WtWjXu4R6nuuefZs2apbfeessh/+4FHlgGcJ8JDAw0AgMDjT///DPPxrxx44YRFhZmnD9/Pkf9JCYmGmFhYUZ4eHguRZZ7PvjgAyMwMNDo3r17uvguXbpkvPzyy0ZgYKBRp04d48yZMzke74svvjACAwONV199Ndv33Lp1y2jZsqURGBhofPTRR0ZcXFya9h07dhiPPPKIERgYaAwdOjRN282bN42wsLBciT23xMbGGo0aNTICAwONmTNnWp4/dOiQ0bRpUyMwMNBYunRptvubP3++ERgYaNSvX9/YuXOn5fl169YZNWvWNAIDA43NmzenuWfKlClGYGCg0aVLF+PChQuGYdz+PX3rrbeMwMBAo2PHjkZKSgr3cI9T3XOnuXPnGlWqVDECAwONqlWrZnodgLxFkoL7jj2SlPtdXFycUbt2bSMoKMiIiIjI8JqUlBTjiSeeMAIDA4133303x2Nak6SkfggfNGhQptccPXrUqFatmhEYGGgcOXIkx3Ha0vTp043AwEDj2WefTde2atUqywez7EhOTjaaN29uBAYGGhs2bEjX/v777xuBgYHGSy+9ZHkuISHBaNasmREYGGj8/fffaa5PSUkxunbtagQGBhpr1qzhHu5xmntSxcbGWhKZ1AdJCuA4WDgP4K5OnjypW7duqWjRonrooYcyvMbFxUVdu3aVJB08eDAvw7NInaZRs2bNTK8JDAxU9erVJUl///13nsRlrWXLlkmSunXrlq6tffv2KlSokEJDQ3X69Om79rVz505FRUWpVq1aat26dbr2kJAQjRkzRh06dLA89+eff+rSpUuqXLmyatSokeZ6FxcXde/eXZK0atUq7uEep7lHkk6fPq0OHTrol19+kbe3t1577TUBcCwkKXjgnDt3TkFBQerbt68OHDigrl27qkaNGgoODtbWrVst123fvl2jR49W69atVbNmTdWtW1edO3fWF198odjY2DR9LliwQEFBQRo8eHCG48THx2vSpEl65JFHVLNmTbVo0UKvv/66oqKiMoztn/Ong4ODFRQUpOTkZC1YsEA9evRQnTp11KBBAz3//POZftiOi4vT119/rY4dO6p27dpq06aNPvroI928edPSZ3a4ud3eYyM6OlpHjhzJ9LrOnTtryZIlGW5oYBiGli5dqgEDBqh+/fqqXbu2OnfurO+++07x8fFprg0KCrL08dtvvykoKEjjxo3Ldpzbtm1TSkpKptd98sknWrVqlTp37mx5bseOHQoKClL79u0tz3355ZcKCgq662PBggVp+r927Zo+/vhjPfroo6pZs6YaNmyoZ555Js3v192kpKRYkq46deqkazeZTJYPZanrsLLy119/SZJatWqVYXulSpX07LPPql27dpbnDhw4IEmqXbt2hvekPr97927u4R6nuUeSLly4oKioKDVr1kyLFy9WcHBwhvcDsB9298IDKzo6WkOHDpVhGKpUqZJOnjxp+dA+adIkTZ48WZJUunRpBQYG6uLFizp27JiOHTumzZs369dff5Wrq+tdx0lISNDgwYO1d+9e+fn5qWLFijp+/LjmzJmjLVu2aMmSJekW+Gfmgw8+0IwZM+Tr66uKFSvq5MmTWr9+vbZs2aJffvlFtWrVslx748YNDRkyRAcPHpS7u7sCAwN1+fJl/fDDD9qxY4cSEhKy/WdVqVIlFS9eXJcuXdKQIUP0zDPPqFOnTvLz80tznY+PT4aJj9ls1ssvv2ypDJQuXVoFCxbU8ePHLQnD1KlT5evrK0l6+OGHFRkZqcjISBUrVkzlypXL1g49jRs31k8//aRDhw5p4MCBeuqpp9SiRQt5enqmua5s2bLZet2lSpXSww8/nGHblStXdOrUKUlK8+dw8uRJDRkyRJGRkfLw8FDFihUVGxurzZs3a/PmzRo1apSGDx9+17EjIyOVlJQkd3d3lShRIsNrSpcuLUk6c+bMXfsLCwuTdHuxfGJiohYvXqzNmzcrJiZGAQEB6tOnjypVqpTmnnPnzkm6vUlCRlKrapGRkUpOTpabmxv3cI/D3yPdfs9OnTpVzZo1k/S/33UAjoMkBQ+sM2fOqHr16vr555/l4+Ojq1evqnDhwjp06JC+/fZb5c+fX99//73q169vuWf16tUaPXq0Dhw4oC1btmT6rfSdDh06pEKFCumHH36w7Hp15MgRPfnkk4qIiNBvv/2WpgKTlZkzZ2rs2LEaPHiwXFxcdPXqVT3zzDM6ePCgJk+ebEmsJOnjjz/WwYMHVb16dX399dcqVaqUJGnevHl64403sqw0/JObm5teffVVvfjii7p69ao++ugjffTRRwoICFCjRo3UtGlTNWnSRN7e3hne/8MPP2jZsmWqUKGCPvnkE0sFICoqSv/+97+1Y8cOvfXWW/r0008lSbNnz7ZsMd26dets7+7VqlUrtW7dWhs3btTu3bu1e/dueXp66uGHH1ajRo3UvHnzLKeC/VOvXr3Uq1evdM/fvHlTffr0kSQNGjRITZs2lXR7B7RRo0YpMjJS3bt314QJEywJ6ObNm/Xiiy/qiy++UM2aNdWyZcssx7569aokydfXN912yalSdydL3bUsK5GRkZJuV2h69uypY8eOWdq2bdum2bNn64MPPlCnTp3SxVCoUKEM+0xNKs1ms27cuKEiRYpwD/c4/D2SVL58eZUvXz7DewA4BqZ74YE2bNgwy4fIwoULS5K2bt0qNzc3DRo0KE2CIkmPPPKImjRpIul/30xnx0svvZRmW96qVauqR48ekqS9e/dmu5/HH39cTz31lOVDa+HChS3fyu/bt89y3eXLl/Xbb7/J3d1dX375pSVBkW6vPRgyZEi2x0z12GOP6euvv1bx4sUtz4WFhemXX37R8OHD1bRpU73++uuWDw2p4uPj9cMPP8jFxUWTJk1KM2+8RIkSmjRpknx8fPT7779na21FVkwmk7744gsNGjTI8o1pQkKCtm/frkmTJqlXr15q27at5s2bJyMHu6+PHz9eR48eVb169TR27FjL86tXr9axY8dUs2ZNvfvuu2kqZC1atNDLL78sSfr222/vOkZqpeufVaA75cuXL821Wbl586Yk6Z133tHly5f1+eefa9++ffrjjz80ePBgJSUlady4cWmm86VOw0sd5588PT0t57SkxsA93OPo9wBwDiQpeKBlNI952LBhOnDgQIZTcsxms6VacOvWrWyPk9G35uXKlZN0e91ITvpJ/Tbwzn7++OMPpaSkqHHjxpYpQXdKrQLcq3bt2mn9+vX66quv1K1btzQJS3x8vObMmaNOnTqlSTb27t2r69evq0KFCqpatWq6PosUKaKGDRvKMAxt2bLFqrju5Onpqddee03r16/X+PHj1bRp0zQf9M+dO6cJEyZo9OjRMpvN99z/lClTtHLlShUvXlyTJk2yJEOStHHjRkm3k9mMpgKmLkrfu3dvunVN/5SdQxpT48/Otakf0K5du6ZJkyapQ4cO8vLyUsmSJTV+/Hg9+uijSkpK0jfffGO5J7MKTirj9g6RaWLgHu5x9HsAOAeme+GBdueH7Du5uLjIbDZr8+bNCgsL05kzZxQeHq7Dhw8rJiZGku7pm/iMxkn95u9epl1ltDYh9QP4nf2Eh4dLur2TVUbKli0rHx+fu35QzoiHh4fat29vWWAeFhamzZs3a8GCBTp27Jiio6P14osvWhaTp1acLl26pL59+2bY59mzZyUpx5WUO5UsWVKDBw/W4MGDlZCQoN27d2v9+vVauHChYmNjtXLlStWvX18DBw7Mdp+bNm2yJCaTJk1K998j9c99/vz5lkMv/8nV1VUpKSk6d+6cqlSpkulYqclwYmJiptektmX2LfKdUq+pV6+eGjZsmK796aef1qpVq7RlyxalpKTI1dVV+fPnl5T5N9B3xpb6e8g93OPo9wBwDiQpeGC5urqm+Rb8Tj///LO+/fZbXb582fJc/vz59fDDD+vKlSv3dCKxq6trlgvs7yXZcXd3z1Y/169fl/S/f8Az4u3tbVWS8k8BAQEKCAjQ4MGD9c033+iLL77QoUOHdOjQIVWvXt0yRkxMzF13oUpNAHObp6enmjZtqqZNm+qFF17Q0KFDdfDgQc2dOzfbScrJkyf10ksvyWw2a9y4cemmAkqyvNZTp05ZFtVn5m6vNXUufep/y4ykrkVJnaqYldSpZ5UrV86wPXXR/M2bN3Xt2jUVLVr0rjGkju/q6mq5lnu4x9HvAeAcSFKAf/j111/17rvvys3NTQMHDlSjRo0UGBiosmXLysXFRa+88so9JSn2kPqteVZTyVLXKGTHmDFjtG/fPr399ttq3rx5hteYTCa98MILWrBggc6dO2fZmMDLy0uS1KVLF3300Uf38CruzYkTJ/Tiiy8qOTlZy5cvz/S6IkWKaOzYsRo4cKClgnM3sbGxeuGFFxQTE6NOnTrpySefzPC61D/3adOmWdYuWcvPz0/58+fXzZs3FR0drWLFiqW7JnUxfHZ2K6tYsaL27t2b6ZSXO59PTd4rVqwoSTp//nyG96Q+X7p0acu0G+7hHke/B4Bz4B0L/MNPP/0k6fYC4wkTJqh9+/YqX7685R+4ixcv2jO8bEn9Vvz48eMZtl+8ePGeqhZxcXGKiIjQ5s2bs7zOZDKpaNGikv63207q2psTJ05ket/hw4cVGhp6T4nTP6UebBgWFqbQ0NAsr02NMTvfrBqGoX//+986ceKEAgMD9c4772R6ber6oMxea0pKirZv366zZ8/edT2MyWSynJeTehbEncxms+V8nDu3ns5M6oYFhw4dyrA9dRvjAgUKWP5cUu/J7Bye/fv3pxufe7jH0e8B4BxIUoB/iIiIkKQMF3mfPn3aMmUpOTk5T+O6F61atZKLi4t27NiRYVK1cOHCe+ovdcH3b7/9ppMnT2Z63dmzZ3X48GH5+PhYtvpt0KCBvLy8dOjQoQwrULGxsRoyZIi6du2qTZs2WZ5P/WY/u9PhUhfgS9Knn36aZRKwevVqSbJsHZyVzz//XBs2bFCBAgX05ZdfWipDGUndwW3+/PkZrjVavny5Bg8erF69eikpKemuY6cerPjPwyIlae3atbp+/bqqV69u+Tb5bn25uLjo77//zjDpmT17tiSlOY2+QYMG8vX11aFDh9Ilfmaz2fJ7dOe2xdzDPY5+DwDnQJIC/EPqt+FTp05Ns+hy7969GjZsmOW5rBY021upUqXUpUsXJSYmatSoUWkSldWrV6fZwSk7OnXqpJo1ayo2Nlb9+/fXokWL0ixUNQxD27Zt09NPP62kpKQ0WzsXKFBA/fr1k2EYGjFihA4ePGi57/Llyxo1apSuXbum0qVLpzntPXXheOqUpux46aWX5OHhoU2bNumpp55KVzWIjY3Vd999py+//FLe3t4aNmxYlv2tXr1a3377rVxcXPTJJ5/c9UDJzp07q3Tp0jp06JDGjRuXplr1559/6u2335Z0e3e17Czi7dmzpwoXLqw1a9bohx9+sCRsR44c0VtvvSVJeuaZZ9Lck5SUpPDwcIWHh6fZga5kyZLq06ePDMPQ6NGj02w1vHTpUs2fP19ubm56+umnLc+7ublZtqseM2aM5cC7pKQkvfPOOwoNDVWlSpXSJDbcwz2Ofg8A52AycnJYAOCAUk88//nnn9WoUaN07efOnVPbtm3l6uqa4Tf7v//+u1588UVJt6cQlS5dWleuXFFkZKRcXV1Vt25d7dq1Sx07dtSkSZMk3f6me/z48WrSpImmTZuWrXHu5Z7g4GBFRETol19+SbdgO7N7rl27pv79+yssLMxy4vz169d17tw5Va9eXYcOHco0toxcvnxZI0aMsFSSvLy8VLZsWbm7uysiIkLXrl2TyWTSwIED9dprr6W5NzExUSNGjLBUSipUqKB8+fLp5MmTSkhIUMGCBTVr1qw0i7q3bdtm+fAREBCgJk2aaMKECXeNM3Xr4dQFs8WLF1fJkiWVkJCgU6dOKSkpSYULF9ann36appKyY8cODRo0SOXKldOaNWskSXXr1tXNmzdVrFgx1apVS7du3VJiYmK66k61atU0ceJESbenrj3zzDO6fPmyPD09FRAQoBs3bljWv7Rs2VKTJ0/OdNOGf9qwYYNGjBih5ORk+fn5qVChQjp27JjMZrNCQkLSTT9L/X2Q0r8Hbt26peeee05//vmnTCaTAgICFB8fr7Nnz8pkMum1115Lt5FAYmKinn76ae3cudPyexQZGakrV67Ix8dHc+bMUUBAAPdwj1Pd8093+/saQN6jkgL8w2OPPaaff/5ZjRs3louLi44dOybDMNShQwfNnj3bcvr5H3/84dCHgxUqVEhz5szRU089pZIlS1o+2D733HP68ssvJd3blpxFixbVrFmz9Pnnn6tTp04qXry4IiIiFBYWJh8fH/Xo0UOzZs1Kl6BIt7ctnjx5st577z3Vr19f0dHRCgsLU9GiRdW7d28tXLgw3a5TTZs21ciRI1W8eHGdOXNGR48ezVacwcHBWrFihV566SU1bNhQJpNJx44d08WLFxUYGKiRI0fq999/z9ZUr9Q1MtHR0Vq/fr22b9+u3bt3a8+ePWked57eXq1aNS1ZskRPPfWUSpUqpePHj+vSpUuqXr26xo8fr2+++SbbCYoktWnTRrNnz1abNm1069YthYeHKyAgQK+++qqlMpNdXl5emjp1qiZOnKhq1arp3LlziomJUfPmzfXTTz9luNOZh4eHfvzxR/3rX/9SmTJlLL9HHTp00Ny5czP88Mc93OPo9wBwfFRSgAfQiRMn1LFjR5UvX96yPgMAAMBRUEkB7kOhoaEKDg7WuHHjMmxP3aUrq8MEAQDAg+nTTz9VUFCQbty4ke17zGazfv31V3Xr1k1169ZV48aNNXr06Cw33MkKSQpwH6pYsaKuXbumhQsXav78+WnWUGzfvl1ffPGFJKlXr172ChEAADigRYsW6fvvv7/n+15//XW98cYbSklJUb9+/dSsWTOtWbNGPXv2vOvRABlhuhdwn5o9e7befPNNSf9bPH758mXLblnPPPOMXn75ZTtGCAAAHEVycrK++OILfffdd5YvN//66y8VLFjwrvdu2rRJw4YNU/PmzTVlyhTL2svNmzdr6NChqlatWobb6WeFSgpwn+rbt6/mzJmjRx99VJ6enjp27JiSk5PVqlUrTZkyhQQFAABIuj3LonPnzpoyZYpq1qypwoUL39P9qbuU/utf/0qzOUyLFi3UunVrHTp0yHK4anZlf4sZAE6nTp06lqldAAAAGVm8eLGioqI0ZswYPfXUU3r00Ud19erVbN2blJSkXbt2ydfX13KQ852aNWumDRs2aNu2bapdu3a2YyJJAQAAAB5gvXr10rhx41SoUKF7vvf8+fNKTExUUFCQTCZTuvZy5cpJksLDw++pX5IUAAAAwImlHuKbmXXr1mXZ/s+Dou9FasXF19c3w/bUNS0xMTH31C9JShaSok/YOwTA6Xg91MLeIQAAHiDJiRH2DiFTD8JnyeTkZEmSu7t7hu0eHh6SdM8HYJOkAAAAAE7sbpUSW/L09JR0e21KRhITEyVJ+fPnv6d+SVIAAAAAWzCn2DsCm0tdx5LZdK7UAyGzs5XxndiCGAAAAIBVSpcuLS8vL505cybD9tTnAwIC7qlfkhQAAADAFgxz3jzsyMXFRfXq1dPVq1czPFl+69atkqQGDRrcW7+5Eh0AAACAB1Lv3r0lSR9++KFlDYp0+8T5jRs3qlatWvd0RorEmhQAAAAA2XDjxg1Nnz5dkjRy5EjL848++qgeffRRrVq1Sl27dlVwcLAuXryoFStWyMfHR//5z3/ueSyTYRhGrkV+n3kQto0DchtbEAMA8pJDb0EceSRPxnEvVTVX+wsODlZERIT++uuvNAvez507ZzmT5ejRo2nuSU5O1rRp07RgwQKdPXtWvr6+ql+/vkaOHKlKlSrdcwwkKVkgSQHuHUkKACAvkaTkfpLiCJjuBQAAANiAYedF7c6MhfMAAAAAHAqVFAAAAMAWzFRSrEUlBQAAAIBDoZICAAAA2AJrUqxGJQUAAACAQ6GSAgAAANiCOcXeETgtKikAAAAAHAqVFAAAAMAWWJNiNSopAAAAABwKlRQAAADAFjgnxWpUUgAAAAA4FCopAAAAgA0YrEmxGpUUAAAAAA6FSgoAAABgC6xJsRqVFAAAAAAOhSQFAAAAgENhuhcAAABgCyyctxqVFAAAAAAOhUoKAAAAYAvmFHtH4LSopAAAAABwKFRSAAAAAFtgTYrVqKQAAAAAcChUUgAAAABb4DBHq1FJAQAAAOBQqKQAAAAAtsCaFKtRSQEAAADgUKikAAAAALbAmhSrUUkBAAAA4FCopAAAAAA2YBicOG8tKikAAAAAHAqVFAAAAMAW2N3LalRSAAAAADgUKikAAACALbC7l9WopAAAAABwKFRSAAAAAFtgTYrVqKQAAAAAcCgkKQAAAAAcCtO9AAAAAFswc5ijtaikAAAAAHAoVFIAAAAAW2DhvNWopAAAAABwKFRSAAAAAFvgMEerUUkBAAAA4FCopAAAAAC2wJoUq1FJAQAAAOBQqKQAAAAAtsCaFKtRSQEAAADgUKikAAAAALZAJcVqVFIAAAAAOJT7KkkxDENbtmyxdxgAAACADCMlTx73I6ea7jVv3jzNnz9fV69eVUpKigzDkHQ7OUlOTlZMTIzi4+N15MgRO0cKAAAAwFpOk6QsXrxYr7/+uiUxyYiXl5c6duyYh1EBAAAAmWBNitWcZrrX3Llz5eLiok8++URbt25VUFCQQkJCtGXLFv3000+qXLmyTCaTxowZY+9QAQAAAOSA0yQpx44dU+vWrfX444+raNGiqlOnjg4cOKBixYqpSZMm+uGHH2QymfT999/bO1QAAADg9onzefG4DzlNknLr1i35+/tbfvb399eJEydk/v8yWsmSJdWmTRvt2bPHXiECAAAAyAVOk6QUKFBA8fHxlp/LlCmj5ORknT592vLcQw89pMjISHuEBwAAACCXOE2SUrVqVW3ZskVJSUmSpAoVKsgwDO3bt89yTUREhFxdXe0UIQAAAHAHszlvHvchp0lSunTpopMnT2rAgAE6cuSIKlWqpPLly+uzzz7Tpk2bNG/ePK1evVqVK1e2d6gAAAAAcsBptiDu1q2b/vrrL82fP19hYWGqWrWqRowYoZdfflnPPfecJMlkMunZZ5+1c6QAAACA7ttF7XnBaZIUSXr33Xc1YMAAFSlSRJLUuXNneXl5aeHChfLy8lLPnj3VpEkTO0cJAAAAICecKkmRbq9NuVO7du3Url07O0UDAAAAZOI+XS+SF5wuSbl27ZoKFSpk+Xn16tXasWOHypYtq169esnHx8d+wQEAAADIMadJUpKTkzVx4kQtWbJEO3bskI+Pj6ZPn64PPvhAhmHIZDJp3rx5+vXXX1WgQAF7hwsAAIAHHWtSrOY0u3vNmDFDCxcuVMmSJRUXF6eUlBRNnjxZHh4eeu2119S/f3+Fh4dz4jwAAADg5JymkrJ8+XKVK1dOixYtUv78+bVjxw5du3ZNPXr00MCBAyVJx48f15o1azRmzBg7RwsAAIAHHmtSrOY0lZSTJ0+qTZs2yp8/vyRp69atMplMatmypeWamjVr6vz58/YKEQAAAEAucJpKitlslpvb/8Ldvn27JKlhw4aW527dumVJYgAAAAC7opJiNaeppJQpU0Z79uyRJJ0/f16HDh1S1apVLWemJCQkaMOGDSpbtqw9wwQAAACQQ06TpAQHB2vv3r0aMGCABgwYIMMw1LlzZ0nSpk2b1LdvX0VGRqpHjx52jhQAAADQ7d298uJxH3Ka6V7Dhw/X8ePHtX79eklSs2bNNGDAAEnSzp07dfjwYXXv3l0hISH2DBMAAABADjlNJcXDw0PffPONli5dqqVLl+rHH3+Uu7u7JKlTp0767bff9P7778vV1dXOkSIvLFm5TjWaddT2v/baOxTA4bVs0Vgrls/S+XP7dfXyUW3etFg9e3ayd1iAw+O9gxwzm/PmcR9ymiQlVeXKlVW5cuU0z1WtWlU1atSwU0TIa38fOar3Pv3G3mEATqFPn25au2aeWrVqon37Dmrz5h2qW7eG5syeookTXrR3eIDD4r0D2JfJMAzD3kHci7Vr12r27Nk6ePCgbt26pcKFC6tKlSrq1auX2rdvn6tjJUWfyNX+kHMbt/ypV9/5RDdiYiVJ3096T00a1LVzVLiT10Mt7B0C/l/x4kUVfnyHzGaz2rbrpd17DkiSgoIqad2a31SiRDHVb/ioDhw4bOdIAcfCe8e5JCdG2DuETN1a/N88Gcer6yt5Mk5ecqpKynvvvaeRI0dq69atun79ulxcXBQVFaVNmzZp1KhRevfdd+0dImzk4qVoTXj3U40c97aSkpJUtEhhe4cEOLwXnh+s/Pm99M3knywfsiTp6NFwvTbhfbm4uGjkiKftGCHgmHjvAPbnNEnKqlWr9PPPP6ts2bL68ssvtXPnTu3bt0/79u3TlClT5O/vr5kzZ2rjxo32DhU28MWU6Vr0+xpVCwrQL999porly9g7JMDhdezYVpK0aNHKdG1Llq6W2WzWY/9/DYD/4b2DXMOaFKs5ze5ev/zyi3x9fTVjxgyVLFnS8rynp6datWqloKAgde3aVb/88otat25tv0BhExXLl9W7E15S50eD5eLiNLk1YFfVqwVKkg4dPpqu7erVa7pwIUoPPeSn4sWL6tKly3kdHuCweO8A9uc0n/YOHz6s1q1bp0lQ7uTn56fWrVvr4MGDeRwZ8sIzA3ura8d2JChANhUq5CsvLy/duBGjuLibGV4TeSFKkuTnVyIvQwMcGu8dwDE4TSUlISFBvr6+WV5TsGBBxcXF5VFEAOC4fHy8JUk3b97K9Jr4W/G3r/X2zpOYAGfAewe56j49aDEvOM3X0mXKlNHOnTszbTcMQ3/99ZdKly6dh1EBgGNKSUmRdPvvxsyYTKb///95EhLgFHjvAI7BaZKU9u3b6+jRo/rwww/T/cWRmJiod999V0ePHtUjjzxipwgBwHHExt6uKnt55cv0Gs98npKkuCy+MQYeNLx3kKtYOG81p5nuNWzYMP3++++aNm2aVq5cqQYNGqhAgQK6cOGCDhw4oOjoaJUrV05Dhw61d6gAYHcxMbGKiYlVoUK+ypcvn+Lj49NdU+r/59NHRl7M6/AAh8V7B3AMTlNJ8fHx0S+//KKWLVsqMjJSS5Ys0S+//KJ169bp0qVLatWqlWbOnCkfHx97hwoADuHQods7E1WtEpCurXDhQvLzK6GoqGhFRUXndWiAQ+O9g1xDJcVqTlNJkaSSJUtqypQpunTpkg4dOqSYmBgVKFBA1apVU4kS7LABAHdauWq9Gjeup65dO2jvvrQ7H3bt8qhcXFy0YuV6O0UHOC7eO4D9OU0l5auvvtJff/0lSSpevLhat26tzp07q3Xr1pYEZf369Xr11VftGSYAOIxp0+cqLu6mRv9rmJo0rm95PjCwkv7z9liZzWZ9NmmKHSMEHBPvHeQaw8ibx33IqZKUrHb3kqSdO3dq2bJleRQRADi2c+fOa8xLb8jHx1sb1s/Xyt9na/HC6dr91yqVKlVSEyZ+oIMHQ+0dJuBweO8A9uew070WLFig9evTllKXL1+uI0eOZHh9YmKiduzYoUKFCuVBdADgHH6cOkvnzp3Xy/8erkaNHlZKSor27j2oTydN0aJFK+wdHuCweO8gV9yn60XygsnIaiNwO7pw4YI6dOhg2VXDZDJluWd5qnHjxmnw4MG5EkNS9Ilc6Qd4kHg91MLeIQAAHiDJiRH2DiFTt2a/kSfjePV9K0/GyUsOW0nx8/PTnDlzdP36dRmGoSeffFLdu3dX9+7d011rMpnk5uamUqVKyc/Pzw7RAgAAAP9AJcVqDpukSFJQUJDlf3fv3l3t2rVTw4YN7RgRAAAAAFtz6CTlTu+//366527evKn8+fPbIRoAAADgLgwqKdZymt29Ui1atEh9+vRRzZo1Vb/+7W0Bf/nlF73++uu6du2afYMDAAAAkGNOU0mRpFdeeUVLly6VYRhydXW1LKQ/efKk5s6dq/379+uXX37h1HkAAADYn5OtSVmxYoWmTZumsLAwubq6qm7duho+fLhq1aqVrfvj4+M1ZcoU/f7774qIiJCXl5fq1Kmj5557TvXq1bunWJymkjJv3jwtWbJErVq10ooVK/Tcc89Z2kaMGKHHH39cx44d088//2zHKAEAAADnM3nyZI0ePVrR0dHq3bu32rdvrx07dqhv377avHnzXe9PTk7WU089pW+++UYuLi7q37+/WrVqpe3bt2vgwIFas2bNPcXjsFsQ/1NISIhiYmK0fPlyubq66quvvtLXX39tOTfFMAx16dJFJpNJS5YsyZUx2YIYuHdsQQwAyEsOvQXx9HF5Mo7Xkx/k6P6wsDB17txZAQEBmjNnjmXN95EjR9S3b1/5+vpq9erV8vT0zLSPBQsWaPz48WrYsKGmTp0qd3d3SdKOHTs0ePBgFS1aVJs2bZKrq2u2YnKaSkpYWJjatGmT6QszmUxq3ry5zp07l8eRAQAAAM5r2rRpMpvNeuGFF9JsSlW1alX16tVLFy5c0Lp167LsY//+/ZKkHj16WBIUSWrUqJEqV66sS5cu6cyZM9mOyWmSFElKSEjIsj0uLi6PIgEAAADuD9u3b5ckNWvWLF1b06ZNJUnbtm3Lso/ChQtLkiIi0la2kpKSdOXKFZlMJhUqVCjbMTlNkhIYGKitW7cqKSkpw/b4+Hht2bJFlStXzuPIAAAAgAyYzXnzyIGkpCRFRESoSJEiKliwYLr2cuXKSZLCw8Oz7Kdnz57y8fHRjz/+qOXLlys2NlYREREaO3asLl26pJCQEEsikx1Os7tXr169NHHiRL300kuaOHFimraoqCi9/vrrioyM1LBhw+wUIQAAAJD32rZtm2V7VlO1rl27JsMw5Ovrm2F7auISExOT5Rhly5bV7NmzNW7cOI0ZMyZN24gRI/TCCy9kef8/OU2SEhISom3btmnFihVas2aNZa5bmzZtdOHCBRmGodatW+uJJ56wc6QAAACAnGIL4uTkZElKs47kTh4eHpLuvuwiJiZGn332mQ4fPqzatWurbt26unr1qtauXaupU6fKz89PISEh2Y7LaZIUSfrss8/UoEEDzZ49W2FhYTIMQ5GRkSpfvrx69+6twYMHy2Qy2TtMAAAAIM/cbVF7VlJ37MpsSUViYqIkpVlQn5GXX35ZGzZs0PDhwzVq1CjL8xcuXFC/fv00YcIElS9fXg0bNsxWXE6VpEhSv3791K9fP8XHx+v69evy8fGRt7e3vcMCAAAA0jIcv5JSoEABubq6Zjqd68aNG5KU4XqVVBcvXtSGDRv00EMPacSIEWna/Pz8NGbMGL300kv69ddfs52kOPzC+bNnz+qHH37Q2bNn0zy/Zs0aDRw4UPXr11eLFi309ddfy+wEJTUAAADAUbi7u6tcuXK6fPlyhjvlpm4bHBAQkGkfkZGRkiR/f3+5uKRPLwIDAyWl3/krKw6dpMyfP18dO3bUJ598omPHjlmeX7JkiV5++WWdOXNGXl5eio2N1VdffaXRo0fbL1gAAADgDobZyJNHTjVs2FCGYVi2Ir7T1q1bJUkNGjTI9P7ixYtLkk6cOKGMzok/efKkJKlEiRLZjslhk5QTJ07o9ddfl4uLi/r372/JwBISEvThhx/KZDKpR48e+vPPP7Vz507169dPa9as0dq1a+0cOQAAAOA8QkJCZDKZ9Pnnn6eZ9hUaGqr58+fLz89P7dq1y/T+0qVLq27dujp//ry+/fbbNG1XrlzRZ599Jknq2rVrtmNy2DUpM2fOlGEYmjp1qurXr295fuPGjbp8+bK8vb316quvWnYcGD9+vNatW6cFCxZk+YcIAAAA5AknWYpQs2ZNDRkyRFOnTlXnzp3VoUMHxcbGatmyZUpOTtZ7771n+cx948YNTZ8+XZI0cuRISx8ffPCBBgwYoEmTJmnjxo2qX7++rly5ovXr1+vatWvq37//PX1Gd9gk5c8//1STJk3SJCjS/0pOLVq0kI+Pj+V5Nzc3NWvWTJs3b87TOAEAAABnN3bsWPn7+2vWrFmaNWuWvL291bBhQ40YMUK1atWyXHfjxg199dVXktImKRUqVNCiRYs0ZcoUbdiwQdOnT5eHh4eqVaumfv366bHHHruneBw2Sbl48aKaN2+e7vndu3fLZDKpUaNG6dqKFSumq1ev5kV4AAAAQNacYHevO4WEhNz1LJMyZcro6NGjGbYVK1ZMr732ml577bUcx+Kwa1KSk5PTHSpz7do1nThxQpLSVVgkKS4u7q57OAMAAABwbA5bSSlZsmS6bcq2b98uwzBUtGhRVa5cOd09+/fvt+wuAAAAANhVLuy89aBy2EpKo0aNtGnTJl2+fNny3Pz582UymdSmTZt01+/Zs0d///13hhUWAAAAAM7DYSspgwYN0oIFC9SnTx917dpVoaGh2rJli9zc3PTkk0+muXbr1q0aO3asXFxc7jqPDgAAAMgTTrK7lyNy2CSlcuXKevPNN/XWW2/p66+/lmEYMplMmjBhQpqpXo888ojOnj0rwzD07LPPqnr16naMGgAAAEBOOWySIt3eYaB58+basGGDkpKS1KJFC/n7+6e5xt3dXRUrVtTTTz+tnj172ilSAAAA4B+opFjNoZMUSSpVqpT69euXafvSpUvl4uKwS2sAAAAA3COHT1LuhgQFAAAADslgdy9r8QkfAAAAgEMhSQEAAADgUJx+uhcAAADgkFg4bzUqKQAAAAAcCpUUAAAAwBbMLJy3FpUUAAAAAA6FSgoAAABgCwZrUqxFJQUAAACAQ6GSAgAAANgCa1KsRiUFAAAAgEOhkgIAAADYgME5KVajkgIAAADAoVBJAQAAAGyBNSlWo5ICAAAAwKFQSQEAAABsgXNSrEYlBQAAAIBDoZICAAAA2AJrUqxGJQUAAACAQ6GSAgAAANgC56RYjUoKAAAAAIdCkgIAAADAoTDdCwAAALAFFs5bjUoKAAAAAIdCJQUAAACwBQ5ztBqVFAAAAAAOhUoKAAAAYAusSbEalRQAAAAADoVKCgAAAGADBoc5Wo1KCgAAAACHQiUFAAAAsAXWpFiNSgoAAAAAh0IlBQAAALAFKilWo5ICAAAAwKFQSQEAAABsgRPnrUYlBQAAAIBDoZICAAAA2AJrUqxGJQUAAACAQ6GSAgAAANiAQSXFalRSAAAAADgUKikAAACALVBJsRqVFAAAAAAOhSQFAAAAgENhuhcAAABgC2YOc7QWlRQAAAAADoVKCgAAAGALLJy3GpUUAAAAAA6FSgoAAABgC1RSrEYlBQAAAIBDoZICAAAA2IBhUEmxFpUUAAAAAA6FSgoAAABgC6xJsRqVFAAAAAAOhUoKAAAAYAtUUqxGJQUAAACAQ6GSAgAAANiAQSXFaiQpWfB6qIW9QwCcTszkvvYOAXBKvd8KtXcIAOAwSFIAAAAAW6CSYjXWpAAAAABwKFRSAAAAAFsw2zsA50UlBQAAAIBDIUkBAAAA4FCY7gUAAADYAFsQW49KCgAAAACHQiUFAAAAsAUqKVajkgIAAADAoVBJAQAAAGyBLYitRiUFAAAAgEOhkgIAAADYALt7WY9KCgAAAACHQiUFAAAAsAXWpFiNSgoAAAAAh0IlBQAAALAB1qRYj0oKAAAAAIdCJQUAAACwBdakWI1KCgAAAACHQiUFAAAAsAGDSorVqKQAAAAAcChUUgAAAABboJJiNSopAAAAABwKlRQAAADABliTYj0qKQAAAAAcCkkKAAAAAIfCdC8AAADAFpjuZTWSFAAAAABasWKFpk2bprCwMLm6uqpu3boaPny4atWqle0+1q5dq+nTp+vw4cOSpAoVKmjAgAHq2rWrXFyyP4mL6V4AAACADRjmvHnkhsmTJ2v06NGKjo5W79691b59e+3YsUN9+/bV5s2bs9XHZ599puHDh+vkyZPq2rWrunTpoosXL2rcuHH66KOP7ikek2EYhjUv5EHg5lHa3iEATidmcl97hwA4pd5vhdo7BMApLT2zzN4hZOpS+1Z5Mk7xNZtydH9YWJg6d+6sgIAAzZkzR/nz55ckHTlyRH379pWvr69Wr14tT0/PTPvYvn27Bg8erKpVq+qnn35S4cKFJUnXr19Xjx49dO7cOa1evVrly5fPVkxUUgAAAAAbcJZKyrRp02Q2m/XCCy9YEhRJqlq1qnr16qULFy5o3bp1WfYxdepUSdIHH3xgSVAkydfXVy+99JJCQkJ0/fr1bMdEkgIAAAA8wLZv3y5JatasWbq2pk2bSpK2bduW6f0JCQnatm2bAgICVKVKlXTtjz32mN555517WtvCwnkAAADABpzhMMekpCRFRESoSJEiKliwYLr2cuXKSZLCw8Mz7eP48eNKTk5WUFCQIiIi9OWXX2rz5s2KiYlRpUqVNHjwYHXt2vWe4iJJAQAAAB5Q165dk2EY8vX1zbA9NXGJiYnJtI+LFy9Kki5duqTu3burUKFC6tChg2JjY7V27Vq98sorOnHihF588cVsx0WSAgAAANiCYcqTYdq2bZtle1brSZKTkyVJ7u7uGbZ7eHhIuj2lKzNxcXGSpJ07d6p169b64osvLIvsz549q5CQEH377bcKDg5W7dq1s4w1VbaSlD179mSrs7t5+OGHc6UfAAAAADmXmkwkJSVl2J6YmChJaRbU/5Orq6vlf7/55ptpdgErW7ashg4dqv/+979aunRp7iYp/fr1k8mUs0zQZDJZDnUBAAAA7nd5tSZl3casd97KSoECBeTq6prpdK4bN25IUobrVVL5+PhIkooXL65SpUqla69Ro4Yk6dSpU9mOK1tJykMPPZTtDgEAAAA4B3d3d5UrV06nTp1SXFycvL2907SfOXNGkhQQEJBpH/7+/pL+N3Xsn1Kfz6oa80/ZSlLWr1+f7Q4BAAAASIY5b9ak5FTDhg118uRJbd++Xe3atUvTtnXrVklSgwYNMr2/bNmyKlOmjM6dO6eDBw9aKiep9u/fL0kZbk+cGc5JAQAAAB5gISEhMplM+vzzz9NM+woNDdX8+fPl5+eXLnn5p4EDB0qS3n77bcXGxlqeP3nypH766Sfly5dP3bp1y3ZMubK719mzZ7VlyxadPn1aMTExevfdd3Xr1i398ccfat++vVxcyIUAAADwYHGGc1IkqWbNmhoyZIimTp2qzp07W7YPXrZsmZKTk/Xee+9Zdvm6ceOGpk+fLkkaOXKkpY9Bgwbpr7/+0tq1a/XYY4/pkUceUVxcnFavXq2bN2/q7bffvqclJCbDMAxrX1BMTIzefPNNrVixQoZhyDAMmUwmHTlyRKGhoerWrZvKli2rb7/9VpUqVbJ2GLtx8yht7xAApxMzua+9QwCcUu+3Qu0dAuCUlp5ZZu8QMnW+aZs8GeehbRtypZ958+Zp1qxZCg8Pl7e3t2rWrKkRI0akOSn+3Llzli2Pjx49mub+lJQUzZs3T/PmzVN4eLjc3d1Vs2ZNDR06VE2aNLmnWKxOUhISEtS/f38dPHhQPj4+atiwof7++29FR0fryJEjOnLkiAYPHqzr16/L19dXCxcudLoF+CQpwL0jSQGsQ5ICWMeRk5SIJsF5Mk7p7fff+nGr52FNnz5dBw8eVOPGjbVmzRp98803Klu2rKW9atWqWr9+vZo2barr169rypQpOQr07NmzObofAAAAgHOwOklZtmyZ3Nzc9PHHH6tw4cIZXuPt7a2PPvpInp6e2rx5s9VBStLgwYM1atSoHPUBAAAAwPFZnaScOXNGgYGBKlasWJbXFS1aVBUrVlRUVJS1Q0mSoqKi0lRqAAAAAEdmmPPmcT+yOklxd3fX9evXs3VtfHy8vLy8rB1KklSxYkWFhjJfFwAAALjfWb0FcVBQkHbv3q0jR46oatWqmV536NAhnTp1KssDYLLjgw8+0NChQ/Xss8/qscceU/ny5ZUvX74Mr72Xg2IAAAAAW3CWwxwdkdVJyhNPPKFdu3ZpzJgxmjRpkoKCgtJdExoaqlGjRslkMqlHjx45CjQkJESGYWjTpk36448/Mr3OZDLp8OHDORoLAAAAgP1YnaR07txZGzdu1PLly9WjRw9VqFBBly5dkiSNHTtWJ06c0KFDh2Q2m9W6det7OmEyIw8//HCO7gcAAADykvWnESJHJ85//PHHCgoK0o8//qjw8HDL84sXL5YkeXl5qV+/fho9erRMppyVu2bMmJGj+wEAAAA4hxwlKSaTScOGDdOTTz6pPXv2KDw8XLGxscqXL5/Kly+vBg0ayMfHJ7diTSMuLk63bt1SoUKF5OaWo5cBAAAA5DrWpFgvVz7de3p6qkmTJvd83P29MgxD06dP1+zZs3XmzBnL8/7+/goJCdGTTz6Z44oNAAAAAPvKlSTl1KlT2rp1q06fPq34+HgVKFBAAQEBatq0qUqWLJkbQ8gwDI0aNUpr166VYRjy8fFRyZIldf36dYWHh+vDDz/Unj179MUXX+TKeAAAAEBOUEmxXo6SlIsXL+qNN97Qpk2bJN1OJFKZTCa5urqqR48eGjdunPLnz5+jQOfNm6c1a9aodu3aeuONN1StWjVLW3h4uN58802tWbNGixYtyvEifQAAAAD2Y3WScv36dfXt21eRkZFyd3dX48aNFRAQoPz58ysuLk6hoaHauXOn5s2bp+PHj2v69Ony8PCwOtD58+erRIkS+v7771WwYME0bZUqVdLXX3+tTp066bfffiNJAQAAgN2xu5f1rE5SJk+erPPnz6tOnTr6/PPPM5zWdfr0aY0YMUL79u3T1KlT9dxzz1kd6PHjx/XYY4+lS1BSFSxYUK1atdKqVausHgMAAACA/blYe+Pq1avl6empr7/+OtN1J+XLl9fkyZPl6uqqRYsWWTuUJCklJeWulRh3d3clJibmaBwAAAAgNxhmU5487kdWJynR0dGqXLmyihYtmuV1ZcqUUWBgoM6fP2/tUJKkChUqaOvWrZkmIYmJidq6davKly+fo3EAAAAA2JfVSUrp0qUVGRkps9l812uvXLmS412+OnXqpNOnT2v8+PGKjY1N0xYdHa1///vfOnPmjDp16pSjcQAAAIDcYBimPHncj6xekzJgwAD95z//0eeff64XX3wx0+tmzpypCxcuaMyYMdYOJUl68skntWrVKi1fvlzr169XtWrVVKBAAV24cEEnT55UQkKCatWqpSeffDJH4wAAAACwr2wlKXv27En3XJUqVVS3bl199913OnLkiHr37q0qVaoof/78unXrlk6fPq0lS5Zo8eLFateunXr16pWjQD08PDRt2jR9+umnWrRokXbv3m1p8/Ly0oABAzRmzJgc7SAGAAAA5Bbj7hOOkAmTYdx9c7QqVapkepK7YRhZnvKe2m4ymXT48GHrI71DcnKyTp48qZiYGBUoUEAVK1aUm1uunEuZhptH6VzvE7jfxUzua+8QAKfU+61Qe4cAOKWlZ5bZO4RMhVV7NE/GCTh8/+1um61P9g899JCt47gnbm5uqly5sr3DAAAAADJlvk/Xi+SFbCUp69evt3Uc6bz//vtW3WcymTRu3LhcjgYAAABAXsn9OVK5ZPr06VbdR5ICAAAAODebJilms1kJCQmKjIzUmjVr9Oyzz2b7XmsrKQAAAIAjuF+3B84LOUpS1q1bpylTpigsLEwJCQl3PTPlXpKU7t275yQ0AAAAAE7K6iRl586dGjlyZLYOcyxSpIiaNm1q7VDp7N27V4cOHdLNmzdVuHBhBQUFqVatWrnWPwAAAJBThplKirWsTlKmT58us9msZs2aadSoUfL09FT37t3VtWtXDR8+XBcvXtTChQs1f/58FStWTO+9916Ogz1x4oReeuklhYbe3qbxzu2PK1eurM8++0yVKlXK8TgAAAAA7MfqJGX//v3y9PTURx99pCJFikiSKlasqP3796ts2bIqW7as6tevryJFiuiHH37QjBkz9PTTT1sd6KVLlzRo0CBFR0erSpUqatCggUqWLKkbN25o+/bt+vvvvzVkyBAtXrxYhQsXtnocAAAAIDfc/TRCZMbF2huvXbumsmXLWhIU6fahj6dOnVJsbKzluWeffVaenp76/fffcxTolClTFB0drTFjxmjRokV67bXX9Mwzz2jMmDGaN2+exo0bp6ioKE2dOjVH4wAAAACwL6uTlPz588vd3T3Nc+XKlZMkhYWFWZ7z8fFRhQoVdPr0aWuHkiRt3LhRderU0bBhwzJsHzx4sOrWras1a9bkaBwAAAAgNxhmU5487kdWJynly5fXmTNnFB8fb3muQoUKkqQjR46kuTYpKUlJSUnWDiVJunjxourWrZvlNbVr11ZkZGSOxgEAAABgX1YnKa1bt1ZcXJzeeOMNy/SuOnXqyDAMzZs3T4mJiZKkv//+WydOnFCZMmVyFGj+/PkVFRWV5TVRUVHKly9fjsYBAAAAcoPZMOXJ435kdZIyaNAg+fn5afHixWrRooUSExNVoUIFtWzZUkeOHFGPHj00atQoDR48WJIUHByco0Br166t9evX68SJExm2h4eHa/369apdu3aOxgEAAABgX1YnKQUKFNDMmTPVpk0beXt7y8PDQ5I0ceJElS5dWmFhYVq9erXi4uIUFBSk5557LkeBDh48WLdu3dKQIUM0b948nT17VlevXlVoaKimT5+uAQMGKCEhQUOGDMnROAAAAEBuMAxTnjzuRybDyPnmaPHx8WmmWcXHx2vt2rWKiIhQ+fLl1a5dO7m55ehwe0m3d/iaNGlSpu1jxozR0KFDczxOKjeP0rnWF/CgiJnc194hAE6p91uh9g4BcEpLzyyzdwiZ+rti5zwZp+bJpXkyTl7KeeYgpVsHki9fPnXq1Ck3uk7j2WefVZMmTfTbb7/p0KFDio2NlY+Pj6pXr67evXurRo0auT4mAAAAYA3OSbFeriQpWYmLi9OAAQNkMpm0YMGCHPdXq1Yt1apVK81ziYmJlulmuL+1bNFY48eNUu3a1eXllU8HD4Zq0hffa/58x/0WBbClXWei9cOfx3U06oYSklIUULygBtT31yNVHsp2H5di4zVl6zFtOXFR0XEJKuDprtqlC+vpJpVVsxSH4+L+VKNRDfUe2VsVq/nLI5+HToee1uIfF2nr8q3Z7uOhig8pZHiIajerrULFCyv+ZryO7z+uRd8v0t4/9tgweuD+Z/WalOwym806cuRIum2JrXHmzBm9+OKL6ZKdli1batSoUYqOjs7xGHBcffp009o189SqVRPt23dQmzfvUN26NTRn9hRNnPCivcMD8tzvh89p6K/btevMZVUp4auHyxZV6MXremXJbn279Wi2+oi4flN9p/+h3/aflquLi1pWKim/gl7aGHZRg2du1bpjbOuO+0+rrq307pz3VKNxTZ04dEKHdhxSpRqVNG7yePUZnb0pq9UaVNOk3z9Xu97tlZSYrF3rdynyVKQebvWw3p75troP627jVwFnwO5e1rN5JSW3nDt3Tn369NHVq1cth0ZK0q1bt+Tt7a3Vq1frwIEDmjNnjkqWLGnHSGELxYsX1XfffqybN2+pbbte2r3ngCQpKKiS1q35TRMnjNHiJat04MBhO0cK5I0rcQl6e+V+5XN31Q99mqp6qUKSpJOXY/TMr9s1Zesxtansp6ASvln289nGw4qOS1DvuhU0tm0Nubrc/sdu6cGzmvj7Pr29cr+a+5eQp5urrV8SkCd8i/pq5H9HKuFWgl59YrzCDtw+gLpMpTJ6b8776ju6r/5c9adOHTmZaR8uri4a89kYeXl7acZ/f9bcr+Za2uq0qKPXp76hJ8cP1u6Ne3TmWM4OswYeVDavpOSWb775RlevXtVbb72l0aNHW5738vLSunXr9O677+rixYv66quv7BckbOaF5wcrf34vfTP5J0uCIklHj4brtQnvy8XFRSNHPG3HCIG89eveU4pPNqvPwxUtCYokVSxaQCNbVpEhadbuzD9kpdp+8pIk6bmmgZYERZI61ygr/6I+uh6fpOOXYnI7fMBuHn/ycXl65dPy6cssCYoknQs/p+kfTpeLi4u6PNUlyz5qNa2lkuX8dHz/sTQJiiTt27xPK2etlKurq1p0am6T1wDnwe5e1nOaJGXHjh1q166devfuLZMp/X+Mnj17qlWrVtq4cWPeBweb69ixrSRp0aKV6dqWLF0ts9msx/7/GuBBsCX8oiQpuLJfurY2AX4ySdr8/9dkJfWv04sxt9I8n5RiVkx8kiTJN597zoIFHEj94AaSpO0rt6dr27H6T5nNZtUPrp9lH/nye+nYvmPatWFXhu3nT0ZIkor4Fc1htMCDy2mSlOjoaJUtWzbLa/z9/XX16tU8igh5qXq1QEnSocPp59lfvXpNFy5EqWTJ4ipenH8Q8GAIv3y7ulGpWIF0bb5eHirm7akrNxN1JS4hy36aVywhSXpt+V7tOXtZt5KSdfpKrMYv3aNLcQlqU9lPZQt75/4LAOykXODtKeNnjp1J1xZ7PVZXL11V4eKF5Vs086mSf67arpe6jNGsT2dl2F659u1/sy5fYK0sYC2nWZNSrFgxhYZmvYd8WFiYihblQ+r9plAhX3l5eenGjRjFxd3M8JrIC1F66CE/+fmV0KVLl/M4QiBv3YhPVEKyWd4ebsrvkfFf48V88ulSXIKi4xJUxNsz077Gtquhi7Hx2nvuip6avc3yvEnSM00q69mmgbkdPmA33r7e8sznqZsxNxV/Mz7Da65GXVXRkkVVuHhhXb98/Z7HKFu5rFp2aSmz2axtK9JXa/BgYQti6zlNJaVly5bavn27li9fnmH76tWr9ccff6hZs2Z5HBlszcfn9re4N2/eyvSa+Fu3/7Hx8eYbX9z/biamSJLyuWe+mN3T7fZf7zeTkrPsy9fLQ52rl1HBfO4qUyi/WgeUVGDxgjIkLf77rHae5ptg3D+88ntJkhJuZV5hTIy/3ZbPO1+m12SmYJGCenXKq3Jzd9PauWuzXHwPIGvZqqSMHz/e6gGSkpKsvvdOQ4cO1fLly/Xvf/9b8+fPV926dVWgQAHFxMRo37592r59uwoUKKDnn38+V8aD40hJuf2BzMji64jUdUoZLFcC7jsuqb/vWVyT+m6527d4ry7bq5VHIvRC8yANbVLZ8l5adyxS45bu0YsL/9KsQS0UULxgzgMH7MxsNkuSDGXxxrD8e3Jv/6AULlFYb8/8j8oElNXx/cf03etTrI4T94/7dXvgvJCtJGXhwoUymUxZfkjMzL2+yTPz0EMP6YcfftD48eO1bds2bdu2LU1M5cuX10cffXTXdStwPrGxcZIkL6/Mv9XyzHd7OktcFtUW4H6R3+N2BSU+OSXTaxKTb38Y88qi2rL91CWtPBKh+mWLatg/pnW1DSylwQ0r6fvtxzVj1wm91bFOzgMH7OxW3O1/Izw8Mz8AOrUts+lgGSkXWE6vT31dJcv56di+Y3p94EQlxGe9HgxA1rKVpHTr1i3Xko2cqFWrlpYvX64DBw7o8OHDun79ury9vVWlShXVq1fPIWJE7ouJiVVMTKwKFfJVvnz5FB+f/h+OUn63F/9GRt59NyPA2Xl7uCm/u6tiE5IVn5SS4bSv6Njb75PiPpkn93/9/1SuphWLZ9jeolJJfb/9uI5evPd5+YAjuhV7Szdjb8rH10cenh5KTEhMd03hEoUl3V6bkh11WtTRuMnj5V3QW7s37tYHz71/TwkO7m/36/bAeSFbScoHH3xg6zjuSa1atVSrVi17h4E8dOjQUTVuXE9VqwRo776DadoKFy4kP78SioqKVlQU8+dx/zOZTAooXlAHzl/VycsxqupXKE379VuJio5LUOH8HiqaxaL5G/+/xbCrS8bLE1OnlSWbWfmJ+8eZo2dUpV4Vla1cVuEHw9O0+fj6qHDxwroWfU3Xoq/dta9WXVtp9Kcvys3dTatmr9I3r34tc4rZRpEDDxaH3d0rNDRUxYsXt+zWdbedve5UpUoVW4UFO1m5ar0aN66nrl07pEtSunZ5VC4uLlqxcr2dogPyXrOKJXTg/FVtOH4hXZKy4fgFGZKa+5fIso8KRX0kSVtOXNSTDSula//z1O2DHgNLsB4F94/dG3epSr0qavxI43RJSuNHm8jFxUW7Mzn/5E4N2jXUi5+Nkaubq2Z+PFNzvvjVViHDibEmxXoOm6R0795dw4cP14gRIyRlf8qZyWTS4cOHbR0e8ti06XP18r+Ha/S/hmnVqo3a/uftf0ACAyvpP2+Pldls1meTWKSIB0fXmmX1084wzdh1Qk39S6hO6SKSpFOXY/XV5lCZJA1q8L/E41JsvGITkuTj6W6ZAvZY1dKavOWo/jpzWT/tCNPghpUsf89uOxmlH/48LpOkvg9XzOuXB9jM2rlr1fP5Xuo6tJt2b9qt0N23vwQt7V9aA18ZKLPZrIXfLbRcX7hEYXkX8FZcTJxlClihYoU0+pPRcnVz1a+TZpOgADbgsElK/fr1VaZMGcvPDRo0sGM0sLdz585rzEtvaMq3H2nD+vnauHGbEhISFRzcTF5eXnr1tfd08GD2q22As/Mr6KWXg6vrP6sO6OlZ21S/XFF5uLpo55loJSSbNaplFVW+Y0euL/44oqUHz6lzjTL6z2N1JUlFvD31fqeH9fKSXfp80xEt2H9agSUKKvL6LR2+eF0mSS8FV1fNhwrb6VUCuS86Mlrfv/W9Rn44Uh/M+1AHth9QcmKSajWrLc98npr+wTSdPnracv2TY59U25B2WjdvrSa9NEmS1PWZripYuKCSk5JVqkIpjZn0UoZjHdl1WCtmrsiLlwUHxWRZ6zlskjJjxowsf8aD58eps3Tu3Hm9/O/hatToYaWkpGjv3oP6dNIULVrEPwJ48PSsXV5+Bbz0044w/X3+qlxcTKpS0leDGlRS28BS2eqjZUBJzRrUUj/tCNPO09HaFHZRPp5ualmppAY28FeDcsVs/CqAvLd69ipFn7+kns/3UlDdIJlTzAo/GK5F3y3U9pV3P4CxRuOakiQ3dze16tY6y2tJUgDrmAxr9hV+QLh5lLZ3CIDTiZnc194hAE6p91tUgwFrLD2zzN4hZGpbqZ55Mk7TyPl5Mk5ecpoT5yXp6tWrmjZtWpqfn3vuOdWtW1ddunTRH3/8Yb/gAAAAAOQKp0lSzp07p8cff1wffvihoqKiJElvvvmmNm7cqMTERB07dkwvvPCCDhw4YOdIAQAAgNvnpOTF436Uq0lKbGysLly4kJtdWkyZMkVXrlzR4MGD5ePjoytXrmjt2rUqW7astm3bpvnz58vd3V0//vijTcYHAAAAkDdynKQcP35cY8eOVbNmzdSgQQMFBwdLkiIjI9W5c2fNn587c+S2bdumFi1aaOzYscqfP7+2bNmilJQUde3aVb6+vqpevbo6dOigXbvuvrc5AAAAYGvmPHrcj3KUpCxcuFA9evTQ4sWLdfnyZRmGodR1+GfPntXx48c1YcIEvf766zkO9NKlS6patarl5+3bt8tkMqlJkyaW54oXL66YmJgcjwUAAADAfqxOUv7++29NmDBBkvTss89q4cKFql27tqW9evXq+te//iU3NzfNmzdPixYtylGgBQoUSJOAbNu2Tfny5VOtWrUsz507d07FirFdJgAAAOzPkClPHvcjq5OU77//XmazWe+++65efPFFVa1aVa6urpZ2b29vPf/88/rwww9lGIZ+++23HAXq7++vNWvW6Ny5c1qwYIEuXryopk2byt3dXZK0Z88erVmzRjVq1MjROAAAAADsy+okZdeuXSpRooS6dOmS5XWPPfaY/Pz8dOTIEWuHkiQNGTJEV65cUfv27fXaa6/JZDJp0KBBkqTPP/9cAwcOlGEYevrpp3M0DgAAAJAbzEbePO5HVicpMTExKlq0aLauLV68uBITE60dSpIUHByszz77TFWrVlW1atX03//+V40aNZIkeXh4yN/fX1OmTEkz5QwAAACA83Gz9sYSJUro1KlTSkpKsky5ykhiYqJOnjypEiVKWDuUpNvTudq0aaNHH300XdvTTz+t559/Pkf9AwAAAHAMVldSWrRooVu3bumrr77K8rrPP/9ccXFxat68ubVDSZJGjx6tkSNHZtjm4eGRo74BAACA3GaWKU8e9yOrKynPP/+8li9fru+++06nTp1Shw4dFBsbK+n2Llvh4eH67bfftHbtWnl5eemZZ57JUaBXr15V5cqVc9QHAAAAAMdndZJSsmRJTZkyRaNGjdKqVau0evVqS1v79u0lSYZhqECBAvrss89UtmzZHAVao0YN/fXXX0pJSUmzixgAAADgiO7X7YHzgtVJiiQ9/PDD+v333/Xrr79q06ZNCgsLU1xcnPLly6dy5cqpRYsW6t+/f47Xo0jSSy+9pNGjR6tHjx569NFHVb58eeXLly/Da9u2bZvj8QAAAADYR46SFEkqWLCghg0bpmHDhuVGPJkaMGCATCaToqOjdezYsSyvzel2xwAAAEBOme0dgBPLcZKSV7p16yaTiZIZAAAAcL+zOkn59ttv7+l6k8mkZ5991trh9MEHH1h9LwAAAJDXWJNiPauTlEmTJmW7smEYRo6TlIzcvHlT+fPnz9U+AQAAANiX1UlKVtOvbt26pejoaB08eFAJCQkaMGCAAgICrA7yTosWLdKvv/6qQ4cOKSUlRYcPH9Yvv/yio0ePasyYMSpUqFCujAMAAADkBGtSrGd1kpKd6VeXL1/Wv/71Ly1dulQLFiywdiiLV155RUuXLpVhGHJ1dZVhGJKkkydPau7cudq/f79++eUX+fj45HgsAAAAAPZh9Ynz2VG0aFF98skniouL06RJk3LU17x587RkyRK1atVKK1as0HPPPWdpGzFihB5//HEdO3ZMP//8cw6jBgAAAHLOnEeP+5FNkxTp9qGPAQEB2rZtW476mTt3ripUqKCvv/5aFStWTDPVrFChQvr4448VEBCglStX5jRkAAAAAHZk8yRFkq5fv67Y2Ngc9REWFqY2bdpketq8yWRS8+bNde7cuRyNAwAAAOQGQ6Y8edyPbJ6kTJkyRZGRkfL3989xXwkJCVm2x8XF5XgMAAAAAPZl9cL5p556KtM2wzCUmJio06dP6/LlyzKZTAoJCbF2KElSYGCgtm7dqqSkJLm7u6drj4+P15YtW1S5cuUcjQMAAADkBvP9WeTIE1YnKdldY+Lq6qp+/fqpX79+1g4lSerVq5cmTpyol156SRMnTkzTFhUVpddff12RkZEaNmxYjsYBAAAAYF9WJynvv/9+lu2urq7y9fVVzZo1VaRIEWuHsQgJCdG2bdu0YsUKrVmzxlJNadOmjS5cuCDDMNS6dWs98cQTOR4LAAAAyCnzfbpeJC9YnaT4+fkpKCgoVxKQjAQHByskJEQ9e/ZUiRIlJEmfffaZGjRooNmzZyssLEyGYSgyMlLly5dX7969NXjw4EwPmAQAAADgHExG6omI96ht27a6cuWKNm7cKF9f39yOS1WqVJHJZJKrq6ulQtKiRQtLe3x8vK5fvy5vb2+bHd7o5lHaJv0C97OYyX3tHQLglHq/FWrvEACntPTMMnuHkKnFfjlb7pBdXS/MypNx8pLVlZSoqCgFBATYJEGRpOXLl2v+/PlasmSJ1q5dq3Xr1qlUqVIKCQlRr169VLx4ceXLl88mYwMAAAA5ZVUlAJJysAWxv7+/zp8/r5s3b+ZmPBaVKlXSK6+8oj/++EOTJ09Wu3btFBUVpc8//1xt2rTRiBEjtHnzZpuMDQAAAMB+rE5S3nnnHZlMJg0aNEhr1qzRxYsXZTabczM2SZKLi4vatGmjL7/8Ups3b9a4cePk7++vtWvXatiwYQoODtbkyZMVFRWV62MDAAAA1jLn0eN+ZPWalP79+ys6OlpnzpxJ83xmJ8JL0sGDB60ZKkOHDx/W/PnztWzZMl2/fl1ubm5q1aqVnnjiCbVs2TJXxmBNCnDvWJMCWIc1KYB1HHlNyoI8WpPSgzUp/7N79+4Mn09OTrY6mHtRrVo1VatWTWPHjtUff/yhFStWaN26ddqwYYMOHz6cJzEAAAAAmTGz66zVrE5S1q1bl5txWO3y5cs6e/asIiIilJCQYO9wAAAAAORQtpKUQYMGKSgoSK+99prludKl7TcVKi4uTqtWrdKiRYu0a9cumc1mFSxYUP369VNISIjd4gIAAABSsbuX9bKVpOzcuVMpKSm2jiVLhmFo8+bNWrx4sdavX6/4+HgZhqF69eopJCREHTt2lKenp11jBAAAAJBzVk/3yiuhoaFatGiRli1bpsuXL8swDBUuXFh9+vRRSEiI/P397R0iAAAAkM79uvNWXnDYJOXHH3/U4sWLdfz4cRmGIZPJpMaNGyskJETt27eXu7u7vUMEAAAAYAMOm6R89NFHkqRixYqpZ8+e6tWrl8qWLWvnqAAAAIDsMTvZ5l4rVqzQtGnTFBYWJldXV9WtW1fDhw9XrVq1rOpv586devLJJ9WmTRt9880393RvtpOUmJgY/fXXX/cc3J0aNGiQ7Wtbtmyp3r17q02bNlmevQIAAAAgZyZPnqxJkyapTJky6t27t27cuKHly5dry5Yt+vbbb9WiRYt76i8mJkZjx461+rD3bCcpx48f16BBg6waRJJMJtM9nV/y3XffWT0WAAAAYG9mOUcpJSwsTF988YUCAwM1Z84c5c+fX5I0YMAA9e3bVxMmTNDq1avvaZOqt99+W+fPn7c6JpfsXmgYRo4e1mZRAAAAAGxn2rRpMpvNeuGFFywJiiRVrVpVvXr10oULF+7pjMQVK1ZoyZIlateundUxZbuSUq9ePf3yyy9WDwQAAAA8SJzlnJTt27dLkpo1a5aurWnTppoxY4a2bdumxx577K59Xbx4UW+++aYaNWqkgQMHau3atVbFlO1KCgAAAID7S1JSkiIiIlSkSBEVLFgwXXu5cuUkSeHh4XftyzAMjR8/XsnJyfrggw9kMlk/3Y0kBQAAALABsylvHjlx7do1GYYhX1/fDNtTE5eYmJi79jVjxgxt3bpVr732mh566KEcxeWwWxADAAAAuLu2bdtm2Z7VepLk5GRJyvQMQg8PD0lSQkJClmOEhYXp448/Vrt27dSjR48sr80OkhQAAADABpxh26jUHbuSkpIybE9MTJSkNAvq/ykpKUkvv/yyvL299fbbb+dKXNlKUkaMGKFSpUrlyoAAAAAAcs+97Lz1TwUKFJCrq2um07lu3LghSRmuV0n1xRdf6PDhw/r6669VtGhRq2O5U7aTFAAAAAD3F3d3d5UrV06nTp1SXFycvL2907SfOXNGkhQQEJBpH8uXL5ckDR8+PMP2devWKSgoSA0bNtSMGTOyFRfTvQAAAAAbcJYtiBs2bKiTJ09q+/bt6c422bp1qySpQYMGmd4/aNCgDCsxERERWrhwoSpWrKjHH39cpUuXznZMJCkAAADAAywkJERz587V559/rkaNGqlAgQKSpNDQUM2fP19+fn5ZHsw4ePDgDJ/fsWOHFi5cKH9/f40cOfKeYiJJAQAAAGwgp9sD55WaNWtqyJAhmjp1qjp37qwOHTooNjZWy5YtU3Jyst577z3LLl83btzQ9OnTJemeE497QZICAAAAPODGjh0rf39/zZo1S7NmzZK3t7caNmyoESNGqFatWpbrbty4oa+++koSSQoAAADgdJxhC+I7hYSEKCQkJMtrypQpo6NHj2arv0aNGmX72n/ixHkAAAAADoVKCgAAAGADzlZJcSRUUgAAAAA4FCopAAAAgA0YTrK7lyOikgIAAADAoVBJAQAAAGyANSnWo5ICAAAAwKFQSQEAAABsgEqK9aikAAAAAHAoVFIAAAAAGzDsHYATo5ICAAAAwKFQSQEAAABswMw5KVajkgIAAADAoZCkAAAAAHAoTPcCAAAAbIAtiK1HJQUAAACAQ6GSAgAAANgAlRTrUUkBAAAA4FCopAAAAAA2wGGO1qOSAgAAAMChUEkBAAAAbIDDHK1HJQUAAACAQ6GSAgAAANgAu3tZj0oKAAAAAIdCJQUAAACwAXb3sh6VFAAAAAAOhUoKAAAAYANmailWo5ICAAAAwKFQSQGQq3q/FWrvEACnNPeNKvYOAUAuY3cv61FJAQAAAOBQqKQAAAAANsCKFOtRSQEAAADgUKikAAAAADbAmhTrUUkBAAAA4FBIUgAAAAA4FKZ7AQAAADZgNtk7AudFJQUAAACAQ6GSAgAAANiAmU2IrUYlBQAAAIBDoZICAAAA2AB1FOtRSQEAAADgUKikAAAAADbAYY7Wo5ICAAAAwKFQSQEAAABsgN29rEclBQAAAIBDoZICAAAA2AB1FOtRSQEAAADgUKikAAAAADbA7l7Wo5ICAAAAwKFQSQEAAABsgN29rEclBQAAAIBDoZICAAAA2AB1FOtRSQEAAADgUEhSAAAAADgUpnsBAAAANsAWxNajkgIAAADAoVBJAQAAAGzAYOm81aikAAAAAHAoVFIAAAAAG2BNivWopAAAAABwKFRSAAAAABswsybFalRSAAAAADgUKikAAACADVBHsR6VFAAAAAAOhUoKAAAAYAOsSbEelRQAAAAADoVKCgAAAGADnJNiPSopAAAAABwKlRQAAADABgzWpFiNSgoAAAAAh0IlBQAAALAB1qRYj0oKAAAAAIdCkgIAAADAoTDdCwAAALABFs5bj0oKAAAAAIdCJQUAAACwARbOW49KCgAAAACHQiUFAAAAsAGzwZoUa1FJAQAAAOBQnK6SkpCQoGvXrslsNsv4/+zUMAwlJyfr2rVrWrduncaMGWPnKAEAAPCgo45iPadJUhITE/Xqq69q5cqVSklJyfJakhQAAADAeTlNkvLdd99p2bJlcnd3l7+/v06fPq3ChQvLx8dH58+fV0JCgooVK6YRI0bYO1QAAABAZmopVnOaNSmrV6+Wj4+PVq5cqeXLl6tu3bpq3LixVqxYoT///FOPP/64rly5ooCAAHuHCgAAACAHnCZJOXv2rNq3b6/SpUtLkmrUqKF9+/ZJkry8vPT++++rRIkSmj59uh2jBAAAAG4z8uj/7kdOk6QkJyerRIkSlp8rVKigiIgIJSQkSJI8PDzUqlUrHT161F4hAgAAAMgFTpOkFC1aVJcvX7b8XLp0aRmGofDwcMtzBQsWVFRUlD3CAwAAANIw59HjfuQ0SUqdOnW0bt06XbhwQZJUuXJlGYahTZs2Wa45ePCgChYsaK8QAQAAAOQCp9nda8CAAVq1apW6dOmi//73v2rdurUaNGigyZMn68aNG4qOjtaff/6p9u3b2ztUAAAAgN29csBpKin169fX+++/L1dXVyUmJkqSXn75Zbm5uemnn37S0qVLVaRIEY0ePdq+gQIAAADIEaeppEhSt27d1LlzZyUnJ0uSatWqpRUrVmjVqlXy8vJScHCwihYtaucoAQAAAN23O2/lBaeppKS6efOmrl27Zvm5ZMmSKlq0qNq2bUuCAgAAANwHnCpJmT59upo3b64lS5ZYnktJSdErr7yi4OBgLV682I7RAQAAAP/D7l7Wc5okZf369Xr//ffl7e1tOdBRup2kPP/88/Lx8dG4ceO0efNmO0YJAAAAOKcVK1boiSeeUL169dSwYUM9++yzOnDgQLbvj46O1jvvvKO2bduqRo0aqlevngYOHKi1a9fecyxOk6T89NNPKlKkiBYuXKjHHnvM8ryHh4dGjBihBQsWqGDBgvrhhx/sGCUAAADgfCZPnqzRo0crOjpavXv3Vvv27bVjxw717ds3W0WAiIgIde/eXTNmzFCJEiU0YMAAPfLIIzp06JCGDx+ur7766p7icZqF88ePH1enTp1UsmTJDNtLlCihDh06aOnSpXkcGQAAAJCeYTjHwvmwsDB98cUXCgwM1Jw5c5Q/f35Jt48A6du3ryZMmKDVq1fL09Mz0z7ef/99RUVFadSoURo+fLjl+VGjRqlXr1766quv9MgjjygwMDBbMTlNJSUxMdGyq1dm3N3dZTbfrzPzAAAAgNw3bdo0mc1mvfDCC5YERZKqVq2qXr166cKFC1q3bl2m99+8eVMbNmxQoUKF9Nxzz6VpK1WqlPr27SvDMLR+/fpsx+Q0SYq/v7+2bt2qhISEDNsTExO1detWlS9fPo8jAwAAANIzy8iTR05t375dktSsWbN0bU2bNpUkbdu2LdP7U1JS9PLLL2vUqFFydXVN154vXz5JUlxcXLZjcpokpWvXrjp79qz+/e9/6+LFi2naoqKiNHbsWJ06dUpdunSxU4QAAACAc0lKSlJERISKFCmiggULpmsvV66cJCk8PDzTPgoUKKDBgwerf//+6doMw9Dq1aslSUFBQdmOy2nWpPTv319r1qzRmjVrtHbtWpUqVUo+Pj6KjY1VZGSkDMNQ/fr1NWjQIHuHCgAAAOTZ9sBt27bNsj2rqVrXrl2TYRjy9fXNsD01cYmJibEqtl9++UX79+9XyZIl1a5du2zf5zRJiouLi6ZOnaqpU6dq0aJFOnHihKWtbNmy6tGjh55++mm5u7vbMUoAAADAeaSu+c7sM7SHh4ckZbrkIiuLFi3Se++9J1dXV33wwQeWaV/Z4TRJiiS5ublp2LBhGjZsmBITE3Xt2jXlz59fPj4+9g4NAAAASMPIhfUi2ZFVpeRuUnfsSkpKyrA9MTFRktIsqM+O77//Xp988olcXFz03nvvWda2ZJdTJSl38vDwUIkSJewdBgAAAOC0ChQoIFdX10ync924cUOSMlyvkpHExERNnDhRixYtUr58+fTJJ5/c0zSvVA6bpLz//vtq0aKFmjdvbvk5O0wmk8aNG2fL0AAAAIC7yo2dt2zN3d1d5cqV06lTpxQXFydvb+807WfOnJEkBQQE3LWv69ev6/nnn9fu3btVrFgxTZ48WbVq1bIqLodNUqZPn64CBQpYkpTp06dn6z6SFAAAACD7GjZsqJMnT2r79u3pqh5bt26VJDVo0CDLPmJjYzVkyBAdOnRIgYGBmjJlih566CGrY3LYJOX9999X1apV0/wMAAAAOAtnOXE+JCREc+fO1eeff65GjRqpQIECkqTQ0FDNnz9ffn5+d52y9cYbb+jQoUOqUqWKZsyYke3pYZlx2CSle/fuWf4MAAAAIOdq1qypIUOGaOrUqercubM6dOig2NhYLVu2TMnJyXrvvfcsu3zduHHDMsNp5MiRkqRDhw5p2bJlkm6fhZLZDKjatWurZcuW2YrJYZMUAAAAwJnl1TkpuWHs2LHy9/fXrFmzNGvWLHl7e6thw4YaMWJEmnUlN27c0FdffSXpf0nKpk2bLO2LFy/OdIxBgwZlO0kxGc5Sh9LtLG3mzJk6efKkEhMTMyyhmUwmLViwIFfGc/MonSv9IPe0bNFY48eNUu3a1eXllU8HD4Zq0hffa/78ZfYODf+vo19de4fwQKnRqIZ6j+ytitX85ZHPQ6dDT2vxj4u0dfnWbPfxUMWHFDI8RLWb1Vah4oUVfzNex/cf16LvF2nvH3tsGD3uNPeNKvYO4YGy60y0fvjzuI5G3VBCUooCihfUgPr+eqRK9ufQX4qN15Stx7TlxEVFxyWogKe7apcurKebVFbNUoVtGD3u5PX0x/YOIVOPlu2YJ+OsOrsiT8bJS06TpGzZskXPPfec5cCZzJhMJh05ciRXxiRJcSx9+nTTz9O+VHJysjZu3Kbk5BQFBzdTvnz59NbbH+s/73xm7xAhkpS81KprK435/CWlJKfo7+1/KyU5RbWb1ZZHPg/98ukv+nXS7Lv2Ua1BNb3581vy8vbS+ZPndfroaRX1K6rAOoGSpKnv/KiF3y209UuBSFLy0u+Hz+m1ZXvl6mJSg3LF5Opi0s7T0UpMMeu5ZoF6rlnQXfuIuH5TT87coui4BJX2za+gEgUVeeOWjly8LleTSf/tWk9tA0vlwauBIycpj5TtkCfjrD67Mk/GyUtOM93r22+/VXJyskaMGKG2bduqQIECMplM9g4LeaR48aL67tuPdfPmLbVt10u79xyQJAUFVdK6Nb9p4oQxWrxklQ4cOGznSIG84VvUVyP/O1IJtxL06hPjFXYgTJJUplIZvTfnffUd3Vd/rvpTp46czLQPF1cXjflsjLy8vTTjvz9r7ldzLW11WtTR61Pf0JPjB2v3xj06c+y0zV8TkBeuxCXo7ZX7lc/dVT/0aarqpQpJkk5ejtEzv27XlK3H1Kayn4JK+GbZz2cbDys6LkG961bQ2LY15Opy+zPJ0oNnNfH3fXp75X419y8hTzdXW78k4L7kYu8AsuvQoUN65JFHNGLECFWtWlVlypRR6dKlM3zg/vPC84OVP7+Xvpn8kyVBkaSjR8P12oT35eLiopEjnrZjhEDeevzJx+XplU/Lpy+zJCiSdC78nKZ/OF0uLi7q8lSXLPuo1bSWSpbz0/H9x9IkKJK0b/M+rZy1Uq6urmrRqblNXgNgD7/uPaX4ZLP6PFzRkqBIUsWiBTSyZRUZkmbtzjy5T7X95CVJ0nNNAy0JiiR1rlFW/kV9dD0+SccvZXw4Hh4cZhl58rgfOU2S4uLionLlytk7DNhJx45tJUmLFqUvZy5Zulpms1mP/f81wIOgfvDt/eq3r9yerm3H6j9lNptVP7h+ln3ky++lY/uOadeGXRm2nz8ZIUkq4lc0h9ECjmNL+EVJUnBlv3RtbQL8ZJK0+f+vyUrqZI6LMbfSPJ+UYlZMfJIkyTefe86CBR5gTpOkVKtWTYcPM5XnQVW92u358YcOH03XdvXqNV24EKWSJYureHE+TOHBUC7w9pc2Z46dSdcWez1WVy9dVeHiheVbNPMpK3+u2q6XuozRrE9nZdheufbt993lC9G5EDHgGMIv365uVCpWIF2br5eHinl76srNRF2JS8iyn+YVS0iSXlu+V3vOXtatpGSdvhKr8Uv36FJcgtpU9lPZwt5Z9gEgc06zJuX555/X008/rUWLFqlbt272Dgd5qFAhX3l5eenGjRjFxd3M8JrIC1F66CE/+fmV0KVLl/M4QiBveft6yzOfp27G3FT8zfgMr7kadVVFSxZV4eKFdf3y9Xseo2zlsmrZpaXMZrO2rUhfrQGc0Y34RCUkm+Xt4ab8Hhl/BCrmk0+X4hIUHZegIt6emfY1tl0NXYyN195zV/TU7G2W502SnmlSWc82Dczt8OGEnGR/KofkNEnKgQMHVKNGDY0fP15ffvml/P395emZ/i8Pk8mkL7/80g4RwlZ8fG5/E3Xz5q1Mr4m/dfuDmo8331rh/ueV30uSlHAr8296E+Nvt+XzznfP/RcsUlCvTnlVbu5uWv3r6iwX3wPO5GZiiiQpn3vmi9k93W5PMrmZlPVuor5eHupcvYzCo2NUMJ+7AooV0Pnrt3Ts0g0t/vus6pYuomb+JXIveOAB4zRJyqRJkyz/OyIiQhERERlex45f95+UlNv/qGT1bUTqf3f+8+NBYDbfPh7MyGqxpOU9cW9visIlCuvtmf9RmYCyOr7/mL57fYrVcQKOxiX1fZHFNanvqrt9Af7qsr1aeSRCLzQP0tAmlS3vtXXHIjVu6R69uPAvzRrUQgHFC+Y8cDit+3VRe15wmiTl559/tncIsJPY2DhJkpdX5t8Ie+a7XVWLy6LaAtwvbsXd/j338PTI9JrUtsymg2WkXGA5vT71dZUs56dj+47p9YETlRCf9bx8wJnk97hdQYlPTsn0msTk218CeGVRbdl+6pJWHolQ/bJFNewf07raBpbS4IaV9P3245qx64Te6lgn54EDDyCnSVIaNmxo7xBgJzExsYqJiVWhQr7Kly+f4uPTf+gq5Xe7pB4ZefcdWQBndyv2lm7G3pSPr488PD2UmJCY7prCJW6fdn016mq2+qzToo7GTR4v74Le2r1xtz547v17SnAAZ+Dt4ab87q6KTUhWfFJKhtO+omNv/94X98n8i7G/Tt/eTKJpxeIZtreoVFLfbz+uoxfvfT0Y7i9ZVryRJafZ3QsPtkOHbu/qVbVKQLq2woULyc+vhKKiohUVxS5EeDCcOXp7V6+ylcuma/Px9VHh4oV1LfqarkVfu2tfrbq20hvT3pR3QW+tmr1Kbw95iwQF9yWTyWSZfnXycvozTK7fSlR0XIIK5/dQ0SwWzd/4/y2GXV0y/hiVOq0s2cwHVMBaDltJadiwoYYNG6ZnnnnG8nN2mEwm7dixw5ahwQ5Wrlqvxo3rqWvXDtq772Catq5dHpWLi4tWrFxvp+iAvLd74y5VqVdFjR9prPCD4WnaGj/aRC4uLtqdyfknd2rQrqFe/GyMXN1cNfPjmZrzxa+2ChlwCM0qltCB81e14fgFVfUrlKZtw/ELMiQ1v8uC9wpFfSRJW05c1JMNK6Vr//PU7YMeA0uwHuVBZ2Z3L6s5bCXlxo0baab13LhxI1uP69cprd6Ppk2fq7i4mxr9r2Fq0vh/B9QFBlbSf94eK7PZrM8mscAXD461c9cq/ma8ug7tpir1qlieL+1fWgNfGSiz2ayF3y20PF+4RGGVqVTGMg1MkgoVK6TRn4yWq5urfp00mwQFD4SuNcsqn7urZuw6oX0RVyzPn7ocq682h8okaVCD/yUel2LjdfJyjC7F/u8zyWNVS8vbw01/nbmsn3aEpdnYZdvJKP3w53GZJPV9uGJevCTgvmQy2MA5U24epe0dAu7w9FP9NOXbj5ScnKyNG7cpISFRwcHN5OXlpVdfe0///ehre4cISR396to7hAfGI30f1cgPRyolOUUHth9QcmKSajWrLc98npr+wTT99s1vlmtHfzJabUPaad28tZr00iRJ0pPjnlSvF0KUnJSsrcu3yJzJ1JQjuw5rxcwVefGSHmhz36hy94uQK+bvP63/rDogV5NJ9csVlYeri3aeiVZCslmjWlbRU40rW66d+PteLT14Tp1rlNF/Hvvf329/hF3Uy0t2KSHZrLKF8iuwREFFXr+lwxevyyTppeDqGlDf3w6v7sHj9fTH9g4hUy1Kt82TcTZHrMuTcfKSw073Av7px6mzdO7ceb387+Fq1OhhpaSkaO/eg/p00hQtWsQHKDx4Vs9epejzl9Tz+V4Kqhskc4pZ4QfDtei7hdq+8u4HMNZoXFOS5ObuplbdWmd5LUkK7ic9a5eXXwEv/bQjTH+fvyoXF5OqlPTVoAaV1DawVLb6aBlQUrMGtdRPO8K083S0NoVdlI+nm1pWKqmBDfzVoFwxG78K4P7mNJWUv/76667XuLi4KH/+/CpVqpQKFSqU4zGppAD3jkoKYB0qKYB1HLmS0qx0cJ6MszXi/luX6zSVlIEDB97ToWQ1atTQ22+/rapVq9owKgAAAAC5zWmSlFGjRmnx4sU6ffq0ypUrp4cfflglS5ZUbGys9uzZoyNHjqho0aKqV6+eLl26pH379mnQoEFasGCBypZNv0UnAAAAYEucOG89p0lSKlSooNOnT2v06NEaOnSoXF3THsA0c+ZMvfvuu+rWrZuCg4O1fft2DR06VN9//73efvttO0UNAAAA4F457BbE//TDDz+oSZMmeu6559IlKJI0YMAANWzYUJMnT5YkNWnSRK1atdLWrVvzOlQAAABAhmHkyeN+5DRJSnh4uGrUqJHlNdWqVdOxY8csP/v7+ys6mhPIAQAAAGfiNNO9fH19FRoamuU14eHhyp8/v+XnW7duydvb29ahAQAAAOmwJsV6TlNJady4sbZs2aK5c+dm2L58+XL98ccfatSokSQpISFBGzduVIUKFfIwSgAAAAA55TSVlBEjRmjTpk164403NH/+fD388MMqUaKEYmJitGfPHu3YsUMFChTQqFGjlJycrC5duigiIkLPP/+8vUMHAADAA8igkmI1p0lSypUrp+nTp2vChAnav3+/9u/fL5PJZFksVK1aNb333nvy9/fX2bNnde7cOfXq1Us9evSwc+QAAAAA7oXTJCmSVKVKFf322286evSo9u/fr6tXr8rHx0e1atVSzZo1Ldf5+flpx44d8vHxsWO0AAAAAKzhNElKv3791LhxY40aNUpBQUEKCgrK9Fp3d3e5u7vnYXQAAABAWvfr9sB5wWkWzh86dEg3btywdxgAAAAAbMxpKimFChVSXFycvcMAAAAAsoUtiK3nNJWUMWPGaPny5frxxx914cIFe4cDAAAAwEacppKyePFiFSxYUB9//LE+/vhjubm5ycvLK911JpNJO3bssEOEAAAAwP+wJsV6TpOkbNu2Lc3PSUlJSkpKslM0AAAAAGzFaZKU0NBQe4cAAAAAZBtrUqznNGtSAAAAADwYHLaSEhoaquLFi6to0aKWn7OrSpUqtgoLAAAAyBaDSorVHDZJ6datm0aMGKERI0ZYfjaZTHe9z2Qy6fDhw7YODwAAAICNOGySUr9+fZUpU8byc4MGDewYDQAAAHBvzOzuZTWHTVLOnz+vyMhIRUVFqUSJEpoxY4a9QwIAAACQBxx24fz58+f1xRdfKDg4WCNGjNDmzZvtHRIAAACQbUYe/d/9yGGTlOXLl2vIkCEqVKiQ1q5dq2HDhik4OFiTJ09WVFSUvcMDAAAAYCMmw8GPwjSbzdq0aZMWLFigDRs2KDk5WW5ubmrdurWeeOIJtWjRwmZju3mUtlnfwP2qo19de4cAOKW5b7AzJWANr6c/tncImapaomGejHMkameejJOXHHZNSioXFxe1adNGbdq00dWrV7V48WItWLBAa9eu1bp161SqVCmFhISoZ8+eKlGihL3DBQAAAJBDDl9Jyczhw4c1f/58LVu2TNevX5ebm5tatWqlJ554Qi1btsyVMaikAPeOSgpgHSopgHUcuZJSpUTe7E4bGvVXnoyTlxy+kpKZatWqqVq1aho7dqz++OMPrVixQuvWrdOGDRs4JwUAAABwYk6bpKS6fPmyzp49q4iICCUkJNg7HAAAAAA55JRJSlxcnFatWqVFixZp165dMpvNKliwoPr166eQkBB7hwcAAABwmGMOOE2SYhiGNm/erMWLF2v9+vWKj4+XYRiqV6+eQkJC1LFjR3l6eto7TAAAAAA55PBJSmhoqBYtWqRly5bp8uXLMgxDhQsXVp8+fRQSEiJ/f397hwgAAACkc78etJgXHDZJ+fHHH7V48WIdP35chmHIZDKpcePGCgkJUfv27eXu7m7vEAEAAADYgMMmKR999JEkqVixYurZs6d69eqlsmXL2jkqAAAAIHtYk2I9h01SWrZsqd69e6tNmzZydXW1dzgAAAAA8ojDJinfffedvUMAAAAArMaaFOu52DsAAAAAALiTw1ZSAAAAAGdmGGZ7h+C0qKQAAAAAcChUUgAAAAAbMLMmxWpUUgAAAAA4FCopAAAAgA0YnJNiNSopAAAAABwKlRQAAADABliTYj0qKQAAAAAcCpUUAAAAwAZYk2I9KikAAAAAHAqVFAAAAMAGzFRSrEYlBQAAAIBDIUkBAAAA4FCY7gUAAADYgMEWxFajkgIAAADAoVBJAQAAAGyALYitRyUFAAAAgEOhkgIAAADYgJk1KVajkgIAAADAoVBJAQAAAGyANSnWo5ICAAAAwKFQSQEAAABswEwlxWpUUgAAAAA4FCopAAAAgA2wJsV6VFIAAAAAOBQqKQAAAIANcE6K9aikAAAAAHAoVFIAAAAAG2BNivWopAAAAABwKFRSAAAAABvgnBTrUUkBAAAA4FBIUgAAAAA4FKZ7AQAAADZgsAWx1aikAAAAAHAoVFIAAAAAG2DhvPWopAAAAABwKFRSAAAAABvgMEfrUUkBAAAA4FCopAAAAAA2wO5e1iNJAQAAAKAVK1Zo2rRpCgsLk6urq+rWravhw4erVq1a2brfbDZr7ty5+vXXX3X69Gl5enqqcePG+te//qWKFSveUyxM9wIAAABswDCMPHnkhsmTJ2v06NGKjo5W79691b59e+3YsUN9+/bV5s2bs9XH66+/rjfeeEMpKSnq16+fmjVrpjVr1qhnz54KDQ29p3hMBit6MuXmUdreIQBOp6NfXXuHADiluW9UsXcIgFPyevpje4eQKQ/PMnkyTmLCuRzdHxYWps6dOysgIEBz5sxR/vz5JUlHjhxR37595evrq9WrV8vT0zPTPjZt2qRhw4apefPmmjJlitzcbk/Y2rx5s4YOHapq1appwYIF2Y6JSgoAAABgA85SSZk2bZrMZrNeeOEFS4IiSVWrVlWvXr104cIFrVu37q59SNK//vUvS4IiSS1atFDr1q116NAh7d+/P9sxkaQAAAAAD7Dt27dLkpo1a5aurWnTppKkbdu2ZXp/UlKSdu3aJV9fX9WsWTNde2q/WfXxTyQpAAAAgA0YefTIiaSkJEVERKhIkSIqWLBguvZy5cpJksLDwzPt4/z580pMTFS5cuVkMpms6uOf2N0LAAAAcGJt27bNsj2rqVrXrl2TYRjy9fXNsD01cYmJicm0j6tXr0pSjvr4J5KULCQnRtg7BAAAADipvPosebckJSvJycmSJHd39wzbPTw8JEkJCQk27eOfSFIAAAAAJ3a3Re1ZSd2xKykpKcP2xMRESUqzoN4WffwTa1IAAACAB1SBAgXk6uqa6VSsGzduSFKG61VSFSpUSFLm07my08c/kaQAAAAADyh3d3eVK1dOly9fVlxcXLr2M2fOSJICAgIy7aN06dLy8vKyXGtNH/9EkgIAAAA8wBo2bCjDMCxbEd9p69atkqQGDRpker+Li4vq1aunq1evZniyfHb6SNdntq8EAAAAcN8JCQmRyWTS559/nmbKVmhoqObPny8/Pz+1a9cuyz569+4tSfrwww8ta1Ck2yfOb9y4UbVq1VLt2rWzHZPJyI1jKgEAAAA4rQ8//FBTp05VqVKl1KFDB8XGxmrZsmVKTk7WlClTLAcy3rhxQ9OnT5ckjRw5Mk0fo0aN0qpVq+Tv76/g4GBdvHhRK1askJeXl2bOnKkqVapkOx6SFAAAAACaN2+eZs2apfDwcHl7e6tmzZoaMWKEatWqZbnm3Llzli2Pjx49mub+5ORkTZs2TQsWLNDZs2fl6+ur+vXra+TIkapUqdI9xUKSAgAAAMChsCYFAAAAgEMhSQEAAADgUEhSAAAAADgUkhQAAAAADoUkBQAAAIBDIUlBjh07dkwTJ05U+/btVatWLT388MPq2LGj3nrrLYWHh+e4/8jISM2fPz8XIgVyx9ChQxUUFKTvv//+rteGh4crKChIbdq0kdlszoPo0ho4cKCCgoJ05MgRm4+1YMECBQUF6d1337X5WLi/WPue6t+/v01/v4OCglS/fn2r7+c9AViPJAU5Mm/ePHXr1k1LlixR1apV1b9/f/Xo0UN+fn6aPXu2OnfurHnz5lndf2hoqDp06KB169blYtRAzjzxxBOSpCVLltz12tQEu2fPnnJxyfu/crt3764RI0aoWLFieT42kF3Wvqd69uxp09/vESNGaNiwYVbfX7VqVY0YMUItWrTIxaiAB4ObvQOA8zp//rzeeust+fn56ddff1WJEiXStP/111966qmn9Oabb6phw4YqX778PY9x/fp1xcfH51bIQK5o3bq1ihcvrmPHjunw4cOqVq1ahtelpKRoyZIlcnV1VUhISB5HeVuPHj3sMi5wL6x9T5UsWdKmcf3zNO17VbVqVVWtWjWXogEeLFRSYLUNGzYoKSlJ3bp1S5egSFKDBg3Uu3dvJScna9WqVXaIELANNzc3y4f/RYsWZXrdH3/8oUuXLqlVq1Y2/zAFODPeUwD+iSQFVktKSpJ0e0pWZp588kl9/fXXevTRRy3PGYahefPmqXfv3qpbt67q1KmjXr16ad68eTIMw3LduHHjNGjQIEnSunXrFBQUpC+//NLSHhMTo08//VQdOnRQjRo1VK9ePQ0cOFArV65MF0diYqI+++wzderUSXXr1tXDDz+snj17aurUqZbXcWd8ixYt0pAhQ9S4cWNVr15d9evXV79+/bL8xxMPlpCQEJlMJi1fvlwpKSkZXrNgwQJJUp8+fSRl/3dfuv37HxQUpF27dqlv376qUaOGWrRooV27dkmS1q9fr4EDB6pp06aqWbOmgoODNWHCBJ09ezZNP5mtSYmIiNBbb72l4OBg1apVS8HBwRo/fny6+yVp27ZtGjZsmBo1aqQaNWqobdu2eueddxQVFZWtP6vExER9//336tKli2rVqqW6deuqd+/emjNnTrp1OgMHDlS1atV06NAhdenSRTVq1FBwcLDOnDmTrbHgvKx5T2X0+x0UFKTBgwdr0aJFatmypWrVqqU+ffpYftdOnz6tV155RS1atFCtWrXUo0cPLV++XN98842CgoK0Y8eONH3duSZlx44dCgoK0jfffKOtW7dq4MCBevjhh1W3bl31799fmzdvThdvRmtSUlJSNGPGDPXs2VN169ZVo0aNNGDAgAynNu/atUujR49Wq1atVKNGDdWtW1edO3fWl19+qYSEhHv5IwacCkkKrNaiRQuZTCatW7dOTz/9tH7//XddvXo1zTXlypVTu3btLFO9DMPQmDFjNGHCBF29elVdu3bVE088oZiYGE2YMEEvv/yy5d527dqpe/fukqSKFStqxIgRatiwoSTp4sWL6t69u6ZMmSIPDw/16dNHwcHBCg0N1b/+9S+98847aeIYPXq0vv32W/n4+KhPnz7q2bOnrl+/rg8//FATJ05Mc+2ECRM0duxYnT9/Xp06ddLgwYPVoEED7d27V2PHjtWcOXNy/c8Szqds2bJq3LixoqOjtWXLlnTtV65c0YYNG/TQQw+pRYsW9/S7f6fRo0crOTlZgwYNUlBQkGrWrKlVq1Zp+PDhCg8PV/v27fXkk0+qYsWKlgToypUrWcZ+4MABde/eXbNmzVK5cuXUv39/Va1aVQsXLlTv3r116tQpy7VTpkzRkCFDtGPHDjVt2lT9+/dXsWLFNGPGDHXv3v2um2PExsaqX79++vjjjxUfH68ePXqoY8eOOn/+vF5//XWNHDky3QdSs9ms/2vv7uNyuv8Hjr90VUS5ixJjKCdEfmuzISw0zDAjxpYHxlgbNjdz+zU3cze+29w0d5vxpWKjUkgNm3KThtHSlkihULlJkrq6Ob8/7Dpz6YowY/Z+Ph4eHn3O53zO51yd03Xe53P37rvvYmtry8CBA3FxcaFevXp3PY7457vfe+puEhMT+c9//kObNm3w8vKiVatWmJmZkZCQQL9+/QgJCUFRFAYOHIiNjQ1jx469r5dQP/74I0OHDkWn09G/f3/c3d05fPgwI0aMIC4u7q77FhQUMGTIEGbPnk1WVhY9evTgtdde49SpU7z//vusXbtWy7tlyxa8vb2Jjo7G3d2dIUOG0LlzZ9LS0vD19WXKlCllrrMQ/ziqEA/B399fbdq0qaooiqooiurs7Ky++uqr6rRp09QdO3aoN2/eLJFfURT1gw8+UPPz87V0vV6vjhgxQlUURQ0KCtLSDx48qCqKovr4+BiVM3z4cFVRFHXu3LlqUVGRln7+/HnV09NTVRRFjYiIUFVVVU+cOKEqiqIOGDDAqIzr16+rHTp0UJ2dndXLly+rqqqq8fHxqqIoap8+fYzqp6qqGhoaqiqKovbr1+8hPjHxNNm+fbuqKIo6ZsyYEtvWrFmjKoqiLl26VFXV+7/2J06cqCqKonbv3l3V6/VGZb/xxhuqoijqmTNnjNLnzZunKoqifvvtt1qat7e3qiiK+ttvv6mqqqrFxcVqt27dVEVR1JCQEKP9N27cqCqKoo4ePVpVVVWNjY1VnZ2dVXd3d/XkyZNGeZcvX64qiqL27NlTLS4uVlVVVQMDA1VFUdTZs2dr+WbOnKkqiqJ+9NFHal5enpZ+9epVtW/fvqXWd+jQoSU+U/H0u597SlVLXt+qqmrfRytXrixRRp8+fVRFUdSAgACj9K+++krb7+DBg0ZlPf/889rPhu8kRVHUzZs3G5WxZMkSVVEUdcKECVqaqXti5cqV2vdabm6uln7hwgW1VatWarNmzdSsrCy1oKBAfemll1Q3Nzc1NTXV6Fhnz55VXVxc1CZNmhiVIcTTRFpSxEN56623CAoKok+fPlSvXh1VVUlKSuK7777jww8/pGPHjoSEhGj5N2zYAMC0adOwtLTU0i0sLJgwYQIAGzduvOsxMzIy2LNnD7Vq1WLChAlGMyY5ODhob6QNxzI4f/48aWlp2s/W1tYEBARw6NAhqlevDoCtrS0LFixg5syZRvUDaNOmDcA931KLfw9PT0+qVavG7t27ycnJMdoWFBRkNGD+Qa/9Ll26YGFhYfL4hw4dMvp55MiRREVFMXjw4FLrHBcXx6lTp2jVqhU9e/Y02ta3b1+GDx+uvaXevHkzqqoyatQonJycjPKOGDGCxo0bk5CQwC+//GLyWAUFBQQHB1OhQgVmzpxJ+fLltW1Vq1Zl+vTpQMl7FaB79+6lnoN4et3PPXUvd15DCQkJxMXF0bx5cwYMGGC0bfjw4ffVWlenTh369OljlNapUycAkpOT77qvocVm2rRpWFlZaem1atXiP//5D6NGjeLmzZsUFhYyY8YMFi5cSJ06dYzKqFu3LvXq1aOoqIhr166Vud5C/JPI7F7ioTk7OzN37lxUVSUxMZHDhw8TExPD3r17uXz5svYA1rlzZ06ePImFhQXff/+9ybJ0Oh3x8fGoqkq5cuVM5omPjwduDczX6XQltr/00ktG+RRFwd3dnf379+Pp6YmLiwutW7fG3d2dF154AXPzP28De3t7Xn/9dS3YSk5OJjU1ldOnT3Ps2DGAUvtKi38fS0tLevXqxZo1awgPD8fLywu4de2dOHGCjh07Ym9vz82bNx/42jc1K97gwYP5+OOPmTJlCosXL6ZNmza0bt2adu3a3XMwseG+cHNzK7HNzMyMcePGaT8fP34cgFatWpXIW65cOVq2bElCQgLx8fE8//zzJfIkJyeTm5uLm5sblStXLrHdxcUFa2trzpw5Q05ODtbW1to26d7171TWe+peLCwsqF27tlFabGwsgMl1T8zNzXFzcyvz2KcGDRqUSLOxsQFujcEqTX5+PklJSTg4OODg4FBi+2uvvWb0c9euXQG4ePEiJ0+eJC0tjZSUFOLj4zlz5gwg30ni6SVBivjLlCtXDmdnZ5ydnXn77be5fv06c+fOJSgoiKVLl9KqVStUVaWgoABfX99SyykqKuLGjRtGDyy3u379OvDnF8KdqlSpQoUKFcjNzdXSVqxYwfr169m6dStxcXHExcWxatUqqlatio+Pj9Gb561bt+Lr66v1y7ewsKBBgwa4urpy4sSJ+/xUxNOub9++rFmzhpCQEO2B6s7BvdnZ2Q987d/+ptWgZ8+e1KxZk3Xr1hEdHU1wcDDBwcHodDo8PT2ZMWOG1jp4J8Nb19Lun9sZ3mSXltfwsHjz5k2T2+91rxrKyMnJITc3957nLf4dynJP3UuFChVKpBnGTNasWdPkPvczW9jtrYIGhpcL6h2TYNwuKysLKNv9B7fGjy1cuJCff/5ZO0adOnX4v//7P6pVq0ZmZuZdjyfEP5kEKeKBFBUV0bNnT/Lz89m5c6fJVg8bGxtmzpxJeHg4586do1KlSsCtJu3IyMgHPrbhj/vFixdNbs/LyyM/P9/oi8jS0pKhQ4cydOhQLl++rLX0bNu2jXnz5lGrVi26du3Krl27GD9+PDVr1mTOnDk899xzPPvss5ibm5OZmcnmzZsfuN7i6eTo6Mjzzz/PoUOHSEtLo2bNmmzbts1ocO9fde3frnXr1rRu3Rq9Xs+vv/7KgQMHCAkJISIigvz8fFauXGlyP0NdDAHEnXJzc6lYsSKAFjRcvHjRZNCTnZ0NQLVq1UyWda979fYyqlatWmoe8e9SlnvqQRiu59Ku/Tu7lz0K97r/9Ho9ZmZmmJubc/HiRQYPHoxer2fUqFF4eHjg6OioBfBdu3YlMzPzkddZiMdFxqSIB6LT6SguLubcuXMmZ2G5U40aNbC2tubZZ5/l4sWLpKenl8hz9epVZs+ejb+/v5ZmKvgxLPIVFxdncqHHmJgYVFXF2dkZgN9++40FCxZoD4e2trZ069aNefPmaeNXDFNOBgcHAzBr1iy8vLxwdHTUuoOdOnUKuPtbMvHv1K9fP1RVJTw8nKioKLKysoxWmH+Qa780er2eZcuWsWjRIuBWAP7CCy8wevRoAgMD0el0RlOo3smwsJyh++KdevTowUsvvUReXh7NmjUD0N7i3ungwYMA2r12pwYNGlCxYkWSk5NNTleclJREZmYmDRs2LDEGTPy73eueehCurq4ApY6hKi39r2RtbU3dunW5cOGCyb8Fq1atwtXVla1btxIREcGNGzfw9vZm5MiRNGvWTAtQcnNzOX/+PCDfSeLpJUGKeGBDhw4FYPLkyRw5cqTE9oKCAj777DNyc3O1Jvp+/foBtwYM3t5FpLi4mNmzZ7N+/XqjdVcMAcLtfXzt7e3p0KEDmZmZLFy40GidhYsXL7JgwQIArZtAUVERq1ev5ssvvywR1Bj6Hz/zzDPAn10ELl26ZJQvPT2duXPnauclxO26du1K5cqViYiIYMeOHSYH997vtV8aS0tLwsLCWLlyZYn7Li0tjaKiIu16NsXNzY369esTHR1dYpHVwMBAUlNTadmyJRUqVNDWrVi+fLkWpBusXbuWX3/9lUaNGtGiRQuTx7KwsKB3797o9XpmzZpltKbDtWvXmDFjBvDnvSqEQVnuqfvl6uqKi4sLMTExbNu2zWibn59fibWEHhXDopVz5841+m7LyMhg48aN6HQ62rRpowUkd7aW6PV6pk2bpt1PhYWFf0u9hfi7SXcv8cC8vLw4c+YMX3/9NW+99RbNmzenRYsWWFtbk5mZyf79+7l48SKvvPIKPj4+wK0Bvz///DORkZF069aNtm3bUqlSJfbv309iYiKKojBmzBjtGIaBhTExMcybN48XX3yRTp06MWvWLN5++238/Pw4fPgwLVu2JDs7mz179nDt2jW8vb21AYfNmzenV69ebNmyhVdffZUOHTpgZWVFXFwcMTExNGjQQHuA9PLyIiwsjFmzZhETE0Pt2rU5f/48P/30E6qqUrFiRa5fv05RUZHJQfvi36lChQr06NGDgIAATpw4YXI17Pu99u9m0qRJjBgxgkGDBvHKK6/wzDPPkJmZSUREBDqdjvHjx5e6r5mZGQsWLOCdd95h9OjRtG/fHicnJ5KTk9mzZw92dnZ88sknwK17Z+zYsXz++ef06dOHjh07YmdnR2xsLEePHqVmzZp8+eWXd63r2LFjiY2NZefOnfTo0QN3d3cKCgqIjIwkIyMDT0/Pu85GJv6dynJPPYg5c+bg7e3NuHHjCAkJwcnJifj4eGJiYqhevTpXrlx55H/bhw0bxv79+wkPD+fEiRPaPREREUFWVhbz58/H1taWjh07smjRIrZt28bly5dp1qwZ2dnZREZGkp6ejq2tLZcvX9bGuQjxtJGWFPFQxo0bx6ZNm3jzzTfJzc0lNDSU1atXExUVRZMmTViyZAm+vr5ai4i5uTnLly9n+vTp1KhRg23btmmLI44aNQp/f3+jvu8ODg5MnDiRKlWq4O/vz65duwCws7MjMDCQ4cOHk5eXx8aNG4mMjKR58+YsW7asxAKNs2fPZvr06dja2rJ9+3bWrVtHeno6w4YN47vvvtP6zrdu3ZoVK1bg6urK3r178ff3JyEhgddee43Q0FA8PDzIy8tj//79f8fHK/5BDN1T8vLyePPNN0tsv99r/27atm2Ln58fHh4eHDt2jDVr1hAZGUnbtm3ZsGEDHh4ed92/RYsWBAUF0bt3bxISEli3bh3Hjx+nd+/ebNq0CTs7Oy3v8OHD+fbbb2nZsiX79+8nICCAq1evMnToUEJDQ2nUqNFdj1WpUiX8/f0ZN24c5cuXJzAwkPDwcOrWrcu8efPw9fWVgF+YdK976kE0adKE77//ni5duvDrr7/i5+dHTk4OX331lTbr16OetMHS0pI1a9Ywfvx4LCws2LRpE1u3bkVRFFatWqUtYmxYNLVz586cOnWKdevWceDAAVxcXFi3bh2jRo0CMLlKvRBPg3KqdGYUQgghxFNOr9eTnp5OrVq1TK491L9/f44ePUp0dHSZXxgIIR4daUkRQgghxFNPr9fTpUsXunXrVmJ8YnR0NMeOHcPFxUUCFCGeENKSIoQQQoh/halTp7J582aeeeYZPDw8sLKy4vTp00RGRlK+fHnWrVunzWonhHi8JEgRQgghxL9CUVERQUFBBAYGkpKSwo0bN6hZsyZt2rRh+PDh1KtX73FXUQjxBwlShBBCCCGEEE8UGZMihBBCCCGEeKJIkCKEEEIIIYR4okiQIoQQQgghhHiiSJAihBBCCCGEeKJIkCKE+EeJiYnB2dnZ5L+mTZvi5uZGjx49mD9/PhkZGY+7ukydOhVnZ2eWLl2qpQUFBeHs7MzgwYMfuvykpKSHLuNeQkJCcHZ2ZuDAgWXKbzi/jh07PtJ6TZo0CWdnZ5YtW/ZUHEcIIcSfzB93BYQQ4kG5ubkZ/ayqKjdu3CA5OZnExESCg4P53//+R+PGjR9TDR8dvV7PkiVLWL9+PbGxsY+7OkIIIcRfSoIUIcQ/1oYNG0ymZ2RkMHLkSGJjY5k0aRLBwcGUK1fub65d6V555RVatGhBxYoVH7iMjIwMvv76a3Q63V9YMyGEEOLJIN29hBBPHTs7OxYsWEC5cuX4/fffn7iWBhsbGxwdHXFwcHjcVRFCCCGeSBKkCCGeSvXr16d+/foAHD9+/PFWRgghhBD3Rbp7CSGeWtbW1gDcuHFDS3N2dsbe3h4/Pz8mTpzI8ePHqVatGmPHjqVXr14AZGVl8c0337Bz507Onz+PlZUVrq6uDBkyBHd3d5PHOnbsGCtWrCA2Npb8/Hyee+45xo0bZzJvUFAQkydPpnXr1qxdu9ZoW3Z2NuvWrSM8PJzU1FTMzc1p3rw5Q4YMoX379gBaFzaAoqIinJ2dAThx4oRWTmFhId999x3BwcHa4HpHR0f69OlDv379THYTu3DhAsuXL2fv3r1cuXIFR0dHhg0bdq+P+S9TWFjIli1bCAsL4/fff+f69etYWVmhKAq9evXCy8ur1G570dHRLFmyhN9++42KFSvSqlUrPvjgA5ycnEzmP3bsGKtXr+bIkSNkZ2djZ2eHh4cHI0aMwN7e/lGephBCiDKQIEUI8dQ6d+4cQImHzvz8fIYNG0ZmZiZOTk4kJSVpD7PJyckMGTKECxcuYGlpSYMGDcjJyWHv3r3s3buX0aNH88EHHxiVFxYWxscff0xhYSF2dnY4ODgQExPDgAEDcHR0LHN9z5w5w7Bhwzh79iwWFhY0atSIrKwsDhw4wIEDB5g/fz5vvPEG9evXp1mzZloL0Z0TCOTm5vLee+8RExODmZkZ9erVw9LSkvj4eOLi4vjxxx/56quvsLS01PY5deoUgwYN4tKlS1hbW+Pk5MTZs2cZM2ZMifIfBb1ez/Dhw4mOjsbc3Jx69epRq1Ytzp49y+HDhzl8+DBJSUlMmjSpxL6RkZEsXbqU8uXL4+joSFpaGmFhYezatYsVK1aUCCz9/f359NNPUVWVatWqoSgKZ86cwd/fn7CwML799luaNm36yM9ZCCFE6aS7lxDiqbRt2zaysrIwNzendevWRtuysrIoKCggPDyc4OBgIiMjadasGQUFBYwePZoLFy7wxhtvEB0dTWhoKD/++CPffPMNNjY2LFmyhKioKK2szMxMpk6dSmFhIePHjycqKoqgoCB2796NoijEx8eXqb6qqjJx4kTOnj1L27ZtiYqKIjg4mJ9++onZs2cD8Mknn5CRkcF7773H4sWLAdDpdGzYsMFoEoH58+cTExODq6sr4eHhREREsHXrVnbs2IGiKERFRRlNiayqKpMmTeLSpUt06dKFqKgoAgMD2bdvH15eXvzyyy8P/Hsoq4CAAKKjo1EUhd27d7Njxw6Cg4OJjo7m3XffBWD9+vVcv369xL7Hjh2jdevW7Nmzh6CgIPbu3cubb76JXq9nwoQJ5OTkaHmPHDnC7NmzsbKy4r///S8HDx4kKCiIAwcOMGjQIK5evcqoUaPIy8t75OcshBCidBKkCCGeGkVFRaSnp7NhwwZmzJgBQN++fU123/H29tbSq1WrBsAPP/xAYmIizZs3Z86cOVp3MYB27drx8ccfA7BixQotfcOGDeTm5uLp6cm7776rdUeyt7dnyZIlRq0Vd3Po0CGOHj2Kra0tixcvpnr16tq2vn374unpiV6vJyIi4q7lpKenExgYSKVKlfD19eXZZ5/VttWvX59Fixah0+nw8/PTHt5jYmKIi4vTJhyoVKkSAOXLl2fWrFkoilKmc3gYBw8exMzMjEmTJlGrVi0t3dLSkrFjx2JlZUVhYSEpKSkl9jV8ZlWrVtX2mT59OoqicOnSJbZv367lXbZsGcXFxYwdO5YePXpo6eXLl2fKlCk899xzpKamsnXr1kd2rkIIIe5NghQhxD+WqcUc27dvz4wZM7h+/TodO3Zk4sSJJvdt0aJFibQ9e/YA0LlzZ5NjNrp27QrA0aNHtQf8/fv3A9CzZ88S+R0cHEodw3KnvXv3ase+PTgy+OSTT9i9ezfe3t53LScqKorCwkLc3NxMBmeOjo44OTmRm5vLkSNHjM6hc+fOVKhQwSi/Tqejd+/eZTqHh2EYz9OmTZsS2/Lz86lSpQqAyRaObt26YWNjY5Sm0+m034nh/PLz84mJiQHg1VdfNVkPw+943759D3gmQggh/goyJkUI8Y9151gJc3NzbGxsaNiwIR4eHrzwwgul7luzZs0SaYYB5oGBgfz0008m99PpdBQVFZGamkrjxo05e/YsQKljT5ydnUst63aGcho1amRye1kHcxvO4ffff2fAgAEm86SnpwOQkpLCyy+/rB27YcOGJvMbBuY/apaWlly5coVDhw5x+vRpzp49y8mTJ0lISKCgoACA4uLiEvuVtlin4bM0tL6kpKRo5YwaNcrkPllZWcCt8UFCCCEeHwlShBD/WKUt5lgW5cuXL5FmaB1JSUkx2a3odoaxEYb/raysTOarXLlymeqTnZ0N8FALPMKf53Dp0iUuXbp017x3nkNpx76zleJRuHnzJgsWLGDz5s3o9XotvUaNGnTp0oV9+/ZpAcSdSqu3IT0/Px/AaGzKvcbZmBr7IoQQ4u8jQYoQQvzB0NVp7dq1JQbbl6Zy5cpcvnyZ3Nxck9sND8hlPXZp5ZSVoRwfHx8++uijMu1jCKQe9hwextSpU9m+fTu2trYMHDgQV1dXGjVqhJ2dHQAeHh6lBik3b940mW4ISgzd5wyBZK1atYiMjPyLz0AIIcRfScakCCHEHwyDzE+fPm1ye1FREdHR0Zw7d07rdmTY5/Y1Sm5n6H5V1mOXln/Pnj14e3uzevXqMpVT2jnArTE1J0+e1IKPe53D3cr6K6SnpxMWFoa5uTkbNmzAx8cHd3d3LUApKCjgypUrpe5fWteshIQEAG166bp162JmZkZmZqZRq8rtUlNTiY2NvevxhBBCPHoSpAghxB/atWsH3BqTUlRUVGL79u3bGTx4MF5eXtrYhg4dOgCwadOmEvmzsrLK/Mbe0HLzww8/mGwZCAsL49ChQ9rDtZnZrT/fqqoa5Wvbti3lypUjKipKG3tyu9TUVAYOHEj37t21oKRjx44AREREaN3ObhcSElKmc3hQaWlpqKpKpUqVjGYjMwgLC9MCKlO/l/DwcKMuYnBr3RVDvQ2LYNrY2NCiRQuKiooIDAw0WZdp06bRr18/oymahRBC/P0kSBFCiD/06NGDOnXqEB8fz6RJk4zGJRw8eJBZs2YB0L9/f21MS//+/alRowYHDx5k4cKFFBYWArcClDFjxpR5bEO7du1o3LgxmZmZjB8/3ihY2LRpE6GhoVSoUIG+ffsCf463KC4uNgpGGjRoQJcuXbh58yY+Pj5GrQznzp1j5MiRFBQU4ObmhqurK3BrprO2bduSlZXFhx9+yNWrV4FbK8AvWLCAw4cP398H+Yfi4mKys7Pv+k9VVerVq4eZmRnXrl0jICBA27+oqIgtW7Zo00mD6a5nZ86cYcqUKVpwl5uby+TJk0lJScHR0ZHOnTtreX18fAD44osvjKYZ1uv1LFy4kAMHDmBhYcHbb7/9QOcshBDiryFjUoQQ4g9WVlb4+voybNgwQkNDiYiIwMnJiezsbG31+vbt2xvNDFW5cmU+//xzfHx8+OabbwgKCqJ27dokJSWh1+tp166dNr3w3ZiZmfHll18yaNAgdu3axb59+3B0dCQzM5OMjAx0Oh0zZ86kdu3aAFStWhV7e3vS09Pp1asXDg4OrF27lsqVKzNr1izS0tKIi4uja9euWnen06dPU1hYSO3atVm0aJHR8efOncugQYM4cOAAHTp0wNHRkfPnz3PlyhU6dOhQphnK7nThwgVatmx51zyHDh2iRo0a9O/fn4CAAGbOnMmqVauoXr06aWlpZGVlUaVKFRo3bkxCQgIXLlwoUUanTp3YunUrkZGR1KtXj5SUFHJycrC1tWXRokVYWFhoeV9++WU+/PBDFi9ezPjx4/nss8+wt7fn3LlzXLt2jXLlyjFnzhztMxNCCPF4SEuKEELcpmnTpoSGhvLOO+/g4ODAyZMnyczMxMXFhcmTJ7Ns2TLMzY3f77Rq1YrNmzfTvXt3dDodSUlJNG3alDVr1vDiiy+W+dgNGzYkJCSEIUOGYGdnR2JiInl5eXTo0AE/Pz969epllP+LL76gSZMm5OTkcP78edLS0gCoUqUKAQEBTJ48GRcXF1JTU0lOTqZOnToMGTKEwMDAElMa29vbs3HjRoYNG0aNGjVITEykWrVqzJgxg/fee+/BPsz7MG3aND799FNcXFzIzs7m1KlTVK1alYEDBxISEqK1bOzcubPEvj179sTX15e6deuSmJiIlZUVffv2JTg42ORClO+//z7r16/H09OT4uJiEhISMDMzo1OnTvj5+fH6668/8vMVQghxd+XUOzs0CyGEEEIIIcRjJC0pQgghhBBCiCeKBClCCCGEEEKIJ4oEKUIIIYQQQognigQpQgghhBBCiCeKBClCCCGEEEKIJ4oEKUIIIYQQQognigQpQgghhBBCiCeKBClCCCGEEEKIJ4oEKUIIIYQQQognigQpQgghhBBCiCeKBClCCCGEEEKIJ4oEKUIIIYQQQognigQpQgghhBBCiCeKBClCCCGEEEKIJ8r/AyXey/ihTroFAAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<Figure size 720x504 with 2 Axes>"
+       "<Figure size 1000x700 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -1196,9 +1196,9 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<Figure size 720x504 with 2 Axes>"
+       "<Figure size 1000x700 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -1206,9 +1206,9 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<Figure size 720x504 with 2 Axes>"
+       "<Figure size 1000x700 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -1216,9 +1216,9 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<Figure size 720x504 with 2 Axes>"
+       "<Figure size 1000x700 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -1253,8 +1253,11 @@
     "    df_cm = pd.DataFrame(cf_matrix, range(3),\n",
     "                  range(3))\n",
     "\n",
-    "    df_cm = df_cm.rename(index=str, columns={0: \"Setosa\", 1: \"Versicolor\", 2: \"Virginica\"})\n",
+    "    # rename and index...can find the key to this data set using the target and target_names attributes\n",
+    "    df_cm = df_cm.rename(index=str, \n",
+    "                         columns={0: \"Setosa\", 1: \"Versicolor\", 2: \"Virginica\"})\n",
     "    df_cm.index = [\"Setosa\", \"Versicolor\", \"Virginica\"]\n",
+    "    \n",
     "    plt.figure(figsize = (10,7))\n",
     "    sns.set(font_scale=1.4)#for label size\n",
     "    sns.heatmap(df_cm, \n",
@@ -1301,14 +1304,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<Figure size 720x504 with 2 Axes>"
+       "<Figure size 1000x700 with 2 Axes>"
       ]
      },
      "metadata": {},
@@ -1330,9 +1333,9 @@
     "\n",
     "df_cm = pd.DataFrame(cf_matrix, range(2),\n",
     "              range(2))\n",
-    "\n",
     "df_cm = df_cm.rename(index=str, columns={0: \"<=50k\", 1: \">50k\"})\n",
     "df_cm.index = [\"<=50k\", \">50k\"]\n",
+    "\n",
     "plt.figure(figsize = (10,7))\n",
     "sns.set(font_scale=1.4)#for label size\n",
     "sns.heatmap(df_cm, \n",
@@ -1353,6 +1356,13 @@
     "---\n",
     "Authored by Aniket Kesari"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
@@ -1371,7 +1381,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.3"
+   "version": "3.8.11"
   }
  },
  "nbformat": 4,