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diff --git a/analysis/FEA/conceptDesign/A1_V2.FCStd b/analysis/FEA/conceptDesign/A1_V2.FCStd
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+#5178,#5192,#5223,#5254,#5276,#5290,#5304,#5326,#5348,#5360,#5372,#5384,#5396,#5427,#5453,#5477,#5494,#5508,#5539,#5570,#5592,#5606,#5620));
+#5622=MANIFOLD_SOLID_BREP('frame1',#5621);
+#2828=STYLED_ITEM('',(#2827),#5622);
+#16=SHAPE_REPRESENTATION('root',(#15),#10);
+#17=ADVANCED_BREP_SHAPE_REPRESENTATION('root',(#2820,#5622),#10);
+#5630=SHAPE_REPRESENTATION_RELATIONSHIP('','',#16,#17);
+#5631=APPLICATION_CONTEXT('data for automotive mechanical design processes');
+#5632=APPLICATION_PROTOCOL_DEFINITION('international standard','automotive_design',1994,#5631);
+#5633=PRODUCT_CONTEXT('',#5631,'mechanical');
+#5634=PRODUCT_DEFINITION_CONTEXT('part definition',#5631,'design');
+#24=PRODUCT('root','root','',(#5633));
+#5635=PRODUCT_RELATED_PRODUCT_CATEGORY('part','',(#24));
+#5636=PRODUCT_DEFINITION_FORMATION_WITH_SPECIFIED_SOURCE('','',#24,.NOT_KNOWN.);
+#25=PRODUCT_DEFINITION('design','',#5636,#5634);
+#23=PRODUCT_DEFINITION_SHAPE('','',#25);
+#5637=SHAPE_DEFINITION_REPRESENTATION(#23,#16);
+#11=DRAUGHTING_MODEL('',(),#10);
+#1=MECHANICAL_DESIGN_GEOMETRIC_PRESENTATION_REPRESENTATION('',(#26,#2828),#10);
+ENDSEC;
+END-ISO-10303-21;
diff --git a/docs/analysis/materials/materialSelection/matCompare.ipynb b/docs/analysis/materials/materialSelection/matCompare.ipynb
index 98ea8ae..4254d09 100644
--- a/docs/analysis/materials/materialSelection/matCompare.ipynb
+++ b/docs/analysis/materials/materialSelection/matCompare.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 22,
    "id": "4a2a0386-a931-4f07-afdd-19b80926334a",
    "metadata": {},
    "outputs": [],
@@ -13,7 +13,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 23,
    "id": "0533550a-c143-4b7c-a350-ff57040f9db7",
    "metadata": {},
    "outputs": [],
@@ -25,7 +25,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 24,
    "id": "5edfd50e-ec6a-4973-9ae4-b254a3a9abec",
    "metadata": {},
    "outputs": [],
@@ -34,18 +34,22 @@
     "material_names = df['material']\n",
     "yield_strengths = df['yield']\n",
     "costs = df['cost']\n",
-    "young = df['youngModulus']"
+    "young = df['youngModulus']\n",
+    "density = df['density']\n",
+    "\n",
+    "# Calculate Specific Strengths\n",
+    "specificStrengths = yield_strengths / density"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 25,
    "id": "b20183e5-566e-4f6e-a1b3-4b406a796d21",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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79u1Dw4YN0aRJE+Tn54svLy+vt25xOnbsGBo0aKBwyPSgQYPKFaeJiQlOnTqFc+fO4bvvvkPPnj1x69YtTJ8+HY0aNcLff/9drn4AoE+fPnLvo6Ki8PTpUwwbNkzuvgoLC+Ht7Y1z584pbCvs0aOH3PvGjRsjJycHqampACA+0a1fv35y9QYOHFjuOIs1adJEbpualpYW6tati/v375fZrlGjRmjWrBlCQ0PFshs3biAmJgYjRowQy1q2bInLly9j7NixOHToEDIzMysc47s6evQoOnXqBBsbG7lyf39/ZGdni1vgKjvG+Ph4PHr0CH5+fnJbiqRSKfr06YMzZ84gOzv7vcawt7eHu7s7QkJCkJaWhj/++ENu3l+3b98+SCQSDBkyRO5nUCaTwdnZuVxPgwSK5rNz584wMDCAqqoq1NXVMWvWLKSlpYk/myVp2bIlnj17hoEDB+KPP/6o0O9TWd78XYuOjsbLly8VtvPa2NigY8eOCttcJRIJunbtKr5XU1NDnTp1YGlpiaZNm4rlxsbGMDc3f+vvBADMnDkTSUlJCAkJwejRoyGVSvHLL7+gWbNm2Lp1KwAgJycHR44cwaeffgodHR2570nXrl2Rk5ODM2fOyPVb0mcCADGm6Oho5OTkYPDgwXL13NzcYGtr+9a4la28n7GHDh1Cfn4+hg4dKjcvWlpaaN++vcLPqkQiQffu3eXKGjduLPe9OnbsGPT09BTmsLz/PhAREdE/E5NPRP8ympqa0NDQeGu9x48f48qVK1BXV5d76enpQRCEMv9gTUtLg0wmUygvqawszZs3x1dffYXffvsNjx49wqRJk5CYmFihA3HfPO/l8ePHAIrOUHnz3hYvXgxBEPD06VO5NiYmJnLvNTU1AQAvX74EUHS/ampqMDY2lqtnYWFR7jhLG6t4vOKxyjJixAhER0fj5s2bAIDQ0FBoamrKJcGmT5+OH374AWfOnEGXLl1gYmKCTp064fz58xWOtThJlpCQUK76aWlpJZ6/Y2VlJV6v7Bhf77e0sQsLCyv8JLGSjBw5Env37sWyZcugra0td07P6x4/fgxBEGBhYaHwM3jmzJlyJYNiYmLg6ekJoOjMoD///BPnzp3DjBkzAKDMnxc/Pz+EhITg/v376NOnD8zNzdGqVStERES8w13/z5vz+7Z5L75eTEdHB1paWnJlGhoaCr9XxeU5OTnlisvCwgLDhw/HL7/8gitXruDEiRPQ0NDAF198IcaZn5+PFStWKHw/ipNhb35PyvOZAJT8mfdmWc2aNfHkyZNynaVX2d72GVv8edmiRQuFudm+fbvCvJT0PdTU1JT7XqWlpZX42VjRfx+IiIjon4WPfCKiEpmamkJbW7vUw65NTU1LbWtiYlLi4bHvc6Csuro6Zs+ejR9//BHXrl0rd7vXD2gG/hf3ihUr0Lp16xLbVDRpZGJigvz8fDx9+lTuD+WqPkB34MCBmDx5MsLCwrBgwQJs3LgRvXr1knvanJqaGiZPnozJkyfj2bNniIyMxDfffAMvLy88ePAAOjo65R7Py8sL33zzDXbv3g1vb++31jcxMUFycrJC+aNHjwD873tTmTEWjwug1LFVVFQq5Yl8vXv3xrhx4/Ddd98hICAA2traJdYzNTWFRCLBqVOnxKTF60oqe9O2bdugrq6Offv2yf2xv3v37nLFOnz4cAwfPhxZWVk4efIkZs+eDR8fH9y6deudV+a8+bv2tnkv6zNEmdq1awdPT0/s3r0bqampMDIygqqqKvz8/DBu3LgS29jb21dojOJ7L+1zsPhgcKDo9+jw4cPYu3cvBgwY8Na+tbS0FB54ACgmyCqqpM/Y4u/Rjh07Km3FlomJCWJiYhTKeeA4ERHRx40rn4ioRD4+Prh79y5MTEzQvHlzhdfrfzy9qUOHDrh+/TouX74sV75ly5ZyjV3SH6sAxCdkFa+UAcq/KqhYmzZtYGhoiLi4uBLvq3nz5uVaGfa69u3bAyh6ItTrtm3bplD3zRUSlcnIyAi9evXChg0bsG/fPqSkpJS69QsADA0N4evri3HjxuHp06dITEys0HguLi7o0qULgoODcfTo0RLrnD9/HklJSQCATp064ejRo2KyqdiGDRugo6NTYjKwtBgrMo+Ojo6wtrbGli1b5J4El5WVhd9//118At770tbWxqxZs9C9e3fxKZIl8fHxgSAIePjwYYk/f40aNRLrlvbzLZFIoKamBlVVVbHs5cuX2LhxY4Vi1tXVRZcuXTBjxgy8evUK169fr1D7sri6ukJbWxubNm2SK//rr7/ELZjK9PjxYxQWFiqUFxQU4Pbt29DR0YGhoSF0dHTQoUMHXLp0CY0bNy7xe1LSisSytG7dGlpaWti8ebNceVRUlMJ2wZEjR0Imk2HatGl4+PBhif3t3LlT/NrOzg63bt2Se4JcWloaoqKi5NqU9TtS3s9YLy8vqKmp4e7du6V+XlZUhw4d8Pz5c+zZs0euvLz/PhAREdE/E1c+EVGJAgMD8fvvv6Ndu3aYNGkSGjdujMLCQiQlJeHw4cOYMmUKWrVqVWrbkJAQdOvWDfPnz4eFhQU2b94sbgd7Gy8vL9SoUQPdu3dHvXr1UFhYiNjYWCxduhRSqVTcLgMUnXW0bds2bN++HbVq1YKWlpbcH+9vkkqlWLFiBYYNG4anT5/C19cX5ubmePLkCS5fvownT55g1apVFZorb29vtGnTBlOmTEFmZiaaNWuG6OhobNiwAYD8o8uLY1u+fDmGDRsGdXV1ODo6Qk9Pr0JjlmbEiBHYvn07xo8fjxo1aqBz585y17t3746GDRuiefPmMDMzw/379xEUFARbW1s4ODgAKDrDqlOnTpg1axZmzZpV5ngbNmyAt7c3unTpghEjRqBLly4wMjJCcnIy9u7di61bt+LChQuoWbMmZs+ejX379qFDhw6YNWsWjI2NsXnzZuzfvx9LliyBgYFBuWOsyDyqqKhgyZIlGDx4MHx8fDB69Gjk5ubi+++/x7Nnz/Ddd9+997wXK16xVZY2bdrgs88+w/Dhw3H+/Hm0a9cOurq6SE5OxunTp9GoUSMxedWoUSPs3LkTq1atQrNmzaCiooLmzZujW7duWLZsGQYNGoTPPvsMaWlp+OGHH8q1aqp4VVabNm1gaWmJlJQULFq0CAYGBmjRokWlzANQlDicOXMmvvnmGwwdOhQDBw5EWloa5s6dCy0tLcyePbvSxirJxo0bsXr1agwaNAgtWrSAgYEB/vrrL6xbtw7Xr1/HrFmzxETz8uXL0bZtW3zyySf4/PPPYWdnh+fPn+POnTvYu3dvqcnV0hgZGWHq1KmYP38+Ro0ahb59++LBgweYM2eOwvYyAwMD/PHHH/Dx8UHTpk0xfvx4uLq6QkNDA7dv38amTZtw+fJl9O7dG0DRtsnVq1djyJAhCAgIQFpaGpYsWQJ9fX25fvX09GBra4s//vgDnTp1grGxMUxNTWFnZ1fuz1g7Ozt8++23mDFjBu7duwdvb28YGRnh8ePHiImJga6uLubOnVuhuRk6dCh+/PFHDB06FAsWLICDgwMOHDiAQ4cOVagfIiIi+oep1uPOiajKtW/fXmjQoIFC+ZtPrBMEQXjx4oXwn//8R3B0dBQ0NDTER5FPmjRJfBx8aW3j4uIEDw8PQUtLSzA2NhZGjhwp/PHHH+V62t327duFQYMGCQ4ODoJUKhXU1dWFmjVrCn5+fkJcXJxc3cTERMHT01PQ09MTAIhPe3rbU8tOnDghdOvWTTA2NhbU1dUFa2troVu3bnL1i5929+TJE7m2oaGhCk9ae/r0qTB8+HDB0NBQ0NHRETw8PIQzZ84IAITly5fLtZ8+fbpgZWUlqKioyM1HSU8SE4TSn25VkoKCAsHGxkYAIMyYMUPh+tKlSwU3NzfB1NRU0NDQEGrWrCmMHDlSSExMFOsUz11JT8kqycuXL4WffvpJcHV1FfT19QU1NTXByspK6N27t7B//365ulevXhW6d+8uGBgYCBoaGoKzs7PC063KE6MglD6Ppdm9e7fQqlUrQUtLS9DV1RU6deok/Pnnn3J13vVpd2Up7Yl1ISEhQqtWrQRdXV1BW1tbqF27tjB06FDh/PnzYp2nT58Kvr6+gqGhoSCRSITX/9kOCQkRHB0dBU1NTaFWrVrCokWLhODgYIWfzTd/ftavXy906NBBsLCwEDQ0NAQrKyuhX79+wpUrV956z2U97a60eVi3bp3QuHFj8TOkZ8+ewvXr1+XqDBs2TNDV1VVoW9bnVUm/K6+Li4sTpkyZIjRv3lwwMzMT1NTUBCMjI6F9+/YKT/sUBEFISEgQRowYIVhbWwvq6uqCmZmZ4ObmJsyfP/+t95qQkKDwpLbCwkJh0aJFgo2NjaChoSE0btxY2Lt3b6m/zykpKcJXX30lNGjQQNDR0RE0NTWFOnXqCKNHjxauXr0qV3f9+vVC/fr1BS0tLcHJyUnYvn27wtPuBEEQIiMjhaZNmwqampoCAPFzuiKfsYJQ9LvToUMHQV9fX9DU1BRsbW0FX19fITIyUqxT2vew+HP0dX/99ZfQp08fQSqVCnp6ekKfPn2EqKgoPu2OiIjoIyYRhNf2IBARUaXZsmULBg8ejD///BNubm7VHQ4REREREVG1YPKJiKgSbN26FQ8fPkSjRo2goqKCM2fO4Pvvv0fTpk1x4sSJ6g6PiIiIiIio2vDMJyKiSqCnp4dt27Zh/vz5yMrKgqWlJfz9/TF//vzqDo2IiIiIiKhaceUTEREREREREREpjcrbqxAREREREREREb0bJp+IiIiIiIiIiEhpmHwiIiIiIiIiIiKl4YHjAAoLC/Ho0SPo6elBIpFUdzhERERERPSREAQBz58/h5WVFVRU+P/+iejficknAI8ePYKNjU11h0FERERERB+pBw8eoEaNGtUdBhFRtWDyCUWPSAeK/kHQ19cvd7u8vDwcPnwYnp6eUFdXV1Z49BrOedXjnFc9znnV45xXD8571eOcVz3OedX70OY8MzMTNjY24t8cRET/Rkw+AeJWO319/Qonn3R0dKCvr/9B/MP2b8A5r3qc86rHOa96nPPqwXmvepzzqsc5r3of6pzzeA8i+jfjpmMiIiIiIiIiIlIaJp+IiIiIiIiIiEhpmHwiIiIiIiIiIiKl4ZlPREREREREVKaCggLk5eVVdxhE9IFQV1eHqqpquesz+UREREREREQlEgQBKSkpePbsWXWHQkQfGENDQ8hksnI9UIHJJyIiIiIiIipRceLJ3NwcOjo6fGofEUEQBGRnZyM1NRUAYGlp+dY2TD4RERERERGRgoKCAjHxZGJiUt3hENEHRFtbGwCQmpoKc3Pzt27B44HjREREREREpKD4jCcdHZ1qjoSIPkTFnw3lOQ+OySciIiIiIiIqFbfaEVFJKvLZwOQTEREREREREREpDZNPRERERERERCTn+PHjkEgkfNIhVQomn4iIiIiIiOijFBUVBVVVVXh7eytcS0xMhEQiEV8GBgZo3bo19u7dK1evOAnz5uvmzZty9X7//Xc4OTlBU1MTTk5O2LVrl8KYK1euhL29PbS0tNCsWTOcOnWqzPgLCgqwaNEi1KtXD9ra2jA2Nkbr1q0RGhoq1nF3d0dgYGAFZoWo6jH5REREREREREpVUCgg+m4a/oh9iOi7aSgoFKpk3JCQEEyYMAGnT59GUlJSiXUiIyORnJyMs2fPomXLlujTpw+uXbumUC8+Ph7Jycniy8HBQbwWHR2N/v37w8/PD5cvX4afnx/69euHs2fPinW2b9+OwMBAzJgxA5cuXcInn3yCLl26lBoXAMyZMwdBQUGYN28e4uLicOzYMQQEBCA9Pf09ZoWo6jH5REREREREREoTfi0ZbRcfxcC1Z/DFtlgMXHsGbRcfRfi1ZKWOm5WVhV9//RWff/45fHx8EBYWVmI9ExMTyGQy1KtXDwsWLEBeXh6OHTumUM/c3BwymUx8vf5o+aCgIHh4eGD69OmoV68epk+fjk6dOiEoKEiss2zZMowcORKjRo1C/fr1ERQUBBsbG6xatarUe9i7dy/Gjh2Lvn37wt7eHs7Ozhg5ciQmT54MAPD398eJEyewfPlycUVWYmIiACAuLg5du3aFVCqFhYUF/Pz88Pfff4t9C4KAJUuWoFatWtDW1oazszN27NhRgRkmKj8mn4iIiIiIiEgpwq8l4/NNF5GckSNXnpKRg883XVRqAmr79u1wdHSEo6MjhgwZgtDQUAhC6Suu8vLysHbtWgCAurq6wvWmTZvC0tISnTp1UkhORUdHw9PTU67My8sLUVFRAIBXr17hwoULCnU8PT3FOiWRyWQ4evQonjx5UuL15cuXw9XVFQEBAeKKLBsbGyQnJ6N9+/Zo0qQJzp8/j/DwcDx+/Bj9+vUT2/7nP/9BaGgoVq1ahevXr2PSpEkYMmQITpw4UWo8RO9KrboDICIiIiIioo9PQaGAuXvjUFK6RwAgATB3bxw8nGRQVSn/I9vLKzg4GEOGDAEAeHt748WLFzhy5Ag6d+4sV8/NzQ0qKip4+fIlCgsLYWdnJ5eksbS0xJo1a9CsWTPk5uZi48aN6NSpE44fP4527doBAFJSUmBhYSHXr4WFBVJSUgAAf//9NwoKCsqsU5Jly5bB19cXMpkMDRo0gJubG3r27IkuXboAAAwMDKChoQEdHR3IZDKx3apVq+Di4oKFCxeKZSEhIbCxscGtW7dgbW2NZcuW4ejRo3B1dQUA1KpVC6dPn8bq1avRvn378k0yUTkx+URERERERESVLibhqcKKp9cJAJIzchCT8BSutU0qdez4+HjExMRg586dAAA1NTX0798fISEhCsmn7du3o169erh16xYCAwPxyy+/wNjYWLxevHqqmKurKx48eIAffvhBTD4BgEQin0ATBEGhrDx1Xufk5IRr167hwoULOH36NE6ePInu3bvD398f69atK7XdhQsXcOzYMUilUoVrd+/eRUZGBnJycuDh4SF37dWrV2jatGmp/RK9KyafiIiIiIiIqNKlPi898fQu9SoiODgY+fn5sLa2FssEQYC6ujrS09NhZGQkltvY2MDBwQEODg6QSqXo06cP4uLiYG5uXmr/rVu3xqZNm8T3MplMYQVTamqquNLJ1NQUqqqqZdYpjYqKClq0aIEWLVpg0qRJ2LRpE/z8/DBjxgzY29uX2KawsBDdu3fH4sWLFa5ZWlqKB6rv379fbo4AQFNTs8x4iN4Fz3wiIiIiIiKiSmeup1Wp9corPz8fGzZswNKlSxEbGyu+Ll++DFtbW2zevLnUtu3bt0fDhg2xYMGCMse4dOkSLC0txfeurq6IiIiQq3P48GG4ubkBADQ0NNCsWTOFOhEREWKd8nJycgJQdKB6cd8FBQVydVxcXHD9+nXY2dmhTp06ci9dXV04OTlBU1MTSUlJCtdtbGwqFA9ReXDlExEREREREVW6lvbGsDTQQkpGTonnPkkAyAy00NLeuISr727fvn1IT0/HyJEjYWBgIHfN19cXwcHBGD9+fKntp0yZgr59+2LatGmwtrZGUFAQ7Ozs0KBBA7x69QqbNm3C77//jt9//11s88UXX6Bdu3ZYvHgxevbsiT/++AORkZE4ffq0WGfy5Mnw8/ND8+bN4erqijVr1iApKQljxowpNRZfX1+0adMGbm5ukMlkSEhIwPTp01G3bl3Uq1cPAGBnZ4ezZ88iMTERUqkUxsbGGDduHNauXYuBAwfiyy+/hKmpKe7cuYNt27Zh7dq10NPTw9SpUzFp0iQUFhaibdu2yMzMRFRUFKRSKYYNG/au009UIq58IiIiIiIiokqnqiLB7O5Fq3TePNWo+P3s7k6Vfth4cHAwOnfurJB4AoA+ffogNjYWFy9eLLW9j48P7OzsxNVPr169wtSpU9G4cWN88sknOH36NPbv34/evXuLbdzc3LBt2zaEhoaicePGCAsLw/bt29GqVSuxTv/+/REUFIRvv/0WTZo0wcmTJ3HgwAHY2tqWGouXlxf27t2L7t27o27duhg2bBjq1auHw4cPQ02taC3J1KlToaqqCicnJ5iZmSEpKQlWVlb4888/UVBQAC8vLzRs2BBffPEFDAwMoKJSlAaYN28eZs2ahUWLFqF+/friWKVt5SN6H1z5RERERERERErh3dASq4a4YO7eOLnDx2UGWpjd3QneDS3LaP1u9u7dW+o1FxcXCML/1mG9/nUxiUSCmzdviu+nTZuGadOmvXVcX19f+Pr6llln7NixGDt27Fv7KhYQEICAgIAy69StWxfR0dEK5Q4ODuKB6yWRSCSYOHEiJk6cWOJ1d3f3EueH6F0w+URERERERERK493QEh5OMsQkPEXq8xyY6xVttavsFU9E9OFi8omIiIiIiIiUSlVFAtfaJtUdBhFVEyafqEQFhQL/zwQRERERERERvbdqPXB80aJFaNGiBfT09GBubo5evXohPj5ero4gCJgzZw6srKygra0Nd3d3XL9+Xa5Obm4uJkyYAFNTU+jq6qJHjx7466+/qvJWPirh15LRdvFRDFx7Bl9si8XAtWfQdvFRhF9Lru7QiIiIiIiIiOgfplqTTydOnMC4ceNw5swZREREID8/H56ensjKyhLrLFmyBMuWLcPPP/+Mc+fOQSaTwcPDA8+fPxfrBAYGYteuXdi2bRtOnz6NFy9ewMfHBwUFBdVxW/9o4deS8fmmi3KHAQJASkYOPt90kQkoIiIiIiIiIqqQat12Fx4eLvc+NDQU5ubmuHDhAtq1awdBEBAUFIQZM2aIj7Fcv349LCwssGXLFowePRoZGRkIDg7Gxo0b0blzZwDApk2bYGNjg8jISHh5eVX5ff1TFRQKmLs3DiU9z0BA0eNQ5+6Ng4eTjFvwiIiIiIiIiKhcPqgznzIyMgAAxsbGAICEhASkpKTA09NTrKOpqYn27dsjKioKo0ePxoULF5CXlydXx8rKCg0bNkRUVFSJyafc3Fzk5uaK7zMzMwEAeXl5yMvLK3e8xXUr0uZDFpPwFE9fvISmaul1nr54iTN3UtHS3rjqAnvNxzbn/wSc86rHOa96nPPqwXmvepzzqsc5r3of2px/KHEQEVWnDyb5JAgCJk+ejLZt26Jhw4YAgJSUFACAhYWFXF0LCwvcv39frKOhoQEjIyOFOsXt37Ro0SLMnTtXofzw4cPQ0dGpcOwREREVbvOhWtLy7XX+vnEGB24oP5ayfExz/k/BOa96nPOqxzmvHpz3qsc5r3qc86r3ocx5dnZ2dYdARFTtPpjk0/jx43HlyhWcPn1a4ZpEIr/FSxAEhbI3lVVn+vTpmDx5svg+MzMTNjY28PT0hL6+frljzsvLQ0REBDw8PKCurl7udh+qmISnGLH+3FvrhQxrUa0rnz6mOf8n4JxXPc551eOcVw/Oe9XjnFc9znnV+9DmvHiXBRHRv9kHkXyaMGEC9uzZg5MnT6JGjRpiuUwmA1C0usnS0lIsT01NFVdDyWQyvHr1Cunp6XKrn1JTU+Hm5lbieJqamtDU1FQoV1dXf6d/oN613YemdR1zGEu1kZKRU+K5TxIAMgMttK5jXu1nPn0sc/5Pwjmvepzzqsc5rx6c96rHOa96nPOq96HM+YcQA9G7OH78ODp06ID09HQYGhpWdzj0D1etT7sTBAHjx4/Hzp07cfToUdjb28tdt7e3h0wmk1sy++rVK5w4cUJMLDVr1gzq6upydZKTk3Ht2rVSk09UMlUVCWZ3dwJQlGh6XfH72d2dqj3xREREREREVB5RUVFQVVWFt7e3wrXExERIJBLxZWBggNatW2Pv3r2l9vfnn39CTU0NTZo0Ubj2+++/w8nJCZqamnBycsKuXbsU6qxcuRL29vbQ0tJCs2bNcOrUqTLjLygowKJFi1CvXj1oa2vD2NgYrVu3RmhoqFjH3d0dgYGBZfZDVN2qNfk0btw4bNq0CVu2bIGenh5SUlKQkpKCly9fAijabhcYGIiFCxdi165duHbtGvz9/aGjo4NBgwYBAAwMDDBy5EhMmTIFR44cwaVLlzBkyBA0atRIfPodlZ93Q0usGuICmYGWXLnMQAurhrjAu6FlKS2JiIiIiIhKUVgAJJwCru4o+m9hQZUMGxISggkTJuD06dNISkoqsU5kZCSSk5Nx9uxZtGzZEn369MG1a9cU6mVkZGDo0KHo1KmTwrXo6Gj0798ffn5+uHz5Mvz8/NCvXz+cPXtWrLN9+3YEBgZixowZuHTpEj755BN06dKl1LgAYM6cOQgKCsK8efMQFxeHY8eOISAgAOnp6e8wG0TVp1q33a1atQpAUab2daGhofD39wcATJs2DS9fvsTYsWORnp6OVq1a4fDhw9DT0xPr//jjj1BTU0O/fv3w8uVLdOrUCWFhYVBVLeOxbVQq74aW8HCSISbhKVKf58BcTwst7Y254omIiIiIiCoubg8Q/hWQ+eh/ZfpWgPdiwKmH0obNysrCr7/+inPnziElJQVhYWGYNWuWQj0TExPIZDLIZDIsWLAAK1aswLFjx8QHYRUbPXo0Bg0aBFVVVezevVvuWlBQEDw8PDB9+nQARecMnzhxAkFBQdi6dSsAYNmyZRg5ciRGjRoltjl06BBWrVqFRYsWlXgPe/fuxdixY9G3b1+xzNnZWfza398fJ06cwIkTJ7B8+XIARU+Nt7OzQ1xcHKZOnYqTJ09CV1cXnp6e+PHHH2FqagqgaCfS999/j19++QXJycmoW7cuZs6cCV9f34pMM1G5VPu2u5JexYknoGj105w5c5CcnIycnBycOHFC4UNAS0sLK1asQFpaGrKzs7F3717Y2NhU8d18XFRVJHCtbYKeTazhWtuEiSciIiIiIqq4uD3Ar0PlE08AkJlcVB63R2lDb9++HY6OjnB0dMSQIUMQGhoKQSjpdNsieXl5WLt2LQDFs7pCQ0Nx9+5dzJ49u8S20dHR8PT0lCvz8vJCVFQUgKLjYy5cuKBQx9PTU6xTEplMhqNHj+LJkyclXl++fDlcXV0REBCA5ORkJCcnw8bGBsnJyWjfvj2aNGmC8+fPIzw8HI8fP0a/fv3Etv/5z38QGhqKVatW4fr165g0aRKGDBmCEydOlBoP0bv6IA4cJyIiIiIioo9MYUHRiqcSH2ckAJAA4V8D9boBKpW/ayU4OBhDhgwBAHh7e+PFixc4cuSIwvEsbm5uUFFRwcuXL1FYWAg7Ozu5JM3t27fx9ddf49SpU1BTK/lP6JSUFPGhWMUsLCyQkpICAPj7779RUFBQZp2SLFu2DL6+vpDJZGjQoAHc3NzQs2dPdOnSBUDRMTQaGhrQ0dERH9gFFO0ycnFxwcKFC8WykJAQ2NjY4NatW7C2tsayZctw9OhRuLq6AgBq1aqF06dPY/Xq1Wjfvn2pMRG9i2pd+UREREREREQfqftRiiue5AhA5sOiepUsPj4eMTExGDBgAABATU0N/fv3R0hIiELd7du349KlS9izZw/q1KmDdevWwdjYGEDRgd+DBg3C3LlzUbdu3TLHlEjkd4sIgqBQVp46r3NycsK1a9dw5swZDB8+HI8fP0b37t3FrXuluXDhAo4dOwapVCq+6tWrBwC4e/cu4uLikJOTAw8PD7k6GzZswN27d8vsm+hdcOUTERERERERVb4Xjyu3XgUEBwcjPz8f1tbWYpkgCFBXV0d6ejqMjIzEchsbGzg4OMDBwQFSqRR9+vRBXFwczM3N8fz5c5w/fx6XLl3C+PHjAQCFhYUQBAFqamo4fPgwOnbsCJlMprCCKTU1VVzpZGpqClVV1TLrlEZFRQUtWrRAixYtMGnSJGzatAl+fn6YMWOGwhPjixUWFqJ79+5YvHixwjVLS0vxQPX9+/fLzREAaGpqlhkP0bvgyiciIiIiIiKqfNKykyoVrldO+fn52LBhA5YuXYrY2FjxdfnyZdja2mLz5s2ltm3fvj0aNmyIBQsWAAD09fVx9epVuX7GjBkDR0dHxMbGolWrVgAAV1dXREREyPV1+PBhuLm5AQA0NDTQrFkzhToRERFinfJycnICUHSgenHfBQXyTw90cXHB9evXYWdnhzp16si9dHV14eTkBE1NTSQlJSlc5/nJpAxc+URERERERESVz9at6Kl2mcko+dwnSdF124olX95m3759SE9Px8iRI2FgYCB3zdfXF8HBweIqppJMmTIFffv2xbRp02Btba3wwCtzc3NoaWnJlX/xxRdo164dFi9ejJ49e+KPP/5AZGQkTp8+LdaZPHky/Pz80Lx5c7i6umLNmjVISkrCmDFjSo3F19cXbdq0gZubG2QyGRISEjB9+nTUrVtX3EZnZ2eHs2fPIjExEVKpFMbGxhg3bhzWrl2LgQMH4ssvv4SpqSnu3LmDbdu2Ye3atdDT08PUqVMxadIkFBYWom3btsjMzERUVBSkUimGDRtWoTknehuufCIiIiIiIqLKp6IKeBdv+3rzXKP/f+/9XaUfNh4cHIzOnTsrJJ4AoE+fPoiNjcXFixdLbe/j4wM7Oztx9VN5uLm5Ydu2bQgNDUXjxo0RFhaG7du3iyujAKB///4ICgrCt99+iyZNmuDkyZM4cOAAbG1tS+3Xy8sLe/fuRffu3VG3bl0MGzYM9erVw+HDh8XDz6dOnQpVVVU4OTnBzMwMSUlJsLKywp9//omCggJ4eXmhYcOG+OKLL2BgYAAVlaI0wLx58zBr1iwsWrQI9evXF8cqbSsf0fvgyiciIiIiIiJSDqceQL8NRU+9e/3wcX2rosSTU49KH3Lv3r2lXnNxcYEg/G8V1utfF5NIJLh582apfcyZMwdz5sxRKPf19YWvr2+ZsY0dOxZjx44ts87rAgICEBAQUGadunXrIjo6WqHcwcEBO3fuLLWdRCLBxIkTMXHixBKvu7u7lzg/RO+CySciIiIiIiJSHqceQL1uRU+1e/G46IwnW7dKX/FERB8uJp+IiIiIiIhIuVRUAftPqjsKIqomPPOJiIiIiIiIiIiUhsknIiIiIiIiIiJSGiafiIiIiIiIiIhIaZh8IiIiIiIiIiIipWHyiYiIiIiIiIiIlIbJJyIiIiIiIiIiUhomn4iIiIiIiIiISGmYfCIiIiIiIiL6Fzh+/DgkEgmePXum1HESExMhkUgQGxur1HHon4PJJyIiIiIiIvqo2NnZQSKRKLzGjRsn1hEEAXPmzIGVlRW0tbXh7u6O69evi9eLEyglvX777bcyx/r6668rFFfxy93dXawbHR2Njh07QldXF4aGhnB3d8fLly/feu9RUVFQVVWFt7f3O8xc5bCxsUFycjIaNmxYbTHQh0WtugMgIiIiIiKij1tBYQEupl7Ek+wnMNMxg4u5C1RVVJU23rlz51BQUCC+v3btGjw8PNC3b1+xbMmSJVi2bBnCwsJQt25dzJ8/Hx4eHoiPj4eenp6YQHndmjVrsGTJEnTp0kWu/Ntvv0VAQID4XiqVvjWuqKgo9OnTB/Hx8dDX1wcAaGhoAChKPHl7e2P69OlYsWIFNDQ0cPnyZaiovH39SEhICCZMmIB169YhKSkJNWvWfGubyqaqqgqZTFbl49KHiyufiIiIiIiISGki70fC63cvjDg0Al+d+gojDo2A1+9eiLwfqbQxzczMIJPJxNe+fftQu3ZttG/fHkDRqqegoCDMmDEDvXv3RsOGDbF+/XpkZ2djy5YtAP6XQHn9tWvXLvTv318huaSnpydXr7Tk0+txGRsbAwDMzc0VyiZNmoSJEyfi66+/RoMGDeDg4ABfX19oamqWed9ZWVn49ddf8fnnn8PHxwdhYWFl1p8zZw6aNGkiVxYUFAQ7Ozvxvb+/P3r16oWFCxfCwsIChoaGmDt3LvLz8/Hll1/C2NgYNWrUQEhIiNjmzW13xdv9jhw5gubNm0NHRwdubm6Ij49XGOd1gYGBcqvB3N3dMWHCBAQGBsLIyAgWFhZYs2YNsrKyMHz4cOjp6aF27do4ePBgmfdNVY/JJyIiIiIiIlKKyPuRmHx8Mh5nP5YrT81OxeTjk5WagCr26tUrbNq0CSNGjIBEIgEAJCQkICUlBZ6enmI9TU1NtG/fHlFRUSX2c+HCBcTGxmLkyJEK1xYvXgwTExM0adIECxYswKtXr9453tTUVJw9exbm5uZwc3ODhYUF2rdvj9OnT7+17fbt2+Ho6AhHR0cMGTIEoaGhEAThnWMpdvToUTx69AgnT57EsmXLMGfOHPj4+MDIyAhnz57FmDFjMGbMGDx48KDMfmbMmIGlS5fi/PnzUFNTw4gRIyocy/r162FqaoqYmBhMmDABn3/+Ofr27Qs3NzdcvHgRXl5e8PPzQ3Z29rveLikBk09ERERERERU6QoKC/BdzHcQoJj8KC5bHLMYBYUFCtcr0+7du/Hs2TP4+/uLZSkpKQAACwsLuboWFhbitTcFBwejfv36cHNzkyv/4osvsG3bNhw7dgzjx49HUFAQxo4d+87x3rt3D0DRqqSAgACEh4fDxcUFnTp1wu3bt8tsGxwcjCFDhgAAvL298eLFCxw5cuSdYylmbGyMn376CY6OjhgxYgQcHR2RnZ2Nb775Bg4ODpg+fTo0NDTw559/ltnPggUL0L59ezg5OeHrr79GVFQUcnJyKhSLs7Mz/vOf/4jjamtrw9TUFAEBAXBwcMCsWbOQlpaGK1euvM8tUyVj8omIiIiIiIgq3cXUiwornl4nQEBKdgoupl5UahzBwcHo0qULrKysFK4Vr4QSYxIEhTIAePnyJbZs2VLiqqdJkyahffv2aNy4MUaNGoVffvkFwcHBSEtLAwA0aNAAUqkUUqlU4ayokhQWFgIARo8ejeHDh6Np06b48ccf4ejoKLe17U3x8fGIiYnBgAEDAABqamro379/mW3Kq0GDBnLnTVlYWKBRo0bie1VVVZiYmCA1NbXMfho3bix+bWlpCQBvbVNWH8Xjvh5LcUKxov2ScvHAcSIiIiIiIqp0T7KfVGq9d3H//n1ERkZi586dcuXFh2GnpKSISRCgKGHx5mooANixYweys7MxdOjQt47ZunVrAMCdO3dgYmKCAwcOIC8vDwCgra391vbF8Tg5OcmV169fH0lJSaW2Cw4ORn5+PqytrcUyQRCgrq6O9PR0GBkZKbRRUVFR2JZXHOvr1NXV5d5LJJISy4oTZ6V5vU1xkq+4TWXF8ma/9GHgyiciIiIiIiKqdGY6ZpVa712EhobC3Nwc3bp1kyu3t7eHTCZDRESEWPbq1SucOHFCYVsdUJTY6dGjB8zM3h7rpUuXAPwviWRra4s6deqgTp06comh0tjZ2cHKykruMG4AuHXrFmxtbUtsk5+fjw0bNmDp0qWIjY0VX5cvX4atrS02b95cYjszMzOkpKTIJX2KDwmvamZmZgpPF6yuWKjyceUTERERERERVToXcxdY6FggNTu1xHOfJJDAQscCLuYuShm/sLAQoaGhGDZsGNTU5P/0lUgkCAwMxMKFC+Hg4AAHBwcsXLgQOjo6GDRokFzdO3fu4OTJkzhw4IDCGNHR0Thz5gw6dOgAAwMDnDt3DpMmTUKPHj1Qs2bNd4pbIpHgyy+/xOzZs+Hs7IwmTZpg/fr1uHnzJnbs2FFim3379iE9PR0jR46EgYGB3DVfX18EBwdj/PjxCu3c3d3x5MkTLFmyBL6+vggPD8fBgwehr6//TrG/j44dO+L777/Hhg0b4Orqik2bNuHatWto2rRplcdClY8rn4iIiIiIiKjSqaqo4uuWXwMoSjS9rvj9Vy2/gqqKqlLGj4yMRFJSUqlPVJs2bRoCAwMxduxYNG/eHA8fPsThw4ehp6cnVy8kJATW1tZyT8Yrpqmpie3bt8Pd3R1OTk6YNWsWAgICsHXr1veKPTAwENOnT8ekSZPg7OyMI0eOICIiArVr1y6xfnBwMDp37qyQeAKAPn36IDY2FhcvKp6tVb9+faxcuRL//e9/4ezsjJiYGEydOvW9Yn9XXl5emDlzJqZNm4YWLVrg+fPn5drmSP8MEqEynrv4D5eZmQkDAwNkZGRUKMObl5eHAwcOoGvXrgr7Tkk5OOdVj3Ne9TjnVY9zXj0471WPc171OOdV70Ob83f9W+NDkJOTg4SEBNjb20NLS+ud+4m8H4nvYr6TO3xcpiPDVy2/QmfbzpURKhFVg4p8RnDbHRERERERESlNZ9vO6GDTARdTL+JJ9hOY6ZjBxdxFaSueiOjDw+QTERERERERKZWqiipayFpUdxhEVE145hMRERERERERESkNk09ERERERERERKQ0TD4REREREREREZHSMPlERERERERERERKw+QTEREREREREREpDZNPRERERERERESkNEw+ERERERERERGR0jD5RERERERERPQvcPz4cUgkEjx79kyp4yQmJkIikSA2Nlap49A/B5NPRERERERE9FFZtGgRWrRoAT09PZibm6NXr16Ij4+XqyMIAubMmQMrKytoa2vD3d0d169fF68/ffoUEyZMgKOjI3R0dFCzZk1MnDgRGRkZJY6Zm5uLJk2alJl0sbOzg0QiKfXl7u4OABg9ejRq164NbW1tmJmZoWfPnrh582a57j0qKgqqqqrw9vYuV31lsLGxQXJyMho2bFhtMdCHhcknIiIiIiIiUiqhoABZZ2OQsW8/ss7GQCgoUOp4J06cwLhx43DmzBlEREQgPz8fnp6eyMrKEussWbIEy5Ytw88//4xz585BJpPBw8MDz58/BwA8evQIjx49wg8//ICrV68iLCwM4eHhGDlyZIljTps2DVZWVmXGde7cOSQnJyM5ORm///47ACA+Pl4s27lzJwCgWbNmCA0NxY0bN3Do0CEIggBPT08UlGPeQkJCMGHCBJw+fRpJSUnlmq/KpqqqCplMBjU1tWoZnz48TD4RERERERGR0mQePow7nTojadgwPJo6FUnDhuFOp87IPHxYaWOGh4fD398fDRo0gLOzM0JDQ5GUlIQLFy4AKFr1FBQUhBkzZqB3795o2LAh1q9fj+zsbGzZsgUA0LBhQ/z+++/o3r07ateujY4dO2LBggXYu3cv8vPz5cY7ePAgDh8+jB9++KHMuMzMzCCTySCTyWBsbAwAMDc3Vyj77LPP0K5dO9jZ2cHFxQXz58/HgwcPkJiYWGb/WVlZ+PXXX/H555/Dx8cHYWFhZdafM2cOmjRpIlcWFBQEOzs78b2/vz969eqFhQsXwsLCAoaGhpg7dy7y8/Px5ZdfwtjYGDVq1EBISIjY5s1td8Xb/Y4cOYLmzZtDR0cHbm5ucqvRisd5XWBgoLgaDADc3d0xYcIEBAYGwsjICBYWFlizZg2ysrIwfPhw6OnpoXbt2jh48GCZ901Vj8knIiIiIiIiUorMw4fx8ItA5KekyJXnP36Mh18EKjUB9brirXLFyZ2EhASkpKTA09NTrKOpqYn27dsjKiqqzH709fXlVvQ8fvwYAQEB2LhxI3R0dCo99qysLISGhsLe3h42NjZl1t2+fTscHR3h6OiIIUOGIDQ0FIIgvHcMR48exaNHj3Dy5EksW7YMc+bMgY+PD4yMjHD27FmMGTMGY8aMwYMHD8rsZ8aMGVi6dCnOnz8PNTU1jBgxosKxrF+/HqampoiJicGECRPw+eefo2/fvnBzc8PFixfh5eUFPz8/ZGdnv+vtkhIw+URERERERESVTigowOOFi4CSkh//X/Z44SKlb8ETBAGTJ09G27ZtxTOIUv4/GWZhYSFX18LCQrz2prS0NMybNw+jR4+W69vf3x9jxoxB8+bNKzXulStXQiqVQiqVIjw8HBEREdDQ0CizTXBwMIYMGQIA8Pb2xosXL3DkyJH3jsXY2Bg//fQTHB0dMWLECDg6OiI7OxvffPMNHBwcMH36dGhoaODPP/8ss58FCxagffv2cHJywtdff42oqCjk5ORUKBZnZ2f85z//EcfV1taGqakpAgIC4ODggFmzZiEtLQ1Xrlx5n1umSsbkExEREREREVW67PMXFFY8yREE5KekIPv8BaXGMX78eFy5cgVbt25VuCaRSN4ISVAoA4DMzEx069YNTk5OmD17tli+YsUKZGZmYvr06aWO36BBAzGJ1KVLl3LHPXjwYFy6dAknTpyAg4MD+vXrV2aiJj4+HjExMRgwYAAAQE1NDf3795fbDveuGjRoABWV/6UPLCws0KhRI/G9qqoqTExMkJqaWmY/jRs3Fr+2tLQEgLe2KauP4nFfj6U4oVjRfkm5ePoXERERERERVbr8J08qtd67mDBhAvbs2YOTJ0+iRo0aYrlMJgNQtAKqOAkCFCUs3lwN9fz5c3h7e0MqlWLXrl1QV1cXrx09ehRnzpyBpqamXJvmzZtj8ODBWL9+PQ4cOIC8vDwAgLa2drljNzAwgIGBARwcHNC6dWsYGRlh165dGDhwYIn1g4ODkZ+fD2tra7FMEASoq6sjPT0dRkZGCm1UVFQUtuUVx/q61+8ZKEralVRWWFhY5j293qY4yVfcprJiebNf+jBw5RMRERERERFVOjUzs0qtVxGCIGD8+PHYuXMnjh49Cnt7e7nr9vb2kMlkiIiIEMtevXqFEydOwM3NTSzLzMyEp6cnNDQ0sGfPHmhpacn189NPP+Hy5cuIjY1FbGwsDhw4AKDo7KUFCxYAAGxtbVGnTh3UqVNHLjH0LveUm5tb4rX8/Hxs2LABS5cuFWOJjY3F5cuXYWtri82bN5fYzszMDCkpKXJJn+JDwquamZkZkpOT5cqqKxaqfFz5RERERERERJVOp3kzqMlkyH/8uORznyQSqFlYQKd5s0ofe9y4cdiyZQv++OMP6Onpiec4GRgYQFtbGxKJBIGBgVi4cCEcHBzg4OCAhQsXQkdHB4MGDQJQtOLJ09MT2dnZ2LRpEzIzM5GZmQmgKFGiqqqKmjVryo0rlUoBALVr15ZbaVUR9+7dw/bt2+Hp6QkzMzM8fPgQixcvhra2Nrp27Vpim3379iE9PR0jR46EgYGB3DVfX18EBwdj/PjxCu3c3d3x5MkTLFmyBL6+vggPD8fBgwehr6//TrG/j44dO+L777/Hhg0b4Orqik2bNuHatWto2rRplcdClY8rn4iIiIiIiKjSSVRVYfHN/5+F9OY5Sv//3uKb6ZCoqlb62KtWrUJGRgbc3d1haWkpvrZv3y7WmTZtGgIDAzF27Fg0b94cDx8+xOHDh6GnpwcAuHDhAs6ePYurV6+iTp06cv287alu70NLSwunTp1C165dUadOHfTr1w+6urqIioqCubl5iW2Cg4PRuXNnhcQTAPTp0wexsbG4ePGiwrX69etj5cqV+O9//wtnZ2fExMRg6tSplX5P5eHl5YWZM2di2rRpaNGiBZ4/f46hQ4dWSyxU+SRCZTx38R8uMzMTBgYG4mMzyysvLw8HDhxA165dFfadknJwzqse57zqcc6rHue8enDeqx7nvOpxzqvehzbn7/q3xocgJycHCQkJsLe3V9huVhGZhw/j8cJFcoePq8lksPhmOvQ9PSsjVCKqBhX5jOC2OyIiIiIiIlIafU9P6HXqVPT0uydPoGZmBp3mzZSy4omIPkxMPhEREREREZFSSVRVoduqZXWHQUTVhGc+ERERERERERGR0jD5RERERERERERESsPkExERERERERERKQ2TT0REREREREREpDRMPhERERERERERkdLwaXf/FoUFwP0o4MVjQGoB2LoBKny0KREREREREREpF5NP/wZxe4Dwr4DMR/8r07cCvBcDTj2qLy4iIiIiIiIi+uhx293HLm4P8OtQ+cQTAGQmF5XH7ameuIiIiIiIiKhKHT9+HBKJBM+ePVPqOImJiZBIJIiNjVXqOPTPweTTx6ywoGjFE4QSLv5/WfjXRfWIiIiIiIg+Ig8fPsSQIUNgYmICHR0dNGnSBBcuXBCvC4KAOXPmwMrKCtra2nB3d8f169cV+omOjkbHjh2hq6sLQ0NDuLu74+XLl+L1BQsWwM3NDTo6OjA0NCwzJjs7O0gkklJf7u7u5R63NFFRUVBVVYW3t/fbJ0lJbGxskJycjIYNG1ZbDPRhYfLpY3Y/SnHFkxwByHxYVI+IiIiIiEhJCgsFPIxPx61zKXgYn47CwpL+B3nlSU9PR5s2baCuro6DBw8iLi4OS5culUsOLVmyBMuWLcPPP/+Mc+fOQSaTwcPDA8+fPxfrREdHw9vbG56enoiJicG5c+cwfvx4qKj870/pV69eoW/fvvj888/fGte5c+eQnJyM5ORk/P777wCA+Ph4sWznzp3lHrc0ISEhmDBhAk6fPo2kpKTyTlmlUlVVhUwmg5oaT/qhIkw+fcxePK7cekRERERERBV091IqNnwThd0/XkJEcBx2/3gJG76Jwt1LqUobc/HixbCxsUFoaChatmwJOzs7dOrUCbVr1wZQtOopKCgIM2bMQO/evdGwYUOsX78e2dnZ2LJli9jPpEmTMHHiRHz99ddo0KABHBwc4OvrC01NTbHO3LlzMWnSJDRq1OitcZmZmUEmk0Emk8HY2BgAYG5urlBWnnFLkpWVhV9//RWff/45fHx8EBYWVmb9OXPmoEmTJnJlQUFBsLOzE9/7+/ujV69eWLhwISwsLGBoaIi5c+ciPz8fX375JYyNjVGjRg2EhISIbd7cdle83e/IkSNo3rw5dHR04Obmhvj4eIVxXhcYGCi3Gszd3R0TJkxAYGAgjIyMYGFhgTVr1iArKwvDhw+Hnp4eateujYMHD5Z531T1mHz6mEktKrceERERERFRBdy9lIrw1deQ9SxXrjzrWS7CV19TWgJqz549aN68Ofr27Qtzc3M0bdoUa9euFa8nJCQgJSUFnp6eYpmmpibat2+PqKiinSGpqak4e/YszM3N4ebmBgsLC7Rv3x6nT59WSszF3mfc7du3w9HREY6OjhgyZAhCQ0MhCO+/yuzo0aN49OgRTp48iWXLlmHOnDnw8fGBkZERzp49izFjxmDMmDF48OBBmf3MmDEDS5cuxfnz56GmpoYRI0ZUOJb169fD1NQUMTExmDBhAj7//HP07dsXbm5uuHjxIry8vODn54fs7Ox3vV1SAiafPma2bkVPtYOklAoSQN+6qB4REREREVElKiwUcGr77TLrnP71tlK24N27dw+rVq2Cg4MDDh06hDFjxmDixInYsGEDACAlJQUAYGEh/z/iLSwsxGv37t0DULQ6KCAgAOHh4XBxcUGnTp1w+3bZ9/W+sb/ruMHBwRgyZAgAwNvbGy9evMCRI0feOyZjY2P89NNPcHR0xIgRI+Do6Ijs7Gx88803cHBwwPTp06GhoYE///yzzH4WLFiA9u3bw8nJCV9//TWioqKQk5NToVicnZ3xn//8RxxXW1sbpqamCAgIgIODA2bNmoW0tDRcuXLlfW6ZKhmTTx8zFVXAe/H/v3kzAfX/772/K6pHRERERERUiZJvP1NY8fSmF+m5SL79rNLHLiwshIuLCxYuXIimTZti9OjRCAgIwKpVq+TqSSTyfycJgiCWFRYWAgBGjx6N4cOHo2nTpvjxxx/h6Ogot8XsbRo0aACpVAqpVIouXbqUK/Z3GTc+Ph4xMTEYMGAAAEBNTQ39+/evUKxl3cPr501ZWFjIbTNUVVWFiYkJUlPLXsnWuHFj8WtLS0sAeGubsvooHvf1WIoTihXtl5SLp3997Jx6AP02FD317vXDx/WtihJPTj2qLzYiIiIiIvpoZWWWnXiqaL2KsLS0hJOTk1xZ/fr1xUO+ZTIZgKIVUMVJEKAoYVGcvCguL6mfihzkfeDAAeTl5QEAtLW1yxX7u4wbHByM/Px8WFtbi2WCIEBdXR3p6ekwMjJSaKOioqKwLa841tepq6vLvZdIJCWWFSfOSvN6mzeTfJUVy5v90oeByad/A6ceQL1uRU+1e/G46IwnWzeueCIiIiIiIqXR1S/7cOyK1quINm3ayB1mDQC3bt2Cra0tAMDe3h4ymQwRERFo2rQpgKKn1p04cQKLFxftHrGzs4OVlVWJ/ZRnBVOx4jHL613Gzc/Px4YNG7B06VK5c6wAoE+fPti8eTPGjx+v0M7MzAwpKSlyK76KDwmvamZmZrh27ZpcWWxsrEKyif6ZmHz6t1BRBew/qe4oiIiIiIjoX8LSwRC6hpplbr2TGmnC0sGw0seeNGkS3NzcsHDhQvTr1w8xMTFYs2YN1qxZA6BodUxgYCAWLlwIBwcHODg4YOHChdDR0cGgQYPEOl9++SVmz54NZ2dnNGnSBOvXr8fNmzexY8cOcaykpCQ8ffoUSUlJKCgoEJM3derUgVQqrXDs5R33dfv27UN6ejpGjhwJAwMDuWu+vr4IDg4uMfnk7u6OJ0+eYMmSJfD19UV4eDgOHjwIfX39Csf9vjp27Ijvv/8eGzZsgKurKzZt2oRr166JyUH6Z2PyiYiIiIiIiCqdiooEn/R3QPjqa6XWadvPASoqpT0g6d21aNECu3btwvTp0/Htt9/C3t4eQUFBGDx4sFhn2rRpePnyJcaOHYv09HS0atUKhw8fhp6enlgnMDAQOTk5mDRpEp4+fQpnZ2dERESgdu3aYp1Zs2Zh/fr14vviZMmxY8fg7u7+TvGXZ9zXBQcHo3PnzgqJJ6Bo5dPChQtx8eJFhWv169fHypUrsXDhQsybNw99+vTB1KlTxSRdVfLy8sLMmTMxbdo05OTkYMSIERg6dCiuXr1a5bFQ5ZMIlfHcxX+4zMxMGBgYICMjo0IZ3ry8PBw4cABdu3blUsAqwjmvepzzqsc5r3qc8+rBea96nPOqxzmveh/anL/r3xofgpycHCQkJMDe3h5aWlrv3M/dS6k4tf223AooqZEm2vZzQO2m5pURKhFVg4p8RnDlExERERERESlN7abmsHc2K3r6XWYudPWLttopY8UTEX2YmHwiIiIiIiIipVJRkcDaUfFpa0T076BS3QEQEREREREREdHHq1qTTydPnkT37t1hZWUFiUSC3bt3y12XSCQlvr7//nuxjru7u8L1AQMGVPGdEBERERERERFRSao1+ZSVlQVnZ2f8/PPPJV5PTk6We4WEhEAikaBPnz5y9QICAuTqrV69uirCJyIiIiIiIiKit6jWM5+6dOmCLl26lHpdJpPJvf/jjz/QoUMH1KpVS65cR0dHoS4REREREREREVW/f8yZT48fP8b+/fsxcuRIhWubN2+GqakpGjRogKlTp+L58+fVECEREREREREREb3pH/O0u/Xr10NPTw+9e/eWKx88eDDs7e0hk8lw7do1TJ8+HZcvX0ZERESpfeXm5iI3N1d8n5mZCQDIy8tDXl5euWMqrluRNvR+OOdVj3Ne9TjnVY9zXj0471WPc171OOdV70Ob8w8lDiKi6iQRBEGo7iCAosPFd+3ahV69epV4vV69evDw8MCKFSvK7OfChQto3rw5Lly4ABcXlxLrzJkzB3PnzlUo37JlC3R0dCocOxERERERUUmys7MxaNAgZGRkQF9fv7rDqZCcnBwkJCTA3t4eWlpa1R0OEX1gKvIZ8Y9Y+XTq1CnEx8dj+/btb63r4uICdXV13L59u9Tk0/Tp0zF58mTxfWZmJmxsbODp6VmhfxDy8vIQEREBDw8PqKurl7sdvTvOedXjnFc9znnV45xXD8571eOcVz3OedX70Oa8eJcF0T9RWFgYAgMD8ezZM6WOc/z4cXTo0AHp6ekwNDRU6lhUPf4Ryafg4GA0a9YMzs7Ob617/fp15OXlwdLSstQ6mpqa0NTUVChXV1d/p3+g3rUdvTvOedXjnFc9znnV45xXD8571eOcVz3OedX7UOb8Q4jh36ik3S4WFhZISUkR3wuCgLlz52LNmjVIT09Hq1at8N///hcNGjQQ67i7u+PEiRNy/fTv3x/btm0DACQmJmLevHk4evQoUlJSYGVlhSFDhmDGjBnQ0NAoNb6yki12dnYIDAxEYGAgAGD06NGIjIzEo0ePIJVK4ebmhsWLF6NevXrvFUOxLVu2wM/PDwEBAfjll1/eWl8Z3NzckJycDAMDg2oZn5SvWg8cf/HiBWJjYxEbGwsASEhIQGxsLJKSksQ6mZmZ+O233zBq1CiF9nfv3sW3336L8+fPIzExEQcOHEDfvn3RtGlTtGnTpqpug4iIiIiIiMpQWFiAB9ev4MafJ/Dg+hUUFhYofcwGDRogOTlZfF29elXu+pIlS7Bs2TL8/PPPOHfuHGQyGTw8PBQeYBUQECDXz+rVq8VrN2/eRGFhIVavXo3r16/jxx9/xC+//IJvvvmm0u6jWbNmCA0NxY0bN3Do0CEIggBPT08UFBRUSgwhISGYNm0atm3bhuzs7EqLuyI0NDQgk8kgkUiqZXxSvmpNPp0/fx5NmzZF06ZNAQCTJ09G06ZNMWvWLLHOtm3bIAgCBg4cqNBeQ0MDR44cgZeXFxwdHTFx4kR4enoiMjISqqqqVXYfREREREREVLLbZ6OwdtxI/PrtNzjw0/f49dtvsHbcSNw+G6XUcdXU1CCTycSXmZmZeE0QBAQFBWHGjBno3bs3GjZsiPXr1yM7OxtbtmyR60dHR0eun9dX53h7eyM0NBSenp6oVasWevTogalTp2Lnzp2Vdh+fffYZ2rVrBzs7O7i4uGD+/Pl48OABEhMT3zuGxMREREVF4euvv0a9evWwY8eOMuv7+/srnNMcGBgId3d38b27uzsmTJiAwMBAGBkZwcLCAmvWrEFWVhaGDx8OPT091K5dGwcPHhTbHD9+HBKJRNzeFxYWBkNDQxw6dAj169eHVCqFt7c3kpOT5cYpXh1WrFevXvD39xff29nZYf78+Rg6dCikUilsbW3xxx9/4MmTJ+jZsyekUikaNWqE8+fPv3Wu6P1Ua/LJ3d0dgiAovMLCwsQ6n332GbKzs0tcfmdjY4MTJ04gLS0Nubm5uHPnDpYvXw5jY+MqvAsiIiIiIiIqye2zUdizbCFePP1brvzF07+xZ9lCpSagbt++DSsrK9jb22PAgAG4d++eeC0hIQEpKSnw9PQUyzQ1NdG+fXtERcnHtHnzZpiamqJBgwaYOnWqwsqoN2VkZCjtb9KsrCyEhobC3t4eNjY27x1DSEgIunXrBgMDAwwZMgTBwcGVEuf69ethamqKmJgYTJgwAZ9//jn69u0LNzc3XLx4EV5eXvDz8ytzpVV2djZ++OEHbNy4ESdPnkRSUhKmTp1a4Vh+/PFHtGnTBpcuXUK3bt3g5+eHoUOHYsiQIbh48SLq1KmDoUOH4gN5FttHq1qTT0RERERERPRxKiwswNGwNWXWObZ+jVK24LVq1QobNmzAoUOHsHbtWqSkpMDNzQ1paWkAIJ79ZGFhIdfuzXOhBg8ejK1bt+L48eOYOXMmfv/9d/Tu3bvUce/evYsVK1ZgzJgx5YqzRo0akEqlcq/Xj6EptnLlSvF6eHg4IiIiSj3PqbwxFBYWIiwsDEOGDAEADBgwANHR0bhz5065Yi+Ls7Mz/vOf/8DBwQHTp0+HtrY2TE1NERAQAAcHB8yaNQtpaWm4cuVKqX3k5eXhl19+QfPmzeHi4oLx48fjyJEjFY6la9euGD16tDju8+fP0aJFC/Tt2xd169bFV199hRs3buDx48fvc8v0Fkw+ERERERERUaV7eOO6woqnNz1P+xsPb1yv9LG7dOmCPn36oFGjRujcuTP2798PoGhFzuvePGNIEAS5soCAAHTu3BkNGzbEgAEDsGPHDkRGRuLixYsKYz569Aje3t7o27ev3JnFDRo0EBNHXbp0kWtz6tQp8Rzk4peVlZVC34MHD8alS5dw4sQJODg4oF+/fsjJySl3DCU5fPgwsrKyxJhMTU3h6emJkJCQMtuVR+PGjcWvVVVVYWJigkaNGollxUm/1NTUUvvQ0dFB7dq1xfeWlpZl1i9PLMXjVjQWen//iKfdERERERER0T/Li2fplVrvfejq6qJRo0a4ffs2AEAmkwEoWgH1+pPSU1NTFVZDvc7FxQXq6uq4ffs2XFxcxPJHjx6hQ4cOcHV1xZo18qu9Dhw4gLy8PACAtra23DV7e3uFp92pqSn+mW5gYAADAwM4ODigdevWMDIywq5du+TORi4rhpKEhITg6dOn0NHREcsKCwtx6dIlzJs3r8RzlFVUVBS2pxXf2+vefMqjRCKRKytO8BUWFpYaX0l9vD72u8RSPG5FY6H3x5VPREREREREVOmkhkaVWu995Obm4saNG2Kiyd7eHjKZDBEREWKdV69e4cSJE3Bzcyu1n+vXryMvL08uYfXw4UO4u7vDxcUFoaGhUFGR/zPb1tYWderUQZ06dWBtbV0p9yMIAnJzc8sdw5vS0tLwxx9/YNu2bQorr168eCF3GPjrzMzM5A79BiA+vb6qvRlLQUEBrl27Vi2x0Ntx5RMRERERERFVOuv6DSA1Ni1z652eiSms6zeo9LGnTp2K7t27o2bNmkhNTcX8+fORmZmJYcOGASha7RIYGIiFCxfCwcEBDg4OWLhwIXR0dDBo0CAARWcnbd68GV27doWpqSni4uIwZcoUNG3aFG3atAFQtNrI3d0dNWvWxA8//IAnT56IMRSvrnof9+7dw/bt2+Hp6QkzMzM8fPgQixcvhra2Nrp27frOMWzcuBEmJibo27evQqLKx8cHwcHB8PHxUWjXsWNHfP/999iwYQNcXV2xadMmXLt2TXyCfVXq2LEjJk+ejP3796N27dr48ccfxafl0YeHySciIiIiIiKqdCoqqujo/xn2LFtYap0Owz6Diori9q739ddff2HgwIH4+++/YWZmhtatW+PMmTOwtbUV60ybNg0vX77E2LFjkZ6ejlatWuHw4cPQ09MDAGhoaODIkSNYvnw5Xrx4ARsbG3Tr1g2zZ88Wt6QdPnwYd+7cwZ07d1CjRg25GCrj6WlaWlo4deoUgoKCkJ6eDgsLC7Rr1w5RUVEwNzd/5xhCQkLw6aeflrhCqk+fPujfv3+JB3B7eXlh5syZmDZtGnJycjBixAgMHToUV69efe97ragRI0bg8uXLGDp0KNTU1DBp0iR06NChyuOg8pEIfJ4gMjMzYWBggIyMDOjr65e7XV5eHg4cOICuXbsq7Ecl5eCcVz3OedXjnFc9znn14LxXPc551eOcV70Pbc7f9W+ND0FOTg4SEhJgb28PLS2td+7n9tkoHA1bI7cCSs/EFB2GfQaHVqVvcSOiD1tFPiO48omIiIiIiIiUxqGVG2q3aFX09Ltn6ZAaGsG6fgOlrHgiog8Tk09ERERERESkVCoqqrBp0PjtFYnoo8Sn3RERERERERERkdIw+URERERERERERErD5BMRERERERERESkNk09ERERERERERKQ0TD4REREREREREZHSMPlERERERERERERKw+QTERERERER0QcmMTEREokEsbGx1R1KuYWFhcHQ0LC6w3hn/v7+6NWrV3WH8VFi8omIiIiIiIg+WosWLYJEIkFgYKBc+c6dO+Hl5QVTU9NSkzyjR49G7dq1oa2tDTMzM/Ts2RM3b96Uq5Oeng4/Pz8YGBjAwMAAfn5+ePbs2VvjunPnDoYPH44aNWpAU1MT9vb2GDhwIM6fP/8ed/vPd+/ePQwcOBBWVlbQ0tJCjRo10LNnT9y6dQvAPzMpR0w+ERERERER0Ufq3LlzWLNmDRo3bqxwLSsrC23atMF3331XavtmzZohNDQUN27cwKFDhyAIAjw9PVFQUCDWGTRoEGJjYxEeHo7w8HDExsbCz8+vzLjOnz+PZs2a4datW1i9ejXi4uKwa9cu1KtXD1OmTHnn+y0oKEBhYeE7t69ur169goeHBzIzM7Fz507Ex8dj+/btaNiwITIyMqo7PHoPTD4RERERERGRUgmFAnLuPkN2bCpy7j6DUCgofcwXL15g8ODBWLt2LYyMjBSu+/n5YdasWejcuXOpfXz22Wdo164d7Ozs4OLigvnz5+PBgwdITEwEANy4cQPh4eFYt24dXF1d4erqirVr12Lfvn2Ij48vsU9BEODv7w8HBwecOnUK3bp1Q+3atdGkSRPMnj0bf/zxh1z9e/fuoUOHDtDR0YGzszOio6PFa8Xb3Pbt2wcnJydoamri/v37SE9Px9ChQ2FkZAQdHR106dIFt2/fLrGdo6MjdHR04Ovri6ysLKxfvx52dnYwMjLChAkT5BJtb+v3dYmJiVBRUVFYybVixQrY2tpCEBR/BuLi4nDv3j2sXLkSrVu3hq2tLdq0aYMFCxagRYsWAAB7e3sAQNOmTSGRSODu7i62Dw0NRf369aGlpYV69eph5cqVcv0/fPgQ/fv3h5GREUxMTNCzZ0/xe0nKxeQTERERERERKc3La38jZXEM/l57FU+3xePvtVeRsjgGL6/9rdRxx40bh27dupWZXKqIrKwshIaGwt7eHjY2NgCA6OhoGBgYoFWrVmK91q1bw8DAAFFRUSX2Exsbi+vXr2PKlClQUVH8k/zNM5NmzJiBqVOnIjY2FnXr1sXAgQORn58vXs/OzsaiRYuwbt06XL9+Hebm5vD398f58+exZ88eREdHQxAEdO3aFXl5eXLtfvrpJ2zbtg3h4eE4fvw4evfujQMHDuDAgQPYuHEj1qxZgx07dohtytNvMTs7O3Tu3BmhoaFy5aGhofD394dEIlFoY2ZmBhUVFezYsUMu6fW6mJgYAEBkZCSSk5Oxc+dOAMDatWsxY8YMLFiwADdu3MDChQsxc+ZMrF+/XrzfDh06QCqV4uTJkzh9+jSkUim8vb3x6tWrEseiysPkExERERERESnFy2t/I23TDRRkyP9xX5DxCmmbbigtAbVt2zZcvHgRixYteu++Vq5cCalUCqlUivDwcEREREBDQwMAkJKSAnNzc4U25ubmSElJKbG/4pVC9erVK9f4U6dORbdu3VC3bl3MnTsX9+/fx507d8TreXl5WLlyJdzc3ODo6IhHjx5hz549WLduHT755BM4Oztj8+bNePjwIXbv3i3XbtWqVWjatCnatWsHX19fnD59GsHBwXBycoKPjw86dOiAY8eOiXGXp9/XjRo1Clu3bkVubi4A4PLly4iNjcXw4cNLrG9tbY2ffvoJs2bNgpGRETp27Ih58+bh3r17Yh0zMzMAgImJCWQyGYyNjQEA8+bNw9KlS9G7d2/Y29ujd+/emDRpElavXg2g6GdCRUUF69atQ6NGjVC/fn2EhoYiKSkJx48fL9f3gt4dk09ERERERERU6YRCAc/23i2zzrO99yp9C96DBw/wxRdfYNOmTdDS0nrv/gYPHoxLly7hxIkTcHBwQL9+/ZCTkyNeL2kFjyAIJZYXXyutXUleP6/K0tISAJCamiqWaWhoyNW5ceMG1NTU5FZjmZiYwNHRETdu3BDLdHR0ULt2bfG9hYUF7OzsIJVK5cqKxypvv6/r1asX1NTUsGvXLgBASEgIOnToADs7u1Lvd9y4cUhJScGmTZvg6uqK3377DQ0aNEBERESpbZ48eYIHDx5g5MiRYqJQKpVi/vz5uHu36GfwwoULuHPnDvT09MTrxsbGyMnJEeuQ8qhVdwBERERERET08clNyFBY8fSmgoxc5CZkQKu2YaWNe+HCBaSmpqJZs2b/G6egACdPnsTPP/+M3NxcqKqqlru/4qfYOTg4oHXr1jAyMsKuXbswcOBAyGQyPH78WKHNkydPYGFhUWJ/devWBVCUzGnSpMlbx1dXVxe/Lk5YvX6ouLa2tlwiq6SzlIrLX6/3er/FfZdUVjxWeft9nYaGBvz8/BAaGorevXtjy5YtCAoKKrHu6/T09NCjRw/06NED8+fPh5eXF+bPnw8PD48S6xfHuHbtWrnkGADxe11YWIhmzZph8+bNCu2LV1OR8nDlExEREREREVW6wuflO0envPXKq1OnTrh69SpiY2PFV/PmzTF48GDExsZWKPFUEkEQxG1krq6uyMjIEM8hAoCzZ88iIyMDbm5uJbZv0qQJnJycsHTp0hKfTPfs2bP3is/JyQn5+fk4e/asWJaWloZbt26hfv36Vd7vqFGjEBkZiZUrVyIvLw+9e/eu0LgSiQT16tVDVlYWAIhbHl8/E8rCwgLW1ta4d+8e6tSpI/cqPqDcxcUFt2/fhrm5uUIdAwODCsVEFcfkExEREREREVU6FT2NSq1XXnp6emjYsKHcS1dXFyYmJmjYsKFY7+nTp4iNjUVcXBwAID4+HrGxseJZTffu3cOiRYtw4cIFJCUlITo6Gv369YO2tja6du0KAKhfvz68vb0REBCAM2fO4MyZMwgICICPjw8cHR1LjE8ikSA0NBS3bt1Cu3btcODAAdy7dw9XrlzBggUL0LNnz/e6fwcHB/Ts2RMBAQE4ffo0Ll++jCFDhsDa2vq9+n7XfuvXr4/WrVvjq6++wsCBA6GtrV1q3djYWPTs2RM7duxAXFwc7ty5g+DgYISEhIhjmJubQ1tbG+Hh4Xj8+DEyMjIAAHPmzMGiRYuwfPly3Lp1C1evXkVoaCiWLVsGoGj7pKmpKXr27IlTp04hISEBJ06cwBdffIG//vrrneeFyofJJyIiIiIiIqp0mvYGUDUoO7GkaqAJTfvqWXWyZ88eNG3aFN26dQMADBgwAE2bNsUvv/wCANDS0sKpU6fQtWtX1KlTB/369YOuri6ioqLkDhnfvHkzGjVqBE9PT3h6eqJx48bYuHFjmWO3bNkS58+fR+3atREQEID69eujR48euH79erm2pb1NaGgomjVrBh8fH7i6ukIQBBw4cEBhW11V9Tty5Ei8evUKI0aMKLNejRo1YGdnh7lz56JVq1ZwcXHB8uXLMXfuXMyYMQMAoKamhp9++gmrV6+GlZWVmJQaNWoU1q1bh7CwMDRq1Ajt27dHWFiYuPJJR0cHJ0+eRM2aNdG7d2/Ur18fI0aMwMuXL6Gvr/9e80JvJxFK27j5L5KZmQkDAwNkZGRU6IcuLy8PBw4cQNeuXd/7l5jKh3Ne9TjnVY9zXvU459WD8171OOdVj3Ne9T60OX/XvzU+BDk5OUhISIC9vf07H9xd/LS70pgMqQ/thqbvGiL9QyxYsADbtm3D1atXqzsUqkQV+YzgyiciIiIiIiJSCu2GpjAZUl9hBZSqgSYTT/8CL168wLlz57BixQpMnDixusOhasSn3REREREREZHSaDc0hZaTCXITMlD4/BVU9DSgaW8AiUrJT0ijj8f48eOxdetW9OrV661b7ujjxuQTERERERERKZVERQKt2obVHQZVsbCwMISFhVV3GPQB4LY7IiIiIiIiIiJSGiafiIiIiIiIiIhIaZh8IiIiIiIiIiIipWHyiYiIiIiIiIiIlIbJJyIiIiIiIiIiUhomn4iIiIiIiIiISGmYfCIiIiIiIiL6iPj7+6NXr17VHQaRiMknIiIiIiIi+uikpKTgiy++QJ06daClpQULCwu0bdsWv/zyC7Kzs8V6d+/exaeffgozMzPo6+ujX79+ePz4sVxf6enp8PPzg4GBAQwMDODn54dnz56VOf69e/cwcOBAWFlZQUtLCzVq1EDPnj1x69YtAEBiYiIkEgliY2Mr+9aJPjhMPhEREREREdFH5d69e2jatCkOHz6MhQsX4tKlS4iMjMSkSZOwd+9eREZGAgCysrLg6ekJiUSCo0eP4s8//8SrV6/QvXt3FBYWiv0NGjQIsbGxCA8PR3h4OGJjY+Hn51fq+K9evYKHhwcyMzOxc+dOxMfHY/v27WjYsCEyMjKUfv9EHxq16g6AiIiIiIiIPm6FhYW4f/8+Xrx4AalUCltbW6ioKG8txNixY6Gmpobz589DV1dXLG/UqBH69OkDQRAAAH/++ScSExNx6dIl6OvrAwBCQ0NhbGyMo0ePonPnzrhx4wbCw8Nx5swZtGrVCgCwdu1auLq6Ij4+Ho6Ojgrjx8XF4d69ezh69ChsbW0BALa2tmjTpo1Yx97eHgDQtGlTAED79u1x/PhxMYYlS5YgISEBdnZ2mDhxIsaOHSu2ffjwISZPnozDhw9DRUUFbdu2xfLly2FnZ1dJM0hUuZh8IiIiIiIiIqWJi4tDeHg4MjMzxTJ9fX14e3vDycmp0sdLS0sTVzy9nnh6nUQiAQDk5uZCIpFAU1NTvKalpQUVFRWcPn0anTt3RnR0NAwMDMTEEwC0bt0aBgYGiIqKKjH5ZGZmBhUVFezYsQOBgYFQVVVVqBMTE4OWLVsiMjISDRo0gIaGBoCixNbs2bPx888/o2nTprh06RICAgKgq6uLYcOGITs7Gx06dMAnn3yCkydPQk1NDfPnz4e3tzeuXLki9kP0IeG2OyIiIiIiIlKKuLg4/Prrr3KJJwDIzMzEr7/+iri4uEof886dOxAEQSEpZGpqCqlUCqlUiq+++gpAURJJV1cXX331FbKzs5GVlYUvv/wShYWFSE5OBlB0dpS5ubnCOObm5khJSSkxBmtra/z000+YNWsWjIyM0LFjR8ybNw/37t0T65iZmQEATExMIJPJYGxsDACYN28eli5dit69e8Pe3h69e/fGpEmTsHr1agDAtm3boKKignXr1qFRo0aoX78+QkNDkZSUJK6cIvrQMPlEREREREREla6wsBDh4eFl1gkPD5c7W6kyFa9uKhYTE4PY2Fg0aNAAubm5AIoSQL/99hv27t0LqVQKAwMDZGRkwMXFRW610pt9AYAgCCWWFxs3bhxSUlKwadMmuLq64rfffkODBg0QERFRapsnT57gwYMHGDlypJgok0qlmD9/Pu7evQsAuHDhAu7cuQM9PT3xurGxMXJycsQ6RB8abrsjIiIiIiKiSnf//n2FFU9vyszMxP3798XzjypDnTp1IJFIcPPmTbnyWrVqAQC0tbXlyj09PXH37l38/fffUFNTg6GhIWQymRiTTCZTePodUJQosrCwKDMWPT099OjRAz169MD8+fPh5eWF+fPnw8PDo8T6xYm4tWvXym3zAyAmwwoLC9GsWTNs3rxZoX3xaiqiDw1XPhEREREREVGle/HiRaXWKy8TExN4eHjg559/RlZWVrnbmZqawtDQEEePHkVqaip69OgBAHB1dUVGRgZiYmLEumfPnkVGRgbc3NzK3b9EIkG9evXEmIrPZiooKBDrWFhYwNraGvfu3UOdOnXkXsXJMBcXF9y+fRvm5uYKdQwMDModD1FVYvKJiIiIiIiIKp1UKq3UehWxcuVK5Ofno3nz5ti+fTtu3LiB+Ph4bNq0CTdv3pTbUhcaGoozZ87g7t272LRpE/r27YtJkyaJZ0bVr18f3t7eCAgIwJkzZ3DmzBkEBATAx8enxMPGASA2NhY9e/bEjh07EBcXhzt37iA4OBghISHo2bMngKIzo7S1tREeHo7Hjx8jIyMDADBnzhwsWrQIy5cvx61bt3D16lWEhoZi2bJlAIDBgwfD1NQUPXv2xKlTp5CQkIATJ07giy++wF9//VXpc0lUGbjtjoiIiIiIiCqdra0t9PX1y9x6p6+vD1tb20ofu3bt2rh06RIWLlyI6dOn46+//oKmpiacnJwwdepUjB07VqwbHx+P6dOn4+nTp7Czs8OMGTMwadIkuf42b96MiRMnwtPTEwDQo0cP/Pzzz6WOX6NGDdjZ2WHu3LlITEyERCIR3xf3raamhp9++gnffvstZs2ahU8++QTHjx/HqFGjoKOjg++//x7Tpk2Drq4uGjVqhMDAQACAjo4OTp48ia+++gq9e/fG8+fPYW1tjU6dOkFfX7+SZ5KocjD5RERERERERJVORUUF3t7e+PXXX0ut4+3tDRUV5WzIsbS0xIoVK7BixYoy63333Xf47rvvyqxjbGyMTZs2lXtsU1NTLF++/K31Ro0ahVGjRimUDxo0CIMGDSq1nUwmw/r160u9HhYWVq44iaoKt90RERERERGRUjg5OaFfv34KK3L09fXRr18/ODk5VVNkRFSVuPKJiIiIiIiIlMbJyQn16tXD/fv38eLFC0ilUtja2iptxRMRfXiYfCIiIiIiIiKlUlFREZ/WRkT/Pkw1ExERERERERGR0jD5RERERERERERESsPkExERERERERERKQ2TT0REREREREREpDRMPhERERERERERkdIw+URERERERERERErD5BMRERERERERESkNk09ERERERET0r+bu7o7AwEDxvZ2dHYKCgspsI5FIsHv3bqXG9a7mzJmDJk2avLXezJkz8dlnnyk/oBL8/PPP6NGjR7WMTVWPySciIiIiIiL6qPj7+0MikWDMmDEK18aOHQuJRAJ/f3+xbOfOnZg3b16lxpCamorRo0ejZs2a0NTUhEwmg5eXF6Kjo8U61ZnAevz4MZYvX45vvvlG4VpUVBRUVVXh7e2tcC0tLQ3e3t6wsrKCpqYmbGxsMH78eGRmZsrVEwQBP/zwA+rWrSvWW7hwoXg9ICAA586dw+nTpyv/5uiDw+QTERERERERKZUgFCA9/QxSUvYgPf0MBKFA6WPa2Nhg27ZtePnypViWk5ODrVu3ombNmnJ1jY2NoaenV6nj9+nTB5cvX8b69etx69Yt7NmzB+7u7nj69GmljvOugoOD4erqCjs7O4VrISEhmDBhAk6fPo2kpCS5ayoqKujZsyf27NmDW7duISwsDJGRkQqJvi+++ALr1q3DDz/8gJs3b2Lv3r1o2bKleF1TUxODBg3CihUrlHJ/9GFRq+4AiIiIiIiI6OOVmnoIt25/i9zcFLFMU1OGug6zYG7upbRxXVxccO/ePezcuRODBw8GULTCycbGBrVq1ZKr6+7ujiZNmpS61e727dsYOXIkYmJiUKtWLSxfvrzMsZ89e4bTp0/j+PHjaN++PQDA1tZWLvlSnPT59NNPxeuJiYkAgL1792LOnDm4fv06rKysMGzYMMyYMQNqakV/wmdkZODLL7/E7t27kZOTg+bNm+PHH3+Es7Nzuedn27ZtGD16tEJ5VlYWfv31V5w7dw4pKSkICwvDrFmzxOtGRkb4/PPPxfe2trYYO3Ysvv/+e7Hsxo0bWLVqFa5duwZHR8dSY+jRowc8PT3x8uVLaGtrlzt2+ufhyiciIiIiIiJSitTUQ7h6bZxc4gkAcnMf4+q1cUhNPaTU8YcPH47Q0FDxfUhICEaMGFGhPgoLC9G7d2+oqqrizJkz+OWXX/DVV1+V2UYqlUIqlWL37t3Izc0tsc65c+cAAKGhoUhOThbfHzp0CEOGDMHEiRMRFxeH1atXIywsDAsWLABQtJ2tW7duSElJwYEDB3DhwgW4uLigU6dO5V5VlZ6ejmvXrqF58+YK17Zv3w5HR0c4OjpiyJAhCA0NhSAIpfb16NEj7Ny5U0yyAUXJs1q1amHfvn2wt7eHnZ0dRo0apRBf8+bNkZeXh5iYmHLFTf9cTD4RERERERFRpROEAty6/S2AkhIXRWW3bs9T6hY8Pz8/nD59GomJibh//z7+/PNPDBkypEJ9REZG4saNG9i4cSOaNGmCdu3ayZ1dVBI1NTWEhYVh/fr1MDQ0RJs2bfDNN9/gypUrYh0zMzMAgKGhIWQymfh+wYIF+PrrrzFs2DDUqlULHh4emDdvHlavXg0AOHbsGK5evYrffvsNzZs3h4ODA3744QcYGhpix44d5bqn+/fvQxAEWFlZKVwLDg4W58jb2xsvXrzAkSNHFOoNHDgQOjo6sLa2hr6+PtatWydeu3fvHu7fv4/ffvsNGzZsQFhYGC5cuABfX1+5PnR1dWFoaCiu+KKPF5NPREREREREVOmePTunsOJJnoDc3GQ8e3ZOaTGYmpqiW7duWL9+PUJDQ9GtWzeYmppWqI8bN26gZs2aqFGjhljm6ur61nZ9+vTBo0ePsGfPHnh5eeH48eNwcXFBWFhYme0uXLiAb7/9Vlw9JZVKERAQgOTkZGRnZ+PChQt48eIFTExM5OokJCTg7t275bqn4nOwtLS05Mrj4+MRExODAQMGAChKovXv3x8hISEKffz444+4ePEidu/ejbt372Ly5MnitcLCQuTm5mLDhg345JNP4O7ujuDgYBw7dgzx8fFy/WhrayM7O7tccdM/F898IiIiIiIiokqXm5taqfXe1YgRIzB+/HgAwH//+98Kty9py5lEIilXWy0tLXh4eMDDwwOzZs3CqFGjMHv2bLkn7b2psLAQc+fORe/evUvsr7CwEJaWljh+/LjCdUNDw3LFVZyAS09PF1dcAUWrnvLz82FtbS2WCYIAdXV1pKenw8jISCyXyWSQyWSoV68eTExM8Mknn2DmzJmwtLSEpaUl1NTUULduXbF+/fr1AQBJSUly50A9ffpULgb6ODH5RERERERERJVOU9O8Uuu9K29vb7x69QoA4OVV8QPOnZyckJSUhEePHonb1KKjo98pFicnJ+zevVt8r66ujoIC+W2HLi4uiI+PR506dUrsw8XFBSkpKVBTUyvxSXXlUbt2bejr6yMuLk5MEOXn52PDhg1YunQpPD095er36dMHmzdvFpN4bypO0BWfb9WmTRvk5+fj7t27qF27NgDg1q1bAIoOKC929+5d5OTkoGnTpu90H/TPweQTERERERERVTpDwxbQ1JQhN/cxSj73SQJNTRkMDVsoNQ5VVVXcuHFD/LqiOnfuDEdHRwwdOhRLly5FZmYmZsyYUWabtLQ09O3bFyNGjEDjxo2hp6eH8+fPY8mSJejZs6dYz87ODkeOHEGbNm2gqakJIyMjzJo1Cz4+PrCxsUHfvn2hoqKCK1eu4OrVq5g/fz46d+4MV1dX9OrVC4sXL4ajoyMePXqEAwcOoFevXiUeIv4mFRUVdO7cGadPn0avXr0AAPv27UN6ejpGjhwJAwMDufq+vr4IDg7G+PHjceDAATx+/BgtWrSAVCpFXFwcpk2bhjZt2ojJsM6dO8PFxQUjRoxAUFAQCgsLMW7cOHh4eMithjp16hRq1aolJqjo48Uzn4iIiIiIiKjSSSSqqOswq/jdm1cBAHUdZkIiqXhCqKL09fWhr6//Tm1VVFSwa9cu5ObmomXLlhg1apT45LnSSKVStGrVCj/++CPatWuHhg0bYubMmQgICMDPP/8s1lu6dCkiIiJgY2Mjrv7x8vLCvn37EBERgRYtWqB169ZYtmyZuGJIIpHgwIEDaNeuHUaMGIG6detiwIABSExMhIWFRbnv67PPPsO2bdtQWFgIoGjLXefOnRUST0DRyqfY2FhcvHgR2traWLt2Ldq2bYv69esjMDAQPj4+2Ldvn9yc7d27F6ampmjXrh26deuG+vXrY9u2bXL9bt26FQEBAeWOmf65JEJZz0z8l8jMzISBgQEyMjIq9IGUl5eHAwcOoGvXrlBXV1dihFSMc171OOdVj3Ne9Tjn1YPzXvU451WPc171PrQ5f9e/NT4EOTk5SEhIgL29vcLB1BWRmnoIt25/K3f4uKamJeo6zIS5ecW3wVHlEAQBrVu3RmBgIAYOHFjl41+7dg2dOnXCrVu3Skx40YevIp8R3HZHRERERERESmNu7gUzs87///S7VGhqmsPQsEWVrHii0kkkEqxZswZXrlyplvEfPXqEDRs2MPH0L8HkExERERERESmVRKIKI6PW1R0GvcHZ2RnOzs7VMvabh5rTx41nPhERERERERERkdIw+UREREREREREREpTrcmnkydPonv37rCysoJEIsHu3bvlrvv7+0Mikci9WreWX6qZm5uLCRMmwNTUFLq6uujRowf++uuvKrwLIiIiIiIiIiIqTbUmn7KysuDs7Cz3qMk3eXt7Izk5WXwdOHBA7npgYCB27dqFbdu24fTp03jx4gV8fHxQUFCg7PCJiIiIiIiIiOgtqvXA8S5duqBLly5l1tHU1IRMJivxWkZGBoKDg7Fx40Z07twZALBp0ybY2NggMjISXl58bCcRERERERERUXX64J92d/z4cZibm8PQ0BDt27fHggULYG5uDgC4cOEC8vLy5E7Jt7KyQsOGDREVFVVq8ik3Nxe5ubni+8zMTABAXl4e8vLyyh1bcd2KtKH3wzmvepzzqsc5r3qc8+rBea96nPOqxzmveh/anH8ocRARVacPOvnUpUsX9O3bF7a2tkhISMDMmTPRsWNHXLhwAZqamkhJSYGGhgaMjIzk2llYWCAlJaXUfhctWoS5c+cqlB8+fBg6OjoVjjMiIqLCbej9cM6rHue86nHOqx7nvHpw3qse57zqcc6r3ocy59nZ2dUdAlUyOzs7BAYGIjAwsFz1jx8/jg4dOiA9PR2GhoZKje1DI5FIsGvXLvTq1au6Q6Fq9kEnn/r37y9+3bBhQzRv3hy2trbYv38/evfuXWo7QRAgkUhKvT59+nRMnjxZfJ+ZmQkbGxt4enpCX1+/3PHl5eUhIiICHh4eUFdXL3c7enec86rHOa96nPOqxzmvHpz3qsc5r3qc86r3oc158S4LqlqpqamYOXMmDh48iMePH8PIyAjOzs6YM2cOXF1dAbx7YuTcuXPQ1dVVQtTK8fvvv2PJkiW4efMmCgsLUbNmTXh7e2Pp0qUAgDlz5mD37t2IjY2t8thWrVqFVatWITExEQDQoEEDzJo1S+54HkEQMHfuXKxZswbp6elo1aoV/vvf/6JBgwYK/QmCgK5duyI8PJxJrw/MB518epOlpSVsbW1x+/ZtAIBMJsOrV6+Qnp4ut/opNTUVbm5upfajqakJTU1NhXJ1dfV3+gfqXdvRu+OcVz3OedXjnFc9znn14LxXPc551eOcV70PZc4/hBj+jfr06YO8vDysX78etWrVwuPHj3HkyBE8ffr0vfs2MzOrhAirRmRkJAYMGICFCxeiR48ekEgkiIuLw5EjR6o7NABAjRo18N1336FOnToAgPXr16Nnz564dOmSmFxasmQJli1bhrCwMNStWxfz58+Hh4cH4uPjoaenJ9dfUFBQmQtRqPpU69PuKiotLQ0PHjyApaUlAKBZs2ZQV1eXW1KbnJyMa9eulZl8IiIiIiIioqpTIAj4M/05dj1Ox5/pz1EgCEob69mzZzh9+jQWL16MDh06wNbWFi1btsT06dPRrVs3AEVb5wDg008/hUQiEd/fvXsXPXv2hIWFBaRSKVq0aIHIyEi5/u3s7BAUFCS+l0gkWLduHT799FPo6OjAwcEBe/bsKTPGqKgotGvXDtra2rCxscHEiRORlZUlXl+5ciUcHBygpaUFCwsL+Pr6itd27NiBRo0aQVtbGyYmJujcubNc29ft27cPbdu2xZdffglHR0fUrVsXvXr1wooVKwAAYWFhmDt3Li5fvgyJRAKJRIKwsDAARQ/4+uyzz2Bubg59fX107NgRly9flut/7969aNasGbS0tFCrVi3MnTsX+fn5Zd7767p3746uXbuibt26qFu3LhYsWACpVIozZ84AKFrJFBQUhBkzZqB3795o2LAh1q9fj+zsbGzZskWur8uXL2PZsmUICQkp9/hUdao1+fTixQvExsaKy/sSEhIQGxuLpKQkvHjxAlOnTkV0dDQSExNx/PhxdO/eHaampvj0008BAAYGBhg5ciSmTJmCI0f+j707D6/p2v84/jlJyDyYMtA0CQk1RERTY6+hFUFrKEXpINWipVVTqTm0tLSKUqUT7u2AtrimayilXPNUYxUN2kpEkUQSiQzn94efcx2JSMg5J+H9ep48zVl77b2/e8XlyeeutfZ67du3T88995xCQ0NNb78DAAAAANjOyvOJith2RJ32n9SrR06r0/6Tith2RCvPJ1rkfm5ubnJzc9PSpUvNXjR1o127dkmS5s6dq7i4ONPnlJQUtWnTRj/++KP27dunqKgotW3bVmfOnMn3nuPGjVOXLl104MABtWnTRs8+++wtZ1kdPHhQUVFR6tixow4cOKCFCxdqy5Yteu211yRJu3fvVv/+/TV+/HgdO3ZMq1evVpMmTSRdm2zRrVs39ezZU0ePHtXGjRvVsWNHGW8R5vn6+urw4cM6dOhQnse7du2qwYMHq2bNmoqLi1NcXJy6du0qo9GoJ554QvHx8Vq1apX27NmjunXr6vHHHzc915o1a/Tcc8+pf//+OnLkiObMmaN58+ZpwoQJ+Y7VrWRnZ2vBggVKTU01LY2MjY1VfHy82UvGHB0d1bRpU23dutXUlpaWpm7dumnmzJny9fW9o/vDsmwaPu3evVvh4eEKDw+XJA0aNEjh4eEaM2aM7O3tdfDgQbVv315Vq1ZVjx49VLVqVW3bts1sat3UqVPVoUMHdenSRY0bN5aLi4uWL18ue3t7Wz0WAAAAAEDXgqeXD51SXIb5W//iMzL18qFTFgmgHBwcNG/ePM2fP19eXl5q3LixRowYoQMHDpj6XF865+XlJV9fX9PnsLAw9enTR6GhoQoJCdE777yjypUr33YmU3R0tLp166bg4GBNnDhRqamp2rlzZ55933//fXXv3l0DBgxQSEiIGjVqpI8++kj//Oc/lZ6erjNnzsjV1VVPPvmkAgICFB4erv79+0u6Fj5lZWWpY8eOCgwMVGhoqPr27Ss3N7c87/X666/rkUceUWhoqAIDA/XMM8/oyy+/NIVyzs7OcnNzk4ODg3x9feXr6ytnZ2f99NNPOnjwoL777jtFREQoJCREH3zwgby8vPT9999LkiZMmKC33npLPXr0UOXKlRUZGam3335bc+bMKcRP61oY5+bmJkdHR73yyitasmSJatSoIUmmF4n5+PiYnXPzS8YGDhyoRo0aqX379oW6N6zHpns+NWvW7JYJrXQtSb0dJycnzZgxwzRtEAAAAABge9lGo0Yd/0t5/cZnlGSQNPr4X2pV3lP2RbxPT6dOnfTEE09o8+bN2rZtm1avXq3Jkyfr888/V3R09C3PS01N1bhx47RixQqdPXtWWVlZunLlym1nPtWuXdv0vaurq9zd3ZWQkJBn3z179ujEiRP6+uuvTW1Go1E5OTmKjY1VZGSkAgICVLlyZbVq1UqtWrUyLekLCwvT448/rtDQUEVFRally5Z6+umnc70B/sZaVq5cqZMnT+qnn37S9u3bNXjwYE2fPl3btm275dve9+zZo5SUFJUrV86s/cqVKzp58qSpz65du8xmOmVnZys9PV1paWkFfpN8tWrVtH//fiUmJuqHH35Qjx49tGnTJlMAJSnXPk43vmRs2bJl2rBhg/bt21eg+8E2StSeTwAAAACAkmF7YkquGU83Mko6m5Gp7YkpFrm/k5OTIiMjNWbMGG3dulXR0dEaO3Zsvue8+eab+uGHHzRhwgRt3rxZ+/fvV2hoqK5evZrveTdvLG8wGJSTk5Nn35ycHPXp08e0Bc3+/fv1yy+/6Pjx46pSpYrc3d21d+9effvtt/Lz89OYMWMUFhamxMRE2dvba926dfrPf/6jGjVqaMaMGapWrZpiY2Pzra9KlSp6+eWX9fnnn2vv3r06cuSIFi5ceMv+OTk58vPzM6tx//79OnbsmN58801Tn3HjxpkdP3jwoI4fPy4nJ6d867lR6dKlFRwcrIiICL377rsKCwvT9OnTJcm0hO7GWU7StZeMXZ8NtWHDBp08eVJeXl5ycHCQg8O1OTadOnVSs2bNClwHLKtEve0OAAAAAFAyJFwt2MbTBe13t2rUqKGlS5eaPpcqVUrZ2dlmfTZv3qzo6GjTPsMpKSk6depUkdZRt25dHT582PSGt7w4ODioRYsWatGihcaOHSsvLy9t2LBBHTt2lMFgUOPGjdW4cWONGTNGAQEBWrJkiQYNGlSg+wcGBsrFxcW0SXnp0qVzjUPdunUVHx8vBwcH02bseT3HsWPH8n2OO2E0Gk3LAoOCguTr66t169aZtuu5evWqNm3apEmTJkmS3nrrLb388stm1wgNDdXUqVPVtm3bIq0Nd47wCQAAAABQ5LxLF+zXzYL2K6gLFy6oc+fO6tmzp2rXri13d3ft3r1bkydPNtsTKDAwUOvXr1fjxo3l6OioMmXKKDg4WIsXL1bbtm1lMBg0evToW85gulPDhg1TgwYN1K9fP/Xq1Uuurq46evSo1q1bpxkzZmjFihX6/fff1aRJE5UpU0arVq1STk6OqlWrph07dmj9+vVq2bKlvL29tWPHDp0/f17Vq1fP814xMTFKS0tTmzZtFBAQoMTERH300UfKzMxUZGSkaRyuv/zrgQcekLu7u1q0aKGGDRuqQ4cOmjRpkqpVq6azZ89q1apV6tChgyIiIjRmzBg9+eST8vf3V+fOnWVnZ6cDBw7o4MGDeueddwo0FiNGjFDr1q3l7++vy5cva8GCBdq4caNWr14t6doMsgEDBmjixIkKCQlRSEiIJk6cKBcXF3Xv3l2STHtV3ezBBx9UUFDQnfyIYAGETwAAAACAItfAy01+jqUUn5GZ575PBkl+jqXUwCvvzbLvlJubm+rXr6+pU6fq5MmTyszMlL+/v3r16qURI0aY+k2ZMkWDBg3SZ599pkqVKunUqVOaOnWqevbsqUaNGql8+fIaNmyYkpOTi7S+2rVra9OmTRo5cqT+8Y9/yGg0qkqVKuratauka5ugL168WDExMUpPT1dISIi+/fZb1axZU0ePHtXPP/+sadOmKTk5WQEBAZoyZYpat26d572aNm2qjz/+WC+88ILOnTunMmXKKDw8XGvXrlW1atUkXVuetnjxYjVv3lyJiYmaO3euoqOjtWrVKo0cOVI9e/bU+fPn5evrqyZNmpiWu0VFRWnFihUaP368Jk+erFKlSumhhx7KNQspP+fOndPzzz+vuLg4eXp6qnbt2lq9erUpGJOkoUOH6sqVK+rbt68uXbqk+vXra+3atWYvIkPxZzDmt+P3fSI5OVmenp5KSkqSh4dHgc/LzMzUqlWr1KZNm1xrfGEZjLn1MebWx5hbH2NuG4y79THm1seYW19xG/M7/V2jOEhPT1dsbKyCgoIKtYfPja6/7U6SWQB1ffvoz2sF6okKXndTJgAbKczfEWw4DgAAAACwiCcqeOnzWoHydTQPAv0cSxE8AfcRlt0BAAAAACzmiQpealXeU9sTU5RwNUvepR3UwMtN9gbD7U8GcE8gfAIAAAAAWJS9waDGZdijB7hfsewOAAAAAAAAFkP4BAAAAAAAAIshfAIAAAAAAIDFED4BAAAAAADAYgifAAAAAAAAYDGETwAAAAAAALAYwicAAAAAAAooMDBQ06ZNK3D/jRs3ymAwKDEx0WI1FVcGg0FLly61dRkoBgifAAAAAAD3lISEBPXp00cPPvigHB0d5evrq6ioKG3bts3U506DkV27dql3795FWK1l/fDDD6pfv748PT3l7u6umjVravDgwabjMTExqlOnjk1q++STT1S7dm15eHjIw8NDDRs21H/+8x+zPosXL1ZUVJTKly8vg8Gg/fv353mtbdu26bHHHpOrq6u8vLzUrFkzXblyxQpPgYJwsHUBAAAAAAAUpU6dOikzM1Pz589X5cqVde7cOa1fv14XL16862tXqFChCCq0jh9//FHPPPOMJk6cqHbt2slgMOjIkSNav369rUuTJD3wwAN67733FBwcLEmaP3++2rdvr3379qlmzZqSpNTUVDVu3FidO3dWr1698rzOtm3b1KpVKw0fPlwzZsxQ6dKl9csvv8jOjvk2xQU/CQAAAACARWXnGLXt5AX9e/9f2nbygrJzjBa7V2JiorZs2aJJkyapefPmCggIUL169TR8+HA98cQTkq4tnZOkp556SgaDwfT55MmTat++vXx8fOTm5qZHHnlEP/74o9n1b152ZzAY9Pnnn+upp56Si4uLQkJCtGzZsnxr3Lp1q5o0aSJnZ2f5+/urf//+Sk1NNR2fNWuWQkJC5OTkJB8fHz399NOmY99//71CQ0Pl7OyscuXKqUWLFmbn3mjFihV69NFH9eabb6patWqqWrWqOnTooBkzZkiS5s2bp3HjxumXX36RwWCQwWDQvHnzJElJSUnq3bu3vL295eHhoccee0y//PKL2fWXL1+uhx9+WE5OTqpcubLGjRunrKysfJ/9Rm3btlWbNm1UtWpVVa1aVRMmTJCbm5u2b99u6vP8889rzJgxatGixS2vM3DgQPXv319vvfWWatasqZCQED399NNydHQscC2wLMInAAAAAIDFrD4Up0cnbVC3z7brjQX71e2z7Xp00gatPhRnkfu5ubnJzc1NS5cuVUZGRp59du3aJUmaO3eu4uLiTJ9TUlLUpk0b/fjjj9q3b5+ioqLUtm1bnTlzJt97jhs3Tl26dNGBAwfUpk0bPfvss7ecZXXw4EFFRUWpY8eOOnDggBYuXKgtW7botddekyTt3r1b/fv31/jx43Xs2DGtXr1aTZo0kSTFxcWpW7du6tmzp44ePaqNGzeqY8eOMhrzDvN8fX11+PBhHTp0KM/jXbt21eDBg1WzZk3FxcUpLi5OXbt2ldFo1BNPPKH4+HitWrVKe/bsUd26dfX444+bnmvNmjV67rnn1L9/fx05ckRz5szRvHnzNGHChHzH6lays7O1YMECpaamqmHDhgU+LyEhQTt27JC3t7caNWokHx8fNW3aVFu2bLmjOmAZhE8AAAAAAItYfShOr361V3FJ6Wbt8UnpevWrvRYJoBwcHDRv3jzNnz9fXl5eaty4sUaMGKEDBw6Y+lxfOufl5SVfX1/T57CwMPXp00ehoaEKCQnRO++8o8qVK992JlN0dLS6deum4OBgTZw4Uampqdq5c2eefd9//311795dAwYMUEhIiBo1aqSPPvpI//znP5Wenq4zZ87I1dVVTz75pAICAhQeHq7+/ftLuhY+ZWVlqWPHjgoMDFRoaKj69u0rNze3PO/1+uuv65FHHlFoaKgCAwP1zDPP6MsvvzSFcs7OznJzc5ODg4N8fX3l6+srZ2dn/fTTTzp48KC+++47RUREKCQkRB988IG8vLz0/fffS5ImTJigt956Sz169FDlypUVGRmpt99+W3PmzCnET+taGOfm5iZHR0e98sorWrJkiWrUqFHg83///XdJ1/au6tWrl1avXm0Kyo4fP16oWmA5hE8AAAAAgCKXnWPUuOVHlNecnOtt45YfscgSvE6dOuns2bNatmyZoqKitHHjRtWtW9e0pOxWUlNTNXToUNWoUUNeXl5yc3PTr7/+etuZT7Vr1zZ97+rqKnd3dyUkJOTZd8+ePZo3b55phpabm5uioqKUk5Oj2NhYRUZGKiAgQJUrV9bzzz+vr7/+WmlpaZKuhWOPP/64QkND1blzZ3322We6dOnSLetydXXVypUrdeLECY0aNUpubm4aPHiw6tWrZ7rmrWpMSUlRuXLlzOqMjY3VyZMnTX3Gjx9vdrxXr16Ki4vL99o3q1atmvbv36/t27fr1VdfVY8ePXTkyJECn5+TkyNJ6tOnj1588UWFh4dr6tSpqlatmr788ssCXweWxYbjAAAAAIAitzP2Yq4ZTzcySopLStfO2ItqWKVckd/fyclJkZGRioyM1JgxY/Tyyy9r7Nixio6OvuU5b775ptasWaMPPvhAwcHBcnZ21tNPP62rV6/me69SpUqZfTYYDKZQ5GY5OTnq06ePaTbTjR588EGVLl1ae/fu1caNG7V27VqNGTNGMTEx2rVrl7y8vLRu3Tpt3bpVa9eu1YwZMzRy5Ejt2LFDQUFBt6yvSpUqqlKlil5++WWNHDlSVatW1cKFC/Xiiy/eskY/Pz9t3Lgx1zEvLy9Tn3Hjxqljx465+jg5Od2ylpuVLl3atOF4RESEdu3apenTpxd4BpWfn58k5ZotVb169duGhrAewicAAAAAQJFLuHzr4OlO+t2tGjVqaOnSpabPpUqVUnZ2tlmfzZs3Kzo6Wk899ZSka3tAnTp1qkjrqFu3rg4fPmwKXPLi4OCgFi1aqEWLFho7dqy8vLy0YcMGdezYUQaDQY0bN1bjxo01ZswYBQQEaMmSJRo0aFCB7h8YGCgXFxfTJuWlS5fONQ5169ZVfHy8HBwcTJux5/Ucx44dy/c57oTRaLzlXl15CQwMVMWKFXXs2DGz9t9++02tW7cu0tpw5wifAAAAAABFztu9YLNfCtqvoC5cuKDOnTurZ8+eql27ttzd3bV7925NnjxZ7du3N/ULDAzU+vXr1bhxYzk6OqpMmTIKDg7W4sWL1bZtWxkMBo0ePfqWM5ju1LBhw9SgQQP169dPvXr1kqurq44ePap169ZpxowZWrFihX7//Xc1adJEZcqU0apVq5STk6Nq1appx44dWr9+vVq2bClvb2/t2LFD58+fV/Xq1fO8V0xMjNLS0tSmTRsFBAQoMTFRH330kTIzMxUZGWkah9jYWO3fv18PPPCA3N3d1aJFCzVs2FAdOnTQpEmTVK1aNZ09e1arVq1Shw4dFBERoTFjxujJJ5+Uv7+/OnfuLDs7Ox04cEAHDx7UO++8U6CxGDFihFq3bi1/f39dvnxZCxYs0MaNG7V69WpTn4sXL+rMmTM6e/asJJlCput7VBkMBr355psaO3aswsLCVKdOHc2fP1+//vqraX8q2B7hEwAAAACgyNULKis/TyfFJ6Xnue+TQZKvp5PqBZUt0vu6ubmpfv36mjp1qk6ePKnMzEz5+/urV69eGjFihKnflClTNGjQIH322WeqVKmSTp06palTp6pnz55q1KiRypcvr2HDhik5OblI66tdu7Y2bdqkkSNH6h//+IeMRqOqVKmirl27Srq2rG3x4sWKiYlRenq6QkJC9O2336pmzZo6evSofv75Z02bNk3JyckKCAjQlClTbjnDp2nTpvr444/1wgsv6Ny5cypTpozCw8O1du1aVatWTdK1/bEWL16s5s2bKzExUXPnzlV0dLRWrVqlkSNHqmfPnjp//rx8fX3VpEkT+fj4SJKioqK0YsUKjR8/XpMnT1apUqX00EMP6eWXXy7wWJw7d07PP/+84uLi5Onpqdq1a2v16tWmYEySli1bZrY88JlnnpEkjR07VjExMZKkAQMGKD09XQMHDtTFixcVFhamdevWqUqVKgX/wcCiDMZbvZPxPpKcnCxPT08lJSXJw8OjwOdlZmZq1apVatOmTa41vrAMxtz6GHPrY8ytjzG3Dcbd+hhz62PMra+4jfmd/q5RHKSnpys2NlZBQUGF2sPnRtffdifJLIAy/P9/P3murlrV8ru7QgHYRGH+juBtdwAAAAAAi2hVy0+fPFdXvp7mv5j6ejoRPAH3EZbdAQAAAAAsplUtP0XW8NXO2ItKuJwub/drS+3s7Qy3PxnAPYHwCQAAAABgUfZ2BjWsUs7WZQCwEZbdAQAAAAAAwGIInwAAAAAAAGAxhE8AAAAAAACwGMInAAAAAAAAWAzhEwAAAAAAACyG8AkAAAAAAAAWQ/gEAAAAAAAAiyF8AgAAAADcV2JiYlSnTh2r3KtZs2YaMGCAVe6Vl9GjR6t37942u/910dHR6tChg0XvkZGRoQcffFB79uyx6H1QeIRPAAAAAIB7hsFgyPcrOjpaQ4YM0fr1603nWDIYWbx4sd5++22LXPt2zp07p+nTp2vEiBFm7fHx8XrjjTcUHBwsJycn+fj46NFHH9Xs2bOVlpZmk1oLIjo6OtfPs0GDBqbjjo6OGjJkiIYNG2bDKpEXB1sXAAAAAAC4x+VkS6e3SinnJDcfKaCRZGdvkVvFxcWZvl+4cKHGjBmjY8eOmdqcnZ3l5uYmNzc3i9z/ZmXLlrXKffLyxRdfqGHDhgoMDDS1/f7772rcuLG8vLw0ceJEhYaGKisrS7/99pu+/PJLVaxYUe3atcvzepmZmSpVqpSVqs9bq1atNHfuXNPn0qVLmx1/9tln9eabb+ro0aOqXr26tcvDLTDzCQAAAABgOUeWSdNqSfOflH546dp/p9W61m4Bvr6+pi9PT08ZDIZcbTcuu4uJidH8+fP173//2zSbZuPGjZKkYcOGqWrVqnJxcVHlypU1evRoZWZmmu51/Tr/+te/FBgYKE9PTz3zzDO6fPmyqc/Ny+4MBoOWLl1qVrOXl5fmzZsnSTp16pQMBoMWLVqkf/zjH3J2dtYjjzyi3377Tbt27VJERITc3NzUqlUrnT9/Pt+xWLBgQa4gqW/fvnJwcNDu3bvVpUsXVa9eXaGhoerUqZNWrlyptm3bmtU6e/ZstW/fXq6urnrnnXeUnZ2tl156SUFBQXJ2dla1atU0ffp0s3tkZ2dr0KBB8vLyUrly5TR06FAZjUazPkajUZMnT1blypXl7OyssLAwff/99/k+j3RtdtONP8+bw71y5cqpUaNG+vbbb297LVgP4RMAAAAAwDKOLJMWvSAlnzVvT4671m6hAKowhgwZoi5duqhVq1aKi4tTXFycGjVqJElyd3fXvHnzdOTIEU2fPl2fffaZpk6danb+yZMntXTpUq1YsUIrVqzQpk2b9N577911XWPHjtWoUaO0d+9eOTg4qFu3bho6dKimT5+uzZs36+TJkxozZswtz7906ZIOHTqkiIgIU9uFCxe0du1a9evXT66urnmeZzAYctXRvn17HTx4UD179lROTo4eeOABLVq0SEeOHNGYMWM0YsQILVq0yHTOlClT9OWXX+qLL77Qli1bdPHiRS1ZssTsuqNGjdLcuXP1ySef6PDhwxo4cKCee+45bdq0Kd9x2bhxo7y9vVW1alX16tVLCQkJufrUq1dPmzdvzvc6sC6W3QEAAAAAil5OtrR6mCRjHgeNkgzS6rekh56w2BK8gnBzc5Ozs7MyMjLk6+trdmzUqFGm7wMDAzV48GAtXLhQQ4cONbXn5ORo3rx5cnd3lyQ9//zzWr9+vSZMmHBXdQ0ZMkRRUVGSpDfeeEPdunXT+vXr1bhxY0nSSy+9ZJotlZfTp0/LaDSqYsWKprYTJ07IaDSqWrVqZn3Lly+v9PR0SVK/fv00adIk07Hu3burZ8+eZv3HjRtn+j4oKEhbt27VokWL1KVLF0nStGnTNHz4cHXq1EmSNHv2bK1Zs8Z0Tmpqqj788ENt2LBBDRs2lCRVrlxZW7Zs0Zw5c9S0adM8n6l169bq3LmzAgICFBsbq9GjR+uxxx7Tnj175OjoaOpXqVIlnTp16pZjA+sjfAIAAAAAFL3TW3PPeDJjlJL/utYv6B9WK6swvv/+e02bNk0nTpxQSkqKsrKy5OHhYdYnMDDQFDxJkp+fX56zcQqrdu3apu99fHwkSaGhoWZt+d3nypUrkiQnJ6dcx26e3bRz507l5OTo2WefVUZGhtmxG2dOXTd79mx9/vnnOn36tK5cuaKrV6+aljEmJSUpLi7OFCpJkoODgyIiIkxL744cOaL09HRFRkaaXffq1asKDw+/5TN17drV9H2tWrUUERGhgIAArVy5Uh07djQdc3Z2LtYbp9+PCJ8AAAAAAEUv5VzR9rOy7du365lnntG4ceMUFRUlT09PLViwQFOmTDHrd/MG3AaDQTk5Obe8rsFgyLX/0Y37SOV13eth0c1t+d2nfPnykq4tv6tQoYIkKTg4WAaDQb/++qtZ38qVK0u6Ftrc7ObleYsWLdLAgQM1ZcoUNWzYUO7u7nr//fe1Y8eOW9Zys+t1r1y5UpUqVTI7duMMptvx8/NTQECAjh8/btZ+8eJF0zOjeCB8AgAAAAAUPTefou1nQaVLl1Z2drZZ23//+18FBARo5MiRprbTp0/f9b0qVKhg9ka+48ePW2SWTpUqVeTh4aEjR46oatWqkq5txh0ZGamZM2fq9ddfv+W+T/nZvHmzGjVqpL59+5raTp48afre09NTfn5+2r59u5o0aSJJysrK0p49e1S3bl1JUo0aNeTo6KgzZ87ccoldQVy4cEF//PGH/Pz8zNoPHTqU7wwqWB8bjgMAAAAAil5AI8mjoiTDLToYJI9K1/rZWGBgoA4cOKBjx47p77//VmZmpoKDg3XmzBktWLBAJ0+e1EcffZRr0+w78dhjj2nmzJnau3evdu/erVdeeSXX7KmiYGdnpxYtWmjLli1m7bNmzVJWVpYiIiK0cOFCHT16VMeOHdNXX32lX3/9Vfb2+e+/FRwcrN27d2vNmjX67bffNHr0aO3atcuszxtvvKH33ntPS5Ys0a+//qq+ffsqMTHRdNzd3V1DhgzRwIEDNX/+fJ08eVL79u3Txx9/rPnz5+d535SUFA0ZMkTbtm3TqVOntHHjRrVt21bly5fXU089ZdZ38+bNatmyZSFGC5ZG+AQAAAAAKHp29lKr6xtX3xxA/f/nVu/ZdLPx63r16qVq1aopIiJCFSpU0H//+1+1b99eAwcO1GuvvaY6depo69atGj169F3fa8qUKfL391eTJk3UvXt3DRkyRC4uLkXwFLn17t1bCxYsMFueV6VKFe3bt08tWrTQ8OHDFRYWpoiICM2YMUNDhgzR22+/ne81X3nlFXXs2FFdu3ZV/fr1deHCBbNZUJI0ePBgvfDCC4qOjjYtzbs5IHr77bc1ZswYvfvuu6pevbqioqK0fPlyBQUF5Xlfe3t7HTx4UO3bt1fVqlXVo0cPVa1aVdu2bTPbc2vbtm1KSkrS008/XdjhggUZjDcvNr0PJScny9PTU0lJSbk2j8tPZmamVq1apTZt2lgkqUZujLn1MebWx5hbH2NuG4y79THm1seYW19xG/M7/V2jOEhPT1dsbKyCgoLy3LS6wI4su/bWuxs3H/eodC14qtHu7gvFLRmNRjVo0EADBgxQt27dbF2OVXTu3Fnh4eEaMWKErUu55xXm7wj2fAIAAAAAWE6NdtJDT1x7q13KuWt7PAU0KhYznu51BoNBn376qQ4cOGDrUqwiIyNDYWFhGjhwoK1LwU0InwAAAAAAlmVnLwX9w9ZV3JfCwsIUFhZm6zKswtHRUaNGjbJ1GcgDez4BAAAAAADAYgifAAAAAAAAYDGETwAAAAAAALAYwicAAAAAAABYDOETAAAAAAAALIbwCQAAAAAAABZD+AQAAAAAAACLIXwCAAAAANxXYmJiVKdOHavcq1mzZhowYIBV7pWX0aNHq3fv3ja7/3XR0dHq0KGDRe+RkZGhBx98UHv27LHofVB4hE8AAAAAgHuGwWDI9ys6OlpDhgzR+vXrTedYMhhZvHix3n77bYtc+3bOnTun6dOna8SIEWbt8fHxeuONNxQcHCwnJyf5+Pjo0Ucf1ezZs5WWlmaTWm8nMzNTw4YNU2hoqFxdXVWxYkW98MILOnv2rKmPo6OjhgwZomHDhtmwUuTFwdYFAAAAAADubdk52dqbsFfn086rgksF1fWuK3s7e4vcKy4uzvT9woULNWbMGB07dszU5uzsLDc3N7m5uVnk/jcrW7asVe6Tly+++EINGzZUYGCgqe33339X48aN5eXlpYkTJyo0NFRZWVn67bff9OWXX6pixYpq165dntfLzMxUqVKlrFS9ubS0NO3du1ejR49WWFiYLl26pAEDBqhdu3bavXu3qd+zzz6rN998U0ePHlX16tVtUityY+YTAAAAAMBifjz9o6J+iFLPNT01bPMw9VzTU1E/ROnH0z9a5H6+vr6mL09PTxkMhlxtNy67i4mJ0fz58/Xvf//bNDtq48aNkqRhw4apatWqcnFxUeXKlTV69GhlZmaa7nX9Ov/6178UGBgoT09PPfPMM7p8+bKpz83L7gwGg5YuXWpWs5eXl+bNmydJOnXqlAwGgxYtWqR//OMfcnZ21iOPPKLffvtNu3btUkREhNzc3NSqVSudP38+37FYsGBBriCpb9++cnBw0O7du9WlSxdVr15doaGh6tSpk1auXKm2bdua1Tp79my1b99erq6ueuedd5Sdna2XXnpJQUFBcnZ2VrVq1TR9+nSze2RnZ2vQoEHy8vJSuXLlNHToUBmNRrM+RqNRkydPVuXKleXs7KywsDB9//33t3wWT09PrVu3Tl26dFG1atXUoEEDzZgxQ3v27NGZM2dM/cqVK6dGjRrp22+/zXdsYF2ETwAAAAAAi/jx9I8atHGQzqWdM2tPSEvQoI2DLBZAFcaQIUPUpUsXtWrVSnFxcYqLi1OjRo0kSe7u7po3b56OHDmi6dOn67PPPtPUqVPNzj958qSWLl2qFStWaMWKFdq0aZPee++9u65r7NixGjVqlPbu3SsHBwd169ZNQ4cO1fTp07V582adPHlSY8aMueX5ly5d0qFDhxQREWFqu3DhgtauXat+/frJ1dU1z/MMBkOuOtq3b6+DBw+qZ8+eysnJ0QMPPKBFixbpyJEjGjNmjEaMGKFFixaZzpkyZYq+/PJLffHFF9qyZYsuXryoJUuWmF131KhRmjt3rj755BMdPnxYAwcO1HPPPadNmzYVeIySkpJkMBjk5eVl1l6vXj1t3ry5wNeB5bHsDgAAAABQ5LJzsvXezvdklDHXMaOMMsigSTsnqbl/c4stwSsINzc3OTs7KyMjQ76+vmbHRo0aZfo+MDBQgwcP1sKFCzV06FBTe05OjubNmyd3d3dJ0vPPP6/169drwoQJd1XXkCFDFBUVJUl644031K1bN61fv16NGzeWJL300kum2VJ5OX36tIxGoypWrGhqO3HihIxGo6pVq2bWt3z58kpPT5ck9evXT5MmTTId6969u3r27GnWf9y4cabvg4KCtHXrVi1atEhdunSRJE2bNk3Dhw9Xp06dJEmzZ8/WmjVrTOekpqbqww8/1IYNG9SwYUNJUuXKlbVlyxbNmTNHTZs2ve34pKen66233lL37t3l4eFhdqxSpUo6derUba8B6yF8AgAAAHBvyMmWTm+79v3pbVLlxpINQ4373d6EvblmPN3IKKPi0+K1N2GvHvF9xIqVFdz333+vadOm6cSJE0pJSVFWVlauoCMwMNAUPEmSn5+fEhIS7vretWvXNn3v4+MjSQoNDTVry+8+V65ckSQ5OTnlOnbz7KadO3cqJydHzz77rDIyMsyO3Thz6rrZs2fr888/1+nTp3XlyhVdvXrVtIwxKSlJcXFxplBJkhwcHBQREWFaenfkyBGlp6crMjLS7LpXr15VeHj4LZ/puszMTD3zzDPKycnRrFmzch13dnYuthun368InwAAAACUfEeWSauHSSkXpbBPpW86S25lpVaTpBp5b54Myzqflv9+RIXtZ23bt2/XM888o3HjxikqKkqenp5asGCBpkyZYtbv5g24DQaDcnJybnldg8GQa/+jG/eRyuu618Oim9vyu0/58uUlXVt+V6FCBUlScHCwDAaDfv31V7O+lStXlnQttLnZzcvzFi1apIEDB2rKlClq2LCh3N3d9f7772vHjh23rOVm1+teuXKlKlWqZHbM0dEx33MzMzPVpUsXxcbGasOGDbnCQEm6ePGi6ZlRPLDnEwAAAICS7cgyadELUvJZ8/bkuGvtR5bZpq77XAWXgv3yX9B+llS6dGllZ2ebtf33v/9VQECARo4cqYiICIWEhOj06dN3fa8KFSqYvZHv+PHjFpmlU6VKFXl4eOjIkSOmtnLlyikyMlIzZ85UamrqHV138+bNatSokfr27avw8HAFBwfr5MmTpuOenp7y8/PT9u3bTW1ZWVnas2eP6XONGjXk6OioM2fOKDg42OzL39//lve+HjwdP35cP/74o8qVK5dnv0OHDhVoBhWsh/AJAAAAQMmVk31txlMe+wqZ2la/da0frKqud135uPjIIEOexw0yyNfFV3W961q5stwCAwN14MABHTt2TH///bcyMzMVHBysM2fOaMGCBTp58qQ++uijXJtm34nHHntMM2fO1N69e7V792698soruWZPFQU7Ozu1aNFCW7ZsMWufNWuWsrKyFBERoYULF+ro0aM6duyYvvrqK/3666+yt89/qWpwcLB2796tNWvW6LffftPo0aO1a9cusz5vvPGG3nvvPS1ZskS//vqr+vbtq8TERNNxd3d3DRkyRAMHDtT8+fN18uRJ7du3Tx9//LHmz5+f532zsrL09NNPa/fu3fr666+VnZ2t+Ph4xcfH6+rVq2Z9N2/erJYtWxZitGBphE8AAAAASq7TW3PPeDJjlJL/utYPVmVvZ6+36r0lSbkCqOufh9UbZtPNxq/r1auXqlWrpoiICFWoUEH//e9/1b59ew0cOFCvvfaa6tSpo61bt2r06NF3fa8pU6bI399fTZo0Uffu3TVkyBC5uLgUwVPk1rt3by1YsMBseV6VKlW0b98+tWjRQsOHD1dYWJgiIiI0Y8YMDRkyRG+//Xa+13zllVfUsWNHde3aVfXr19eFCxfUt29fsz6DBw/WCy+8oOjoaNPSvKeeesqsz9tvv60xY8bo3XffVfXq1RUVFaXly5crKCgoz/v++eefWrZsmf7880/VqVNHfn5+pq+tW//3v+9t27YpKSlJTz/9dGGHCxZkMN682PQ+lJycLE9PTyUlJeW5XvRWMjMztWrVKrVp08YiSTVyY8ytjzG3Psbc+hhz22DcrY8xtz7G3AoOfi/98JLpY6adk1aFfao2v/RWqZz0//Xr9IUUav1fRu/0d43iID09XbGxsQoKCspz0+qC+vH0j3pv53tmm4/7uvhqWL1hahHQoihKxS0YjUY1aNBAAwYMULdu3WxdjlV07txZ4eHhGjFihK1LuecV5u8INhwHAAAAUHK5+RRtPxS5FgEt1Ny/ufYm7NX5tPOq4FJBdb3rFosZT/c6g8GgTz/9VAcOHLB1KVaRkZGhsLAwDRw40Nal4CaETwAAAABKroBGkkfFa5uL57nvk+Ha8YBG1q4MN7C3s9cjvo/Yuoz7UlhYmMLCwmxdhlU4Ojpq1KhRti4DeWDPJwAAAAAll5291GrS/3+4eWPr///c6r1r/QAANkH4BAAAAKBkq9FO6vJPycPPvN2j4rX2Gu1sUxcAQJKNw6eff/5Zbdu2VcWKFWUwGLR06VLTsczMTA0bNkyhoaFydXVVxYoV9cILL+jsWfM3WTRr1kwGg8Hs65lnnrHykwAAAACwqRrtpAGHpO7fXfvc/TtpwEGCJwAoBmwaPqWmpiosLEwzZ87MdSwtLU179+7V6NGjtXfvXi1evFi//fab2rXL/Y9Hr169FBcXZ/qaM2eONcoHAAAAUJzY2UsBDa99H9CQpXYAUEzYdMPx1q1bq3Xr1nke8/T01Lp168zaZsyYoXr16unMmTN68MEHTe0uLi7y9fW1aK0AAAAAAAAovBK151NSUpIMBoO8vLzM2r/++muVL19eNWvW1JAhQ3T58mXbFAgAAAAAAAAzNp35VBjp6el666231L17d3l4eJjan332WQUFBcnX11eHDh3S8OHD9csvv+SaNXWjjIwMZWRkmD4nJydLurbPVGZmZoFrut63MOfg7jDm1seYWx9jbn2MuW0w7tbHmFsfY259xW3Mi0sdAGBLBqPRaLR1EZJkMBi0ZMkSdejQIdexzMxMde7cWWfOnNHGjRvNwqeb7dmzRxEREdqzZ4/q1q2bZ5+YmBiNGzcuV/s333wjFxeXO34GAAAAALhRWlqaunfvrqSkpHx/jymO0tPTFRsbq6CgIDk5Odm6nEKJjo7W/PnzTZ/Lli2rRx55RJMnT1bt2rVtWBlw7yjM3xHFfuZTZmamunTpotjYWG3YsOG2f2HXrVtXpUqV0vHjx28ZPg0fPlyDBg0yfU5OTpa/v79atmxZqH8QMjMztW7dOkVGRqpUqVIFPg93jjG3Psbc+hhz62PMbYNxtz7G3PoYc+srbmN+fZXF/c6Yna203XuUdf68HCpUkEvEwzLYW3ZD+FatWmnu3LmSpPj4eI0aNUpPPvmkzpw5k2f/zMzMYvFnBrgXFevw6XrwdPz4cf30008qV67cbc85fPiwMjMz5efnd8s+jo6OcnR0zNVeqlSpO/rL5k7Pw51jzK2PMbc+xtz6GHPbYNytjzG3Psbc+orLmBeHGmwtee1anZv4rrLi401tDr6+8hkxXB4tW1rsvo6OjqYXU/n6+mrYsGFq0qSJzp8/r9TUVAUFBWnhwoWaNWuWtm/frk8++UTt2rXTa6+9ps2bN+vixYuqUqWKRowYoW7dupmu+/3332vcuHE6ceKEXFxcFB4ern//+99ydXXVxo0bNXToUB0+fFilSpVSzZo19c033yggIMBizwmUBIUKn4xGozZt2qTNmzfr1KlTSktLU4UKFRQeHq4WLVrI39+/UDdPSUnRiRMnTJ9jY2O1f/9+lS1bVhUrVtTTTz+tvXv3asWKFcrOzlb8//9lVbZsWZUuXVonT57U119/rTZt2qh8+fI6cuSIBg8erPDwcDVu3LhQtQAAAAAAilby2rX6640B0k27vWSdO3etffo0iwZQ16WkpOjrr79WcHCwypUrp9TUVEnSsGHDNGXKFM2dO1eOjo5KT0/Xww8/rGHDhsnDw0MrV67U888/r8qVK6t+/fqKi4tTt27dNHnyZD311FO6fPmyNm/eLKPRqKysLHXo0EG9evXSt99+q6tXr2rnzp0yGAwWfz6guCtQ+HTlyhVNnTpVs2bN0oULFxQWFqZKlSrJ2dlZJ06c0NKlS9WrVy+1bNlSY8aMUYMGDQp08927d6t58+amz9eXwvXo0UMxMTFatmyZJKlOnTpm5/30009q1qyZSpcurfXr12v69OlKSUmRv7+/nnjiCY0dO1b2Fp7CCQAAAAC4NWN2ts5NfDdX8HTtoFEyGHRu4rtyf/xxiyzBW7Fihdzc3CRJqamp8vPz04oVK2Rn97+Xvg8YMEAdO3Y0O2/IkCGm719//XWtXr1a3333nSl8ysrKUseOHU2zmUJDQyVJFy9eVFJSkp588klVqVJFklS9evUify6gJCpQ+FS1alXVr19fs2fPVlRUVJ5TR0+fPq1vvvlGXbt21ahRo9SrV6/bXrdZs2bKb7/z2+2F7u/vr02bNt3+AQAAAAAAVpW2e4/ZUrtcjEZlxccrbfceudavV+T3b968uT755BNJ14KhWbNmqXXr1tq5c6epT0REhNk52dnZeu+997Rw4UL99ddfpjelu7q6SpLCwsL0+OOPKzQ0VFFRUWrZsqWefvpplSlTRmXLllV0dLSioqIUGRmpFi1aqEuXLvluCQPcL+xu30X6z3/+o++//15PPvnkLdcsBwQEaPjw4Tp+/LiaNWtWlDUCAAAAAEqYrPPni7RfYbm6uio4OFjBwcGqV6+evvjiC6Wmpuqzzz4z63OjKVOmaOrUqRo6dKg2bNig/fv3KyoqSlevXpUk2dvba926dfrPf/6jGjVqaMaMGapWrZpiY2MlSXPnztW2bdvUqFEjLVy4UFWrVtX27dst8nxASVKg8KlWrVoFvmDp0qUVEhJyxwUBAAAAAEo+hwoVirTf3TIYDLKzs9OVK1du2Wfz5s1q3769nnvuOYWFhaly5co6fvx4rus0btxY48aN0759+1S6dGktWbLEdDw8PFzDhw/X1q1bVatWLX3zzTcWeyagpCjQsrsDBw6oVq1asrOz04EDB/LtW7t27SIpDAAAAABQcrlEPCwHX19lnTuX975PBoMcfHzkEvGwRe6fkZFhemnVpUuXNHPmTKWkpKht27a3PCc4OFg//PCDtm7dqjJlyujDDz9UfHy8ae+mHTt2aP369WrZsqW8vb21Y8cOnT9/XtWrV1dsbKw+/fRTtWvXThUrVtSxY8f022+/6YUXXrDI8wElSYHCpzp16ig+Pl7e3t6qU6eODAaD2X5M1z8bDAZlZ2dbrFgAAAAAQMlgsLeXz4jh195qZzCYB1D//wY4nxHDLbLZuCStXr3atN+Su7u7HnroIX333Xdq1qyZTp06lec5o0ePVmxsrKKiouTi4qLevXurQ4cOSkpKkiR5eHjo559/1rRp05ScnKyAgABNmTJFrVu31rlz5/Trr79q/vz5unDhgvz8/PTaa6+pT58+Fnk+oCQpUPgUGxurCv8/FfL6WlYAAAAAAPLj0bKlNH2azk1812zzcQcfH/mMGH7tuAXMmzdP8+bNu+XxwMDAPF9wVbZsWS1duvSW51WvXl2rV6/O85iPj4/Z8jsA/1Og8On6KyRv/h4AAAAAgPx4tGwp98cfv/b2u/Pn5VChglwiHrbYjCcAxU+BNhy/0fz587Vy5UrT56FDh8rLy0uNGjXS6dOni7Q4AAAAAEDJZ7C3l2v9evJ88gm51q9H8ATcZwodPk2cOFHOzs6SpG3btmnmzJmaPHmyypcvr4EDBxZ5gQAAAAAAACi5CrTs7kZ//PGHgoODJUlLly7V008/rd69e6tx48Zq1qxZUdcHAAAAAACAEqzQM5/c3Nx04cIFSdLatWvVokULSZKTk5OuXLlStNUBAAAAAACgRCv0zKfIyEi9/PLLCg8P12+//aYnnnhCknT48GEFBgYWdX0AAAAAAAAowQo98+njjz9Ww4YNdf78ef3www8qV66cJGnPnj3q1q1bkRcIAAAAAACAkqvQM59cXFw0c+bMXO3jxo3T33//XSRFAQAAAAAA4N5Q6JlPXbp0UU5OTq72c+fOseE4AAAAAAAAzBQ6fIqLi9NLL71k1hYfH69mzZrpoYceKrLCAAAAAAAAUPIVOnxatWqVdu7cqYEDB0qS/vrrLzVt2lShoaFatGhRkRcIAAAAAEBhxcfH6/XXX1flypXl6Ogof39/tW3bVuvXr7d1acB9p9B7PpUrV05r1qzRo48+KklauXKl6tatq6+//lp2doXOsgAAAAAA97icHKPijicqNTlDrh6O8gvxkp2dwWL3O3XqlBo3biwvLy9NnjxZtWvXVmZmptasWaN+/frp119/tdi975bRaFR2drYcHAr96zpQbN1RWvTAAw9o3bp1+uabb1SvXj19++23sre3L+raAAAAAAAl3Ml9CfrniK1aOnWf1n1xREun7tM/R2zVyX0JFrtn3759ZTAYtHPnTj399NOqWrWqatasqUGDBmn79u2SpDNnzqh9+/Zyc3OTh4eHunTponPnzpmuERMTozp16mjOnDny9/eXi4uLOnfurMTERFOf6OhodejQQePGjZO3t7c8PDzUp08fXb161dTHaDRq8uTJqly5spydnRUWFqbvv//edHzjxo0yGAxas2aNIiIi5OjoqM2bN1tsbABbKFCUWqZMGRkMuVPptLQ0LV++XOXKlTO1Xbx4seiqAwAAAACUWCf3JWj1nEO52lMTM7R6ziG16lNLVcK9i/SeFy9e1OrVqzVhwgS5urrmOu7l5SWj0agOHTrI1dVVmzZtUlZWlvr27auuXbtq48aNpr4nTpzQokWLtHz5ciUnJ+ull15Sv3799PXXX5v6rF+/Xk5OTvrpp5906tQpvfjiiypfvrwmTJggSRo1apQWL16sTz75RCEhIfr555/13HPPqUKFCmratKnpOkOHDtUHH3ygypUry8vLq0jHBLC1AoVP06ZNs3AZAAAAAIB7SU6OUZsXHs+3z5ZFxxUUVqFIl+CdOHFCRqMx3xdi/fjjjzpw4IBiY2Pl7+8vSfrXv/6lmjVrateuXXrkkUckSenp6Zo/f74eeOABSdKMGTP0xBNPaMqUKfL19ZUklS5dWl9++aVcXFxUs2ZNjR8/Xm+++abefvttXblyRR9++KE2bNighg0bSpIqV66sLVu2aM6cOWbh0/jx4xUZGVlk4wAUJwUKn3r06GHpOgAAAAAA95C444lKTczIt0/KpQzFHU9UpWpliuy+RqNRkvJcvXPd0aNH5e/vbwqeJKlGjRry8vLS0aNHTeHTgw8+aAqeJKlhw4bKycnRsWPHTOFTWFiYXFxczPqkpKTojz/+UEJCgtLT03OFSlevXlV4eLhZW0RExB0+MVD8FSh8Sk1NzXO6YlH1BwAAAADcW1KT8w+eCtuvoEJCQmQwGHT06FF16NAhzz5GozHPcOpW7dddP5Zfnxv75uTkSLr2oq5KlSqZHXd0dDT7zO/QuJcVaMPx4OBgTZw4UWfPnr1lH6PRqHXr1ql169b66KOPiqxAAAAAAEDJ4+rhePtOhehXUGXLllVUVJQ+/vhjpaam5jqemJioGjVq6MyZM/rjjz9M7UeOHFFSUpKqV69uajtz5ozZ78Hbtm2TnZ2dqlatamr75ZdfdOXKFdPn7du3y83NTQ888IBq1KghR0dHnTlzRsHBwWZfN866Au51BZr5tHHjRo0aNUrjxo1TnTp1FBERoYoVK8rJyUmXLl3SkSNHtG3bNpUqVUrDhw9X7969LV03AAAAAKAY8wvxkquXY75L79zKOMovxKvI7z1r1iw1atRI9erV0/jx41W7dm1lZWVp3bp1+uSTT3TkyBHVrl1bzz77rKZNm2bacLxp06Zmy9+cnJzUo0cPffDBB0pOTlb//v3VpUsX05I76doSupdeekmjRo3S6dOnNXbsWL322muys7OTu7u7hgwZooEDByonJ0ePPvqokpOTtXXrVrm5ubHFDe4bBQqfqlWrpu+++05//vmnvvvuO/3888/aunWrrly5ovLlyys8PFyfffaZ2rRpIzu7Ak2mAgAAAADcw+zsDPpH15A833Z33aNdQop0s/HrgoKCtHfvXk2YMEGDBw9WXFycKlSooIcffliffPKJDAaDli5dqtdff11NmjSRnZ2dWrVqpRkzZphdJzg4WB07dlSbNm108eJFtWnTRrNmzTLr8/jjjyskJERNmjRRRkaGnnnmGcXExJiOv/322/L29ta7776r33//XV5eXqpbt65GjBhR5M8NFFcFCp+ue+CBBzRw4EANHDjQUvUAAAAAAO4RVcK91apPLW1eeNxsBpRbGUc92iVEVcK9LXZvPz8/zZw5UzNnzszz+IMPPqh///vft73Oq6++qldffTXfPuPGjdO4cePyPGYwGNS/f3/1798/z+PNmjUzbZIO3KsKFT4BAAAAAFAYVcK9FRRW4drb75Iz5OpxbamdJWY8ASieCJ8AAAAAABZlZ2dQpWplbF0GABthgyYAAAAAAG4SExOj/fv359tn3rx5Wrp0qVXqAUoywicAAAAAAABYDOETAAAAAAAALOaO9nxKTEzUzp07lZCQoJycHLNjL7zwQpEUBgAAAAAAgJKv0OHT8uXL9eyzzyo1NVXu7u4yGP73hgKDwUD4BAAAAAAAAJNCL7sbPHiwevbsqcuXLysxMVGXLl0yfV28eNESNQIAAAAAAKCEKnT49Ndff6l///5ycXGxRD0AAAAAAAC4hxQ6fIqKitLu3bstUQsAAAAAAJC0ceNGGQwGJSYm2roU3EJ0dLQ6dOhg6zIsKiYmRnXq1Lnr6xQofFq2bJnp64knntCbb76pmJgY/fDDD2bHli1bdtcFAQAAAABwN37++We1bdtWFStWlMFg0NKlS3P1MRqNiomJUcWKFeXs7KxmzZrp8OHDpuOnTp2SwWDI8+u7774z9QsMDMx1/K233sq3vmbNmpn62tnZycfHR507d9bp06eLbAwK4lbPd/0rOjraqvVYwr59+/Tkk0/K29tbTk5OCgwMVNeuXfX333/f9bWnT5+uefPm3X2Rt5GQkKA+ffrowQcflKOjo3x9fRUVFaVt27aZ+tzqz3lxUaANx/NK8saPH5+rzWAwKDs7+66LAgAAAADcO3JysvXX0cNKSbwkN68yqlS9puzs7C12v9TUVIWFhenFF19Up06d8uwzefJkffjhh5o3b56qVq2qd955R5GRkTp27Jjc3d3l7++vuLg4s3M+/fRTTZ48Wa1btzZrHz9+vHr16mX67Obmdtsae/XqpfHjx8toNOr06dMaMGCAnnvuOW3evPkOnvjO3Ph8Cxcu1JgxY3Ts2DFTm7Ozs9VquVuZmZkqVaqUWVtCQoJatGihtm3bas2aNfLy8lJsbKyWLVumtLS0O75Xdna2DAaDPD0977bsAunUqZMyMzM1f/58Va5cWefOndP69etL1L7bBZr5lJOTU6AvgicAAAAAwI2O79iqz/q9pEXjR2jVR+9r0fgR+qzfSzq+Y6vF7tm6dWu988476tixY57HjUajpk2bppEjR6pjx46qVauW5s+fr7S0NH3zzTeSJHt7e/n6+pp9LVmyRF27ds0VLrm7u5v1K0j45OLiIl9fX/n5+alBgwbq16+f9u7de8v+eS1/mjZtmgIDA83a5s6dq+rVq8vJyUkPPfSQZs2adctr3lizp6enDAaDWdvPP/+shx9+WE5OTqpcubLGjRunrKws0/kGg0Fz5szRk08+KRcXF1WvXl3btm3TiRMn1KxZM7m6uqphw4Y6efJkrueYM2eO/P395eLios6dO+daXpjfc1yflbZo0SI1a9ZMTk5O+uqrr3I939atW5WcnKzPP/9c4eHhCgoK0mOPPaZp06bpwQcflPS/5Y0rV65UWFiYnJycVL9+fR08eNB0nXnz5snLy0srVqxQjRo15OjoqNOnT+dadtesWTP1799fQ4cOVdmyZeXr66uYmBizmn799Vc9+uijcnJyUo0aNfTjjz/mO2spMTFRW7Zs0aRJk9S8eXMFBASoXr16Gj58uJ544glJMv0ZeOqpp2QwGMz+TCxfvjzfn2FSUpJ69+4tb29veXh46LHHHtMvv/ySZy13o9B7Pv3zn/9URkZGrvarV6/qn//8Z5EUBQAAAAAo+Y7v2KplH05UykXzJU4pF//Wsg8nWjSAyk9sbKzi4+PVsmVLU5ujo6OaNm2qrVvzrmnPnj3av3+/XnrppVzHJk2apHLlyqlOnTqaMGGCrl69Wqh6Ll68qO+++07169cv3IPc5LPPPtPIkSM1YcIEHT16VBMnTtTo0aM1f/78Ql9rzZo1eu6559S/f38dOXJEc+bM0bx58zRhwgSzfm+//bZeeOEF7d+/Xw899JC6d++uPn36aPjw4ab9ol977TWzc06cOKFFixZp+fLlWr16tfbv369+/foV+jmGDRum/v376+jRo4qKisr1DL6+vsrKytKSJUtkNBrzfd4333xTH3zwgXbt2iVvb2+1a9dOmZmZpuNpaWl699139fnnn+vw4cPy9vbO8zrz58+Xq6urduzYocmTJ2v8+PFat26dpGsTezp06CAXFxft2LFDn376qUaOHJlvXW5ubnJzc9PSpUvzzGIkadeuXZKuBXZxcXGmz7f7GRqNRj3xxBOKj4/XqlWrtGfPHtWtW1ePP/54kc+qKnT49OKLLyopKSlX++XLl/Xiiy8WSVEAAAAAgJItJydbG+Z9mm+fn+Z/qpwc66+giY+PlyT5+PiYtfv4+JiO3eyLL75Q9erV1ahRI7P2N954QwsWLNBPP/2k1157TdOmTVPfvn1vW8OsWbPk5uYmV1dXlStXTseOHdOXX355h090zdtvv60pU6aoY8eOCgoKUseOHTVw4EDNmTOn0NeaMGGC3nrrLfXo0UOVK1dWZGSk3n777VzXevHFF9WlSxdVrVpVw4YN06lTp/Tss88qKipK1atX1xtvvKGNGzeanZOenq758+erTp06atKkiWbMmKEFCxaYxr6gzzFgwABTn4oVK+Z6hgYNGmjEiBHq3r27ypcvr9atW+v999/XuXPncvUdO3asIiMjFRoaqvnz5+vcuXNasmSJ6XhmZqZmzZqlRo0aqVq1anJ1dc1z3GrXrq2xY8cqJCREL7zwgiIiIrR+/XpJ0tq1a3Xy5En985//VFhYmB599NFcYd7NHBwcNG/ePM2fP19eXl5q3LixRowYoQMHDpj6VKhQQZLk5eUlX19f0+fb/Qx/+uknHTx4UN99950iIiIUEhKiDz74QF5eXvr+++/zrauwCh0+GY1GGQyGXO1//vmn1dY7AgAAAACKt7+OHs414+lmly/8rb+OHs63jyXd/LvtrX7fvXLlir755ps8Zz0NHDhQTZs2Ve3atfXyyy9r9uzZ+uKLL3ThwoV87/3ss89q//79+uWXX7RlyxYFBwerZcuWunz58h09y/nz5/XHH3/opZdeMs2WcXNz0zvvvGO27K2g9uzZo/Hjx5tdq1evXoqLizPbL6l27dqm76+HeaGhoWZt6enpSk5ONrU9+OCDeuCBB0yfGzZsqJycHB07dqxQzxEREXHb55gwYYLi4+M1e/Zs1ahRQ7Nnz9ZDDz1ktqzueg3XlS1bVtWqVdPRo0dNbaVLlzZ71lu5uY+fn58SEhIkSceOHZO/v798fX1Nx+vVq3fba3bq1Elnz57VsmXLFBUVpY0bN6pu3bq33ez8dj/DPXv2KCUlReXKlTPrExsbe0d/ZvJToA3HJSk8PNy04/3jjz8uB4f/nZqdna3Y2Fi1atWqSIsDAAAAAJRMKYmXirRfUbr+y398fLz8/PxM7QkJCblmQ0nS999/r7S0NL3wwgu3vXaDBg0kXVtaVq5cuVv28/T0VHBwsCQpODhYX3zxhfz8/LRw4UK9/PLLufrb2dnlWjp247KwnJwcSdeWrN28fM/evvCbu+fk5GjcuHF57pvl5ORk+v7GTb6vB3d5tV2vLy/X+xgMhkI9x61mH92sXLly6ty5szp37qx3331X4eHh+uCDD267HPHGINLZ2TnPYPJmN296fuMz3SrcLAgnJydFRkYqMjJSY8aM0csvv6yxY8fm+0bC2/0Mc3Jy5Ofnl2tmmnRtFlVRKnD4dH0Trf379ysqKspsA7XSpUsrMDDwlm8RAAAAAADcX9y8yhRpv6IUFBQkX19frVu3TuHh4ZKu7WO8adMmTZo0KVf/L774Qu3atTMtZ8rPvn37JMks1CqI68HKlStX8jxeoUIFxcfHmwUY+/fvNx338fFRpUqV9Pvvv+vZZ58t1L3zUrduXR07dswUkBWlM2fO6OzZs6alctu2bZOdnZ2qVq1a5M9xs9KlS6tKlSpKTU01a9++fbtpE/JLly7pt99+00MPPVSk937ooYd05swZnTt3zhRyXt+fqbBq1Khhtkl5qVKlcr0E7nY/w7p16yo+Pl4ODg65Nq4vagUOn8aOHSvp2i7qXbt2NUs6AQAAAAC4UaXqNeVWtny+S+/cy5VXpeo1i/zeKSkpOnHihOlzbGys9u/fr7Jly+rBBx+UwWDQgAEDNHHiRIWEhCgkJEQTJ06Ui4uLunfvbnatEydO6Oeff9aqVaty3Wfbtm3avn27mjdvLk9PT+3atUsDBw5Uu3btTEHGraSlpZn2ODp37pzeeecdOTk5mW2CfqNmzZrp/Pnzmjx5sp5++mmtXr1a//nPf+Th4WHqExMTo/79+8vDw0OtW7dWRkaGdu/erUuXLmn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       "text/plain": [
        "<Figure size 1200x800 with 1 Axes>"
       ]
@@ -77,13 +81,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 39,
    "id": "c61737cb-37d3-428e-80ed-44e3b024113b",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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       "text/plain": [
        "<Figure size 1200x800 with 1 Axes>"
       ]
@@ -104,7 +108,7 @@
     "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left')\n",
     "\n",
     "plt.xlabel('Cost')\n",
-    "plt.ylabel('Yield Strength (ksi)')\n",
+    "plt.ylabel(\"Young's Modulus (E^6 PSI)\")\n",
     "plt.title(\"Young's Modulus (E^6 PSI) vs. Cost of Metals from SendCutSend\")\n",
     "plt.grid(True)\n",
     "plt.tight_layout()\n",
@@ -115,11 +119,39 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "f313f85b-02da-4dcf-a296-dd3a9fcce0c1",
+   "execution_count": 40,
+   "id": "b93f7d64-a054-4380-8687-d00a00ae8079",
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1200x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Create the scatter plot\n",
+    "plt.figure(figsize=(12, 8))\n",
+    "\n",
+    "# Plot each point with a unique label\n",
+    "for material, x, y in zip(material_names, costs, specificStrengths):\n",
+    "    plt.scatter(x, y)\n",
+    "    plt.text(x, y, material, fontsize=9, ha='left')\n",
+    "\n",
+    "plt.xlabel('Cost')\n",
+    "plt.ylabel('Specific Strength (kip - in / lb)')\n",
+    "plt.title(\"Specific Strength (kip - in / lb) vs. Cost ($/lb) of Metals from SendCutSend\")\n",
+    "plt.grid(True)\n",
+    "plt.tight_layout()\n",
+    "\n",
+    "# Display the chart\n",
+    "plt.show()"
+   ]
   }
  ],
  "metadata": {
@@ -138,7 +170,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.7"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,
diff --git a/docs/analysis/materials/materialSelection/matData.csv b/docs/analysis/materials/materialSelection/matData.csv
index 5b49f2b..7250d92 100644
--- a/docs/analysis/materials/materialSelection/matData.csv
+++ b/docs/analysis/materials/materialSelection/matData.csv
@@ -1,18 +1,17 @@
-material,yield,cost,youngModulus
-AR500 Steel,200,1.75,29.01
-AR400 Steel,180,1.50,29.01
-7075-T6 Aluminum,73,5.50,10.15
-2024-T3 Aluminum,50,4.00,10.59
-6061-T6 Aluminum,40,3.00,10.01
-5052-H32 Aluminum,28,2.50,10.15
-4130 Chromoly Steel,70,4.50,30.46
-G90 Steel,33,1.00,29.01
-Mild Steel (A36),36,0.80,29.01
-Stainless Steel 304,30,3.50,28.09
-Stainless Steel 316,30,4.50,28.09
-Titanium (Grade 5),128,30.00,16.53
-Titanium (Grade 2),50,25.00,15.23
-Brass,25,2.75,14.50
-Copper,10,4.50,15.95
-1075 Blue Temper Spring Steel,75,5.00,30.46
-
+material,yield,cost,youngModulus,density
+AR500,200,1.75,29.01,0.283599305
+AR400,180,1.50,29.01,0.283599305
+7075-T6,73,5.50,10.15,0.101517713
+2024-T3,50,4.00,10.59,0.100433894
+6061-T6,40,3.00,10.01,0.09754371
+5052-H32,28,2.50,10.15,0.096821164
+4130,70,4.50,30.46,0.283599305
+G90,33,1.00,29.01,0.283599305
+A36,36,0.80,29.01,0.283599305
+304,30,3.50,28.09,0.2890184
+316,30,4.50,28.09,0.2890184
+Titanium (Grade 5),128,30.00,16.53,0.160043939
+Titanium (Grade 2),50,25.00,15.23,0.162934123
+Brass,25,2.75,14.50,0.305998231
+Copper,10,4.50,15.95,0.323700608
+1075 Blue Temper Spring Steel,75,5.00,30.46,0.283599305
diff --git a/docs/design/componentNaming.md b/docs/design/componentNaming.md
index 95cd409..f6c21b9 100644
--- a/docs/design/componentNaming.md
+++ b/docs/design/componentNaming.md
@@ -28,6 +28,6 @@ Where:
 
 ## Illegal CNs
 - A1-SHRD-001-0
-    - The component number (third column) has leading zeroes
+    - The component number (third column) has leading zeroes, and is missing the material column
 
 
diff --git a/docs/gettingStarted/TODO.md b/docs/gettingStarted/TODO.md
index 58df9ab..6e1515f 100644
--- a/docs/gettingStarted/TODO.md
+++ b/docs/gettingStarted/TODO.md
@@ -8,6 +8,9 @@
         - Hydraulic Actuation
         - DD Actuation
     - Actuator Placement
+- Materials Database
+    - Material Comparison
+        - Change current analysis to measure specific strength against cost per pound, not just yield strength
 
 # Software Engineering