diff --git a/tutorials/tutorial_Cobra_linear_regression.ipynb b/tutorials/tutorial_Cobra_linear_regression.ipynb
index dec535f..520e06b 100644
--- a/tutorials/tutorial_Cobra_linear_regression.ipynb
+++ b/tutorials/tutorial_Cobra_linear_regression.ipynb
@@ -539,7 +539,7 @@
     {
      "data": {
       "text/plain": [
-       "['acceleration', 'displacement', 'horsepower', 'model_year', 'weight']"
+       "['weight', 'displacement', 'horsepower', 'acceleration', 'model_year']"
       ]
      },
      "execution_count": 16,
@@ -627,7 +627,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "e29dbb5dd13243a687712600d61b4494",
+       "model_id": "cf6c51a8c50248cdbffd9b6bba982ff6",
        "version_major": 2,
        "version_minor": 0
       },
@@ -641,7 +641,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "149af6435dde46e8806dfcb1836961af",
+       "model_id": "460a4b7fd9a54be99cd0b35f82c76252",
        "version_major": 2,
        "version_minor": 0
       },
@@ -655,7 +655,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "a5466ac28b504e2b9f4dbf53644e668f",
+       "model_id": "8b3307a862d548bfb48c7fbe1f4b0750",
        "version_major": 2,
        "version_minor": 0
       },
@@ -669,7 +669,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "21f31900b64b4e21b5227f03b55c659b",
+       "model_id": "db838b9f2a2544cfa47a36e6246559ca",
        "version_major": 2,
        "version_minor": 0
       },
@@ -703,7 +703,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "39227c2ce3644e6aa76adbd751ea4b7c",
+       "model_id": "26bd1d208ec04530bcf2abc48cb92ef2",
        "version_major": 2,
        "version_minor": 0
       },
@@ -717,7 +717,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "3df20c089d1e4447be8a14e241a3d231",
+       "model_id": "5a30ec6b7f764bc689d8053924aabf5a",
        "version_major": 2,
        "version_minor": 0
       },
@@ -760,22 +760,22 @@
        "      <th>name</th>\n",
        "      <th>id</th>\n",
        "      <th>split</th>\n",
-       "      <th>acceleration_bin</th>\n",
+       "      <th>weight_bin</th>\n",
        "      <th>displacement_bin</th>\n",
        "      <th>horsepower_bin</th>\n",
+       "      <th>acceleration_bin</th>\n",
        "      <th>model_year_bin</th>\n",
-       "      <th>weight_bin</th>\n",
        "      <th>origin_processed</th>\n",
        "      <th>name_processed</th>\n",
        "      <th>cylinders_processed</th>\n",
        "      <th>origin_enc</th>\n",
        "      <th>name_enc</th>\n",
        "      <th>cylinders_enc</th>\n",
-       "      <th>acceleration_enc</th>\n",
+       "      <th>weight_enc</th>\n",
        "      <th>displacement_enc</th>\n",
        "      <th>horsepower_enc</th>\n",
+       "      <th>acceleration_enc</th>\n",
        "      <th>model_year_enc</th>\n",
-       "      <th>weight_enc</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
@@ -792,22 +792,22 @@
        "      <td>chevrolet chevelle malibu</td>\n",
        "      <td>1</td>\n",
        "      <td>validation</td>\n",
-       "      <td>8.0 - 12.0</td>\n",
+       "      <td>3432.0 - 3883.0</td>\n",
        "      <td>250.0 - 318.0</td>\n",
        "      <td>113.0 - 145.0</td>\n",
+       "      <td>8.0 - 12.0</td>\n",
        "      <td>70.0 - 71.0</td>\n",
-       "      <td>3432.0 - 3883.0</td>\n",
        "      <td>usa</td>\n",
        "      <td>chevrolet chevelle malibu</td>\n",
        "      <td>8</td>\n",
        "      <td>20.35871</td>\n",
        "      <td>17.0</td>\n",
        "      <td>15.051515</td>\n",
-       "      <td>16.185185</td>\n",
+       "      <td>17.129167</td>\n",
        "      <td>16.793333</td>\n",
        "      <td>18.769231</td>\n",
+       "      <td>16.185185</td>\n",
        "      <td>19.057143</td>\n",
-       "      <td>17.129167</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
@@ -822,22 +822,22 @@
        "      <td>buick skylark 320</td>\n",
        "      <td>2</td>\n",
        "      <td>train</td>\n",
-       "      <td>8.0 - 12.0</td>\n",
+       "      <td>3432.0 - 3883.0</td>\n",
        "      <td>318.0 - 350.0</td>\n",
        "      <td>162.0 - 230.0</td>\n",
+       "      <td>8.0 - 12.0</td>\n",
        "      <td>70.0 - 71.0</td>\n",
-       "      <td>3432.0 - 3883.0</td>\n",
        "      <td>usa</td>\n",
        "      <td>buick skylark 320</td>\n",
        "      <td>8</td>\n",
        "      <td>20.35871</td>\n",
        "      <td>15.0</td>\n",
        "      <td>15.051515</td>\n",
-       "      <td>16.185185</td>\n",
+       "      <td>17.129167</td>\n",
        "      <td>15.035294</td>\n",
        "      <td>13.612500</td>\n",
+       "      <td>16.185185</td>\n",
        "      <td>19.057143</td>\n",
-       "      <td>17.129167</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
@@ -852,22 +852,22 @@
        "      <td>plymouth satellite</td>\n",
        "      <td>3</td>\n",
        "      <td>train</td>\n",
-       "      <td>8.0 - 12.0</td>\n",
+       "      <td>3432.0 - 3883.0</td>\n",
        "      <td>250.0 - 318.0</td>\n",
        "      <td>145.0 - 162.0</td>\n",
+       "      <td>8.0 - 12.0</td>\n",
        "      <td>70.0 - 71.0</td>\n",
-       "      <td>3432.0 - 3883.0</td>\n",
        "      <td>usa</td>\n",
        "      <td>plymouth satellite</td>\n",
        "      <td>8</td>\n",
        "      <td>20.35871</td>\n",
        "      <td>18.0</td>\n",
        "      <td>15.051515</td>\n",
-       "      <td>16.185185</td>\n",
+       "      <td>17.129167</td>\n",
        "      <td>16.793333</td>\n",
        "      <td>14.380952</td>\n",
+       "      <td>16.185185</td>\n",
        "      <td>19.057143</td>\n",
-       "      <td>17.129167</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
@@ -882,22 +882,22 @@
        "      <td>amc rebel sst</td>\n",
        "      <td>4</td>\n",
        "      <td>train</td>\n",
-       "      <td>8.0 - 12.0</td>\n",
+       "      <td>3432.0 - 3883.0</td>\n",
        "      <td>250.0 - 318.0</td>\n",
        "      <td>145.0 - 162.0</td>\n",
+       "      <td>8.0 - 12.0</td>\n",
        "      <td>70.0 - 71.0</td>\n",
-       "      <td>3432.0 - 3883.0</td>\n",
        "      <td>usa</td>\n",
        "      <td>amc rebel sst</td>\n",
        "      <td>8</td>\n",
        "      <td>20.35871</td>\n",
        "      <td>16.0</td>\n",
        "      <td>15.051515</td>\n",
-       "      <td>16.185185</td>\n",
+       "      <td>17.129167</td>\n",
        "      <td>16.793333</td>\n",
        "      <td>14.380952</td>\n",
+       "      <td>16.185185</td>\n",
        "      <td>19.057143</td>\n",
-       "      <td>17.129167</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
@@ -912,22 +912,22 @@
        "      <td>ford torino</td>\n",
        "      <td>5</td>\n",
        "      <td>train</td>\n",
-       "      <td>8.0 - 12.0</td>\n",
+       "      <td>3432.0 - 3883.0</td>\n",
        "      <td>250.0 - 318.0</td>\n",
        "      <td>113.0 - 145.0</td>\n",
+       "      <td>8.0 - 12.0</td>\n",
        "      <td>70.0 - 71.0</td>\n",
-       "      <td>3432.0 - 3883.0</td>\n",
        "      <td>usa</td>\n",
        "      <td>ford torino</td>\n",
        "      <td>8</td>\n",
        "      <td>20.35871</td>\n",
        "      <td>17.0</td>\n",
        "      <td>15.051515</td>\n",
-       "      <td>16.185185</td>\n",
+       "      <td>17.129167</td>\n",
        "      <td>16.793333</td>\n",
        "      <td>18.769231</td>\n",
+       "      <td>16.185185</td>\n",
        "      <td>19.057143</td>\n",
-       "      <td>17.129167</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -948,33 +948,33 @@
        "3          70    usa              amc rebel sst   4       train   \n",
        "4          70    usa                ford torino   5       train   \n",
        "\n",
-       "  acceleration_bin displacement_bin horsepower_bin model_year_bin  \\\n",
-       "0       8.0 - 12.0    250.0 - 318.0  113.0 - 145.0    70.0 - 71.0   \n",
-       "1       8.0 - 12.0    318.0 - 350.0  162.0 - 230.0    70.0 - 71.0   \n",
-       "2       8.0 - 12.0    250.0 - 318.0  145.0 - 162.0    70.0 - 71.0   \n",
-       "3       8.0 - 12.0    250.0 - 318.0  145.0 - 162.0    70.0 - 71.0   \n",
-       "4       8.0 - 12.0    250.0 - 318.0  113.0 - 145.0    70.0 - 71.0   \n",
+       "        weight_bin displacement_bin horsepower_bin acceleration_bin  \\\n",
+       "0  3432.0 - 3883.0    250.0 - 318.0  113.0 - 145.0       8.0 - 12.0   \n",
+       "1  3432.0 - 3883.0    318.0 - 350.0  162.0 - 230.0       8.0 - 12.0   \n",
+       "2  3432.0 - 3883.0    250.0 - 318.0  145.0 - 162.0       8.0 - 12.0   \n",
+       "3  3432.0 - 3883.0    250.0 - 318.0  145.0 - 162.0       8.0 - 12.0   \n",
+       "4  3432.0 - 3883.0    250.0 - 318.0  113.0 - 145.0       8.0 - 12.0   \n",
        "\n",
-       "        weight_bin origin_processed             name_processed  \\\n",
-       "0  3432.0 - 3883.0              usa  chevrolet chevelle malibu   \n",
-       "1  3432.0 - 3883.0              usa          buick skylark 320   \n",
-       "2  3432.0 - 3883.0              usa         plymouth satellite   \n",
-       "3  3432.0 - 3883.0              usa              amc rebel sst   \n",
-       "4  3432.0 - 3883.0              usa                ford torino   \n",
+       "  model_year_bin origin_processed             name_processed  \\\n",
+       "0    70.0 - 71.0              usa  chevrolet chevelle malibu   \n",
+       "1    70.0 - 71.0              usa          buick skylark 320   \n",
+       "2    70.0 - 71.0              usa         plymouth satellite   \n",
+       "3    70.0 - 71.0              usa              amc rebel sst   \n",
+       "4    70.0 - 71.0              usa                ford torino   \n",
        "\n",
-       "  cylinders_processed  origin_enc  name_enc  cylinders_enc  acceleration_enc  \\\n",
-       "0                   8    20.35871      17.0      15.051515         16.185185   \n",
-       "1                   8    20.35871      15.0      15.051515         16.185185   \n",
-       "2                   8    20.35871      18.0      15.051515         16.185185   \n",
-       "3                   8    20.35871      16.0      15.051515         16.185185   \n",
-       "4                   8    20.35871      17.0      15.051515         16.185185   \n",
+       "  cylinders_processed  origin_enc  name_enc  cylinders_enc  weight_enc  \\\n",
+       "0                   8    20.35871      17.0      15.051515   17.129167   \n",
+       "1                   8    20.35871      15.0      15.051515   17.129167   \n",
+       "2                   8    20.35871      18.0      15.051515   17.129167   \n",
+       "3                   8    20.35871      16.0      15.051515   17.129167   \n",
+       "4                   8    20.35871      17.0      15.051515   17.129167   \n",
        "\n",
-       "   displacement_enc  horsepower_enc  model_year_enc  weight_enc  \n",
-       "0         16.793333       18.769231       19.057143   17.129167  \n",
-       "1         15.035294       13.612500       19.057143   17.129167  \n",
-       "2         16.793333       14.380952       19.057143   17.129167  \n",
-       "3         16.793333       14.380952       19.057143   17.129167  \n",
-       "4         16.793333       18.769231       19.057143   17.129167  "
+       "   displacement_enc  horsepower_enc  acceleration_enc  model_year_enc  \n",
+       "0         16.793333       18.769231         16.185185       19.057143  \n",
+       "1         15.035294       13.612500         16.185185       19.057143  \n",
+       "2         16.793333       14.380952         16.185185       19.057143  \n",
+       "3         16.793333       14.380952         16.185185       19.057143  \n",
+       "4         16.793333       18.769231         16.185185       19.057143  "
       ]
      },
      "execution_count": 21,
@@ -1339,25 +1339,25 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "                origin      name  cylinders  acceleration  displacement  \\\n",
-      "origin        1.000000  0.562702   0.550413      0.292586      0.654441   \n",
-      "name          0.562702  1.000000   0.798929      0.561621      0.835537   \n",
-      "cylinders     0.550413  0.798929   1.000000      0.640407      0.895527   \n",
-      "acceleration  0.292586  0.561621   0.640407      1.000000      0.586090   \n",
-      "displacement  0.654441  0.835537   0.895527      0.586090      1.000000   \n",
-      "horsepower    0.517409  0.832600   0.812487      0.695982      0.879012   \n",
-      "model_year    0.169058  0.591282   0.344348      0.347110      0.334152   \n",
-      "weight        0.592037  0.854352   0.876777      0.550888      0.941594   \n",
+      "                origin      name  cylinders    weight  displacement  \\\n",
+      "origin        1.000000  0.562702   0.550413  0.592037      0.654441   \n",
+      "name          0.562702  1.000000   0.798929  0.854352      0.835537   \n",
+      "cylinders     0.550413  0.798929   1.000000  0.876777      0.895527   \n",
+      "weight        0.592037  0.854352   0.876777  1.000000      0.941594   \n",
+      "displacement  0.654441  0.835537   0.895527  0.941594      1.000000   \n",
+      "horsepower    0.517409  0.832600   0.812487  0.878684      0.879012   \n",
+      "acceleration  0.292586  0.561621   0.640407  0.550888      0.586090   \n",
+      "model_year    0.169058  0.591282   0.344348  0.300008      0.334152   \n",
       "\n",
-      "              horsepower  model_year    weight  \n",
-      "origin          0.517409    0.169058  0.592037  \n",
-      "name            0.832600    0.591282  0.854352  \n",
-      "cylinders       0.812487    0.344348  0.876777  \n",
-      "acceleration    0.695982    0.347110  0.550888  \n",
-      "displacement    0.879012    0.334152  0.941594  \n",
-      "horsepower      1.000000    0.397575  0.878684  \n",
-      "model_year      0.397575    1.000000  0.300008  \n",
-      "weight          0.878684    0.300008  1.000000  \n"
+      "              horsepower  acceleration  model_year  \n",
+      "origin          0.517409      0.292586    0.169058  \n",
+      "name            0.832600      0.561621    0.591282  \n",
+      "cylinders       0.812487      0.640407    0.344348  \n",
+      "weight          0.878684      0.550888    0.300008  \n",
+      "displacement    0.879012      0.586090    0.334152  \n",
+      "horsepower      1.000000      0.695982    0.397575  \n",
+      "acceleration    0.695982      1.000000    0.347110  \n",
+      "model_year      0.397575      0.347110    1.000000  \n"
      ]
     }
    ],
@@ -1376,7 +1376,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 864x576 with 2 Axes>"
       ]
@@ -1449,7 +1449,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "1626e703e9eb4cb189aa1e2338197ac3",
+       "model_id": "0f50f7a164524b7fae1b1013b16fae41",
        "version_major": 2,
        "version_minor": 0
       },
@@ -1519,7 +1519,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>[weight_enc, horsepower_enc, model_year_enc, o...</td>\n",
+       "      <td>[weight_enc, model_year_enc, horsepower_enc, o...</td>\n",
        "      <td>origin_enc</td>\n",
        "      <td>2.859103</td>\n",
        "      <td>2.737770</td>\n",
@@ -1528,7 +1528,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>[weight_enc, horsepower_enc, origin_enc, model...</td>\n",
+       "      <td>[origin_enc, weight_enc, model_year_enc, horse...</td>\n",
        "      <td>cylinders_enc</td>\n",
        "      <td>2.857995</td>\n",
        "      <td>2.713305</td>\n",
@@ -1544,8 +1544,8 @@
        "0                                       [weight_enc]           weight_enc   \n",
        "1                       [weight_enc, model_year_enc]       model_year_enc   \n",
        "2       [weight_enc, model_year_enc, horsepower_enc]       horsepower_enc   \n",
-       "3  [weight_enc, horsepower_enc, model_year_enc, o...           origin_enc   \n",
-       "4  [weight_enc, horsepower_enc, origin_enc, model...        cylinders_enc   \n",
+       "3  [weight_enc, model_year_enc, horsepower_enc, o...           origin_enc   \n",
+       "4  [origin_enc, weight_enc, model_year_enc, horse...        cylinders_enc   \n",
        "\n",
        "   train_performance  selection_performance  validation_performance  \\\n",
        "0           4.225088               4.006856                4.348181   \n",
@@ -1593,7 +1593,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
@@ -1614,7 +1614,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
@@ -1651,7 +1651,7 @@
     {
      "data": {
       "text/plain": [
-       "['weight_enc', 'horsepower_enc', 'model_year_enc', 'origin_enc']"
+       "['weight_enc', 'model_year_enc', 'horsepower_enc', 'origin_enc']"
       ]
      },
      "execution_count": 34,
@@ -1675,10 +1675,10 @@
     {
      "data": {
       "text/plain": [
-       "{'weight_enc': 0.604330757961289,\n",
-       " 'horsepower_enc': 0.23995291830303517,\n",
-       " 'model_year_enc': 0.5934134477782862,\n",
-       " 'origin_enc': 0.15250622734284744}"
+       "{'weight_enc': 0.6043307579612891,\n",
+       " 'model_year_enc': 0.5934134477782865,\n",
+       " 'horsepower_enc': 0.23995291830303533,\n",
+       " 'origin_enc': 0.15250622734284758}"
       ]
      },
      "execution_count": 35,
@@ -1736,21 +1736,21 @@
       "text/plain": [
        "{'meta': 'linear-regression',\n",
        " 'predictors': ['weight_enc',\n",
-       "  'horsepower_enc',\n",
        "  'model_year_enc',\n",
+       "  'horsepower_enc',\n",
        "  'origin_enc'],\n",
-       " '_eval_metrics_by_split': {'selection': 2.737770296394155,\n",
-       "  'train': 2.859102895087039,\n",
-       "  'validation': 2.9373087153532125},\n",
+       " '_eval_metrics_by_split': {'selection': 2.7377702963941544,\n",
+       "  'train': 2.8591028950870387,\n",
+       "  'validation': 2.937308715353213},\n",
        " 'params': {'copy_X': True,\n",
        "  'fit_intercept': True,\n",
        "  'n_jobs': None,\n",
        "  'normalize': False},\n",
-       " 'coef_': [0.604330757961289,\n",
-       "  0.23995291830303517,\n",
-       "  0.5934134477782862,\n",
-       "  0.15250622734284744],\n",
-       " 'intercept_': -13.893878727739828}"
+       " 'coef_': [0.6043307579612891,\n",
+       "  0.5934134477782865,\n",
+       "  0.23995291830303533,\n",
+       "  0.15250622734284758],\n",
+       " 'intercept_': -13.89387872773985}"
       ]
      },
      "execution_count": 37,
@@ -1877,7 +1877,7 @@
      "data": {
       "text/plain": [
        "quantiles    [-2.128045234184984, -1.8339146358159146, -1.6...\n",
-       "residuals    [-1.8528672099028287, -1.8306478949888056, -1....\n",
+       "residuals    [-1.8528672099028305, -1.8306478949888074, -1....\n",
        "dtype: object"
       ]
      },
diff --git a/tutorials/tutorial_Cobra_logistic_regression.ipynb b/tutorials/tutorial_Cobra_logistic_regression.ipynb
index acf65dc..13061d2 100644
--- a/tutorials/tutorial_Cobra_logistic_regression.ipynb
+++ b/tutorials/tutorial_Cobra_logistic_regression.ipynb
@@ -100,7 +100,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -590,7 +590,7 @@
     {
      "data": {
       "text/plain": [
-       "['fare', 'age']"
+       "['age', 'fare']"
       ]
      },
      "execution_count": 17,
@@ -678,7 +678,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "ec69934c15fc423d870c6da00da551f3",
+       "model_id": "1f75c64218b34df38497d1109e621a40",
        "version_major": 2,
        "version_minor": 0
       },
@@ -692,7 +692,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "cc9089afb2c94cab98e746e4194bd247",
+       "model_id": "099488435a3c4b3c836d3f990a2d70d9",
        "version_major": 2,
        "version_minor": 0
       },
@@ -706,7 +706,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "f1f742f1f845404abd09b45e258e12bc",
+       "model_id": "358648b5c5a44e46b71d8e3d5aef0a11",
        "version_major": 2,
        "version_minor": 0
       },
@@ -720,7 +720,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "9950456dc3a74f9abba556dab7103a79",
+       "model_id": "b56c3deba32b4d0ba49731e7b16df1c5",
        "version_major": 2,
        "version_minor": 0
       },
@@ -754,7 +754,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "07942c969ad142198ec237dbb2aa17f0",
+       "model_id": "80f851da26c5451ab17ad88af5f25dc3",
        "version_major": 2,
        "version_minor": 0
       },
@@ -768,7 +768,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "fdb83edd7258404da2b5d07b93bcf1cf",
+       "model_id": "1d731b5cc55e4c48924547d8fc288042",
        "version_major": 2,
        "version_minor": 0
       },
@@ -814,8 +814,8 @@
        "      <th>alone</th>\n",
        "      <th>id</th>\n",
        "      <th>split</th>\n",
-       "      <th>fare_bin</th>\n",
        "      <th>age_bin</th>\n",
+       "      <th>fare_bin</th>\n",
        "      <th>sex_processed</th>\n",
        "      <th>embarked_processed</th>\n",
        "      <th>class_processed</th>\n",
@@ -834,8 +834,8 @@
        "      <th>sibsp_enc</th>\n",
        "      <th>parch_enc</th>\n",
        "      <th>alone_enc</th>\n",
-       "      <th>fare_enc</th>\n",
        "      <th>age_enc</th>\n",
+       "      <th>fare_enc</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
@@ -855,8 +855,8 @@
        "      <td>False</td>\n",
        "      <td>1</td>\n",
        "      <td>train</td>\n",
-       "      <td>7.2 - 7.9</td>\n",
        "      <td>19.0 - 22.0</td>\n",
+       "      <td>7.2 - 7.9</td>\n",
        "      <td>male</td>\n",
        "      <td>Other</td>\n",
        "      <td>Other</td>\n",
@@ -875,8 +875,8 @@
        "      <td>0.540323</td>\n",
        "      <td>0.354369</td>\n",
        "      <td>0.516746</td>\n",
-       "      <td>0.232143</td>\n",
        "      <td>0.270833</td>\n",
+       "      <td>0.232143</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
@@ -894,8 +894,8 @@
        "      <td>False</td>\n",
        "      <td>2</td>\n",
        "      <td>train</td>\n",
-       "      <td>39.6 - 78.1</td>\n",
        "      <td>35.0 - 42.0</td>\n",
+       "      <td>39.6 - 78.1</td>\n",
        "      <td>female</td>\n",
        "      <td>Other</td>\n",
        "      <td>First</td>\n",
@@ -914,8 +914,8 @@
        "      <td>0.540323</td>\n",
        "      <td>0.354369</td>\n",
        "      <td>0.516746</td>\n",
-       "      <td>0.566038</td>\n",
        "      <td>0.357143</td>\n",
+       "      <td>0.566038</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
@@ -933,8 +933,8 @@
        "      <td>True</td>\n",
        "      <td>3</td>\n",
        "      <td>selection</td>\n",
-       "      <td>7.9 - 8.1</td>\n",
        "      <td>24.0 - 28.0</td>\n",
+       "      <td>7.9 - 8.1</td>\n",
        "      <td>female</td>\n",
        "      <td>Other</td>\n",
        "      <td>Other</td>\n",
@@ -953,8 +953,8 @@
        "      <td>0.350543</td>\n",
        "      <td>0.354369</td>\n",
        "      <td>0.311927</td>\n",
-       "      <td>0.222222</td>\n",
        "      <td>0.320000</td>\n",
+       "      <td>0.222222</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
@@ -972,8 +972,8 @@
        "      <td>False</td>\n",
        "      <td>4</td>\n",
        "      <td>train</td>\n",
-       "      <td>39.6 - 78.1</td>\n",
        "      <td>31.0 - 35.0</td>\n",
+       "      <td>39.6 - 78.1</td>\n",
        "      <td>female</td>\n",
        "      <td>Other</td>\n",
        "      <td>First</td>\n",
@@ -992,8 +992,8 @@
        "      <td>0.540323</td>\n",
        "      <td>0.354369</td>\n",
        "      <td>0.516746</td>\n",
-       "      <td>0.566038</td>\n",
        "      <td>0.536585</td>\n",
+       "      <td>0.566038</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
@@ -1011,8 +1011,8 @@
        "      <td>True</td>\n",
        "      <td>5</td>\n",
        "      <td>train</td>\n",
-       "      <td>7.9 - 8.1</td>\n",
        "      <td>31.0 - 35.0</td>\n",
+       "      <td>7.9 - 8.1</td>\n",
        "      <td>male</td>\n",
        "      <td>Other</td>\n",
        "      <td>Other</td>\n",
@@ -1031,8 +1031,8 @@
        "      <td>0.350543</td>\n",
        "      <td>0.354369</td>\n",
        "      <td>0.311927</td>\n",
-       "      <td>0.222222</td>\n",
        "      <td>0.536585</td>\n",
+       "      <td>0.222222</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -1046,12 +1046,12 @@
        "3         1       1  female  35.0      1      0  53.1000        S  First    C   \n",
        "4         0       3    male  35.0      0      0   8.0500        S  Third  NaN   \n",
        "\n",
-       "   embark_town  alone  id      split     fare_bin      age_bin sex_processed  \\\n",
-       "0  Southampton  False   1      train    7.2 - 7.9  19.0 - 22.0          male   \n",
-       "1    Cherbourg  False   2      train  39.6 - 78.1  35.0 - 42.0        female   \n",
-       "2  Southampton   True   3  selection    7.9 - 8.1  24.0 - 28.0        female   \n",
-       "3  Southampton  False   4      train  39.6 - 78.1  31.0 - 35.0        female   \n",
-       "4  Southampton   True   5      train    7.9 - 8.1  31.0 - 35.0          male   \n",
+       "   embark_town  alone  id      split      age_bin     fare_bin sex_processed  \\\n",
+       "0  Southampton  False   1      train  19.0 - 22.0    7.2 - 7.9          male   \n",
+       "1    Cherbourg  False   2      train  35.0 - 42.0  39.6 - 78.1        female   \n",
+       "2  Southampton   True   3  selection  24.0 - 28.0    7.9 - 8.1        female   \n",
+       "3  Southampton  False   4      train  31.0 - 35.0  39.6 - 78.1        female   \n",
+       "4  Southampton   True   5      train  31.0 - 35.0    7.9 - 8.1          male   \n",
        "\n",
        "  embarked_processed class_processed deck_processed embark_town_processed  \\\n",
        "0              Other           Other        Missing                 Other   \n",
@@ -1074,12 +1074,12 @@
        "3  0.772973      0.389513   0.629630  0.647887         0.389513    0.629630   \n",
        "4  0.190883      0.389513   0.311721  0.300971         0.389513    0.311721   \n",
        "\n",
-       "   sibsp_enc  parch_enc  alone_enc  fare_enc   age_enc  \n",
-       "0   0.540323   0.354369   0.516746  0.232143  0.270833  \n",
-       "1   0.540323   0.354369   0.516746  0.566038  0.357143  \n",
-       "2   0.350543   0.354369   0.311927  0.222222  0.320000  \n",
-       "3   0.540323   0.354369   0.516746  0.566038  0.536585  \n",
-       "4   0.350543   0.354369   0.311927  0.222222  0.536585  "
+       "   sibsp_enc  parch_enc  alone_enc   age_enc  fare_enc  \n",
+       "0   0.540323   0.354369   0.516746  0.270833  0.232143  \n",
+       "1   0.540323   0.354369   0.516746  0.357143  0.566038  \n",
+       "2   0.350543   0.354369   0.311927  0.320000  0.222222  \n",
+       "3   0.540323   0.354369   0.516746  0.536585  0.566038  \n",
+       "4   0.350543   0.354369   0.311927  0.536585  0.222222  "
       ]
      },
      "execution_count": 22,
@@ -1174,8 +1174,8 @@
        "alone                            True\n",
        "id                                 62\n",
        "split                           train\n",
-       "fare_bin                 78.1 - 512.3\n",
        "age_bin                   35.0 - 42.0\n",
+       "fare_bin                 78.1 - 512.3\n",
        "sex_processed                  female\n",
        "embarked_processed            Missing\n",
        "class_processed                 First\n",
@@ -1194,8 +1194,8 @@
        "sibsp_enc                    0.350543\n",
        "parch_enc                    0.354369\n",
        "alone_enc                    0.311927\n",
-       "fare_enc                     0.740741\n",
        "age_enc                      0.357143\n",
+       "fare_enc                     0.740741\n",
        "Name: 61, dtype: object"
       ]
      },
@@ -1919,7 +1919,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 864x576 with 2 Axes>"
       ]
@@ -1989,7 +1989,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": 35,
    "metadata": {
     "scrolled": false
    },
@@ -1997,7 +1997,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "3658aec2087d435ca06d54597c83520c",
+       "model_id": "0507af8ee58244a2b7be709da11c27b8",
        "version_major": 2,
        "version_minor": 0
       },
@@ -2058,7 +2058,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>[fare_enc, sex_enc, age_enc]</td>\n",
+       "      <td>[sex_enc, fare_enc, age_enc]</td>\n",
        "      <td>age_enc</td>\n",
        "      <td>0.841944</td>\n",
        "      <td>0.825715</td>\n",
@@ -2067,7 +2067,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>[fare_enc, age_enc, sex_enc, class_enc]</td>\n",
+       "      <td>[sex_enc, age_enc, fare_enc, class_enc]</td>\n",
        "      <td>class_enc</td>\n",
        "      <td>0.846151</td>\n",
        "      <td>0.837500</td>\n",
@@ -2076,7 +2076,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>[fare_enc, age_enc, class_enc, sex_enc, sibsp_...</td>\n",
+       "      <td>[sex_enc, age_enc, class_enc, fare_enc, sibsp_...</td>\n",
        "      <td>sibsp_enc</td>\n",
        "      <td>0.852089</td>\n",
        "      <td>0.844360</td>\n",
@@ -2085,7 +2085,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
-       "      <td>[class_enc, age_enc, fare_enc, sex_enc, sibsp_...</td>\n",
+       "      <td>[age_enc, fare_enc, sibsp_enc, sex_enc, class_...</td>\n",
        "      <td>deck_enc</td>\n",
        "      <td>0.854462</td>\n",
        "      <td>0.844655</td>\n",
@@ -2094,7 +2094,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
-       "      <td>[age_enc, class_enc, deck_enc, fare_enc, sex_e...</td>\n",
+       "      <td>[age_enc, fare_enc, sibsp_enc, sex_enc, class_...</td>\n",
        "      <td>pclass_enc</td>\n",
        "      <td>0.854462</td>\n",
        "      <td>0.844655</td>\n",
@@ -2103,7 +2103,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
-       "      <td>[class_enc, age_enc, deck_enc, fare_enc, pclas...</td>\n",
+       "      <td>[age_enc, fare_enc, sibsp_enc, sex_enc, class_...</td>\n",
        "      <td>parch_enc</td>\n",
        "      <td>0.856193</td>\n",
        "      <td>0.843981</td>\n",
@@ -2118,12 +2118,12 @@
        "                                          predictors last_added_predictor  \\\n",
        "0                                          [sex_enc]              sex_enc   \n",
        "1                                [sex_enc, fare_enc]             fare_enc   \n",
-       "2                       [fare_enc, sex_enc, age_enc]              age_enc   \n",
-       "3            [fare_enc, age_enc, sex_enc, class_enc]            class_enc   \n",
-       "4  [fare_enc, age_enc, class_enc, sex_enc, sibsp_...            sibsp_enc   \n",
-       "5  [class_enc, age_enc, fare_enc, sex_enc, sibsp_...             deck_enc   \n",
-       "6  [age_enc, class_enc, deck_enc, fare_enc, sex_e...           pclass_enc   \n",
-       "7  [class_enc, age_enc, deck_enc, fare_enc, pclas...            parch_enc   \n",
+       "2                       [sex_enc, fare_enc, age_enc]              age_enc   \n",
+       "3            [sex_enc, age_enc, fare_enc, class_enc]            class_enc   \n",
+       "4  [sex_enc, age_enc, class_enc, fare_enc, sibsp_...            sibsp_enc   \n",
+       "5  [age_enc, fare_enc, sibsp_enc, sex_enc, class_...             deck_enc   \n",
+       "6  [age_enc, fare_enc, sibsp_enc, sex_enc, class_...           pclass_enc   \n",
+       "7  [age_enc, fare_enc, sibsp_enc, sex_enc, class_...            parch_enc   \n",
        "\n",
        "   train_performance  selection_performance  validation_performance  \\\n",
        "0           0.776059               0.744192                0.768315   \n",
@@ -2146,7 +2146,7 @@
        "7  classification  "
       ]
      },
-     "execution_count": 73,
+     "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2177,12 +2177,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAs8AAAIlCAYAAAAqrRVTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAACcSUlEQVR4nOzdd3xTVePH8U+S7sWw7CWrjEKBgiBDlCkyHSAo4F6Pj+KjyCPiQkREFHGA8iCKAqIM0Z+KIIIKKtOyBMpGZBcp0N1m3N8foWlDV1qatsD3/Xr11eTcm3tPDkn49uTcc0yGYRiIiIiIiEiBzKVdARERERGRS4XCs4iIiIiIhxSeRUREREQ8pPAsIiIiIuIhhWcREREREQ8pPIuIiIiIeEjhWcqk9957j0aNGuX4iYyMpF27dgwfPpz/+7//89r5V61aRb9+/WjevDnt2rVj3bp1XjuXXJlOnz7Nv//9b1q3bk3Lli156aWXSrtKXpeQkECjRo0YPnx4gfvabDZef/11OnbsSPPmzenXr59X62a325k7dy4pKSlePU9ZceTIERo1asSjjz7q9XPFxcXx5ZdfupV17dqVNm3aeP3cIt7gU9oVEMlPt27daNKkieu+zWYjPj6epUuX8t///pcDBw7w5JNPFus5z507xxNPPIHdbufWW28lODiY+vXrF+s5RF599VVWrFhB+/btiYqKIioqqrSrVKYsWrSIjz/+mLp163LLLbdw1VVXefV8I0eOZOnSpfTv39+r57nSnD59ml69enHttddy2223ucrvuusuMjIySrFmIkWn8CxlWvfu3bn11ltzlN9///3ccsstfPjhh9x+++3UqFGj2M554MABUlNT6devHy+//HKxHVckux07dmCxWJgxYwZ+fn6lXZ0yZ+fOnQC8+OKLdOjQwevnO336tNfPcSVKTU0lOTk5R/k999xT8pURKSYatiGXpKuvvppu3bpht9v57bffivXYmb0hFSpUKNbjimRntVoJCgpScM6D3ociUlYpPMslq0qVKgCcPXvWrXzp0qUMGTKEVq1aER0dzd13351jzPL69etp1KgR8+bN46mnniIqKopOnToRGRnJXXfdBcDs2bNp1KgRo0ePdj1u27ZtPProo7Rr147mzZvTu3dvpk+fnuPrx65duzJ8+HC+/PJLOnToQKtWrZg4caJrnOH777/P8uXLueWWW4iKiqJr167MmjULgJiYGO68805atmxJ165dee+997DZbG7Hj4+P5/XXX+emm26iRYsWtGjRgj59+jB9+nS3fTOf5+LFi1m0aJFrHHfnzp15/fXXSU1NzdGuK1asYPjw4bRp04Z27dpxzz33sHHjxhz7rV27lnvvvdc1Znfw4MEsW7asoH82l9TUVN5991169epFixYt6Nq1Ky+//DLx8fGufUaPHk2jRo2IjY3N8fhGjRoxYMAA1/3McfJr165l0KBBNGvWjBtvvJG77rqLRo0aceDAgRzHWLJkCY0aNeLDDz90lZ06dYqxY8fSuXNnmjVrRteuXXnjjTdISkpye6zNZmPq1Kn069ePli1b0rZtW+6//37Wrl2b7/NevHgxjRo14ujRoyQmJrrG82dKTExk0qRJdO/enWbNmtGhQwdGjhzJwYMH3Y6T1/Nt164dXbt2ddvXMAyuvfZaGjVqxN9//+227dFHHyUqKsr1WkhOTmbatGkMGDCAVq1a0bx5c3r27MmkSZPcxgPn9R6KiYkBnGNqn376adfr/7HHHuPYsWP5tk3m4xo1asRXX30FwM0330yjRo1Yv369ax9P3uPg/APl008/5fbbb6d169Y0a9aMLl268OKLL7q9zho1asSGDRsAuOaaa1xjsovj9ZfZ6+rp6yovf/75Jw8//DCdOnWiefPm3Hjjjbz55pu5Pv5i3psZGRn873//o3fv3jRv3pz27dszcuRIDh8+nGNfu93OrFmz6N+/Py1btuT6669n1KhRrn0XL15Mt27dAFi5cqXrswhyH/OckZHB9OnT6d27N82aNaNdu3b861//4s8//3TbryifayLFSeFZLlmZISAzRAO88847/Oc//yEuLo5bbrmFW265hX379nHvvffmeoHhtGnT+PPPPxk2bBhNmzblueee45ZbbgGgRYsWPPbYY3Tv3h1whso77riDX3/9lQ4dOjBkyBAsFgtTpkzh3nvvzRGg9+7dy7hx4+jevTu9evWiZcuWrm3Lly/nqaeeon79+gwePJjk5GQmTpzI+PHjueeee6hQoQJ33HEHhmEwdepUPvvsM9djExMTuf3225k9ezYNGjTgrrvuom/fvpw6dYopU6YwefLkHM9z7ty5jB07loYNGzJ8+HD8/f35+OOPef755932+9///se///1v9u/fz4033kifPn3YuXMn99xzD7///rtrv4ULF3Lvvfeye/duevfuzeDBgzl9+jRPPPEE06dPL/DfLjU1lTvuuINp06YREhLCkCFDXEHs7rvv9jhQ5Obpp58mICCA4cOH065dO4YMGQI4A9eFlixZgslkcl2MduzYMQYOHMgXX3xBZGQk99xzD3Xr1mXmzJkMHz7cLTy+8sorvPfee5QvX56hQ4fSq1cvtm7dyv333+8W9C7UpEkTHnvsMUJDQ/Hz8+Oxxx7jscceA+DMmTMMGjSIjz76iKuuuoqhQ4fSsmVLvv/+ewYOHMjWrVsLfL7XX389R48edQvJu3fv5syZMwBufwhZrVbWrVtHu3btCAwMxGazce+99/Lee+9RqVIl7rzzTm677TbS0tL46KOP3P6QzHTheygyMpITJ04wZMgQvvvuO1q2bMltt93G3r17eeCBB/L9twMICwvjscceo3HjxgAMHjyYxx57zDU0qzDv8ZEjRzJhwgR8fHy4/fbbGTx4MH5+fsyfP58HH3zQtV/24z/44IOuz4CiuPDfIzg4uFCvq9wcPHiQe++9l82bN9O1a1fuvvtuwsPD+fDDD/n3v//ttu/FvDetVisPPvggb731FsHBwQwbNozrrruO5cuXM3DgQPbs2ePa1+Fw8PDDDzNx4kTsdjsDBw6kTZs2fP/999x5552cPHmSJk2auDoj6taty2OPPeZ2DUt26enp3HPPPUyZMgWLxcIdd9xBhw4d+O2337jjjjtYsWJFjsd4+rkmUuwMkTLo3XffNSIiIowvv/wy1+3btm0zmjZtakRFRRmnT582DMMwtm7dajRq1MgYNmyYkZKS4to3Pj7e6NGjh9GiRQvXvuvWrTMiIiKMFi1aGHFxcW7Hztw2fvx4V1liYqJxzTXXGNHR0cb27dtd5Var1Rg5cqQRERFhTJ061VXepUsXIyIiwpg9e7bbsQ8fPmxEREQYERERxo8//ugq//XXX13lc+fOzbH/wIEDXWX/+9//jIiICGPBggVuxz527JjRrFkzo2PHjjmeS5MmTYxNmza5yhMSEoxrr73WaNq0qZGUlGQYhmEcOHDAaNq0qdGrVy+3Nvnrr7+Mli1bGn379jUMwzCOHz9uNGvWzLjpppuM+Ph4136pqanG4MGDjcaNGxu7d+828vP2228bERERxquvvmo4HA5X+fTp042IiAjj448/NgzDMJ555hkjIiLC2LlzZ45jREREGP3793fdz3zN3HrrrYbdbneVp6WlGdHR0UafPn3cHp+QkGA0a9bMGDZsmKvswQcfNBo1amT8/PPPbvt++umnRkREhPH6668bhuF8PTRu3NgYOnSo237btm0zIiIijMcffzzf528YztdI69at3cqeffZZIyIiwpgyZYpb+S+//GI0atTI6Nmzp2Gz2fJ9vt99950RERFhfPHFF66yWbNmGY0bNzZatGhhjB492lWe+frIfM1lPvatt95yO39iYqLRoUMHo0mTJq73Vn7vof/+979GRESEsXjxYldZcnKyMWzYMCMiIsKtzfOS2799Yd7jmzdvNiIiIoyRI0e6HddqtRp9+/Y1IiIijAMHDrjKM+t27ty5fOuQydPXn2F4/rrKy8SJE42IiAhj7dq1buUPPfSQERERYezZs8cwjMK9NzM/W/71r3+59vvwww+NiIgIY9KkSW7n2bZtmxEZGWncdtttrrKFCxcaERERxogRI4z09HRX+bfffmtEREQYr7zySp7nMYycr/+pU6caERERxujRow2r1eoq3759uxEVFWW0adPGSExMNAyjcJ9rIt6gnmcp01asWMF7773n+pkyZQojRoxg6NCh2Gw2/vvf/1KxYkXAeXW+YRj897//JTAw0HWMChUq8OCDD5Kampqj9zE6OppKlSp5VI9z585x1113ERkZ6Sr38fFhzJgxBAQE5JiKCaBnz565Hq9GjRquHu3MegAEBQW5ekoBatasSXh4OEePHnWVderUiZdffpmbb77Z7ZjVqlWjVq1abl9HZ7rmmmto1aqV635oaCitWrXCZrNx4sQJAJYtW4bNZuPRRx91a5M6derwzDPPcNttt2G1Wvnmm2/IyMhgxIgRbuNRAwICGDFiBA6Hw/WVe16WLFlCSEgII0eOxGQyucqHDRvGAw88QIMGDfJ9fH569OiB2Zz10ebv70/Pnj3Zu3cve/fudZWvWLGCjIwM1+wKcXFxrF69muuvv54bbrjB7ZjDhg2jWrVqruflcDgwDIPjx49z6tQp137NmzdnxYoVufb+FyQjI4MlS5ZQo0YNRowY4bbt+uuvp2fPnvz111/88ccf+T7fTp06YbFY3IaPrFu3jsaNG9O8eXO3nufM6wWuv/56AJo2bcr48eO5++673c4REhJC06ZNsdvtnDt3zm3bhe+hjIwMli9fTsOGDd16cIOCgnj66acL1SYXKsx7vGrVqkycOJEnnnjC7Rg+Pj60bt0a8M5Fghf+exTmdZUXh8MBkGP4wmuvvcbatWtp2LAhwEW/NxctWkRYWFiOGYyaN29Or169+PPPP13voSVLlgAwZswYt3H7ffr04ZFHHnF9pnnqq6++IjAwkOeeew4fn6y5DCIjI7nzzjtJSEhg+fLlbo/x5HNNxBs024aUaStXrmTlypWu+76+vpQvX56OHTsydOhQOnXq5Nq2Y8cOwDkk4pdffnE7TuYH6YVjF2vWrOlRPXbt2gU4P6wvVLFiRerWrUtsbCyJiYmEhoa66pp9SEl2derUcbsfFBQEOP/Dt1gsbtv8/f1JSEhw3W/atClNmzYlOTmZrVu3cujQIf766y/+/PNPDh06hN1uz3G+q6++OkdZZj2tVqvbc8w+vCRT9kC/fft2wDmuMnsYBVxfP2ceKzepqakcOnSIa665Bn9/f7dtwcHBjBo1Ks/HeiK3f9P+/fuzePFivv/+e1eYWrJkCX5+ftx4442Ac3YHwzA4e/Ys7733Xo5j+Pr6cvz4cU6ePEmVKlXo3bs3S5YsoUuXLrRq1YrOnTvTpUuXIgf/gwcPkpaWRnR0tFv4ytS6dWt++OEHdu3aRbt27fJ8vuXKlaNFixasX78ewzBwOBxs3LiRgQMH4uPjw4YNG1zP4ddff6Vhw4auY9StW5e6deuSnp7O1q1bOXjwIH///Tc7duxwjQm+8PV14fkPHz5MSkoKzZo1y/EcmjVrhq+vb5HaBwr3Hq9atSq33HILNpuNHTt2uJ5LbGwsa9asAbJCaXG6sD0K+7rKzS233MLnn3/Om2++ydy5c+ncuTOdO3emY8eOrs8OuLj3ZnJyMgcPHqRSpUp88MEHObb/888/gLN9GzZsyK5du6hevXqOOptMpkJPH5qUlMThw4eJjo4mJCQkx/bWrVvz8ccf56i7J59rIt6g8Cxl2muvvZbrVHW5SUxMBGDGjBl57nNhr9mF4S0vmWNwc/tgB6hcuTKxsbGkpqa6PrwDAgLyPF72XrPsPJl5IT09nbfeeov58+e7LoypUqUK11xzDRUqVHDrCc3vuJk9voZhALgCel7PMVNmO3/xxRd57nNhO2fn6XmKKrd2b9euHVWrVnWF5zNnzrB27Vq6du1KWFiYW722bNnCli1b8jz+2bNnqVKlCq+//jrNmjVj8eLFbNiwgQ0bNvDmm2/SrFkzxo8fn+fYzrxkvsYyXz8Xqly5MgBpaWkFPt/rr7+eTZs2sXv3btLT00lKSqJt27b4+Pgwc+ZMNm7cSLt27di1axf333+/63EOh4P//e9/zJo1y/VveNVVV9GqVStq1KjB/v37Xa+XTBe+hzIfFxwcnKNeFovlov7dC/se/+KLL5g2bRpxcXGAczx1ixYtqF+/Plu3bs3xXIrDhf8ehX1d5aZx48YsWLCA6dOns2rVKhYsWMCCBQsICgrirrvu4j//+Q8mk+mi3puZr79Tp04xderUAh+fkJBAeHh4nvsVRuZFlYV97XvyuSbiDQrPctkICgrCYrGwdevWi+rdyk1mEMj8T/hCmf9Bli9fvljPm5uJEycyb948brzxRoYOHUqjRo1c573ppptyDc+eyOzBSk5OzjE9WFpaGn5+fpjNZtd+K1asoFatWhd1ntykpKS49sn8j/DCHsLCXk1vNpvp06cPH330Ebt27WLr1q3YbDa3Vesyz/noo4/m+Ko/N76+vtx3333cd999HDt2jN9//51ly5bx22+/8fDDD7Ny5cpCvQ4zX2MnT57MdXthXmOdO3dmypQprF27FqvVitls5pprrsFsNmOxWNi4cSM2mw3DMNyGEnz88ce8/fbbtG3blgcffJAmTZq4hmQ88MAD7N+/v8BzlytXDsgKutkZhnFRMyEU5j2+dOlSXnrpJRo1asRLL71EZGQk1apVA+Cll17K9eLLCxXH66+wr6u8NG7cmLfffpuMjAw2b97M6tWrWbx4MdOnT6dKlSrceeedF/XezHxsmzZt3C5Qzm9/T97DnijO175ISdCYZ7lsNGrUCLvdnuu0Ulu2bOHNN9/MMV7UU5m9iJnTcGWXlJREbGwsderUKZE5e7/77juuuuoq3nnnHdq1a+f6DyUtLc01FVhRel0iIiIA53R8Fxo/fjwtWrTg8OHDrmnVLhx/CfDXX3/x+uuv89NPP+V5ntDQUKpVq0ZsbGyOGUoyMjLo2LEj9913H4ArIF0YVi6cbs0TmWObV65cybJlywgLC3MLjpnPK/Or7wu9++67zJgxg4yMDA4fPsxbb73Fzz//DED16tVds2Rce+21nDx5kiNHjhSqfvXq1cPf358///wz15XXMscqezIspGnTplSqVIl169axadMmGjVqRFhYGCEhIURGRrJx40Z+/fVXypUr5zZm9LvvvsNisfDBBx/QuXNnV3A2DMM11V9Br63atWsTGhrK5s2bc2zbt29fjt7DwijMe/y7774DYPLkyXTv3t0VnAGPn0txvP4K87rKy9dff80rr7yCYRj4+fnRrl07Ro0a5RoGkvm5dDHvzdDQUKpXr57nv9HXX3/Ne++953pdR0REcOzYsVz/WL/55ptdw6GyX9OQl5CQEGrWrMlff/2V6zUbhXnti5QEhWe5bGRenDRhwgS3qc6SkpIYO3YsH374Ya7jgT3RvXt3QkNDmTdvnmvcJTjn+n311VdJS0tzm/PVm/z9/UlPT3cbB2232131gKKN9+vbty9ms5np06e7pjUDZ1BYunQptWrVolatWvTv3x+LxcLbb7/t9h+nzWbjlVde4eOPP84x9/aF+vfvT2JiItOmTXMrnz17NikpKbRv3x5wBkrAFVLB2QvoyXR4F2rcuDERERF8//33bNiwgRtvvNHtj51atWpxzTXXsHr16hxz4n799ddMmzaNX3/9FT8/PwICAvjwww9555133EJPRkYGp06dws/Pz6MLUbPz8/OjT58+xMXF8e6777ptW716NUuXLqVOnToeX4jVuXNnNm7cyObNm2nbtq2rvG3btuzfv59ffvmFTp06uV2c5e/vj91uzxFgpk2b5rpo9cI5xy/k6+tL3759+fvvv11zl4OzbYpyIWV2hXmPZw4nyRyrm+nrr792jd/O/lwyg3L2905xvP4K87rKy5YtW5g7d26OC54zg2z16tUBLvq9ecstt3D27FnefPNNt972ffv2MW7cOGbNmuX6Y71///4YhsGbb77p9rm6dOlSDh065HoPZ76+CvpMuuWWW0hLS2PChAlu/y47duxg7ty5hIWF5Zi/XKS0aNiGXDauvfZahg8fzpw5c+jTpw/XX389fn5+rFixguPHjzNkyBC3C60KIyQkhAkTJvDkk08yZMgQevTowVVXXcW6devYs2cPbdq0cZs31pv69evHxx9/zG233Ub37t2x2Wz89ttvHDx4kIoVKxIfH8/Zs2dd4wQ9Vb9+fR577DHeffddBgwYQJcuXTAMg++//5709HQmTpwIOC/SGTVqFBMnTqRv37507dqVcuXKsXr1avbv30+XLl1cvbx5efjhh/nll1+YPn06GzdupEWLFhw4cIBffvmFqKgo12wPffv25Z133uGjjz7i8OHD1KxZk99//53ExERXYCiM/v378+abb7ra8ULjxo1j6NChPPHEE3Tu3JmGDRty8OBBfvnlF8qXL89LL70EQKVKlbj77ruZNWsWffv25frrr8dsNvPrr7+yf/9+Hn300SKN7R01ahSbNm3iww8/ZOPGjbRq1YrDhw/z008/ERwczBtvvOFRTx44xz1nzgBzYXieOXMmSUlJrlk2srfPli1buOOOO7jpppvw9fVl/fr17Nixg6uuuorTp08X+IcRwJNPPsnatWuZOHEiv/32G/Xr12ft2rWcPXvW4+sMclOY93j//v1ZsmQJjz32GH369CEkJIQ///yTDRs25PpcMscbjxkzho4dO7rmTy+O15+nr6u8PPDAAyxdupSnn36aZcuWUadOHY4ePcry5cupVKkSw4YNAy7+vfnQQw/x22+/MWfOHGJiYmjbti0JCQksW7aM1NRU3nzzTdfreuDAgSxfvpyvv/6a3bt3065dO06ePMny5cupWbOm66LBChUq4Ofnx/r163nttdfo0aNHjsVRwDm/9m+//ca3337L7t27ufbaazl9+jQrVqzAMAymTJniteskRApLPc9yWXn++eeZNGkS1apV45tvvuGrr74iPDycCRMmFPgfVEF69uzJvHnz6NixI7/++isLFiwA4L///S+ffPJJiS2z/OSTT/L4449jNpuZN28eK1asoEaNGnz00Uc88sgjAKxatapIx/73v//NlClTqFatGv/3f//Ht99+S1RUFHPnziUqKsq137333suMGTNo3Lgxy5cvZ/78+fj4+DB69Gjeffddt97M3AQHBzNv3jzuv/9+Tpw4wezZs9mxYwfDhg3j448/drVleHg4s2fPpn379qxevZqFCxdSv3595s2b57rQrzD69euH2WymatWquc6cUq9ePRYvXsztt9/O7t27mT17Nrt372bAgAEsWrTI7WvjUaNGMXbsWEJCQvjqq69YsGABwcHBuU6P5qmKFSuyYMEC7rvvPk6dOsXcuXP5888/ufnmm1m8eDEtWrTw+FgdO3bE19fXNd45U5s2bfDx8cFsNnPddde5PebOO+/khRdeoHz58ixcuJBvv/2W4OBg3nrrLcaNGwd49toqV64cn3/+OUOGDGH37t3Mnz+f8PDwYnmfePoev+GGG5gyZQq1a9fm22+/5auvviI9PZ0XX3yRmTNn5ngujzzyCC1atOD33393jfktrtdfYV5XualZsyaff/45vXv3Zvv27cyaNYuNGzfSv39/FixY4Hah4cW8NwMCApg9ezaPP/446enpzJs3j1WrVhEdHc3s2bPp27eva9/M4T3/+c9/SEtL47PPPmPdunX069ePefPmuca++/n58eKLL1KuXDnmzZuX60qQ4Pym4JNPPmHEiBFYrVY+//xz1q1bR5cuXZg/f77b1J4ipc1k6JJUERERERGPqOdZRERERMRDCs8iIiIiIh5SeBYRERER8ZDCs4iIiIiIhxSeRUREREQ8pPAsIiIiIuIhhWcREREREQ8pPIuIiIiIeEjhWURERETEQwrPIiIiIiIeUngWEREREfGQwrOIiIiIiIcUnkVEREREPKTwLCIiIiLiIYVnEREREREPKTyLiIiIiHhI4VlERERExEMKzyIiIiIiHlJ4FhERERHxkMKziIiIiIiHFJ5FRERERDyk8CwiIiIi4iGFZxERERERDyk8i4iIiIh4SOFZRERERMRDCs8iIiIiIh5SeBYRERER8ZDCs4iIiIiIhxSeRUREREQ8pPAsIiIiIuIhhWcREREREQ8pPIuIiIiIeEjhWURERETEQwrPIiIiIiIeUngWEREREfGQwrOIiIiIiIcUnkVEREREPKTwLCIiIiLiIR9vHNThcDB27Fh2796Nn58f48ePp06dOq7tM2bMYMmSJYSEhPDAAw/QpUsX4uPjefrpp0lLS6Ny5cq89tprBAYGeqN6IiIiIiJF4pWe5xUrVpCRkcH8+fMZOXIkEydOdG3bvXs33333HQsWLODjjz/m3XffJTU1lffff5++ffsyb948mjZtyvz5871RNRERERGRIvNKeI6JieG6664DoGXLlmzfvt21bf/+/bRt2xZ/f3/8/f2pU6cOu3fvdntM586dWbNmjTeqJiIiIiJSZF4ZtpGUlERISIjrvsViwWaz4ePjQ6NGjZgxYwZJSUlYrVY2b97M4MGDSUpKIjQ0FIDg4GASExNzHDcmJsYb1RURERERyaF169Y5yrwSnkNCQkhOTnbddzgc+Pg4T1W/fn2GDh3KAw88QPXq1WnRogUVKlRwPSYgIIDk5GTCwsI8fhIlITY2liZNmpTKuS9nalfvUdt6j9rWe9S23qO29R61rfeUZtvm1WnrlWEb0dHRrF69GoAtW7YQERHh2hYfH09ycjJffPEFL7/8MsePH6dhw4ZER0ezatUqAFavXl1qIVlEREREJC9e6Xnu0aMHv//+O0OGDMEwDCZMmMCsWbOoXbs2Xbt25cCBA9x22234+vry3//+F4vFwr/+9S+eeeYZFixYQIUKFZg8ebI3qiYiIiIiUmReCc9ms5lx48a5ldWvX991+8JtAOHh4Xz00UfeqI6IiIiISLHQIikiIiIiIh5SeBYRERER8ZDCs4iIiIiIhxSeRUREREQ8pPAsIiIiIuIhhWcREREREQ8pPIuIiIiIeEjhWURERETEQwrPIiIiIiIeUngWEREREfGQwrOIiIiIiIcUnkVEREREPKTwLCIiIiLiIYVnEREREREPKTyLiIiIiHhI4VlERERExEMKzyIiIiIiHlJ4FhERERHxkMKziIiIiIiHFJ5FRERERDyk8CwiIiIi4iGFZxERERERDyk8i4iIiIh4SOFZRERERMRDCs8iIiIiIh5SeBYRERER8ZDCs4iIiIiIhxSeRUREREQ8pPAsIiIiIuIhhWcREREREQ8pPIuIiIiIeEjhWURERETEQwrPIiIiIiIeUngWEREREfGQwrOIiIiIiIcUnkVEREREPKTwLCIiIiLiIYVnEREREREP+ZR2BUREREREMu1PSGXytsPM3XuSJKudkHX/MKxhFUZG1aJ+WGBpV089zyIiIiJSNiz9+zRRizYyM/YYiVY7BpBotTMz9hhRizay9O/TpV1F9TyLiIhcrsp6D96lTG1b/PYnpDJwxQ5SbI4c26wGWG0OBq7YwbaB15RqGys8i4iIXIaW/n2agSt2YLU7sBrOsswevE/3nGBR90huqn1V6VbyEnUltK1hGFgdzp8Mh8P5237+dx5lVoeDDPsFj3Htd357bo85f57Vx86Smktwzs5qdzBl22GmdooooZbISeFZRERKlXrwit+l0oN3KSps2zrOh9CswJgtgF5YZncPk/kF1OzHyTW05hFQs58zt7LMetgMoxRat2BWA+bsPanwLCIiV6YroQcvN4bhDDXpdgdpdofrd/bb6XbDWWZzkO5w/53rftnKYk4lFtiDl2Jz0HrxH1QJ9CuhZ315OJmakWtwzi7F5qDRF+vBBPaymUEvaUlWe6meX+FZRERKRWn1jtoc2YOqcUEQdeQSWI1cAms+YdfD/cqCcxl2zmWklnY1Lkt2gEs8OPuaTfiaTfiZzc7fFhO+ZjN+2cpzK3Pue/63+fx2S7Zt2cqyP2bEmn0evTdCfC0l8OzzpvAsIiKlYvK2w1gL+I8y3ebg3p930f/qq3INu3kH1bz3c1zigUYuPa5g6QqUWSEyR1k+YdSTgOp+/FzKLnxMtrplP46PyYTJZCrRdtp8OomZscdc30LlxtcEwxtWKblK5ULhWUREikWG3cHpdCun06ycTrNl3U4/f99128rpdBu7z6YU2DFnB349eY5fT54riadQonzNJvwtZgIsZvwtJgJct91/u5d5tt/wn2NJ9aQHz8fCH7e2LoFne/lovfgPkgsYtgEQ5mvh9N0dsZRCCL1UjYyqxad7TmDNp319LWaejKpVgrXKySvh2eFwMHbsWHbv3o2fnx/jx4+nTp06ru0ff/wx3333HSaTiUceeYQePXpgGAadO3fm6quvBqBly5aMHDnSG9UTEZF8GIZBgtV+PgRnC7+uYOwMvxeG4dIeh+gpExDok1f4NOUTXD3bL8DHjL8587eJAJ+cx/E3m7GYvReoVh4741EP3t0RVWhUPshr9bgc3RVR1ePeUR+zltMojPphgSzqHpnjOghwtqmvxcyi7pGlfpGrV8LzihUryMjIYP78+WzZsoWJEyfywQcfAJCQkMDs2bNZvnw5qamp3HzzzfTo0YO///6byMhIpk+f7o0qiYhckawOh8c9wZn349NsZepKez+ziX9H1vCoF9Y9uJqzBdessFsaX0eXtEulB+9SpLb1rptqX8W2gdcwZdth5uw9SaLVTqivheENq/BkGZmBxyvhOSYmhuuuuw5w9iBv377dtS0wMJDq1auTmppKamqq6wNsx44dnDx5kuHDhxMQEMCzzz5LvXr1vFE9EZFCK+3p1AzDIDGzN9jDnuDTaVYSS7A32GyCiv6+XOXvw1UBvlzl7+v8HeCTddv//P0AX97cepjP950ssAfvwcbVeKt9gxJ7HpeDS6UH71KktvW++mGBTO0UwdROEcTGxtKkSZPSrpIbr4TnpKQkQkJCXPctFgs2mw0fH+fpqlWrRp8+fbDb7Tz88MMAVKpUiYceeoibbrqJP/74g1GjRvHll1/mOHZsbKw3qlygtLS0Ujv35Uzt6j1q2+KzOj6d/8SexeYA2/myRKudD3ceY9auY7zdpDydK/p7fDyrw+CczcFZq8FZm4OzVgfnbAZnrQ7X/bNu953720qwMzjQDOV8zZT3MVPe10x5H9P532bK+5oo72POtt15P9THhDlHj64BWM//AOnnf87BneVsLDCRb3i2mKBfULpey0VwNbC0cRJpez/i2uRlhJBKEoGsC+5FQMP7qZQcR2xsXGlX85J0NWrbklIW/y/zSngOCQkhOTnZdd/hcLiC8+rVq4mLi2PlypUA3H///URHR9OsWTMsFufUI23atCEuLg7DMHJ8tVZaf32Uxb98LgdqV+9R2xaP/QmpPLV2I2m5fENrA2wOeHJXAp93bUqgr7nAnuDTaVYSSrg3uILf+Z7g7D2/ufQEZ5X5EODj/amgmgCLw08zavlyHrN+wR3GCkJJJZFAPjd1Z6rvEN7o2ZMbL8N5nkvEoaU0+XUQ2LP+eAkjhZ4p38L2ZXDjIqhzU+nW8VKltvWuc/thy2TYMxfDmoTJNwQihkHLkVCufolVIyYmJtdyr4Tn6Ohofv75Z3r37s2WLVuIiMhaBaZcuXIEBATg5+eHyWQiNDSUhIQEpk6dSvny5XnwwQfZtWsX1apVu+zHpIlI6TAM5+IUCVY7iVY7CRm2C37bSbTaSLDa+b+//ilwsYlUu4Obf9ye7z7FIdBiznsYhGuIhPuwifL+Prn0BpcdNxkbuNH+AA4jA5/z/frlSOEB43sesq/AbCwCFEIK7dx++GEg2FJybjOsYLM6tw/eVqJh5LKgtvWuQ0ud7We3gmHFBGBNhJ0zYfenZeIPE6+E5x49evD7778zZMgQDMNgwoQJzJo1i9q1a9OtWzfWrFnD7bffjtlsJjo6mo4dO9K8eXNGjRrFqlWrsFgsvPbaa96omshlrbTH5XpTYQJvYoadBGvu2zNvl+YFcSaggtu44IJ7gq8K8CWwBHqDS9T5EGK2p3DhnAQ+2MBuKxshxDAAI+fvHGXkUZ7fYy68ncv5PD1O9mP8MQ7sGfk/L3sGrHsOWj978W10JYl51bO23fgSXDMOTOYLfixZt8lnm8kMmKAM//Fb7C6RP0xMhlGGLqkuQExMDK1bl858lPoK3DvUrsUnt2WOwf0ClpJe5tgwnAtVJF5k4M3cXpZmgMhNl+rlC+wJvirAl/J+Pl6dpqxMsqdDShykxkHaKeftHdPh5HqggDlzfYLBvzx5BsVCh8tChF6RUmfKPVhfGLhzBPH8gnoux8rcbrbkfizOb/Mo9Ht4rgu3HfoeTm0i388Eky9EPgSdp3q95fPKnVokReQyUJzLHGcPvJkh9nIMvL5mE2G+FkL9fJy/fS2E+fm4//a1MHHr36TbC34OYb4Wfurb0vsVLyscdkiPd4bh1LisYJzXT0ZC0c9lS3b+iFyRDDDszh9x9kDvmVMi4TkvCs8ilwFPljlOszkYsmIHnaqWv+QDb24hN/SC23kGYj8Lob4++Fs8W7wgLs16SSwXe9EMA6xJOUNvXqE47R8wCl5l7fKS+RV6tt9ut8m9PL/H5Cij4H09Oc6Z3RTYow/O3r6KzS6+aa4kp7fjUdtigrCrne8T14/d/T75bDMc6NuPPGQklerpFZ5FLjEOw+BYcjp/JaVxMCGNg4lpzNx1PN9wB86P+j/+SeKPf0r2Q8fPbMqzVze/kHsxgbc4XdILItjTIfWU573D9nTv1cVkgcDK2X4qwf5F4Chg7CiAbwgM2ZlLUMTDQFocofcSs+pR5wVWhjXvfUrw6+/LSkm2rWHkEbRzCdw5tucWxh3Ob41yPVa2xxR0Lrd9cjlPgefK41gxEzz7TPALKXgfL1J4FiljDMPgnzQrBxPTzv+k8pfrdhqHEtPIcHi3N8LPbMoRXDNDrie9us5gXHqBtzhlLoiQ73Rq3XuWzAWZhgPS4nMPvrkF44xz3q2Pf4ULAvH5n6BcyvzLnx/rmI1fOc9CSKO7IbQM/nFSlrUc6ZyZwJZP21p8ocWTJVeny0VJtq3J5PzDk8vsYuG8pJz07DMhYnjJ1SkXCs8ipeBcho2DCakcTExzC8aZQTm5gKnRisrfbGJC23q5htzLKfAWN69Np1aooRKnnBfaeXOohE8gBFbJ2UOcWzAOCAeL38WdTwHPe8rVd07plW3KLxeTr7Ndb1ykqdSKQm3rPZfIZ4LCs4gXpNjsHLogFB9MSHMOtUhM40y6reCD5CM8wJe6oQFcHRpA3dAA1p08x+8nE8jvujZfEzzQuBpPlcXhBWVZYadTs2e4D5UoKBjb07xXd5MlZ/jNr4fYN9h7dcmNQoh31bnJ+brcOgX2zMHISMTkF+rstWvxpNr1YqhtveMS+UxQeBYpAqvDwd9J6Xn2Hp9MzeevZg+E+lqoez4Y1w0NpG5YAFeHBLh+h/q5v3X3J6QStWhjrrNtZCqz43LLui2Tz68ilg9bCixs7fyKNf2sd+uT61CJXAJyUGXnvhcOlShrFEK8q1x957jbzlPZpalBi5fa1jsugc8EhWeRXNgdBsdS0i8Ixs6gfDAhjaMp6VzMsOMAi9nVa5y9B7luaCB1QwOo4O9TqBU2M8flFjTP86W+UIrXGQ5IOgrn9sLZPXBuD+z8EAwPviko6vhiSwAEXThUIo8e4uIYKlEWKYSISHZl/DNB4VmuSIZhEJdqPT9jRaqr1zgzKB9KSsN6EenYx2Sidoi/eygOywrKVQL9in3J5JtqX8W2gdcwZdth5uw9SaLVTqivheENq/DkZbDCYLExDOc0a2f3ZIXkzNvn9oIt9eKOn+9QiVzGD/sEX5qzOYiIXKEUnqXEldQS0mfTs89YkRmMs4ZZ5DfEoSAmoHqwn6un+MLe4xrBfviYS/7r8vphgUztFMHUThFavTEj0T0cuwLyHu8MrfANgeF/XRpDJUREpMgUnqVE5baEdKLVzszYY3y650ShlpBOttpdgdh9zLEzHJ/NuLiL8ipdcFFe9t7j2iEBmpGiLLClQcKBrCEW2XuTU04U7ZgBV0G5CCh//ufoKjj6E/FpFVkb14tt8R3JcATgZ04jquLvtK+8jIoBZ5zTqQWU7PLnIiJS8hSepcQUdgnpDLuDv5PcQ/HBhFTXjBVxF3lRXpiv5XwYztl7fHVoACG+enuUCQ4bJB7KOcTi7B5neVFW4PIJzgrH5Rq63w6o6L5vg8Hs/d8dLNz/EHaHBcf5j80MRyCb/rmBrfHXMaj+DBpqOjURkSuC0oGUGE+WkE61Obju/zZjMZs4mpx+UQuTBuZ6UV5W73F5v8JdlCdeZBiQcjznEIuzeyBhPziK8IeS2RfKNXAPyJk9ykFVPR5nHJ9emYV/PY41l5euAx8cDh8W/vU4j6RXpmLOXURE5DKj8CwlZu7ekwUuIW0Ax1M9WJoT50V5dUL9s0LxBUG5SqCfwnFZkxafLRzvgbN7s37bkotwQBOEXX0+FDd0H24RUhvMF78q19rlO7E7TOTXw213mFj34056D2130ecTEZGyTeFZSkyS1V6o/U1AjWD/HKE4s/e4RpA/FrPCcZljTYJz+3L2IJ/dA+nxRTtmULVchlhEQLl6YPEv3vpnY7Pa2br2AI78Vp8BHHaDP1bt4ciBf/Dxs+Dr54Ovr/O36/753z6+7vd9/Sz4+J6/75/L43wtmC/z8fXxcYmsXb6TbesPkpFmxS9gK1Ht6tK+Z1MqVg4t7eqJiLhReJYSE+xr8ShAB/mY2XpbG2rporyyy56RdaFe9oB8bg8kHyvaMf3LQ/lGFwyxaOi87+fdAGUYBgnxKZw8eoaTR84Qd/QsJ4+c4fTJhAKDc9Yx4PjfRfzjoABmi9ktbOcZwvMK7b7ZHndBuHc9zs+Cj6+lxL+t2fvnURZOX4Xd7nC1dUaalU2/7WXr2v0MeuR6GjavUaJ1EhHJj8KzlIgfDsfj8GDeZF8T3BtRlQblgkqgVpehc/udK+LtmUtjaxL8FgIRw6DlyMKvyuSwQ9LhXIZY7IHEv5wLihSWT2DOIRaZYTngqhKZ7zg9zeoKx9mDcvpFXoDqTQ67g/RUR4nUMb9wnVePelaQzyvcZ23PLLf4mImPS2Th9FVYM3L+Ue2wGzjsdhZOX8UjL/VTD7TIFaSsfxul8CxelWKz88z6A0zdcdSj/bWE9EU4tBR+GOhcStqwYgKwJsLOmbD7U7hxkXPZ0+wMA1JP5j7EImE/2NMLXw+zD4TVcx9/nBmQg6uX2BzIDoeD+LhETh45ez4kn+HkkbOc/SepUMfx8/chIz3/aQ/NZhNNW9em/Y2RWNNtWDPs2KzO39aMrN826wX3M+xYrRfcz9yerfyirpwtJFuGHVuGnYtcKqZAJrMJk4kCe/atGXbmf/ALEVE1L+hpz+v2+eEv52+bS2G+9bKkrIeQS5na1jsuhW+jTIZhlODH8sWJiYmhdevWpXLuK37BiSL441QCw36KZfe5rP+Gy/lZSLM5cBhGnktIezrPs2Rzbj/MjwJbSt77WAKg7XiwJrj3JlsTi3BCE4TUch9/XP58QA692hmgS1ByQionj55160k+dewctkKMsw8I8qNyjfJUqVnB7XdyQhrTX/42197RTL5+Fq/1jhqGgd3myDV8O0P6+dvpNqzZtttcITzz9oUh/sJj2bBfxMJBZZXFx5wzYPtfELYLCuPZy1zBPGubxcdcJi9Ozi2EAJgtJiwWc5kIIZcqta13xMcllurn7YXyyp3qeZZiZ3M4eG3L34yLOYQt299mA+pcxYedG5FgtWsJ6eK2ZbKzxzk/9jRY+3ThjhtY2X2KN9d45PrOIRglzGa1c+r4uRxDLpIT0jw+htli4qoqYVSpWcEtKIdVCMo1APkH+DLokesL/I/SWx/kJpMJH1/n0AhvMxwGVmtmD/j5UG3NCtc2t7ILe8ud5bb0PLZfEPwND4ZxFQe7zYHdlkFaimez+BSFyWTKPWz7uwdvnwu2+/l7Ht59CtmLriEx3nM5t63hMHA4DAzDwGF35Lx9fnvWbUeu97P2c+TyGOfxnMc9v8/5239uOFhgp4fd7ij12Y3U8+wh9Tx7Zu+5FIb/HMv6uKzezBBfC++0b8C9jarmCCdq14tgt0L8dojbCL8+VrS5kAH8wnKG48zb/uWKt84eMgyDc6eTz1/Ad9Y15OL0yYRCha7Q8oFUrlGBKjXLu36HVy1XpCAaH5fIuh93sm3dQdLTrPgH+BJ1bV2u7aGvaIvCbnMw6T/zCxwSA+DjY+a6vlFZIT17z3pmWbrzdsYFvewlOeTF2/LrRffLHFN+vvzvfXGcPHIm3+dvMkHdJlVp1bFByT2Jy8Dm3/ZxcNcJ8ktPJhPUalCZpq1r5widruDocAZG521Httvn93EF17yC6IXBNa+w6kmgde5zqbxf/AN8Gf3eEK+fRz3P4lWGYTAj9jhPrdvntoJgxyphzO7ShHrqUb44hsM51CJuY9bPP1ucvcmF1eoZ9+EWgZVK5EK9vKSlZBB3LPMCPmdQjjt6tlAXx/n4Wahcvfz53uTzQblGeYJCA4qtnhUrh9J7aDt6D22nP/qKgcXHTNS19dj02958xz2bLSZadWpA5z7NC32O7ENeMseiWy8I1xcOg7Fm2MhIt+XsVc9lmEvm7ZIa7lLcveiGAQd2nuDAziIuZS95Mgz4e28cf++NK+2qXJYy0kv3Am+FZ7loJ1LSuX/Vbr4/nDVNl6/ZxLg2VzMqqrbmYi4sw3DOcpE9KJ/6AzISLv7YfmHQfuLFH6cIHHYHp08m5BibfO50IRZHMUHFSqE5xiZXqBRyxV8Ydilq37MpW9fux2HP+2tai8XMtT2aFun42Ye8BAZ7bz5wh92RNSwlr5BeiPCe83G2fMeAihQnk9mE+fyPyWzOdtuE+fx9930uKLeYMZtMmC3n75ucZVm3c5ZnHmPzb/twFLASMYCfv28JtETeFJ7lonx18BQPrt7N6WxfvTatEMTcLk1oFa6vsj2Seso9KMdthFQPeytCakPlayDpKJzaCEY+/8GafCFiePHUOR+GYZCckJY15OLIGU4ePcupY2cL1UMXGOznGmqRGZQrVy+PX0DpfmhK8alYObRUx5MXF7PFjL/FjL8XX5uGYVxwoWcuYTtb0P5xUYxH7zez2UST1rW9Vu/LUWzM3x5NvWq2mGnduaEzZFqcF5U6b5ucty25BdGCw6rZbC7gMZ6cL/cQbDKZSvXiVxN49G1U1LV1S65SuVB4liJJyLDxnzX7mLXH/eu+J5vXZMI1dQnw8f7FTZekjEQ4FQNxG7KCcuIhzx4bWAkqXeMMy5k/QZWd2zyabcMXWjx58c8hG2uGLdcL+FISPZ/izmwxU6laOVcvcuawi9DygWVyBgMpXg2b1+CRl/ppPHkBnBclOsc1Q8G96P8cP+dRCGl9XUMtK19IS+au97BtG9D7zrYlWLNLn7e/jSouCs9SaL8eP8tdv+zir8Ss8bY1g/355IbGdKtRoRRrVsbY0uD0Vvce5TO78OiKDN9QqNzGPSiH1M57bHK5+s55nLPN8+xi8nUG5xsXFX6hlPMMh8HZ00lZQy7O9ybHn0ykMNcch1UIyhaSnb3J4VXDsOiPrSuaxpMXv0slhFyK1Lbec6l8G6XwLB5Ltzt46Y+DTNp62C3+DW1QmakdG1LewzFIl+XE8g4bxO/MNkZ5I5z+07MZMCz+EN7SGZAze5YrNCr8YiJ1biK+2wbWLl7Ktn1hZDgC8DOnEdUggfa33kTFOpEeHSYtJcPZk5xtbHLckTMezYqQydffhyo1yucIyt4cdyoiWS6VEHIpUtt616XwbZSmqvPQld4bsj0+iWE/x7I128Vd5f18mH5dBIPrV/b4OJfFxPKG4Vx9LzMon9wA/2zOf8hEJpMFKka69yhXbAYWv4uuVmHb1m5zcPrkOecKfEfPEHf+d0K8B8/D9XzgqsphOYZcVAgPwXQZXyh6pX8eeJPatnhpikXvUduWjNL8TNBUdVIkDsPg7T+P8OyGA2Rku0CiR40KzLqhMTUK0ZN4yU4sn3Q058wX6Wc8e2y5hu5BObwV+AYVexU9adv57/9Cu+5NSDqbwskjZzl1/JxHVzVnCgrxd5vhokrNClSqVg5ff32MiJRVGhLjPWrbK5f+15M8/Z2Uxj2/7OLnY2ddZQEWM5Pa1ePfkTUwF/JirrXLd2IvIKzZrHa++XQNzdvVdZ+A3sj8Zbjdd7uZ7QFZN3Mry7yf8yCGNcU5TVzS35B0BJIOY2RkX77aF2iPwfnnbmS1geEXBiE1Idj5YwTXcK7ClwEcNuAwGOzLec5cvvzJt/7Zn+f53/v+PIa1oFWZbA7WLNuR7z7gnH+3UrVyOYJycFiALuATEZErnsKz5GAYBp/tO8m/f9tLQrZAFh0ewtwuTWhSIbhIx922/mC+Vyc7zw2H9sRxaE9pTyxf8fxPVBEfnwTsLr7qeEm5isFuq+9VqVmBipXDsPhozmQREZHcKDyLm9NpVv712x4WHjjlKjObYEzLOrwQXQc/S9FDVUZa6a4IJE6972zr6lUOCLr4sdYiIiJXEoVncfnhcDz3rtrF8WxLv9YPC2BOlya0r1Luoo6dcCYFs9nk8cTyLTvUyyo4P1TAdMH9C25mlWFA+lnnQiOpJzGlnoTUfwA7mQMd3B+WrcxkhsBwCKoKQVUxBVWFgIpuM19kndOUsw6mzF+mXMryq38Bz8nkfhCT+0ZWf7fNowUR/AN8uaZLowL3ExERkdwpPAspNjv/XbefaTuPuZU/1Lgak9vXJ8S36C8Tu83B+pWxrPp2m4fB+fzE8p5O2m8YkPjXBRf0xYA1yZkwg87/5MoEFZtmXcxX6RoIj3JOHXeJSTyTckmsyiQiInKpU3i+wm2MS2DYz7HsOZfqKqsc6MtHnRvRt074RR37YOxxvv98I/8cP+fxYwqcWD7lxAVLWf8Baf94dvCwulC5bbawHA2+IR7XrSzTpP0iIiIlQ+H5CmVzOJiw+W/GbfqL7J2VN18dzozrIqgUWPSxsAlnUvhxYQzbN/7lVl6pWjmiGmewetVZ7A4LjmwvPzM2LGY7g26tlDVNXfo557Rw2cNy0mHPKhFU1X2KuEptnMMxLlOatF9ERKRkKDxfgfaeS2H4z7Gsj8uagi3E18K7HRpwT0TVIk9Hln2IRvbV6Pz8fbihfwvatvHFsqglTRuHsC7uRrbFd8xaBa/i71xb+Qcq7j0Lab3g3C44u8ezE/uXd4bj7GE5uEbeS1lfpi6FVZlEREQudQrPVxDDMJgRe5yn1u0jJdvFZZ2qlmP2DY2pGxZY5GMf3HWCpfM2cOqCIRrN2l5Nz0GtCS0fBKseBbuViv5x9K41h9615uQ8kAM49E3eJ/IJhPBo96Bcrn7hl7K+TGnSfhEREe9SeL5CnEhJ5/5Vu/n+cLyrzNds4pU2dXk6qhaWIi6lnN8Qjd5D23J1o6pZhXvmglGI6erMPlCx+QVLWUc6y0VERERKgVLIFWDxwVM8tHo3p7MNpYisEMTcLk1oGV60r/LzG6Jxff8WtOvaOOdCG9YkD49uglvXQHgLZ0+ziIiISBmh8HwZS8iw8cSafXyy54Rb+VPNa/LqNXUJ8LEU6bgeDdHIjW+wZwHaLxSqXlukuomIiIh4k8LzZWr18bPc9XMsh5LSXWU1g/359IbGdK1RoUjHzG+Ixk13tqVu46q5PxDg1GbnnMwFMflCxPAi1U9ERETE2xSeLzPpdgcv/nGQN7YeJntUHdqgMlM7NqS8v2+hj2m3OVj/0y5WfbPV8yEa2e39An6+D2ypee+TyeILLZ4sdB1FRERESoLC82Xkz/gkhv0Uy7b4ZFdZBX8fPugUweD6lYt0zPyGaPQY2JqwCnku3wcOO6x/HjZPzCrzCQTDAQ6H+8WDJl9ncL5xkXP2DBEREZEySOH5MuAwDKb8eYQxGw6QkW0J7B41KjDrhsbUCC78ctOJZ1NYvjCG7Rv+cisPr1aO3gUN0QDnAic/3gl/f59VVj4CbvrGOVvG1imwZw5GRiImv1DnUI0WTyo4i4iISJmm8HyJ+zspjbt/3sUvx8+6ygIsZt5oV49HI2tgLuRCIRc9RAPgzC5YOsB9kZPavaHHZ84FTQA6T4XOU9mluYhFRETkEuKV8OxwOBg7diy7d+/Gz8+P8ePHU6dOHdf2jz/+mO+++w6TycQjjzxCjx49SEtLY9SoUZw+fZrg4GBef/11Klas6I3qXRYMw+CzfSf59297SbDaXeWtw0OY27UJjcsHF/qYeQ7RuOZqegwqYIhGpr+WwIo7ISMhqyz6WWj7CpiLNruHiIiISFnhlfC8YsUKMjIymD9/Plu2bGHixIl88MEHACQkJDB79myWL19OamoqN998Mz169ODzzz8nIiKCxx9/nCVLlvD+++/z/PPPe6N6l7zTaVb+9dseFh445Sozm+C5VnV4IboOvubCrbZ30UM0wDmTxubXYd0YyLxU0ScQunwMDYcUqj4iIiIiZZVXwnNMTAzXXXcdAC1btmT79u2ubYGBgVSvXp3U1FRSU1MxnR9WEBMTwwMPPABA586def/9971RtUveD4fjuXfVLo6nZLjK6ocFMKdLE9pXKVeoY+U7RKNfFO26NSl4iAaANcU5m8a++VllIbXhpq+hUqtC1UlERESkLPNKeE5KSiIkJMR132KxYLPZ8PFxnq5atWr06dMHu93Oww8/7HpMaKhztbvg4GASExNzPXZsbKw3qlygtLS0Ujs3QKrdYPLBROYdd5/ubVDVQP5bL4Tg+GPExh/z+HhxhxPY9NPfJJxOcyuv1agiLTrXJCjUzJ69uws8jk/aUWr9OYKApKy2SSnXmiPN3sb+TwD8k3+blXa7Xs7Utt6jtvUeta33qG29R23rPWWxbb0SnkNCQkhOzpouzeFwuILz6tWriYuLY+XKlQDcf//9REdHuz0mOTmZsLCwXI9dWheXxZbihW0b4xIY9nMse85lBefKgb581LkRfeuEF+pYxTJEI9Ox1bD2Dkj7J6ss8l8EdXqbCIufR4cozXa93KltvUdt6z1qW+9R23qP2tZ7SrNtY2Jici33SniOjo7m559/pnfv3mzZsoWIiAjXtnLlyhEQEICfnx8mk4nQ0FASEhKIjo5m1apVREVFsXr1alq3bu2Nql1SbA4HEzb/zbhNf2HPtuLJzVeHM+O6CCoFehZQwTlEY8NPu/jlgiEavv4+3NAvinbdGmMpzHLd2z+A30aA4/yxzL5w3VSIfMjzY4iIiIhcYrwSnnv06MHvv//OkCFDMAyDCRMmMGvWLGrXrk23bt1Ys2YNt99+O2azmejoaDp27Ejr1q155plnuOOOO/D19WXy5MneqNolY++5FIb/HMv6uKzhKyG+Ft7t0IB7Iqq6xop74q/dJ/h+3gZOHbuIWTQy2TPg18dh54ysssDK0OtLqNbJ8+OIiIiIXIK8Ep7NZjPjxo1zK6tfP2vxixEjRjBixAi37YGBgbz77rveqM4lxTAMZsQe56l1+0ixOVzlnaqWY/YNjakbFujxsRLPpvDjwhj+zG2Ixh3XULdJtcJVLuUkLLsNTvyeVVYpGnp9DaG1CncsERERkUuQFkkpQ06kpHP/qt18fzjeVeZrNvFKm7o8HVULi9mz3uZiH6IBEBcDS2+G5CNZZQ3vhBs+BN9C9FyLiIiIXMIUnsuIxQdP8dDq3ZzOFnYjKwQxt0sTWoaHenycv3af5Pt563MM0Yi8pg49B7YmrGLhF09hzzz4+X6wZ87MYYL2r0PLp6GQKxiKiIiIXMoUnktZQoaNJ9bs45M9J9zKn2pek1evqUuAhz3ExT5EA8Bhh3XPwpY3ssr8ykHPL6B2r8IfT0REROQSp/BcilYfP8tdP8dyKCndVVYz2J9Pb2hM1xoVPDqGa4jGt9vISLO6yn3PL3RybVGGaACknXEus/33sqyy8o2h9/9B+Yi8HyciIiJyGVN4LgXpdgcv/nGQN7YeJtsMdAxtUJmpHRtS3t/Xo+N4ZYgGQHwsLB0A5/ZmldXpC93ngn/hVjEUERERuZwoPJewP+OTGPZTLNvisxaRqeDvwwedIhhcv7JHx8hviMZNd1xDvaIM0cj017fw41CwZlvhsfVz0HYcmDxYqltERETkMqbwXEIchsGUP48wZsMBMhxZ/c09alRg1g2NqRHsX+Ax7DYHG37exS/fFPMQDQDDgE2vwfrnIbM/3CcIus6CBrcX7ZgiIiIilxmF5xLwd1Iad/+8i1+On3WVBVjMvNGuHo9G1sDswYwVXhuiAWBNhp/uhf0Ls8pC68BNX0N4y6IfV0REROQyo/DsRYZh8Nm+k/z7t70kWO2u8tbhIczt2oTG5QsOvIlnU/hx0Sb+XH/QrTy8ahg33dn24oZoACT85Zy/+fTWrLLqN8CNCyCw0sUdW0REROQyo/DsJafTrPzrtz0sPHDKVWY2wXOt6vBCdB18zfmPH/bqEI1MR3+BHwZC2umssuaPQYe3wOLZRYsiIiIiVxKFZy/44XA8967axfGUDFdZ/bAA5nRpQvsqBc9WcWjPSb6ft4G4o2fdyotliAY4xzdvfx9+ewKM8z3iZl/o/D40feDiji0iIiJyGVN4LkYpNjv/XbefaTuPuZU/1Lgak9vXJ8Q3/+b2+hANAHs6rP43xH6UVRZYBXothmodLv74IiIiIpcxhedisjEugWE/x7LnXKqrrHKgLx91bkTfOuH5PrZEhmgApJyApbfCybVZZZXawE1fQUjNiz++iIiIyGVO4fki2RwOJmz+m3Gb/sKebcWTm68OZ8Z1EVQK9Mv38XkO0WhTh56DimGIRqaTG2HZLZB8NKssYhjcMAN8AovnHCIiIiKXOYXni7D3XArDf45lfVzWgiIhvhbe7dCAeyKqYspnCroSGaKRafcc+OVB55ANcC520v4NaPEkeDBNnoiIiIg4KTwXgWEYzIg9zlPr9pFic7jKO1Utx+wbGlM3LO+eXIfdwYafd/Pz/23NOUSjbxTXdi+mIRoADhusHQ1bJ2eV+ZeHHvOhds/iOYeIiIjIFUThOR/7E1KZvO0wc/eeJMlqJ2TdP9x6dTh/JaWx6njWYiW+ZhOvtKnL01G1sJjz7sktsSEaAGln4MchcHh5VlmFptD7/6Bcg+I7j4iIiMgVROE5D0v/Ps3AFTuw2h1Yz49lTrTa+XTvSbf9IisEMbdLE1qGh+Z5rMSzKaz4chPb1uUyROOOttRrWoxDNADid8LSAXBuX1ZZ3QHQbQ745V1PEREREcmfwnMu9iekMnDFDrchGbm5L6Iq0zo1JCCPYRYlOkQj08H/gxXDwJqUVdbmBbhmrHOss4iIiIgUmcJzLiZvO4zVnn9wtpgg0MecZ3Au0SEaAIYDYl6FDS9mlfkEQbdPof7A4j2XiIiIyBVK4TkXc/eedA3VyIvdgDl7TzK1U4RbedK5VH5cFJNjiMZVVcPo7Y0hGuDsZV55Dxz4Mqss9Gq46f8gPKr4zyciIiJyhVJ4zkWS1V7o/TKHaPzyzVbSU0toiAZAwkH4fgDE/5lVVqML9FwAgfkvziIiIiIihaPwnIsQXwuJHgToEF9nGM5riEbT1nXoeXtryhX3EI1MR36CHwZBenxWWfMR0OFNsPh655wiIiIiVzCF51wMa1iFmbHH8h264WuCu2pW4KuPfivZIRoAhgF/ToXfnwTjfMg3+8H106HJvd45p4iIiIgoPOdmZFQtPt1zgpCkDNqfSCDqdAr+DoN0s4ltVwWxvkooTZPSqbbtONvSbK7H+fpZ6Nw3ivY9mnhniAY4Vwlc9S/YNSurLKgq9PoKql7rnXOKiIiICKDwnKv6YYHMvLoS2+fHYHEYZMbgAIdB61PJXHMqGRNgzfYYrw/RAEg+DstuhZPrssoqt4VeiyGkhvfOKyIiIiKAwnOu4uMSOfjlZvwcOcdtXNif7PUhGplOboBlt0DysayyRnc7h2r4BHj33CIiIiICKDznau3yndgLmOcZoEa9cO4d1dN7QzQy7ZoNqx5yDtkA52InHSZD1BNgyns5cBEREREpXgrPudi2/iAOewETPQP/HDvn3eDssMGaUbDt7awy/wrOaehqdffeeUVEREQkVwrPuci+lHa++6V7tl+RpJ2G5YPhyMqssoqRzoVPytX33nlFREREJE8Kz7nwC/D1KED7+XtpLuXT22HpAEg4kFVW9xbnUtt+od45p4iIiIgUyFzaFSiLotrVxWzJfyyx2WIi6tq6xX/yA1/Bl9e6B+drxkKvRQrOIiIiIqVM4TkX7Xs2xWLJv2ksFjPX9mhafCc1HLDxZedUdLZkZ5lPsHMaumtecl4kKCIiIiKlSoksFxUrhzLokevx9bPk6IE2W0z4+lkY9Mj1VKxcTD3BGYmwbCBsHJtVFlYPblsH9W4pnnOIiIiIyEXTmOc8NGxeg0de6se6H3eybd1B0tOs+Af4EnVtXa7t0bT4gvO5/c7xzfE7sspqdoee8yGgYvGcQ0RERESKhcJzPipWDqX30Hb0HtqO2NhYmjRpUrwnOLwClt8O6Weyylo8Ce0ngVn/NCIiIiJljRJaaTAM2PYOrBnpHOsMYPGH6/8Hje8u3bqJiIiISJ4UnkuaLQ1WPQK7P80qC6oGN30FVdqVXr1EREREpEAKzyUp+RgsvQXiNmSVVWnnnFEjuHrp1UtEREREPKLwXFJOrHNOQ5dyPKus8b3Q+X3wCSi9eomIiIiIxxSeS0LsLOdQDUeG877JAh2nQPPHwJT/YiwiIiIiUnYoPHuT3QprnoY/380q868INy6Eml1Lr14iIiIiUiQKz96Sdhp+uB2O/pRVVrE53PQ1lKtXatUSERERkaJTePaG0386Fz5JOJhVVu826PYJ+IaUWrVERERE5OIoPBe3/V/CyrvBlpxV1nYctH4OTFoNXURERORSpvBcXAwHbBwLf7ySVeYbAt3nQt0BpVYtERERESk+XgnPDoeDsWPHsnv3bvz8/Bg/fjx16tQBIDY2lgkTJrj23bJlC9OmTSMqKoobb7yRiIgIALp3787dd18iq+1lJMCK4fDXN1llYfWh9/9BxcjSq5eIiIiIFCuvhOcVK1aQkZHB/Pnz2bJlCxMnTuSDDz4AoEmTJsyZMweApUuXUrlyZTp37syaNWvo27cvL7zwgjeq5D3n9sH3A+DMzqyymj2g5xcQULH06iUiIiIixc4r4TkmJobrrrsOgJYtW7J9+/Yc+6SkpPDee+8xd+5cALZv386OHTsYNmwYFStW5Pnnn6dy5creqF7x+Xs5/DgY0s9mlbUYCe0nglkjYkREREQuN15JeElJSYSEZM0qYbFYsNls+PhknW7RokX06tWLihWdvbP16tWjWbNmdOjQgW+++Ybx48fz7rvv5jh2bGysN6pcoLS0tKxzGwYVD39K5f1vYsIBgMPsx/FG40io2B927y2VOl6K3NpVipXa1nvUtt6jtvUeta33qG29pyy2rVfCc0hICMnJWbNNOBwOt+AM8O2337qF42uvvZbAwEAAevTokWtwBuewj9IQGxvrPLctFX55GPbPydoYXANzr6+oUeUaapRK7S5drnaVYqe29R61rfeobb1Hbes9alvvKc22jYmJybXcK3OnRUdHs3r1asB5QWDmRYCZEhMTycjIoFq1aq6y559/nh9++AGAtWvXEhlZBi60O7cfVj0KH4bR+OdI+DAUZteBPdmCc9UOMOgPqHJN6dVTREREREqEV3qee/Towe+//86QIUMwDIMJEyYwa9YsateuTbdu3Th48CA1arj30Y4cOZIxY8bw+eefExgYyPjx471RNc8dWgo/DHQusW1YMQFYk5w/mZrcD52ngcW/tGopIiIiIiXIK+HZbDYzbtw4t7L69eu7bkdFRfH++++7ba9Vq5ZrFo5Sd26/MzjbUvLex+wHrUYrOIuIiIhcQbTkXW62THb2OOfHMGDb2yVSHREREREpGxSec7NnLhgFhWer+9hnEREREbnsKTznJvu45vxkeLifiIiIiFwWFJ5z4xtS8D4Afh7uJyIiIiKXBYXn3EQMA5Nv/vuYfCFieMnUR0RERETKBIXn3LQcCZYCwrPFF1o8WTL1EREREZEyQeE5N+Xqw42LwCcoZw+0yddZfuMi534iIiIicsXwODyfPXvWi9Uog+rcBIO3QeRD4BeGgQn8wpz3B29zbhcRERGRK0qBi6Rs2LCBcePGYbfb6dWrF9WrV2fQoEElUbfSV64+dJ4KnaeyS+vWi4iIiFzxCux5fuedd5g7dy7h4eE88sgjfP755yVRLxERERGRMqfA8Gw2mylfvjwmkwl/f3+Cg4NLol4iIiIiImVOgeG5du3aTJ48mbNnzzJjxgyqV69eEvUSERERESlzCgzPL7/8MtWrV6d169YEBQXxyiuvlES9RERERETKnALD844dO7Barbz00kts3ryZffv2lUS9RERERETKnALD87hx47jhhhsA+M9//sOrr77q7TqJiIiIiJRJBYZnX19fateuDUCtWrUwm7WuioiIiIhcmQqc57l69eq89dZbtGzZkm3btlG5cuWSqJeIiIiISJlTYDfya6+9RsWKFVm1ahVXXXUVr732WknUS0RERESkzCmw59nPz4/o6GgiIyMB2Lp1K9dcc43XKyYiIiIiUtYUGJ4ff/xx4uPjqVatGoZhYDKZFJ5FRERE5IpUYHj+559/+OKLL0qiLiIiIiIiZVqBY57r1q3LyZMnS6IuIiIiIiJlWoE9z5s2baJLly5UrFjRVfbbb795tVIiIiIiImVRgeH5hx9+KIl6iIiIiIiUeQWG5y1btrB48WKsVisAcXFxfPTRR16vmIiIiIhIWVPgmOexY8fStm1bkpKSqF69OuXLly+BaomIiIiIlD0FhucKFSrQt29fQkJCePzxx3XxoIiIiIhcsQoMz2azmb1795KamsqBAwc4d+5cSdRLRERERKTMKTA8jx49mr179zJ8+HCefvppbrvttpKol4iIiIhImVPgBYMNGzakWrVqpKenM2PGDEwmU0nUS0RERESkzCkwPP/3v/8lJiaGsLAw1/LcX331VUnUTURERESkTCkwPB88eJCVK1eWRF1ERERERMq0Asc8R0VFceDAgZKoi4iIiIhImVZgz3NISAgDBw4kKCjIVabluUVERETkSlRgeF6/fj0bNmzAx6fAXUVERERELmsFDtuoU6cOp0+fLom6iIiIiIiUaQV2J2/evJmuXbtSoUIFV5mGbYiIiIjIlajA8Pzyyy/Tvn37kqiLiIiIiEiZVuCwjalTp5ZEPUREREREyrwCe55NJhP//ve/qVu3LmazM2s/9dRTXq+YiIiIiEhZU2B4vu2220qiHiIiIiIiZV6Bwzb69etHSkoK27ZtIyEhgT59+pREvUREREREypwCw/OLL77I4cOH6dixI0ePHuX5558viXqJiIiIiJQ5BQ7bOHToEJ999hkA3bt3Z8iQIV6vlIiIiIhIWVRgz3N6ejqpqakApKWlYbfbvV4pEREREZGyqMCe57vuuosBAwbQsGFD9u3bx4gRI0qiXiIiIiIiZU6e4Xnu3LkMGzaMOnXqsGDBAg4fPkzNmjXdVhoUEREREbmS5Bme58yZQ82aNZkyZQqjRo0C4Ny5cwB06tQp34M6HA7Gjh3L7t278fPzY/z48dSpUweA2NhYJkyY4Np3y5YtTJs2jWbNmvH000+TlpZG5cqVee211wgMDLzoJygiIiIiUlzyDM+jRo1i+fLlnD59miVLlrhtKyg8r1ixgoyMDObPn8+WLVuYOHEiH3zwAQBNmjRhzpw5ACxdupTKlSvTuXNnxo8fT9++fbn11luZMWMG8+fP55577rnIpyciIiIiUnzyDM/du3ene/fufP3119x8882FOmhMTAzXXXcdAC1btmT79u059klJSeG9995j7ty5rsc8/PDDAHTu3Jm33npL4VlEREREypQCLxhctGhRocNzUlISISEhrvsWiwWbzYaPT9bpFi1aRK9evahYsaLrMaGhoQAEBweTmJiY67FjY2MLVZfikpaWVmrnvpypXb1Hbes9alvvUdt6j9rWe9S23lMW27bA8JyRkcHNN99M3bp1MZudM9tNnjw538eEhISQnJzsuu9wONyCM8C3337Lu+++m+MxAQEBJCcnExYWluuxmzRpUlCVvSI2NrbUzn05U7t6j9rWe9S23qO29R61rfeobb2nNNs2JiYm1/ICw/PTTz9d6JNFR0fz888/07t3b7Zs2UJERITb9sTERDIyMqhWrZrbY1atWsWtt97K6tWrad26daHPKyIiIiLiTQUuktK0aVN+//13vvrqK86ePUuVKlUKPGiPHj3w8/NjyJAhvPbaazz77LPMmjWLlStXAnDw4EFq1Kjh9ph//etfLFmyhCFDhrB582aGDRtWxKckIiIiIuIdBfY8jxkzhs6dO7Nx40bCw8N57rnnXBf55cVsNjNu3Di3svr167tuR0VF8f7777ttDw8P56OPPipM3UVERERESlSBPc9nz55l4MCB+Pj4EB0djcPhKIl6iYiIiIiUOQWGZ4D9+/cDcOLECSwWi1crJCIiIiJSVhUYnp9//nnGjBnDzp07GTFiBKNHjy6JeomIiIiIlDkFjnmOiIjggw8+4O+//+bqq6+mfPnyJVAtEREREZGyp8Dw/NlnnzF79mwaNGjAvn37ePTRRxkwYEBJ1E1EREREpEwpMDwvXLiQb775Bn9/f1JTUxk2bJjCs4iIiIhckQoc83zVVVe5LhIMCAjQsA0RERERuWIV2PNsGAY333wzrVq1YufOndhsNkaOHAkUvEy3iIiIiMjlpMDw/Mgjj7hu9+vXz6uVEREREREpywoMz23bti2JeoiIiIiIlHkeLZIiIiIiIiIKzyIiIiIiHstz2MZTTz2FyWTKdZsuFBQRERGRK1Ge4XnIkCElWQ8RERERkTIvz/CceaFgUlISH374IXFxcXTp0oVGjRqVWOVERERERMqSAsc8jxkzhlq1anHo0CHCw8N57rnnSqJeIiIiIiJlToHh+ezZswwcOBAfHx+io6NxOBwlUS8RERERkTLHo9k29u/fD8CJEydcS3WLiIiIiFxpCgzPzz33HGPGjGHnzp2MGDGC0aNHl0S9RERERETKnAJXGGzUqBHz588vibqIiIiIiJRpeYbnrl27us3z7OPjg81mw8/Pj6VLl5ZI5UREREREypI8w/OyZcswDIOXX36ZIUOGEBUVxc6dO5k3b15J1k9EREREpMzIMzz7+fkBcPjwYaKiogBo2rQpBw8eLJmaiYiIiIiUMQWOeQ4NDeXtt98mKiqKzZs3U6lSpZKol4iIiIhImVPgbBtvvvkmYWFh/PLLL1SqVIlJkyaVRL1ERERERMqcAsOzv78//v7+mM1mDMMoiTqJiIiIiJRJBYbnF154gcOHD9OpUyeOHj3K888/XxL1EhEREREpcwoc83zo0CE+++wzALp3786QIUO8XikRERERkbKowJ7n9PR0UlNTAUhLS8Nut3u9UiIiIiIiZVGBPc933XUXAwYMoGHDhuzbt4/HH3+8JOolIiIiIlLmFBie+/fvT+fOnTl8+DA1a9akQoUKJVEvEREREZEyJ8/w/Oyzz+b5oNdee80rlRERERERKcvyDM/bt28nLS2N/v3706pVK01TJyIiIiJXvDwvGPz222+ZNm0a6enpzJgxgy1btlC7dm2uu+66kqyfiIiIiEiZke+Y54iICJ5++mkANm7cyOTJkzlx4gQLFiwokcqJiIiIiJQlBV4wmJSUxI8//sh3331Hamoq/fv3L4l6iYiIiIiUOXmG5++//57vv/+eY8eO0bNnT15++WVq1qxZknUTERERESlT8gzPTz31FPXq1aNx48bs2bOHKVOmuLZNnjy5RConIiIiIlKW5BmeZ8+eXZL1EBEREREp8/IMz23bti3JeoiIiIiIlHl5TlUnIiIiIiLuFJ5FRERERDyk8CwiIiIi4iGFZxERERERDyk8i4iIiIh4SOFZRERERMRDBS7PXRQOh4OxY8eye/du/Pz8GD9+PHXq1HFtX7VqFdOmTcMwDCIjI3nppZcA6Ny5M1dffTUALVu2ZOTIkd6onoiIiIhIkXglPK9YsYKMjAzmz5/Pli1bmDhxIh988AEASUlJvPHGG8yePZuKFSvy4YcfcubMGRITE4mMjGT69OneqJKIiIiIyEXzyrCNmJgYrrvuOsDZg7x9+3bXts2bNxMREcHrr7/OnXfeSXh4OBUrVmTHjh2cPHmS4cOH8+CDD3LgwAFvVE1EREREpMi80vOclJRESEiI677FYsFms+Hj48OZM2dYv349X3/9NUFBQQwdOpSWLVtSqVIlHnroIW666Sb++OMPRo0axZdffpnj2LGxsd6ocoHS0tJK7dyXM7Wr96htvUdt6z1qW+9R23qP2tZ7ymLbeiU8h4SEkJyc7LrvcDjw8XGeqnz58jRv3pxKlSoB0KZNG2JjY+nSpQsWi8VVFhcXh2EYmEwmt2M3adLEG1UuUGxsbKmd+3KmdvUeta33qG29R23rPWpb71Hbek9ptm1MTEyu5V4ZthEdHc3q1asB2LJlCxEREa5tkZGR7Nmzh/j4eGw2G1u3bqVBgwZMnTqVTz/9FIBdu3ZRrVq1HMFZRERERKQ0eaXnuUePHvz+++8MGTIEwzCYMGECs2bNonbt2nTr1o2RI0fywAMPANCrVy8iIiJ46KGHGDVqFKtWrcJisfDaa695o2oiIiIiIkXmlfBsNpsZN26cW1n9+vVdt/v06UOfPn3ctpcrV44ZM2Z4ozoiIiIiIsVCi6SIiIiIiHhI4VlERERExEMKzyIiIiIiHlJ4FhERERHxkMKziIiIiIiHFJ5FRERERDyk8CwiIiIi4iGFZxERERERDyk8i4iIiIh4SOFZRERERMRDCs8iIiIiIh5SeBYRERER8ZDCs4iIiIiIhxSeRUREREQ8pPAsIiIiIuIhhWcREREREQ8pPIuIiIiIeEjhWURERETEQwrPIiIiIiIeUngWEREREfGQwrOIiIiIiIcUnkVEREREPKTwLCIiIiLiIYVnEREREREPKTyLiIiIiHhI4VlERERExEMKzyIiIiIiHlJ4FhERERHxkMKziIiIiIiHFJ5FRERERDyk8CwiIiIi4iGFZxERERERDyk8i4iIiIh4SOFZRERERMRDCs8iIiIiIh5SeBYRERER8ZDCs4iIiIiIhxSeRUREREQ8pPAsIiIiIuIhhWcREREREQ8pPIuIiIiIeEjhWURERETEQwrPIiIiIiIeUngWEREREfGQwrOIiIiIiIcUnkVEREREPOTjjYM6HA7Gjh3L7t278fPzY/z48dSpU8e1fdWqVUybNg3DMIiMjOSll14iPT2dUaNGcfr0aYKDg3n99depWLGiN6onIiIiIlIkXul5XrFiBRkZGcyfP5+RI0cyceJE17akpCTeeOMNpk+fzsKFC6lRowZnzpzh888/JyIignnz5nHzzTfz/vvve6NqIiIiIiJF5pXwHBMTw3XXXQdAy5Yt2b59u2vb5s2biYiI4PXXX+fOO+8kPDycihUruj2mc+fOrF271htVExEREREpMq8M20hKSiIkJMR132KxYLPZ8PHx4cyZM6xfv56vv/6aoKAghg4dSsuWLUlKSiI0NBSA4OBgEhMTcz12bGysN6pcoLS0tFI79+VM7eo9alvvUdt6j9rWe9S23qO29Z6y2LZeCc8hISEkJye77jscDnx8nKcqX748zZs3p1KlSgC0adOG2NhYt8ckJycTFhaW67GbNGnijSoXKDY2ttTOfTlTu3qP2tZ71Lbeo7b1HrWt96htvac02zYmJibXcq8M24iOjmb16tUAbNmyhYiICNe2yMhI9uzZQ3x8PDabja1bt9KgQQOio6NZtWoVAKtXr6Z169beqJqIiIiISJF5pee5R48e/P777wwZMgTDMJgwYQKzZs2idu3adOvWjZEjR/LAAw8A0KtXLyIiIqhVqxbPPPMMd9xxB76+vkyePNkbVRMRERERKTKvhGez2cy4cePcyurXr++63adPH/r06eO2PTAwkHfffdcb1RERERERKRZaJEVERERExEMKzyIiIiIiHlJ4FhERERHxkMKziIiIiIiHFJ5FRERERDyk8CwiIiIi4iGFZxERERERDyk8i4iIiIh4SOFZRERERMRDCs8iIiIiIh5SeBYRERER8ZDCs4iIiIiIhxSeRUREREQ8pPAsIiIiIuIhhWcREREREQ8pPIuIiIiIeEjhWURERETEQwrPIiIiIiIeUngWEREREfGQwrOIiIiIiIcUnkVEREREPKTwLCIiIiLiIYVnEREREREPKTyLiIiIiHhI4VlERERExEMKzyIiIiIiHlJ4FhERERHxkMKziIiIiIiHFJ5FRERERDyk8CwiIiIi4iGFZxERERERDyk8i4iIiIh4SOFZRERERMRDCs8iIiIiIh5SeBYRERER8ZDCs4iIiIiIhxSeRUREREQ8pPAsIiIiIuIhhWcREREREQ8pPIuIiIiIeEjhWURERETEQwrPIiIiIiIeUngWEREREfGQwrOIiIiIiIcUnkVEREREPKTwLCIiIiLiIYVnEREREREP+XjjoA6Hg7Fjx7J79278/PwYP348derUcW0fP348mzZtIjg4GID3338fu93OjTfeSEREBADdu3fn7rvv9kb1RERERESKxCvhecWKFWRkZDB//ny2bNnCxIkT+eCDD1zbd+zYwcyZM6lYsaKrbM2aNfTt25cXXnjBG1USEREREbloXhm2ERMTw3XXXQdAy5Yt2b59u2ubw+Hg0KFDvPjiiwwZMoRFixYBsH37dnbs2MGwYcMYMWIEcXFx3qiaiIiIiEiReaXnOSkpiZCQENd9i8WCzWbDx8eHlJQUhg0bxr333ovdbueuu+6iWbNm1KtXj2bNmtGhQwe++eYbxo8fz7vvvpvj2LGxsd6ocoHS0tJK7dyXM7Wr96htvUdt6z1qW+9R23qP2tZ7ymLbeiU8h4SEkJyc7LrvcDjw8XGeKjAwkLvuuovAwEAArr32Wnbt2kX37t1dZT169Mg1OAM0adLEG1UuUGxsbKmd+3KmdvUeta33qG29R23rPWpb71Hbek9ptm1MTEyu5V4ZthEdHc3q1asB2LJli+siQIC//vqLO+64A7vdjtVqZdOmTURGRvL888/zww8/ALB27VoiIyO9UTURERERkSLzSs9zjx49+P333xkyZAiGYTBhwgRmzZpF7dq16datGwMGDOD222/H19eXAQMG0LBhQ0aOHMmYMWP4/PPPCQwMZPz48d6omoiIiIhIkXklPJvNZsaNG+dWVr9+fdftBx54gAceeMBte61atZgzZ443qiMiIiIiUiy0SIqIiIiIiIcUnkVEREREPOSVYRsiIiIiUnT7E1KZvO0wc/eeJMlqJ8TXwrCGVRgZVYv6YYGlXb0rmnqeRURERMqQpX+fJmrRRmbGHiPRascAEq12ZsYeI2rRRpb+fbq0q3hFU3gWERERKSP2J6QycMUOUmwOrIb7NqsBKTYHA1fsYH9C6kWd58MPP6RTp06kp6cDMHr0aNc0w5k6duzour1ixQqGDx/O8OHDGTRoEMuWLctxzN27d7Nx40aP6/Dkk0+SkZFRxGdQehSeRURERMqIydsOY7U78t3HancwZdvhizrPN998Q+/evVmyZEmB+27atIlPPvmE6dOnM2fOHGbMmMFbb73Fvn373PZbvnx5jrL8TJkyBT8/v0LXvbRpzLOIiIhICZu87TBjY/4iyWov9GOtBkzbeYxpO4+5lYf4Whjb+mpGRtXK9/Hr16+ndu3aDBkyhFGjRnHrrbfmu//ChQu5++67CQ4OBqBChQosXLiQsLAw1z4nT57kq6++wtfXl8jISMaMGcPVV1+Nr68vzzzzDGPHjiU9PZ1Tp07xn//8h+7du9O1a1eWLl3KSy+9hJ+fH0ePHiUuLo6JEyeW6cXy1PMsIiIiUsImbztcpOCcnySrncke9EgvXLiQQYMGUa9ePfz8/Ni6dWuu+5lMJgDi4uKoVcs9kJcrV861HaBKlSrccsst3HPPPURFRZGSksKjjz7KlClTOHDgAPfeey+zZs1i3LhxfPbZZznOVb16dT766COGDx/O/PnzC/O0S5x6nkVERERK2MioWkXuec5LiK+lwF7nc+fOsXr1auLj45kzZw5JSUnMnTuXoKCgHOOPbTYb4Ay2x48fp3Hjxq5tMTExhIeHU6dOnTzPVbduXQAqVarEBx98wKJFizCZTK7jZtekSRMAqlatyqZNmzx7wqVE4VlERESkhI2MqpVr0H30tz3MjD2W42LB7HxN8FCT6kztFFHo837zzTfcdtttPPPMMwCkpqbSrVs37rvvPn788Ue6d+8OwB9//EGDBg0AuPXWW5k8eTLt2rUjKCiI06dPM2bMGN555x23Y5tMJhyOrPHaZrNzgMM777zDoEGDuP766/nyyy/56quvctQrey92WafwLCIiIlJGjIyqxad7TmC15X3RoK/FzJMF9DDnZeHChUyaNMl1PzAwkJ49e5KWlkZQUBADBgwgODgYX19fxo0bB0CrVq24/fbbue+++/Dx8SEtLY2nnnrKrScaoFmzZkyaNIn69eu7lffq1YtJkyYxY8YMqlatypkzZ4pU97LCZBhGPn/blC0xMTG0bt26VM4dGxvr+kpBio/a1XvUtt6jtvUeta33qG29p7jbdunfpxm4YgdWu/t0db4mZ3Be1D2Sm2pfVWznK8tK83WbV+7UBYMiIiIiZchNta9i28BreKhJdcJ8LZiBMF8LDzWpzraB11wxwbms0rANERERkTKmflggUztFFGlcs3iXep5FRERERDyk8CwiIiIi4iEN2xAREREpa87thy2TYc9csCaBbwhEDIOWI6Fc/YIfL16jnmcRERGRsuTQUpgfBTtngjURMJy/d850lh9aWto1vKIpPIuIiIiUFef2ww8DwZYChtV9m2F1lv8w0LnfRfjwww/p1KkT6enpAIwePZrVq1e77dOxY0fX7RUrVjB8+HCGDx/OoEGDWLZsWZHPfeTIEW6//fZCPSY9PZ2FCxcCsHjxYlauXFnk818sDdsQERERKSu2TAa7Nf997FbYOgU6Ty3yab755ht69+7NkiVLuPXWW/Pdd9OmTXzyySf873//Izg4mDNnzjB48GAaNGjgWoXQ206dOsXChQsZNGhQgfX1NoVnERERkZK2ZTJsHOscz1xYhhW2T3P+ZOcbAteMdY6Lzsf69eupXbs2Q4YMYdSoUQWG0YULF3L33XcTHBwMQIUKFVi4cCFhYWFu+3322Wd8/fXXmM1mmjdvzvPPP8/x48d54YUXSE9Px9/fn1deecXtMRs2bGDKlClYLBZq1arFuHHjsNvtPPvssxw7doyEhAQmTJjAl19+yb59+5g6dSqGYRAeHs4dd9zBxIkTiYmJAaBv377cfffdjB49Gj8/P44ePUpcXBwTJ04kMjLSg4b1jIZtiIiIiJS0LZOLFpzzY01yHrcAmT249erVw8/Pj61bt+a6n8lkAiAuLo5atdyXAy9Xrpxre6bFixfzwgsvMH/+fOrVq4fNZuP1119n+PDhzJkzh/vvv58333zTtb9hGLzwwgtMnTqVuXPnUqVKFb766iu++OILatSowfz583n66afZunUrjzzyCA0aNOCxxx5zPf7nn3/myJEjLFiwgHnz5vHdd9+xe/duAKpXr85HH33E8OHDmT9/vmft5yH1PIuIiIiUtJYji97znBffkAJ7nc+dO8fq1auJj49nzpw5JCUlMXfuXIKCgsjIyHDb12azAc4gevz4cRo3buzaFhMTQ3h4OHXq1HGVvfbaa3z88cdMmjSJli1bYhgGe/bs4X//+x8zZ87EMAx8fLKiZ3x8PHFxcfznP/8BIC0tjQ4dOnDmzBk6d+7sOne3bt04cuRIjueyf/9+2rRpg8lkwtfXlxYtWrB/v3MseOaS3lWrVmXTpk2etqBHFJ5FRERESlrLkbkH3VWPOmfVuPBiwexMvhD5UJHGPH/zzTfcdtttPPPMMwCkpqbSrVs37rvvPn788Ue6d+8OwB9//OEaz3zrrbcyefJk2rVrR1BQEKdPn2bMmDG88847bsdesGABL7/8Mv7+/tx///1s3ryZevXqcd999xEdHc3+/fvZuHGja/8KFSpQtWpV3n//fUJDQ1m5ciVBQUHs2bOHP//8k+7du3PixAlmzpzJyJEjcTgcbuerX78+ixcv5p577sFqtbJ582ZuueUWZxNd0CtenBSeRURERMqKliNh96dgyyc8W3yhxZNFOvzChQuZNGmS635gYCA9e/YkLS2NoKAgBgwYQHBwML6+vowbNw6AVq1acfvtt3Pffffh4+NDWloaTz31lFtPNECjRo248847CQ4OpkqVKrRo0YJnnnmGsWPHkp6eTlpaGs8995xrf7PZzHPPPcdDDz2EYRgEBwczadIkoqOjGTNmDMOGDSMpKYlXXnmFq666CqvVyhtvvEFAQAAAXbp0YcOGDQwePBir1UqvXr2KdWxzXkyGYRheP0sxiYmJoXXr1qVy7tjYWNdXAFJ81K7eo7b1HrWt96htvUdt6z3F3raHljqno7Nb3XugTb7O4HzjIqhzU/GdrwwrzddtXrlTFwyKiIiIlCV1boLB25xDM/zCALPzd+RDzvIrJDiXVRq2ISIiIlLWlKvvHNN8EXM5i3eo51lERERExEMKzyIiIiIiHtKwDREREZEyJj4ukbXLd7Jt/UEy0qz4BfgS1a4u7Xs2pWLl0NKu3hVN4VlERESkDNn751EWTl+F3e7AYXdOipaRZmXTb3vZunY/gx65nobNa5RyLa9cGrYhIiIiUkbExyWycPoqrBl2V3DO5LAbWDPsLJy+ivi4xIs6z4cffkinTp1IT08HYPTo0axevdptn44dO7pur1ixguHDhzN8+HAGDRrEsmXLinzuI0eOcPvttwPw5JNP5ljZcPXq1YwePTrPx6enp7Nw4ULAuST4ypUri1yXolB4FhERESkj1i7fid3uyHcfu93Buh93XtR5vvnmG3r37s2SJUsK3HfTpk188sknTJ8+nTlz5jBjxgzeeust9u3bd1F1AJgyZQp+fn6FesypU6dc4fnWW2+lW7duF12PwtCwDREREZEStmb5TlZ9s5WMdFuhH+uwG2z8ZQ8bf9njVu7n78P1/VvQoWfTfB+/fv16ateuzZAhQxg1ahS33nprvvsvXLiQu+++m+DgYMC5rPbChQsJCwtz7RMfH8/QoUP5/vvvMZlMjBs3jvbt21OuXDmmTp2KYRgkJyczefJkfH19XY/r2rUrS5cu5ciRI4wZM4bAwEACAwMpV64cAEuWLOG1114jNTWVChUqMHXqVKZPn86+fftcxw0PD+eOO+5g4sSJxMTEANC3b1/uvvtuRo8ejZ+fH0ePHiUuLo6JEyde9CqE6nkWERERKWFrl+8sUnDOT0a6jbXLC+6RXrhwIYMGDaJevXr4+fmxdevWXPczmUwAxMXFUatWLbdt5cqVc20HqFixIo0aNeKPP/4gIyOD9evX06VLF/bu3csbb7zBnDlz6NmzZ57DPSZNmsSIESP45JNPaNWqFQAOh4PExEQ++eQTFi5ciN1u588//+SRRx6hQYMGPPbYY67H//zzzxw5coQFCxYwb948vvvuO3bv3g1A9erV+eijjxg+fDjz588vsH0Kop5nERERkRLWvmfTIvc858XP34f2BfQ6nzt3jtWrVxMfH8+cOXNISkpi7ty5BAUF5Rh7bLM561a9enWOHz9O48aNXdtiYmIIDw+nTp06rrLbb7+dr776ilOnTtG1a1d8fHyoUqUKr776KkFBQZw8eZLo6Ohc6/XXX38RFRUFQHR0NAcOHMBsNuPj48NTTz1FUFAQJ06ccNXpQvv376dNmzaYTCZ8fX1p0aIF+/fvB3At7121alU2bdqUb/t4QuFZREREpIR16Nk01+EVS+auZ9Nve3NcLJid2WKi9XUN6T20XaHP+80333DbbbfxzDPPAJCamkq3bt247777+PHHH+nevTsAf/zxBw0aNACc44onT55Mu3btCAoK4vTp04wZM4Z33nnH7djt27fnjTfe4OTJk7z00ksAvPDCC/z444+EhITwzDPPYBi5P6/69euzefNmOnfuzPbt2wHYtWsX69ev57vvviM1NZVbb70VwzAwm804HI4cj1+8eDH33HMPVquVzZs3c8sttwC49ZAXB4VnERERkTKifc+mbF27H4fdnuc+FouZa3vk38Ocl4ULFzJp0iTX/cDAQHr27ElaWhpBQUEMGDCA4OBgfH19GTduHACtWrXi9ttv57777sPHx4e0tDSeeuopt55ocIbUG2+8kTVr1lC7dm0A+vfvz9ChQwkMDCQ8PJy4uLhc6zV69GieeeYZPvroIypWrIi/vz916tQhICCAIUOGAFCpUiXi4uJo1aoVVquVN954g4CAAAC6dOnChg0bGDx4MFarlV69el302Oa8mIy8/gQog2JiYmjdunWpnDs2NtbV7S/FR+3qPWpb71Hbeo/a1nvUtt5T3G2b2zzP4OxxtljMV9Q8z6X5us0rd6rnWURERKQMadi8Bo+81I91P+5k27qDZKRb8fP3JeraulzbQysMljaFZxEREZEypmLlUHoPbVekcc3iXZqqTkRERETEQwrPIiIiIiIeUngWEREREfGQwrOIiIiIiIe8csGgw+Fg7Nix7N69Gz8/P8aPH++2As348ePZtGmTa430999/H6vVytNPP01aWhqVK1fmtddeIzAw0BvVExEREREpEq/0PK9YsYKMjAzmz5/PyJEjmThxotv2HTt2MHPmTObMmcOcOXMIDQ3l/fffp2/fvsybN4+mTZsWy9rjIiIiIiLFySvhOSYmhuuuuw6Ali1bupZZBGev9KFDh3jxxRcZMmQIixYtyvGYzp07s2bNGm9UTURERESkyLwybCMpKYmQkBDXfYvFgs1mw8fHh5SUFIYNG8a9996L3W7nrrvuolmzZiQlJREa6pz0Ozg4mMTExFyPHRMT440qe6Q0z305U7t6j9rWe9S23qO29R61rfeobb2nrLWtV8JzSEgIycnJrvsOhwMfH+epAgMDueuuu1zjma+99lp27drlekxAQADJycmEhYXlOG5pLc0tIiIiIgJeGrYRHR3N6tWrAdiyZQsRERGubX/99Rd33HEHdrsdq9XKpk2biIyMJDo6mlWrVgGwevVqBWURERERKXNMhmEYxX3QzNk29uzZg2EYTJgwgdWrV1O7dm26devGzJkzWbp0Kb6+vgwYMIA77riDf/75h2eeeYbk5GQqVKjA5MmTCQoKKu6qiYiIiIgUmVfCs4iIiIjI5UiLpIiISIlRf41cihwOR2lXQcoQhWfxugs/dPSfp8iVyW63YzKZAEhLSyvl2oh4xm63YzabMQyDI0eOlHZ1LivZ84Hdbi/FmhSOwnM2qamp+kAvZg6HA7PZ+TI7deoUgOs/T7l4a9euZeXKlVit1tKuymUl8w88m81WyjW5fBiGgcViAWD69OlMmzaNP/74o5RrdXlR76h3WCwWjh49yoMPPshbb73Fxo0bS7tKl43MfPDtt98yfvx4/vjjDzIyMkq5VgXzylR1l6I//viDWbNmUbNmTR5//HG3eaql6MxmM3FxcfznP/+hUaNGtGjRgptvvrm0q3VZmDp1KmvWrKFFixY0aNCAOnXqlHaVLhsmk4n169ezaNEiunfvTocOHVzz0EvRZP7R/Oabb/LXX3/x0EMPERYWRkZGBn5+fhiGoT+sL4JhGK4gsnTpUsqXL0+tWrWoWbNmKdfs0pecnMykSZPo168fPXv2xN/fn6NHj1KjRg29bovBzJkz+fXXX7njjjuoWrUqFosFu93u+mO7LFLPM3DgwAFee+017r33Xm655ZYc81RL0RiGQUJCAuPHj+fmm2/mpZdeon///m4rTkrRxMfHs2fPHubNm8czzzxD5cqVWbFiBYZhaFhMMVi5ciVvv/02nTt3pkGDBoSGhpKenl7a1bokZe8NTUpK4tChQ4wePZqoqCjCw8MZMWIECQkJCiAXKbP93n//fT799FOOHDlCRkaG6/NAnwueu7AH3263c/LkSdq1a0dgYCCnT59m3LhxJCUl6XVbBBe279mzZxk5ciS9evWiRo0aLFiwgL1795ZS7Tyj8AycPn2aSpUq0aZNGxo3bsx3333HRx99VNrVuiRlf1OYTCZCQ0Px8/OjQYMGgLMnesqUKcTFxZVWFS9pVquVjIwMfHx82L59O7t27QLg+PHjfPfdd1itVn2YF8GFY+1OnTpFr1696NevH/Xr12fZsmX88MMPpVS7S1NmWDObzezfv5/9+/djMplo3rw5X375JeBcUMvf35/U1NTSrOolLftn7smTJ9m0aRPTpk1j0KBBVK9enf/973+kpKToc8FD2Ycafvrpp3z//fckJibSr18/3nrrLQD2799PQEDAJTG8oKzJ/IYkISGBbdu2AZCYmMiaNWsAZ25YtWpVmf9j74oetvHll1/SpEkTGjdujJ+fH1988QVDhgwhLi4Ok8nkWlJcPJP9a5Y5c+YQGBhI8+bNadq0KZs2bSI8PJwTJ05gsVg0h3cR7N69m3HjxlG/fn0GDBjAmDFjePrpp5kwYQKffvopderUwc/Pr7SreclxOByu1+2aNWto27Yt4AwiiYmJhIaGsmHDBtq3b1+a1bzkZIa133//nVdffZWGDRtSv359GjRowPbt2xkxYgRnzpyhQ4cOVKlSpZRre2nKDCIpKSkYhkFQUBCVKlUiJSWFq666ipSUFE6dOqXP20LIDM5Tp04lJiaGZs2a8dNPPzF48GDi4uL417/+RWJiIs8//zwVK1Ys5dpeekwmE7t27WLMmDH4+vpSv359xowZw1133YXdbmfr1q3Uq1ePJk2alHZV83VFzvOcnJzMyy+/TFxcHNWrV6d69ep07tyZV155hdq1a3Pq1Cnee+89ypUrV9pVvSR98sknrFmzhpCQEJo2bUrFihVJSEhgw4YNWK1WRowYQfPmzUu7mpeUnTt38uGHH9KjRw98fHyYPXs2r7zyCjt37mTv3r0EBgby8MMPA2gMXhHEx8czevRozpw5Q7Vq1Rg1ahSTJ0+mdu3aHDp0CIvFwiuvvEJwcHBpV/WSsnjxYnbu3MnQoUNJT09n5cqVBAUF0adPHw4ePIifnx+tWrUC9Lotqm3btjF58mR8fHwYN24cn3zyCQCtWrVi+fLlVKlShWeffbZ0K3kJsVqtTJkyhbNnz/Lqq6+SlJTEwoULOXbsGE899RRWq5WAgAD8/f3deqnFMzt27GDy5MmMHDmSyMhI+vbty913302/fv3YsWMHJ06coE+fPgBlun2vuG7VuLg43n//fWrXrs2kSZPYsmUL33zzDUeOHGHevHkcPHjQtZy4Psw9ZxgGDoeDZ555BpPJxIwZMzh69CgLFiwgKCiI7t27069fPwIDAwkKCirTb4qy5ty5c3z22WeYzWZuuukmTCYT586d47nnnuPdd991fdBA2f6wKauOHTvGCy+8wODBg+nZsycjRozghx9+4OmnnyYpKYldu3a5LnLVZ0L+LrzIZ+/evezbt4/g4GDq1q3LqVOn+PHHH/njjz/o3bu3az+1a9GsXr2ar776ilGjRrFs2TLeeecdnnjiCTZu3Mj+/ftp27Ytd955Z2lXs0zL/tpLSkoiJCSEatWqcfLkSbZt20bz5s3p2rUrs2bN4rfffqNnz56APms9dWE7nTp1ilOnTnH06FEiIyP58MMP6d27NwEBAfTr1y/Px5U1V1R4tlqt+Pv7k5iYSHBwMGfOnKFp06acPn2ar776iubNm7uCc1n/hysLsn/opKWlERgYSP/+/Xn55Zc5fPgwtWrVokOHDnz99dfUr1+fdu3auR6ntvXMr7/+SvPmzenYsSPbtm1j6dKldO/enUGDBnHmzBkSEhIIDw8H1K6euvC97XA4OHHiBPv37wfg1Vdf5cEHH8Rut/Pwww/TuHHjXB8n7jKnojt79izz5s2jatWqPProo4wfP54FCxbw6KOP0qFDB3x8fIiKinJ7rIKzZ7L/cWK32/nxxx85fPgwzZo1o1mzZjz//PNMmzaNl19+GV9fX9fj9MdJ3jLb5euvv2bVqlVUqVKF3r17c/ToUX799VdCQ0OpV68ejz/+uOuzFtBngQey/5/03nvv0bhxYwzD4IknnmD58uVUq1aN5s2b89FHH+UYWlTW2/eKGbbxySefcOTIEVq1akVYWBjff/891113HTfccANms5l//vlHU/oU0ZIlS/juu+8IDAzkkUce4ZdffmHVqlXMmTPHdbFQ/fr1S7ual5TU1FSeeOIJKleujN1uJyoqivT0dM6cOUNkZKSr90MKJ3uI+PjjjwkNDSU4OJiGDRsybtw47r33Xrp27cr+/fs5ffq0a/yzeObo0aOMHj2aIUOGsGLFCkJCQhg2bBiTJk2iXbt2PPTQQ659FegKJ/sfbytXrqRu3boEBgby4osvEh0dzb/+9S/sdjvPPvsso0aNolKlSqVc40vHmjVrmDlzJtOnT+eJJ54gPDycwYMH89lnn1G7dm3uv/9+1/Uket0WTkpKCk8++SSNGzemZs2a/PjjjwwcOJCEhASWL1/OxIkTXWPHL6UOikujlhdp5syZbN++neHDh/Pee+9x8uRJOnfuzLfffsvmzZsJCAhQcC6ilStX8vXXX/POO+9QoUIFXnzxRe666y6qVq3K448/DqDgXATff/89N9xwA+PHj+fAgQMcPXqU9u3bExQUREpKSmlX75KV+Z/eSy+9xMGDB6lTpw4zZ85k//79PProo7z++uuuP/YUnAtv+/bttGnThuuvv56EhAQcDgfp6emMGTMmx8VVCiCFYzabOXPmDCNGjGD9+vXMmTOHuXPn8vzzz7Nu3Trmz5+PxWLh9ddfV3AupH/++YfIyEiWLVtGQEAAjRs3Ji0tjaeffpp+/fq5XYit123hxMXF0bJlS5588kl++eUXGjZsiNlspk2bNtx6661unwuXSnCGK2DYhs1mIy4ujjvvvJOffvqJZs2akZSUxI033khoaGiOrw+lcCwWC9HR0SxYsIBz584xePBgfvrpJyZPnuz6GlwKLz4+nvXr1/P777/z4IMPkpGRwf79+7nvvvvcvo6VwktNTSUwMJB///vfvPfeezRv3pzTp0/Tvn17nnzySc38cBGqV6/OZ599xsqVK/n44485dOgQX3/9Nc8995z+iC4GX3/9Na1bt+a2225j1KhRlCtXjnPnznH//fezZcsWQD2jRdGkSZP/b+/ew3JO8weOv0tHFSpb0iYy1CiHiJKVzDTDOA+Slmkbc3GVsCmxtWYQRakZa2Yxs44z0tiVU6JRIdRESFFKT5hSoiMdpOPvD9fz/Aozcpiph/v1nzzPdX36dH/v7+d7f+8DO3bsIDU1le+//56vv/6amJgYli1bhq6ursjpKygqKmL//v0kJibi5uaGrq4uu3fvxsbGhrFjxwLy2Wblp8x/SUpKSnTv3h1PT0/Ky8sJCQkhLS2Ns2fP8pe//AUtLa12v59geyY9ie306dOEhIRQWFjI1atXaWxspHfv3uK42Jc0ceJEKioq6NSpE4MGDWL37t0AssJZtNmXV1ZWRlZWFgsXLqRHjx4sW7aMq1evUl5eztixY9HU1BT5fUl6enqyEy+jo6NZs2YNEyZMaNcnhcmbu3fvsnjxYmbOnMm0adP45ZdfsLOzY9GiRYB8jd61F926dWP27Nl07NgRX19fbt26ha+vryyX8lbYtSdDhw7lgw8+oKKiAhUVFVavXo2VlVWLU5zlMb9vxZxn6UlstbW13L9/H2NjY5YuXdrWYb0RHj16xNatW6mpqaGgoAAVFRUCAwPl8mJoT5qamsjKymLPnj3U1NQwYcIE7Ozs2jqsN0ZYWBgRERF4eXmxe/duzM3NZdOMhFdTUFBAfn4+KSkpTJkyBT09PbkcWWqPkpOT8fX1xcXFhYEDB+Lv74+7uzsODg5tHVq71tr2V1BQQFFREQMHDgSe3j1GeDHN5zBHRERQU1ODmZkZQ4YMaePIXt1bUTzD41e1V65ckc21Afl8VfBH+60cSS+MyspKGhoayMjIkB0kIU8T/9uzxsZG6uvrUVFRobGxEQUFBdFmX0Hz9hwdHc2jR49QU1NjzJgxbRxZ+ye9VTyv/T1ZcIi+4PU6fPgwhYWFpKamMm/ePFmhJzxb8/ZYUlKCrq7uU59p3ralnxfttnXq6up+cyrhsx5A3oQD6N6o4jkrKwtTU9Onfv6sP54onJ/v1zqP5vmUTsto/jmR29YpLy+XvQl5UvMcFxQU0L179z86PLn1vNGiZ7VrcaP8bc2v6cTERO7cuUO3bt0YMWJEi89J8/jgwQMyMzPFosuX9Kw+9Mmf1dbWyh6qRdt9tuY5W7t2LYqKikyePFm2/SS0vPaPHz9OdXU148ePF2tLniMzMxNDQ0O0tLTIyckhMjKSsWPH0qNHjxbbzjXPb0xMDPb29m9Ebt+YKy4+Pp7g4GCamppazFdsfvTuoUOHyM7OBuRzjs0fTdrg161bx+bNmwkJCQEeLxKUHoqiqKiIoqIix44d48cffwREblvj7NmzeHh4sHnzZr788ktyc3Nl/ydts9XV1Xh7e3PhwoU2jFS+SHNXWVlJcHAwOTk51NbWtvhM8/4hOjqa6upqUXw8h/SaPnLkCF999RUVFRX4+fkRGxsLPB59gsd9RnZ2Nu7u7kgkkjaLV97cuHGDo0ePApCbm8v27duprKxs0VYVFBSor6+X/buoqAgQc5x/i3Qkec2aNSgpKeHq6kpaWppsMXtdXZ0sf7t27eKHH36gf//+b0Rx93vbu3cv8+fPJzMzk+DgYG7fvk1YWBiJiYmydlpfXy97mPb09CQrK+uNya3cX3X5+fmkp6dTWlqKlZVVi9fazZ941q9fT3p6Ou+8805bhisXpB12Y2Mjvr6+qKqqMm3aNA4fPixbuNZ88/OwsDBiYmKYPHlym8UsT+7du8eePXvYsmULDg4OxMXFkZ6eDjweNVVUVOTWrVt4eXnRp08fJk2a1MYRyw9FRUXy8vJYuHAhXbp04c6dO1RVVfHo0SPgcWcufZgOCAjgxo0bqKurt2XI7VrzBb8JCQns2bOHpUuX4urqyqpVqwgMDKSsrEx2Q4yPj2f16tV8+umn4mS7VmpoaODWrVscPnyYq1evUlpayqNHj9DU1JQVf9LBCiUlJcrKyvDy8mrxwC38vycHz2pqarhw4QKWlpYEBwcjkUhYuHAheXl5sna7bt060tLS2LRpk9gV5jmkhfGKFSswMDBg0aJFuLi4EBISgpmZGVeuXCEpKQl4vGFDdnY23t7eDBo0iAULFrRl6K+VfE864fFocmFhIQkJCTQ1NWFgYADA8OHD0dfXp7KyEn9/f2xsbJg6dWobR9u+NZ/3VVJSQpcuXdDT02Ps2LF88803TJ06ldraWm7fvi3bFzsoKAhlZWVCQkLECEgrSCQSjIyMqKurY9euXVy/fp1Vq1Zx7tw5SktL0dHR4cyZM2zduhUnJ6cWRxgLz/bka+tz586hra2Ng4MDa9aswcLCAmVlZTw8PGTFh7+/Pw4ODi2ONhdakua1vr6eqqoqOnfuzDvvvENycjJDhw7F3t6eqKgo2ajzf//7X6KiovjHP/5Bv3792jh6+SCdYjRs2DAqKirYvn076urqaGlpcfnyZQYNGkR9fT2qqqooKCiQmZnJ+vXr8fT0pH///m0dfrvTfJpGQkICEokER0dHli5dSkVFBZMnT8bOzo65c+fy4MEDHj16REBAACoqKoSGhrZx9O1fQ0ODbK5yRkYG/v7+zJkzh59//pkRI0YwZcoUvvvuO9LS0hgxYgRxcXHs3LkTV1fXN25Rq9zOeY6Pj0dVVRVzc3O0tLRISUlh5cqVODk5ERMTg5ubGz179sTPz4/58+e/Eas7/yipqals2rQJZ2dnIiMj+eWXX5g+fTrTp0/H09OTBQsWYGJiwsqVK2V7jgq/rampie3bt3Pq1Cnmz5/P1atXCQ8P5/vvv+fy5cscOnSIoKAgKisr+eabb3BychJtthWaF86nTp1i8ODBpKSkIJFIyMvLw9HRkWvXrlFaWsq8efPIyMggKCgIHx8fLCws2jj69i8vL4/PP/8cKysrHB0dyc3N5ezZszx8+JD6+nqKi4sJCQmhoqKCffv24ejo+NRhKMKzNW+7aWlp1NfXU1hYSGBgIL1796Zbt24UFhair69PcHAw0dHRHDhwgNWrV6Onp9fG0bdvhw8fZs+ePXh4eFBbW4uNjQ1FRUVs376d7OxsPv74Y2bMmEFpaSnXr1/HxsamrUOWG7W1tSxZsoTKykqcnZ0xNTVl7ty5eHl5MWbMGIqLi1FWVqZz587s3LmTwYMHv5Hnachl8bxhwwYyMzPp27cvycnJrF27FkNDQ/z8/Fi/fr3sc6mpqRgaGrY4j154WvMFVvn5+Tg5OeHu7s6sWbP46aefOHDgACNHjiQuLo7Ro0fzySef0NDQQG5uLr169Wrj6Nu/kpISvL29MTMzk43ijRgxgqKiIq5fv051dTUBAQFoampSWVmJoqJiiwUXwvMFBQVx/fp1Zs+ejbW1Naqqqpw/fx6JREJsbCyLFy9m0KBBHD16lCFDhoiDUH5F85G70tJSFixYgKurK7q6ukgkEnR1dampqeGnn35CU1OTtWvXtnHE8q22thYPDw86deqEsbExEydOJCwsjKamJj7//HPu3r2LkpISampq+Pr6EhwcjJqaWluH3e40v4dVVlbi7u6Oq6srVVVVxMfHI5FI2LVrFxKJBE1NzRYLBoXf1vyNdGNjI+Hh4RQUFODj48PDhw9la55WrFjBgQMHMDExafHdN3UNlNxN27hx4wYFBQVs2bKFHTt2AI/3vtTQ0KCwsJDq6mqUlJRQUVERW/i0krTTycvLw8jIiE8//ZTIyEhmzZrFmDFjMDQ0pKKiQrY/Y1NTEx06dBCFcys0NTWRmZmJubk5Pj4+FBQUcPjwYc6fP8+SJUtQVFSUbRZfX1/fYuN44dc175SPHz9OVlYW//nPfwgJCeHWrVsAmJqakpubS2BgIIaGhgBiGsxzNL/RKSkpYWxsLJujP3LkSLKzs3F1daWxsZG0tDSSkpLEqN1LkBZ7O3bswNjYmOXLlwOP72W2tracOnWKo0ePtmiv//rXv97YQuRVSBcJ19XVkZ2dTd++fXFyciIlJQWA0NBQPD09kUgkLbapBbG4vTWkOUpNTSU/P5+srCzZtE11dXX8/Pxwc3Nj7969LQrn5t99E8lN8Xznzh22bt2Kg4MD1dXVODs7Y29vz549e/D39+f9999n165dYt5tK5WXl7Nt2za8vb2pr6/Hy8uLuro61NTUCA0N5ebNm3h7exMaGvrU6+03+YJ4nQ4dOsStW7dIS0ujW7duwOPjizU0NGQrk+fNmwcgWwwk/LbmN73Kyko0NTVRVVXFxMSEVatWoa+vj6amJsXFxdja2mJrawuIreieJzg4GE9PT1RUVNi6dSsPHjxg5MiRfPjhh3Tq1IlRo0ZRWFhIbGwsnTt3xtramgcPHog3JC+g+eiotB3/+c9/prS0VLbtXGpqKgYGBri5uT21PaXod58mva5v376Nr68vurq6qKmpsXjxYmxsbDhy5AhBQUE0NTUxaNAg2fdELl/MmTNnWLNmDf/73/8wNTXFx8cHMzMzjI2NycvL4969e7IHk7elr5WLu3VGRgYBAQFMmTKF+/fvM2DAAE6cOMHQoUPx8vKia9eusnl2b/JrgtelsbGRr776iocPHwLg6+uLtbU1H330ET4+Pnz55ZesWbOGyZMnExERIeY0v4SdO3dy5swZ/vrXvxIZGUlCQgIGBgbo6Ohw8uRJbGxsKCsrk91M34bO5nVRUFCQLao0MTHBw8MDKysrLl26hJmZGYGBgZibm7f4jsjvs9XU1KCoqEhNTQ0uLi6MHDmSe/fuYWRkRFxcHL169aKsrIz4+HjOnz9PYGAgWlpaaGlp4ejoiKqqalv/CnJDeq3v37+fy5cvY25uTk1NDTo6OoSHh2NhYUFUVBSrVq2SFc7ifvZs8fHxKCkpMWLECIqLi1mxYgXz5s3jT3/6Exs3bmTnzp24uLigra1NXV0dy5YtA96ewu5VPblXfkFBAQBVVVX07t2b+fPnEx4eTlNTE3PmzJEVzvD29LVyMed53759JCcn4+zszMaNGzEwMEAikTBw4ED69OmDo6MjIDqaF5GRkcHSpUsxMzPj3XffZeDAgRw7dgwDAwPi4uKwsrJi4cKFqKiotHWocufu3bts2LCBJUuWcO3aNaKiokhMTGTcuHFoa2vj6OjIpUuXCA8PZ8OGDWhoaIh2+xwXLlzAzMwMTU1NYmNjCQ8PZ/ny5XzxxRf07duXxYsXc+DAAZKTk7G2tmbWrFltHXK719DQwPHjxzE2NqZfv36sWLGC2NhYEhISgMd7Oqenp+Ph4UF5eTm6urqoq6uLI4tf0HfffcfNmzdZu3YtmzdvJiMjgzlz5hAeHk7Hjh2xsrJCIpFw48YNnJycnjp4RnhaVFQU69atY/fu3RgbG7Nv3z4MDAyIjIzEzMyMM2fOYGhoiL+/v+w7ot22jvQBo6mpiQ0bNmBjY4OOjg4///yzbNs5HR0d2f740jn4b1v9JRfFc1paGleuXCE3N5fZs2fLnjqnT58ue9X9tv3hXtXdu3dxcnJCS0uLdevWceHCBUxMTDA2Nmbjxo1YWVkxc+ZMQDytv6j6+nqSkpKIj49HR0eHmTNnMnfuXCwsLLCwsCA/P5+EhARCQ0MxMjJq63DbvZycHNlN0tXVlfDwcLp27Yq+vj779u3j7NmzTJo0SdaepfPGRZ/w655cGBgREcHcuXOZNm0ao0aNYtGiRRQWFrJy5UoCAwNlb/ZEX/Di6urqmD59OnPmzKGhoQFbW1siIyNJT09n3Lhx9OnTh169elFVVYWGhoZot7+h+bHOYWFhREREEB4eTlFREfv378fZ2Zns7GwOHTqEk5MTgwcPBkRf8KKKi4tZtmwZenp6KCgoYGFhgaWlJSdOnCA3N5egoKC2DrHNyUXxDI8vmlOnTpGZmUlKSgp+fn5iM/NXVFpayv79+7l06RIGBgaoq6sTExPDypUrGT58eFuHJ9eamprYtm0bxsbGnD59Gn19fRYsWEBlZSXp6elYWlqKUf0XcPLkSS5evIi5uTm2trYcPHiQnJwc/P39CQwMJD8/n6CgILHgshWaF8CxsbGUlZVx4sQJPvjgA8aMGcPUqVMZNmwY1dXVWFpaMnv27DaOWD5JC7ba2lr8/f1JTEykqqoKIyMj7O3tWbBgAT4+PtjZ2TFx4sQW3xGe1nzf8QMHDvDRRx+xdu1aysvL+fe//42bmxvKysrk5eWxYcMGevbs2dYhy43m7U6aXw0NDcaNG8eCBQuoqalhwoQJGBoaUlJSwtixY9s44rYnN0MIioqK6Orqyubr9u7du8XpV8KL09HRwdnZmZ49e5KUlISVlRWbNm0ShfNroKCggLq6OpGRkbLCGUBDQwNra2tROL+A4uJiWWd+8eJFrl+/jrW1NRUVFSxbtoz79+8TGhoqCudWkhbO3377LT/++COqqqqMHz+e06dPk5OTw9dff83Zs2eZPn26rHCWkzGWdkVBQYHs7GxcXFwYPnw43t7eqKmpkZmZiZGREfPnz0dHR0dWOEu/IzyboqIixcXFfPLJJyQlJREdHU1AQADV1dV8++23hISEMGPGDMLCwujZs6eoD1qpsbFR1u6ioqLYu3cvycnJKCkp8fe//x1PT0+6d+9OXFwcHTt2lBXOb3ufIBcLBuHxhWNpaYmlpSUgXh++LhoaGvztb39DSUkJW1tbVFRURG5fk1mzZvHxxx/LdiQQeX1xOTk5rFixgg8//BA7OztSU1M5cuQI9vb2vPfee0gkEhYvXgyI/L6ImzdvEhMTw4YNGzh27Bh37tzh2rVrrFy5kuDgYI4dO/bWzmV8ne7du0evXr1kJ1k+fPiQ4OBg9PT0cHJyYtSoUYDI8a95Mi/nzp3Dzs4Od3d3amtruXHjBosWLcLLy4sBAwYwcuRIQMxvfhHSPjM8PJyjR48yY8YMLl++TIcOHTA3N0dBQYHr16+zZMmSFgux3/b2KjfF85PETfL10dfXx8vLC3jcWYncvj7Swlnk9eWUlJTQo0cPXFxcAMjMzOT06dMoKyvj5eXV4nW3yG/rdenShWHDhhEWFkaHDh2YNWsWJSUljBs3DgMDgxYHcbztN8lXoaurS8eOHUlLS2PAgAF06tSJHj16oKOjg6mpKSAK51/T/GE4KiqK8vJy9u3bJzv6XUVFhbCwMEaPHk10dHSLnV9E4fxiTp48ycGDB/Hz82PgwIF0794dd3d31NTUSEpKYvny5eJE1ifIbfEs/D5EJ/77EHl9OZ07d0ZdXZ0rV67Qv39/amtrcXBw4LPPPmuxx7DI74vR1tZmyZIlpKSkoKyszA8//ICenh5jxowBxCj+62Jqakq3bt04ePAgO3bsoLq6mo0bN7bYw1m03Wd7ckR05syZVFRUEBERgbGxMSYmJmRmZjJx4kRZ4Sza7cvp06cP/fr1IzExkQEDBjBkyBAmTZqEs7MzhoaGqKmpidw+QW4WDAqC8PZpampi+/bt3Llzh4qKCoqKivjnP/8pFgu/JufOnePEiRNoa2vj5uYGiJHQ162xsZH8/HwuXryIg4MDmpqaIsetdPLkSbZs2SIbEU1LS+Ozzz7DwcEBbW1txo8f/9Se7sLLuXbtGpGRkVRVVfHw4UOUlZUJCAgAxEPJs4jiWRCEdk1afFy6dIn3338fTU1N0Zm/Rs23/xJ5/f2JHLfe7du32bZtG3p6eri5uaGgoMAXX3zBwoUL6dq1KwoKCiKfr9H58+fZvXs3urq6rFixAhDt9deI4lkQBLkiOvPfhxgNFdqjJ0dEVVRUWLNmTVuH9UZqbGwkJiaGpKQk3nvvPdkCTOFp4g4kCIJcEYXz70MUzkJ79O6772Jvb09ZWRkaGhqywllsRff6KSoqMnr0aPr164eBgUFbh9OuiZFnQRAEQRDaLTEi+scSb/eeT+y2IQiCIAhCuyUdEX3w4IEYEf0DiML5+cTIsyAIgiAI7Z4YERXaC1E8C4IgCIIgCEIriUc4QRAEQRAEQWglUTwLgiAIgiAIQiuJ4lkQBEEQBEEQWkkUz4IgCIIgCILQSqJ4FgRBEARBEIRW+j9D+0nilDyKegAAAABJRU5ErkJggg==\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 864x576 with 1 Axes>"
       ]
@@ -2198,12 +2198,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 85,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 864x576 with 1 Axes>"
       ]
@@ -2217,7 +2217,7 @@
     "performances_ = (forward_selection\n",
     "                .compute_model_performances(basetable, target_column_name=target_col, \n",
     "                                            metric=metrics.accuracy_score))\n",
-    "plot_performance_curves(performances_)"
+    "plot_performance_curves(performances_, metric_name=\"Accuracy\")"
    ]
   },
   {
@@ -2229,16 +2229,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "['fare_enc', 'age_enc', 'class_enc', 'sex_enc', 'sibsp_enc']"
+       "['sex_enc', 'age_enc', 'class_enc', 'fare_enc', 'sibsp_enc']"
       ]
      },
-     "execution_count": 37,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2253,20 +2253,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{'fare_enc': 0.7172923586423356,\n",
-       " 'age_enc': 3.6439760175414073,\n",
-       " 'class_enc': 4.0168034995188515,\n",
-       " 'sex_enc': 4.480325969911485,\n",
-       " 'sibsp_enc': 2.5251121628962787}"
+       "{'sex_enc': 4.4803259699087965,\n",
+       " 'age_enc': 3.643976017538859,\n",
+       " 'class_enc': 4.016803499516308,\n",
+       " 'fare_enc': 0.7172923586397533,\n",
+       " 'sibsp_enc': 2.5251121628937665}"
       ]
      },
-     "execution_count": 38,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2277,12 +2277,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 864x576 with 1 Axes>"
       ]
@@ -2314,14 +2314,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "{'meta': 'logistic-regression',\n",
-       " 'predictors': ['fare_enc', 'age_enc', 'class_enc', 'sex_enc', 'sibsp_enc'],\n",
+       " 'predictors': ['sex_enc', 'age_enc', 'class_enc', 'fare_enc', 'sibsp_enc'],\n",
        " '_eval_metrics_by_split': {'selection': 0.8443602693602693,\n",
        "  'train': 0.8520888109845166,\n",
        "  'validation': 0.8277080062794349},\n",
@@ -2341,16 +2341,16 @@
        "  'verbose': 0,\n",
        "  'warm_start': False},\n",
        " 'classes_': [0, 1],\n",
-       " 'coef_': [[0.7172923586423356,\n",
-       "   3.6439760175414073,\n",
-       "   4.0168034995188515,\n",
-       "   4.480325969911485,\n",
-       "   2.5251121628962787]],\n",
-       " 'intercept_': [-6.5940915541772],\n",
+       " 'coef_': [[4.4803259699087965,\n",
+       "   3.643976017538859,\n",
+       "   4.016803499516308,\n",
+       "   0.7172923586397533,\n",
+       "   2.5251121628937665]],\n",
+       " 'intercept_': [-6.594091554183485],\n",
        " 'n_iter_': [5]}"
       ]
      },
-     "execution_count": 40,
+     "execution_count": 41,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2362,7 +2362,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 42,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2407,7 +2407,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2418,7 +2418,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 44,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2428,16 +2428,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 80,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "0.38764843102966157"
+       "0.38764843102689206"
       ]
      },
-     "execution_count": 80,
+     "execution_count": 45,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2448,7 +2448,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 46,
    "metadata": {},
    "outputs": [
     {
@@ -2464,7 +2464,7 @@
        "dtype: float64"
       ]
      },
-     "execution_count": 44,
+     "execution_count": 46,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2475,7 +2475,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 47,
    "metadata": {
     "scrolled": true
    },
@@ -2499,7 +2499,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [
     {
@@ -2519,7 +2519,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 49,
    "metadata": {},
    "outputs": [
     {
@@ -2539,7 +2539,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 50,
    "metadata": {},
    "outputs": [
     {
@@ -2559,7 +2559,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 51,
    "metadata": {
     "scrolled": true
    },