diff --git a/1_data_science/5_lernfall/main.ipynb b/1_data_science/5_lernfall/main.ipynb
index b67268e..2d1b2b0 100644
--- a/1_data_science/5_lernfall/main.ipynb
+++ b/1_data_science/5_lernfall/main.ipynb
@@ -18,7 +18,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 23,
    "id": "d7a53682",
    "metadata": {},
    "outputs": [
@@ -147,7 +147,7 @@
        "4   8566.65       7881.0    angestellt     30  0.154465  "
       ]
      },
-     "execution_count": 25,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -171,7 +171,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 24,
    "id": "ef9e13fc",
    "metadata": {},
    "outputs": [
@@ -325,15 +325,20 @@
        "4             1                  0                  0  "
       ]
      },
-     "execution_count": 26,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "# One hot encoding für die Spalten \"Beruf\" und \"Status\"\n",
+    "# One hot encoding für die Spalten \"Beruf\" und \"Status\" als 0 und 1\n",
     "data = pd.get_dummies(data, columns=['Beruf', 'Status'], drop_first=True)\n",
     "\n",
+    "# False und True in der Spalte \"Beruf...\" und \"Status...\" in 0 und 1 umwandeln\n",
+    "for column in data.columns:\n",
+    "    if column.startswith('Beruf_') or column.startswith('Status_'):\n",
+    "        data[column] = data[column].astype(int)\n",
+    "\n",
     "data.head()"
    ]
   },
@@ -347,13 +352,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 25,
    "id": "81f1e895",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1000x600 with 1 Axes>"
       ]
@@ -392,7 +397,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 26,
    "id": "15f15627",
    "metadata": {},
    "outputs": [],
@@ -403,6 +408,134 @@
     "X_train, X_test, y_train, y_test = train_test_split(data.drop(['Status_gekuendigt'], axis=1), data['Status_gekuendigt'], test_size=0.2, random_state=11)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "3181f66d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Jahr</th>\n",
+       "      <th>Vertragsalter</th>\n",
+       "      <th>Marktzins</th>\n",
+       "      <th>Tarifzins</th>\n",
+       "      <th>Guthaben</th>\n",
+       "      <th>Sparbeitrag</th>\n",
+       "      <th>Alter</th>\n",
+       "      <th>Beruf_arbeitslos</th>\n",
+       "      <th>Beruf_selbstaendig</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>338034</th>\n",
+       "      <td>10</td>\n",
+       "      <td>9</td>\n",
+       "      <td>5.3</td>\n",
+       "      <td>5.4</td>\n",
+       "      <td>75251.18</td>\n",
+       "      <td>6369.0</td>\n",
+       "      <td>55</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>144215</th>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1.3</td>\n",
+       "      <td>0.5</td>\n",
+       "      <td>13919.79</td>\n",
+       "      <td>6908.0</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44395</th>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3.1</td>\n",
+       "      <td>5.4</td>\n",
+       "      <td>8135.75</td>\n",
+       "      <td>3758.0</td>\n",
+       "      <td>36</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3642</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8.7</td>\n",
+       "      <td>8.7</td>\n",
+       "      <td>5546.96</td>\n",
+       "      <td>5103.0</td>\n",
+       "      <td>58</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>234429</th>\n",
+       "      <td>8</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4.5</td>\n",
+       "      <td>4.5</td>\n",
+       "      <td>9457.25</td>\n",
+       "      <td>9050.0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Jahr  Vertragsalter  Marktzins  Tarifzins  Guthaben  Sparbeitrag  \\\n",
+       "338034    10              9        5.3        5.4  75251.18       6369.0   \n",
+       "144215     6              2        1.3        0.5  13919.79       6908.0   \n",
+       "44395      3              2        3.1        5.4   8135.75       3758.0   \n",
+       "3642       1              1        8.7        8.7   5546.96       5103.0   \n",
+       "234429     8              1        4.5        4.5   9457.25       9050.0   \n",
+       "\n",
+       "        Alter  Beruf_arbeitslos  Beruf_selbstaendig  \n",
+       "338034     55                 0                   0  \n",
+       "144215     40                 0                   0  \n",
+       "44395      36                 1                   0  \n",
+       "3642       58                 0                   0  \n",
+       "234429     26                 0                   0  "
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X_train.head()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "081a8c31",
@@ -413,13 +546,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 28,
    "id": "59a84f11",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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AIJRuAAAAAAAMQukGAAAAAMAglG4AAAAAAAxC6QYAAAAAwCAZ/j7dycnJOn36tLy9vWWxWMyOAwAAAADIAKxWq65du6b8+fPLxeX+57MzfOk+ffq0/P39zY4BAAAAAMiAYmJiVLBgwftuz/Cl29vbW9Kdb0S2bNlMTgMAAAAAyAiuXr0qf39/W+e8H1NL97Zt2zRx4kTt2bNHZ86c0VdffaWWLVtKkhISEvTee+9pzZo1On78uLJnz6569epp3Lhxyp8/f5rf4+6Q8mzZslG6AQAAAACP1cMuYzZ1IrW4uDiVK1dO06dPT7EtPj5eERERGjZsmCIiIrRy5UpFRkaqRYsWJiQFAAAAAODRWaxWq9XsENKdowP3nulOza5du/Tss8/q5MmTKlSoUJpe9+rVq8qePbuuXLnCmW4AAAAAwGOR1q75RF3TfeXKFVksFvn4+Nx3n1u3bunWrVu25atXr6ZDMgAAAAAAUnpi7tN98+ZNDRkyRO3bt3/gUYSxY8cqe/bstgczlwMAAAAAzPJElO6EhAS98sorSk5O1owZMx6479ChQ3XlyhXbIyYmJp1SAgAAAABgz+GHlyckJKhNmzaKiorSpk2bHnpdtru7u9zd3dMpHQAAAAAA9+fQpftu4T569Kg2b96sHDlymB0JAAAAAIA0M7V0X79+XX/++adtOSoqSr/99pv8/PyUP39+vfTSS4qIiNDq1auVlJSks2fPSpL8/Pzk5uZmVmwAAAAAANLE1FuGbdmyRbVr106xvnPnzho5cqSKFCmS6vM2b96sWrVqpek9uGUYAAAAAOBxeyJuGVarVi09qPM7yC3EAQAAAAD4V56I2csBAAAAAHgSUboBAAAAADAIpRsAAAAAAINQugEAAAAAMAilGwAAAAAAg1C6AQAAAAAwiKm3DHM0ld5eaHaEDGHPxE5mRwAAAAAAh8CZbgAAAAAADELpBgAAAADAIJRuAAAAAAAMQukGAAAAAMAglG4AAAAAAAxC6QYAAAAAwCCUbgAAAAAADELpBgAAAADAIJRuAAAAAAAMQukGAAAAAMAglG4AAAAAAAxC6QYAAAAAwCCUbgAAAAAADELpBgAAAADAIJRuAAAAAAAMQukGAAAAAMAglG4AAAAAAAxC6QYAAAAAwCCUbgAAAAAADELpBgAAAADAIJRuAAAAAAAMQukGAAAAAMAglG4AAAAAAAxC6QYAAAAAwCCUbgAAAAAADELpBgAAAADAIJRuAAAAAAAMQukGAAAAAMAglG4AAAAAAAxC6QYAAAAAwCCUbgAAAAAADELpBgAAAADAIJRuAAAAAAAMQukGAAAAAMAglG4AAAAAAAxC6QYAAAAAwCCUbgAAAAAADELpBgAAAADAIJRuAAAAAAAMQukGAAAAAMAglG4AAAAAAAxC6QYAAAAAwCCUbgAAAAAADELpBgAAAADAIJRuAAAAAAAMYmrp3rZtm5o3b678+fPLYrFo1apVdtutVqtGjhyp/Pnzy8PDQ7Vq1dIff/xhTlgAAAAAAB6RqaU7Li5O5cqV0/Tp01PdPmHCBE2ePFnTp0/Xrl27lDdvXtWvX1/Xrl1L56QAAAAAADy6TGa+eePGjdW4ceNUt1mtVn300Ud699131bp1a0lSWFiY8uTJoy+++ELdu3dPz6gAAAAAADwyh72mOyoqSmfPnlWDBg1s69zd3VWzZk39/PPPJiYDAAAAACBtTD3T/SBnz56VJOXJk8dufZ48eXTy5Mn7Pu/WrVu6deuWbfnq1avGBAQAAAAA4CEc9kz3XRaLxW7ZarWmWHevsWPHKnv27LaHv7+/0REBAAAAAEiVw57pzps3r6Q7Z7zz5ctnW3/+/PkUZ7/vNXToUA0cONC2fPXqVYp3BlDp7YVmR8gQ9kzsZHYEAAAAwKk47JnuIkWKKG/evNqwYYNt3e3bt7V161ZVq1btvs9zd3dXtmzZ7B4AAAAAAJjB1DPd169f159//mlbjoqK0m+//SY/Pz8VKlRI/fv315gxY1S8eHEVL15cY8aMUdasWdW+fXsTUwMAAAAAkDamlu7du3erdu3atuW7w8I7d+6sBQsWaNCgQbpx44Z69eqlS5cuqXLlylq/fr28vb3NigwAAAAAQJqZWrpr1aolq9V63+0Wi0UjR47UyJEj0y8UAAAAAACPicNe0w0AAAAAwJOO0g0AAAAAgEEo3QAAAAAAGITSDQAAAACAQSjdAAAAAAAYhNINAAAAAIBBKN0AAAAAABiE0g0AAAAAgEEo3QAAAAAAGITSDQAAAACAQSjdAAAAAAAYhNINAAAAAIBBKN0AAAAAABiE0g0AAAAAgEEo3QAAAAAAGITSDQAAAACAQSjdAAAAAAAYhNINAAAAAIBBKN0AAAAAABiE0g0AAAAAgEEo3QAAAAAAGITSDQAAAACAQTKZHQDAk6vS2wvNjpAh7JnYyewIAAAAMAhnugEAAAAAMAilGwAAAAAAg1C6AQAAAAAwCKUbAAAAAACDULoBAAAAADAIpRsAAAAAAINQugEAAAAAMAilGwAAAAAAg1C6AQAAAAAwCKUbAAAAAACDULoBAAAAADAIpRsAAAAAAINQugEAAAAAMAilGwAAAAAAg1C6AQAAAAAwCKUbAAAAAACDULoBAAAAADAIpRsAAAAAAINQugEAAAAAMAilGwAAAAAAg1C6AQAAAAAwCKUbAAAAAACDULoBAAAAADAIpRsAAAAAAINQugEAAAAAMAilGwAAAAAAg1C6AQAAAAAwCKUbAAAAAACDULoBAAAAADAIpRsAAAAAAIM4dOlOTEzUe++9pyJFisjDw0OBgYEaNWqUkpOTzY4GAAAAAMBDZTI7wIOMHz9es2bNUlhYmMqUKaPdu3era9euyp49u/r162d2PAAAAAAAHsihS/eOHTv0wgsvqGnTppKkgIAALVmyRLt37zY5GQAAAAAAD+fQw8tr1KihjRs3KjIyUpK0b98+/fTTT2rSpMl9n3Pr1i1dvXrV7gEAAAAAgBkc+kz34MGDdeXKFZUsWVKurq5KSkrSBx98oHbt2t33OWPHjlVoaGg6pgQAAAAAIHUOfab7yy+/1KJFi/TFF18oIiJCYWFhmjRpksLCwu77nKFDh+rKlSu2R0xMTDomBgAAAADg/3PoM91vv/22hgwZoldeeUWSFBQUpJMnT2rs2LHq3Llzqs9xd3eXu7t7esYEAAAAACBVDn2mOz4+Xi4u9hFdXV25ZRgAAAAA4Ing0Ge6mzdvrg8++ECFChVSmTJltHfvXk2ePFkhISFmRwMAAAAA4KEcunRPmzZNw4YNU69evXT+/Hnlz59f3bt31/Dhw82OBgAAAADAQzl06fb29tZHH32kjz76yOwoAAAAAAA8Moe+phsAAAAAgCcZpRsAAAAAAINQugEAAAAAMAilGwAAAAAAg1C6AQAAAAAwCKUbAAAAAACDULoBAAAAADAIpRsAAAAAAINQugEAAAAAMAilGwAAAAAAg1C6AQAAAAAwCKUbAAAAAACDULoBAAAAADAIpRsAAAAAAINQugEAAAAAMAilGwAAAAAAg1C6AQAAAAAwCKUbAAAAAACDULoBAAAAADAIpRsAAAAAAINQugEAAAAAMAilGwAAAAAAg1C6AQAAAAAwCKUbAAAAAACDULoBAAAAADAIpRsAAAAAAINQugEAAAAAMAilGwAAAAAAg2QyOwAA4PGr9PZCsyNkCHsmdjI7AgAAeMJxphsAAAAAAINQugEAAAAAMAilGwAAAAAAg1C6AQAAAAAwCKUbAAAAAACDULoBAAAAADAIpRsAAAAAAINQugEAAAAAMAilGwAAAAAAg1C6AQAAAAAwCKUbAAAAAACDULoBAAAAADAIpRsAAAAAAINQugEAAAAAMAilGwAAAAAAg1C6AQAAAAAwCKUbAAAAAACDpLl0d+rUSdeuXbMt79u3TwkJCYaEAgAAAAAgI8iU1h0XL16sSZMmydvbW5L03HPP6bffflNgYKBh4QAAyEgqvb3Q7AgZxp6JncyOAABAmqT5TLfVan3gMgAAAAAAsMc13QAAAAAAGCTNw8sl6eDBgzp79qykO2e6Dx8+rOvXr9vtU7Zs2ceXDgAAAACAJ9gjle66devaDStv1qyZJMlischqtcpisSgpKenxJgQAAAAA4AmV5tIdFRVlZI77OnXqlAYPHqy1a9fqxo0beuqpp/TZZ5+pUqVKpuQBAAAAACCt0ly6CxcubGSOVF26dEnVq1dX7dq1tXbtWuXOnVvHjh2Tj49PumcBAAAAAOBRpbl079+/P037Pc5rusePHy9/f3/Nnz/fti4gIOCxvT4AAAAAAEZKc+kuX778Q/d53Nd0f/PNN2rYsKFefvllbd26VQUKFFCvXr30+uuvP7b3AAAAAADAKGku3Xv27JGfn5+RWVI4fvy4Zs6cqYEDB+qdd97Rzp071bdvX7m7u6tTp06pPufWrVu6deuWbfnq1avpFRcAAAAAADtpLt2VKlVShQoV9Nprr6l9+/bKnj27kbkkScnJyQoODtaYMWMkSRUqVNAff/yhmTNn3rd0jx07VqGhoYZnAwAAAADgYVzSuuP27dtVsWJFDRkyRPny5VPHjh21efNmI7MpX758Kl26tN26UqVKKTo6+r7PGTp0qK5cuWJ7xMTEGJoRAAAAAID7SXPprlq1qubMmaOzZ89q5syZ+uuvv1SvXj0VLVpUH3zwgf7666/HHq569eo6cuSI3brIyMgHzqTu7u6ubNmy2T0AAAAAADBDmkv3XR4eHurcubO2bNmiyMhItWvXTrNnz1aRIkXUpEmTxxpuwIAB+uWXXzRmzBj9+eef+uKLL/Tpp5+qd+/ej/V9AAAAAAAwQpqv6U5N0aJFNWTIEPn7++udd97RunXrHlcuSdIzzzyjr776SkOHDtWoUaNUpEgRffTRR+rQocNjfR8AAODcKr290OwIGcKeianPuQMAzuxfl+6tW7dq3rx5WrFihVxdXdWmTRt169btcWaTJDVr1kzNmjV77K8LAAAAAIDRHql0x8TEaMGCBVqwYIGioqJUrVo1TZs2TW3atJGnp6dRGQEAAAAAeCKluXTXr19fmzdvVq5cudSpUyeFhISoRIkSRmYDAAAAAOCJlubS7eHhoRUrVqhZs2ZydXU1MhMAAAAAABlCmkv3N998Y2QOAAAAAAAynEe+ZRgAAAAAAEgbSjcAAAAAAAahdAMAAAAAYBBKNwAAAAAABqF0AwAAAABgEEo3AAAAAAAGoXQDAAAAAGAQSjcAAAAAAAahdAMAAAAAYBBKNwAAAAAABqF0AwAAAABgEEo3AAAAAAAGoXQDAAAAAGAQSjcAAAAAAAahdAMAAAAAYBBKNwAAAAAABqF0AwAAAABgEEo3AAAAAAAGoXQDAAAAAGAQSjcAAAAAAAahdAMAAAAAYBBKNwAAAAAABslkdgAAAADgfiq9vdDsCBnCnomdzI4AOC3OdAMAAAAAYBBKNwAAAAAABqF0AwAAAABgEEo3AAAAAAAGoXQDAAAAAGAQSjcAAAAAAAahdAMAAAAAYBBKNwAAAAAABqF0AwAAAABgEEo3AAAAAAAGoXQDAAAAAGAQSjcAAAAAAAahdAMAAAAAYBBKNwAAAAAABqF0AwAAAABgEEo3AAAAAAAGoXQDAAAAAGAQSjcAAAAAAAahdAMAAAAAYBBKNwAAAAAABqF0AwAAAABgEEo3AAAAAAAGoXQDAAAAAGAQSjcAAAAAAAahdAMAAAAAYBBKNwAAAAAABnmiSvfYsWNlsVjUv39/s6MAAAAAAPBQT0zp3rVrlz799FOVLVvW7CgAAAAAAKTJE1G6r1+/rg4dOmjOnDny9fU1Ow4AAAAAAGnyRJTu3r17q2nTpqpXr95D971165auXr1q9wAAAAAAwAyZzA7wMOHh4YqIiNCuXbvStP/YsWMVGhpqcCoAAAAAAB7Ooc90x8TEqF+/flq0aJGyZMmSpucMHTpUV65csT1iYmIMTgkAAAAAQOoc+kz3nj17dP78eVWqVMm2LikpSdu2bdP06dN169Ytubq62j3H3d1d7u7u6R0VAAAAAIAUHLp0161bVwcOHLBb17VrV5UsWVKDBw9OUbgBAAAAAHAkDl26vb299fTTT9ut8/T0VI4cOVKsBwAAAADA0Tj0Nd0AAAAAADzJHPpMd2q2bNlidgQAAAAAANKEM90AAAAAABiE0g0AAAAAgEEo3QAAAAAAGITSDQAAAACAQSjdAAAAAAAYhNINAAAAAIBBKN0AAAAAABiE0g0AAAAAgEEo3QAAAAAAGITSDQAAAACAQSjdAAAAAAAYhNINAAAAAIBBKN0AAAAAABiE0g0AAAAAgEEo3QAAAAAAGITSDQAAAACAQSjdAAAAAAAYhNINAAAAAIBBKN0AAAAAABiE0g0AAAAAgEEo3QAAAAAAGITSDQAAAACAQSjdAAAAAAAYhNINAAAAAIBBKN0AAAAAABiE0g0AAAAAgEEo3QAAAAAAGITSDQAAAACAQSjdAAAAAAAYhNINAAAAAIBBKN0AAAAAABiE0g0AAAAAgEEo3QAAAAAAGITSDQAAAACAQSjdAAAAAAAYhNINAAAAAIBBKN0AAAAAABiE0g0AAAAAgEEo3QAAAAAAGITSDQAAAACAQSjdAAAAAAAYhNINAAAAAIBBKN0AAAAAABiE0g0AAAAAgEEo3QAAAAAAGITSDQAAAACAQSjdAAAAAAAYhNINAAAAAIBBKN0AAAAAABiE0g0AAAAAgEEo3QAAAAAAGITSDQAAAACAQSjdAAAAAAAYxKFL99ixY/XMM8/I29tbuXPnVsuWLXXkyBGzYwEAAAAAkCYOXbq3bt2q3r1765dfftGGDRuUmJioBg0aKC4uzuxoAAAAAAA8VCazAzzI999/b7c8f/585c6dW3v27NHzzz9vUioAAAAAANLGoUv3P125ckWS5Ofnd999bt26pVu3btmWr169anguAAAAAABS49DDy+9ltVo1cOBA1ahRQ08//fR99xs7dqyyZ89ue/j7+6djSgAAAAAA/r8npnS/8cYb2r9/v5YsWfLA/YYOHaorV67YHjExMemUEAAAAAAAe0/E8PI+ffrom2++0bZt21SwYMEH7uvu7i53d/d0SgYAAAAAwP05dOm2Wq3q06ePvvrqK23ZskVFihQxOxIAAAAAAGnm0KW7d+/e+uKLL/T111/L29tbZ8+elSRlz55dHh4eJqcDAAAAAODBHPqa7pkzZ+rKlSuqVauW8uXLZ3t8+eWXZkcDAAAAAOChHPpMt9VqNTsCAAAAAAD/mkOf6QYAAAAA4ElG6QYAAAAAwCCUbgAAAAAADELpBgAAAADAIJRuAAAAAAAMQukGAAAAAMAglG4AAAAAAAxC6QYAAAAAwCCUbgAAAAAADELpBgAAAADAIJRuAAAAAAAMQukGAAAAAMAglG4AAAAAAAxC6QYAAAAAwCCUbgAAAAAADJLJ7AAAAAAAniyV3l5odoQMYc/ETmZHQDrgTDcAAAAAAAahdAMAAAAAYBBKNwAAAAAABqF0AwAAAABgEEo3AAAAAAAGoXQDAAAAAGAQSjcAAAAAAAbhPt0AAAAAkEFwD/XH43HeQ50z3QAAAAAAGITSDQAAAACAQSjdAAAAAAAYhNINAAAAAIBBKN0AAAAAABiE0g0AAAAAgEEo3QAAAAAAGITSDQAAAACAQSjdAAAAAAAYhNINAAAAAIBBKN0AAAAAABiE0g0AAAAAgEEo3QAAAAAAGITSDQAAAACAQSjdAAAAAAAYhNINAAAAAIBBKN0AAAAAABiE0g0AAAAAgEEo3QAAAAAAGITSDQAAAACAQSjdAAAAAAAYhNINAAAAAIBBKN0AAAAAABiE0g0AAAAAgEEo3QAAAAAAGITSDQAAAACAQSjdAAAAAAAYhNINAAAAAIBBnojSPWPGDBUpUkRZsmRRpUqV9OOPP5odCQAAAACAh3L40v3ll1+qf//+evfdd7V3714999xzaty4saKjo82OBgAAAADAAzl86Z48ebK6deum1157TaVKldJHH30kf39/zZw50+xoAAAAAAA8kEOX7tu3b2vPnj1q0KCB3foGDRro559/NikVAAAAAABpk8nsAA9y4cIFJSUlKU+ePHbr8+TJo7Nnz6b6nFu3bunWrVu25StXrkiSrl69+tD3S7p14z+kxV1p+V4/Kj6bx+NxfzZ8Lo8HPzOOi58Zx8Vn45j4+8xx8TPjmPiZcVxp+Wzu7mO1Wh+4n8X6sD1MdPr0aRUoUEA///yzqlatalv/wQcf6PPPP9fhw4dTPGfkyJEKDQ1Nz5gAAAAAACcVExOjggUL3ne7Q5/pzpkzp1xdXVOc1T5//nyKs993DR06VAMHDrQtJycnKzY2Vjly5JDFYjE0r9GuXr0qf39/xcTEKFu2bGbHwT34bBwTn4vj4rNxXHw2jonPxXHx2TgmPhfHlZE+G6vVqmvXril//vwP3M+hS7ebm5sqVaqkDRs2qFWrVrb1GzZs0AsvvJDqc9zd3eXu7m63zsfHx8iY6S5btmxP/P+gGRWfjWPic3FcfDaOi8/GMfG5OC4+G8fE5+K4Mspnkz179ofu49ClW5IGDhyoV199VcHBwapatao+/fRTRUdHq0ePHmZHAwAAAADggRy+dLdt21YXL17UqFGjdObMGT399NNas2aNChcubHY0AAAAAAAeyOFLtyT16tVLvXr1MjuG6dzd3TVixIgUw+dhPj4bx8Tn4rj4bBwXn41j4nNxXHw2jonPxXE542fj0LOXAwAAAADwJHMxOwAAAAAAABkVpRsAAAAAAINQuoFHYLVadfLkSd24ccPsKAAAAACeAJRu4BFYrVYVL15cf/31l9lRkAoOigDIyC5fvmx2BADAv0DpdlAJCQmqXbu2IiMjzY6Ce7i4uKh48eK6ePGi2VGQCg6KAMgoxo8fry+//NK23KZNG+XIkUMFChTQvn37TEwGAHhUT8Qtw5xR5syZ9fvvv8tisZgdBf8wYcIEvf3225o5c6aefvpps+PgHvceFClevLjZcZCKy5cva+fOnTp//rySk5PttnXq1MmkVM6tVatWqf5bY7FYlCVLFhUrVkzt27dXiRIlTEjnvGbPnq1FixZJkjZs2KANGzZo7dq1Wrp0qd5++22tX7/e5ITO7caNG7JarcqaNask6eTJk/rqq69UunRpNWjQwOR0ABwNtwxzYG+++aYyZ86scePGmR0F9/D19VV8fLwSExPl5uYmDw8Pu+2xsbEmJYMkfffddxo3bhwHRRzQt99+qw4dOiguLk7e3t52Rc9isfCzY5IuXbpo1apV8vHxUaVKlWS1WrV3715dvnxZDRo00L59+3TixAlt3LhR1atXNzuu0/Dw8FBkZKT8/f3Vr18/3bx5U7Nnz1ZkZKQqV66sS5cumR3RqTVo0ECtW7dWjx49dPnyZZUsWVKZM2fWhQsXNHnyZPXs2dPsiE6rQoUKDz2Q2KVLF9WuXduEdM4rIiJCmTNnVlBQkCTp66+/1vz581W6dGmNHDlSbm5uJic0Fme6Hdjt27c1d+5cbdiwQcHBwfL09LTbPnnyZJOSObePPvrI7Ah4gI4dOyo+Pl7lypXjoIiDefPNNxUSEqIxY8bYzg7BfHnz5lX79u01ffp0ubjcueosOTlZ/fr1k7e3t8LDw9WjRw8NHjxYP/30k8lpnYevr69iYmLk7++v77//XqNHj5Z05zKapKQkk9MhIiJCU6ZMkSQtX75cefLk0d69e7VixQoNHz6c0m2iRo0aaebMmQoKCtKzzz4rq9Wq3bt3a//+/erSpYsOHjyoevXqaeXKlXrhhRfMjus0unfvriFDhigoKEjHjx/XK6+8olatWmnZsmWKj4/P8L9fc6bbgT3oCJzFYtGmTZvSMQ3wZAgLC3vg9s6dO6dTEvyTp6enDhw4oMDAQLOj4B65cuXS9u3b9dRTT9mtj4yMVLVq1XThwgUdOHBAzz33HBN5paM33nhDq1evVvHixbV3716dOHFCXl5e+vLLLzV+/HhFRESYHdGpZc2aVYcPH1ahQoXUpk0blSlTRiNGjFBMTIxKlCih+Ph4syM6rddff12FChXSsGHD7NaPHj1aJ0+e1Jw5czRixAh999132r17t0kpnU/27NkVERGhokWLavz48dq0aZPWrVun7du365VXXlFMTIzZEQ3FmW4HtnnzZrMj4D6Sk5P1559/pnpd6vPPP29SKkiUakfWsGFD7d69m9LtYBITE3X48OEUpfvw4cO2M6pZsmRhjpF0NmXKFAUEBCgmJkYTJkyQl5eXJOnMmTPq1auXyelQrFgxrVq1Sq1atdK6des0YMAASdL58+eVLVs2k9M5t6VLl2rPnj0p1r/yyiuqVKmS5syZo3bt2jFiNJ1ZrVbb78w//PCDmjVrJkny9/fXhQsXzIyWLijdT4A///xTx44d0/PPPy8PDw9ZrVZ++THRL7/8ovbt2+vkyZP650ARi8XCsD8HcOzYMc2fP1/Hjh3Txx9/rNy5c+v777+Xv7+/ypQpY3Y8p9W0aVO9/fbbOnjwoIKCgpQ5c2a77S1atDApmXN79dVX1a1bN73zzjt65plnZLFYtHPnTo0ZM8Y2ud3WrVv52UlnmTNn1ltvvZViff/+/dM/DFIYPny42rdvrwEDBqhu3bqqWrWqJGn9+vWqUKGCyemcW5YsWfTzzz+rWLFidut//vlnZcmSRdKdkyfu7u5mxHNawcHBGj16tOrVq6etW7dq5syZkqSoqCjlyZPH5HTGY3i5A7t48aLatGmjzZs3y2Kx6OjRowoMDFS3bt3k4+OjDz/80OyITql8+fJ66qmnFBoaqnz58qU4AJI9e3aTkkG6Uw4aN26s6tWra9u2bTp06JACAwM1YcIE7dy5U8uXLzc7otO6e71wajhgZZ6kpCSNGzdO06dP17lz5yRJefLkUZ8+fTR48GC5uroqOjpaLi4uKliwoMlpnUtkZKS2bNmS6qiq4cOHm5QKd509e1ZnzpxRuXLlbH+/7dy5U9myZVPJkiVNTue8Ro8erTFjxuj111+3O5A4d+5cvfPOO3r33Xc1ZcoUrVmzRhs2bDA7rtPYv3+/OnTooOjoaA0cOFAjRoyQJPXp00cXL17UF198YXJCY1G6HVinTp10/vx5zZ07V6VKldK+ffsUGBio9evXa8CAAfrjjz/MjuiUPD09tW/fvhRHUOEYqlatqpdfflkDBw6Ut7e37edm165datmypU6dOmV2RMBhXb16VZIYHusA5syZo549eypnzpzKmzdvitn+uaYbuL/Fixdr+vTpOnLkiCSpRIkS6tOnj9q3by/pzi3f7s5mDnPdvHlTrq6uKUa/ZTSUbgeWN29erVu3TuXKlbMrD1FRUQoKCtL169fNjuiU6tSpo0GDBqlRo0ZmR0EqvLy8dODAARUpUsTu5+bEiRMqWbKkbt68aXZE6M4/svyyA9xf4cKF1atXLw0ePNjsKEhFXFycxo0bp40bN6Y6EuH48eMmJQMc2549e3To0CFZLBaVKlVKFStWNDtSuuCabgcWFxeX6m11Lly4wHUo6Wz//v22P/fp00dvvvmmzp49m+p1qWXLlk3veLiHj4+Pzpw5oyJFitit37t3rwoUKGBSKkh3hjGPGTNGs2bN0rlz5xQZGanAwEANGzZMAQEB6tatm9kRndby5cu1dOlSRUdH6/bt23bbOKNqjkuXLunll182Owbu47XXXtPWrVv16quvpnqpGQB758+fV9u2bbV161b5+PjIarXqypUrql27tsLDw5UrVy6zIxqK0u3Ann/+eS1cuFDvv/++pDvDyZKTkzVx4sQH3k4Mj1/58uVlsVjsJk4LCQmx/fnuNq5LNV/79u01ePBgLVu2zPYzs337dr311lu2SaFgjg8++EBhYWGaMGGCXn/9ddv6oKAgTZkyhdJtkqlTp+rdd99V586d9fXXX6tr1646duyYdu3apd69e5sdz2m9/PLLWr9+vXr06GF2FKRi7dq1+u6771S9enWzo0CSn5+fIiMjlTNnTvn6+j7wIEhsbGw6JsNdffr00bVr1/THH3+oVKlSkqSDBw+qc+fO6tu3r5YsWWJyQmMxvNyBHTx4ULVq1VKlSpW0adMmtWjRQn/88YdiY2O1fft2FS1a1OyITuPkyZNp3rdw4cIGJsHDJCQkqEuXLgoPD5fValWmTJmUlJSk9u3ba8GCBXJ1dTU7otMqVqyYZs+erbp169oN/T98+LCqVq2qS5cumR3RKZUsWVIjRoxQu3bt7D6X4cOHKzY2VtOnTzc7olMaO3asJk+erKZNm6Y6qqpv374mJYMkFSlSRGvWrLGVB5grLCxMr7zyitzd3RUWFvbAfbm1qDmyZ8+uH374Qc8884zd+p07d6pBgwa6fPmyOcHSCaXbwZ09e1YzZ87Unj17lJycrIoVK6p3797Kly+f2dEAh3b8+HFFREQoOTlZFSpUUPHixc2O5PQ8PDx0+PBhFS5c2K7cHTx4UM8++yzzVJgka9asOnTokAoXLqzcuXNrw4YNKleunI4ePaoqVaro4sWLZkd0Sv+8ROZeFouFa4ZNtmjRIn399dcKCwtL9VJAAPa8vb31448/qnz58nbr9+7dq5o1a9om8syoGF7uwKKjo+Xv76/Q0NBUtxUqVMiEVLjr4MGDqV7/yL2GzTVq1Ci99dZbCgwMVGBgoG39jRs3NHHiRG6zY6IyZcroxx9/TDEaZNmyZdzX1kR58+bVxYsXVbhwYRUuXFi//PKLypUrp6ioKHFc3jxRUVFmR8ADfPjhhzp27Jjy5MmjgICAFCMRmAshfT1KYePuDOaoU6eO+vXrpyVLlih//vySpFOnTtnudZ/RUbodWJEiRXTmzBnlzp3bbv3FixdVpEgRrh02yfHjx9WqVSsdOHDA7jrvu9cP8bmYKzQ0VD169Ehx5iE+Pl6hoaGUbhONGDFCr776qk6dOqXk5GStXLlSR44c0cKFC7V69Wqz4zmtOnXq6Ntvv1XFihXVrVs3DRgwQMuXL9fu3bvVunVrs+MBDqlly5ZmR8A9fHx80jyZHb+nmWP69Ol64YUXFBAQIH9/f1ksFkVHRysoKEiLFi0yO57hGF7uwFxcXHTu3LkUs/mdPHlSpUuXVlxcnEnJnFvz5s3l6uqqOXPmKDAwUDt37tTFixf15ptvatKkSXruuefMjujU7vdzs2nTJrVt21Z///23SckgSevWrdOYMWPsLpkZPny4GjRoYHY0p5WcnKzk5GRlynTnOPzSpUv1008/qVixYurRo4fc3NxMTug8Bg4cqPfff1+enp4aOHDgA/edPHlyOqUCHN/WrVttfz5x4oSGDBmiLl26qGrVqpKkHTt2KCwsTGPHjuWabpNt2LBBhw8fltVqVenSpVWvXj2zI6ULSrcDuvsP7ccff6zXX3/d7oxdUlKSfv31V7m6umr79u1mRXRqOXPm1KZNm1S2bFllz55dO3fuVIkSJbRp0ya9+eab2rt3r9kRndLd2UqvXLmibNmy2R3xTkpK0vXr19WjRw998sknJqYEHEtiYqI++OADhYSEyN/f3+w4Tq927dr66quv5OPj89C7lGzevDmdUgFPlrp16+q1115Tu3bt7NZ/8cUX+vTTT7VlyxZzgsGpUbod0N1/aLdu3aqqVavanWVwc3NTQECA3nrrLSaGMomvr6/27NmjwMBAFS1aVHPnzlXt2rV17NgxBQUFKT4+3uyITiksLExWq1UhISH66KOPlD17dtu2uz83d494w1y7d+/WoUOHZLFYVKpUKVWqVMnsSE7Ny8tLv//+uwICAsyOAjg0bkv1ZMiaNav27duX4vfkyMhIlS9fnt/T0tHUqVPTvG9GvyMD13Q7oLtHr7t27aqPP/6YCR8czNNPP639+/crMDBQlStX1oQJE+Tm5qZPP/3UbuIupK+7w8WKFCmiatWqpZjUBub766+/1K5dO23fvl0+Pj6SpMuXL6tatWpasmQJZ1pNUq9ePW3ZskVdunQxOwrusXDhQj3zzDMpbkl18+ZNLV26VJ06dTIpmfOaMmWKvL29bX9O6zXESF/+/v6aNWuWPvzwQ7v1s2fP5t+ZdDZlypQ07WexWDJ86eZMN/CI1q1bp7i4OLVu3VrHjh1T8+bNdfjwYeXIkUPh4eFOMQOjo2HW0idDgwYNdPXqVYWFhalEiRKSpCNHjigkJESenp5av369yQmd0+zZszVy5Eh16NBBlSpVkqenp9127shgDhcXF3l6emrBggV68cUXbevPnTun/PnzMxkUcB9r1qzRiy++qKJFi6pKlSqSpF9++UXHjh3TihUr1KRJE5MTwhlRuh3Mo8wUu3LlSgOT4FHExsY+dKgZjOPi4vLQ773VapXFYuEXVRN5eHjo559/TnF7sIiICFWvXl03btwwKZlzc3Fxue82fmbM4+LiokmTJum9997ToEGDNHLkSEmUbkdRp04d1axZUyNGjLBbf+nSJb344ovatGmTSckg3RlZNWPGDLsJu3r06MGZbgeSlJSkAwcOqHDhwvL19TU7juEYXu5g7r0OFY4lLQdEMmXKpLx586p+/fpq3rx5OqSClPYJhZjkzlyFChVSQkJCivWJiYkqUKCACYkg3Zm9HI6pY8eOqlatmlq1aqXff/9dn3/+udmR8H+2bNmiAwcOaO/evVq8eLFthMjt27ftZtKGOQoWLKgxY8aYHQP36N+/v4KCgtStWzclJSXp+eef144dO5Q1a1atXr1atWrVMjuioTjTDaRR165dH7pPcnKyzp8/r61bt+qtt97SqFGj0iEZHuTKlStavHix5s6dq3379nF2yERff/21xowZo08++USVKlWSxWLR7t271adPHw0ePJj73ppk4cKFatu2rdzd3e3W3759W+Hh4Vw7bBJXV1edOXNGuXPnVnR0tFq0aCGLxaJZs2apWrVq/F1mMhcXF+3du1fdu3dXXFycvv32WwUEBDASwUFcvnxZO3fu1Pnz51McWOTvNHMULFhQq1atUnBwsFatWqXevXtr8+bNWrhwoTZv3pzh78pE6QYM8N1336lnz56Kjo42O4rT2rRpk+bNm6eVK1eqcOHCevHFF/Xiiy+mGNoMY/3zsou4uDglJiba7gl998+enp7M9muSe8vdvS5evKjcuXNTHkzi4uKis2fP2j6X+Ph4dejQQRs3blRcXByfi8nufj7Zs2dXSEiI1q9fr2XLlqlUqVKUbpN9++236tChg+Li4uTt7W33b5DFYuHfGpNkyZJFf/75pwoWLKj//e9/ypo1qz766CNFRUWpXLlyjzQ/z5OI4eUObvny5Vq6dKmio6N1+/Ztu20REREmpcLDVK9eXcHBwWbHcDp//fWXFixYoHnz5ikuLk5t2rRRQkKCVqxYodKlS5sdzyl99NFHZkfAQ9yd7+Cf/vrrLy55MtGIESPk5eVlW86aNau++uorjRgxQtu2bTMxGSTZfmbc3d21ePFijR49Wo0aNdLgwYNNToY333xTISEhGjNmjLJmzWp2HPyfPHny6ODBg8qXL5++//57zZgxQ9KdA4qurq4mpzMepduBTZ06Ve+++646d+6sr7/+Wl27dtWxY8e0a9cu9e7d2+x4eAAfHx8muktnTZo00U8//aRmzZpp2rRpatSokVxdXTVr1iyzozm1u7dyg+OpUKGCLBaLLBaL6tataxt9IN2Z4CYqKkqNGjUyMaHzqVixojZu3PjAiTlDQ0PTORVS88+Bou+9955KlSrF33kO4NSpU+rbty+F28F07dpVbdq0Ub58+WSxWFS/fn1J0q+//qqSJUuanM54lG4HNmPGDH366adq166dwsLCNGjQIAUGBmr48OEMjQH+Yf369erbt6969uyp4sWLmx0HD3Hjxo0Uk6pxO7f0dfca+t9++00NGza0O6vq5uamgIAAu1tVwXiHDh1SXFycfH19FRoaqp49e1IcHFRUVJRy5cplt+7FF19UyZIltXv3bpNSQZIaNmyo3bt3KzAw0OwouMfIkSP19NNPKyYmRi+//LJtHhFXV1cNGTLE5HTGo3Q7sOjoaFWrVk3SnVvtXLt2TZL06quvqkqVKpo+fbqZ8QCH8uOPP2revHkKDg5WyZIl9eqrr6pt27Zmx8I94uLiNHjwYC1dulQXL15MsZ1rINPX3VsdBQQEqG3btsqSJYvJiVC+fHl17dpVNWrUkNVq1cSJE+0Ohtxr+PDh6ZwO9woNDdXHH38sb29vu/UBAQH68MMPOeNtoqZNm+rtt9/WwYMHFRQUpMyZM9ttb9GihUnJnNv9Ju1s166dwsPDTUqVfphIzYEFBgZq+fLlqlixop555hm99tpr6t69u9avX69XXnmFs91AKuLj4xUeHq558+Zp586dSkpK0uTJkxUSEpLilyOkr7szlY4aNUqdOnXSJ598olOnTmn27NkaN26cOnToYHZEwFRHjhzRiBEjdOzYMUVERKh06dJ2w/7vslgszOtisvtNQHjhwgXlzZtXiYmJJiWDi4vLfbdZLBYO8JrE2SftpHQ7sNdee03+/v4aMWKEZs2apYEDB6p69eravXu3Wrdurc8++8zsiIBDO3LkiD777DN9/vnnunz5surXr69vvvnG7FhOq1ChQlq4cKFq1aqlbNmyKSIiQsWKFdPnn3+uJUuWaM2aNWZHdBp+fn6KjIxUzpw5H3j9sCQO8Jrkn7OXwzFcvXpVVqtVvr6+Onr0qN0Q86SkJH377bcaMmSITp8+bWJKwPG4uLjo3LlzKS7L2Ldvn2rXrp3h/61heLkD+/TTT233FuzRo4f8/Pz0008/qXnz5urRo4fJ6QDHV6JECU2YMEFjx47Vt99+q3nz5pkdyanFxsaqSJEiku5cv333H9gaNWqoZ8+eZkZzOlOmTLGN/GCGecf0z3sLwzH4+PjYJiB86qmnUmy3WCxMdudAbt68yaUzJmPSzjs40w0ASBdly5bVtGnTVLNmTTVo0EBly5bVpEmTNHXqVE2YMEF//fWX2REBU33zzTdq3LixMmfO/NBROVyXao6tW7fKarWqTp06WrFihfz8/Gzb3NzcVLhwYeXPn9/EhEhKStKYMWM0a9YsnTt3TpGRkQoMDNSwYcMUEBCgbt26mR3Rqdw9CBUaGqo333zzvpN2urm5mRUxXVC6Hdj3338vLy8v1ahRQ5L0ySefaM6cOSpdurQ++eQT+fr6mpwQANJuypQpcnV1Vd++fbV582Y1bdpUSUlJSkxM1OTJk9WvXz+zIzqtY8eOaf78+Tp27Jg+/vhj5c6dW99//738/f1VpkwZs+M5jXuHlHNdqmM7cuSIihcvnurndOHCBeXMmdOEVJCkUaNGKSwsTKNGjdLrr7+u33//XYGBgVq6dKmmTJmiHTt2mB3RKYWFhTn1pJ2UbgcWFBSk8ePHq0mTJjpw4ICCg4P15ptvatOmTSpVqpTmz59vdkQA+Neio6O1e/duFS1aVOXKlTM7jtPaunWrGjdurOrVq2vbtm06dOiQAgMDNWHCBO3cuVPLly83OyLgcFq2bKmVK1emKN3nzp1T3bp19fvvv5uUDMWKFdPs2bNVt25deXt7a9++fQoMDNThw4dVtWpVXbp0yeyIcEL3P4wK00VFRal06dKSpBUrVqh58+YaM2aMZsyYobVr15qcDgD+m0KFCql169YUbpMNGTJEo0eP1oYNG+yG99WuXZszQiZJSEhQ7dq1FRkZaXYU3MeZM2dSDFM+c+aMatWqpZIlS5qUCpJ06tQpFStWLMX65ORkJSQkmJDIefn5+enChQuSJF9fX/n5+d33kdExkZoDc3NzU3x8vCTphx9+UKdOnSTd+R/46tWrZkYDgH9l48aN2rhxo86fP59ioigmujPHgQMH9MUXX6RYnytXrlTvpw7jZc6cWb///vsDZ5WHudasWaPnn39eAwYM0JQpU3Tq1CnVqVNH5cqVc4p7DjuyMmXK6Mcff1ThwoXt1i9btkwVKlQwKZVzYtLO/4/S7cBq1Khhu03Yzp079eWXX0qSIiMjVbBgQZPTAcCjCQ0N1ahRoxQcHKx8+fJRKByEj4+Pzpw5Y5tZ/q69e/eqQIECJqVCp06d9Nlnn2ncuHFmR0EqcuTIoXXr1tnm3fnuu+9UsWJFLV68+IHX48N4I0aM0KuvvqpTp04pOTlZK1eu1JEjR7Rw4UKtXr3a7HhOpXPnzqn+2RlxTbcDi46OVq9evRQTE6O+ffvahjENGDBASUlJmjp1qskJASDt8uXLpwkTJujVV181OwruMWjQIO3YsUPLli3TU089pYiICJ07d06dOnVSp06dNGLECLMjOqU+ffpo4cKFKlasmIKDg+Xp6Wm3ffLkySYlw72OHj2qGjVqqH79+vr88885mOgg1q1bpzFjxmjPnj1KTk5WxYoVNXz4cDVo0MDsaE7NmSftpHQDANJFjhw5tHPnThUtWtTsKLhHQkKCunTpovDwcFmtVmXKlElJSUlq3769FixYIFdXV7MjOqXatWvfd5vFYtGmTZvSMQ2kO9ekplaq4+Pj5e7ubvezEhsbm57RAIfn7JN2Urod2P2u27ZYLHJ3d8/w97MDkLEMHjxYXl5eGjZsmNlRkIpjx45p7969Sk5OVoUKFVS8eHGzIwEOJSwsLM37OvtQWuCfqlatqpdfflkDBw60m1V+165datmypU6dOmV2RENRuh2Yi4vLA4cpFSxYUF26dNGIESO4fgiAQxo4cKDtz8nJyQoLC1PZsmVVtmxZZc6c2W5fhsua7+6vBAyRBe4vMTFRixcvVsOGDZU3b16z4+AfkpKSNGXKFC1dulTR0dG6ffu23XZGIZjDy8tLBw4cUJEiRexK94kTJ1SyZEndvHnT7IiGYiI1B7ZgwQK9++676tKli5599llZrVbt2rVLYWFheu+99/T3339r0qRJcnd31zvvvGN2XABIYe/evXbL5cuXlyTuYetgPvvsM02ZMkVHjx6VJBUvXlz9+/fXa6+9ZnIy57Zr1y4tW7Ys1eKwcuVKk1IhU6ZM6tmzpw4dOmR2FKQiNDRUc+fO1cCBAzVs2DC9++67OnHihFatWqXhw4ebHc9pOfuknZRuBxYWFqYPP/xQbdq0sa1r0aKFgoKCNHv2bG3cuFGFChXSBx98QOkG4JA2b95sdgQ8xLBhwzRlyhT16dNHVatWlSTt2LFDAwYM0IkTJzR69GiTEzqn8PBwderUSQ0aNNCGDRvUoEEDHT16VGfPnlWrVq3Mjuf0KleurL1796a4LRXMt3jxYs2ZM0dNmzZVaGio2rVrp6JFi6ps2bL65Zdf1LdvX7MjOqX27dtr8ODBWrZsmSwWi5KTk7V9+3a99dZbttsiZ2QML3dgWbNm1b59+1JcV3f06FGVK1dO8fHxioqKUpkyZWz38wYARxUSEqKPP/7Yds/Ou+Li4tSnTx/u022SnDlzatq0aWrXrp3d+iVLlqhPnz66cOGCScmcW9myZdW9e3f17t3bNhSzSJEi6t69u/Lly6fQ0FCzIzq1ZcuWaciQIRowYIAqVaqUYnb5smXLmpQMnp6eOnTokAoVKqR8+fLZbud2/PhxVahQQVeuXDE7olNy9kk7uRDYgRUsWFCfffZZivWfffaZ/P39JUkXL16Ur69vekcDgEcWFhamGzdupFh/48YNLVy40IREkO5c/xgcHJxifaVKlZSYmGhCIkh3JrZr2rSpJMnd3V1xcXGyWCwaMGCAPv30U5PToW3btoqKilLfvn1VvXp1lS9fXhUqVLD9F+YpWLCgzpw5I0kqVqyY1q9fL+nO5Rru7u5mRnNqmTNn1uLFixUZGamlS5dq0aJFOnz4sD7//PMMX7glhpc7tEmTJunll1/W2rVr9cwzz8hisWjXrl06fPiwbVr9Xbt2qW3btiYnBYD7u3r1qqxWq6xWq65du6YsWbLYtiUlJWnNmjXKnTu3iQmdW8eOHTVz5swUE9l9+umn6tChg0mp4Ofnp2vXrkmSChQooN9//11BQUG6fPkyo9scQFRUlNkRcB+tWrXSxo0bVblyZfXr10/t2rXTZ599pujoaA0YMMDseE6vaNGiCgwMlORck3YyvNzBnTx5UrNmzdKRI0dktVpVsmRJde/eXQEBAWZHA4A0edidGCwWi0JDQ/Xuu++mYyrndu+s8omJiVqwYIEKFSqkKlWqSJJ++eUXxcTEqFOnTpo2bZpZMZ3S3cswunfvruDgYA0cOFAffPCBPv74Y73wwgvasGGDKlasyERqQBr9+uuv2r59u4oVK6YWLVqYHcepOfOknZRuAIChtm7dKqvVqjp16mjFihXy8/OzbXNzc1PhwoWVP39+ExM6n9q1a6dpP4vFok2bNhmcBvdydXXVmTNnlClTJt28eVP58+dXcnKyJk2apJ9++knFihXTsGHDuLTMQRw8eDDV2eUpd+bZtm2bqlWrpkyZ7Af0JiYm6ueff9bzzz9vUjLndr9JO6dPn65+/fpl+Ek7Kd1PgPj4+FT/QmeSDgBPkpMnT6pQoUJONZwMeFQuLi46e/Ysl1w4uOPHj6tVq1Y6cOCALBZLinvcJyUlmRnPqd09cPXPn6GLFy8qd+7cfDYmcfZJO7mm24H9/fff6tq1q9auXZvqdv7SAPAkOXnypE6ePHnf7Zx9SH+JiYnKkiWLfvvtNz399NNmx8H/4cCU4+vXr5+KFCmiH374QYGBgdq5c6cuXryoN998U5MmTTI7nlOzWq2p/gxdvHgxxSzzSD/OPmknpduB9e/fX5cuXdIvv/yi2rVr66uvvtK5c+c0evRoffjhh2bHA4BHUqtWrRTr7v3FiAOJ6S9TpkwqXLgw33sH89RTTz20eMfGxqZTGqRmx44d2rRpk3LlyiUXFxe5uLioRo0aGjt2rPr27au9e/eaHdHptG7dWtKdf1e6dOliN1N5UlKS9u/fr2rVqpkVz+k5+6SdlG4HtmnTJn399dd65pln5OLiosKFC6t+/frKli2bxo4da7uVCAA8CS5dumS3nJCQoL1792rYsGH64IMPTEqF9957T0OHDtWiRYvsrreHeUJDQ5U9e3azY+ABkpKS5OXlJenOsNnTp0+rRIkSKly4sI4cOWJyOud092fGarXK29tbHh4etm1ubm6qUqWKXn/9dbPiOaV7J+20WCyaO3eu1q9fn+qknRkdpduBxcXF2a5H8fPz099//62nnnpKQUFBioiIMDkdADya1EpE/fr15e7urgEDBmjPnj0mpMLUqVP1559/Kn/+/CpcuHCK4Zf8e5P+XnnlFa7pdnBPP/209u/fr8DAQFWuXFkTJkyQm5ubPv30U9vtkJC+5s+fL0kKCAjQW2+9xVByB/DPER+VKlWSJB07dkySlCtXLuXKlUt//PFHumdLb5RuB1aiRAkdOXJEAQEBKl++vGbPnq2AgADNmjVL+fLlMzseADwWuXLl4syQiVq2bGl2BNyD67mfDO+9957i4uIkSaNHj1azZs303HPPKUeOHAoPDzc5nXMbNGiQ7p0n+uTJk/rqq69UunRpNWjQwMRkzmfz5s1mR3AYzF7uwBYvXqyEhAR16dJFe/fuVcOGDXXx4kW5ublpwYIFatu2rdkRASDN9u/fb7dstVp15swZjRs3TgkJCdq+fbtJyQDHwezlT67Y2Fj5+vpy4MRkDRo0UOvWrdWjRw9dvnxZJUqUkJubmy5cuKDJkyerZ8+eZkd0OkzaSel+osTHx+vw4cMqVKiQcubMaXYcAHgkLi4udrfWuatKlSqaN2+eSpYsaVIyAEibkJCQNO03b948g5PgfnLmzKmtW7eqTJkymjt3rqZNm6a9e/dqxYoVGj58uA4dOmR2RKdUtGhRrVy5UuXKlTM7iikYXu6gEhISVKJECa1evVqlS5eWJGXNmlUVK1Y0ORkA/DtRUVF2yy4uLsqVK5eyZMliUiJIdyaEmjJlipYuXaro6Gjdvn3bbjuzZAP/34IFC1S4cGFVqFAhxQFEOIb4+Hh5e3tLktavX6/WrVvLxcVFVapUeeBtK2EsZ5+0k9LtoDJnzqxbt24xRAnAE+/GjRvauHGjmjVrJkkaOnSobt26ZdueKVMmjRo1ivJtktDQUM2dO1cDBw7UsGHD9O677+rEiRNatWqVhg8fbnY8wKH06NFD4eHhOn78uEJCQtSxY0enLBCOrFixYlq1apVatWqldevWacCAAZKk8+fPK1u2bCanc17OPmknw8sd2Lhx43T48GHNnTtXmTJxfATAk2n27NlavXq1vv32W0mSt7e3ypQpY7udy+HDhzVo0CDbL0ZIX0WLFtXUqVPVtGlTeXt767fffrOt++WXX/TFF1+YHRFwKLdu3dLKlSs1b948/fzzz2ratKm6deumBg0acLLEASxfvlzt27dXUlKS6tSpow0bNkiSxo4dq23btmnt2rUmJ3ROoaGhD9w+YsSIdEpiDkq3A2vVqpU2btwoLy8vBQUFpTgitHLlSpOSAUDaPf/88xowYIBatWol6U7p3rdvn+22OosWLdInn3yiHTt2mBnTaXl6eurQoUMqVKiQ8uXLp++++04VK1bU8ePHVaFCBV25csXsiIDDOnnypBYsWKCFCxcqISFBBw8etN2/G+Y5e/aszpw5o3LlysnFxUWStHPnTmXLlo35Q2AKTp86MB8fH7344otmxwCA/yQyMlJPPfWUbTlLliy2X4Ik6dlnn1Xv3r3NiAZJBQsW1JkzZ1SoUCEVK1ZM69evV8WKFbVr1y65u7ubHQ9waBaLxTZBZHJystlx8H/y5s2rvHnzKiYmRhaLRQULFtSzzz5rdiw4MUq3A5s/f77ZEQDgP7ty5YrdJTJ///233fbk5GS7a7yRvu6OqqpcubL69eundu3a6bPPPlN0dDRD/oFU3Du8/KefflKzZs00ffp0NWrUyO6AIsyRmJio0NBQTZ06VdevX5ckeXl5qU+fPhoxYoQyZ85sckLn5OyTdlK6HVidOnW0cuVK+fj42K2/evWqWrZsqU2bNpkTDAAeQcGCBfX777+rRIkSqW7fv3+/ChYsmM6pcNe4ceNsf37ppZdUsGBB/fzzzypWrJhatGhhYjLA8fTq1Uvh4eEqVKiQunbtqvDwcOXIkcPsWLjHG2+8oa+++koTJkxQ1apVJUk7duzQyJEjdeHCBc2aNcvkhM7J2Sft5JpuB+bi4qKzZ88qd+7cduvPnz+vAgUKKCEhwaRkAJB2/fr10w8//KA9e/akmKH8xo0bCg4OVr169fTxxx+blBAA0sbFxUWFChVShQoVHjhpGvPumCd79uwKDw9X48aN7davXbtWr7zyCvNUmMTZJ+3kTLcD2r9/v+3PBw8e1NmzZ23LSUlJ+v7771WgQAEzogHAI3vnnXe0dOlSlShRQm+88YaeeuopWSwWHT58WNOnT1diYqLeeecds2M6tSNHjmjatGk6dOiQLBaLSpYsqT59+tx3dALgrDp16sQM5Q4uS5YsCggISLE+ICBAbm5u6R8Iku5MbhcUFCTpznD/uwc/mjVrpmHDhpkZLV1Quh1Q+fLlbRNz1KlTJ8V2Dw8PTZs2zYRkAPDo8uTJo59//lk9e/bUkCFDdHeAlcViUf369TVjxgzlyZPH5JTOa/ny5WrXrp2Cg4NtQzF/+eUXPf300/riiy/08ssvm5wQcBwLFiwwOwIeonfv3nr//fc1f/5822SQt27d0gcffKA33njD5HTOy9kn7WR4uQM6efKkrFarAgMDtXPnTuXKlcu2zc3NTblz55arq6uJCQHg34mNjdWff/4pSSpWrJj8/PxMToTAwEB17NhRo0aNsls/YsQIff755zp+/LhJyQAgbVq3bm23/MMPP8jd3V3lypWTJO3bt0+3b99W3bp1GfpvkiFDhihbtmx65513bAd7AwICbJN23ju/SEZE6XZQCQkJev311zV8+HDbvWwBAHjcsmbNqv3796tYsWJ2648ePapy5copPj7epGQAkDZdu3ZN877cHcgx/Prrr9q+fbvTTNpJ6XZgvr6+2rNnD6UbAGCYJk2a6OWXX07xS+v8+fMVHh6udevWmZQMAOBsmjZtqrlz5ypfvnxmR3msuKbbgbVs2VKrVq3SwIEDzY4CAMigWrRoocGDB2vPnj2qUqWKpDvXdC9btkyhoaH65ptv7PYFAMAo27Zt040bN8yO8dhxptuBffDBB5o0aZLq1q2rSpUqydPT02573759TUoGAMgoXFxc0rSfxWJRUlKSwWkA4NE97BZu94qIiDA4Df4Lb29v7du3L8ON9OVMtwObO3eufHx8tGfPHu3Zs8dum8VioXQDAP6z5ORksyMAwH/SsmVLsyMAD8SZbgAAnNCvv/6q2NhYNW7c2LZu4cKFGjFihOLi4tSyZUtNmzbNKW7lAgBwDBn1THfaxpTBVLdv39aRI0eUmJhodhQAQAYxcuRI7d+/37Z84MABdevWTfXq1dOQIUP07bffauzYsSYmBIB/5/Lly5o7d66GDh2q2NhYSXeGlZ86dcrkZHBWlG4HFh8fr27duilr1qwqU6aMoqOjJd25ljuj38sOAGCs3377TXXr1rUth4eHq3LlypozZ44GDhyoqVOnaunSpSYmBIBHt3//fj311FMaP368Jk2apMuXL0uSvvrqKw0dOtTccHBalG4HNnToUO3bt09btmxRlixZbOvr1aunL7/80sRkAIAn3aVLl5QnTx7b8tatW9WoUSPb8jPPPKOYmBgzogHAvzZw4EB16dJFR48etfv9uXHjxtq2bZuJyZxPxYoVdenSJUnSqFGjFB8f/9DnvPPOO/Lz8zM6WrqjdDuwVatWafr06apRo4bdjIylS5fWsWPHTEwGAHjS5cmTR1FRUZLuXMYUERGhqlWr2rZfu3ZNmTNnNiseAPwru3btUvfu3VOsL1CggM6ePWtCIud16NAhxcXFSZJCQ0N1/fr1hz5n6NCh8vHxMThZ+mP2cgf2999/K3fu3CnWx8XFpfm2CAAApKZRo0YaMmSIxo8fr1WrVilr1qx67rnnbNv379+vokWLmpgQAB5dlixZdPXq1RTrjxw5oly5cpmQyHmVL19eXbt2VY0aNWS1WjVp0iR5eXmluu/w4cPTOV36onQ7sGeeeUbfffed+vTpI0m2oj1nzhy7sxEAADyq0aNHq3Xr1qpZs6a8vLwUFhYmNzc32/Z58+apQYMGJiYEgEf3wgsvaNSoUbY5KSwWi6KjozVkyBC9+OKLJqdzLgsWLNCIESO0evVqWSwWrV27VpkypayfFoslw5dubhnmgH777TeVL19eO3bsUMOGDdWhQwctWLBA3bt31x9//KEdO3Zo69atqlSpktlRAQBPuCtXrsjLy0uurq5262NjY+Xl5WVXxAHA0V29elVNmjTRH3/8oWvXril//vw6e/asqlatqjVr1sjT09PsiE7JxcVFZ8+eTXUUrzOgdDsgFxcXVahQQa+99pqCgoI0Z84c7dmzR8nJyapYsaIGDx6soKAgs2MCAAAADmnTpk2KiIiw/f5cr149syPBiVG6HdCOHTs0b948LV26VAkJCWrdurVCQkJUp04ds6MBAAAAT5TLly9nyMm5niQLFy584PZOnTqlUxJzULod2I0bN7R06VLNnz9fP/74owICAhQSEqLOnTurYMGCZscDAAAAHMr48eMVEBCgtm3bSpLatGmjFStWKG/evFqzZo3KlStnckLn5Ovra7eckJCg+Ph4ubm5KWvWrIqNjTUpWfrglmEOzMPDQ507d9aWLVsUGRmpdu3aafbs2SpSpIiaNGlidjwAAADAocyePVv+/v6SpA0bNmjDhg1au3atGjdurLffftvkdM7r0qVLdo/r16/ryJEjqlGjhpYsWWJ2PMNxpvsJcv36dS1evFjvvPOOLl++rKSkJLMjAQAAAA7Dw8NDkZGR8vf3V79+/XTz5k3Nnj1bkZGRqly5si5dumR2RNxj9+7d6tixow4fPmx2FENxpvsJsHXrVnXu3Fl58+bVoEGD1Lp1a23fvt3sWAAAAIBD8fX1VUxMjCTp+++/t02gZrVaOWHlgFxdXXX69GmzYxiO+3Q7qJiYGC1YsEALFixQVFSUqlWrpmnTpqlNmzbc6gAAAABIRevWrdW+fXsVL15cFy9eVOPGjSXduSVvsWLFTE7nvL755hu7ZavVqjNnzmj69OmqXr26SanSD6XbAdWvX1+bN29Wrly51KlTJ4WEhKhEiRJmxwIAAAAc2pQpUxQQEKCYmBhNmDBBXl5ekqQzZ86oV69eJqdzXi1btrRbtlgsypUrl+rUqaMPP/zQnFDpiGu6HVCLFi3UrVs3NWvWTK6urmbHAQAAADKUpk2bau7cucqXL5/ZUeAEKN0AAAAAnIq3t7f27dunwMBAs6NkeAkJCSpRooRWr16t0qVLmx3HFEykBgAAAAAwRObMmXXr1i1ZLBazo5iG0g0AAAAAMEyfPn00fvx4JSYmmh3FFEykBgAAAAAwzK+//qqNGzdq/fr1CgoKSnE3ppUrV5qULH1QugEAAAAAhvHx8dGLL75odgzTMJEaAAAAAKfCRGpIT1zTDQAAAOCJVbFiRV26dEmSNGrUKMXHxz/0Oe+88478/PyMjoZ7JCYm6ocfftDs2bN17do1SdLp06d1/fp1k5MZjzPdAAAAAJ5YHh4eOnr0qAoWLChXV1edOXNGuXPnNjsW7nHy5Ek1atRI0dHRunXrliIjIxUYGKj+/fvr5s2bmjVrltkRDcU13QAAAACeWOXLl1fXrl1Vo0YNWa1WTZo0SV5eXqnuO3z48HROB0nq16+fgoODtW/fPuXIkcO2vlWrVnrttddMTJY+ONMNAAAA4Il15MgRjRgxQseOHVNERIRKly6tTJlSnlu0WCyKiIgwISFy5syp7du3q0SJEnbX0584cUKlS5dO0yUBTzLOdAMAAAB4YpUoUULh4eGSJBcXF23cuJHh5Q4mOTlZSUlJKdb/9ddf8vb2NiFR+mIiNQAAAAAZQnJyMoXbAdWvX18fffSRbdlisej69esaMWKEmjRpYl6wdMLwcgAAAAAZwsKFCx+4vVOnTumUBPc6ffq0ateuLVdXVx09elTBwcE6evSocuTIoR9//DHDHyihdAMAAADIEHx9fe2WExISFB8fLzc3N2XNmlWxsbEmJcONGze0ZMkSRUREKDk5WRUrVlSHDh3k4eFhdjTDMbwcAAAAQIZw6dIlu8f169d15MgR1ahRQ0uWLDE7ntO6ePGiPDw8FBISokGDBilnzpw6cuSIdu/ebXa0dMGZbgAAAAAZ2u7du9WxY0cdPnzY7ChO5cCBA2revLliYmJUvHhxhYeHq1GjRoqLi5OLi4vi4uK0fPlytWzZ0uyohuJMNwAAAIAMzdXVVadPnzY7htMZNGiQgoKCtHXrVtWqVUvNmjVTkyZNdOXKFV26dEndu3fXuHHjzI5pOM50AwAAAMgQvvnmG7tlq9WqM2fOaPr06fL399fatWtNSuaccubMqU2bNqls2bK6fv26smXLpp07dyo4OFiSdPjwYVWpUkWXL182N6jBuE83AAAAgAzhn8OULRaLcuXKpTp16ujDDz80J5QTi42NVd68eSVJXl5e8vT0lJ+fn227r6+vrl27Zla8dEPpBgAAAJAhJCcnmx0B/2CxWB647Awo3QAAAACeeAkJCSpRooRWr16t0qVLmx0H/6dLly5yd3eXJN28eVM9evSQp6enJOnWrVtmRks3lG4AAAAAT7zMmTPr1q1bTnkm1VF17tzZbrljx44p9unUqVN6xTENE6kBAAAAyBDGjRunw4cPa+7cucqUifOLcAyUbgAAAAAZQqtWrbRx40Z5eXkpKCjINoz5rpUrV5qUDM6Mwz8AAAAAMgQfHx+9+OKLZscA7HCmGwAAAAAAg7iYHQAAAAAAHpfExET98MMPmj17tu0e0KdPn9b169dNTgZnxZluAAAAABnCyZMn1ahRI0VHR+vWrVuKjIxUYGCg+vfvr5s3b2rWrFlmR4QT4kw3AAAAgAyhX79+Cg4O1qVLl+Th4WFbf3eCNcAMTKQGAAAAIEP46aeftH37drm5udmtL1y4sE6dOmVSKjg7znQDAAAAyBCSk5OVlJSUYv1ff/0lb29vExIBlG4AAAAAGUT9+vX10Ucf2ZYtFouuX7+uESNGqEmTJuYFg1NjIjUAAAAAGcLp06dVu3Ztubq66ujRowoODtbRo0eVI0cO/fjjj8qdO7fZEeGEKN0AAAAAMowbN25oyZIlioiIUHJysipWrKgOHTrYTawGpCdKNwAAAIAM4eLFi8qRI4ckKTo6WnPnztWNGzfUokULPffccyang7OidAMAAAB4oh04cEDNmzdXTEyMihcvrvDwcDVq1EhxcXFycXFRXFycli9frpYtW5odFU6IidQAAAAAPNEGDRqkoKAgbd26VbVq1VKzZs3UpEkTXblyRZcuXVL37t01btw4s2PCSXGmGwAAAMATLWfOnNq0aZPKli2r69evK1u2bNq5c6eCg4MlSYcPH1aVKlV0+fJlc4PCKXGmGwAAAMATLTY2Vnnz5pUkeXl5ydPTU35+frbtvr6+unbtmlnx4OQo3QAAAACeeBaL5YHLgFkymR0AAAAAAP6rLl26yN3dXZJ08+ZN9ejRQ56enpKkW7dumRkNTo5rugEAAAA80bp27Zqm/ebPn29wEiAlSjcAAAAAAAbhmm4AAAAAAAxC6QYAAAAAwCCUbgAAAAAADELpBgAAAADAIJRuAACcyMiRI1W+fPl0f98tW7bIYrHo8uXL6f7eAACYidINAICD6NKliywWi3r06JFiW69evWSxWNSlS5f0DwYAAP41SjcAAA7E399f4eHhunHjhm3dzZs3tWTJEhUqVOhfv67ValViYuLjiAgAAB4BpRsAAAdSsWJFFSpUSCtXrrStW7lypfz9/VWhQgXbOqvVqgkTJigwMFAeHh4qV66cli9fbtt+dzj3unXrFBwcLHd3d/34448p3i8qKkrFihVTz549lZycrAULFsjHx0erV69WiRIllDVrVr300kuKi4tTWFiYAgIC5Ovrqz59+igpKcn2OosWLVJwcLC8vb2VN29etW/fXufPn3/g1/rzzz/r+eefl4eHh/z9/dW3b1/FxcX9l28fAAAOh9INAICD6dq1q+bPn29bnjdvnkJCQuz2ee+99zR//nzNnDlTf/zxhwYMGKCOHTtq69atdvsNGjRIY8eO1aFDh1S2bFm7bb///ruqV6+ul19+WTNnzpSLy51fC+Lj4zV16lSFh4fr+++/15YtW9S6dWutWbNGa9as0eeff65PP/3UruTfvn1b77//vvbt26dVq1YpKirqgUPhDxw4oIYNG6p169bav3+/vvzyS/3000964403/u23DQAAh5TJ7AAAAMDeq6++qqFDh+rEiROyWCzavn27wsPDtWXLFklSXFycJk+erE2bNqlq1aqSpMDAQP3000+aPXu2atasaXutUaNGqX79+ineY8eOHWrWrJmGDh2qt956y25bQkKCZs6cqaJFi0qSXnrpJX3++ec6d+6cvLy8VLp0adWuXVubN29W27ZtJcnuoEBgYKCmTp2qZ599VtevX5eXl1eK9584caLat2+v/v37S5KKFy+uqVOnqmbNmpo5c6ayZMny77+BAAA4EEo3AAAOJmfOnGratKnCwsJktVrVtGlT5cyZ07b94MGDunnzZooyffv2bbsh6JIUHByc4vWjo6NVr149jR49WgMGDEixPWvWrLbCLUl58uRRQECAXXnOkyeP3fDxvXv3auTIkfrtt98UGxur5ORk23uVLl06xXvs2bNHf/75pxYvXmxbZ7ValZycrKioKJUqVeq+3x8AAJ4klG4AABxQSEiIbaj1J598YrftbqH97rvvVKBAAbtt7u7udsuenp4pXjtXrlzKnz+/wsPD1a1bN2XLls1ue+bMme2WLRZLquvu5oiLi1ODBg3UoEEDLVq0SLly5VJ0dLQaNmyo27dvp/r1JScnq3v37urbt2+Kbf9lwjgAABwNpRsAAAfUqFEjW2Ft2LCh3bbSpUvL3d1d0dHRdkPJ08rDw0OrV69WkyZN1LBhQ61fv17e3t7/Ouvhw4d14cIFjRs3Tv7+/pKk3bt3P/A5FStW1B9//KFixYr96/cFAOBJwERqAAA4IFdXVx06dEiHDh2Sq6ur3TZvb2+99dZbGjBggMLCwnTs2DHt3btXn3zyicLCwtL0+p6envruu++UKVMmNW7cWNevX//XWQsVKiQ3NzdNmzZNx48f1zfffKP333//gc8ZPHiwduzYod69e+u3337T0aNH9c0336hPnz7/OgcAAI6I0g0AgIPKli1biqHfd73//vsaPny4xo4dq1KlSqlhw4b69ttvVaRIkTS/vpeXl9auXSur1aomTZr869t15cqVSwsWLNCyZctUunRpjRs3TpMmTXrgc8qWLautW7fq6NGjeu6551ShQgUNGzZM+fLl+1cZAABwVBar1Wo1OwQAAAAAABkRZ7oBAAAAADAIpRsAAAAAAINQugEAAAAAMAilGwAAAAAAg1C6AQAAAAAwCKUbAAAAAACDULoBAAAAADAIpRsAAAAAAINQugEAAAAAMAilGwAAAAAAg1C6AQAAAAAwCKUbAAAAAACD/D+GIJGcG0HqpgAAAABJRU5ErkJggg==",
       "text/plain": [
        "<Figure size 1000x600 with 1 Axes>"
       ]
@@ -459,7 +592,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 29,
    "id": "8cf50a4e",
    "metadata": {},
    "outputs": [],
@@ -480,7 +613,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 30,
    "id": "71580cbd",
    "metadata": {},
    "outputs": [
@@ -488,7 +621,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "c:\\Users\\yann.MSI\\anaconda3\\lib\\site-packages\\sklearn\\linear_model\\_logistic.py:469: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
+      "c:\\Users\\yann\\anaconda3\\envs\\hft_ml\\Lib\\site-packages\\sklearn\\linear_model\\_logistic.py:469: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
       "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
       "\n",
       "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
@@ -508,7 +641,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1000x600 with 1 Axes>"
       ]
@@ -557,41 +690,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 31,
    "id": "df4f5ff2",
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "c:\\Users\\yann.MSI\\anaconda3\\lib\\site-packages\\statsmodels\\discrete\\discrete_model.py:1819: RuntimeWarning: overflow encountered in exp\n",
-      "  return 1/(1+np.exp(-X))\n",
-      "c:\\Users\\yann.MSI\\anaconda3\\lib\\site-packages\\statsmodels\\discrete\\discrete_model.py:1872: RuntimeWarning: divide by zero encountered in log\n",
-      "  return np.sum(np.log(self.cdf(q*np.dot(X,params))))\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Feature \"Alter\" mit p-value 0.1767 wird entfernt\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "c:\\Users\\yann.MSI\\anaconda3\\lib\\site-packages\\statsmodels\\discrete\\discrete_model.py:1819: RuntimeWarning: overflow encountered in exp\n",
-      "  return 1/(1+np.exp(-X))\n",
-      "c:\\Users\\yann.MSI\\anaconda3\\lib\\site-packages\\statsmodels\\discrete\\discrete_model.py:1872: RuntimeWarning: divide by zero encountered in log\n",
-      "  return np.sum(np.log(self.cdf(q*np.dot(X,params))))\n"
-     ]
-    },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "Feature \"Alter\" mit p-value 0.1767 wird entfernt\n",
       "Mean Squared Error (Selected Features): 0.11867930208885893\n",
       "R^2 Score (Selected Features): 0.256565969434285\n"
      ]
@@ -600,7 +707,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "c:\\Users\\yann.MSI\\anaconda3\\lib\\site-packages\\sklearn\\linear_model\\_logistic.py:469: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
+      "c:\\Users\\yann\\anaconda3\\envs\\hft_ml\\Lib\\site-packages\\sklearn\\linear_model\\_logistic.py:469: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
       "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
       "\n",
       "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
@@ -660,13 +767,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 32,
    "id": "ebbed45e",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 800x600 with 1 Axes>"
       ]
@@ -710,7 +817,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 33,
    "id": "e7f7976b",
    "metadata": {},
    "outputs": [
@@ -725,7 +832,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -746,8 +853,8 @@
     "RocCurveDisplay(fpr=fpr, tpr=tpr, roc_auc=roc_auc).plot()\n",
     "plt.plot([0, 1], [0, 1], 'k--', label='Zufallskurve')\n",
     "plt.title(f'ROC-Kurve (AUC = {roc_auc:.2f})')\n",
-    "plt.xlabel('Falsche Positive Rate')\n",
-    "plt.ylabel('Wahre Positive Rate')\n",
+    "plt.xlabel('False Positive Rate')\n",
+    "plt.ylabel('True Positive Rate')\n",
     "plt.xlim([0.0, 1.0])\n",
     "plt.ylim([0.0, 1.05])\n",
     "plt.legend(loc='lower right')\n",
@@ -766,7 +873,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "base",
+   "display_name": "hft_ml",
    "language": "python",
    "name": "python3"
   },
@@ -780,7 +887,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.9"
+   "version": "3.11.10"
   }
  },
  "nbformat": 4,