From 8ebf876db0ff53f4af768730371b517fd292e077 Mon Sep 17 00:00:00 2001 From: Hans Dembinski Date: Tue, 4 Jun 2024 17:27:08 +0200 Subject: [PATCH] u --- posts/cross_section_extrapolation_error.ipynb | 163 ++++++++++++++---- 1 file changed, 132 insertions(+), 31 deletions(-) diff --git a/posts/cross_section_extrapolation_error.ipynb b/posts/cross_section_extrapolation_error.ipynb index 31352eb..3e0feb0 100644 --- a/posts/cross_section_extrapolation_error.ipynb +++ b/posts/cross_section_extrapolation_error.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -36,9 +36,85 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array(['BARASHENKOV 61', 'BARASHENKOV 61', 'BARASHENKOV 61',\n", + " 'BARASHENKOV 61', 'BARASHENKOV 61', 'BARASHENKOV 61',\n", + " 'BARASHENKOV 61', 'BARASHENKOV 61', 'BARASHENKOV 61',\n", + " 'BARASHENKOV 61', 'BARASHENKOV 61', 'BARASHENKOV 61',\n", + " 'BARASHENKOV 61', 'BARASHENKOV 61', 'SCHWALLER 79', 'SCHWALLER 72',\n", + " 'CARVALHO 54', 'BARASHENKOV 61', 'BARASHENKOV 61',\n", + " 'BARASHENKOV 61', 'SCHWALLER 79', 'SCHWALLER 72', 'BARASHENKOV 61',\n", + " 'CARVALHO 54', 'BARASHENKOV 61', 'SHIMIZU 82B', 'SCHWALLER 79',\n", + " 'BARASHENKOV 61', 'SCHWALLER 72', 'BARASHENKOV 61', 'SCHWALLER 79',\n", + " 'SCHWALLER 72', 'SCHWALLER 79', 'DZHELEPOV 55', 'MARSHALL 53',\n", + " 'CHEN 56', 'SCHWALLER 72', 'MARSHALL 53B', 'SUTTON 55',\n", + " 'SHIMIZU 82B', 'SCHWALLER 79', 'SMITH 55', 'SCHWALLER 72',\n", + " 'DZHELEPOV 55', 'MESHCHERYAKO 56', 'DZHELEPOV 55', 'SCHWALLER 79',\n", + " 'SCHWALLER 79', 'SCHWALLER 72', 'BUGG 66', 'SHIMIZU 82B',\n", + " 'ELIOFF 59', 'SCHWALLER 72', 'DZHELEPOV 55', 'CHEN 56',\n", + " 'SCHWALLER 79', 'SCHWALLER 72', 'DZHELEPOV 55', 'DZHELEPOV 55',\n", + " 'SMITH 55', 'SHIMIZU 82B', 'DZHELEPOV 55', 'CHEN 56',\n", + " 'DZHELEPOV 55', 'GUZHAVIN 64B', 'BUGG 66', 'MESHCHERYAKO 56',\n", + " 'DZHELEPOV 55', 'SHIMIZU 82B', 'CHEN 56', 'BUGG 66', 'SHIMIZU 82B',\n", + " 'LONGO 62C', 'SMITH 55', 'CHEN 56', 'SHIMIZU 82B', 'CHEN 56',\n", + " 'JAROS 78', 'LAW 59', 'BUGG 66', 'ELIOFF 59', 'LONGO 62C',\n", + " 'BUGG 66', 'IGO 67', 'SHIMIZU 82B', 'SMITH 55', 'LONGO 62C',\n", + " 'BUGG 66', 'SHIMIZU 82B', 'CHEN 56', 'BUGG 66', 'SHIMIZU 82B',\n", + " 'LONGO 62C', 'BUGG 66', 'BUGG 66', 'SHIMIZU 82B', 'CHEN 56',\n", + " 'CHEN 56', 'BUGG 66', 'LONGO 62C', 'BUGG 66', 'CHEN 56', 'BUGG 66',\n", + " 'BUGG 66', 'BUGG 66', 'LONGO 62C', 'BUGG 66', 'BUGG 66', 'BUGG 66',\n", + " 'BUGG 66', 'CHEN 56', 'BUGG 66', 'BUGG 66', 'JAROS 78', 'BUGG 66',\n", + " 'LONGO 62C', 'BUGG 66', 'BUGG 66', 'BUGG 66', 'BUGG 66',\n", + " 'DIDDENS 62', 'BUGG 66', 'BUGG 66', 'BUGG 66', 'CHEN 56',\n", + " 'BUGG 66', 'LONGO 62C', 'HART 62', 'BUGG 66', 'BUGG 66',\n", + " 'COLETTI 67', 'BUGG 66', 'LONGO 62C', 'BLUE 62', 'JENNI 77',\n", + " 'BUGG 66', 'DIDDENS 62', 'BUGG 66', 'BUGG 66', 'BUGG 66',\n", + " 'BUGG 66', 'ALEXANDER 67', 'BUGG 66', 'DIDDENS 62', 'BUGG 66',\n", + " 'PARKS 66', 'GALBRAITH 65', 'JENNI 77', 'DIDDENS 62', 'BUGG 66',\n", + " 'TAYLOR 65', 'GALBRAITH 65', 'GINESTET 69', 'BELLETTINI 66',\n", + " 'ALMEIDA 68', 'JENNI 77', 'BELLETTINI 65', 'GALBRAITH 65',\n", + " 'ASHMORE 60', 'BLOBEL 73F', 'GALBRAITH 65', 'ASHMORE 60',\n", + " 'GALBRAITH 65', 'DENISOV 71', 'GALBRAITH 65', 'ASHMORE 60',\n", + " 'GALBRAITH 65', 'ASHMORE 60', 'BELLETTINI 65', 'BADIER 72',\n", + " 'DENISOV 71', 'BUSHNIN 73C', 'GALBRAITH 65', 'ASHMORE 60',\n", + " 'GALBRAITH 65', 'ASHMORE 60', 'CARROLL 76', 'CZAPEK 62',\n", + " 'BLOBEL 73F', 'BREITENLOHNE 63', 'DENISOV 71', 'ASHMORE 60',\n", + " 'BELLETTINI 65', 'ASHMORE 60', 'DENISOV 71', 'BUSHNIN 73C',\n", + " 'JABIOL 77', 'DENISOV 71', 'CARROLL 76', 'DENISOV 71',\n", + " 'BUSHNIN 73C', 'APOKIN 76', 'DENISOV 71', 'DENISOV 71',\n", + " 'CARROLL 76', 'CARROLL 74', 'BUSHNIN 73C', 'AMMOSOV 72',\n", + " 'APOKIN 76', 'DENISOV 71', 'DENISOV 71', 'BUSHNIN 73C',\n", + " 'AMMOSOV 72', 'CARROLL 76', 'BARTENEV 72', 'BARTENEV 72',\n", + " 'CARROLL 76', 'CARROLL 74', 'BRENNER 82', 'BROMBERG 73',\n", + " 'CARROLL 76', 'BARTENEV 72', 'BARTENEV 72', 'BRICK 82E',\n", + " 'CARROLL 76', 'CARROLL 74', 'CARROLL 76', 'BARTENEV 72',\n", + " 'BRENNER 82', 'BARTENEV 72', 'CARROLL 79', 'CARROLL 74',\n", + " 'BARISH 74', 'CARROLL 79', 'CARROLL 79', 'AMOS 85', 'FAVART 81',\n", + " 'BAKSAY 78', 'AMALDI 78', 'AMALDI 73C', 'EGGERT 75', 'KAFKA 79',\n", + " 'FIRESTONE 74', 'DAO 72', 'CARROLL 79', 'CARROLL 79', 'CARROLL 79',\n", + " 'BROMBERG 73', 'CARBONI 84', 'AMOS 85', 'BAKSAY 78', 'AMALDI 78',\n", + " 'AMALDI 73C', 'AMALDI 76C', 'FAVART 81', 'EGGERT 75', 'BAKSAY 78',\n", + " 'AMALDI 76C', 'AMALDI 78', 'BAKSAY 78', 'EGGERT 75', 'CARBONI 84',\n", + " 'AMOS 85', 'FAVART 81', 'BAKSAY 78', 'AMALDI 78', 'AMALDI 76C',\n", + " 'EGGERT 75', 'AMOS 85', 'AMALDI 76C', 'BAKSAY 78', 'CARBONI 84',\n", + " 'AMALDI 78', 'EGGERT 75', 'AMBROSIO 82', 'AIELLI 09', 'AIELLI 09',\n", + " 'AIELLI 09', 'AIELLI 09', 'AIELLI 09', 'TOTEM 19', 'HONDA 93',\n", + " 'TOTEM 11', 'TOTEM 13', 'TOTEM 13', 'ATLAS 14', 'TOTEM 13',\n", + " 'ATLAS 16', 'TOTEM 16', 'HONDA 93', 'HONDA 93', 'TOTEM 19',\n", + " 'TOTEM 19', 'HONDA 93', 'HONDA 93', 'HONDA 93', 'BALTRUSAITIS 84',\n", + " 'ABREU 12', 'ABBASI 15'], dtype=' Migrad \n", " \n", " \n", - " FCN = 95.12 (χ²/ndof = 0.7) \n", - " Nfcn = 1626 \n", + " FCN = 94.02 (χ²/ndof = 0.7) \n", + " Nfcn = 1737 \n", " \n", " \n", - " EDM = 0.000169 (Goal: 0.0002) \n", - " \n", + " EDM = 0.000101 (Goal: 0.0002) \n", + " time = 0.1 sec \n", " \n", " \n", " Valid Minimum \n", @@ -110,8 +201,8 @@ "┌─────────────────────────────────────────────────────────────────────────┐\n", "│ Migrad │\n", "├──────────────────────────────────┬──────────────────────────────────────┤\n", - "│ FCN = 95.12 (χ²/ndof = 0.7) │ Nfcn = 1626 │\n", - "│ EDM = 0.000169 (Goal: 0.0002) │ │\n", + "│ FCN = 94.02 (χ²/ndof = 0.7) │ Nfcn = 1737 │\n", + "│ EDM = 0.000101 (Goal: 0.0002) │ time = 0.1 sec │\n", "├──────────────────────────────────┼──────────────────────────────────────┤\n", "│ Valid Minimum │ Below EDM threshold (goal x 10) │\n", "├──────────────────────────────────┼──────────────────────────────────────┤\n", @@ -133,10 +224,10 @@ " \n", " \n", " FCN = 75.18 (χ²/ndof = 0.6) \n", - " Nfcn = 3310 \n", + " Nfcn = 2586 \n", " \n", " \n", - " EDM = 0.000153 (Goal: 0.0002) \n", + " EDM = 0.000146 (Goal: 0.0002) \n", " \n", " \n", " \n", @@ -157,8 +248,8 @@ "┌─────────────────────────────────────────────────────────────────────────┐\n", "│ Migrad │\n", "├──────────────────────────────────┬──────────────────────────────────────┤\n", - "│ FCN = 75.18 (χ²/ndof = 0.6) │ Nfcn = 3310 │\n", - "│ EDM = 0.000153 (Goal: 0.0002) │ │\n", + "│ FCN = 75.18 (χ²/ndof = 0.6) │ Nfcn = 2586 │\n", + "│ EDM = 0.000146 (Goal: 0.0002) │ │\n", "├──────────────────────────────────┼──────────────────────────────────────┤\n", "│ Valid Minimum │ Below EDM threshold (goal x 10) │\n", "├──────────────────────────────────┼──────────────────────────────────────┤\n", @@ -173,7 +264,7 @@ }, { "data": { - "image/png": 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", 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", 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", 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nIzg4GEj5Ik3N93z684KDg7G1tX2pVh1Avc9Zs2ZRtWrVdPM8HzTUqFGDcuXKsWbNGr744gvWrFmDoig6rYOZCQ8P16vFxdjYGFtb20zzWFtbs2XLFoKCgrh9+zYuLi64uLhQv3597O3tsbGxyfI6GX3+curfX0ZsbW3RaDR6B/WQEoBdu3Yt0zypnxkHB4c0x4oUKUJiYiLR0dGZjod60cSJE6levTqdOnXi8OHDBAcH891332FqasrUqVNp1aoVS5cu1Rkf9ezZM8zNzV86CBc5T4Id8VoUKlQo3UXx7ty581Ll2dvbY2VlxaVLlzLN5+bmRlRUVJZf/pnJKFC7ePEi169fZ9myZfTr109N371790tfKzvXh5QvpV69euHt7c3//vc/Nm/ezJAhQ7JsZThw4ABPnz5l48aNNGrUSE0PDAzM1vVfRdWqVfn999/x9/fX+SV9/Phx9ThAsWLFsLe359SpU2nKOHHiRIZBij5SuxCtrKz0/oz07t2biRMncuHCBVavXk2ZMmXUGXtZGTNmTJpWgPR4enpy4MABvcp0dnZWW2jCwsI4ffo0Xbp00evcV/XgwQOio6N1WndSB/BmNmuvQIECuLm5pft5y8itW7ey7GJ2cnLC0dGR+/fvp1tXU1NTne65rJw/f54lS5Zw+vRptYxChQqp3adOTk4kJCTw+PFjnQArMDAwzcB7kbdk6rl4Ldzc3AgPD+fChQtqWnBwMJs2bXqp8gwMDOjUqRN//vlnul+Cqb9Au3fvjp+fHzt37kyTJywsjKSkpCyvlfof8heDtdSA4vlfu4qi8NNPP+l9H/rI6Pqp+vbty7Nnzxg2bBhRUVF6jQlJr+4JCQn89ttv6V4/N7q1OnbsiJGRkc41FUVh/vz5FCtWTJ0FAyljSLZt28bdu3fVtL1793L9+nW6dev20nWoUaMGbm5ufP/99+p4j+elt0JzaivOpEmTOHfunN6tOpAyZmf37t1ZPmbPnv1S9zNhwgSSkpL4+OOPX+r87EpKStJZLTh19WB7e3tq1KiR6bn16tVL999ueq/5jh07OH36dJrxNjdv3uTmzZs6ae+99x53797V+dHx5MkTtmzZQtOmTbOcofa8MWPG8P7776vd5Q4ODjx+/JjQ0FAgZVXvAgUKqLMkU505c0bn8yvynrTsiNeiR48ejB8/nnfffZfRo0cTExPDvHnzKFu2LGfOnHmpMqdPn86uXbvw9PRk6NChlC9fnuDgYHx8fDhy5Ag2NjZ89tlnbN26lXbt2jFgwABq1KhBdHQ0Fy9e5I8//uD27dtp/kP1Ijc3N2xsbJg/fz6WlpZYWFhQp04dypUrh5ubG59++in379/HysqKDRs2ZKtpXh+pXxpffvklPXr0wMjIiPbt26tBULVq1ahYsSI+Pj6UL18+0+m8qerXr0+hQoXo378/o0ePRqPRsGLFinS7KWrUqMG6desYO3YstWrVUsc/ZOTChQts3boVgICAAMLDw/nmm28AqFKlinpu8eLF+eijj5g1axaJiYnUqlWLzZs3c/jwYVatWqXTOvXFF1/g4+NDkyZNGDNmDFFRUcyaNYtKlSoxcOBAPV/JtAwMDPj9999p3bo1FSpUYODAgRQrVoz79++zf/9+rKys+PPPP3XOKVmyJPXr11fXUclOsJOTY3ZmzpzJpUuXqFOnDgUKFGDz5s3s2rWLb775Ru+Wplfl5OTE//73P27fvk3ZsmVZt24d586dY+HChVmutdSxY0dWrFjB9evXdbqT69evT7Vq1ahZsybW1tacOXOGJUuWUKJECb744gudMlIHhT+/BtCECRNYv349Xbp0YezYsVhbWzN//nwSExOZPn263vfm4+PDhQsX2LBhg5pWr149HBwc6NatG507d+b777+nc+fOOp/V06dPExoaSseOHfW+lngN8mAGmPiP2rVrl1KxYkXF2NhYcXd3V1auXJnhlOznV9VN5eLiovTv318n7c6dO0q/fv0Ue3t7xcTERClVqpQycuRInS0EIiMjlQkTJiilS5dWjI2NlcKFCyv169dXvv/+e3V6bOrU81mzZqVb9y1btigeHh5KgQIFdKYuX7lyRWnevLlSsGBBpXDhwsqQIUPU6ePPT1V/1fv8+uuvlWLFiikGBgbpTkP/7rvvFCDN0vaZOXr0qFK3bl3FzMxMcXJyUsaNG6fs3LlTAZT9+/er+aKiopRevXopNjY2CpDlNPTUFXDTe7x4X8nJycr06dMVFxcXxdjYWKlQoYKycuXKdMu9dOmS0rJlS8Xc3FyxsbFRevfurYSEhOh9v4qS8TICZ8+eVTp37qzY2dkpJiYmiouLi9K9e/cMV8H99ddfFUCpXbt2tq6fk7Zt26bUrl1bsbS0VMzNzZW6desq69ev1/v89D5/Gf072L9/vwIoPj4+alrqCsqnTp1S6tWrp5iamiouLi7KL7/8otf14+PjlcKFCytff/21TvqXX36pVK1aVbG2tlaMjIwUZ2dnZfjw4em+1y4uLul+Hm/evKm8++67ipWVlWJmZqY0bdpUOXHihF71UpSUpQdcXFzSXYn65MmTSvXq1RVLS0ulffv2aZaqGD9+vOLs7CzbReQzGkXJoRFnQog889NPP/Hxxx9z+/btLKe7C5FffP311yxdupQbN27oNZstv4uPj8fV1ZXPP/+cMWPG5HV1xHNkzI4QbzhFUVi8eDGenp4S6Ig3yscff0xUVJRe21u8CZYuXYqRkREffPBBXldFvEBadoR4Q0VHR7N161b279/PokWL2LJly2vbm0kIId4kEuwI8Ya6ffs2JUuWxMbGhhEjRvDtt9/mdZWEECJfytNurBkzZlCrVi0sLS0pUqQInTp1SrNoVFxcHCNHjsTOzo6CBQvSpUsXHj58qJMnKCiItm3bYm5uTpEiRfjss8/0mlIsxJvM1dUVRVF49uyZBDpCCJGJPA12Dh48yMiRI/n777/ZvXs3iYmJtGzZkujoaDXPxx9/zJ9//omPjw8HDx7kwYMHdO7cWT2enJxM27ZtSUhI4NixYyxbtgxvb28mTZqUF7ckhBBCiHwmX3VjPX78mCJFinDw4EEaNWpEeHg49vb2rF69mq5duwJw9epVypcvj5+fH3Xr1uWvv/6iXbt2PHjwQF3Bcv78+YwfP57Hjx9jbGycl7ckhBBCiDyWrxYVTF2lNXVPmNOnT5OYmKizjHu5cuVwdnZWgx0/Pz8qVaqks1S3l5cXw4cP5/Lly1SrVi3NdeLj43U2FdRqtYSGhmJnZycbtwkhhBBvCEVRiIyMxMnJKdPVsfNNsKPVavnoo49o0KCBujR3SEgIxsbGaTa0c3BwICQkRM3z4qZvqc9T87xoxowZTJ06NYfvQAghhBB54e7duxQvXjzD4/km2Bk5ciSXLl3iyJEjuX6tCRMmMHbsWPV5eHg4zs7O3L17Fysrq1y/vhBCCPGfkBANs91T/v7kGhhbZJ4/myIiIihRokSWG7zmi2Bn1KhRbNu2jUOHDulEZo6OjiQkJBAWFqbTuvPw4UMcHR3VPCdOnNApL3W2VmqeF5mYmGBiYpIm3crKSoIdIYQQIqckGILJP8NDrKxyPNhJldUQlDydjaUoCqNGjWLTpk3s27ePkiVL6hyvUaMGRkZG7N27V027du0aQUFB1KtXD0jZmO3ixYs8evRIzbN7926srKxybMM9IYQQQry58rRlZ+TIkaxevZotW7ZgaWmpjrGxtrbGzMwMa2trBg8ezNixY7G1tcXKyooPP/yQevXqUbduXQBatmyJh4cHffv25bvvviMkJISvvvqKkSNHptt6I4QQQoj/ljwNdubNmwdA48aNddKXLl3KgAEDAJgzZw4GBgZ06dKF+Ph4vLy8+O2339S8hoaGbNu2jeHDh1OvXj0sLCzo378/06ZNe123IYQQQoh8LF+ts5NXIiIisLa2Jjw8XMbsCCGEEDklIRqmO6X8/cWDXBmgrM/3t+x6LoQQQoi3mgQ7QgghhHirSbAjhBBCiLeaBDtCCCGEeKtJsCOEEEKIt5oEO0IIIYR4q0mwI4QQQoi3mgQ7QgghhHirSbAjhBBCiLeaBDtC5AONGzdm1KhRjBo1CmtrawoXLszEiRNJXeDc1dWVr7/+mp49e2JhYUGxYsX49ddf87jWQgjxZpBgR4h8YtmyZRQoUIATJ07w008/8cMPP/D777+rx2fNmkWVKlU4e/Ysn3/+OWPGjGH37t15WGMhhHgz5OlGoEKIf5UoUYI5c+ag0Whwd3fn4sWLzJkzhyFDhgDQoEEDPv/8cwDKli3L0aNHmTNnDi1atMjLagshRL4nLTtC5BN169ZFo9Goz+vVq8eNGzdITk5Wnz+vXr16+Pv7v9Y6CiHEm0iCHSGEEEK81STYESKfOH78uM7zv//+mzJlymBoaKg+f/F4+fLlX1v9hBDiTSVjdoTIJ4KCghg7dizDhg3jzJkz/Pzzz8yePVs9fvToUb777js6derE7t278fHxYfv27XlYYyGEeDNIsCNEPtGvXz9iY2OpXbs2hoaGjBkzhqFDh6rHP/nkE06dOsXUqVOxsrLihx9+wMvLKw9rLIQQbwYJdoTIJ4yMjPjxxx+ZN29eusetrKxYv379a66VEEK8+WTMjhBCCCHeahLsCCGEEOKtJt1YQuQDBw4cyPT47du3X0s9hBDibSQtO0IIIYR4q0mwI4QQQoi3mgQ7QgghhHirSbAjhBBCiLeaBDtCCCGEeKtJsCOEEEKIt5oEO+I/ydXVlR9//FF9rtFo2Lx5M5AyzVuj0XDu3Lk8qdurGjBgAJ06ddI7/4EDB9BoNISFheVanYQQIi9JsPMWCwkJ4cMPP6RUqVKYmJhQokQJ2rdvz969e3XyHTt2jDZt2lCoUCFMTU2pVKkSP/zwA8nJyTr5NBoNGo0mze7b8fHx2NnZodFodNaLSc2v0WiwtramQYMG7Nu3Tz0+YMAAnTypj1atWqlfwJk9Dhw4gLe3d7rHTE1Ns/VaBQcH07p162ydI4QQ4s0giwq+pW7fvk2DBg2wsbFh1qxZVKpUicTERHbu3MnIkSO5evUqAJs2baJ79+4MHDiQ/fv3Y2Njw549exg3bhx+fn6sX78ejUajlluiRAmWLl1K3bp11bRNmzZRsGBBQkND09Rj6dKltGrViidPnvDll1/Srl07Ll26RKlSpQBo1aoVS5cu1TnHxMQECwsLgoOD1bQxY8YQERGhk9fW1pbbt29jZWXFtWvXdMp4vs76cHR0zFZ+IYQQbw5p2ckmRVGIjo7Ok4eiKHrXc8SIEWg0Gk6cOEGXLl0oW7YsFSpUYOzYsWrLTHR0NEOGDKFDhw4sXLiQqlWr4urqyvvvv8+yZcv4448/0mw82b9/f9auXUtsbKyatmTJEvr3759uPWxsbHB0dKRixYrMmzeP2NhYdu/erR43MTHB0dFR51GoUCGMjY110szMzNLkNTY2BlICmxfLcHBw0Pu1Si0jtRvrRcnJyQwaNIhy5coRFBQEwJYtW6hevTqmpqaUKlWKqVOnkpSUlGH5qV1L06dPx8HBARsbG6ZNm0ZSUhKfffYZtra2FC9ePE3gd/HiRZo2bYqZmRl2dnYMHTqUqKgonbqNHTsWGxsb7OzsGDduXJrPiVarZcaMGZQsWRIzMzOqVKnCH3/8ka3XRwgh3mQS7GRTTEwMBQsWzJNHTEyMXnUMDQ3F19eXkSNHYmFhkea4jY0NALt27eLp06d8+umnafK0b9+esmXLsmbNGp30GjVq4OrqyoYNGwAICgri0KFD9O3bN8t6mZmZAZCQkKDXfeQH8fHxdOvWjXPnznH48GGcnZ05fPgw/fr1Y8yYMVy5coUFCxbg7e3Nt99+m2lZ+/bt48GDBxw6dIgffviByZMn065dOwoVKsTx48f54IMPGDZsGPfu3QNSglEvLy8KFSrEyZMn8fHxYc+ePYwaNUotc/bs2Xh7e7NkyRKOHDlCaGgomzZt0rnujBkzWL58OfPnz+fy5ct8/PHH9OnTh4MHD+b8CyaEEPmQBDtvoYCAABRFoVy5cpnmu379OgDly5dP93i5cuXUPM8bNGgQS5YsAcDb25s2bdpgb2+f6bViYmL46quvMDQ0xNPTU03ftm1bmqBu+vTpmZb1ovDw8DRl5MT4m6ioKNq2bcvjx4/Zv3+/eo9Tp07l888/p3///pQqVYoWLVrw9ddfs2DBgkzLs7W1Ze7cubi7uzNo0CDc3d2JiYnhiy++oEyZMkyYMAFjY2OOHDkCwOrVq4mLi2P58uVUrFiRpk2b8ssvv7BixQoePnwIwI8//siECRPo3Lkz5cuXZ/78+VhbW6vXjI+PZ/r06SxZsgQvLy9KlSrFgAED6NOnT5b1FUKIt4WM2ckmc3NznW6E131tfWSnu+tl8vfp04fPP/+cW7du4e3tzdy5czPM27NnTwwNDYmNjcXe3p7FixdTuXJl9XiTJk2YN2+ezjm2trbZqo+lpSVnzpzRSUttRVq1ahXDhg1T0//66y8aNmyoV7k9e/akePHi7Nu3Ty0P4Pz58xw9elSnJSc5OZm4uDhiYmIyfJ8qVKiAgcG/vy8cHByoWLGi+tzQ0BA7OzsePXoEgL+/P1WqVNFpnWvQoAFarZZr165hampKcHAwderUUY8XKFCAmjVrqu9pQEAAMTExtGjRQqcuCQkJVKtWTa/XQQgh3nQS7GSTRqNJt2soPylTpgwajUYdhJyRsmXLAilfqvXr109z3N/fHw8PjzTpdnZ2tGvXjsGDBxMXF0fr1q2JjIxM9xpz5syhefPmWFtbp9v6Y2FhQenSpfW5rQwZGBhkWEaHDh10goFixYrpXW6bNm1YuXIlfn5+NG3aVE2Piopi6tSpdO7cOc05mc0CMzIy0nmu0WjSTdNqtXrXMSupgfn27dvT3LuJiUmOXUcIIfKzPO3GOnToEO3bt8fJySndAaIZTTmeNWuWmsfV1TXN8ZkzZ77mO8lfbG1t8fLy4tdffyU6OjrN8dT1VFq2bImtrS2zZ89Ok2fr1q3cuHGDnj17pnuNQYMGceDAAfr164ehoWGGdXF0dKR06dJZdnPlFktLS0qXLq0+nm+hycrw4cOZOXMmHTp00BnfUr16da5du6ZTburj+ZabV1W+fHnOnz+v8x4ePXoUAwMD3N3dsba2pmjRohw/flw9npSUxOnTp9XnHh4emJiYEBQUlKauJUqUyLG6CiFEfpanLTvR0dFUqVKFQYMGpfsr+fmpx5DSBTF48GC6dOmikz5t2jSGDBmiPre0tMydCr9Bfv31Vxo0aEDt2rWZNm0alStXJikpid27dzNv3jz8/f2xsLBgwYIF9OjRg6FDhzJq1CisrKzYu3cvn332GV27dqV79+7plt+qVSseP36MlZXVK9UzPj6ekJAQnbQCBQpQuHBhvctQFCVNGQBFihR55eDjww8/JDk5mXbt2vHXX3/xzjvvMGnSJNq1a4ezszNdu3bFwMCA8+fPc+nSJb755ptXut7zevfuzeTJk+nfvz9Tpkzh8ePHfPjhh/Tt21edbTZmzBhmzpxJmTJlKFeuHD/88IPO4oCWlpZ8+umnfPzxx2i1Wt555x3Cw8M5evQoVlZWGc6iE0KIt0meBjutW7fOdCDpi2ufbNmyhSZNmqhrtKSytLSUdVJeUKpUKc6cOcO3337LJ598QnBwMPb29tSoUUNnjEzXrl3Zv38/3377LQ0bNiQuLo4yZcrw5Zdf8tFHH2W4Xo1Go8lWQJIRX19fihYtqpPm7u6eZRfc8yIiItKUASnBck58Lj766CO0Wi1t2rTB19cXLy8vtm3bxrRp0/jf//6HkZER5cqV4/3333/laz3P3NycnTt3MmbMGGrVqoW5uTldunThhx9+UPOkvrf9+/fHwMCAQYMG8e677xIeHq7m+frrr7G3t2fGjBncunULGxsbqlevzhdffJGj9RVCiPxKo2R3dGou0Wg0bNq0KcNl7h8+fEjx4sVZtmwZvXr1UtNdXV2Ji4sjMTERZ2dnevXqxccff0yBAhnHcfHx8cTHx6vPIyIiKFGiBOHh4a/cUiGEEEKIfyREw3SnlL+/eADGOTvmNSIiAmtr6yy/v9+YAcrLli3D0tIyTXfX6NGjqV69Ora2thw7dowJEyYQHBys8+v3RTNmzGDq1Km5XWUhhBBC5ANvTMtOuXLlaNGiBT///HOm5SxZsoRhw4YRFRWV4WwTadkRQgghXgNp2dHf4cOHuXbtGuvWrcsyb506dUhKSuL27du4u7unm8fExESm3QohhBD/EW/ECsqLFy+mRo0aVKlSJcu8586dw8DAgCJFiryGmgkhhBAiv8vTlp2oqCgCAgLU54GBgZw7dw5bW1ucnZ2BlCYqHx+fdNeC8fPz4/jx4zRp0gRLS0v8/PzUfX8KFSr02u5DCCGEEOnQJv/7951j4NYUDDJemy235Gmwc+rUKZo0aaI+Hzt2LJCys7a3tzcAa9euRVGUdBe3MzExYe3atUyZMoX4+HhKlizJxx9/rJYjhBBCiDxyZSv8Ne7f56u6gpUTtPofeHR4rVXJNwOU85K+A5yEEEIIoYcrW2F9P+DFEOOftdu6L8+RgEff7+83YszO2yAmIQnXz7fj+vl2YhKS8ro6QgghRO7QJoPveNIGOvyb5vu5bhdXLpNgRwghhBA5584xiHiQSQYFIu6n5HtNJNh5TZK1/0a4JwJDdZ6LvLV48WJatmyZ19VQHThwAI1Go7PHlRC5Yf78+bRv3z6vqyHeNlEPczZfDpBg5zXwvRRM8x/+3TV7wNKTvPO/ffheCs7krFczYMAAdRd4Y2NjSpcuzbRp00hKSulCS/1C1Wg0GBgYYG1tTbVq1Rg3blyaDVghpV904sSJVKhQATMzM+zs7KhVqxbfffcdz549y7AeGzdupEWLFtjb22NlZUW9evXYuXNnmny//vorrq6umJqaUqdOHU6cOKEeCw0N5cMPP8Td3R0zMzOcnZ0ZPXq0zv5PAEFBQbRt2xZzc3OKFCnCZ599pt5vRuLi4pg4cSKTJ0/ONN/basqUKVStWjWvqyFywO3bt9FoNJw7d07vcwYNGsSZM2c4fPhw7lVM/PcUdMjZfDlAgp1c5nspmOErz/AwIl4nPSQ8juErz+RqwNOqVSuCg4O5ceMGn3zyCVOmTGHWrFk6ea5du8aDBw84efIk48ePZ8+ePVSsWJGLFy+qeUJDQ6lbty5Lly7l008/5fjx4+omo2fPnmX16tUZ1uHQoUO0aNGCHTt2cPr0aZo0aUL79u05e/asmmfdunWMHTuWyZMnc+bMGapUqYKXlxePHj0C4MGDBzx48IDvv/+eS5cu4e3tja+vL4MHD1bLSE5Opm3btiQkJHDs2DGWLVuGt7c3kyZNyvQ1+uOPP7CysqJBgwbZem3zu4SEhLf6ennhbbxHY2NjevXqxdy5c/O6KuItci3OjtBkMzLuwNCAVTFwqf/6KqUIJTw8XAGU8PDwHC03KVmr1J2+R3EZvy3dh+v4bUrd6XuUpGRtjl5XURSlf//+SseOHXXSWrRoodStW1dRFEXZv3+/AijPnj3TyRMTE6O4u7srDRo0UNOGDRumWFhYKPfv30/3Wlpt9urv4eGhTJ06VX1eu3ZtZeTIkerz5ORkxcnJSZkxY0aGZaxfv14xNjZWEhMTFUVRlB07digGBgZKSEiImmfevHmKlZWVEh8fn2E5bdu2VT799FOdtBMnTijNmzdX7OzsFCsrK6VRo0bK6dOndfI8e/ZMGTp0qFKkSBHFxMREqVChgvLnn3+qx48cOaJ4enoqZmZmio2NjdKyZUslNDRUvb/p06crrq6uiqmpqVK5cmXFx8dHPTe99+bw4cPKO++8o5iamirFixdXPvzwQyUqKko97uLiokybNk3p27evYmlpqfTv319RFEUZN26cUqZMGcXMzEwpWbKk8tVXXykJCQmKoijK0qVLFVJGC6qPpUuXKoqiKHfu3FE6dOigWFhYKJaWlkq3bt10XtvJkycrVapUURYtWqS4uroqGo0m3dd36dKlirW1tfLnn38qZcuWVczMzJQuXboo0dHRire3t+Li4qLY2NgoH374oZKUlKSeFxcXp3zyySeKk5OTYm5urtSuXVvZv3+/evzJkydKjx49FCcnJ8XMzEypWLGisnr1ap1r+/j4KBUrVlRMTU0VW1tbpVmzZupr5unpqYwZM0Ynf8eOHdXXLbPXVJ/34uuvv1b69u2rWFhYKM7OzsqWLVuUR48eqa9ppUqVlJMnT+pcX59yv/32W2XgwIFKwYIFlRIlSigLFixQj7/4Xnp6eiqKkvJ5qlWrlmJubq5YW1sr9evXV27fvq2ed/DgQcXY2FiJiYlJ9z0UIjtCQkKUzz77TJk1qJGinWSlaCdbKYrOwzrlcXlLjlxP3+9vadnJRScCQwkOj8vwuAIEh8dxIjD0tdTHzMwsy1+nZmZmfPDBBxw9epRHjx6h1WpZt24dffr0wcnJKd1zNBqN3nXQarVERkZia2sLpPxaPn36NM2bN1fzGBgY0Lx5c/z8/DIsJ3WaYeru9n5+flSqVAkHh3+bRb28vIiIiODy5csZlnPkyBFq1qypkxYZGUn//v05cuQIf//9N2XKlKFNmzZERkaq99C6dWuOHj3KypUruXLlCjNnzsTQMGWhrHPnztGsWTM8PDzw8/PjyJEjtG/fnuTklJkHM2bMYPny5cyfP5/Lly+rC2EePHiQ9Ny8eZNWrVrRpUsXLly4wLp16zhy5AijRo3Syff9999TpUoVzp49y8SJEwGwtLTE29ubK1eu8NNPP7Fo0SLmzJkDwHvvvccnn3xChQoVCA4OJjg4mPfeew+tVkvHjh0JDQ3l4MGD7N69m1u3bvHee+/pXC8gIIANGzawcePGTLtOYmJimDt3LmvXrsXX15cDBw7w7rvvsmPHDnbs2MGKFStYsGABf/zxh3rOqFGj8PPzY+3atVy4cIFu3brRqlUrbty4AaR0P9aoUYPt27dz6dIlhg4dSt++fdXuz+DgYHr27MmgQYPw9/fnwIEDdO7cGSWbK228+Jrq+17MmTOHBg0acPbsWdq2bUvfvn3p168fffr04cyZM7i5udGvXz+1PvqWO3v2bGrWrMnZs2cZMWIEw4cP59q1awDqve/Zs4fg4GA2btxIUlISnTp1wtPTkwsXLuDn58fQoUN1/s3WrFmTpKQkjh8/nq3XRogXRUVFsXjxYgICAgh3asR6TTsiKaibycopx6adZ0uOhFZvuNxq2dl89l6GrTrPPzafvZej11UU3ZYdrVar7N69WzExMVFbMTJq2VEURfnrr78UQDl+/LgSEhKiAMoPP/ygk6d69eqKhYWFYmFhofTo0UPvev3vf/9TChUqpDx8+FBRFEW5f/++AijHjh3TyffZZ58ptWvXTreMx48fK87OzsoXX3yhpg0ZMkRp2bKlTr7o6GgFUHbs2JFuOc+ePVMA5dChQ5nWOTk5WbG0tFRbbnbu3KkYGBgo165dSzd/z549dVrGnhcXF6eYm5unud/BgwcrPXv2VBQl7XszePBgZejQoTr5Dx8+rBgYGCixsbGKoqT86u/UqVOm96EoijJr1iylRo0a6vPUFprn7dq1SzE0NFSCgoLUtMuXLyuAcuLECfU8IyMj5dGjR5leL7X1KCAgQE0bNmyYYm5urkRGRqppXl5eyrBhwxRFSWlVMjQ0TNOS2KxZM2XChAkZXqtt27bKJ598oiiKopw+fVoBdFownqdvy86Lr6m+70WfPn3U48HBwQqgTJw4UU3z8/NTACU4OPily9VqtUqRIkWUefPmKYqiKIGBgQqgnD17Vs3z9OlTBVAOHDiQ7uuQqlChQoq3t3emeYTITGJiojJv3jylU6dOyvjx45XJkycrkydPVr6d/LnaqhO0b4miJCdlXVg26Pv9/UZsBPqmKmJpmqP5smvbtm0ULFiQxMREtFotvXr1YsqUKVmep/zzazOzFptNmzaRkJDA+PHjiY2N1as+q1evZurUqWzZsuWl9y6LiIigbdu2eHh46HUvmUmtt6mp7uv/8OFDvvrqKw4cOMCjR49ITk4mJiaGoKAgIKXlpnjx4pQtWzbdcs+dO0e3bt3SPRYQEEBMTAwtWrTQSU9ISKBatWrpnnP+/HkuXLjAqlWr1DRFUdBqtQQGBlK+fHmANC1UkDIeau7cudy8eZOoqCiSkpKyXDjT39+fEiVKUKJECTXNw8MDGxsb/P39qVWrFgAuLi7Y29tnWhaAubk5bm5u6nMHBwdcXV0pWLCgTlrqGK2LFy+SnJyc5vWNj4/Hzs4OSBmjNX36dNavX8/9+/dJSEggPj4ec3NzAKpUqUKzZs2oVKkSXl5etGzZkq5du2Z7G5kXX1N934vKlSvr3BtApUqV0qQ9evQIR0fHlypXo9Hg6Oiovm7psbW1ZcCAAXh5edGiRQuaN29O9+7dKVq0qE4+MzMzYmJi9HtRhHiBoihs3ryZPXv2ULJkSZ3/pirPDQ2OLVItT7aKgDdk1/M3Ve2SthS1NiUkPC7dpZU0gKO1KbVL2ubK9Zs0acK8efMwNjbGyclJ7fLJir+/PwCurq7Y2dlhY2OjNpWnSt27zNLSUq8p0mvXruX999/Hx8dHp8uqcOHCGBoa8vCh7hTEhw8f4ujoqJMWGRlJq1atsLS0ZNOmTRgZGanHHB0ddWZwpZaReiw9dnZ2aDSaNLPJ+vfvz9OnT/npp59wcXHBxMSEevXqqV2AZmZmmd5rZsejoqIA2L59O8WKFdM5ZmJikuE5w4YNY/To0WmOpb4PABYWFjrH/Pz86N27N1OnTsXLywtra2vWrl2b7j5zL+PF62Xk+fcJUr6k00vTarVAyv0aGhpy+vRptWswVWqANGvWLH766Sd+/PFHKlWqhIWFBR999JH6HhkaGrJ7926OHTvGrl27+Pnnn/nyyy85fvw4JUuWxMDAIE2XVmJiYpb3qO978fz9pf5oSC/t+XvObrmp5aSWkZGlS5cyevRofH19WbduHV999RW7d++mbt26ap7Q0FC9Alch0nP48GE2bdpEkSJF8u0uBDJmJxcZGmiY3N4DUBfIVqU+n9zeA0MD/ce8ZIeFhQWlS5fG2dlZ70AnNjaWhQsX0qhRI+zt7TEwMKB79+6sXLmSBw8yWyQqY2vWrGHgwIGsWbOGtm3b6hwzNjamRo0a7N27V03TarXs3buXevXqqWkRERG0bNkSY2Njtm7dmqY1pl69ely8eFHnV+7u3buxsrLCw8Mj3XoZGxvj4eHBlStXdNKPHj3K6NGjadOmDRUqVMDExIQnT56oxytXrsy9e/e4fv16uuVWrlxZ536e5+HhgYmJCUFBQZQuXVrn8XxLyvOqV6/OlStX0uQvXbo0xsbG6Z4DcOzYMVxcXPjyyy+pWbMmZcqU4c6dO2leg9SxRKnKly/P3bt3uXv3rpp25coVwsLCMnwtc1K1atVITk7m0aNHae43NXA9evQoHTt2pE+fPlSpUoVSpUqleT80Gg0NGjRg6tSpnD17FmNjYzZt2gSAvb29zhILycnJXLp0Kcu6vex78TrKTc334vsJKa/phAkTOHbsGBUrVtSZQXnz5k3i4uIybFkUIjNXrlxhxYoVGBkZvXSL/esgwU4ua1WxKPP6VKeIle6vdkdrU+b1qU6rikUzOPP1ePToESEhIdy4cYO1a9fSoEEDnjx5wrx589Q806dPp1ixYtSuXZslS5Zw4cIFbt68yaZNm/Dz80vz6/t5q1evpl+/fsyePZs6deoQEhJCSEiIzho5Y8eOZdGiRSxbtgx/f3+GDx9OdHQ0AwcOBP4NdKKjo1m8eDERERFqOan/YW/ZsiUeHh707duX8+fPs3PnTr766itGjhyZYYsJpAxiPnLkiE5amTJlWLFiBf7+/hw/fpzevXvrtNZ4enrSqFEjunTpwu7duwkMDOSvv/7C19cXgAkTJnDy5ElGjBjBhQsXuHr1KvPmzePJkydYWlry6aef8vHHH7Ns2TJu3rzJmTNn+Pnnn1m2bFm6dRw/fjzHjh1j1KhRnDt3jhs3brBly5Y0g1dfVKZMGYKCgli7di03b95k7ty56pd9KldXVwIDAzl37hxPnjwhPj6e5s2bU6lSJXr37s2ZM2c4ceIE/fr1w9PTM92uspxWtmxZevfuTb9+/di4cSOBgYGcOHGCGTNmsH37dvXeUltu/P39GTZsmE7r4PHjx5k+fTqnTp0iKCiIjRs38vjxY7U7qGnTpmzfvp3t27dz9epVhg8frlcL5cu+F6+j3CJFimBmZoavry8PHz4kPDycwMBAJkyYgJ+fH3fu3GHXrl3cuHFDfR0g5Vd5qVKldLoahdDH/fv3+f3334mIiMDFxSWvq5MpCXZeg1YVi7JnrKf63HtgLY6Mb5rngQ6Au7s7Tk5O1KhRg5kzZ9K8eXMuXbqk8wvezs5O/cKbNWsWtWvXplKlSkyZMoX33nuPRYsWZVj+woULSUpKYuTIkRQtWlR9jBkzRs3z3nvv8f333zNp0iSqVq3KuXPn8PX1Vcc1nDlzhuPHj3Px4kVKly6tU05q64OhoSHbtm3D0NCQevXq0adPH/r168e0adMyvf/BgwezY8cOneBr8eLFPHv2jOrVq9O3b19Gjx6d5hfLhg0bqFWrFj179sTDw4Nx48apgVfZsmXZtWsX58+fp3bt2tSrV48tW7aorWtff/01EydOZMaMGZQvX55WrVqxfft2SpYsmW4dK1euzMGDB7l+/ToNGzakWrVqTJo0KcPZcak6dOjAxx9/zKhRo6hatSrHjh1TZ2ml6tKlC61ataJJkybY29uzZs0aNBoNW7ZsoVChQjRq1IjmzZtTqlQp1q1bl+n1ctLSpUvp168fn3zyCe7u7nTq1ImTJ0+qXTpfffUV1atXx8vLi8aNG+Po6EinTp3U862srDh06BBt2rShbNmyfPXVV8yePZvWrVsDKYvp9e/fXw3iSpUqRZMmTbKs18u+F6+j3AIFCjB37lwWLFiAk5MTHTt2xNzcnKtXr9KlSxfKli3L0KFDGTlyJMOGDVPPW7NmDUOGDHml+ov/nvDwcBYtWsSdO3coW7Zstmbl5gXZ9ZzXs+t5TEISHpNSVg6+Ms0Lc2MZLpVfdOvWjerVqzNhwoS8rooQr9Xly5dp2rQp169fx9raOq+rI94Q8fHxzJs3j4MHD1K+fPlMu1qNSORLfgHgereDlK1QNUfrou/3t3zjvibmxgW4PbNt1hnFazdr1iz+/PPPvK6GEK9dcHAwy5cvl0BH6E2r1bJ+/XoOHz6s95iym6FawuIULF9D/TIiwY74z3N1deXDDz/M62oI8do9PzNSCH3s2rVLnU2qz4zMqOhoWq2KIThSy4IGp3O8ZUdfMmZHCCGEEFk6efIka9euxdLSUl0FPzMJCQmsWL2egFAt9hYaXF3zbhCztOwIIYQQIlM3btxg6dKlJCUl4erqmmX+5ORk1q1bx/0HwdiZadjZxxwKF879imZAWnaEEEIIkaGHDx+yaNEiHj9+rNcSBakrKt+6dQsjIyO29zKjrF3erJycSoIdIYQQQqQrMjKShQsXEhAQQLly5bKcYq4oCr6+vly6dAkDAwN6de9CneJ534kkwY4QQggh0khISMDb25szZ87g7u6e6QKyqQ4fPqxu3dOpUyfKlC6V29XUiwQ7r0tCNEyxTnkkROd1bYQQQogMabVa1q1bx4EDB3Bzc8t0JfpUp0+fZv/+/UDK6vTPb36b1yTYEUIIIYRKURT++usvdYp56ga8mfH391e3c3nnnXd0NprNDyTYeV20z23Od+eY7nORpxYvXkzLli2zdY5Go2Hz5s05Wg9XV1d+/PHHHC1TCIAePXrk2G734u33999/s27dOqysrPSaYn779m02bNiAoihUq1aNpk2bvoZaZo8EO6/Dla3wa+1/n6/qCj9WTEnPJQMGDECj0aDRaDA2NqZ06dJMmzaNpKQkAA4cOKAeNzAwwNrammrVqjFu3Did3aBTRUREMHHiRCpUqICZmRl2dnbUqlWL7777jmfPnmVYj40bN9KiRQvs7e2xsrKiXr167Ny5M02+X3/9FVdXV0xNTalTp47a5wsQGhrKhx9+iLu7O2ZmZjg7OzN69Gid/awAgoKCaNu2Lebm5hQpUoTPPvtMvd+MxMXFMXHiRCZPnpxpvhcFBwer+ywJ8Tp5e3tjY2OTrXO++uorvv322zT/ZkQ+kM+GOPj7+6ubEuuzN1tISAhr164lOTkZd3d32rVrly/3yZJgJ7dd2Qrr+0HkCwFERHBKei4GPK1atSI4OJgbN27wySefMGXKFGbNmqWT59q1azx48ICTJ08yfvx49uzZQ8WKFbl48aKaJzQ0lLp167J06VI+/fRTjh8/zpkzZ/j22285e/Ysq1evzrAOhw4dokWLFuzYsYPTp0/TpEkT2rdvz9mzZ9U869atY+zYsUyePJkzZ85QpUoVvLy8ePToEQAPHjzgwYMHfP/991y6dAlvb298fX0ZPHiwWkZycjJt27YlISGBY8eOsWzZMry9vZk0aVKmr9Eff/yBlZUVDRo0yNZr6+jomGkfdmJiYrbKe1MkJCTkdRVy3dv43lWsWBE3NzdWrlyZ11UR+djdu3dZuHAhz549y3Bj4uc9e/aMVatWER8fj7OzM126dMHAIH+GFfmzVm8LbTL4jgfS22v1nzTfz3OtS8vExARHR0dcXFwYPnw4zZs3Z+tW3eCqSJEiODo6UrZsWXr06MHRo0ext7dn+PDhap4vvviCoKAgTpw4wcCBA6lcuTIuLi60bNmSNWvWMGLEiAzr8OOPPzJu3Dhq1apFmTJlmD59OmXKlNHZi+qHH35gyJAhDBw4EA8PD+bPn4+5uTlLliwBUv5DvWHDBtq3b4+bmxtNmzbl22+/5c8//1Rbbnbt2sWVK1dYuXIlVatWpXXr1nz99df8+uuvmX5Br127lvbt2+uknTx5khYtWlC4cGGsra3x9PTkzJkzOnme78a6ffs2Go2GdevW4enpiampKatWrUpzLUVRmDJlCs7OzpiYmODk5MTo0aN18sTExDBo0CAsLS1xdnZm4cKFOscvXrxI06ZN1da1oUOHEhUVBaBO9Xz8+DGQEqQaGBjQo0cP9fxvvvmGd955R31+6dIlWrduTcGCBXFwcKBv3748efJEPd64cWNGjRrFRx99ROHChfHy8kr3dRwwYACdOnVi+vTpODg4YGNjo7YkfvbZZ9ja2lK8eHGWLl2qc97du3fp3r07NjY22Nra0rFjR27fvq33e5HVa5ped6ONjQ3e3t5A5u/d77//Tvny5TE1NaVcuXL89ttvahmp561fv56GDRtiZmZGrVq1uH79OidPnqRmzZoULFiQ1q1bq+9HKn3K3bhxI02aNMHc3JwqVarg5+cHpLTIDhw4kPDwcLVldsqUKQD89ttvlClTBlNTUxwcHOjatavOddu3b8/atWvTff+ECA0NZeHChQQFBeHu7p5l60xUVBQrV64kKioKBwcHevbsiZGR0WuqbfZJsJOb7hyDiAeZZFAg4n5KvtfAzMwsy1/mZmZmfPDBBxw9epRHjx6pI/L79OmTYZNmdpostVotkZGRaj9wQkICp0+f1tmjx8DAgObNm6v/gU9P6g63BQqkrN/g5+dHpUqVcHBwUPN4eXkRERHB5cuXMyznyJEj1KxZUyctMjKS/v37c+TIEf7++2/KlClDmzZtiIyMzPTePv/8c8aMGYO/v3+6QcGGDRuYM2cOCxYs4MaNG2zevDnNbIXZs2dTs2ZNzp49y4gRIxg+fDjXrl0DIDo6Gi8vLwoVKsTJkyfx8fFhz549jBo1CoAKFSpgZ2fHwYMHgZQpoM8/Bzh48CCNGzcGICwsjKZNm1KtWjVOnTqFr68vDx8+pHv37jp1WrZsGcbGxhw9epT58+dneP/79u3jwYMHHDp0iB9++IHJkyfTrl07ChUqxPHjx/nggw8YNmwY9+7dA1JaULy8vLC0tOTw4cMcPXqUggUL0qpVK/VzmtV7oc9rqo8X37tVq1YxadIkvv32W/z9/Zk+fToTJ05Um/dTTZ48ma+++oozZ85QoEABevXqxbhx4/jpp584fPgwAQEBOq2L+pb75Zdf8umnn3Lu3DnKli1Lz549SUpKon79+vz4449YWVkRHBxMcHAwn376KadOnWL06NFMmzaNa9eu4evrS6NGjXTKrF27NidOnCA+Pj7br494u8XExPD7779z6dIlypUrl2XrTHx8PKtWrSI0NBQbGxt69+6Nqanpa6rty8n7lX7eZlEPczbfS1IUhb1797Jz5069NrwsV64ckPIrU1EUwsLCcHd318lTo0YN9Uu4ffv2rFmzRq+6fP/990RFRalfqE+ePCE5OVknSAFwcHDg6tWr6Zbx5MkTvv76a4YOHaqmhYSEpFtG6rH0hIWFER4eniaIe3Fw3cKFC7GxseHgwYO0a9cuw3v76KOP6Ny5c4bHg4KCcHR0pHnz5hgZGeHs7Ezt2rV18rRp00ZtKRs/fjxz5sxh//79uLu7s3r1auLi4li+fLm6Ad8vv/xC+/bt+d///oeDgwONGjXiwIEDdO3aVW0F+P3337l69Spubm4cO3aMcePGqedWq1aN6dOnq9dfsmQJJUqU4Pr165QtWxaAMmXK8N1332V4X6lsbW2ZO3cuBgYGuLu789133xETE8MXX3wBwIQJE5g5cyZHjhyhR48erFu3Dq1Wy++//64GzEuXLsXGxoYDBw7QsmXLLN8LfV5Tfbz43k2ePJnZs2eraSVLluTKlSssWLCA/v37q/k+/fRTNbAdM2YMPXv2ZO/evWq36ODBg9VWpOyW27ZtWwCmTp1KhQoV1EXdrK2t0Wg0ODo6qvmDgoKwsLCgXbt2WFpa4uLiQrVq1XTu0cnJiYSEBEJCQnBxybs9ikT+kpiYyPLly/Hz86Ns2bKYG8GXzAHgW0aRiG5rTVJSEuvWrSMkJARzc3P69OmDpWVe7meuH2nZyU0FHbLOk5182bRt2zYKFiyIqakprVu35r333lObvDOjKCldbJm12GzatIlz587h5eVFbGysXvVZvXo1U6dOZf369RQpUkSvc14UERFB27Zt8fDw0OteMpNa7xd/kTx8+JAhQ4ZQpkwZrK2tsbKyIioqiqCgoEzLe7GF6EXdunUjNjaWUqVKMWTIEDZt2pRmAHXlypXVv1O/0FLHLvn7+1OlShWdnYYbNGiAVqtVA09PT08OHDgApLTiNG3aVA2ATp48SWJiovpFfP78efbv30/BggXVR2qge/PmTfUaNWrUyPS+UlWoUEHnF6GDg4NOK4uhoSF2dnbq/Zw/f56AgAAsLS3V69va2hIXF6deP6v3Qp/XVB/Pv3fR0dHcvHmTwYMH67w233zzjc7rArrvV2pw/fw9Ozg4qPf7suUWLVoUQC0nPS1atMDFxYVSpUrRt29fVq1aRUxMjE4eMzMzgDTp4r9Lq9Xyxx9/sGfPHkqWLKl+RjLLv2HDBgIDAzE2NqZ3797Y2dm9ptq+GmnZyU0u9cHKKWUwcrrjdjQpx13q58rlmzRpwrx58zA2NsbJyUnt8smKv78/kDIV2s7ODhsbG/XLNJWzszMAlpaWhIWFZVnm2rVref/99/Hx8dHpsipcuDCGhoY8fKjbuvXw4UOdX66Q0qXRqlUrLC0t2bRpk07/sKOjo84MrtQyUo+lx87ODo1Gk2Y2Wf/+/Xn69Ck//fQTLi4umJiYUK9evSy7AJ8PQtJTokQJrl27xp49e9i9ezcjRoxg1qxZHDx4UL2XF/u8NRoNWq0203Kf17hxYz766CNu3LjBlStXeOedd7h69SoHDhzg2bNn1KxZE3NzcyClzz21VehFqV+w+txXqvTqntn9REVFUaNGjXTHN9nb2wNZvxdZvaYajUYN3lOlNwD5+XtMHQO1aNEi6tSpo5PvxRVkn7+/1B8HL6Y9f7+vUm5mnwNLS0vOnDnDgQMH2LVrF5MmTWLKlCmcPHlSnbkVGhoK/Pvaiv82RVHYuXMnW7ZswdHRESsrqyzzb926latXr2JoaEiPHj30mq2VX0jLTm4yMIRWqV8kL7aS/PO81cyUfLnAwsKC0qVL4+zsrHegExsby8KFC2nUqBH29vYYGBjQvXt3Vq5cyYMHmY0/ytiaNWsYOHAga9asUZvmUxkbG1OjRg327t2rpmm1Wvbu3Uu9evXUtIiICFq2bImxsTFbt25N0xpTr149Ll68qPPrd/fu3VhZWeHh4ZFuvYyNjfHw8ODKlSs66UePHmX06NG0adOGChUqYGJiojNo91WYmZnRvn175s6dy4EDB/Dz89OZ+ZaZ8uXLc/78eaKj/52eevToUbXbCFJaFQoVKsQ333xD1apVKViwII0bN+bgwYMcOHBAHa8DUL16dS5fvoyrqyulS5fWeegb4LyK6tWrc+PGDYoUKZLm+tbW1ur9ZfVeZPaa2tvb6yylcOPGjSxbNhwcHHBycuLWrVtp6qXPDJXcLtfY2Jjk5LSTGgoUKEDz5s357rvvuHDhArdv32bfvn3q8UuXLlG8eHEK5+HO0yL/8PPzY82aNVhZWWX5mUjd7+r8+fNoNBq6dev2Sv8W8oIEO7nNowN0Xw6WL7QuWDmlpHt0yJt6/ePRo0eEhIRw48YN1q5dS4MGDXjy5Anz5s1T80yfPp1ixYpRu3ZtlixZwoULF7h58yabNm3Cz88v0/1SVq9eTb9+/Zg9ezZ16tQhJCSEkJAQnfU+xo4dy6JFi1i2bBn+/v4MHz6c6OhoBg4cCPwb6ERHR7N48WIiIiLUclL/o9+yZUs8PDzo27cv58+fZ+fOnXz11VeMHDky0yniXl5eHDlyRCetTJkyrFixAn9/f44fP07v3r2zbN7Vh7e3N4sXL+bSpUvcunWLlStXYmZmpvf4idRBgP379+fSpUvs37+fDz/8kL59+6pdKBqNhkaNGrFq1So1sKlcuTLx8fHs3bsXT09PtbyRI0cSGhpKz549OXnyJDdv3mTnzp0MHDgw3S/TnNa7d28KFy5Mx44dOXz4MIGBgRw4cIDRo0erg5izei+yek2bNm3KL7/8wtmzZzl16hQffPCBXjNGpk6dyowZM5g7dy7Xr1/n4sWLLF26lB9++OGV7jknynV1dSUqKoq9e/fy5MkTYmJi2LZtG3PnzuXcuXPcuXOH5cuXo9VqdcbaHT58ONuLZ4q3U+oSHqDfWjoHDhzQ2e/qxTGcbwIJdl4Hjw4w8rkult5/wEcX8zzQAXB3d8fJyYkaNWowc+ZMmjdvzqVLl3RaQ+zs7Dhx4gT9+vVj1qxZ1K5dm0qVKjFlyhTee+89Fi1alGH5CxcuJCkpiZEjR1K0aFH1MWbMGDXPe++9x/fff8+kSZOoWrUq586dw9fXV/0CP3PmDMePH+fixYuULl1ap5y7d+8CKd0A27Ztw9DQkHr16tGnTx/69evHtGnTMr3/wYMHs2PHDp3ga/HixTx79ozq1avTt29fRo8e/dJjjJ5nY2PDokWLaNCgAZUrV2bPnj38+eefevd5m5ubs3PnTkJDQ6lVqxZdu3alWbNm/PLLLzr5PD09SU5OVoMdAwMDGjVqhEaj0VlPyMnJiaNHj5KcnEzLli2pVKkSH330ETY2Nq9lrQxzc3MOHTqEs7MznTt3pnz58gwePJi4uDi1ST2r9yKr13T27NmUKFGChg0b0qtXLz799FO1Gy8z77//Pr///jtLly6lUqVKeHp64u3t/cq/ZnOi3Pr16/PBBx/w3nvvYW9vz3fffYeNjQ0bN26kadOmlC9fnvnz57NmzRoqVKgApCyeuXnzZoYMGfJK9Rdvvtu3b7No0SIiIyP1+tz5+flx6NAhAFq3bq0znkwfz3e/5mWrokZ5sUP7PygiIgJra2t1OnOuSIiG6f9E0F88AOPc7yYQ+unWrRvVq1dnwoQJeV0VIXLFvHnz2LRpE7t27crrqogXvcbvhkePHjFnzhxu3LiBh4dHuj9qjEjkS1J+QHU+25BNW1P2u2rSpEma5QyyotVquXX1Iis9/ulOzYX70/f7O09bdg4dOkT79u1xcnJKd/Gv57c8SH20atVKJ09oaCi9e/fGysoKGxsbBg8erA4EzFeMLWBKeMpDAp18ZdasWXptdCfEm8rIyIiff/45r6sh8lB4eDgLFizg2rVreq2ls+FKIpv/3AGkjIls2LBhtq6n1Wq5evUqxYoVe+k656Q8DXaio6OpUqUKv/76a4Z5Urc8SH28uJ5L7969uXz5Mrt372bbtm0cOnRIZ/0VIbLi6uqq1/pDQryp3n///TdynIXIGbGxsSxZsoQzZ87g7u6e5YSVXTeT6LkhVt3Ys0WLFtlePPbq1asULVqUocOGvWr1c0SeTj1v3bp1lpsppm55kB5/f398fX3V5dkBfv75Z9q0acP333//Rk2LE0IIIXJaYmIiK1as4PDhw5QpUybTCRsAQXfvMX1dDIlaqOhRLtsbez4f6IwaNQo3l/zxPZzvBygfOHCAIkWK4O7uzvDhw3n69Kl6zM/PDxsbG50FwZo3b46BgQHHjx/PsMz4+HgiIiJ0HkIIIcTbJHXRwN27d+Pi4pLl4PyQkBCWr1pHTCK0Km1I184dszVZITXQcXR0ZOTIkZQpU+ZVbyHHvFTLzrNnz1i8eLG6+Fz58uUZNGiQut9RTmnVqhWdO3emZMmS3Lx5ky+++ILWrVur051DQkLSzJIpUKAAtra2GW4RADBjxgymTp2ao3UVQggh8gtFUdixYwdbtmzBwcFBXbsqI0+fPmXlypXExcfToIQhG7qbM8fQkLRLcKYvdSX31EAndbuZ/CLbLTuHDh2iZMmSzJ07l2fPnvHs2TN+/vlnSpYsqU5Pyyk9evSgQ4cOVKpUiU6dOrFt2zZOnjypLof/siZMmEB4eLj6SJ2+LIQQQrwNDh06xLp167C2ts5yyndYWBgrVqwgOjqaoo4ObOtljrlR9rqurl27hoODAyNHjsyX48Oy3bIzcuRIunfvzrx589TF5JKTkxkxYgQjR47UezXYl1GqVCkKFy5MQEAAzZo109k3KFVSUhKhoaEZjvOBlHFAWfVbCiGEEG+i06dPs3z5cgoUKKCz9Ut6IiMjWb58OeHh4djZ2dG/Tw9sTJfqfa3nA50RI0bky0AHXqJlJyAggE8++URn1VxDQ0PGjh1LQEBAjlbuRffu3ePp06fqm1evXj3CwsI4ffq0mmffvn1otdo0e88IIYQQb7urV6+yePFi4uLi1D0MMxIdHc3y5ct59uwZNjY29OvXj4LZ2CrmxRad1I2E86NsBzvVq1dXx+o8L3VH5uyIiori3LlznDt3DoDAwEDOnTtHUFAQUVFRfPbZZ/z999/cvn2bvXv30rFjR0qXLo2XlxeQMlaoVatWDBkyhBMnTnD06FFGjRr1xm1QJoQQQryqO3fusGDBAp4+fUrp0qUznUUVGxvLihUrePLkCVZWVvTr1y9bi+qmDkbOz11Xz9OrG+vChQvq36NHj2bMmDEEBARQt25dAP7++29+/fVXZs6cma2Lnzp1iiZNmqjPx44dC6TsdDxv3jwuXLjAsmXLCAsLw8nJiZYtW/L111/rdEGtWrWKUaNG0axZMwwMDOjSpQtz587NVj2EEEKIN9nDhw+ZP38+d+/excPDI9NAJz4+npUrV/Lw4UMKFixIv379KFSokN7Xen56eX7uunqeXttFGBgYoNFoyCqrRqN5LRsI5rTXsl2EEEII8aIc2C7i2bNn/PTTT1y4cAEPD49MFw1MSEhg1apVBAUFYWZmxoABA3RmNT+/XcS3jCIR3Y1ztVot/v7+ODk56TfrKpe3w9D3+1uvlp3AwMAcq5gQQgghckZUVBQLFy7k/PnzlC9fPtNAJzExkbVr1xIUFISJiQl9+/bN1ibHqYFO8eLFGTFiRL5aRycregU7Li4uuV0PIYQQQmRDXFwcS5cu5e+//6Zs2bIYGxtnmDc5ORkfHx8CAwMxNjamT58+Wc7Uep5Wq+XKlSuUKFEiZWVkN7ecuIXX5qUWFXzw4AFHjhzh0aNHOtu3Q8qYHiGEEELknsTERFauXMn+/ftxc3PDzMwsw7xarZYNGzZw48YNChQoQM+ePSlevLje10pOTsbf3x8XFxdGjhxJqVKlcuIWXqtsBzve3t4MGzYMY2Nj7OzsdAZBaTQaCXaEEEKIXKTVavHx8cHX1xcXFxcKFiyYad7Nmzfj7++PoaEhPXr0wNXVVe9rpQY6rq6ujBo1Klvn5ifZDnYmTpzIpEmTmDBhQrb2zBBCCCHEq1EUhS1btrBlyxaKFi2a6TYQiqKwbds2Ll68iIGBAd26dctW91NSUhL+V29SqlQpRo4c+UYPacl2sBMTE0OPHj0k0BFCCCFeI0VR2LVrFz4+Ptja2mJnZ5dp3r/++ouzZ8+i0Wjo3LlztqeIX7t6DTc3dz788MNsdXvlR9mOWAYPHoyPj09u1EUIIYQQGTh8+DCrVq3CwsICBweHDPMpisLOnTs5efIkAB07dqRChQrZvl6ZsmUYM2bMGx/owEu07MyYMYN27drh6+tLpUqVMDLSnYP/ww8/5FjlhBBCCAEnT57E29sbAwMDihUrlmG+1Naf48ePA9C+ffts7W6QkJAA/0zqGjF8OA5vyW4ELxXs7Ny5U20Oe3GAshBCCCFyzoULF1i0aBEJCQmZjrlRFIXdu3fz999/A9CuXTuqV6+u93Xi4+MJvH4NKqU8z6z16E2T7WBn9uzZLFmyhAEDBuRCdYQQQgiR6tq1ayxYsIDIyEjKli2bYaOCoijs2bMHPz8/ANq2bUuNGjX0vk5cXBzXrl2jTrUqoD2YI3XPT7I9ZsfExIQGDRrkRl2EEEII8Y/AwEDmz5/PkydPsgx09u3bx7FjxwBo06YNNWvW1Ps6sbGxXLt2jVq1ajHsgw9ypO75TbaDnTFjxvDzzz/nRl2EEEIIAdy7d4/ffvuNu3fv4u7unmmgs3//fo4cOQJA69atqVWrlt7XiYmJ4fr169SvX5+RI0dSyMYmJ6qf72S7G+vEiRPs27ePbdu2UaFChTQDlDdu3JhjlRNCCCH+ax4+fMi8efO4desWHh4emS71cvDgQQ4fPgxAq1atqF27tt7XiYqK4tatWzRq1Ij3338fS0vLlI0730LZDnZsbGzo3LlzbtRFCCGE+E97+vQpv/32G/7+/nh4eGBoaJhh3oMHD3LwYMr4mpYtW1KnTh29rxMREcHt27dp0qQJgwcPxtzc/JXrnp9lO9hZunRpbtRDCCGE+E8LCw9n3oIlXLhwIcsdzA8dOsSBAwcAaNGiBfXq1dP/OmFh3L17l5YtWzJgwABMTU1fter53kttBCqEEEKInLVk8WJOnz5DuXLlMt3B/PDhw+zfvx+A5s2bU79+fb2vERoaSnBwMG3atKFv376ZXudtIsGOEEIIkQ+cOHmSsmXLY2JikmGeI0eOsG/fPgCaNWuWrdnRjx8/5vHjx3To0IGePXtm2nL0tvnv3KkQQgiRz8TFxZHaieTm5oaRmVmGeQ8dOqS26DRt2pR33nlH7+uEhIQQFhZG165d6dKlS6Zjgd5GspunEEIIkQfi4+NZsXKl+jyjQcKKonDgwAGdQKdhw4Z6X+f+/ftERETQs2dPunbt+p8LdCAbwU6/fv3YsGEDUVFRuVkfIYQQ4q2XmJjIihUr2L9vf6b5UhcMTJ111bx5c70DHUVRuHPnDnFxcfTv358OHTpkOo39bab3XZcuXZrp06djb29P69atmTdvHvfv38/NugkhhBBvnaSkJFauXImvry8lSmS8o3jqFhCpCwa2bNlS7zE6iqJw69YtAN5//31atmyp3/6V2uR//75zTPf5G0zvYGfSpEmcPn2aGzdu0L59ezZv3oybmxs1atRg2rRpnDt3LherKYQQQryihGiYYp3yyKPF85KTk1mzZg3bt2+nWLFiWFlbp5tPURR27typbgHRunVrvaeXK4rC9evXMTU15YMPPsDT01O/QOfKVvj1uUUJV3WFHyumpL/hst2eVbx4cUaMGMHOnTt5/Pgx48eP59q1azRt2hQXFxdGjRrF5cuXc6OuQgghxBtLq9Xi4+PD1q1bcXJyolChQunmUxSFv/76i+PHjwMpm3rquzKyVqvl6tWr2NraMmrUKP0XGryyFdb3g8hg3fSI4JT0NzzgeaXOO0tLS7p3786qVat4/PgxS5YswdDQUN11VQghhBApQciGDRvYuHEjDg4O2NrapptPURS2b9/OyZMnAWjfvr3em3omJydz5coVihYtyocffkiVKlX0rFwy+I4HlPRqlPJ/vp+/0V1aOTb13NDQkGbNmtGsWbOcKlIIIYR44ymKwqZNm9iwYQP29vYULlw43XxaReHPP//k7NmzAHTs2JGqVavqdY3ExESuXr2Km5sbw4cPp2TJkvpX8M4xiHiQ2R1AxP2UfCX1nwWWn8g6O0IIIUQuURSFrVu34uPjg62tLfb29unmS9YqbNy6jXPnL6LRaOjUqROVK1fW6xrx8fFcvXqVihUrMnz4cJycnLJXyaiHOZsvH5JgRwghhMgFiqKwbds21q1bh42NDUWKFEk3X5JWof/mWM5dTAl0OnfuTMWKFfW6RmxsLNevX6dGjRp88MEHGbYaZaqgQ87my4ck2BFCCCFymKIo7NixgzVr1mBpaYmjo2O6+ZKSk+m1MRafK0kYGBjQpUsXPDw89LpGZGQkt27dokGDBgwZMgTrDGZ2ZcmlPlg5pQxGTnfcjibluIv+e3DlN//N1YWEEEKIXJI6bXz16tUULFiQokWLppsvMTGRNes24HMlCSMD6NHtXb0DnbCwMG7fvk2zZs0YMWLEywc6AAaG0Op//zx5cYr6P89bzUzJ94Z6qZadvXv3snfvXh49eoRWq9U5tmTJkhypmBBCCPGmURSFXbt2sWLFCszNzTMcP5OQkMDatWsJDAzEtABses+c06XdSdTjGo8fP+bRo0e0bduW3r17Z7pxqN48OkD35fDXON3p51ZOKYGOR4dXv0YeynawM3XqVKZNm0bNmjUpWrSofgsVCSGEEG+ahGiY/k+w8sUDMLbINLuiKOzevVsNdIoVK5Zuvri4OFatWsW9e/cwNjbGt2cBPF0LcFqPKj148ICIiAh1Q88c3bncowOUagwzS6Q87/0HuDV9o1t0UmX7VZo/fz7e3t707ds3N+ojhBBCvHFSt3ZYvnw5pqamGQY60dHRrFy5kpCQEExNTRnQpweexTbqVX5QUBBJSUn07duXNm3a5E5jw/OBjUv9tyLQgZcIdhISEqhf/80dpCSEEELkpNRAZ9myZZiamlK8ePr7XUVGRrJ8+XKePHmCubk5ffv2pbijnV7lBwQEYGpqyvvvv0+jRo2kVyWbsj1A+f3332f16tW5URchhBDijaJvoBMWFsbSpUt58uQJlpaWDBw4MMMZWs9L3f7BysqKESNG6L/PldCR7ZaduLg4Fi5cyJ49e6hcuTJGRkY6x3/44Yccq5wQQgiRX6WO0Untusoo0Hn69CnLly8nIiKCQoUK0bdv3wz3xXpeUlISV69epUSJEgwbNoxy5crl9C38Z2S7ZefChQtUrVoVAwMDLl26xNmzZ9VHdnc+P3ToEO3bt8fJyQmNRsPmzZvVY4mJiYwfP55KlSphYWGBk5MT/fr148ED3SWtXV1d0Wg0Oo+ZM2dm97aEEEIIvekb6Dx8+JClS5cSERFB4cKFGTBggF6BTnx8PFeuXKFs2bJ8/PHHEui8omy37Ozfvz/HLh4dHU2VKlUYNGgQnTt31jkWExPDmTNnmDhxIlWqVOHZs2eMGTOGDh06cOrUKZ2806ZNY8iQIepzS0vLHKujEEII8bzUdXTSm3VlRCJf8gsAw+93xnvlWuLi4nB0dKRPnz5YWOjO6NLw7/ItztzjFi5ERccSEBBAjRo1GDp0aIYrLwv9vdKctXv37gFkGNFmpXXr1rRu3TrdY9bW1uzevVsn7ZdffqF27doEBQXh7Oyspme2OqUQQgiRUxRF4a+//mLVqlWZTi8/eDuJpWtWE5+QQPHixenduzempqY6ecpzg9YcUJ/3ZTPPtOYsfOyGU6MuDB48GCsrq9y8nf+MbHdjabVapk2bhrW1NS4uLri4uGBjY8PXX3+dZoHBnBYeHo5Go8HGxkYnfebMmdjZ2VGtWjVmzZpFUlJSpuXEx8cTERGh8xBCCCEyoygK27dvZ+XKlVhYWGQY6Gy9lojXyhjiExJwdXWlb9++6QY63dmGJVE66daaGMa5XmRkU2cJdHJQtlt2vvzySxYvXszMmTNp0KABAEeOHGHKlCnExcXx7bff5nglIWVg9Pjx4+nZs6fOB2D06NFUr14dW1tbjh07xoQJEwgODs50oPSMGTOYOnVqrtRTCCHE20dRFP7880/Wrl2LpaVlhltAnDl3gclbY0lWoHy5snTu0i3Nwn8atLT6p0XnxXlVBhpQ0GC8dyJU6vTWrHOT17Id7Cxbtozff/+dDh3+XTq6cuXKFCtWjBEjRuRKsJOYmEj37t1RFIV58+bpHBs7dqxOPYyNjRk2bBgzZszIcAntCRMm6JwXERFBiRIlcrzeQggh3g5//rmNNRu2YG1tneGwCT8/P3bt2gXAwKpGuLbvjNYg7desC/exfqFF53kaFIi4D3eOQcmGOXMD/3HZ7sYKDQ1Nd1R4uXLlCA0NzZFKPS810Llz5w67d+/OslmvTp06JCUlcfv27QzzmJiYYGVlpfMQQgghMrJhwx/Y2NikG+goisLevXvVQOeTesYs7mCKoUH6X7EFidbvolEPX7q+Qle2g50qVarwyy+/pEn/5ZdfqFKlSo5UKlVqoHPjxg327NmDnV3WK02eO3cOAwMDGb0uhBDilSQnJ6t/Fypki4ODQ5o8Wq2W7du3c+TIEQBaNGvMrBYmmS78F0Xme2ypCqa9nng52e7G+u6772jbti179uyhXr16QErT3d27d9mxY0e2yoqKiiIgIEB9HhgYyLlz57C1taVo0aJ07dqVM2fOsG3bNpKTkwkJCQHA1tYWY2Nj/Pz8OH78OE2aNMHS0hI/Pz8+/vhj+vTpo9c6BkIIIUR6kpKS8PHxoec/z+2L2KfZkTw5OZlNmzZx+fJlANq1a0fdGpXRcCbTsq/F2fHEwAQ7o3jSj4k0KbuNu8jWTDkl2y07np6eXL9+nXfffZewsDDCwsLo3Lkz165do2HD7PUtnjp1imrVqlGtWjUgZfxNtWrVmDRpEvfv32fr1q3cu3ePqlWrUrRoUfVx7NgxIKU7au3atXh6elKhQgW+/fZbPv74YxYuXJjd2xJCCCGAlF6FlStXsu3PbRnmSUhIYM2aNVy+fBkDAwO6detGjRo1siw7MjKSq9ducMiiLSmRzovRzj/PW82Uwck56KXW2XFycsqRgciNGzdGUZQMj2d2DKB69er8/fffr1wPIYQQAlKWJlmxYgV//fUXpYqnP+MqNjaW1atXc+/ePYyMjHjvvfdwc3PLsuynT58SHBxM8+bNadm/P5qgd+GvcRAZ/G8mK6eUQMejQ8YFiWzTK9i5cOECFStWxMDAgAsXLmSat3LlyjlSMSGEEOJ1iouLw9vbm927d+Ps7IyNtXmaPBEREaxcuZLHjx9jZmZGr1699FpY9/79+0RGRtK5c2e6deuWsq+kRwco1Rhm/jMbuPcf4NZUWnRygV7BTtWqVQkJCaFIkSJUrVoVjUaTbquLRqPRGdAlhBBCvAliYmJYvHgx+/fvx9XV9Z9ZurqjdB4/fsyqVasIDw/H0tKSPn36ZDkZRlEUbt26hYGBAf3798fLywuD52dpPR/YuNSXQCeX6BXsBAYGYm9vr/4thBBCvC0iIyNZtGgRhw8fxs3NjYIFC6bJE3T3HivW+BAbG4udnR19+vRJs5r/i5KTk/G/dgM7OzsGDBhAnTp1cukORFb0CnZcXFzUv+/cuUP9+vXTrAiZlJTEsWPHdPIKIYQQ+Yb2uZ6HO8fArSlhEZEsWLCAv//+mzJlymBunrbrauu1RJb+sZrEpCSKFStGr1690s33Iv8r/jiXLMOQIUNwd3fPyTsR2ZTtAcpNmjQhODg4TdNdeHg4TZo0kW4sIYQQ+c+VrSmDgVOt6kpyQUd2x9Tm77NRuLu7p9m/CmDR6QQ+2B6HVoEyZcrQtWtXjI2N9bpkpUqVGDB0BE5OTjl1F+IlZTvYURQl3cWSnj59mmbreiGEECLPXdkK6/sBumNNDSJD6MpW4j28CDDSDXQURWHvwUPsPxgHQPWqVWjbvoPueJt0PAsNBduUv0eOGol14fRndInXS+9gp3PnzkDKIOQBAwbo7DuVnJzMhQsXqF9fFkASQgiRj2iTwXc8LwY6kLLMjaJAe6Oj/Eg5lH+WnktdFfnMmZTFASc2Msa4cRuSNJkHOg8ePCAu4qka7FjLVkT5ht7BjrW1NZAS7VpaWmJmZqYeMzY2pm7dugwZMiTnayiEEEK8rDvHIOJBhoc1GrAmChfuc5sSJCYmsmHDBq5du4ZGo+G3NiZ8UNOYb9Ms/vcvRVG4efMmhoaG9O7dG07vyY07eTMZW8CU8Lyuhf7BztKlSwFwdXXls88+02twlhBCCJFrEqJh+j/jYb54kPLF+iI9N9MsSDQxMTGsWbOGe/fuUaBAAbp36cgH5XZnel5SUhLXrl3D3t6eAQMGULtqBTid3RsRuS3b20X069eP+/fvp0m/ceNGpjuNCyGEEK+dnptphkQpLFmyhHv37mFqakrfvn3xKJf5DKq4uDiuXLlCqVKlGDt2LLVr186JGotckO1gZ8CAAereVM87fvw4AwYMyIk6CSGEEDnDpT7xJoXRZrD7kAKEJpvz5cIdPH36FCsrKwYNGoSzs3OmxUZERHDt2jVq1arFJ598QunSpXO+7iLHZDvYOXv2LA0aNEiTXrduXc6dO5cTdRJCCCFemaIo7Nm3nwVBpdCQMhhZ5/g///PB5mdEREZRpEgRBg8erC6im5GHDx9y9+5dWrVqxejRo7NcRVnkvWxPPddoNERGRqZJDw8PlzV2hBBC5AtarZY///yT9evXY2rqzHpNEVpzACui1DxP4k34YEsYG/0TKVmyJN27d093rZ1UiqJw+/ZtkpOT6dWrF+3bt0+zwK7In7LdstOoUSNmzJihE9gkJyczY8YM3nnnnRytnBBCCJFdSUlJrFu3jtWrV2NpaUmJEiXwpwy/0A8AraLw4SkXHP/3mI3+iVStWpXevXtnGugkJyfj7++PmZkZw4cPp1OnThLovEGy/U7973//o1GjRri7u9OwYUMADh8+TEREBPv27cvxCgohhBD6io+PZ8WKFfj6+uLo6EjhwoXVYwoGxCYq9N8ci8+ViwA0btyYRo0apbtY7vP8r/jj6ubO4MGDZeuHN1C2W3Y8PDy4cOEC3bt359GjR0RGRtKvXz+uXr1KxYoVc6OOQgghRJaioqJYuHAhO3bsoHjx4jqBDkB0TAzNV8TgcyUJQwMDOnXqhKenZ5aBDkCNGtX55JNPJNB5Q71UG5yTkxPTp0/P6boIIYQQLyX02TMWLl3J8ePH0925/OnTp6xZvYqnoclYm0CX93pQomSZTMsMCQkBx5S/hw8fgUWhzAcui/wr2y07kNJt1adPH+rXr6+uubNixQqOHDmSo5UTQggh9DFv3jyOHz+Ou7t7mkAnKCiIxYsX8zT0GS7WGo4NtqBUSdcMy1IUhYCAAOLi4tQ0CwtZSPdNlu1gZ8OGDXh5eWFmZsaZM2eIj48HUmZjSWuPEEKIvHDp4iXKly+fZpDxpUuXWL58ObGxsRRzKsrf71vgYW+YYTmJiYlcvnwZGxsbhg0dmtvVFq9JtoOdb775hvnz57No0SKMjIzU9AYNGqibpgkhhBC57dLly+rf5T3KY2xsrD5XFIUjR46wYcMGkpOTcXd3Z3D/3jgWzPhrLzo6mitXrlCuXDk++eQTatasmav1F69PtsfsXLt2jUaNGqVJt7a2JiwsLCfqJIQQQmTKz8+PVd6L+KVoynNDQ0O0/xxLSkpi27ZtnD9/HoDatWvj5eWFsUHGa8E9fvyYkJAQPD096d+/P4UKFUrZe0u8FbId7Dg6OhIQEICrq6tO+pEjRyhVqlRO1UsIIYRIQ1EUdu3axerVqzEiMc3x6Oho1q1bx927d9FoNLRq1eq5PavSBjuKonDnzh0SEhLo1q0bnTt31mkh+s/JJ7uU57RsBztDhgxhzJgxLFmyBI1Gw4MHD/Dz8+PTTz9l4sSJuVFHIYQQgqSkJDZu3MimTZsoWLAgrsWK6xx/9OgRa9asISwsDBMTE7p164abm1um5V2/fh1bW1sGDRpEw4YN9ZqGLt482Q52Pv/8c7RaLc2aNSMmJoZGjRphYmLCp59+yocffpgbdRRCCPEfFxsby6pVq/D19cXBweGf/av+bdm5fuMma//YREJCAoUKFaJnz56Z7nEVExPDlRu3KVu2LIMHD6Zs2bKv4S5EXnmpvbG+/PJLPvvsMwICAoiKisLDwyPNVD8hhBAiJ4SHh7N48WKOHDmCi4sL1tbW6jFFUZh7PIEVu9ajKAouLi50794dc/PMp4oH3grknXcaMmDAAOzs7HL7FkQee+mNPYyNjfHw8CAiIoI9e/bg7u5O+fLlc7JuQggh/uOCg4NZtGgRZ8+epUyZMjpBTHJyMsP/imPB6ZQWnqpVq9KuXTsMDdOfWq4oCvzTS9WxU0c6deuFiYlJrt+DyHvZDna6d+9Oo0aNGDVqFLGxsdSqVYvAwEAURWHt2rV06dIlN+ophBDiPyYgIICFCxcSEBBA+fK6U8tjY2P5w2c9twIT0QBeLZpSu947GY65SUpKIuC6P3ikPO/erRsaCXT+M7K9zs6hQ4fUDUA3bdqEVqslLCyMuXPn8s033+R4BYUQQvxHJETDFGuYYs3Z40eYM2cOgYGBVKhQQSfQefr0KYsXL+ZW4G0sjGBzDzPeqV83w0AnOjqay5cvU+q5wcp6DUTWPjd7684x3efijZLtYCc8PBxbW1sAfH196dKlC+bm5rRt25YbN27keAWFEEL89yxYuJCwsDA8PDx0uqVu3brF77//ztOnT7G2suLoIAs6uBtlWM6jR4+4desWnp6efPTRR/pX4MpW+LX2v89XdYUfK6akizdOtoOdEiVK4OfnR3R0NL6+vrRs2RKAZ8+epVmmWwghhNBXUlKS+rdGo6F06dJqC4yiKPz999+sXLmSuLg4ihUrxgdDBlDFMf3xOVqtloCAACIjI+nRowcjRozAtlAh/SpyZSus7weRwbrpEcEp6RLwvHGyPWbno48+onfv3hQsWBBnZ2caN24MpHRvVapUKafrJ4QQ4j8gJiaGNcuWM/if58WLFyfxn9HEL66IXKVKFdq1a4dZASXdsuLj47lx4waOjo707duX2rVrpwRNCWkXIUxDmwy+44H0ylYADfh+DuXagkHGe2yJ/CXbwc6IESOoU6cOQUFBtGjRAgODlMahUqVKyZgdIYQQ2fbkyRMWL17MuRPHGPzCb+aIiAjWr1/P/fv30Wg0tGzZkjp16vzT4pM2eAkLC+POnTtUq1aNAQMG4OzsnL3K3DkGEQ8yyaBAxP2UfCUbZq9skWdeaup5jRo1qFGjBkePHqVmzZqYmJjQtm3bnK6bEEKIt9zt27dZtGgRV65coUJZN+CAeuzevXusW7eOqKgoTE1N6datW4bbEimKwt17d4mKiqJt27b06NHj5dZ/i3qYs/lEvvDS6+wAtG7dmnPnzsmeWEIIIbLt7NmzLF26lAcPHlChQgWdbqnTZ8+zdbsvycnJ2Nvb06NHD3VyTCqNuvUnGNz1w8CgFO+//z7NmjVTex2yraBDzuYT+cIrBTuKkn5/qRBCCJERRVHYu3cvq1evJi4uDg8Pj3+Ck0QSkxU+3RXPphPbAShXrhydOnVKs/hfeW7Q+rlWoC+cz5Bodg+jYh3hZQMdAJf6YOWUMhg53XE7mpTjLvXTP//F6epuTWVsTz7wCp8IIYQQInsSEhJYu3YtixcvRqPRUKZMGbUVJiYmhlarYph7IgEAT09Punfvnm6g051tWCpROulGsY9ffbaUgSG0+t8/T15ci+ef561mph/AyHT1fOuVgp0FCxbg4PDyTXmHDh2iffv2ODk5odFo2Lx5s85xRVGYNGkSRYsWxczMjObNm6dZyyc0NJTevXtjZWWFjY0NgwcPJipK9x+AEEKIvBcREcGCBQvYsGEDdnZ2lChRQp1aHhISwrxF3uwLTKagMfR6rwuNGzdOs/ifBi2tlAOgQNp1Af9pifH9/NUWAPToAN2Xg6WjbrqVU0q6R4e058h09XztlYKdXr16kZyczObNm/H398/2+dHR0VSpUoVff/013ePfffcdc+fOZf78+Rw/fhwLCwu8vLyIi4tT8/Tu3ZvLly+ze/dutm3bxqFDhxg6dOhL35MQQoicd//+febMmcO+fftwdXWlcOHC6rELFy6wePFinoWFUaqQBr/BFniUc0+3HIe4W1hrotIJdFI9N1vqVXh0gJEn/n3e+w/46GL6gU6W09V59QBMvJJX3hurZs2a3L59+6X2xmrdujWtW7dO95iiKPz444989dVXdOzYEYDly5fj4ODA5s2b6dGjB/7+/vj6+nLy5Elq1qwJwM8//0ybNm34/vvvcXJySrfs+Ph44uPj1ecRERF611kIIUT2XLp0icWLFxMUFKSzx1VycjI7d+7k5MmTAJRxK8XfXR5ja6ZhSzrlPHr0COu4QNBnNnlOzJZ6vqvKpX7GY29kunq+98p7YymKkit7YwUGBhISEkLz5s3VNGtra+rUqYOfnx8Afn5+2NjYqIEOQPPmzTEwMOD48eMZlj1jxgysra3VR4kSJXKs3kIIIVIoisL+/fv58ccfCQ4O1tnjKjIykmXLlqmBTqNGjejbqzu2ZmmbbLRaLdevXycqKopqjVrpd/HXOVtKpqvne/l2b6yQkBCANGOCHBwc1GMhISEUKVJE53iBAgWwtbVV86RnwoQJhIeHq4+7d+/mWL2FEEL8OxB50aJFaLVa3N3d1YHId+7cYcGCBdy9excTExN69OhBkyZN0p0uHhMTw6VLl3BwcGD06NF49p2QMnYmzeDhVBqwKpbxbKncINPV871sd2Ol7o1la2uLr68va9euBd6svbFMTEzSjO4XQgiRM8LCwli2bBmHDh2iaNGi6vgcRVE4fvw4u3btQlEUihQpwnvvvZdm/ZxUDx8+5NGjR9SrV4++ffvi6PjPgOFW/0sZ9IsG3XEyWcyWMraAKeE5dp+qV52uLnJdtlt2UvfGKl68OE5OTrm2N1bqh/rhQ91mv4cPH6rHHB0defTokc7xpKQkQkND//1HIYQQ4rW5c+cOs2fP5sCBA5QqVUoNdBISEti4cSM7d+5EURQqVarE4MGDMwx0Am7cIDo6mh49ejB69Gjd/6a/zGyp3PQq09XFa/FSe2PVrl2bu3fv5ureWCVLlsTR0ZG9e/dStWpVIGUg8fHjxxk+fDgA9erVIywsjNOnT1OjRg0A9u3bh1arpU6dOjlWFyGEEFk7deoU3t7ehISE4OHhgZGREQBPnz5l/fr1PHr0CAMDA1q2bPnv5pwZcHR0pFvvAVSrVi39fB4doFRjmPnPmMvef+TtAn6pAdhf43Snn1s5pQQ6rzsAEzpeagXlmjVrqoOCk5OTuXjxIvXr16dQoULZKicqKoqAgAD1eWBgIOfOncPW1hZnZ2c++ugjvvnmG8qUKUPJkiWZOHEiTk5OdOrUCYDy5cvTqlUrhgwZwvz580lMTGTUqFH06NEjw5lYQgghclZycjI7duzgjz/+ICkp6bkVkeHq1ats3ryZ+Ph4ChYsSLdu3dLdnFNRFEIehsA/jTUfjx1LkWKumV9Y39lSr0t+C8CEKtvBzkcffaQ2PyYnJ+Pp6cmxY8cwNzdn27ZtareWPk6dOkWTJk3U52PHjgWgf//+eHt7M27cOKKjoxk6dChhYWG88847+Pr66owNWrVqFaNGjVL3QunSpQtz587N7m0JIYR4CVFRUaxatYq9e/dSqFAhihYtCqQEQHv27OHvv/8GwNnZma5du2JpaZmmjKSkJG7cuIGNhbGaVsTe/vXcQE7LbwGYAF4i2Pnjjz/o06cPAH/++SeBgYFcvXqVFStW8OWXX3L06FG9y2rcuHGm+2tpNBqmTZvGtGnTMsxja2vL6tWr9b8BIYQQOeL+/fssWbKEM2fO4OrqirW1NZAya/ePP/7g3r17QMqQg2bNmmFomPaLPyIigsDAQMqWLUu/nl1hs6w0LHJetoOdJ0+eqAPFduzYQbdu3ShbtiyDBg3ip59+yvEKCiGEyH/OnTvHsmXLCAoKoly5cuoM1xs3brBp0yZiY2MxNTWlY8eOlCtXLs35iqIQFBRETEwMLVu2pEePHhQyey4Ykk00RQ7KdrDj4ODAlStXKFq0KL6+vsybNw9IWQshvahdCCHE2yM5ORlfX1/++OMP4uLiqFChAgYGBmi1Wvbv38+RI0cAcHJyomvXrumO5YyPj+fGjRsULlyYPn360LhxYwyvbU8Z3JtqVdd/Bvf+Twb3ileW7WBn4MCBdO/enaJFi6LRaNQVjo8fP55u9C6EEOLtEBkZyerVq9m7dy82Nja4uLio6Rs2bODOnTsA1KpVi5YtW1KgQNqvmCdPnvDgwQOqVq1K3759KVmy5L+baL64Rk3qJpp5MZ1cvFWyHexMmTKFihUrcvfuXbp166Y2XRoaGvL555/neAWFEELkvaCgILy9vTl79qzO+Jxbt26xceNGoqOjMTY2pkOHDlSoUCHN+cnJydy8eRNDQ0O6du1Kp06dMDc312MTTU3KJprl2kqXlnhpLzX1vGvXrmnS+vfv/8qVEUIIkb8oisLJkydZvnw5wcHB6kaeWq2Ww4cPc+DAASBliEO3bt2ws7NLU0ZkZCS3bt2iVKlS9OzZkxo1avy7do5soileg5cKdg4ePMj333+Pv78/AB4eHnz22WfqBqFCCCHefAkJCWzdupUtW7agKIo6PicyMpJNmzYRGBgIQLVq1WjdurW6iGAqRVG4e/cuUVFRNGnShJ49e2L/4pRy2URTvAbZDnZWrlzJwIED6dy5M6NHjwbg6NGjNGvWDG9vb3r16pXjlRRCCPF6PX36lBUrVnD48GGKFCmibsp848YNNm/eTExMDEZGRrRt25YqVaqkOT8uLo6AgADs7Ox4//33adq0abpjeGQTTfE6ZDvY+fbbb/nuu+/4+OOP1bTRo0fzww8/8PXXX0uwI4QQbzh/f3+8vb25fv06pUuXxsLCgqSkJPbu3asuEujo6EiXLl3Uva+e9+jRI0JCQqhWrRp9+vRJGYScEdlEU7wG2Q52bt26Rfv27dOkd+jQgS+++CJHKiWEEOL1S05OZu/evaxfv57IyEgqVKhAgQIFePr0KRs2bCA4OGXPp9q1a9OiRYs0LTVJSUkEBARgYmJCjx49aN++PWZmZplfNHUTzZfZxVwIPWU72ClRogR79+6ldOnSOul79uyhRIkSOVYxIYQQr09kZCRr1qxh7969FCxYkHLlyqHRaDh//jw7duwgISEBMzMzOnbsiLu7e5rznz17pi4w2LNnTypVqpTpRp86ZBNNkcuyHex88sknjB49mnPnzlG/fkqz4tGjR/H29pYVlIUQ4g1069Ytli1bxoULF9Rp5fHx8ezYsYMLFy4A4OLiQufOnbGystI5Nzk5mcDAQLRaLe3ataNr167qtPRskU00RS7KdrAzfPhwHB0dmT17NuvXrwdSdh9ft24dHTt2zPEKCiGEyB2p08fXrl3L48eP1WnlDx48YMOGDYSGhqLRaPD09KRhw4bqTuapIiMjCQwMxMXFhe7du1O3bl39W3PS81/cRNPYAqaE53Ut3nrZCnaSkpKYPn06gwYNUpcEF0II8eaJiorCx8eHXbt2YWJioi4EeOzYMfbu3YtWq8XKyoouXbrg7Oysc65WqyUoKIjY2FiaNGlCjx490k4pFyIfyVawU6BAAb777jv69euXW/URQgiRy27fvs3y5cs5e/Yszs7OFCpUiPDwcLZs2aKunVOuXDk6dOiQZoBxdHQ0N2/epGjRovTv359GjRrJvogi38t2N1azZs04ePAgrq6uuVAdIYQQueXFbqvU3covXbrE9u3biYuLw8jICC8vL6pXr67TJaUoCvfu3SMiIoIGDRrQo0cPihUrlod3I4T+sh3stG7dms8//5yLFy9So0YNLCwsdI536CCj5oUQIr+JjIxk5Vof/nfTAazb0cv+FNqEWDZt2qQOQi5WrBjvvvtumi0fYmJiuHnzJvb29gwZMoQmTZqkWS1ZiPws28HOiBEjAPjhhx/SHNNoNCQnJ796rYQQQuSYmzdvsnz5cs5c9IeyKfsYXgyJ5rDPIsLDwtBoNDRs2DBNl5SiKNy/f5/w8HBq165Nz54904zfEeJNkO1gR6vV5kY9hBBC5LDk5GT27duHj48PNxMseVC2h3rsoq0nBXt6YPT3KjpUc06zTlpqa46dnR2DBg2iWbNmGBsbv+5bECJHvNRGoEIIIfK3Z8+esWbNGg4cOECMXVluOtZNWZz4uZnhBSwLU6DlGLRGN4FngO7YnFq1atGjRw8ZoyneeNkOdkaPHk3p0qXVTUBT/fLLLwQEBPDjjz/mVN2EEEK8hIsXL7Jy5UquX7+Oa8mS7DSu/k+g88IaOJqU7RmOJ5aghMEz4mJTWnMKFy4srTnirZLtYGfDhg1s3bo1TXr9+vWZOXOmBDtCCJFH4uPj2bZtG3/++SdxcXFUqFCBwBgjYjDRadHRpSEGEy6GxFAgNJA6derw3nvv4eLi8jqr/nJkQT6hp2wHO0+fPk13KXArKyuePHmSI5USQgiRPffv32flypWcOHECe3t7nJ2dOXv2LIfuxFCoTc0sz9eaWMpMK/HWynawU7p0aXx9fRk1apRO+l9//UWpUqVyrGJCCCGyptVqOXr0KOvWrePBgweUKVOGxMRE1qxZk7IDeYlKepXzfu9utKxTLpdrK0TeyHawM3bsWEaNGsXjx49p2rQpAHv37mX27NnShSWEEK9RWFgYPj4+7Nu3DyMjIypUqMClS5f466+/iI+Px9DQkIblinKfeGIwJqO+rKLWprSplXYncyHeFtkOdgYNGkR8fDzffvstX3/9NQCurq7MmzdPtpEQQojXQFEULl68yKpVq7h+/TouLi4UKFAAHx8frl27BoCTkxOdOnXC3t6eO8l32Z/oRprpWP88m9zeA0ODV9jAU4h87qWmng8fPpzhw4fz+PFjzMzMKFiwYE7XSwghRDpiY2P5888/2b59O/Hx8VSoUIFr166xfft2YmNjMTAwoHHjxjRo0EDdpdzF8Bk1Is5yoYA7iUb/rnpf1NqUye09aFWxaF7djhCvxSutsyO73AohxOtz69YtVq1axdmzZ3F0dMTe3p5NmzZx5coVABwdHenUqRMODg7qOfHx8dy6dQsLExM+bezMjOspwY73wFo0LGMvLTriP0EWFRRCiHwuMTGRPXv2sHHjRp49e0aZMmW4fv06O3fuVFtzGjZsSMOGDdXtHhRFITg4mKdPn1KhQgW6detGxYoVGfbiWjtC/AdIsCOEEPnY/fv3WbNmDX///Tc2NjYUL16cjRs3EhAQAKS05nTo0IGiRf/tioqOjubWrVvY2trSt29fvLy8MDMzy6tbECLPSbAjhBD5UHJyMocOHeKPP/4gODiYUqVK4e/vz549e0hISMDQ0BBPT0/q16+vtuYkJydz584d4uLiqFevHl27dpWtHoRAgh0hhMh3Hj58yLp16zh69ChmZmY4Ojri4+NDUFAQACVKlKBDhw4ULlxYPefp06fcu3cPV1dXOnXqRIMGDShQQP4TLwTI3lhCCJFvpC4Q6OPjw71793BxceHixYscOHCA5ORkjIyMaN68ObVq1ULzz9ib+Ph4bt68iampKR06dKBjx47Y2trm8Z28JNn+QeQS2RtLCCHygcePH7N+/XoOHz6MsbExdnZ2rFu3juDgYADc3Nxo164dNjY2QEpgdP/+fcLDw6lYsSJdu3alQoUKahAkhPiX7I0lhBB5SKvVcuzYMbWbqlixYpw+fZrjx4+jKAqmpqa0atWKypUrq4FMWFgYQUFBODo6MnjwYJo0aYKpqWke38lbSFqa3hqyN5YQQuSRR48esX79eo4cOYKRkRHGxsasWLGCiIgIACpUqECrVq3UhVsTEhK4desWhoaGtGjRgk6dOunMwhJCpC/f743l6urKnTt30qSPGDGCX3/9lcaNG3Pw4EGdY8OGDWP+/Pk5XhchhMgJycnJHDlyhA0bNnD37l0KFy7M4cOH1a0ebGxsaNu2LaVLlwZS1sy5f/8+z549w8PDg3fffZdq1apJl5UQesr3e2OdPHmS5ORk9fmlS5do0aIF3bp1U9OGDBnCtGnT1Ofm5uY5Xg8hhMgJDx48YP369fj5+WFkZER0dDTbt28nMTERAwMD6tevT6NGjTAyMgL+7bJycHBgwIABNG/eXNbMESKb8v3eWC9uSTFz5kzc3Nzw9PRU08zNzXF0dMy1OgghxKtKTEzkwIEDbNq0iZCQEMzMzNi7dy8hISFAynTydu3aUaRIEeDfbR6MjIyky0qIV/RG7Y2VkJDAypUrGTt2rE7z7apVq1i5ciWOjo60b9+eiRMnZtq6Ex8fT3x8vPo8tX9cCCFyQ2BgIOvXr+fUqVMYGxtz7949Tp06pQ5AbtGihdotpdVquXv3LhEREVSqVIlOnTpRpUoV6bIS4hXoFexUr16dvXv3UqhQoSz7ic+cOZNjlXvR5s2bCQsLY8CAAWpar169cHFxwcnJiQsXLjB+/HiuXbvGxo0bMyxnxowZTJ06NdfqKYQQkLJD+c6dO9m+fTuhoaHExsby119/ER0dDUDlypVp2bIlFhYWKIrCkydPuH//PsWKFaNnz554enpiYmKSx3chxJtPr2CnY8eO6j+4jh075tkvjMWLF9O6dWucnJzUtKFDh6p/V6pUiaJFi9KsWTNu3ryJm5tbuuVMmDCBsWPHqs8jIiIoUaJE7lVcCPGfoigKly9fxsfHh4sXL6LRaDhx4gT37t0DwM7OjjZt2qgzWKOjowkMDKRgwYJ06tSJtm3b6qyOLIR4NXoFO5MnT1b/njJlSm7VJVN37txRd/3NTJ06dQAICAjIMNgxMTGRX0tCiFwRFhbG1q1b2bt3LxEREQQFBXH27FkURcHIyAhPT0/q1q2LoaEhiYmJ3L59m6SkJOrUqUPHjh0pU6aMdFkJkcOyPWanVKlSnDx5Ejs7O530sLAwqlevzq1bt3Kscs/7f3t3HhXVla8P/6linlFABimhEEURkSij4BAFUQzaatRrYqK2r91tjJ2rMUmbTmLMIB2TNnlz27QxA0YTWyVqUDEmKs6KAw6ICuIMMqkgoxRKnd8fNBUrTFVYRRWH57MWa6XO2XX4wo7wsM8+eycmJqJbt24YO3Zsi+3Onj0LAJzIR0Ttqq6uDmlpadiyZQuuXr2K8vJyHD9+HNXV1QDq18wZNWoU7O3tVfNySktL4efnh/j4eISFhak29KQOjAsRGiWtw86NGzfUHgVvoFAoVEO0uqZUKpGYmIgZM2aobWx39epVrF+/HnFxcXByckJGRgYWLFiAoUOHIjAwUC+1EBH9Xm5uLn788UccP34cZWVlOH/+PG7fvg2g/kGOMWPGQC6Xq83LcXd3x6xZszBixAjY2NgY+CsgEjeNw87j+2H98ssvaltG1NXVYe/evZDL5bqt7r/27NmDW7du4Y9//KPacXNzc+zZswefffYZqqqqIJPJMGnSJLz11lt6qYOI6HHV1dXYvXs3UlJSkJ+fj9zcXGRkZACo//k0bNgw1YhNRUUFbt68CVtbW4wbNw5jx45VPWZORPolEQRB0KShVCqtf4NEgt+/xczMDN7e3vjnP/+JZ555RvdV6ll5eTkcHBxQVlYGe3t7Q5dDREZOEAScOXMGW7ZswYULF5Cfn49z586plrTo378/YmJiYGdnh5qaGty4cQMSiQQhISGIj4+Hr68v5+UQ6YCmv781HtlRKpUAALlcjpMnT/JJASLqlAoKCpCcnIyDBw8iNzcXFy5cQGlpKQDAzc0No0ePhpeXFx49eoRr166huroa/v7+GDduHAYOHKj6w5GI2o/Wc3auX7/e6Nj9+/fh6Oioi3qIiIzSgwcPsG/fPmzfvh2XL1/G5cuXVfMUbW1tMWLECAwYMAAAkJeXh5KSEsjlcowdOxaRkZF8ApTIgLQOOx999BG8vb0xdepUAMDkyZOxefNmuLu7Y+fOnap/7EREYtBwy2rr1q04ffo0rl69isuXL0MQBJiYmCAiIgJRUVEwNzfHnTt3UFBQADc3N7z44osYMWIEb40TGQGtw86qVavwww8/AAB2796NPXv2YNeuXdi0aRNee+01/PrrrzovkojEqbr2Efzf+QUAcPG9WFibP9EONjq/Zl5eHpKTk3Ho0CFkZWUhKytLNS+nX79+iI6OhqOjI0pLS5GdnY0uXbpg4sSJiI2N5eRjIiOi9U+BwsJC1WrDO3bswJQpUzBq1Ch4e3urFvQjIurIKisrsXv3buzcuRNnz57F5cuXVXvoubu7IzY2Fl5eXqioqEBmZiasra0RExODMWPGwNvb27DFE1EjWoedLl26IDc3FzKZDLt27cIHH3wAoH6ot6n1d4iIOopHjx7h+PHj2LZtG44cOYLs7GzcvXsXQP28nJEjR2LAgAF48OABLl26BKlUivDwcMTFxaFv3758worISGkddiZOnIjnnnsOvXr1wr179zBmzBgAwJkzZ+Dr66vzAomI9E0QBGRnZyM5ORmpqak4f/48CgoKANSvlxMZGYnw8HAolUrk5OSgrq4OAQEBGDt2LIKCgviEFZGR0zrsfPrpp/D29kZubi6WL18OW1tbAPWPY7700ks6L5CISJ8KCwuRkpKCnTt3Ij09HTdv3gRQv7ZYcHAwhg4dCjMzM9y6dQsKhQJ9+vRBXFwcQkJC1FZ0JyLjpfW/VDMzMyxatKjR8QULFuikICKi9lBRUYHU1FQkJyfj8OHDuHbtmupWfL9+/TBixAjY2dkhNzcXVVVV8PX1RVxcHMLDw/kYOVEH0+Y/Sy5evIhbt26htrZW7fi4ceOeuCgiIn2pra3FsWPHsGXLFuzduxc5OTmqn2NeXl6IiYmBq6sr8vLycPv2bcjlcowePRqRkZGwsrIycPVE1BZah51r165hwoQJOH/+vNrWEQ0T8zhJmahz0cfj4/qgVCpx7tw5bN26Fdu3b0dWVhZqamoA1G/WGR0dDblcjvz8fFy8eBFeXl6YNm0aIiMjVbfriahj0vqn0iuvvAK5XK7a+PPEiRO4d+8eXn31VXzyySf6qJGIqM0EQcCVK1eQnJyMpKQkZGZmorq6GgDg6OiI4cOHo2/fvigoKMClS5cgk8kwZcoUREVFwc7OzsDVE5EuaB12jh07htTUVDg7O0MqlUIqlSIqKgoJCQn461//ijNnzuijTiIireXn52Pf7l+wbt06nD59GlVVVQAAOzs7DB06FP3790dhYSGysrIgk8kwefJkREVFcdVjIpHROuzU1dWp/tpxdnZGfn4+/Pz84OXlhezsbJ0XSETUFoIg4M9z5uDk8WOoqKgAAFhbW2PIkCEICgpCYWEhsrOz0aNHD4YcIpHTOuwEBATg3LlzkMvlCAsLw/Lly2Fubo7Vq1fDx8dHHzUSEWmkvLwcu/bsQ3VOOsqO/ge3Cq8AACwtLTF48GAMHDgQRUVFyMnJQY8ePTB16lRERkYy5BCJnNZh56233lINBb/33nt45plnMGTIEDg5OWHjxo06L5CIqDXV1dU4ePAgVq5ciYOHDqO87D6A+gUBw8LCMGjQINy5cwfXrl2DXC7HqFGjMHjwYE48JuoktA47sbGxqv/29fVFVlYWSkpK0KVLFy6VTkTtqqamBocPH8bnn3+OAwcOqPavkphbwW7gWDwX7IGye3eQl5cHX19fxMTEIDw8HNbW1gaunIjak06eEe3atasuLkNEpJHa2locPXoUK1aswP79+1VzciwsLBAcGo6bT/0ZJlb2uHvzP+jbqz7khISEwNLS0sCVE5EhaBR2Jk6cqPEFt2zZ0uZiiMgwOspaOQ0LAq5YsQKpqamorKwEUD8nJywsDH369EFxSRnyrOrn4MyfPx8RIQNhZmZmyLKJyMA0+onm4OCg7zqIiJpVW1uLw4cP4+OPP8ahQ4dU8watrKwQHh4OHx8flJaWorq6GuHhYThdXP++4OBBMDMzzuBGRO1Ho58CiYmJ+q6DiKiR2tpa7N27F8uXL8exY8egUCgA1D9CHh4eDplMhvLycgiCgNjYWAwfPhzdveT4YsmvBq6ciIxJm/7kefToEfbv34+rV6/iueeeg52dHfLz82Fvb8+nG4joidXU1CAlJQUff/wxTp06pdqGxtHREaGhoXBxcUF1dTWsra0xevRoREVFwdPTE0D9LTkiosdpHXZu3ryJ0aNH49atW1AoFIiJiYGdnR0++ugjKBQKrFq1Sh91ElEnUF1djU2bNmHFihXIzMxU7b3n6uqK4OBg2NjYQKlUwtXVFSNHjkR4eDgfkCCiVrVpb6zg4GCcO3cOTk5OquMTJkzAnDlzdFocEYlbnbI+zAiCgDc+/hI/r/n/cfVKjuq8l5cXAgMDYWZmBgsLC/Tp0wdPP/00goODuQM5EWlM67Bz6NAhHD16FObm5mrHvb29cfv2bZ0VRkTitiuzAG9vPQ8AkEgk2F7hjUcxb8JKuho9JCXw8/ODiYkJHBwcMGjQIAwdOhT9+vWDiYmJgSsnoo5G67CjVCpV988fl5eXxx2CiUgjX6YcR8LBOxAAtcVITe2c0e0Pb8KjIBWedgoMGTIEgwcPhkwm46KlRNRmUm3fMGrUKHz22Weq1xKJBJWVlViyZAni4uJ0WRsRdQANt6IA4MT1ErXXjxMEATt37sTQYcPx/s6sRkEHACCRABKgVD4S73/wIf7nf/4HPXr00CroaFoPEXUeWoedf/7znzhy5Aj8/f1RU1OD5557TnUL66OPPtJHjURkpHZlFiB6xQHV65mJJxH1USp2ZRaojikUCnz++efo27cvxo4dixPXS2Bq59xCgJGgVAFklzQeQdZFPUTU+Wh9G8vT0xPnzp3Dhg0bkJGRgcrKSsyePRvPP/88JwwSdSK7Mgsw9/vT+P24SWFZDeZ+fxrvxcpweMNKbNq0Cffv31ed796zLzSJMcUVNTqt59/TB2J0gLtW1yQicWjTOjumpqaYPn26rmshoifQnls+1CkFLN1+sVGwAFB/TBCwOOk0bn/1NSAoYWFhgd69e8PDwwNm3T1xXoPP0c1O832sWqtHAmDp9ouI8XeDiZRzf4g6mzb9NMzJycG+fftQXFwMpVKpdu6dd97RSWFEZLxOXC9BQVkLIy8SCUztXeDWPxI9LBVwd3eHh4cHIiMjMSg4BDM356KovKbJcCIB4OZgiVC55uvntFaPAKCgrAYnrpcgoqdTs+2ISJy0DjtfffUV5s6dC2dnZ7i5uandd5dIJAw7RJ2ApreYAsOGIEpmiSFDhuCpp55S7bP37jg7zP3+NCSAWuBp+GmyJN5fqxEYTevR9tYYEYmD1mHngw8+wIcffog33nhDH/UQkZErLy9HaspWAPJW286ZPgUTo/pDKlV/FmJ0gDv+PX0glmy7gKJyheq4m4MllsT7az23RtNbXtrcGiMi8dD6aazS0lJMnjxZH7UQkZESBAEHDx7E+PHj4eLigs/ffgWPyu9AEJRNtpcAcHewxISowEZBp8HoAHfsWThM9XrNrBAcfmNEmyYRh8q7wt3BEs0/31Vfjza3xohIPLQOO5MnT8avv3JHYaLO4O7du1i6dCm8vLwwbNgwbNu2DbW1tbCztYFtzi5IIAEE9Zk32tyKevx8qLxrmycPm0glWBLvr/b521IPEYmT1rexfH198fbbbyMtLQ39+/eHmZmZ2vm//vWvOivu3XffxdKlS9WO+fn5ISsrC0D9zsivvvoqNmzYAIVCgdjYWHzxxRdwdXXVWQ1EnU1NTQ2SN2/HqlWrcPjwYdVDCFKpFN27d4dcLkefPn0QGhqKh67OSDxXiaKKJ78V9aR0fWuMiMRD67CzevVq2Nra4sCBAzhw4IDaOYlEotOwAwD9+vXDnj17VK9NTX8recGCBUhJSUFSUhIcHBzw8ssvY+LEiThy5IhOayASO0EQUJN3AVWZ+9DjX1NRVVWlOmdvbw+5XI6AgAAEBQUhNDQUgYGBcHR0BAA8H/0Q/d+tH+1dMysEQ3q5GGwEZXSAOyJ9nY2mHiIyDlqHnevXr+ujjmaZmprCzc2t0fGysjJ88803WL9+PUaMGAEASExMRN++fZGWlobw8PB2rZOoI8rJycHXX3+NtevWoajgt1WGLSws0L17d/j7++Opp55CREQEAgMD4eHh0WjlY13ditIVY6uHiAxPf6uO6UhOTg48PDxgaWmJiIgIJCQkoEePHkhPT8fDhw8RHR2tatunTx/06NEDx44dazHsKBQKKBS/DXOXl5fr9WsgMib5+fn4z3/+g++++w7nz/93eT+JFJY+g2DlG45eVpWI8nXG4P8GHB8fH+40TkQdmkZhZ+HChXj//fdhY2ODhQsXtth2xYoVOikMAMLCwrBmzRr4+fmhoKAAS5cuxZAhQ5CZmYnCwkKYm5urhtIbuLq6orCwsMXrJiQkNJoLRCRmRUVFSEpKwnfffYf09HQIj00q7jZoFGyiZkJpaV/fFsARewvE+PVDr16c50JEHZ9GYefMmTN4+PCh6r+bo83OxJoYM2aM6r8DAwMRFhYGLy8vbNq06Yn24Vq8eLFaaCsvL4dMJnuiWomMzZ07d7B582asW7cOaWlpaqudOzg4QC6XwzP8GZx3CIPyd88wFZUruJ8UEYmGRmFn3759Tf53e3N0dETv3r1x5coVxMTEoLa2Fvfv31cb3SkqKmpyjs/jLCwsYGFhoedqidpfXWUpqq8cR2z0chw9clgt4DRMNB44cCCGDx+OfgH9MW/XPeCxJ5cacD8pIhITo5+z87jKykpcvXoVL7zwAgYNGgQzMzPs3bsXkyZNAgBkZ2fj1q1biIiIMHClRO3n8uXL2Lp1KzYlJSEv/TQAAYf/e87Ozg4+Pj4YOHAgoqOj0a9fP/j5+cHS0hLHrt5DYXl+s9flflJEJBZGHXYWLVqE+Ph4eHl5IT8/H0uWLIGJiQmmTZsGBwcHzJ49GwsXLkTXrl1hb2+P+fPnIyIigk9ikagplUqcOnUKW7duxebNm5GTk6N23ty9N/q42iA0eBBGjx6Nvn37wtfXF+bm5mrtuJ8UEXUWRh128vLyMG3aNNy7dw8uLi6IiopCWloaXFxcAACffvoppFIpJk2apLaoIJHYVFZWIjU1FSkpKUhOTkZRUZHqnEQigbOzM3x8eyHvqT/B1M4Z62f5oY+vvMWnqLifFBF1FkYddjZs2NDieUtLS6xcuRIrV65sp4qINPOgtg7Ldl7EjXvV8Hayxptx/rAy1/zxbUEQkJ2djZ07dyIlJQWHDh1SPSQAACYmJnB3d4efnx9GjRqF8PBwyOQ98fTKswAAudy71cfFG/aTKiyrgdDEeQnqVx/mflJE1NEZddgh6oj+v+9OYs+lYtXrQznAurRbiPHvhq9eDGn2fVVVVdi3bx9+/vln7NixA7du3VI7b21tDZlMhj59+uDZZ59FQEAAfH19YWtrCwCorn2kVZ0N+0nN/f40JIBa4OF+UkQkJgw7RG1QWfMICzaewa3SB+jRxQqfTn0KtpamGPevQ8jIa3qRyt0XizFn7UlV4Hn48CFOnDiBPXv2YM+ePTh+/Lja6I1UKoWLiwt69uyJ4OBgxMfHo1evXpDJZE3uJF6n/C2unLheotE2CdxPiog6A4YdombUKQWcuF6C4ooadLOzVG098PtAk11YgYB3f4Gnozny7te2eM3dF4vxj49X4ND+vThw4IDaHlQAYGNjoxq9mTBhAoKCgtCzZ0/Y2Ni0eN1dmQVYsu2C6vXMxJNw1zCwcD8pIhI7hh09qlMKSLt6D8eu3QUgQURPJ4T7OMFEKmn2FykZh12ZBXh32wUUPj7aYW8BCzMpbt570OR7Wgs6DZb/ehmle3YCqF/zyd3dHT4+PoiIiMDYsWPRs2dPuLi4aLxI567MAsz9/nSjeTeFZTUaLwzI/aSISMwYdvRkZ0YBXt+cgUrFb/Mo/rXvChytzTA12BPbzhWgoOy3R3rdHSzx9ti+6GJjwQBkYLsyC/CX7083Ol7YxOJ7bWHr5oN+UVHo168fpkyZgt69e8PDw6PJW1OtqVMKWLr9YpMTjLkwIBFRPYYdPUjYeRFfHmx6d/j71Q+bPFdQVoOX1qtvxaHpbYjOoqXRMF2NlNUpBbyy4ayOK1c3ZHAY1q55VSeba564XqIWmn+PCwMSETHs6NzOjPxmg462CrS4DdFRVdc+gv87vwAALr4XC2vzpv+X3JVZgKXbLzYaDVsS7w8Ajc45WUlhZmqKCkUd7CxN8d64AIz0dwWAFkPR4Zw7UDz6bYsFfejv1U1nu4hzYUAiotYx7OhQnVLAW8mZOr2mAODVpHOwMTfFYF9ntV/MDaMZhWUPUFJVC0drc9ytrMGlggpU19YhxLsrZgz2holUYrTzgzR5gqi5OSkFZTVN3m4CgHsPlADq59BU1dbhT9+nQwLAwdoM96t/e+Lp96NnXx269sRfU2tMTbS/XdUcY1gY0NrcFDf+Mbbd30tEpCmGHR06cb0EJVUPW2+opSpFHV749gQsTCV42q8bfLvZwVQqwYaTuSgsb/4v9l8vFuHDnZdgY26Cqto61fGGX/Ax/m46DUGPj9J8/GwgPLtYt3jNpp4gsjCRYoDMAfOG+8LUVIri8hq8nXyhyTkp2hIAtaADNASmdATXnEXx6V9xteckmLn66uCzNU+Xt5O4MCARUesYdnRI37cKFI8E7LpQBFwoar3xYx4POsBvIyLmJlLU1v12y8bG3ARRvk5wsbOEAEAqAQZ4OqLswUM4WpvjfnUtutpawM2+6WCUklGg+u/XfswAAHS1McOEoO6I9ndDqLwrah8psWznRZy6WYpLBRWNv8Y6JU7cKMWJNSe1+hqfhCAISKv1xO3DR9DFwl+vYaeLtRnCfXQXdrgwIBFR6xh2dKij7SH0eNAB6kPRLxeL1Y6tg/oqvg262pjhg/EBiAv0AIBmF9MrqXqIb47cwDdHbsDcVIpaPc+HaQuJRApTexeMmDoHAzztsOUJruXlZNXso+kAkDCxv86DBxcGJCJqGcOODoXKu6KrjZlebmUZm5Kqh3hp/RnMyS3F9btVza4a/DhjDDqP++sbb2N8UHdUrD2J3b8LfY9zsTXHncrGa+o0bAexM6MAf//pPEpbmBuka1wYkIioeQw7OmQileCD8QGNHiEXs68O3TB0CTrTMDL31YshmNNM4GkINC1t9BkX6I4hvds/eHBhQCKipjHs6FhcoAf+nHdfZ4+fk/41NYm3tUBjZW6C9//Qv9lrMngQERkPhh09WBznDyszU3y2N8fQpVArWprE21qgaQkfqTYcfu+J6Pd0t+AHqZG7tLxxIxmGjbn6Yn5uDpaiXrSRiIg4sqM3mj6ZJXe2RndHK1QpHuFMbpmeqxI/dwdLjBvgjs2ncnG3+rd9yRwspUiYOACxAe5Gu8AiERHpB8OOnmi62NuehcNVv2wfnyPSo6sVHK3M8d2xG6hU1DVxBWoQ4dMFU0K81Nb/eX1032ZDDfeIIiLqXBh29KQti701NUdk4Sg/1ZYQh6/cxY6MAr3v3WQMHC1NMDNSDrmLLbrZWSI1qwhfHWo86fvPQ+VYHOff6LiJVMJQQ0REABh29EoXi709/kt7wkBPLH92ANKu3sOxa3ehFIAu1uZwtDbDjox8nLxRiurHVku2NpMioLsDnvJyRFVNnWpV5P7dHXD+dhmUwm+rJB+7dg+bT9/W+fegLRZE98LLI3qpBcGInk54LbYP1h27gZsl1fDqao0XIrxhbsppZ0RE1DKGHT3T9WJvJlIJIns5I7KXs9rxycEy1cagmsxHmRKi/vrZYBli/F3x7raLavttdbE2hQAJyqofNrs/laO1GZb9oT/eT1HfeVxbrS28Z24qxewhPm2+PhERdU4MO+2gvdZcedJbN6MD3JvcHHT3xcImb8c1+MfE/hgd4I7YAPX3llbVNgpAbvYWmBbaA97ONnC2sQAkwN1KBScLGxgf1yYiMWPYaQcd6RdJU4Gp4Xbc0u3qweX3IzFNvff3AYiBhoiI2hvDDmmkuVGf1oILJwoTEZGhMeyQxhhciIioI+KjLERERCRqDDtEREQkagw7REREJGoMO0RERCRqnKBMJBIdaYkDIqL2xJEdIiIiEjWGHSIiIhI1hh0iIiISNYYdIiIiEjWGHSIiIhI1ow47CQkJCAkJgZ2dHbp164Y//OEPyM7OVmszfPhwSCQStY+//OUvBqqYiIiIjI1Rh50DBw5g3rx5SEtLw+7du/Hw4UOMGjUKVVVVau3mzJmDgoIC1cfy5csNVDEREREZG6NeZ2fXrl1qr9esWYNu3bohPT0dQ4cOVR23traGm5tbe5dHREREHYBRj+z8XllZGQCga9euasd/+OEHODs7IyAgAIsXL0Z1dXWL11EoFCgvL1f7ICIiInEy6pGdxymVSvzv//4vIiMjERAQoDr+3HPPwcvLCx4eHsjIyMAbb7yB7OxsbNmypdlrJSQkYOnSpe1RNhERERmYRBAEwdBFaGLu3Ln4+eefcfjwYXh6ejbbLjU1FSNHjsSVK1fQs2fPJtsoFAooFArV6/LycshkMpSVlcHe3l7ntRMREZHulZeXw8HBodXf3x1iZOfll1/Gjh07cPDgwRaDDgCEhYUBQIthx8LCAhYWFjqvk4iIiIyPUYcdQRAwf/58bN26Ffv374dcLm/1PWfPngUAuLu767k6IiIi6giMOuzMmzcP69evR3JyMuzs7FBYWAgAcHBwgJWVFa5evYr169cjLi4OTk5OyMjIwIIFCzB06FAEBgYauHoiIiIyBkY9Z0cikTR5PDExETNnzkRubi6mT5+OzMxMVFVVQSaTYcKECXjrrbe0mnuj6T0/IiIiMh6imLPTWg6TyWQ4cOBAO1VDREREHVGHWmeHiIiISFsMO0RERCRqDDtEREQkagw7REREJGoMO0RERCRqDDtEREQkagw7REREJGoMO0RERCRqDDtEREQkagw7REREJGoMO0RERCRqDDtEREQkagw7REREJGoMO0RERCRqDDtEREQkagw7REREJGoMO0RERCRqDDtEREQkagw7REREJGoMO0RERCRqDDtEREQkagw7REREJGoMO0RERCRqDDtEREQkagw7REREJGoMO0RERCRqDDtEREQkagw7REREJGoMO0RERCRqDDtEREQkagw7REREJGoMO0RERCRqDDtEREQkagw7REREJGoMO0RERCRqogk7K1euhLe3NywtLREWFoYTJ04YuiQiIiIyAqIIOxs3bsTChQuxZMkSnD59GgMGDEBsbCyKi4sNXRoREREZmCjCzooVKzBnzhzMmjUL/v7+WLVqFaytrfHtt98aujQiIiIyMFNDF/CkamtrkZ6ejsWLF6uOSaVSREdH49ixY02+R6FQQKFQqF6XlZUBAMrLy/VbLBEREelMw+9tQRBabNfhw87du3dRV1cHV1dXteOurq7Iyspq8j0JCQlYunRpo+MymUwvNRIREZH+VFRUwMHBodnzHT7stMXixYuxcOFC1WulUomSkhI4OTlBIpG06ZohISE4efKkXt7TWruWzjd1rrn2jx8vLy+HTCZDbm4u7O3tW61R19ry/dTFNdgnzWOfND7OPnmydpp8j7U9zj55sna66JPfH9NnnwiCgIqKCnh4eLTYrsOHHWdnZ5iYmKCoqEjteFFREdzc3Jp8j4WFBSwsLNSOOTo6PlEdJiYmWneipu9prV1L55s611z7po7b29sb5AdGW76furgG+6R57JPmj7NP2tZOm++xtsfZJ21rp4vvfXNt9dUnLY3oNOjwE5TNzc0xaNAg7N27V3VMqVRi7969iIiIaLc65s2bp7f3tNaupfNNnWuufVu+Bn3RRS3sE91in2hXT3sQa5/o6rghsE+Mqz8aSITWZvV0ABs3bsSMGTPw5ZdfIjQ0FJ999hk2bdqErKysRnN5SDPl5eVwcHBAWVmZQf46osbYJ8aHfWJ82CfGxxj6pMPfxgKAqVOn4s6dO3jnnXdQWFiIoKAg7Nq1i0HnCVhYWGDJkiWNbveR4bBPjA/7xPiwT4yPMfSJKEZ2iIiIiJrT4efsEBEREbWEYYeIiIhEjWGHiIiIRI1hh4iIiESNYYeIiIhEjWGH2mTChAno0qULnn32WUOXQgByc3MxfPhw+Pv7IzAwEElJSYYuqdO7f/8+goODERQUhICAAHz11VeGLokAVFdXw8vLC4sWLTJ0KQTA29sbgYGBCAoKwtNPP623z8NHz6lN9u/fj4qKCnz33Xf48ccfDV1Op1dQUICioiIEBQWhsLAQgwYNwuXLl2FjY2Po0jqturo6KBQKWFtbo6qqCgEBATh16hScnJwMXVqn9ve//x1XrlyBTCbDJ598YuhyOj1vb29kZmbC1tZWr5+HIzvUJsOHD4ednZ2hy6D/cnd3R1BQEADAzc0Nzs7OKCkpMWxRnZyJiQmsra0BAAqFAoIggH9bGlZOTg6ysrIwZswYQ5dC7YxhpxM6ePAg4uPj4eHhAYlEgp9++qlRm5UrV8Lb2xuWlpYICwvDiRMn2r/QTkSXfZKeno66ujrIZDI9Vy1uuuiT+/fvY8CAAfD09MRrr70GZ2fndqpefHTRH4sWLUJCQkI7VSx+uugTiUSCYcOGISQkBD/88IPeamXY6YSqqqowYMAArFy5ssnzGzduxMKFC7FkyRKcPn0aAwYMQGxsLIqLi9u50s5DV31SUlKCF198EatXr26PskVNF33i6OiIc+fO4fr161i/fj2Kioraq3zRedL+SE5ORu/evdG7d+/2LFvUdPFv5PDhw0hPT8e2bduwbNkyZGRk6KdYgTo1AMLWrVvVjoWGhgrz5s1Tva6rqxM8PDyEhIQEtXb79u0TJk2a1B5ldipt7ZOamhphyJAhwtq1a9ur1E7jSf6dNJg7d66QlJSkzzI7jbb0x9/+9jfB09NT8PLyEpycnAR7e3th6dKl7Vm2qOni38iiRYuExMREvdTHkR1SU1tbi/T0dERHR6uOSaVSREdH49ixYwasrPPSpE8EQcDMmTMxYsQIvPDCC4YqtdPQpE+KiopQUVEBACgrK8PBgwfh5+dnkHrFTpP+SEhIQG5uLm7cuIFPPvkEc+bMwTvvvGOokkVPkz6pqqpS/RuprKxEamoq+vXrp5d6RLHrOenO3bt3UVdX12jHeFdXV2RlZaleR0dH49y5c6iqqoKnpyeSkpIQERHR3uV2Cpr0yZEjR7Bx40YEBgaq7puvW7cO/fv3b+9yOwVN+uTmzZv405/+pJqYPH/+fPaHnmj6c4vajyZ9UlRUhAkTJgCof3pxzpw5CAkJ0Us9DDvUJnv27DF0CfSYqKgoKJVKQ5dBjwkNDcXZs2cNXQY1YebMmYYugQD4+Pjg3Llz7fK5eBuL1Dg7O8PExKTRRMqioiK4ubkZqKrOjX1ifNgnxoX9YXyMrU8YdkiNubk5Bg0ahL1796qOKZVK7N27l7epDIR9YnzYJ8aF/WF8jK1PeBurE6qsrMSVK1dUr69fv46zZ8+ia9eu6NGjBxYuXIgZM2YgODgYoaGh+Oyzz1BVVYVZs2YZsGpxY58YH/aJcWF/GJ8O1Sd6ecaLjNq+ffsEAI0+ZsyYoWrzf//3f0KPHj0Ec3NzITQ0VEhLSzNcwZ0A+8T4sE+MC/vD+HSkPuHeWERERCRqnLNDREREosawQ0RERKLGsENERESixrBDREREosawQ0RERKLGsENERESixrBDREREosawQ0RERKLGsENERESixrBDREREosawQ0RERKLGsENEBvf5559DIpFo/UFEpAlTQxdARJ2bIAj48ccfoVQqGWCISC84skNEBrV//34MGzZMZ0Fn1qxZeOutt1psU1hYiFdeeQW+vr6wtLSEq6srIiMj8e9//xvV1dUafZ74+HiMHj26yXOHDh2CRCJBRkaG1vUTke5xZIeIDOr777/H3/72N51cq66uDjt27EBKSkqzba5du4bIyEg4Ojpi2bJl6N+/PywsLHD+/HmsXr0a3bt3x7hx41r9XLNnz8akSZOQl5cHT09PtXOJiYkIDg5GYGDgE39NRPTkOLJDRAbz4MED3L59G7169VI7rlQqsWzZMvTq1Us18jJz5sxWr3f06FGYmZkhJCSk2TYvvfQSTE1NcerUKUyZMgV9+/aFj48Pxo8fj5SUFMTHx6tqSEhIgFwuh5WVFQYMGIAff/xRdZ1nnnkGLi4uWLNmjdr1KysrkZSUhNmzZ2v+jSAivWLYIaJ2cfz4cUyePBkfffSR6lhycjLGjx/fqG1CQgI2bNiA1atXIzs7G1u3bsXQoUNb/Rzbtm1DfHx8s7fE7t27h19//RXz5s2DjY1Nk20a3puQkIC1a9di1apVuHDhAhYsWIDp06fjwIEDAABTU1O8+OKLWLNmDQRBUL0/KSkJdXV1mDZtWqv1ElE7EYiI2kFxcbGQmJgo9O7dW3VswoQJQklJSaO2Q4YMEd58802tP0evXr2EHTt2NHs+LS1NACBs2bJF7biTk5NgY2Mj2NjYCK+//rpQU1MjWFtbC0ePHlVrN3v2bGHatGmq15cuXRIACPv27VOrffr06VrXTkT6w5EdImoXLi4uePbZZ5GXl4eTJ0+iuLgY5ubm6NKlS6O248aNwz/+8Q/Exsbi66+/RmlpaavXv3TpEvLz8zFy5Eitaztx4gTOnj2Lfv36QaFQ4MqVK6iurkZMTAxsbW1VH2vXrsXVq1dV7+vTpw8GDx6Mb7/9FgBw5coVHDp0iLewiIwMJygTUbuxtbXF+PHj8cMPP0Aulzd7q2fRokUYN24cfvrpJ3z66ad44403cOrUKcjl8mavvW3bNsTExMDS0rLZNr6+vpBIJMjOzlY77uPjAwCwsrICUD/vBgBSUlLQvXt3tbYWFhZqr2fPno358+dj5cqVSExMRM+ePTFs2LBmayCi9seRHSJqV88//zw2bNiAlJQUxMXFNduud+/eeP3115Geno6KigpcvHixxes2N//ncU5OToiJicG//vUvVFVVNdvO398fFhYWuHXrFnx9fdU+ZDKZWtspU6ZAKpVi/fr1WLt2Lf74xz9yvSAiI8ORHSJqV7Gxsairq4Ofnx/MzMwanV++fDnc3NwQEhICqVSKL7/8Ek5OThg8eHCz1ywuLsapU6ewbdu2Vj//F198gcjISAQHB+Pdd99FYGAgpFIpTp48iaysLAwaNAh2dnZYtGgRFixYAKVSiaioKJSVleHIkSOwt7fHjBkzVNeztbXF1KlTsXjxYpSXl2v01BgRtS+GHSJqV6amppg2bRpeeOGFJs/X1NTgww8/xK1bt2Bra4vIyEikpqY2Obenwfbt2xEaGgpnZ+dWP3/Pnj1x5swZLFu2DIsXL0ZeXh4sLCzg7++PRYsW4aWXXgIAvP/++3BxcUFCQgKuXbsGR0dHDBw4EG+++Waja86ePRvffPMN4uLi4OHhoeF3gojai0QQHntmkoioAxo3bhyioqLw+uuvG7oUIjJCnLNDRB1eVFQU17UhomZxZIeIiIhEjSM7REREJGoMO0RERCRqDDtEREQkagw7REREJGoMO0RERCRqDDtEREQkagw7REREJGoMO0RERCRqDDtEREQkagw7REREJGr/D4eRGT5MLVwTAAAAAElFTkSuQmCC", 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" ] @@ -193,11 +284,6 @@ } ], "source": [ - "def model(sqrts, par):\n", - " x = np.log(sqrts)\n", - " return Chebyshev(par)(x)\n", - "\n", - "\n", "def compete(sqrts, h, m, pab, rab1, rab2, eta1, eta2):\n", " s = sqrts**2\n", " sabm = 2 * nucleon_mass + m\n", @@ -209,7 +295,7 @@ "sig = []\n", "sige = []\n", "\n", - "for plab, s, se in zip(*p_p):\n", + "for plab, s, se, source in p_p_accelerator:\n", " if plab < 5:\n", " continue\n", " sqrts.append(FixedTarget(Momentum(plab * GeV), \"p\", \"p\").ecm)\n", @@ -232,20 +318,35 @@ " val = m.values\n", " cov = m.covariance\n", " plt.figure()\n", - " plt.errorbar(sqrts[cost.mask], sig[cost.mask], sige[cost.mask], fmt=\"o\", label=\"PDG 2020\")\n", + " plt.errorbar(\n", + " sqrts[cost.mask],\n", + " sig[cost.mask],\n", + " sige[cost.mask],\n", + " fmt=\"o\",\n", + " label=\"PDG 2020 (accelerator measurements)\",\n", + " )\n", + " plt.errorbar(\n", + " [FixedTarget(Momentum(plab * GeV), \"p\", \"p\").ecm for plab in p_p_air_shower[\"plab\"]],\n", + " p_p_air_shower[\"sig\"],\n", + " p_p_air_shower[\"sige\"],\n", + " fmt=\"o\",\n", + " label=\"PDG 2020 (air shower measurements)\",\n", + " )\n", " msqrts = np.geomspace(10, 1e5, 1000)\n", " msig, cov_msig = propagate(lambda v: compete(msqrts, *v), val, cov)\n", " msige = np.diag(cov_msig) ** 0.5\n", - " plt.plot(msqrts, msig, color=\"C1\", label=\"COMPETE-like model\")\n", - " plt.fill_between(msqrts, msig - msige, msig + msige, color=\"C1\", alpha=0.5)\n", + " plt.plot(msqrts, msig, color=\"k\", label=\"COMPETE-like model\")\n", + " plt.fill_between(msqrts, msig - msige, msig + msige, color=\"k\", alpha=0.5)\n", " plt.semilogx()\n", " plt.xlabel(r\"$\\sqrt{s}$ / GeV\")\n", " plt.ylabel(\"inelastic cross-section / mb\")\n", " plt.title(\n", - " rf\"uncertainty at 100 TeV = {msige[-1]:.0f} mb ({msige[-1]/msig[-1] * 100:.1f} %)\"\n", + " rf\"uncertainty at 100 TeV = {msige[-1]:.0f} \"\n", + " rf\"mb ({msige[-1]/msig[-1] * 100:.1f} %)\"\n", " )\n", - " plt.legend(frameon=False, title=\"pp\", loc=\"upper left\");\n", - " plt.savefig(f\"cross_section_extrapolation_uncertainty_{emax}.pdf\")" + " plt.legend(frameon=False, title=\"pp\", loc=\"upper left\")\n", + " plt.ylim(0, 200)\n", + " plt.savefig(f\"cross_section_extrapolation_uncertainty_{np.log10(emax):.0f}.pdf\")" ] }, {