diff --git a/analysis/neutron/foil_analysis.ipynb b/analysis/neutron/foil_analysis.ipynb index 5bc5d25..bb637a9 100644 --- a/analysis/neutron/foil_analysis.ipynb +++ b/analysis/neutron/foil_analysis.ipynb @@ -21,7 +21,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "ed8f159d", "metadata": {}, "outputs": [], @@ -45,14 +45,6 @@ "import json" ] }, - { - "cell_type": "code", - "execution_count": null, - "id": "5745f109", - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "code", "execution_count": 3, @@ -60,18 +52,24 @@ "metadata": {}, "outputs": [ { - "ename": "TypeError", - "evalue": "can't multiply sequence by non-int of type 'float'", - "output_type": "error", - "traceback": [ - "\u001b[31m---------------------------------------------------------------------------\u001b[39m", - "\u001b[31mTypeError\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[3]\u001b[39m\u001b[32m, line 2\u001b[39m\n\u001b[32m 1\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mprocess_foil_data\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m get_data\n\u001b[32m----> \u001b[39m\u001b[32m2\u001b[39m check_source_measurements, background_meas, foil_measurements = \u001b[43mget_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdownload_from_raw\u001b[49m\u001b[43m=\u001b[49m\u001b[43mdownload_from_raw\u001b[49m\u001b[43m)\u001b[49m\n", - "\u001b[36mFile \u001b[39m\u001b[32m~/libra/BABY-1L-run-6/analysis/neutron/process_foil_data.py:293\u001b[39m, in \u001b[36mget_data\u001b[39m\u001b[34m(download_from_raw, url, check_source_dict, background_dir, foil_source_dict, h5_filename)\u001b[39m\n\u001b[32m 291\u001b[39m background_dir = read_background_data_from_json(json_data, measurement_directory_path)\n\u001b[32m 292\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m foil_source_dict \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[32m--> \u001b[39m\u001b[32m293\u001b[39m foil_source_dict = \u001b[43mget_foil_source_dict_from_json\u001b[49m\u001b[43m(\u001b[49m\u001b[43mjson_data\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmeasurement_directory_path\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 295\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m download_from_raw:\n\u001b[32m 296\u001b[39m \u001b[38;5;66;03m# Download and extract foil data if not already done\u001b[39;00m\n\u001b[32m 297\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m url \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", - "\u001b[36mFile \u001b[39m\u001b[32m~/libra/BABY-1L-run-6/analysis/neutron/process_foil_data.py:259\u001b[39m, in \u001b[36mget_foil_source_dict_from_json\u001b[39m\u001b[34m(json_data, measurement_directory_path)\u001b[39m\n\u001b[32m 257\u001b[39m foil_element_symbol = foil_dict[\u001b[33m\"\u001b[39m\u001b[33mmaterial\u001b[39m\u001b[33m\"\u001b[39m]\n\u001b[32m 258\u001b[39m foil_designator = foil_dict.get(\u001b[33m\"\u001b[39m\u001b[33mdesignator\u001b[39m\u001b[33m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m)\n\u001b[32m--> \u001b[39m\u001b[32m259\u001b[39m foil, distance_to_source = \u001b[43mget_foil\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfoil_element_symbol\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfoil_designator\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 260\u001b[39m measurement_paths = {}\n\u001b[32m 261\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m count_num, measurement_subdirectory \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(foil_dict[\u001b[33m\"\u001b[39m\u001b[33mmeasurement_directory\u001b[39m\u001b[33m\"\u001b[39m], start=\u001b[32m1\u001b[39m):\n", - "\u001b[36mFile \u001b[39m\u001b[32m~/libra/BABY-1L-run-6/analysis/neutron/process_foil_data.py:237\u001b[39m, in \u001b[36mget_foil\u001b[39m\u001b[34m(foil_element_symbol, foil_designator)\u001b[39m\n\u001b[32m 234\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m 235\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mUnsupported foil element symbol: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfoil_element_symbol\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m\"\u001b[39m)\n\u001b[32m--> \u001b[39m\u001b[32m237\u001b[39m foil_mass_attenuation_coefficient = \u001b[43minterpolate_mass_attenuation_coefficient\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 238\u001b[39m \u001b[43m \u001b[49m\u001b[43mfoil_element_symbol\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfoil_reaction\u001b[49m\u001b[43m.\u001b[49m\u001b[43mproduct\u001b[49m\u001b[43m.\u001b[49m\u001b[43menergy\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 240\u001b[39m foil = ActivationFoil(\n\u001b[32m 241\u001b[39m reaction=foil_reaction,\n\u001b[32m 242\u001b[39m mass=foil_mass,\n\u001b[32m (...)\u001b[39m\u001b[32m 245\u001b[39m thickness=foil_thickness, \u001b[38;5;66;03m# in cm\u001b[39;00m\n\u001b[32m 246\u001b[39m )\n\u001b[32m 247\u001b[39m foil.mass_attenuation_coefficient = foil_mass_attenuation_coefficient\n", - "\u001b[36mFile \u001b[39m\u001b[32m~/libra/BABY-1L-run-6/analysis/neutron/process_foil_data.py:165\u001b[39m, in \u001b[36minterpolate_mass_attenuation_coefficient\u001b[39m\u001b[34m(foil_element_symbol, energy)\u001b[39m\n\u001b[32m 162\u001b[39m data = np.array(data)\n\u001b[32m 163\u001b[39m \u001b[38;5;66;03m# Interpolate the mass attenuation coefficient\u001b[39;00m\n\u001b[32m 164\u001b[39m mass_attenuation_coefficient = np.interp(\n\u001b[32m--> \u001b[39m\u001b[32m165\u001b[39m \u001b[43menergy\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m \u001b[49m\u001b[32;43m1e-3\u001b[39;49m, \u001b[38;5;66;03m# Convert keV to MeV\u001b[39;00m\n\u001b[32m 166\u001b[39m data[:, \u001b[32m0\u001b[39m], \u001b[38;5;66;03m# energy values\u001b[39;00m\n\u001b[32m 167\u001b[39m data[:, \u001b[32m1\u001b[39m] \u001b[38;5;66;03m# mass attenuation coefficient values\u001b[39;00m\n\u001b[32m 168\u001b[39m )\n\u001b[32m 169\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m mass_attenuation_coefficient\n", - "\u001b[31mTypeError\u001b[39m: can't multiply sequence by non-int of type 'float'" + "name": "stdout", + "output_type": "stream", + "text": [ + "Read in properties of Nb Packet #3 foil\n", + "Read in properties of Zr Packet #1 foil\n", + "Processing Background from h5 file...\n", + "Processing Co60 Count 1 from h5 file...\n", + "Processing Co60 Count 2 from h5 file...\n", + "Processing Cs137 Count 1 from h5 file...\n", + "Processing Cs137 Count 2 from h5 file...\n", + "Processing Mn54 Count 1 from h5 file...\n", + "Processing Mn54 Count 2 from h5 file...\n", + "Processing Na22 Count 1 from h5 file...\n", + "Processing Na22 Count 2 from h5 file...\n", + "Processing Nb Packet #3 Count 1 from h5 file...\n", + "Processing Nb Packet #3 Count 2 from h5 file...\n", + "Processing Zr Packet #1 Count 1 from h5 file...\n", + "Processing Zr Packet #1 Count 2 from h5 file...\n" ] } ], @@ -92,7 +90,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "1267f6b8", "metadata": {}, "outputs": [ @@ -100,16 +98,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "[, ]\n", - "\n", - "None\n", - "\n", - "None\n" + "[, ]\n", + "\n", + "[0 0 0 ... 0 1 2]\n", + "\n", + "[0 0 0 ... 1 1 0]\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -171,13 +169,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "bb516151", "metadata": {}, "outputs": [ { "data": { - "image/png": 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1g6wEUzKEBgJagr5I7ShFNXD1S3lCWj6pOYUYDArO9jacS8unUG9EA3QI8aZf65rVNhkCuWSmuqTMAs5cyiXQw/GG+Rs0Gg2BHo6cTs0lKbOgXJ9XUZQytW/RooV528XFBXd3d/Olquvt27ePuXPnEhUVVeo5Kc6cOUNxcTEdOnQw3+ft7U3Dhg1vOHafPn2oXbs2bm5uPPjggwAkJCTc9vinTp1i8ODBhIaG4u7uTt26dUv1OCFUYTTCsfVw6RjYOoBrABSkQ94l037XAMi9CMc3mNoKcZeufilPyy1CbzRiMCq4ONhwLt2UDGk10CjADU9ne349ehGjsWyfHVWJJEQqyyvWU6g34Gx/8846J3sbivQG8or15fq8YWFhaDSaUg+cvn4MkEajwXiLP8Q7duwgNTWV2rVrY2tri62tLefOnWPq1KnmRORu5OXl0aNHD9zd3Vm2bBnR0dGsW7cOgOLi4ts+tk+fPqSnp/PFF1+wZ88e9uzZU6rHCaGKrERIPmiqIHNwM10uy4gz7fOsAx41TbNTX9hvaivEXbr6pdzN0ZaMfB0ajYZjyTkU6ozY22gJ83NFAdwcbSvky7klkYRIZS72tjja2pB/i4THdB3XBpdbJEx3y9vbmx49ejB//nzy8vJu2H8vZevDhg3j8OHDHDx40HwLCgpi2rRpbNq06aaPqVevHnZ2duZEBSAjI4OTJ0+afz5x4gRpaWnMmjWL+++/n0aNGt3QS2VvbxroZzAYzPelpaURGxvLG2+8Qbdu3WjcuDEZGRl3/fqEqHDFuVCcBwpgKIbLsab7Xf3BveaVQdQKFOeb2gpxl65+KbfRasnML+b0pVz0RtMls6ZB7rg72WEwGrHRairky7klkTFEKqvp6UQ9X1eOXMjC1cG2xCUmRVFIziqkeU0Pano6lftzz58/n86dO9O+fXveeecdWrRogV6vZ/PmzSxYsIDjx4/f1XF9fHzw8fEpcZ+dnR0BAQE3XAK7ytXVldGjRzNt2jR8fHzw8/Pj9ddfLzHguXbt2tjb2/Ppp5/y3HPPceTIEd59990Sx6lTpw4ajYYNGzbQq1cvnJyc8PLywsfHh0WLFhEYGEhCQgKvvPLKXb02ISqFvSvYu4BRB6lxpp4iRw/wDjWV1+uLAQ3YO5vaCnGXXOxtcbDRcuxClnnwtKeTHfX9XM1JkI1Wi8GoVMiXc0siPUQq02o19Gjmj7eLPadSc8kp1KE3Gskp1HEqNRdvF3sebepfIQPZQkND2b9/Pw899BBTp06lWbNmPPLII2zZsoUFCxaU+/PdyZw5c7j//vvp06cP3bt3p0uXLrRt29a839fXl6ioKNasWUOTJk2YNWsWH374YYlj1KxZk7fffptXXnkFf39/XnjhBbRaLStXrmTfvn00a9aMF198kTlz5lT2yxOi9DyCwbeJqbTeqAM7J/BtBBqtqdeoMBu0NhDUxtRWiLvk7+ZA3OV8DidlA+DhaEuYnws2Wg2KopBbqMfL2Y6cQj31/Vwr5Mu5pdAoZR1da4Wys7Px8PAgKysLd3f3EvsKCwuJi4sjJCQER0fHu36OqyWPZy7lUqQ3XSar7+fKo039y73kXtxZef2/CnFXjAZY2gfO7TQlQW41wdXXtK8gExQD1GwLXV8B35v3ugpxJ3lFel5Yvp/fY02D9UN8XLCzAYMRHOy0FOkM2Npo8XN3pLa3c4VMAVPRbvf5fb3q2/dVxdT3cyO0q2ulzlQthLBQG181JUM2DtCoF1w+A7mXQINp3qE690N4pCRD4q6lZBUyKiqaY8nZONhqeeWxRuQXGTiQmEFiej45hXqc7W0I9namTW0vq/hyLgmRBdFqNQR7O6sdhhBCTbsXwt7PTdsDvoBGfSDzHKSdARTwCQPP2qa5iYS4C8eTsxkVFU1yViE+LvZ8OSKc1rW9zMtH5RTpyC3U4+pgi5ujndV8OZeESAghLEXsL7DpVdP2I+9Ak76mbe8Q002Ie/THyUtMWLaf3CI99XxdWBLZnto+pi/i1v6lXBIiIYSwBMmH4LvRpoqyNiOgU+lmeReitFbsTeCNH45gMCp0CPFm0bBwPJxlHbyrJCESQgi1ZSX9s3p96EPQ+yNZvV6UG6NRYc6vsSzYZlrQul/rmswa0BwHWxuVI7MskhAJIYSainJMyVBOMvg2hoFLZfV6UW4KdQb+veYQGw4nAzCpWxgvdg8r9bJK1kQSIiGEUItBD9+Ngot/g4ufafV6Rw+1oxLVRHpeMWO/jiHmXAa2Wg2zBrTgqba17vxAKyUJkRBCqEFRYOMrcOpXsHWCwStN1WNClIO4y3mMXLKX+LR83Bxt+XxoWzrVr6F2WBZNEiIhhFDDnoUQ/QWggf6LoFbbOz5EiNKIiU9nzNcxZOTrqOnpRNTIdoT5V+85hMqDTGQh7kij0fDDDz9U+PMoisLYsWPx9vZGo9Fw8OBBunbtyuTJkyv8uYWoVCf+Z5p8Ea6U1z+hbjyi2vjp0AWGfLmHjHwdLWt5sG5CJ0mGSkkSIiuXkpLCxIkTCQ0NxcHBgeDgYPr06cOWLVvu6biRkZFoNJoSt549e972MRs3biQqKooNGzaQnJxMs2bNWLt2bYkFXOvWrcsnn3xyT7EJoaoLB+D70YACbSOh00S1IxLVgKIoLNh2hokrDlCsN/JoE39Wju2In5ssPVRacsnMisXHx9O5c2c8PT2ZM2cOzZs3R6fTsWnTJiZMmMCJEyfu6fg9e/ZkyZIl5p8dHBxu2/7MmTMEBgbSqVMn833e3t73FIMQFiXrPCwfBLp8qPcw9PpQyuvFPdMZjEz/8Qgr9iYCMKpzCK/3boyNFcwuXZ6kh8iKjR8/Ho1Gw969exkwYAANGjSgadOmTJkyhd27d5doe/nyZfr164ezszNhYWGsX7/+jsd3cHAgICDAfPPy8rpl28jISCZOnEhCQgIajYa6desClLhk1rVrV86dO8eLL75o7nUSosq4Wl6fm2Iqr386SsrrxT3LKdQxemkMK/YmotXAf/o0YXqfJpIM3QVJiCqCokBxnjo3RSlViOnp6WzcuJEJEybg4uJyw35PT88SP7/99tsMHDiQw4cP06tXLyIiIkhPT7/tc2zbtg0/Pz8aNmzI888/T1pa2i3bzp07l3feeYdatWqRnJxMdHT0DW3Wrl1LrVq1eOedd0hOTiY5OblUr1UI1Rn0sGYkXDwi5fWi3CRnFfD0wl1sP3kJJzsbPh8WTmRnWeLlbskls4qgy4eZQeo892sXwP7GBOd6p0+fRlEUGjVqVKrDRkZGMnjwYABmzpzJvHnz2Lt37y3HBfXs2ZP+/fsTEhLCmTNneO2113jsscfYtWsXNjY3zo7q4eGBm5sbNjY2BAQE3PSY3t7e2NjY4Obmdss2QlgcRYGNL8Ppzaby+iFSXi/u3dELWYyKiuZidhG+bg4sHtGO5rUkyb4XkhBZKaWUPUlXtWjRwrzt4uKCu7s7qampt2w/aNAg83bz5s1p0aIF9erVY9u2bXTr1q3sAQtRVe1eANFfAhrT6vU1pbxe3JvfY1N5Ydl+8ooNNPB3ZXFkO2p5We+irOVFEqKKYOds6qlR67lLISzMNHV7aQdO29mVHOug0WgwGo2lDis0NJQaNWpw+vRpSYiE9TjxM2x6zbT96LvQuI+68Ygq79vd53hr/VEMRoXO9X34LKItHk4yFq08SEJUETSaUl22UpO3tzc9evRg/vz5TJo06YZxRJmZmTeMI7oX58+fJy0tjcDAwHs6jr29PQaDoZyiEqICXTgA3z+Lqbx+JHR8Qe2IRBVmNCp8sPEEn28/C8BTbWsxs19z7G1lKHB5kTNpxebPn4/BYKB9+/Z8//33nDp1iuPHjzNv3jw6dux418fNzc1l2rRp7N69m/j4eLZs2ULfvn2pX78+PXr0uKeY69aty/bt20lKSuLy5cv3dCwhKkyJ8vpuUl4v7kmhzsALK/abk6GpjzRgzlMtJBkqZ3I2rVhoaCj79+/noYceYurUqTRr1oxHHnmELVu2sGDBgrs+ro2NDYcPH+aJJ56gQYMGjB49mrZt27Jjx447zkV0J++88w7x8fHUq1cPX1/fezqWEBWiMBuWDTSV1/s1uVJeL53x4u6k5RYx5Ivd/O/vFOxttPz3mZZM7Car1VcEjVLW0bVWKDs7Gw8PD7KysnB3dy+xr7CwkLi4OEJCQnB0lBlBqwv5fxV3xaCHFc/A6d9M5fVjtkhFmbhrZy7lMnJJNAnp+Xg42fH5sLbcF+qjdlhVyu0+v68nX1uEEKI8KAr88pIpGbJ1giGrJBkSd23P2TTGfrOPrAIdwd5OLIlsT30/V7XDqtZUvWS2fft2+vTpQ1BQ0A0LiOp0Ol5++WWaN2+Oi4sLQUFBDB8+nAsXSlZvpaenExERgbu7O56enowePZrc3NwSbQ4fPsz999+Po6MjwcHBzJ49uzJenhDCmuz+DGK+wlRe/yXUbKN2RKKK+vFgEsO+2ktWgY5WwZ6sG99ZkqFKoGpClJeXR8uWLZk/f/4N+/Lz89m/fz9vvvkm+/fvZ+3atcTGxvLEEyVXhY6IiODo0aNs3ryZDRs2sH37dsaOHWven52dzaOPPkqdOnXYt28fc+bM4T//+Q+LFi2q8NcnhLASxzfAptdN24++B40fVzceUSUpisL/bT3Fv1YepNhg5LFmAawcex81XO9t7KUoHVUvmT322GM89thjN93n4eHB5s2bS9z3f//3f7Rv356EhARq167N8ePH2bhxI9HR0YSHhwPw6aef0qtXLz788EOCgoJYtmwZxcXFLF68GHt7e5o2bcrBgwf5+OOPSyROQghxV5L2w9oxgALho6DjBLUjElWQzmDk9XV/szrmPABjHwjllZ6N0MqaZJWmSlWZZWVlodFozPPj7Nq1C09PT3MyBNC9e3e0Wi179uwxt3nggQewt7c3t+nRowexsbFkZGTc9HmKiorIzs4ucRNCiBtkJsKKK+X19bvDY3OkvF6UWXahjpFLolkdcx6tBt7t25TXejWWZKiSVZmEqLCwkJdffpnBgwebR4qnpKTg5+dXop2trS3e3t6kpKSY2/j7+5doc/Xnq22u9/777+Ph4WG+BQcHl/fLEUJUdYXZsHwg5F4Ev6bw1BIprxdldj4jn6cW/MWfpy/jbG/DlyPCGdaxrtphWaUqkRDpdDoGDhyIoij3ND9Oab366qtkZWWZb4mJiRX+nEKIKsSghzWRkHoMXP1NFWWOty/pFeJ6f5/Pot9nf3HyYi5+bg6sHteRhxv53/mBokJY/NeZq8nQuXPn2Lp1a4l5BAICAm5YYFSv15Oenm5eDT0gIICLFy+WaHP151utmO7g4HDPEwgKIaopRYFfpsGZLaa1A4esAk/pRRZl89uxi0xccYACnYFGAW4sjmxHkKeT2mFZNYvuIbqaDJ06dYrffvsNH5+SE1J17NiRzMxM9u3bZ75v69atGI1GOnToYG6zfft2dDqduc3mzZtp2LAhXl5elfNChBDVx675ELMYc3l9UGu1IxJVzNK/4hn7TQwFOgMPNPBlzXMdJRmyAKomRLm5uRw8eJCDBw8CEBcXx8GDB0lISECn0/HUU08RExPDsmXLMBgMpKSkkJKSQnFxMQCNGzemZ8+ejBkzhr1797Jz505eeOEFBg0aRFBQEABDhgzB3t6e0aNHc/ToUVatWsXcuXOZMmWKWi+7yrl+jqjK1LVrVyZPnqzKcwtxg+M/wa9vmLZ7zIBGvdWNR1QpBqPCuxuO8db6oxgVGNQumK9GhOPmKKvVWwJVE6KYmBhat25N69amb1hTpkyhdevWTJ8+naSkJNavX8/58+dp1aoVgYGB5ttff/1lPsayZcto1KgR3bp1o1evXnTp0qXEHEMeHh78+uuvxMXF0bZtW6ZOncr06dOl5P6KlJQUJk6cSGhoKA4ODgQHB9OnTx+2bNlyT8eNjIxEo9GUuPXs2bOcor61bdu2odFoyMzMrPDnElYmaT98f6W8vt2zcN94tSMSVUhBsYHnv93HV3/GAfBSz4a83785djYWfaHGqqg6hqhr167cbim10iyz5u3tzfLly2/bpkWLFuzYsaPM8VU6oxGyEqE4F+xdwSMYtBX3ZomPj6dz5854enoyZ84cmjdvjk6nY9OmTUyYMIETJ07c0/F79uzJkiVLzD/LuCxh8a5/D7rXhOwkSDsFa8eBvgDqPwI9P5DyenFTRqNCUmYBOUU6cgv1uDrYojMovPnjEQ6fz8LeVstHT7ekT8sgtUMV17H4QdVW41KsqTv+8inQF4KtI9QIg8Z9wLdhhTzl+PHj0Wg07N27FxcXF/P9TZs2ZdSoUSXaXr58mX79+rFp0yZq1qzJRx99dMOs4ddzcHC45cD1m8nLy+P5559n7dq1uLm58e9///uGNt988w1z584lNjYWFxcXHn74YT755BP8/PyIj4/noYceAjCPDxsxYgRRUVFs3LiR9957jyNHjmBjY0PHjh2ZO3cu9erVK3V8opq7/j2oLzL9q7GB83uhKBtc/eChV6W8XtzU6dQcNh25yIHEDBLS8ykoNqDVaLiYU0ihzoiboy2LI9vRrq632qGKm5C+OktwKRZ2L4Tkw+DsDT5hpn+TD5vuvxRb7k+Znp7Oxo0bmTBhQolk6Kqrk19e9fbbbzNw4EAOHz5Mr169iIiIID09/bbPsW3bNvz8/GjYsCHPP/88aWlpt20/bdo0/vjjD3788Ud+/fVXtm3bxv79+0u00el0vPvuuxw6dIgffviB+Ph4IiMjAQgODub7778HIDY2luTkZObOnQuYkq0pU6YQExPDli1b0Gq19OvXD6PReNuYhJW4/j3o5A2ZCZB6AhJ3mZIhO2cIaAX7v62Q96So2k6n5rBkZzy7z6aRmJ6PwaCg1UBiRj6FOiOOdlq6NvTFy1nGC1kq+ZqjNqPR9K00Pw18G/3TDe/gDr5ucOkEnNhgSpLK8fLZ6dOnURSFRo0alap9ZGQkgwcPBmDmzJnMmzePvXv33nJcUM+ePenfvz8hISGcOXOG1157jccee4xdu3ZhY2NzQ/vc3Fy++uorvv32W7p16wbA0qVLqVWrVol21/ZchYaGMm/ePNq1a0dubi6urq54e5u+efn5+ZVI6gYMGFDiOIsXL8bX15djx47RrFmzUp0DUU1d/x4ESDkCBh0oRijOA40Wmj0NbgEV9p4UVZfRqLDpyEXScovQG40YjAoKCgnpBSiAo62WZkHu6PQKvx69SGgNV5mF2gLJu1ltWYmmLnqPmjeOSdBoTGMYLp00tStHpRmfda0WLVqYt11cXHB3d79hDqhrDRo0iCeeeILmzZvz5JNPsmHDBqKjo9m2bdtN2585c4bi4mLzdAlgGh/WsGHJy4X79u2jT58+1K5dGzc3Nx588EEAEhISbhv/qVOnGDx4MKGhobi7u1O3bt1SPU5Ygevfg0VZpuRIlw95V+Ywc68J9k4V+p4UVVdSZgFnLuXi5mhLel4xuUUGzl7ORwG8XexpEOBKbpEBN0dbTqfmkpRZoHbI4iYkIVJbca5pnILdjZetALB3Nu0vzi3Xpw0LC0Oj0ZR64LSdXcluXo1GU6bLTaGhodSoUYPTp0+XKc5r5eXl0aNHD9zd3Vm2bBnR0dGsW7cOwDwVw6306dOH9PR0vvjiC/bs2WNe6+5OjxNW4Pr3oL4YCjIg27TIJp51TZfLDFd+VyroPSmqrrxiPYV6A6DhQmYhKdmFAAR6OFLf1wUHWxsMRiM2Wg1FegN5xXp1AxY3JQmR2uxdTQOodXk331+cb9pv71quT+vt7U2PHj2YP38+eXk3Pnd5l62fP3+etLQ0AgMDb7q/Xr162NnZmRMVgIyMDE6ePGn++cSJE6SlpTFr1izuv/9+GjVqdEMv1dVFfA0Gg/m+tLQ0YmNjeeONN+jWrRuNGze+5cK+wgpd/x4szICcZNO2WwA4+4DWFmyuLBBdQe9JUXW52NuiRcO2k6nkFJmSnRAfZ2p7O6PRaNAZjNhotRiMCg62NrjYy2gVSyQJkdo8gk3VZFlJpiUBrqUoppJf3wamduVs/vz5GAwG2rdvz/fff8+pU6c4fvw48+bNo2PHjnd93NzcXKZNm8bu3buJj49ny5Yt9O3bl/r169OjR4+bPsbV1ZXRo0czbdo0tm7dypEjR4iMjER7zRiN2rVrY29vz6effsrZs2dZv3497777bonj1KlTB41Gw4YNG7h06RK5ubl4eXnh4+PDokWLOH36NFu3bpWJOcU/rn0PFmTCyV8BxdRj5BFi6gly8QEHjwp/T4qqSVEUdp1N41JOMTYaCPRwwNfNwbwvt1CPl7MdOYV66vu5UlNmpbZIkhCpTas1ldY7+5gGaxZmg1Fv+vfSCdMf4kaPV8jgzdDQUPbv389DDz3E1KlTadasGY888ghbtmy5p0V0bWxsOHz4ME888QQNGjRg9OjRtG3blh07dtx2LqI5c+Zw//3306dPH7p3706XLl1o27ateb+vry9RUVGsWbOGJk2aMGvWLD788MMSx6hZsyZvv/02r7zyCv7+/rzwwgtotVpWrlzJvn37aNasGS+++CJz5sy569cnqpmr70EHNzi0zNRT5ORlSniyzoHWBrzrQVFOhb8nRdVzMDGT/gv+Ii2vGCc7G1rU8sTd0Y603GJyCnWk5RZho9Vga6PFx9WeR5v6y4BqC6VRyjq61gplZ2fj4eFBVlZWicVlAQoLC4mLiyMkJARHR8e7f5KbzUPk28D0h7eC5iESt1Zu/6+iajDoIKo3JO4BWycIecBUWXb1vWjrIO9JcYNNR1P418oDFOqMNAl0Z/rjjdl3LpMDiRkkpueTX2zA2d6GYG9n2tT24tGm/tT3c1M7bKtyu8/v68mFTEvh29BUxluJM1ULITBdBvt5qikZsnOGpxaDZ+2SM1XLe1JcQ1EUFu+M572fj6Eo0LWhL/83pA2uDra0D/G5YaZqN0c7ano6Sc+QhZOEyJJoteBVR+0ohLAuf82D/UsBjSkZavhYyf3ynhTXuLpAa9Rf8QBEdKjN2080xfbKmmRarYZgb2cVIxR3SxIiIYT1OvoDbJ5u2u4568ZkSIhr5BfrmbTiAL8dN1W3vtarEWPuD0Uj69pVC5IQCSGs0/kYWDfOtN1+LNz3nLrxCIuWml3I6KUx/J2UhYOtlv8+04pezW8+jYiomiQhKicyNr16kf/Pai7jHKwYZBo0HdYDeryvdkTCgsWm5DAqKpqkzAK8Xez5Yng4bet4qR2WKGeSEN2jqzM45+fn4+Qkc0tUF/n5+cCNM3SLaqAgE5YPhLxLENDcNG5IVq8Xt/Dnqcs8/+0+cor0hNZwYcnIdtTxucXKAqJKk78C98jGxgZPT0/zjMnOzs5yPbkKUxSF/Px8UlNT8fT0vOlCtKIKM+hgzQjTfEJugTB4FTjIjNPi5lZHJ/Laur/RGxXa1/Vm0fC2eDrbqx2WqCCSEJWDgIAAgNsudiqqFk9PT/P/q6gmFAV+ngJnt5lmoR6yyrSgqxDXURSFjzef5NOtprUX+7YKYvZTLXCwlS9I1ZkkROVAo9EQGBiIn58fOp1O7XDEPbKzs5Oeoepo51zY/7VpwsWnFkNgS7UjEhaoSG/gpe8O8+PBCwBMfLg+Ux5pID3/VkASonJkY2MjH6RCWKKjP8Bvb5m2e86Chj1VDUdYpsz8YsZ+vY+98enYajXM7Necge1kzTprIQmREKJ6K1FePw46jFM3HmGRzqXlMXJJNGcv5+HmYMuCoW3pElZD7bBEJZKESAhRfWXE/1Ne36An9JTyenGjfecyGPN1DOl5xQR5OLJ4ZDsaBdx+3StR/UhCJISongoyYdk15fUDvjKtXC/ENX75O5nJqw5SpDfSrKY7i0e0w89dFnS2RpIQCSGqH4MOVg+Hy7FSXi9uSlEUvthxlvd/OYGiQLdGfswb3BoXB/lYtFbyPy+EqF4UBTa8CHF/XCmvXy3l9aIEvcHIf346yre7EwAY0bEO0/s0xUZWo7dqkhAJIaqXnZ/AgW+uKa9voXZEwoLkFel5Yfl+fo+9hEYDb/RuwqjOdaWsXkhCJISoRo6ug9/+Y9ru+YGU14sSUrIKGRUVzbHkbBzttHzyTGt6NpMJWIWJJERCiOohMRrWXVmxvsNz0GGsuvEIi3I8OZtRUdEkZxVSw9WeL0e0o1Wwp9phCQsiCZEQouorUV7/GPSYqXZEwoL8cfISE5btJ7dITz1fF6JGtifY21ntsISFkYRICFG1FWTCsqch/zIEtIABX0p5vTBbsTeBN344gsGocF+oN58PDcfD2U7tsIQFkoRICFF16Yth9TC4fBLcgkwLtkp5vQCMRoU5v8ayYNsZAPq3rsmsAS2wt9WqHJmwVJIQCSGqJkWBn1+EuO1g7woRq8E9SO2ohAUo1Bn495pDbDicDMDk7mH8q1uYVJKJ25KESAhRNf35MRz49kp5/RLTbNTC6qXnFTP26xhizmVgZ6Ph/f4teKptLbXDElWAJERCiKrnyFrY8o5p+7HZ0OBRdeMRFiHuch4jl+wlPi0fN0dbPh/Wlk71ZIFWUTqSEAkhqpbEvf+U1983HtqPUTceYRFi4tMZ83UMGfk6ank5ETWyHfX93NQOS1QhkhAJIaqO9DhTeb2hCBr2gkffUzsiYQF+OnSBqWsOUaw30rKWB1+OaIevm4PaYYkqRhIiIUTVUJABywdCfhoEtoT+X0h5vZVTFIUFf5xh9sZYAB5t4s/cQa1xspffC1F2khAJISyfvhhWXSmvd68pq9cLdAYj0388woq9iQCM6hzC670bywKt4q5JQiSEsGxXV6+P32Eqrx+yGtwD1Y5KqCinUMeE5QfYfvISWg1Mf7wJkZ1D1A5LVHGSEAkhLNuOj+DglfL6p6MgoJnaEQkVXcgsYFRUNCdScnCys2He4NY80sRf7bBENSAJkRDCch35Hra+a9p+bDaEPaJuPEJVR5KyGL00movZRfi6ObB4RDua1/JQOyxRTUhCJISwTAl7YN3zpu37Jkh5vZX7/UQqE5bvJ7/YQJifK0tGtqOWlyzQKsqPJERCCMuTfhZWDr5SXt8bHn1X7YiEir7ZfY63fjyCUYHO9X34LKItHk6yQKsoX5IQCSEsS0EGLLtaXt8KBkh5vbUyGhVmbTzBou1nAXi6bS1m9GsuC7SKCiEJkRDCclwtr087Be61YPBKsHdROyqhgkKdgRdXHeSXIykATH2kAS88XF8WaBUVRhIiIYRlUBT46V9XyuvdYMgqKa+3UpdzixjzdQwHEjKxt9Ey+6kWPNm6ptphiWpOEiIhhGXY8SEcWg4aGymvt2JnLuUyckk0Cen5eDjZ8fmwttwX6qN2WMIKSEIkhFDf39/B1ivrkvWaDWHd1Y1HqGLP2TTGfrOPrAIdtb2dWTKyHfV8ZUZyUTkkIRJCqCthN/ww3rTd8QVo96y68QhV/HAgiZe+O0yxwUjr2p58MTycGq6yQKuoPJIQCSHUk3YGVlwpr2/0ODzyjtoRiUqmKAr/t/U0H20+CcBjzQL47zOtcLSTykJRuSQhEkKoIz/dtHp9QToEtYb+i6S83sroDEZeW/s3a/adB2DcA6G83LMRWlmgVahAEiIhROUzl9eflvJ6K5VVoGP8sn3sPJ2GVgNv923GsPvqqB2WsGKSEAkhKpeiwE+T4NyfpvL6iNXgFqB2VKISnc/IZ1RUNCcv5uJsb8P8IW14qJGf2mEJKycJkRCicm3/EA6tMJXXD4wC/6ZqRyQq0eHzmYxeGsOlnCL83R34akQ7mtWUBVqF+iQhEkJUnsNr4Pcr5fW9P4T6Ul5vTX47dpGJKw5QoDPQKMCNJSPbEejhpHZYQgCSEAkhKkvCbvjxSnl9p4kQPkrdeESlitoZxzsbjmFU4P6wGnwW0QY3R1mgVVgOSYiEEBXPXF5fbCqv7y7l9dbCYFSY8fNxFu+MA2Bw+2De6dsMOxtZoFVYFkmIhBAVq0R5fRvo/wVo5cPQGhQUG/jXygP8euwiAC/3bMRzD4bKAq3CIklCJISoOPoiWDXUVF7vEXylvN5Z7ahEJbiUU8SzS6M5dD4Le1stHz3dkj4tg9QOS4hbkoRICFExFAXWT4JzO8HBHYasBjd/taMSleB0ag6RS6I5n1GAl7MdXwwPJ7yut9phCXFbkhAJISrGH7Ph8Mp/Vq/3b6J2RKIS/HXmMs99s4/sQj11fZxZMrI9ITVk0k1h+SQhEkKUv8OrYdtM03bvj6B+N3XjEZXi+33neWXtYXQGhbZ1vPhieDjeLvZqhyVEqUhCJIQoX+d2wY8TTNudJkH4SHXjERVOURQ++e0Uc7ecAqB3i0A+erqlLNAqqhRJiIQQ5SftDKwcYiqvb9wHur+tdkSighXrjbzy/WHWHkgC4Pmu9Zj2aENZoFVUOZIQCSHKR346LHv6n/L6foukvL6ay8rXMe7bGHafTcdGq+G9J5sxuH1ttcMS4q7cVUKUkJDAuXPnyM/Px9fXl6ZNm+Lg4FDesQkhqgp9EayMgPQz4FFbyuutQGJ6PpFL9nLmUh6uDrbMj2jDgw181Q5LiLtW6oQoPj6eBQsWsHLlSs6fP4+iKOZ99vb23H///YwdO5YBAwaglW+FQlgPRYH1EyHhL1N5fYSU11d3BxMzeXZpNJdziwn0cGRxZDsaB7qrHZYQ96RUmcukSZNo2bIlcXFxvPfeexw7doysrCyKi4tJSUnhf//7H126dGH69Om0aNGC6Ojoio5bCGEp/vgADq+6snr9UvBrrHZEogJtPJLCoEW7uJxbTJNAd9aN7yzJkKgWStVD5OLiwtmzZ/Hx8blhn5+fHw8//DAPP/wwb731Fhs3biQxMZF27dqVe7BCCAtzeDVse9+0/fjHUO9hdeMRFUZRFL76M44Z/zuOosBDDX35dEgbXB1kKKqoHjTKtde+xE1lZ2fj4eFBVlYW7u7yTUgIAOJ3wjdPmirKOv8LHpEFW6srg1HhnZ+OsnTXOQAiOtTm7SeaYisLtAoLV5bP71L/NoeHh7Nw4UKys7PvOUAhRBWXdgZWRVwpr38Cuv1H7YhEBckr0jP26xhzMvRar0a892QzSYZEtVPq3+iWLVvy0ksvERgYyLBhw9i2bVsFhiWEsFj56bDsKSjIgJptob+U11dXqdmFPLNoF1tOpOJgq+WziDaMfaCerFYvqqVS/xX76quvSElJYf78+SQmJtKtWzfq16/PzJkzSUpKuqsn3759O3369CEoKAiNRsMPP/xQYr+iKEyfPp3AwECcnJzo3r07p06dKtEmPT2diIgI3N3d8fT0ZPTo0eTm5pZoc/jwYe6//34cHR0JDg5m9uzZdxWvEFZPX2SaeDH97D/l9XZOakclKkBsSg5Pzt/JkaRsvF3sWT7mPno1D1Q7LCEqTJm+1jk7OxMZGcm2bds4efIkgwYN4vPPP6du3br07t2btWvXlunJ8/LyaNmyJfPnz7/p/tmzZzNv3jwWLlzInj17cHFxoUePHhQWFprbREREcPToUTZv3syGDRvYvn07Y8eONe/Pzs7m0UcfpU6dOuzbt485c+bwn//8h0WLFpUpViGsnqKYluRI2HWlvH4NuPqpHZWoAH+eusxTC/7iQlYhoTVcWDe+E23reKkdlhAVS7lHRqNRWbNmjeLt7a1otdq7Pg6grFu3rsRxAwIClDlz5pjvy8zMVBwcHJQVK1YoiqIox44dUwAlOjra3OaXX35RNBqNkpSUpCiKonz22WeKl5eXUlRUZG7z8ssvKw0bNrxlLIWFhUpWVpb5lpiYqABKVlbWXb8+Iaq8rTMV5S13RXnbW1FOb1U7GlFBVu1NUOq9+rNS5+UNytML/lLSc4vu/CAhLFRWVlapP7/v6cL/tm3biIyMJDIyEoPBwJgxY8ojRwMgLi6OlJQUunfvbr7Pw8ODDh06sGvXLgB27dqFp6cn4eHh5jbdu3dHq9WyZ88ec5sHHngAe/t/Vlzu0aMHsbGxZGRk3PS533//fTw8PMy34ODgcntdQlRJh1bCH7NM270/hnoPqRuPKHeKovDhplhe+v4weqNC31ZBfPNse7xktXphJcqcEJ0/f5733nuP+vXr8/DDDxMfH89nn31GcnIyCxcuLLfAUlJSAPD3Lznjrb+/v3lfSkoKfn4lu+xtbW3x9vYu0eZmx7j2Oa736quvkpWVZb4lJibe+wsSoqqK3wk/vmDa7jwZ2o5QNRxR/or0BiavOsj//X4agBceqs9/B7bCwVZWqxfWo9Qzaq1evZrFixezZcsW/Pz8GDFiBKNGjaJ+/foVGZ8qHBwcZG02IQAunzINojbqoElf6PaW2hGJcpaRV8y4b/axNz4dW62Gmf2aM7Cd9IoL61PqhGjo0KH07t2bdevW0atXrwpfrywgIACAixcvEhj4T2XDxYsXadWqlblNampqicfp9XrS09PNjw8ICODixYsl2lz9+WobIcRN5KWZVq8vzISa4dDvcymvr2bOpeUxckk0Zy/n4eZgy4KhbekSVkPtsIRQRan/up0/f55169bx+OOPV8rirSEhIQQEBLBlyxbzfdnZ2ezZs4eOHTsC0LFjRzIzM9m3b5+5zdatWzEajXTo0MHcZvv27eh0OnObzZs307BhQ7y8pGpCiJvSFZp6hjLiwLM2DF4h5fXVzL5zGfT77C/OXs4jyMOR757vJMmQsGqlzmyuHavzzTff0LlzZ4KCgjh3zjR76SeffMKPP/5YpifPzc3l4MGDHDx4EDANpD548CAJCQloNBomT57Me++9x/r16/n7778ZPnw4QUFBPPnkkwA0btyYnj17MmbMGPbu3cvOnTt54YUXGDRoEEFBQQAMGTIEe3t7Ro8ezdGjR1m1ahVz585lypQpZYpVCKuhKLD+BUjcDQ4eMETK66ub//2dzJAvdpOeV0yzmu78MKEzDQPc1A5LCHWVtYTts88+U2rUqKG89957ipOTk3LmzBlFURRlyZIlSteuXct0rN9//10BbriNGDFCURRT6f2bb76p+Pv7Kw4ODkq3bt2U2NjYEsdIS0tTBg8erLi6uiru7u7KyJEjlZycnBJtDh06pHTp0kVxcHBQatasqcyaNatMcZalbE+IKm/rDCmvr6aMRqOycNtppc7LG5Q6L29QRkftVXILdWqHJUSFKcvnd5kXd23SpAkzZ87kySefxM3NjUOHDhEaGsqRI0fo2rUrly9fLvekTW2yuKuwGgdXwA/Pmbaf+BTaDFc3HlFu9AYjb60/yrI9CQCM6FiH6X2aYqOVZThE9VWWz+9SD6q+Ki4ujtatW99wv4ODA3l5eWU9nBDCUsTtgPUTTdtdXpRkqBrJLdLzwvL9bIu9hEYDb/ZuwqguIWqHJYRFKXNCFBISwsGDB6lTp06J+zdu3Ejjxo3LLTAhRCW6fApWDf2nvP7h6WpHJMpJSlYho6KiOZacjaOdlrmDWtOjqVTYCnG9MidEU6ZMYcKECRQWFqIoCnv37mXFihW8//77fPnllxURoxCiIkl5fbV17EI2o6KiSckupIarPV+NaEfLYE+1wxLCIpU5IXr22WdxcnLijTfeID8/nyFDhhAUFMTcuXMZNGhQRcQohKgoN5TXy+r11cW22FQmLNtPXrGB+n6uLIlsR7C3s9phCWGxyjyoOjs72zwwKT8/n9zcXHNJ/unTp6vlzNUyqFpUS0YjrH0WjnxvKq9/djP4NlQ7KlEOlu9J4M0fj2AwKnQM9WHh0LZ4ONupHZYQla4sn99l7hfv3bs3RUVFADg7O5uTodjYWLp27Vr2aIUQ6tg205QMaW3hmW8kGaoGjEaFWb+c4LV1f2MwKvRvU5Olo9pLMiREKZQ5IXJ1daVfv37o9XrzfcePH6dr164MGDCgXIMTQlSQg8th+xzT9uOfQOiDqoYj7l2hzsDElQdY+McZACZ3D+Ojp1tibyvjwYQojTK/U9auXUtWVhYREREoimKef2jw4MHMnTu3ImIUQpSnuB2wfpJpu8sUaDNM3XjEPUvPKybiyz38fDgZOxsNHz3dksndG6DRyBxDQpRWmQdVOzk58fPPP9O1a1cGDhzI9u3bGT58OHPmzKmI+IQQ5enSSVgVYSqvb9ofHn5T7YjEPYq7nMfIJXuJT8vHzdGWz4e1pVM9WZNMiLIqVUKUnZ1d4metVsuqVat45JFHGDBgAG+++aa5jQw6FsJC5V2G5U9DYRbUag9Pfibl9VVcTHw6Y76OISNfRy0vJ6JGtqO+n6xJJsTdKFWVmVarvWnX69WHajQaFEVBo9FgMBjKP0qVSZWZqPJ0hfD1E5C4BzzrwJit4CK9CFXZT4cuMHXNIYr1RlrW8uDLEe3wdXNQOywhLEq5L93x+++/l0tgQggVGI3ww/OmZMjRAyLWSDJUhSmKwoI/zjB7YywAjzbxZ+6g1jjZ26gcmRBVW6kSogcflAoUIaqs32fA0bWm8vqBUl5flekMRt784QgroxMBGNU5hNd7N5YFWoUoB6UaQJCQkFCmgyYlJd1VMEKIcnZgGez40LTdZ66U11dhOYU6RkVFszI6Ea0G/tOnCdP7NJFkSIhyUqqEqF27dowbN47o6OhbtsnKyuKLL76gWbNmfP/99+UWoBDiLp39A366Ul5//1RoPVTdeMRdu5BZwNMLd7Hj1GWc7GxYNCycyM6yWr0Q5alUl8yOHTvGjBkzeOSRR3B0dKRt27YEBQXh6OhIRkYGx44d4+jRo7Rp04bZs2fTq1evio5bCHE7l07C6mFg1JvK6x96Q+2IxF06kpTF6KXRXMwuwtfNgcUj2tG8lofaYQlR7ZRpLbOCggJ+/vln/vzzT86dO0dBQQE1atSgdevW9OjRg2bNmlVkrKqRKjNRpeRdhi8ehsxzENwBhq8HO0e1oxJ34fcTqUxYvp/8YgMN/F1ZHNmOWl6yQKsQpVWWz+8yL+5qjSQhElWGrgCWPgHn94JXXXh2i1SUVVHf7IrnrfVHMSrQpX4NPhvaBndHWZNMiLIo97J7IUQVcLW8/vxeU3n9ECmvr4qMRoX3fznOFzviAHi6bS1m9m+OnY1MoilERZKESIjq4vf34Og60NrBM8vAt4HaEYkyKig28OKqg2w8mgLAvx9twISH6suaZEJUAkmIhKgODnwLOz4ybT8xD0LuVzceUWaXc4t4dmkMBxMzsbfRMvupFjzZuqbaYQlhNSQhEqKqO/sH/PQv0/YD06DVEHXjEWV2OjWXkVF7SUwvwMPJjkXD2tIh1EftsISwKmVOiPLy8nBxcamIWIQQZXUpFlZdKa9v9hQ89LraEYky2n02jXHf7COrQEdtb2eWjGxHPV9XtcMSwuqUeZSev78/o0aN4s8//6yIeIQQpZV7CZY9BUVZEHwf9J0PMtakSll34DzDvtpDVoGO1rU9WTe+kyRDQqikzAnRt99+S3p6Og8//DANGjRg1qxZXLhwoSJiE0Lciq4AVg6GzATwCoFBy2SuoSpEURTmbTnFi6sOoTMo9GoewIox9+HjKqvVC6GWMidETz75JD/88ANJSUk899xzLF++nDp16vD444+zdu1a9Hp9RcQphLjKaIR1z8H5aHD0lNXrq5hivZFp3x3m480nARj3YCj/N7gNjnayWr0QaiqXiRk//fRTpk2bRnFxMTVq1OC5557jlVdewdm5esyoKhMzCovy29vw58em8vph66SirArJKtDx/Lf7+OtMGjZaDe/0bUpEhzpqhyVEtVUpEzNevHiRpUuXEhUVxblz53jqqacYPXo058+f54MPPmD37t38+uuvd3t4IcTN7P/alAwBPPGpJENVyPmMfEYuieZUai4u9jb8X0QbHmrop3ZYQogrypwQrV27liVLlrBp0yaaNGnC+PHjGTp0KJ6enuY2nTp1onHjxuUZpxDi7DbY8KJp+4Fp0GqwquGI0jt8PpNRUTFczi3C392BxZHtaBokC7QKYUnKnBCNHDmSQYMGsXPnTtq1a3fTNkFBQbz+upT/ClFuUk/AquFSXl8FbT52kUkrDlCgM9AowI0lI9sR6OGkdlhCiOuUeQxRfn5+tRkbVFoyhkioKjcVvuxmqigLvg+G/ygVZVVE1M443t5wDEWBBxr4Mn9Ia9xkgVYhKk2FjiHS6/VkZ2ffcL9Go8HBwQF7e/uyHlIIcSu6AlhxbXn9ckmGqgCDUWHGz8dZvNO0QOvg9rV5p29TWaBVCAtW5oTI09PztgsN1qpVi8jISN566y20WnnzC3HXjEZYNw6SYq6U138HLrKcg6XLL9YzeeVBfj12EYBXHmvEuAdCZYFWISxcmROiqKgoXn/9dSIjI2nfvj0Ae/fuZenSpbzxxhtcunSJDz/8EAcHB1577bVyD1gIq7HlbTj2o6m8ftByqFFf7YjEHaTmFPLs0hgOn8/C3lbLR0+3pE/LILXDEkKUQpkToqVLl/LRRx8xcOBA8319+vShefPmfP7552zZsoXatWszY8YMSYiEuFv7lsLOT0zbff8P6nZWNRxxZ6cu5hC5JJqkzAK8nO34Yng44XW91Q5LCFFKZb6m9ddff9G6desb7m/dujW7du0CoEuXLiQkJNx7dEJYozO//1Ne/+DL0HKQuvGIO/rr9GX6L/iLpMwC6vo4s258Z0mGhKhiypwQBQcH89VXX91w/1dffUVwcDAAaWlpeHl53Xt0Qlib1OOwejgoBmg+ELq+qnZE4g6+23ee4Yv3klOoJ7yOF2vHd6ZuDRe1wxJClFGZL5l9+OGHPP300/zyyy/meYhiYmI4ceIE3333HQDR0dE888wz5RupENVdbiosGwhF2VC7o+lSmQzEtViKovDf304xb8spAPq0DGLOUy1kTTIhqqi7WsssPj6ezz//nNjYWAAaNmzIuHHjqFu3bnnHZxFkHiJR4YrzYenjkLQPvEPh2S3gLJdcLFWx3sgr3x9m7YEkAMZ3rce/H22IVisJrBCWpMLmIdLpdPTs2ZOFCxfy/vvv31OQQogrzOX1+8DJy1ReL8mQxcrK1zHu2xh2n03HRqthxpPNGNS+ttphCSHuUZkSIjs7Ow4fPlxRsQhhnbb8B46vN5XXP7MMfOqpHZG4hcT0fCKX7OXMpTxcHWyZH9GGBxv4qh2WEKIclHlQ9dChQ286qFoIcRf2RcHOuabtvvOlvN6CHUzMpN9nOzlzKY9AD0fWPNdRkiEhqpG7Wrpj8eLF/Pbbb7Rt2xYXl5LVFB9//HG5BSdEtXZmK2yYYtp+8GVoKYUIlmrjkRQmrzpAoc5Ik0B3loxsh7+7LKEiRHVS5oToyJEjtGnTBoCTJ0+W2CdT0wtRSqnHYfUIU3l9i2ekvN5CKYrCV3/GMeN/x1EUeKihL58OaYOrQ5n/dAohLFyZ39W///57RcQhhPUoUV7fCZ74VMrrLZDBqPDOT0dZuuscAEPvq81/+jTFVhZoFaJauuuvOadPn+bMmTM88MADODk5oSiK9BAJcSfF+bBiEGQlgHc9GLQMbB3UjkpcJ79Yz6QVB/jteCoAr/dqzLP3h8jfOCGqsTJ/1UlLS6Nbt240aNCAXr16kZycDMDo0aOZOnVquQcoRLVxQ3n9Gimvt0Cp2YUM/HwXvx1PxcFWy2cRbRgjq9ULUe2VOSF68cUXsbOzIyEhAWdnZ/P9zzzzDBs3bizX4ISoVq6W19vYm1avl/J6ixObksOT83dyJCkbbxd7lo+5j17NA9UOSwhRCcp8yezXX39l06ZN1KpVq8T9YWFhnDt3rtwCE6JaiVlSsry+Tid14xE3+PPUZZ7/dh85RXpCa7iwZGQ76vjImmRCWIsyJ0R5eXkleoauSk9Px8FBxkIIcYPTW+DnK5eTu74GLQaqG4+4weroRF5b9zd6o0L7ut4sGt4WT2d7tcMSQlSiMl8yu//++/n666/NP2s0GoxGI7Nnz+ahhx4q1+CEqPIuHoM1kVfK6wfBgy+pHZG4hqIofLgplpe+P4zeqNC3VRDfPNtekiEhrFCZe4hmz55Nt27diImJobi4mJdeeomjR4+Snp7Ozp07KyJGIaqmnIuw/Ep5fZ3O8MQ8Ka+3IEV6A9PWHGb9oQsATHq4Pi8+0kAGTwthpcqcEDVr1oyTJ0/yf//3f7i5uZGbm0v//v2ZMGECgYEy+FAI4Jry+kTwqQ/PfCvl9RYkI6+Ycd/sY298OrZaDTP7N2dgeLDaYQkhVKRRFEVROwhLl52djYeHB1lZWbi7u6sdjrB0RiOsHgYnNoCTNzz7m1SUWZD4y3mMjIom7nIebg62LBjali5hNdQOSwhRAcry+X1XEzNmZmayd+9eUlNTMRqNJfYNHz78bg4pRNVlNELmOUg7Ayhw/CdTMiTl9ZXKaFRIyiwgr1iPi70tge6OJGcXmn+u6enEgcQMxny9j/S8Ymp6OrE4sh0NA9zUDl0IYQHKnBD99NNPREREkJubi7u7e4nr7RqNRhIiYV0uxULMYoj/CwoyoDgXCjNM+x56A+p0VDc+K3E6NYdNRy5y5lIuhXoDxXojRTojDnZa7G21ONraoDco/HI0GZ1BoXlND74aEY6fLNAqhLiizFVmU6dOZdSoUeTm5pKZmUlGRob5lp6eXhExCmGZLsXC77MgdiPock1jhK4mQ44ekHzQ1EZUqNOpOSzZGc+RC1l4Otvh6WRPYno+J1NzOJ+Rj4ejLQnp+aw/fAGdQaFjqDerxt0nyZAQooQyJ0RJSUlMmjTppnMRCWE1jEY4th4uHTMlQvZukBFn2ufiC85+phXtj28wtRUVwmhU2HTkIul5xYT5ueLqYEvc5TwMRoXaXk7o9Ea2xl4i5pwpUa3j40zn+jVwtLVROXIhhKUpc0LUo0cPYmJiKiIWIaqOrERTD5BiNCVEl06Y5hpycDdVlTl5gNEAF/ab2ooKkZRZwJlLuQR6OKLRaMgp1JORX4yrox0KGlJzi7mYXQTAA2E16NbIj7OX8kjKLFA5ciGEpSnzGKLevXszbdo0jh07RvPmzbGzsyux/4knnii34ISwWMW5UJxn6v1JPwOGIrB1BN9GoNGCjR2gmMrvi3PVjrbayivWU6g34GzvBECxwYjeYESx1XIsOYf8YgMa4P6wGrSu7YXeaOTilYHWQghxrTInRGPGjAHgnXfeuWGfRqPBYDDce1RCWDp7V7BzhtwUU2KktQW/JlcSIcCgAzRg72xqKyqEi70tjrY25BfrcXO0w95Gi96ocCw5G51BwVaroaaXE/V8Tf8HBcUGHGxtcLG/qwJbIUQ1VuZLZkaj8ZY3SYaE1fAIhvy0K70/GlPPkJ2plwIFKMwGrQ0EtTG1FRWipqcp2UnOKkRRFNLyikhIz0dnUHC001LT05Gank64OdqiKArJWYXU93OlpqeT2qELISyMfE0S4m7sWwKJu03bzj6mS2M2V9a/Ksg0jScKaAuNHwdtmb93iFLSajX0aObPhawCtpxI5diFbBTA2d4GFwcbHO1sqOvjTG6RnuSsQrxd7Hm0qT9arSzPIYQoqdR/qXv16kVWVpb551mzZpGZmWn+OS0tjSZNmpRrcEJYpFO/wf+mmbY7PAfNnzJdFsu9BHmXwMEFGvaGrq+Ab0N1Y7UCoTVc0RuMHL2SDNXydOS+UG8aBbgT7O1MVoGOzHwdzWt6MLJzXer7yUSMQogblXrpDhsbG5KTk/Hz8wPA3d2dgwcPEhoaCsDFixcJCgqqlpfNZOkOYZZyBBb3hOIcaDkEnvwMFKXkTNU+YeBZW3qGKkGhzsDU1Yf4+e9kAEZ1rsvT4bVwdbC76UzV0jMkhHWpkKU7rs+bZAk0YXVyUmD5M6ZkqO790GeuafV6jQa8Q0w3UWnS84oZ83UM+85lYGej4YMBLejfplaJNsHeMl+aEKJ0ZAyREKVRnGdKhrLPm3qABn4NtvZqR2W14i7nMXLJXuLT8nF3tOXzYeF0rOejdlhCiCqs1AmRRqMpsW7Z1fuEqPaMBvh+jGkiRmcfiFgNzt5qR2W1ouPTGfN1DJn5Omp5ORE1sp2MCxJC3LMyXTKLjIzEwcEBgMLCQp577jlcXFwAKCoqqpgIhVDbr29C7M9g42Bavd47VO2IrNb6Qxf49+pDFBuMtAz25Mvh4fi6OagdlhCiGih1QjRixIgSPw8dOvSGNrLSvah29n4Bu+ebtp/8DGrfp248VkpRFD7bdoY5m0yL5fZo6s8nz7TGyV7WJBNClI9SJ0RLliypyDhuymAw8J///Idvv/2WlJQUgoKCiIyM5I033jBfrlMUhbfeeosvvviCzMxMOnfuzIIFCwgLCzMfJz09nYkTJ/LTTz+h1WoZMGAAc+fOxdVVZhAWt3FqM/zykmn74TdM5fWi0ukMRt5Yd4RVMaY14UZ3CeG1Xo2xkYoxIUQ5sui64A8++IAFCxbwf//3fxw/fpwPPviA2bNn8+mnn5rbzJ49m3nz5rFw4UL27NmDi4sLPXr0oLCw0NwmIiKCo0ePsnnzZjZs2MD27dsZO3asGi9JVBUpf8OaSNPira0i4P5/qx2RVcop1DEqKppVMYloNfBO36a8+XgTSYaEEOWu1PMQqeHxxx/H39+fr776ynzfgAEDcHJy4ttvv0VRFIKCgpg6dSr//rfpAysrKwt/f3+ioqIYNGgQx48fp0mTJkRHRxMeHg7Axo0b6dWrF+fPnycoKOiG5y0qKioxJio7O5vg4GCZh8haZCfDl90gO8lUXj90rVSUqeBCZgGjoqI5kZKDk50N/zekNd0a+6sdlhCiCinLPEQW3UPUqVMntmzZwsmTJwE4dOgQf/75J4899hgAcXFxpKSk0L17d/NjPDw86NChA7t27QJg165deHp6mpMhgO7du6PVatmzZ89Nn/f999/Hw8PDfAsOlrWorEZxHqx4xpQM1WgAz3wjyZAKjiRl8eT8nZxIycHXzYHV4zpKMiSEqFAWPQ/RK6+8QnZ2No0aNcLGxgaDwcCMGTOIiIgAICUlBQB//5J/KP39/c37UlJSzLNrX2Vra4u3t7e5zfVeffVVpkyZYv75ag+RqOaMBvj+WUg+BM41YMhqcPJSOyqrs/XERV5YfoD8YgMN/F1ZMrK9LMYqhKhwFp0QrV69mmXLlrF8+XKaNm3KwYMHmTx5MkFBQTdUvZUnBwcH8/QCwor8+ibE/s9UXj94hcw8rYJvdsXz1vqjGBXoUr8Gnw1tg7ujndphCSGsgEUnRNOmTeOVV15h0KBBADRv3pxz587x/vvvM2LECAICAgDTOmqBgYHmx128eJFWrVoBEBAQQGpqaonj6vV60tPTzY8XokR5fb+FENxe3XisjNGo8P4vx/liRxwAz4QH816/ZtjZWPRVfSFENWLRf23y8/PRXrdApo2NDUajEYCQkBACAgLYsmWLeX92djZ79uyhY8eOAHTs2JHMzEz27dtnbrN161aMRiMdOnSohFchLN7JX/8pr+82HZr1VzceK1NQbGD8sv3mZGhaj4bMGtBckiEhRKWy6B6iPn36MGPGDGrXrk3Tpk05cOAAH3/8MaNGjQJMS4dMnjyZ9957j7CwMEJCQnjzzTcJCgriySefBKBx48b07NmTMWPGsHDhQnQ6HS+88AKDBg26aYWZsDIpf8N3I03l9a2HQpcpd36MKDeXc4t4dmkMBxMzsbfRMufpFvRtVVPtsIQQVsiiE6JPP/2UN998k/Hjx5OamkpQUBDjxo1j+vTp5jYvvfQSeXl5jB07lszMTLp06cLGjRtxdHQ0t1m2bBkvvPAC3bp1M0/MOG/ePDVekrAk2Rdg2UAozoWQB6D3f00r14tKcTo1l5FRe0lML8DT2Y5Fw8JpHyJrxAkh1GHR8xBZirLMYyCqiKJcWPIYpBw2ldeP/lUqyirR7rNpjPtmH1kFOur4OLMksh2hvjJzvBCifJXl89uie4iEqBBXy+tTDkt5vQrWHTjPS98dRmdQaF3btECrj6tUdQoh1CUJkbA+m16Hk79IeX0lUxSFT7ee5uPNpolWezUP4OOBrXC0kwVahRDqk4RIWJc9i2DPAtO2lNdXmmK9kdfW/c13+84DMO7BUF7u0QitrEkmhLAQkhAJ63FyE2x82bTd7S0pr68kWQU6nv92H3+dSbuyQGszht5XR+2whBCiBEmIhHVIPgxrrpbXD4MuL6odkVU4n5HPyCXRnErNxcXehv+LaMNDDf3u/EAhhKhkkhCJ6i/7Aix/BnR5EPIgPC7l9ZXh8PlMRkXFcDm3CH93BxZHtqNpkIfaYQkhxE1JQiSqt6JcUzKUcwFqNISBX4ONrI1V0X49msK/Vh6kQGegUYAbS0a2I9BDFmgVQlguSYhE9XVteb2LL0SsBidPtaOq9pbsjOOdDcdQFHiggS/zh7TGTRZoFUJYOEmIRPW16TVTeb2tIwxeCV511Y6oWjMYFd77+RhLdsYDMLh9bd7p21TWJBNCVAmSEInqac/nsGehabvf51ArXN14qrn8Yj3/WnmQzccuAvDKY40Y90AoGhmrJYSoIiQhEtVP7EbY+Ippu/t/oOmTakZT7aXmFPLs0hgOn8/C3lbLxwNb8ngLWThZCFG1SEIkqpfkQ/DdKFN5fZvh0Hmy2hFVaycv5jBySTRJmQV4Odvx5Yhw2taRBVqFEFWPJESi+shK+qe8PrQr9P5Yyusr0F+nLzPu233kFOoJqeHCksh21K3honZYQghxVyQhEtVDUQ6seAZyksG3ETy9VMrrK9B3+87zyveH0RsV2tX1YtGwcLxc7NUOSwgh7pokRKLqM+jhu9GQ8repvH6IlNdXFEVR+O9vp5i35RQAfVoGMeepFrJAqxCiypOESFR9m16FU5uuKa+XdbIqQpHewKvf/83aA0kATHioHlMfaSgLtAohqgVJiETVtnsh7F1k2u6/SMrrK0hWvo6x38SwJy4dG62GGU82Y1D72mqHJYQQ5UYSIlF1xf5yTXn929Ckr7rxVFOJ6flELtnLmUt5uDrY8llEGx5o4Kt2WEIIUa4kIRJV04WDpvJ6FGgzAjr/S+2IqqUDCRmM+TqGy7nFBHo4smRkOxoFuKsdlhBClDtJiETVk5UEKwaBLh9CH4LeH0l5fQXYeCSFf608QJHeSNMgdxZHtsPf3VHtsIQQokJIQiSqlqKcK6vXJ4NvYxgo5fXlTVEUvvozjhn/O46iwMON/Ph0cGtcHOTPhRCi+pK/cKLqMOhNl8ku/g0ufqbV6x091I6qWtEbjLyz4Rhf7zoHwND7avOfPk2xlQVahRDVnCREompQFNMA6lO/gq2TqbzeU6qcylNekZ5JKw6w5UQqGg289lhjnr0/RBZoFUJYBUmIRNWwZyFEfwForpTXt1U7omrlYnYho6KiOXohGwdbLZ8804rHmgeqHZYQQlQaSYiE5TvxP9j4qmn7kXegyRPqxlPNnEjJZtSSaC5kFeLjYs8XI8JpU9tL7bCEEKJSSUIkLNuFA/D9aECBtpHQaaLaEVUrO05dYvy3+8kp0hPq60JUZHtq+zirHZYQQlQ6SYiE5co6D8uvlNfXexh6fSjl9eVodXQir637G71RoX2IN4uGtcXTWRZoFUJYJ0mIhGUqzIZlAyE3xVRe/3SUlNeXE6NR4aPNscz//QwAT7YK4oOnWuBgKwu0CiGslyREwvJcLa9PPSrl9eWsSG9g2prDrD90AYBJD9fnxUcaSCWZEMLqSUIkLIuiwC8vwenNpvL6IVJeX14y8ooZ980+9sanY6vV8H7/5jwdHqx2WEIIYREkIRKWZfdnEPMVoIEBX0BNKa8vD/GX8xgZFU3c5TzcHG1ZOLQtnevXUDssIYSwGJIQCctx4mfY9Lpp+9F3oXEfdeOpJvadS2fM1/tIzyumpqcTS0a2o4G/m9phCSGERZGESFiGCwfg+2cBBcJHQccX1I6oWvj5cDIvrj5Isd5Ii1oefDkiHD83WaBVCCGuJwmRUF+J8vpu8NgcKa+/R4qi8Pn2s8z65QQA3Rv7M29wK5zt5S0vhBA3I38dhbqurl6fmwJ+Ta+U18uv5b3QG4xMX3+U5XsSAIjsVJc3H2+CjVaSTCGEuBX55BHqMehhTSRcPAKu/jBkFTi6qx1VlZZbpGfCsv38cfISGg282bsJo7qEqB2WEEJYPEmIhDrM5fW/XbN6vZSA34vkrAJGRcVwPDkbRzst8wa15tGmAWqHJYQQVYIkREIdJcrrv4SabdSOqEo7diGbUVHRpGQXUsPVnq9GtKNlsKfaYQkhRJUhCZGofMc3XFNe/x40flzdeKq432NTeWHZfvKKDdT3c2VJZDuCvWWBViGEKAtJiETlStp/TXn9aOg4Qe2IqrRle84x/cejGIwKHUN9WDisLR5OsuabEEKUlSREovJkJsKKQaAvgPrd4bHZUl5/l4xGhQ82neDzP84C0L9NTWb1b4G9rVblyIQQomqShEhUjsJsWD4Qci+ayuufWiLl9XepUGdg6upD/Px3MgCTu4fxr25hskCrEELcA/lEEhXPoIM1IyD1mJTX36O03CLGfB3D/oRM7Gw0fDCgBf3b1FI7LCGEqPIkIRLlz2iEzHOQdgYUIxxeBWe2gp2zlNeXkl5vZH9iBml5xfi42NMm2IuEjHxGRkVzLi0fd0dbPh8WTsd6PmqHKoQQ1YIkRKJ8XYqFmMUQ/xcUZEBRNhRlmfZ1f1vK60thy/GLRO2MJz4tD53BiJ2NFi9ne85cziWvyEAtLyeiRrajvp8s0CqEEOVFEiJRfi7Fwu+z4MJ+0GrBxu6fZMjRCxJ2QeiD4NtQ3Tgt2JbjF3n/lxPkFOrwcbHHyd6GlKxCDieZzmNIDRdWj+uIr5uDypEKIUT1IiUponwYjXBsPVw6BrYOYOcCmfGmfa4B4FwDUo+b5iAyGlUN1VLp9UaidsaTU6ijtpcTrg62XMwuIimzEAAHWy1BHo54SVm9EEKUO0mIRPnISoTkg6YxQzb2cPmEadvRC7xDwckDjAZT71FWotrRWqT9iRnEp+Xh42IPGg1xl/M5n1EAQIC7I6E1nElIz2d/YobKkQohRPUjl8xE+SjOheI8MBgg67SpsszOGXwbmOYasrEDFCjON7UVN0jLK0ZnMGJvqyU2JYfsQj0AdXycCXB3RG80kpGvIy2vWOVIhRCi+pGESJQPe1ewc4LcZNAVmBIgvyagvfIrZtABGrB3NrUVN/BxsUejgePJORTpjWg1UN/PFS9newAKig3Y2WhNPUhCCCHKlSREony414KcFNDlAxrwbWwaSwSgYJqYUWsDQW3AQ8rub8beRktaro5igxE7Gw0N/d1wcTC9RY1GI2l5xTT0d6NNsJfKkQohRPUjCZEoH7vnm8YHAbj4QlHuP71DBZmgGCCgrWkhV60MXbveluMXmbjiAMUGI/Y2WtydbDEqCnqjkYJiA2l5xbg72jGiU11sZXkOIYQod5IQiXt3bD1snm7a7vKi6ZJZ/F+Qewk0gJMn1LkfwiOl5P4mvt4Vz3/WH8WowP1hNRgYXovV0eeJT8sjPa8YOxstDf3dGNGpLt0a+6sdrhBCVEuSEIl7c34frB0LKNBuDHR7CxTln5mqUcAnDDxrS8/QdYxGhZn/O86Xf8YB8Ex4MO/1a4adjZbHmgbeMFO19AwJIUTFkYRI3L2Mc7DimSur1z8CPWeZKso0GvAOMd3ETRUUG3hx1UE2Hk0BYFqPhozvWs+8QKutrZb2IbIshxBCVBZJiMTdKcyC5c9A3iXwbwZPy+r1pXUpp4hnv47hUGIm9jZa5jzdgr6taqodlhBCWDX5BBNlZ9DB6uFw6bhpFuohq8FB1tUqjdOpuYyM2ktiegGeznYsGhZO+xBvtcMSQgirJwmRKBtFgZ+nwtltpokXh6wCD+ndKI3dZ9MY+3UM2YV66vg4sySyHaG+MieTEEJYAkmIRNn8NQ/2LwU08NRiCGqldkRVwroD53npu8PoDAptanvyxfBwfFxlgVYhhLAUkhCJ0jv24z/l9T3fh4aPqRtPFaAoCp9uPc3Hm08C0Lt5IB8NbImjnY3KkQkhhLiWJESidM7HXCmvB9qPhQ7PqRtPFVCsN/Laur/5bt95AMY9GMrLPRqh1WpUjkwIIcT1JCESd5ZxDlYMAn0hhPWAHu+bSuvFLWUV6Hj+2338dSYNrQbe6duMoffVUTssIYQQtyAJkbi9gkxYPvBKeX1zeOorKa+/g8T0fEZFRXMqNRcXexv+L6INDzX0UzssIYQQtyGfbOLWDDpYMwIunQC3QFNFmZTX39ahxExGL43hcm4RAe6OLI5sR5Mgd7XDEkIIcQeSEImbUxT4ecqV8noXKa8vhV+PpjBp5QEKdUYaBbixZGQ7Aj2c1A5LCCFEKUhCJG5u51zY/zVotKby+sCWakdk0Rb/Gce7Px9DUeDBBr7835DWuDnaqR2WEEKIUpKESNzo6A/w21um7Z6zoGFPVcOxZAajwrsbjhH1VzwAQzrU5p0nmmJrIwuxCiFEVSIJkSgpMRrWjTNttx8HHcapG48Fyy/WM2nFQX47fhGAVx5rxLgHQs0LtAohhKg6JCES/8iI/6e8vkFP0+SL4qZScwoZHRXD30lZ2Ntq+XhgSx5vEaR2WEIIIe6SJETCpCATlg2E/MsQ0AIGfAVamU35Zk5ezGHkkmiSMgvwcrbjyxHhtK0jC7QKIURVZvEDHZKSkhg6dCg+Pj44OTnRvHlzYmJizPsVRWH69OkEBgbi5ORE9+7dOXXqVIljpKenExERgbu7O56enowePZrc3NzKfimW6+rq9Zdjrymvl0VHb2bn6csMWPAXSZkFhNRwYd34zpIMCSFENWDRCVFGRgadO3fGzs6OX375hWPHjvHRRx/h5eVlbjN79mzmzZvHwoUL2bNnDy4uLvTo0YPCwkJzm4iICI4ePcrmzZvZsGED27dvZ+zYsWq8JMujKLDhRYj740p5/Wpwl0s/N7MmJpERi/eSU6inXV0v1j7fibo1XNQOSwghRDnQKIqiqB3Erbzyyivs3LmTHTt23HS/oigEBQUxdepU/v3vfwOQlZWFv78/UVFRDBo0iOPHj9OkSROio6MJDw8HYOPGjfTq1Yvz588TFHTjh39RURFFRUXmn7OzswkODiYrKwt392o2yd6Oj2HL26by+sEroUEPtSOyOIqi8N/NJ5m39TQAfVoGMeepFrJAqxBCWLjs7Gw8PDxK9flt0T1E69evJzw8nKeffho/Pz9at27NF198Yd4fFxdHSkoK3bt3N9/n4eFBhw4d2LVrFwC7du3C09PTnAwBdO/eHa1Wy549e276vO+//z4eHh7mW3BwcAW9QpUdXWdKhgB6fiDJ0E0U6Q1MWX3InAxNeKgec59pJcmQEEJUMxadEJ09e5YFCxYQFhbGpk2beP7555k0aRJLly4FICUlBQB/f/8Sj/P39zfvS0lJwc+v5DpStra2eHt7m9tc79VXXyUrK8t8S0xMLO+Xpr7EaFh7paS+w/PQQS4hXi8rX8fwr/ay7kASNloNHwxozjRZrV4IIaoli64yMxqNhIeHM3PmTABat27NkSNHWLhwISNGjKiw53VwcMDBwaHCjq+6q+X1hiJo8Bj0mKF2RBYnIS2fyKi9nL2Uh6uDLZ9FtOGBBr5qhyWEEKKCWHQPUWBgIE2aNClxX+PGjUlISAAgICAAgIsXL5Zoc/HiRfO+gIAAUlNTS+zX6/Wkp6eb21iVgozryuu/lPL66xxIyKDfZzs5eymPIA9Hvnu+oyRDQghRzVl0QtS5c2diY2NL3Hfy5Enq1KkDQEhICAEBAWzZssW8Pzs7mz179tCxY0cAOnbsSGZmJvv27TO32bp1K0ajkQ4dOlTCq7Ag+uJryuuDpLz+Jn75O5lBi3aTlldM0yB31k3oTKOAajaQXgghxA0s+pLZiy++SKdOnZg5cyYDBw5k7969LFq0iEWLFgGg0WiYPHky7733HmFhYYSEhPDmm28SFBTEk08+CZh6lHr27MmYMWNYuHAhOp2OF154gUGDBt20wqzaUhT4+UWI2w72rhAh5fXXUhSFL3fEMfOX4ygKPNzIj08Ht8bFwaLfIkIIIcqJRf+1b9euHevWrePVV1/lnXfeISQkhE8++YSIiAhzm5deeom8vDzGjh1LZmYmXbp0YePGjTg6OprbLFu2jBdeeIFu3bqh1WoZMGAA8+bNU+MlqefPj+HAt1dWr18CAc3Vjshi6A1G3v7pGN/sPgfA8I51mP54E1mgVQghrIhFz0NkKcoyj4FFOvI9fDfKtN3rQ2g/Rt14LEhekZ6JKw6w9UQqGg283qsxo7uEyAKtQghRDZTl89uie4hEOUjcC+ueN23fN16SoWtczC5kVFQ0Ry9k42CrZe6gVvRsFqh2WEIIIVQgCVF1lh73T3l9w17w6HtqR2QxTqRkM3JJNMlZhfi42PPliHBa1/a68wOFEEJUS5IQVVcFGbDsachPg8CW0P8LKa+/YvvJS4xftp/cIj31fF1YEtme2j7OaoclhBBCRZIQVUf6Ylg1DNJOgXtNGCzl9Vet3JvA6z8cwWBU6BDizaJh4Xg426kdlhBCCJVJQlTdKApsmAzxO0zl9UNWg7uMizEaFT78NZbPtp0BoF/rmswa0BwHW+k1E0IIIQlR9bPjIzi4zFRe/3QUBDRTOyLVFeoM/HvNITYcTgZgUrcwXuweJpVkQgghzCQhqk6OfA9b3zVtPzYbwh5RNx4LkJFXzNhvYoiOz8BWq2HWgBY81baW2mEJIYSwMJIQVRcJe64pr58g5fVA/OU8RkZFE3c5DzdHWz4f2pZO9WuoHZYQQggLJAlRdZAeBysHXymv7w2Pvqt2RKrbdy6dZ5fGkJGvo6anE0tGtqOBv5vaYQkhhLBQkhBVdSXK61vBACmv//lwMi+uPkix3kiLWh58OSIcPzfHOz9QCCGE1ZKEqCorUV5fCwavBHsXtaNSjaIofL79LLN+OQHAI038mTuoFc728msuhBDi9uSToqpSFPjpX1fK691gyCqrLq/XG4xMX3+U5XsSABjZuS5v9G6CjVYqyYQQQtyZJERV1fYP4dBy0NhYfXl9bpGeCcv288fJS2g0MP3xJozsHKJ2WEIIIaoQSYiqor+/g9+vrEvWazaEdVc3HhUlZxUwKiqG48nZONppmTeoNY82DVA7LCGEEFWMJERVzbld8MOV8vqOL0C7Z9WNR0VHL2QxKiqai9lF1HB14KsR4bQM9lQ7LCGEEFWQJERVSdoZWDkEDMXQ6HF45B21I1LN77GpvLBsP3nFBsL8XFkc2Y5gb1mgVQghxN2RhKiqyE+H5QOhIN1UXt9/kdWW1y/bc47pPx7FYFToVM+HBUPb4uEkC7QKIYS4e5IQVQXm8vrTpvL6IaussrzeaFT4YNMJPv/jLAAD2tTi/f7NsbfVqhyZEEKIqk4SIkunKPDTJDj3p6m8PmI1uFnfoOFCnYGpqw/x89+mBVqnPNKAiQ/XlwVahRBClAtJiCzd9jlwaIWpvH5gFPg3VTuiSpeWW8SYr2PYn5CJnY2G2U+1oF9rWaBVCCFE+ZGEyJIdXgO/zzBt9/4Q6ltfef2ZS7mMiormXFo+7o62LBoezn2hPmqHJYQQopqRhMhSndsFP443bXd8AcJHqRuPCvacTWPsN/vIKtAR7O3Eksh21PeTBVqFEEKUP0mILNEN5fXWt3r9jweTmLbmMMUGI62CPflyRDg1XB3UDksIIUQ1JQmRmoxGyDxnSoBQwCcMHNz+Ka8Pag39vwBt9a2iMhoVEjPyibucB0CIjzPrDyXz0eaTAPRsGsB/n2mFk711TjEghBCickhCpJZLsRCzGOL/goIM032O7qZEKCcZPIJh8Cqwr76TDZ5OzWH57gR2x6WTWVAMRoV8nZHMAh0AY+4P4dXHGqOVBVqFEEJUMEmI1HApFn6fBRf2m3p/XP1AMULaKSjOBa0tPDYb3PzVjrTCnE7N4ZPfTnEoMROtRoO3sz3xaXnkFhkAaBbkzjPtgiUZEkIIUSmq77UYS2U0wrH1cOkY2DqAawDYOUJ+mikZAnALhNTjprbVkNGosPHvFE5ezMHeVounsx1nLpmSIa0GAtwdKNYb2XTkIkajona4QgghrIAkRJUtKxGSD5p6hBzcQKOB3FTISjDt96wDtk6m3qOsRFVDrShJmQX8nZSFwahgZ6PlWHI2BToDdjYamgS6E+DhiEFROJyUSVJmgdrhCiGEsAJyyayyFedCcR4ogI0dFGaZluQAcK8J7kGQdxmK8//pMapm8or15On0ALjY2+Bga4OtVqFhgCsOtjYYFQVQyC82kFesVzdYIYQQVkESospm72pah0wDFOXApROAAs4+pt4hQzGgMQ2mtndVOdiK4WJvi4ud6VfPoEADf1c0GrC9Uk2nMxgBDc72NrjYy6+oEEKIiieXzCqbR7BptXqN1tRTpLUzJT4+YYAGCrNNq9gHtTG1rYZqejrRvKYHNloNOYU6bLUaczKkKAo5BTpsNBpa1PSkpqeTytEKIYSwBpIQVTatFpo8Ab5NTAu3uviBV4ipZygnGQxF4NcYGj9ebecf0mo19GweQAN/N4r1Ri5mF1GgM1Cg03Mxu5Big0KDADd6NPOXKjMhhBCVQqMoipTx3EF2djYeHh5kZWXh7u5ePge9fh4iDeDkCXXuh/BI8G1YPs9jwa6dhyiroBgATyc7OoT6MKRDbVmmQwghxD0py+e3JESlUCEJEdx8pmrP2tW2Z+hmrp+pOrSGC7W8nKVnSAghxD0ry+e3jFhVk1YL3iGmm5XSajXU8XGhjo+L2qEIIYSwYtbTFSGEEEIIcQuSEAkhhBDC6klCJIQQQgirJwmREEIIIayeJERCCCGEsHqSEAkhhBDC6klCJIQQQgirJwmREEIIIayeJERCCCGEsHqSEAkhhBDC6klCJIQQQgirJ2uZlcLV9W+zs7NVjkQIIYQQpXX1c7s069hLQlQKOTk5AAQHB6sciRBCCCHKKicnBw8Pj9u20SilSZusnNFo5MKFC7i5uaHRaNQOp0JlZ2cTHBxMYmIi7u7uaodjseQ8lZ6cq9KR81R6cq5KR86TqWcoJyeHoKAgtNrbjxKSHqJS0Gq11KpVS+0wKpW7u7vVvoHKQs5T6cm5Kh05T6Un56p0rP083aln6CoZVC2EEEIIqycJkRBCCCGsniREogQHBwfeeustHBwc1A7Fosl5Kj05V6Uj56n05FyVjpynspFB1UIIIYSwetJDJIQQQgirJwmREEIIIayeJERCCCGEsHqSEAkhhBDC6klCZCWSkpIYOnQoPj4+ODk50bx5c2JiYsz7FUVh+vTpBAYG4uTkRPfu3Tl16lSJY6SnpxMREYG7uzuenp6MHj2a3Nzcyn4pFcZgMPDmm28SEhKCk5MT9erV49133y2xBo61nqft27fTp08fgoKC0Gg0/PDDDyX2l9d5OXz4MPfffz+Ojo4EBwcze/bsin5p5ep250mn0/Hyyy/TvHlzXFxcCAoKYvjw4Vy4cKHEMazhPMGdf6eu9dxzz6HRaPjkk09K3G8N56o05+n48eM88cQTeHh44OLiQrt27UhISDDvLywsZMKECfj4+ODq6sqAAQO4ePFiiWMkJCTQu3dvnJ2d8fPzY9q0aej1+op+eZZFEdVeenq6UqdOHSUyMlLZs2ePcvbsWWXTpk3K6dOnzW1mzZqleHh4KD/88INy6NAh5YknnlBCQkKUgoICc5uePXsqLVu2VHbv3q3s2LFDqV+/vjJ48GA1XlKFmDFjhuLj46Ns2LBBiYuLU9asWaO4uroqc+fONbex1vP0v//9T3n99deVtWvXKoCybt26EvvL47xkZWUp/v7+SkREhHLkyBFlxYoVipOTk/L5559X1su8Z7c7T5mZmUr37t2VVatWKSdOnFB27dqltG/fXmnbtm2JY1jDeVKUO/9OXbV27VqlZcuWSlBQkPLf//63xD5rOFd3Ok+nT59WvL29lWnTpin79+9XTp8+rfz444/KxYsXzW2ee+45JTg4WNmyZYsSExOj3HfffUqnTp3M+/V6vdKsWTOle/fuyoEDB5T//e9/So0aNZRXX321sl6mRZCEyAq8/PLLSpcuXW6532g0KgEBAcqcOXPM92VmZioODg7KihUrFEVRlGPHjimAEh0dbW7zyy+/KBqNRklKSqq44CtR7969lVGjRpW4r3///kpERISiKHKerrr+j3J5nZfPPvtM8fLyUoqKisxtXn75ZaVhw4YV/Ioqxu0+5K/au3evAijnzp1TFMU6z5Oi3PpcnT9/XqlZs6Zy5MgRpU6dOiUSIms8Vzc7T88884wydOjQWz4mMzNTsbOzU9asWWO+7/jx4wqg7Nq1S1EUU9Kl1WqVlJQUc5sFCxYo7u7uJc5ddSeXzKzA+vXrCQ8P5+mnn8bPz4/WrVvzxRdfmPfHxcWRkpJC9+7dzfd5eHjQoUMHdu3aBcCuXbvw9PQkPDzc3KZ79+5otVr27NlTeS+mAnXq1IktW7Zw8uRJAA4dOsSff/7JY489Bsh5upXyOi+7du3igQcewN7e3tymR48exMbGkpGRUUmvpnJlZWWh0Wjw9PQE5Dxdy2g0MmzYMKZNm0bTpk1v2C/nynSOfv75Zxo0aECPHj3w8/OjQ4cOJS6r7du3D51OV+L92ahRI2rXrl3i/dm8eXP8/f3NbXr06EF2djZHjx6ttNejNkmIrMDZs2dZsGABYWFhbNq0ieeff55JkyaxdOlSAFJSUgBKvBmu/nx1X0pKCn5+fiX229ra4u3tbW5T1b3yyisMGjSIRo0aYWdnR+vWrZk8eTIRERGAnKdbKa/zkpKSctNjXPsc1UlhYSEvv/wygwcPNi+8KefpHx988AG2trZMmjTppvvlXEFqaiq5ubnMmjWLnj178uuvv9KvXz/69+/PH3/8AZhep729vTnpvur692d1Pk+lJavdWwGj0Uh4eDgzZ84EoHXr1hw5coSFCxcyYsQIlaOzHKtXr2bZsmUsX76cpk2bcvDgQSZPnkxQUJCcJ1GudDodAwcORFEUFixYoHY4Fmffvn3MnTuX/fv3o9Fo1A7HYhmNRgD69u3Liy++CECrVq3466+/WLhwIQ8++KCa4VU50kNkBQIDA2nSpEmJ+xo3bmyuQggICAC4oerg4sWL5n0BAQGkpqaW2K/X60lPTze3qeqmTZtm7iVq3rw5w4YN48UXX+T9998H5DzdSnmdl4CAgJse49rnqA6uJkPnzp1j8+bN5t4hkPN01Y4dO0hNTaV27drY2tpia2vLuXPnmDp1KnXr1gXkXAHUqFEDW1vbO/59Ly4uJjMzs0Sb69+f1fk8lZYkRFagc+fOxMbGlrjv5MmT1KlTB4CQkBACAgLYsmWLeX92djZ79uyhY8eOAHTs2JHMzEz27dtnbrN161aMRiMdOnSohFdR8fLz89FqS74lbGxszN/C5DzdXHmdl44dO7J9+3Z0Op25zebNm2nYsCFeXl6V9Goq1tVk6NSpU/z222/4+PiU2C/nyWTYsGEcPnyYgwcPmm9BQUFMmzaNTZs2AXKuAOzt7WnXrt1t/763bdsWOzu7Eu/P2NhYEhISSrw///777xIJ5tVk/fpkq1pTe1S3qHh79+5VbG1tlRkzZiinTp1Sli1bpjg7Oyvffvutuc2sWbMUT09P5ccff1QOHz6s9O3b96Zl061bt1b27Nmj/Pnnn0pYWFiVLye/1ogRI5SaNWuay+7Xrl2r1KhRQ3nppZfMbaz1POXk5CgHDhxQDhw4oADKxx9/rBw4cMBcHVUe5yUzM1Px9/dXhg0bphw5ckRZuXKl4uzsXKVKpG93noqLi5UnnnhCqVWrlnLw4EElOTnZfLu2kscazpOi3Pl36nrXV5kpinWcqzudp7Vr1yp2dnbKokWLlFOnTimffvqpYmNjo+zYscN8jOeee06pXbu2snXrViUmJkbp2LGj0rFjR/P+q2X3jz76qHLw4EFl48aNiq+vr5Tdi+rpp59+Upo1a6Y4ODgojRo1UhYtWlRiv9FoVN58803F399fcXBwULp166bExsaWaJOWlqYMHjxYcXV1Vdzd3ZWRI0cqOTk5lfkyKlR2drbyr3/9S6ldu7bi6OiohIaGKq+//nqJDytrPU+///67AtxwGzFihKIo5XdeDh06pHTp0kVxcHBQatasqcyaNauyXmK5uN15iouLu+k+QPn999/Nx7CG86Qod/6dut7NEiJrOFelOU9fffWVUr9+fcXR0VFp2bKl8sMPP5Q4RkFBgTJ+/HjFy8tLcXZ2Vvr166ckJyeXaBMfH6889thjipOTk1KjRg1l6tSpik6nq4yXaDE0inLNNLxCCCGEEFZIxhAJIYQQwupJQiSEEEIIqycJkRBCCCGsniREQgghhLB6khAJIYQQwupJQiSEEEIIqycJkRBCCCGsniREQgghhLB6khAJIcqNRqPhhx9+UDuMUomMjOTJJ59UO4ybioqKwtPTU+0whLAqkhAJIUolJSWFiRMnEhoaioODA8HBwfTp06fEopFCCFFV2aodgBDC8sXHx9O5c2c8PT2ZM2cOzZs3R6fTsWnTJiZMmMCJEyfUDlGUgk6nw87OTu0whLBI0kMkhLij8ePHo9Fo2Lt3LwMGDKBBgwY0bdqUKVOmsHv37hJtL1++TL9+/XB2diYsLIz169eb9xkMBkaPHk1ISAhOTk40bNiQuXPnlnj81UtZH374IYGBgfj4+DBhwgR0Op25Td26dZk5cyajRo3Czc2N2rVrs2jRohLHSUxMZODAgXh6euLt7U3fvn2Jj48v9Wu+etlq06ZNNG7cGFdXV3r27ElycrK5TdeuXZk8eXKJxz355JNERkaWiPW9995j+PDhuLq6UqdOHdavX8+lS5fo27cvrq6utGjRgpiYmBti+OGHHwgLC8PR0ZEePXqQmJhYYv+PP/5ImzZtcHR0JDQ0lLfffhu9Xm/er9FoWLBgAU888QQuLi7MmDGj1K9fCGsjCZEQ4rbS09PZuHEjEyZMwMXF5Yb91491efvttxk4cCCHDx+mV69eREREkJ6eDoDRaKRWrVqsWbOGY8eOMX36dF577TVWr15d4hi///47Z86c4ffff2fp0qVERUURFRVVos1HH31EeHg4Bw4cYPz48Tz//PPExsYCpp6QHj164Obmxo4dO9i5c6c5oSkuLi71a8/Pz+fDDz/km2++Yfv27SQkJPDvf/+71I+/6r///S+dO3fmwIED9O7dm2HDhjF8+HCGDh3K/v37qVevHsOHD+fatbbz8/OZMWMGX3/9NTt37iQzM5NBgwaZ9+/YsYPhw4fzr3/9i2PHjvH5558TFRV1Q9Lzn//8h379+vH3338zatSoMscuhNVQhBDiNvbs2aMAytq1a+/YFlDeeOMN88+5ubkKoPzyyy+3fMyECROUAQMGmH8eMWKEUqdOHUWv15vve/rpp5VnnnnG/HOdOnWUoUOHmn82Go2Kn5+fsmDBAkVRFOWbb75RGjZsqBiNRnOboqIixcnJSdm0aZP5efr27XvLuJYsWaIAyunTp833zZ8/X/H39zf//OCDDyr/+te/Sjyub9++yogRI24Za3JysgIob775pvm+Xbt2KYCSnJxc4rl3795tbnP8+HEFUPbs2aMoiqJ069ZNmTlzZonn/uabb5TAwEDzz4AyefLkW75GIcQ/ZAyREOK2lGt6LUqjRYsW5m0XFxfc3d1JTU013zd//nwWL15MQkICBQUFFBcX06pVqxLHaNq0KTY2NuafAwMD+fvvv2/5PBqNhoCAAPPzHDp0iNOnT+Pm5lbiMYWFhZw5c6bUr8XZ2Zl69eqViOPa11Ja18bq7+8PQPPmzW+4LzU1lYCAAABsbW1p166duU2jRo3w9PTk+PHjtG/fnkOHDrFz584SPUIGg4HCwkLy8/NxdnYGIDw8vMzxCmGNJCESQtxWWFgYGo2m1AOnrx+0q9FoMBqNAKxcuZJ///vffPTRR3Ts2BE3NzfmzJnDnj17Sn2M0rTJzc2lbdu2LFu27Ib4fH19S/U6bvUc1yaIWq32hoTx2rFONzuORqO55X3Xv8bbyc3N5e2336Z///437HN0dDRv3+wypxDiRpIQCSFuy9vbmx49ejB//nwmTZp0wwdsZmZmqefM2blzJ506dWL8+PHm+8rSY1Nabdq0YdWqVfj5+eHu7l7ux7/K19e3xCBrg8HAkSNHeOihh+752Hq9npiYGNq3bw9AbGwsmZmZNG7cGDC9xtjYWOrXr3/PzyWEkEHVQohSmD9/PgaDgfbt2/P9999z6tQpjh8/zrx58+jYsWOpjxMWFkZMTAybNm3i5MmTvPnmm0RHR5d7vBEREdSoUYO+ffuyY8cO4uLi2LZtG5MmTeL8+fPl9jwPP/wwP//8Mz///DMnTpzg+eefJzMzs1yObWdnx8SJE9mzZw/79u0jMjKS++67z5wgTZ8+na+//pq3336bo0ePcvz4cVauXMkbb7xRLs8vhLWRhEgIcUehoaHs37+fhx56iKlTp9KsWTMeeeQRtmzZwoIFC0p9nHHjxtG/f3+eeeYZOnToQFpaWoneovLi7OzM9u3bqV27Nv3796dx48aMHj2awsLCcu0xGjVqFCNGjGD48OE8+OCDhIaGlkvvEJhew8svv8yQIUPo3Lkzrq6urFq1yry/R48ebNiwgV9//ZV27dpx33338d///pc6deqUy/MLYW00SllHTAohhBBCVDPSQySEEEIIqycJkRBCCCGsniREQgghhLB6khAJIYQQwupJQiSEEEIIqycJkRBCCCGsniREQgghhLB6khAJIYQQwupJQiSEEEIIqycJkRBCCCGsniREQgghhLB6/w9ByWNWTi2PmgAAAABJRU5ErkJggg==", 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", 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" ] @@ -239,7 +237,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "f4fd7baa", "metadata": {}, "outputs": [], @@ -253,7 +251,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "0bd43b36", "metadata": {}, "outputs": [ @@ -264,20 +262,20 @@ "Ch 4 \n", "\t Energies: [ 511. 511. 661.657 661.657 834.848 834.848 1173.228 1173.228\n", " 1274.537 1274.537 1332.492 1332.492], \n", - "\t Efficiencies: [0.02102159 0.02749373 0.01978268 0.0208609 0.01482226 0.01623395\n", - " 0.01022607 0.01069233 0.01084041 0.0114625 0.00938804 0.00976438]\n", - "[-401.55899566 179.78226718 -26.92421218 1.33498439]\n", + "\t Efficiencies: [0.02749373 0.02102159 0.0208609 0.01978268 0.01623395 0.01482226\n", + " 0.01069233 0.01022607 0.01084041 0.0114625 0.00938804 0.00976438]\n", + "[-401.53787468 179.77275958 -26.92278808 1.33491341]\n", "Ch 5 \n", "\t Energies: [ 511. 511. 661.657 661.657 834.848 834.848 1173.228 1173.228\n", " 1274.537 1274.537 1332.492 1332.492], \n", - "\t Efficiencies: [0.03575154 0.02787124 0.02780254 0.02642409 0.02142706 0.01975958\n", - " 0.01441652 0.01376862 0.01492938 0.01429497 0.01279407 0.01204011]\n", - "[-387.1779018 172.86445791 -25.80281142 1.27486728]\n" + "\t Efficiencies: [0.02787124 0.03575154 0.02642409 0.02780254 0.01975958 0.02142706\n", + " 0.01376862 0.01441652 0.01492938 0.01429497 0.01279407 0.01204011]\n", + "[-387.10142181 172.82997102 -25.79763533 1.27460871]\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -374,7 +372,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "65dcc6fd", "metadata": {}, "outputs": [], @@ -385,7 +383,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "f0f65bc4", "metadata": {}, "outputs": [], @@ -407,7 +405,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "659310cf", "metadata": {}, "outputs": [ @@ -460,7 +458,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "55998f31", "metadata": {}, "outputs": [ @@ -469,11 +467,11 @@ "output_type": "stream", "text": [ "Count 1\n", - "\t Ch 4: Neutron rate: 1.207e+09 +/- 5.711e+06 n/s\n", - "\t Ch 5: Neutron rate: 1.182e+09 +/- 4.875e+06 n/s\n", + "\t Ch 4: Neutron rate: 1.198e+09 +/- 5.665e+06 n/s\n", + "\t Ch 5: Neutron rate: 1.173e+09 +/- 4.836e+06 n/s\n", "Count 2\n", - "\t Ch 4: Neutron rate: 1.186e+09 +/- 6.462e+06 n/s\n", - "\t Ch 5: Neutron rate: 1.178e+09 +/- 5.557e+06 n/s\n" + "\t Ch 4: Neutron rate: 1.176e+09 +/- 6.411e+06 n/s\n", + "\t Ch 5: Neutron rate: 1.168e+09 +/- 5.513e+06 n/s\n" ] } ], @@ -509,7 +507,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "6329451c", "metadata": {}, "outputs": [ @@ -517,7 +515,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Average neutron rate: 1.291e+09 ± 1.144e+08 n/s\n" + "Average neutron rate: 1.287e+09 ± 1.193e+08 n/s\n" ] } ], @@ -531,7 +529,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "0308ee3d", "metadata": {}, "outputs": [ @@ -572,7 +570,7 @@ ], "metadata": { "kernelspec": { - "display_name": "base", + "display_name": "baby-1l-run-6", "language": "python", "name": "python3" }, @@ -586,7 +584,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.2" + "version": "3.13.5" } }, "nbformat": 4, diff --git a/analysis/neutron/openmc_model.py b/analysis/neutron/openmc_model.py index c98ee69..706dce9 100644 --- a/analysis/neutron/openmc_model.py +++ b/analysis/neutron/openmc_model.py @@ -1,7 +1,7 @@ import openmc from libra_toolbox.neutronics.neutron_source import A325_generator_diamond from libra_toolbox.neutronics import vault -import helpers +from libra_toolbox.neutronics import materials as libra_materials def baby_geometry(x_c: float, y_c: float, z_c: float): @@ -252,41 +252,41 @@ def baby_geometry(x_c: float, y_c: float, z_c: float): # cells source_wall_cell_1 = openmc.Cell(region=source_wall_region) - source_wall_cell_1.fill = SS304 + source_wall_cell_1.fill = libra_materials.SS304 source_region = openmc.Cell(region=source_region) source_region.fill = None epoxy_cell = openmc.Cell(region=epoxy_region) - epoxy_cell.fill = epoxy + epoxy_cell.fill = libra_materials.Epoxy alumina_compressed_cell = openmc.Cell(region=alumina_compressed_region) - alumina_compressed_cell.fill = alumina + alumina_compressed_cell.fill = libra_materials.Alumina vessel_cell = openmc.Cell(region=vessel_region) - vessel_cell.fill = inconel625 + vessel_cell.fill = libra_materials.Inconel625 alumina_cell = openmc.Cell(region=alumina_region) - alumina_cell.fill = alumina + alumina_cell.fill = libra_materials.Alumina cllif_cell = openmc.Cell(region=cllif_region) - cllif_cell.fill = cllif_nat # cllif_nat or lithium_lead + cllif_cell.fill = libra_materials.Cllif gap_cell = openmc.Cell(region=gap_region) - gap_cell.fill = he + gap_cell.fill = libra_materials.Helium cap_cell = openmc.Cell(region=cap_region) - cap_cell.fill = inconel625 + cap_cell.fill = libra_materials.Inconel625 firebrick_cell = openmc.Cell(region=firebrick_region) - firebrick_cell.fill = firebrick + firebrick_cell.fill = libra_materials.Firebrick heater_cell = openmc.Cell(region=heater_region) - heater_cell.fill = heater_mat + heater_cell.fill = libra_materials.Heater_mat table_cell = openmc.Cell(region=table_under_source_region) - table_cell.fill = epoxy + table_cell.fill = libra_materials.Epoxy sphere_cell = openmc.Cell(region=sphere_region) - sphere_cell.fill = air + sphere_cell.fill = libra_materials.Air he_cell = openmc.Cell(region=he_region) - he_cell.fill = he + he_cell.fill = libra_materials.Helium lead_block_1_cell = openmc.Cell(region=lead_block_1_region) - lead_block_1_cell.fill = lead + lead_block_1_cell.fill = libra_materials.Lead lead_block_2_cell = openmc.Cell(region=lead_block_2_region) - lead_block_2_cell.fill = lead + lead_block_2_cell.fill = libra_materials.Lead lead_block_3_cell = openmc.Cell(region=lead_block_3_region) - lead_block_3_cell.fill = lead + lead_block_3_cell.fill = libra_materials.Lead lead_block_4_cell = openmc.Cell(region=lead_block_4_region) - lead_block_4_cell.fill = lead + lead_block_4_cell.fill = libra_materials.Lead cells = [ source_wall_cell_1, @@ -320,16 +320,16 @@ def baby_model(): """ materials = [ - inconel625, - cllif_nat, - SS304, - heater_mat, - firebrick, - alumina, - lead, - air, - epoxy, - he, + libra_materials.Inconel625, + libra_materials.Cllif, + libra_materials.SS304, + libra_materials.Heater_mat, + libra_materials.Firebrick, + libra_materials.Alumina, + libra_materials.Lead, + libra_materials.Air, + libra_materials.Epoxy, + libra_materials.Helium, ] # BABY coordinates @@ -375,126 +375,14 @@ def baby_model(): return model -############################################################################ -# Define Materials -# Source: PNNL Materials Compendium April 2021 -# PNNL-15870, Rev. 2 -inconel625 = openmc.Material(name="Inconel 625") -inconel625.add_element("C", 0.000990, "wo") -inconel625.add_element("Al", 0.003960, "wo") -inconel625.add_element("Si", 0.004950, "wo") -inconel625.add_element("P", 0.000148, "wo") -inconel625.add_element("S", 0.000148, "wo") -inconel625.add_element("Ti", 0.003960, "wo") -inconel625.add_element("Cr", 0.215000, "wo") -inconel625.add_element("Mn", 0.004950, "wo") -inconel625.add_element("Fe", 0.049495, "wo") -inconel625.add_element("Co", 0.009899, "wo") -inconel625.add_element("Ni", 0.580000, "wo") -inconel625.add_element("Nb", 0.036500, "wo") -inconel625.add_element("Mo", 0.090000, "wo") -inconel625.set_density("g/cm3", 8.44) - -# lif-licl - natural - pure -licl_frac = 0.695 -cllif_nat = openmc.Material(name="ClLiF natural") -cllif_nat.add_element("F", 0.5 * (1 - licl_frac), "ao") -cllif_nat.add_element("Li", 0.5 * (1 - licl_frac) + 0.5 * licl_frac, "ao") -cllif_nat.add_element("Cl", 0.5 * licl_frac, "ao") -cllif_nat.set_density( - "g/cm3", helpers.get_exp_cllif_density(650) -) # 69.5 at. % LiCL at 650 C - -# Stainless Steel 304 from PNNL Materials Compendium (PNNL-15870 Rev2) -SS304 = openmc.Material(name="Stainless Steel 304") -# SS304.temperature = 700 + 273 -SS304.add_element("C", 0.000800, "wo") -SS304.add_element("Mn", 0.020000, "wo") -SS304.add_element("P", 0.000450, "wo") -SS304.add_element("S", 0.000300, "wo") -SS304.add_element("Si", 0.010000, "wo") -SS304.add_element("Cr", 0.190000, "wo") -SS304.add_element("Ni", 0.095000, "wo") -SS304.add_element("Fe", 0.683450, "wo") -SS304.set_density("g/cm3", 8.00) - -heater_mat = openmc.Material(name="heater") -heater_mat.add_element("C", 0.000990, "wo") -heater_mat.add_element("Al", 0.003960, "wo") -heater_mat.add_element("Si", 0.004950, "wo") -heater_mat.add_element("P", 0.000148, "wo") -heater_mat.add_element("S", 0.000148, "wo") -heater_mat.add_element("Ti", 0.003960, "wo") -heater_mat.add_element("Cr", 0.215000, "wo") -heater_mat.add_element("Mn", 0.004950, "wo") -heater_mat.add_element("Fe", 0.049495, "wo") -heater_mat.add_element("Co", 0.009899, "wo") -heater_mat.add_element("Ni", 0.580000, "wo") -heater_mat.add_element("Nb", 0.036500, "wo") -heater_mat.add_element("Mo", 0.090000, "wo") -heater_mat.set_density("g/cm3", 2.44) - -# Using Microtherm with 1 a% Al2O3, 27 a% ZrO2, and 72 a% SiO2 -# https://www.foundryservice.com/product/microporous-silica-insulating-boards-mintherm-microtherm-1925of-grades/ -firebrick = openmc.Material(name="Firebrick") -# Estimate average temperature of Firebrick to be around 300 C -# Firebrick.temperature = 273 + 300 -firebrick.add_element("Al", 0.004, "ao") -firebrick.add_element("O", 0.666, "ao") -firebrick.add_element("Si", 0.240, "ao") -firebrick.add_element("Zr", 0.090, "ao") -firebrick.set_density("g/cm3", 0.30) - -# alumina insulation -# data from https://precision-ceramics.com/materials/alumina/ -alumina = openmc.Material(name="Alumina insulation") -alumina.add_element("O", 0.6, "ao") -alumina.add_element("Al", 0.4, "ao") -alumina.set_density("g/cm3", 3.98) - -# air -air = openmc.Material(name="Air") -air.add_element("C", 0.00012399, "wo") -air.add_element("N", 0.75527, "wo") -air.add_element("O", 0.23178, "wo") -air.add_element("Ar", 0.012827, "wo") -air.set_density("g/cm3", 0.0012) - -# epoxy -epoxy = openmc.Material(name="Epoxy") -epoxy.add_element("C", 0.70, "wo") -epoxy.add_element("H", 0.08, "wo") -epoxy.add_element("O", 0.15, "wo") -epoxy.add_element("N", 0.07, "wo") -epoxy.set_density("g/cm3", 1.2) - -# helium @5psig -pressure = 34473.8 # Pa ~ 5 psig -temperature = 300 # K -R_he = 2077 # J/(kg*K) -density = pressure / (R_he * temperature) / 1000 # in g/cm^3 -he = openmc.Material(name="Helium") -he.add_element("He", 1.0, "ao") -he.set_density("g/cm3", density) - -# lead -# data from https://wwwrcamnl.wr.usgs.gov/isoig/period/pb_iig.html -lead = openmc.Material() -lead.set_density("g/cm3", 11.34) -lead.add_nuclide("Pb204", 0.014, "ao") -lead.add_nuclide("Pb206", 0.241, "ao") -lead.add_nuclide("Pb207", 0.221, "ao") -lead.add_nuclide("Pb208", 0.524, "ao") - - if __name__ == "__main__": model = baby_model() model.run() sp = openmc.StatePoint(f"statepoint.{model.settings.batches}.h5") tbr_tally = sp.get_tally(name="TBR").get_pandas_dataframe() - print(f"TBR: {tbr_tally['mean'].iloc[0] :.6e}\n") - print(f"TBR std. dev.: {tbr_tally['std. dev.'].iloc[0] :.6e}\n") + print(f"TBR: {tbr_tally['mean'].iloc[0]:.6e}\n") + print(f"TBR std. dev.: {tbr_tally['std. dev.'].iloc[0]:.6e}\n") processed_data = { "modelled_TBR": { diff --git a/analysis/tritium/pathsim_model.py b/analysis/tritium/pathsim_model.py new file mode 100644 index 0000000..ec18f46 --- /dev/null +++ b/analysis/tritium/pathsim_model.py @@ -0,0 +1,286 @@ +import pathsim +from pathsim import Simulation, Connection +import numpy as np +import matplotlib.pyplot as plt +import pathview + +from tritium_model import ( + neutron_rate, + total_irradiation_time, + k_wall, + k_top, + baby_model, + measured_TBR, + replacement_times_top, + replacement_times_walls, + gas_switch_deltatime, +) + +from libra_toolbox.tritium.model import ureg, activity_to_quantity + +# Create global variables +A_OV = (baby_model.A_wall.to("m^2")).magnitude +A_IV = (baby_model.A_top.to("m^2")).magnitude +baby_vol = (baby_model.volume.to("m^3")).magnitude +k_IV = k_top.to("m/s").magnitude +k_OV = k_wall.to("m/s").magnitude +neutron_rate = neutron_rate.to("n/s").magnitude +irradiation_time = total_irradiation_time.to("s").magnitude + +S_IV = 1 +S_OV = 1 +k1 = 1e-17 # T + T -> T2 +k2 = 0.4e-4 # H2 + T -> HT + H +# f_stick_IV = 0.15 +f_stick_IV = 0.15 +f_stick_OV = 0.9 + +initial_inv_wall_IV = activity_to_quantity(0 * ureg.Bq).to(ureg.particle).magnitude +initial_inv_wall_OV = activity_to_quantity(0 * ureg.Bq).to(ureg.particle).magnitude +t_h2 = 0 + +tbr = measured_TBR.to("dimensionless").magnitude + +IV_gas_residence_time = 0.1 * baby_vol / (A_IV * k_IV) +OV_gas_residence_time = 3 * baby_vol / (A_OV * k_OV) + +baby_residence_time = baby_vol / (k_IV * A_IV + k_OV * A_OV) + +collection_efficiency = 0.95 +conversion_efficiency = 1 + +# Create blocks +blocks, events = [], [] + +tbr_7 = pathsim.blocks.amplifier.Amplifier(gain=tbr) +blocks.append(tbr_7) + +baby_8 = pathview.custom_pathsim_blocks.Process( + residence_time=baby_residence_time, +) +blocks.append(baby_8) + +iv_vial_activity_21 = pathsim.blocks.scope.Scope( + labels=[ + "IV bubbler (vial1)", + "IV bubbler (vial2)", + "IV bubbler (vial3)", + "IV bubbler (vial4)", + ] +) +blocks.append(iv_vial_activity_21) + +soluble_vs_insoluble_1 = pathview.custom_pathsim_blocks.Splitter2(f1=0.01, f2=0.99) +blocks.append(soluble_vs_insoluble_1) + +iv_bubbler_23 = pathview.custom_pathsim_blocks.Bubbler( + conversion_efficiency=0.95, + vial_efficiency=0.9, + replacement_times=replacement_times_top.to("s").magnitude, +) +events_iv_bubbler_23 = iv_bubbler_23.create_reset_events() +events += events_iv_bubbler_23 +blocks.append(iv_bubbler_23) + +iv_vs_ov_24 = pathview.custom_pathsim_blocks.Splitter2( + f1=A_IV * k_IV / (A_IV * k_IV + A_OV * k_OV), + f2=A_OV * k_OV / (A_IV * k_IV + A_OV * k_OV), +) +blocks.append(iv_vs_ov_24) + +soluble_vs_insoluble_25 = pathview.custom_pathsim_blocks.Splitter2(f1=0.01, f2=0.99) +blocks.append(soluble_vs_insoluble_25) + +ov_bubbler_26 = pathview.custom_pathsim_blocks.Bubbler( + conversion_efficiency=0.95, + vial_efficiency=0.9, + replacement_times=replacement_times_walls.to("s").magnitude, +) +events_ov_bubbler_26 = ov_bubbler_26.create_reset_events() +events += events_ov_bubbler_26 +blocks.append(ov_bubbler_26) + +environment_27 = pathview.custom_pathsim_blocks.Integrator() +blocks.append(environment_27) + +ov_vial_activity_28 = pathsim.blocks.scope.Scope( + labels=[ + "OV bubbler (vial1)", + "OV bubbler (vial2)", + "OV bubbler (vial3)", + "OV bubbler (vial4)", + ] +) +blocks.append(ov_vial_activity_28) + +baby_inventory_30 = pathsim.blocks.scope.Scope(labels=["BABY (inv)"]) +blocks.append(baby_inventory_30) + +stepsource_31 = pathsim.blocks.sources.StepSource( + amplitude=neutron_rate, tau=irradiation_time +) +blocks.append(stepsource_31) + +stepsource_32 = pathsim.blocks.sources.StepSource(amplitude=neutron_rate, tau=0) +blocks.append(stepsource_32) + +neutron_source_33 = pathsim.blocks.scope.Scope(labels=["addsub 57"]) +blocks.append(neutron_source_33) + +cumulative_release_34 = pathsim.blocks.scope.Scope(labels=["IV", "OV"]) +blocks.append(cumulative_release_34) + +iv_35 = pathview.custom_pathsim_blocks.Integrator() +blocks.append(iv_35) + +ov_36 = pathview.custom_pathsim_blocks.Integrator() +blocks.append(ov_36) + +iv_gas_37 = pathview.custom_pathsim_blocks.Process( + residence_time=IV_gas_residence_time, +) +blocks.append(iv_gas_37) + +ov_gas_38 = pathview.custom_pathsim_blocks.Process( + residence_time=OV_gas_residence_time, +) +blocks.append(ov_gas_38) + +wall_sticking_39 = pathview.custom_pathsim_blocks.Splitter2( + f1=f_stick_IV, f2=1 - f_stick_IV +) +blocks.append(wall_sticking_39) + +wall_sticking_40 = pathview.custom_pathsim_blocks.Splitter2( + f1=f_stick_OV, f2=1 - f_stick_OV +) +blocks.append(wall_sticking_40) + +iv_wall_42 = pathview.custom_pathsim_blocks.Integrator( + initial_value=initial_inv_wall_IV, +) +blocks.append(iv_wall_42) + +h2_43 = pathsim.blocks.sources.StepSource(tau=t_h2) +blocks.append(h2_43) + +wall_reactions_45 = pathsim.blocks.function.Function( + func=lambda c_h2, I: (k1 * (I / S_IV) ** 2, k2 * I / S_IV * c_h2) +) +blocks.append(wall_reactions_45) + +wall_reactions_50 = pathsim.blocks.function.Function( + func=lambda c_h2, I: (k1 * (I / S_OV) ** 2, k2 * I / S_OV * c_h2) +) +blocks.append(wall_reactions_50) + +walls_53 = pathsim.blocks.scope.Scope(labels=["IV wall", "OV_walls"]) +blocks.append(walls_53) + +ov_walls_56 = pathview.custom_pathsim_blocks.Integrator( + initial_value=initial_inv_wall_OV, +) +blocks.append(ov_walls_56) + +addsub_57_57 = pathsim.blocks.adder.Adder(operations="+-") +blocks.append(addsub_57_57) + +addsub_58_58 = pathsim.blocks.adder.Adder(operations="+--") +blocks.append(addsub_58_58) + +addsub_59_59 = pathsim.blocks.adder.Adder(operations="+--") +blocks.append(addsub_59_59) + + +# Create events + + +# Create connections + +connections = [ + Connection(tbr_7[0], baby_8[0]), + Connection(soluble_vs_insoluble_1["source1"], iv_bubbler_23["sample_in_soluble"]), + Connection(soluble_vs_insoluble_1["source2"], iv_bubbler_23["sample_in_insoluble"]), + Connection(iv_bubbler_23["vial1"], iv_vial_activity_21[0]), + Connection(iv_bubbler_23["vial2"], iv_vial_activity_21[1]), + Connection(iv_bubbler_23["vial3"], iv_vial_activity_21[2]), + Connection(iv_bubbler_23["vial4"], iv_vial_activity_21[3]), + Connection(baby_8["mass_flow_rate"], iv_vs_ov_24[0]), + Connection(soluble_vs_insoluble_25["source1"], ov_bubbler_26["sample_in_soluble"]), + Connection( + soluble_vs_insoluble_25["source2"], ov_bubbler_26["sample_in_insoluble"] + ), + Connection(iv_bubbler_23["sample_out"], environment_27[0]), + Connection(ov_bubbler_26["sample_out"], environment_27[1]), + Connection(ov_bubbler_26["vial1"], ov_vial_activity_28[0]), + Connection(ov_bubbler_26["vial2"], ov_vial_activity_28[1]), + Connection(ov_bubbler_26["vial3"], ov_vial_activity_28[2]), + Connection(ov_bubbler_26["vial4"], ov_vial_activity_28[3]), + Connection(baby_8["inv"], baby_inventory_30[0]), + Connection(iv_35[0], cumulative_release_34[0]), + Connection(ov_36[0], cumulative_release_34[1]), + Connection(iv_gas_37["mass_flow_rate"], iv_35[0]), + Connection(iv_gas_37["mass_flow_rate"], soluble_vs_insoluble_1[0]), + Connection(ov_gas_38["mass_flow_rate"], ov_36[0]), + Connection(ov_gas_38["mass_flow_rate"], soluble_vs_insoluble_25[0]), + Connection(iv_vs_ov_24["source1"], wall_sticking_39[0]), + Connection(iv_vs_ov_24["source2"], wall_sticking_40[0]), + Connection(wall_sticking_40["source2"], ov_gas_38[0]), + Connection(h2_43[0], wall_reactions_45[0]), + Connection(iv_wall_42[0], wall_reactions_45[1]), + Connection(wall_reactions_45[1], iv_gas_37[1]), + Connection(wall_reactions_45[0], iv_gas_37[2]), + Connection(wall_sticking_39["source2"], iv_gas_37[0]), + Connection(wall_reactions_50[1], ov_gas_38[1]), + Connection(iv_wall_42[0], walls_53[0]), + Connection(wall_reactions_50[0], ov_gas_38[2]), + Connection(h2_43[0], wall_reactions_50[0]), + Connection(ov_walls_56[0], wall_reactions_50[1]), + Connection(ov_walls_56[0], walls_53[1]), + Connection(stepsource_31[0], addsub_57_57[1]), + Connection(stepsource_32[0], addsub_57_57[0]), + Connection(addsub_57_57[0], tbr_7[0]), + Connection(addsub_57_57[0], neutron_source_33[0]), + Connection(wall_sticking_40["source1"], addsub_58_58[0]), + Connection(wall_reactions_50[0], addsub_58_58[1]), + Connection(wall_reactions_50[1], addsub_58_58[2]), + Connection(addsub_58_58[0], ov_walls_56[0]), + Connection(wall_sticking_39["source1"], addsub_59_59[0]), + Connection(wall_reactions_45[0], addsub_59_59[1]), + Connection(wall_reactions_45[1], addsub_59_59[2]), + Connection(addsub_59_59[0], iv_wall_42[0]), +] + +# Create simulation +my_simulation = Simulation( + blocks, + connections, + events=events, + Solver=pathsim.solvers.SSPRK22, + dt=100, + dt_max=1.0, + dt_min=1e-6, + iterations_max=100, + log=True, + tolerance_fpi=1e-6, + **{"tolerance_lte_rel": 1e-4, "tolerance_lte_abs": 1e-9}, +) + +if __name__ == "__main__": + my_simulation.run(8 * 24 * 3600) + + # Optional: Plotting results + scopes = [block for block in blocks if isinstance(block, pathsim.blocks.Scope)] + fig, axs = plt.subplots( + nrows=len(scopes), sharex=True, figsize=(10, 5 * len(scopes)) + ) + for i, scope in enumerate(scopes): + plt.sca(axs[i] if len(scopes) > 1 else axs) + time, data = scope.read() + # plot the recorded data + for p, d in enumerate(data): + lb = scope.labels[p] if p < len(scope.labels) else f"port {p}" + plt.plot(time, d, label=lb) + plt.legend() + plt.xlabel("Time") + plt.show() diff --git a/analysis/tritium/tritium_model.ipynb b/analysis/tritium/tritium_model.ipynb index 88a1941..9d16ee2 100644 --- a/analysis/tritium/tritium_model.ipynb +++ b/analysis/tritium/tritium_model.ipynb @@ -6,24 +6,25 @@ "metadata": {}, "outputs": [ { - "name": "stderr", + "name": "stdout", "output_type": "stream", "text": [ - "/workspaces/BABY-1L-run-6/analysis/tritium/tritium_model.py:93: UserWarning: Activity of 1L-IV_6-4-1 is negative after substracting background. Setting to zero.\n", - " warnings.warn(\n", - "/workspaces/BABY-1L-run-6/analysis/tritium/tritium_model.py:93: UserWarning: Activity of 1L-IV_6-4-4 is negative after substracting background. Setting to zero.\n", - " warnings.warn(\n", - "/workspaces/BABY-1L-run-6/analysis/tritium/tritium_model.py:93: UserWarning: Activity of 1L-IV_6-5-4 is negative after substracting background. Setting to zero.\n", - " warnings.warn(\n", - "/workspaces/BABY-1L-run-6/analysis/tritium/tritium_model.py:93: UserWarning: Activity of 1L-OV_6-2-2 is negative after substracting background. Setting to zero.\n", - " warnings.warn(\n" + "Using neutron rate from processed_data.json: 1286768790.390309 neutron / second ± 119296207.431771 neutron / second\n", + "Processed data stored in ../../data/processed_data.json\n" ] }, { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "Processed data stored in ../../data/processed_data.json\n" + "/home/remidm/BABY-1L-run-6/analysis/tritium/tritium_model.py:94: UserWarning: Activity of 1L-IV_6-4-1 is negative after substracting background. Setting to zero.\n", + " warnings.warn(\n", + "/home/remidm/BABY-1L-run-6/analysis/tritium/tritium_model.py:94: UserWarning: Activity of 1L-IV_6-4-4 is negative after substracting background. Setting to zero.\n", + " warnings.warn(\n", + "/home/remidm/BABY-1L-run-6/analysis/tritium/tritium_model.py:94: UserWarning: Activity of 1L-IV_6-5-4 is negative after substracting background. Setting to zero.\n", + " warnings.warn(\n", + "/home/remidm/BABY-1L-run-6/analysis/tritium/tritium_model.py:94: UserWarning: Activity of 1L-OV_6-2-2 is negative after substracting background. Setting to zero.\n", + " warnings.warn(\n" ] } ], @@ -67,18 +68,18 @@ "name": "stdout", "output_type": "stream", "text": [ - "Quantity of T consumed: 4.68×10¹² particle\n", - "Uncertainty on T consumed: 1.76×10¹⁰ particle\n", - "Quantity of T consumed: 8.37×10³ Bq\n", + "Quantity of T consumed: 4.63×10¹² particle\n", + "Uncertainty on T consumed: 4.29×10¹¹ particle\n", + "Quantity of T consumed: 8.28×10³ Bq\n", "Quantity of T produced IV: 1.86×10¹ Bq\n", "Quantity of T produced: 1.04×10¹⁰ particle\n", - "Measured TBR: 2.23e-03 particle / neutron\n", - "0.9156155224722856 dimensionless\n" + "Measured TBR: 2.71e-03 particle / neutron\n", + "0.7532830751875844 dimensionless\n" ] }, { "data": { - "image/png": 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xcXFat26d1q5dK0nq37+/Jk2aJI/HE3K9o0eP1oMPPiiPx6MWLVooOTlZS5cu1c6dO1WnTh0tW7ZMFStWPGMdJ06cUHp6utasWSMzU2pqqjZs2FD8jS2GWbNmKSsrS3l5eUpPT1eNGjW0cuVKbdq0ScnJyVq2bFnABwXva1q+fHnVq1dPVapUUV5entavX6+vv/5akjR8+HANGTLkvG4LTuE5ZFxISus5ZM6QiyEsLEyZmZn64IMPtGPHDi1YsED//ve/tWbNGk2fPl3h4eGaPHmy/vnPf4Zc56pVqzRo0CCFh4dr4cKFev/99zVjxgxt3LhRbdu21ddff6277rqr0Hr++te/6osvvtCAAQPOZhOL7YcfflDfvn2Vl5enf/zjH/rkk0/073//W998841uvvlm7dq1S71799bPPwc2aNBAq1at0p49e7Rs2TLNnDlTc+fO1VdffaVp06YpPDxcjzzyiNavX18q2wUA5xqBXAxt2rTRrFmz1KJFi4B5N910k/r16ydJevXVV0Ou829/+5vMTLfddps6duzomx4bG6spU6YoLCxMs2fP1ldffVVgHStWrNAzzzyjHj16KDMzM/QNKkHPP/+8cnJy1K5dO/Xv3983PTw8XBMnTlRCQoJWrFihd99912+55ORkNWzYUGFhgW/JrKwsZWRk6OTJk1q0aNE53wYAKA0E8jnQqFEjSdLWrVtDKn/ixAnffefevXsHzK9evbquueYaSdLcuXOD1nHs2DH17dtX5cuX1/jx40Nu66effqo+ffqoWrVqioqKUoUKFXTdddfpzTffDLmO03nbF2w74uPj1aVLF0nSnDlzilRvRMSpQeWioqKK1S4AcB2BfA58++23kqQqVaqEVP6bb75RTk6OJKlp06ZBy3inr1q1Kuj8xx57TOvXr9fYsWNVqVKlkNY7ZswY/fa3v9W0adOUlJSkLl26qH79+lqyZIl+97vf6a9//WtI9XgdOnTId7+6uNsRzMKFC7V48WJFR0fr2muvLVKbAOCXgrGsS9jOnTv18ssvS1LIl403b94sSUpMTFTZsmWDlrnkkkv8yp5u+fLlGjVqlLp27aqsrKyQ1vnOO+9o4MCBSkpK0uzZs9WyZUvfvDVr1qhTp04aNmyYMjIylJGREVKdW7Zs8f2/WrVqRd4Or7vvvls5OTk6fPiwvvnmG61Zs0Zly5bV1KlTlZKSElJbAOCXhkAuQXl5ebr55pt14MABNWjQQH/4wx9CWu7QoUOSpLi4uALLxMfHS5IOHjzoNz0nJ0f9+vVTQkKCJk6cGHJbhw0bJjPTpEmT/MJYOtXBatSoUerZs6fGjRsXciB7t0MqeFsK2o7TTZs2TQcOHPD9ftFFF2nSpEm68cYbQ2oHAPwSccm6BN11113Kzs5WUlKSZs2apcjIyHO+zqFDh+rbb7/V888/H/Il8j179uiTTz5RTEyMOnfuHLRMq1atJJ06+z7f9u/fLzPTTz/9pPfff1+NGzdWZmamsrKylJ+ff97bAwDnA2fIJeT+++/XlClTVL58eb333nuqXbt2yMt6L1Of6YvIvQODlCtXzjdtyZIlGj9+vDp16qRbb7015PVt3rxZZqajR48W2knqxx9/9P3/mWeeCdrL+7nnnlPFihX9LrcfOXJECQkJIW1HQSpUqKCWLVuqRYsW6ty5s6ZPn65rrrlG99xzT6HLAsAvDYFcAgYNGqSxY8cqMTFR7777rq+Xdai890X379+vQ4cOBb2P7O2xffo91P/7v/+Tmen777/3ndF67d+/X5K0fft237znn39eDRs21MmTJyWdunxclMej3n77bb3//vsB0//yl7+oYsWKql69um/a999/rwYNGoS0HYXxeDzq16+fFi5cqLlz5xLIAH6VCOSzNGTIEI0aNUoJCQl69913C+xdfCZ16tRRbGyscnJytHLlSrVu3TqgzMqVKyVJjRs3DpjnHR0smGPHjvlC1BvS3o5VHo9HL730UtBnf4NZsmTJGeeXK1dOaWlp2rBhg1auXBk0kM+0HWfivSdd0NCbAPBLxz3kszB06FCNGDFCCQkJeu+995Senl6seiIjI/W7350aqm3atGkB87/77jvfvdxu3br5pj///PMys6A/ixcvliSlpqb6pnnPlKtWrarLL79chw4d0ttvv12sNhfE275g23H48GG98cYbklTkDlrZ2dmSVKRbAQDwS0IgF9Of/vQnDR8+XImJiSGH8fjx41W3bt2g93uHDh0qj8ejqVOn+oVkTk6O7rjjDuXn5yszM1N169YtkfY/+eSTkqTbbrvNF5KnMzN9/PHHASNqFeaBBx5QbGysFi1apBdeeME3PT8/X3fffbf279+v9PT0gOeJJ0+e7Buz+nS5ubmaPHmyxo4dK0l+o38BwK8Jl6yLYf78+XrqqackSWlpaZowYULQchUrVtRzzz3n+33Pnj36+uuvVbly5YCyjRs31siRI/Xggw+qU6dOysjIUKVKlbR06VLt2LFDderU0aRJk0psGzp37qwxY8Zo0KBB6tKli9LS0lSnTh0lJCToxx9/1Oeff67du3fr4YcfLtJgHFWrVtXLL7+srKws9e/fX1OmTFFKSopWrFjh+3KJadOmBXzpxrRp0/SHP/xBqampql+/vuLj47Vr1y59+eWX2rlzp8LCwvS3v/1N1113XYm9BgDgEgK5GPbu3ev7/8qVK333RX+uevXqfoFcmIEDB6pBgwYaOXKkPvnkEx05ckTVqlXTI488okceeaTAQUOK67777lObNm00btw4LV68WNnZ2QoLC1PlypXVqFEj/e53vyvWmNg9evRQzZo19fTTT2vp0qVatWqVqlSpogEDBuixxx5TcnJywDJDhgxRnTp19PHHH+vDDz/Uvn37FBMTo2rVqqlbt2666667dPnll5fEZgOAk/j6RQCF4usXcSHh6xcBALiAEcgAADiAQAYAwAEEMgAADiCQAQBwAIEMAIADCGQAABxQqgOD8GwjLiSl9WwjgF8GzpABAHAAgQwAgAMIZAAAHEAgAwDggFLt1BUfxZdNAb8E7KvAuce3PQEA4IBS/dh72bB3SnP1wHm19vHrSrsJxca+igtJae2rpRrIh4/nlebqAYSIfRU49+jUBQCAAwhkAAAcQCADAOAAAhkAAAcQyAAAOIBABgDAAQQyAAAOIJABAHAAgQwAgAMIZAAAHEAgAwDgAAIZAAAHEMgAADiAQAYAwAEEMgAADiCQAQBwAIEMAIADCGQAABxAIAMA4AACGQAABxDIAAA4gEAGAMABBDIAAA4gkAEAcACBDACAAwhkAAAcQCADAOAAAhkAAAcQyAAAOIBABgDAAQQyAAAOIJABAHAAgQwAgAMIZAAAHEAgAwDgAAIZAAAHEMgAADiAQAYAwAEEMgAADiCQAQBwAIEMAIADCGQAABxAIAMA4AACGQAABxDIAAA4gEAGAMABBDIAAA4gkAEAcACBDACAAwhkAAAcQCADAOAAAhkAAAcQyAAAOIBABgDAAQQyAAAOIJABAHAAgQwAgAMIZAAAHEAgAwDgAAIZAAAHEMgAADiAQAYAwAEEMgAADiCQAQBwAIEMAIADCGQAABxAIAMA4AACGQAABxDIAAA4gEAGAMABBDIAAA4gkAEAcACBDACAAwhkAAAcQCADAOAAAhkAAAcQyAAAOIBABgDAARGlufL4qFJdPYAQsa8C557HzKy0GwEAwIWuVD/2XjbsndJcPXBerX38utJuQrGxr+JCUlr7aqkG8uHjeaW5egAhYl8Fzj06dQEA4AACGQAABxDIAAA4gEAGAMABBDIAAA4gkAEAcACBDACAAwhkAAAcQCADAOAAAhkAAAcQyAAAOIBABgDAAQQyAAAOIJABAHAAgQwAgAMIZAAAHEAgAwDgAAIZAAAHEMgAADiAQAYAwAEEMgAADiCQAQBwAIEMAIADCGQAABxAIAMA4AACGQAABxDIAAA4gEAGAMABBDIAAA4gkAEAcACBDACAAwhkAAAcQCADAOAAAhkAAAcQyAAAOIBABgDAAQQyAAAOIJABAHAAgQwAgAMIZAAAHEAgAwDgAAIZAAAHEMgAADiAQAYAwAEEMgAADiCQAQBwAIEMAIADCGQAABxAIAMA4AACGQAABxDIAAA4gEAGAMABBDIAAA4gkAEAcACBDACAAwhkAAAcQCADAOAAAhkAAAcQyAAAOIBABgDAAQQyAAAOIJABAHAAgQwAgAMIZAAAHEAgAwDgAAIZAAAHEMgAADiAQAYAwAEEMgAADiCQAQBwAIEMAIADCGQAABxAIAMA4AACGQAABxDIAAA4gEAGAMABBDIAAA4gkAEAcEBEaa48PqpUVw8gROyrwLnnMTMr7UYAAHChK9WPvZcNe6c0Vw+cV2sfv660m1Bs7Ku4kJTWvlqqgXz4eF5prh5AiNhXgXOPTl0AADiAQAYAwAEEMgAADiCQAQBwAIEMAIADCGQAABxAIAMA4AACGQAABxDIAAA4gEAGAMABBDIAAA4gkAEAcACBDACAAwhkAAAcQCADAOAAAhkAAAcQyAAAOIBABgDAAQQyAAAOIJABAHAAgQwAgAMIZAAAHEAgAwDgAAIZAAAHEMgAADiAQAYAwAEEMgAADiCQAQBwAIEMAIADCGQAABxAIAMA4AACGQAABxDIAAA4gEAGAMABBDIAAA4gkAEAcACBDACAAwhkAAAcQCADAOAAAhkAAAcQyAAAOIBABgDAAQQyAAAOIJABAHAAgQwAgAMIZAAAHEAgAwDgAAIZAAAHEMgAADiAQAYAwAEEMgAADiCQAQBwAIEMAIADCGQAABxAIAMA4AACGQAABxDIAAA4gEAGAMABBDIAAA4gkAEAcACBDACAAwhkAAAcQCADAOAAAhkAAAcQyAAAOIBABgDAAQQyAAAOIJABAHAAgQwAgAMIZAAAHEAgAwDgAAIZAAAHEMgAADiAQAYAwAEEMgAADiCQAQBwAIEMAIADCGQAABwQUZorj48q1dUDCBH7KnDueczMSrsRAABc6Er1Y+9lw94pzdUD59Xax68r7SYUG/sqLiSlta+WaiAfPp5XmqsHECL2VeDco1MXAAAOIJABAHAAgQwAgAMIZAAAHEAgAwDgAAIZAAAHEMgAADiAQAYAwAEEMgAADiCQAQBwAIEMAIADCGQAABxAIAMA4AACGQAABxDIAAA4gEAGAMABBDIAAA4gkAEAcACBDACAAwhkAAAcQCADAOAAAhkAAAcQyAAAOIBABgDAAQQyAAAOIJABAHAAgQwAgAMIZAAAHEAgAwDgAAIZAAAHEMgAADiAQAYAwAEEMgAADiCQAQBwAIEMAIADCGQAABxAIAMA4AACGQAABxDIAAA4gEAGAMABBDIAAA4gkAEAcACBDACAAwhkAAAcQCADAOAAAhkAAAcQyAAAOIBABgDAAQQyAAAOIJABAHAAgQwAgAMIZAAAHEAgAwDgAAIZAAAHEMgAADiAQAYAwAEEMgAADiCQAQBwAIEMAIADCGQAABxAIAMA4AACGQAABxDIAAA4gEAGAMABBDIAAA4gkAEAcACBDACAAwhkAAAcQCADAOAAAhkAAAcQyAAAOIBABgDAAQQyAAAOIJABAHAAgQwAgAMIZAAAHEAgAwDgAAIZAAAHRJTmyuOjSnX1AELEvgqcex4zs9JuBAAAFzouWQMA4AACGQAABxDIAAA4gEAGAMABBDIAAA4gkAEAcACBDACAAwhkAAAcQCADAOCAEgvklJQUeTweeTwe3X///WcsO2LECF/ZiIjzMyTfli1b5PF4lJKSUiL1vfzyy/J4POrXr985XU9hlixZIo/Ho1atWhVr+Xnz5snj8WjkyJEFltm6dasefvhhNWrUSOXLl1dUVJQuvvhidevWTdOnT9evYbA37/vR4/Fo9OjRZyw7YMAAX9m0tLQzln3vvfd02223qXbt2ipXrpyioqJUpUoVtW/fXqNHj9aPP/7oV/7JJ5+Ux+PRm2++edbbdCFy/Th0ISroWIlA5+QM+bXXXtOJEycKnP/SSy+di9WiiI4fP64HH3xQl1xyiQYMGBC0zIQJE1SrVi09++yz2rp1q5o3b64bb7xRVatW1bx585SVlaVmzZrphx9+OM+tP3emTp1a4Lxjx45p2rRphdaxZ88etW/fXtdee61efvll5ebmqnXr1srMzNSll16q5cuX68EHH1TNmjX18ccf+5YbOHCgkpOTNXDgQOXm5pbI9lyoOA7hl6bEA7lp06b66aefNG/evKDzly9frq+++krp6eklvWoU0bhx47Rp0yYNHTpU0dHRAfPHjBmje+65R7m5uXrmmWe0Y8cOvfHGG3r99df1ySefaN26dWrSpIlWrFihFi1aaP/+/ed/I0pY06ZNtWbNGq1YsSLo/Dlz5mj//v1nfP8eOHBAzZs316JFi1S3bl198MEH2rx5s+bNm6dp06bpP//5j/bu3at//OMfio+P144dO3zLxsXFafDgwfrmm280ceLEEt++CwXHIfwSlXgg33777ZIK/vQ5ZcoUv3IoHfn5+Ro3bpyio6PVp0+fgPnr1q3T4MGDJUmjR4/Www8/rDJlyviVqVu3rrKzs5WamqpNmzbp3nvvPS9tP5dK4v1777336uuvv1ZKSor++9//qkWLFgFloqKi1L9/f61evVqXXnqp37xbb71VZcqU0dixY38VtwNKA8ch/BKVeCA3aNBATZs21bvvvqvt27f7zTt8+LBmzJihiy++WNdee+0Z69m7d6/+3//7f6pfv75iY2NVtmxZNWnSRM8++6yOHj1a4HILFixQRkaGypYtq4SEBLVo0aLAT8mn27dvn4YNG6aGDRuqbNmyio2NVYMGDfTkk08qJycntI0PwdGjRzVy5EhdeeWVSkxMVHR0tOrUqaMhQ4bop59+KnC5V199Venp6YqNjVWFChXUoUMHLV26tNjtmD9/vr7//nvdcMMNSkhICJg/YsQI5ebm6vLLLz9j0CYkJGjEiBGSpNdff12bNm3ym++9RydJL7zwgpo0aaK4uDglJiaqU6dO+uijjwqsOy8vTy+++KJatWqlChUqKCoqSjVq1NAf//hHbd26NaD86ffTc3NzNXz4cNWvX18xMTFKSkrSjTfeqPXr15/xdenYsaMqV66s6dOn69ixY37zNm/erMWLF+uqq65S3bp1gy6/adMm3yXtUaNGqUKFCmdcX3JysurUqeM37aKLLlKnTp20ceNGvf3222dcHsGVxHGoqO8/6dQVlN///ve67LLLVL58eUVHR6tGjRq6/fbb9fXXXwdd5vjx4xoxYoSaNGmismXLKjIyUpUrV1Z6erqGDBmivXv3+sqG0kfFex99y5YtBU6fN2+e2rRpowoVKsjj8WjJkiW+csU5Fubl5en5559XgwYNFB0drYsuukiZmZlas2ZNge1EEFZCqlevbpJs6dKl9ve//90k2ZNPPulXZsqUKSbJHn30Udu8ebNJsvDw8IC6Nm7c6KvvoosusszMTOvSpYuVLVvWJFnjxo1t7969AcuNGjXKJJkk++1vf2tZWVnWtGlTk2QPPvigSbLq1asHLPfll1/aJZdcYpKsSpUq1qFDB+vcubMlJyebJGvYsKHt37/fb5mpU6eaJOvbt6/fdO92BVvP9u3brUGDBibJKlSoYO3atbNu3br5tjUlJcW2bNkSsNx9991nkiwsLMxatmxpvXr1snr16llYWJjdf//9JskyMjIC/yhncOutt5oke/HFFwPmnTx50ipUqGCSbMSIEYXWlZuba4mJiSbJxo4d6zfP+/cYOHCgeTwea968uWVlZdlll11mkiwiIsLmzJkTUOfBgwetVatWJsni4+MtIyPDunfvbnXq1DFJlpSUZJ999pnfMosXLzZJdvXVV1u7du0sNjbWOnToYJmZmb6/b2Jiom3evDlgfd52bt261YYMGWKS7F//+pdfmccee8wk2QsvvOBbV2pqql+ZMWPG+NaTl5dX6GtXkPHjx5sk69+/f7HruBCV1HGoOO8/M7Pw8HCLjY21pk2b2o033mhdunSxmjVrmiSLi4uz//73v37l8/PzrW3btibJypUrZx07drSsrCxr166db1tWrVrlK3+m48vPX4Ofv8+90++55x6TZE2bNrWsrCzLyMiwDz74wMyKdyzMz8+3G264wSRZZGSkXXvttXbTTTdZSkqKRUdH29133x30WIlA5ySQ9+/fbzExMZaWluZX5pprrjGPx2MbN248YyA3a9bMJFmXLl3s8OHDvum7d++2xo0bmyTr3bu33zKff/65hYeHW1hYmM2cOdNv3r/+9S/zeDxB38g5OTmWmppqkuxPf/qTHT9+3DfvyJEjlpWVZZLstttu81uuqIF88uRJu+aaa0yS3XHHHXbw4EHfvNzcXBs0aJBJstatW/stt2DBAt/O7N1pvJ5++mlfkBQ1kL073Zdffhkwb+PGjb5633///ZDqa926tUmyW2+91W+6t56YmBjLzs72m/fss8+aJEtISLBdu3b5zevdu7dJsuuvvz5g3ujRo02S1apVyy/0vCEpyRo1amQ7duzwzTt69Khdd911BYbc6YH81VdfmSRr06aNb35+fr5Vq1bN4uLi7ODBgwUG8i233BKwbHF89tlnQevHmZXUcag47z8zs+nTp/sds8xO7fsTJkwwSVa/fn07efKkb97777/ve7+efkzwWrFihe3Zs8f3e0kEcnh4uM2bNy9gueIeC70fHpOTk23dunW+6bm5ufbHP/7Rt28RyIU7J4FsZtanTx+TZEuWLDEz8x3kWrVqZWZW4I6wdOlSk2SxsbG2c+fOgPWsXLnSd7a4detW3/Tf//73JsluuummoO3r2rVr0DfyxIkTfTteMIcOHbJKlSpZRESE31l5UQP5rbfe8n3CzM3NDVhPfn6+76xxzZo1vunt2rUzSfbwww8HbV/Dhg2LHMg//vij7zUMdhb30Ucf+Xair776KqQ6e/XqZZKsY8eOftO99TzwwANBl/NewXjqqad809atW2cej8eqVq0a9CBlZtapUyeTZG+88YZvmjckPR6PrV69usDtqlmzZsC80wPZ7H8Hbe9B7e233zZJ1q9fP791/TwwO3ToYJKsV69eQdsdquPHj/vadODAgbOq60JSEseh4r7/CnPVVVcFfAieMWOGSbL77rsvpDpKIpBvv/32oMsV91iYlpZmkmzixIkByxw9etQqV65MIIfonA0M8vNOFd5/C+tE4b2X0aFDByUnJwfMb9Kkia644gqdPHlS77//fsByN998c9B6+/btG3T6woULJUk33XRT0Pnx8fFq2rSp8vLyCux5GwrvejIzM4M+8xgWFqaWLVtKOtUDVDp1X2bZsmWSCt6uW2+9tcht2bVrl6RT93/Dw8OLvHwwVkjno4Jef2/7T7+H9eabb8rM1LFjR5UtWzboct7nrr2v1emqVaumK664ImC6t/PUz+8pBnP77bfLzHyPQIX6/i0pkZGRio+Pl/S/vxeKrjjHobN9/23YsEHjx4/XAw88oDvuuEP9+vVTv379fH/H0+8lN27cWOHh4XrppZc0YcIEvx7350r37t2DTi/OsXD79u3asGGDpODHqOjoaPXs2bMkmn1BOGeB3Lp1a9WoUUOzZs3Svn379Oqrr6pcuXIFvhm8vAfLGjVqFFgmNTXVr6wkbdu27YzLFTTd2wnplltu8Rsc4vQf7yANPx/EoSi863nssccKXM/f//53v/X89NNPvo5FRd2uMzlw4IAkqVy5ckHnV6xY0ff/UMNg9+7dkk51SAqmsPZ7/37S/16rKVOmFPhaDRkyRFLwv0m1atWCrsu7vcePHy90e3r27Kn4+Hi98sor2rNnj+bNm6datWoF7TF9Ou/2e1+Ps+Ft7759+866rgtVcY5DxX3/5efn649//KNq166te++9V2PGjNFLL72kV155Ra+88oqv3oMHD/qWSU1N1ejRo5Wbm6t77rlHVatWVUpKirKysgp9jrq4CuoQVpxjoXe/rVixou8D5M8V5xh1oTpnw9N4R2YZNmyY+vbtq507d6p///6KiYk5V6sslpMnT0oq+Iz8dNWrVz/r9TRv3tz3gaIg9evXL/Z6QpGYmCjJ/8Bwuho1aqh8+fLat2+fPv74Y9+Ze0Hy8vL02WefSTp1BaM4Tj/D9r5WDRs2DHqme7pmzZoFTAsLO/vPmfHx8erRo4emTp2q22+/XcePH9dtt91W6HJNmjTRP//5T3322WfKz88/qysQ3g9O5cuXL3YdF7riHIeK+/4bM2aMJk2apMqVK2vUqFG6+uqrlZyc7HvGv3fv3nr99dcDribde++96tmzp+bPn69ly5Zp2bJlmj59uqZPn65hw4Zp6dKlqlKlSsjb7G1/QQra9vN1LMQZlNS175/fuzEz++677ywsLMx3L+yjjz7yzSvoHvITTzxhkqxbt24Frst73/T0XrDezggLFiwIuszcuXOD3ntp3769SQroCFaYot5DvvPOO00KrdeyV25urkVFRZkkW7t2bdAy3g4mxbmH7PF4CuwJ7O2F3aBBA79OKMHMnj3bd096w4YNfvO8f/vTe4qebty4cSbJ2rVr55v21FNPmSQbMGBAyNtk9r/7umd6LbztKWj66f0SvP0ZvO/T7du3B6zr5/eQN2zY4HvPB+s9Hqpjx45xD7kYSuI4VNz3n7czarAOU2b/6y8xderUQutav369757z6R0lt2/fbtKppzSCOXHihEVERJzxHnKwpwzMincs3Lp1q+91PXToUNAy3idBuIdcuHP65RLVqlVT165dlZSUpCuvvDLo2czPee/NvP3220Evl65atUqrV6/2u+cqSRkZGZJODZcXzKuvvhp0eseOHSVJM2bMKLRtZ8O7npkzZ4Y82ENERISuueYaSQVv1z//+c8it6VixYq65JJLZGb66quvgpYZPHiwIiIitGbNGo0dO7bAug4cOOC7fHfTTTcVePZfUDu9008fi9v7Ws2fPz/gWeDzqXnz5mratKnvGeaqVasWukxqaqqysrIkSYMGDfJ7hjSY3bt3B30+de3atZKktLS0Am8tIDRFPQ4V9/3n/VsHO3v88ssvtXr16pDrqlu3rh5++GFJ8lvuoosuUmRkpPbu3Rv0tsg777yjvLy8kNdzuuIcCy+++GLVrFlTkoIOKXv8+HHNnDmzWO25IJVUsgf7ZHomoTz21LVrVzty5Ihv+o8//mjp6ekmBT72tGrVKgsPD7fw8PCAM5PXX3+9wMeeDh8+7Gv7kCFDgvaq3LFjh02ePNlvWlHPkPPz831t79u3r+3evTtgPXv37rWJEyf69cKeP3++Saeehfz5M4zDhw/3fTot7nPIL7zwQoFlRo4c6TvzHT58eEDv8PXr1/s+9aekpNhPP/0UUIe3fTExMbZ48WK/ed7nxsuWLev3iJKZWWZmpq/XdrBP9IcPH7Z//etffj3xS/oM+UwKOkM2O/V39PY8vfTSS4PuE8ePH7cpU6ZY1apVbe7cuQHzx44daxLPIRdVSR2HivP+69Kli0myO++80/Lz833Tf/jhB9/jmvrZGXJ2drYtXLjQTpw44Vf/yZMnfU+OdO7c2W+e98mLn69n9erVvu1XMc6Qi3ss9L5Xq1SpYuvXr/dNz8vL8z3zHOxYiUBOBvLpA4NUqlTJunfvbl27drVy5cqZVPDAIN7nWiVZs2bNrHfv3r4QHDhwYIGPC6xdu9ZSUlJMOjWgQ8uWLa137952ww03WL169czj8VhycrLfMsUdGMR7uT0uLs6uvvpq69Wrl914443WsGFDCw8PN0l29OhRv+UGDBjgC8ZWrVpZVlaW1a9f/6wGBpkzZ45Jsp49e56x3JgxYywyMtKkU4MhdO7c2Xr16mXNmjXzfchp0qRJgUHm/Xs88MAD5vF4rGXLlpaVleUbICU8PDzoJbKDBw/6BkyIjIy09PR069mzp/Xo0cPS09N9bTr9AOBKIJuZ7dq1yzewhCSrUaOGde3a1bKysqxNmzYWHx9v0qnBID7++OOA5b0H9zfffDOk9uCUkjoOFef999FHH/mmp6WlWc+ePa1Dhw4WExNj9evXt27dugUEsveWU7ly5axVq1bWu3dvv8GCEhISAm73nL6e2rVrW/fu3e2qq66yMmXKWN++fQt97KmgQDYr3rEwPz/fOnfu7HutrrvuOuvVq5fVqFHDoqOjfc8iE8iFczKQzcx++ukne+SRR+zSSy+16Ohoi42NtUaNGtkzzzxjOTk5BdY7b948a968ucXFxVl8fLxdffXVNmvWrEKf3zt48KA9++yzdtVVV1liYqKVKVPGqlSpYunp6TZ48GBbvny5X/niBLLZqXuDkyZNstatW1tSUpJFRERYpUqVrGHDhjZgwAB75513gi730ksvWZMmTSw6OtoSEhKsXbt2tnjx4pBCKJi8vDyrVq2aRUdHB/1wc7otW7bY4MGD7YorrrCEhASLjIy0qlWrWpcuXey1117z+5T+c6cH4MSJE61hw4YWExNj5cqVsw4dOgSc9Z8uPz/fpk2bZp06dbLk5GQrU6aMJSUl2WWXXWa33XabzZ071+/MwqVA9nrrrbfs1ltvtbS0NIuPj7cyZcpY5cqVrX379vb8888Hvaqwe/duK1OmjKWmphZ6/x7+SvI4VNT3n5nZF198YV26dLEqVapYdHS01apVy3e22bdv34BA3rBhg/3lL3+xtm3b+vbH8uXL2+WXX25Dhw4t8P344Ycf2rXXXmvlypWzmJgYu+KKK+zvf/+7nTx58qwC2azox0KzU/1dRo4cafXq1bOoqChLSkqyrl272urVqws8ViKQx4zR6y9Uzz33nAYPHqyxY8eesy+G8I5jzdssdCNHjtRDDz2kMWPG6L777ivt5gA4TwjkC9jx48dVr149nThxQt9++23Qr2A8WwRy0Rw5ckQ1a9ZUYmKi1q5dG/ANWwB+vc5pL2u4LSoqSqNGjdK2bds0fvz40m4OdOqrLnfv3q3Ro0cTxsAFhjNknFOcIQNAaM7ZSF2ARBADQKi4ZA0AgAMIZAAAHEAgAwDgAAIZAAAHEMgAADiAQAYAwAEEMgAADiCQAQBwAIEMAIAD/j/iztz9dcPdbAAAAABJRU5ErkJggg==", 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" ] @@ -131,7 +132,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/codespace/.local/lib/python3.12/site-packages/scipy/integrate/_ivp/base.py:23: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", + "/home/remidm/miniconda3/envs/baby-1l-run-6/lib/python3.13/site-packages/scipy/integrate/_ivp/base.py:23: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", " return np.asarray(fun(t, y), dtype=dtype)\n" ] } @@ -151,11 +152,11 @@ "text": [ "Transport:\n", " mass transport coeff top: 3.87×10⁻⁶ m/s\n", - " mass transport coeff wall: 0.00×10⁰ m/s\n", + " mass transport coeff wall: 3.23×10⁻⁷ m/s\n", "Source:\n", - " TBR: 2.23×10⁻³ particle/n\n", - " neutron rate: 1.30×10⁹ n/s\n", - " neutron rate * TBR: 2.90×10⁶ particle/s\n", + " TBR: 2.71×10⁻³ particle/n\n", + " neutron rate: 1.29×10⁹ n/s\n", + " neutron rate * TBR: 3.48×10⁶ particle/s\n", "Geometry:\n", " volume: 1000.00 cm³\n", " top area: 153.94 cm²\n", @@ -182,22 +183,22 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/opt/conda/envs/baby-1l-run-6/lib/python3.12/site-packages/labellines/core.py:267: UserWarning: The value at position 0 in `xvals` is outside the range of its associated line (xmin=np.float64(0.0), xmax=np.float64(6.999999999999998), xval=45). Clipping it into the allowed range.\n", + "/home/remidm/miniconda3/envs/baby-1l-run-6/lib/python3.13/site-packages/labellines/core.py:267: UserWarning: The value at position 0 in `xvals` is outside the range of its associated line (xmin=np.float64(0.0), xmax=np.float64(7.0), xval=45). Clipping it into the allowed range.\n", " warnings.warn(\n", - "/opt/conda/envs/baby-1l-run-6/lib/python3.12/site-packages/labellines/core.py:267: UserWarning: The value at position 1 in `xvals` is outside the range of its associated line (xmin=np.float64(0.0), xmax=np.float64(6.999999999999998), xval=45). Clipping it into the allowed range.\n", + "/home/remidm/miniconda3/envs/baby-1l-run-6/lib/python3.13/site-packages/labellines/core.py:267: UserWarning: The value at position 1 in `xvals` is outside the range of its associated line (xmin=np.float64(0.0), xmax=np.float64(7.0), xval=45). Clipping it into the allowed range.\n", " warnings.warn(\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -253,20 +254,124 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/opt/conda/envs/baby-1l-run-6/lib/python3.12/site-packages/labellines/core.py:267: UserWarning: The value at position 0 in `xvals` is outside the range of its associated line (xmin=np.float64(0.0), xmax=np.float64(6.999999999999998), xval=45). Clipping it into the allowed range.\n", - " warnings.warn(\n" + "2025-08-19 13:31:16,869 - INFO - LOGGING (log: True)\n", + "2025-08-19 13:31:16,870 - INFO - GRAPH (size: 30, alg. depth: 4, loop depth: 0, runtime: 0.140ms)\n", + "2025-08-19 13:31:16,871 - INFO - STARTING -> TRANSIENT (Duration: 864000.00s)\n", + "2025-08-19 13:31:16,871 - INFO - TRANSIENT: 0% | elapsed: 00:00:00 (eta: --:--:--) | 0 steps (N/A steps/s)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3600.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-08-19 13:31:17,698 - INFO - TRANSIENT: 20% | elapsed: 00:00:00 (eta: 00:00:03) | 1728 steps (2091.2 steps/s)\n", + "2025-08-19 13:31:18,524 - INFO - TRANSIENT: 40% | elapsed: 00:00:01 (eta: 00:00:02) | 3456 steps (2091.5 steps/s)\n", + "2025-08-19 13:31:19,343 - INFO - TRANSIENT: 60% | elapsed: 00:00:02 (eta: 00:00:01) | 5185 steps (2110.7 steps/s)\n", + "2025-08-19 13:31:20,169 - INFO - TRANSIENT: 80% | elapsed: 00:00:03 (eta: 00:00:00) | 6912 steps (2091.7 steps/s)\n", + "2025-08-19 13:31:20,987 - INFO - TRANSIENT: 100% | elapsed: 00:00:04 (eta: 00:00:00) | 8640 steps (2112.2 steps/s)\n", + "2025-08-19 13:31:20,988 - INFO - TRANSIENT: 100% | elapsed: 00:00:04 (eta: 00:00:00) | 8640 steps (2098.6 avg steps/s)\n", + "2025-08-19 13:31:20,988 - INFO - FINISHED -> TRANSIENT (total steps: 8640, successful: 8640, runtime: 4117.09 ms)\n" ] }, { "data": { - "image/png": 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", + "text/plain": [ + "{'total_steps': 8640,\n", + " 'successful_steps': 8640,\n", + " 'runtime_ms': 4117.088722996414}" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from pathsim_model import my_simulation, cumulative_release_34\n", + "\n", + "my_simulation.run(10 * 24 * 3600)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_irradiation(baby_model, facecolor=\"#EF5B5B\", alpha=0.5)\n", + "plt.axvline(x=gas_switch_deltatime, color=\"grey\", linestyle=\"--\")\n", + "\n", + "plt.annotate(\n", + " f\"Switch to He\",\n", + " (gas_switch_deltatime, 15),\n", + " textcoords=\"offset points\",\n", + " ha=\"center\",\n", + " va=\"bottom\",\n", + " color=\"black\",\n", + ")\n", + "\n", + "\n", + "\n", + "plt.scatter(\n", + " replacement_times_top, IV_stream.get_cumulative_activity(\"total\"), color=\"#023047\"\n", + ")\n", + "plt.scatter(\n", + " replacement_times_walls,\n", + " OV_stream.get_cumulative_activity(\"total\"),\n", + " color=\"tab:green\",\n", + ")\n", + "\n", + "time, data = cumulative_release_34.read()\n", + "plt.plot((time * ureg.s), quantity_to_activity(data[0] * ureg.particle), color=\"#023047\", label=\"IV\")\n", + "plt.plot((time * ureg.s), quantity_to_activity(data[1] * ureg.particle), color=\"tab:green\", label=\"OV\")\n", + "\n", + "\n", + "plt.title(\"Cumulative tritium release (new model)\", loc=\"left\", pad = 15)\n", + "plt.ylim(0, 22)\n", + "plt.xlim(right = 6)\n", + "plt.xlabel(\"days\")\n", + "\n", + "plt.ylabel(\"Cumulative activity (Bq)\")\n", + "\n", + "plt.grid(alpha=0.5)\n", + "labelLines(plt.gca().get_lines(), zorder=2.5, xvals=[45] * 2)\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" ] @@ -301,12 +406,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -336,12 +441,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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", 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", 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", 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", 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" ] @@ -430,12 +535,12 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -493,7 +598,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -534,20 +639,12 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/codespace/.local/lib/python3.12/site-packages/scipy/integrate/_ivp/base.py:23: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " return np.asarray(fun(t, y), dtype=dtype)\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -616,7 +713,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.10" + "version": "3.13.5" }, "orig_nbformat": 4 }, diff --git a/analysis/tritium/tritium_model.py b/analysis/tritium/tritium_model.py index 50f9b90..bcca6fe 100644 --- a/analysis/tritium/tritium_model.py +++ b/analysis/tritium/tritium_model.py @@ -191,8 +191,8 @@ def build_background_curve_from_file(reader: LSCFileReader, blank_labels: list[s "OV": sorted(OV_stream.relative_times_as_pint), } -replacement_times_top = sampling_times["IV"] -replacement_times_walls = sampling_times["OV"] +replacement_times_top = ureg.Quantity.from_list(sampling_times["IV"]) +replacement_times_walls = ureg.Quantity.from_list(sampling_times["OV"]) # read gas change time if general_data["cover_gas"]["switched_to"]["gas_switch_time"]: @@ -287,14 +287,15 @@ def build_background_curve_from_file(reader: LSCFileReader, blank_labels: list[s # to calculate the measured TBR we ignore the last samples for which # we have some contribution from other sources (nGen, cyclotron, etc.) nb_samples_included_iv = len(IV_stream.samples) -T_produced_IV = IV_stream.get_cumulative_activity("total")[nb_samples_included_iv - 1] +T_produced_IV = IV_stream.get_cumulative_activity("total")[-1] +T_produced_OV = OV_stream.get_cumulative_activity("total")[-1] -measured_TBR = (T_produced_IV / quantity_to_activity(T_consumed)).to( +measured_TBR = ((T_produced_IV + T_produced_OV) / quantity_to_activity(T_consumed)).to( ureg.particle * ureg.neutron**-1 ) # Run 1 transport coeff and measured TBR for overlay -optimised_ratio = 0 +optimised_ratio = 1 / 12 k_top = 2.5 * 12 * 1.45 * 8.9e-8 * ureg.m * ureg.s**-1 k_wall = optimised_ratio * k_top diff --git a/environment.yml b/environment.yml index a755344..8467550 100644 --- a/environment.yml +++ b/environment.yml @@ -17,7 +17,10 @@ dependencies: - papermill - pip - pip: - - libra-toolbox==0.8 + - libra-toolbox>=0.9.1 - openmc_data_downloader - matplotlib-label-lines - h-transport-materials + - pathsim + - pathview + - git+https://github.com/festim-dev/PathView