diff --git a/Cleaning.ipynb b/Cleaning.ipynb
index 90d74bf..0c32103 100644
--- a/Cleaning.ipynb
+++ b/Cleaning.ipynb
@@ -244,7 +244,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 7,
    "id": "24675f41-d48f-4e27-a3d8-e303556ee7d1",
    "metadata": {},
    "outputs": [],
@@ -254,7 +254,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 8,
    "id": "d7bf2c46-7885-4dfe-a4e7-8b8439cf0434",
    "metadata": {},
    "outputs": [],
@@ -264,14 +264,6 @@
     "os.makedirs('data', exist_ok=True)\n",
     "df.to_csv('./data/dataset_cleaned.csv', index=False)"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "ce134731-e15e-4a2a-aa4e-a28de45fd3af",
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
@@ -290,7 +282,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.5"
+   "version": "3.11.9"
   }
  },
  "nbformat": 4,
diff --git a/Experiments.ipynb b/Experiments.ipynb
index c6ae8cd..e3bdc40 100644
--- a/Experiments.ipynb
+++ b/Experiments.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 8,
    "id": "initial_id",
    "metadata": {
     "jupyter": {
@@ -19,7 +19,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 10,
    "id": "67503952-9074-4cdb-9d7e-d9142f7c319c",
    "metadata": {},
    "outputs": [
@@ -218,7 +218,7 @@
        "[5 rows x 28 columns]"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -621,20 +621,424 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 12,
    "id": "79631688-07cb-450d-9958-8d8341722d7d",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<style>#sk-container-id-6 {color: black;}#sk-container-id-6 pre{padding: 0;}#sk-container-id-6 div.sk-toggleable {background-color: white;}#sk-container-id-6 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-6 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-6 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-6 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-6 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-6 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-6 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-6 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-6 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-6 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-6 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-6 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-6 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-6 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-6 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-6 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-6 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-6 div.sk-item {position: relative;z-index: 1;}#sk-container-id-6 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-6 div.sk-item::before, #sk-container-id-6 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-6 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-6 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-6 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-6 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-6 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-6 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-6 div.sk-label-container {text-align: center;}#sk-container-id-6 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-6 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-6\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>KMeans(n_clusters=2, n_init=&#x27;auto&#x27;, random_state=42)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-6\" type=\"checkbox\" checked><label for=\"sk-estimator-id-6\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">KMeans</label><div class=\"sk-toggleable__content\"><pre>KMeans(n_clusters=2, n_init=&#x27;auto&#x27;, random_state=42)</pre></div></div></div></div></div>"
+       "<style>#sk-container-id-1 {\n",
+       "  /* Definition of color scheme common for light and dark mode */\n",
+       "  --sklearn-color-text: black;\n",
+       "  --sklearn-color-line: gray;\n",
+       "  /* Definition of color scheme for unfitted estimators */\n",
+       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
+       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
+       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
+       "  --sklearn-color-unfitted-level-3: chocolate;\n",
+       "  /* Definition of color scheme for fitted estimators */\n",
+       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
+       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
+       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
+       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
+       "\n",
+       "  /* Specific color for light theme */\n",
+       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
+       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
+       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
+       "  --sklearn-color-icon: #696969;\n",
+       "\n",
+       "  @media (prefers-color-scheme: dark) {\n",
+       "    /* Redefinition of color scheme for dark theme */\n",
+       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
+       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
+       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
+       "    --sklearn-color-icon: #878787;\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 pre {\n",
+       "  padding: 0;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 input.sk-hidden--visually {\n",
+       "  border: 0;\n",
+       "  clip: rect(1px 1px 1px 1px);\n",
+       "  clip: rect(1px, 1px, 1px, 1px);\n",
+       "  height: 1px;\n",
+       "  margin: -1px;\n",
+       "  overflow: hidden;\n",
+       "  padding: 0;\n",
+       "  position: absolute;\n",
+       "  width: 1px;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-dashed-wrapped {\n",
+       "  border: 1px dashed var(--sklearn-color-line);\n",
+       "  margin: 0 0.4em 0.5em 0.4em;\n",
+       "  box-sizing: border-box;\n",
+       "  padding-bottom: 0.4em;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-container {\n",
+       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
+       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
+       "     so we also need the `!important` here to be able to override the\n",
+       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
+       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
+       "  display: inline-block !important;\n",
+       "  position: relative;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-text-repr-fallback {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       "div.sk-parallel-item,\n",
+       "div.sk-serial,\n",
+       "div.sk-item {\n",
+       "  /* draw centered vertical line to link estimators */\n",
+       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
+       "  background-size: 2px 100%;\n",
+       "  background-repeat: no-repeat;\n",
+       "  background-position: center center;\n",
+       "}\n",
+       "\n",
+       "/* Parallel-specific style estimator block */\n",
+       "\n",
+       "#sk-container-id-1 div.sk-parallel-item::after {\n",
+       "  content: \"\";\n",
+       "  width: 100%;\n",
+       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
+       "  flex-grow: 1;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-parallel {\n",
+       "  display: flex;\n",
+       "  align-items: stretch;\n",
+       "  justify-content: center;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  position: relative;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-parallel-item {\n",
+       "  display: flex;\n",
+       "  flex-direction: column;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-parallel-item:first-child::after {\n",
+       "  align-self: flex-end;\n",
+       "  width: 50%;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-parallel-item:last-child::after {\n",
+       "  align-self: flex-start;\n",
+       "  width: 50%;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-parallel-item:only-child::after {\n",
+       "  width: 0;\n",
+       "}\n",
+       "\n",
+       "/* Serial-specific style estimator block */\n",
+       "\n",
+       "#sk-container-id-1 div.sk-serial {\n",
+       "  display: flex;\n",
+       "  flex-direction: column;\n",
+       "  align-items: center;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  padding-right: 1em;\n",
+       "  padding-left: 1em;\n",
+       "}\n",
+       "\n",
+       "\n",
+       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
+       "clickable and can be expanded/collapsed.\n",
+       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
+       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
+       "*/\n",
+       "\n",
+       "/* Pipeline and ColumnTransformer style (default) */\n",
+       "\n",
+       "#sk-container-id-1 div.sk-toggleable {\n",
+       "  /* Default theme specific background. It is overwritten whether we have a\n",
+       "  specific estimator or a Pipeline/ColumnTransformer */\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "}\n",
+       "\n",
+       "/* Toggleable label */\n",
+       "#sk-container-id-1 label.sk-toggleable__label {\n",
+       "  cursor: pointer;\n",
+       "  display: block;\n",
+       "  width: 100%;\n",
+       "  margin-bottom: 0;\n",
+       "  padding: 0.5em;\n",
+       "  box-sizing: border-box;\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n",
+       "  /* Arrow on the left of the label */\n",
+       "  content: \"▸\";\n",
+       "  float: left;\n",
+       "  margin-right: 0.25em;\n",
+       "  color: var(--sklearn-color-icon);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "}\n",
+       "\n",
+       "/* Toggleable content - dropdown */\n",
+       "\n",
+       "#sk-container-id-1 div.sk-toggleable__content {\n",
+       "  max-height: 0;\n",
+       "  max-width: 0;\n",
+       "  overflow: hidden;\n",
+       "  text-align: left;\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-toggleable__content.fitted {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-toggleable__content pre {\n",
+       "  margin: 0.2em;\n",
+       "  border-radius: 0.25em;\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
+       "  /* Expand drop-down */\n",
+       "  max-height: 200px;\n",
+       "  max-width: 100%;\n",
+       "  overflow: auto;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
+       "  content: \"▾\";\n",
+       "}\n",
+       "\n",
+       "/* Pipeline/ColumnTransformer-specific style */\n",
+       "\n",
+       "#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Estimator-specific style */\n",
+       "\n",
+       "/* Colorize estimator box */\n",
+       "#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n",
+       "#sk-container-id-1 div.sk-label label {\n",
+       "  /* The background is the default theme color */\n",
+       "  color: var(--sklearn-color-text-on-default-background);\n",
+       "}\n",
+       "\n",
+       "/* On hover, darken the color of the background */\n",
+       "#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Label box, darken color on hover, fitted */\n",
+       "#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Estimator label */\n",
+       "\n",
+       "#sk-container-id-1 div.sk-label label {\n",
+       "  font-family: monospace;\n",
+       "  font-weight: bold;\n",
+       "  display: inline-block;\n",
+       "  line-height: 1.2em;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-label-container {\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       "/* Estimator-specific */\n",
+       "#sk-container-id-1 div.sk-estimator {\n",
+       "  font-family: monospace;\n",
+       "  border: 1px dotted var(--sklearn-color-border-box);\n",
+       "  border-radius: 0.25em;\n",
+       "  box-sizing: border-box;\n",
+       "  margin-bottom: 0.5em;\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-estimator.fitted {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-0);\n",
+       "}\n",
+       "\n",
+       "/* on hover */\n",
+       "#sk-container-id-1 div.sk-estimator:hover {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 div.sk-estimator.fitted:hover {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
+       "\n",
+       "/* Common style for \"i\" and \"?\" */\n",
+       "\n",
+       ".sk-estimator-doc-link,\n",
+       "a:link.sk-estimator-doc-link,\n",
+       "a:visited.sk-estimator-doc-link {\n",
+       "  float: right;\n",
+       "  font-size: smaller;\n",
+       "  line-height: 1em;\n",
+       "  font-family: monospace;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  border-radius: 1em;\n",
+       "  height: 1em;\n",
+       "  width: 1em;\n",
+       "  text-decoration: none !important;\n",
+       "  margin-left: 1ex;\n",
+       "  /* unfitted */\n",
+       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
+       "  color: var(--sklearn-color-unfitted-level-1);\n",
+       "}\n",
+       "\n",
+       ".sk-estimator-doc-link.fitted,\n",
+       "a:link.sk-estimator-doc-link.fitted,\n",
+       "a:visited.sk-estimator-doc-link.fitted {\n",
+       "  /* fitted */\n",
+       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
+       "  color: var(--sklearn-color-fitted-level-1);\n",
+       "}\n",
+       "\n",
+       "/* On hover */\n",
+       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
+       ".sk-estimator-doc-link:hover,\n",
+       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
+       ".sk-estimator-doc-link:hover {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
+       "  color: var(--sklearn-color-background);\n",
+       "  text-decoration: none;\n",
+       "}\n",
+       "\n",
+       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
+       ".sk-estimator-doc-link.fitted:hover,\n",
+       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
+       ".sk-estimator-doc-link.fitted:hover {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-3);\n",
+       "  color: var(--sklearn-color-background);\n",
+       "  text-decoration: none;\n",
+       "}\n",
+       "\n",
+       "/* Span, style for the box shown on hovering the info icon */\n",
+       ".sk-estimator-doc-link span {\n",
+       "  display: none;\n",
+       "  z-index: 9999;\n",
+       "  position: relative;\n",
+       "  font-weight: normal;\n",
+       "  right: .2ex;\n",
+       "  padding: .5ex;\n",
+       "  margin: .5ex;\n",
+       "  width: min-content;\n",
+       "  min-width: 20ex;\n",
+       "  max-width: 50ex;\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  box-shadow: 2pt 2pt 4pt #999;\n",
+       "  /* unfitted */\n",
+       "  background: var(--sklearn-color-unfitted-level-0);\n",
+       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
+       "}\n",
+       "\n",
+       ".sk-estimator-doc-link.fitted span {\n",
+       "  /* fitted */\n",
+       "  background: var(--sklearn-color-fitted-level-0);\n",
+       "  border: var(--sklearn-color-fitted-level-3);\n",
+       "}\n",
+       "\n",
+       ".sk-estimator-doc-link:hover span {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
+       "\n",
+       "#sk-container-id-1 a.estimator_doc_link {\n",
+       "  float: right;\n",
+       "  font-size: 1rem;\n",
+       "  line-height: 1em;\n",
+       "  font-family: monospace;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  border-radius: 1rem;\n",
+       "  height: 1rem;\n",
+       "  width: 1rem;\n",
+       "  text-decoration: none;\n",
+       "  /* unfitted */\n",
+       "  color: var(--sklearn-color-unfitted-level-1);\n",
+       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 a.estimator_doc_link.fitted {\n",
+       "  /* fitted */\n",
+       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
+       "  color: var(--sklearn-color-fitted-level-1);\n",
+       "}\n",
+       "\n",
+       "/* On hover */\n",
+       "#sk-container-id-1 a.estimator_doc_link:hover {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
+       "  color: var(--sklearn-color-background);\n",
+       "  text-decoration: none;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-3);\n",
+       "}\n",
+       "</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>KMeans(n_clusters=2, random_state=42)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;&nbsp;KMeans<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.4/modules/generated/sklearn.cluster.KMeans.html\">?<span>Documentation for KMeans</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>KMeans(n_clusters=2, random_state=42)</pre></div> </div></div></div></div>"
       ],
       "text/plain": [
-       "KMeans(n_clusters=2, n_init='auto', random_state=42)"
+       "KMeans(n_clusters=2, random_state=42)"
       ]
      },
-     "execution_count": 40,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -655,7 +1059,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 14,
    "id": "98eb04bb-e1f2-43e2-a18f-8c4c6c5dc788",
    "metadata": {},
    "outputs": [
@@ -690,7 +1094,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 16,
    "id": "e622bdca-9518-4483-8f76-9b0613b2d055",
    "metadata": {},
    "outputs": [
@@ -710,7 +1114,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 800x600 with 1 Axes>"
       ]
@@ -737,9 +1141,19 @@
     "plt.show()"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "088df814-6d04-450a-9091-a1e4acc6805e",
+   "metadata": {},
+   "source": [
+    "#### Interpretation\n",
+    "Eine Hauptkomponente mit einem größeren Anteil der Varianz erklärt mehr Variation in den Daten und ist daher wichtiger für die Reduktion der Dimensionalität. Die Summe aller Anteile der Varianz erklärt die Gesamtvarianz der Daten.  \n",
+    "In diesem spezifischen Fall erklärt die erste Hauptkomponente (PC1) etwa 23.4% der Gesamtvarianz, die zweite Hauptkomponente (PC2) etwa 12.6% usw. Basierend auf diesen Daten kann beurteilt werden, wie viel Varianz jede Hauptkomponente in den Daten erklärt und wie wichtig jede Hauptkomponente für die Repräsentation der Daten ist."
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 18,
    "id": "6e850f89-f6ba-4cce-8203-1e307e172505",
    "metadata": {},
    "outputs": [
@@ -791,6 +1205,19 @@
     "print(\"Contributions of features to the first principal component:\")\n",
     "print(pc_loadings_df)"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7798ac52-c736-4598-951a-0901918b3a21",
+   "metadata": {},
+   "source": [
+    "#### Interpretation\n",
+    "Die Werte der Spalte \"Contribution\" zeigen die Stärke des Beitrags jedes Merkmals zur ersten Hauptkomponente. Merkmale mit größeren Beträgen haben eine größere Bedeutung für die erste Hauptkomponente und tragen mehr zur Variation der Daten bei.  \n",
+    "In diesem spezifischen Fall tragen beispielsweise die Merkmale \"exang_1\", \"thal_7.0\" und \"cp_4\" am stärksten zur ersten Hauptkomponente bei, während \"thal_3.0\", \"slope_1\" und \"exang_0\" die stärksten negativen Beiträge haben.\n",
+    "Darauf basierend kann analysiert werden, welche Merkmale die größte Bedeutung für die erste (wichtigste) Hauptkomponente haben und somit die größte Variation in den Daten erklären. Das kann helfen, die wichtigsten Merkmale zu identifizieren, die die gegebenen Datenstrukturen beeinflussen.\n",
+    "\n",
+    "Hier würde das bedeuten, dass 'exang_1' (existing exercised induced angina), 'thal_7' (reversable effect caused by thalassemia) und cp_4 (asymptomatic type of chest pain) einen potenziell größeren Einfluss auf die Zielvariable haben, als andere Merkmale."
+   ]
   }
  ],
  "metadata": {
@@ -809,7 +1236,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.5"
+   "version": "3.11.9"
   }
  },
  "nbformat": 4,
diff --git a/Exploration.ipynb b/Exploration.ipynb
index 5a5096d..30de8a7 100644
--- a/Exploration.ipynb
+++ b/Exploration.ipynb
@@ -1,8 +1,20 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "f9f54623-f404-4987-b490-ff028230bf22",
+   "metadata": {},
+   "source": [
+    "## Explorative Datenanalyse\n",
+    "\n",
+    "In diesem Notebook wird eine explorative Datenanalyse durchgeführt, um die Struktur und die wichtigsten Merkmale des Datensatzes zu verstehen.  \n",
+    "Die Bereinigung der Daten wird in dem Notebook \"Cleaning.ipynb\" durchgeführt, deshalb wird hier direkt mit den bereinigten Daten gearbeitet.  \n",
+    "Es wird hauptsächlich mit Visualisierungsmethoden wie unterschiedlichen Diagrammen gearbeitet, um die Daten übersichtlich darzustellen. Außerdem werden Methoden der deskriptiven Statistik verwendet, um festzustellen, ob bestimmte Korrelationen und Muster (z. B. der Zusammenhang zwischen einem erhöhten Cholesterinwert und einer Erkrankung) in den Daten von statistischer Signifikanz sind oder auch auf zufällige Variationen zurückgeführt werden können."
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 4,
    "id": "37d611da-6f56-46d8-905a-62026750150c",
    "metadata": {
     "tags": []
@@ -61,7 +73,7 @@
        "      <td>3</td>\n",
        "      <td>0.0</td>\n",
        "      <td>6.0</td>\n",
-       "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
@@ -78,7 +90,7 @@
        "      <td>2</td>\n",
        "      <td>3.0</td>\n",
        "      <td>3.0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
@@ -95,7 +107,7 @@
        "      <td>2</td>\n",
        "      <td>2.0</td>\n",
        "      <td>7.0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
@@ -112,7 +124,7 @@
        "      <td>3</td>\n",
        "      <td>0.0</td>\n",
        "      <td>3.0</td>\n",
-       "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
@@ -129,7 +141,7 @@
        "      <td>1</td>\n",
        "      <td>0.0</td>\n",
        "      <td>3.0</td>\n",
-       "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -144,14 +156,14 @@
        "4   41  female   2       130   204    0        2      172      0      1.4   \n",
        "\n",
        "   slope   ca  thal  goal  \n",
-       "0      3  0.0   6.0     1  \n",
-       "1      2  3.0   3.0     0  \n",
-       "2      2  2.0   7.0     0  \n",
-       "3      3  0.0   3.0     1  \n",
-       "4      1  0.0   3.0     1  "
+       "0      3  0.0   6.0     0  \n",
+       "1      2  3.0   3.0     1  \n",
+       "2      2  2.0   7.0     1  \n",
+       "3      3  0.0   3.0     0  \n",
+       "4      1  0.0   3.0     0  "
       ]
      },
-     "execution_count": 1,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -161,7 +173,7 @@
     "import numpy as np\n",
     "\n",
     "df = pd.read_csv('./data/dataset_cleaned.csv')\n",
-    "df['sex'].replace({0: 'female', 1: 'male'}, inplace=True)\n",
+    "df['sex'] = df['sex'].replace({0: 'female', 1: 'male'})\n",
     "\n",
     "# extract all columns except 'goal' --> X\n",
     "X = df.loc[:, df.columns != 'goal']\n",
@@ -173,7 +185,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 5,
    "id": "6b3e5424-4a7e-4e53-82b9-d78e38939834",
    "metadata": {
     "tags": []
@@ -181,7 +193,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -212,7 +224,7 @@
     "plt.bar([1, 0], [counts_male, counts_female])\n",
     "plt.bar([1, 0], [counts_male_sick, counts_female_sick])\n",
     "plt.xticks([1, 0],['male', 'female'])\n",
-    "plt.ylabel('n')\n",
+    "plt.ylabel('counts')\n",
     "plt.title('Age distribution')\n",
     "plt.legend(['healthy', 'sick'])\n",
     "plt.show()\n",
@@ -221,7 +233,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 6,
    "id": "48fd2655-1dcc-41f6-9938-ef6ea937d52e",
    "metadata": {
     "tags": []
@@ -229,7 +241,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
+      "image/png": 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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -248,27 +260,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 7,
    "id": "b9174a9d-6c8a-4915-9580-48f23cbdd038",
    "metadata": {
     "tags": []
    },
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/nicole/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
-      "  if pd.api.types.is_categorical_dtype(vector):\n",
-      "/Users/nicole/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
-      "  if pd.api.types.is_categorical_dtype(vector):\n",
-      "/Users/nicole/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
-      "  if pd.api.types.is_categorical_dtype(vector):\n"
-     ]
-    },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -286,7 +286,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 8,
    "id": "522ff499-cd7f-4417-ae7d-d637402505b8",
    "metadata": {
     "tags": []
@@ -294,7 +294,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -305,15 +305,15 @@
    ],
    "source": [
     "ax = plt.hist(X['chol'])\n",
-    "plt.xlabel('Cholesterin')\n",
+    "plt.xlabel('Cholesterol')\n",
     "plt.ylabel('counts')\n",
-    "plt.title('Cholesterin distribution')\n",
+    "plt.title('Cholesterol distribution')\n",
     "plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 9,
    "id": "f220fadf-33ec-4bf6-a225-a2c874f02088",
    "metadata": {
     "tags": []
@@ -321,7 +321,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -340,25 +340,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 10,
    "id": "abe0020f-8588-48bf-af58-f67b326cdd25",
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/nicole/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
-      "  if pd.api.types.is_categorical_dtype(vector):\n",
-      "/Users/nicole/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
-      "  if pd.api.types.is_categorical_dtype(vector):\n",
-      "/Users/nicole/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
-      "  if pd.api.types.is_categorical_dtype(vector):\n"
-     ]
-    },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 800x600 with 1 Axes>"
       ]
@@ -370,7 +358,7 @@
    "source": [
     "plt.figure(figsize=(8, 6))\n",
     "sns.boxplot(x='sex', y='trestbps', data=df)\n",
-    "plt.title('Blood pressure/sex')\n",
+    "plt.title('Blood pressure / sex')\n",
     "plt.xlabel('sex')\n",
     "plt.ylabel('Blood pressure (rest)')\n",
     "plt.show()"
@@ -378,31 +366,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 11,
    "id": "5c174a9d-59b7-4efe-a0eb-a132388c1d2a",
    "metadata": {
     "tags": []
    },
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/nicole/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
-      "  if pd.api.types.is_categorical_dtype(vector):\n",
-      "/Users/nicole/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
-      "  if pd.api.types.is_categorical_dtype(vector):\n",
-      "/Users/nicole/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
-      "  if pd.api.types.is_categorical_dtype(vector):\n",
-      "/Users/nicole/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
-      "  if pd.api.types.is_categorical_dtype(vector):\n",
-      "/Users/nicole/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
-      "  if pd.api.types.is_categorical_dtype(vector):\n"
-     ]
-    },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -430,31 +402,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 12,
    "id": "b3d627cf-3ec9-4cd9-bee6-5baeb9d1a22d",
    "metadata": {
     "tags": []
    },
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/nicole/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
-      "  if pd.api.types.is_categorical_dtype(vector):\n",
-      "/Users/nicole/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
-      "  if pd.api.types.is_categorical_dtype(vector):\n",
-      "/Users/nicole/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
-      "  if pd.api.types.is_categorical_dtype(vector):\n",
-      "/Users/nicole/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
-      "  if pd.api.types.is_categorical_dtype(vector):\n",
-      "/Users/nicole/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
-      "  if pd.api.types.is_categorical_dtype(vector):\n"
-     ]
-    },
     {
      "data": {
-      "image/png": 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V0qOPPioB0hdffGE/79L7wtVqqAULFtjPK2uyM2bMGEmj0UgLFiyQdu3aJR04cKDU16+s97/k/PnzklKplADpyy+/LPXal5Tl/VbW98qcOXOc/s1NmjRJUqlUTgsNhLpLJDtCneBqNZafn5/UunVr6YMPPpD0er3D+VcnO5IkSf/88480ePBgyc/PT1Kr1VKrVq1cJiVnz56VRo8eLQUFBUkqlUpq3Lix9N5770kWi8XhvPPnz0vDhw+XvL29JR8fH2n48OHStm3bypXsrFq1Srr//vslf39/SavVSoMGDZJOnDjhcK67ZEeSbB++L730ktS4cWNJrVbbl+pOmTLF/pf50qVLpYEDB0pRUVGSWq2WQkNDpUGDBkmbN2+2X2f69OlS165dpeDgYEmtVkv16tWTxo8fLyUnJzvcb9myZVLr1q0lrVYrJSQkSJ9++qnb1Viukh1JkqQzZ85I48aNk6KioiSVSiWFhIRIXbt2dViB5up5enh4XPN1lSRJWrx4sX1ljjsrVqyQAGn69OmSJEmS1WqV3nrrLSk6OlpSq9VSy5YtpaVLl0qtWrVySqTL8pq7cvToUemee+6R6tevL2m1WsnPz0/q2LGjNG/ePIfzLr12M2fOlOrXry+pVCqpSZMm0vfff+9wXlmTneTkZKl///6Sj4+PBLhcUXc9979Sz549pcDAQEmn05V67UvK+n671nvlwIEDklarlcaMGePwOL1eL7Vr106Ki4tz2MZBqLtkkiRJFTksJgjCjZs3bx5jx45l9+7dtG/fvrrDqfF+/vln7r33XtLT0wkMDKySe545c4YmTZrw6quv8uKLL1bJPcE216ksKwxrioyMDGJjY3n88cd59913qzsc4SYlJigLglDrjRw50mlpeEX6+++/+fHHH+natSu+vr4cO3aMd999F19fX8aPH19p963Nzp8/z+nTp3nvvfeQy+U8+eST1R2ScBMTyY4gCMI1eHl5sWfPHr766ivy8vLw8/OjZ8+e/Pe//3W5JF2AL7/8kjfeeIO4uDi+//57oqKiqjsk4SYmhrEEQRAEQajTxKaCgiAIgiDUaSLZEQRBEAShThPJjiAIgiAIdZqYoAxYrVYuXryIj4+Py233BUEQBEGoeSRJorCwkMjISORy9/03ItnBVtfo6mrXgiAIgiDUDikpKURHR7ttF8kO4OPjA9heLF9f32qORhAEQRCEsigoKCAmJsb+Oe6OSHa4XH3Z19dXJDuCIAiCUMtcawqKmKAsCIIgCEKdJpIdQRAEQRDqNJHsCIIgCIJQp4k5O4IgCIJwDRaLBZPJVN1h3HRUKhUKheKGryOSHUEQBEFwQ5Ik0tLSyMvLq+5Qblr+/v6Eh4ff0D54ItkRBEEQBDcuJTqhoaF4enqKjWerkCRJ6HQ6MjIyAIiIiLjua4lkRxAEQRBcsFgs9kQnKCiousO5KWm1WgAyMjIIDQ297iEtMUFZEARBEFy4NEfH09OzmiO5uV16/W9kzpRIdgRBEAShFGLoqnpVxOsvhrEE4WZUnAVWM3j4gUpb3dEIgiBUqmrt2Zk2bRodOnTAx8eH0NBQ7rjjDo4dO+ZwjiRJvPbaa0RGRqLVaunZsyeHDh1yOMdgMPD4448THByMl5cXQ4YM4fz581X5VAShdihMh/0/wPwhMKc3LHsWsk6CxVzdkQmCIFSaak12Nm7cyMSJE9mxYwerV6/GbDbTv39/iouL7ee8++67fPDBB3z66afs3r2b8PBw+vXrR2Fhof2cyZMn89tvv7FgwQK2bNlCUVERt99+OxaLpTqeliDUTMWZsHQKLJ4A6Yeg4AL8NR9m3wLZJ6o7OkEQhEojkyRJqu4gLsnMzCQ0NJSNGzdy6623IkkSkZGRTJ48meeeew6w9eKEhYXxzjvv8J///If8/HxCQkL49ttvGTVqFAAXL14kJiaGZcuWkZSUdM37FhQU4OfnR35+vigEKtRd5/fCl71dtzXsB8O/Bg/x/heES/R6PWfOnCE+Ph4PD4/qDuemVdrPoayf3zVqgnJ+fj4AgYGBAJw5c4a0tDT69+9vP0ej0dCjRw+2bdsGwN69ezGZTA7nREZGkpiYaD/nagaDgYKCAocvQajzji5133ZyDejzqy4WQRBu2MKFC2nRogVarZagoCD69u1rHxmZO3cuTZs2xcPDgyZNmjBz5kz748aNG0fLli0xGAyAbZVTu3btuPfee6vleVSFGpPsSJLEU089Rffu3UlMTARsmzkBhIWFOZwbFhZmb0tLS0OtVhMQEOD2nKtNmzYNPz8/+1dMTExFPx1BqHmUpfxlKleCWHEiCLVGamoq99xzD+PGjePIkSNs2LCBYcOGIUkSc+bM4f/+7//473//y5EjR3j77bd5+eWX+eabbwD45JNPKC4u5vnnnwfg5ZdfJisryyEhqmtqzGqsSZMmceDAAbZs2eLUdvWyM0mSrrkUrbRzXnjhBZ566in79wUFBSLhEeq+prfDhrddtyXeBZ6BVRuPIAjXLTU1FbPZzLBhw4iNjQWgRYsWALz55ptMnz6dYcOGARAfH8/hw4eZPXs2Y8aMwdvbm++++44ePXrg4+PD9OnTWbt2LX5+ftX2fCpbjejZefzxx1myZAnr168nOjrafjw8PBzAqYcmIyPD3tsTHh6O0WgkNzfX7TlX02g0+Pr6OnwJQp3nGwXdpzgf94mAns+DSmycJgi1RatWrejTpw8tWrRgxIgRzJkzh9zcXDIzM0lJSWH8+PF4e3vbv9566y1OnTplf3yXLl2YOnUqb775Jk8//TS33nprNT6byletyY4kSUyaNIlff/2VdevWER8f79AeHx9PeHg4q1evth8zGo1s3LiRrl27AtCuXTtUKpXDOampqRw8eNB+jiAIgNYfuj4B41fbenISesHtH9q+D4ir7ugEQSgHhULB6tWrWb58Oc2aNWPGjBk0btyY06dPAzBnzhz2799v/zp48CA7duywP95qtbJ161YUCgUnTtT91ZjVOow1ceJEfvjhB37//Xd8fHzsPTh+fn5otVpkMhmTJ0/m7bffpmHDhjRs2JC3334bT09PRo8ebT93/PjxPP300wQFBREYGMjUqVNp0aIFffv2rc6nJwg1j2cgeHaEiNZgNYHaq7ojEgThOslkMrp160a3bt145ZVXiI2NZevWrURFRXH69OlSJxy/9957HDlyhI0bN5KUlMTcuXMZO3ZsFUZftao12fn8888B6Nmzp8PxuXPn8uCDDwLw7LPPUlJSwmOPPUZubi6dOnVi1apV+Pj42M//8MMPUSqVjBw5kpKSEvr06cO8efOuu2CYINR5SjWgru4oBEG4Tjt37mTt2rX079+f0NBQdu7cSWZmJk2bNuW1117jiSeewNfXl4EDB2IwGNizZw+5ubk89dRT7N+/n1deeYWFCxfSrVs3Pv74Y5588kl69OhBQkJCdT+1SlGj9tmpLmKfHUEQBOFqNXmfnSNHjjBlyhT27dtHQUEBsbGxPP7440yaNAmAH374gffee4/Dhw/j5eVFixYtmDx5MgMHDqRdu3Z0796d2bNn2683bNgw0tPT2bRpU43rKKiIfXZEsoNIdgRBEARnNTnZuZnUuU0FBUEQBEEQKppIdgRBEARBqNNEsiMIgiAIQp0mkh1BEARBEOo0kewIgiAIglCniWRHEARBEIQ6TSQ7giAIgiDUaSLZEQRBEAShThPJjiAIgiAIdZpIdgRBEARBuKYHH3yQO+64o7rDuC4i2REEQRAEoU6r1qrngiAIglDXWawSu87kkFGoJ9THg47xgSjksuoO66YienYEQRAEoZKsOJhK93fWcc+cHTy5YD/3zNlB93fWseJgaqXet2fPnjz++ONMnjyZgIAAwsLC+OKLLyguLmbs2LH4+PhQv359li9fDoDFYmH8+PHEx8ej1Wpp3LgxH3/8can3kCSJd999l4SEBLRaLa1atWLhwoWV+ryul0h2BKGOKtSbOJ1ZxPztyXy1+TRHUwvILTZWd1iCcNNYcTCVCd/tIzVf73A8LV/PhO/2VXrC88033xAcHMyuXbt4/PHHmTBhAiNGjKBr167s27ePpKQk7r//fnQ6HVarlejoaH7++WcOHz7MK6+8wosvvsjPP//s9vovvfQSc+fO5fPPP+fQoUNMmTKF++67j40bN1bq87oeMkmSpOoOorqVtUS8INQW+SUmfth5lndWHHM4flfbaJ4f1IRgb001RSYItYder+fMmTPEx8fj4eFRrsdarBLd31nnlOhcIgPC/TzY8lzvShnS6tmzJxaLhc2bN9visVjw8/Nj2LBhzJ8/H4C0tDQiIiLYvn07nTt3drrGxIkTSU9Pt/fWPPjgg+Tl5bF48WKKi4sJDg5m3bp1dOnSxf6Yhx56CJ1Oxw8//FBhz6W0n0NZP7/FnB1BqIOSs4qdEh2AhfvO07NJCLe3jKyGqATh5rHrTI7bRAdAAlLz9ew6k0OX+kGVEkPLli3t/69QKAgKCqJFixb2Y2FhYQBkZGQAMGvWLL788kvOnj1LSUkJRqOR1q1bu7z24cOH0ev19OvXz+G40WikTZs2FfxMbpxIdgShjjFZrMzbluy2/fMNp+haP5hAL3XVBSUIN5mMQveJzvWcdz1UKpXD9zKZzOGYTGbrUbJarfz8889MmTKF6dOn06VLF3x8fHjvvffYuXOny2tbrVYA/vzzT6KiohzaNJqa13Mskh1BqGNMFivpBe5/geYWGzFZrFUYkSDcfEJ9yjbsVdbzKtvmzZvp2rUrjz32mP3YqVOn3J7frFkzNBoN586do0ePHlUR4g0RyY4g1DFalYLeTULZdirbZXvnhCB8teKfviBUpo7xgUT4eZCWr8fVxNhLc3Y6xgdWdWguNWjQgPnz57Ny5Uri4+P59ttv2b17N/Hx8S7P9/HxYerUqUyZMgWr1Ur37t0pKChg27ZteHt7M2bMmCp+BqUTq7EEoY6RyWQMSAx3OUylUcp5rFcDtCqR7AhCZVLIZbw6uBlgS2yudOn7Vwc3qzH77Tz66KMMGzaMUaNG0alTJ7Kzsx16eVx58803eeWVV5g2bRpNmzYlKSmJP/74w22CVJ3EaizEaiyhbjqdWcRbfx5m/bFMJAnaxvrz+pBEGod5o1Yqqjs8QajxbmQ11iUrDqby+h+HHSYrR/h58OrgZgxIjKioUOs0sRpLEAS3EkK8+fjuNuTpTFglCV+tigBPMSlZEKrSgMQI+jULFzsoVzOR7AhCHebjocLHQ3XtEwVBqDQKuazSlpcLZSPm7AiCIAiCUKeJZEcQBEEQhDpNJDuCIAiCINRpItkRBEEQBKFOE8mOIAiCIAh1mkh2BEEQBEGo00SyIwiCIAhCnSaSHUEQBEGoYyRJ4pFHHiEwMBCZTMb+/furJY7k5ORqvf8lYlNBQRAEQahjVqxYwbx589iwYQMJCQkEBwdXd0jVSiQ7giAIglCZrBY4uw2K0sE7DGK7grxy69OdOnWKiIgIunbtWqn3qS3EMJYgCIIgVJbDS+CjRPjmdlg03vbfjxJtxyvJgw8+yOOPP865c+eQyWTExcUhSRLvvvsuCQkJaLVaWrVqxcKFC+2P2bBhAzKZjJUrV9KmTRu0Wi29e/cmIyOD5cuX07RpU3x9fbnnnnvQ6XT2x61YsYLu3bvj7+9PUFAQt99+O6dOnSr9JTl8mEGDBuHt7U1YWBj3338/WVlZlfZ6gEh2BEEQBKFyHF4CPz8ABRcdjxek2o5XUsLz8ccf88YbbxAdHU1qaiq7d+/mpZdeYu7cuXz++eccOnSIKVOmcN9997Fx40aHx7722mt8+umnbNu2jZSUFEaOHMlHH33EDz/8wJ9//snq1auZMWOG/fzi4mKeeuopdu/ezdq1a5HL5dx5551YrVaXsaWmptKjRw9at27Nnj17WLFiBenp6YwcObJSXotLxDCWIAiCIFQ0qwVWPAdILholQAYrnocmt1X4kJafnx8+Pj4oFArCw8MpLi7mgw8+YN26dXTp0gWAhIQEtmzZwuzZs+nRo4f9sW+99RbdunUDYPz48bzwwgucOnWKhIQEAO666y7Wr1/Pc889B8Dw4cMd7v3VV18RGhrK4cOHSUxMdIrt888/p23btrz99tv2Y19//TUxMTEcP36cRo0aVehrcYno2REEQRCEinZ2m3OPjgMJCi7Yzqtkhw8fRq/X069fP7y9ve1f8+fPdxpyatmypf3/w8LC8PT0tCc6l45lZGTYvz916hSjR48mISEBX19f4uPjATh37pzLWPbu3cv69esd4mjSpIn9WpVF9OwIgiAIQkUrSq/Y827ApSGlP//8k6ioKIc2jUbj8L1KpbL/v0wmc/j+0rErh6gGDx5MTEwMc+bMITIyEqvVSmJiIkaj0W0sgwcP5p133nFqi4iIKN8TKweR7AiCIAhCRfMOq9jzbkCzZs3QaDScO3fOYcjqRmVnZ3PkyBFmz57NLbfcAsCWLVtKfUzbtm1ZtGgRcXFxKJVVl4KIYSxBEARBqGixXcE3EpC5OUEGvlG28yqZj48PU6dOZcqUKXzzzTecOnWKv/76i88++4xvvvnmuq8bEBBAUFAQX3zxBSdPnmTdunU89dRTpT5m4sSJ5OTkcM8997Br1y5Onz7NqlWrGDduHBaL5bpjuRaR7AiCIAhCRZMrYMCloZqrE55/vx/wv0rfb+eSN998k1deeYVp06bRtGlTkpKS+OOPP+xzbK6HXC5nwYIF7N27l8TERKZMmcJ7771X6mMiIyPZunUrFouFpKQkEhMTefLJJ/Hz80Mur7yURCZJkqup4jeVgoIC/Pz8yM/Px9fXt7rDEQRBEGoAvV7PmTNniI+Px8PD4/oucniJbVXWlZOVfaNsiU6zIRUTaB1X2s+hrJ/fYs6OIAiCIFSWZkNsy8ureAdlwZFIdgRBEAShMskVEH9LdUdxUxNzdgRBEARBqNNEsiMIgiAIQp0mkh1BEARBKIVYx1O9KuL1F8mOIAiCILhwaffgK6t8C1Xv0ut/9W7O5SEmKAuCIAiCCwqFAn9/f3stKE9PT2Qyd5sEChVNkiR0Oh0ZGRn4+/ujUFz/CjaR7AiCIAiCG+Hh4QAOxS+FquXv72//OVwvkewIgiAIghsymYyIiAhCQ0MxmUzVHc5NR6VS3VCPziXVmuxs2rSJ9957j71795Kamspvv/3GHXfcYW8vKiri+eefZ/HixWRnZxMXF8cTTzzBhAkT7OcYDAamTp3Kjz/+SElJCX369GHmzJlER0dXwzMShKqRU2wgvcDAvrO5+HmqaBntT6iPBg9VLd2ozGKGwouQcwY0PrbdZgsvQkQr8I8Dn8ovligIpVEoFBXyoStUj2pNdoqLi2nVqhVjx45l+PDhTu1Tpkxh/fr1fPfdd8TFxbFq1Soee+wxIiMjGTp0KACTJ0/mjz/+YMGCBQQFBfH0009z++23s3fvXvHGFOqkjAI9Ly0+yKrD6fZjKoWMGfe0pUfjELS1LeGxmOHCHljxIvSYCj8/APq8y+2hzWH0T+AfU20hCoJQu9WY2lgymcypZycxMZFRo0bx8ssv24+1a9eOQYMG8eabb5Kfn09ISAjffvsto0aNAuDixYvExMSwbNkykpKSynRvURtLqC2sVok5m08zbflRpza5DNY+3YP4YO9qiOwG5J2DmZ1hyAxYNhV0Oc7nNL4Nhs229foIgiD8q6yf3zV66Xn37t1ZsmQJFy5cQJIk1q9fz/Hjx+1JzN69ezGZTPTv39/+mMjISBITE9m2bZvb6xoMBgoKChy+BKE2yCw0MGfzaZdtVglWHEx32Vajpf0DMgVYza4THYDjy6E4s2rjEgShzqjRyc4nn3xCs2bNiI6ORq1WM2DAAGbOnEn37t0BSEtLQ61WExAQ4PC4sLAw0tLS3F532rRp+Pn52b9iYkT3uFA7WCSJrCKj2/bzubVwP5CCi7Yem+Is9+dIVjDpqy4mQRDqlBqf7OzYsYMlS5awd+9epk+fzmOPPcaaNWtKfZwkSaXuhfDCCy+Qn59v/0pJSano0AWhUnioFLSK9nPb3r1hcBVGU0EiW0NxBgTEuT/Hw18MYQmCcN1q7NLzkpISXnzxRX777Tduu+02AFq2bMn+/ft5//336du3L+Hh4RiNRnJzcx16dzIyMujatavba2s0GjQaTaU/B6GGM+uhMB3MJaDyAp9wUFz/Dp2VyWqVSC/QU2Qw885dLflu+1kW7btAicliPyfKX0vraP/qC/J6+cdCWCJkHYe47pC8xfmcni+AT0TVxyYIQp1QY3t2TCYTJpMJudwxRIVCgdVqBWyTlVUqFatXr7a3p6amcvDgwVKTHUGgMA3WvA6fdYTPOsHnXWDzdCiqeRuH5emM/LI3hdtnbKHfh5u47ZMt5JWYmPNAe3y1SuQy6NcslB8f6UyEv7a6wy0/71AY9T3kJEPnx6DNfaD8948Rr2C4/UNoMQIUNfZvM0EQarhq/e1RVFTEyZMn7d+fOXOG/fv3ExgYSL169ejRowfPPPMMWq2W2NhYNm7cyPz58/nggw8A8PPzY/z48Tz99NMEBQURGBjI1KlTadGiBX379q2upyXUdCX5sOIFOPTr5WOGQtgwDQxF0Ov/QF0zkgZJklhzJIPnFv1jP2axSiw9kMrpzCJ+n9gdhQwCvTR4e9TiZMAvCgZOg6JMWy9P9ylgtYLay9ajI6+xf5cJglALVOvS8w0bNtCrVy+n42PGjGHevHmkpaXxwgsvsGrVKnJycoiNjeWRRx5hypQp9jk5er2eZ555hh9++MFhU8HyTDoWS89vMlkn4dN2rtsUapi0u/T5I1UoLb+EIZ9uJaPQ4LJ90YQutIsNrOKoBEEQaoayfn5X65+CPXv2LLV0e3h4OHPnzi31Gh4eHsyYMYMZM2ZUdHhCXVXkfqUeFiOU5EGA+1Oqks5ocZvoAPxzIV8kO4IgCNcg+oaFm4/mGr13Ks+qiaMM1Eo5GqX7f6aRfjVjuE0QBKEmE8mOcPPxDoXABNdtMZ1tk2JriGBvDcPbuq7z5q1R0ixSDLsKgiBci0h2hJuPTzjc8xP4RjoeD2pgK0ngWXOGhTxUCp7o04BO8Y4x+WiUzB/XkXBfj2qKTBAEofaoMbWxqpOYoHyTyr8AuWdsS55DGtr2e/EJr+6oXMoqMpCWr+dIWgGh3hoahHoT7qdFIXe/eaYgCEJdVysmKAtCtfKLsn3Fda/uSK4p2FtDsLeGxCj3uycLgiAIrolhLEEQBEEQ6jSR7AiCIAiCUKeJZEcQBEEQhDpNzNkRhIpkLLbV17q4D8xGiG5vW+ruIebaCIIgVBeR7AhCRdEXwMGFsGwqWC9XI6fLROj+VI3av0cQBOFmIoaxBKGi5J6BpVMcEx2A7Z9Byq7qiUkQBEEQyY4gVAiLCXbOdt+++X3Q5VRdPIIgCIKdSHYEoSJYjJB/3n17YZrtHEEQBKHKiWRHECqCUgsJPd23x3QCtU+VhSMIgiBcJpIdodpZrBIX80o4lVnE+VwdBrPl2g+qaeRySBzmetWVXAm3TgWNV9XHJQiCIIjVWEL1yi428Pv+i3yy9gR5OhMapZxRHWKY2KsBYbWtyKVfPRi7ApZOhpSdtmMhTWDwxxBYv1pDEwRBuJmJZEeoNiaLhZ93p/DOimP2Ywazlfnbz3Iht4T3R7QiwEtdjRGWk1wOYc3gngVQkguSBTz8bfvsCIIgCNVGJDtCtckoMPDpupMu29YezSCzyFC7kp1LPANtX4IgCEKNIObsCNWmQG+m2Oh+fs7ZbF0VRiMIgiDUVSLZEaqNh6r0t19gbezVEQRBEGockewI1SbIS0OPRiEu20J8NET6VdIEZZMOSnIxGgzk6YwYzdbKuU8NVmwwk6czYrFK1R2KE53RFpvJcvP9XARBqBxizo5QbXy1Kv57ZyIPzt3NyYwi+/EATxXfjO1AeEUnOyV5kHUCaesnyApSkCI7oW92PwtT1PRsGkG9QE/USkXF3rOGyS42cOhCAV9uOU2ezkS/pmHc0SaKmEDP6g6N/BITJ9ILmbPpNBfz9XROCGR0p1hiArQoFeLvMkEQrp9MkqSa96ddFSsoKMDPz4/8/Hx8fX2rO5ybTnqBnpQcHcfSCokO1NIg1IdIPw9kMlnF3cRYBPu+gxXPOR5XepA2/DdG/2ng7WEt6ZwQVHH3rGFyi428t/IoP+xKcTge4Kni18e6Eh/sXU2RQZHBzPc7zjJt+VGH4x4qOQsf7UpilKgaLwiCs7J+fos/l4RqF+brQfu4QO7tHEuPRqFE+WsrNtEBKMqEVS86HzfrCV//NJM6BTD1l79JL9BX7H1rkIv5JU6JDkCuzsT7K49TbDBXQ1Q2WYUG3llx1Om43mTluUUHyCk2VENUgiDUFSLZEW4O6Qedq5FfknGYFoEWzueWkKeru/WrVh5Kd9u24lAaeSWmKozG0YHz+bibPnToYgF5uuqLTRCE2k8kO8LNoYyjtXV5UNdaymTk6h7NlqjDL7wgCNVOJDvCzSE8EWRu3u4hjTmcpyDSz4MAz7q73H1AYrjbtv7NwvHTVt96hZbR/rgbuWwa4YOfVlW1AQmCUKdcV7KTkpLC5s2bWblyJfv27cNgEOPpQg3nFQp9XnU+rlCT3vN9Pt6ex7t3tSKsspa71wCR/lruahvldNxXq+TZAY3x1lRfQhHsrWZK30ZOxzVKOdOGtSTIW1MNUQmCUFeUeTXW2bNnmTVrFj/++CMpKSkO3d5qtZpbbrmFRx55hOHDhyOX164OI7Ea6yahy4WMw0hbPkBWcAFjREdyWz3E4mQVPZtFExfkiUZVt5eeZxUa+CsljzmbT5OvM9GnaSh3d6xHTEAlTAovpzydkSOpBXy+4RRpBXo6xgUytns89QI8USlr1+8UQRCqRlk/v8uU7Dz55JPMnTuX/v37M2TIEDp27EhUVBRarZacnBwOHjzI5s2b+fHHH1EqlcydO5cOHTpU6BOqTCLZuckYisCsRy/3pNiiwEujxKOOJzlXKygxYbJY8dWqUNWwPWyKDGYMJgs+HirUIskRBKEUFZrsPPPMMzz77LOEhLje7fZKy5YtQ6fTcdddd5Uv4mokkh1BEARBqH0qNNmp60SyIwiCIAi1T6VtKti7d2/y8vJc3rB3797lvZwgCIIgCEKlKneys2HDBoxG543X9Ho9mzdvrpCgBEEQBEEQKkqZN9Y4cOCA/f8PHz5MWlqa/XuLxcKKFSuIinJe1ioIgiAIglCdypzstG7dGplMhkwmczlcpdVqmTFjRoUGJwiCIAiCcKPKnOycOXMGSZJISEhg165dDiuz1Go1oaGhKBQ31/JdQaitJEkis8iAxSrho1Hh7VF9uycLgiBUtjL/houNjQXAarVWWjCCIFS+jAI9yw6m8uXmM+TpTHROCGRqUmMSgr1QK8UfLIIg1D3lnqD8zTff8Oeff9q/f/bZZ/H396dr166cPXu2QoMTBKFiZRcZeHbRAV5bcpjzuSUUGcysOZLB4BlbOJpWWN3hCYIgVIpyJztvv/02Wq0WgO3bt/Ppp5/y7rvvEhwczJQpUyo8QKHmKNSbKDaYqjsM4Qaczy1hw7FMp+Mmi8TrfxwmT+e80lIQBKG2K/dAfUpKCg0aNABg8eLF3HXXXTzyyCN069aNnj17VnR8Qg2QmlfCphOZLNx7HpVCzpiucbSp50+oT90tmllXbTzunOhcsvdsLoV6M/51uPK7IAg3p3InO97e3mRnZ1OvXj1WrVpl783x8PCgpKSkwgMUqldqXgn3fbWTU5nF9mPbTmVza8Ng3h/ZSiQ8tYy3xv0/eZVChryai4EKgiBUhnInO/369eOhhx6iTZs2HD9+nNtuuw2AQ4cOERcXV9HxCdXIYpX47a8LDonOJZtOZHH4YgGhjUWyU5v0aBwCS1233d4ykgAvVdUGJAiCUAXKPWfns88+o0uXLmRmZrJo0SKCgoIA2Lt3L/fcc0+FByhUn5xiAz/tSXHb/u2OsxhMliqMSLhRYT4aXh3czOl4dICWp/o1wlMtlqALglD3lPs3m7+/P59++qnT8ddff71CAhJqDgmwllIn1mKVkLjp68jWKt4eKu5qG03nhCB+2p1CWoGegc3D6RAfSKS/trrDEwRBqBTl7tkB2Lx5M/fddx9du3blwoULAHz77bds2bKlQoMTqlegp5o7W7svAXJPx3p4qERPQG3jo1XRNMKX14Y0Z+botgxtEyUSHUEQ6rRyJzuLFi0iKSkJrVbLvn37MBgMABQWFvL2229XeIBC9VEq5IzqEEOkn/O8nDb1/Gkd41/1QQkVSi4XE5IFQaj7yp3svPXWW8yaNYs5c+agUl2ezNi1a1f27dtXocEJ1S8qwJNfHu3Ks0mNaRjqTfNIX/43vAWz7m1HmK+YnCwIgiDUfOUegzh27Bi33nqr03FfX1/y8vIqIiahhokK0PKfHvUZ2SEGuQwCvTTVHZIgCIIglFm5e3YiIiI4efKk0/EtW7aQkJBQIUEJNY9CLiPYWyMSHUEQBKHWKXey85///Icnn3ySnTt3IpPJuHjxIt9//z1Tp07lscceq4wYBUEQBEEQrlu5h7GeffZZ8vPz6dWrF3q9nltvvRWNRsPUqVOZNGlSZcQoCIIgCIJw3crVs2OxWNi4cSNPP/00WVlZ7Nq1ix07dpCZmcmbb75Z7ptv2rSJwYMHExkZiUwmY/HixU7nHDlyhCFDhuDn54ePjw+dO3fm3Llz9naDwcDjjz9OcHAwXl5eDBkyhPPnz5c7lpuK1QoFFyD7FOSfB0sNKu5ZkGqLKy8FzIZKvZXZYuViXglnsopJzS/BarXtGSRJEmn5es5kFXMhtwSj+dobJ+brjJzLLuZcjo78koovppluj0eH0Wwls9BAclYxKTk6dEZzma5RbDCTkqPjbFYxWYUGzufqOJNVTEahvmxBSBIUXKyyn0+1MxtszzP7lO19KQhCrVWunh2FQkFSUhJHjhwhMDCQ9u3b39DNi4uLadWqFWPHjmX48OFO7adOnaJ79+6MHz+e119/HT8/P44cOYKHx+VVQJMnT+aPP/5gwYIFBAUF8fTTT3P77bezd+9eFArFDcVXJxVnweHFsOF/UJwJGl/o9Ch0eAh8wqovLl0unFoLa161JWAqLbQdA90mg29Ehd8us1DPj7tS+HLzaQr0ZoK81DzepwFJzcPZfiqbd1ccI61Aj6dawb2d6vHQLQkuV59ZrBIn0gt55feD7ErOBaBLQiCvD02kQYj3DS/tztMZ2XQii/8tO8LFfD0j2kXRp2kY7608zqnMIpRyGYNbRTK1fyOiAjzdXiclR8e05UfYcTqH6SNasXj/BZb/k4bRYiUuyJPXhjSnXWwAPh5uykXocuDEalj7mi3hUXlC+3HQ9XHwCb+h51gjFaTC1o9h3zwwlYBfNPR9Her3Ac+A6o5OEIRykklSKVvkutChQwf+97//0adPn4oNRCbjt99+44477rAfu/vuu1GpVHz77bcuH5Ofn09ISAjffvsto0aNAuDixYvExMSwbNkykpKSynTvgoIC/Pz8yM/Px9fX94afS41lNsD2T2HtG85tLUbBoHdB61/lYWG1woGfYPGjzm3xPeCur8EruMJuV6g38dbSIy5LYTzWsz7ncnQsPeD4l3zPxiF8MLI1gV6OFcGTs4oZ9MlmdEbH3h9vjZJlT3SnXpDXdcdptUos3n+Bp37+G7CVdHhuQBMe//Evp3MTgr344eHOhLvYEyk1r4S7Zm3nQl4J797Vkq82n+FYeqHTefPHdeTWRiEuArHAvm9h6ZPObQ36wrAvwDOo/E+wpirOgoXj4MxG57Y7PoeWd4P8uvZjFQShgpX187vc/2L/+9//MnXqVJYuXUpqaioFBQUOXxXFarXy559/0qhRI5KSkggNDaVTp04OQ1179+7FZDLRv39/+7HIyEgSExPZtm1bhcVSZxSlw6b3Xbf985Ptl3x1KEyFNa+4bjuz0daTUIGyi4z8vNd1za+vtpxhcKtIp+MbjmWSedVwj9Fs4dsdyU6JDkCRwcxPu1MwW6zXHWd6oZ5py47avx/dsR6zNp5yee7prGKOpbv+97fvXC4X8koI9FKjlMtcJjoAbyw9TFaRi6GpwlRY56YczMk1UJhW+hOpbQouuk50AFa/Yns9BEGoVcqd7AwYMIC///6bIUOGEB0dTUBAAAEBAfj7+xMQUHHduxkZGRQVFfG///2PAQMGsGrVKu68806GDRvGxo22X0RpaWmo1Wqn+4aFhZGW5v4XsMFgqLQkrUYryQWTzn17/jn3bZXJWAhFGe7b0/6p0Nul5etx159pMFuxWF03Hk8vcvi+yGBm8wn3CeLmk1kUGco2n8aVYoOZzCuSj7hgLw5ddP9e3eImltVHbK9tfLAXBy/ku338yYwil4kbhkLbMJY7GUfct9VGpb3fijPBWOS+XRCEGqncq7HWr19fGXE4sVptfxEPHTqUKVOmANC6dWu2bdvGrFmz6NGjh9vHSpKETOZ+rsS0adNuzsKlymvUP/Lwq5o4rqbQgEwOkpteEC8XQys3wNuj9Le9SuH6b4Crh7BUCjnB3hqnJOiSYG81auX1D3eoFXIUcpk9+dKbLPholBS6SaAi/Fz/fKP/rXtVqDcR5O1+nyRPtQKlqzlGSg3IZLjNED0rboixRvAOdd8mk4NC7b5dEIQaqdy/iXv06FHqV0UJDg5GqVTSrFkzh+NNmza1r8YKDw/HaDSSm5vrcE5GRgZhYe4n277wwgvk5+fbv1JSXA9p1DlewRDd0XWbT4Ttqzp4hUDTwa7bND4Q2qRCbxfirSHKTeHLxChfTrgY5vHVKokLdpx/4+Oh4tEe9d3e55Fb6uOpvv5CqYFeagY0vzz5d+mBVO5qH+3yXLkMejdx/SE9tLVtWO54ehHNInxdJzTYCrsGe7v4IPcMhoYu5r/FdYduT0JI42s8k1ompLHtfedKk9srPPkWBKHylSnZuXKpd1lcqoR+I9RqNR06dODYsWMOx48fP05sbCwA7dq1Q6VSsXr1ant7amoqBw8epGvXrm6vrdFo8PX1dfi6KXgGwrDZ4BfjeFwbAKN/rr5kR+MN/f8LIU0dj6s84d6F4OM8h+ZGhPl58OWY9gR4Oq48ivDz4MORrVl7JN3huJdawTdjOxLuYjVWYpQv47vHOx1/rGd9Gke4+cAsI28PFS8OakKjMG8ANhzLoGN8IB3iHIdtlXIZM+9tS5iLyckAkf5a3h/RCrkM5m1LZtqwFqgUjglP+9gAHr4lHrXSxQpGD18Y9B4EN7R9H9zI9nOJ7gDnd8OK5+HcTtswaV3gE2l7fqqrVreFNIGkt23vV0EQapUyrcYKCwtjyJAhPPzww3Ts6LpnID8/n59//pmPP/6Y//znPzz++OPXvHlRUZG99ESbNm344IMP6NWrF4GBgdSrV4/ffvuNUaNG8dlnn9GrVy9WrFjB5MmT2bBhA927dwdgwoQJLF26lHnz5hEYGMjUqVPJzs4u19Lzm2Y11iUFFyHzGKQdgKCGEN7CtrS2lKG/KlGYBjmnbR+g/vUgsi34RoHi+ntH3JEkiYv5eo6kFnAqo4imEb40DPMmwk9LeoGeM5nFHLiQT0yAlhZRfkT4a1G46RHJLzGRUaBn26lsZDLoWj+YUB8Nvlo3y7jLKaNAT3J2MX+dyyMmUEtipB85OiO7z+QS6KWmfVwAYb4eeKjcv991RjMZhQZ2ns7GU62gSbgvBy7kk1NkpH1cADEBngT7XKMUSGEq5J4FuRK+v8s5uen5InR+tPqGQyuSxWzbi+riX5B31pbYBSbUzWX2glCLlfXzu0zJTk5ODm+//TZff/01KpWK9u3bExkZiYeHB7m5uRw+fJhDhw7Rvn17XnrpJQYOHFimIDds2ECvXr2cjo8ZM4Z58+YB8PXXXzNt2jTOnz9P48aNef311xk6dKj9XL1ezzPPPMMPP/xASUkJffr0YebMmcTExDhd152bLtkRhOulL4CFY22rsFyZtNvW8yMIglAFKjTZuUSv17Ns2TI2b95McnIyJSUlBAcH06ZNG5KSkkhMTKyQ4KuaSHYEoYxyk+GT1u4nKw98Dzo9UpURCYJwEyvr53e5xgc8PDwYNmwYw4YNu+EABUGohSTJfaIDYK1BpUcEQRD+JbYBFQSh7Dz8IKaz+/YE52FpQRCE6iaSHUG4ATqDmbPZxaw7ks7GYxmk5OjQm65dOLTW8gy0rcxSulj51eYBMYFXEIQaqeKXuQjCTSJPZ+Sn3Sm8u/KYfeM/tULO28NaMKB5GN7uimrWdqHN4NEtsO1TW1kFryBbwdaYzrZkSBAEoYYRyY4gXKcjqQVMW37U4ZjRYmXqL3/TNLw7zaPqwBJsVxRK2547A98BQz7IVSLJEQShRhPDWIJwHQr1Jj5Zd9Jt+9dbz2A0X38RUAcmvW1/m9S/IesE6GrI5n0qD/AOE4mOIAg13nUlO99++y3dunUjMjKSs2fPAvDRRx/x+++/V2hwglBT6U0WLuaVuG1PztZhMFfA3J2iTNj4DnzWAWbfCp+2h5/utSU/giAIQpmUO9n5/PPPeeqppxg0aBB5eXlYLLZf6P7+/nz00UcVHZ8g1EheGiUtSxmm6hAXgLaUHY3LxGKCfd/Alg/AfLn6OWe3wvfDbTtOC4IgCNdU7mRnxowZzJkzh//7v/9zKMfQvn17/vnnnwoNThCqkiRJpOXrOZtdzMW8EswW98NQnmolE3s3cFlCQqOUM6pDPZRuqqeXWWEabP3YdVvWCVsZA0EQBOGayv3b+MyZM7Rp08bpuEajobi4uEKCEoSqllNs4Oc9KQz5dAs93tvAgI838fmGU2QWGtw+Ji7Ii2/HdSQ64HIF9foh3vz0n87EBLiuql4uJh0YCty3Zx5z3yYIgiDYlXs1Vnx8PPv377dXHr9k+fLlNGvWrMICE4SqYjRbWLj3PG8vu7yyqqDEzPTVxzmbXcwrg5u7LOrpoVLQtUEwv07oSp7OhEwGAZ7qaxfULCulh+3LrHfdHhBXMfcRBEGo48qd7DzzzDNMnDgRvV6PJEns2rWLH3/8kWnTpvHll19WRoyCUKkyCg18vOaEy7ZFf11gYu8GpVYwD/X1INTXxSZ7N8o7DNo+CLtmuW4LrF/x9xQEQaiDyp3sjB07FrPZzLPPPotOp2P06NFERUXx8ccfc/fdd1dGjIJQqfJ1JoqNrldOSRKk5JQQH+xdxVFhW9p9yxQoTIUjV6x09I+F0T+DX1TVxyQIglALlSvZMZvNfP/99wwePJiHH36YrKwsrFYroaGhlRWfIFQ6jar0qWs+HtW496ZPOAz5GPq8DPnnQRtg69Xxjai+mARBEGqZcv0WVyqVTJgwgSNHjgAQHBxcKUEJQlnpTWYAPFTXfiubLFaMZiueagUy2eVVVIFeGtrE+PNXSp7TY0J8NIT7VcIQVXloA2xfwQ2dmnRGM0q5HLVSDkYdyOS2HqEKYrFY0ZuteCjlKG50dZkgCEI1KfefrJ06deKvv/5ymqAsCFUpvUDP/pQ8ftx5DmRwb6dYWkX7uZw7U1BiIjm7mLnbkknP19OjUQiDWkQQHaBFJpMR6KXmg1GtGT1nB6n5lycD+2iUfD2mA+GVMR/nBl3IK2HjsUw2Hs/gmS4+xBbuR3VwgW1Cc8eHISwRvK+/x9VotpCSW8KCXec4eLGAJuE+3NsplugALR43un+QIAhCFZNJkiSV5wG//PILzz//PFOmTKFdu3Z4eXk5tLds2bJCA6wKBQUF+Pn5kZ+fj6+vb3WHI1xDer6ex37Yx96zjmUTutUP4sNRrR0SniKDmZ92n+PNpUcczvXTqlg0oQsNQn3sx1LzSzieVsg/F/KpH+JNi2g/Iv20yF3spVOdzufqGDV7BxfzS/jjgXgS1z3ovAy9+Z0w8N3rSngkSWLH6Rwe+HonJsvlXw9KuYyvH+xAtwbBLvcXEgRBqGpl/fwud7Ijlzt3ZctkMiRJQiaT2XdUrk1EslO7LNyTwtSFB1y2fTa6Lbe1vDyfJTmrmF7TN+DqXd69QTCf3dsWv1JWWtU0epOFN/84zPe7znFLgwA+q7cR323/c33ymKUQf0u575GaX8KQT7e63GMowFPFn0/cQqR/BewjJAiCcIPK+vld7mGsM2fO3FBggnAj8nRG5u9wv3Pw/O3J3NooGB8PWwKzKznHZaIDsOVkFnk6Y61KdnJ1Rhb9dR6AkU21+O7+wf3Je76Cel1sVcrLIafY6HYzxVydiawig0h2BEGoVcqd7Ii5OkJ1skoSplLKOJgsVqxXJDfXqjxuLV/HZrWTJDD/O7SklAEWo/uTzQaQyl953WIt/TW5VrsgCEJNU+5kZ/78+aW2P/DAA9cdjCBci79WzZ1tojiSetRl+/B20Q49NZ3iA91eKzHKt1b16oBtrlG/ZmEsP5jGstNGbm04FK99s12f3OZ+UKrLfY8gbw2+HkoK9GanNk+1gpCK2iFaEAShipR7zk5AQIDD9yaTCZ1Oh1qtxtPTk5ycnAoNsCpUxpydjAI96YUGMgr0RPprCfHREOxdMz8k8nRGsoqMnMspxt9TTYSfB+G+Hg7Ls2uSi3kljJy9nfO5JQ7H44O9+P6hTg5DLHk6I++tPMb3O885nKtSyPjl4fa09tWBxocsyZu0fD0X8koI9FLjr1UR4Kki2OeKlVj6AijOhJxTWFReWLwjMUsyFNnHUSjVSAFxHC/2Isdgq5sV7KNxX/m84KLtS5dt2yTQOxQ83Sdml35GF/J0hPp4MGLWdvQmC6vGxpKweKgtritFtoFR34PVAnnJtgrqgQm2+6i9XN7jErPFytIDqUz+ab9T2zvDW3BnmyjUSrEiq8YryYXiLMg5DR7+4BcNPhHgYt6lINRWlTZB2ZUTJ04wYcIEnnnmGZKSkm70clWuopOds9nFjJu3h1OZRfZjrWP8+OzedkTVsLkOGQV6Xlp8kFWH0+3HQn00zBvbkaYRPjUy4SksMXEuR8fi/RdZdTgNGTAgMZwhrSKpF+iJt4djb01WkYE9yTnM3HCKrEIDHep5M6mDL7HbXkStVnOh72c89vNR/j6fb39Mg1Bv3hjanGh/LfWCvKAoEza+A3u+xD4JyMMfbv8A9nwNyVtA5UnJbZ/y2pFIfjuYxyuDmzGkVaRzqYn0w/D9XVBw4fKxRgPg9o9cbhaYXqDnld8PsvKQ7WfULMKX/7utKcv+SeVEehHT+/sTdvwH1Ed/B6UGU9txKJoNRp66H359CEz/JoVyJfR6CdqNKTWxAijUmzieXsjHa09yIr2QhGAvJvdtRONwn1JLZwg1RGE6rPw/OPjL5WNewTD6F4hoLRIeoc6o0mQHYM+ePdx3330cPep6eKEmq8hkJ7PQwOg5OziRUeTUdmujEGbc06bGDJ0YzVb+t/wIX29NdmoL8FSx9IlbalxyBrD3bC53zdpGt/rB3NIwGAnYeDyT7aey+WNSN1pE+zs/qCiN3P1LMck98M7ch+fBH8GkI6/7K0xK7sqWk849kk3CfRjXLY6+TUMJPPoDLJ3ifF2lBkZ9B9+PsH0vk3Hh7rX0/jYDg9nKogldaRd7RW9o/nn4oqdzTwxA+/GQ9LbDpoBGs4V3Vx7jy82OCwNUChnD2kRxd8d6bDmZRUFRCc38zRit8MuREt69sykJXzSw9exc7b7foEFv5+MuFOpN6IwWtCqFSHJqC4sJNr0PG12s0tP4wIRt4F+v6uMShEpQaaux3FEoFFy8eLGiLldrZRYZXCY6AJuOZ5JTZKgxyU5GoZ4fdp1z2ZarM3EyvbDGJTvFBjMz159EkmyrqbaczHJon73pNO+PaOW88V32aQLWPO10vezoPmxZc8HpOMDRtEKCvDUodZm2Dw9XzAa4sNc2bHTxL5AkQo99T5/Gd7PsUCafbzjJx3e3wUvz7z+17JOuEx2A/d9Btych4PIigMxCA9/vcP4ZmSwSP+05T+t6AczfdpbMIsfVU7/tO8/TcbfA6Q3O99n4DkS1Ba2/6ziu4OOhsq9sE2qJonTYMdN1m6EQLvwlkh3hplPuZGfJkiUO30uSRGpqKp9++indunWrsMBqq7ziUlbHgNuCk9XBYLaiN7lfrXM2R1eF0ZSN3mThXClxnc3WoTdZnJOdfNcJjc5c+jBdod4MksVxyOlqeSngFWL/VpV7kihf2zDBuRwdBrPlcrKT5zq5BGyJk1nvcMhgtlJicv+eScvXE+ildkp2jmcbsXiG4nJmTX6K032EOsRiBEOB+/bsk1UXiyDUEOVOdu644w6H72UyGSEhIfTu3Zvp06dXVFy1lqtyBZco5bLqLSp5Fa1KQYCnilydyWV7k/Cat8Gil0ZJy2h/t71nrev546l28REf1MDl+b4KMwq5zO1yaj+tCkkhg9CmkHHE5TmENYO98+zf6iM6cizFtpKpVbQ/nuorfuYhTV1fA8DDD1SeDoe0KgWBXmpy3CTR8cFepBaUOB3vFOOJ4sQp1/cJb3nNScpCLab0sE1ELkx13R7ZukrDEYSaoNyz1KxWq8OXxWIhLS2NH374gYgIUYk5yFtNj0auC6SObB9DSA1akRXm68HjfZyLSwIkBHsRG+Tpsq0qZBUaOJej42JeCUbz5Z4ND5WC/9yagNJFuQK1Qs6DXeJcrxTyi4LwVk6Hg0/+wl1tXL9vb20YTHqBHskzGPq+4TpQzyDbaqqsE7bvVVrS4oay5WQ2SrmMh29NcOxl8o+BkCaur9X9aduH1BVCfT14oo/rRC0+2AuTxUpBieMScR+Nkn7NIyHjsPODZDLo+bxt7oZQN/lEQO+XXLf5xdgSd0G4ydzwlHyLxcL+/fvJzc299sk3gQBPNe8Mb8ntLSO49HmsVsh5oEssk/s2xFNTc3p2FHIZQ1tF8kxSI4fekK71g/hmXEfCqqEAZpHexOYTmdwzZwe3vruevh9s5N2Vx0jLv9x7US/Ik/njOzrMJ6oX6Ml3D3UkJtDNHCPvULj7e2jY3/aBD6DS4qWW83SPCO7tVA+VwnZcIZcxMDGcib0a0KNxCP6eaojpCENn2qqPXxLRCoZ/CWtetX0f1ADj/X/w/i7bdgPfju9IbOBVCaNPONz7CyRcMUFY5Qk9X4A2o512O1bIZQxuFcmzSY3xuupnNG9sB/w91QR7X95Lp3GYDz/9pwtR/l7w4J+OPVo+EXDPTy6rpwt1iEwGjQdC0jTHpLZeFxizBHwjqy82Qagm5V6NNXnyZFq0aMH48eOxWCzceuutbN++HU9PT5YuXUrPnj0rKdTKUxn77BQZTGQXGSk2WPD2sG3EplXVnETnSkazhYxCAwUlZrQqOYHeavy05d+MriJsOJbBg3N3Ox1vHxvArPvaEXzFhnbpBXpydUZk2JLM0oYQ7fT5UJRhm9Og9gK1D3gGUYKS9AID+ToTWpUCT7UCfy8V3porJudaLFCUCiW5GFGy8bwVbxWEKYpAruBwnpKv/irm/ZGt8NYoS08WS/JBl2lbFq7xA58w28ouN678GXmo5La9gDzVWK0S6QV68kpMKOUyArzUjvs5FWZASbZtVZZnoC3hqYHbCQiVwGKCwjTQ59mGtjyDrrnlgCDUNpW29Dw6OprFixfTvn17Fi9ezMSJE1m/fj3z589n/fr1bN269YaDr2qiEGjNkFGoZ9TsHZzJKnbZ/ttjXWlTL8BlW1UqMZp55fdD/LL3vMv214c054EusTVyjyJBEIS6pKyf3+UexsrKyiI8PByAZcuWMWLECBo1asT48eP5559/rj9i4aanM1jcJjoAu5Nrxu7cBXozW69a8n6lVYfTSl1BJQiCIFStcic7YWFhHD58GIvFwooVK+jbty8AOp0OhUJsIS9cP6VChlrh/i1ZUyZ3qxQy2zweN0K8NSjFDrWCIAg1Rrl/I48dO5aRI0eSmJiITCajX79+AOzcuZMmTdysMhGEMgjyVjO0tevJkyqFzHEn4mswWawYKql3JdBLwyO3JrhtH9M1DrWympIdswHMpe/1JAiCcLMp94zZ1157jcTERFJSUhgxYgQaje2vbYVCwfPPP1/hAQo3D61KyZR+jThwIY9jaZf30VHKZXx+X7syrQ7LKTZwKqOY+duTKdSbGdomks7xQURU8E7Q3RoEM7hlBH8ccNzL5Mk+DYkProY9bApS4fxu2y7MCjW0f8i2/493aNXHIgiCUMNUSG2svLw8/P39KyCc6iEmKNcs6QV6zmQWs/10FmG+HnRrEEyYr4fzrshXyS02Mn31cb7bcdbheFyQJz883NmhGnpFyCk2cDFPz/qjGWhUcno1DiXM16Pqa0gVXIQf74HU/Y7Hmw6B26aLhEcQhDqr0mpjvfPOO8TFxTFq1CgARo4cyaJFi4iIiGDZsmW0bNny+qMWBGybHYb5etC5flC5HncuR+eU6AAkZ+uYty2ZZ5IaoarAeWWBXhoCvTQkRvlV2DXLTZLg8O/OiQ7AkSXQfix4l63opyAIQl1V7okFs2fPJiYmBoDVq1ezevVqli9fzoABA5g6dWqFByhUn+xiAwfO5/HZ+pN8sy2Z05lFFBnM135gFcjTGTmaWsDsjaeYs+k0F3J1/LInxe35P+1OIbvo2nNZ0vJL2Hg8g0/WnmDJ/guk5OrclpKoEYozYc9XbpulnV+w6fB5jqQWkHuNum3XpSgDUnbCxvdgz9eQcxqMNa+mmiAIVScjI4PvvvuO+++/n7CwMGQyGR07dqzWzYfL3bOTmppqT3aWLl3KyJEj6d+/P3FxcXTq1KnCAxSqR0ahnucX/cO6oxkOx18f0pxhbaOqtRJ2dpGBD9eccOjF2XM2x7EG1VWMZivXSlnOZhczes5OLuRd3q3ZU63g+4c60SraH7mLEhXVTrKWOiFZZjGw4WgaX+/6m5Hto3luQBOCKmpVW0EqLHwQzu244oZyGPYlNB4g6m8JQh0lSRInT55k5cqV9i+TyXWNxUt2797N1q1buf3226soSkfl7tkJCAggJcX2F/SVS88lScJiEXuL1AWSJLHsn1SnRAfg1SWHuJDrXHiyKh04n+80XLXvXB7dG7iuSQaQ1DwMv1Lm0uTrjDy78IBDogOgM1oYN2836QU1tEq4ZxA0v9Ntc2aDEWw8Y9u76Oc959lztoL+srKYYNcXjokO2JKvX8e7L0IpCEKtYLFY2L17N2+99Ra33HILMpnM/iWXy2nUqBGPP/44S5cuvWaiA/Dyyy8zaNCgKojctXL37AwbNozRo0fTsGFDsrOzGThwIAD79++nQQPXBQuF2iWzyMCXm8+4bf95TwqvDG5e7utmFOrJLDCQXWwk3M+DYG81gV62XoY8nZGsItuEX1vpB43L1VeFehOzNjpX884sNGAwW2gfG+D0ge6jUfJk34al9vxkFxvZecb1poW5OhMpuboKX9FVIRQqaD8O/v7BNqR0BWtIM854teRU5uXEcPbGU3SKDyx1n6AyKcqA3XNct0kSHFsBXSfd2D0EQahUer2eTZs2sXLlSlatWsXBgwev+1peXl4kJSWRlJRkH+2pScqd7Hz44YfExcWRkpLCu+++i7e3N2Ab3nrssccqPECh6lmsUqnzO1Lz9VitUrmGdZKzinlo/h5OZlxeUt6lfhAfjGiFTCbjxV//Yd2xyx/WsUGefD2mA/VDvR2uYzRbyXET25tLj/DZvW04l1PC/G3JFBnM9G8WxkO3JFDv6oKcVzGYraW255dc+y+XahMQC+PXwK45cOhXUKjIb34f5yJv4+FfHEta5BQbMVlKf65lIlnAUOi+XfTsCEKNkJOTw5o1a+wJzfnzrsvclEV0dDT9+/cnKSmJPn36EBRUvkUk1ancyY5KpXI5EXny5MkVEY9QA3hrlHSuH8TaI87DWABJzcPLlehkFuoZ/81uTmU6loLYfiqb1/44RL9mYQ6JDsDZbB0PfL2LRRO6Eu53uYfHx0NJj8YhnLgiabqkxGTh75R8Hu9Vn9taRGCVJPw9VWiU116B5atV4atVUlDiegJ2QrC3y+M1RkAs9H0VqctETmQU8+q6DLavce6du6VhcMUUeVV5QWRbuLjPdXv9Pjd+D0EQyuTs2bMO82eKi92X3bmWxMREew9N9+7d0WprYI/2dbiuMtzffvsts2fP5vTp02zfvp3Y2Fg++ugj4uPjGTp0aEXHKFQxHw8VU/s3ZuOxTMxXrUSK9POgY3z5KienFxicEp1LVh1O56520S7bLuSVcCFP55DsqJUK7uscy487z1FsdJwj5qtVMrxdNEqlghCf8i0xD/PRMLV/Y175/ZBT2+CWEQR5V08V+HJRqJD5RqA16ziadtqpWatSMK57fMXs7uwVBElvw7yBtmGrK4U0gbCmN34PQRAA2zzKAwcO2JOZdevW3dD1unfvbk9o2rZte1OUeir3b73PP/+cp556ioEDB5KXl2eflOzv789HH31U0fEJ1aR+iBeLJnSlTT1/wLaL8dDWkSz4T5dyb86XVWRw2yZJYLK4Xyd1Ic95YnBMgCe/TezGLQ1tE5JlMujVOIRfJ3QjJuD6/gpRKuQMbhnJR6NaE/lvcuWrVTK5b0NeGdzsxue4VKGYQE8WTehK36ahXOqA61o/iMUTuxITUPpwXrlEtIQxf0JYou17pQbaPgj3LQKfiIq7jyDcBIxGIxs3buTFF1+kXbt2ThOCW7duzXPPPVemREelUnH77bczY8YMjh8/jtVqRZIk+9fmzZt56aWX6NChw02R6MB17KDcrFkz3n77be644w58fHz4+++/SUhI4ODBg/Ts2ZOsLPfVoGsqsYOyeznFRooMJuQyGYGeajw15e8MPJZWQNJHm122qRQyZt7blofn73XZvmRSN1pG+7tsKygx2efS+HuqKmw5fFq+HoPZgkohJ9RHg7KU4qQ1WaHeRL7OhAT4eijxq6yErSgTjEUgV4JXMKjqRre3IFS0goIC1q1bZ58/c/q0cw9sWYWEhNh7Z/r160dYWFgFRlp7VNoOymfOnKFNmzZOxzUazQ2NEwo1U6CXmkCvfz8k9QWQl2/7f8/AMu+jEuytoWNcILuSnVc73dOxHno3BTubRfgQ4ef+g9M2z6b8CY7FKpFZaMBksaJRyQn1cVz1deWwWW3m41FxCWCpvEOAEPJ0RoqKzMhlJQR6qa9Z3kMQ6qKLFy+yatUqe0KTk+N6lWdZNGzY0J7Q9OzZ074gSCi/cic78fHx7N+/n9jYWIfjy5cvp1mzZhUWmFCDWC2QfRJWvQQnV9s2jms6FPq8DIHuq39fEuSt4aO7W/PK7wdZezQDSbL16NzdoR6TejdAhoxHbk3gm23J9lVRtzQM5n/DWhLiU0Eb4P0rs1DPr/suMHvTaXKKjcQFefL8wCZ0TgiqVUNVNYnRbOF4ehGv/3GI3cm5aJRyhreNZmLvBkTVxOX6gnADJEni6NGjDhOCb6TEZIcOHewJTadOnVCpqm/D1rqs3MNYc+fO5eWXX2b69OmMHz+eL7/8klOnTjFt2jS+/PJL7r777sqKtdKIYaxryD4Ns2+xDVVcySsEHl4H/vXKdJlCvYmsIiPFBjO+HkqCfTT2vW/0JgsZhQYKSkx4qhUEeWtK3QTweuSXmHh9ySF+/euCU9u7d7VkeJsoFLV0yKo6HUktYMinW5zmXsUHe/HDw51K7Z0ThJrIbDaze/duezKzY8eOaz+oFP3797cv2W7evDkyWQ3cjb2WqrRhrLFjx2I2m3n22WfR6XSMHj2aqKgoPv7441qZ6AjXYDbAzs+dEx2w1WU6vAQ6PwbyaycJpQ2reKgU19wL50ZlFRlcJjoA05YdoXuD4AqvjF7XFepNvLviqMtJ5meyijlwPl8kO0KNpNPp2Lhxoz2hOXr06HVfy8/Pz2FDveho1ytMhepTrmTHbDbz/fffM3jwYB5++GGysrKwWq2EhoZWVnxCddPnw8k17tuPLoW2D4BHze8RO+Vib55LcnW2yc4i2SmfIr2Zbaey3bYv/yeVpObhVRiRIFyWmZnJ6tWr7fNn0tLSrvtasbGx9oSmd+/e+Pv7V1ygQqUrV7KjVCqZMGECR44cASA42H0tIqGOkCtB6+++3TPIVrKgFrjWZGZNRew/c5ORy2X4aVVkFLreXiDURckPQahIp06dcpg/YzC43+riWlq1amVPaLp164ZGU7FzBoXqU+5hrE6dOvHXX385TVAW6ijPQOjyOCwcC37RmOt1B8mK8sx62zBW58cclhpbrBIWq4RSLsNslRw2sJMkCbNFQqWU2zbYsRhte7OYjaBQYbJIKBUy+3i20WxFKZfZd2s2WawoZJe/N1usIAPlVUNoFqsVqwSqf+ffWK0SZqtETKCn212SO8QFXF51BpjMVpQKGWaLhOKKGMxGAzKFEgVWkCnKNHx39WvjalM/h9fGlX9fIypxrN8WgxUVVlBeTgyNZisyJJQKudNcg2BvDWO7xvHOymP2YzGBWtrHBmK2WBnZNhqsZlvS7EJpr8m1XPoZ3TTzH6xW22uprKSJ9FYzSIDiuvaarTRWq5W//vrLnsxs2rTphq7Xo0cPe0LTunVr5OX4NyzUXuV+Vz/22GM8/fTTnD9/nnbt2uHl5bj8uGXLlmW+1qZNm3jvvffYu3cvqamp/Pbbb9xxxx0uz/3Pf/7DF198wYcffuhQmsJgMDB16lR+/PFHSkpK6NOnDzNnzhRjphUprjsZo1dzMN+Dn44aUcrh3r6P08hbT3BofcBWyDM5u5gT6UWE+mj4859UsouNDGgeTpeEIExWK9/vPIeXwsq4RCU+F7ciD2uKdHItsvR/MIc0J7fBcDama2kRF8LFvBK+23GOBiFe3N2xHgcv5LPk74v4eqgY3akeGqWcT9efRCmXcW+nWBqF+SCXwemsYr7bcZZio4VHeySglMv5cdc5MosMjGwfwxf3t2fM17scamGF+Wp4966W+HqoOJejY9vJTOKDvfnrXC67knOpF6jl7vZRRJScxI9CpNxzcGIFksYPWYfxENTAlhS6kaczci5Hx3c7zpJdbGRQYgRd6gcR6a9Fb7JwIbeEX/amcDy9iA6xAQxqGUF0gCcKGZB3Do7+CWc2QEB9aPcA+MeAuuKWoOoMZs7n6liw+xzJ2SV0q+fBwOahGGVafvs7jQPn82kQ6sWgFhEEeakJ8/VA8++ycoVcxrBWoWw8ns6hi0W8NrQ5JUYLm45nolHKyc7PIyBrJ0GeKghtCt6hDu+X73acI09n5PaWkXSKD7xmsVWrVeJCXgkrDqax/XQ2CSFejOoQQ5S/ttRCr7WaoQjyz8HebyD3DNTvDY0G2hYGVESiV5QB6Ydh71xb1fq2D0B4C/CpuuFHg8HAli1b7AnNgQMHrvtaWq3WPnemf//+1K9fvwIjFWqrcq/GcpUFy2QyJElCJpPZd1Qui+XLl7N161batm3L8OHD3SY7ixcv5rXXXiMzM5NnnnnGIdmZMGECf/zxB/PmzSMoKIinn36anJwc9u7dW+adIcVqrNKlF+iZ9P0+dl9VTXxA8zDevCMRlULOrI2nKCgx4++pYuYGx6rkEX4evDO8JZ+sPcbn3fWEbHkZer4Ivz4MppLLJ8qVZA39gUe3ahnePo4/D1xkfPcE3lx6mNNZjns43d0hhiBvDZ+tPwnAh6NasetMDj/uSgFgdMd6LmNJahbKlP6NWX80gwt5epqG+xDopaZJuA8lJiuPfreXN4Y2Z/JP+8nTXS7+qZDL2DepEX6/3g1ZJxxfoM6Pwa1TbUN6VykoMTF36xk+XOP4mOgALT8+3JlTmYWM/2YvlivKcniqFfz0SBdaaDNgTl/Q511+oEwGw7+GxoNAdeNDRHqThdWH03hiwX571YfGYT5M6deQJxfsd0gK1Qo500e2IsLPg9Yx/rbNFvNT4PuRZLabTEFsP574+RCHLhY43OOuloG8UO8IQSlrYfCH5Mn9+WLTaaefTb1AT358uBNRpezyfCS1gJGztlNouNw7J5fBzHvb0rtJKOoy1EGrVUwlcGQJ/PqI43FtAIxdAaFNbuz6Remw5Ak4vsLxeNytMHxOhSY8eXl5rF271p7QnDt37rqvFRERYU9o+vbtS0hISIXFKdQulbqpYEUZOHAgAwcOLPWcCxcuMGnSJFauXMltt93m0Jafn89XX33Ft99+S9++fQH47rvviImJYc2aNSQlJVVYrDezdUcznBIdgBWH0rm7Yz0i/DyYs/kMcx5oz7h5u53OS83Xs2D3Od5IqkfIol7Q+2VY+X+OiQ6A1Uzwiv/w3IA/eGDhYeaP78jvf11wSnQAFuxOYfb97dCqFKgUMlQKuT3RUchl9GsWxlgXsaw8nIFCIadhqDenMor+TXpKeGd4C+ZuTWZo60g+XXfSIdEBSGoShHLf186JDsCOmdBylMtkJy1f75ToAJzPLWHGuhMoZDKHRAdAZ7Qw+ae/WNCnhJArEx2wDf8tfhQm7rYV/7xBmYUGpv5ywKG81fhb4nltyWGnSvBGi5XX/zjEq4ObE+lvINJbDls/gYzDBB3+ll/zGjolOgALD+QwonkHglLehIt/kenf1SnRATiXo2P2ptO8dFszl8Na2UUGnvp5v0OiA2CVYPJP+1nzVA+iK7IcRk1QlA6/T3Q+XpILfzwJ9ywAz4Drv/75Pc6JDkDyJji9EVqNKtflUlJS7MnMqlWrKChwfj+UVdOmTe0Jza233uo0iiAI5VHuZKcq5+pYrVbuv/9+nnnmGZo3b+7UvnfvXkwmE/3797cfi4yMJDExkW3btrlNdgwGg8Mkthv5B1nX5RQbmL892W373G3J3NU2isRIX/a6SIguWXUonWd6xUBxli0pyDvr+sSSXKKU+ejNFtQKOUsOXHR7zQ3HMuiUEIiHSuFQob15pC97rhHLoBYRfLz2pP1YgKeao2mFTOnXiBnrTjo9ZlQzD7zW/uD2muz/ASJbOx1eccj96o/Ff11k+shW/Lg7xantVGYxOepIXP69ajZAxuEKSXaOpxc6JTV+WhVpBc41yQCyioyolXIyCvREynWw/3vb8cZ3892WPLf3+fagnnYJfVHunMX51o3cnvfLnvNM6Fnf5XL1XJ2JI6mFLh+nN1k5k1Vc95Kd1ANgMbluS9kBJTnXn+wYimDnLPftO2dBw34OQ7SSJHHw4EF7QrNmTSkrNcugS5cu9vkz7du3R6mso0ORQrW7rnfWsWPHmDFjBkeOHEEmk9GkSRMef/xxGjduXKHBvfPOOyiVSp544gmX7WlpaajVagICHP+xh4WFlbrEcNq0abz++usVGmtdZbFK6E1Wt+16owWz1TZ51V3ZB8Cxerrk/noAWE0oZDJAwlDavU1W1Ao5KrnM4d5K+bVjkV8118Hyb9eG1c2orlohc+6JupLR9Yewzug8GfoSk9XqFIdDTKW9TGbXyUh5ufrZXt3T5HRri4TRYrX1MpltfzRIcnWp7xOdCayeHmAqwWp1/7MxWqxORdTt97WW/r4p7f61VmnvObDtbn69rGaX1zdZJHact7By5wlWzu7Dnn37r/sWcrncnswkJSXRuHHjm2dCuVCjlHsa+sKFC0lMTGTv3r20atWKli1bsm/fPhITE/nll18qLLC9e/fy8ccfM2/evHL/47g0f8idF154gfz8fPtXSorzX9aCTYCnmttbuq9gPbxtNPWDvTmRXkj7OPd/YXaMD8RqMdtWblkt4OHv+kSlhgJVCFZJQoaMno3dj8V3bxDMX+fy2Hcuj1saXj7vaFqBPRa5zDbX5Eod4gI4kurYm2c0Wwnz1ZBeYCA+2NZdrlHKkcls/12TbMTYYIDbWGjhuru/fzP3cx661w/m4IU8l21BXmoCcLMvkNIDwsu+EKA0zSJ8nOa4ymXg7abgq4dKjlohs/W8ePhBI1vvacC51Qxs7Of2PiMaq1CnbIFW9xBaypYVvZuE4Otm40l/rYpwN0vZ5TJoGFoH6wZFOtchtAtMsP0MrkNhYSF/rN7EpJUWGs4oQvZ6gf1L/VYht87T8d8VF8qU6AQGBnLPPfcwb948Lly44FBd22KxsGzZMp588kmaNGkiEh2h2pS7Z+fZZ5/lhRde4I033nA4/uqrr/Lcc88xYsSICgls8+bNZGRkUK/e5VIEFouFp59+mo8++ojk5GTCw8MxGo3k5uY69O5kZGTQtWtXt9fWaDRi/wRsK2Kyi41kFOjx81QT7K12KoqpVMgZ2T6GBbtTyLxqL5X4YC96NwrE15LN+ru90XkZ6NMkhLVHMx3O0yjlPHJrAl9uT+G5bi/jv3cu9HweVjzvFFN+1xeYvbeQMV3j+GXvee7tFMuWE1kUGx3/gm0T44/BbCWzyBaTr4eSllG+HLhQgM5ooaDExLIHE/C35iAz6dB5hLPgUAnz92XzaI/6PL/oH/u1ZDII99Xw3ztaMH31Mb4YUR+1PocAjRWtRo2lII18JGS+z8GZtWC4qhcnuiMExoHF7LRst16gJz0ahbDxuPNr8uyAxmw7leXyZ/PmHYmE+Z23BSdJIJNT2PFJshPuJNXsg7cugFClnjA3RUuNFguZBQbSCvRYJQj39SDUR2NfRXVJsLeGh7rFs/jvi7zaK5jWAUa0lkNseyiGX47qeXdjusMw18ReDTBZJYK91aBWQu9X4NR61Md+Y/w9T7LksMppvlPTcC/aeP77/Bv0JVzuQdf6gWw75VggUatS8GxSE7w9XP9aCvP14L93JvLQ/D1OvT+P9qhPkHcdrG3mHQYdHobdcxyPy+Rw+0fg477SdVpamn1DvZUrV5KV5fq9VhYJCQn23plevXqJhRxCrVPu1Vienp4cOHCABg0aOBw/ceIErVq1QqfTXV8gMpnDaqzs7GxSU1MdzklKSuL+++9n7NixNG7cmPz8fEJCQvjuu+8YOXIkAKmpqURHR7Ns2bIyT1C+GVdjpRfoeXnxQVYdTrcfSwj24ssx7UkIcf4LOSVHx7xtySzZfxGFXMaoDjE80DGCoKy9sPBB24RJhYqMId+xpjCOL3ekkasz0q1BMI/3bkB2sZH//nmEYU29GR6RiX/uPxCYgLRzNrLMoxAYT1aHqWwqroeHbzBmi8SrSw7SMS6Qx/s05Jttyaw9moGXRsH9nWNpWy+AKT/tx2SRGNUhhrs7xCCTyfh9/wX2JWfxVicLIUvH2JbVAsjk6Ns9grHLkxzKU/PWn0e4kFdCiyg/nu7XiIZhPrbzClPxWP08iuZDbUu+Dy++/CI06A99X4Xtn8GJlaDxgRYjbMt0lz8PQ2dAbHenVVIZBXpWHUrnyy2nyS8x0SUhiLs71uPjtSe4tVEIsYGefLXlDCm5OpqG+zA1qTGNw3zwlhsh8zis+y+ZLR/m/aOB/Lw/w/5BH+nnwVcPdqBJuI/DX8w6o5lNxzN5+ue/7UmiRinntcHNua1lhNPmijnFBjQFZ/H69T7IvLxfjrVhf053+i+jfzpHlL+Wcd3jiA3yol6g5+WiqRazbTn05ulIWSc51+czvtxfwvLDmWiUCu5t7c+dCVYi0jZCq5HgF2N//604mMbXW89QqDfTs1EIE3s3IDbQ07bKy41ig5kT6YVMX32cfy7kE+Wv5Yk+Df/dJ6mO/gFTnAmnN8GW6VCYClHtoPfLSIENOJ583mFCsNnsftj0WtpFa0hq5En/AbfRZcwrqEMbVuCTEITKUdbP73InO4MGDWLEiBGMHTvW4fjcuXNZsGABK1euLPO1ioqKOHnSNhm0TZs2fPDBB/Tq1YvAwECHHp1L4uLimDx5stPS86VLlzJv3jwCAwOZOnUq2dnZYul5KUpMZl5fcpgFLibGRgdoWfRoV5c9BkazhdxiE8hswyzKvNMws7PzBMrINmTe9hUW70h8PFR4/TskklNswGi24qVR4mMttG0qiASShAEVBfigUMgJ9FJTpDdRZDCjlMsJ9tFQYjSTX2JGLocQbw0mi9Uxlis2ELTmJqOc3Q2Mzqu4uO1DaD+WHJ0Ro9mKp1p5+cPfpIMVL9o+XPyiYOds58dHd0Qa8D9kqfvBXAJH/oBz/xYJlCvhsR0Q7PwhIUkSKTk6dpzOZt+5PH7ff5GSf+cV1Qv05NXBzWga4YuXRulUANWsL+LzrReYvtp54rS/p4o/n+hOlP/liblH0woY+PFml3NfFj7ahfZxV+0JVJgG8wZBtvMKKanlKPJ6vYMODV4apfvK8EadrbSITI7BI4hcnRkZVoIVOhSSCTxDnHq9JEkiq8iAxQq+WmW59skpKDGhM5pRK+V1N8nB1pu9Z88eW0KzfCnbdjivMCyPPn362Fc4tWjR4vJWIhYz6LJsvYhewbVmV3RBqLSl50OGDOG5555j7969dO7cGYAdO3bwyy+/8Prrr7NkyRKHc0uzZ88eevXqZf/+qaeeAmDMmDHMmzevTPF8+OGHKJVKRo4cad9UcN68eWVOdG5GmYVGFu0777LtfG4J5/NKXCY7aqWCML8rXtcDP7teKXLxL0L+eBDuXwyay8uxHT+UHD9wNeCw8sjbQ4X3FXM3tGol2is+DJ1i+ZdcLkN+bpvrRAdg07vQeCCBvi7mIRVlwP7v4M7ZsORx14+v3xPZ8mfgwl7nNqsZ/voO+r7mtNmbTCbjTHYxz14xfHbJuRwdT/z4Fyun3Oqy0nuGXsGczckuw8nTmTh8scCe7BjNVuZuTXY7yXfGupN8Nrqt41BRwUWXiQ6A7OBCAnq+QEBgvOsLXqL2tH1h+1mG+126vvvVUTKZjBAf18Nw1+KrVV2z/EdtUVJSwqZNm+w9NIcPH77ua3l7e9uHm/r160dcXFzZHqhQVukmgoJQ1a5rB2WAmTNnMnPmTJdtQJk2GOzZsyfl6VhKTk52Oubh4cGMGTOYMWNGma9zsysxml1Wqb7kYl4J7WKvsZzVaob0g+7bc5PBcv01am5I+iH3bYWpYHWzlNeosyVvcqX7ZMk73Pbc3Mk4dLkMxlXOuNgv6JJiowWj2fVqIqPZSoHe/fDEyYwi+jWz/b/BbOFkKQVPk7OLKTGZHZOdwlS352O1uH8thDLLzs5mzZo19oTm4kX3WypcS3R0tD2h6dOnD4GB7nfvFgTBptzJjvUayz+Fms9TrcRDJXe7VDc2qAx7lciVEN3JNq/FlZAmoKymCuLR7dy3BcSDws2wh9oLVJ62Zd3aANs8pKvlnbOVPUje4ubeHUHheqin8aV5QS74e6rwULnujdSo5AR7q8kqMrpsbxZ5uevWQ6WgZZSf2z2Pmob72ocV7f6dR+OSUgOaOrjKqRKcOXPGYf7M9c5fBEhMTLQnNN27d0erraZ/S4JQR4gdnG5CYb4ejOkax+yNp53amoT7EO5mhY+TZkNh0zuu//Lv88q1NzsrTLP1pChUFduFHt3RthGaLse5rc/L7lew+IRDx//A3z9Bh/Gw6X3nc85sgv5v2ea4XE2lhRZ3ua1XFB/sRXSAlvO5znubTOzZgDAf10lYmI8HT/RpyCu/O/dYhft60Cj0chKlUsi5r3Ms3+0869R7J5PBpN4NnOfG+IRDRGtI3e9883bjbCuCboDOYCavxNab5qdV4aUwQ3E2IIHaB7TXt3y6qlmtVv7++297QrNhw4Ybul737t3tCU3btm3F0LsgVKJyT1Cui262CcpgKxPw2fqTfH/Fh2KXhEDevasVMYFl3IXWYoa0A7BoPOT8mzh5+MOA/0GTQe73ANFlw4k1sP6/tp2U/WKg5wu2PVu83O/BUi4ZR2DhONtOw2ArnNnr/6DV3aUW7aQoAzZ/YCvumXMS9nxt3ziPqHYw/EvwDIYTq2HZ05d7fwLibG0RbUqtGp2cVczkn/azPyUPsK2SeviWBMZ2iyPI2/1E2+wiA9/tPMfnG07ae+RaRPnxyT2tiQ927Hkxmi3sO5fHUz/t52K+bfPBYG8104a1pFuDINcTgfNSYMkkOL3B9r1cCW3HQI/nSl3efC3JWcV8sPoYy/5JQwL6NwvlmVtCiV92L7KMfyC+py15DG7sUGm9uhgMBrZt22ZPaPbv33/d11Kr1fTv39+e0DRo0EDsMyMIFazSVmPVRTdjsgO2JcpZhQby9WY81QqCvNTuV9uUpjDdlsBYTbZSEN4R4O6vVJPetnR73RvObT2eh25P2ie63rCiDFtcZoMtwfEOB2UZnp9RB8UZYP53tZix2DbE5RkMXv9OuLaYoSjNdn2Z0na8jL1TOcVGcooN6E1W/LQqQnw0boewrmQwWcgoNJBfYkKjkhPkpS51JVJ6vp4cnRGrJBHopSbMxwO5vJQP25JcW4+LsciWqHqH2p73dUrJ0XHHZ1vJLnYcfvPTqvhjdDj1fuhh201bqYFHNt14Ucsyys/PZ926dfaExtVcwLIKDQ21JzN9+/YlLOzGesEEQSgfkeyUw82a7FSL3LPwWYfLvSVXUqhh0h4IiMVgtm0MqFYqXK5QqmwlJjNFejMeKgU+bnb0vabibNuHuUIFVgt5eGG2yvDVKmt/dW6THgwFtp+Z1t+p2WKV+HzDSd5fddzlwyd2DWNy4fuoTiy3HWg6FO6YWWHzgy5cuMCqVavsCU1eXt51X6tRo0b2hKZHjx54e4s5TIJQU1Ta0nNBuCG6LNeJDoDFiFSUQbI5iK+2nGHrqWwCvdRM6FGfNvX8Sx3mqSgGk4Wz2TpmbTzFXyl5hPt5MKlXA5pH+pa916sg1TbMtXsOmPVYmw6luNkonl19hpMZRfRsHMKYrnHEBHiW3tNSE5lNkHcGtn0KZ7eAVwh0f8o2xHfFEGSh3sTqKzasvNrqU8WMb92dwEvJzul1oC8oc7IjSRKHDx92SGhuRMeOHe0JTceOHVGpqn9ITRCEilOmZKc8VcFFz4hQKncrof5lkqkZ+Mlm+7yUM1nFPDR/D/d1jmVq/0bXN8xWDgfO53PPnB32wqVnsorZfiqbqf0b8WC3eLc1o+wK02w7Sl/aaBCQb34Pn/3f8ezgX0mal8HXW5P5Zc95Fk/sRv3aVs8p4xB8nXS5EGn2KfhhJHR+zDa/599eHpVCXuo+OH5aFUrTFWU3PPxB7rhzstlsZufOnfZkZteuXTcU+pXzZ5o1aybmzwjCTaRMyY6/v3+ZfzFca28d4SbnFWxb/p17xrnNL4Z/8lT2RKdhqDfNIn0pMpj5ZU8KD3SJrdRkJ6NQz7OLDmC2SrSM9iMh2JucYgPbTmXzwerjDG4Vee1kJ/Vvh0THrjCV8OPfkdRkKMsOZ1FoMPPOiqN8MLK121pQblktIK+GYbDibFg6xXXF9R0zod2D9mTHS6Pk4VsS2HzCdT2mh9t44btjAcVGiQ3JZlaaglg5qwfHj7se9ioLf39/e0LTv39/oqOjr/tadZLV6pRQCsLNoky/ZdevX2///+TkZJ5//nkefPBBunTpAsD27dv55ptvmDZtWuVEKdQdPuEw6luYd5utvMAlGh/MI75l6oIMwn09eHVIMy7klrA7OZcQbw2fjm7DhVwdjUrZq+ZG5etMKOQyvhrTnkMXCzh0MZ+4YC/Gdovnl70pHEktIDaolAm7ZiPs+8Zts/exX7m9ywiW/btAbM2RdPL1prInO3kptv19ji4F32ho94BtJZtHFfWm6vPg4j737We3QUhj+7fNI325u0MM32/4h5Lkv9Cf2UfJmb+w6vJIeufqB28qUwhxcXH2hKZ37974+/uX91ncfPIvQMpOOPSrbdix7RgIiLXtJSUIN4ky/Zbt0aOH/f/feOMNPvjgA+655x77sSFDhtCiRQu++OILxowZU/FRCnVLaHP4z2bbh2Pq3xDeAkN0V/ble5GWn86s+9rywq//2JdNAyzYncJzAxrTPi7w+icMX4NSIeel25ry5IL95Jdc3mX5ux1neXNo4rV7lWQykJXS4yJXYL1iPYC8PMMoOWdg7kDH3Y53zYLbpkPLu6tm4z+Z+16BkzlWVi7cwMo3fmPlypUYja43QCyL1q1b2xOabt26odHU3dpXlS4vBb4Z7NiTuudr6PUSdHzY5eRyQaiLyj1Befv27cyaNcvpePv27XnooYcqJCihjpPLbX9ZBsRC63soLDHx0Pw9tI7xZ3LfBizYneKQ6Fzyzopj9G8eXmnJjodSzkdrTjgkOgBWCd5YepjlT95S+gUUKmg/Do4scdlc0PRuFh69PDn7tpYRBJRlpZmhCFa/7Lqsw7KpkNCr0pMdi8XCvkOnWXUgjJV7T7P5nKvh6vllvl7Pnj3t82datWp1uSClUHFMetjygesh4/VvQdPbRbIj3DTKnezExMQwa9Yspk+f7nB89uzZxMSUsu28ILiRXWxk55kcjqUXsuDhzry30v28jU3HM6kfUjkf7CUmi32zv6sZzFbOZBWTcK17hzWHRgPh+HLH44EJXIgbzsaNtg+eYG81U/o2wvNac4DAtpePu7IckmTb1Tmo/rWvcw16vZ7NmzfbJwQfPFhK7bNr0Gq19mSmf//+JCQk3HB8QjnpsmH/D+7bDy+xlT4RhJtAuZOdDz/8kOHDh7Ny5UqHquenTp1i0aJFFR6gUPeZ/623lqczkZqvt6+EcqWolIKYNx5H6VtO6U1lmHzvHQpDPoaLY2HnLNvS8+bDKa7Xky82FNC2XgBJzcMY1CKC6IAybp4oWWz79bhjdF/482o5OTmsXbvWntCcP3++zI+9WoSfmqTWMSSNeJC+Q+4mOKbBdV9LqASSVHoxXkPZV9kKQm1X7mRn0KBBnDhxgpkzZ3L06FEkSWLo0KE8+uijomdHuC6+Hipigzw5m63j7/N5tK3nz75zeS7P7dEopNLi8PNQEeWv5UKec+0qgGYRZZwI7B1mK30R1x2sVuQKJT4WM28Pi8NslfBSK8u3v47G133tKoD4Hg7fnj171mH/maKisidDV2vWrJl9/sytt96Kp+e/CdqlaugKNajKWEtNqFoab4jvZdvDyJWmg6s2HkGoRmIHZcQOyjfKapVIL9STVWjAYLYS5utBkLfadQ0mN7acyOL+r3cS6qPhrTsSeez7fU6FLHs1DuH/bmuKl0Z57dIHLmQW6skqMlJkMBPirSHIW+00/2f90QzGfbObq/9VPNg1jqf6NSp175hKlbIb5g4AqxlJkjiQbmXVKTMr0wJYezDthi7dtXMn+g8YSFJSEu3bt0eprKV7jRqKoCTHloQVZ9nKjnhHgG+Ey+KsVqtEeoGezCIDxn/ft2Ut3VFrpB+COb2cN/KMuwXu+trWEykItVillovIy8vjq6++4siRI8hkMpo1a8a4cePw86sd1YuvJpKd62cyW9mfkseE7/eSVWRbgaNSyHiyT0NGd4ol0Kts++LojGZOZhTx3spjqBUyxnaLZ962s+w6k42fp4q72sUQG+jJMwv/xk+rYtZ97Wgd449SUbaJracyinh4/h5OZ9kqtMtkcGfrKJ4f1IRQn8s9EzqDmePphby78hj/nM8nzM+Dx3s1oHvD4CrZwfkSo9HI9u3b7T00e/fuve5rKRQK29yZfv1IaluPxrtfRHZpsrNcAZ0nQbcnKq4Ia3UozoKLf8GpdbDrC7D+O9zpHQajvoPItg4FWo0WC/vO5jHx+3322l1qhZyn+jVkVId6BJTxfVvjmU2Qcwo2TIPT6201zzpNgMRhZa7lJgg1WaUlO3v27CEpKQmtVkvHjh2RJIk9e/ZQUlLCqlWraNu27Q0HX9VEsnP9zmYX0//DTRjMznNKPr+3LQNbRJTregUlJoqNZlRyOR5qOaczi9mdnMMff6c6TB7WKOWsmnJr6fve/Cstv4Q7PttGWoHzCq9Hbk1gav/GqJWOSVN+iQndv3EE+1ROklNQUMD69evtw02nT5++7msFBQXZJwP369ePyMhI55Nyz8KsbmAodG67/SPbpoC1cVdhSYIjf0DBeVjxgnO7yhMe226rTP+v5Czb+9ZocX7fznmgPf2a1bGCnoYi275WcqWtN6c2/pwFwYVKq401ZcoUhgwZwpw5c+zd3WazmYceeojJkyezaVPZNgcT6oaVh9JcJjoAH6w+Tof4QILL0SPiq1XZh4qyCg1M+Wk/pzKLnc4zmK2sOZLB+O7x17xmcpbOZaIDMH97Mg90iXWaLOynVVVIAdLU1FSH+TM5OTnXfa369evbVzj16tULH59ybrB4dpvrRAdg07vQaIBtyKe2KUoDXQ7s/MJ1u0kHJ9dCh/H2Q0sPXHSZ6AB8uPo4bauoFluV0XhXzV5MglBDlTvZ2bNnj0OiA6BUKnn22Wdp3759hQYn1HwHL+S7bTubrcPkJhEqC5PVytlsndv2f0q595WSc5yTpUv0JmvZVlm5IUkSx44dsyczK1euxGq9/ufcrl07e0LTuXNn1OoKHE5JP+S+reAiWE3u22syixm0fq73k7kk9W/7/1qtEgcvul+JlJxd7DYREgShdip3suPr68u5c+do0qSJw/GUlJTy/6Up1HrtYgNZ8reLze6ABqHeqFXXv1mcWiGnQag3R9Nc90a0q+dfpuuUti+Pt0aJVlX6PwOTycSGDRvYtm0bK1euZPv27WW6rzt9+vSxJzQtWrSouoKUkW3ct/nXs62sqo0UaijJg+BGkOVmj6boy3+IyeUy2tULYIWbid0NQr3xUNahScqCIJQ/2Rk1ahTjx4/n/fffp2vXrshkMrZs2cIzzzzjUEJCcC3r35UfCrmMUB9Nra28XGI0k6cz0aNRCA92ieXnvefRGR17SJ5JakyQV+lDAfq8NORWI1aZEo8Ax3kmKkw83a8RD3/rPDnXS62gR+PQy7GUmJAk2/CTl0aJyWIhu8iIXGZ7nec+2IG953L5aVcKmUWXV6aM7x5PqK8anU7HHyvWsmbNKr78/NPrfVkA8Pb2pl///nTt0Ztbe/alSYMEckuMWCUJT5UcyWzCIkloFDKHn39GgR6z2YhKMhGi0GOUq8nDB7kMguXFYC6xlaPwDrtc0FGf/+/QlMxW90jpmLDoTRZyi41IgG9MD7z9YiA/xTno3i+XfcJqcbYtFqsVlBrbPkBeYaBwnSCUmMzkFdt6jfy0KoeNFM0WK1lFBqwSeKoVLktyZOTkY5ZALYfgABeLIHzCwCfCVnl96WTndg8/p+X5SYnhfLD6OCUuevWeSWpcdyYoC4IAXMcEZaPRyDPPPMOsWbMwm20rHlQqFRMmTOB///tfraxjUxUTlPNLjOw7m8f/lh/lWHohEX4eTOrVgKTE8HLNaakJzuUU8+nak/z+90WskkRSs3Du6VSP15Yc4kRGEV5qBS8MasrtLSPc1pPSF2QhO7sFzca3IOsEBMRh6PYMNOyPVe3DsfRC/rv8BO3jgvD2UDJz/UmK/02m6gV68tm9bWke4cv5vBI+XXeC3/f/G0vzcCb3bcjm45lEBXiy80wOC/eep0BvokWgjOacZdGSZZzevw1L0fXPn4mJiaF///6069aDRm26suhQHmsOZyCT2cpAjOkSxzsrjvLakOYs2HWOX/acp9hopnNCEA/fksCczafRm8z834CGRAV6s/VkNh+uPcn53BLqh3jzzC3BdA424KlRYi3OxmP9a7Z9drxDoeuTkHgXlGTD6ldsK5DUXrYCj50fA78oAFJydHy+4RS//nUes0Wib7MwnumbQPz6SciPLbU9EZUWejwPbR8Az8DSn7ShyBbDqpdsK5+8Q22PC20GOcnQ5l6nhOlsdjGfrD3B0gOpWCWJQS0imNy3EXFBnqQXGPhux1nm70imUG+mY1wgL93WjIZh3nioFOTkFbD+WCYfbjj77+vixTN94ukcH4C/31X/TnU5cOEvuLAHtn1sW34OEJgAI7+B0ESHit9mi5VDFwuY+MM+zufa9lXy1ih56bamDGoRjq9WJDuCUBtU6tJzAJ1Ox6lTp5AkiQYNGlzebKwWquxkx2KVWPzXBZ7+5W+ntvs61+PZAU3wraR6TxXtQq6OO2duI6PQcd8OX62SXyd0pcRoIdBLTaivBpWbv/RNRj3W3V+jWe28csbY5SkutniU3jP2cGlD416NQxnRPhq1Uo6fh4qL+SV0qx+M3mxh2FWxmPLS4Px+mlqS2bB2NRZTKTvIlkGrMDkT2qu5t6UKb7XMNol36GfgFcy57GLOZut4YsFf5Ooc57sEe6v56ZEuPP7jXxxOdZwfolLImHVfO55ZeIA+TUMJ9FQze5PzSqxP7qzPYO+jyH5xUVy36VAIT4T1/3U8HtIU7v+VC5YARs7e7rRBordGydJJXYiznrftrqsNsvUUqcqQcB9bDj/e7Xy88UCIaAXndsCwL8HbtvHj+Vwdd3y21b4lwSX+nioWP9aNp3/Zz96zeQ5tCrmMXyd0pVGwhk/XneCzzc69UK8NasDoTnGor/7DymSwJYD6AtvuwEoP23Pzcb+yKr1AT06xEbPFSqCX5t/3rajTJQi1RaWtxrrE09OTgIAAZDJZrU50qkJ6gZ63/jzssu37necY3z2hViQ7kiSx/GCaU6IDUFBi5uc953kmqZHbJMd+ncI0W4+OC+qdnyBvMIIrKzesP5bB+mMZAHwyqhVTZy1mgH8Gq1ev4thfO11e52IZn1PHLt04o6mPol4bfpzUg56b7obuT9lKPeS4WAp+fAUUpmLUBLDlRBYnMoucEh0AmUzG8YxCp0QHwGSR+GrLGUa0i6ZjfCCPuBimA/CRG5Gtesl14Ed+h9b32IqPWq64f+YRyElmU7rZ5U7QRQYzX249y8u3N0NTnnkphWmw/FnXbceW23qVNk+H/HPgHYLFKrFk/0WnRAdsZUF+3pPisqCrxSrxxtLDfDiiBbO3ui5l8d6aM/RtFkb01cmOSgOqSPB1sezejTBfD8J8xQ7QglDXlTvZsVqtvPXWW0yfPt2+Db2Pjw9PP/00//d//yeqF7uQX2Jy+YEIti1CTmcWER987f1iqluRwex2UifAmsPpPHJrAsHepX+IynTZl4cZrmY1Y8k9h/HcAYpP76XkzD5MGZdX2Qx9x/bfMs+qUSjRxrdFG98Wj/i2qP6dF7T52V7EBHryz4U8Bs/YCkCU1mT7UPcJd53oXJKykyKfRuhMFrafynZ5SvNIXzYey3R7iR2ns7m3cz2KDGYsbmpyRWpNrufXXJJ5FPxinGItyTrLn/+4/xmsO5LBE70bEupbjmRHXwB559y3ZxyxxZK8BaLaUag3sfKQ+/fK2iMZDGwRzgYXr9Hes7mUmKxua5UVG23zkKJr8R6IgiBUrXInO//3f//HV199xf/+9z+6deuGJEls3bqV1157Db1ez3//+99rX+Qmc61uca+yVL6uAZRyOT5a97H6eChRXqOEg9lixYgKnV5i7RkzK0+aWXnKzNn8Kz7YXh9Yrrjknv5o49vgEd8WbVwbWjasR1Lz/2/vvsOcKtOHj3/TM5Nkem/A0OvQOwqCYEFEVLDXde1lbT/ddV91V9eya1l7XXFdlXVV7A1UQEWkCQxIr9P7ZCaZ9Jz3j0AgJBmGNo37c11zXXCek5MnOTOTe55y34EFqJEYtOpgqQn9AaNQinrvOg2VOvAVrfimMQHN3oXF5ij3zunxYTFGf6/MBi0uj7/Zkhp+tTaQ/C3aTLPBEsghcxCNrvkcQRajDs1hltpAo2u+L8Y48DggJhEITNWZm3v9Ri0Od+Qt/0ad+pClQPSyW0oIcRgO+1P2zTff5LXXXmPGjBnBYwUFBWRnZ3PDDTdIsBNBkknHoJx41hWH54WJM2rJTYxpg14dvhi9hqvGdeP7TZFHLH43IT9kQXJxcXFIQj2rtWV5cSJJzemKsetQ/u93s1nhyuD/nTOM0nonl7wePo31W1kDfztnIE8t3BLxs3nWkGyS9+62STLpmVGQiV+BjVYt3fPGodm5BHpODUxZHUythexhxMfq6ZIcy9mDs1m5uy7stFW767j39L68+kPk3C9nD87mi8IyLhyZR4pZH5zuGdYlkcx4I6X1DlZWquiTPxnV9oXhF9AaAjuQGsNHT/QZ/bg8Lp3PCyOnBLh6fLfDT5gXmwTdJ8O2KH1J6IqSOxpVz1MBMBl0/G5CPj9tizzydeW4rjz+1eaIbXOG5xJvUJFqNoTsnNune6qJpBgJdoQQLXfYc061tbVhOXYA+vTpc1TZYTuzJJOBJ2cPDn7A7qPXqHn50uEdas1Av6w4LhgRqG6vKAruql00LP8Q3+cPMWNwNiqVKviVm5vL1VdfzXvvvdeiQGdUjo4/3XI1n3zxNZe/+hPVJTuw//oBvveuoOyVOWx65/+R12cQmSmJNDg9dE81BftyoFN6p2HUqvnr2QPC2rqnmrhpck+MOg1en58mt5c+GXH4FYUSpxH36U/D1oUw8veB3DMHUqnhvDcCQQYwODeRtDhDxNICZw7MxK8o3H1a7/D3MDOOswoyuXhUF7ZVNPL38wsY2z2JuVeOYHR+Mn5FYXzPFEb3ycV3+t8hLjv0AmpNoB/bIlSznnw/xGfTI83ClWO7hjVP7J3KxN5HUDneGA9nRO6Lb9ZrrHbncKvvFh74roYNpVasDjcDs+M5b2h22KWmD8pkeJdErj05P6ytV7qZ607uToo5lpcvHojxoDxNcTFanpszkNSkhMN/DUKIE9Zh78YaNWoUo0aN4plnngk5fvPNN7NixQqWLVt2TDvYGlqrNlZJnYMVu2pZvrOWnulmTumTRmaCMWQqpb3xer0sW7aMr7/+mm+++Ybly5cf1fXGnjyZjZpu9B0+jlcvH0Za7UosVb9iT+xLTeYEiM+hZ0YC7prd6N+eGbYexTrhfp6zjuPV5dVcM6EbV43vRmWDiw9Xl+D2+RjXI4XSeid//3oT152cz2n9M/n6t3JqbG4m90mjX1Y8GfFGFEVh1e46Ln7tl5ByFz1Szcy/pAvGmg1oYuJRNZTAnp9RJXSBvmcFtnXr9o/EVdtc1NpclFmdLNxYiVaj4qxBWcTH6nh/ZRETeqYQH6vns3Wl1No9TOmbRorZQFFtE7f9dw1+BWYOzmL28FyunLsipC8xOg1vXz2c7iYHpopVaHYuQpXUDfpMDwQdznqo2gwbPwFjAgw4N3A8JpCLpq7JTWm9g0/WlOL0+jlrUCZdk01HXuurdhdUrIfGUihdA5YMvP3O5W/LnPzrl9ARptun9OLycV3w+RWK6wJ98CsKZxVkkZcUS7LZgM3pobzBxWfrSqludDGlXzp9M+OCwb/X46G03s7izRVsLG9iSI6F0d1TyEmOQyVrA4UQHMet54sXL+bMM88kLy+PMWPGoFKpWLp0KUVFRXzxxRdMmDDhqDvf2k70QqA2m41FixYFp5u2bt16xNdKSEgIZgc+9dRTycnJCWkvq3dwxjM/BBds90o3k50QS2Wjk6K6Jr669SRSjAp8dQ/6NW9GfI7dFy7ilDfLAjt+bhyHX/Hzj2+2olGr+HVPHQ1Ob/Dc+6f344pxXcOSN5ZZHcx47ieqIuwsy06I4eObxh2z/Ec7qmz8cX4hRp2GTWUN/OP8Aq5+c2UwsHni/AIe/WpT1L58eMPYth/9c9TDe5fBzsWQ2A1SeuJJG8hjjafz2vLKiA/56tYJ9Mk88X6ehBCt57htPT/55JPZsmULzz//PJs2bUJRFGbNmsUNN9wQudKyaBcqKipYsGBBMKCpqoq+U+hQunbtGlKQMiEhocWPTYsz8uTswVz95gr8CmypsLGlwoZaBS9fOpw0iwFffTGG9fOiXiNhzzcU5Ixn9Z563lm+h+6pZn7cVh3x3Lk/72J6QSapltBgodrmjhhcAJTUO6hscB6zYGfR5iqW7QhM8SaZ9BTVOUJGcMxGbbN9qbG52kGwUxsIdCBQg6puJzX9r2Hej9Gnrj9ZWyrBjhCiXTiibUBZWVmyELmdURSFbdu2hRSk9HiOvLDj4MGDgwHN2LFjj1lmbI1axejuyXx560n868cdbCxvpFe6hd9N6EZeUixajRo/fvBGTwaocTcGc8Q0Oj14mym82eT2EWkHs+cQhR6jbXs+Eo3O/ffBoFWH7ULy+pp/Ls8h2luF3xt+SKPHEWE32D4Nzg5aWFQI0em0KNhZt25diy84aNCgI+6MaJ7P52PVqlXB9TM//vjjUV1v4sSJwYCmoKCg1XIkxeg09M6w8NeZA2lye4nRa0IS3Pl1ZvxdxqPeHfn1NeRNZsPKwILnmUNyaK682NS+6RG3YaeaDRi06pARln1i9RqSjmFtpJN6pfLUwsDUYEWDMyynkl6rarYvyeZ2ULrAEBcovXDAGipLyRJO7nEq322JPLpzxoDM1uqdEEI0q0XBzuDBg1GpVBxqeY9KpcLni5w7Q7SMw+Hghx9+CAY069evP+JrxcbGMnXqVKZNm8bUqVPJzw/f/dKW9Fo1em34B7kxLgXPqQ+jfmNKaHZgwJM7ltWNiTQ4SuiTYWFgdjwKCt1TTWyvstMr3cw1E/KJj9HhVxR6plsiPneqxcAdU3vzty82hrXdc3of0o50EW8EuUmxnNQrhSVbqvEr8OO2amYNzebD1SUAfLi6hN+flM+z320L78tpR9YXr89PZaOLapsLRQmUr0iNMxz5YnhLBpz5BPxnVjDXjsVr5cUzkqgd6cWnMbCxQc9fF9exp7aJIXkJ9EiLXm1eCCFaU4sWKO/evbvFF+zSpctRdagttPYC5draWhYuXBicbiopKTnia2VlZQVHZyZPnkxKSudIK+txO6B6G+rvH0azazHEJGAfcg2bU0/nls/KmDUshwtH5pIZH9gZVVrv4NuNFaTHGfnzx+upaAhMgxm0am4/tRezh+eGVbKub3KzYlcdTy7YzM5qO91Tzdw5rTdDcxOIj1LA9EhVNjj5ZG0p//pxJ/UOD0/OLqDe4eHlxTsotzq578y+JJn0PPPd1v19mdqbIXkJUYupRuPYm9n59vfWUL93IbhJr+GhmQOY0i89YpmGFnHbA5mSF94P/c+Byk2w6o39U1yJXak4/XW+q03hlH4Zbb/OSAjR6R33QqCdyfEKdrxeL3fddRevvvoqdnuU8ggt0K9fv2BAM2HChBOqFpnLVg+uRhSVGsWUSr3Th0qlIsWkR3tQZurdNXamPb0Epyd8OujlS4cxrX9G2HGAGpsLt9ePQasm6ThWoPf7FaptLnyKgtmgxWLUUdXoxOtTiNFrSIjVH5O+bKlo5LSnl0RcqzT/hrEMyUs8uhfibIA178BX/xfeFpOIcu0SVAfnKBJCiOPguO3GqqmpITk5GYCioiJeffVVHA4HM2bM6JDbzo+nxx9/nKeffrpF544dOzYY0AwfPhxNO86905oM5gQwJwT/H3PA53+NzUWN3Y1fUYg36vjmt4qIgQ7AE99sZlheYsQcM4edTfgg1TYX1iYPKhUkxOpRqwI5bnx+iI/RkWox0Oj0UGt34/b6iTPqUKtgT20TLo8P097Ap6V9URSFygYXDU4Peq2aJJM++Hi318ebS3dFDHQAnv1uG89eOBiToeWjOx6fn8pGJ00uH0adhix1I5ofn4h8sqMOX/FqmoyZHaK4rRDixNDiYKewsJCzzjqLoqIievbsybx58zjttNOw2+2o1Wqeeuop3n//fWbOnHkcu9uxnHbaafzpT38CQKPRBIOZadOm0atXr7DcL6Jl3F4fv5U1cu+H69hY1gjAtSflU2oNr/K9z67qpkPuwDqSfqwvaeCeD9expSJQFHdQTjx3TevN419tprDESo80Mw/NHMBPW6t4btF2THotL1w8hPdXFfNFYTlev0KSSc/tp/bijIGZh1wY3eD0sHRbNQ9++htlVicqFUzqlcoDZw8gLykWp8fPpvLGqI/fXmWjye1rcbBTbXPx3ooiXly0nUaXl1sn9+CyPpBsi5xbB8BRtIZ/7uzFJWPy6JYi63aEEG2vxdtv7r77bgYOHMjixYuZOHEi06dP54wzzsBqtVJXV8e1117Lo48+ejz72uEMHToURVFQFAWv18vnn3/OLbfcQu/evSXQOQpFtQ7mvPxzMNCBQBXx/GY+WPNTTei1x3a32e6aJua88nMw0AFYV2zlurdWcde03qhVsK3SxiWv/cLQLknE6jTcMbUX//hmC5+sLQtub6+1u7nvo/V8WVgWtQL6Pmv21HPdf1ZTZnUCgbXC322u4qJXl1FmdRCjV9Ovmdw2vdLNzRYfPZBr7yjR419vptHlZWheAhajjnXlzsCC5Siakvrz9W/lzH5pGSX10QNQIYRoLS3+7b9ixQoefvhhxo8fzz/+8Q9KS0u54YYbUKvVqNVqbr75ZjZt2nQ8+yo6I1sVWEvAVtGi092OJl7/cUfYNu21xVYG5yYQq488/XfntN5HPV11IIfby0uLt0fMgWN3+1i0uZIJPQM1qLx+hXkrirhzai+Gd0nimgn5XHdyfnAUp39WHPef1Y9ks56yA4KDGruLMquDysZAYFNtc/HXz34DAtNjV4/vxjMXDObx8wbRI83Mb6UN6DQaLhvTJWpV85sm9cQUpVL7wSobXLyyZP9W8zkj8nhlyQ6eW2mjbsQdkR8Um0S5qS/FdQ6qbC5+2RG5EKgQQrSmFk9j1dbWkpER+GvObDZjMplISkoKticmJtLYGH34XIgQTXVQ9At8+yBUbw6UIJh4L+RPAlNy+Pl+H9Rup7F4Oyt2RV6g/c9vt/LcRUP480cbgiMKMToNd5/Wm+FdjnJR7kFsLm/Eauf7rC22UpATz+ItVRi0as4bls2G0gaumruCuiY3I7om8di5g3B7fZRancxduoviOge90y3cfVpvkmL13PNhIZsrGslJjOGWU3oyrGsiWyttjM5P4tqTuvPGTzv598+7MBu0nDMkOxg85SbF8sYVI7j9vTXBaupxMVr+NnMg3Q9jO3iD0xMSVFqMWiobXVQ2uvh+4Cimjr4d84rnwBd4DpJ7UHn6a9z+8f5s1ou3VDFraM7BlxZCiFZ1WAuUD556kakYcUR8HtjwIXx++/5jNdvgg6vh5P+DcbeCPjTxHnU74ZVJGAZfTWbc6WyNsGRkTVE9322s5Ok5BcTotfj8CslmPWkWA3rtsV3wrddqSI8zsrsmcgbh9DgD9Y7Atu97Tu/Daz/s5Jed+5Pv/byjhvxUE0adhtd/3Bk8/ltZA1e8sYI/ndmX+FgdPr/C7pom7vjfWt69ZhRdk2O59qTuXPvWKtx71yDVNXn410+7WLGrltcvH0FanJHxPVL49Kbx1NjdKIpCktlAusUQtoOtOTG60PdMUQgmP7z9s2JmDz6NK8+bhcVvxa824o9N4rZPy9hetX/nYddk08GXFUKIVndYwc4VV1wRLBvgdDq57rrrMJkCv8xcrujp/YUI0VgOC/5f5LYfnoDBF4UGO24H/PAUuG2Yf3uX6yefz5JtkbP2ju6eDKgYkB1/7Pt9gPgYHTdO6s7ynZH7MaMgmzv/txaLQUuqxRAS6OwzpW86V7+5IuLjn/tuG389uz8/b98/DfTiou3cN70fr/24IxjoHKiwpIEtlTbS4oyo1SoyE2KI1WtQFIiP1R32HydJJj3juifz094+LPitgrMKsnh/VTEA762p5r01gXNNehtPzM5hTXF98PFqFcwokHp5Qoi21+I/8y6//HLS0tKIj48nPj6eSy65hKysrOD/09LSuOyyy45nX0Vn0VQDblvkNr8XGkpDjznrYOvXgX/bKulb+y23T8gIKROhVsFNp/TAqNXQM711dgANyk7gxkk9QvqhUav4w6m9WLajBpvLS68MCxtKG8Iea9JrqLa5om4Rtzo8YaMwP2yrJj/FFBIAHeyrwjIgUJbig1XFXPHGCi7913LeWrY7ZD1QSyTE6nn03EH03Dv19XlhKdP6p4dNCVoMWp6/eCgvLNqfAVqvUfP8xUPJSpDEgkKIttfikZ033njjePZDnEg0h9j2rD3oA1KlAYMF7IFK7Qk/3M+VQ37PjCsvZW2lF5U2ht5ds4nRBWpamVspv0uiSc91J+dz3rAc1hbVo1GrGJgdj1a9d81ObjwjuibxzYbwxdcenxI2TXQw7UGLjBUlUDQ0Vq/F5govzAmQEKuj3Ork+rdX8eue+uDxwhIrc3/axdu/G0VmQkyLX2NuUixv/24UxfUOtlXaiDNqeXrOYOodHjaWN5BmNtAjzYzJoOWJ8wtYW2zFYtTSLzOOVIsB4yFeoxBCtIYjqnouxFGJTYHk7lCzPbzNlArm9NBj5jQY+Xv46p7gIcuvr2BZ8ypd0/rD7Lcg+fiX+YjEYtRhMerCinvmJO3//8Teqfz182BJKQDcPj8KgYXDDY7wwKVPhoVdB60HiovRkhCr46JReSG7pA507tBcVu6qDQl09impd7C2uJ70vdNcLZUWZyQtzsjQAzIv50DYVGFCrD5qLTIhhGhLrVPmWpzQXB4fO6vtvPD9Nv7w3zV8vtOHd9YbgUraB9IaYc5/wHJQtWyVCvrPhLwx+4+ptTDlQZh8P/z8LHx6G+z5ObCV/QB2l5dtlY384+tN3P7fNXy+rvSwp3OOVnqckb/NHBh2/LO1Jbx48TD0B01XxcfouPf0Przx0/6Fy3qNmlcuHU6SSc+VY7vSJyM8qLj39D7ExWh5e/mesLarx3fjuYuG8NO2au7+YC3fb66kosF5DF6dEEK0f1Ibi9YvBHoi8Xj9LN1ew9Vvrggm0QMY3TWBN8/NwrB7ERQth8xB0Os0iM8FTZQBx8aKwDb1wveh39mw+t/w20eh5/Q9C858EsxpNLm9fLGujDvfXxdySk5iDO9eM5rcpNarMWZzeSmrd/DJ2lLKrU5O7ZfOwJz4vbl1nHzzWwWbyhoY1S2Zsd2T0ajhh601/LKzhj6ZcUztl05mgjFYtbzC6mRjeQNfFJaRZNIzc3A2WQkxaNRwzb9XsfSAdT1Xj+8GELLrCwL5fV67fHiwmKoQQnQ0Ugj0MEiwc/wU1zUx7akl2N2+sLZBOfG8dfUo4mOOYI3N5q/g3TmR22a/Bf1msKvazilPLIq4CHhGQSaPzhpEbAsT7HUkn60t5aZ3fwUCW8Wfu2gI1/x7VcRzbzmlB7dM7nlYW9KFEKK9aOnnt/yGE8fV7pqmiIEOBEorVDceQcoCVyMsez56+8/PgaOeZTtqou52+qKwnBq7+/CfuwMY3i2JoXkJAIzOT2bx5qqo5/7nlz3BxINCCNFZdb4/a0W70uSOvGtoH4//CIpz+rzgirJ1HcBtB78P696kfpF4/Qr+TjqomRFn5IWLh/Hz9mq2VDRSbo0eUNpdXhQ65/sghBD7SLAjjqvuqWZUqtCdSPukmg1HNoVljA+s2SldHbm97wwwJjCme/Rtz/0y4zB3wimsfTLijZwzNIcGp4eVO+uYv6Yk4nkTe6dhMXbe90EIIaCNg50lS5bw97//nVWrVlFWVsb8+fOZOXMmAB6Ph/vuu48vvviCHTt2EB8fz5QpU3j00UfJytqfldXlcnHnnXfy7rvv4nA4mDx5Mi+88AI5OSd2PZ5am5tqu4smt5eEWD0pZj1mQ/TAosntpdrmptbuIkanIdlkIMWyv3Cmy+Oj1ubA7KlG76xBo1ahNqehjssEdXhQUVzbRJ3Dg1al4pJReby1LHyH0P87qx8Wg5adVXasTjdmg5Zkk4HEvTWewvg8gezL9kroOgGuXRKoseVzBmpnKX5ABWl9wFFHkkHHv68agc3lQ6dR8cmaUn7YVs01E/I5uVcqRXVN1Dd50GlUOL1+FEXB7vYRZ9SRbNJj0KqpbXLT5PbR4PCQaNKhQkWN3Y1eoybZpCNH24DSWIYPNU5dItWqJFRqNY1OL35FIdlkIC3OgO6gNTE1NhfVNjd2l3dvsKGgVqnRaVTUNrmJM+qIi9Fic/rQ+ZtIoQGtqw6NIRZMaWBKiXovfX6FigYnNbbAiE5+qol+mRZ+KwutXWfQqrljaq+Q7wuntRq1oyowchYTjxKbisEc2HJuc3motrmpb3ITq9OSbNYf0+Kq1TYXNTYXDo+PxFg9qWZDy9dUuR2B74umatAYAikMLOmHfhxAYxnYqwM1vkypYEoH3bF7XUKIttemwY7dbqegoIArr7ySc889N6StqamJ1atX8+c//5mCggLq6uq47bbbmDFjBitXrgyed9ttt/Hpp58yb948kpOTueOOO5g+fTqrVq1CozkxE5rtrrFz4zurWV8SyNyrVsH5w3K4c1pvUi3hGW2rbS5eXrydN37aFdwx1SPNzEuXDKNHmpkam4tdZZV0s/6CZeEd4KwPPDA2Cf/ZL6LOPxl0+3f0bCxr4KZ3fmV7lQ2VCh6dNZC/nTOAlxbvoLTeQd/MOH43oRt1djfrS61c9q/luL2B5x3RNZGn5gwmJ/GgnVJOK2z4GL6+JzBNBWDJCOy80sbAx78PJh3EYME77TE+qezH44sC2ZgNWjXXndydGyb14N4PC/n715uBwK72GYOyOH94Dle8sX/H2Jj8JP46cyBzf9rJvBVF3DqlJw63j9d/3BksjpmTGMOLZ2fRf9Ef0JavQd9/DsUDH+C29zcE18GYDVr+cnZ/Tu2XjmVvssNd1XZueHs1v5UF7o9GreKcIdmMyU/m+02VnDYwA5Xi4KsN5ZzXx8DI3a9gKHwrENABZAyE898M5Co6iMPtZen2Gu7831rqmgLTeDkJMbxy2TDm/1rC+6uKsbt8TOydyp1Te5N/QH4gT81u9B9fi3rPz+x7czy9Z+A+7VGsmiT+/vVm3l9VHFwHNTA7nucuGkKXY1D/akeVjev/s5rNFY3B9+TS0XncdEpPUg4VUNmr4ZeX4Kd/HlCUtDvM/g+k9YVoZTL8PihbA+9dDtaiwDFdDEz6Mwy+EGKTIj9OCNHhtJvdWCqVKmRkJ5IVK1YwcuRIdu/eTV5eHlarldTUVN566y3mzAnszCktLSU3N5cvvviCadOmtei5O9NurIoGJ3Ne/jksIR3A7yZ04+5pfdBr948y+PwKr/+4k799sTHs/FSLgY9vHEeZ1UGmYytZ/50WPh+lUsN1P0F6PyDwQX7eS0tDFr3+eXpf1hVZGZyXQLJJz86aJt5bUURJvYMZBVlYjFre/mX/yM+gnHj+dcWI0A+5nUvgzbPCX7BGDxe+C2+fv3dkZ7/y8z7hjPluavcuRP7L2f35z7LdbKkIX+9z3rAcVMD/9tZ9GtcjmRFdk3h64VZ6p1u4cFQeD3yyIexxZoOWLy9MJve9aWy/YDHT5u4J2WK/zwfXjWFY1yTKrU7Oe2kpxXXhuX6uHNeVMquTOKOWwbkJLN1SzmMpX2D65enw153QBa76CuJCa09tKm/gjH/+ELYwW6OG//5+DLtq7Og0anqmWeiXtf973Vlfjv6/c1CXrQl7Ku+AOWwe9gBnvvxrWFu3FBPzfj+a9LgjLwtRZnUw64WllFnD8/784dRe3DCxe9jIWJCiwKo34LM/hLfFJsHvl0BCbuTH1u2CF8fuD54PNOdt6Du95S9CCNEmOuVuLKvVikqlIiEhAYBVq1bh8XiYOnVq8JysrCwGDBjA0qVL26iXbaukzhEx0AH4z7LdVB6USK6ywRlS0+hAVY0uNpU1sKushtRfn4+88Ebxoyx7AbyB6/5W1hAS6GjUKvKSTHy8tpQHP/2NW+at4akFWyjZm9jv88IyJvZODbnkumIr1bYDFtU66uC7hyO/YJ8btn8H3U4Ka0pd9RSXDglMweg1atIsxoiBDsDHa0qY0m//tMesoTm8uXQXABeMzA1J8Hcgm8vL0nI1vmG/490NjoiBDsDT326l0elhT609YqAD8N8VRUwfmMn8X0tINhu4qiAG06+vRn7d9bsDH9YHcHl9vPbDzog70Hx+ePWHnSzfWcet89Zw/yfrqW/af5/U9sqIgQ6A9rf36WKMEBAAO6vtlB5lksadVfaIgQ7Aa0t2UNXcjr3GMlj8WOS2ptro67oAtnwTOdAB+P6hsASVQoiOq8MEO06nk3vuuYeLLrooGL2Vl5ej1+tJTAwtTJienk55eXnUa7lcLhoaGkK+OovdNVF+eQNOj5+mg7aBO71+6pui71raXNFIktGPrnZT1HNUFRvAHQiwNpWFvpcmgyY0cDmIz6/g8YV/Olc2HPAYjwNqtkS9BtVbIS477LCmdivdEwLf4vExumYzBnt8Cr4DooQYnSY4DZRmMbI7SgAJsLbKjye1HxuqI2+xB9hWaaPJ7WNHdfT70+T2oVargn0xqdzRP4wBakKDVIfLx6by6N/LO6ttwcKc26vsOD37+6s0RP95we9D5W6M2rynNvp70xJbK6PvrGt0eXF4or+v+NyBdVzRlK2L3lYcueI8EPie8smWfCE6iw4R7Hg8Hi644AL8fj8vvPDCIc9XFAVVtHl64JFHHglWa4+Pjyc3N8owdweU18z6CYNWTYxeE3asuR1RvdIt1LrUeJJ6Rz1HSesL+sAam96ZocOIdpePFHOUBccERn50mvB7lXrA4mi0RkjuGfUaJHcPr5QO+BK7s6M+EMBYHZ5mp1p0GhWaA+pFOTw+EmID70tlo5O8ZrItD0xRo6veSL/k6Evg8lNMxOo1dGvm/sToNPj9SrAvTehB10yW56TQNTsxBg2906MP43ZLMQVHULqlmEKKdKriMqI/j0qNoo9eST5sfdVh6pEW/doWgxajtplfUxp9eC21A2WEl+kIyhkWvS25e+DaQohOod0HOx6Ph9mzZ7Nz504WLFgQMieXkZGB2+2mrq4u5DGVlZWkp0f/BXjvvfditVqDX0VFRcet/8eLx+en3OqkzOoIyWWTkxhDl+TIHz4Xj8ojLS50sWe6xcD1J+dHPD/FrKdvZhxd01OoGnxD5I6o1PhH3UCZXaHJ7WVITgKPnzuQJ2cXcNW4rpgMGopqHfTLjPwhfPqAjLCkdwOy40KDndgkmPSnyM+v0UP3KbBzcVhT1fDbeevXWiBQeLOq0RX1g/WsgiwWbtxfnXz+6hIuG9MFgPdWFnHluK4RH2fSaxjfJRbNqte5aEBMWKXyfW6b0guLUUeX5FhyEiOXZzh/eA6fF5ZxdkEW1Y0u3ljrwD7k6sivOz4XkroF/9vk8lJrd3P9xHym9E0jUjfOG5bD5+vKALj91F4kxO7/MPeb0vBnDo74VJ5+s9jtihykNfd6Wio/1UR6XORFyFeN70Zac+uBzBlw8t2R22ISIbuZgKbXadGDyUn3gTk1cpsQosNp18HOvkBn69atLFy4kOTk5JD2YcOGodPpWLBgQfBYWVkZ69evZ+zYsVGvazAYiIuLC/nqSMrqHTy9YAtnPPMDp/xjMXe/v47tVTZ8foX0OCNvXjkyJLhQq+Dcodlcd3J3DNrQkR2NRs15w3K5clzXkJGN/BQT714zmqyEGLokx1CqyaHujFcCOW72iUnEfs6bPPhjE9Of+ZF1xVY+/LWYf3yzhT/OL2RHlZ1/zhnCLztqePicAQzJTQh57tP6Z3DxqC68t7I4eGxIXgIvXjwsfAdOZgGc+VToh5M5Dc6fC4ldIeWAkR+9Gc9Zz/NRSVwwS7Jeo8bmcvPqZcMZeEC1bpUKpg/KZNaQbOav3p+Lxu31MaMgi4tG5rKlIjAFde1J+RgOGGXIijfy7oXdyCr7Bmb/m5yNr/L6pQUkHbB13qTX8Ph5g4KFOzPiY3jr6pH0PqA6uFoFMwdnU5CbgAJM6pNGQqwOn0rLqowLcAy8JLAQfJ+0fnDZRxCXhd+vsLPaxr3zC5n8xGLOf+lnuqWYmHvlyGA/4oxa/nr2AL4oLMfnV3h45gAGZId+zxsTMvCd9yb+nBEhx729p6NM+QupScmcOzQ7ZGNTv8w43rxy5FEtTgbIjI/hnd+NDglENepAyoJLRneJvjgZQK0O5Fwa9wfQHDBCmdgNLv8M4ptJQRGXA5d/GrrIW2sIFJjtOv4oXpEQor1p091YNpuNbdsC6w6GDBnCk08+yaRJk0hKSiIrK4tzzz2X1atX89lnn4WM1CQlJaHXB36RX3/99Xz22WfMnTuXpKQk7rzzTmpqag5r63lH2o1VbnVw2b+Why20Nek1fHrzePJTAx8YgZwlbprcXhJNelJMBszNJI9rcnmptrmotbsx6jQkm/Uh29Qdbh/1NgcWTxU6Vy0alYqNjQb+uriO5but/PXsAXy0poRVu0NH2fQaNe9fN4auSTF4gRq7G5vTS3yMLhjQVNtcWB0ezEYtySY9SaYoW43ri6B8XWDLsFodKBvx8wvgtsElH4KrAZ/Xww6HiX+taWJglxRSLQY8PgWDVk33VBNdUwJb6WvsgRw3cUYdWo0Kl9eHogQyCsfF6Eg2GdBr1dTZ3djdXhqcXpJMOnSKl9rKUvQahWT7dtKX/RWqt6Kk9cM35x1KlBQUlRqb04vPr5Bi1pMaZwgW8Nxn3/2xuTyBLemKgkatRqtRUWd3Y4nREWfUYnP50PvspKj25dkxQWxKINAjsPvtrGd/pNEVmqk6P8XEq5cNx+4OvEavz4/d7SPZrCfNYkCvjfyz4bRWonbUgLMRVWwC/phUDJbAmrhGp4cam5u6Jjcm/bHPs1PVGMiz4/T4At+zZgOmFufZsQdSD9irA9OeppRAaoJDUZTwPDvmtJBUCkKI9qtDFAJdtGgRkyZNCjt++eWX88ADD9CtW7cIj4Lvv/+eiRMnAoGFy3fddRfvvPNOSFLBw1mH05GCna/Wl3PdfyIXdTx3aDYPnTOAGN3xT5/08ZoSbp23BoCEWB1/mdGfW/b+/2Bjuyfz4iVDiY85ijUQXhd882dY/nLk9pkvweAL+WlbNRe/9kvEU07pnco/LxwSzHdzIJfXh8PlI8agCRv9CnLb4dPboPC9yO0XvAN9zmzBizk2nB4fD36ygXdXRJ6GffbCIZxVkBWxTQghOoOWfn63aVLBiRMn0lys1ZI4zGg08uyzz/Lss88ey661Sz6/n/m/Rk77D7BwYyV3TfMSE398b6vb6+ejX/cvCO6XGcfynbVRz1+6vQab00f80fyx7KiDzZ9Hb1/3X+h3Nl8WlkU9ZdGWKhqd3pBgx+H2sru2iX/9uJPfyhronR5IeNglOZZY/UHvo9MKW79uvg+9Tg+MOrUCa5OHhRsro7bP/7WEaf0zQvIqCSHEiUiK4nQgapWK+Jjot8yk10RcmHrs+0FIPSWX199sWn+DVn30/VJpQN9Mpl6DBdSaZneWxeq1If3w+RV+3lHD795cGcxNs76kgQ9/LealS4YxuU8a2gPXi6hUgT44rZGfwJgQPVvvcaBSQ6xBA1F2bscZta0VdwkhRLsmvwo7EJVKxUUj86K2Xzqm66FT6x8DWo2aS/fuVAJYW1TP6PzkqOfPHp5z9Gs7zKkw6rro7aOuA62BGYOjT9tcODKX5AO2wVc0OLnzf+vCkvApCtz1/loqD05mZ0qD4VF2RwEMu7xVg51Us4HLxnSN2n7J6C5oJdoRQggJdjqaLskmfjc+fC3T4NwEzhmSjbo1hnaA7qkmLhkdCHi8foWFv1Vw0yk9ws7rlmLiuok9js1USu8zoEuEXTJDL4fUQB6gjHgjd5zaK+yUnulmrhzXDd0BC4VrbPtLSRysweENT4ao1sDgiyDSFu0xNwd2ALUilUrF9EGZDMtLCGu7bEyX4GJ1IYQ40bWb2lhtqSMtUAaoa3JTXNvEeyuLsbm8zBySRZ+MuKPeAny4au0uimsdvLeyiCa3jyvGdUWjUjH/1xKqbC7OHJjJwJx4Mo9qsc5BGiugahOseTewY2bIxYGt5wdUAbc63JTUOXl/VRG1djdnDspiYHY8GfGh709hcT1nPfdT1Kf6+MZxFBy0XT7QhzKo2ADr3gNDHAy5BBLy2qxwZGWDk80VjcxfXUKsXsPs4bnkJMVE39UmhBCdRIfYjdVedLRgRxwbpfUOznjmh4jlMiwGLV/94SSyE2QLshBCtFcdYjeWEG0pzWLgsXMHcd1/VoXVOH3k3IGkWY7/yEhZvYPdNU2UWR3kp5rJSogJzR7dzlTbXFRYnWypaCQtzki3FBMZccZWmz4VQnQgigINJVC7I1DSJ7VPoI5hG2Qnl2BHnLC0GjUTeqbw2c3jeXHRdrZUNNIj1cz1k3qQn2JqPnPvMbC5vIFLXltO1QFrg/pnxfHKpcPJPsoSDMdDmdXBLe/+yopd+xNHJsTqeOuqkfTPipeARwixn6JAeSG8NROaavYfzxkZyHwfH168+XiSaSxkGktAk9uLw+0jRqdpdhv9sVJmdTDz+Z+oaAivCD+5TxpPXzA4YvLDtuLwePnzRxt4f1VxWFt8jI4vbhlP9lEWBBVCdCLWYnj5pNBAZ5+B58NZ/2w+nUgLtfTzW3ZjCUEgB0+y2dAqgQ5Aab0zYqAD8N3mSmpskXeJtZXqRjcfr4mc0NLq8LCtKkqynwMoikKF1clvpVYKi+spqWvC4/Mf664KIdqDmu2RAx2ADR+CrSpy23Ei01hCtIGag7e1H0BRAqUg2hOX14fHF30QuMzqbPbxHq+fdcX13PTur8FzLQYt98/oz9R+6cQ1kwxSCNEBNUbPZo/fB15H6/UFGdkRok10SY4+5ROr1zRbtLUtxOq1JMZGD0j6ZjQ//VtS7+Ci134JCYoaXV7u/N9aNpY1HLN+CiHaidQ+0duMCaBv3TxgEuwI0QZSLQbG94icdfrak7u3yk6ww5EeZ+QPEZI1AgzKjiMrIXqOJ0VR+GhNCS5v5CmrJxZspr6pfU3bCSGOUlx2YDFyJCf/H1gyW7U7EuwI0QaSTAb+cf5gzh+Wg04T2MVkMWi5e1pvLhmVhz5a5fU2olGrmD4oiwdn9A/WHwscy+TlS4eTaoke7Lh9ftYWRaknBmytsLW7aTshxFEypwZ2XQ08P5B9HgIjOtMegUFzQNO6o9eyGwvZjSXaTpPbS7XNjdPjw6TXkhZnOO5b3o+Gz+enotGFzeXFqFOTbDJgOsSibkVReOKbzTz3/faI7UNyE3jjyhEkxOojtgshOjCXHeyV4HUFdl9ZskBz7P6Yk6SCnZ3PF/gGUvwQmwi6Q2z7tVeDzw1aY5uVNThcNqeXRpcHjVpFqtmA6qAim26vf29tK4Ukk/6oRkPK6h24fX70GjWZxyBrstfnp8buRlEU4mN0xOgj/6jF6rXkJR3ix9BRD54mUGvBnHbUfdtHURSqbC58fgWzQduire4ajZqsw3x/VCoVs4bm8PKSHREXOd8xtZcEOkJ0VgYTGFq3bmAkEux0RA0lsPotWPUGeBzQ63Q4+S5IzIeDq1w31cLupbDoEajbFSiYOeUByBgEMQlt0PlDc3t9bK+y88Q3m1m2o5aEWB2/m9CNMwZkkra3/ldRbROv/bCDj9eWolapOGdINleO60rOYeZ6qbA6WFfSwDPfbmV7lY1uKSZuPqUHQ3ITSD/Cml5l9Q7eXb6Hd5cX4fL5OK1fBjdM6kFeUuzhJd5z2aByI3z7AJSugbhMmHAXdD/lqDOQVjU6+XpDBS8v2U6tzc2obkncOa03+almjLpjP4WWkxjD3CtHctM7q6nbW57DoFVz7xl9GJAdf8yfTwghDiTTWHSwaayGUnj7fKhYH3rcEAe//x6SD6g87rbDshfhu7+GX2fmS4G51FaeN22JdcX1nPvi0rBRgIm9U3ni/AIcHh+zXlhKZWPo9u2seCP/u35si+tZNbk8zFtZzF8+/S2s7f9O68Olo/MwH2Ziv3Krk0te/4VtlaF5Z+JitHxy43i6phxGEq0t38C7swmrZTHiGpj8ZzAeWZBQa3fxxw/X89WG8pDjGrWK/107hqFdEo/ouofi8ytUNDiptrnw+hTS4gykmg0YjkNwJYQ4MUhSwc6qZHV4oAPgaoAfngqM9Oxjr4LFj0a+zlf3gK08clsbqmtyc/8nGyJOdyzaXEWd3c381SVhgQ5AqdXJ1xvKaWn8XtHo4h9fb47Y9s9vt1AV4TkOZeXu2rBAB6DB4eW1H3bg8rZwIW5jGXx+e3igA7DiVbBVHnbf9imzOsMCHQgEI3/+eD219sN/3S2hUavISohhUE4CQ7skkpMYK4GOEKJVSLDTkfh9sO6/0ds3fw6O/XWLsJaAL7yiNwDO+ujZLduQzenl1z31UduL6hx8Xhg9WdUna0qxOqK85oPU2Nw0uSMHH06PP2JA1Ry318/8XyNnGQb4ekMFdfaW9Q2HFaxF0dvLCw+rbwf6eXv0+76htIEGp/eIry2EEO2RBDsdiUoNBkv0dl1s4Jx9tIfI1aJuf1lr1SoV2mbWteg0KmKaGQ2I0WvQtnA306F2Pem1h/fjoVaDKcpC5H19a/FGK/UhphePoqZMc31Uq0CjkoKeQojORYKdjkSlgmFXRm8ffjWYDli4asmAmCjrL5LyITZyUru2lBSr446pvRiUs389SopZz4SeKYzomkiX5FiuHB99Zf9V47phbmF9q8RYHZnxkfPDpFoMh53YT6tWc+noLhHbNGoVd07rRbKphdc0p8OA86I8kbH57KSHMKZ7MtHiman9M0g0tb8gWAghjoYsUKaDLVBuqoFFj8LyV0KPZxbAhfMgLmv/MZ8Xdv8Eb58bOp2lN8Pln0H2EMrqHawrsbJ0WzVdkk1M6ZeGXqNme5WdhRsrSIjRMaVvOpvKG9lVY+fMQZlkxscEE8sdKUVRKKl3sGJXLWv21DM0L5GC3AQ2VzTy09ZqEs16huUl4vH5qXd4WLmrlmSzgRmDsjDq1dw3fz1LtlaHXHNa32QeOr0rqSYtmFIO2QeP18fqPfVc/sZynJ792X3zkmJ57bJh7KxpCr4vJ/VKpa7JxUe/lpJs1nPGgExSLQaSzfuDlzq7m1q7m5eXbOe9lfurg186NIkbh5lIK/kGta0Kep8GaX3CMoj6/Qql9Q6W7ahiXVE9A7IsjEmwkvX9bWjK1wROUqnh/Deh1zSqHArbK+18/Vs58UYdZwzKJCPOeMg6U3aXl4/WlPCn+aFrvzLijPz32tF0ST76SsTHU2m9g1/31LF8Zy35aWYm9UolI8GI/hjm7hBCdAwt/fyWYIcOFuxAYDt57U5YNTewMHnwRYGt5HER0m973YG1H4XvQ0Uh5I6GvtMhPpfddU4ufGUZpXvrFalV8Oplw3lq4RbWl4TWK7pjai/21Dbxv5XF3DSpB78b340E05HnRtlU3sCcl5dhdXiIM2p57qKh3PPBumBfALRqFf84v4D/riwKWWfypzP6kp9qwurwsGhzoHLu9EEZ9I+pI/vtk6D3GXDGPw6Zk6awuJ73VxVx4agufLW+nI1ljQzKiWNa/wwue315WF8ePXcgH64uYenevvxlRn+mF2SSZDJQa3fx5IKtvP3Lbv4wpRfdU818u6mCkVl6ZhmWo//81tAnTx8AF70H8dnBQ7+VNnDBKz+HrJkx6TXMu2IAAzc9E5i6KrgA4nOpcKq5/j+rWH3Q+qZ7T+/DhSPzDhnwNDo9lNY7+O+KIkqtTqb2S2d0fvJh59BpbTuqbMx5ZVnI4nGDVs3cK0cyomtii6cwhRCdgwQ7h6HDBTsH8vvDc+u04NwGh4db3v2VRVuqgs1T+qaRGR/DW8t2R3z4v64Ywe//vRKvX+HjG8dRkJtwRF2uanRxwSvL2F4V2LV0zYR8NpU38MNBIzUQ+CB77qIhXPPvVWF9uffDdQzrkoiiwC87a3lhejqjF54TSKB43hswYFbUPlQ0OJn5/E/BwpSXjMqjR5qZZLOe/60sDhs1itaXr2+bQO+MOJZur+aiV38JHo8zahnbI5mHxseQMnds5E6MviGQ80hroLLByfkv/8zumqaw07Lijcw/L5H0rC5gSsbn8/PCou08sWBLxMt+desE+mS2/PvY71cOL/9PG6lrcnP1mytYvbs+rM1i0PLVH05qcdoBIUTnIFvPTxQtDXQOOreuyc3irVUhzacPzOSjZnYTLd1eHczB8tay3fj8RxYn19pdwUAHYHjXRH7cFh5cALi8fiobXKQetH5m6fbA9NIXheV8ub6cWrub19Y5cfY6O3DCz88GRsCiqG50hVTg/s8ve3jg098waDX80ExfKhpcIWt5vt5Qgcvr5V8/7gw5t8HppcLqQrv1y6h9YNXcQGAG1NjdEQMdCGypr/bqwboHgCq7m3//HDkgBfhgdXHUtkg6QqADgWnCSIEOBCqo76mxt26HhBAdhgQ7JyiPzx+WwsWo1WBzR9923ODwErt3J1St3X3EwY77oOrXXp8SMZ1M8HmdnrAdWAf2ZR+rw4tHvzeyd1rBH/21uHyRK3B7/c33pdHpIUa//3nr7G4URUV9U/iWcqNeg87VzPZ+TxMoga3vB78nYf31Au5AMKT4FRqc0bewV9s6ZwVxd5R7to9smRdCRCPBzgnKYgjfibSh1MrIrtHrZo3omsiGssBanrMKMg97a/Y+iSY9sQcEDA1OD1lRdkUB9Ey3UGZ1hBwb0TWR38pC1xWd3t2AuWTp3gedFqiwG0WK2RCsNn6g+qZD96W0fn9fJvZJw6BVc9qAjLBzN5c3Ys2ZFPVa5I4KLBYHkkx6DFHeT51GRYrOFVx8bjZqGdcj+k66MwZGWLvVCcQZdSQ1s06sZ5q5FXsjhOhIJNhpj3xesBYH6iGVr4fGY5/pOD3eyAMz+occe29lEdeclB8xz03fzEB+n6pGF7lJMYzqduTb1tMsBu6Y2jv4/7d/2c3Nk3tGPHdy3zQ2lFhDMir3zbSgUhGS9C/NYmBaroKq+JdAGYWR14A2+gdjqlnP9Sf3CDmmUauosbu4b3q/iI85pc/+vozOT+L1y4cTH6NlU3kjp/ZLZ3jX0G3+tXY3W32ZKFlDwi+m1sC0R4JFWdMsBm6N8h5cf1JXUlPSAtNyVZux+G3832l90EdYjNs91czA7NZfd+bx+Smpa2J9iZVNZQ1UNjoP/aDDlB5n5L4z+0ZsmzM8N2RnnBBCHEgWKNPOFig7G2DLV/Dl3fuzISd0gfNeh8whx7SWVaPTw7piKw9/vpHfyhpINum5/6x+dE0x8bcvNrJsRy0mvYbzhuVwUq9U/u+DdUzrl8H1k7ofdsHNg9XZ3SzdXs3fv97MrpomrpnQjdH5yTzxzZZgX35/Uj5T+2dw3/xCftpeg0mv4eJReVw0qgtPLdjCZ4VlqFVw9sA0bhluJO+LSyCjAE65D5K6H3I9U63dzfebKnlq4RZK6x08f9FQFm2pQgWMzk/mlSU7gn25anxX+mbE8fu3VnHxqDz6ZsbxyJebgtmacxJjeHrOYH7eUcMz327Fr8DUfuncdVpvuukbUP3yCqx8DVyNkDcWpj0MaX1BFxPSnx+2VPLEgq3sqW0iJzGGP0zMY1J8OUn/OydQtR4gdxTuWW+wzWHhkS838uO2aoxaDReMzOWaCfmtvqPK6vDwZWEZD3++kUZXYCqpW4qJZy8cQr/MuGO6JsjqcLNqdz2PfLGRrZU2Ui0GbpjYnbMKskiRYEeIE47sxjoM7SrY2b0U3jg9/LguBq5fGkgGeIzV2Fw4vX40KhWpFgMatYr6Jjd2tw+1KrD92ebyoVJBYqz+mFbFrmp04fb50alVpMUZD9mXZJMevVZDrc1Fg9OLCkiOUWH27l2MbEwAw+FNZ1Q2OvH5FV5avIM3l+4CIDcphgtH5NEl2YRKBaO7JePx+3B7FEqsDi54ZVnYdYw6NV/eelJwOio+RodpX4JDnydQq0zxg84EsdGLbVZa7XjqitE1VZBm3QBf3xN+UlI+XPUVDZokGl3ekPemtS3aXMkVb6wIO242aPny1gnkJh1dYBxJtc2Fy+tHo1aRbjGgkqzPQpyQWvr53f5KXp/IHPXw3UOR2zwOWP8hnHTnMX/aSMP/CbF6Eg74jIo7ToMFB++yaklfAJLMBpJCzj3yD9Q0i5E9tU28+8ue4LGiWgePH1Ak9ItbxtMvKx6rw8NdH6yNeB2nx8+na0u4+ZSe4R++Gl1owsfm+uOvgrfGwzkvwaKHI59UuwNqdxKXl37InDrHU63Nxd+jFFO1ubx8v7mSy8Z0PebPK6M4QojDIWt22hNPE1RtjN5evBy8x6ci9YnO7vI2u9unuC6wKNnh9rGlIryq+T6r99QfctfQIblsgSkrtTYw7RVNdeQ8O63J5fOztZn3Y+Wu6Nv/hRCitUiw055ojZDYNXp7Wn/QHHnWYhFdrF6Dppm1JRlxgR1aRp2avGamZfpmxkVcOHxY9KbAAmZFCVnTEyYxeo2w1qJVq5udphqQHR+1TQghWosEO+1JbBJM/GPkNrU2UBZC1iYcOVsVNJRGHC1JMRs4e3Dkaab8FBMZe7ejJ8Tq+cOUXhHP06pVnDcs5+jXj5jTYOBs2PgJFFwY+RxLJiQf+/VbhyvVYuD2UyPvIjNo1UzrH74lXwghWpsEO+1N9nCY+lDoCE5MIlz0P4jPbbt+dWS2SljzDsw9A14cCx9cA+WF4Nm/Pdpk0HL3tD5M6RtaT6tXupl/XTmCtLj9uXcKcuO578y+IXlx4mN0/OuKEeQci51QehNMvj8wZdl1PPSdEdqelA+XfQxx2ZEf38rGdk/mtik9Q/IWJZn0/PvqkWQmRM9ZJIQQrUV2Y9HOdmNBYDGyrRIaSgJBjyUDzBnHdNv5CaOpFr7+I6x9N/S4WgNXfAl5o0IO1ze5qbG5qWp0kRCrI9lsCFtEDeDw+PaWnHCg06hJjzOSZjEc20KUTXXQVB0IelTqwG6u2CQwpQa+J9qRJreXapubMqsDo1ZDmsVAWpyx2alBIYQ4WrL1/DC0u2DnROPzBhZna42hiQD9fnDbAgGf7ghHCCp+gxfHRG5L7x8YITGltvhyiqJgc3nRaVQYdRJ8CiFEW5Kt56L987mhbk+gIGbJSkjuCaOuhaRu0FQDG+YHEizGpsLo6yG1dzDjcIvtWRq9rWJDoIZWC4OdkromFmys5MvCMixGLVeP70bvDAtJJtkGLYQQ7ZkEO6LtlPwKb07fnxl4z8+w8WO4/DN4a2Yg4Nln48cw/g4YdwvEJLT8OXTN5N9RqUDVsiR8RbVNnP/Sz5Q37F/ns3BjJRePyuPOqb1JbKZmkxBCiLYlC5RF22gsh/m/3x/o7DNoDnz/UGigs8+PTxx+nbC80YH1LpF0n9yikSKnx8fz328LCXT2efuXPZTUOyI8SgghRHshwY5oG021ULcr/HjX8bB1QdSHOX77kv+tLGJrRSMNe+tSNcucBtOfCj9uSoXTHwsUDT2EOrub+b+WRG3/ZG3pofshhBCizcg0lmgbSrQsw6pm2sDldvPOL3u46/113HNaby4clUd8TDNTSHoz9D8XckbAqjfBugd6ToMeUyCh5Vv5ff7o6/g93qPMmCyEEOK4kpEd0TZik8CcHn68dDV0nRD1YbbcifxW1gDAo19tpqSuBVNIRktg59Xpj8Hst2D4lYcV6MTF6JjaP0Jf95pe0LKaV0IIIdqGBDuibVgyYcaz4RmhV/8bJv854sJiR9/ZLCzR4TpgJGXe8qKWP6dKFSjIeZhMBi13Tu1NnDF8IHRynzS6HIeq3kIIIY4dmcYSbUOlCqzP+f0SWPJ4IKNxYlc46S5I6Q3X/QA/Pw/bv4fYRCoHXccKf1/+8klocFNlc+H3K6iPc/K6rskmPr15PG8u3cW3myoxG7T8bkI3xvVIISVC0kEhhBDthyQVRJIKtjmXDdz2QNFL4wHvv9eJx17Hom31/O37CnZW28Me+txFQ5g+qPWmkdxeH1aHF40aya8jhBBtTJIKio7DYA58HUxrRBefSZccMyURdm7lJcUyLC/x+PfvAHqthlRLy3LzHDG3PVAuxNUQWGBtSg0NAjuyxopAWgG/F2KTA2Uv1Mf5/RRCnPAk2BHtXtfkWD66cSwPfb6RpdtrMGjVzBqSzY2n9CDzWBTebE8ay+Hbv8K6d8HvC0z39Z4OZzwOcR14IbTPC+Xr4IOroXZH4FhsMpz5RGBnnMHStv0TQnRqMo2FTGN1FFaHm0anF7VKRZJJj1HXyUYEXDb48m5Y83Z4W/dT4NzXD79cRntRuzNQcd7TFN521TdhBVmFEKIlWvr5LbuxRJvx+xXKrQ5219gpq3fg8zWfryY+Rk9OYixZCTGdL9ABsFeGV2ffZ/t3garnHdX6DyIHOgDf/RUc9a3aHSHEiUWmsUSbqLW7+KKwnH8u3EqVzUVCrI7rTsrnvOG5pJhP0IW/TmuzCRWxVwWKoXY0XhcU/RK9vXJDIBA6nJpnQghxGGRkR7Q6l9fHW8v2cN9H66myuQCob/Lw6FebeXrhFhqdLSgD0RnpD7FuJaZ1F2MfMxo9pPWL3p7QFbTGVuuOEOLEI8GOaHWVDS5e+H5bxLZ3ftlDrd0dse1o1NhcVFidNLm9LTrf5vRSYXUefl98vsCOo8Zy8B1m0GZKgR6nRm7LGBTYldUGGhweKqxO6puO8L6oVDDk4ui7ribe23HXIgkhOoQ2DXaWLFnCWWedRVZWFiqVio8++iikXVEUHnjgAbKysoiJiWHixIls2LAh5ByXy8XNN99MSkoKJpOJGTNmUFxc3IqvQhyuuiZ3SBbkA/kVIlYXP1JVjS4+XF3Mha8u48xnf+Du99expbwRt9cX8XyH20thiZVb5v3Kmc/+wKWv/8JX68uotbXgg95aDD/8A16fAq9OCuyqqt/T8s7GJMBZT0PemNDj6QNgzluBoqatqNHpYeWuWq77zyrOfPYHrpq7giVbqo4s6InPhQvmgeGABYQaHUx+AHKGH7M+CyFEJG26G+vLL7/kp59+YujQoZx77rnMnz+fmTNnBtsfe+wxHn74YebOnUuvXr146KGHWLJkCZs3b8ZiCQz5X3/99Xz66afMnTuX5ORk7rjjDmpra1m1ahUaTcsWscpurNa1paKRqU8tidr+2c3jGZB96Grkh1Jnd/PAJxv4+KCq5DqNig+uH8ugnISwx/ywtYrL/7Wcg+t+XndSPjee0gOLMUq5CWsJ/PssqNkeetySCVd/Awl5Le+4vTqwPqexPDCaY05r9UDH6/Pzxfpybnn317C2P0/vy0WjuhBzuIvEvR6wlUNDCfjcgffElAp60zHqtRDiRNMhdmOdfvrpPPTQQ8yaNSusTVEUnn76af70pz8xa9YsBgwYwJtvvklTUxPvvPMOAFarlddff50nnniCKVOmMGTIEP7zn/9QWFjIwoULW/vliBZKMunplxn5mzI7IYbUY7RAuazBGRboAHh8Cvd/soG6g6aoKhqc3PthYVigA/DyDzuobm50Z/u34YEOQGMZrHk3ML3VUqYUSOsL3SdBxoBWD3QAKhtd/L+P10dse/yrzVQ3ug7/olpdoABr3mjodlKgPIgEOkKIVtBu1+zs3LmT8vJypk6dGjxmMBg4+eSTWbp0KQCrVq3C4/GEnJOVlcWAAQOC50TicrloaGgI+RKtJ8Vs4NkLh5B2UE2p+Bgdr142nPT4Y7NY9adt1VHbft1TT8NBC6GtDg/FUaqoKwpsLI3yfeJqhLXzondk/f/AUXPI/rYntXY39U2R1xy5vH7KrC2oNi+EEO1Eu916Xl5eDkB6enrI8fT0dHbv3h08R6/Xk5iYGHbOvsdH8sgjj/Dggw8e4x6Lw9E9zcxHN45jU3kDv5U20DPdwoCseLISjt2unOZy8ahVoD6o4rrmEMVEDboofxuo1KBtZjRKawRVx8oLpD3Ee6HTtNu/k4QQIky7/42lOugDSVGUsGMHO9Q59957L1arNfhVVFQU9Vxx/GQlxHBKn3RuOqUn0/pnkJ0Yc8h7ezjGdU+O2jalbzqJsfqQY4mxOgZGWSuk16jplR5la7jeBCOvjd6REdeAKXpf2qNEk56cxMilOOJitKTFyVZxIUTH0W6DnYyMDICwEZrKysrgaE9GRgZut5u6urqo50RiMBiIi4sL+RKdT5rFwJ/O7Bt2PNVs4I9n9MVsDB3YTDIZ+Pt5g7AYQo+rVPD38weRamlm9CZrCPQ6Lfx4zijoOTX8eDuXHmfkmQuGYNCG/orQqFU8c8EQ0pt7L4QQop1pt9NY3bp1IyMjgwULFjBkyBAA3G43ixcv5rHHHgNg2LBh6HQ6FixYwOzZswEoKytj/fr1PP74423Wd9E+mI065gzPZUx+Mm8t20VFg4vJfdKY1CeNnMTYiI/plW7h81sn8GVhGT9vr6FLciwXjcojJzG2+RIVlnSY8SxUbIAVr4PihaFXQFZBYEdWBzQoJ56vbzuJj9aUsGZPPb0zLMwenktOYgxamcYSQnQgbbr13GazsW1bILnckCFDePLJJ5k0aRJJSUnk5eXx2GOP8cgjj/DGG2/Qs2dP/va3v7Fo0aKwreefffYZc+fOJSkpiTvvvJOamhrZei5C+Hx+vH4FQwu3SyuKgsvrR6dRH3ItTxjv3l1bWn3z53UQ+94LvUaN+nDfCyGEOI5a+vndpiM7K1euZNKkScH/33777QBcfvnlzJ07l7vvvhuHw8ENN9xAXV0do0aN4ptvvgkGOgBPPfUUWq2W2bNn43A4mDx5MnPnzm1xoCNODBqNmsP5llCpVEdebLSTBDn7HNV7IYQQ7UCbjuy0FzKyI4QQQnQ8HSKpoBBCCCHE8SbBjhBCCCE6NQl2hBBCCNGpSbAjhBBCiE5Ngh0hhBBCdGoS7AghhBCiU5NgRwghhBCdWrstFyFOMK5GcNsD1cNjEg99/jFQ3+TG5fUTq9dgMepa5TmFEEK0Pgl2RNty26F6Kyx+DMrWQHwOnHQ3ZA+D2KTj8pT1TW4Ki63889utFNc56Jdp4bZTe9Ej1UysQX4khBCis5EMykgG5TajKLBtIbxzfuDfB5p0H4y+HgzmY/qUTW4vb/28m0e+3BRyXKWCVy4dzpS+aahUUv9JCCE6AsmgLNq/xjL49JbwQAdg8SNgrzrmT1nd6OLvX28OO64o8Mf5hZQ3OI/5cwohhGhbEuyItuOog4bSyG1+H1RvOeZPuafOgdcfeTCzqtFFfZPnmD+nEEKItiXBjmg7qkNU0tYc++rhOnXzU1QamcISQohOR4Id0XZikyC1d+Q2XQwk5R/zp8xOjCFWHznI6pocS0Ks7MoSQojORoId0XbMaXDOy6CLDT2uUsHZL4A5/Zg/ZZrFwJOzCzh4AMeoU/P0nMGkxRmP+XMKIYRoW7IbC9mN1aZ8XrAWwbr/wp6fIakHjLgaEruA3nRcnrLJ7aW41sHbv+xmW5WNYV2SOHdoNtkJMWg1Ev8LIURH0dLPbwl2kGCnXfD7wesAjQE0rZPrxuvz4/b5MWg1aA6xlkcIIUT709LPb8mgJtoHtfq4jeREo9WoZSRHCCFOAPKbXgghhBCdmgQ7QgghhOjUJNgRQgghRKcmwY4QQgghOjUJdoQQQgjRqUmwI4QQQohOTYIdIYQQQnRqEuwIIYQQolOTYEcIIYQQnZoEO0IIIYTo1KRcBLCvPFhDQ0Mb90QIIYQQLbXvc/tQZT4l2AEaGxsByM3NbeOeCCGEEOJwNTY2Eh8fH7Vdqp4Dfr+f0tJSLBYLKpVUv25LDQ0N5ObmUlRUJBXo2xm5N+2X3Jv2Se7L8acoCo2NjWRlZaFWR1+ZIyM7gFqtJicnp627IQ4QFxcnvxzaKbk37Zfcm/ZJ7svx1dyIzj6yQFkIIYQQnZoEO0IIIYTo1CTYEe2KwWDg/vvvx2AwtHVXxEHk3rRfcm/aJ7kv7YcsUBZCCCFEpyYjO0IIIYTo1CTYEUIIIUSnJsGOEEIIITo1CXaEEEII0alJsCOOq0ceeYQRI0ZgsVhIS0tj5syZbN68OeQcRVF44IEHyMrKIiYmhokTJ7Jhw4aQc1wuFzfffDMpKSmYTCZmzJhBcXFxa76UTufFF19k0KBBwYRnY8aM4csvvwy2y31pPx555BFUKhW33XZb8Jjcn7bxwAMPoFKpQr4yMjKC7XJf2icJdsRxtXjxYm688UaWLVvGggUL8Hq9TJ06FbvdHjzn8ccf58knn+S5555jxYoVZGRkcOqppwZrlgHcdtttzJ8/n3nz5vHjjz9is9mYPn06Pp+vLV5Wp5CTk8Ojjz7KypUrWblyJaeccgpnn3128Bez3Jf2YcWKFbzyyisMGjQo5Ljcn7bTv39/ysrKgl+FhYXBNrkv7ZQiRCuqrKxUAGXx4sWKoiiK3+9XMjIylEcffTR4jtPpVOLj45WXXnpJURRFqa+vV3Q6nTJv3rzgOSUlJYparVa++uqr1n0BnVxiYqLy2muvyX1pJxobG5WePXsqCxYsUE4++WTl1ltvVRRFfm7a0v33368UFBREbJP70n7JyI5oVVarFYCkpCQAdu7cSXl5OVOnTg2eYzAYOPnkk1m6dCkAq1atwuPxhJyTlZXFgAEDgueIo+Pz+Zg3bx52u50xY8bIfWknbrzxRs4880ymTJkSclzuT9vaunUrWVlZdOvWjQsuuIAdO3YAcl/aMykEKlqNoijcfvvtjB8/ngEDBgBQXl4OQHp6esi56enp7N69O3iOXq8nMTEx7Jx9jxdHprCwkDFjxuB0OjGbzcyfP59+/foFf+nKfWk78+bNY/Xq1axYsSKsTX5u2s6oUaP497//Ta9evaioqOChhx5i7NixbNiwQe5LOybBjmg1N910E+vWrePHH38Ma1OpVCH/VxQl7NjBWnKOaF7v3r1Zs2YN9fX1fPDBB1x++eUsXrw42C73pW0UFRVx66238s0332A0GqOeJ/en9Z1++unBfw8cOJAxY8bQvXt33nzzTUaPHg3IfWmPZBpLtIqbb76ZTz75hO+//56cnJzg8X27GA7+i6aysjL411FGRgZut5u6urqo54gjo9fr6dGjB8OHD+eRRx6hoKCAf/7zn3Jf2tiqVauorKxk2LBhaLVatFotixcv5plnnkGr1QbfX7k/bc9kMjFw4EC2bt0qPzftmAQ74rhSFIWbbrqJDz/8kO+++45u3bqFtHfr1o2MjAwWLFgQPOZ2u1m8eDFjx44FYNiwYeh0upBzysrKWL9+ffAccWwoioLL5ZL70sYmT55MYWEha9asCX4NHz6ciy++mDVr1pCfny/3p51wuVxs3LiRzMxM+blpz9poYbQ4QVx//fVKfHy8smjRIqWsrCz41dTUFDzn0UcfVeLj45UPP/xQKSwsVC688EIlMzNTaWhoCJ5z3XXXKTk5OcrChQuV1atXK6eccopSUFCgeL3etnhZncK9996rLFmyRNm5c6eybt065Y9//KOiVquVb775RlEUuS/tzYG7sRRF7k9bueOOO5RFixYpO3bsUJYtW6ZMnz5dsVgsyq5duxRFkfvSXkmwI44rIOLXG2+8ETzH7/cr999/v5KRkaEYDAblpJNOUgoLC0Ou43A4lJtuuklJSkpSYmJilOnTpyt79uxp5VfTuVx11VVKly5dFL1er6SmpiqTJ08OBjqKIvelvTk42JH70zbmzJmjZGZmKjqdTsnKylJmzZqlbNiwIdgu96V9UimKorTlyJIQQgghxPEka3aEEEII0alJsCOEEEKITk2CHSGEEEJ0ahLsCCGEEKJTk2BHCCGEEJ2aBDtCCCGE6NQk2BFCCCFEpybBjhCiU1GpVHz00UdHdY2JEydy2223HZP+CCHangQ7QogOpby8nJtvvpn8/HwMBgO5ubmcddZZfPvtt23dNSFEO6Vt6w4IIURL7dq1i3HjxpGQkMDjjz/OoEGD8Hg8fP3119x4441s2rSprbsohGiHZGRHCNFh3HDDDahUKpYvX855551Hr1696N+/P7fffjvLli0LnlddXc0555xDbGwsPXv25JNPPgm5zuLFixk5ciQGg4HMzEzuuecevF5va78cIUQrkWBHCNEh1NbW8tVXX3HjjTdiMpnC2hMSEoL/fvDBB5k9ezbr1q3jjDPO4OKLL6a2thaAkpISzjjjDEaMGMHatWt58cUXef3113nooYda66UIIVqZBDtCiA5h27ZtKIpCnz59DnnuFVdcwYUXXkiPHj3429/+ht1uZ/ny5QC88MIL5Obm8txzz9GnTx9mzpzJgw8+yBNPPIHf7z/eL0MI0QYk2BFCdAiKogCB3VaHMmjQoOC/TSYTFouFyspKADZu3MiYMWNCrjNu3DhsNhvFxcXHuNdCiPZAgh0hRIfQs2dPVCoVGzduPOS5Op0u5P8qlSo4aqMoSljAdDiBlBCi45FgRwjRISQlJTFt2jSef/557HZ7WHt9fX2LrtOvXz+WLl0aDHAAli5disViITs7+1h1VwjRjkiwI4ToMF544QV8Ph8jR47kgw8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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -480,7 +436,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 13,
    "id": "3a6dc91a-f3e9-4d7e-9e4b-58c59d24463c",
    "metadata": {
     "tags": []
@@ -488,7 +444,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 2 Axes>"
       ]
@@ -509,30 +465,18 @@
    "id": "038d8abb-e88f-472d-95c4-bc0c51695196",
    "metadata": {},
    "source": [
-    "### Cholesterinwerte im Vergleich Frauen/Männer"
+    "#### Cholesterinwerte im Vergleich Frauen/Männer"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 15,
    "id": "48e6d986-b7f9-45e6-8bf2-32e687eb132d",
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/nicole/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
-      "  if pd.api.types.is_categorical_dtype(vector):\n",
-      "/Users/nicole/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
-      "  if pd.api.types.is_categorical_dtype(vector):\n",
-      "/Users/nicole/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
-      "  if pd.api.types.is_categorical_dtype(vector):\n"
-     ]
-    },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 800x600 with 1 Axes>"
       ]
@@ -542,18 +486,17 @@
     }
    ],
    "source": [
-    "df['sex'] = df['sex'].replace({0: 'female', 1: 'male'})\n",
     "plt.figure(figsize=(8, 6))\n",
     "sns.boxplot(x='sex', y='chol', data=df)\n",
-    "plt.title('Cholesterinwerte nach Geschlecht')\n",
-    "plt.xlabel('Geschlecht')\n",
-    "plt.ylabel('Cholesterin in mg/dl')\n",
+    "plt.title('Cholesterol / sex')\n",
+    "plt.xlabel('Sex')\n",
+    "plt.ylabel('Cholesterol in mg/dl')\n",
     "plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 16,
    "id": "3e85fdf6-3a77-41b0-bbc7-a407fbb1374f",
    "metadata": {},
    "outputs": [
@@ -561,17 +504,17 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "  Geschlecht  Untere_Grenze  Obere_Grenze\n",
+      "  Geschlecht  Untere Grenze  Obere Grenze\n",
       "0     Männer     234.288517    246.199046\n",
       "1     Frauen     249.044612    275.413721\n"
      ]
     }
    ],
    "source": [
-    "# Konfidenzintervall (95%) für Cholesterin Level jeweils für Männer und Frauen\n",
+    "# confidence interval (95%) for cholesterol level of men/women\n",
     "from scipy import stats\n",
     "\n",
-    "# Filtern nach Geschlecht und Berechnen des Konfidenzintervalls\n",
+    "# filter by gender and calculate interval\n",
     "conf_level = 0.95\n",
     "chol_men = df.loc[df['sex'] == 'male', 'chol']\n",
     "chol_women = df.loc[df['sex'] == 'female', 'chol']\n",
@@ -580,42 +523,39 @@
     "\n",
     "result_table_men_vs_women = pd.DataFrame({\n",
     "    'Geschlecht': ['Männer', 'Frauen'],\n",
-    "    'Untere_Grenze': [conf_int_men[0], conf_int_women[0]],\n",
-    "    'Obere_Grenze': [conf_int_men[1], conf_int_women[1]]\n",
+    "    'Untere Grenze': [conf_int_men[0], conf_int_women[0]],\n",
+    "    'Obere Grenze': [conf_int_men[1], conf_int_women[1]]\n",
     "})\n",
     "\n",
     "print(result_table_men_vs_women)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "249c97a2-b9dd-4041-ad40-ee3175a394ad",
+   "metadata": {},
+   "source": [
+    "Das 95%-Konfidenzintervall bedeutet, dass der wahre Mittelwert des Cholesterinspiegels mit 95%iger Wahrscheinlichkeit in den angegebenen Intervallen liegt.  \n",
+    "Da sich die Intervalle für Männer und Frauen nicht überlappen, deutet dies auf einen signifikanten Unterschied im durchschnittlichen Cholesterinspiegel zwischen Männern und Frauen hin."
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "4d6ef765-3785-4263-a72f-6e3ab5822d61",
    "metadata": {},
    "source": [
-    "### Cholesterin im Vergleich zur Erkrankung"
+    "#### Cholesterin im Vergleich zur Erkrankung"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 19,
    "id": "fb8d7c02-936a-49c1-adfe-43943f7111d0",
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/nicole/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
-      "  if pd.api.types.is_categorical_dtype(vector):\n",
-      "/Users/nicole/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
-      "  if pd.api.types.is_categorical_dtype(vector):\n",
-      "/Users/nicole/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
-      "  if pd.api.types.is_categorical_dtype(vector):\n"
-     ]
-    },
     {
      "data": {
-      "image/png": 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",
       "text/plain": [
        "<Figure size 1000x600 with 1 Axes>"
       ]
@@ -625,18 +565,29 @@
     }
    ],
    "source": [
-    "# Boxplot gruppiert nach Diagnose\n",
     "plt.figure(figsize=(10, 6))\n",
     "sns.boxplot(x='goal', y='chol', data=df)\n",
-    "plt.title('Cholesterin im Vergleich zur Erkrankung')\n",
-    "plt.xlabel('Diagnose')\n",
-    "plt.ylabel('Cholesterin in mg/dl')\n",
+    "plt.title('Cholesterol / diagnosis')\n",
+    "plt.xlabel('diagnosis')\n",
+    "plt.ylabel('Cholesterol in mg/dl')\n",
+    "plt.xticks([0, 1], ['healthy', 'sick'])\n",
     "plt.show()"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "96cd0dbf-5a76-47a5-8103-81dc3f5cf266",
+   "metadata": {},
+   "source": [
+    "Im folgenden wird ein t-Test durchgeführt, um zu analysieren, ob der Cholesterinwert bei erkrankten Personen höher ist als bei gesunden.  \n",
+    "Hierfür wurden folgende Hypothesen aufgestellt:  \n",
+    "- Nullhypothese (HO): Cholesterinwert bei erkrankten Personen ist gleich wie oder kleiner als bei gesunden.\n",
+    "- Alternativhypothese (H1): Cholesterinwert bei erkrankten Personen ist höher als bei gesunden."
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 21,
    "id": "f5d1a57a-8d24-4a23-a035-3e6d7fd7eb89",
    "metadata": {},
    "outputs": [
@@ -644,38 +595,32 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "t-Statistik: -1.3834015443480652\n",
-      "p-Wert: 0.9162061164262881\n",
-      "Der p-Wert ist größer als oder gleich 0.05, daher wird die Nullhypothese nicht abgelehnt.\n",
-      "Es gibt keine signifikanten Hinweise darauf, dass der Cholesterinwert bei kranken Personen höher ist als bei gesunden Personen.\n"
+      "t-Statistik: 1.3834015443480652\n",
+      "p-Wert: 0.08379388357371184\n"
      ]
     }
    ],
    "source": [
-    "# t-Test\n",
-    "# Nullhypothese (HO) = Cholesterinwert bei Kranken ist gleich oder kleiner wie bei Gesunden\n",
-    "# Alternativhypothese (H1) Cholesterinwert bei Kranken ist höher als bei Gesunden\n",
-    "\n",
+    "# t-test\n",
     "from scipy.stats import ttest_ind\n",
     "\n",
-    "# Daten für gesunde und kranke Personen\n",
     "chol_healthy = df.loc[df['goal'] == 0, 'chol']\n",
     "chol_sick = df.loc[df['goal'] == 1, 'chol']\n",
     "\n",
-    "# Durchführung des t-Tests\n",
     "t_statistic, p_value = ttest_ind(chol_sick, chol_healthy, alternative='greater')\n",
     "\n",
-    "# Ausgabe der Ergebnisse\n",
     "print(\"t-Statistik:\", t_statistic)\n",
-    "print(\"p-Wert:\", p_value)\n",
-    "\n",
-    "# Überprüfung der Nullhypothese\n",
-    "if p_value < 0.05:\n",
-    "    print(\"Der p-Wert ist kleiner als 0.05, daher wird die Nullhypothese abgelehnt.\")\n",
-    "    print(\"Es gibt signifikante Hinweise darauf, dass der Cholesterinwert bei kranken Personen höher ist als bei gesunden Personen.\")\n",
-    "else:\n",
-    "    print(\"Der p-Wert ist größer als oder gleich 0.05, daher wird die Nullhypothese nicht abgelehnt.\")\n",
-    "    print(\"Es gibt keine signifikanten Hinweise darauf, dass der Cholesterinwert bei kranken Personen höher ist als bei gesunden Personen.\")"
+    "print(\"p-Wert:\", p_value)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9f6927e8-dec2-4b8e-a8fb-4d1e348306bd",
+   "metadata": {},
+   "source": [
+    "Die t-Statistik sagt aus, dass der Mittelwert des Cholesterinspiegels in der erkrankten Gruppe um ca. 1,38 Standardabweichungen höher ist, als der Mittelwert in der gesunden Gruppe. Der Wert ist allerdings kein Maß dafür, ob der Unterschied statistisch signifikant ist. Hierfür muss der p-Wert betrachtet werden, der aussagt, ob der beobachtete Unterschied zwischen den Gruppen auf rein zufällige Variationen zurückgeführt werden könnte.  \n",
+    "Der p-Wert ist größer als 0.05, daher wird die Nullhypothese nicht abgelehnt.  \n",
+    "Es gibt keine signifikanten Hinweise darauf, dass der Cholesterinwert bei kranken Personen höher ist als bei gesunden."
    ]
   },
   {
@@ -683,30 +628,18 @@
    "id": "362223d0-efaf-426c-8bb7-81108c065ccf",
    "metadata": {},
    "source": [
-    "### Systolischer Ruheblutdruck"
+    "#### Systolischer Ruheblutdruck"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 53,
    "id": "1574b038-0941-4473-a968-adca7f5ec26e",
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/nicole/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
-      "  if pd.api.types.is_categorical_dtype(vector):\n",
-      "/Users/nicole/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
-      "  if pd.api.types.is_categorical_dtype(vector):\n",
-      "/Users/nicole/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n",
-      "  if pd.api.types.is_categorical_dtype(vector):\n"
-     ]
-    },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 800x600 with 1 Axes>"
       ]
@@ -717,16 +650,17 @@
    ],
    "source": [
     "plt.figure(figsize=(8, 6))\n",
-    "sns.boxplot(x='sex', y='trestbps', data=df)\n",
-    "plt.title('Überblick über Blutdruck')\n",
-    "plt.xlabel('Geschlecht')\n",
-    "plt.ylabel('Systolischer Ruheblutdruck (in mmHg bei Aufnahme ins Krankenhaus)')\n",
+    "sns.boxplot(x='goal', y='trestbps', data=df)\n",
+    "plt.title('Blood pressure / diagnosis')\n",
+    "plt.xlabel('Diagnosis')\n",
+    "plt.ylabel('Systolic resting blood pressure (in mmHg on admission to hospital)')\n",
+    "plt.xticks([0, 1], ['healthy', 'sick'])\n",
     "plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 57,
    "id": "0a359020-86f6-4d8c-9144-d2977674e51d",
    "metadata": {},
    "outputs": [
@@ -734,34 +668,47 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "  Diagnose  Untere_Grenze  Obere_Grenze\n",
-      "0   Gesund     131.442350    137.827723\n",
-      "1    Krank     126.618412    131.731588\n"
+      "  Diagnose  Untere Grenze  Obere Grenze\n",
+      "0   Gesund     126.618412    131.731588\n",
+      "1    Krank     131.442350    137.827723\n"
      ]
     }
    ],
    "source": [
-    "# Filtern nach goal und Berechnen des Konfidenzintervalls\n",
+    "# confidence interval (95%) for blood pressure and diagnosis\n",
+    "\n",
+    "# filter by diagnosis and calculate interval\n",
     "conf_level = 0.95\n",
     "blutdruck_gesund = df.loc[df['goal'] == 0, 'trestbps']\n",
     "blutdruck_krank = df.loc[df['goal'] == 1, 'trestbps']\n",
     "conf_int_gesund = stats.t.interval(conf_level, len(blutdruck_gesund) - 1, loc=blutdruck_gesund.mean(), scale=stats.sem(blutdruck_gesund))\n",
     "conf_int_krank = stats.t.interval(conf_level, len(blutdruck_krank) - 1, loc=blutdruck_krank.mean(), scale=stats.sem(blutdruck_krank))\n",
     "\n",
-    "# Erstellen der Tabelle\n",
     "result_table_blutdruck = pd.DataFrame({\n",
     "    'Diagnose': ['Gesund', 'Krank'],\n",
-    "    'Untere_Grenze': [conf_int_gesund[0], conf_int_krank[0]],\n",
-    "    'Obere_Grenze': [conf_int_gesund[1], conf_int_krank[1]]\n",
+    "    'Untere Grenze': [conf_int_gesund[0], conf_int_krank[0]],\n",
+    "    'Obere Grenze': [conf_int_gesund[1], conf_int_krank[1]]\n",
     "})\n",
     "\n",
-    "# Anzeige der Tabelle\n",
     "print(result_table_blutdruck)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "751dc52f-4675-4046-91c1-a00541ec172b",
+   "metadata": {},
+   "source": [
+    "Die Intervalle überlappen sich nur minimal, deshalb kann hier keine klare Aussage getroffen werden, ob es einen statistisch signifikanten Unterschied zwischen den beiden Gruppen gibt. Um eine klarere Aussage treffen zu können, wird zusätzlich ein t-Test durchgeführt.  \n",
+    "Im Folgenden wird ein t-Test durchgeführt, um zu analysieren, ob der Cholesterinwert bei erkrankten Personen höher ist als bei gesunden.\n",
+    "Hierfür wurden folgende Hypothesen aufgestellt:\n",
+    "\n",
+    "Nullhypothese (HO): Der Blutdruck von erkrankten Personen ist niedriger oder gleich wie der von gesunden.  \n",
+    "Alternativhypothese (H1): Der Blutdruck von erkrankten Personen ist höher als der von gesunden."
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 64,
    "id": "003e4148-8318-41f4-8e38-af74c5ad54fa",
    "metadata": {},
    "outputs": [
@@ -769,19 +716,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "t-Statistik: -2.6678917570482685\n",
-      "p-Wert: 0.9959726018205624\n",
-      "Der p-Wert ist größer als oder gleich 0.05, daher wird die Nullhypothese nicht abgelehnt.\n",
-      "Es gibt keine signifikanten Hinweise darauf, dass der Blutdruck bei kranken Personen höher ist als bei gesunden Personen.\n"
+      "t-Statistik: 2.6678917570482685\n",
+      "p-Wert: 0.00402739817943764\n"
      ]
     }
    ],
    "source": [
     "# t-Test\n",
-    "# H0 Kranke haben einen niedrigeren oder gleichen Blutdruck wie Gesunde\n",
-    "# H1 Kranke haben einen höheren BLutdruck als Gesunde\n",
-    "\n",
-    "# Daten für gesunde und kranke Personen\n",
     "blutdruck_healthy = df.loc[df['goal'] == 0, 'trestbps']\n",
     "blutdruck_sick = df.loc[df['goal'] == 1, 'trestbps']\n",
     "\n",
@@ -789,16 +730,26 @@
     "t_statistic, p_value = ttest_ind(blutdruck_sick, blutdruck_healthy, alternative='greater')\n",
     "\n",
     "print(\"t-Statistik:\", t_statistic)\n",
-    "print(\"p-Wert:\", p_value)\n",
-    "\n",
-    "# Überprüfung Nullhypothese\n",
-    "if p_value < 0.05:\n",
-    "    print(\"Der p-Wert ist kleiner als 0.05, daher wird die Nullhypothese abgelehnt.\")\n",
-    "    print(\"Es gibt signifikante Hinweise darauf, dass der Blutdruck bei kranken Personen höher ist als bei gesunden Personen.\")\n",
-    "else:\n",
-    "    print(\"Der p-Wert ist größer als oder gleich 0.05, daher wird die Nullhypothese nicht abgelehnt.\")\n",
-    "    print(\"Es gibt keine signifikanten Hinweise darauf, dass der Blutdruck bei kranken Personen höher ist als bei gesunden Personen.\")"
+    "print(\"p-Wert:\", p_value)"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e281ae05-5f6f-40e0-9499-362d9cba5eea",
+   "metadata": {},
+   "source": [
+    "Die t-Statistik besagt, dass der Mittelwert der erkrankten Personen um ca. 2,67 Standardabweichung von dem der gesunden Personen abweicht.  \n",
+    "Der p-Wert ist kleiner als 0.05, daher wird die Nullhypothese abgelehnt.\n",
+    "Es gibt signifikante Hinweise darauf, dass der Blutdruck bei kranken Personen höher ist als bei gesunden Personen."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ddfac31a-9a03-4b4a-900b-7afa98d4f3cb",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
@@ -817,7 +768,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.5"
+   "version": "3.11.9"
   }
  },
  "nbformat": 4,