\n",
"
\n",
" \n",
" Parameters \n",
@@ -1317,21 +1328,21 @@
" }\n",
"}\n",
"\n",
- "forceTheme('sk-container-id-2');"
+ "forceTheme('sk-container-id-1');"
]
},
- "execution_count": 19,
+ "execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
- "execution_count": 19
+ "execution_count": 4
},
{
"metadata": {
"ExecuteTime": {
- "end_time": "2026-10-11T19:31:44.205377200Z",
- "start_time": "2026-10-11T19:31:44.147860800Z"
+ "end_time": "2026-10-12T12:42:15.833019200Z",
+ "start_time": "2026-10-12T12:42:15.790492600Z"
}
},
"cell_type": "code",
@@ -1355,13 +1366,13 @@
]
}
],
- "execution_count": 20
+ "execution_count": 5
},
{
"metadata": {
"ExecuteTime": {
- "end_time": "2026-10-11T19:31:44.284290500Z",
- "start_time": "2026-10-11T19:31:44.233952400Z"
+ "end_time": "2026-10-12T12:42:15.946512300Z",
+ "start_time": "2026-10-12T12:42:15.862537Z"
}
},
"cell_type": "code",
@@ -1377,18 +1388,18 @@
"(array([False, True]), array([ 30, 120]))"
]
},
- "execution_count": 21,
+ "execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
- "execution_count": 21
+ "execution_count": 6
},
{
"metadata": {
"ExecuteTime": {
- "end_time": "2026-10-11T19:31:44.509194600Z",
- "start_time": "2026-10-11T19:31:44.302721400Z"
+ "end_time": "2026-10-12T12:42:16.362009200Z",
+ "start_time": "2026-10-12T12:42:15.971031400Z"
}
},
"cell_type": "code",
@@ -1406,13 +1417,13 @@
"output_type": "display_data"
}
],
- "execution_count": 22
+ "execution_count": 7
},
{
"metadata": {
"ExecuteTime": {
- "end_time": "2026-10-11T19:31:45.527425200Z",
- "start_time": "2026-10-11T19:31:44.516149600Z"
+ "end_time": "2026-10-12T12:42:19.776561800Z",
+ "start_time": "2026-10-12T12:42:16.385012600Z"
}
},
"cell_type": "code",
@@ -1434,7 +1445,7 @@
"output_type": "display_data"
}
],
- "execution_count": 23
+ "execution_count": 8
},
{
"metadata": {},
@@ -1445,8 +1456,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2026-10-11T19:31:46.526819800Z",
- "start_time": "2026-10-11T19:31:45.584659900Z"
+ "end_time": "2026-10-12T12:42:23.062432300Z",
+ "start_time": "2026-10-12T12:42:20.524501400Z"
}
},
"cell_type": "code",
@@ -1469,13 +1480,13 @@
"output_type": "display_data"
}
],
- "execution_count": 24
+ "execution_count": 9
},
{
"metadata": {
"ExecuteTime": {
- "end_time": "2026-10-11T19:31:46.767923900Z",
- "start_time": "2026-10-11T19:31:46.583481500Z"
+ "end_time": "2026-10-12T12:42:23.318501200Z",
+ "start_time": "2026-10-12T12:42:23.118109800Z"
}
},
"cell_type": "code",
@@ -1497,13 +1508,13 @@
"output_type": "display_data"
}
],
- "execution_count": 25
+ "execution_count": 10
},
{
"metadata": {
"ExecuteTime": {
- "end_time": "2026-10-11T19:31:47.132566600Z",
- "start_time": "2026-10-11T19:31:46.793239Z"
+ "end_time": "2026-10-12T12:42:23.811893400Z",
+ "start_time": "2026-10-12T12:42:23.343326700Z"
}
},
"cell_type": "code",
@@ -1525,13 +1536,13 @@
"output_type": "display_data"
}
],
- "execution_count": 26
+ "execution_count": 11
},
{
"metadata": {
"ExecuteTime": {
- "end_time": "2026-10-11T19:31:47.505018400Z",
- "start_time": "2026-10-11T19:31:47.144091200Z"
+ "end_time": "2026-10-12T12:42:24.282485Z",
+ "start_time": "2026-10-12T12:42:23.863417300Z"
}
},
"cell_type": "code",
@@ -1553,13 +1564,13 @@
"output_type": "display_data"
}
],
- "execution_count": 27
+ "execution_count": 12
},
{
"metadata": {
"ExecuteTime": {
- "end_time": "2026-10-11T19:31:47.704403900Z",
- "start_time": "2026-10-11T19:31:47.509015400Z"
+ "end_time": "2026-10-12T12:42:24.662191400Z",
+ "start_time": "2026-10-12T12:42:24.295497900Z"
}
},
"cell_type": "code",
@@ -1576,13 +1587,13 @@
"text/plain": [
""
],
- "image/png": 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"
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"
},
"metadata": {},
"output_type": "display_data"
}
],
- "execution_count": 28
+ "execution_count": 13
},
{
"metadata": {},
@@ -1599,14 +1610,49 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2026-10-11T19:31:47.998273Z",
- "start_time": "2026-10-11T19:31:47.717393600Z"
+ "end_time": "2026-10-12T12:51:03.812995400Z",
+ "start_time": "2026-10-12T12:51:03.671309200Z"
}
},
"cell_type": "code",
"source": [
"clustering = DBSCAN()\n",
"y = clustering.fit_predict(two_features)\n",
+ "y"
+ ],
+ "id": "9dbd47608c6c240b",
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array([ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
+ " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
+ " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
+ " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
+ " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
+ " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
+ " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0,\n",
+ " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0,\n",
+ " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])"
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "execution_count": 22
+ },
+ {
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2026-10-12T12:50:17.430869100Z",
+ "start_time": "2026-10-12T12:50:17.064419600Z"
+ }
+ },
+ "cell_type": "code",
+ "source": [
+ "\n",
"knc3 = KNeighborsClassifier(1)\n",
"knc3.fit(two_features, y) # Kein Tippfehler, wirklich y - warum?\n",
"plotTwoFeatures(two_features, T, knc3.predict)"
@@ -1624,96 +1670,64 @@
"output_type": "display_data"
}
],
- "execution_count": 29
+ "execution_count": 21
},
{
"metadata": {
"ExecuteTime": {
- "end_time": "2026-10-11T19:36:42.356144900Z",
- "start_time": "2026-10-11T19:36:42.281500500Z"
+ "end_time": "2026-10-12T12:42:25.049156700Z",
+ "start_time": "2026-10-12T12:42:25.017655800Z"
}
},
"cell_type": "code",
"source": [
"reg_iris = SVR()\n",
- "reg_iris.fit(X[0].reshape(-1, 1), T)\n",
- "SVRline = reg_iris.predict(X[0].reshape(-1, 1))"
+ "reg_iris.fit(two_features, T)\n",
+ "SVRline = reg_iris.predict(two_features)"
],
"id": "557fdc333af08332",
"outputs": [],
- "execution_count": 34
+ "execution_count": 15
},
{
"metadata": {
"ExecuteTime": {
- "end_time": "2026-10-11T19:35:15.435919900Z",
- "start_time": "2026-10-11T19:35:15.242151400Z"
+ "end_time": "2026-10-12T12:44:46.744951700Z",
+ "start_time": "2026-10-12T12:44:46.663726400Z"
}
},
"cell_type": "code",
"source": [
- "plt.plot(X[0], T, '.')\n",
- "plt.plot(SVRline, T)\n",
- "plt.xlabel('x')\n",
- "plt.ylabel('t')\n",
- "plt.show()"
+ "decision = lambda x : np.round(reg_iris.predict(x)) # kurze Funktionsdefinition\n",
+ "y = decision(two_features)"
],
- "id": "ae16750f120e22ff",
+ "id": "d6c8aa4a7ec87cc",
+ "outputs": [],
+ "execution_count": 18
+ },
+ {
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2026-10-12T12:44:56.829494800Z",
+ "start_time": "2026-10-12T12:44:55.716076500Z"
+ }
+ },
+ "cell_type": "code",
+ "source": "plotTwoFeatures(two_features, T, decision)\n",
+ "id": "e7c1478e96a84029",
"outputs": [
{
"data": {
"text/plain": [
""
],
- "image/png": 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"
+ "image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
- "execution_count": 33
- },
- {
- "metadata": {
- "ExecuteTime": {
- "end_time": "2026-10-11T19:39:24.717276800Z",
- "start_time": "2026-10-11T19:39:24.611203800Z"
- }
- },
- "cell_type": "code",
- "source": [
- "decision = lambda x : np.round(reg_iris.predict(x)) # kurze Funktionsdefinition\n",
- "y = decision(X[0].reshape(-1, 1))"
- ],
- "id": "d6c8aa4a7ec87cc",
- "outputs": [],
- "execution_count": 38
- },
- {
- "metadata": {
- "ExecuteTime": {
- "end_time": "2026-10-11T19:40:22.847053700Z",
- "start_time": "2026-10-11T19:40:22.664308600Z"
- }
- },
- "cell_type": "code",
- "source": "plotTwoFeatures(SVRline, T, decision)\n",
- "id": "e7c1478e96a84029",
- "outputs": [
- {
- "ename": "ValueError",
- "evalue": "X be a matrix (2 dimensional array).",
- "output_type": "error",
- "traceback": [
- "\u001B[31m---------------------------------------------------------------------------\u001B[39m",
- "\u001B[31mValueError\u001B[39m Traceback (most recent call last)",
- "\u001B[36mCell\u001B[39m\u001B[36m \u001B[39m\u001B[32mIn[39]\u001B[39m\u001B[32m, line 1\u001B[39m\n\u001B[32m----> \u001B[39m\u001B[32m1\u001B[39m plotTwoFeatures(SVRline, T, decision)\n",
- "\u001B[36mFile \u001B[39m\u001B[32m~\\OneDrive - bwstaff\\Studium\\NNW\\NNW\\Übung 2\\nnwplot.py:9\u001B[39m, in \u001B[36mplotTwoFeatures\u001B[39m\u001B[34m(X, T, pred_func)\u001B[39m\n\u001B[32m 7\u001B[39m \u001B[38;5;28;01mdef\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34mplotTwoFeatures\u001B[39m(X,T,pred_func):\n\u001B[32m 8\u001B[39m \u001B[38;5;28;01mif\u001B[39;00m X.ndim!=\u001B[32m2\u001B[39m:\n\u001B[32m----> \u001B[39m\u001B[32m9\u001B[39m \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mValueError\u001B[39;00m(\u001B[33m'\u001B[39m\u001B[33mX be a matrix (2 dimensional array).\u001B[39m\u001B[33m'\u001B[39m)\n\u001B[32m 10\u001B[39m tp=\u001B[38;5;28;01mFalse\u001B[39;00m\n\u001B[32m 11\u001B[39m \u001B[38;5;28;01mif\u001B[39;00m X.shape[\u001B[32m0\u001B[39m]!=\u001B[32m2\u001B[39m \u001B[38;5;129;01mand\u001B[39;00m X.shape[\u001B[32m1\u001B[39m]==\u001B[32m2\u001B[39m: \n",
- "\u001B[31mValueError\u001B[39m: X be a matrix (2 dimensional array)."
- ]
- }
- ],
- "execution_count": 39
+ "execution_count": 20
}
],
"metadata": {
diff --git a/Übung 2/regression.ipynb b/Übung 2/regression.ipynb
index d1aad32..8111480 100644
--- a/Übung 2/regression.ipynb
+++ b/Übung 2/regression.ipynb
@@ -3,8 +3,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2026-10-11T19:29:58.759319600Z",
- "start_time": "2026-10-11T19:29:50.987723600Z"
+ "end_time": "2026-10-12T12:39:15.712119200Z",
+ "start_time": "2026-10-12T12:39:00.796698600Z"
}
},
"cell_type": "code",
@@ -25,8 +25,8 @@
"metadata": {
"collapsed": true,
"ExecuteTime": {
- "end_time": "2026-10-11T19:29:58.799798300Z",
- "start_time": "2026-10-11T19:29:58.764324100Z"
+ "end_time": "2026-10-12T12:39:15.763657800Z",
+ "start_time": "2026-10-12T12:39:15.723118500Z"
}
},
"source": [
@@ -42,8 +42,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2026-10-11T19:29:59.154418800Z",
- "start_time": "2026-10-11T19:29:58.803754200Z"
+ "end_time": "2026-10-12T12:39:16.272565900Z",
+ "start_time": "2026-10-12T12:39:15.768657800Z"
}
},
"cell_type": "code",
@@ -77,8 +77,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2026-10-11T19:29:59.263294200Z",
- "start_time": "2026-10-11T19:29:59.182689300Z"
+ "end_time": "2026-10-12T12:39:16.411620500Z",
+ "start_time": "2026-10-12T12:39:16.296567300Z"
}
},
"cell_type": "code",
@@ -100,14 +100,14 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2026-10-11T19:29:59.502252100Z",
- "start_time": "2026-10-11T19:29:59.268289400Z"
+ "end_time": "2026-10-12T12:39:16.709967700Z",
+ "start_time": "2026-10-12T12:39:16.416565400Z"
}
},
"cell_type": "code",
"source": [
"plt.plot(X, T, '.')\n",
- "plt.plot(line, T)\n",
+ "plt.plot(X, line)\n",
"plt.xlabel('x')\n",
"plt.ylabel('t')\n",
"plt.show()"
@@ -119,7 +119,7 @@
"text/plain": [
""
],
- "image/png": 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"
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"
},
"metadata": {},
"output_type": "display_data"
@@ -130,8 +130,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2026-10-11T19:29:59.668113Z",
- "start_time": "2026-10-11T19:29:59.569780900Z"
+ "end_time": "2026-10-12T12:39:16.872713400Z",
+ "start_time": "2026-10-12T12:39:16.720967500Z"
}
},
"cell_type": "code",
@@ -147,14 +147,14 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2026-10-11T19:29:59.921837Z",
- "start_time": "2026-10-11T19:29:59.673750Z"
+ "end_time": "2026-10-12T12:39:55.224427300Z",
+ "start_time": "2026-10-12T12:39:54.998335Z"
}
},
"cell_type": "code",
"source": [
"plt.plot(X, T, '.')\n",
- "plt.plot(DTline, T)\n",
+ "plt.plot(X, DTline)\n",
"plt.xlabel('x')\n",
"plt.ylabel('t')\n",
"plt.show()"
@@ -166,19 +166,19 @@
"text/plain": [
""
],
- "image/png": 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"
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"
},
"metadata": {},
"output_type": "display_data"
}
],
- "execution_count": 7
+ "execution_count": 10
},
{
"metadata": {
"ExecuteTime": {
- "end_time": "2026-10-11T19:30:00.094422100Z",
- "start_time": "2026-10-11T19:29:59.941053600Z"
+ "end_time": "2026-10-12T12:39:17.357928600Z",
+ "start_time": "2026-10-12T12:39:17.214279500Z"
}
},
"cell_type": "code",
@@ -194,14 +194,14 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2026-10-11T19:30:00.392762800Z",
- "start_time": "2026-10-11T19:30:00.099425500Z"
+ "end_time": "2026-10-12T12:40:08.592643700Z",
+ "start_time": "2026-10-12T12:40:08.370072600Z"
}
},
"cell_type": "code",
"source": [
"plt.plot(X, T, '.')\n",
- "plt.plot(SVRline, T)\n",
+ "plt.plot(X, SVRline)\n",
"plt.xlabel('x')\n",
"plt.ylabel('t')\n",
"plt.show()"
@@ -213,13 +213,13 @@
"text/plain": [
""
],
- "image/png": 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IiALSpZ0jcZOY5q1U4GCeGc+tyUQqy7z9AoMbIiIKuDLvSf1jMaKszPuPI4WYu4ll3v7E48GNWq1Gu7ZtkZefj8zMzDodo1Qq0aFDB5hMJhw9erTJz5GIiPxD67Iy79ZlZd4Lt+Zg+QFO8/Y3HgtuwsLC8MADU3HVlVciIyMdiYmJOHz4MO67fzL27NlT7XEDBwzAW2/Ng1KpQlhYKPbvP4Bbb7sdaWlpzXr+RETkW05vGYb7+8cilGXefk/pqf84Li4O+/fvR7/k/hg1eiz69uuPjMxMzH5jVo0B0aJFC/D98h+Q3H8AevfpB7PZjNmzX2/WcyciIt+hUgC399LhkcFxMrDZnFGM+/9MZf8aP+ax4Eas0nzyyacyOBHEFtPqVf+iVatW1R5zzjlnIzo6Gq+//oa8LQObOXMwYvhwtGnTptnOnYiIfIOogpp5egLGd3b0r/l8dx6eXJWBPJPN06dG/pxz06FDe0RGRsmPt912C2aVBS7u9OrVC0eOHEFubq7rvk2bNpc91lM+RkRNQxWqh1rbChbjMViLs/gyk9frEavBo4NPlnm/tiELa1jmHRA8HtzcduutGDhoINq0bo2UlE348ccfq32uTqeDwWCocJ8IdKxWq3zMneDgYHlx0mod2fFEVHfatudClzwZCoUKdrsVhpRZMB6u/nuVyNMu6RSBm3vqZJn3obIy7xMs8w4YHg9uHnv8CfkxNCQEs15/DUuWfIZRo8bAYqk6Ut5SWlohUBGCgoKgUqlgKXU/gn7ivRMwdeqUJjp7osBYsXEGNoL4qOs3GSUZ67mCQ15pYr8YjGsfIa//eaQQc1jmHXA8lnNTWXFJCebPX4COHTqgY8eObp9z/MQJJCQkVLhPVFk5Hjvu9pg5c+ehS9durku/5AFNcPZE/ktsRTkDGyeFUgW1tqXHzomoOpd1jpSBjdVmx5ubs/HKhmyYrHa+YAHGY8GNRqOpcl/r1q3lx7y8PFc/m969e0Oni5a3//nnHxnc9OrZ03XM2WeNRVFRETZuTHH7/4ik48LCQtfFaDQ20WdE5J9Ejo3YiirPbrPCYnT/BwWRpwxOCsVNPR2/LxZsNbB/TQDz2LbUzTfdhM6dO+G3339HTo4BPXt0x6RJ92PJks9dPWvCw8Px04/LMWnyFHz++RfYsGEjfv3tN8ydOxszZ74gK6ceeuhBzJ4zVwY4RNT4RPKwyLERW1FixUYENoZNs7glRV6lXWQQHhyoh1KhwPIDBfj+QIGnT4kCMbh5e/58XHjhBbj4ootkz5vU1FQ8/Mij+OGHk0mKIu9my5atyMnJcd135513456778Idd9wuV2WmT5+BxZ8t8dBnQRQYRPKwyLERW1FixYbVUuRNojVKTBsW7+phM3/Lyd8ZFJgUSS1aBdRmpFgN2rN7p8y/EdtURETku9RK4PnTE9A9NgTHC0sx5c80FJayh02g//72moRiIiKi+prYL1YGNoVmG2aszmBgQxKDGyIi8tnKqLFtw2Vl1PPrMnG80H1LEAo8DG6IiMinK6Pmb83B5owST58SeREGN0RE5NOVUcsPMH+SKmJwQ0REPoOVUVQXDG6IiMhnKqMeHxKH+DA1jheU4vm1WWDzYXKHwQ0REflYZZQVM/5lZRRVj8ENERF5vcu7lK+MymJlFNWIwQ0REXl9ZdSNPVgZRXXH4IaIiLwWK6OoIRjcEBGRV2JlFDUUgxsiIvI6QayMolPA4IaIiLwOK6PoVDC4ISIir6uMGuOsjFrLyiiqPwY3RETkNYZUrozK5Mwoqj8GN0RE5BXaRwXhgbKZUd/v58woajgGN0RE5BWVUU8NjUeoWonNGcVYsDXH06dEPozBDRERebwy6omymVHHODOKGgGDGyIi8nhlVDfOjKJGxOCGiIi8pjLqRKGF7wadMgY3RETkEayMoqbC4IaIiJodK6OoKTG4ISIij1VGbUpnZRQ1PgY3RETkscqoF9ZlwWrnG0CNi8ENERE1G1ZGUXNgcENERM3iClZGUTNhcENERM1SGXUDZ0ZRM2FwQ0REzVYZtWx/PpYfKOQrTk2KwQ0RETVjZZSBrzY1OQY3RETUbJVRNlZGUTNgcENERE3ivmTOjCLPUMMLREVFIS8vr07PTUpKrHJfriEXxSUlTXBmRETU0Mqo0W04M4oCLLhJSEjAfRPvxfjx46FQAGq1Gp8u/gzPPTcTpaWlbo8JCwvDxg3rkZWVBXO550yfPgPff7+8Gc+eyH+pQvVQa1vBYjwGa3GWp0+HfLwy6u0tOdicyT8+KUCCmxEjhmPv3n0YOmw48vPzcdppp2HJZ5/CUlqKZ5+bWeOxN918C1JSNjXbuRIFCm3bc6FLngyFQgW73QpDyiwYD//o6dMiH8pz6BUXUqEy6oeDrIyiAApuli79qsLtXbt24auvv8GoUaNqDW7U6iDodNEwGHKb+CyJAmvFxhnYCOKjrt9klGSs5woOVat1hBp94kLRJz4EvfUahAc7vn5YGUUI9Jwbp/bt2iEzM6PW533x+WcoKSmBzWbDxx9/gldefQ0mk6lZzpHIX4mtKGdg46RQqqDWtmRwQy76UBX6xoU4gpm4EOhDK/4aMZbasC61WG5HsTKKEOjBzTlnn42xY8fgxpturvY5dpsNL738ChYtegeFhYUYNHAgFi1aAI1Gg6emTXd7THBwsLw4abXaJjl/Il8ncmzEVlT5AMdus8JiPO7R8yLPighWorfeEcyIoKZlRFCFx81WO3Zkl2BLZgm2ZJRgb66ZQQ15nCKpRSuPdx0QQconn3yEN998C7Nef6Nex95++214+KEH0bnLabDbq34qU6dMxtSpU6rc36VrNxkgEVGlnJt+k+WKjQhsDJuYcxNoNCoFeuo16FO2OtMhKljmzzhZ7XbsM5hlkrAIZnZmm2DmEg01g/DwcOzZvbNOv789vnLTv38yPvroAyxc9E69AxvhyOEjsopKr9cjMzOzyuNz5s7D/AULK6zcbErZcMrnTeSPRPKwyLERW1FixYbVUv5PrQC6xDiCmb7xIegao0GQ8mQwIxzON8tARqzObMsqgbHU438TE3lvcJOc3A+ffPwR3n3vfbz00svV9rVx9rFRKBRVVmfEvyGqrXJyctwebzab5YWI6kYENAxq/JeibNaTY2UmVK7SiNEI5WUUWbC5LJgRF0OJ1WPnS+RTwU2vXr3w6Scf44cffsSHH37oas5ns9mRnp4ur0dGRsq+NpMmT8Hnn38ht6D0sbH45ddfkZeXjzGjR+OOO27Hq6/NgtXKbz4iIndaaNXoXZYzI5KAozQVE8fzTFZszSxxbTWlGi18IcmneSy4OeOMkSg0GjHyjJHy4lSQn49Ro8fK66Ia6kRqKoqKiuTtd999Dzdcfx0ee/RRxMbG4PCRI7jzzrtlsENE9ceGff5JF3Kyokms0IjZTuUVW2zYnuUIZMTKzMG8UnCjifyJVyQUe2tCEpE/Y8M+/6ENUqCX3pEzI4KZNpEnK0SFUpsdu7JNMpAR2017DCZYA+onP/kDn0ooJqLmx4Z9/iE8SInJ/WMxMCkUqnIVTTa7HQdyT1Y0/ZdtgonRDAUQBjdEAYgN+3xfolaN6cPi0bqs78yxglLXyoyoaCow2zx9ikQew+CGKACxYZ9vOy0mGE8NjZeJwaKy6Zl/M3Agz/3AYaJAVLH+j4gCgij1FkMxRaM+wdmwjyXg3m9EyzDMPD1BBjZ7DSZM+SuNgQ1RJVy5IQpQbNjney7rHIlbeunk9bWpRXhxXRZzaYjcYHBDFMDYsM83iIbBd/eJwXkdIuTtb/flY9FWA5hVQ+QegxsiIi8Wqlbg0cFx6J8QKqugFmw1YNn+Ak+fFpFXY3BDROSlYkNVmD40Hh2ig1FiseGl9VlYm1rs6dMi8noMboiIvFCHqCBMGxYPfahaznaavjoD+3I5J4+oLhjcEBF5mQEJIXhkcJwcaHkozywDm8xizs8jqisGN0REXuT8DuG4s0+M7Di8Kb0YM9dmosjCWQlE9cHghojIC4jhCbf0jMalXaLk7V8OFWLupmzOgCJqAAY3REQeplEpMHVALIa31MrbH/5nwJLd+Z4+LSKfxeCGiMiDojVKOUqha4wGpVY7Zm3Mwt/HivieEJ0CBjdERB7SOkIMv0yQQzDzTVY8uyZTTvAmolPD4IaIyAN66zV4fEgcwoNVOFFYimmrM3Ci0ML3gqgRMLghImpmY9poMTE5FkFKBXZkl+CZfzORb+YwBaLGwuCGiKgZXdstCtd0i5bX/z5qlDk2pYxriBoVgxsiomagVgL39YvFmLbh8vbnu/Pw4X+5YAcbosbH4IaIqImFByllfk3vuBBYbXbM25yDnw8V8nUnaiIMboiImlBimBrTh8ejdUQQikptsuPwpowSvuZETYjBDRFRE+mqC5Y9bKJDVMgossgZUYfzS/l6EzUxBjdERE1geIswTB0YC41KiX25JsxYnYmcEg6/JGoODG6IiBrZpZ0jcWsvnby+NrUIL63LQomVqcNEzYXBDRFRI1EqgLv6xOD8DhHy9rL9+ViwxQBWehM1LwY3RESNIFStwMOD4jAwMRQ2ux2Lthrw7f4CvrZEHsDghojoFMWGqjB9aDw6RAejxGLDy+uzsCa1mK8rkYcwuCEiOgUdooIwbVg89KFqGEqsmPFvBvYazHxNiTyIwQ1RAFCF6qHWtoLFeAzW4ixPn47fGJAQIreiwoKUOJJvlsMvM4pYEUXkaQxuiPyctu250CVPhkKhgt1uhSFlFoyHf/T0afm889qH466+MVApFNicUSyb8xlLWRFF5A0Y3BD5+YqNM7ARxEddv8koyVjPFZyGvqYK4KaeOlnuLfx6uBBzU7JhYVxD5DUY3BD5MbEV5QxsnBRKFdTalgxuGiAuVIWHBunRPTZE3haDL5fszmucN4uIGo0SHhIVFYWpUybjn39W4NDB/Vi7ZjXuu28iFApFjce1bt0aiz/9RB6zd88uvPbqKwgNDW228ybyJSLHRmxFlWe3WWExHvfYOfmqIUmhmDsmSQY2xlIbnl+bycCGyEt5LLi54ILzYbfbcd11N6Bjpy6YNHkK7r7rTkyedH+1x6jVanz80QcoKSlBcvIAnH3OOAwcNBAvvfhCs547ka8QycMix0YENIL4aNg0i6s29RCkFI35dHhyaDzCg1XYnWPCfb+n4p/jRU31thHRKVIktWjlNTvFT8+YjqHDhuKss85x+/jZZ52F999/FwMGDsKJE6nyvosvughz585Gcv+ByMzMrPX/CA8Px57dO9GlazcUFhY2+udA5L3VUi3lig2rpequRbgajwyKQ8foYHl76Z48uRXF/Bqi5lef399elXMTnxCPvNzq96/790/GoUOHXYGNsGr1aqhUKvTr2xe//PprM50pkW8RAQ2DmvoZ1VqLCf1iEKpWIs9kxWsbsrAhvaSJ3iEiakxeE9wMHz4M5593HibcO7Ha58TFxSE7J7vCfTk5ObDZbNDH6d0eExwcLC9OWq22Ec+aiPxNiEqBu/vGYGzbcHl7a2YJXlmfhWxO9CbyGV4R3HTv3g0L5s/He++9j+++W1bjc5WKimlCrgRku/vdtYn3TsDUqVMa72SJyG+1iwzCI4Pj0DoiCFa7HYt35mHJrjwOviTyMR4Pbk477TQs+Wwxvlu2DE9Nm17jc9MzMuQKT3mxsbFQKpXIqCbfZs7ceZi/YGGFlZtNKRsa6eyJyJ+a8t3eOwbBKgWyii1yPtT2LJOnT4uIfKlaSujatSs+X7IYy3/4AY8++pjb52g0Ghm8COvWrZOl4G3atHE9PmLEcFgsFqRsTHF7vNlslolHzovRaGyiz4aIfJE2SIFHB+sxoV+sDGzWpxVh4u+pDGyIfJjHgptOnTrJwOa3337H9OlPyyBGXMrnx0RGRuLggX24/PLL5O2//16B7du34+WXXkDbtm3Rp08fPPLwQ/jssyXIMRg89akQkY/qqgvG7NEtMKKlFqU2OxZuzcGM1ZnIN9s8fWpE5IvbUpdcMh4REREYP/5ieXHKz89H33795XXRB0f0tLFaHT06ROLw9TfchKefno7ly5fBbDLL7ayZM5/31KdBRD5IZOpd0jkSN/aIhlqpQJqxFC+sy+I0byI/4VV9bpoD+9wQBbYojRJT+usxINHR2XzFMSPmpGSjiM1riLyaz/a5ISJqSr3jQvDAgFjEhqphstqwYIsBPx1iM08if8Pghoj8nlIBXHNaFK46LQpKhQJH8s1yG+pwfqmnT42ImgCDGyLya7FikvdAPXrqHZO8fz5UgPlbDDBZA2pHniigMLghIr81MDEUk/vHIkqjQlGpDXM3ZePvYxx4SeTvGNwQkd9RK4Cbe+owvnOkvL3PYJLbUKlGi6dPjYiaAYMbIvIriVoxyVuPzjqNvP3Nvny8t90AC1vXEAUMBjdE5DdGtgrDxH6xCAtSIt9kxesp2VibWuzp0yKiZsbghoh8nkalwB29dRjXPkLe3p5VImdDZRU7GoASUWBhcENEPq1NRBAeHqRHu6hg2Ox2LNmdh0935sHGYiiigFXv4GbggAHQhofjr7/+qtdjRESN7Zx24XLFJkStRE6JBa+sz8aWzBK+0EQBrt7BTf/+/REfH+c2gBGPxcXpGdwQUZMKVStkbs0ZrbXy9sb0Yry2IQu5JmYNE1Ejb0t17doFe/fu5etKRE2mU3SwrIZKCg+C1WbHhztysXRPPrgLRUT1Dm5uvPEGPPjAVISEhEChUODKK6+o8HhoaKic4j1u3Hl1/SeJiOplfKcI3NRThyClAulGC15an4ldOWa+ikTUsODmn3/+Qa4hF2PHjkFkZAS++uqbCo8XFBZgy5atyM7Orus/SURUJ5HBSkzqH4vBSWHy9qrjRsxOyUFhKbehiOgUgpv9+w/Iy4YNGxCsCcbBg4fqeigRUYP1iNXgoUF66EPVMFvtWLQtB8sPcJI3ETVizs3xEyfqewgRUb0pATnF+3/doqBSKHCsoBQvrsvEgTxO8iaimrHPDRF5nZgQFR4YoEefeMck798OF+KtzTko4SRvIqoDBjdE5FX6J4RgSn89okNUKLbY8ObmHPxxxOjp0yIiH8Lghoi8gkoB3NAjGpd3iZK3D+Sa8cK6TBwv5CRvIqofBjdE5HEJYWqZNHxajGOS97L9+XhnmwEshiKihmBwQ0QeNbxFGO5LjkV4sBKFZiveSMnG6hOc5E1EDcfghog8IlipwG29dTi/g2OS985sk2zKl1HESd5EdGoY3BBRs2sVrsbDg+LQITpY3v5idx4+2pELFkMRUWNgcENEzWpsGy3u7hsjJ3kbSqx4dUMWNmVwkjcRNR4GN0TUbJO87+kbg9FtwuXtzRnFeGV9Fgyc5E1EjYzBDRE1uQ5RQXhkUBxaRjgmeX+8Mxdf7s4HJ0MRUVNgcENETerCDhG4tZcOQSoFMooseHl9FnZkm/iqE1GTYXBDRE0iPEiJ+/vHYlgLxyTvNSeKMGtjNid5E1GTY3BDRI2uW4xjknd8mBqlVjve2W7Asv0FfKWJqFkwuCGiRqMAcHmXSFzfPRoqpQLHC8Uk7yzszzXzVSaiZsPghogaRbRGiakD9EhOCJW3/zxixLzN2Si22PkKE1GzYnBDRKesb3wIHhighy5EhRKLDW9tycFvhznJm4gCMLjp1LEjrr/hOlx04YXYt38/rrjiqhqfHxoaipSN66vc/9hjT+Drb75pwjMlIneUCuC67tG4oksklAoFDuU5JnkfLeAkbyIKwOAmODgY77yzEJ98uhh/r1iBrl261nqMQqFAVFQUrrr6f9iyZavr/uJiDtkjam5xoSqZNNw9NkTe/uFAARZuNcBs4zYUEQVocGM2m3HGmaPl9RkzptXrWKPRiPz8/CY6MyKqzZCkUEzqH4uIYBWMpTbMTsnGP8eL+MIRkVfwyZybt96cJ1d+Dh8+jI8+/gRLl37l6VMiCghqJXBrTx0u6hQpb+/OMeGldVlIK+I2FBF5D58Lbr77bhkWLFyI9PQMjB49Ci+9+AL0ej3mz1/g9vkiCBIXJ61W24xnS+Q/WshJ3np0itbI20v35OHD/3LBYigi8jY+FdwUFRXhrrvvcd3+6KOPkZiQgPvvm1htcDPx3gmYOnVKM54lkf8Z1Vorh16GBSmRZ7LitQ1Z2JDOSd5E5J18KrhxRyQWR0dHIzY2FtnZ2VUenzN3HuYvWFhh5WZTyoZmPksi36RRKXB33xic1dYxyXtrZomc5J1dYvX0qRER+W9w06lTR5SUlKCwsLDaxGVxIaL6aRfpmOTdOjIIVrsdi3fmYcmuPE7yJiKvp4QXi4iIwM4d23HJ+PHy9tVXXYVLL71E3q9UKnHmmWdiwoQJWPL5FzCZOGWYqLGc2z4cs0YlycAmq9iCx1amYzEDGyLyER5dufnu26/RuXNnhISEQKVSyUBGSO4/UPaucfa1CQoOkvf//scfeOCBKXh6xnSEhYUhKysLb8+fj7ffnu/JT4PIb2iDFLivXyxGtHIk3q9PK8JrG7KRb7Z5+tSIiOpMkdSilcc6bon8FxHUVFa+h01kZKQMdEpLSys8R61Ww2Kpf/lpeHg49uzeiS5du1W7lUUUiLrqgvHQoDgkatUotdnx/nYDvt1XALbkIyJvUJ/f3x5duRHN+GpTXbO+hgQ2ROR+kvclnSNxY49oqJUKpBlL8cK6LOw1MFeNiHyTzycUE1HDRQYrMWWAHgMTHZO8VxwzYk5KNorYvIaIfBiDG6IA1VuvwQMD9YgNVcNktWHBFgN+OsStWiLyfQxuiHyMKlQPtbYVLMZjsBZnNWiS9/9Oi8LVp0XJSd5H8sUk7ywczq+Y10ZE5KsY3BD5EG3bc6FLngyFQgW73YrcbQtRuO+LOh8fG6rCgwP06BXnmOT986ECzN9igMnKtGEi8h8Mboh8aMXGGdgI4mN0rzuhUAAFe7/AoMRQdIgORkaRBelGi/yYXWx1Nd0TeTWT+8ciSqNCUakNczdl4+9jnORNRP6HwQ2RjxBbUc7Axkn2gup5B9QZf+KJIWFQiT2nciw2u2zCZyixoVusY+DlPoNJbkOlGllxSET+icENkY8QOTZiK6pqgKNEcos4qJRFMJRYcTjfjPgwNeLC1AhSKpCoDUKioycfvtmXj/e2G2BhTz4i8mMMboh8SOHB5Qhvf6FcsXGy26zoHZEHIAi/HynEe9tzXbNVdKEqJISp5eV4YSn2sHcNEQUABjdEPpdIbIPdbpcrNiKwMWx6DX27O4KdTeklrmPE4ozIuRGXHdmcvUZEgYPBDZG3zXZKjsWGtGL8ethYTSKxI6jJWjcD5pwdaKnOgz60BUosNvyXfTK4ISIKVF49FZwo0FzcKRIjWmpxVdeomhOJlSrYTHmyz01ygqOse3uWCaXMpSEiYnBD5C00KgUu6BAhr+vD1HLmU/lE4vLEyo3FeFxe7xfvGJ2wKaO4mc+YiMg7ceWGyEuMbauVPWgEUeWkC3FcF6szhpRZMqARHHk2s+T9QUqgp95R4p1SLt+GiCiQMeeGyEv+yhjfKbLCfXGhKuSUOAIa4+EfUZKxHmptS7li4xy70D02BCFqpexlc6SA4xOIiJw/U4nIw4a2CEOL8CDkm6zYl+uobBJ9asoTAY0pa0uFeVLJ8Y58m00ZXLUhInJicEPkBS7r4li1WX6gAEfzHZ2DRSO+2vRLKMu3SWe+DRGRE4MbIg/rEatB1xgNTFYblh0oQGaxM7ipWCFVWbRGiY7RwfI6V26IiE5icEPkYZeXrdr8ftiIPJNNDrwU4kJrXrlxVkmJWVH5ZtaAExE5MbgJQKIpnEbfV35szmOpqtYRQRiUFAab3Y6v9+bL+zKL6rYt1a8s3yaF+TZERBWwWiqg2/hbZYmxqMSpjghiRBM50WslJH5gvY4NZGoFYLUD9lqed2lnx6rNvyeKcKJsSndmsaNCKq6Wbalk5tsQEbnF4CaAVG3jr4Ku32RZYly+Aqe6QAhQyNb/dTk2kCgVwJVdo3CisBQrjhXJ/jSvnJEge9W8s82Av48VuT0uJkSFUW0c47qX7nGs2gjObamIYBVC1QoUW6qGSO0ig+T/I0Yu7Mjh3CgiovIY3ASQ6tr4i94p5QMUEQQF63pAlzylQjBTmbtjA9EZrbS4vnu0vD6shRFJWjUStUHy9kOD4tAvoRCvb8yuctxFHSNkALQ9qwS7y03rFsFModmK8GAV9KFqHHXTv8a5arMtqwQWptsQEVXAnJsAUl0bf5u12JVHI1ZrksZ9Cv2Qp1yBTXXEsUpNdMDn3zhXX4TTW2nRSefoGLxsv2M1ZmSrsCqvnViRObe9Y9TCV2W5NuVlFFlrrJhy5duwKzERURVcuQkgzjb+YjtJrLqI4MR45FcknDnX7dZTZXabDVDYHc+V1xXQD34qoPNvxNZQ37JA488jhRjVJtz1WKja8TpqVFVfz3PahSM8WImj+aVYl1q1R40oB+8QHVylkZ8QrFSgp97ZvI/9bYiIKmNwE2DKt/EXKzbOwKa6rScn5zwjcWywrjtiBz/J/Bu5JRUGlUKBNGMp+pdtFTmNbXsy0ClPpXBM/xa+2pfvNunYmXcT76YcvIdeg2CVQlZVHS1wPI+IiE5icBOgKzjiIraiagponEFN9vpnYc7Z4cqtsWnzq6zuBGr+jXNLypljs9dgwqMr0/HlRW2qPWZkK60s8zaUWOVqjzuZNWxLceQCEVHNGNwEMGcOTvkAp+LWk2O1pvj4ijocZ5UDHQNJm4ggdIp25NcIFptdJg6XihrwOpR/f7c/H6XVJAM7uxS725ZyjlxI4cgFIiK3GNwEMHc5OM6tJ+f0aUGs8IiAxrkqU91xgbpq47R0bz4O5ZfKHjeVibvsZYnAIpem2GLDDwfcr9oI1XUpFjk+7aOCZdO/LZkclklE5A6DmwBXPgdHBDPlA5iaGv5Vd1ygEMHKma1PBjeix81nO/Oqfb7ILRarNJeVrdr8fKgQhdUt25TbltKHqmRJo61SldS+XDNHLhARVYPBDblycOrb8M/dcYGip15TYTzC3E05MNuq345SKxVoHaGWW0pWmx3fuCn/Lk/k44htLnFcTKgKBuhkn6L+SZny8U0sASciqhaDGzqlhn+Bqnwl1G+HC2vdIhJBymVdouT1lceLXCMWqiNWarKKrUjUqtGm/QiEdH0cSoUCyfbJAAqQwhJwIiLvbOIXFxeH+++/D7//9iveWbSwTseEh4dj2rSn8OuvP+P7Zd/hjjtuh0LhJsmBTokjabjitolINg60pGF3RJ+Z8sGNGLFQmyeGxLm2sZbuqX77yl3eTduuY2Wg2RLHEKkoQIldg71FjgaARETkRSs3QUFB+GH5Miz96mvs3bsXbdu2rdNx7767CFGRkXjqqWmIiorGK6+8hJiYGLzwwotNfs4BjzGkNL7zycDi1Q1Zdcp9EU33xDbTpzvzcCCv6jgFd5zTwWMVjuCpO/6TH3crugFhh4AirqAREXlVcFNaWoqhw0bAYrFgxoxpdQpuhg4dghHDh+PMUWOwZ88eeZ9eH4unZ0zH3LnzUFhYffUJNWRbqlIvG4WS21IAbuyhc70mfxwxVnntVGKSZiVrU4uwaJsBJwrr3nTPuXWls2fLDOZu2C5v77B1g8W4qj5vJxFRQPHotpQIbOpj2NChOJGa6gpshD/++AMhISHo379/E5xh4KpuDlWgb0td0unkqs301RlVHu+fEIJ5Y5Iq3PfkP+l4+t/MegU2FaaD522A2laETtgrb6/ZsY55T0RE/pJQ3KJFC2RmOKpFnDLKbrdISnR7THBwsLw4abUVe5OQe+xlU1VksBK39Y5x3V6fdnKuU+uIINzeW1dlBMOxglKkZDSsH41zWypGkQP9xtsQNDAE6UU27NvzB79siYj8JbhRKpUotVTMV7BarfKiVLkfIzDx3gmYOnVKM52hfwn0XjaVieClchKxCHiu6RaF89pHyO2oUpsdPxwocM2OyirrNNwQzi7FouS8T7TYcg3BpvSq22BEROTDwU1OTg4G6AZUuC86OgoqlUo+5s6cufMwf8HCCis3m1I2IJCInjUih6Z8l+G6CuReNuWJ5nmjy038XnHMiIs7RsjAJjzYEVivPlGEd7cZ5IqLM7jJKam55LsmGWWN/LRBSgxvGSavp7C/DRGRfwU3m7dskaXfsbGxyM7OlvcNGjhIfty6ZavbY8xms7wEqpq6DFPdaFQK3Nvv5HaU8NyIBLSKcAzLPJBrxsKtOdiaZZK3y49fOJXgxmS1I89kRZRGJVdvrBy5QETk/QnFtRGrLKv+WYlzzx0nb//2629Iz8jAo488LFdrIiIiZJ+c337/HcdPnPD06Xqd6roMi/up7sTqjHPqt5MIbEQX4TdSsnH/H6muwKYy8ZxT4dyaEvYazDWObCAiIi9Yufnoww/QoUMHxMTooNFoZCAjjB17FopLSmQA0759OxnECOK+m268GXPnzsaO/7bJROG1a9di0iTm1JxKl+FT2bbydx2ignB5WWfh8r7YnYclu/NQbKl5AviprNw4Z0x1inZc35RezPeKiMjbg5uHH3kEwcGaKveLIEYoKCjAsOGnIzPzZIXU9v/+k31u4uPj5XZTbm5us56zL5Zzlw9wKpdzc9uq5k7Ec8a0qHDfoTwznvk3E2lllUy1OdXgxlkOLuxQ9EXSuMe5xUhE5M3BzYkTqTU+brfbcejQIbePZWRU7TFC9SvnrstwzEA1JCkUTw6Nr3CfyKv5Zl9BrceW3zhKNza8Wqp8OXiRxY6srg/zvSIi8reEYmrccm4Ox6yqXaSjX03f+Ir9ah5bmV7rcEwnMRxcBEJiWGZtAzJrsyPbkcuzOlMDe1LFVU4OMiUico/BTQCorpy7LttWgSJKo8T13aNxdrtwqCoNYn1uTUadAxunuqzw1MVugxm3/HQceYpo6BP5XhER+Xy1FDXPtpUIaITK21aBQK0ELu0ciYVnt8S5ohFfpcBGTPBefeJkJ2JPSC+yoMTI94qIqK64chPgArkL8dAWobi1pw5J4Y4y770Gk6xOGlbWMK/EYsO7270nYT2Q3ysiovpgcEMB14VYlHff3jsGveNC5O3sYgs++C8XRRYbnhhyMon4qu+PwtsE2ntFRNQQDG4oYESXy6tRKhQwWW34am8+vtydj066YLw48uTw1Yf+ToOF/fKIiHwSgxvye0FKyFlPV3WNQpi4AeDvo0a8t90gq5nESs4zwxNcz//lUCH+K6tSIiIi38PghvzasBZhuLVXtGt8wu4cExZuNWBnjiN4aRGuloFNsMqRSFxotmLRNvdDWImIyDcwuPEjHKNwUsfoYNzeS4deZXk1WcUWvL89F38dNcI5MCE2RIVnhycgOuRkKfzslBwYS2seqUBERN6NwY2f4BgFB12ICjd0j8bYtlpXXs3SPfn4ck++nLLtFB6kxNPD45GgPfktsDa1CKtOFHng3SMiosbE4MYPcIyCI69mfKdIXFkur+bPI0Z88J8jr6Y8sQH1wMBYtIsKdt1XVGrDm5u5HUVE5A8Y3PiBQB+jMKJlGG7pqXOtwuySeTU52JVjdvt80bRvYKKjl43ThztykXWKoxKIiMg7MLjxA4E6RqGTyKvprUNP/cm8mve258pKqOqyZrrFaHBjj+gK94kk4+X7G2dcAhEReR6DmwCY/u1vYkJUMkAZ2zbc1UlY5NSInjXl82oqiwxW4uFBeqiUChhLbdAGKWG12TFnU3aFSd5EROTbGNz4iUBozR+sVOCSziKvJhIhYigUgN8PF+KDHbnIrmVLSeTZTBkQi7gwtVzhCSkr/RYB0cG80mY5fyIiah4MbvyIN7fmP9Uy9ZGtwnBzTx3iwxxfsjuzS7BgqwF7DO7zaqrLsxHVUycKLXL0QmphKRbvyqv3uRARkXdjcENeXabeRReMO3rr0C3WkVeTUSTyagxYcazuJdvl82xEBZUYvyDM3ZxT4zYWERH5JgY35JVl6rGhKtzYPRpjyuXVfL47H1/vzYfZVveApHyejSj3HpgYKvvfiO2szRkljfAZEhGRt2FwQ15Vpq5RKeQW0uVdTubV/Cbyav7LRU5J/Uq1y+fZCKL/jbgcLSjFom2GU/q8iIjIezG4Ia8oUxeByBmttbipR7QrGPkvy5FXsy+3bnk1lV3WpWI/G1EZtXRvPhbvzKvX6g8REfkWBjfk8TL1riKvpk8MTovRyNvpRgve3W7AP8cbPgphTButTEB22mswYXZKNg6wMoqIyO8xuCGPlanrQ1W4qYcOo9po5e1imVeTh2/2FjR4ZUVUeIvk4cu6RLnuW7Q1B9/uLwAXa4iIAgODG2r2MnWRVyNyakRujcirsdnt+O2wUY5AMNQzr6Zyx+L7k2PRIfrkzKgJv53AoXz2sSEiCiQMbqjZiLyaM0VeTc9o6EMdX3rby/Jq9jcwr8YZLF3XLQoXd46ESuFozucLgc2p9v4hIiL3GNxQs2gfFYSJ/WLRtSyvJs1owTvbDFh9ouF5NULf+BBM7BeDRG1QhftFfo03Bzan0vuHiIhqxuCGmlySVo2ZIxIQqVHJXjNLdufh2335KLU1fBUjIliJ23rpKsyXcpaOi0Z9Px8qhL/1/iEiorphcENNKjxIiWnD4mVgs8dgwtOrM2Aw2apdxVDaTchKmQ3j4Z+q/TfPaBWGO3rHIDpEJfN1lh8oQPuoYDkd/FhBKeZtzvar3j9ERFQ/DG6oyYjKpUcH69E6IkiOTXj638wqgY0uSo9hyWeik2IpOmEv2igO4XhySzxgGQlTzo4Kv+zjQlWY0C9WdhkWDuWZ5faTCGou7Bgi50Y9vzYTxRa7X/T+ISKihmFwQ03mnr4x6BsfKku8n/43Q1ZCtdCq0V2vQY/YEHSL1cjAB3izwnFtFUfQafDLyLFHy1yU4sM/4vyOEbLEO1StRKnVLgdeLt2Th866k3Oj5m8xeHWeTX16/xARUcMxuKEmMb5TBMa1j5DbRi+ty0KiVo1nhidAF1JxO0Y4bm+B/You2IfOuBBfIw5ZiEc6DIpY9Oh3Ja7uuA1do1Wu6qo5Kdk4VmiReTfOuVHenmdT194/RER06hjc+AhfKhsenBSKW3s5ugOLiqh1acV4ckicDGzMVrvMvdmR7bjszDbB3qI7dMnXym2aAVgng5uWOIYu2I1xyh+ginYkIouuxT8dLITdOTeqv2NulC/k2dTW+4eIiPwkuAkODsZtt96CESNGwGQy4bvvluHrb76p9vkhISH4bPEnVe5/Y/Yc/PnnX/BXvlQ23CEqCA8O1MvJ2z8cKMA3+wrk/UEiAQfA3E3Z+P2IscIxjv7EDhn2eBm5XI4lUMowBliTbsGbG9OQXa7B3yWdIzEoKcxn8myIiChAgpt5c+egW/duePmlVxAVHYWXX34RiYkJeOvt+W6fr1QqMWjQIDz40MPYu2ev6/79Bw7AX/lS2bBYmXlqaLzMi9mUXoy3t+S4HlOXNdcrrTQDofLnl6WIkx9FYGOzKzDrQEv8sWVVhWO6xWjkgE1fyrMhIqIACG769euL888/D+edfyE2b94s79NoNHjwgal4//0PUFxSUu2xO3fuRErKJgQCXykbFl2CnxoaJ7eJjuaX4vl1mbCWi2PKWtDAUim4Kf/5qVGKYfjH9VhWiRXrdvxb4fm+nGdDRETNo+xXTvMbOXIkMjIyXIGN8PPPvyA8PBz9B/Sv8dhHHnlYbk+98MJM9OrVC/7MWTZcnreVDcv8lwGx6KLTIM9kxfR/M2AsrRTEKJ0rN+4/Pw2KcS9moQ2OwGwPQq7JjvhQJZ4eLlaCHMf6Q54NERH5cXDTqmVLpKWlVbjPebtli5bVHrdt2zZ88/U3WLjoHVgtVny/7Fu5AlRTXo8ImJwXrbZ8hgd8pmxYBDSC+Fiw90t4k+t7RGNES63ccnpuTaYcrVBZUFlwU3nlRnx+5i2v4H77KzgNu1Bi12DmnhZ4bGWqDJTEuIZpQ+PlyhDzbIiIyKu3pdRBQTKJuDyz2Qyr1Yqg4IpzgpyKi4txwYUXo7TUkWPx++9/QKlSYcb0aVi+/Ae3x0y8dwKmTp0CX+YsGw7veCkiOl+ByK5XIaLL5V6RWDy2jRZXdY2S10VDvf+yK76ntW1LiTydae23oZ0iGAWlCkxfn4tdaXvkY0+tysDM0xPQKy5EfuxcNu2beTZEROSVKze5ubnQ6Rzlwk5RUVFQqVTyMXfsdrsrsHH6++8VaNGiBXQ6R4JpZXPmzkOXrt1cl37JA+CrIjpfDoVCWSGxWCTkekqPWA3uTY6V1z/blYc/KlVBuduWspTblooPU+GlkQloFxWM7GILHv77OHalZbge35drxrRVGbIJ4GkxGubZEBGRdwc327dvR5s2bRAZGem6r2/fvmWP/VfnfycuTi9Xe0wms9vHxWpQYWGh62I0Vv8L2NuIwEWj7+vqcVNdYrGnhmE+MSRObjf9c8yIj3e4D0ir5tw4Vm5ahavx0shEtAgPkttYD61Ix2E3VU87c0xybIPoc3Mg18w8GyIi8t7gRiQPi2BDbBsJarUaEybcjTVr1uLQoUPyvrCwMHzz9VKMGnWmvH3WWWPRs0cP178hgqN77r5Lbk8VFRXB33rbJI37FPEjX5Ufg6I7e01isRiGOb1sGObuHBNe25hd1pGmeuVzbkQvnJfOSJSJwUfyzXjo7zS3eTpOWzNLcMOPxzDpz1T2syEiIu/NuRGBzR133oW33pyHCy+8QCb6pqdn4Mabbj55cmq17GsTF+fofXL06DG88PxzaNmyJfLy8tGhQ3v8+ONPeOLJJ+HvvW2ie96OvO0LEdXjdo/OI3IOw2xVNgzzmX8zYCpf810NZ85N91gNbu6pQ1iQEvsMJjy5KgP5Zlut3ZjZpI+IiHyiid/q1f9iwMDB6NqlC0xmM/buPdmYzxkAjR9/qatJ365duzD+ksuQkJCA2NgYHDlyVD7H31S3BWU27EHqz9d4dB6Rcxim2CaSwzArTfmubVtKTPUWtmWWyOOLKnUW9qVuzERE5J08PltKJAhv/899jo3NZsO69eur3J+eni4v/srZ+6V8gOPcgvLkPCLnMEyrGIa5PgsH82rvDNxVF4zRbcJl12KnVceNeHl9VpWeN9V1Yzbn70epwVFBRURE5PXBDVXf20b8YvfkFlS1wzC3GrA+rbja57bQqnFmGy1GtdbKhOHyfjxYgDc35cBWjxWrhDPnwZDyGldwiIioThjceHlvG09uQVU3DPPb/Y5hmJWJtZm7+8bgvA4Rbh8XFVWLd+XVa8VKEOXv3jpPi4iIvI/HqqWo9vJv8YvclLXFo7/QY0STvWGOYZgplYZhlidSasQIBhHY2Ox2bM86ORtMbGO9sTG7xsDGXTdmbyl7JyIi38KVGy/ibcm0YuTBk0PjoA91DMN8odIwzPIVVFMH6HFGay2sNjve2pKDsW3D5WMmqw0vrM3Cuhq2scoTn6/IsRFbUc6Ghd44T4uIiLwXV268RHXJtJ7qQCxqm6bWMgxTEDMtHxkUJwMb0aDv0115GN8pUnYUzjdZ8fjKjDoHNk4ieVjk2JSfp+XpnCMiIvIdXLnxEjV1IPbEL3UxDHO4GIZptePZaoZhigKoxwbHYXBSmHzexvRiXNk1EhqVUvbAeWpVOo4WVN+cz1dyjoiIyLcwuPGB8m9PDsN8IyUbO9wMwwxWKvD4kDgMSAyVt8X8pyEtwuR1UUn12oasKs356suTZe9EROS7uC3lJSon03pqK6anvuIwzD+PGt3m4kwbdjKwEcQoBpFv8842A2asrtp1mIiIqLlw5caLeHorRgzDfHywYxjmymqGYYbIwCYeveNCKtwvtqFeXJeJXTnuB5gSERE1FwY3XqDyLCVPbMVUGYa5oeowzFC1Ak8Pj0f32IqBzeoTRbLUu7Byy2GqdlYWERE1HQY3HuYN5d/uhmGabZVmPgUp8MzwBHSN0bjuKy3bhlpWTVM/8o73l4go0DDnxoO8pfxbTOl2DsMU+TKVh2GKVZ2ZIyoGNqmFpXjgrzQGNj7w/hIRBRqu3AR4+bdYkTmvg6Ph3qsbsnAov+IwzMhgJZ4bkYAO0cGu+1YcM2JOSnaVid7kfe8vEVEgYnAT4OXfI1tpZV+ag3lmrEmt2GxPp1HiudMT0DYyGIYSKx5bmQ6LzY4TbnrekHe+v0REgYjbUgFe/n12O8eqza+HCqvMlHp+ZKIMbLKKLXh4RRqOFJQysPGx95eIKBBx5SaAy7/bRQbJ8QoiMbh8Pxt9qAozT09Ay3BHgrFYsUnlao1PlvcTEQUiBjdewFPl32eVDbdcm1rkaroXH6bC86cnIFEbJEcuPLoyDRlFVad0U92x0zIRUfPitlSAEgMvR7XRVtiSStSq8eLIRBnYnCgslVtRDGwaTlRFafR9WR1FRNTMuHIToAYlhSFKo5L5NCkZJWgZrpZbUfpQNY4WlOLxlenILuGKTUOxvw0RkecwuPFDYWoFxrQJl8nCuSYrZm3MRk6lQOXsdo5Vm9+PGGVuzczT4xETosbhfLMMbCr3uqFT728jcm+Yc0NE1PQY3PiRtpFBOL9DBEa30SJUfXLHcfboJDy/NhP/lU33jg1RITnBMfRyr8GEF05PQHSICgdyzXj8n3QOvTxF7G9DRORZDG58nBidMLRFGC7oEIFe5YZZihWYXw4VYmzbcLSPCpZJwou2GfDd/gIZ/KgUCtmReGK/WLk9tc9gwhOrMlDAad6njP1tiIg8i8GNjxJ9aMa1D8e4duGIDXW8jVabHf+eKML3BwqwLcuxSvPjwULclxyLM1trcWefGFn63SXG0W04LMixuiMGZT65Kh3GUnYcbsz+Nrp+U6BQlq2gKRQIiR/IuVJERM2AwY2P6aXXyFUasVqjUirkfTklFvx0sFBeKicBm6x2vLw+SwYwt/bSuSqknHZkl2DaqgyOUmhkIr8GjrdHUiiUzLshImomDG58QKhaIbeSzmsfgXZRJ2c8bc8qwff7C+RqTW1jnsR21P5cM146I9F137bMEsz4NwPFnBHVKEnEItdGbEmJlRtH3k3FTgucK0VE1DwY3HgxMbTymm5RsvLJuYVUbLHhzyNGLD9QUGXIZW2cKz2CCHSmrc6QKzvU+GXfYuWGc6WIiDyDwY2XErHM08Pj0VmnkbdF7xkR0Px+uLBBW0j94kPw5NA4eX1jejGe/TcTZhsDm6Yq+079+ZqyvJvJcsWGc6WIiJoPgxsvdU/fWBnY5JmseGl9FjZnlDT43xqYGIrHB8chSKWQoxZEWXgp29g0edk350oREXkGgxsvdE47RwM+q92OF9dlYUtmwwObIUmheEQENkoFVh8vwovrMmvNz6HGK/vmXCkioubH2VJeposuGHf3iZHXP/ov95QCmxEtw/BoWWCz4pgRLzCwabKybxHQCNx+IiLyPK7ceFkCsQxGVI5Vli/25Df43zqjVRimDtTLZn1/HinEaxuzwRSbpsHtJyIi7+LR4EahUOCqK6/EiBHDYTKZ8N2y7/H33383+jG+QBQyPTxIj/gwNY4VlOK1jVkN/rfGtNHi/v6xMrD59XAhZovAplHPlirj9hMRkffw6LbUq6+8jAcffAAbN27E0WPH8P577+Daa69p9GN8wfXdo9E3PlSWej+3JrPBvWdErs6kssDmx4MFeIOBDRERBRiPrdx0794NV199FS697AqsWbNG3mez2fDYo4/iiy++hNlsbpRjfMHQFqG4smuUvP76xmwcKahf/xqn8zuEyyorYdn+fLy9xdCo50lEROQLPLZyM3rUKGRnZ7uCFOH777+HTheN5OTkRjvG27UMV2NKf728/tXefPxzvKhB/87FHSNcgc3XexnYEBFR4PJYcNO6TWukpqZWuO/48RPyY5s2rRvtmODgYISHh7suWm3F2UqeFKJS4PEhcbL78NbMEry3vWErLZd2jsQdZRVWX+zOk9O/iYiIApXHtqWCgzUoLi6ucJ9IELZYLNBoNI12zMR7J2Dq1CnwRiI3pm1kMLKKLbL/TEOqma7qGokbeujk9U935uKTnXmNf6JEREQ+xGPBTUF+PqKiHHkmTpGRkVCr1cjLy2u0Y+bMnYf5Cxa6bouVm00pG+Bp4ztF4PRWWpTa7LJjcK6p/vVM13aLwjXdouX1D//LxZLdDGyaYggmERH5Fo9tS+3YsRNt2rSpsE3Uo0d312ONdYxIMi4sLHRdjEYjmoKirBtwbGjFVvzu9NJrcEtPx2rLwq052JVT/0ToG3tEuwKbd7cZGNg04hDMpHGfIn7kq/KjuE1ERL7FY8HNz7/8jNLSUtxyy82u/jV33XkHtmzZin379sn7QkND8e47izB8+LA6H+Mpg5NC8eTQeLw/rmWNz4sNUeHhQXFyQrcYgrn8QGG9/69be+lc1VULtuRg6d6GN/vzx1UXjb6v/NhYQzAb8m8REVEAbksZDLm4775JmD37dZw7bhwioyIRHBSEa6+7wfWcoKAgjBt3Dn76+ec6H+Mp7aKC5UelQgGVArC6yZ9RKyA7EOtCVDiQa8a8zTn1/n/u6qPDhR0j5fU3N2c3KDjyV2KVxRmciHlPYiyC6B7cGEMwuT1FROQ7PNqh+OdffsHAQUPQt08fmMxmpKSkyJUZp6KiItxyy23Ytm1bnY/xFNFV2KltZBAO5FU9p9t669AtVoNCsxXPrc2EyV0EVMMS2z39YnBu+wjY7HbM2ZSDXw4xsKlt1aUkY32dAxObtQh2uw0KhdLtEEwiIvINHp8tlZ+fjxUrV7p9TFRBOVdt6nqMp9jLxSldYjRVgptRrbWuFZdXNmQjzWip878tVnzEnKiRrbQysBGN/n4/0jS5Q77qVFddTq76KGG32+WWJ4dgEhH5Jo8HN/5oYr9YFJfaZACTarRAH6rCxGRHH5pPduZifVrFcvbaeuE8NiQO/RNCZWXVK+uzGtzoz5+JyiaxFVU+wKnrqkvVVR9HYJP+970oNexp0vMmIqLGx+CmkeSZrRVuPzQozu3zwtRKOSbBGfhkFFlgqaYKPCJYienD4nFajAYlFhueXZOJTRkljXXKfkWszogcG7EVJVZsRHBSsPfLU1r1UapCm+hsiYioKTG4aSTbs0x4bUMWpgxwVNbsyzUhWqOCPrTiS3xJZ8fWlJPYZsoqtspgx3EplUFPbokVd/WNkU3+8k1WTF+dgd0G35yd1VxE8rDIsQnveCkiOl+ByK5XIaLL5bUmFp/Kqg8REXkfBjeNSOTBXNstGglaNd7ZlosesRpc193Ri+b97QYUWWxI1AYhSatGYtklVK1EfJhaXnq7WewR3Yuf/CejwcM0A1FE58tdScF1SSx2t+pj2DSLFVJERD6KwU0j220wyeDmyi6R6BMfIu97dUMW/qgmAThKoywLdoJcAY8z+BErOeLYjKKKW17U+InFzlUf8TyxYlP+uexYTETkWxjcNLLdOSZZ1dQvwZGv8f3+gmoDGyHPZEOeydygLsXUuFtMIqCpHACdau8cIiIKoA7F/mp3uSBlZ7ZJjleg5uPcYhIBjXAqW0zsWExE5Ju4ctPIRCKxyJMRnl+XCUsDJn3Tqalpi6k+2LGYiMg3MbhpZKU24M5fTsjrJfXoQEyNy90WU32xioqIyDdxW6oJiKCGgY3va8wtLiIiaj5cuSFqhi0uIiJqPgxuiJphi4uIiJoPt6WIiIjIrzC4ISIiIr/C4IaIiIj8CoMbIiIi8isMboiIiMivMLghIiIiv8LghoiIiPwKgxsiIiLyKwxuiIiIyK8wuCEiIiK/wuCGiIiI/ErAzpbSarWePgUiIiJqgt/b6kB9cTalbPD0qRAREVEDfo8XFhbW+BxFUotWdgSYhIQEGI1Gj70pIrDqlzzAY+fQnPj5+i++t/4tkN7fQPpcff3zFeeenp5e6/MCbuVGqMsL09TEF1Rtkac/4efrv/je+rdAen8D6XP11c+3rufLhGIiIiLyKwxuiIiIyK8wuGlmZrMZr776mvwYCPj5+i++t/4tkN7fQPpcA+XzDciEYiIiIvJfXLkhIiIiv8LghoiIiPwKgxsiIiLyKwHZ56YptW7dGvfeew86deyEEydOYOGid7B169ZGP8ZbnHnmmbj2mv8hWheNrVu2Ys7cecjNza32+Y888jCGDx9W4b5t27bjscceh7cLCQnBRRddiEsvGQ+jsQi33nZ7rceoVCrccsvNGDN6FKxWG37+5Rd89NHHsNu9P9UtMTFRvrdnnDES3y37HosWvVPj85OT+2HGjOlV7r/jjjuRmpoGbxYdHY3rr78OAwb0h91mx7p16/De+x+guLi4xuMGDRyIm2++CXFxcdi9e7f8+k9L8+7PVejatat8b7t27YLs7Bws+/57/PjjTzUe886ihYhPiK9w39dffY1333sf3q5379645pqr0aFDB2RlZuG775bhp59/rvGYqKgoTLx3Avr07YO83Dx8ungx/vjjT3g7hUKBiy+6COecczZiYnTYf+AgPvjgQ/n1WZ0rr7xCfv2XZywsxNX/uxa+isFNIxI/4JZ99w3WrF2LufPmYfSoUfj6q6W4+OLx2P7ff412jLc499xxePutN/Hyy69g9549mHDP3fjyi89x7nnno7S01O0xHTq0R3paOt586y3XfQUFvtFE6vfffsWGjRvkLwPxS7AuXnrxBRkcPPPMcwgKDsL0aU+hXdu2ePqZZ+HNRKDy1pvz8MUXX0Kn06F161a1HhMZGYU+vXtj/CWXVrhfvF7e7ueffsDSr77Ghx9+BI1Gg6lTpmDcuHNw6WVXwGKxuD1m0KBB+HzJYrw9fwG++PJL3HzTTfj2m68w9qxzUFBQAG81dOgQPP30DHy2+DP88uuv6NypE16f9Rq6d+uGV1+bVe1xPXv2wNfffItffvnFdZ/4XvaFP8DuuecuGYiJoKZHjx6YN28uXnzpJSxYsNDtMWq1Gl98/pkMbufOexNdOnfGe+++gwn3TsT33y+HN3vqqScRrtXKgLWwoBAXX3wRfli+DBdedDF27Njp9pikpCRow7R44MEHXfdZLFb4MgY3jeiO22+DyWTCPffcC5vNhj///AvdunXD5MmTqv0rvyHHeItHH3kYH3/8ifzmFzZuTEHKxvUYP/5i+UuxOlnZWUhJ2QRfM+7c8+Qvrfvvv69OwU379u3wv/9djWuuvR5//fWXvE+8x7NeexVvvvU2srKy4K127tyFocNGyPMdM2ZMvY71xfd21OixKCoqct3eu3cf/v7rD/Tv3x9r1651e8zDDz0og4MXXnhR3l61arVsaX/D9ddh3psng3dvs3nzFpx11jmu2//8swqhoaGYOPHeGoMb4cjhwz73/q5ds8b1/SesXv0vOnXqiAsvvKDa4EYEBGJ1S4wnyMnJwa+//oYWLVrIlWdvD25eevElFJeUuG6vWLlSBnhnnXVWtcGNYCwy+tx7WxPm3DSiESNG4I8//5K/EJzENsTpp49o1GO8QVJSIjp16oRffv3NdZ/4ISACnNrOXXzOYoVn/vy3cMMN10Op9I0vw/r+NS4+z+LiEqxcudJ1388//4KgoCAMGzYU3kz8xVr+a7KuxHv5wQfvYfGnn2DatKfk14kvKB/YyNtl83aCg4PcPl+s7gwcOED+0nMSf6SsWLHS67933W21GYuK5Ndlbd+L4vtVfO/Onv06zjn7bPiC8r/oBRHI9e7VGzt27Kjxe1f8ohc/08p/73Zo3x4tW7aEL32+nTt3hk4XXePnK4gV5c8Wf4IP3n8Xkybdj7CwMPgy3/it4iNatWpZZW6VuB0eHi739BvrGG/QqqVjm8LduTsfcyc/Lx9Lv1yK2bPnYOXKf3D/fffhvfdqzuXwVa1atkR2dhasVmuVWS7iMX+0/IcfsHjxErz//gfo0L4d/vrzD7kV6Wvuu38iMjMzsWHDxmrzkcTWReVtmbT0dLRsVfsWnjcRv+xvu/UWGajVFNAeOXoUS5Z8jjdmz8a+ffsxb94cTJ0yGb5C5Az99ONyubq2c+dOPPnktGqf6+7nsnhvHY95//vbpk0bLFv2rdxKX/79d3j88ScqBOKVWUpL8fXX32D+goX4+utvcf5558qtWvG14au4LdWYL6ZaDbPJVOG+kuIS12ONdYw3UAc5zs1srnTuJSWux9x57PEnTnbFXAls3bpN/sARf+2KYMefiL+ETW46gDpeI/crAr5s9erVFZb/xZaNeG8ffOAB3H3PBPiKG2+8AVddeSVuvPHmahOKg8q+Nyu/v+K9dT7mC0TC+5vz5sqv1cefeLLG51577fWu713xvWowGPDcs8/gvffeR47BAG83a9brCI+IQHK/vnJrecvWrTLR1h3xHprc/GyTj9Xw881bZGRkYNq06TIP7qILL8Djjz8mP9/qtqVEEUv5bsUrVqzAqlUrceMNN+Dt+fPhi7hy04hElVDl1RaRjCn+cs/Pz2+0Y7yBsyLK3bmLH3rVqdzuW1SF5eXloXv37vA3htxc6NysvonXrKbXyFdVfm9FRZjIQ+nevRt8xf+uvkomfd8z4V78vWJFje+tUPn9Fcv/BkP11YLeRGxBzZs7Bz16dMcVV15dYQumLu+vCHDEH2BdunaFLxAFGmvWrJH5bmLl+PHHHpWVRe7k5ua5/dkm+ML3bklJidxWE39sTJn6APbs2Yv7Jk6s83srgtX//tuB7j1853u3MgY3jWjb9u2ybLC8fsl95RdWdTM8GnKMN9i//4DcYunbp0+Vksvt2+te5SWWPbVabZWcB38gStxjYmJkqX/510f8Qti+fTsCgagGLCqquZzaW4jVmpkzn8PE++7HDz/8WONzs7OzcSI1tcr3bnK/fj7x3orAZu6c2ejfPxmXX3EVjh49Wu9/Iz4uTn70xe/d9IwMufUfotG4fXzbtm3o3atXhfvEio9YyRM/+3xNRmYGdDGO4Kyu4uPjfPK9dWJw04gWL/4MQ4cMkaWWQseOHWS/gcWffeZ6zpgxo+VeqDNZqy7HeCMReH319deyx4fzL5zrrrsWen0svvzyZKWU+OtI/MIQYnQ63HTjja6kxeDgYDz7zNPy36ppP9iXfPP1Ulwyfry8vmrVKhw5cgRTJk+St8VfiZPuv08uDW/atBm+buCAAfJr2Zk0LPpkiFwUpzPOOENWpHz77XfwdpdffhleeGGmDGyqq4a55+67ZHm8kyilvvqqK9GiRZK8LRJsRaXjZ0uWwJuJr8PZb7wuE6Ivu/xK+TXqzvvvvYtbbr5JXu/Xry/Gjj1ZNSe+lx977BHs27fP64M50cOl/B8YsbGxuOXmm2XVlDP5tlPHjvJruVu30+TtL5d+JVdqnL1fRM8b0a9K5KU4t6e8lWjJERoS4rotKjtFi5E//zi5ZXzN/66WycPljymfQHzXnXfKghFROu+rvH/z0IeIMu5XXn0Nn3z8EY4fPy4Tz5Yu/QrvvvtehW+s/snJrnyauhzjrZ5++lksmP82Nqxfi/T0DBnYTJo0BQcPHnI9p2PHjoiMjJTXC41GtGnbBlu3bkZaapr8pZCWli5LpX2h8ZkI0nr16omkxET5PoofhsKtt94u97iF5ORk/PSTow+I6PVz++13YuHC+TKJUeQ3iO28W265Dd5O/KBbsmSxvC7KZhMTE+TnduDAAdx/vyOJNCo6Sn4tazSOH6Spqan44oslUCqUUCoV0Ov1eOON2Zi/YAG8mVg5FOX5ohruzjvvkBenefPewk8/OZrbia9dsYXj9MbsObIp3MoVK3Ai9QRaJCXhqaemyYpBb3bBBefj0ksvweHDh2VScHkiz8i5PdWzV0/5fgvHjh2Xr4vohyO+19u1a4t169bj+htualBVXXMSq1LvvrsIkRERsvlm27Zt8ccff+CJJ59yPSdMq5VfyxHhEfK2eG3uu3+S7FN19113yVWM9es3YPqMp+HtzKWlWL36H/mzRjQeFUHaonfexYKFCyv0telTbtW9xGTCqn9WuNIkRI/RCRMmygDQV3EqeBMQv8zbtG4ts+sr9zIR2xTiB4PoNVH+h0JNx3i7li1ayA7FB/YfqFKGKCplVCo19u7dW6GMtl27dvKHqKhI8RWipDIiIrzK/WIbzrmFKP7CPX78hCvYcf6lLI4V77f4S9cXiNW1vpW2XASxxbRr1y7X16wIfMp//oL4K1mtVuHo0WPVNsDzhc9VOHz4iNyCcn5e4v2vnJSZkJCAOL0eBw8dklu13k6surRr367arVRnA86ePXrI/JLjJ064HhdbOeIPMNFJ3ZtzAt0RK4wREZHyj8jK75PYHherNrt376nwmAgOxGq6yMERx/kKpVIpy9ZLLRb5XlVuqipei7i4+Aqd8J3HiK03seXqC13Ua8LghoiIiPwKc26IiIjIrzC4ISIiIr/C4IaIiIj8CoMbIiIi8isMboiIiMivMLghIiIiv8LghoiIiPwKgxsiIiLyKwxuiIiIyK8wuCEinybmtF100YVy1Ed5w4YNdQ2kJaLAwuCGiHyamF8lJpR/9OGHcgimMGjQICz+9BPXgFoiCiwMbojI5z373EyUlJTg2WefkQM95855A++88y5WrvzH06dGRB7AwZlE5BdOO+00LP9+GQ4ePAibzYrzL7ioyjRkIgoMXLkhIr+wa9cuLPt+Gbp374Znn53JwIYogDG4ISK/0Lt3b4y/+GLs2bMH999/HxQKhadPiYg8hMENEfm80NBQzJs7G59+uhhXXvU/dOnSGRMm3OPp0yIiD2FwQ0Q+b8b0abDZbHj6mWeRkZGBBx54CA9MnYJevXp5+tSIyAMY3BCRT2vVqhXCw8MxYcJEWTEl/PzLL3jllVdx9lljPX16ROQBrJYiIiIiv8KVGyIiIvIrDG6IiIjIrzC4ISIiIr/C4IaIiIj8CoMbIiIi8isMboiIiMivMLghIiIiv8LghoiIiPwKgxsiIiLyKwxuiIiIyK8wuCEiIiK/wuCGiIiI4E/+Dzs6oLVwKT9FAAAAAElFTkSuQmCC"
+ "image/png": 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k5DrdfyIiqjtqJfDYuYTmP4/l4ni2gS8/uVaLj2jhOXbsGDp17oJBg4eiY6cuSE1Lw6efTL1osDR79hf448+/0LlLV7Tv0AnFxcX49NOP63TfiYiobo1sFoA4fw0yi0z4/r8svvzkeoGPaN2ZO3eeDFwEvV6PDes3Ii4ursptrrrqSgQFBeHjjz+R92XQM20a+vbpg/r169fZvhMRUd2J9FXj9paB8vasPRkoMLKTi1ywq8uqceNGCAgIlNcPP/wgpp4LairTrl07nDx5EllZ56P9nTt3nXusrXyMiIhcl8onDGpdHIz5p2EqTJfLRncIhpdKid2pRVh9usDRu0guzuGBz8MPPYRu3buhfr162LFjJ/7+++8q1w0ODkZmZvmaDSIIMplM8rHKaLVaebHS6XR23HsiIrIXXYPhCO48HgqFChaLCZk7pqJt8b/oEe0Lo9mCz3ef5YtNrh/4vPjSy/Lax9sbUz/+CD/99CMGDRoCo9FYYV2jwVAuiBE0Gg1UKhWMhorrC2OfGIOJEyfU0t4TEZG9WnqsQY8griM6PY7RRfvk/V+O5OBUbuXneSKXGs5uVVhUhJkzv0CTxo3RpEmTStdJPHMGkZGR5ZaJ0WAljyVWus206TPQvEWr0kunzl1rYe+JiOhyiO4ta9BjdY3yb0T6KpFaYMSPB7P5ApNrBz5eXl4Vllnr8mRnZ5fW62nfvj2Cg0uqdK5bt04GPu3ati3d5sorhqKgoADbt++o9P+IBOi8vLzSS35+fi09IyIiqimR0yO6t6wikYQrLEvk7Zm7M6A3MaGZXLyr64H770ezZk2xYuVKZGRkom2b1hg37in89NP80po8fn5+WPL3nxg3fgLmz1+Abdu2Y/mKFZg+/VO8/fa7coTXs88+g0+nTZfBDxERuSaRyCxyeoI7jYdCqcQdlu+hVpiwJakAm5IKHb175EYcFvj8b+ZMXHfdtbjh+utlTZ+kpCQ89/wL+Ouv88nNIs9n9+49yMjIKF02evRjePyxR/HII6Nka86kSZPxw48/OehZEBGRveQn/I2i1K0Y2DAcLVsVQG8yY+ZuTkJK9qWIjonzqPZD0Yp0+NABme8jur6IiMh5+KoVmHllDEK81fhufxZ+OsTcHrLv97fTJDcTERHd1TpIBj2JuQYsPMKgh+yPgQ8RETmFRoEaXNfEX97+bHcGjGZH7xG5IwY+RETkFO5sGQSVQoF1p/OxK7XI0btDboqBDxEROVw9fw16x/rK23MOsIuLag8DHyIicrhbmgfI6w2JBTiVa3D07pAbY+BDREQOn319YL2SeRTnH2ZrD9UuBj5ERORQNzUPgEqpwI6UQhzJLObRoFrFwIeIiBwm2FuFKxr4ydvzWbOH6gADHyIicpgRTf2hVSlw4GwR9qbreSSo1jHwISIih/DTKHF1o5K6PT8dyuFRoDrBwIeIiBxCFCv01ShxPKsYW5M5ESnVDQY+RERU57xVClx/rkozc3uoLjHwISKiOjeskR8CvFRIzDNgfWIBjwDVGQY+RERUp9RKYGSzkoKFPx/KAafkorrEwIeIiOrU0Pp+CPVRI63AiFUn8/jqU51i4ENERHX3paMAbj43PcUvR3JgtPDFp7rFwIeIiOpMv1hfRPtpkK03YWk8W3uo7jHwISKiOqEAcGuLQHn7t6M50JvY3EN1j4EPERHVie7RPmgYqEWBwYw/jufyVSeHYOBDRER14rZzrT0i6Mk3sLWHHIOBDxER1br24d5oEeIFvcksu7mIHIWBDxER1brbWpSM5FoWn4csPSv3kOMw8CEiolrVIliLjhE+MJotWHiYrT3kWAx8iIioVllHcv1zKh9phSa+2uRQDHyIiKjWNAjQoGeML8wWC34+lM1XmhyOgQ8REdWaW85Vad6QWIDTeUa+0uRwDHyIiKhWhHqr0C9OJ28vYG4POQkGPkREVCuubuwPtVKBfelFOJpVzFeZnAIDHyIisjuNEhjeyE/e/v0oqzST82DgQ0REdjewng6BXiqkFhixMamArzA5DQY+RERkd9c3KUlq/uNYLsycnYKciBpOIDAwENnZtg1zjI6OqrAsKzMLhUVFtbBnRERUXe3CvNA4SIsioxlL4/P4ApJTcVjgExkZiSfHPoERI0ZAoQDUajXm/fAj3nrrbRgMhkq38fX1xfZtW5Geno7iMutMmjQZf/zxZx3uPRERXaq1Z9XJfBSqQ+AVGAdj/mmYCtP5opHnBj59+/bBkSNH0at3H+Tk5KBly5b46cd5MBoMePOtty+67f0PPIgdO3bW2b4SEZFtInxV6BHjI28vL+yI6GHPQ6FQwWIxIXPHVOQn/M2Xkjwzx2fhwl/wzbffyqBHOHjwIH75dREGDRp0yW3Vag2Cg4PqYC+JiKg6rmvsD5VCgZ3pJhS0Lgl6BHEd3Gk8VD5hfEHJoZwqublRw4ZIS0u95HoL5v+ITRs34MB/+/DSiy/Ay8urTvaPiIiq5q1S4MqG/vL2X8kBpUGPlUKpgloXy5eQHMppAp+rrrwSQ4cOwazZX1a5jsVsxvsfTEGbtu3RomVr3HffA7jttltl8FMVrVYLPz+/0otOV1JFlIiI7GtIAx38tEok5hmw5VSq7N4qfw43wZifyJedHMopAp/u3bph+vRP8eGHH2HlylVVridGbn388SfIyysZJbBl61ZMmz4Dd955BxQiQ7oSY58Yg8OHDpRedu7YVmvPg4jIU4kz8HXnkpoXH8uFsTBd5vSIYEcQ15k7pzLBmRzO4cPZu3TpjO+//1a29Ez9+JNqb38y4aQc7RUWFoa0tLQKj4vAaOYXs0rvixYfBj9ERPbVOdIb9fw1KDCYsSKh5MepSGQuSt0qu7dESw9HdRE8PfDp3LkT5s75Hl99/Q3ef/+DKuv2WOv0iFYdi8VS4W+IBOmMjIxKty8uLpYXIiKqPdbWnmUJeSg0nj9Pi2CHAQ85E4cFPu3atcO8uXPw119/47vvvistTGg2W5CSkiJvBwQEyLo948ZPwPz5CzBq1MMICw3FsuXLkZ2dgyGDB+ORR0bhw4+mwmQq35dMRER1I9ZPjW5RPjBbLLKbi8iZOSzwGTCgP/Ly89F/QH95scrNycGgwUPlbbPZjDNJSSgoKJnn5auvvsa999yNF194AaGhIUg4eRKjRz8mAyEiIqobYki6Wne+KOF1TUpGcm1NLkRyvpGHgZyaIjomzqNmUREju0SSc/MWrUqTpImIyDa6BsMR3Hl8aVFC/e4p+LztAfiolXhxbQp2p3H6IHLu72+nGNVFRESu0dJjDXoEcX1N+/Yy6InPLmbQQy6BgQ8REdlEdG+VLUqogBmDlP/I28ztIVfBwIeIiGwicnrKFiVsj10IQzpyii3451Q+X0VyCQx8iIjIJqYLihIOtpQMLFl6Igd6k0eli5ILc3gBQyIich3WooRNIqLQoksuTGYL/jjOIezkOhj4EBFRtVt+hoWaAfhjw5kCpBeyjhq5DnZ1ERFRtQRolRhYr2TC59+OsrWHXAsDHyIiqpZhjfzgpVLiSKYeBzL0fPXIpTDwISIim6kUwDWNSyo1/87pKcgFMfAhIiKb9Yj2RZiPGplFJqw5zSHs5HoY+BARkc2ubuQnr5fF58Eo8puJXAwDHyIiskmMTo1OkSWzsC+JZ1IzuSYGPkREZJPh51p7tqcUIrWAQ9jJNTHwISKiS9IqFRjaoCTw+fN4zWfGJnI0Bj5ERHRJfWJ9EeClQmqBEduTC/mKkcti4ENERJd0TeOS1p4lJ3LBnGZyZQx8iIjoohoFatAq1BtGs0WO5iJyZQx8iIjoooY3KilYuPFMATL1bO8h18bAh4iIquSjVmDQuXm5/jrB1h5yfQx8iIioSgPq6eCrUeJ0rgF70or4SpHLY+BDRERVuuZcN9ffJ1iwkNwDAx8iIqpUi2AtGgdpoTeZsSKB83KRe2DgQ0RElbr63Czsa08XIM/ApGZyDwx8iIioAj+NEv3jziU1H2c3F7kPBj5ERFTB0AY6aFUKHMsqxqHMYr5C5DYY+BARUZW1e/5iUjO5GQY+RERUTvtwb8T5a1BgMGP1KSY1k3th4ENEROVc06hkXq5/TuWj0Gjhq0NuRe3oHSAiIueg8glDeHAMesZkyftMaiZ3xBYfIiKCrsFwRA+bh+t7DoZaqcDBPB/E5xj4ypDbYeBDROThREtPcOfxUCoU6IfVctkG3zvkciJ3w8CHiMjDqXVxUChUaIs9CEEG8qDDDmUPqHWxjt41IvcJfAIDAzFxwnisW7cG8SeOYfOmDXjyybFQKBQX3a5evXr4Yd5cuc2Rwwfx0YdT4OPjU2f7TUTkboz5p2GxmNAf/8r7G9EXBrMSxvxER+8akfsEPtdeew0sFgvuvvteNGnaHOPGT8Bjj47G+HFPVbmNWq3GnO+/RVFRETp37oorrxqGbt274f333q3TfSciciemwnSo972HNpa98v4acz9k7pwqlxO5G4cFPnPnzsNHUz9GfHw8TCYTNm7chAULfsbwq4dXuc3gQYPQrFkzvPTyy8jIzMSJE/GY8sGHGDHiBoSHh9fp/hMRuZP+mu1QKizYnanG7qXjkZ/wt6N3icj9c3wiIiOQnZVd5eNdunRGfHwCzpxJKl22fsMGqFQqdOrYsY72kojIvagUJVNUCH8eSmJLD7k1p6nj06dPb1xz9dUY88TYKtcRrTpnM86WW5aRkQGz2Yyw8MpHH2i1Wnmx0ulKPtxERFSiW5QPQn3UyCoyYXNSAV8WcmtOEfi0bt0KX8ycia+//ga//774ousqFeUbqUqToS2VVxcd+8QYTJw4wX47S0TkZoadq9S8IiEPLNRM7s7hXV0tW7bETz/+gN8XL8arr0266LopqakICwsttyw0NBRKpRKpaWmVbjNt+gw0b9Gq9NKpc1e77j8RkSsL91GhS2TJyNil8XmO3h0i9w58WrRogfk//YA///oLL7zwYqXreHl5ycBG2LJlixzOXr9+/dLH+/btA6PRiB3bd1S6fXFxMfLy8kov+fmccI+IyOrKhn6ycOHu1CKcyTfyhSG357DAp2nTpjLoWbFiJSZNel0GOOJSNh8nICAAJ44fxc033yTvr169Bvv27cMH77+LBg0aoEOHDnj+uWfx448/yVFeRERkO6UCuKJBSTfXkvhcvnTkERyW43PjjSPg7+8vh6KLi1VOTg46duoib4s6P6JmjxjuLogk5nvuvR+vvz4Jf/65GMX6YtlF9vbb7zjqaRARuSzRxRXuq0a23oQNZ5jUTJ5BER0TV3lWsJvy8/PD4UMHZL6P6PoiIvJUr/YKR49oX/xyJAdf7mWrOXnG97fDk5uJiKjuhXqr0DXqXFLzCXZzkedg4ENE5IGuaOgHlUKBvWlFOJ3HpGbyHAx8iIg88MR/VcOSpGYOYSdPw8CHiMjDdIr0RoSvGrnFJqxPZFIzeRYGPkREHmZYQ395vepkPorNHjW+hYiBDxGRJwn2VqF7NCs1k+diiw8RkQcZWl8HtVKB/84WISHH4OjdIapzDHyIiDyEosyEpEtPsI4ZeSYGPkREHqJDuDeidBrkFZuxlknN5KGqHfh069oVAwcOrPZjRETkWNbWnn9O5UFvYlIzeaZqBz5dunRB/359q3ysX98+9tgvIiKyo0AvJXrG+MrbrN1DnsyuXV0tWjTH2bNn7fkniYjIDobU94NGqcChDD1OZDOpmTyXzbOz33ffvXjm6Ynw9vaGQqHArbfeUu5xHx8fOZv6sGFX18Z+EhGRHbq5ljCpmTyczYHPunXrkJWZhaFDhyAgwB+//LKo3OO5ebnYvXsPW3yIiJxM+zAvxPppUGAwY83pfEfvDpFrBD7Hjh2Xl23btkHrpcWJE/G1u2dERGQXVzUqqdT876l8FDGpmTyczYGPVeKZM7WzJ0REZHcBWiX6MKmZqBTr+BARubHB9XXQqBQ4mqnH0axiR+8OkcMx8CEicmPWCUn/jmelZiKBgQ8RkZtqE+qFegEaFBnNWH2KSc1EAgMfIiI3dVXDkiHsq0/no9DISs1EAgMfIiI35KdRol+cTt5m7R6i8xj4EBG5oUH1ddCqFDieVYzDmUxqJrJi4ENE5IaGnevmWhKf6+hdIXIqDHyIiNxMyxAtGgZqZVKzKFpIROcx8CEicjPDzlVqXpdYgHwDk5qJymLgQ0TkRnzVCvSL9ZW3mdRMVBEDHyIiN0tq9lYrEZ9djAMZekfvDpHTYeBDROSGlZqXslIzUaUY+BARuYlmwVo0DtKi2GTBqpNMaiaqDAMfIiI3G8K+PjEfeQazo3eHyCkx8CEicgM+agUG1Cup1Pz3CU5ISlQVBj5ERG5gQJwOPmolTuUasP8sk5qJqqKGAzVt0gT33Hs3rr/uOhw9dgy33HLbRdf38fHBju1bKyx/8cWX8euiRbW4p0REzm1Yo5JurqUnWKmZyCkDH61Wiy+/nIW5837A6jVr0KJ5i0tuo1AoEBgYiNtuvwO7d+8pXV5YWFjLe0tE5LyaBGnRLNgLBpMFK5nUTOScgU9xcTEGDBwsb0+e/Fq1ts3Pz0dOTk4t7RkRkWu56lxS84YzBcgpZlIzkdN2ddXU55/NkC1GCQkJ+H7OXCxc+Iujd4mIyCG8VQoMOpfUvIS1e4jcL/D5/ffF+GLWLKSkpGLw4EF4/713ERYWhpkzv6h0fREgiYuVTldygiAicgf94nzhq1EiMc+AvWlFjt4dIqfnUoFPQUEBHn3s8dL7338/B1GRkXjqybFVBj5jnxiDiRMn1OFeEhHV/YSkS0/kgdOREnnAcHaR5BwUFITQ0NBKH582fQaat2hVeunUuWud7yMRUW1oGKBByxAvGM0iqZm1e4jcrsWnMk2bNkFRURHy8vKqTKIWFyIidx3CvulMAbL0TGomcvkWH39/fxz4bx9uHDFC3r/9ttswcuSNcrlSqcTAgQMxZswY/DR/AfR6FuwiIs/hJZOaSwIfJjUTuUiLz++//YpmzZrB29sbKpVKBjlC5y7dZG0ea90ejVYjl69ctQpPPz0Br0+eBF9fX6Snp+N/M2fif/+b6cinQURU5/rE+sJPq0RyvhG7UpnUTGQrRXRMnMPy4cQIKxHwXKhsjZ6AgAAZBBkMhnLrqNVqGI3Gav9PPz8/HD50QOb7VNU9RkTk7N7vH4k2Yd74dn8m5h9iXTNyf352+v52aIuPKER4KVUVKqxJ0ENE5A7q+2tk0GMyW7A84dLnUSJykRwfIiKqulLz5uRCZBaZ+BIRVQMDHyIiF6JRAkManKvUzAlJiTxvODsRkbtT+YRBrYuDMf80+oQVwl+rQmqBETtTmNRMVF0MfIiInJiuwXAEdx4PhUIFi8WEawqfBZCJZfF5YOUeoupjVxcRkRO39FiDHiFKkYrWvpkwWxRYZ+zm6N0jckkMfIiInJTo3rIGPUJfrJHX+xTtYWn7rAyMiKh6GPgQETkpkdMjurcENQzoifXy9loMgEKpgloX6+A9JHI9DHyIiJyIaMXxCusor02F6cjcMRUWswkdsBP+yEMWgrAf7eQyY36io3eXyOUwuZmIyEkTmUXQk5/wN4pSt6L3gHqAL7Ae/WAyA5k7p8rAiIiqh4EPEZETJjKL6+BO42XQE63KQhtfHUwWC37bshrJGT8y6CGqIQY+REROmMgsWPN4hkWX5PlsSy5EYuJJB+0hkXtgjg8RkZMlMluJPB5lYSKG1C+p1PzX8VwH7R2R+2DgQ0TkBMomMgviWuTx9AwpRICXCin5RuxgpWaiy8auLiIiJ2FNZBbdW2LElgiGrhkQKR9bGp/LSs1EdsDAh4jIiYhgxzpaq1GgBq1CvWE0W+QUFUR0+djVRUTkpK5u5C+vN5wpQKaeM3MR2QMDHyIiJ+SjVmAQk5qJ7I6BDxGRExpcXwcftRInc4qxN13v6N0hchsMfKhGpfTd+X8SOVM3118nmNtDZE9MbqbLKqVvDyKoEcXbRB2TsiX4a/N/Ejmz1qFeaBioRZHRjFUnGfgQ2RMDH7qsUvqXO1dQVcFNbf5PIldp7Vl9Oh/5Boujd4fIrbCriy6rlP7ldFlVFdxYW4Au938SuaJALyX6xvnK238eZ2sPkb2xxYdsLqVfNhARVWVFgbXL6bK6WHBzqf9Z1f8icnVXNvCDRqnAwQw9jmUVO3p3iNwOW3yoxqX0LwxuoofNQ0T/D+W1uH+pVp2q5iayVqyt6n9W9b+I3OGEfHXjc0nNnJeLqFawxYdqXErf6mL5OBdr1dGn75bBjVhXLLswoKrsfzL3h9xZ92gfRPiqka03Yc3pfEfvDpFbYuBDNSqlX+5NdBldVhcLqCr7nxf7X+zyIld3zbnWnuXxeTCwUDNRrWBXF122mnZZWYnbovXHlsDlYv+LyJXF+KnROdIHZosFf57IdfTuELkttvjQZbMGN9XpsqppgvKl/heRq7f2bE0uRGpB+eCeiOyHgQ/ZRXW7rC6nOOGl/heRq/FWKXBFAz95+49jbO0hqk0MfKjWc4AuZI8EZVv/F5ErGNwkEjqNEmfyzdiZWuTo3SFya8zxoTrH4oRE5/k1GIYb2zSUt9f53g5flmcgct8Wn/DwcNx55x24/rrrEB8fj4ceHnXJbfz8/DBx4gT07dsH+iI9fl+8GLNmzYbFwrLuzspPo0TjIC0CtUqolQpovZMRalkJlcICBSzIhx+SLZHID2kqk5yJPIVo/RzQeTBiFDNQAB9sUAxAcKcrODULkTsGPhqNBn/9uRgLf/kVR44cQYMGDWza7quvZiMwIACvvvoaAgODMGXK+wgJCcG7775X6/tMlxbsrULTIC2aiEtgyXWkrrK32dzydxWAqY0SJ+vH4UhGoaxYKy7Hs4uhNzGoJfck8tSuUiyRt9dgEIrgA4WyZDm7concLPAxGAzo1bsvjEYjJk9+zabAp1evnujbpw8GDhqCw4cPy2VhYaF4ffIkTJ8+A3l5nNfGUcHO0Po6mZwZ66+pdJ2kPAPSCk0wmC0wmS0wawKhCuskW3z8kItYnIa/Ig+NAlRoFFCS5CmYLBb8l67HioQ8rEssQBGDIHIjzbVJaIIsGKDGKlwhl7E8A5Ebd3WJoKc6evfqhTNJSaVBj7Bq1Sq8/9676NKlC1avXl0Le0mVUSqArpE+uKqhH7pF+UAlFpwLVE7lGGRLTdlWmwtnmFb5WBA9bFSZYoQWBJnT4b/zKTT2LSppMQrSItRHjXbh3vIyuoNZBj/L4vNwIEPPA0Mub2SDks/FRktv5CgCWZ6BqA641KiumJgYpKWmlVuWeu5+THRUpdtotVp5sdLpdLW8l+4tWqfGFQ39ZAuPCEqs9qcXYVlCHtYnFqDQaKlBPR4zju/8FvkJKdhQZr1wHxUGnWtNivHT4MqGfvJyOteABYeyseIky/qTa2oQoEH3aF9ZsHDumiVIU+xheQaiOuBSgY9SqYTBaCi3zGQyyYtSVX4aA6uxT4yRydB0eWJ0ajzULhg9Y3xLl2UVmbDyZB6WJ+ThVG71Wu9srccjusfmH8qRlzahXjLo6Rvrizh/DcZ3DZOVbqftPGtTsEXkTG5qFiCvNyQW4PRZ8d4v/6OOiGqHSwU+GRkZ6BrctdyyoKBAqFQq+Vhlpk2fgZlfzCrX4rNzx7Za31dXVFklZR+1Are3CMQNzQKgUSrkr9PtKUWyu2lLUgEuN96oTj2e/Wf18vK/3Rm4vok/7moVhAH1dGgWrMV7W9JxNKv48naGqI6Ilkzx3hUWHM7h605Uh1wq8Nm1ezceeWQUQkNDcfbsWbmse7fu8nrP7j2VblNcXCwvdHEXVlLO2vERulvW4oG2QQjxLnmbbEsuxKw9GTidV/3WHXsSrTs/HcrBnjQ9nu0eJrvApgyMwpd7M7GYVW/JBYxoFiBLO+xKLWTATlTHnLqAoWidWb9uLYYPHybvr1i+AimpqXjh+edkK4+/vz+eeupJrFi5Eolnzjh6d13WhZWUGypO4p3ORZjYNUwGPYl5BkzakIrXNqQ6POgpSyQ4j12ZhA1nCmRr1KMdQvByz3BZN4jIWflrlRjWsGTk4s9s7SHyrBaf77/7Fo0bN0ZISDC8vLxkkCMMHXoFCouKZHDTqFFDGeAIYtn99z2A6dM/xX/798qk5c2bN2PcOObw2KOScgCycQMWog/Wybo6hUbgx4OZWHQ0B0bzpf9OTSYdvVx5BjPe2pSG6xr7yxykXjG+cjTY+1vSOfKLnNK1jf3hrVbiaJa+yukpHPFZIvIUDg18nnv+eWi1XhWWiwBHyM3NRe8+/ZCWdj7pb9/+/bKOT0REhOzCysrKqtN9dkfi5NrWsgMPKL6CDgVy2UZLL8xcsxJpWbblH1zOpKP2sPh4Lv7L0OO57mGI9dPgvf6R+P6/LPmLmmnP5Cy8VApc16Tkh9zCKlp7HP1ZInJ3Dg18zpxJuujjYhoKMZVFZVJTU2tprzyL6BS6o6EBdyimy/sJaIAfzHdgx87fkZ9l2ygTe0w6ag+iZtBTq5LwRKdQDKynw/1tg2X9n4+2pSNLb0OTFVEtE2UZAr1USM43yJpUzvpZInJnLpXcTPbPNXimWxi6RPrI+3/EG/DdqSwU5b1SrZPsxSYdreuTtUh8/mBrOnanFmF0h2D53KYNicYHW89iTxpnvSbHETU+bzw3hP2XIzkwW5z7s0Tkrhj4eCiRB/Nij3BE6dQoMpoxfWcG/jkligGeqVFXmWiSL3vCdnTZfVFM8WCGHs/3CEODAC3e6huBnw5mY97B7Eq/cIhqW79YX/l5E/Wvlsfnu8xnicjdcPiLBxraQIcpA6LkSfhMngET/00+F/TUjLUKszhBC+I6c+dUh/9CPZlrwPh/krHkRC6UCgXuaBWEt/tGItS78mKXRLXp5uaB8vr3Y7koriL6dtbPEpE7YYuPB1ErIYd8D29Ukly5OakAH25LrzCPVk3YUoXZEcTM7tN2ZshuLpH7I3J+RNfX1O1nsTW50NG7Rx6iS6Q3GgdpUWg048/juS75WSJyFwx8PKhS7As9wtEixEtWX57zX5acBsKevT7VqcJc11afLsCRzGI81yMMTYO8MKl3BH45nI1v92dddvVpIltbe5acyJMlGFz5s0Tk6tjV5QE6hnvjk8HRMujJ0Zvw2vpUWfnY077vz+QbZbfe70dLhhGPbB6I9wdEIdKX8T/VnubBWrQP94bRbJE1sYjIsRj4uDEFgFuaB+D1vhFyCO2RTD2e+icJO6oomuYJRCHGmXsy8cbGVOQVm2Qw+OngaPQuM/kqkT3d3LxkJNe/p/KRXliSu0NEjsPAx02pFMDT3cJkLRuVQoGl8bl4ZnUyUgt44hU2JRXiiZVJOHC2CH5aJV7qGY7HO4aAs12QPcX6qWU1cYHTUxA5BwY+bprE/HyPcFnET6QTTN+rx6c7MuRtOi+t0ITn1qRg/qFsef+axv74aGC0/LIisoeRzQLkiEIxkOBUroEvKpETYODjZrRKBV7uGSG7bgwWNWYqx2Fv2+9kGXyqyGSBTHB+ZV2KrK8iRt58MCCKwQ9dtmBvFYbUL5mMdMEh5vYQOQsGPm7EW6WQo5W6RflAb9FiumIc9qF9adl7UQ6fKifynp5YlSTzoEQ+1Bt9IhHCej90GUY08YdGpcD+9CJOmEvkRBj4uAlftQKv94lAhwhvFBiBaYoJOITWFcreU9Uyi0x4dX0qEnMNiNSp8UafCPgx6Ydq+Hkc3rikXhZze4icCwMfNyC+nN/sG4k2Yd5ypNIrWwpxxNKk3Dose2+bnGIzXl6fgrOFRjQM1OKVXuGy+5CoOq5u7A+dRomEnGIWyiRyMgx8XFyglxLv9IuUw7Kz9Sa8sDYFB5NTWfb+MoiRb6LlJ6/YjLZh3niue5icYJLIFqKR8IamJa09Cw97Xr0sImfH4SsuTOSgiMk36wdokVFkxEtrU+X8VALL3l+e+BwDXt+YKlvSesb4YmynUHyy46xdjhu5N5HQHOKtRlqBEasvYw48IqodbPFx4Sko3u0fKYMecYIVw7KtQY+VKHmvT9/N0vfVIBLAvcI6yuv9Z/V4b0saTBYLrmzoh3vbBNn7MJIbnlBHnitYKKo0czoUIufDFh8XJGZVF7OMiwTc5HwDXlybihSR0UyXRQz5D+48Xo6Cs1hMsrtwU8LfmL4zA091DsVtLQLlkHcxuzZRZUSxwlg/DXKLTXJeLiJyPmzxcTFxfmq8178k6Dmda8Cza1IY9NiBaOGxBj1C2RIAy+Lz8O3+TLl8dIcQDIjj9BZUuZtblLT2/HE8F0WiSBQROR0GPi6kQYAG7/aPQpiPGvHZxXh+TTLOcu4fu1Dr4kqDnspKAIiZ7H87N8HkhK5h6BzhbZ9/TG5DTETaPNgLepMZi9kqSOS0GPi4iKZBWrzbL1JWgz2apZejtzL1nIPCXoz5p2X31sVKAMzakyknmlQrFXixZ7icdZvowslIl8fnI5ufTSKnxcDHBbQM0eKtvpEI8FLhYIZejt4S9WbIfkQiuMjpEcGOIK4zd04tlxguOi6mbkvH9pRC+KiVskq26HokahyoQZdIH5kI/+sRTk9B5Mx41nZy7cK88FrvCPlFuzetCJM3pqKQQ0VqhS0lAMRL//amNLx9rnbSG30j8fRqdjl6upubB8rrtacLkMyBBkROjS0+Th70TDoX9OxMKcRrGxj01DZbSgCIpNVJG1JlcnmErxqv9+bUFp4syleNvucS3hceznb07hDRJTDwcVKtQkpaerzVSmxNLpAtPXqOEnGuqS3WpSD93NQWr/UOh5eK5Z09rdaTcGOzAKgUCtkFejy7fC0tInI+DHyckEiaFROOipYecTJ9a1MaDEzpcTpphdapLUxoHVoytQVjH/ev9RQ9bB4i+n8or6ObXIErGurkYz8fYmsPkStg4OOESZJiVnBfjRJ70ooY9Di5hBwDJm9Mk0OYe0T74qluMfAK61DaGkDuXevpxvbN4KVS4lCGHnvS9Y7eRSKyAQMfJ1LPXyPnhvLTqvDf2SJM3sDuLVfwn5zaIh2iJ3JInAYP9B8gWwNE6wC5b60nLxRhoOJfefvnwxzJReQqGPg4iRgxDUW/CAR6qXA4U4/X1qey8qsL2Zalw1zcK29fh9/QRbGztPLzhTkh5B61nvpiDXTIR2K+GZvOFDh034jIdgx8nGTC0bf6RcoZnU9kF+OVdako4JB1l2sN2KAYiOW4Ut6/H7NRX3kafk1GlssJYSuQe9R6UsGIIZalcvnCQ5lgCh6R62Dg42Ch3iq80y9SDos+lWuQI4XymMnssq0Bv+BW7ENbaFGMxyyfIrbZlZXO/0WuW+spaemdaHFoHEIUmcgoMmLVSU5GSuRKGPg4UKCXUlZkjvbTyFnWX1qbgiy9mV0jLtoakL1vFswWYDYeRZIlSn4xPqb4DGoYKp3/i1yTuTAdN0Rnydu/Hc3liEsiF+PQys1arRYPP/Qg+vbtC71ej99/X4xfFy2qcn1vb2/8+MPcCss/+XQa/vmnJMnQVfhplHizTyTqBWiQVmDEi2tTcbbIJLtCrCNHRAuCaFoXvzLJuYnjFth2FBQKJQotXnj3UATebJyExtpjuAvf4ls8JMKeCvN/kevpFuWDBgFa5BvM+Ot4rqN3h4hcKfCZMX0aWrVuhQ/en4LAoEB88MF7iIqKxOf/m1np+kqlEt27d8czzz6HI4ePlC4/dvw4XImvWoE3+kagcZAWmUUmvLguBSkFxkqHy4quETGNwsUqCZNjVXbcipqPxXvb7sbkbj7opdiAM4jFMvOVFeb/ItedjPTv47nMxSNyQQ4LfDp16ohrrrkaV19zHXbt2iWXeXl54ZmnJ+Kbb75FYVFRldseOHAAO3bshCvyVikwuU8Emgd7IVtvwkvrUnAmz1jpcNmyXSP8snReVR23/4qiMXP3MTzeMRQ3WhZg/47vcfpkisP2ky5f61AvtAnzhsFkwaJjbO0hckUOy/Hp378/UlNTS4MeYenSZfDz80OXrl0uuu3zzz8nu7zeffdttGvXDq5Cq1Tg1V4RssqvqPYrEplFAbyqhssK7Bpxfhc7bn8ez8Ofx3OhVAATO2hRz5/zArsqMSHJQ+2C5e2VJ/Nkay0RuR6HBT5xsbFITk4ut8x6Pzam6uTPvXv3YtGvizBr9pcwGU34Y/FvsuXoYnlEIpiyXnS6kvLydU2tBF7qGY4OEd4oMJjlVAcXzutTdrisIK6z9s2SLQocCeS8KjtuZbu0vtidgX3pRdBplHilJyc0dVUD6+nQMsRLfn7nHOD0FESuymE/P9UajUxoLqu4uBgmkwkarabSbQoLC3HtdTfAYCgJGFauXAWlSoXJk17Dn3/+Vek2Y58Yg4kTJ8CRxPxNz3cPR9coHxQZzXJm70OZxZWuKxKZRU6P6N7SBjdHUDuRMMtEZ2dX9riJlp6yXZOiJNPbm9Pw8aBoxPpr8Gz3MExan8raLy7WRX1/2yB5e/6hbLb2ELkwh7X4ZGVlITi4pNnYKjAwECqVSj5WGYvFUhr0WK1evQYxMTEIDi45KV1o2vQZaN6iVemlU+euqEuii+PpbmHoFeOLYpMFb2xMw/6zF5/TR3xpii/PklFCrAHjKsRx06fvrjQfK1tvxhsbU2Xg2yXSBw+c+xIl13BLi0CE+aiRlGfAoqOcnoLIlTks8Nm3bx/q16+PgICSERJCx44dzz223+a/Ex4eJluJ9PrKW1BEK1JeXl7pJT8/H3Ua9HQNQ/84HQxmi/zVvyvtfNL2xaYyuFiiM7km0bU5dftZeXtk80AMa+jn6F0iG0T6qjGyWcl5avbeTNbtIXJxDgt8RCKzCEREV5SgVqsxZsxj2LRpM+Lj4+UyX19fLPp1IQYNGijvX3HFULRt06b0b4jA6fHHHpVdXgUFBU73wk7oEoYB9UqCnnc2p2FrcmG5ui8Xm8qAic7uaV1iAeb8V9Ki+XjHEHSN9Hb0LtElPNg2CFqVArtSC7Ep6fxnmIhck8MCHxH0PDL6Udx66y3YtHE9du7YhpDgEIx98qnSdUQwJOr2hIeHy/unTp3Gm2++jq1bNmHF8mX495+Vclj7+AmOzeGp7EUd3zUUg+rrYDRb8O7mNGwuc8Ksql5P2ZafSyXMkmsp27r3w8FsLE/Ig0qpwPM9wtEkSOvo3aMqtA3zQt84HUwWC77Yk8nXicgNOHRs7YYNG9G1Ww+0aN4c+uJiHDlyviihNTgaMWJkaYHCgwcPYsSNNyEyMhKhoSE4efKUXMfZgp6nuoRicH0/mMwWvLclrcKvRFvr9VwsYZZcR2XVuKft+Bth3ip0ivTBpN7hmPBPMtIKOTza2T7Lo9uHyNt/H88rV3qCiFyXw+fqEsnK+/bvrxD0CGazGVu2bsXZsyV5EVYpKSn4778DThf0iDofT3YJxdAG1qAnHRvOVGwar0431sUSZsn5VdW6p40ZgPf2mHEiuxgh3mpM6h0BnUa8g8hZXNnQT1ZXFzW35h6ofMAFEbkehwc+7kIGPZ1DccW5oOf9relYf6byvCN2Y3mOqlr3wnq8isCh8/B+QhukFxrRMFCLl3pEQM3YxymIIPTeNiUj70TNnpxis6N3iYjshGVk7eT2loHyF6LIBZiyLV0msV4Mu7E8g7V178LgRxDLzG2fxRsb7sY7PZSyuKUInj86N/KLHOf2lkEI9FLhZE4xJyIlcjNs8bGTv0/k4nhWMT7cmo41p8sHPVUNW2c3lvu7sHXvQqL155Q5Wo76Ey2FQxr44a5WgXW+n3RerJ8a1zfxl7dn7cmEycJXh8idsMXHTrL0Zjz1TxLMlksntorWHvIc1tY9bXBrhPZ4BQqFskJu147CIkzfmSET4+9sFYTUAiOWJ9RdzSk6b1T7YKiVCmxOKsCO1KonSyYi18QWHzu6MOixZdg6eU7LT+GZNcjc8VGVJQqWJeThx4Mlc0A90SkUHSNY46eudYn0RrcoX1l7SxQrJCL3wxaf2nxxbRy2Tp7jUrld3/+XhQhflSyH8FKPcDyzOhnxHEZdZ3PqjWpXMnx98dEcnMkz1s0/JqI6xRafWsTqy1SZS+V2fbL9LPakFcFXo8TkPhEI9amYGE32d01jf9QL0CCryCSLTBKRe2LgU4s4bJ1qQszm/tamNDmiSEyMOalXBHw4zr1WBWiVuKtVyfD1b//LQoE4CETkltjVVcs4bJ1qIs9gxqvrU/HRoChZRO+FHuGYvCGVI4xqyT2tg+CnVeJYVjFWxDtXYVQisi+2+NgRh62TPYkpLCZvSEOR0YwukT4y4Znsr3WoF65uXDJ8ffZBE1iqkMi9MfCxk0vNtk5UE0ezivHulnRZGFMUyLytBWv82JNWqcD4HvXl7XXoh4wec/jZJXJzDHzsgMPWqTZtTS7E57sy5G0xjcKgejq+4HZyd/soxHgXIwtBWIjbWHKCyAMw8KnlYetE9vD3iTz8fKhkpJEoctg+nDV+LleLYC1GNNLK2/NwDwrhK2/zs0vk3hj42AGHrVNd+GZ/FlafyodGqZA1fur7a/jC15CXSoGJ3cJk7Z7Nlh7Yg04VqmkTkXti4GMHHLZOdUEMsJ66PR370ovkCCRR4yfYmzV+auLBtsGI9dMgvdCIz3dnVVlNm4jcD4ez2wmHrVNdMJiBNzelYcqAKMT5azCpVzieW5OCIs6kabPOEd649twkpFO3nUVa2jKoknZUWU2biNwLW3zsiLOtU13ILTbjtfWpssJw02AvPN8jDEoFX3tbhPmoMKFryVx5vx/Nwa60kklI+dkl8hwMfIhcUHKBEa9vTJU1fsSkmo92KJljii4+dP3lnuGyezA+T4XvjrGbkMgTMfAhclGHMovxwdZ0mC0WOc/Uzc0DHL1LTm1s5xA0C/ZCnsUPs/zeQeiVrLdF5IkY+BC5sE1JhfhiT6a8/UDbYPSPKxmSTeWNaOovZ7w3WZT4QvEYziKMNXuIPBQDHyIXt/hYLn49kiNvT+gShjahXo7eJafSMdwbD7YLlrd/VtyGw2hV+hhr9hB5HgY+RG7gy72ZWJ+YD41KgVd6hSPOjwM2hShfNZ7rLur1KLDytAGrLIPKvW5i+LrSK0hWXyciz8DAh8hNavxM2XoWB87q4a9VyRo/QV6e/fH2PhcEBnipcChDj2nbziBzx8dlavaYAYUCYT1e5fx6RB7Es8+MRG6k2GyRI73O5BkQpdPg1V4RskKxpxrfNRQNA7XIKDLirU1psgaSqLeVtPROpG+aDChE3FNyChRTzgR3Gs+WHyIPwMCHyI3knKvxk603oUWIl+zmUXvQp1x0WXmFdcQdbaPRN1YHg9mCtzel42xRSSuPtWaPuTinNOixYr4PkWfwoFMikWc4k2/EGxvTUGyyoEe0L17rFSG7fdydrsFw2WU1pP89uLt5yeSjn+3KwIEMfYV1Ob8ekedi4EPkhsSX/aQNqSg0mtE50gdv9o2En0bp1i09wZ3HI1qRggfxhVz2r2UgVqZUPos959cj8lwc+kHkpnanFeGltSky0blVqBfe7R+JV9alIFNvhrtR6+LQQnEED2AWfFCEw2iO+Yo7odbtqnLuLc6vR+SZ3PcnIBHJ6s5iEtOzhUY0CtTis6ExssKzOyU9i6dyR2wKxlk+QDAykYwozMLjMJkVctLRi+EcXUSeh4EPkZtLyDHg2TUpiM8ulkO7RYXnL6+KldWMxfxVrixap8YHA6JwSxMtlAoL1lr64W28hhyzDpk7p3KmdSKqgF1dRB4gOd+IsauSMLCeDne2DES0nwaj2ofgxmYBmH8oG0vj82B0sR6wIfV1cnJWX40SucUmfLojA5szl0Ct2ytbeqrq4iIiz+bQwEehUOC2W29F3759oNfr8fviP7B69Wq7b0NEgNkCrDqZj9Wn8jGkgR/uaBmICF81Hu8YipubB+KHg9lYmZAHk6iG6MR0GgXGdAzFgHo6eX9PWhE+3JaO9EIxZL2AAQ8ROW9X14dTPsAzzzyN7du349Tp0/jm6y9x11132n0bIjpPBDbL4vMwalkiPtt1Vub/iADoqc6hmHlFDAbX1zltH3jrUC9MHxIjgx6T2YJv92fKBO6SoIeIyIlbfFq3boXbb78NI2+6BZs2bZLLzGYzXnzhBSxY8DOKi4vtsg0RVU50bf15PA/L4/NxdWM/2eojusAmdg3DrS0CMe9AFtaeLpDTYTiaSEUSLVS3tQyU824l5RnwwdZ0mbxNRFQdDvthN3jQIJw9e7Y0gBH++OMPBAcHoXPnznbbhoguPdXFoqO5eGhpIr7el4kcvQn1/DV4rns4pg2JRq8YH4e+hJG+arzfPxJ3tgqSQc+KhDyZr8Sgh4hcKvCpV78ekpKSyi1LTDwjr+vXr2e3bbRaLfz8/EovOl1JXgARlac3WfDz4Rw8uDQRc/7LQr7BLIfAv9wzAp8MikK3qLoPgAbE+crgq1Wot9yf97akYer2syg0OkM7FBG5Iod1dWm1XigsLCy3TCQrG41GeHl52W2bsU+MwcSJE+y450TuTQQVItF58bFcOerr+ib+aBrshUm9I3AwQ4/v/8vCrtSiWt0HH7UCj3cMweD6fvL+/vQiTNmWjtQC5vIQkYsGPrk5OQgMDCy3LCAgAGq1GtnZ2XbbZtr0GZj5xazS+6LFZ+eObXZ5DkTuLM9glkHOb0dzcFPzAFzb2B8tQ7zwVt9I7E0rko/tP1txHqyqppQQ1ZXFHFmXGmbeIliLZ7uHyRnmTRYLfjiQjZ8OZctRaURELtvV9d9/B1C/fv1yXU9t2rQufcxe24iE57y8vNJLfn6+nZ8JkfvP+P71viw8vDRRBkEGkwXtwr3x/oAovNknQgYqtkweGtH/Q3kt7ld1MrqtRaAsSCiCnpR8I55bnSJbnxj0EJHLBz5Lly2FwWDAgw8+UFqf59HRj2D37j04evSoXObj44OvvpyNPn1627wNEZ1vZfEK6yiv7UHM8fXFnkw8tCwRfx7PhdFsQadIH3w0KBqTeoejaZC2yslDFQrVuc+sCsGdxlfYp3AfFd7pH4l72wRBpVTg31P5eGLlmUpnVicicsmurszMLDz55Dh8+unHGD5sGAICA6DVaHDX3feWrqPRaDBs2FVYsnSpzdsQUUkrizXgsFhMyNwxVU7KaQ9nC034bFcGFh7Owe0tA2UF5W5RvvKy4UyBTIwW02QIonvLGvRYKZQq+PjFINY7By1CvOSla6QP/LRKFBjM8m//c4ots0RUOxTRMXEO7TkXOTodO3SAvrgYO3bskC06ViJ3Z+iQIdi7dy8Sz5yxaZtLESO7Dh86gOYtWsmuLyJ3I1pTRJdS2YDDYjYhaemdtVLVOEanxp2tAmVRQaVCAbPFgnVJJqxIC4LeqEdI54lQKJQIQxoa4TgaWo4hznICmgvmCROJ0x9sSUdygdHu+0hErs/PTt/fDg986hoDH3J3ontL5NNcKHXNBOjTd9fa/xW1f+5qFYh+cbaVjMjWm2SwcyijGIcy9NiTXsRcHiKq9e9vTlJK5GbEyCnRvXVhi4+YuLM2nco14IO9wL+xr+AaxV+ohwTx2wqi9LOpKA3ZBhUOZRThYGqWDHbYskNEjsDAh8jNiO4skdMjkohFPo0IejJ3Ti1tDbJlSHlNiZyeREUjfIEx5xcqgNSttdvaRERkKwY+RG5IJDIXpW6FWhcrW3q8I7qV5v3YO9nZGVqbiIhs5ayTMBPRZRKtOtZWFluGlNuztUkEO4K1tam2WpiIiKqLLT5Ebq6qIeWiNag2ApILW5ts+R/VqexMRHQ5GPgQuTlHdD+J4MXWAKY2aw4REV2IXV1Ebs6Zu59srexMRGQvbPEh8gA16X5yx244IiIGPkQeojrdT3WFo8CIqK6xq4uIHMaZu+GIyD2xxYeIHMpZu+GIyD0x8CEih3PGbjgick/s6iIiIiKPwcCHiIiIPAYDHyIiIvIYDHyIiIjIYzDwISIiIo/BwIeIiIg8BgMfIiIi8hgMfIiIiMhjMPAhIiIij8HAh4iIiDwGAx8iIiLyGB47V5dOp3P0LhAREVEdf2+rPfWF27ljm6N3hYiIiGrwPZ6Xl4eaUkTHxFngYSIjI5Gfn1+tF1kESp06d63Wdq7Ik56rpz1fPlf3xWPrvnhsK74eKSkpuBwe1+Ij1PRFE1+MlxNluhJPeq6e9nz5XN0Xj6374rEtYY/zNJObiYiIyGMw8CEiIiKPwcDHBsXFxfjww4/ktbvzpOfqac+Xz9V98di6Lx5b+/PI5GYiIiLyTGzxISIiIo/BwIeIiIg8BgMfIiIi8hgeV8fHy8sLjzwyCn379oFer8fvvy/Gzz8vvOxtavJ368LAgQNx1513ICg4CHt278G06TOQlZVV5foRERG479570LFjRxQWFmL9+vWYM3ceDAZD6TrPP/8c+vTpXW67vXv34cUXX4IjRUdHYezYsWjerBlSU1Px1ddfY9u27VWu36NHD7z88osVlt933wPIyMio8d+tC0qlEvffdy+GDh0q769YsQLffPsdzGZzpet369oVr772SqWPvfjCS9i7b5+8/eMPc6Hz8yv3+Pffz8H8+QvgSB06dJDvy2bNm+G11yZhx46dl9yma9cuePCBB+R7+vCRI5g2bRqSkpKrvU5dCwkJwR2334YrrhiK9Rs24oMPplxym2HDhmH48KsQFRmJE/Hx+Oqrb3D48OHSxxs1aohPP/2kwnbPPvscDhw4CEe+j68YOhR33HE7QsNCMXLkzeXONZX55JOpaNy4cbllS5cuw/TpM8otGznyRtxww/Xw9vbGhg0bMXPmFygqKoIjNW3aFPfeczc6duqIzz77H5YsWXLR9ad+9CGaNmtaYXnZ8+3111+HUaMeLve4yWjEiBtvgiP169cXI264AXH14pB4OhHfz5mDnTt3XXQbH29vPProaPTq3QuFBQVYtOh3/LpoUbXXuRSPC3w+/2wGmjVrinffex+BgYF4+6035cli+ozPLmubmvzd2jZ8+DD87/PP5Inz0OHDGPP4Y/h5wXwMv/qaSk8uwcFBWPTrL/hp/nzMmv0lgoOC8OyzT2PgwAG47/4HS9dr3LgRUpJT8Nnnn5cuy811bPE/8Zov/v037Nu3X+5X71695HO9+ZZbqwxSxPNr3aoVbrn1tnLLc3NzL+vv1oU333hdHt/X33gTsACTJr2KJk2a4KWXKw9uxPEXAUNZDz/0EAYPHoSjx46VCzBmfPY5NmzYULrszJkkONK4cU/hqiuvxKLffsPtt9+GgIDAS24jAhpxnGbNmo2fFy6UQdPvvy3C0CuuQnZ2ts3r1LUGDRpg4cIF+G3Rb1CrNWjcqNElt3n11VdQLy4OS5YulcVZr776aixd8hdG3nRz6ReNr68vunTujDvuvBu5uTml2548eQqONOf77+SopZMnT+LKK6+QgdCliM/spk2by33ZpaefLbfOY4+OxoQJ4zH59Tfkj5jnn3sWnTt3kj9qHOWmm0biybFPyB+Sd911J8LDwy65zf9mfgGdzrf0vr+fP+bM+Q4rVqwsXSaC9tCQUDwxdmzpMovFsWOWRo9+BIMGDpBByS+//oq+ffvKz9ZDD43CsuXLq9xu9uxZiImJxvsfTEF4eDimTHlfBsSzZ39ZrXUuxaMCny5dOmPYsKswbPg12LNnT+kJ4blnn8GXX30tWzhqsk1N/m5deOH55zBnztzS4Gv79h3YsX0rRoy4AQsW/Fxh/ZycXAwcNLjc0O7UtFQsmP+TDHaOHz9Rujz9bLpNv7rrygMP3A+tVotRj4yWQd2qVf/I1oGnJ07A7XfcVeV2ooXkYs+jpn+3NsXGxuKee+7GqFGj5ZedUGwolkHujM8+qzRQycnJKfc8xRdM9x7d8eui3yq8P0+cOOFUx/bLL7/Cxx9/gpDgYLz2auWB3YWeeeZpeazeevsdeX/duvXyvX/ffffi00+n2bxOXUtOTkbv3n3lZ/Dbb7+2aZspUz5EQUFB6X3xPNq2aY3777+vwi/svXv2ICMzE85i9KOPyR8a11xzNR5++CGbt0tMPFPle1S08IwfPw7vvf+BPP8Jp08nYsnff8qWz63bHDNPo2iVWrjwF3n72WeetmmbQ4cOlbt/9913yaDmp5/ml1suWrKc6TP7/fdzZAub1fr1G2Sr48OjHqoy8OnduxcGDRqIQYOHlj7vAH9/TJwwHt999738TNiyji08KsdHRJ3iF5E1OLG+GcXcHyJ4qek2Nfm7tU10z4hm1WXLV5QuE798RPAjmiArYzKZKrxx8vNLTqgajbbccvGcxa/lmTM/x7333mPTL7Xa1LdPH/y7enW5lixxDHr27Am1uur4XgQ13333DebNnYNXX3lZ/nqyx9+tTaKbUQRs//z7b+ky8QtQnBD79Olj098QrXgx0dGYN3dehcdEM7I4th9//BEG9O8PRyvbAmcLcVx6dO+O5WVOsOJ9/e+/q0vf+7as4wiim7y6NaXKBj1lP7faCz6zwrRpn+KnH+fJFmnxY8bVjq3VTTePxMKfF2DG9Gmyq6esTp06ws/PD8vLnPvEuVl0YTry2NpjqoU7br9dBusiQC4rKioSP8ybK89l4keZv78/HKmgkvdkgXxPaqrcRnynnDp1qlywt2TpMtnq3qF9e5vXsYVHBT5xsbEV5umyvoHiYuNqvE1N/m5ts/7fC/dL3K/OPomm2WPHjuHIkSOly3Kyc7Dw54XyV/Hatevw1JNP4uuvbW9mrA1xcbGy++3C5yoCm8gLghkrESj8+edfmDf3B/lroUWLFvj3n5WoV6/eZf3d2ibebyJPS3xJWonbontGPGbrCVR8GVhze6xEt5f4NSmOrfhVLY7rhfkDrjAJsTg+yZW+92NtXsdViS4dkWu4ZElJa6CVCOpEN/YXs2YjICAAK5Yvk0GCq0lKTpY5Zx9/8gn27duH9959B5Mnv1b6eFzcRc595x5zRS1btpTHa+688j9WzCYTFv32O2bNni1b8gcNGoQVy5fKY+wsGjZsKAPUJUuWVbmOONdeGNBZj6H1uNmyji08qqtLrdFU+DUlfsmLlg61Rl3jbWryd2ub9f8WF5//crQ2idq6T888PRH9+/fDyJtuKZc0++JLL59/vmvFr6m9shlZ/JoSgZAjVHYMrImM4rHKiBaTpcvOfxCXr1iB5cuWytyA8eMn1Pjv1rbK9un8sdXYlDwrEmdfefX8l4XVTTfdUvq316xdK5MHn3/uORkYlg20nJnm3GtQ2XGzPmbLOq5InPxnffEFfvvtd/z2+++ly48cOYo777q79P7KlaswN/h7vPTiizJfzZU8/PAjpcdNnG9E1+6MGdPw5Zdfy1whzbmW2MqOraPOx/Zwxx23yVYrcezKEjlDZZ/rP//8iw3r12LUww/hw4+mwtGCg4PwzddfYvuOHTI4q4pGrYG+ynOt2uZ1bOFRLT7iV3JQUFC5ZaKJTKVSIbOKfm9btqnJ361t1pFbF+5XcHCwTfv0xBNjZILavffdX64Lr7ITinhctDa0bt0ajpKVmVXpc5WPVTGK7cLnIQLVjRs3ok3rVpf1d2tbZe+36hzbW265GUajEb/+uuiSr8matevg4+ONJk3Kj6JxZra89y/38+GMYmNisGD+j9i5cyeeGje+3GOVBcoiaGhd5r3uKi58LmvXrpVd7a1atpT3M63HNjCwwhewqx5bEYzfNHIkfvzppwojNy98PUSX2s5duxx6PrYSn68ff5iHzMwsPPDAQ/IcWxVx3MSAk8rOtdbjZss6tvCowGfv3r1y1IQISqw6deokr8WonZpuU5O/W9uOHTuO/Px8dOzQodzy9u3bX3KfxOiv8eOewn33PyCHgV6Kj4+PzGeqrF+3roguGzEiqazOnTrJX4DVGaETHhFe7nnY6+/ak3i/iddb5HBZiW46kVBvy/tNDJUW5RZsyTmIiAiX1wUFjknQrwkR1Ig8gAvf++IzaX19bFnHlYhRLgsWzJdD0x997PGLfsGUPbYFDhp4YU/h57qcCwoLSod6Cx06nj+24tzcqFEjlzy2ghjBKYKIH3740ab1I8IjHHo+tr7mojyGGDxx1933XHJ/9u3dK0emivNY2XOtsH//fpvXsYVHBT4iKVWMbnnqybGlUfQTYx6XX+4JCQlymXhBFy/+DUOGDLZ5G1vWqWviV4AYRihGJVl/1YoRAWFhofj55/Mjul568QW8/fZbpfcfHT1ajogQLT0iE/9CYmTN/ffdV5rMLPIkxNBq8f/KJhPWNXFC6Nixg8z4tzb533zzTfjhx59K1xEjAsSxFV09gngeYjiklej+GXbVVbKboDp/t65t3rxF5l2J4NRK3BbLtmzZUrps/vwfceutt5TbVgzhbt68eYU8AaFXr54yN8RK5MGI0Se7du1GfHw8nJlonRSJ9lbi+IjnLkbACUOHDkG7dm3LfXHYso4zatqkiXwft2pV0sIRFRWFBfNF0HMAj4x+VLbmVdbKJ/IsrESuiBhS/XuZ97qzmj7tU9kCbc1zue66a0sfE3ksYqTfmTNnsGXLVrns9OnTWLtuHZ4YM0aen6y5inn5+RXynpzNjSNGYNGvCyvNyVuzZq18bhcS5+yyycxixGeHDu3LdXXWNX9/f9nSI7qh7ryr8qBHfC+J97E14fzPv/6W61uPtaiN9/jjj8quO2ttLVvWsYXrdnjWgGgBeXjUaFlzRyRa+fj4IjHxtGyCsxKjPUS9i9DQUJu3sWUdR3j99Tfxxcz/YdvWzUhJSZVBz7hxE3DixPkvMRE9W5Pg6tevj1dffRnp6emySGFZb775NjZv3ixPHvUb1MeePbuQnJQsf2kmJ6fIN/eFSWd1SXzhi5ods2d9IU+C4stMJC7PKFNHSTSJimPr5VVyMhSJraJukdlilnkB4nFRG+Lrb76t1t+ta6Kpe9Qjj2L27C+wa+d2KBQK5OblydyHss3gnTp2rBC8ihPowYOH5Oi+C51MOIm3334Tn82YLuuiNGzYQJ5sX3ixYpHHuiROjM8++wzUqpLT1eRJryInd7wsEPrtt9/JZfXr1UPbNm1LtxHF7Jo0boy1a/5F4pkziImOwaTJr2PL1q3VWscRxGglrZdW7ps4nuLLQTTj33vv/fJxXzFatHNnWdNFeOXll+RQYVGf59cyX5pHjxzF+AkTS+v1zJo1Uw79LTYY5HP99rvv8M6778GRHn/sUQy/enjpjzPx3C2wlCtSKbpsrHkc4hzz6KOP4J133pbnnwYN6ssWHlGfqGwO2rhx4/H1V1/Kz4c4P4sfo488MrrGo8jsQfzg+PDDD0qH3IvnLgJv8RmzFqkUPzY6dy4/Elicc8QPEtGSV5ncvFz8+88qefz9/QOg0agxceLT5Wr91LWnnhwrgy/RAvnTTz+ULi/7PhbHRLyPQ4JLfoiKFnRR3kAEujffNFIGT6KEyoSJ54f+27KOLTxydnaRe9OsWTOZ+Fu2No0gWjLEL/z4+IRy1Xsvtk111nFU37+o3Hz82HEUXlC5VAxpVanUctSWiJ7btGldZddZ2a4dsa74BSleo7S0NDgLMYy1YYMGSE1Lk1WWyxInV/F8xYmy7PB0EfCJ4y66PqrqIrjY33UUEfBYu7uOHj1aoWiZ6KITIx7KBqQip0MUmxTP9WJN1NHR0fLXpT2G4F4ukZshuikuJJ6XtWaRaIkLDAzA/v3/lVtHlCeICA9HfEJClc/FlnXqkqiarlQqyi0zFBtKR+CJrmXR2nPo0GH5pS6CHmuew4VD2i+sAyN+qPj6+OLkqVPVHjZfG8QIysoK+YlkbGuQIp6reC6ie9lKtMyLoEe8B0T+SFXEayOCDPH3KmsJq0tin1u2bFFheUZGZmmLqngvxsbGlKu/ZH3/i0EkVT0HcS4Q5za9vhiJiYkOL2AYGxuLyMiKo17Lvo9FI0P79u1k3bCyx1AsF8WACwuLqmxptmWdi/HIwIeIiIg8k0fl+BAREZFnY+BDREREHoOBDxEREXkMBj5ERETkMRj4EBERkcdg4ENEREQeg4EPEREReQwGPkREROQxGPgQERGRx2DgQ0QuTZSvF3PkiZL9ZYlJacXEq0REZTHwISKXJuYv6ta1K77/7jvodDq5rHv37vhh3lwZFBERlcXAh4hc3ptvvS1n8H7zzTcQEBCA6dM+wZdffoW1a9c5eteIyMlwklIicgstW7bEn38slrM9m80mXHPt9TAYDI7eLSJyMmzxISK3cPDgQSz+YzFat26FN998m0EPEVWKgQ8RuYX27dtjxA034PDhw3jqqSehUCgcvUtE5IQY+BCRy/Px8cGM6Z9i3rwfcOttd6B582YYM+ZxR+8WETkhBj5E5PImT3oNZrMZr7/xJlJTU/H008/i6YkT0K5dO0fvGhE5GQY+ROTS4uLi4OfnhzFjxsqRXcLSZcswZcqHuPKKoY7ePSJyMhzVRURERB6DLT5ERETkMRj4EBERkcdg4ENEREQeg4EPEREReQwGPkREROQxGPgQERGRx2DgQ0RERB6DgQ8RERF5DAY+RERE5DEY+BAREZHHYOBDREREHoOBDxEREcFT/B/vhah1zdFt0QAAAABJRU5ErkJggg=="
},
"metadata": {},
"output_type": "display_data"
}
],
- "execution_count": 9
+ "execution_count": 11
}
],
"metadata": {