diff --git a/notebooks/05/01-milk-pooling.ipynb b/notebooks/05/01-milk-pooling.ipynb index 1a219f95..88865846 100644 --- a/notebooks/05/01-milk-pooling.ipynb +++ b/notebooks/05/01-milk-pooling.ipynb @@ -33,12 +33,12 @@ "source": [ "## Preamble: Install Pyomo and a solver\n", "\n", - "This cell selects and verifies a global SOLVER for the notebook. If run on Google Colab, the cell installs Pyomo and ipopt, then sets SOLVER to use the ipopt solver. If run elsewhere, it assumes Pyomo and the Mosek solver have been previously installed and sets SOLVER to use the Mosek solver via the Pyomo SolverFactory. It then verifies that SOLVER is available." + "This cell selects and verifies a global SOLVER for the notebook. If run on Google Colab, the cell installs Pyomo and ipopt, then sets SOLVER to use the ipopt solver via the Pyomo SolverFactory. It then verifies that SOLVER is available." ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 15, "id": "62aae00a-42a2-4b18-9949-d1b996b34824", "metadata": { "tags": [] @@ -54,9 +54,8 @@ " %pip install highspy >/dev/null 2>/dev/null\n", " !idaes get-extensions --to ./bin \n", " os.environ['PATH'] += ':bin'\n", - " solver_NLO = \"ipopt\"\n", - "else:\n", - " solver_NLO = \"mosek\"\n", + " \n", + "solver_NLO = \"ipopt\"\n", "\n", "import pyomo.environ as pyo \n", "\n", @@ -69,7 +68,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 16, "id": "47b8c64f-c035-429e-913f-4047cdb8469b", "metadata": { "tags": [] @@ -107,7 +106,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 17, "id": "ca9deb2b-f980-431c-b72c-9c0fb0599c8e", "metadata": { "tags": [] @@ -323,7 +322,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 18, "id": "46ccf86f-cc38-466e-89f3-129a2a9c9f9c", "metadata": { "tags": [] @@ -493,7 +492,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 19, "id": "5e38b14f-cb14-4a1f-b1da-658b954d6dbe", "metadata": { "tags": [] @@ -761,7 +760,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 20, "id": "c10c8d1c-691e-47db-9ee0-015d9cee8f8e", "metadata": { "tags": [] @@ -825,7 +824,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 21, "id": "387d81cf-6fc9-476d-8485-a380fa9c7667", "metadata": { "tags": [] @@ -833,7 +832,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -932,7 +931,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 22, "id": "b409dc23-9396-4c68-82fc-bcceb3014999", "metadata": { "tags": [] @@ -1025,7 +1024,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 23, "id": "f14b1dbe-dd33-466c-9975-acbc38cc2fd3", "metadata": { "tags": [] @@ -1294,7 +1293,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 24, "id": "9e71a7b2-cd5e-4f1a-b9fa-c3c95c74a7a3", "metadata": { "tags": [] @@ -1302,7 +1301,7 @@ "outputs": [ { "data": { - "image/png": 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a4fTp05g6dSpvWoiIiErB5hK3sLAwAPrxX4+LjIw0K1Oe8m3btoWdnR127txZYKHtpKQkXLhwASEhIVAq9Y2djo6OaN26tXHCElOCIGDnzp1wdnZGy5Yty/xaiYjEdOfOHfTv3x99+vTBnTt3AABOTk745ptvsG/fPgQHB4scIRERkXTYXOL21ltvQalU4pNPPjHrnnjy5En88ssvaNiwIdq3b2/c3rlzZwQEBGDdunU4efKkcXtqaio+/fRT2NnZYciQIcbtrq6uGDhwIBISEvDdd98ZtwuCgOnTpwPQL/Jt6p133gGgH6tmmux99913SEhIwOuvvw5HR8eKeQOIiCqZIAj46aefEBQUhE2bNhm39+jRA+fPn8fo0aMLTPdfqZRK6N58E1fDwwGlzY0QICIiK2GRf8EiIiKMi2CfPn3auM2wplr79u0xYsQIAMD58+eNC1sbFqk+f/48hg0bZjze6tWrjT8HBQVhzpw5mDlzJpo2bYpXXnkF6enpWL9+PQD9YtimNxRKpRIRERHo3r07QkNDMXDgQFSrVg2bN29GUlISFi5cCD8/P7P4582bh+joaIwZMwa7du3C008/jb179+LgwYN48cUXMXDgQLPyQ4cOxYYNG/DLL78gMTERYWFhuHTpEn777Tf4+/vjv//975O9oUREVSQpKQkjR440m6XL3d0dX3/9NQYNGlRgfcsqYW8P7fff48T27fCuiMlOiIiIxCBYoKFDhwoAivw3dOhQY9no6Ohiyxb1EteuXSu0bNlScHR0FNzc3IRevXoJx44dKzKmQ4cOCT169BBcXV0FR0dHoXXr1sL69euLLH/z5k1h+PDhQq1atQQ7OzshMDBQmDt3rpCbm1to+ZycHGHOnDlC/fr1BTs7O6F27drCiBEjhOTk5NK9aSZSU1MFAEJqamqZ961IeXl5wpYtW4S8vDxR47B1rAfx2UIdaLVaYdmyZYKjo6PZ9XfAgAHCnTt3xA7PJupAClgP4mMdWAbWg/gspQ7Kct9ukS1uq1evNmslK07Hjh0LjCUrjddffx2vv/56qcu3bt0aO3bsKHV5b29vfP/996Uub29vj9mzZ2P27Nml3oeIyBKcP38eb731Fg4ePGjcVqtWLaxcuRIvvviiiJE9IghAZiYUOTn6n4mIiCTIIhM3IiKyfGq1Gp9//jlmz54NjUZj3P7OO+9gwYIFxS5jUqWysqCqXh0vAFA/fAjY2YkdERERUZkxcSMiojI7fvw4hgwZgjNnzhi3+fn5YfXq1WYz7RIREVHFsLlZJYmIqPyys7MxdepUtGrVypi0yWQyTJkyBWfPnmXSRkREVEnY4kZERKUSGxuLYcOGITEx0bitUaNGWLNmDdeaJCIiqmRscSMiomKlpaXh3XffRVhYmDFpUyqV+O9//4uTJ08yaSMiIqoCbHEjIqIibdu2DSNGjEBycrJxW5s2bbBq1So0bNhQxMiIiIhsC1vciIiogLt372LQoEF44YUXjEmbg4MDli5dir///ptJGxERURVjixsRERkJgoD169djzJgxSElJMW7v0qULIiIi4OvrK15w5aVQQPfyy7iVnIyaCoXY0RAREZULEzciIgIAXL9+HaNGjcL27duN21xdXbF06VK8+eabkMlkIkb3BBwcoF2/Hke3b0cvBwexoyEiIioXdpUkIrJxOp0O3377LYKDg82StldeeQUXL17EkCFDpJu0ERERWQm2uBER2bCLFy9i+PDhiIuLM27z8vLCihUr0LdvX/ECIyIiIjNscSMiskEajQYLFixAkyZNzJK2t99+GxcvXrSupC0zEyo7O/Tp2xfIzBQ7GiIionJhixsRkY05efIkhg4din/++ce47amnnsIPP/yAzp07ixgZERERFYUtbkRENiInJwczZsxAixYtjEmbTCbDxIkTcfbsWSZtREREFowtbkRENiAuLg5Dhw7F5cuXjduCg4OxZs0atGnTRsTIiIiIqDTY4kZEZMXS09MxduxYdOjQwZi0KZVKzJkzB//88w+TNiIiIolgixsRkZWKiorCW2+9hZs3bxq3tWjRAmvWrEHjxo1FjIyIiIjKii1uRERWSBAEDBgwwJi0OTg4YNGiRTh06BCTNiIiIgli4kZEZIVkMhmmTp0KAOjYsSPOnDmDCRMmQKFQiByZCBQK6Hr2RHKLFoAtvn4iIrIK7CpJRGSlPvjgA3Tt2hXNmzeHTCYTOxzxODhAu3UrDm3fjl4ODmJHQ0REVC5M3IiIrJRcLkeLFi3EDoOIiIgqALtKEhERERERWTi2uBERkXXLzISyZk301mohJCcD7u5iR0RERFRmTNyIiMjqybKyoASgFjsQIiKicmJXSSIiIiIiIgvHxI2ILJJMJkPHjh3FDqNUrly5AplMhmHDhokdChEREVkpJm5ERKXg5+cHPz8/scMgIiIiG8UxbkRkkc6dOwcnJyexwyiVunXr4ty5c3BzcxM7FCIiIrJSTNyIyCI1aNBA7BBKTaVSSSpeIiIikh52laRKt2/fPvTt2xe1atWCvb09fHx88PLLL2P//v1m5TIzMzF79mw0aNAADg4O8PDwQO/evREXF1fgmHPmzIFMJkNMTAzWrVuHZs2awdHREd7e3njvvfeQnZ1tdn6ZTIbhw4cXGt+dO3egUqkQEhJitj09PR2zZ89G48aN4ejoCHd3d3Tv3r1A3O+++y5kMhnmzZtX4NiG5+bPn1/i+5Samor58+cjLCwMderUgZ2dHerUqYMhQ4bg8uXLxb4H33//PZo0aQIHBwfUrVsXEydORHp6ull503FYZ86cQe/eveHu7g4XFxd069YNx44dK3COjh07QiaTIScnBzNnzkT9+vWhUqkwZ84cY5m4uDj07t0bHh4ecHBwQIMGDTB79mxkZWUZy1y6dAnVqlVDvXr1cP/+fbNzFPVcYWPchg0bBplMhoSEBCxcuBBBQUFwdHREo0aNsH79egBAXl4ePvzwQ/j5+cHBwQHPPvssduzYUeC1HTt2DGPHjsUzzzwDNzc3ODo6okmTJpg3bx7U6vy5Bw3vW1JSEpKSkiCTyYz/DO9DcWPckpKS8M4772D48OFwdnZGvXr18Pbbb+Pq1atFvt9qtRpz5syBn58f7O3tERQUhG+++aZAeSoluRy60FDca9wYkPPPHhERSZRAVic1NVUAIKSmpooaR15envD2228LMplMcHJyEl5//XVh+vTpwpAhQ4SAgADhvffeM5bNzs4WWrduLQAQmjdvLkydOlUYNmyY4OjoKCgUCmHjxo1mx549e7YAQHjllVcEZ2dnYfDgwcLEiROFhg0bCgCEwYMHG8vqdDrBz89PcHV1FbKzswvE+dVXXwkAhOXLlxu33b9/X2jcuLEAQAgJCREmTJggDB8+XKhRo4agVCqF33//3Vg2KytLaNiwoaBSqYTDhw8bt//2228CAKFTp06CVqst8f06cOCAYGdnJ3Tv3l0YM2aMMGXKFOHFF18UFAqF4OHhIVy5cqXQ9+DFF18UnJychLfeekuYOnWq0KJFCwGA0LZtWyEvL0/Iy8sTtmzZIly8eFEAIHTo0EFwc3MTwsPDhWnTpgmDBg0SlEql4OTkJBw8eNDsHGFhYQIAoVevXkLdunWFt99+W5g8ebKwevVqQRAEYePGjYJCoTA7/3PPPScAENq0aWP2fq9atUoAIPTt29e4LS8vT2jZsqUgl8uFPXv2mJ0bgBAWFma2bejQoQIAoU+fPkLt2rWFkSNHCu+++67g7u4uyGQy4a+//hJ69+4t+Pv7C2PGjBGGDx8uODg4CCqVSrh06ZLZsUaNGiXUqVNHGDhwoDBlyhTh//7v/4x1/vLLLxvLPXz4UJg9e7bg5uYmuLm5CbNnzzb+i46OFgRBEBITEwUAwtChQ83OceHCBcHLy0sAILRq1UqYMmWK8MILLwgABC8vL+HChQuFvt+vvPKK4OPjI7zzzjvC6NGjhRo1aggAhBUrVhTx20MlMXwO8vLyxA7FprEexMc6sAysB/FZSh2U5b6diZsVspTE7ciRI4JcLhfq1KkjJCYmmj2n0+mEGzduGB9/9NFHAgDh9ddfF3Q6nXH78ePHBTs7O8Hd3V1IS0szbjckLW5ubsL58+eN27OysoSgoCBBLpebHX/mzJkCAGHDhg0F4mzRooVgZ2cn3L9/37ht8ODBAgBh5cqVZmVv374t+Pj4CF5eXmZJycmTJwV7e3uhfv36Qnp6unDt2jXBw8NDqFGjhlkcxUlJSTGLwWDPnj2CXC4XRowYYbbd8B7Y2dkJp06dMm7X6XTG+BcuXFggcQMgTJs2zexYf/31lwBAaNKkidl2QyLRrFmzArGlpqYKbm5ugr29vdn5tVqtMGDAAAGA8PHHH5vtM3DgQAGA8M033wiCIAhTpkwRAAjTp08v8LqLS9yCgoKEO3fuGLcfOnRIACC4u7sL7du3FzIyMozPbdiwQQAgjBs3zuxYSUlJgkajMdum0+mE4cOHCwCE/fv3mz3n6+sr+Pr6FohTEIpO3MLDw42v1/SPw9dff21M6k0Z3u82bdqYfX7Pnz8vKJVKITg4uNDzU8ks5Q+0rWM9iI91YBlYD+KzlDpg4mbjLCVxGzVqVKHJT2ECAgIElUolXLt2rcBzI0eOFAAIP/74o3GbIWn5z3/+U6C84bk//vjDuO3ChQvG1ilTZ8+eLdAKdPfuXUGhUBS4qTZYsmSJAED43//+Z7bd0HL3xhtvCB07dhQACFu3bi3xtZdGkyZNBD8/P7Nthtf5eEInCIJw5coVQaFQCM8880yBxM3d3V1IT08vsE/nzp0FAMLRo0eN2wyJRGGv48cffxQACKNHjy7wXFJSkqBUKoWAgACz7SkpKYKfn5/g6OgoLFmyRJDJZELr1q0FtVpd4BjFJW5r1qwpUD4gIEAAIOzdu9dsu0ajEVQqlRAaGlpgn8IcO3ZMACDMmTPHbHtZE7ekpCQBgNCoUSMhNzfX7I+DVqsVGjRoIAAQrl69atzH8H4/3vpo+pzpFxhUepbyB9rWsR7ExzqwDKwH8VlKHZTlvp2d/anSHDlyBADQpUuXYsulpaUhISEBTz/9NOrVq1fg+fDwcADAyZMnCzzXokWLAtsMx0hJSTFuCwoKQuvWrfHXX3/h3r17xu1r164FALz55ptmcWu1WuTm5mLOnDkF/h08eBAAcP78ebPzjh8/Hj179sTatWsRExOD0aNH46WXXir2tT8uJiYGffv2hbe3N1QqlXEs1enTp3Hz5s1C9+nQoUOBbb6+vvDx8cGZM2eQl5dn9txzzz0HFxeXIo9z4sSJAs+1bt26wDZDucLWWnvqqacQEBCAhIQEs7F2bm5u+Pnnn5GXl4fx48fDxcUF69atg1JZtnmSmjVrVmCbt7d3oc8pFArUrFmzwPuXl5eHL7/8Eq1bt4arqyvkcjlkMpnxd6qo97u0DL+vYWFhkMlkZs/J5XKEhoaalTNV2t9rKqXMTCjr1EGPIUOAzEyxoyEiIioXzipJlSYtLQ0ymcx4Q11cOQCoVatWoc8b9jeUM+Xq6lpgmyEJ0Gq1ZtvffPNNHD58GBs2bMD//d//QRAE/Pzzz6hevTp69+5tLPfgwQMA+kk3CpsYxSDzsRtAmUyGvn37GifCGDduXJH7FmbTpk0YMGAAXFxc0L17d/j5+cHJyQkymQyrV69GUlJSofsV9b7VqlULV65cKTBJSXHlAf0kKaU5R2nq7eLFi0hLS0O1atWM25s3bw5fX18kJCSgZ8+eqF+/fqH7F6e4ei/qOdMJRwDg1Vdfxf/+9z8EBQVhwIABqFmzJlQqFVJSUrB48WLk5uaWOS5TVfV7TaUju3cP9gDUJZYkIiKyTEzcqNK4ublBEATcunWr2IWLDTept2/fLvT55ORks3LlNXDgQEyaNAlr167F//3f/yE2NhZJSUkYNWoU7O3tC8QzefJkLFy4sNTHT0xMxJQpU+Dh4YGHDx9ixIgRiI2NhUKhKNX+c+bMgYODA44dO4bAwECz5wwzJhamqPft9u3bkMlkZklTSeUBFLoW2eMtRkD5623KlClISEhAjRo1sHHjRgwdOhS9evUq9BiV5ciRI/jf//6H7t27Y9u2bWZ1dPDgQSxevPiJz1FVv9dERERkG9hVkipNq1atAAC7du0qtpyrqysCAgJw6dIl3Lhxo8DzMTExAArvHlcWnp6e6NGjBw4ePIhLly4Zu0m+8cYbBeKWyWQ4cOBAqY+t0Wjw+uuvIz09HRs2bMCkSZPw999/46OPPir1MS5fvoyGDRsWSNpu3bqFhISEIvfbt29fgW1JSUm4du0aGjduDDs7O7PnTpw4gYyMjCKP89xzz5UqXkM5Q/2YunbtGi5fvoyAgACzxHHbtm1YtmwZwsLCcPToUVSvXh1vvfVWkclNZTEsr9C7d+8CiXVh7yeg73JZltYuw+9rbGwsBEEwe04QBMTGxpqVIyIiIioOEzeqNCNHjoRcLsfs2bMLdPMTBMFsDNHQoUOhVqsxffp0s5vcf/75B6tXr4abmxv69u37xDEZxrJFRERg06ZN8Pf3L7B+W+3atdG/f3/8/fff+PzzzwvcdAPAoUOHzNYp++ijj3DgwAFMnjwZXbp0waefformzZvj008/LTIReJyvry8uXbpklsTk5ORg9OjRBbr5mfrxxx/xzz//GB8LgoAZM2ZAq9UWuq5YSkoKPvnkE7NtkZGR2L17N5555plCx1cVpk+fPnBzc8OqVatw5swZs/NPnToVGo3G7PzJycl46623UL16daxduxZ+fn5YsWIF7ty5g6FDhxb6PlcWX19fACiwJt+ZM2fw2WefFbqPh4cH7t27h5ycnFKd46mnnkJ4eDjOnDmD1atXmz23YsUKnDt3Dp06dYKPj0/ZXwARERHZHHaVpErTpEkTvP3224iIiEDjxo3Rt29f+Pr6Ijk5GbGxsejduze++uorAMAHH3yAbdu24aeffsK5c+fQuXNn3LlzBxs2bIBGo8HKlSsLdPkrjxdffBFubm748ssvoVarMX78+EK7AX7zzTe4cOECPvjgA/z00094/vnn4e7ujmvXruHo0aOIj4/HrVu34OTkhNjYWGOiZkiI7OzssG7dOrRo0QJvvPEGTp06BXd392JjGzduHMaNG4fnnnsOr776KjQaDXbu3AlBENC0aVOcOnWq0P26d++O559/HgMHDoSXlxd2796No0ePom3btoWOs+vQoQOWL1+OQ4cOoW3btrhy5Qo2bdoER0dHRERElPq9dHV1xcqVKzFo0CC0adMGAwYMgJeXF3bt2oVjx46hdevWmDJlCgB9MjdkyBDcvXsXv/76q3GijVdffRVvv/02vv/+e3z55ZeYPHlyqc//JFq3bo3WrVtj48aNuHXrFtq2bYurV6/ijz/+QO/evfHrr78W2KdTp044evQoevbsiQ4dOsDOzg6hoaHGSUYKs3z5crRv3x7vvvsuWrVqhb///hvnz5/HH3/8AS8vLyxfvrwyXyYRERFZk0qa2ZJEZCnLARimWd25c6fwwgsvCB4eHoKdnZ1Qr1494ZVXXhHi4uLMymdkZAizZs0SgoKCjGu39ezZU9i3b1+BYxumwjcsgGzKsNDzqlWrCo1rxIgRxvXMHl8A2VRWVpawYMECoUWLFoKzs7Pg6Ogo+Pv7C3379hV+/PFHQa1WCw8ePBB8fHwEZ2fnQo+1cuVKAYDw6quvFv9mCfo1xL799luhcePGgoODg1C7dm3h7bffFu7cuWOcCr6o92DlypVC48aNBXt7e8Hb21t47733jNPGP74cwNChQ4V///1X6NWrl+Dq6io4OzsLXbp0MVsGwKCw8z4uNjZW6Nmzp+Du7i7Y2dkJQUFBwqxZs8zWUvv888+LXLogIyPDWOfHjx83bkcxywE8vi5gSbEWNpX/nTt3hOHDhwt16tQRHBwchCZNmghff/21kJCQUOiabOnp6cLIkSMFb29vQaFQCACE2bNnC4JQ9DpugqBfmmHo0KFC9erVBaVSKXh7ewtvvfVWgQXVS3oNxb12KkFGhiAAggAIeQ8fih2NTbOU6bdtGevAMrAexGcpdVCW+3aZIFRh/ySqEmlpaXBzc0NqaqqoEx+o1Wps374dvXr1gkqlEi0OazVnzhx89NFHiI6OLnRKfgNDPTRq1AhBQUEYOnRoga57VLn4WRBZdjZ0HTogNTUVLseOQcUJYUTDz4L4WAeWgfUgPkupg7Lct7OrJBERWTdHR2gPHEDs9u3o5egodjRERETlwslJiIiIiIiILBwTNyIiIiIiIgvHrpJEEjVnzhzMmTOn1OX9/PyqdMp9IouRlQVlo0bompUFxMcDhSwyT0REZOksssVt7dq1GDVqFFq2bAl7e3vIZLJiJ1NIS0vDpEmT4OvrC3t7e/j5+WHKlCmFLjIcExMDmUxW5L+iznPx4kX0798fnp6ecHR0RNOmTbF8+fIib4TLEhMA6HQ6LF26FE2aNIGjoyO8vLwwaNCgYhdeJiKiUhAEyJKS4HT3rn5uSSIiIgmyyBa3mTNnIikpCZ6envD29i6weLOpzMxMhIWF4eTJk+jWrRsGDRqEEydOYOHChdi7dy9iY2Ph4OBQYL+wsLBCZ+Jr1qxZgW1nz55Fu3btkJ2djf79+6NOnTrYtm0bxowZg7Nnz2Lp0qVPHNOoUaOM652NHz8eN2/exMaNGxEVFYWDBw8iMDCwdG8eERERERFZHYtM3CIiIhAYGAhfX1/MmzcP06dPL7LsggULcPLkSUydOhXz5s0zbp82bRrmz5+PRYsWFbp/x44dS93NbPTo0UhNTcX27dvRs2dPAMDcuXPRpUsXLFu2DIMHD8bzzz9f7piio6MRERGB0NBQ7Ny5E3Z2dgCAwYMHo1evXhg7diwiIyNLFSsREREREVkfi+wq2aVLF/j6+pZYThAEREREwMXFBbNmzTJ7btasWXBxcUFERMQTxXLx4kXExsYiPDzcmLQBgJ2dHebOnQsAWLly5RPFZNh/7ty5xqQNAHr27ImOHTsiKioKV69efaLXQURERERE0mWRiVtpxcfH4+bNmwgJCYGzs7PZc87OzggJCUFCQgKuXbtW6L5fffUVPvvsM/z000+4ceNGoeeIiYkBAHTr1q3Ac+3bt4ezszP27t37RDHFxMQYn3tc9+7dAcDsHEREREREZFskn7gBKHL8l2G7oZypdevWYeLEiZgxYwaGDBkCPz8/TJo0CVqtttTnUCgU8Pf3x5UrV6DRaMoVU2ZmJm7dugV/f38oFIoyvQYiIiIiIrINFjnGrbRSU1MBAG5FTO3s6upqVg4AvLy8MG/ePLzwwgvw8/NDZmYmDhw4gGnTpmHRokWQyWT44osvynQOnU6H9PR0VK9evcwxlec1PC43Nxe5ubnGx2lpaQAAtVoNtVpd5H6VzXBuMWMg1oMlYB2ITKOBomFDZGRkQKnRAKwH0fCzID7WgWVgPYjPUuqgLOeXdOJWHo0bN0bjxo2Nj52dndGnTx+0adMGzz77LJYsWYKpU6eiZs2aIkZZNp999hk++uijAtujoqLg5OQkQkTmdu7cKXYIBNaDJWAdiOizz/T/x8WJGwcB4GfBErAOLAPrQXxi10FWVlapy0o6cTO0UhXVGmVoeSqqNctU7dq10adPH0RERODQoUN48cUXS30OmUyGatWqlSumingN06dPx6RJk8z28fHxQbdu3YwtdmJQq9XYuXMnunbtCpVKJVocto71ID7WgfhYB5aB9SA+1oFlYD2Iz1LqwHCvXxqSTtxKGv9V0nizx3l6egLQjzsrzTm0Wi0SExPh7+8PpVJZrpicnZ3h7e2NxMREaLXaAuPcSvMa7O3tYW9vX2C7SqWyiIuBpcRh61gP4mMdiI91YBlYD+JjHVgG1oP4xK6Dspxb0pOTBAYGok6dOoiLizNLtgB98hUXFwd/f3/4+PiU6niHDh0CAPj5+Rm3hYWFAdB3O3zc/v37jYttP0lMYWFhxuceZ1i/LTQ0tFSvgYiIHpOVBWXTpggfNw4oQ5cUIiIiSyLpxE0mk2HEiBHIyMgwrqlmMHfuXGRkZGDkyJFm248dO1bosRYvXozo6GgEBgaiVatWxu3BwcEIDQ1FdHQ0duzYYdyel5dnXKdtxIgRTxTTO++8A0C/zlteXp5x+44dOxATE4Nu3bqVal07IiIqhCBAdu4cXK9dAwRB7GiIiIjKxSK7SkZERGD//v0AgNOnTxu3GdZUa9++vTFZ+uCDD7B161bMnz8fJ06cQPPmzXH8+HFERUWhVatWmDBhgtmxX3nlFahUKrRs2RL16tVDZmYmDh48iBMnTsDd3R1r164t0F3xm2++QUhICPr27YsBAwbA29sb27Ztw5kzZzB27Fi0a9fOrHxZYwoPD8eIESMQERGB5s2bo3fv3rh16xY2bNgADw8PLF26tILeWSIiIiIikiKLTNz279+PNWvWmG2Li4sz60poSNwMC2DPmTMHmzdvRnR0NLy9vTF58mTMnj0bjo6OZscZPXo0IiMjERsbi/v370Mul8PX1xcTJkzA5MmTUa9evQLxNG7cGIcOHcLMmTOxbds2ZGZmIigoCF9//TVGjx5doHxZYwKA7777Dk2aNMGKFSuwePFiuLi4oF+/fvjkk09Qv379cr2PRERERERkHSwycVu9ejVWr15d6vJubm5YtGgRFi1aVGLZqVOnYurUqWWOKTg4GJs2baqUmABALpdj/PjxGD9+fJljIyIiIiIi6ybpMW5ERERERES2gIkbERERERGRhbPIrpJEREQVRiaD4OuL7KwsqGQysaMhIiIqF7a4ERGRdXNygiY+HjtXrgScnMSOhoiIqFyYuBEREREREVk4Jm5EREREREQWjmPciIjIumVnQ9GhA0JTU4HwcEClEjsiIiKiMmPiRkRE1k2ng/zYMVQHoNbpxI6GiIioXNhVkoiIiIiIyMIxcSMiIiIiIrJwTNyIiIiIiIgsHBM3IiIiIiIiC8fEjYiIiIiIyMJxVkkiIrJ6gqcn8vLy+G0lERFJFv+GERGRdXN2hubmTfz144+As7PY0RAREZULEzciIiIiIiILx8SNiIiIiIjIwnGMGxFZlUt30uHmaAevavZih0KWIjsbih49EHL/PhAeDqhUYkdERERUZkzciMhq/PnPTYxddwIqhQwDWvlgbHggars5iB0WiU2ngzw2Fp4A1Dqd2NEQERGVC7tKEpHVOJhwHwCg1gpYe/AqQj+Pxsf/O4u76bkiR0ZERET0ZJi4EZHV0OoEs8d5Gh1+iEtE6IJozP/rPFKy8kSKjIiIiOjJMHEjIqthmri92LQOHFT6S1y2WovlMZfRYX40vtp1EWk5arFCJCIiIioXJm5EZDW0JsOX3usciNgp4RjWzg92Cv2lLj1Xg692xSN0QTS+ibmErDyNSJESERERlQ0TNyKyGlqTiScUchlqujpgzkuNET2lIwa19oFSLgMApGSpseCvCwhdEI0VsZeZwBEREZHFY+JGRFZDazLEzZCkAUBdd0d89vKz2D05DC83rwvDU/cy8vDp9vNoPz8ay2MuIzOXCZy1EpycoLHnEhFERCRdTNyIyGroTMa4yU0SNwPfGs74sn8zRE0MRe9nvSF7VORBZh7m/3Ue7efvwdfRl5DOMXDWxdkZmpQUbNuwAXB2FjsaIiKicmHiRkRWQ2PaVVJWMHEzeLpmNXw9uDmiJoTipaZ1jAncwyw1Po+8gPbzo7FkdzwnMSEiIiKLwcSNiKyG6eQkikJa3B4XWKsalgx6DjsnhqHfc/ldKFOz1fhy50W0n7cHX+26iNRsJnBEREQkLiZuRGQ1dEJ+V8nSJG4GT9d0waIBzbB7cke80ryecd+0HP0slO3n7cGCv85zIW+pysmBok8ftJk7F8jJETsaIiKicmHiRkRWQ2Myxq24rpJF8fd0xhf9m2LP5DD0b1nPOMFJeq4G38RcRvv5ezBry7+49iCrwmKmKqDVQr5jB2ofOwZotWJHQ0REVC5M3IjIaphOTqJQlD1xM/Ct4YwFrzZF9Pv6ZQRUj46Vq9Hhp4NJ6LgwBhPWn8D55LQnjpmIiIioNJi4EZHV0D5hi9vjfDyc8NnLz2LfB50wsoM/nOwUxvNsOXkTPb7ah+Grj+DolQdPfC4iIiKi4jBxIyKroRVMlwOouOPWdnPAh70b4e9pnTCpaxCqO6mMz+05fwevfnsAr337N6LP34FgEgMRERFRRWHiRkRWw7TFTVmRmdsj7k52GN85EHHTOmH2i41Qx83B+NyRKw/x1uoj6P5VLDYcuYocNcdSERERUcVh4kZEVsM0cSvDpJJl5mSnxFsh/tj7QTgWvtYUT9d0MT538XYGpm4+jZB5e/DlzouciZKIiIgqhFLsAIiIKophOQC5DJBVwBi3kqgUcrzaoh5efq4udp27je9iE3As6SEA4H5mHpbsjse3MZfxwrO18TQb4IiIiOgJMHEjIquh0eoTt8roJlkcuVyGbo1ro1vj2jh5LQXf70/E9tO3oNUJyNPq8NuJmwCU2JdxFCM6BCA8uCbkldkkSOacnaHOy8P27dvRy9lZ7GhsWlaeBvuSZfC+moLW9b3EDoeISFLYVZKIrIaxxU3EK1szH3csHfQc9n0QjlFhAXB1yP9+7EDCA7y95ii6fLkXPx64goxcjXiBEong29hE/JqowJurjnI9RCKiMmLiRkRWwzDGrSKWAnhSddwdMb1nQxyY3hmzX2gAT4f88XcJ9zLxn61n0OaTXZi15V9cSE4XMVKiqnP1fjYA/ZqIq/++Im4wREQSw8SNiKyGMXGzoG6IzvZKvNHmKXzYTItvBzdD2wAP43OZeVr8dDAJ3b+KRf/vDuDPf24iT6MTMVorlZMDxcCBaLlgAZCTI3Y0Ni1Pm//7veHINaTlqEWMhohIWjjGjYishmEdN0tK3AzkMqBzw5ro8WxdnL2Zhp8OJmHLiRvIfrRswOHEBzic+ABe1ewxoKUPBrTygY+Hk8hRWwmtFvLffkNdAGotZ4kRk0aXn7hl5Gqw4fA1jAwNEDEiIiLpYIsbEVkNS2xxK0yjOq747OUmOPRhZ8x5sRHqe+VPmHE3PRfLoi+hw4JovBFxCP87dRO5GiYbZB0MEwgZrIpLhFrLVmYiotJgixsRWQ2pJG4Grg4qDAvxx9B2fjhw+T5+OpiEqLO3ja9j/6V72H/pHtydVHj5uXoY0MoHwbWriRw1UflpdOaJ283UHOz4NxkvNa0jUkRERNLBxI2IrIYlTU5SFjKZDO2e9kS7pz1xOy0Hvx67jo1HryHpvn7WvZQsNX6IS8QPcYl4tp4b+j1XFy82rQNPF3uRIycqm8Ja1yL2JeDFZ72rZO1FIiIpY1dJIrIa+csBSPcGsJarA/4v/GlET+6IdSPboE+zOrBT5l+q/7meio/+dxZtPt2Nt1cfwZ//3ESOml0pSRrUJl0lG3m7AtD/Th+58lCskIiIJIMtbkRkNQzdsJQSTtwM5HIZ2tX3RLv6nvgoKw9bTtzAxqPXcfZWGgB96+Lu83ew+/wdVLNXolcTb7zYtA7aBnhAqeB3cmSZDJOTqBQyjAz1x8QNpwAAK/cloLW/R3G7EhHZPIv867527VqMGjUKLVu2hL29PWQyGVavXl1k+bS0NEyaNAm+vr6wt7eHn58fpkyZgoyMjELL63Q6LF26FE2aNIGjoyO8vLwwaNAgJCQkFHmOyMhIhIWFoVq1anB1dUV4eDh2795dZPmLFy+if//+8PT0hKOjI5o2bYrly5dDEIRCy5f1NRBRQYauklJucSuMu5MdhoX4Y/t7HRA5IRSjwgJQ29XB+Hx6rgYbjl7DG98fQutPd2P6b/9gf/w9aDjpA1kYw+QkSrkMvZvUMf4e7zp3G4n3MsUMjYjI4llk4jZz5kysWLECSUlJ8Pb2LrZsZmYmwsLCsGjRIjRo0AATJ05EcHAwFi5ciE6dOiGnkDV7Ro0ahfHjx0MQBIwfPx49evTAb7/9hlatWiE+Pr5A+bVr16JHjx44d+4chg0bhqFDh+LMmTPo2rUrfv311wLlz549i9atW2Pr1q3o2bMnxo8fD61WizFjxmD8+PEV8hqIqCCdRMe4lUVw7WqY3rMh4qZ1wroRbfBqi3pwtlMYn3+QmYdfDpsncfvi79r2+nBOTlA/fIg/168HnLjEgpgMY9yUCjnslHIMbecHABAE4If9iSJGRkRk+SwycYuIiMCVK1dw9+5dvPvuu8WWXbBgAU6ePImpU6ciMjIS8+bNQ2RkJKZOnYojR45g0aJFZuWjo6MRERGB0NBQHD9+HPPnz8dPP/2ELVu24MGDBxg7dqxZ+YcPH2LcuHHw9PTE8ePHsXTpUixduhTHjx9HjRo1MHr0aKSnp5vtM3r0aKSmpmLLli346aefMH/+fBw/fhwdOnTAsmXLcODAgSd6DURUOI3EZpV8Egq5fkKTha81xdGZXfH14Obo3cQbDqr8y7ohiXvz+8NoMXcn/u/n49h87DruZ+SKGLkIZDLA2RlaBwf9zyQatda8O/Pg1k/B6dEXD5uOXcPDzDzRYiMisnQWmbh16dIFvr6+JZYTBAERERFwcXHBrFmzzJ6bNWsWXFxcEBERYbZ95cqVAIC5c+fCzs7OuL1nz57o2LEjoqKicPXqVeP2TZs2ISUlBePGjUO9evWM2+vVq4exY8fi3r17+P33343bL168iNjYWISHh6Nnz57G7XZ2dpg7d65ZDOV9DURUOJ0FL8BdmRztFOj9rDe+fr05js/KT+IcVfktcem5Gmw7fQuTN51Cy0924eVv4vB19CWcvZlmbKkkqmyGL1fsHo3DdHNSoX9LHwBAjlqHdYevFrkvEZGts8jErbTi4+Nx8+ZNhISEwNnZ2ew5Z2dnhISEICEhAdeuXTNuj4mJMT73uO7duwMA9u7da1YeALp16/bE5du3bw9nZ2ez8uV5DURUOKmt41YZnOyUxiTu2Kwu+Ob15uj3XF24O6mMZQQBOH41BZ9HXkCvJfvQ6pNd+L91x/HzoSQk3sssciyuFOWotdh+NBEXevVH40WLgVwba220MBpjV8n8z+jwEH8YPrKr/77CBeeJiIog6VklDePRAgMDC30+MDAQkZGRiI+Ph4+PDzIzM3Hr1i0888wzUCgUhZY3PW5J5yhreYVCAX9/f5w9exYajQZKpbLMr6Ewubm5yDW5GUlL0886p1aroVarC92nKhjOLWYMZDv1IAgCDA1HcpllvV6x6kAlA7o28ETXBp7Q6hrh5LUURF+4hz0X7iD+Tv5EEPcz87Dtn1vY9s8tAEBtV3s8H+CBVn4eaFbPDQFezpJKhnU6Af/cSMXvJ2/iz3+SoU7LwLldWwAAt+6nwdOe69+JJe9R4qaQy4yfB29XFbo2rInIs3dwNz0XW45fw8vP1RUzTKtmK38TLB3rQXyWUgdlOb+kE7fU1FQAgJubW6HPu7q6mpUra/mS9ilrecM+Op0O6enpqF69erlietxnn32Gjz76qMD2qKgoOFnAQPydO3eKHQLB+utBP3RGf0lLTUnB9u3bRY2nMJZQB40ANKoP3K8LnHkow4VUGS6lyZCjzU/MktNy8fvJW/j9pD6Rs1cIeMpZgK8L8JSLAF8XAe4WlvvkaIFLaTKceSDDvw9lSFPnvx5Hk3LvrIrDW83soJBOHmpVcvIUAGTIzc4y+4w2lAORjz6/X/31L+xvnuJwxEpmCdcjYj1YArHrICsrq9RlJZ24kd706dMxadIk4+O0tDT4+PigW7duxsRPDGq1Gjt37kTXrl2hUqlK3oEqha3UQ65GBxzcBQDwrOGBXr1aiRxRPkuvA41Wh7O30nEg4QEOJj7A0aSHyFHnz0KZq5UhPk2G+LT8fTycVXjaywX1vZwf/dP/XNtVv4RLZceb9CAb55PTcfJaCo4mpeDsrTQUNlTPQSXHC8G1jY8vpcnxjywAH/ZqUKkxUuE+OLILgA7urtXQq1c7s+diUg/h5LVU3MqSwSWwFcKCvMQJ0spZ+vXIVrAexGcpdWDoKVcakk7cDK1URbVGGd4IQ7myln98nxo1apSpfFHnkMlkqFatWrljepy9vT3sC+n6o1KpLOJiYClx2Dprrwe1oDH+rFLILfK1WmodqFRAC397tPD3xFgAuRotTl1LxfGrD3HyagpOXU/BrVTzZUkeZKpxOPMhDl95aLbdxV6Juu6OqOlqj1quDqhZLf//mq72qOaggrO9Es52Ctgp5ZDLZFDIZZBB340uV61DjkaLtGwNHmbl4WFmHu5m5OL6w2xce5CFqw+ycOlOhj5RL4K9Uo4OgZ7o1qg2ejapjWraPGB4/vOrD1zFM/Wq49UW9Yo8BlUOw3IAdsqCn9HRHZ/GqJ+OAQBW7E9Cl8Z1qjw+W2Kp1yNbw3oQn9h1UJZzSzpxK2yMmanHx485OzvD29sbiYmJ0Gq1Bca5FTbeLDAwEEePHkV8fHyBxK2o8kXFpNVqkZiYCH9/fyiVynK9BiIqnNakuUVK47Eskb1Sgdb+Hmjt72HcdjstByevpeDktRScupaCi7czcK+QZQUycjW4cDsdF26nF3iuMgXXqoZW/tURFlQT7Z/2hKPJ2nYoZIr5Gb+fRiu/6vCt4VzgOaocOl3+OFRlIZ/Rrg1rob6XMy7fzcThxAc4lvQALXw9CpQjIrJVkk/c6tSpg7i4OGRmZprNypiZmYm4uDj4+/ubTeoRFhaG9evXIy4uDqGhoWbHi4yMBACz7WFhYfjll18QFRWFtm3bFlo+LCzMrDygH182bdo0s/L79+83Lrb9JK+BiArSmTTAyDk4psLVcnVA98a10b1xfrfD1Cw1Lt1Nx6U7GcZ/l+9mIjktp9IW/JbLAL8azmjgXQ0NaruikbcrWvpVh7uTXck7A3itRV38ePo+8jQ6fLnzIhYPfK5S4qSC1CYfUqWi4KTWcrkM74bVx5Rf/wEALI9JQMRQJm5ERAaSTtxkMhlGjBiBjz/+GHPnzsW8efOMz82dOxcZGRmYMWOG2T7vvPMO1q9fj1mzZmHnzp3Gtdx27NiBmJgYdOvWzWwNuf79+2Pq1KlYunQphg8fblzL7fr161i2bBk8PT3Rr18/Y/ng4GCEhoYiOjoaO3bsMK7llpeXZ1ynbcSIEU/0GoioII3pTSFb3KqEm5MKLXw9CrSKCIKA1Gw17qTn4nZaDu6k5eJ2eg7upuciM1eDzFwtMnI1UGt10OoECIJ+DT57lRz2SgXsFHJUc1DCw9kO7k52qOFsh3rVHeHj4YTabg5QFXLTX1oTOj+N/11Ow8MsNf44dRPvhtVHQ2/xxgLbEo02v1VcVcTsMH2a1cWXOy/iVmoOdp27jYu30xFUq1pVhUhEZNEsMnGLiIjA/v37AQCnT582bjOskda+fXtj8vPBBx9g69atmD9/Pk6cOIHmzZvj+PHjiIqKQqtWrTBhwgSzY4eHh2PEiBGIiIhA8+bN0bt3b9y6dQsbNmyAh4cHli5dala+evXqWLZsGd588000b94cAwYMAABs2LAB9+/fx4YNG4zj1Qy++eYbhISEoG/fvhgwYAC8vb2xbds2nDlzBmPHjkW7duYDssv6GoioIK3J2mNyJm6ikslkcHfSJ10WcdPt5AT1jRvYtWsXuni44v/Cn8Z/t52DIABfRF1AxFDLmcjGmhnGtwGASl548m2nlGNEhwDM/fMsAODbvZfxZf9mVREeEZHFs8gFuPfv3481a9ZgzZo1OH78OAAgLi7OuM2Q1AEwLmg9YcIEnDt3Dl988QXOnz+PyZMnY/fu3XB0dCxw/O+++w6LFy8GACxevBjbt29Hv379cPjwYQQFBRUo/8Ybb2DHjh1o0KABVq1ahdWrV6NRo0aIiorCa6+9VqB848aNcejQIbz00kvYtm0bFi9eDLlcjq+//hpLliwpUL48r4GIzJl2lVSwqySZkskALy/kubkBMhneaOsLbzcHAMCuc3dwLOmByAHaBrVJi5uymPUYBrbyMS4Y/8fJm7j+sPRTZRMRWTOLbHFbvXo1Vq9eXerybm5uWLRoERYtWlSq8nK5HOPHj8f48eNLfY4ePXqgR48epS4fHByMTZs2lbp8WV8DEZkz7Sqp4CJdVAwHlQLjOwdi+m/6Hh0L/rqA9e+0rfRlDGxdabszO9srMfR5PyzeHQ+NTkDEvkTMealxVYRIRGTRLLLFjYiorNjiRkXKzYV8/Hg8+913QK5+JszXWtSDv6d+MqhDiQ+wL/6emBHaBPMxbsXffgxt5wdHlX5m0PVHruJBITODEhHZGiZuRGQVTMe4cTkAMqPRQPHtt/DfsQPQ6Nf7UyrkmNQ1v2v855EXIAiFrOBNFSbPdIxbCa3iHs52GNhaP5tyjlqH1X9fqczQiIgkgYkbEVkFrWlXSSZuVAq9m3ij0aMZJU/fSMWOf5NFjsi6aczGuJV8+zGiQ4CxS+Wav68gM1dTabEREUkBEzcisgpadpWkMpLLZZjSPdj4eGHUBWi0lbP+HJnPKlmaJTvqujuiT7O6AIDUbDV+OXy10mIjIpICJm5EZBW0Oi4HQGXXMdgLrfyqAwAS7mbitxM3RI7Ieml0pR/jZvBuWIDx54h9iZW2sDsRkRQwcSMiq2CauHEBbiotmUyGD3o0MD5evCseuRqtiBFZL3UZxrgZBNaqhq6NagEAktNysOUkE2sisl1M3IjIKnByEiqvVn4eCA/2AgDcSMnGzwfZJa8ymHeVLP3tx+iO9Y0/fxtz2exLGiIiW8LEjYisgllXSY5xozKa3C1/rNvX0ZeQwYkwKpymlAtwP675U9XRxt8DAJBwLxPbTt+q8NiIiKSAiRsRWQWzrpJcgJtMOTpCffEior77DnB0LLTIM3Xd8MKz3gCA+5l5WLU/sSojtAmmC3CXdoybwfjOgcafl+2Jh46tbkRkg5i4EZFVYIsbFUkuB/z8kF2rlv7nIkzuFmzsZrsiNgEPuehzhcrTlH8carv6NdDCVz+JzMXbGYg8w6UbiMj2MHEjIqugMxvjJmIgJFn+ns7o37IeACA9V4Nv914WOSLrYt7iVrbETSaTYVynp42Pl+y5xAXTicjm8PaGiKyC6VTjijJMfEA2IC8P8mnT0Gj1aiCv+Fa08Z0DYafU//6s/vsKbqflVEGAtqGsC3A/LizIC03ruQEAzt1Kw65zdyosNiIiKeDdDRFZBdMxL1yAm8yo1VB8+SUCt2wB1Opii3q7OWJIW18AQK5GhyW746sgQNtQnuUATOlb3fLHui3ZHc9WNyKyKUzciMgqaHXsKkkVY0z403C2UwAANhy5hqT7mSJHZB3Upi1u5WwV79ywJhp5uwIATt9IRczFuxUSGxGRFPD2hoisArtKUkXxcLbDiA4BAPS/V1/uvChyRNbhSca4GchkMozvbDLWja1uRGRDnujuZvjw4fjjjz+KLfPnn39i+PDhT3IaIqIScXISqkgjOvijupMKAPDHqZs4dytN5Iikz7zFrfzdmbs1qo3gWtUAACeupiDu0v0njo2ISAqe6PZm9erVOHnyZLFlTp06hTVr1jzJaYiISsTlAKgiVXNQ4f/C9S07ggB8EXVB5IikT6Mt/zpupuRyGcZ2Mm91IyKyBZX+vXROTg6USmVln4aIbJzZAtxP8G0+kcEbbX3h7eYAANh17g6OJT0QOSJpM52cRFnOrpIGvZp4o76XMwDg8JUHOJjAVjcisn5PnLjJivhmWxAEXL16FTt27ECdOnWe9DRERMUyn5yEiRs9OQeVAuM7589iuOCvCxxP9QRMu0o+SYsboP+Ms9WNiGxNma+ccrkcCoUCCoV+xq05c+YYH5v+UyqV8Pf3x/HjxzFw4MAKD5yIyJTW5IZazsSNTDk6Qn3iBPYsWQI4OpZp19da1IO/p75l51DiA+yLv1cZEdqEipicxNSLz9aBXw0nAMDfl+/j6BW2iBKRdStzH8bQ0FBjK1tsbCyeeuop+Pn5FSinUCjg4eGBTp06YeTIkU8cKBFRcdhVkooklwONGyM9KUn/cxkoFXJM6hqEcb+cAAB8HnkBHQI9i+xtQkXTVMByAKaUCjnGhD+ND379BwCweHc8fnq7zRMfl4jIUpU5cYuJiTH+LJfL8dZbb+E///lPRcZERFRmnJyEKkvvJt5YHnMZZ2+l4fSNVOz4Nxm9mniLHZbk5FXgGDeDfs/VxdI98bj2IBv74u/hcOIDtPb3qJBjExFZmif6ykun0zFpIyKLYL4cABM3MpGXB/nHHyP4l1+AvLwy7y6XyzCle7Dx8RdRF8xmSKTSMW1xU1XQWosqhRzjO+WPQ/wiiuMQich6cbUjIrIKpjeFTNzIjFoNxX//iwYbNgBqdbkO0THYC638qgMALt/NxG8nblRkhDahose4GfR7ri4CTMYh/n2ZM0wSkXUqU1fJ4cOHQyaT4dNPP0WtWrVKvbC2TCbD999/X64AiYhKgy1uVJlkMhmmdG+A/t8dAAAs3hWPPs3qwF6pEDky6TBbgPsJZ5U0pVTI8V6XQLy3/iQAfatbu/o1OA6RiKxOmRK31atXQyaTYerUqahVqxZWr15dqv2YuBFRZTNbDoA3bFQJWvt7oGOwF2Iu3MWNlGz8fPAqhrf3FzssyajIddwe98KzdbBszyXE38nA8aspiLl4F+HBNSv0HEREYitT4paYmAgAqFu3rtljIiKxabiOG1WB97sFI+bCXQDA19GXMKCVD5ztyzzPl00yH+NWsZ9RhVyGiV2DMObn4wCARTsvomOQF1vdiMiqlOmvzalTp9CgQQMolfrdfH19KyUoIqKy0jFxoyrwTF03vPCsN/785xbuZ+bhh/2JGGeySDcVzbTF7UkX4C5Mj8a10dDbFedupeGf66nYefY2ujWuXeHnISISS5munP369cP69euNjwMCArBkyZIKD4qIqKy4ADdVlUldg4xfDqyITcDDzLLPVGmLKrOrJKD/3E/uGmR8/OXOi2Zf6BARSV2ZEjeVSgW1yYxcV65cQUpKSkXHRERUZlyAm6pKgJcLXmtRDwCQnqvBt3svixyRNGh0FbsAd2E6N6yJpj7uAIDzyenY8W9ypZyHiEgMZbpyPvXUU9i/fz+0Wq1xG/uPE5El4OQkVCQHB2j+/ht7P/8ccHCokEO+1yUQdkr9n9DVf1/B7bScCjmuNTPvKlk5n1GZTIZJJq1ui3ZdNLs2EBFJWZkSt8GDB2Pv3r3w8PBAQEAAAGDRokUICAgo9l/9+vUrJXgiIgN2laQiKRQQWrZESmAgoKiY6fu93RwxpK1+nHeuRoclu+Mr5LjWzGxykkoY42YQGuiJlr76Nfcu3cnA/07drLRzERFVpTJdOWfOnIlPP/0Uzz77LGQyGWQyGQRBKPGfzmTRTSKiyqDVsqskVa0x4U/D2U6fCG44cg1J9zNFjsiyGVrcZBAqdQIhmUyGSd3yW90W746HRsv7ECKSvjIlbkqlEtOmTcO+fftw+fJlCIKAiRMnIjExscR/RESViS1uVKS8PMi/+AJP//47kFdxE4l4ONthRAd97xONTsCinRcr7NjWyLAAd1V8PNvV98TzATUAAIn3MvHb8RuVf1Iiokr2RH0VZs+ejY4dO1ZQKERE5afjGDcqiloNxfTpaLxmDWAywVZFGNHBH9WdVACAradu4nxyWoUe35poHvW+qaThbQVMNml1+2rXReSotcWUJiKyfE+cuIWGhlZULERE5cYFuEkM1RxU+L/wpwEAggAsjLwgckSWyzDGTVlFH8+Wfh7o1KAmAOBmag5+OpBUNScmIqokFTI6OC4uDiNHjkSrVq0QHByMVq1a4Z133sH+/fsr4vBERCXSCUzcSBxvtPVFbVf9bJW7zt3BsaQHIkdkmfIejTOrpJUACvVBj2AYGuC/jrmEtJyKbXElIqpKT3z5nDhxIkJDQ/H999/j2LFjuHTpEo4dO4aIiAiEhYVh0qRJFREnEVGxtGxxI5E4qBR4r0ug8fGCvy5AEDgF/eMMLW5V1VUSABrUdkW/ZnUBAClZanzHNfeISMKeKHFbs2YNFi9ejMDAQPz888+4efMmNBoNbt26hXXr1iEoKAiLFy/Gjz/+WFHxEhEVil0lSUyvtagHf09nAMChxAfYF39P5IgsT1WPcTOY2DXIuG7cD/uv4A7X3CMiiXqixG358uWoV68eDh06hEGDBqF27dqQyWSoVasWBg4ciIMHD6Ju3br45ptvKipeIqJCcXISEpNSITdb+PnzSLa6PU5dxWPcDHw8nPB6G/2ae9lqLZbs4Zp7RCRNT5S4nTlzBq+88grc3NwKfd7NzQ2vvPIKzpw58ySnISIqkckybmxxI1H0buKNRt6uAIDTN1Kx499kkSOyLIZ13MT4eI7tlL/m3vrD13DlHtfcIyLpqfQhwjJ+801EVUCry19gl4kbmXFwgGbnTuyfOxdwcKi008jlMkzpHmx8/EXUBS78bEKMMW4Gni72ZmvuLYzi7J9EJD1PlLg1btwYmzdvRkZGRqHPp6enY/PmzWjcuPGTnIaIqEScnISKpFBACAvD/SZNAIWiUk/VMdgLrfyqAwAu383Ebye48LOBWqQxbgYjQwNQw9kOAPDnP7fw741UcQIhIiqnJ0rcRo0ahevXr+P555/H5s2bce+efjD2vXv38Ouvv6Jdu3a4fv06Ro8eXSHBEhEVxbRhQ86WfhKJTCbDlO4NjI8X74pHroYLP2t1AgxD/hRVuByAKRd7JcZ2etr4eP5f58UJhIionJ7o8vnWW29h7NixOHPmDPr3749atWpBpVKhVq1aGDBgAM6cOYOxY8di6NChFRUvEVGhTLtKKtniRqbUasiXL4f/9u2AuvLX8Wrt74GOwV4AgBsp2fj54NVKP6elU5t8s6KQiTdpy+A2T6FedUcAwL74e/j7Emf/JCLpeOLvvZYsWYK9e/di2LBhaNasGfz8/NCsWTO89dZb2Lt3LxYvXlwRcRZLp9Nh2bJlaN68OZycnODq6orQ0FD88ccfBcrOmTMHMpmsyH9Xrlwp9ByRkZEICwtDtWrV4OrqivDwcOzevbvImC5evIj+/fvD09MTjo6OaNq0KZYvX17kLGNpaWmYNGkSfH19YW9vDz8/P0yZMqXIbqhEZM50chI5EzcylZcHxXvv4dkVK4C8vCo55fvd8se6fR19CZm5mio5r6UyT9zEi8NeqTCb/XP+X+c5+ycRSYbySXaOjY2Fq6srOnTogA4dOlRUTGUiCAL69++PzZs3o379+nj77beRm5uLrVu3ok+fPli6dCnGjh1bYL+hQ4fCz8+vwHZ3d/cC29auXYs333wTXl5eGDZsGABgw4YN6Nq1KzZu3IhXX33VrPzZs2fRrl07ZGdno3///qhTpw62bduGMWPG4OzZs1i6dKlZ+czMTISFheHkyZPo1q0bBg0ahBMnTmDhwoXYu3cvYmNj4VCJA+qJrIGOY9zIgjxT1w0vPOuNP/+5hfuZefhhfyLGdQ4seUcrpdGaLtchYiAA+jSrixWxCTifnI5T11Ox7fQtvPBsHXGDIiIqhSdK3MLDwzFq1ChR12nbvHkzNm/ejJCQEOzcuROOjvouEJ9++ilatmyJ999/Hy+88EKBJG3YsGHo2LFjicd/+PAhxo0bB09PTxw/fhz16tUDAEydOhXPPfccRo8eje7du6NatWrGfUaPHo3U1FRs374dPXv2BADMnTsXXbp0wbJlyzB48GA8//zzxvILFizAyZMnMXXqVMybN8+4fdq0aZg/fz4WLVqE6dOnl/ctIrIJGnaVJAszqWsQdvybDK1OwIrYBLzR1hfVH02OYWvUOstocQP0X+x80CMYw1cfBQAs+OsCujaqBXtl5U5cQ0T0pJ6oq2TNmjVFbwnaunUrAGDGjBnGpA0APD09MXHiROTm5mLVqlXlPv6mTZuQkpKCcePGGZM2AKhXrx7Gjh2Le/fu4ffffzduv3jxImJjYxEeHm5M2gDAzs4Oc+fOBQCsXLnSuF0QBERERMDFxQWzZs0yO/esWbPg4uKCiIiIcsdPZCt0nJyELEyAlwtea6H/u5Geq8G3sZdFjkg8atMWN5EmJzEVHlwTzwfUAABcfZCFnw4kiRwREVHJnujy2bVrV8TExIjaPzw5Wb/Aqb+/f4HnDNv27NlT4LnY2FjMnz8fn3/+ObZs2VLkWLKYmBgAQLdu3Qo81717dwDA3r17S1W+ffv2cHZ2NisfHx+PmzdvIiQkBM7OzmblnZ2dERISgoSEBFy7dq3Q+IhITyuwqyRZnve6BMJOqf9TuzruCm6n5YgckTg0FjLGzUAmk+HD3g1h+I5nye54pGRVzfhHIqLyeqLEbd68ebh//z7eeecdPHjwoKJiKhNPT08AQGJiYoHnDNsuXrxY4LnZs2dj2rRp+OCDD9CvXz/4+Pjgxx9/LFAuPj4eABAYWHBsgmGboUxJ5RUKBfz9/XHlyhVoNJoSyxd1DiIqSGMyxo15G1kKbzdHDGnrCwDI1eiwZLdtXsvVFjTGzeCZum54+Tl9i2hajgZLdl8SOSIiouI90Ri3N954A+7u7vjhhx+wdu1a+Pv7o1atWpA91k1JJpMVOwPjk+jZsyfWr1+PefPmoVOnTsaum/fv38dXX30FAEhJSTGWb9q0KX744Qd07NgR3t7eSE5Oxp9//on//Oc/GDZsGNzd3fHSSy8Zy6em6hfodHNzK3BuV1dXszIllTfso9PpkJ6ejurVq5eq/OPneFxubi5yc3ONj9PS0gAAarUa6iqY+roohnOLGQPZTj1oH32jr5DLjF+MWApbqQOLpVZDZfxRXSVLApga0d4Xvxy+isw8LTYcuYa32j0FXw+nKo1BbDm5+a1ZCpnlfBbe6xSAbadvIketw08Hr2Bwq7rwrWHddcPrkWVgPYjPUuqgLOd/osTN0C0Q0CcP58+fx/nzBRe0fDyRq0iDBw/G6tWrER0djSZNmqBHjx5Qq9XYsmULatWqBQCQy/MbFvv162e2v5+fH8aOHYuGDRuia9eumDlzplniJgWfffYZPvroowLbo6Ki4OQk/h+gnTt3ih0Cwfrr4WGKAoAMEHTYvn272OEUytrrwFLJtFrUnDkTAHBn3z4IiqqfhKJDTTn+ui6HRidg6k+xGBKoK3knK3ItAzDccihklvVZCK0pR9QNOdRaAZN/jMXwYNuoG0uqA1vGehCf2HWQlZVV6rJPlLjpdOJf3JRKJXbs2IF58+Zh3bp1WLFiBdzc3NCvXz+8//77CAoKQs2aNUs8TufOnVG/fn2cPn0aaWlpxpYuQ0tYamoqatSoYbaPoWXLtLXMtHxh0tLSIJPJjLNQlqb84+d43PTp0zFp0iSzfXx8fNCtWzfj6xCDWq3Gzp070bVrV6hUqpJ3oEphK/Xw9eW/gawM2CkV6NWru9jhmLGVOrBk6h49RK2DDjkaHFq0Dw+z1Dh+X46PBoQguHa1kne0EieupQCnDwPQJ26W9FkIzdXg+Ff7cS8jD6ceyFGrcRu08K0udliVhtcjy8B6EJ+l1IHhXr80ypW4HThwAB9++CGOHDkCuVyO1q1b45NPPkHr1q3Lc7gnZm9vj9mzZ2P27Nlm2w0tgi1btizVcTw9PXHp0iVkZWUZE57AwEAcPXoU8fHxBRK3wsanFTcmTavVIjExEf7+/lAqlSWWL+ocj7O3t4e9vX2B7SqVyiIuBpYSh62z9nowfI2kkMst9nVaex1IgVh14KFS4f/Cn8Z/t52DIABf7bmMiKGtqjwO0cjyWzkVMsv6LFRXqTCpazBm/H4aADAvMh6/j2lXqb2FLIEl1YEtYz2IT+w6KMu5yzw5yenTp9G5c2fExMQgMzMT6enp2L17N8LDw3HmzJmyHq5S/fzzzwCAgQMHllg2MzMTZ86cgbOzs3HCEwAICwsDoO92+LjIyEizMiWV379/v3GxbYPAwEDUqVMHcXFxyMzMLBBTXFwc/P394ePjU+JrILJlhgW4OTEJFaBWQ/bjj/DZvbvKx7eZeqOtL2q76sdh7zp3B8eSxJnUSwxms0pawHIAj+vfsh6CarkAAE5eS8Gf/9wSOSIiooLKfPmcN28ecnJy8OGHHyI5ORnJycmYNWsWsrOzMX/+/MqIsUSFNTH++uuv+OGHH9CqVSu8/PLLAID09PRCZ5jMzs7GyJEjkZ6ejv79+xtbwwCgf//+cHNzw9KlS3H9+nXj9uvXr2PZsmXw9PQ0GzcXHByM0NBQREdHY8eOHcbteXl5xnXaRowYYdwuk8kwYsQIZGRkGNd5M5g7dy4yMjIwcuTIsr4lRDbHMKuk0hLvCklceXlQjhiB5kuXAnniTfnuoFLgvS75vScW/HVB1OV0qlKehS0H8DilQo4ZvRoaH8//6zxy1FoRIyIiKqjMXSX37duH9u3bmyUZH330EWJiYszWJ6tKbdq0gY+PDxo2bAgHBwccPnwYMTExCAgIwKZNm6B4NBD9/v37aNCgAVq1aoWGDRuidu3auH37Nnbt2oXr16+jSZMm+Pzzz82OXb16dSxbtgxvvvkmmjdvjgEDBgAANmzYgPv372PDhg3G8WoG33zzDUJCQtC3b18MGDAA3t7e2LZtG86cOYOxY8eiXbt2ZuU/+OADbN26FfPnz8eJEyfQvHlzHD9+HFFRUWjVqhUmTJhQeW8ekZXQGlvcLPCukOiR11rUw4rYBCTey8ShxAfYF38PoUFeYodV6TRmywFYZrIaFuSFDoGe2Bd/D9cfZmPN31cwKqy+2GERERmV+avp27dvo23btgW2t2nTBrdv366QoMpqwIABSE5OxqpVq7BkyRLcvn0bM2fOxIkTJ+Dr62ss5+HhgTFjxkAQBGzfvh1ffPEFNm/ejDp16mDBggU4dOhQgXFsgH7Zgx07dqBBgwZYtWoVVq9ejUaNGiEqKgqvvfZagfKNGzfGoUOH8NJLL2Hbtm1YvHgx5HI5vv76ayxZsqRAecOi3BMmTMC5c+fwxRdf4Pz585g8eTJ2794NR0fHin3DiKyQ7lHLBRvcyJIpFXJM6hpkfPx5pG20uml0lt3iBuh7wMzolb8o97LoS7ifkVv8TkREVajMLW5qtRouLi4Ftjs7O4u2DsKcOXMwZ86cEsu5urpi2bJl5TpHjx490KNHj1KXDw4OxqZNm0pd3s3NDYsWLcKiRYvKEx6RzTN2lZQzcyPL1ruJN5bHXMbZW2k4fSMVf/2bjJ5NvMUOq1Llmba4WfBHtKG3K/q38MGGo9eQnqPBlzsv4pN+TcQOi4gIQDla3IiILJFxchJe1cjCyeUyTOkebHy8MOqC2eQd1khj4WPcTE3uFgRnO/0Qi18OX8XZm6WfqpuIqDKVazmAtWvX4uDBg2bbLl26BADo1atXgfIymQzbtm0rz6mIiEpFa+gqyTFuJAEdg73Qyq86jlx5iMt3M/HbiRvo39J6Zw82H+MmYiClUNPVAeM6B2LejvPQCcBH/zuD9e+0tfrlAYjI8pUrcbt06ZIxUXvcX3/9VWAbL3ZEVNm0WsMYN15vyPLJZDJM6d4A/b87AABYvCsefZrVgb1SUcKe0qQ2GeMmhY/oWyF+WH/4Kq7cz8KhxAfYfjoZvZ+17u6sRGT5ypy4JSYmVkYcRERPxNjiJoW7Qqpa9vbQrFuHEydOoJm9vdjRGLX290DHYC/EXLiLGynZWHfoKt4K8Rc7rEqh1uQnbkoJfETtlQrM7N0II348CgD4dPs5dGpQE4521plYE5E0lDlxM52lkYjIUnA5ACqSUgnh1Vdx08kJzZTl6mhSad7vFoyYC3cBAMv2XEL/lj5wtresGCuCYfIgwPK7Shp0blgToUFeiL2oT6xXxCaYrcNHRFTVOIyfiKyC1rgAt0TuCokAPFPXDS886oJ3PzMPP+y3zl4tapMxblJpFJfJZPjPCw2hfBTw8r2XcCMlW+SoiMiWMXEjIqvAyUmoSBoNZL/+ijpxcYBGI3Y0BUzqGmTs4rsiNgEPM/NEjqjimc0qKaE7j6drVsOQ5/0AADlqHT7bfk7cgIjIpkno8klEVDidToBhDWO5VL7Op6qTmwvl4MFo9fnnQK7lLagc4OWC11rUAwCk52rwbexlkSOqeGqttMa4mXqvSyA8nO0AAH/+cwuHEx+IHBER2SombkQkeYbWNgDGbk1EUvJel0DYKfV/klfHXcHttByRI6pYagmOcTNwc1Th/W756+7N+eOMsWs2EVFVYuJGRJJnehPFyUlIirzdHDGkrX7yr1yNDkt2x4scUcUy7Sopl0kv6RnQygeNvF0BAGdvpWHDkWsiR0REtoiJGxFJns6kxY3LAZBUje5YH86PppvfcOQaku5nihxRxTGdnERqXSUB/XVlzkuNjY8XRl1AapZaxIiIyBYxcSMiyTObapyJG0lUDRd7jOgQAED/O71o50WRI6o4aolOTmKqtb+HcQbQB5l5+DzqvMgREZGtkejlk4gon46JG1mJER38Ud1JBQDYeuomzieniRxRxdBIcDmAwnzYuyGcHrWK/nzoKk5fTxU5IiKyJUzciEjytGYTH0j4rpBsXjUHFcZ0fBoAIAjAwsgLIkdUMdQ6kxY3CX9Evd0cMeHRItyCAMzc+q/ZF0dERJWJiRsRSZ6WLW5UHDs7aCIicHzcOMDOTuxoSvTm876o7eoAANh17g6OJT0UOaInp5H4GDdTb4X4I7CmCwDg1LUUrOdEJURURZi4EZHkaTk5CRVHpYIwZAiude4MqFRiR1MiB5UC7z1q1QGAzyPPQxCk3apjNsZN4h9RlUKOj/s8Y3y8IPI8HljhoulEZHmYuBGR5JktB8DEjazAqy3qwd/TGQBwMOEB9sXfEzmiJ6O2kjFuBs/Xr4G+zeoAAFKy1FjwFycqIaLKx8SNiCTPZPgMF+CmgjQayLZvR62jRwGNRuxoSkWlkGNi1yDj488jL0i61U1jJWPcTM3o1RDV7JUAgPVHruH4Vel3aSUiy8bEjYgkz/ym0EruCqni5OZC2bcv2v73v0BurtjRlNoLTbyNiz6fvpGKv/5NFjmi8jMb42Yldx41XR3MkutZW/41a/0nIqpoVnL5JCJbZroAN7tKkrWQy2WY0j3Y+Hhh1AVoTMaKSUmeFY1xMzXkeV80qF0NAHDmZhrWHkwSOSIismZM3IhI8rTsKklWqmOwF1r5VQcAXL6bid9O3BA5ovIxTTit6SOqVMjx3775E5UsjLqAu+nSadUlImlh4kZEkmfaVZItbmRNZDIZpnRvYHy8eFc8cjVaESMqH82jLoRymXUlbgDQ0s8Dr7aoBwBIz9Hgs+3nRI6IiKwVEzcikjzTyUk4xo2sTWt/D3QM9gIA3EjJxrpDV0WOqOwMs0qqFNZ52zGtZwO4OugnKvntxA38fUnas4ASkWWyzisoEdkUruNG1u79bvlj3ZbtuYTMXGnMjmlgWMdNaU0D3Ex4uthjas/8ltEPt/yLHLX0WkaJyLIxcSMiydOazirJxI2s0DN13dD7WW8AwP3MPPywP1HkiMrGMMZNJbfe245BrZ5CC1/9eMTEe5n4OvqSyBERkbWx3isoEdkM08lJmLhRAXZ20C5ejH/eeQewsxM7mnKb3DXI+Pu9IjYBKVl5IkdUeoauktba4gbox9d+2q+JcYKkb/deRvztdJGjIiJrwsSNiCTPdO0kJm5UgEoF3ejRSOzVC1CpxI6m3AK8XPCaYRKMXA2W770sckSlZ5hAyFrHuBkE166GUWEBAPTJ6ozfT0PHtd2IqIJY9xWUiGyCWeLGyUnIio3vHAi7RytYr467gttpOSJHVDrGFjcb+GJlXKdA+NVwAgAcufIQG45eEzkiIrIWTNyISPK0XICbiqPVQrZ3L2qcPg1opT1hRB13R7zZ1hcAkKvRYcnueJEjKh3D5CQqK+4qaeCgUuCTfk2Mjz/bfg530qWRYBORZWPiRkSSZ9oVyRa+0acyysmBsmtXtJ81C8iR/g30mI714WynAABsOHINSfczRY6oZBpji5tt3HaEPO2Jl5+rCwBIy9Fg7p9c242InpxtXEGJyKppOMaNbEgNF3uM6KAfR6XRCVi086LIEZXMOMZNaTufzw97N0R1J/2Yyv+duomYC3dEjoiIpI6JGxFJnukYNznHuJENGNHB35gUbD11E+eT00SOqGiCIJiMcbOd244aLvaY0auh8fHMLf8iK09a6+8RkWWxnSsoEVktncCukmRbqjmoMKbj0wAAQQAWRlpuq5tpi7gtjHEz9WqLeng+oAYA4PrDbCzeJY0xiURkmZi4EZHkmd4YcnISshVvPu+L2q4OAIBd527jWNJDkSMqnGF8G2B7X6zIZDJ80u8Z40ygK/cl4NS1FHGDIiLJYuJGRJKnM1sOQMRAiKqQg0qB97oEGh9/HnkegmB5a4blPZpRErD+ddwKE+Dlgvc66+tJJwBTN/+DPI2uhL2IiAqyvSsoEVkds3XcbPDGkGzXqy3qwd/TGQBwMOEB9sXfEzmigjQmiZvSRr9ZeSc0AI28XQEA55PT8U3MJZEjIiIp4h0OEUkeF+CmYqlU0H72Gc4MHQqoVGJHU6FUCjkmdg0yPv488oLFtbppzJbrsM3bDpVCjgWvPmuc9fbr6Eu4kJwuclREJDW2eQUlIqtiugA3G9yoADs76CZPxqV+/QA7O7GjqXAvNPE2tuacvpGKv/5NFjkic2qzrpK2+8XKM3XdMDqsPgBArRXwwa+nzFojiYhKwlscIpI8sxY3G/1Gn2yXXC7DlO7BxscLoy5YVEKg1prOKmnbn89xnZ/G0zVdAACnrqfi+/2JIkdERFJi21dQIrIK5ombiIGQZdJqITt6FO7x8YBWK3Y0laJjsBda+lYHAFy+m4nfTtwQOaJ8HOOWz16pwPxXnoWhR/eXOy8i4W6GuEERkWTwFoeIJI8LcFOxcnKgbNcOYVOmADk5YkdTKWQyGT7o0cD4ePGueORqLCNJVWs5xs1UC9/qeKudPwAgV6PDtM2nzWbGJSIqCq+gRCR55gtw87JGtqm1vwc6BnsBAG6kZGPdoasiR6Sn0XGM2+Pe7x6EpzycAACHrzzAz4eSRI6IiKSAdzhEJHkadpUkAgC83y1/rNuyPZeQmasRMRo9tY2v41YYJzsl5r3cxPh43o7zuP4wS8SIiEgKeAUlIsljV0kivWfquqH3s94AgPuZefjBAia/MO8qyc+nQbunPTGo9VMAgMw8LaZtPm1xSzkQkWVh4kZEkmc6PsTWJz8gmtw1yLhe2IrYBKRk5Ykaj0bLz2dRpvdqAG83BwDA/kv3sNZCurcSkWVi4kZEkqdhixuRUYCXC15rUQ8AkJ6rwfK9l0WNR206xo1jUM24Oqgw/5VnjY8/3XYOSfczRYyIiCyZVVxBdTodli1bhubNm8PJyQmurq4IDQ3FH3/8UWj5tLQ0TJo0Cb6+vrC3t4efnx+mTJmCjIzCp+TV6XRYunQpmjRpAkdHR3h5eWHQoEFISEgoMqbIyEiEhYWhWrVqcHV1RXh4OHbv3l1k+YsXL6J///7w9PSEo6MjmjZtiuXLl7PbBFEp6MwW4GbiRjS+cyDslPo/8avjruB2mnizaao1nJykOKFBXni9jb7LZLZai/c3nTLr/k1EZCD5xE0QBPTv3x/jxo1DWloa3n77bQwcOBAXLlxAnz59sGzZMrPymZmZCAsLw6JFi9CgQQNMnDgRwcHBWLhwITp16oScQqaKHjVqFMaPHw9BEDB+/Hj06NEDv/32G1q1aoX4+PgC5deuXYsePXrg3LlzGDZsGIYOHYozZ86ga9eu+PXXXwuUP3v2LFq3bo2tW7eiZ8+eGD9+PLRaLcaMGYPx48dX3JtFZKXM13HjjSE9RqWCduZMnB8wAFCpxI6mStRxd8SbbX0B6KecX7qn4N+qqqIx68os+duOSjGjV0P4eDgCAI5ceYhVceKPTSQiyyP5K+jmzZuxefNmhISE4PTp01i6dClWrFiBM2fOwNfXF++//z6uXLliLL9gwQKcPHkSU6dORWRkJObNm4fIyEhMnToVR44cwaJFi8yOHx0djYiICISGhuL48eOYP38+fvrpJ2zZsgUPHjzA2LFjzco/fPgQ48aNg6enJ44fP46lS5di6dKlOH78OGrUqIHRo0cjPT3dbJ/Ro0cjNTUVW7ZswU8//YT58+fj+PHj6NChA5YtW4YDBw5U2vtHZA3MEjd2laTH2dlB95//4MKgQYCdndjRVJkxHevD2U4BAFh/+JpoXfDUXIC7RM72Six8talxYe4FkRdw6U568TsRkc2RfOK2detWAMCMGTPg6Oho3O7p6YmJEyciNzcXq1atAqBvnYuIiICLiwtmzZpldpxZs2bBxcUFERERZttXrlwJAJg7dy7sTP7g9+zZEx07dkRUVBSuXs0fTLxp0yakpKRg3LhxqFevnnF7vXr1MHbsWNy7dw+///67cfvFixcRGxuL8PBw9OzZ07jdzs4Oc+fONYuBiArHFjeigmq42GNEhwAA+lavRTsvihKH6eQkKn4+i9QmoAaGh+gX5s7T6DB54yloTJJeIiLJJ27JyckAAH9//wLPGbbt2bMHABAfH4+bN28iJCQEzs7OZmWdnZ0REhKChIQEXLt2zbg9JibG+NzjunfvDgDYu3evWXkA6Nat2xOXb9++PZydnc3KE1FBWo5xo+LodMCZM6h29ar+ZxsyooM/qjvpu4duPXUT55PTqjwGruNWelO6ByPAS39/cup6Kr4VeWIZIrIsSrEDeFKenp4AgMTERDRs2NDsucREfR/xixf13zIaxqMFBgYWeqzAwEBERkYiPj4ePj4+yMzMxK1bt/DMM89AoVAUWt70uCWdo6zlFQoF/P39cfbsWWg0GiiVhVdXbm4ucnNzjY/T0vR/mNVqNdRqdaH7VAXDucWMgWyjHtQarfFnQae1uNdqC3Vg0TIzoXruOXQCkDVwIODuLnZEVcZBAYwK9ce8vy5CEIDP/zqPb19/rkpjyFHnLwIugz6J42ehcAoA8/s1xoCVh6ETgMW749HhaQ808natsHPwemQZWA/is5Q6KMv5JZ+49ezZE+vXr8e8efPQqVMnODjo10O5f/8+vvrqKwBASkoKACA1NRUA4ObmVuixXF1dzcqVtXxJ+5S1vGEfnU6H9PR0VK9evdAyn332GT766KMC26OiouDk5FToPlVp586dYodAsO56SLwih6EDwYG/43DNufjyYrHmOrBkipwcvPDo5z179kD76O+EraihBdzsFEjNk2H3+bv4esN2+FeruvP/c0sGfUoCnDtzBi29+FkoSec6cuy8IYdaK2D06gOY3EQLZQU3VrIOLAPrQXxi10FWVlapy0o+cRs8eDBWr16N6OhoNGnSBD169IBarcaWLVtQq1YtAIDcyteNmT59OiZNmmR8nJaWBh8fH3Tr1s2YLIpBrVZj586d6Nq1K1Q2MpObJbKFevh76xng9g0AQFiHDgiuXYV3paVgC3Vg0TLzJ+Xo1KkTVDbU4maQ630dM7eeBQAcyPTCmP4tIauiiXxuxV0Bruh7vjzX7Fngxil+FkrQWaPDq98exPnbGbiZJcMFu6cxpVtQhRyb1yPLwHoQn6XUgaGnXGlIPnFTKpXYsWMH5s2bh3Xr1mHFihVwc3NDv3798P777yMoKAg1a9YEkN+qZdriZcrwxhnKlbX84/vUqFGjTOWLOodMJkO1akXfiNrb28Pe3r7AdpVKZREXA0uJw9ZZcz3ohPwbUHs7y32d1lwHFs3kPbfVOhjQ2hcR+6/gyv0sHEp8iINXUhEa5FUl59aafD4d7VTIg+3WQ2mpVMAXA5qh79dxUGsFrNx/BZ0b1kabgBol71zqc7AOLAHrQXxi10FZzm0VTVH29vaYPXs2Lly4gNzcXNy5cwffffcdbtzQfwPfsmVLAIWPMTP1+HgzZ2dneHt7IzExEVqttsTyJZ2jrOW1Wi0SExPh7+9f5Pg2IjKfnETOyUmIClAp5JjULdj4+PPICxCEqlnk2XRWSS4HUHqN67hh8qM6EwRg0sZTSMvheCgiW2YViVtRfv75ZwDAwIEDAeiTpDp16iAuLg6ZJl1nAP3C3HFxcfD394ePj49xe1hYmPG5x0VGRgIAQkNDzcoD+vFlRZU3lCmp/P79+40LhhNR0XSmC/wycSMq1AtNvI2TXJy+kYq//k2ukvNqTGbyVFr50IWKNrJDANr4ewAAbqRk4z9b/hU5IiISk1VcQQvrG/rrr7/ihx9+QKtWrfDyyy8DAGQyGUaMGIGMjAzjGmkGc+fORUZGBkaOHGm2/Z133gGgX+ctLy/PuH3Hjh2IiYlBt27d4Ovra9zev39/uLm5YenSpbh+/bpx+/Xr17Fs2TJ4enqiX79+xu3BwcEIDQ1FdHQ0duzYYdyel5dnXGtuxIgRZX5PiGyJxiRxk3MBbqJCyeUyTOme3+q2MOpClawTpjZdx40tbmWikMvw5YBmqOag73Wz5eRNbD15Q+SoiEgsVtH/rk2bNvDx8UHDhg3h4OCAw4cPIyYmBgEBAdi0aZPZVP4ffPABtm7divnz5+PEiRNo3rw5jh8/jqioKLRq1QoTJkwwO3Z4eDhGjBiBiIgING/eHL1798atW7ewYcMGeHh4YOnSpWblq1evjmXLluHNN99E8+bNMWDAAADAhg0bcP/+fWzYsKHAeLVvvvkGISEh6Nu3LwYMGABvb29s27YNZ86cwdixY9GuXbvKeeOIrISO67hRcVQqaCdNQkJCAvxsfCxJx2AvtPStjqNJD3H5biZ+PXYdA1s/Vann5DpuT6auuyP+2/cZvLf+JABg5pZ/0dLPA3XdHcUNjIiqnFVcQQcMGIDk5GSsWrUKS5Yswe3btzFz5kycOHHCrDUMgHFB6wkTJuDcuXP44osvcP78eUyePBm7d++Go2PBC+F3332HxYsXAwAWL16M7du3o1+/fjh8+DCCggrO8vTGG29gx44daNCgAVatWoXVq1ejUaNGiIqKwmuvvVagfOPGjXHo0CG89NJL2LZtGxYvXgy5XI6vv/4aS5YsqaB3ich6adlVkopjZwfdvHk4O2wYYGcndjSikslkmNqzgfHxFzsvIjNXU8weT860VY+fz/Lp06wu+jSrAwBIz9Fg8saTZl3Eicg2WEWL25w5czBnzpxSl3dzc8OiRYuwaNGiUpWXy+UYP348xo8fX+pz9OjRAz169Ch1+eDgYGzatKnU5Ykon2nixslJiIrXys8DPRrXxl9nknE3PRff7b1sNnFJRVPrODlJRfi4zzM4kvgAN1NzcDDhAVbuS8CosPpih0VEVcgqWtyIyLaZJm4KjnGjx+l0wJUrcLx9W/8zYVrPBsbxZiv2JeBWanalncu0xU3FyUnKzc1RhS8HNIPhErcw6gLO3Cx8KSEisk68ghKR5JnMfQAFv9Gnx2VnQxUUhG6jRgHZlZegSImfpzPebOsHAMhR67Aw8mKlnctschIlP59Pom1ADYwK1beyqbUC3lt/EjnqgssVEZF1YuJGRJKnNWlFYYsbUemM7/w0XB/NVvjbiev490bltN6otVwOoCJN6hpkXNbh0p0MzP3zrMgREVFV4RWUiCTPrKskx7gRlYq7kx3Gdw4EoF/gefjqI/jnekqFn4cLcFcsO6UcSwY1g4NKfwv386Gr2HH6lshREVFVYOJGRJJnOmyJiRtR6b35vC+CarkAAO6k5+K1bw/gz39uVug5uBxAxXu6ZjXMfrGx8fHUzf/g+sMsESMioqrAKygRSZ6GXSWJysVeqcAvI9uilV91AECuRoex605g0c6LEISKmW7edFZJFb9YqTADW/mgdxNvAEBajgYT1p+skgXViUg8TNyISPJMJyfhcgBEZVPDxR5rR7TBay3qGbct3h2Psb+cqJCJL8zWcWNXyQojk8nw6ctNjAtxH016iMW740WOiogqExM3IpI8w0K0XNyXqHzslQosePVZzOjVwDjd/LZ/bqH/dwdwOy3niY5tNsaNk5NUKDdHFZYMes7YRXxZ9CX8ffmeyFERUWXhFZSIJE/zKHFjaxsVSqmE9t13kdizJ6BUih2NxZLJZHgntD4ihrSEs50CAPDP9VS8tGw/Tl1LKfdx88zGuPEzWtFa+FbHpK5BAPSTzEzccBIPMvNEjoqIKgMTNyKSPEOLG8e3UaHs7aFbsgT/jBoF2NuLHY3F69ywFjaPaWfsgnc7LRevfXcAG49cK9fxDGNQlXIZZPyMVorRYfUR8nQNAPr6mrLpVIWNUSQiy8HEjYgkTyuwqyRRRWpQ2xVbx4YYJy3J0+jwweZ/8OHvp5GnKdsEGIaukhzfVnnkchkW9W+GGs52AIDd5+9gVdwVcYMiogrHxI2IJE/LrpJUHEEA7t6FXWqq/mcqFU8Xe/w8oi2GPO9r3PbzoasYuKJs494MywGoOL6tUtV0dcDC/k2Nj+ftOI/T1ytnUXUiEgevokQkeYbEjWu4UaGysqCqWxc9hw4FsrjWVVnYKeX4uM8zWPhaU9gp9bcMx6+m4IWl+3HkyoNSHUP9qMVNpeQtR2ULD66JEe39AejHFo5Zdwyp2WqRoyKiisKrKBFJHhM3osr1aot62Pxu/ri3u+m5GLTiIH48cKXEsVSG5QDYlblqfNCjAZr5uAMArj3I5ng3IivCxI2IJE/LyUmIKl2Tem74Y2wI2tXXT4Kh0Qn4z9YzmLDhJDJzNUXuZ1iAW6XgLUdVsFPK8fXrzeHupAIARJ29je/3J4ocFRFVBF5FiUjyDJOTsMWNqHLVcLHHj8Nb453QAOO2rSdv4sVl+3E+Oa3QfYwtbpycpMrUdXfEl4+NdzuW9FDEiIioIjBxIyLJ07GrJFGVUSrkmNGrIb55vTlc7PXr4iXczUTfr+Ow8WjBJQOMY9zY4lalOjWohXfD6gPQt46OW3ccD7m+G5Gk8SpKRJKnYeJGVOV6NfHGn+Pao5G3KwAgR63DB7/+g8kbTyErL7/rpJpj3ETzfrcgtPbzAADcTM3BpI0njV90EZH0MHEjIskz3IjwvpCoavl5OuO3Me0wuM1Txm2bj19Hn2VxuHQnHUD+Fytscat6SoUcSwY9Z1zfLfrCXazcf0XcoIio3HgVJSLJy1+Am5c0KoRSCd2bb+JqeDigVIodjdVxUCnwab8mWDywGZzsFACA+DsZeHFpHDYcuWqcPIhj3MRR280BXw1sBsPcTV/uisclLu9GJEm8yyEiydNwAW4qjr09tN9/jxPvvQfY24sdjdXq06wu/hjbHsG1qgEAstVaTN182vg8W9zE0yHQC+M7BQIAdALwy2UFlwggkiBeRYlI8vInJxE5ECIb93RNF2z5vxAMbOVT4DkVW9xENb5zoHE84r1cGVKzi17CgYgsE29ziEjy8pcD4CWNCiEIQGYmFDk5+p+pUjnaKTDvlWexbPBzqOaQ3zXVQakQMSpSyGXw83QyPs5Wa0WMhojKg539iUjSdDrBeC/OL/SpUFlZUFWvjhcAqB8+BOzsxI7IJrzwbB00reeO6b+dxqlrKehfSCscVS1HVf5tX1YeEzciqWHiRkSSpjVpQeFyAESWxcfDCWtHtIFOJ0Aul0GtVosdkk0zTB4DANlM3Igkh/2KiEjStDombkSWjhMHWQbTxC1LzTFuRFLDxI2IJI2JGxFR6TiyxY1I0pi4EZGkmXaVlMuYuBERFcWsxY2JG5HkMHEjIknTmbS4KdniRkRUJEe7/KkNOKskkfQwcSMiSdOwqyQRUak4qdhVkkjKOKskEUmaaYsbu0pSoRQK6F5+GbeSk1FTwbXEyHaZT07CxI1Iapi4EZGkmY5xU3IhNyqMgwO069fj6Pbt6OXgIHY0RKLh5CRE0saukkQkaRotW9yIiErDyY4LcBNJGRM3IpI0HRfgJiIqFbMFuNlVkkhy2FWSiCSN67hRiTIzoXJxQR8A6ocPAXd3sSMiEoVpV8msXCZuRFLDFjcikjSzxI1dJYmIisTJSYikjYkbEUmall0liYhKxUllso4bx7gRSQ4TNyKSNHaVJCIqHUeOcSOSNCZuRCRpTNyIiErHTimH6tGyKZxVkkh6mLgRkaRpuQA3EVGpOar0rW7sKkkkPUzciEjSTJcDULLFjYioWIbukpychEh6uBwAEUma6QLc7CpJhVIooOvZE3fu3EENhaLk8kRWzIktbkSSxcSNiCTNdFZJORM3KoyDA7Rbt+LQ9u3o5eAgdjREojK0uHFyEiLpYVdJIpI0nS7/Z3aVJCIqnmEtN7VWgFqrK6E0EVkSJm5EJGkak8yNk5MQERXPMDkJwJkliaTGKhI3QRDw22+/ITw8HN7e3nByckJwcDBGjRqFhIQEs7Jz5syBTCYr8t+VK1cKPUdkZCTCwsJQrVo1uLq6Ijw8HLt37y4yposXL6J///7w9PSEo6MjmjZtiuXLl0Mw6dZlKi0tDZMmTYKvry/s7e3h5+eHKVOmICMjo9zvC5Et0HEBbipJZiaU7u7oPWAAkJkpdjREojJby42JG5GkWMUYt/fffx9ffvklvL290bdvX7i6uuLUqVNYuXIlfvnlF/z999945plnzPYZOnQo/Pz8ChzL3d29wLa1a9fizTffhJeXF4YNGwYA2LBhA7p27YqNGzfi1VdfNSt/9uxZtGvXDtnZ2ejfvz/q1KmDbdu2YcyYMTh79iyWLl1qVj4zMxNhYWE4efIkunXrhkGDBuHEiRNYuHAh9u7di9jYWDhwXAZRoUx7+jBxo6LIsrKgBKAWOxAikTmZtbhpRIyEiMpK8olbcnIyvvrqK/j6+uLUqVNwc3MzPrdo0SJMmjQJX375JX744Qez/YYNG4aOHTuWePyHDx9i3Lhx8PT0xPHjx1GvXj0AwNSpU/Hcc89h9OjR6N69O6pVq2bcZ/To0UhNTcX27dvRs2dPAMDcuXPRpUsXLFu2DIMHD8bzzz9vLL9gwQKcPHkSU6dOxbx584zbp02bhvnz52PRokWYPn16ud4fImunNekqycSNiKh4pi1u7CpJJC2S7yp55coV6HQ6hISEmCVtAPDCCy8AAO7evVvu42/atAkpKSkYN26cMWkDgHr16mHs2LG4d+8efv/9d+P2ixcvIjY2FuHh4cakDQDs7Owwd+5cAMDKlSuN2wVBQEREBFxcXDBr1iyzc8+aNQsuLi6IiIgod/xE1s6sxY1j3IiIiuXExI1IsiSfuAUGBsLOzg5xcXFIS0sze+7PP/8EAHTu3LnAfrGxsZg/fz4+//xzbNmypcixZDExMQCAbt26FXiue/fuAIC9e/eWqnz79u3h7OxsVj4+Ph43b95ESEgInJ2dzco7OzsjJCQECQkJuHbtWqHxEdk6Lce4ERGVmiO7ShJJluS7StaoUQPz5s3D5MmT0aBBA/Tp08c4xm3Pnj0YM2YMxo4dW2C/2bNnmz12d3fH4sWLMWTIELPt8fHxAPQJ4uMM2wxlSiqvUCjg7++Ps2fPQqPRQKlUFlvesD0yMhLx8fHw8fEp8n0gslXsKklEVHqcnIRIuiSfuAHAxIkTUbduXYwYMQLffvutcXv79u0xePBgKJX5L7Np06b44Ycf0LFjR3h7eyM5ORl//vkn/vOf/2DYsGFwd3fHSy+9ZCyfmpoKAAW6YQKAq6urWZmSyhv20el0SE9PR/Xq1UtV/vFzPC43Nxe5ubnGx4aWR7VaDbVavKH4hnOLGQNZfz3kqfO/MRYEnUW+TmuvA4unVkNl/FENsB5Ew8+C+Ozz8zakZ+exLkTCz4L4LKUOynJ+q0jcPv74Y/z3v//Fxx9/jDfeeAPu7u44efIkJk6ciI4dO2Lz5s3GZKxfv35m+/r5+WHs2LFo2LAhunbtipkzZ5olblLw2Wef4aOPPiqwPSoqCk5OTiJEZG7nzp1ih0Cw3no4eUcGQH8ncu7Mv9h+77S4ARXDWuvA0slzc/F848YAgAPR0dDZ24scEfGzIJ4Ek2vmkROnYH/rpKjx2Dp+FsQndh1kZWWVuqzkE7ddu3Zh9uzZmDhxIqZNm2bc3r59e/zvf/9DQEAAJk+eXGIy1rlzZ9SvXx+nT59GWlqasaXL0BKWmpqKGjVqmO1jaNkybS0zLV+YtLQ0yGQy4yyUpSn/+DkeN336dEyaNMlsHx8fH3Tr1s34OsSgVquxc+dOdO3aFSqVquQdqFJYez2kHbkOXD4LAGj67LPo1aKuyBEVZO11IAXqF15gHVgAfhbEpz11A+sunwEABAQ1RK/2fuIGZKP4WRCfpdTB43N0FEfyiduOHTsAAOHh4QWeq127Nho0aIATJ04gIyMDLi4uxR7L09MTly5dQlZWljHhCQwMxNGjRxEfH18gcStsfFph494MtFotEhMT4e/vb+y+WVz5os7xOHt7e9gX8g2ySqWyiIuBpcRh66y2HuT5cyzZqZQW/Rqttg4khHVgGVgP4nF1tDP+nKsVWA8i42dBfGLXQVnOLflZJfPy8gAUPeX/3bt3IZfLS3xTMjMzcebMGTg7O8PT09O4PSwsDIC+2+HjIiMjzcqUVH7//v3GxbYNAgMDUadOHcTFxSEzM7NATHFxcfD39+fEJERF0OnyZ5VUcnISIqJicXISIumSfOIWEhICAPjyyy8LdDf89ttvcf36dTz//POwt7dHeno6Ll68WOAY2dnZGDlyJNLT09G/f3+zyUz69+8PNzc3LF26FNevXzduv379OpYtWwZPT0+zcXPBwcEIDQ1FdHS0sTUQ0CeYhnXaRowYYdwuk8kwYsQIZGRkGNd5M5g7dy4yMjIwcuTI8rw1RDZBY5K4yZm4UWEyM6GsUwc9hgwBHvuCjMjWOKny73G4jhuRtEi+q+Rrr72G5cuXIzY2FkFBQXjppZfg7u6O48ePY8+ePXB0dMSXX34JALh//z4aNGiAVq1aoWHDhqhduzZu376NXbt24fr162jSpAk+//xzs+NXr14dy5Ytw5tvvonmzZtjwIABAIANGzbg/v372LBhg3G8msE333yDkJAQ9O3bFwMGDIC3tze2bduGM2fOYOzYsWjXrp1Z+Q8++ABbt27F/PnzceLECTRv3hzHjx9HVFQUWrVqhQkTJlTeG0gkcaYtblyAm4oiu3cP9gA4fxvZOkcuwE0kWZJP3BQKBaKiorBo0SJs3LgR69atQ15eHmrVqoU33ngDM2bMQMOGDQEAHh4eGDNmDA4fPozt27fj4cOHcHR0RMOGDTF+/HiMHTsWjo6OBc7xxhtvwNPTE59++ilWrVoFmUyGFi1aYObMmejSpUuB8o0bN8ahQ4cwc+ZMbNu2DZmZmQgKCsLXX3+N0aNHFyhvWJR7zpw52Lx5M6Kjo+Ht7Y3Jkydj9uzZhcZERHpcgJuIqPScTLtKqrkAN5GUSD5xA/STc0ybNs1sVsnCuLq6YtmyZeU6R48ePdCjR49Slw8ODsamTZtKXd7NzQ2LFi3CokWLyhMekc3S6pi4ERGVlqOKLW5EUiX5MW5EZNvMEzcRAyEikgB2lSSSLt7mEJGkmSduvKQRERXHTiGDHPrrJmeVJJIW3uUQkaTpBE5OQkRUWjKZDIZGt8w8jnEjkhKrGONGRLbLfDkAEQMhyyWXQ9eiBVJTU+HCXxIi2MmBHC1b3IikhokbEUma+QLcvCmnQjg6QnvgAGK3b0cvztJLpG9xU3OMG5HU8C6HiCSNk5MQEZWN/aNrJVvciKSFtzlEJGlmXSU5xo2IqESGMW55Wh00Wp24wRBRqbGrJBFJmunkJOwqSYXKyoKyUSN0zcoC4uMBNzexIyISlZ1cAKD/oitLrYUruysQSQITNyKSNC0nJ6GSCAJkSUlwAqA2SfSJbJWdybUyO08LVweVeMEQUanxNoeIJM18jBu7ShIRlcRkDW5OUEIkIUzciEjStGazSjJxIyIqib3J3V8W13IjkgwmbkQkaVqBk5MQEZWFaYsbZ5Ykkg4mbkQkaewqSURUNuYtbkzciKSCiRsRSRoTNyKisrFT5F83mbgRSQdnlSQiSTNdDoCJGxVKJoPQsCHSMzLgyO60ROazSqo5xo1IKtjiRkSSptGaJG68KafCODlBc+oUopcuBZycxI6GSHScVZJImpi4EZGkscWNiKhszMa45TJxI5IKJm5EJGkc40ZEVDZscSOSJo5xIyJJ05gkbnImblSYrCwoW7ZEeEYG0LEj4OYmdkREojId45bFMW5EksHEjYgkzbSrJBfgpkIJAmTnzsEVgNrk94XIVpnOKsl13Iikg10liUjSTLtKcgFuIqKScR03Imli4kZEksYxbkREZWM6xo0tbkTSwcSNiCTNLHFjixsRUYnMxrjlcYwbkVQwcSMiSTMs4yaTcXISIqLSsGNXSSJJYuJGRJKm1ekAsLWNiKi0VHL9l10AkK1m4kYkFUzciEjStPq8jePbqGgyGQRfX2R5eeXfrRLZMJkMcFLpB7qxxY1IOpi4EZGk6R6NcWPiRkVycoImPh47V64EnJzEjobIIjg+mqGEk5MQSQcTNyKSNA27ShIRlZmjscWNk5MQSQUTNyKSNMOkkgoFEzciotJytmNXSSKpUYodABHRkzAsB8AWNypSdjYUHTogNDUVCA8HVCqxIyISnaGrZK5GB61OYHdzIglg4kZEkmZI3LgUABVJp4P82DFUB6B+1LWWyNY5mqzCnZWnQTUHfqFBZOnYVZKIJM2QuCmZuBERlZphVkmAE5QQSQUTNyKSNK3wqMWNXSWJiErNvMWNiRuRFDBxIyJJ03I5ACKiMnNi4kYkOUzciEjS2FWSiKjsHE27Sqq5JACRFDBxIyJJ03FyEiKiMmNXSSLp4aySRCRpGi4HQKUgeHoiLy+P31YSPWI6OQkTNyJp4N8wIpI0w+QkHONGRXJ2hubmTfz144+As7PY0RBZBNMWN84qSSQNbHGjSqHVCUjLViNLA6Rlq6Fk93nRaNTWXQ86Tk5CRFRmppOT3M/MQ2q2WsRobI+1/22WAkMdqLU6qCSyjCETN6oUV+5novMXewEoMf1ItNjhkA3UA8e4ERGVnunkJHP/PIu5f54VMRpbZf1/m/+/vXuPi6rO/wf+Gi4zDHcFTVTkJmK2XjdJQ0EsLpqppWKmeEmrzcxrm/XdNRI1a3PpYq7u6obtVpullqUpYt7ygtaauYUpKSiKbkpcBOQi8/790W9mGWe4jALnDLyej8c8HvI573POez5vP3PmM3POHPVzQpvQq4jv1UnpRBqEEzciahHu8NApnQKp1fXrcIyPR0R+PhAdDbv5aJWoCXXy1iudAhHZiBM3ahKuWkdEhvrgypUraNeuHTQaXk6pFBFDi69DG1dnzBraVek0SK0MBjjs3w9fAFUGg9LZEKlCH38vLIzvjoyz+Uqn0iq1hmOz2hlr0NZdq3QqDcaJGzUJPy89/j75t/jiiy8wfPhv4cxPuBVTVVXFOhARkRmNRoOnhoTgqSEhSqfSKvHYrDxjDfr6eyudSoNxik9ERERERKRynLgRERERERGpHCduREREREREKtciJm4igs2bNyM6Ohp+fn5wdXVFWFgYnnzySZw9e9Yivri4GPPnz0dAQAB0Oh0CAwPx+9//HiUlJVa3bzAYsHLlSvTs2RN6vR7t2rXDhAkTrG7bKC0tDVFRUfDw8ICnpyeio6Px5Zdf1hp/+vRpJCQkwNfXF3q9Hr1798bq1ash///mwkRERERE1Hq1iInbs88+izFjxuDUqVMYPXo0nnnmGQQFBWHt2rXo06cPvv/+e1NsaWkpoqKi8Prrr6N79+6YN28ewsLCsGLFCgwdOhTl5eUW23/yyScxe/ZsiAhmz56N+Ph4bN68Gf3790dWVpZF/HvvvYf4+HicPHkSU6dOxZQpU/DDDz8gJiYGGzdutIjPzMxEeHg4tmzZgmHDhmH27Nmorq7GzJkzMXv27MbtLCKiVkhcXXFDx1tGEBGRHRM7d+nSJXFwcJCAgAApLCw0W5aSkiIAZNq0aaa2F198UQDIwoULzWIXLlwoAOTll182a9+9e7cAkMjISKmoqDC1f/HFFwJAYmNjzeJ/+eUX8fb2Fl9fX8nNzTW15+bmiq+vr/j6+kpxcbHZOpGRkQJAvvjiC1NbRUWFDB48WADIoUOHbOqToqIiASBFRUU2rdfYKisr5dNPP5XKykpF82jtWAflsQbKYw3UgXVQHmugDqyD8tRSA1vet9v9N245OTkwGAyIiIiAl5eX2bIRI0YAAK5cuQLg11Mq161bB3d3dyxatMgsdtGiRXB3d8e6devM2teuXQsAWLJkCbTa/93nYdiwYRgyZAh27tyJ8+fPm9o//vhjFBYW4plnnkHnzp1N7Z07d8asWbNw9epVfPLJJ6b206dPY//+/YiOjsawYcNM7VqtFkuWLDHLgYiIiIiIWie7n7iFhoZCq9Xi4MGDKC4uNlu2detWAMB9990HAMjKykJeXh4iIiLg5uZmFuvm5oaIiAicPXsWubm5pva9e/ealt0sLi4OALBv3z6zeACIjY297fhBgwbBzc3NLJ6IiIiIiFofu78Bt4+PD1555RUsWLAA3bt3x6hRo+Dp6YnvvvsOu3fvxsyZMzFr1iwAMF2PFhoaanVboaGhSEtLQ1ZWFvz9/VFaWopLly7hN7/5DRwdHa3G19xuffuwNd7R0RFBQUHIzMzEjRs34ORkvVwVFRWoqKgw/W2cwFZVVaGqqsrqOs3BuG8lcyDWQQ1YA4WVl8Nh3Djcc/UqqgYPBjw8lM6o1eJYUB5roA6sg/LUUgNb9m/3EzcAmDdvHjp16oQZM2ZgzZo1pvZBgwbh0UcfNU14ioqKAMDilEojT09Pszhb4+tbx9Z44zoGgwHXrl1DmzZtrMYsX74cixcvtmjfuXMnXF1dra7TnNLT05VOgcA6qAFroAzH8nKMSEtDBwBb09NR7eKidEqtHseC8lgDdWAdlKd0DcrKyhoc2yImbsnJyVi6dCmSk5MxadIkeHt74/jx45g3bx6GDBmCTZs2YeTIkUqn2WReeOEFzJ8/3/R3cXEx/P39ERsba5osKqGqqgrp6emIiYmBs7OzYnm0dqyD8lgDhZWWmv45dOhQOHt7K5dLK8exoDzWQB1YB+WppQY3X+pVF7ufuO3atQtJSUmYN28enn/+eVP7oEGD8PnnnyM4OBgLFizAyJEjTd9q1fzGqyZjxxnjbI2/eR0fHx+b4mvbh0ajgUcdp/bodDrorPzMtbOzsypeDNSSR2vHOiiPNVBIjT5nDdSBdVAea6AOrIPylK6BLfu2+x8n2b59OwAgOjraYlmHDh3QvXt3/PTTTygpKbF6jVlNN19v5ubmBj8/P2RnZ6O6urre+Jr/trYPW+Orq6uRnZ2NoKCgWq9vIyIiIiKils/uJ26VlZUA/veT/ze7cuUKHBwc4OzsjNDQUHTs2BEHDx5EaY1TZ4Bfb8x98OBBBAUFwd/f39QeFRVlWnaztLQ0AEBkZKRZPPDr9WW1xRtj6os/cOCA6YbhRERERETUetn9xM34M/0pKSkWpxuuWbMGFy5cwMCBA6HT6aDRaDBjxgyUlJSY7pFmtGTJEpSUlODxxx83a3/iiScA/HqfN+MkEfj1m769e/ciNjYWAQEBpvaEhAR4eXlh5cqVuHDhgqn9woULePvtt+Hr64uHHnrI1B4WFobIyEjs2bPH9O0h8OuE1HivuRkzZtxS3xARERERUctg9+ffjRs3DqtXr8b+/fvRrVs3jBw5Et7e3jh27Bh2794NvV6PlJQUU/xzzz2HLVu24NVXX8W3336Lfv364dixY9i5cyf69++PuXPnmm0/OjoaM2bMwLp169CvXz888MADuHTpEjZs2IC2bdti5cqVZvFt2rTB22+/jcTERPTr1w/jx48HAGzYsAH5+fnYsGGDxfVqf/nLXxAREYHRo0dj/Pjx8PPzw7Zt2/DDDz9g1qxZuPfee23qExEBYNvFjk2hqqoKZWVlKC4u5vnbCmIdlMcaKKzGGRZVxcVwdrD7zyztFseC8lgDdWAdlKeWGhjfrxvfv9dJWoDy8nJZvny59O3bV1xdXcXJyUk6deokkyZNkszMTIv4wsJCmTt3rvj7+4uzs7N06dJFFixYIMXFxVa3X11dLW+++abcddddotPpxMfHR8aPHy8//fRTrTlt375dBg8eLG5ubuLu7i5RUVGSnp5ea/yPP/4oY8eOlbZt24pOp5OePXvKqlWrxGAw2Nwfubm5AoAPPvjggw8++OCDDz74sINHbm5uve/xNSINmd6RPTEYDMjLy4OHhwc0Go1ieRhvS5Cbm6vobQlaO9ZBeayB8lgDdWAdlMcaqAProDy11EBEcO3aNXTs2BEO9ZwRYvenSpIlBwcHdO7cWek0TDw9PfmipAKsg/JYA+WxBurAOiiPNVAH1kF5aqhBzVuF1YUn+hMREREREakcJ25EREREREQqx4kbNRmdToekpCTodDqlU2nVWAflsQbKYw3UgXVQHmugDqyD8uyxBvxxEiIiIiIiIpXjN25EREREREQqx4kbERERERGRynHiRkREREREpHKcuLVyX3/9NYYPHw5vb2+4ublhwIAB+Oijj2zaRkVFBZKTkxEaGgoXFxd07NgRTzzxBH7++WeL2OPHj2PRokUYMGAA2rdvD51Oh+DgYMycORMXL160uv0hQ4ZAo9FYfQQGBt7K01aV5q7BqVOn8Pjjj6Nv375o164ddDodAgMDMWLECHz55Ze17uP06dNISEiAr68v9Ho9evfujdWrV6MlXCZrDzVo6eMAaP46WDN8+HBoNBq4uLjUGsOxULemrgHHQsPYUoecnJxa+1Sj0eCll16yuo9Lly5h+vTp8PPzg4uLC8LCwrBs2TJUVVXdytNWFXuowdSpU+tcx94p9XpUWVmJlJQU3H333fDw8ICHhwd+85vf4Omnn7Ya35zHBN6AuxXbs2cP4uLi4OLigkceeQQeHh7YtGkTxo8fj9zcXCxYsKDebRgMBowaNQppaWkYMGAAxowZg6ysLKxbtw5ffvklMjIy0K5dO1P87373Oxw5cgTh4eF45JFHoNPpcOTIEaxevRoff/wxvvrqK3Tv3t3qvpKSkizavL29b/n5q4ESNfjPf/6DzZs3Y+DAgbj33nvh6emJixcvYsuWLdi2bRuWLl2KP/zhD2b7yMzMxL333ovr168jISEBHTt2xLZt2zBz5kxkZmZi5cqVjd43zcVeamDUEscBoEwdbrZ27VqkpaXBxcWl1gMux0LdmqMGRhwLtbvVOvTu3RujR4+2aB8yZIhF2+XLl3HPPffgwoULeOihhxAaGop9+/bhj3/8I44ePYpPP/3UbicP9lIDozlz5rSI//s1KVWDgoICxMfH4+jRo7j33nvx5JNPAgCys7OxYcMGrFq1yiy+2Y8JQq1SVVWVhISEiE6nk2+//dbUXlhYKN26dROtVis5OTn1buedd94RADJhwgQxGAym9tWrVwsAeeKJJ8zi33rrLcnKyrLYziuvvCIAZPjw4RbLoqKipCX+V1WqBuXl5WZxRhcvXpT27duLs7OzFBQUmC2LjIwUAPLFF1+Y2ioqKmTw4MECQA4dOtTAZ60u9lSDljoORJSrQ03Z2dni4eEhzz77rAQEBIhOp7Max7FQt+aoAcdC49chOztbAMiUKVManOvkyZMFgKxevdrUZjAY5JFHHhEA8sEHHzR4W2piTzWYMmWKAJDs7OwGr2MPlHw9Gj16tGg0Gnn//fet5nWz5j4mtMxXPqpXWlqaAJBp06ZZLFu/fr0AkMWLF9e7nYEDBwoAiwFkMBgkODhY3NzcpKysrN7t3LhxQ/R6vbi5uVksa6kHabXVQETkoYceEgBy/PhxU9upU6cEgERHR1vE7927t9bnYA/spQYiLXcciChfB4PBINHR0dKtWzcpKyurddLAsaB8DUQ4FpqiDrZOGoqLi0Wn00lwcLDFh1A5OTm1jhN7YC81EGm5EzelanD48GEBIImJiQ3KU4ljAq9xa6X27t0LAIiNjbVYFhcXBwDYt29fndsoLy/HkSNHEBYWhoCAALNlGo0GMTExKC0txTfffFNvPhqNBs7OznByqv3s3Q8++AAvv/wy3njjDezduxcGg6He7aqZ2mqQn5+PI0eOwNXVFcHBwQ3Kc9CgQXBzc6s3T7WylxrU1NLGAaB8HVauXIl9+/bhnXfegV6vv6U8ORaapwY1cSxYdzt1yMvLw6pVq/Dyyy/j73//O86cOWN1H4cPH0ZFRQViYmIsTocMCAhAWFgYDh48iOrq6jpzVSN7qUFNW7duxfLly5GSkoLt27ejsrKy3nXUTKkabNiwAQAwbtw4XL16Fe+88w6WL1+O9957D/n5+Tbl2VTHBF7j1kplZWUBAEJDQy2WdejQAe7u7qaY2pw5cwYGg8HqNmpuOysrC4MHD65zWxs3bkRxcTHGjRtXa8zEiRPN/u7WrRvef/993H333XVuW62UrsHp06fxwQcfoLq6Gnl5efjss89QWFiINWvWwMPDo0F5Ojo6IigoCJmZmbhx40adE281spca1NTSxgGgbB2ysrLwwgsvYPbs2YiIiLjlPDkWmqcGNXEsWHc7r0np6elIT083/a3RaDBx4kSsWbMGbm5uDcrT2H7q1CmcO3eu1g+h1MpealDTM888Y/a3n58fUlNTTZMce6NUDf7973+b2iZNmoTi4mJTvLu7O9atW4fx48c3KM+mOibwG7dWqqioCADg5eVldbmnp6cp5na2UTOuNrm5uZg9ezb0ej2WLFlisXzUqFHYunUrLl68iLKyMmRmZmLOnDk4c+YMYmJicP78+Tq3r1ZK1+D06dNYvHgxli5dinfeeQfl5eVITU3F9OnTbd6HwWDAtWvX6sxVjeylBkDLHQeAcnUwGAyYMmUK/Pz8sGzZskbJk2OhaWsAcCw0RR1cXV2xaNEi/Pvf/0ZhYSF++eUX7Nq1C+Hh4XjvvfcwefLk296HvbCXGgBAZGQkPvroI5w/fx7Xr19HVlYWkpOTUVhYiJEjRzboTA81UqoGxl+afO655zB69GicOXMGBQUFeO+99+Dg4IDExEScOHHCpn009jHBvj4SpBYnPz8fw4cPx88//4x//OMfCAsLs4iZN2+e2d933nkn3njjDXh6emLJkiVYsWIF3nrrreZKucUYMWIERASVlZXIycnB2rVrMXnyZBw9epT92UxsqQHHQeN77bXXkJGRgT179sDV1VXpdFqlW6kBx0Lja9++PZKTk83a7rvvPgwcOBD9+vXD5s2bcezYMfTr10+hDFu+W6nBY489ZhbftWtXLFq0CJ06dcL06dORnJyMzz77rFnybwmMp1v37NkT69evN50GPHHiRBQXF2PmzJl46623sG7dOsVy5DdurZTx04HaPrEoLi6u9RMEW7ZRM+5m+fn5uO+++/DDDz9g9erVmDRpUoNyNzL+ROvBgwdtWk8t1FADANBqtejWrRtee+01PPXUU1i5ciW2b99u0z40Gk2tp/apmb3UoC72Pg4AZepw+vRpJCUlYebMmYiKimq0PDkWmrYGdeFYaPg2asbVxdXVFYmJiQDM+7Ux96E29lKDukyZMgUuLi52OxaUqoHx3w8++KDFtZsjR44EALNvMZU4JnDi1krVPLf3ZpcvX0ZJSUmt5wUbBQcHw8HBodbzjOs699c4afvuu+/w9ttvmw64tvDx8YFGo0FpaanN66qB0jWwxniBrfGC2/ryrK6uRnZ2NoKCguzumh7AfmpQF3sfB4AydcjMzERFRQVWrVplcdPac+fOoaKiwvR3YWFhvXlyLDRPDerCsfCrxn5N8vX1BQCzfq0rT2O7VqtFly5dGrQPNbGXGtTF0dER3t7edjsWlKqB8awva/fEM7Zdv369QXk21TGBE7dWyvjp5s6dOy2WpaWlmcXURq/XIzw83HQBck0igvT0dLi5uVlcKF5z0rZy5UrMnDnzlp7D0aNHISIIDAy8pfWVpmQNapOXlwcAcHZ2blCeBw4cQGlpaaN8Wq4Ee6lBXex9HADK1CEwMBDTp0+3+nB3d4ejo6Ppb51OV2+eHAvNU4O6cCz8qrFfk44cOQIAZv06YMAAaLVapKenW9wo/dy5czh16hQiIiLs8kMMe6lBXc6fP4/Lly/b7VhQqgZDhw4F8OuHSjczttXsU0WOCY16cwGyG1VVVRIcHFznzQ1r3hckLy9PTp48KYWFhWbbsfXmhvn5+dKnTx8BIG+++Wa9eZ49e1by8/Mt2i9cuCB33XWXAJB33323gc9aXZSqwTfffGP15s85OTni7+8vAOTAgQNmy+q7weTBgwdvpQsUZy81aMnjQES5OtTmdm7AzbHQtDXgWGiaOhw7dszqa9KmTZvEwcFB2rRpY7GP2m7APWHCBIGd34DbHmpw6dIluXDhgkV8QUGBREdHN/heZ2qkVA2KiorE19dXXFxc5MSJE6b2iooKGTZsmACQdevWma3T3McETtxasd27d4uzs7N4eHjI448/LvPnz5eAgAABICtWrDCLNd7kMTU11ay9urpa4uLiBIAMGDBAFi5cKGPGjBGNRiNBQUHy888/m8Ubb5zavXt3SUpKsvooKCgwxaempoqLi4vExMTIE088IQsXLpSEhARxc3MTADJx4kSrL3T2QqkadOrUSR5++GGZO3euzJ8/X0aNGiVarVYAyLPPPmuR5/fffy9eXl6i1WolMTFRnnvuOdObpFmzZjV6vzQne6hBSx8HIsrUoTZ1Tdw4Fn6lVA04FpruNalz584ybtw4mTdvnsyePVsGDRokAESn08mWLVss8szLyxN/f3/RaDQyZswYWbhwoQwYMEAAyIMPPmjXdbCHGuzZs0ecnJwkMjJSpk+fLs8//7xMnDhRfHx8BIAMHTpUrl+/3iT90xyUej365JNPxNHRUVxdXWXy5MkyZ84c02v88OHD5caNG2bxzX1M4MStlTty5IjEx8eLp6en6PV6CQ8Plw8//NAirrZBISJSXl4uL730koSEhIhWq5UOHTrIjBkz5PLlyxaxxkFX16PmpyjfffedJCYmSo8ePcTb21ucnJzE19dXYmNjreZpj5q7Bh9//LGMGzdOgoODxc3NTZydnU2TiB07dtSa548//ihjx46Vtm3bik6nk549e8qqVavs+uBspPYatIZxINL8dahNXRM3EY4FEeVqwLFgrrHqsHbtWomPjxd/f3/R6/Wi0+kkODhYZsyYISdPnqw1z7y8PHnsscfkjjvuEK1WK6GhobJkyRKpqKi4reevBmqvwfnz52XGjBnSu3dv8fHxEScnJ/H29pbIyEhZs2aNxQTDHin1enTgwAGJj48Xb29v0Wq1ctddd8mrr74qVVVVVuOb85igEbnp5GQiIiIiIiJSFf44CRERERERkcpx4kZERERERKRynLgRERERERGpHCduREREREREKseJGxERERERkcpx4kZERERERKRynLgRERERERGpHCduREREREREKseJGxERERERkcpx4kZERC3G3r17odFo8NJLLymdSou0fv16aDQarF+/vsHrsCZERI2DEzciIrotOTk50Gg0Zg+tVgt/f388+uijOHHihNIpUhPTaDQYMmSI0mkQEbVoTkonQERELUNISAgmTZoEACgpKUFGRgb+9a9/YfPmzfjyyy8RERGhcIZ0ux566CEMGDAAfn5+DV4nPDwcJ0+ehK+vbxNmRkTU8nHiRkREjaJr164Wp8P98Y9/xLJly/CHP/wBe/fuVSQvajxeXl7w8vKyaR1XV1d07969iTIiImo9eKokERE1mWeeeQYA8PXXX5vabty4gZSUFPTu3Rt6vR5eXl6Ijo7G559/bnUbtsbbqrKyEq+//jr69+8PDw8PuLu7o0ePHpg/fz4KCgrMYr///nskJCSgffv20Ol0CAoKwty5c5Gfn2+x3cDAQAQGBqKoqAhPPfUU/Pz84ObmhsjISBw7dgwAkJeXh0mTJqF9+/bQ6/WIjY1FVlaWxbaMpyJeuHABEyZMgK+vL1xdXREREYFdu3ZZfV5Xr17F3LlzERQUBJ1Oh/bt2yMhIQHff/+9RWxRURFefPFF9OjRA+7u7vD09ETXrl0xZcoUnDt3zhR38zVuxuvXAGDfvn1mp8veHGPtGrdb6c+SkhLMmTMHHTt2hE6nQ69evbBx40arfWBNzeewZcsWhIeHw9XVFe3atcNjjz2G//73vw3eFhFRc+I3bkRE1OSMb+5FBGPHjsWWLVvQrVs3PP300ygtLcWGDRswcuRIpKSkYN68eab1bI231fXr1xETE4ODBw8iNDQU06ZNg06nQ1ZWFv76179i8uTJaNOmDQDgwIEDiIuLQ2VlJcaOHYvAwEAcPnwYb775JrZu3YqMjAyL0wErKysRExOD8vJyjB8/Hv/973/x0Ucf4f7778ehQ4cQFxcHPz8/TJo0CT/99BM+//xzPPDAAzh58iQcHR3NtlVQUICIiAi0a9cOM2bMwJUrV7BhwwbEx8dj48aNGD16tCn2ypUrGDhwIM6cOYMhQ4bgkUceQXZ2NjZu3Iht27YhLS0NgwYNMvVxXFwcjhw5goiICMTHx8PBwQHnzp3DZ599hsTERAQEBFjtv8DAQCQlJWHx4sUICAjA1KlTTcv69OlTZ9/fSn9WVVUhNjYWBQUFGDNmDMrKyvDhhx8iISEBO3bsQGxsbJ37rGnTpk1IS0vD2LFjcf/99yMjIwOpqan46quvcPToUVPdiYhUQ4iIiG5Ddna2AJC4uDiLZS+++KIAkOjoaBEReffddwWAREVFSUVFhSnu3Llz4uvrK05OTnLmzBlTu63xe/bsEQCSlJTUoNwXLFggACQxMVFu3LhhtqywsFCuXbsmIiLV1dUSEhIiAGTHjh1mcb///e8FgDz22GNm7QEBAQJAxo0bJ1VVVab2V199VQCIt7e3zJs3TwwGg2nZU089JQBk06ZNZtsCIADk0UcfNYv/7rvvRKvVSrt27aSsrMzUPm3aNAEgL7zwgtl2tm3bJgCka9euUl1dLSIiJ06cEAAyevRoi/4pLy839YGISGpqqgCQ1NRUi/yioqIs1hexXpPb6c9Ro0aZ/V/YtWtXrf//rDE+B2v7fv755wWAzJo1q0HbIiJqTpy4ERHRbTFO3EJCQiQpKUmSkpLk2WeflcGDBwsAcXFxkUOHDomIyNChQwWAHDlyxGI7y5YtEwCSnJxsarM13paJW1VVlXh4eIiXl5f88ssvdcbu379fAMiwYcMsll27dk3atm0rLi4uZhMK40Tj3LlzZvHnz58XAOLu7i6lpaVW9/Piiy+atQMQR0dHycnJsdj/9OnTBYBs3LhRREQqKirExcVFfHx8LLYvIhITEyMAZP/+/SLyv4nbhAkT6uwDkcabuN1Of549e9ZinYCAAGnbtm29+dd8Dvfff7/VfXt7e4unp6dpYktEpBa8xo2IiBrFmTNnsHjxYixevBhvvvkmsrOz8eijj+Lo0aMYOHAgAODbb7+Fq6srwsPDLdaPjo4GABw/ftzUZmu8LX788Udcu3YN/fv3r/e0uG+//RYArP7kvbu7O+6++26Ul5fj1KlTZsvatGmDLl26mLUZf5ExNDQUrq6uVpfl5eVZ7KdLly5WT1kcPHiwWY4//vgjysvLTddu3ezmfrvzzjvRq1cv/Otf/0JkZCRSUlJw7NgxGAwGi3Uby632p7e3N4KCgizW6dy5MwoLC23KwdhvN++7T58+KC4uxtmzZ23aHhFRU+PEjYiIGkVcXBzk1zM5UFlZidzcXLz//vvo2bOnKaa4uBjt27e3ur5x0lJcXHzL8bYoKioCAHTq1KneWOM+7rjjDpty8fT0tIh1cnKqd1lVVZXFstr2bWw3Ph9bc3VycsLu3bsxa9Ys/PTTT1iwYAF++9vfokOHDkhOTkZ1dbXV7dyOW+3P2n7R0snJyeaJZkP7k4hILThxIyKiZuPp6Ymff/7Z6rLLly+bYm413hbe3t4AgIsXL9Yba9xHbb84eLu5NERt+za2Gyc1t5Krj48PVq5ciYsXLyIzMxNvv/022rZti6SkJPzpT39qtOdgZE/9SUSkFpy4ERFRs+nbty/Kyspw9OhRi2XG+7zV/DVCW+NtERYWBk9PT3z99dcWP/tvLe+a+6yptLQU33zzDfR6PcLCwm4pl4Y4f/682U/zG3311VdmOXbv3h0uLi74+uuvUVZWZhFfV79pNBrceeedePrpp5Geng4A+Oyzz+rNzcHBwaZv5tTQn8Z+q6mkpATHjx+Hp6cngoODm2zfRES3ghM3IiJqNlOmTAEAvPDCC2anA+bm5iIlJQVOTk6YOHHiLcfbwsnJCU8++SSKioowZ84ci4lHUVERSkpKAAAREREICQnB9u3bLe6btnTpUuTn52PChAnQarW3lEtDVFdX4//+7/8gIqa2EydO4J///CfatWuH4cOHAwC0Wi0mTJiAq1evYvny5Wbb2LFjB9LS0tC1a1dEREQAAHJycpCTk2OxP+M3Ty4uLvXm1rZtW1y4cKHBz0UN/blr1y6kpaWZtS1btgyFhYWYPHkyHBz4FomI1IX3cSMiomaTmJiIzZs3Y8uWLejVqxdGjBhhui/bL7/8gj//+c9m33TYGm+r5ORkZGRk4J///CcyMjIwbNgw6HQ6nD17Fjt27MCBAwfQp08fODg4YP369YiLi8Pw4cMxbtw4BAQE4PDhw9i7dy9CQkLwyiuvNEYX1apXr144cOAA+vfvj/vvv990H7cbN27gb3/7G/R6vSn21Vdfxb59+7B06VIcOnQI99xzD3JycvDxxx/D1dUVqampponJ8ePH8fDDDyM8PBw9evRAhw4dcPHiRXz66adwcHBo0H3yhg4dio8++gijR49G37594ejoiJEjR6JXr15W49XQnyNGjMCDDz5ouodcRkYG9uzZg5CQECQnJzfpvomIbonCv2pJRER2rq77uFlTVVUlK1askJ49e4pOpxMPDw+JioqSLVu23Ha8rfdxE/n1XmUrVqyQPn36iF6vF3d3d+nRo4csWLBACgoKzGJPnDghY8eOFV9fX3F2dpaAgACZM2eOXLlyxWK7AQEBEhAQYHWfqOX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" ] @@ -1352,7 +1351,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 25, "id": "246408e1-f23e-4964-aadc-72fda0cf0eb6", "metadata": { "tags": [] @@ -1572,7 +1571,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -1649,7 +1648,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 26, "id": "6472ae12-da84-430c-baaf-1310870d8050", "metadata": { "tags": [] @@ -1712,29 +1711,240 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 27, "id": "653ba91b-8c7d-4aaa-9478-0160db734594", "metadata": { "tags": [] }, "outputs": [ { - "ename": "AttributeError", - "evalue": "module 'mosek' has no attribute 'bound_frac'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[13], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m m_global \u001b[38;5;241m=\u001b[39m milk_pooling_bilinear_NLO()\n\u001b[1;32m 2\u001b[0m SOLVER_NLO\u001b[38;5;241m.\u001b[39moptions[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mbound_frac\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0.01\u001b[39m\n\u001b[0;32m----> 3\u001b[0m \u001b[43mSOLVER_NLO\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msolve\u001b[49m\u001b[43m(\u001b[49m\u001b[43mm_global\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 4\u001b[0m report_solution(m_global)\n\u001b[1;32m 6\u001b[0m fig, ax \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39msubplots(figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m9\u001b[39m, \u001b[38;5;241m5\u001b[39m))\n", - "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/mo-book-rd3A6LPh-py3.10/lib/python3.10/site-packages/pyomo/solvers/plugins/solvers/direct_solver.py:142\u001b[0m, in \u001b[0;36mDirectSolver.solve\u001b[0;34m(self, *args, **kwds)\u001b[0m\n\u001b[1;32m 139\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m _model \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 140\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_initialize_callbacks(_model)\n\u001b[0;32m--> 142\u001b[0m _status \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_apply_solver\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 143\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m_transformation_data\u001b[39m\u001b[38;5;124m'\u001b[39m):\n\u001b[1;32m 144\u001b[0m \u001b[38;5;28;01mdel\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_transformation_data\n", - "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/mo-book-rd3A6LPh-py3.10/lib/python3.10/site-packages/pyomo/solvers/plugins/solvers/mosek_direct.py:168\u001b[0m, in \u001b[0;36mMOSEKDirect._apply_solver\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 166\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m param[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmosek\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[1;32m 167\u001b[0m param\u001b[38;5;241m.\u001b[39mpop(\u001b[38;5;241m0\u001b[39m)\n\u001b[0;32m--> 168\u001b[0m param \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mgetattr\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mmosek\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparam\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m(param[\u001b[38;5;241m1\u001b[39m])\n\u001b[1;32m 169\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msparam\u001b[39m\u001b[38;5;124m'\u001b[39m \u001b[38;5;129;01min\u001b[39;00m key\u001b[38;5;241m.\u001b[39msplit(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m'\u001b[39m):\n\u001b[1;32m 170\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_solver_model\u001b[38;5;241m.\u001b[39mputstrparam(param, option)\n", - "\u001b[0;31mAttributeError\u001b[0m: module 'mosek' has no attribute 'bound_frac'" + "name": "stdout", + "output_type": "stream", + "text": [ + "Milk pooling bilinear model\n", + "\n", + "Pool composition = 0.0330\n", + "Profit = 102833.33\n", + "\n", + "Supplier Report\n", + "\n" ] + }, + { + "data": { + "text/html": [ + "
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fatcostlocationCustomer 1Customer 2Customer 3PoolAmountExpense
Farm A0.04545.0local6000.0001-0.02333.33340.00008333.3334375000.0037
Farm B0.03042.0local-0.00000.0-0.00000.0000-0.0000-0.0000
Farm C0.03337.0remote0.00000.00.00004166.66674166.6667154166.6683
Farm D0.05045.0remote0.00000.00.0000-0.0000-0.0000-0.0000
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min_fatpricedemandFarm AFarm BPoolAmountfat deliveredIncome
Customer 10.04552.06000.06000.0001-0.00.00006000.00010.045312000.0031
Customer 20.03048.02500.0-0.00000.02500.00002500.00000.033120000.0012
Customer 30.04050.04000.02333.3334-0.01666.66674000.00000.040200000.0020
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" + ], + "text/plain": [ + " min_fat price demand Farm A Farm B Pool Amount \\\n", + "Customer 1 0.045 52.0 6000.0 6000.0001 -0.0 0.0000 6000.0001 \n", + "Customer 2 0.030 48.0 2500.0 -0.0000 0.0 2500.0000 2500.0000 \n", + "Customer 3 0.040 50.0 4000.0 2333.3334 -0.0 1666.6667 4000.0000 \n", + "\n", + " fat delivered Income \n", + "Customer 1 0.045 312000.0031 \n", + "Customer 2 0.033 120000.0012 \n", + "Customer 3 0.040 200000.0020 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "m_global = milk_pooling_bilinear_NLO()\n", + "# change ipopt options to find global maximum\n", "SOLVER_NLO.options[\"bound_frac\"] = 0.01\n", + "\n", + "m_global = milk_pooling_bilinear_NLO()\n", "SOLVER_NLO.solve(m_global)\n", "report_solution(m_global)\n", "\n", @@ -1763,14 +1973,12 @@ "id": "fadba4ca", "metadata": {}, "source": [ - "In this case, the convergence to the global optimum was pure luck. The way general non-linear optimization solvers work is that they begin from an initial solution and improve from then on, stopping when a set of conditions, known as the **KKT conditions**, is met. If we change the `ipopt` settings for how to pick the initial point, we can end up in one of the suboptimal local minima. \n", - "\n", - "Setting the `localmin` optional argument to `True`, we can trigger this behavior and obtain a solution that is not the global optimum." + "In this case, the convergence to the global optimum was pure luck. The way general non-linear optimization solvers work is that they begin from an initial solution and improve from then on, stopping when a set of conditions, known as the **KKT conditions**, is met. If we change the `ipopt` settings for how to pick the initial point, we can end up in one of the suboptimal local minima. " ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "id": "01a5f695", "metadata": {}, "outputs": [ @@ -1778,7 +1986,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "'Milk Pooling Model - Bilinear (NLO)'\n", + "Milk pooling bilinear model\n", "\n", "Pool composition = 0.0450\n", "Profit = 101392.16\n", @@ -1988,7 +2196,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -1998,9 +2206,10 @@ } ], "source": [ - "m_global2 = milk_pooling_bilinear_NLO(localmin=True)\n", - "# change ipopt options to find local minima instead of the global one\n", + "# change ipopt options to find local maximum instead of the global one\n", "SOLVER_NLO.options[\"bound_frac\"] = 0.5\n", + "\n", + "m_global2 = milk_pooling_bilinear_NLO()\n", "SOLVER_NLO.solve(m_global2)\n", "report_solution(m_global2)\n", "\n", @@ -2082,7 +2291,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "mo-book-rd3A6LPh-py3.10", "language": "python", "name": "python3" },